diff --git a/dev/.documenter-siteinfo.json b/dev/.documenter-siteinfo.json
index 83b92a0..8e1628b 100644
--- a/dev/.documenter-siteinfo.json
+++ b/dev/.documenter-siteinfo.json
@@ -1 +1 @@
-{"documenter":{"julia_version":"1.9.3","generation_timestamp":"2023-10-16T12:03:36","documenter_version":"1.1.1"}}
\ No newline at end of file
+{"documenter":{"julia_version":"1.10.4","generation_timestamp":"2024-08-19T14:06:53","documenter_version":"1.5.0"}}
\ No newline at end of file
diff --git a/dev/LEQ.ipynb b/dev/LEQ.ipynb
index 2067376..0aa2208 100644
--- a/dev/LEQ.ipynb
+++ b/dev/LEQ.ipynb
@@ -25,6 +25,35 @@
     "- How to fix static load imbalance"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "480af594",
+   "metadata": {},
+   "source": [
+    "<div class=\"alert alert-block alert-info\">\n",
+    "<b>Note:</b> Do not forget to execute the cell below before starting this notebook! \n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7e93809a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "using Printf\n",
+    "function answer_checker(answer,solution)\n",
+    "    if answer == solution\n",
+    "        \"🥳 Well done! \"\n",
+    "    else\n",
+    "        \"It's not correct. Keep trying! 💪\"\n",
+    "    end |> println\n",
+    "end\n",
+    "ge_par_check(answer) = answer_checker(answer, \"a\")\n",
+    "ge_dep_check(answer) = answer_checker(answer, \"b\")"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "8dcee319",
@@ -33,7 +62,7 @@
     "## Gaussian elimination\n",
     "\n",
     "\n",
-    "System of linear algebraic equations\n",
+    "[Gaussian elimination](https://en.wikipedia.org/wiki/Gaussian_elimination) is a method to solve systems of linear equations, e.g.\n",
     "\n",
     "$$\n",
     "\\left[\n",
@@ -60,7 +89,7 @@
     "\\right]\n",
     "$$\n",
     "\n",
-    "Elimination steps\n",
+    "The steps of the Gaussian elimination will transform the system into an upper triangular matrix. The system of linear equations can now easily be solved by backward substitution. \n",
     "\n",
     "\n",
     "$$\n",
@@ -112,7 +141,10 @@
    "id": "94c10106",
    "metadata": {},
    "source": [
-    "### Serial implementation\n"
+    "### Serial implementation\n",
+    "The following algorithm computes the Gaussian elimination on a matrix which represents a system of linear equations.\n",
+    "- The first inner loop in line 4 divides the current row by the value of the diagonal entry, thus transforming the diagonal to contain only ones. \n",
+    "- The second inner loop beginning in line 8 substracts the rows from one another such that all entries below the diagonal become zero. "
    ]
   },
   {
@@ -140,6 +172,24 @@
     "end"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "3763b000",
+   "metadata": {},
+   "source": [
+    "<div class=\"alert alert-block alert-info\">\n",
+    "<b>Note:</b> This algorithm is not correct for all matrices: if any diagonal element <code>B[k,k]</code> is zero, the computation in the first inner loop fails. To get around this problem, another step can be added to the algorithm that swaps the rows until the diagonal entry of the current row is not zero. This process of finding a nonzero value is called <b>pivoting</b>.   \n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fbb3d1eb",
+   "metadata": {},
+   "source": [
+    "You can verify that the algorithm computes the upper triangular matrix correctly for the example in the introduction by running the following code cell. "
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -185,6 +235,32 @@
     "```"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "e52c4b38",
+   "metadata": {},
+   "source": [
+    "<div class=\"alert alert-block alert-success\">\n",
+    "<b>Question:</b>  Which of the loops can be parallelized?\n",
+    "</div>\n",
+    "\n",
+    "    a) the inner loops, but not the outer loop\n",
+    "    b) the outer loop, but not the inner loops\n",
+    "    c) all loops\n",
+    "    d) only the first inner loop"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "078e974e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "answer = \"x\" # replace x with a, b, c, or d \n",
+    "ge_par_check(answer)"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "14d57c52",
@@ -193,70 +269,79 @@
     "### Two possible data partitions"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "6b17aee4",
+   "metadata": {},
+   "source": [
+    "The outer loop of the algorithm is not parallelizable, since the iterations depend on the results of the previous iterations. However, we can extract parallelism from the inner loops. Let's have a look at two different parallelization schemes. \n",
+    "\n",
+    "1. **Block-wise partitioning**: Each processor gets a block of subsequent rows. \n",
+    "2. **Cyclic partitioning**: The rows are alternately assigned to different processors. "
+   ]
+  },
   {
    "attachments": {
-    "g23933.png": {
-     "image/png": 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"
+    "fig-asp-1d-partition.png": {
+     "image/png": 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"
     }
    },
    "cell_type": "markdown",
-   "id": "f06f0869",
+   "id": "c518f863",
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img 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\"  align=\"left\" width=\"400\"/>\n",
     "</div>"
    ]
   },
   {
+   "cell_type": "markdown",
+   "id": "102d6fa2",
+   "metadata": {},
+   "source": [
+    "## What is the work per process at iteration k?\n",
+    "To evaluate the efficiency of both partitioning schemes, consider how much work the processors do in the following example. \n",
+    "In any iteration k, which part of the matrix is updated in the inner loops? \n",
+    "\n",
+    "### Block-wise partition"
+   ]
+  },
+  {
+   "attachments": {
+    "fig-asp-data-updated.png": {
+     "image/png": 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"
+    }
+   },
    "cell_type": "markdown",
    "id": "a67e0aad",
    "metadata": {},
-   "source": [
-    "### Which is the work per process at iteration k ?\n",
-    "\n"
-   ]
-  },
-  {
-   "attachments": {
-    "g26595.png": {
-     "image/png": 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"
-    }
-   },
-   "cell_type": "markdown",
-   "id": "53a94ed3",
-   "metadata": {},
    "source": [
     "<div>\n",
-    "<img 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\" 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\"  align=\"left\" width=\"250\"/>\n",
     "</div>"
    ]
   },
   {
+   "cell_type": "markdown",
+   "id": "d9d29899",
+   "metadata": {},
+   "source": [
+    "It is clear from the code that at any given iteration `k`, the matrix is updated from row `k` to `n` and from column `k` to `m`. If we look at how that reflects the distribution of work over the processes, we can see that CPU 1 does not have any work, whereas CPU 2 does a little work and CPU 3 and 4 do a lot of work. "
+   ]
+  },
+  {
+   "attachments": {
+    "fig-asp-data-updated-2.png": {
+     "image/png": 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"
+    }
+   },
    "cell_type": "markdown",
    "id": "d083cd53",
    "metadata": {},
    "source": [
     "<div>\n",
-    "    <br>\n",
-    "    <br>\n",
-    "    <br>\n",
-    "    <br>\n",
-    "</div>"
-   ]
-  },
-  {
-   "attachments": {
-    "g26786.png": {
-     "image/png": 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"
-    }
-   },
-   "cell_type": "markdown",
-   "id": "0d80cd72",
-   "metadata": {},
-   "source": [
-    "<div>\n",
-    "<img 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\" 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\"  align=\"left\" width=\"250\"/>\n",
     "</div>"
    ]
   },
@@ -267,51 +352,74 @@
    "source": [
     "### Load imbalance\n",
     "\n",
-    "- CPUs with rows <k are idle during iteration k\n",
-    "- Bad load balance means bad speedups, as some CPUs are waiting instead of doing useful work\n",
-    "- Solution: cyclic partition             "
+    "The block-wise partitioning scheme leads to load imbalance across the processes: CPUs with rows $<k$ are idle during any iteration $k$. The bad load balance leads to bad speedups, as some CPUs are waiting instead of doing useful work. \n",
+    "                    \n",
+    "### Data dependencies\n",
+    "                    \n",
+    "<div class=\"alert alert-block alert-success\">\n",
+    "<b>Question:</b>  What are the data dependencies in the block-wise partitioning?\n",
+    "</div>\n",
+    "\n",
+    "    a) CPUs with rows >k need all rows <=k\n",
+    "    b) CPUs with rows >k need part of row k\n",
+    "    c) All CPUs need row k \n",
+    "    d) CPUs with row k needs all rows >k  \n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e0565e92",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "answer = \"x\" # replace x with a, b, c, or d \n",
+    "ge_dep_check(answer)"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "b90252f1",
+   "id": "51498a44",
    "metadata": {},
    "source": [
     "### Cyclic partition\n",
     "\n",
-    "- Less load imbalance\n",
-    "- Same data dependencies as 1d block partition\n",
-    "- Useful for some problems with predictable load imbalance\n",
-    "- A form of static load balancing\n",
-    "- Not suitable for all communication patterns (e.g. Jacobi)"
+    "In contrast, if we look at how the work is balanced for the same example and cyclic partitioning, we find that the processes have similar work load. "
    ]
   },
   {
    "attachments": {
-    "g27009.png": {
-     "image/png": 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"
+    "fig-asp-data-updated-cyclic.png": {
+     "image/png": 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"
     }
    },
    "cell_type": "markdown",
-   "id": "6a4c4051",
+   "id": "b90252f1",
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img 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\" 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+    "<img 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\"  align=\"left\" width=\"250\"/>\n",
     "</div>"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "866824c6",
+   "metadata": {},
+   "source": [
+    "## Conclusion\n",
+    "Cyclic partitioning tends to work well in problems with predictable load imbalance. It is a form of **static load balancing** which means using a pre-defined load schedule based on prior information about the algorithm (as opposed to **dynamic load balancing** which can schedule loads flexibly during runtime). The data dependencies are the same as for the 1d block partitioning.\n",
+    "\n",
+    "At the same time, cyclic partitioning is not suitable for all communication patterns. For example, it can lead to a large communication overhead in the parallel Jacobi method, since the computation of each value depends on its neighbouring elements."
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "20982b04",
    "metadata": {},
    "source": [
     "## Exercise\n",
-    "\n",
-    "- The actual parallel implementation is let as an exercise\n",
-    "- Implement both 1d block and 1d cyclic partitions and compare performance\n",
-    "- Closely related with Floyd's algorithm\n",
-    "- Generate input matrix with function below (a random matrix is not enough, we need a non singular matrix that does not require pivoting)"
+    "The actual implementation of the parallel algorithm is left as an exercise. Implement both 1d block and 1d cyclic partitioning and compare their performance. The implementation is closely related to that of Floyd's algorithm. To test your algorithms, generate input matrices with the function below (a random matrix is not enough, we need a non singular matrix that does not require pivoting). "
    ]
   },
   {
@@ -343,16 +451,37 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "n = 5\n",
+    "n = 12\n",
     "C = tridiagonal_matrix(n)\n",
     "b = ones(n)\n",
-    "gaussian_elimination!(C)"
+    "B = [C b]\n",
+    "gaussian_elimination!(B)"
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f60d9ea0",
+   "metadata": {},
+   "source": [
+    "# License\n",
+    "\n",
+    "\n",
+    "\n",
+    "This notebook is part of the course [Programming Large Scale Parallel Systems](https://www.francescverdugo.com/XM_40017) at Vrije Universiteit Amsterdam and may be used under a [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/) license."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8ab22f67",
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Julia 1.9.0",
+   "display_name": "Julia 1.9.1",
    "language": "julia",
    "name": "julia-1.9"
   },
@@ -360,7 +489,7 @@
    "file_extension": ".jl",
    "mimetype": "application/julia",
    "name": "julia",
-   "version": "1.9.0"
+   "version": "1.9.1"
   }
  },
  "nbformat": 4,
diff --git a/dev/LEQ/index.html b/dev/LEQ/index.html
index fa13ca3..5ed7f23 100644
--- a/dev/LEQ/index.html
+++ b/dev/LEQ/index.html
@@ -1,5 +1,5 @@
 <!DOCTYPE html>
-<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Gaussian elimination · XM_40017</title><meta name="title" content="Gaussian elimination · XM_40017"/><meta property="og:title" content="Gaussian elimination · XM_40017"/><meta property="twitter:title" content="Gaussian elimination · XM_40017"/><meta name="description" content="Documentation for XM_40017."/><meta property="og:description" content="Documentation for XM_40017."/><meta property="twitter:description" content="Documentation for XM_40017."/><meta property="og:url" content="https://fverdugo.github.io/XM_40017/LEQ/"/><meta property="twitter:url" content="https://fverdugo.github.io/XM_40017/LEQ/"/><link rel="canonical" href="https://fverdugo.github.io/XM_40017/LEQ/"/><script data-outdated-warner src="../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.050/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL=".."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../assets/documenter.js"></script><script src="../search_index.js"></script><script src="../siteinfo.js"></script><script src="../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../assets/themeswap.js"></script><link href="../assets/favicon.ico" rel="icon" type="image/x-icon"/><script src="../assets/iframeResizer.min.js"></script><link href="../assets/custom.css" rel="stylesheet" type="text/css"/></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../"><img src="../assets/logo.png" alt="XM_40017 logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="../">XM_40017</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li><a class="tocitem" href="../">Home</a></li><li><a class="tocitem" href="../getting_started_with_julia/">Getting 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has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li><a class="is-disabled">Notebooks</a></li><li class="is-active"><a href>Gaussian elimination</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Gaussian elimination</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/fverdugo/XM_40017/blob/main/notebooks/LEQ.ipynb" title="View source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" 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+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>- · XM_40017</title><meta name="title" content="- · XM_40017"/><meta property="og:title" content="- · XM_40017"/><meta property="twitter:title" content="- · XM_40017"/><meta name="description" content="Documentation for XM_40017."/><meta property="og:description" content="Documentation for XM_40017."/><meta property="twitter:description" content="Documentation for XM_40017."/><meta property="og:url" content="https://fverdugo.github.io/XM_40017/LEQ/"/><meta property="twitter:url" content="https://fverdugo.github.io/XM_40017/LEQ/"/><link rel="canonical" href="https://fverdugo.github.io/XM_40017/LEQ/"/><script data-outdated-warner src="../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link 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href="../assets/custom.css" rel="stylesheet" type="text/css"/></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../"><img src="../assets/logo.png" alt="XM_40017 logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="../">XM_40017</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li><a class="tocitem" href="../">Home</a></li><li><a class="tocitem" href="../getting_started_with_julia/">Getting started</a></li><li><span class="tocitem">Notebooks</span><ul><li><a class="tocitem" href="../julia_basics/">Julia Basics</a></li><li><a class="tocitem" href="../julia_async/">Asynchronous programming in Julia</a></li><li><a class="tocitem" href="../julia_distributed/">Distributed computing in Julia</a></li><li><a class="tocitem" href="../matrix_matrix/">Matrix-matrix multiplication</a></li></ul></li><li><a class="tocitem" href="../solutions_for_all_notebooks/">Solutions</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li class="is-active"><a href>-</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>-</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/fverdugo/XM_40017/blob/main/notebooks/LEQ.ipynb" title="View source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><div class="admonition is-success">
     <header class="admonition-header">Tip</header>
     <div class="admonition-body">
         <ul>
@@ -14,4 +14,4 @@
     var myIframe = document.getElementById("notebook");
     iFrameResize({log:true}, myIframe);	
 });
-</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../asp/">« All pairs of shortest paths</a><a class="docs-footer-nextpage" href="../tsp/">Traveling salesperson problem »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="auto">Automatic (OS)</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.1.1 on <span class="colophon-date" title="Monday 16 October 2023 12:03">Monday 16 October 2023</span>. Using Julia version 1.9.3.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+</script></article><nav class="docs-footer"><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.5.0 on <span class="colophon-date" title="Monday 19 August 2024 14:06">Monday 19 August 2024</span>. Using Julia version 1.10.4.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
diff --git a/dev/LEQ_src/index.html b/dev/LEQ_src/index.html
index 04f1b5e..eac8edd 100644
--- a/dev/LEQ_src/index.html
+++ b/dev/LEQ_src/index.html
@@ -7333,11 +7333,12 @@ a.anchor-link {
     if (!diagrams.length) {
       return;
     }
-    const mermaid = (await import("https://cdnjs.cloudflare.com/ajax/libs/mermaid/10.5.0/mermaid.esm.min.mjs")).default;
+    const mermaid = (await import("https://cdnjs.cloudflare.com/ajax/libs/mermaid/10.7.0/mermaid.esm.min.mjs")).default;
     const parser = new DOMParser();
 
     mermaid.initialize({
       maxTextSize: 100000,
+      maxEdges: 100000,
       startOnLoad: false,
       fontFamily: window
         .getComputedStyle(document.body)
@@ -7408,7 +7409,8 @@ a.anchor-link {
       let results = null;
       let output = null;
       try {
-        const { svg } = await mermaid.render(id, raw, el);
+        let { svg } = await mermaid.render(id, raw, el);
+        svg = cleanMermaidSvg(svg);
         results = makeMermaidImage(svg);
         output = document.createElement("figure");
         results.map(output.appendChild, output);
@@ -7423,6 +7425,38 @@ a.anchor-link {
       parent.appendChild(output);
     }
 
+
+    /**
+     * Post-process to ensure mermaid diagrams contain only valid SVG and XHTML.
+     */
+    function cleanMermaidSvg(svg) {
+      return svg.replace(RE_VOID_ELEMENT, replaceVoidElement);
+    }
+
+
+    /**
+     * A regular expression for all void elements, which may include attributes and
+     * a slash.
+     *
+     * @see https://developer.mozilla.org/en-US/docs/Glossary/Void_element
+     *
+     * Of these, only `<br>` is generated by Mermaid in place of `\n`,
+     * but _any_ "malformed" tag will break the SVG rendering entirely.
+     */
+    const RE_VOID_ELEMENT =
+      /<\s*(area|base|br|col|embed|hr|img|input|link|meta|param|source|track|wbr)\s*([^>]*?)\s*>/gi;
+
+    /**
+     * Ensure a void element is closed with a slash, preserving any attributes.
+     */
+    function replaceVoidElement(match, tag, rest) {
+      rest = rest.trim();
+      if (!rest.endsWith('/')) {
+        rest = `${rest} /`;
+      }
+      return `<${tag} ${rest}>`;
+    }
+
     void Promise.all([...diagrams].map(renderOneMarmaid));
   });
 </script>
@@ -7505,13 +7539,49 @@ a.anchor-link {
 </div>
 </div>
 </div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=480af594">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div class="alert alert-block alert-info">
+<b>Note:</b> Do not forget to execute the cell below before starting this notebook! 
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=7e93809a">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Printf</span>
+<span class="k">function</span><span class="w"> </span><span class="n">answer_checker</span><span class="p">(</span><span class="n">answer</span><span class="p">,</span><span class="n">solution</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">answer</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">solution</span>
+<span class="w">        </span><span class="s">"🥳 Well done! "</span>
+<span class="w">    </span><span class="k">else</span>
+<span class="w">        </span><span class="s">"It's not correct. Keep trying! 💪"</span>
+<span class="w">    </span><span class="k">end</span><span class="w"> </span><span class="o">|&gt;</span><span class="w"> </span><span class="n">println</span>
+<span class="k">end</span>
+<span class="n">ge_par_check</span><span class="p">(</span><span class="n">answer</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">answer_checker</span><span class="p">(</span><span class="n">answer</span><span class="p">,</span><span class="w"> </span><span class="s">"a"</span><span class="p">)</span>
+<span class="n">ge_dep_check</span><span class="p">(</span><span class="n">answer</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">answer_checker</span><span class="p">(</span><span class="n">answer</span><span class="p">,</span><span class="w"> </span><span class="s">"b"</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
 <div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=8dcee319">
 <div class="jp-Cell-inputWrapper" tabindex="0">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<h2 id="Gaussian-elimination">Gaussian elimination<a class="anchor-link" href="#Gaussian-elimination">¶</a></h2><p>System of linear algebraic equations</p>
+<h2 id="Gaussian-elimination">Gaussian elimination<a class="anchor-link" href="#Gaussian-elimination">¶</a></h2><p><a href="https://en.wikipedia.org/wiki/Gaussian_elimination">Gaussian elimination</a> is a method to solve systems of linear equations, e.g.</p>
 <p>$$
 \left[
 \begin{matrix}
@@ -7536,7 +7606,7 @@ z  \\
 \end{matrix}
 \right]
 $$</p>
-<p>Elimination steps</p>
+<p>The steps of the Gaussian elimination will transform the system into an upper triangular matrix. The system of linear equations can now easily be solved by backward substitution.</p>
 <p>$$
 \left[
 \begin{matrix}
@@ -7588,7 +7658,11 @@ $$</p>
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<h3 id="Serial-implementation">Serial implementation<a class="anchor-link" href="#Serial-implementation">¶</a></h3>
+<h3 id="Serial-implementation">Serial implementation<a class="anchor-link" href="#Serial-implementation">¶</a></h3><p>The following algorithm computes the Gaussian elimination on a matrix which represents a system of linear equations.</p>
+<ul>
+<li>The first inner loop in line 4 divides the current row by the value of the diagonal entry, thus transforming the diagonal to contain only ones.</li>
+<li>The second inner loop beginning in line 8 substracts the rows from one another such that all entries below the diagonal become zero.</li>
+</ul>
 </div>
 </div>
 </div>
@@ -7621,6 +7695,30 @@ $$</p>
 </div>
 </div>
 </div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=3763b000">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div class="alert alert-block alert-info">
+<b>Note:</b> This algorithm is not correct for all matrices: if any diagonal element <code>B[k,k]</code> is zero, the computation in the first inner loop fails. To get around this problem, another step can be added to the algorithm that swaps the rows until the diagonal entry of the current row is not zero. This process of finding a nonzero value is called <b>pivoting</b>.   
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=fbb3d1eb">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>You can verify that the algorithm computes the upper triangular matrix correctly for the example in the introduction by running the following code cell.</p>
+</div>
+</div>
+</div>
 </div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=eb30df0d">
 <div class="jp-Cell-inputWrapper" tabindex="0">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
@@ -7674,6 +7772,38 @@ $$</p>
 </div>
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+<b>Question:</b>  Which of the loops can be parallelized?
+</div>
+<pre><code>a) the inner loops, but not the outer loop
+b) the outer loop, but not the inner loops
+c) all loops
+d) only the first inner loop</code></pre>
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+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
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+<div class="highlight hl-julia"><pre><span></span><span class="n">answer</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">"x"</span><span class="w"> </span><span class="c"># replace x with a, b, c, or d </span>
+<span class="n">ge_par_check</span><span class="p">(</span><span class="n">answer</span><span class="p">)</span>
+</pre></div>
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@@ -7685,39 +7815,67 @@ $$</p>
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+<p>The outer loop of the algorithm is not parallelizable, since the iterations depend on the results of the previous iterations. However, we can extract parallelism from the inner loops. Let's have a look at two different parallelization schemes.</p>
+<ol>
+<li><strong>Block-wise partitioning</strong>: Each processor gets a block of subsequent rows.</li>
+<li><strong>Cyclic partitioning</strong>: The rows are alternately assigned to different processors.</li>
+</ol>
+</div>
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+<h2 id="What-is-the-work-per-process-at-iteration-k?">What is the work per process at iteration k?<a class="anchor-link" href="#What-is-the-work-per-process-at-iteration-k?">¶</a></h2><p>To evaluate the efficiency of both partitioning schemes, consider how much work the processors do in the following example.
+In any iteration k, which part of the matrix is updated in the inner loops?</p>
+<h3 id="Block-wise-partition">Block-wise partition<a class="anchor-link" href="#Block-wise-partition">¶</a></h3>
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-<h3 id="Which-is-the-work-per-process-at-iteration-k-?">Which is the work per process at iteration k ?<a class="anchor-link" href="#Which-is-the-work-per-process-at-iteration-k-?">¶</a></h3>
+<div>
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+<p>It is clear from the code that at any given iteration <code>k</code>, the matrix is updated from row <code>k</code> to <code>n</code> and from column <code>k</code> to <code>m</code>. If we look at how that reflects the distribution of work over the processes, we can see that CPU 1 does not have any work, whereas CPU 2 does a little work and CPU 3 and 4 do a lot of work.</p>
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" 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" 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@@ -7757,11 +7899,41 @@ $$</p>
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-<h3 id="Load-imbalance">Load imbalance<a class="anchor-link" href="#Load-imbalance">¶</a></h3><ul>
-<li>CPUs with rows &lt;k are idle during iteration k</li>
-<li>Bad load balance means bad speedups, as some CPUs are waiting instead of doing useful work</li>
-<li>Solution: cyclic partition</li>
-</ul>
+<h3 id="Load-imbalance">Load imbalance<a class="anchor-link" href="#Load-imbalance">¶</a></h3><p>The block-wise partitioning scheme leads to load imbalance across the processes: CPUs with rows $&lt;k$ are idle during any iteration $k$. The bad load balance leads to bad speedups, as some CPUs are waiting instead of doing useful work.</p>
+<h3 id="Data-dependencies">Data dependencies<a class="anchor-link" href="#Data-dependencies">¶</a></h3><pre><code>                </code></pre>
+<div class="alert alert-block alert-success">
+<b>Question:</b>  What are the data dependencies in the block-wise partitioning?
+</div>
+<pre><code>a) CPUs with rows &gt;k need all rows &lt;=k
+b) CPUs with rows &gt;k need part of row k
+c) All CPUs need row k 
+d) CPUs with row k needs all rows &gt;k  </code></pre>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=e0565e92">
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+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">answer</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">"x"</span><span class="w"> </span><span class="c"># replace x with a, b, c, or d </span>
+<span class="n">ge_dep_check</span><span class="p">(</span><span class="n">answer</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
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+<h3 id="Cyclic-partition">Cyclic partition<a class="anchor-link" href="#Cyclic-partition">¶</a></h3><p>In contrast, if we look at how the work is balanced for the same example and cyclic partitioning, we find that the processes have similar work load.</p>
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@@ -7772,26 +7944,21 @@ $$</p>
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-<h3 id="Cyclic-partition">Cyclic partition<a class="anchor-link" href="#Cyclic-partition">¶</a></h3><ul>
-<li>Less load imbalance</li>
-<li>Same data dependencies as 1d block partition</li>
-<li>Useful for some problems with predictable load imbalance</li>
-<li>A form of static load balancing</li>
-<li>Not suitable for all communication patterns (e.g. Jacobi)</li>
-</ul>
+<div>
+<img align="left" alt="No description has been provided for this image" 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" width="250"/>
-</div>
+<h2 id="Conclusion">Conclusion<a class="anchor-link" href="#Conclusion">¶</a></h2><p>Cyclic partitioning tends to work well in problems with predictable load imbalance. It is a form of <strong>static load balancing</strong> which means using a pre-defined load schedule based on prior information about the algorithm (as opposed to <strong>dynamic load balancing</strong> which can schedule loads flexibly during runtime). The data dependencies are the same as for the 1d block partitioning.</p>
+<p>At the same time, cyclic partitioning is not suitable for all communication patterns. For example, it can lead to a large communication overhead in the parallel Jacobi method, since the computation of each value depends on its neighbouring elements.</p>
 </div>
 </div>
 </div>
@@ -7802,12 +7969,7 @@ $$</p>
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<h2 id="Exercise">Exercise<a class="anchor-link" href="#Exercise">¶</a></h2><ul>
-<li>The actual parallel implementation is let as an exercise</li>
-<li>Implement both 1d block and 1d cyclic partitions and compare performance</li>
-<li>Closely related with Floyd's algorithm</li>
-<li>Generate input matrix with function below (a random matrix is not enough, we need a non singular matrix that does not require pivoting)</li>
-</ul>
+<h2 id="Exercise">Exercise<a class="anchor-link" href="#Exercise">¶</a></h2><p>The actual implementation of the parallel algorithm is left as an exercise. Implement both 1d block and 1d cyclic partitioning and compare their performance. The implementation is closely related to that of Floyd's algorithm. To test your algorithms, generate input matrices with the function below (a random matrix is not enough, we need a non singular matrix that does not require pivoting).</p>
 </div>
 </div>
 </div>
@@ -7845,10 +8007,36 @@ $$</p>
 <div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
 <div class="cm-editor cm-s-jupyter">
-<div class="highlight hl-julia"><pre><span></span><span class="n">n</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">5</span>
+<div class="highlight hl-julia"><pre><span></span><span class="n">n</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">12</span>
 <span class="n">C</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">tridiagonal_matrix</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
 <span class="n">b</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">ones</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
-<span class="n">gaussian_elimination!</span><span class="p">(</span><span class="n">C</span><span class="p">)</span>
+<span class="n">B</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="n">C</span><span class="w"> </span><span class="n">b</span><span class="p">]</span>
+<span class="n">gaussian_elimination!</span><span class="p">(</span><span class="n">B</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=f60d9ea0">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h1 id="License">License<a class="anchor-link" href="#License">¶</a></h1><p>This notebook is part of the course <a href="https://www.francescverdugo.com/XM_40017">Programming Large Scale Parallel Systems</a> at Vrije Universiteit Amsterdam and may be used under a <a href="https://creativecommons.org/licenses/by/4.0/">CC BY 4.0</a> license.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=8ab22f67">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span>
 </pre></div>
 </div>
 </div>
diff --git a/dev/asp.ipynb b/dev/asp.ipynb
index b2c7466..bed61f9 100644
--- a/dev/asp.ipynb
+++ b/dev/asp.ipynb
@@ -28,19 +28,56 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ade31d26",
+   "id": "394d4b7a",
+   "metadata": {},
+   "source": [
+    "<div class=\"alert alert-block alert-info\">\n",
+    "<b>Note:</b> Do not forget to run the next cell before starting studying this notebook. \n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1dc78750",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "using Printf\n",
+    "\n",
+    "function answer_checker(answer,solution)\n",
+    "    if answer == solution\n",
+    "        \"🥳 Well done! \"\n",
+    "    else\n",
+    "        \"It's not correct. Keep trying! 💪\"\n",
+    "    end |> println\n",
+    "end\n",
+    "floyd_check(answer) = answer_checker(answer,\"c\")\n",
+    "floyd_impl_check(answer) = answer_checker(answer, \"d\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "24b5c21a",
    "metadata": {},
    "source": [
     "## The All Pairs of Shortest Paths (ASP) problem\n",
     "\n",
-    "Let us start by presenting the all pairs of shortest paths (ASP) problem and its solution with the [Floyd–Warshall algorithm](https://en.wikipedia.org/wiki/Floyd%E2%80%93Warshall_algorithm).\n",
+    "Let us start by presenting the all pairs of shortest paths (ASP) problem and its solution, the [Floyd–Warshall algorithm](https://en.wikipedia.org/wiki/Floyd%E2%80%93Warshall_algorithm).\n",
     "\n",
     "### Problem statement\n",
     "\n",
     "- Given a graph $G$ with a distance table $C$\n",
-    "- Compute the length of the shortest path between any two nodes in $G$\n",
-    "\n",
-    "We represent the distance table as a matrix, where $C_{ij}$ is the distance from node $i$ to node $j$. Next figure shows the input and solution (output) of the ASP problem for a simple 4-node directed graph. Note that the minimum distance from node 2 to node 3, which is $C_{23}=8$ as highlighted in the figure.\n"
+    "- Compute the length of the shortest path between any two nodes in \n",
+    "$G$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ade31d26",
+   "metadata": {},
+   "source": [
+    "We represent the distance table as a matrix, where $C_{ij}$ is the distance from node $i$ to node $j$. The next figure shows the input and solution (output) of the ASP problem for a simple 4-node directed graph. Note that the minimum distance from node 2 to node 3, $C_{23}=8$, is highlighted in the figure."
    ]
   },
   {
@@ -229,7 +266,7 @@
    "source": [
     "### Serial performance\n",
     "\n",
-    "This algorithm is memory bound, meaning that the main cost is in getting and setting data from the input matrix `C`. In this situations, the order in which we traverse the entries of matrix `C` has a significant performance impact.\n",
+    "This algorithm is memory bound, meaning that the main cost is in getting and setting data from the input matrix `C`. In this situation, the order in which we traverse the entries of matrix `C` has a significant performance impact.\n",
     "\n",
     "The following function computes the same result as for the previous function `floyd!`, but the nesting of loops over i and j is changed.\n"
    ]
@@ -282,7 +319,7 @@
    "id": "ad811b10",
    "metadata": {},
    "source": [
-    "The performance difference is significant. Matrices in Julia are stored in memory in column-major order (like in Fortran, unlike in C). It means that it is more efficient to access the data also in column-major order (like in function `floyd!`). See this section of [Julia's performance tips](https://docs.julialang.org/en/v1/manual/performance-tips/#man-performance-column-major) if you are interested in further details."
+    "The performance difference is significant. Matrices in Julia are stored in memory in column-major order (like in Fortran, unlike in C and Python). It means that it is more efficient to access the data also in column-major order (like in function `floyd!`). See this section of [Julia's performance tips](https://docs.julialang.org/en/v1/manual/performance-tips/#man-performance-column-major) if you are interested in further details."
    ]
   },
   {
@@ -315,14 +352,29 @@
   },
   {
    "cell_type": "markdown",
-   "id": "9a9e8c44",
+   "id": "5f26f9b5",
    "metadata": {},
    "source": [
     "### Parallelization strategy\n",
     "\n",
     "As for the matrix-matrix product and Jacobi, any of the iterations over $i$ and $j$ are independent and could be computed on a different processor. However, we need a larger grain size for performance reason. Here, we adopt the same strategy as for algorithm 3 in the matrix-matrix product:\n",
     "\n",
-    "- Each process will update a subset of consecutive rows of the distance table $C$ at each iteration $k$.\n"
+    "- Each process will update a subset of consecutive rows of the distance table $C$ at each iteration $k$."
+   ]
+  },
+  {
+   "attachments": {
+    "fig-asp-partition.png": {
+     "image/png": 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zeRfL2dB2euq+c7DdDYIBYsNyT8b3gfhNZt42jJVn5qmUHuHPB85h/H3u2ywFng2cFRGnRcTdJltgOiLioZQbVf0T43tW97uJ8VdtXDIbNQ1B23n2Yfc1mc1z+bARHhKOiOURcRIlQLeNdLjeHZS+Gb9tTBvTr9/NaT+FuEuvk+Ns+5+WtoleM/UxDW9Y2oZy/q9hbiAz76D00D8pIrYHnkbpxf8Exl8K2PRU4HsRsf9UL0Ocit6dBb/Vsv11lGv4v0q5X8Jv2zoHRsRy2n8Fda2tpmF38mo7onEaAzpdTkPNpaDzXu+y1c9RPg9Nv6aMn3I2Zcd1RVtfoYg4hXI31w1a79bzn2T8lRBQRm19K+UKotnUNl7Mw4D3zfJ2NwgGiA3L81vaasdEmLJeCPgI5f4RS4FHAAf3pgfQPqb+7pR7arTdQrdab7ufYXx4+DblDqDD7jMwl9oGBWu7F8ZMtF2i+63MfOeQt7OxeB3jw8P1wMuBT2XmVI7abSxOYPD4JwCvioivZeY3ZrGGMyhXn/R/Vz1j2P0gIuJblO/Efnv2BiqbtzyFsYGIiL0Z3xlpNaUj46zLzDsy88zMfE1mPpByOdabae9/8ZwhHp58FuMH9TmTcmvi+RweoH18insNeRtXtrTtMeRtbBR67+nmja9uAx6fmZ8wPNwlIp5KGSSt3zcZO5DTAuBjvZFSZ0VmXs74m2dtQRm+fyh6R6UeSukPtH66c76HBzBAbBAiIhg/HDOUIZ2HdqqgRmb+JjOPoVya1RzJb3PgPkPa1J81Nw28Yo4GxJltFzD+EsKh3F21sY3mOBiPHPI2NhaPZ/xVJx/MzPO7KGZURcQOlCOX/b/6b6IcQX1NY/adgf83yyW1Dbf/j71TLMPweMYfIf3xkNbdKQPEhuHFlFvx9kvab79dJSK2jojDGtOUR37s3UvhPS0PDevyvmYtv8/MtmGL553eIdTmF82jan+RRcRDW17DZb1t3MH4X2D3j4jqoxARsWfLdnauXc881va5OH3OqxhhvR87H2H85cOv690r40OMH3r92RHxwlks6xSgeXv2ewHHDWn9f9vSVjNy7cgyQMxzEfECyt34mj6emcMYdGgT4NONqfmrfzJth+oGDW7VHPBnsl8BzS+itn4Dk2kbb2FUfKnx9xKgdrjktzH29fsQ5T4S632uMX8wvc5rf8P498qw+2yMsh1a2ubi/dg2SNawfj0P299RxsTo9z3K/S/oneZ5MeUKlX7/EhGD7j8yI70QfXTLQ6+MiOfOZN0RcRhwSKP5NuA/ZrLeUWGAmKci4r4R8RnK4E7NzrAXA68c0qauYPwNZh5XuY7mnS2TwffHaB5O32qSGzI1v6DvXtO/ojfi4qlTnb8D72f8c/LG3l06JxURKyjDSff7XuN8/IcZP9TzX0XElE9l9I5oPKfRfCUw2wMBjZK2sFB1qi4i3kAZXKlG21Dss9ZvYLoiYi/g+EbzncCL+9+PvcGj3tqYbzlwSkTMVsf/kxh/tGhhb5vT6vAdEQcDH2956D2ZuUHctMsAMQ9ExIKI2DEinhoRb+kNG/0TyvgKTdcBTx3WG7R3mdkXG82PjogpdTLqfWk0O0udO8EdCpt1LwDuPsEmLmz8vQXlRl9Tqe2hlPH4m4NvjYxeH5bmOdrNga9GxI4TLdv7sv1/lJFC+4259XZvnJB3NOZZDHymN4rihHrDM3+E8YN2vX+UhjSfA833IsCrp3IuPSK2iIj3Mr3D5m2f9ZneYG6oeqH+k4x/L769d6+Wpncw/lLi/am7NfqU9d6nz2P8mDALgQ/1xrBp3qejVURsGREnUjqwN1/7XwDHzrDc0ZGZTnM0UX5ZZGO6FvjNgOkSypdDc5lB08XA/SrqObux/M8HzLc/5f4N/fOupvxK2HHAMkuAwyl3FmzW+bQJajqqZf7PAlv0zbOg7/+f0TL/2l5tW7WsPyiXm/4bpYPioOfy+AlqPKUx76rK98EeLdt7/QTzb0bpiNpc5nLKeAFLWpZ5IOVS1uYyFwKLWuZfQPnCa86/ivKrcYeWZRZSxgE5v2W53wFbD/nz89XGNv5QseybWmrcforLHtqy7CEt8y2inEtvznsu8JAB694J+IcBy62fbpykvue2LPOd/n9f/2dmgmWeUPl6fL6x/DUTzPuulu39FFg6wTIHMP57Zw3wiGG+rxrbvDdloLm212E15UqRv6d8h+xJuaJiJ8qPkOdTblV+64Dl/wjsPVu1dzF1XsDGNNEeIIYxraMcgqv6wmaKAaI373sGbHsN5W6dn6P8Uj4Z+AblcG7b/B+cpKaHD1juTkpAupEyzG3/MqcPWGYV8CPKXSJPouxQ274cbm5pG5kA0Vvm/r0voLZ/5/WUnetHKf0O2sLG+n/nwC8wygiebWEgKV/k/0U5d/vR3vauHjDvLcABs/D5GekA0Zv3TwY8J0k5bXcG5bD2l4CLGL+DbHs/ThYgdhuwnjWUIHct8OPGMnMWICjjwqxreT9NGgQoV5c167wY2HLY76/G5/PHE7yO05kup+LH3XyZOi9gY5oYfoBYQzm9sN8066kJEAspO46Z1PthYOEU6jpvkvU0A8TWlMsRp1PT+ZQBXprtIxUg+pb72TT/ndcA+09hG5tRjvhM9zX+AwN+bQ/h8zPyAaI3/+um+dzdBryw5f01YYDobXOy16yTAEG52urylm29f4rb2Jxyb5vm8ifPxnus8Tl4F+Wow3Q/C/9bK7BiNuvtarIPxPxzBeXXy8uB3TLzGZnZNhzrUGXm2sw8AjiMwR0gB7kYOCwzX5SZbbeybnoGZUc51dquBw6iDD87lfUDXEbpaHog5XTRyMvM31Lu5ng07ee926ylfIHtlZk/mMI2bqX8in42dcNZ3wqcCNw3M4c6fPp8k5n/h3LjuaneBXc15ajEvpn5kclmHuAFlKsZRs2/MfZul1ACxWunsnBm3kz7ZZDPi4jaq8GmLDNvzcxXUU5NfIz6e9CsoRyVfXRm/mVmNjspbxCil7Y0ByJiF8ZfwjSZGym/TC4HLs3Mod1bICKeTrlz5no3ZOanp7BcUE41PJUyZv29KEcBtqKcariecuj0POBrwNeychS+Xse8QylXcOxIuUTuVsov6W9m5icHLLc75cv0UZQe8NtSPszXUJ7D71HOY56emXf2llnM+EsjfzxohxsRj2Xs6JdrM7NtMJpB/7YtKL8A+/0wKy677V098iTgyZT+Dtv1ptsph6z/m3IXyFOyXF9frXd31/XDkz+S0klyO0rHsOspz+f5lFNDn+192c+aiHgyYztq3paZp0xx2QcDD240n5yZk+4Yeu+pgxvNX8/MCe9M2+s4+BzKZ34/ynt4U8p7cf1r9C3gK5n5+77lmu+vOzPzY1OocwHlM/lwynn5HSiXQ14H/CAz39837z0YfzXVlzPzD5Ntp28dB1OGpl9vVZa79q5/fAVlpNim82tDZq/TdvPGbFP6vhqGiNic8lk7iHLEcg/Kd96mlFN211H6e/2I0uflGzXP5XxlgJAkSdU8hSFJkqoZICRJUjUDhCRJqmaAkCRJ1QwQkiSpmgFCkiRVM0BIkqRqBghJklTNACFJkqoZICRJUjUDhCRJqmaAkCRJ1RZ1XcCGLCK2Ap7QdR2SpJH3x8w8q+siang3zlkUEQ+k3O5YkqSJnJGZzdvGjzRPYUiSpGoGCEmSVM1TGLMoIhYCW3RdhyRp5K3OzFu6LqKGAUKSJFXzFIYkSapmgJAkSdUMEJIkqZoBQpIkVTNASJKkagYISZJUzQAhSZKqGSAkSVI1A4QkSapmgJAkSdUMEJIkqZoBQpIkVTNASJKkagYISZJUzQAhSZKqGSAkSVI1A4QkSapmgJAkSdUMEJIkqZoBQpIkVTNASJKkagYISZJUzQAhSZKqGSAkSVI1A4QkSapmgJAkSdUMEJIkqZoBQpIkVTNASJKkagYISZJUzQAhSZKqGSAkSVI1A4QkSapmgJAkSdUMEJIkqZoBQpIkVTNASJKkagYISZJUzQAhSZKqLVr/PxH8A7BHh7VIkqTR9ttM3gkQmQlABN8DDuiyKkmSNNLOzeRAgEUR/AWcswusfCCs7LowSZI0si59YMQlr4VH/j6gdwhCkiRpiha1tF0H3DjXhUzukt1h90u6rmKw3+8KW94AW9zcdSXtrtoO1i6Eu13ZdSXtbl8GV+0Au/2u60oGu2R32PX3sHBt15W0u2xn2PQ22Ob6ritpd93WcNumsMsfuq6k3dqF5XM8yt8zv9sNtv8jbLKq60raXbFj+Xxsf3XXlbS7aXO4cavyOR5VI7uv2xLYpr+h7QjEUZmcOHc1TU1ErM7MxV3XMUhEXAock5kf7bqWNhFxErBjZh7cdS1tIuIg4NTM3LrrWgaJiFXArpk5kl+OEXEBcFpmHt11LW0i4jjgkMzct+ta2kTECuCyzFzWdS2DRMR1wKGZeVbXtbSJiNOBKzPz8K5raRMRRwDHZubInq8f1X1dBEcCJ/S3eRmnJEmqZoCQJEnVDBCSJKmaAUKSJFUzQEiSpGoGCEmSVM0AIUmSqhkgJElSNQOEJEmqZoCQJEnVDBCSJKmaAUKSJFUzQEiSpGoGCEmSVM0AIUmSqhkgJElSNQOEJEmqZoCQJEnVDBCSJKmaAUKSJFUzQEiSpGoGCEmSVM0AIUmSqhkgJElSNQOEJEmqZoCQJEnVDBCSJKmaAUKSJFUzQEiSpGoGCEmSVM0AIUmSqhkgJElSNQOEJEmqZoCQJEnVDBCSJKmaAUKSJFULyBzb9NbfwRuu6KacCe0P/KDrIibwEOAPwCg+dwD3BhYD/9N1IQNsSanxvK4LmcD+wPnA6q4LGWBf4Ebg4q4LGeDulNf5wq4LGWAR8GBG+3tmP+BXwA1dFzLA/Smfj190XcgAOwK7AP/VdSETGNF93VvuBq/frb9l0fiZtr2M8iU5avYHfth1ERPYh/LFfVHXhQywHbApo/sc7grck9GtD+ChwAXA7V0XMsC9gSsZ3edwGbCE0a1vE+BBjG59UALOz4Hfd13IALsBtzG6z+E+wPaMbn0wsvu6bR9EeX3/V8sRCI7K5MS5K2pqImJ1Zi7uuo5BIuJS4JjM/GjXtbSJiJOAHTPz4K5raRMRBwGnZubWXdcySESsAnbNzKu7rqVNRFwAnJaZR3ddS5uIOA44JDP37bqWNhGxArgsM5d1XcsgEXEdcGhmntV1LW0i4nTgysw8vOta2kTEEcCxmbmy61oGGdV9XQRHAif0t9kHQpIkVTNASJKkagYISZJUzQAhSZKqGSAkSVI1A4QkSapmgJAkSdUMEJIkqZoBQpIkVTNASJKkagYISZJUzQAhSZKqGSAkSVI1A4QkSapmgJAkSdUMEJIkqZoBQpIkVTNASJKkagYISZJUbVHXBUgbgwi2BVYC2/aa7gRuBP6YyZWdFSZJ02SAkGZBBCuAQ4GnAg8Ddpxg3muAHwPfBb6YyflT3MZOwLvvavny7rD9syO4d8vs1wO3AX8EfgpcmMmlU9lOY5sfAZb3NZ2XyYm162lZ78eATfuavp/JO2e63mGIIICzgE16Td/N5O87LEkaCQYIaYgiuDtwNPDnwNIpLrYCeFxvemMEvwNOAt43ydGJzYHD7vrzKQBbAfedYq3/DfwH8K+Z3DTFWp8BbNP398IpLjeZQ4Eth7SuYbsH8Ii+v//YVSHSKLEPhDQEESyM4A2UX/dHMPXw0GY3Sgi5JIKPRLDzMGpssQ/wVuDXERw+S9vYELyq6wKkUeQRCGmGItgC+BzlCMIg1wK/Aq4Bbge26007U44atFlKCSNfBf5zWPW22A74eAT3B16bybpZ3Na8EcEC4DXAy7quRRpFBghpBiLYHDgTeEjLw7cC7wM+C/ywbcccwUJgP+BJwJ8Ae82som+dD495TaNxM2AJsCtwH+AJwO4tCx8F3AS8ZWY1zFcvWQ5fjwgeA+xPOQ21d8dFSSPLACFNU+8X6r/THh4+ARyVyRUTrSOTtcD3ge9H8GbgWcAbmfaO65LrMvnGZHNF8GRKB8x7NR46JoIzMvnUt13fAAAgAElEQVTB9LY/P0VwE7x/896f3+y0GGmesA+ENH0vp9dzsU8Cx2TyvMnCQ1Mm6zL5DLAv8LfAquGU2bqtr1KuDjmv8dAiNs4jEIu7LkCabwwQ0jREsD1wXMtDb83kzTNZdy9IvA94KPCTmaxrku1cDzyP8UHlsb1/nyQNZICQpue1lMso+30XOHZYG8jkIkr/iElPScxgG78CvtZoXkA5OrExORDOfjzsdyfllFT/NKVxOaSNjX0gpEoRbEq5OqJfAi/NZM0wt5XJ7ZSrNmbTNynjMPS7xyxvc6RkckHEI1cAmcmP+h+L4OaOypJGmkcgpHqHMP7SyzN7Rwzmo8tb2ppHVyRpDAOEVO+Qlrb3znkVw9P2PXDLnFchaV4xQEj1HtH4ex3wrS4KGZJdW9q8wZekCRkgpCrHbUMZarrfRZnc2EU1Q/L4lrYL57wKSfOKAUKq8qjdWxr/a66rGJbe8NVPbDT/NpOfdlGPpPnDACFV2aHtttzXzHkZQ9C7muRkxn8P/FsH5UiaZwwQUpWlm7U0Xj/nZcxQBLtRLt/ct/HQlcB75r4iSfNNyzgQpzw24i9HcVjXhRHxuq6LmMBWwDMiou0X6ijYF9h8hJ/DewCbjHB9AIvgc08df3fn9z8s4mUd1P3EFePHgLrinoOfw/22hMftCE+/P+z3AFjU+PyvWwev/gq8+xURg7Z52yawSd/fP753xL5T/bc/Crhbe32rlo69A/oF94l40Fw/p5sBi8bX95uVsEff3z+7R8T9unqfbgocHhEP72j7k9mTga/xSNgf2GqE64OR3dedfFAZuPYuLQHi1w+m/U59XQvgL7suYgKbUkbva96caFSsBBYyus/hcsr9CEa1PoAF8JsHj2++/ADg3nNeDZcvGd/2kt3geX2jYQaw5QLYdAEsGhgLYG3CkX+Edx8AHDB4vjuXjA0Ql69k6q/ZjpTXuWX+O5eMDRCX71ax3mFZRDkq29ju1TuMDRBX7jx+njmzGDiY0b3MdkdgDaP7Od6G8l09qvXByO7rfr1tS2NmYzoyMxm1CVjddQ2T1HcpcETXdUxQ30nA6V3XMUF9BwHXd13HJDWugl+/uOUz85Zu6sl7t9QynelqyMdNcZvXNpb9bMXzdxxw4YD13tBY76c7eH1XAKtaavt2o7Yvd/gevA54ZFfbn0J9pwMndV3HBPUdAVzadR2T1DiS+zrII5vfHfaBkKrc2NZhcps5L2M4bgVOBPbK5Myui5E0v3gvDKnKxX+ABzUbR/W0Vb/bKZ09rwa+B5wDfD2TayvXc2fj74VDqA3Gd+i+Y0jrlTRLDBBSlaMvhWffztiOAAdGsDRzFHZ6n/oO/NkzG423Z467Zfd03Ug5z73esiGtd9OW7UgaYZ7CkKr8bA1wQaNxE0rv7hGwanUm1zemYYUHgJsafzd3/NUi2ITxRzIMENKIM0BI9U5vaXvBXBfRkRsaf+8yhHXu3tJWe2pF0hwzQEj1PtfS9rwIVs55JXPvJ42/V/aOIMzEfVva/nuG65Q0ywwQUqVMLqJ0ROy3mHKZ4oaued+PhcATZrjO5r04EvjRDNcpaZYZIKTpOaGl7fCI4Q0AE8GSCN4VwTOGtc4hOK+l7a+mu7IItgCe3Wj+Zeb8Gx5c2tgYIKRpyOQLwNktD70/Ytwv6mq90yHfAV4JtIw42Y1MfsX4W30fEtF6S/CpeB3QHOHus9Ncl6Q5ZICQpu9FjB9SeDPgtAheHlH/+YpgqwiOBS6iDI0+it7Z0vYfEdyvZiURPA94TaP5TuD/TbcwSXPHACFNU+/X+OHA2sZDiyh3tLwwgmdGjLnJQ6sI9orgLcDFwBuBLYZd7xB9kvGnMrYBzongpZMFpwi2iODdwMco4/73e3cmlw6tUkmzxoGkpBnI5PMRvAD4CKUjZb+9KVds3BrBdyhXMFxJGUJ6e2A7YGfKGBI7z1XNM5XJ2l5fj3MZO4z31sD7gDdF8FVKR8irKGM6rIAPPwxW3h24nHKkpukHwDGzWvwAJbxdvzl8aFEEb288vEfj7/u0zLPe7zN57yyUKI0cA4Q0Q5mcEsFlwMm0j4uwGfCU3lTrf4Cfz6C8WZHJLyN4MvAF4G6Nh7cHnt+b+rxwolWeAzxryINe1Xg1bLUMjoLxp1Wa9phgnh+AAUIbB09hSEOQybeBfSj9A2a6E1wDfAl4ErBP77LRkZPJecBDKJ09p2sd8C/AYzO5eiiFSZoTBghpSHrDRr8aWEn5hfot4LYpLn4z8HXg1cCumTw9k69nkrNT7XBkcnkmjwYeD5xBCT9TcRvwYeC+mbwyk9WzVKKkWeIpDGnIer+kjweOj2Ax5Vf6vSj9BbbtTbdRruD4LeU0xY8zp7zzXb+dX9DXCTEiLgC+D0cM459RpXc78DMjWA4cSPk3b0f5N28C3ARf2gvO2xWOezZw/iiFhkw2iYgVwGWZOawbhEkbNAOENIt6O8lze9MGL5NbKPcKGXe/kIinHwccknncD+a8MElD5ykMSZJUzQAhSZKqGSAkSVI1A4QkSapmgJAkSdUMEJIkqZoBQpIkVTNASJKkagYISZJUzQAhSZKqGSAkSVI1A4QkSapmgJAkSdUMEJIkqZoBQpIkVTNASJKkagYISZJUzQAhSZKqGSAkSVI1A4QkSaq2aHzTjUsjtlo+96VMLiJGsq6eADYZ4RoXA4tGuL5lMPKvMYz2a7wQWDrC9S0GFoxwfZvCyL8HA1g2wjUuAhaPcH3LgBjh+oBRfQ/esBS2HNMSkDl2pn9cCyesncOqpmoJcGfXRUxgCbC2N42ixb3/ru60isEWUL58Rv01Xg3kZDN2ZDGltjVdFzLAIsoOcFTfgzA/vmfWAOu6LmSAUf+eWdibRv01HsH6jloIxy/sb2kJEByVyYlzWNWURMTqzFw8+ZzdiIhLgWMy86Nd19ImIk4CdszMg7uupU1EHAScmplbd13LIBGxCtg1M6/uupY2EXEBcFpmHt11LW0i4jjgkMzct+ta2kTECuCyzFzWdS2DRMR1wKGZeVbXtbSJiNOBKzPz8K5raRMRRwDHZubKrmsZZFT3dREcCZzQ32YfCEmSVM0AIUmSqhkgJElSNQOEJEmqZoCQJEnVDBCSJKmaAUKSJFUzQEiSpGoGCEmSVM0AIUmSqhkgJElSNQOEJEmqZoCQJEnVDBCSJKmaAUKSJFUzQEiSpGoGCEmSVM0AIUmSqhkgJElSNQOEJEmqZoCQJEnVDBCSJKmaAUKSJFUzQEiSpGoGCEmSVM0AIUmSqhkgJElSNQOEJEmqZoCQJEnVDBCSJKmaAUKSJFUzQEiSpGoGCEmSVM0AIUmSqhkgJElSNQOEJEmqtqil7akRbDfnlUzq+AURvKPrKgZ791aw72ER3KfrStp94kGwarPRfQ7/Zxf4+iajWx/ACYvgRW+M4LauK2n3vp1gp8dFsKTrStp94SC4/G6j+xpfvwn826LRrQ/gnzeBJ7wkgqd2XUm7D+8Jy3Ya3efw23vDhVuNbn0wwvu6hzYbAjK7qESSJM1fnsKQJEnVDBCSJKlaWx+IW2AUz/FetT1sf1XXVQx27baw2a2wbFXXlbS7aQtYtwC2uqHrStqtXgw3bAXbXd11JYNdvR1sey0sWNd1Je2u2waW3lHeh6Po1s3gjqWwzXVdV9Ju3YLyOR719+BWN8Di1V1X0u6GrcrnY4ubuq6k3apl5X247bVdVzLYyO7rNgWW9ze09YE4KpMT566mqYmI1Zm5uOs6BomIS4FjMvOjXdfSJiJOAnbMzIO7rqVNRBwEnJqZW3ddyyARsQrYNTNHcgcTERcAp2Xm0V3X0iYijgMOycx9u66lTUSsAC7LzGVd1zJIRFwHHJqZZ3VdS5uIOB24MjMP77qWNhFxBHBsZq7supZBRnVfF8GRwAn9bZ7CkCRJ1QwQkiSpmgFCkiRVM0BIkqRqBghJklTNACFJkqoZICRJUjUDhCRJqmaAkCRJ1QwQkiSpmgFCkiRVM0BIkqRqBghJklTNACFJkqoZICRJUjUDhCRJqmaAkCRJ1QwQkiSpmgFCkiRVM0BIkqRqBghJklTNACFJkqoZICRJUjUDhCRJqmaAkCRJ1QwQkiSpmgFCkiRVM0BIkqRqBghJklTNACFJkqoZICRJUjUDhCRJqmaAkCRJ1QwQkiSpmgFCkiRVM0BIkqRqAZljm97xK3jtpd2UM6HHAt/suogJPBK4GPh914UM8ABgCfDDrgsZYBtgH+DbHdcxkccC5wB3dl3IAAcC1wK/6LqQAe4NbAt8r+tCBlgCPILR/p55NHAR5XUeRftRPh8/7rqQAXYFdgfO7riOiYzovu7tK+E1e/a3LBo/06Y3ApfNUUW1RrUugDXA9YxujXsC6xjd+tYy2vUBJHAFcHvXhQywGriZ0X0OdwK2YHTrW0Z5jUe1PiifkauBy7suZIC9gVWM7nO4HFjJ6Na33gjWt+mWzZaWIxAclcmJc1TRlEXE6sxc3HUdg0TEpcAxmfnRrmtpExEnATtm5sFd19ImIg4CTs3MrbuuZZCIWAXsmplXd11Lm4i4ADgtM4/uupY2EXEccEhm7tt1LW0iYgVwWWYu67qWQSLiOuDQzDyr61raRMTpwJWZeXjXtbSJiCOAYzNzZde1DDKq+7oIjgRO6G+zD4QkSapmgJAkSdUMEJIkqZoBQpIkVTNASJKkagYISZJUzQAhSZKqGSAkSVI1A4QkSapmgJAkSdUMEJIkqZoBQpIkVTNASJKkagYISZJUzQAhSZKqGSAkSVI1A4QkSapmgJAkSdUMEJIkqZoBQpIkVTNASLMkgmURbN2b/KyNvKO2hD0igr0j2D2CrbquSBpli7ouQNoQRLA58BTgUcB+wB7ANo15bgZ+C/wYuBD4aiY/r9jGk4F9Bs/x1u1hlwMjeAWwCrgWuBj4WSa31/x7ett7APCkRvPJmVxeu67GevcFntho/ngmV85kvZU1bAM8AXgksC+wDxy/HI4H+O+++a4CfgB8DTglk5vmqkZp1BkgpBmIYC/g1cCfAcsmmX1z4AG96XDgnRH8HPgs8MFMLp1k+T8BXjj44X8C2Al4bOOBtRH8CPgccFImV0yynfUeCry90fZtmFmAAB7Wst4zYXYDRARLgWcBLwYOAhZOYbHtgUN60zsiOAF4WyZrZq1QaZ7wsKo0DREsj+C9lKMJRzB5eBjkPsDrgd9E8KkI9htWjX0WclcY+FUEb+ntTDc2TwA+CTyaqYWHpuXAscD3IlgxxLqkeckAIVWK4L7A+cDLmHhHdAvlFMLlwOpJVrsIeC7w78OocQKbUQLLN9wJjrMG/piU00x/nGC+/YCv9U5bSRstT2FIVb5xf+DT0LrzvR74BPBl4OxMbu1/MIJtgQdR+hU8GbjvDItZR++8RfG2V8Buv4C/OA/YFNizt73tW5Z9BPDtCB6ayW0zrGO+Wg2cBpwOnA2bXwW3/D4z7wH/+3o9CTiKctqp34OBN/YekzZKHoGQpmy3gMd8ivHhYQ1wInDPTF6eydea4QEgk2szOSOTV2dyP+BxwDkzKCgzecf6CV5/FTzvu5m8NpNXZPJk4G6UjoJntiy/F/DOGWx/vrqasuPfJZNnZfKBTH4Ct2T/TL3X6xOUIw4fbFnPKyLYaQ7qlUaSAUKagnIZ5smLYMEOjYduBZ6ZyVGZXFezzky+mclBlF+5vx9WrY1trMvkbMr5/7e1zPLiiImu7Nig3EoJentmcmImV01loUxWAy8Fzmo8tITSuVLaKBkgpKl5IRzU/LysBp6UyWkzWXEmX6dcSvj5maxnkm1kJq+nnF7pF8DzZ2u7oySTb/WC3o3TWHYd8NaWhx4188qk+ckAIU2id8XCm1oeOjpzRqcg/lcm12X+7yWGs+m4lrZHz/I2NxTfAbLR5ikMbbQMENLkDgN2brT9CDhh2BvKbO2rMEznAdc02u41y9vcIGRyB4w7erFlF7VIo8AAIU3uBS1t7+wd1p5XMknG97dYHsHiLuqZTyIIymWw/apPh0gbCgOENIEItqZcxdDvCuA/OyhnWO5o/L0W5l8Y6sBKGBe0/tBFIdIoMEBIE3sE43cap/d65s9Xd2v8fVUmazupZH55dEvbD+e6CGlUGCCkiT2kpe17c17FkESwK7Bbo/kXXdQyDx3e0vbVOa9CGhEGCGlie7a0nTvnVQzPS1va3AlOIoKDGH+TsnMzDV/aeBkgpInt2tI2Z7edHqYIHgS8stG8mvndn2PW9e558YGWh46d61qkUdJyL4zPHBBx2EvmvpRJLYiIUaxrvS2AgyNiVO9yuBew+Qg/h/cGlo1efVffvTFydcJmh0Xc1kGnwx/eZ+wZlYyIBf3P147Aw9qfw5fuAcf/NSzfZGz7D86Fhz0xom17H37E+LuH/82zIj74wOlUD+wPbA8ff+T4sate9OyIj7SdLppLmwMLxz5/CwIu+mu43/3GzvqzC+F+d49grt+vmwDPioj7TTpnN3YHthm9z/H/eiSwxQjXByO7r/vPA+BPxrQEZGNglKOvh7eM4qVJuwOXdFzDRFYCNwA3dV3IADtQ7hx5edeFDLCMUuPvui5krIt3ht37OlHekrB5RzV+YgX8+fK7/l4LLLqkb4ZdgNuBa8ufSwL2XwIv2RyesxksasSEy9bAQ66APw7oQPnyzeE9245te+QVcHbzKo6p2hbYBF55I7yrsd6HXwHfm+56h2Uh5Tnse33ftCUcs/XY2X6/Bh54OVzbxZUruwFXUV7nUbQT5Y050d1Mu7QFsBVwadeFTGB3RnJf94Yt4bgxn4WWAMFRmZw4h1VNSUSszsyRvVY9Ii4FjsnMj3ZdS5uIOAnYMTMP7rqWNhFxEHBqZm496cxzKIJfMGagpVyVGZsMXGB2a/kwYw8JJPCZu/78yhNgl6thnz9QDpvci3K/hjbXA4/J5McTbO+vGX8TqYdl8oP66iEijgMOgfwA8P7Gw/tl8l/TWe+wRMQK4LLMXFb+5rnAKYy9ZfudwCMyu7n6IiKuAw7NzOZ9OUZCRJwOXJmZbR1OOxcRRwDHZubKrmsZZFT3dREcSWPwPG/nLU2s8UsvlkWwSeZI/AIMyiiZPU+B8uuqreNnv/+h3ADs17NV2HwXwbOAkxkbHtYBL+oqPEijxk6U0sSub2nbtqVtPrgJeAtwgOFhsAieBnyKsT+wEnhpJqd0U5U0ejwCIU2s7VzpSuCyuS5kmq4GzgG+DZyc2RqIBlnT0tba3XIIRmRgricuoFyV0jz18+rMcadzpI2aAUKa2K9a2h7FaAwmtQ544l1/HvoB2Pn78N53UTr0Xp/JdTNYf1uH4GUzWN96bX1IRqDz8S+eCisXM3bk0aT0C3tXR0VJI8sAIU2srWPfY4D/M9eFtMhMvrH+j4gv3gxcnPneHw1p/W079WF0IF3e0tbplV+lw+i9mh071wAvzmQkO0ZLXbMPhDSx7zH+5lMHRbBDF8XMsbad+jD+3Ts1/l43YFtzIoI3UK426e8wuQo4zPAgDWaAkCaQyU3AmY3mZcCrOihnrv2Kcgi/32RXeEzFvZvb6eJmXhEsiOD/Asc1HroJeEomX5jrmqT5xAAhTe4jLW0vjWDHOa9kDvU6XP620fzoma11+QLKiJT95vyyyAg2BT4N/N3YR65J4LGZfGuua5LmGwOENLkvMn5HugVwSsTwPkMRbBMxEn0r+jV37gdEzOQoxJ9tAWw6yTZmVe/007eAZ499ZO2v4YDVmQyrD4m0QTNASJPIZA3w+paHHgecGDHzSxsj2B+4AHjOTNc1ZF9q/B3A26a3qk0XwD81j9okcNr01lcvgr2A7wMPbTz0bXjTU+DXzVM2kgYwQEhT8x/wlbZ7H7wK+FTE9K5OiGBFBMcDZ1HGlxg1n2f8/VP+JGLcXT0nVELWGYfA7s2bzZ2ROe7ozqyI4AnAdyn3Guj3MeCJ8JaaMTKkjZ4BQpqCTBKOWANrL2l5+E+Bn0XwwoipXRodwW4RvA24GDiKwfes6FRvyO5jWh765wjeEcFmk62j11fkP+DAvRsPrQXeMIQyJxXBSuArwJZ9zQm8PpMjMrlzLuqQNiSOAyFN2VUJn/tTOOzTlLsi9tsN+DDw9gjOBL5DGa3yasrARDtQbre9J3AQ8EBmb1THYfsw8AzgaX1tC4B/BJ4XweeB0ylh6BrK5ZArgPtQBrp6FqXPSNP/mcP7SmzK+O+7W4Fn9e57Ady5CC5aEjGtm3q9KpOzZ1aiNL8YIKQqz7kY8kDKcMcHtsywHfDc3jQdF0+3stmSSUbwZ8CXgUc2Ht4J+NveVONDwBuHUN5MLAcefNefi4EHMbZtyracfBZpw+IpDKlSJpdTdqRHUYaMnql1wFcpv9afMIT1DV0mtwCPB/51ZmtancDLMnlxOS0kab4yQEjTkMnaTE4E9qAEiR9TgsBUrQMupPQB2C2Tp2Ry+ijvVDNZncnLKeM4fJHxg0xN5A745vmw788zaQ4ZLWke8hSGNAO9wZZOpFzOuTXwcMoO9m6U235vQ7l/xI2U/hC/pIx7cE5m9fDNbwbe17/5mVU/PZmcBxwawU6UIzEHUYLUNr1pLeU26NcBP6HcDfQceNyrgEO6qBm4BHjIxLOcvRX8w1fgh22npibj7dG10TFASEPSCxOnMUvjGmTyO+B3s7Hu6eidyvn33jSp6LDLaCarYOIBoiIeuYJygzIHkpKmwFMYkiSpmgFCkiRVM0BIkqRqBghJklTNACFJkqoZICRJUjUDhCRJqmaAkCRJ1QwQkiSpmgFCkiRVM0BIkqRqBghJklTNACFJkqoZICRJUjUDhCRJqmaAkCRJ1QwQkiSpmgFCkiRVM0BIkqRqBghJklQtIHNs0z+ugxPWdVPOhBYBa7ouYgKLgHW9aRQt7P13badVDBaUGkf9NR71+nwPzsx8eI3XAjnZjB0Z9dd4QW8a9dd4BOs7agEcP+agQ0uA4KhMTpzDqqYkIlZn5uKu6xgkIi4FjsnMj3ZdS5uIOAnYMTMP7rqWNhFxEHBqZm7ddS2DRMQqYNfMvLrrWtpExAXAaZl5dNe1tImI44BDMnPfrmtpExErgMsyc1nXtQwSEdcBh2bmWV3X0iYiTgeuzMzDu66lTUQcARybmSu7rmWQUd3XRXAkcEJ/m6cwJElSNQOEJEmqZoCQJEnVDBCSJKmaAUKSJFUzQEiSpGoGCEmSVM0AIUmSqhkgJElSNQOEJEmqZoCQJEnVDBCSJKmaAUKSJFUzQEiSpGoGCEmSVM0AIUmSqhkgJElSNQOEJEmqZoCQJEnVDBCSJKmaAUKSJFUzQEiSpGoGCEmSVM0AIUmSqhkgJElSNQOEJEmqZoCQJEnVDBCSJKmaAUKSJFUzQEiSpGoGCEmSVM0AIUmSqhkgJElSNQOEJEmqZoCQJEnVDBCSJKnaopa2J0Sw6ZxXMqljFkTwxq6rGOxtW8CDnh7Brl1X0u6D+8Cq5aP7HP5oN/jystGtD+BNC+Fvj4zg1q4raXfCjrDLQaP7HH7qILhsh9Gt75pN4V8Xjm59AMctg6c8P4JHd11Ju/fsAcu2H93n8GsPhPO3GN36YIT3dQ9vNgRkdlGJJEmavzyFIUmSqhkgJElStbY+EHcCq+e6kMnduhlsNqLnngFu2xSW3AmL1nRdSbs7lkIGLFvVdSXt1i4sNW56W9eVDHbrZqW+GNHTfrdvAgvXlvfhKLpzSXmdN7m960raZZTP8ah/zyy9o7zOo2jVsvL5WHpH15W0W7OovA9H/XtmJN+Di4El/Q1tfSCOyuTEuatpaiJidWYu7rqOQSLiUuCYzPxo17W0iYiTgB0z8+Cua2kTEQcBp2bm1l3XMkhErAJ2zcyru66lTURcAJyWmUd3XUubiDgOOCQz9+26ljYRsQK4LDOXdV3LIBFxHXBoZp7VdS1tIuJ04MrMPLzrWtpExBHAsZm5sutaBhnVfV0ERwIn9Ld5CkOSJFUzQEiSpGoGCEmSVM0AIUmSqhkgJElSNQOEJEmqZoCQJEnVDBCSJKmaAUKSJFUzQEiSpGoGCEmSVM0AIUmSqhkgJElSNQOEJEmqZoCQJEnVDBCSJKmaAUKSJFUzQEiSpGoGCEmSVM0AIUmSqhkgJElSNQOEJEmqZoCQJEnVDBCSJKmaAUKSJFUzQEiSpGoGCEmSVM0AIUmSqhkgJElSNQOEJEmqZoCQJEnVDBCSJKmaAUKSJFUzQEiSpGoGCEmSVM0AIUmSqi0a3/TPL4g48hFzX8qkFkbEF7ouYgI7AK+KiGd0XcgADwWWjfBzuAOwfITrA1gCnBwRq7ouZIA9gb+IiL27LmSAvYEdRvg1XgIsGeH6ADYH3h4RV3VdyAAPAe4Y4edwD2D7Ea4PRnZfd+I94dVjWloCxIK1wOq5KajaqNYFkMAoP3cA6xjd+tb0/juq9UF5jVczujWO+ntwHXc9h6NoAaNd33qj/Bono/0cru39d1TrW28E61uwttkSkNloOyqTE+eooimLiNWZubjrOgaJiEuBYzLzo13X0iYiTgJ2zMyDu66lTUQcBJyamVt3XcsgvSMPu2bm1V3X0iYiLgBOy8yju66lTUQcBxySmft2XUubiFgBXJaZy7quZZCIuA44NDPP6rqWNhFxOnBlZh7edS1tIuII4NjMXNl1LYOM6r4ugiOBE/rb7AMhSZKqGSAkSVI1A4QkSapmgJAkSdUMEJIkqZoBQpIkVTNASJKkagYISZJUzQAhSZKqGSAkSVI1A4QkSapmgJAkSdUMEJIkqZoBQpIkVTNASJKkagYISZJUzQAhSZKqLeq6AGlDE8ESYA9gZ2CbXvOtwI3AFcDFmWRH5alFBDvBjw+E4xdE8DLKj6vbgGuBnwG/zWRNp0VKI8YAIQ1BBPcHDgOeCDwQWDLB7DdFcBHwLeALmfxoitt4BHDM4Dm+ew/Y5i8ieBAlsAimfW4AAA40SURBVNwE/AH4CfCjTH4zle30bW8b4D8azZ/I5GM162lZ7wrgU43mkzM5aSbrrazh7sCTKa/X/sAOsA9wCsB7Wxa5JYLTgI9n8rW5qlMaZQYIaQYieCzwRuBRFYttATy8N70hgkuBDwPvz+TqCZbbHnj84IcPBNgcuPuAWi+i7CHfm8mtU6hzacv2zp3CctNZ73eHsN5JRfBU4DXAQZWLLgeeCzw3grOAF2Xy62HXJ80n9oGQpiGCrSP4d+BM6sJDm5XAscClEfz/9u49yM66vuP4+5sNJEhIQi7cIiQFCoWAVFFwcIhmuKipIO0wvUAHyqRKGVE6GPEGbS1FkXDp2EgtghcYKb1AS0AFiuUWKVNa0bGDg1SusYBcAixXQ/LtH88BN88+e3af3c15ns2+XzPPkPM75zznwznJnu/+nt/lkghmjTlgtf2BLwL3R3DMZnqNtjuV+sVD2RLgrk6PkDRp2QMh1RTB3sANwKIuD7sXeAh4EtgAzO8cvw7MHeI504EPAX9NMV5ic9kZuDqCT2WycjO+zkSyAdbfCzcuhg98A+ij6PFZBPwGEKXHzwWuieCATB7raVKpJSwgpFqu3gO4luLLpexhit/wr8tkbdWzI5gCHEhx7f14ii+nsfgYcGfxx0OvhB3vgH++CtiKomdjf+B9wB6l500Bzovg8UyuGGOGieoV4BrgKuB22HorYG1mLh/4oAgWAp8GPsymhcR84FzgxN7EldrFAkIasdnAB69icPGwATgTuCiTV7udIZONwN3A3RF8nuK6+pnAPqMM9b+vD8KMWPMS8FgmNw98QAQBHA2sAt5cev6qCO7I5KFRvv5E1E9R6F2cybrXGzuDOwfJ5GHgTzpjSFaV7j42glMz6d9saaWWcgyENGJfngp9C0uNLwK/ncm5wxUPZZlszORKil6CzwDrxylo+XUyk2uBd8KgmRgzKQYVThZXAntlcs7A4mEkMvkycEep+U0U0zekSccCQhqBYsDccX2l5gSOy+S6sZw7kw2ZfIFicN6DYznXMK/zc2B5xV3Hdi6tbPEyuSKTx8dwin+paCv36kiTwqT4oSGNg7Mr2lZlsnq8XiCTu4D9YPNND8zkNop1IQaaB+y5uV5zC/NURdvGnqeQWsACQhpGBIuB95Sa11EMrBtXmbyUyS/H+7wlt1W0Va4doUF2qmi7v+cppBawgJCGd3xF21dHuBhTG1VNO9yu5ykmpveVbj8M/KiJIFLTLCCk4R1V0fa3PU8xfqpmXz3f8xQTTATvB5aWms9xXxNNVhYQUhcRzAYWl5ofmODTHhdVtI1lYOEWL4JlFPuCDFwH4lrg0mYSSc1zHQipu7cyeBXCnuzbsDlE0AccVmruB+5rIE6rddaFWAqcRLHx1kCrgT+w90GTmQWE1F3V4MIf9DzF+DmewdMOb667hsWW6dkvwM+2juA+ilXDqlYbXUexb8nfdBYFkyYtCwipuwUVbVVT+Vovgj0p9tko+0qvs7TTtF+DtwWwV8WdP6R4767O5IXe5pLayTEQUnczKtpqrWDYBhEsBW4Hti/ddUsmNzUQaaLZH/gIcEoE85sOI7WBBYTU3bSKts25U+a4iGBWBG+P4EMR3Ar8O8UunAM9SXF9X8PrA94BnAc8GMHZEWzVcCapUV7CkLqr2p+iqleiKf8Y8XrG52bCtH0iOHMEz3saOKazUZQAOHU5XHMfPLMzxW6mO1Jsv/5u4Dh4Y7OtbSk2QHtXBMsyeaWRuFLDKgqI7xwQ8Vu/1/sow5oSEW3M9boZwCER8VLTQYawJzCrxe/hfsDW7ct36+7F98dAX1sWsXxW77OsOqjoRd/EgGJmJhS/KQ/jmYfgjy6E63aNoMv7vWT24EUrb1sc8Z7RfkYHAHPhsKPhe6W7bl0csbTpz347oA/iyFL7nbDHPbD6JNh3yYD2pXDvDRGLe7kmyHTgiIgo9ya1xQJgRvv+Hb/hENqdD1r7XfftA2DZJi0BWZqGdObzcE4bBwntAvxf0yG62Al4oXO00VyKS1ZPNh1kCNMprs9XrZLYoNO3hQtKxcKK5+CCBlah/P3p8PdzRv/8RzfAyn645GV4dQTTDxf0wdodN207rx8+Odqtq2cD02C3p+Dh0nnP7YdPN70ldh9Fr8MQP2cCuGkOHD79V20JHPYU3LK5lx9/3c4UY3Da2usxn2JvkKebDjKEGZ2jzeuetPS77rMz4K9mlhozS8eK7Oz/26YDWN90hmHyPQKc1HSOLvkuB25qOkeXfIcC65rOMThXHl3xb+TChrL8TkWWquNFyLWQP4a8AfIsyHdDblXz9eZUnPucMXzGZwM/hNy14ryfav6zZh7wyjDvyT4V2b/ew4zPAEuafq+65LsJuLzpHF3ynQQ80nSOYTK28rsOckX5775jIKTuyjtXAhzc8xRDW5bJdwEi4h7g+sw8a5zOXbW89TbjcN5tK9paPzAVIJOfdNaJ2HtA83ubyiM1yVkYUncPMLg79uDJMJUvk9dg0IZhbxqHU1cNQp0QBUTHA6XbOzkjQ5ORBYTURSYJ3Fhq7gM+3ECcJpTXvNhtHM5ZtbrnRFqcqzxWIxi8voa0xbOAkIZ3TUXbaRHj8tt42/24dHvvykfVU96cDCbWlthzS7cTdzPVJGQBIQ1vNYNHRc8HPtlAll77r9Lt3SPYZ4znLG9M9WgmT4zxnD0RQTC4AFqXrgWhScgCQhpGJuuBCyvu+mxniehxEcEOEdwcwb7jdc5x8J8VbSeP/nQHTadY0XGgu0Z/vp47lGLK9kATKb80biwgpJFZBQ+W107oA/4hYuyzMiJYAtzD4K22m/ZvFFMHBzpldEXO1IALd2Hw9uj/NLpo9USwdCyXnToDJc+ruOva0aeSJi4LCGkEMnkVTnwN2FC6az5wSwQndLq3a4lgQQRfpdirYpdxiDquiv9vVpWatwa+HVE373eOhHdtV2p8CPjX0ear6QzgpxEsj6jc42RIEUwF/o7BU3h/AVw1TvmkCcUCQhqxOzbCY1X7TGwDfBO4O4KjI5he8Zg3RDAtgvdHcAXFlMA/ZkRLUDfmfBi0Z8Yi4J4ITozonj2CvSK4EY4oX7oAOKNziahXFgCXAmsjuCiCd3TLH0FEcBiwhuqNx/4s0wGUmpxcSEqqZZfLINdTdGWXC/ADKbqzX47g+8B9FEuHrwd2oOitWAS8DboXGW2SSX8Ex1FsYDEw9w7AN4DzI7iBYtGtJ4BXKVZ1XAAcDryVwZctAC7J7M3liwrzgD/tHM9HsAaeXQsX9EVwMsVntTewhKGnrn4LuKQnaaUWsoCQasrkggjuBy7jVzs0DrQNxRfn4TVPvRG4nhau05/JnREcQ9FdP7t09zzgD2ue8hIqdgZryExgGcwC/hLgKyN4zjXA8s46IdKk5CUMaRQyWU0xne9iYKwbKT0NfAnYJ5MPZg4atNgKmdwIHATcPfqzvLiB4ov35M5Kl710HfDzMZ7jZeA04NjO+BBp0rKAkEYpk19k8hGKLu4zKFasHOmOkj+j6P4/FliQyWmZ/HSY5/ySYmXIgUcvxw+Qyf2ZHESxr+/3GHnx9BBccQss/EkmX9tsAbvI5GJgIXAEcAHFJZeR9iA8BnwOWJTJl+x5kLyEIY1ZZxGklcDKzoC8AyjGOsyh6N6fTVFYPEdROPwos/52vZlc3zln4zobeH03gm2AdwJvocg2h2KWxnMU0z8fBL6fydqIE84GjmooMgCZbABu7hwrIphJkf0t8Mwi+Nbp8NHLgJcoeoYeBe7M5P6mMkttZQEhjaPOF9QPOscWL5OXgVs6x4TTmUGxBlgTMXce8LHMj45hoSxp8vAShiRJqs0CQpIk1WYBIUmSarOAkCRJtVlASJKk2iwgJElSbRYQkiSpNgsISZJUmwWEJEmqzQJCkiTVZgEhSZJqs4CQJEm1WUBIkqTaLCAkSVJtFhCSJKk2CwhJklSbBYQkSarNAkKSJNVmASFJkmqzgJAkSbVZQEiSpNosICRJUm0WEJIkqbaAzE2bztgIKzc2E6erqcBrTYfoYiqwsXO0UV/nvxsaTTG0oMjY9s+47fn8Ozg2E+Ez3gDkcA9sSNs/4ymdo+2fcQvzfWIKnLdJp0NFAcEnMjm/h6lGJCLWZ+ZWTecYSkQ8Avx5Zn696SxVIuJyYKfMPLLpLFUi4lBgdWZu33SWoUTEK8Cumflk01mqRMQ9wPWZeVbTWapExNnAUZn5m01nqRIR84C1mTm96SxDiYhngGMy8/ams1SJiJuAxzPzhKazVImIk4DPZeZuTWcZSlu/6yJYAawc2OYlDEmSVJsFhCRJqs0CQpIk1WYBIUmSarOAkCRJtVlASJKk2iwgJElSbRYQkiSpNgsISZJUmwWEJEmqzQJCkiTVZgEhSZJqs4CQJEm1WUBIkqTaLCAkSVJtFhCSJKk2CwhJklSbBYQkSarNAkKSJNVmASFJkmqzgJAkSbVZQEiSpNosICRJUm0WEJIkqTYLCEmSVJsFhCRJqs0CQpIk1WYBIUmSarOAkCRJtVlASJKk2iwgJElSbRYQkiSpNgsISZJUmwWEJEmqzQJCkiTVZgEhSZJqm1rRtiSCjT1PMqyPT4ng9KZTDO0z28GB741g+6aTVLtoX3h5u/a+h2t2h9XT2psPYEUffPyUCF5oOkm1v5gPbz64ve/hpQfDo/Pbm++JbWFlX3vzAZwxHY7+3Qje3nSSap9fCNvMae97ePVB8N8t/jkILf6uW1JuCMhsIokkSZq4pgJ3wXMzYOq+sK2XNCRJ0hBe3Aiv3QuzXojMJCJmwLr/gNn7NR1NkiS11bP/A9sfkpn9UwEy84UI+puOJUmS2mx2f2b2A/w/oBAPkhhjz7QAAAAASUVORK5CYII="
+    }
+   },
+   "cell_type": "markdown",
+   "id": "9a9e8c44",
+   "metadata": {},
+   "source": [
+    "<div>\n",
+    "<img 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\"  align=\"left\" width=\"250\"/>\n",
+    "</div>"
    ]
   },
   {
@@ -336,7 +388,7 @@
     "\n",
     "`C[i,j] = min(C[i,j],C[i,k]+C[k,j])`\n",
     "\n",
-    "If each process updates a block of rows of matrix $C$, which data we need for this operation?\n"
+    "If each process updates a block of rows of matrix $C$, which data do we need for this operation?\n"
    ]
   },
   {
@@ -423,6 +475,32 @@
     "</div>"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "2cf55de3",
+   "metadata": {},
+   "source": [
+    "<div class=\"alert alert-block alert-success\">\n",
+    "<b>Question:</b>  How much data is communicated in each iteration in this parallel algorithm?\n",
+    "</div>\n",
+    "\n",
+    "    a) O(N²/P)\n",
+    "    b) O(N)\n",
+    "    c) O(NP)\n",
+    "    d) O(P)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1bf4de56",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "answer = \"x\" # replace x with a, b, c or d\n",
+    "floyd_check(answer)"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "eba45ea4",
@@ -433,40 +511,68 @@
   },
   {
    "cell_type": "markdown",
-   "id": "e96eda2d",
+   "id": "a15bc34e",
    "metadata": {},
    "source": [
-    "- Each process updates $N^2/P$ entries per iteration\n",
-    "- 1 process broadcasts a message of length $N$ to $P-1$ processes per iteration\n",
-    "- The send cost in this process is $O(N P)$ per iteration (if we use send/receive instead of broadcast)\n",
-    "- $P-1$ processes receive one message of length $N$ per iteration\n",
-    "- The receive cost is $O(N)$ per iteration at each process\n",
-    "- The send/computation ratio is $O(P^2/N)$\n",
-    "- The receive/computation ratio is $O(P/N)$\n",
-    "- The algorithm is potentially scalable if $P<<N$"
+    "**Computation cost:** Each process updates $N^2/P$ entries per iteration. "
    ]
   },
   {
    "attachments": {
-    "g20431.png": {
-     "image/png": 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"
+    "fig-asp-efficiency-comp.png": {
+     "image/png": 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"
     }
    },
    "cell_type": "markdown",
-   "id": "96b3a09f",
+   "id": "cc2668c8",
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img src=\"data:image/png;base64,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\" 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+    "    <img src=\"data:image/png;base64,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\" align=\"left\" width=\"225\"/>\n",
+    "    </div>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d89d2b45",
+   "metadata": {},
+   "source": [
+    "**Communication cost:** \n",
+    "- One process broadcasts a message of length $N$ to $P-1$ processes per iteration. Thus, the **send cost** is $O(N P)$ per iteration (if we use send/receive instead of broadcast).\n",
+    "- $P-1$ processes receive one message of length $N$ per iteration. Hence, the **receive cost** is $O(N)$ per iteration at each process. "
+   ]
+  },
+  {
+   "attachments": {
+    "fig-asp-efficiency-comm-2.png": {
+     "image/png": 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UiIiISBtlZt8gJE4XxBszbNgwpk2bxuDBg5MXmKSVl19+mdmzZ/PSSy/VNewD4Ep3fyZJYaWMEigRERGRNsbMBhKq6o0DYna4PfHEE5k2bRpnnnlmUmOT9PXHP/6ROXPm8NZbb8UbUgX0dfdPkxhW0imBEhEREWkjzKwvoQDA94GYHW6POuooioqKuOCCCwj1JERqVFRUcPHFF7N69ep4Qy5398XJjCnZ1BpaREREpJUzs+6EBrg/AvJijenbty9Tp05l7NixZGdnJzU+SX9btmxh4cKF3HfffWzbtg2Ak046iVdffbX20A+THlySKYESERERaaXMrDNwLTAViNnhtnv37kyePJl/+7d/o3379kmNT9Lfzp07eeCBB/j5z3/O5s2bARg8eDDTpk2ja9eunHvuubVviVu2r7VQAiUiIiLSyphZe+AywjmnmI2aOnXqxGWXXcakSZPo3DlmbiVtWGVlJUuXLuWuu+5i/fr1ABx99NFce+215OfnA9R1FqpVUwIlIiIi0kqYWRbwXUIvpyNjjWnfvj3jxo2jqKiI7t27JzU+SX/uzpNPPsmcOXP48MOwG69fv35cc801XHLJJdreiRIoERERkYxnodrDWOA/gIGxxuTk5FBQUMDUqVPp1SvmopS0caWlpdx66637VpZ69+5NYWGhtnfWogRKREREJIOZ2TnAHCBmo6asrCxGjx7NtGnTOPLImItS0sb97W9/Y/bs2bz44osAdOvWjcLCQq644gry8mLWHGnTlECJiIiIZCAzGwrcBpwVb8yIESO48cYbOe6445IXmGSM1atXc/fdd1NSUgJAx44d+f73v88111xDly5dUhxd+lICJSIiIpJBzOxY4CfARfHGnHLKKcyYMYOhQ4cmLzDJGO+//z733HMPjz/+OFVVVfu2d1533XX07Nkz1eGlPSVQIiIiIhnAzPoTejldAcQ8yT9o0CCmTJmyr0qaSLRPPvmEu+++m9/85jfs2bOHrKws8vPzmTFjBkcccUSqw8sYSqBERERE0piZ9QWuB64EYp7kHzBgANdffz1jxowh1JMQqfHFF1/wy1/+kv/8z/9k165dmBmjRo1i2rRpDBo0KNXhZRwlUCIiIiJpKFKS/FlgJBAzK+rbty9Tp05l7NixKi8tB9iyZQuLFi3i3nvvZdu2bUA4Fzdz5kxOOOGEFEeXuZRAiYiIiKSnm4hTIKJ79+5MnjxZ5aUlpp07d/LAAw9QXFzMpk2bABg8eDDTpk1j2LBhKY4u8ymBEhEREUlPA+J+MGAAgwcPVvIk+6msrOQ3v/kNP/vZz1i/fj0ARx99NNdee622dyZQVqoDEBEREZGYXo/3wcqVKxk9ejQTJkxgzZo1yYxJ0lBVVRVPPPEEZ555JjfccAPr16+nb9++zJ07l2effZb8/HwlTwmkFSgRERGR9LSnrg/dnaeffprf//73jB49munTp9O/f/8khSbporS0lFtvvZW33noLgN69e1NYWKjtnS1ICZSIiIhIZqgC3geO2u9iVRUlJSX8/ve/p6CggKlTp9KrV6/URChJ87e//Y3Zs2fz4osvAtCtWzcKCwu54ooryMvLS3F0rZu28ImIiIhkBgeOBSYCn9T+sLKykkceeYRhw4Yxa9Ysvvzyy6QHKC3v7bffZuLEiVx44YW8+OKLdOzYkcLCQlauXElhYaGSpyRQAiUiIiKSAczM3L3S3e8FjiQkUhtqj9u+fTvFxcUMHTqUefPmsXXr1qTHKon3/vvvM2nSJM455xxKSkrIyclh/PjxrFixgpkzZ9KlS5dUh9hmKIESERERyQAWVQXA3XdHEqmvAdOALbXHf/nll8ybN4/TTjuN4uJidu/encRoJVE+/fRTioqKOOuss3jssccAyM/P5/nnn2fu3Ln07NkzxRG2PUqgRERERDKAmdmnn37aMfqau29199sJidTtwM7a923cuJFZs2YxbNgwHnnkEfbu3ZukiKU5Nm3axKxZszj99NP3/bmNGjWKZ555hkWLFnHEEUekOsQ2SwmUiIiISIYws5Gxrrv75+4+DRgI3EuMCn7r1q2jqKiIs88+m5KSEty9ZYOVJtm2bRvFxcX7Vg537drFiBEj+N3vfseDDz7IoEGDUh1im6cESkRERCRDuPuYej5f6+4TgeOBZYTCE/tZs2YNEydOZMyYMSxfvryFIpXGqi4CcvrppzNr1iy2bNnC4MGDefTRR1m6dCknnHBCqkOUCCVQIiIiIpnjQqDejqju/ra7jwNOJCRSB3j11VcZN24cBQUFvPbaawkOUxqqsrKSZcuWMXz4cIqKiqioqGDgwIEsWrSI3/72twwfPjzVIUotSqBEREREMsdh69atO7Ghg939zUgiNRx4PtaY0tJSLrjgAgoKCli9enWi4pR6uDslJSWMHDmSyZMns3btWvr27cvcuXN57rnnyM/PJ6puiKQRJVAiIiIiGSQ7Ozu/sfe4+wvufiYwCng11pjS0lJGjRrFxIkTKSsra2aUUpfS0lLOO+88Jk6cyIcffkj37t2ZOXMmy5cvZ/z48WRnZ6c6RKmDEigRERGRDFLfOah67n0WOAUYB7xX+/OqqipKSko488wzKSoq4rPPPmtGpFLbqlWr+O53v0tBQQFvvvkm3bp1Y+bMmbz88ssUFhbSvn37VIcoDaAESkRERCSzDFm7dm2fpt7s7lXuvgw4htCM95PaY6oLGgwbNmxfQQNpurfffpuJEyeSn5/Piy++SMeOHSksLGTlypUUFhaSl5eX6hClEZRAiYiIiGQWy87OPr+5k7h7ZaQZ71HAFGBD7THbt2+nuLiYoUOHMm/ePLZu3drcx7Yp77//PpMmTeKcc86hpKSEnJwcxo8fz4oVK5g5cyZdunRJdYjSBEqgRERERDKMmTX6HFQ87r7d3e8hNOOdBhyw3LR582bmzZu3rzfR7t27E/X4VunTTz+lqKiIs846i8ceewyA/Px8nn/+eebOnUvPnj1THKE0hxIoERERkcwzqry8vEMiJ3T3re5+OyGRuh3YWXvMxo0bmTVrFsOHD+eRRx5h7969iQwh423atIlZs2YxbNiwff99Ro0axTPPPMOiRYs44ogjUh2iJIASKBEREZHM07Fdu3YjW2Jid//c3acBA4F7gT21x5SXl1NUVMTZZ59NSUkJ7gf0621Ttm3bRnFx8b4Vup07dzJixAiefvppHnzwQQYNGpTqECWBlECJiIiIZCB3T9g2vjjzr3X3icDxhGa8B2RJa9as2VccYfny5S0ZTlqqLrZx+umn7yu2cfLJJ/Poo4+ydOlSTjyxwS27JIMogRIRERHJTGOAFu+06u5vR5rxnkhIpA7wyiuvMG7cOAoKCnj99ddbOqSU27NnD8uWLWP48OEUFRVRUVHBwIEDWbRoESUlJQwfPjzVIUoLUgIlIiIikpn6rVu3LmlLHO7+ZiSRGg48H2tMaWkp559/PgUFBaxevTpZoSWNu1NSUsLIkSOZPHkya9eupW/fvsydO5fnnnuO/Px8zFo8p5UUUwIlIiIikqGys7NbdBtfLO7+grufCYwCXos1prS0lFGjRjFx4kQ++uij5AbYQkpLSznvvPOYOHEiH3zwAYcccggzZ85k+fLljB8/nuzs7FSHKEmiBEpEREQkQ7n7mBQ++1lgMDAOeK/251VVVZSUlHDGGWdQVFTEZ599lvQYE2HVqlWMHTuWgoIC3nzzTbp168bMmTP561//SmFhIe3bt091iJJkSqBEREREMtcpFRUVvVP1cHevcvdlwDHAROCT2mOqCy0MGzZsX6GFTPD222/vK5CxYsUKOnbsSGFhIStXrqSwsJC8vLxUhygpogRKREREJHNlVVZWjk51EO5e6e73AkcBU4ANtcds376d4uJihg4dSnFxMTt27Eh6nA2xdu1aioqKOOeccygpKSEnJ4fx48ezYsUKZs6cSZcuXVIdoqSYEigRERGRDGZmKdvGV5u7b3f3e4ABwDTggOWmzZs3M2vWLE499VSKi4vZvXt30uOM5dNPP6WoqGhfE1yA/Px8nn/+eebOnUvPnj1THKGkCyVQIiIiIpltVFlZWVrtJ3P3f7j77cDXgNuBnbXHbNy4kVmzZjF8+HAeeeQR9u7dm/Q4ATZt2sSsWbP2JU579uxhxIgRPPPMMyxatIgjjjgiJXFJ+lICJSIiIpLZOuXl5Z2V6iBicffP3X0aMBC4F9hTe0x5eTlFRUWcffbZlJSU4H5Av94WsW3bNoqLiznttNMoLi5m586djBgxgt/97ncsXbqUQYMGJSUOyTxKoEREREQynLsnvZx5Y7j7WnefCBxPaMZ7QJa0Zs2afUUbli9f3mKxVBe1OP300/cVtTj55JN59NFHWbp0KSeemLTWWpKhlECJiIiIZL4xQNp3cHX3tyPNeL8JPBlrzCuvvMK4ceMoKCjg9ddfT9iz9+zZw7JlyxgxYgRFRUVUVFQwcOBAFi1aRElJCcOHD0/Ys6R1UwIlIiIikvn6rVu3LmOWTtz9r5FVs+HA87HGlJaWcv7551NQUMDq1aub8yxKSkoYOXIkkydP5uOPP6Zv377MnTuX5557jvz8fMzSPveUNKIESkRERKQVyMrKSptqfA3l7i+4+5nAKOC1WGNKS0sZNWoUEydO5KOPPmrU/KWlpZx33nlMnDiRDz74gEMOOYSZM2eyfPlyxo8fT3Z2dgJ+F9LWKIESERERaR3S+hxUXdz9WWAwMA54r/bnVVVVlJSUcMYZZ1BUVMSGDQe0mdrPqlWrGDt2LAUFBbz55pt069aNmTNn8vLLL1NYWEj79u1b5jcibYISKBEREZHW4ZSKioreqQ6iqdy9yt2XAccAE4FPao+JVQAi2ttvv72vEMWKFSvo2LEjhYWFrFy5ksLCQjp06JCc34y0akqgRERERFqHrMrKytGpDqK53L3S3e8FjgKmA5tqj9m+ffu+EuS/+MUv+Pvf/86VV165rxR6Tk4O48eP54UXXmDmzJl06dIl6b8Pab0sWbX2RURERKThzOzHwF3V77Ozs1m7dm19t/33oYce+i8tGliSmVk3oAiYBHSqa2xWVhajR49mxowZaoCbBG+99Rbnnntu7ctnuHtpKuJJFq1AiYiIiLQeo8rKyvJSHUQiuftmd58B9AduB3bGG3vrrbeyaNGijEmeysrKuPrqqzn88MMZN24ce/fuTXVI0gBKoERERERaj055eXlnpTqIluDun7v7NGAQ8BBwQLZRX3GJdPHZZ58xffp0zjzzTB5//HH27NnD8uXLKS8vT3Vo0gDtUh2AiIiIiCROpL/S71IdR0tx9zLge2Y2B3gFyIv6LFVhNcjmzZv5+c9/zuLFi9mxY8cBn6d7/BIogRIRERFpXcYAhUCr/m7c3Veb2WYg7SsPbtu2jfvuu4+FCxfuVzmwa9euuPsB1QQlvWkLn4iIiEjr0m/dunUnpDoIqSm7Pnz4cObOnbsvUerQocO+8ur9+vVLcZTSWFqBEhEREWllsrKy8oHXUx1HW1VVVcVTTz3F7NmzKSsr23c9JyeHgoICpk6dSq9evVIXoDSLEigRERGR1icf+I9UB9EWlZaWcvPNN7N69ep916rLq0+fPp3+/funLjhJCCVQIiIiIq3PKRUVFb179OixPtWBtBWlpaXcdtttvP76/gt/I0aM4Cc/+QnHHHNMiiKTRFMCJSIiKWFmXwdOdvdfpzoWkVYoq7KycjRwf6oDae1eeeUV5syZw/Lly/e7PmTIEGbMmME3v/nNFEUmLUUJlIiIJJWZ9QD+k1ApbKeZPePuFSkOS6TVMbMxKIFqMWvWrGHevHk8+eST+5UfP+mkk5g+fTrDhw9PYXTSkpRAiYhIsn0BHEuoBNsR+BHw07puMLP2wMXA4e6ucx0iDTOqrKwsr3///jtTHUhrUl5ezvz581myZAl799b08j3qqKO47rrrGDNmDGaWwgilpSmBEhGRpHL3vWZ2DzA/cqnQzOa6+4FdJQEzmwDcAhwKfDtJYYq0Bp3y8vLOohU31U2mjRs3snDhQu677z5279697/phhx0y4xcbAAAgAElEQVTG5MmTueSSS8jOzk5hhJIsSqBERCQV7gduAroDPYDLgF/WHmRmHYGfAQcB5cBzyQtRJPNVVVWNQQlUs2zZsoX58+ezePFiduyo+TlPz549mTx5MuPHjycnJyeFEUqyKYESEZGkc/ftZrYQ+D+RS9eZ2b3uvrfW0HxC8gRwf4zPRaQOZpYPXA14fWMltrFjx/LWW2/te9+1a1cKCwu5/PLL6dixYwojk1TJSnUAIiLSZi0Aqn+c+1Xgn2OMuSTyvw48nIygRFqZfuvWrTsh1UFksup+TllZWVxzzTWsXLmSq6++WslTG6YESkREUsLdNwCPRF26IfpzM+sGnBd5+0d3fz9ZsYm0JllZWfmpjqE1aN++PdOnT6dr166pDkVSTAmUiIik0p1AVeT1EDOLrvs7FsiNvF6c1KhEWhclUCIJpARKRERSxt3XACVRl66Pel29fe9L4ImkBSXS+pxSUVHRO9VBiLQWSqBERCTV7oh6PcbMvm5mhwJnRq69DlQmPyyRViOrsrLyglQHIdJaKIESEZGUcvcXgBWRt1nAVKAAqG6ocgbwlpl9KwXhibQKkWp8IpIASqBERCRhzCzbzMaa2cBG3npn1OvxwA9rfT4QeNbM7jOzg5sVpEjbNKqsrCwv1UGItAZKoEREJCHM7ArgHWAZcEojb/8f4N3I6zxgUOT1o8DH1Y8AJgCrzezfzMyaF7FIm9IpLy/vrFQHIdIaKIESEZFEuQT4WuT1Vxtzo7tXAXfVulwFXEdIpm4Hqpvo9gQeAv5sZoMQkQapqqoak+oYRFoDJVAiIpIor0a9HtCE+x8ENkS9f87d17r7dnefRjgLtTrq8zOAV83sZjPLRUTqFDkHpZVbkWZSAiUiIg1mZl+r4+NXol7XNS4md98BFEddOsrM2kV9vgI4CbiVmqp8ucBPgDdUZEKkXv3WrVt3QqqDEMl0SqBERKReZnaBmZUC75rZZXGGRa9ANTqBivgFsD3yuj+hme4+7r7L3W8CBgMvR300EPiNmZ3axOeKtAlZWVmqxifSTEqgRESkIW4EhhO2/9xrZufEGLMG2Bp53dvMOjb2Ie7+ObA46tJ1cca9CZxOKHn+BvAj4Ah3fznWeBHZR+egRJpJCZSIiDTEe1Gvc4D/a2b7bQWKFIJ4PfLWaGQhiSjzgD2R14Pjbc1z973ufpe7n+juv4xsARSRug2pqKjoneogRDKZEigREQHAzLrW8fF7td53AUrMrE+t6806BwXg7h8CT0RdirkKJSJNklVZWXlBqoMQyWRKoERE2jgzO8nMfg18ZmZnxxn2btTr8sj/Hg48aWYHRX3W3Ep81aIb655nZsc1Yy4RiRKpxiciTaQESkSkDTOzI4C/EHo45QJLzOzwGEOjV6AWRu6BUBVvaVS1vOgVqKZu4SNylul5YBMwB/isqXOJyAFGlZWV5aU6CJFMpQRKRKQNc/ePgIuoKQveA3gsRl+l6ATqcOA7wNuR9xcAP4+8/l9gV+R1UyvxVbscONzdZ7h7RTPnEpEanXJzc0emOgiRTKUESkSkDbAgZlU8d/8DcGXUpSHAglpjvgA2Rt4eFXk/mprGtxPN7AZ3rwTejFxrVgLl7u+7+9b6R4pIY7m7tvGJNJESKBGRVsrMDjGza81sJbAN2GZmO83sD2Z2iZlZ9Vh3fwD4adTtPzCzK2pNWb0KNSByzwfAhdT0bZptZhdTcw7qiOhGuCKSPiLnoKzegSJyACVQIiKtTGS1aQoh4ZkHfBPoEPk4FzgX+DXwgplFlzP+KfCrqPc/N7PBUe+rE6i+ZtYBwN1fAsYDVYRvxhYDnSLjcgjb/UQk/fRbt27dCfUPE5HalECJiLQiZpYNPAz8DOgG7AWeA+4C7gXWRg0/DVhhZj0B3N2BHwL/L/J5HqHf0yGR99UJlBG1Pc/dn6Cm1HgecGnUM5p7DkpEWkhWVpa28Yk0gRIoEZHW5RbgXyOv3wJOdvdz3H2qu08kVMabQVgxAjiSUHkvCyByhukiahriHhH5PJv9C0kcFf1Qd/8ZNYUkoimBEklfY1IdgEgmUgIlIpKBzCzbzAbUunYkUBR5uwE4293fiB7j7nvcfTYwKerytwjb8KrHbCFU1qterRpFSMyie0Htl0BFTAF+W+uaEiiR9DWkoqKid/3DRCSaEigRkQxjZhcBHwEv1Wpi+wOgumjDfHffcMDNEe5ezP7Jzq1mlhP1+SeEJGpz5NJ04Nio8Qc0yXX3vYTte3+LXPozByZUIpI+siorKy9IdRAimUYJlIhIBjGzfwWWAocBBwPRlfKGRb3+cwOmKwL2RF4fTihLvo+7v0Xo97SbcO7pLsKZKoi9AoW7bwPygVPd/Sx3L21AHCKSIpFqfCLSCEqgRETSnJmdZmbfjqw23U1N6eEvgK9EDe0V9bre/knu/g7wZNSlf40x5k+EhrYOdAWyIx/FTKAi96x397/W93wRSQujysrK8lIdhEgmUQIlIpKmzOwYM1sOrCAUaPgXoDthFagI6O3uN0fdsjvqdb8GPuaRqNenxxrg7v8FzKx1uU+8xrwiklE65ebmjkx1ECKZRAmUiEj6+hyo7sM0APiPyOsid78jUjEv2uqo1yMb+Iw/R73uY2ZdYg2KFJ5YGHXpPaBzA58hImnM3bWNT6QRlECJiKSpSBGIh6IuHU4oHrEgzi0vRL2+xMzaxRkX/YyNwPaoSznxxgJXE7YQfhf4urt/Vt/8IpL+IuegrN6BIgIogRIRSXfzqOnZBPB0jJWnakuB6s/6ABfXN3mk8l77yNsdwJfxxrr7Xnf/sbs/7u5V8caJSMbpt27duhNSHYRIplACJSKSxtx9DfuXAj+sjrGfAY9HXbqlVpnzWEZQU/r8r+6+p67BItI6ZWVlqamuSAMpgRIRSX93RL0eY2Zfr2PsTdSUJj8S+KWZxdyaE9nid0vUpV82K0oRyWQ6ByXSQEqgRETSnLuvIFTig/Dv9tQ6xq4B5kRdGg88bGZdo8eZ2aHAf1PTO+qPwLJExSwiGWdIRUVF71QHIZIJlECJiGSGO6Nejzezur7RuRl4Our9vwIfmdkSM7vDzB4H3qemce4rwCXuvhdJS2aWa2ZfMbMjI+Xth5jZWDP7d5WTlwTJqqysvCDVQYhkAiVQIiKZ4X+ANZHXecA18QZGEqF/Ae6PutyVUFTiushnHQhb/YqBMyIV/yQNmdlwwp/9auAN4DXgZeBRwrarnamLTloTM9M5KJEGUAIlIpIBIlXv7oq6dGVdBSLcfbe7TyAUiVhGTXW9PcDbwFzgOHe/2t23tVDYkgDuvpxQQv6gyK8cwp/jQ8A4VUSUBDq3rKwsL9VBiKQ7JVAiIpnjIaB6pehg4Ir6bnD35e4+zt27EVauOrr7IHe/wd3facFYJQHMrI+Z3UxYTawuDvIP4A53v8zdPWXBSWvUKTc3d2SqgxBJd0qgREQyhLvvAH4edWlKQ5rlRt2/q44eUpJGzGy4mT0KvAN8FRgFPAB8Acxy9xmpjE9aL3dXNT6ReiiBEhHJLMVA9Za7/sDY1IVSPzPLM7MrzewlM+uZ6njSmZl1NrMfmtmbwK+AVUB/d/93d38dcGCmu99e9zxkm5Hd8hFLa2Rm+UDM1gciEiiBEhHJIO7+BeGb62rT4vV5ShMGzAJOBb6f4ljSkpkNNLM5QBlwEaE319Hufru7b6we5+5T3X1h/HnINaMfcCLQq4XDltarX3l5+fGpDkIknSmBEhHJPPOoOQ9zInBWCmOpU2Tb4cORtz80M33dAcwsy8zOMbMS4CXgK8Bwdx/l7ssaU1LejM5mDABOAA4F2gE9zbSKIE2TnZ2tbXwiddAXMhGRDOPuHwJPELbyLQDeS21E9VpI2H5WfZanzTKznmZ2A/AB4c/uWaCvu09099UNnwczo7sZxwGDCEVFohOm9sAhCQxd2hYlUCJ1aPDhYxERSSvXAVdFb/FKJjPLAf4Z2O7uT9U11t3fNrO/ACOBq4A/tHyE6cXMBgM/BAqA/wdMcPdnGz8P7YGekV/1fQ3vDXze2GdIw5hZe6AbYfWw+lf0+87Ab919RcqCbLohFRUVvXv06LE+1YGIpCMlUCIiGcjdP07Vs80sl9DY9fDI+8XAFHffUsdtCwkJ1Ggz6+vu5S0eaIpF/jtdCEwGvgY8CBzv7msbPxedgB5Adxq+e6SjGV3cqevPpU0zs47ETn5qv4/1ulMDHjESGJrouJMgq7Ky8gJC5UcRqUUJlIiINIq77zKzl4gkUITiEGeb2eXu/lyc254APiMUN5gA3NzigaaImfUhrDb9CPgYmA8saWwJ+cgZpq6ElaQuTQynN7TuBMrMulJ3wlPXZ+1bMLTdwG0tOH+LMrMxKIESiUkJlIiINMUiQsW4aocDz5jZfcBUd98aPdjdd0dWqqYRiknMam09qcxsODAJOJ+QMI6KlB9v5DxkE1abetP8b/C7mdHBnR3NnCetmNm3gEcICXk6nufeBVzk7iWpDqQZzi0rK8vr37//zlQHIpJu0vEfHRERSX9/JGzjA/gt8CdCEYMfAm+Y2Rkx7lkI7CVUihuTjCBbWgN6NzViLjqa0QE4jpCQJmp1pDWWNB9E+HuUjt/H7AD+KcOTJ4BOubm5I1MdhEg6Ssd/eEREJM25uwP3Rt6eSTjrM5FQGfBI4E9mdk/kHFD1PR8RCigQGZuxGtq7qWFz0cWMgYTEqS+JL/zQw4ycBM+Zar8gbJFMt+2J24DR7t4qCqW4u6rxicSgBEpERJrqAWA74ZzOOHe/l9CXajnh68skYJWZnRx1z6LI/55rZkclM9jmSnDvpmwzeppxAvB1wrkcInN+CVQlMnRC1b5Ww4NfEnpfvZTqeCK2AOe5+59SHUiimFk+qJ+YSG1KoEREpEncfRPwWOTtlZFr7xMa+04jHKI/FnjJzOZESp8/CXxE+KbsiqQH3QRm1s3MJgPv04zeTWEucs3oB3wD6A/kxRjWncSvQvU0a31f8yOrmmcAS1McyhbgXHdfnuI4Eq1feXn58akOQiTdtLp/TEVEJKmqV5SGRHod4e573P12YDDwKqFg0Q2ElamjgMWRe64ws1gJRFows8FmtoiwTW8Y8AN3H+Tu97j7tsbNRdfINr0TCWd3susY3hIJVA6ttLGuu+8G/pVQJj4VNgJnuXu6rIQlVHZ2trbxidSiBEpERJos0iS0uljClbU+ews4DbidUDziVOAV4KDI++7Ad5IWbAOYWa6ZXWRmywmrZZsIvZvGNbbxrRlmRnczjgeOpmabXn2yCGXLNzfmeQ3QO8HzpY3I9snLgfuT/OgNhOTplSQ/N5mUQInUogRKRESaq7qYxCWRnjz7uPsud59GWMF5B+gAXEfNCkxaFJMwsz5mdjOwlrBadi9wuLtPa2zjWzNyzDgMOAn4KuH33Fg9CX2zEqmDGV3rH5aZ3L0KuAp4IUmPXA+c7e5vJul5qTKkoqKi1SbfIk2hBEpERJrrYcIZkE7A+FgDItubTiKsRkUXSDjDzI5r8QjjMLPhZvYoIbn7KuEcyynu/lATGt92MuOrhPNNh9G8XovtCdvutjdjjlha9TfCkT+zSwjb6lrSWuCMyCpra5dVWVl5fqqDEEknSqBERKRZ3P0fwJLI2yvrGLcjshr1beDjyOVKwta+pKmnd9NrjZsLM6OzGb0JBTO6k7iqZb0JqxyJ1NWMjgmeM61EVgwntOAjPiQkT++24DPSSqQan4hEKIESEZFEqC4mcZyZDa9rYOQs0QmE7VaHu/sDLR0cgJkdlcDeTTlmHEooCvF1YCvgCQ65IyHB3J3geVtjY10AzCzHzC4ibMNsCe8CZ7p7WQvNn67OLSsrS9uCLyLJpgRKRESazd1fpaYfT73nmtz9S3df6O6JXmHZT63eTX+lGb2bwnx0NKM/IXHqR9hqZ4QCEV8kNnogJDsbEjxn99bWWNfMukSVmn8UGNoCj1lNSJ4adSauleiUm5s7MtVBiKQLJVAiIpIo1atQF5lZj1QGEqd302FN6d0U5qObGV8HjiMUeKj99bMnUNHMsGPpBvyDULUwUYxWsgplZl8zs3uAT4C7CUltS3gDGOnun7bQ/GnP3cekOgaRdKEESkREEuU3hFWYXOB7qQggqnfTWuAc4AfAMU3s3dTOjEPN+AYwkFBaPJ52hGp7/2hi6HU5BDXW3U+t4h+TCAVMWsqrhGp7iV4JzCiRc1CJOt8nktGaUyFIRERkH3ffYWYLCInG/yTruWbWHvgn4IfA8YTCEMc0dauVGXmEFZoeNO4Hjb0JiVvnpjy3Dt2Bt0nsqlG7yLwZkxRE/TlPBb6ZpMeuIlRmbIntmZnm8PLy8uP79u37RqoDEUk1JVAiIpIw7n5zsp5lZn0ISdOPCFX95gNLGlt+vGY+uhCSoIY2vK0tl1BIYieQyAP3WUBXQlPfryRw3t5kQAIV6S12GSFxaswWvd3AUkIxju824dGlwOhIlUkBsrOz8wnbGUXatIxdvhcRkbYpwb2bss3oacbxhGp6TU2eqvUm8Q1wIZyxSnSyk2fW7N9vi4k637SOxp1vqiD0G/uqu/878N9NePzzKHk6gM5BtYyqqqr6B0laUQIlIiJpL6p30xvAgzSjd1OYj1wzcglNb/sTzi8lQmdC89s9CZqvWg6h4l+jznE1QNo11m3G+aZ3gSmEvxfT3H1d5Hpj/378HjhPydOBzOzUioqKtPs7k6lWrVrF2LFjWb26pq5NVpa+Nc8E2sInIiJpy8yOAq4gNEZ9FbgVeLyx5cdr5qMz4SzRV4ByQtGHRK/CVK8W9UnwvL0J1ea+lsA5u5jR0Z3tCZyz0Zp5vukFworTk+4eqxfX2zR8W+VTwFh339nIGNqKrMrKyvOBxakOJJOtXr2aOXPm8Mwzz+x3feTIkRx22GEpikoaQwmUiIikFTPLAr4FTAZGEM6xnOHu/9u0+TBCJbvehPMw1XoBH5L4BOpgQs+gQ0ls1bIOhHLmuwmrUYlQPVdKEqgEnG+6w93frGugu+8xsw+BQfXM+RhwaVPP0LUVkWp8SqCaoLy8nPnz57NkyRL27q35GdBRRx3Fddddx5gxYzBTocNMoARKRETSgpl1I5Q/n0JYMVgIXNzY8uM185FDWA3qReyvd+0JW+O2s39i1VxGWOHaSKh0l0i9CGesmtvvaFtkno3uxFq1aVFm9jXC9rwraFwJ8grgAWBB1Ba9hthVz+dLgfHunuitl63RuWVlZXn9+/fXKl0Dbdy4kYULF3Lfffexe/fufdcPO+wwJk+ezCWXXEJ2dnYKI5TGUgIlIiIpZWaDCdX0LgX+TOjd9Fyc7VgNmI+DCInGwdS/AtQbWE8oRpFIPYE1JD6B6krYxrcXaOx3XE6o5Lfena0JjqtBzGw4IXH6Do2L/12gGLjP3ZuyWlZXAvVr4HtKnhqsU25u7kjCWTGpw+bNm7n//vtZtGgRW7fW/F/ukEMO4corr+QHP/gB7dsnajFZkkkJlIiIJF0L9G6qXvXpDRzUiFs7ApUkdlschOSgE7CFuhvwNkV3wkpMQw/z74mM/8yd3fUNTrSoP+vrgFMbeXt955saKt7vexHwI3dXGbRGiFTjUwIVx/bt21m8eDELFixgy5Yt+64fdNBBfO9732Py5MkcdFBj/pmSdKMESkREksbMDgUmUtO76V4gv6mH9s1oR2h424umJ0C9CEUf+jbx/rrm/ZiWSaBWR+ava4VtO+H39bk7SU8Qos43XUfj/ts2+HxTI8T6M5gPTGlmYtYmRc5BXQPJ3/6ZziorK1m6dCnz5s3js89quhl06NCByy+/nKuvvpquXbumMEJJFCVQIiLS4qK2bp0PPEHo3dTo8uM189GRsE2uO81vydEN+JSmbYurSy4hwdlB4sqkE5mzurHuwTE+30zYprclxmctzswGEL65Ttb5poaoXRFxrrvfkOBntCWHl5eXH9+3b1811SX0cXrqqaeYPXs2ZWVl+67n5ORQUFDA1KlT6dWrV+oClIRTAiUiIi3CzDoDlwBXE76Rvhe4yt03Nm0+jLDK1IvE9y86BPg8MnciHUoo1tA/wfP2At6jJoHaS4h/vXu9BRNaRArPN9UXV3fCKmW1W939pkQ/p63Jzs7OB9p8AlVaWsrNN998QC+n0aNHM336dPr375+64KTFKIESEZGEaoHeTdnUbNMDaNI5qXp0J/QLSnQC1YkQ7x4S+zW3HaGv0UZCL6uN7jTpv29zpMn5pvpEFwiZ6e63teCz2ozIOahZqY4jVUpLS5k9ezavvbb/QvqIESP4yU9+wjHHHJOiyBJr5cqVvPHGG/zzP/8zPXv2THU4aUMJlIiINFuiezeFOckjJDTd2X9Fw2l4Y9SGyiKck9lEKEaRSC3RWPdLYIc7GxI4Z4Ol2fmm+rwG3AO84e4PJOmZrZ6ZnVpRUdG7R48e61MdSzK9+uqrzJ49m+XLl+93fciQIcyYMYNvfrOxfaDT02uvvcacOXN4/vnnAfjTn/7EkiVLUhxV+lACJSIiTVard9Mu4Jc0o3dTmJPOhK1v8Rrc9iZsizuiqc+IoxfwAYlPoL5CKPrQm+ad16oCvgA+dWdHIgJrrKjzTRNoXO+sljzfVCd33034+ymJlVVZWXk+baip7q5duxg9evR+10466SSmT5/O8OHDUxRVYr333nvccccdPPnkk0QvDEcXxRAlUCIi0gRmdjKhml6iejdlE84h9ab+laXOQDmJ3xaXQzhjtY3GFT+ojxHOKm1k/7M4DbWbmjLkKelVlIDzTfe6e0qSPmk5kWp8bSaBiv7n7eijj6aoqIjzzjsPs/razaW/Tz75hLvvvpvf/OY37Nmjlmj1afQXHjNrH/lpjoiItCFxejcd6+4fN31O2lNzvqkxX5N6EpKKQ5v67Dh6ExrVfi3B8/YA3qFxCdQ2wkrbRvfkl4vOkPNNklrnlpWV5fXv379JbQgyRYcOHfY1wu3Xrx/XXXcd3/nOd8jOTmTRztSoqKjgnnvu4eGHH6aysnLf9cMOO4xLL72UO+64I4XRpa86v1iZWRfgu8AFwBDCF6wOZrabUPL1JaAEWObudVb9MbPzgMvriWc34QvGJsIXjdeAVe4etxSrmR1J+EcaYLe7j6/nGbXvvxo4I/L2t+7+SGPuFxFp7SK9m/6dsHVrPc3s3RTmpBMhaTqEunsZxXMwNdviEvnj3w6EinYt0Vi3M+HsUl2NYJywUrXenYRXpGuIZpxv2gU8SigR/lYLhCbpp1Nubu6ZwB9SHUhLuvPOO1m2bBnf+ta3GD9+PDk5OakOqdm2bdvGr371K+bPn88//vGPfdcPPvhgrrrqKiZMmMCGDRuUQMURM4Eys2zgKuAmYv+0rD1h7/kRwDjgDjO71t3rOl02ALioCTHuMrNfA9fHKX3bLWrepmwPGBJ1/4dNuF9EpFWq1bvpd8BYd1/Z9Pkwwnmg3sBBzQ0vMtcXhCQskXoRfojXrwXmLSN2AlVJKEP+mTsp2eXRjPNNGwjbuOa7+yctEZukL3fPp5UnUBdeeCEXXnhhqsNIiB07dvBf//VfzJ8/n88//3zf9U6dOnHZZZcxadIkOnfunMIIM8MBCZSZ5QH/RdjnHO1TYA1hy0Rn4Bhqvrj0Bn5tZmcAhe6eyI7nucD3gaFmNszdNyVwbhERiWJmBxHONUX3bvqRu39e5411zokRVnaOJpwzSpSehK9LiU6guhK28SW6sW77yHzbqUlQthG+rn7uTiK/djZYJFG+ARhN41bz1gC/QOeb2rTIOahrIPnbTKXhKisrWbp0KfPmzduvIER1s9+ioiK6d++ewggzy34JVKQM7X8D3466/CxhJWpl7X3MkUPENwP5kUtXEr4wTK3nuS8DP6ojpq8ARxG2jJwSuT4IuJtQ7UlERBIo0b2bwpx0IuxiOAj4O4n/BiubkORtIZQgT6TuhMQm0Q17exO2QXYjbNPbmuD5GyRyvuliwtfrExp5u843SbTDy8vLj+/bt2+bb6qbjqqqqnjqqaeYPXs2ZWVl+65XJ07XXnstvXsn+p+51q/2CtQ09k+e6mw45+6vABea2Y3ALZHLPzazJ9x9ebz7gC3uvqqe2H5vZsWE1bCLI9fGm9lP3f2Deu4VEZF6tETvpjAv3QiJQnRS05Ww1asxZ2oaohfwMS2TQK2OzJ+oM1Z7CGegNrrT5BW95jCzHoTzyNcAhzXiVp1vkriys7PzASVQaaa0tJRbbrmFv//97/uumRljxoxh2rRpHHnkkSmMLrPtS6DMrB9hNanaPQ3t1u3ut5rZaYR98kb4iVZdCVSDuHtVpMjDhYTtDlmEikA/a+7cIiJtVVTvpsmEYgm/BC5x9yavhkTKkPcgJE6xii/0Bt4jNJNtTi+k2nIJX3d2ELYJJooRkr5NhIIVzbGTkDxuSOE2vaMI2zJ1vkkSzt3HALNSHYcEL7zwAnPmzGHVqv3XKkaNGsW0adMYNGhQiiJrPaJXoK6hZm96GTC9kXP9nJBAAXzbzNq5e7MLybv7RjNbDpwbuXRsc+cUEWmLYvRu+iHN6N0U5qQDITk6hLoToy6ExOpzwtmlRKpurNs/wfP2IiR9TU2gthC26W1OXEiNo/NNkgxmdmpFRUXvHj16rE91LG3Za6+9xpw5c3j++ef3u37aaacxffp0TjnllDh3HmjTpk0sXLgw0SG2Gu0ALHQAiz5b1JR/MF8kHDaudjDhJ1eJEP1Tr8b85ExEpE1rid5NYV66EBKXbo24rbrHUqITqINomca67QgrXFtpeNXAvYQy5J+5N6kybLNFnW+6jvBn3hg63yRNkVVZWXk+baipbjp59913mTt3Lk8//fR+zX5POOEEpk2bxsiRIxs819atW7n33ntZtGjRfuXNv/rVryYy5IxX/YXmaPb/gvZoYyeKVMebmIigYog+3ZaSfeMiIpmkhXo3ZUWtLsUAACAASURBVBNWmnoDeU2Y4hBCorOJUCwokXoSfmjXJ8HzHkqIeUA943YSVsE+d6fJhTeaQ+ebJJXMbAxKoJKqvLycefPm8dhjj7F3b80/OwMGDOD6669nzJgxhDWS+u3atYuHHnqI+fPns3FjTdegTp068YMf/IDCwsKEx5/JqhOooVHXNgJpU6TBzLoTDjdXez1VsYiIpDszG0w42/QvhN5NF7n7i82bk1xCgtKD5q3wWGSe9SQ+gfoKNY11E3nGKo9QPXAXYTWqtq2E388m99SUcdb5JkkT55aV/X/2zjw8yvLq/58TdgPKnrAJFkSwUixgEcpoW6GVQnzb0rIotSrSIGhYQjABrLgkhH1r1KggKlZw6e/VoLUFX7UDggsUXIooIAgIYUdZhGDO7497JjOTzCTPJJPJdn+uy8vJPfdzz5lMmOc5z33O97u7focOHUp9k8bijGPHjvHoo4/y5JNPcu7cuYLx1q1bM2HCBIYPH07t2s6+qr0qfRkZGezZs6dg3KvSN3nyZFq2jHTRQNXH+9v1v2P3eWXZtheRBsAyjEwtmBPY6xUXkcVisVQ+/LybxmFKzR4HJpXFu8m3Nh2JrM9SS0wZ32l83+2RQDCl48cwCnqRxGuse6nnZ8XcbDyoypkIv5ZjbH+TpZLRsF69etdTzU11K5LTp0+zfPlyFi9eHFBe16RJE8aOHcudd95JvXrB7vMURVVZu3YtmZmZbNu2rWA8JiaGQYMGMXXqVNq3bx/x91Bd8CZQ/ncCT0bhdRuISKhiyosxJ6vewG2Av8biPFU9UM6xWSwWS5VARDphdh283k0PA/+vLAI+HtNbb5neboxKXySpjUlwDgIdI7x2C2A7kU+gLgb2Y5T+jgCHVSmzSFJpsP1NlsqMqiZgE6iIc/bsWZ577jkWL17MkSO++2KxsbHcdttt3HPPPVx8sXMnB7fbTXp6Oh99FKg873K5mDFjhlXpc4A3gfKXfj0XbGKE+SmwM8xjVmEMfS0Wi6XGUo7eTXUwu0Nx+M4NrYA9mGQqUl5IeNb7GGhHcMnz0lILswN3EiNBHilOYW7YfhzBNcMiAv1Ns1T105ImWyxlQUQSMH+jNkGPAHl5eaxatYp58+aRm5tbMO4tr0tJSaFFixaO19u0aROZmZmsX78+YNzlcjF16lS6d+8esdirO96TpL/EaqOKCKQYdmK8BZbbO2YWi6WmIiKXYHblI+bdZNYlFpM0NaNoktQEY1J7jMiW8dXHqPflYpKoSOLdOStrAqUYsYuDqpTpd1wWytjf9Cjw10iUclosDrl037593dq2bWtNdcuAty9p5syZ7N69u2DcmzhNmjSJ+Pj40AsUYvv27cyfP5/Vq1cHqPT16NGD1NRU+vXrF8nwawTeBOqY35jzVLb05AL/DvHcBUxC9xnwPvBeCYlTnt/j0jQ31/F7XCEGhxaLxRIKP++mEcA7RMa7ydsvFE/JfUjxwAEim0B51/0c04NbK4Lr1vWsd4bS2V7kYcr0clUjXr7omDL0N30EZAHP2v4mS0VQq1atwZi/Q0spcLvdPPTQQ3zyiU8QU0QYPHgwqampXHbZZcUcHci+fftYvHgxzz//fIBKX+fOnUlOTg5Lpc8SiDfh2O431kVEGpTzF+/Hqjo0Qmv53xmsIyJ1VTWck56/t4c92VgslgonhHfTVRHwbqqD6Q+Kw3npXAtM/883mF6gSNEIsxN1xBNPJPEa6zq/0jAJ1yGMDHmF3EwrQ3+TAm8Ci7H9TZYKxtMHlVHRcVQ1PvjgA2bOnMnGjRsDxl0uF9OnT6dbN+dfCQcPHiQrK4tnn32W8+d9l8Rt27YlKSmJESNGUKuWs/tW+fn5HD58mLi4SH9NV228CdS7mN2XGMyOTG+MS71jRKQecJPf0D9V9ZsIxFgS3xb6uTmBxrsl4d9sHA0BDYvFYgmKn3fT3ZgE4HHgprLe0BLhIkx/U3PCl/iOwSRRB4lsAgUm0dmHiS2St0FjMWWOeQRWGRTGW6aXq1rkXBI1bH+TpTohIj85fPhwfIsWLQ5WdCxVgW3btrFw4UJycnICxnv16kVaWhp9+vRxvNaJEyfIyspi6dKlfPedT02+WbNmjBkzhtGjR1O3rrN7Z/n5+bz88svMmzePr776invuuYe0tDTHsVR3aoMxwRWRD4GfeMbvIMwECnO3zGvAq4TnTl8WjmGSKG/v1pU4TKDE7Fte6Te0L7KhWSwWS8kE8W4aWlbvJrMujTFJSlkTnziMB99ZAkWHykpTYC+mbLu8jHWDJSTfY3a+DqpGRTgpKH79TaMJ7/dq+5sslZmYvLy8gVhT3WLZsWMHc+bMKdKX1KVLFyZOnEhCQoLjtc6cOcNTTz3FkiVL+OYb395F48aNGTduHHfccQcNGjj7ilFV/vnPfzJr1iy2b/cVqK1du9YmUH749wwtAZ71PB4mInNUNRzFIf/dp8+itPuEqqqIfIrPDLg/sNbh4b0IbDSuMIUli8VSsxCR+sBQIBnTX/QkcFmEvJviMAp6kVK4q4tJdnKBDhFaE8yuUxymx6o8jHUPYH4P3l237zDJx6GKKtODMvU3bcX4N9n+JkulRkQGYxOooHz99dcsXLiQlStXcuGCzw2hY8eOJCUlMWTIEGJinBUKeFX65s6dy6FDhwrGL7roIm6//faw5c3XrVtHZmYmmzdvLvKcrQwOxD+BWgXcD3TCnCyfFZGfqeqJoEf6ISJtgSS/oeciGmXJbMSXQP1JRGap6nEHx030e7wf+CLikVksFosf5eHdZNalPr5eIiWy8uBgdrK2AW0pnWBPKLzGuqcI7EmNBM0wO031MbtNJZ7PygtPmfswIAW4KoxDbX+TpSryy927d9fv0KHDdyVPrRkcO3aMRx99lCeffJJz53wb361atWLixIkMHz6c2rWdfbV6VfoyMjLYs2dPwbhXpS85OTmsnqX//Oc/ZGZm4na7A8avuuqqADELi4+CT0pV80TkZozRXh2gO/B/IjJcVT8PtYCIdAZewbeTcwBTWhBNlmJqx2thTvJ/F5Fhqnoo2GSPj8p0jKqVlyfsiclisZQHIbybro9E34oIF2O+97xl04pJdOKIfF9RQ8wOTusIrlsLn7Fupwiu+z2Qr8reCK4ZNiLSErgdc5MxnN+b7W+yVGUa1qtX73qsqS6nT59m+fLlLF68mG+/9bVaNmnShLFjx3LnnXdSr149R2upKmvXriUzM5Nt27YVjMfExDBo0CDS0tLo0KGD49i++OIL5s6dW6SMsGvXrkyYMIGrr76a3r17O16vJhGQ6qrqByKSiGlcrg38GPhYRJ4D/hcjOXsIU8rRFfgNcDPm7h6YL/zbVNVfFr3cUdVPRGQupiQC4GfAThF5HiP7ux/TUNwMU7Z3C9DRb4kvgLlRC9hisdQIytG7qRbm+yyOor0zgkmmjmO+qyNJHMZjKZ7wxSiKw2usew5wdiURmnOY89RhVcq0q1cWPDcXxxF+f1Mu8Bi2v8lSxfGo8dXYBOrs2bM899xzLF68mCNHfP+UY2Njue2228Iur3O73aSnp/PRR4EK8S6XixkzZtC1a1fHa+3fv59FixYVkTfv1KkTKSkpBfLme/dW6P2nSk2RvUJVfUpEDgMrMLtKdTF3z24vYa2jwB9V9V8Rj9IZ0zClIN44G2JOXKNLOG4n8GtVPV2OsVkslmqKiLQGZqvqSL+xiHs3mXWph0liWlC8d1JLzI2hSCdQTTBiO8cIVDAtK/Uw55tc4NJSrnEKs4t1XJUKqyaIQH/TM6pqy54sVR4RScCIpNQovH1J8+bNIzc3t2DcW16XkpJCixbOLVc3bdrErFmzWLduXcC4y+Vi6tSpdO/e3fFaocoIW7duzYQJE8IqI6zpBP0tqepqT53+dIwiX6Ng8zx8AzwNPKSqhyMfojNU9XsRGQX8HzCDwB2mYJzElP49qKpWvtxisYSN53vyRSC3vLybzOvQCJM4NcHZRXltzK5HefQVxWESlUgmUGDEHrZjVPOcGusq5ubdQVXORDgex9j+JoslKJfm5uZ2i4uLqxECXd6+pMzMTL788suC8Tp16vA///M/pKSk0K5dO8frbd++nfnz5xcpr+vRowepqan069fP8VqnTp3i6aefLlJG2LRpU+66666wyggthpBppqd0YIKITAH6AddgTpwXA6cxJRLvA+863L15BfjM87hcSvw8J58VnpLDnp7/OmFiro3pzzoM/BdYZ1WMLBZLaRGRqzGCOVdidk52ElnvJsGU6cUDF5ViCa/HUiT7isAkTvuIvLFuQ0zSdxgTe3Gcx6emV5FlemXtb8pU1f+WR2wWS2UgPz8/gRqgcOx2u3nooYcCBBdEhMGDB5Oamspllzn39N63bx+LFy8uUl7XuXNnkpOTC8rrnOAtI1y0aBFHjx4tGPeWESYlJdGoUXF7JJZQlLhPp6rnMbs6/1eWF1LVvRCdZl5PIvWh5z+LxWKJKCJyPfAMvnKzlsDjqjqm7GtTx7NeHGVTu6uP2eGIRF+RPzGY+MrLWHcvoQUwTmOS1KMVXKZn+5ssFgd4+qAyKjqO8uLDDz8kIyODjRs3Boy7XC6mT59Ot27dHK915MgRsrOzeeKJJzh//nzBeNu2bUlKSmLEiBHUquVsc76kMsIpU6bQvHmkiwhqFrbQ0WKxWMJARG7CeOb5Jw8C/F5EPlfV+aVbl/qY8rWmRE49z1tu1z5C6/mvWx7Guk0wCZS/AIZ6fj6oSpnEN8qK7W+yWMJDRH5y+PDh+BYtWhys6FgiybZt21i4cCE5OTkB4z179mTq1Kn06dPH8VonTpwgKyuLpUuX8t13vq+HZs2aMWbMGEaPHk3dus5cKfLz8/n73//OvHnzisibjxgxgokTJ4Ylb+6/hiUQm0BZLBZLeHTCmN7uA05gLu73Y3ZHwtpV8JTpNcWIQuzFlOxFkos9sV0gst/3dTBxHwSc16aUjL+x7sWYcr5cVc4Xe1Q5Uob+pnxM5Ybtb7LUZGLy8vIGUk1MdXfs2MGcOXOK9CV16dKFiRMnkpCQ4HitM2fO8NRTT7FkyRK++eabgvHGjRszatQoEhMTadjQeQvrP//5T2bNmsVnn31WMBYTE8NvfvMbJk+eHJa8+a5du5gzZ05AgtigQSTvlVV9bAJlsVgsYVDaHSZ/RKiNSZri8BneXowRt7kk1HGlpCUmEWkV4XXjMf2k7YjsuSRWla9E+E8Fl+nZ/iaLJQKIyGCqeAL19ddfs3DhQlauXMmFC762y44dO5KUlMSQIUOIiXHm7OAtr5s7dy6HDvnsSi+66CJuv/32sOXN161bx6xZs9i0aVPA+IABA0hNTQ1L3vzAgQPMnz+fVatWBbzPDh068Je//MXxOjUBm0BZLBZLlBDhIkxC05yiPkpej6VIJ1BNMca68UTWWPcijPBDLqb0sKycwJTpfQNQUclTBPqblqjq0ZImWyw1iF/u3r27focOHapc+Woo2e9WrVoxceLEsGS/vSp9GRkZRcrrhg0bRnJycljldVu2bGHBggWsWbMmYLxXr16kpaWFVUZ4/PhxHnnkkSJlhPHx8YwdO5Zbb73VcRlhTcEmUBaLxVKOeMr0GuNTMQ1FXYx89xlKp7oXMgRMb9ExIl8iGA98idndKo2x7veYsseDqpwraXJ5Uob+pi0Yg2Tb32SxBKdhvXr1rqcKmeqePn2a5cuXF5H9btKkCWPHjmXUqFHUr1/f0Vqqytq1a8nMzGTbtm0F4zExMQwaNIi0tLSwyutClRF27dqVCRMmRKyMcNy4cWG9z5qGTaAsFoulHBChFj4ZcqdnoHjMTkYk+4rAlAvuIPIJVGPMeeSo5zWc8h2mrPCQKt+XNLm88OtvmgL8MIxDbX+TxRIGnjK+Sp9AecvrZs+ezZEjvpZWr+x3uOV1brebjIwMtm7dGjDucrmYMWNGWOV1ocoIO3XqREpKSljy5t73OWfOHA4f9lm4lraMsCZiEyiLxWKJIB41vRaYUj2nhrBeYjE9NHkYoYZI4TXW/ZbijdFLg1fpz0kCdRKz21Sh5uWe/qaxmFK9cLR8vf1NM1V1W0mTLRaLQVVvAu6p6DhCUZLsd0pKCi1aOL9HtHnzZjIzM1m3bl3AuMvlIi0tjauvvtrxWqHKCFu3bs2ECRNKVUaYnp7OV1/5PN6973Py5Mm0bNnScWw1GZtAWSwWSwQQoREmmWhC2XqN4jC7UG0jEZcfXo+lSCdQLTBKf6EEMPIx5YMHVKlQ83IR+REmafojtr/JYokml+bm5naLi4urVKa63oQiMzOTL7/8smC8du3a/OY3vyElJYV27do5Xu/zzz9n3rx5RcrrevToQWpqKv369XO8VqgywqZNm3LXXXdx5513Uq+eM4s/VWX16tXMmjWLXbt2FYx7ywinTp1K+/aRdruo3tgEymKxWMqICFdiBBUiQROMjHc+pesrCkU9jKfSdzgvKXSC4DPW9U+gzuOTIb8Q7MBoIKam5QZgPLa/yWKpMPLz8xOASpVApaamsmLFioKfY2JiuOmmm0hJSeGyy5xXUu/evZs5c+bwyiuvkJ+fXzDepUsXUlNT+eUvf+l4rbNnz/Lcc8+xePHioGWESUlJNGrk/D6Y2+0mPT2djz76qGBMROjfv3/YKn0WHzaBslgslrLzLZFLoMD0Kh3BJCaRJB6T6HSI8LotMUnfGUySlgscrWAZ8jL3N6lqTkmTLRaLM1Q1Acio6Dj88RdO6NevHzNmzODKK690fHxubi4LFizg+eefJy8vr2C8ffv2TJ48md/+9rdhy5uHKiOcMmUKzZs7rzjetGkTmZmZrF+/PmDc5XIxdepUunfv7ngtS1FsAmWxWCxlJ5fIyoS3AD4j8glUI8rHWLc2pn9rW0WKQkCZ+pu+A17E9jdZLOWCiPzk0KFDcS1btswteXb0+fOf/+w4eTp+/DhZWVksW7YsQPY7Li6O8ePHc8stt1CnjrM2Vm8Z4cyZM9m9e3fBuDdxmjRpEvHx8Y7fx/bt25k/f36ACS6Urozw5MmTPP7442zdupWxY8fSt29fx8dWd2wCZbFYLGVElfMiEZUJj8FInp/AKN1FkpbAIcIzhw1FHmanLFeV8xFYr9SISHdM4hRuf9NBIBvb32SxlDcx+fn5A4HlFR1IaSlO9nvUqFEkJibSsKHzYgS3282DDz7Ip59+WjAmIgwePJjU1NSwygj37t3LkiVLeP755/n+e999rM6dO5OcnByWSt+ZM2dYunQpjzzyCCdPGs2fY8eO8frrrzuOp7pjEyiLxWKJDAeJrEx4S4zHUqQTqCb4jHVL22N1GtPfdESV/JImlxe2v8liqVp4yviWV3Qc4eItr5s7dy6HDh0qGC+t7PcHH3zAzJkz2bhxY8C4y+Xivvvu46qrrnK81sGDB8nKyuKZZ54JKCNs27YtSUlJjBgxglq1nAnC5uXlsWLFChYtWhTwPoGAnTaLTaAsFoslIqhyWiSiMuF1MVLm5WGs2xSjjBdOiRuYHbGDqnxT4sxyxPY3WSxVll/u3r27focOHarE1bi3vC4jI4M9e/YUjHvL65KTk4mLi3O83rZt21i4cGGR8rpevXqRlpZGnz59HK914sQJsrKyWLp0aUBy06xZM8aMGcPo0aOpW7euo7Xy8/N5+eWXmTdvXoC8eUxMTIAohsWHTaAsFoslchwksjLh8Rhxho4RXBNMj9XnOEugLuBT06voMr044C5sf5PFUlVpWK9eveupAqa6brebGTNmsG2b7yvDK/udlpZGhw4dHK+1Y8cO5syZU0TevEuXLkycOJGEhATHaxVXRjhu3DhGjRpF/frOhVaDlRF63+fIkSMZNmyY47VqEjaBslgslgihynGRiMqEX4RJYM5jdqQiRS2M6MM3mF6rYHyH6ZU6VJFlehDQ33Qr4f1ubX+TxVLJEJHBVOIEyu12k5GRwdatWwPGXS4X999/f1gqfV9//TULFy5k5cqVXLjgc3Po2LEjSUlJDBkyJGyVvkiVEb7//vvMnDmT9957L2Dc5XLxl7/8hR/+8Ifs3bvX8Xo1jaglUCLyLtDF82OCqq4vbn6INQ5gvEwAfqiqByIVn8UgIrUxF01eOqhqhZbrWCxVjFwgko6EXmNd526Oztf9iqIJ1DeYMr0TEX69sChjf9N/gIXA86qaV9Jki8USPVT1JuCeio6jMFu2bOGxxx7j3XffDRi/7rrrSE1N5eqrr3a81rFjx3j00Ud58sknOXfuXMF469atmTBhAsOHD6d2bWeX4N4ywvT09IDyOm8Z4eTJk2nZ0rlg65YtW1iwYAFr1qwJGL/mmmtIS0vj2muvdbxWTSaaO1AXY5qXy/K6jfHdfYykwaQlkCZ+jyMly2yx1BQOA22I3PdrY0wZ3/eYnaNIUQ/z7/ssZnfrKKZM72wEXyNs/Pqb7gWc3+o1/U2vA4tUdW15xGaxWCLCpbm5ud3i4uIqlanu/PnzA37+8Y9/TFpaWliy36dPn2b58uUsXryYb7/9tmC8SZMmjB07ljvvvJN69eoVs4IPVWXt2rVkZmYGLSOcOnUq7ds7v1f3xRdfMHfu3CJlhF27dmXChAlhlRFaKlEJn4hkAJ08Pz6sqh8VN99isVgqI6rki0RMJtyL11jXebeyM5oCO4FzlcC/qbT9TaeAvwELVPWz8ojNYrFElvz8/ASgUiVQXrp06cK9997Lr371K8fHeMvrZs+ezZEjRwrGY2Njue2228Iur3O73aSnp/PRR4GXwi6XixkzZtC1a1fHa+3fv59FixYVkTfv1KkTKSkpYcmbW3xEM4F6AN/OxudBnr8B+Inn8RNRichisVjKh0NAKyK3g9scn7FuJNY8hekPOq6KljS5PIlAf9NiVT1WHrFZLJbywdMHlVHRcTRr5nOeaN++PcnJyfzud78Luy9p3rx55Ob6/IG95XUpKSm0aNHCcTybNm0iMzOT9esDu1xcLhdTp06le/fujteKZBmhpShR+82p6ovRei2LxWKpSDzGukcJXyY8FP7Guk1KmBsyLEyZ3kFVzkQorlIhIjHAL7D9TRZLjURVex86dCiuZcuWuSXPLj+mTJlCixYtiI+PZ8iQIdSpU8fRcd6+pMzMTL788suCcW/iNGnSJOLj4x3HsX37dubPn19E3rxHjx6kpqaGVUZ48uRJHnnkEZYuXcqZM76v+hYtWpCUlMQf//hHx/LmltDY1NNisVjKh4NELoECU763k/ATqDzMjliuKhdKmlye2P4mi8XiISY/P38gFWyqe8kllzBhwoSwjnG73Tz00EN88sknBWMiwuDBg0lNTeWyyy5zvNa+fftYvHhxkfK6zp07k5ycHFZ53ZkzZ1i2bBlZWVmcPHmyYPziiy/mrrvu4s477yQ2NtZxbG+++SaZmZkFP9syv0Bqi8hvMGaNAFtVNVh5HSLSA58Xybuquj/EvH6Y0hWAfaq6wTP+K3xqT2+r6mHP+E2YZuamfstcJyKNPY9fUdWQ3iMiEg/cAlyDubA4DLwHPFeWsg4R+TG+nqxPVfW/InIJMBrog/mdzVPVd4Ic2w+40XN8M4xh5U6MbOe/1b97jwK1qd/hE8bYpKq7QsT1E3wKX25VPRhi3vWYch+APar6fsnv2jkicgXwI7+hkDFbLDURVc6IFCsTHi51MN+VpzES5CVRmcr0vP1Nd2O+E51i+5sslmqKqiZQwQlUOHz44YfMnDmTDRs2BIy7XC6mT59Ot27dHK918OBBsrKyePbZZzl/3neJ27ZtW5KSkhgxYgS1ajnTDMrLy2PFihUsWrQoQN68QYMG3H777dx99900bty4mBUCef/998nIyOD99wMvG2+88UbHa9QEagNJwM89Pz+JSRCC8Si+HqWHgftCzFuOL9FKA7x/afPwOcb/DPAmHkspepd2ut9jbwJSBBEZC8wCGhZ66hbgIREZoar/CBFnSdyBOdkDzBCR1cD/I1BK+FV878Nby/8YEEoDMg34UETuUtUPvYOqqiKSAvT2DC0CQt0SWQpc5Xk8FZgZYt7z+BLZ8UDEEigR6Qa8he9CKAfzu7BYLIEcJHIJFBhj3a8JbayrwHFMmd6pCL5uqRCRqzGJk+1vslgshfnl7t2763fo0OG7ig6kOLZt28bChQuLlNf16tWLtLQ0+vTp43itEydOkJWVxdKlS/nuO9/bbtasGWPGjGH06NGOy+u8ZYQzZ85k9+7dBePeMsLk5GTi4pzrDoUqI+zZsyepqan89Kc/dbxWTaA25uLXm0C5gk3y3D3s5Tc0mCAJlIi0JvDEnlN4TgTJwJyUwRg+7gAuwZfgXAK8KCI/VtUvyvhaHYA3KKYcR0R+jkkivMnc95ikZR9Gjas35vfdC3hHRH5fKLlbjS+Bui7Ea3TAlzyB+RyKJFAicjm+5Mm7dkTw7DytwZc8/T9geHG7hBZLTUWVEyKcBRpEaMkGmO+Wwsa6eRiVvlxVKvTfou1vslgsDmlYr16966mkpro7duxgzpw5RWS/u3TpwsSJE8OS/T5z5gxPPfUUS5Ys4ZtvfNaajRs3Zty4cdxxxx00aOD8NOF2u3nwwQf59NNPC8a88ubhlhHu3buXJUuWFCkjvOKKK5g0aZJV6QuBN4Hyit93FpE4VS3c1DeQQN+l7iLSVlX3FZrnf+H/pap+SslcjjnBrgV6eMZ+B7zteRzKzPFW4BzwIPBXr9mriHTG1Mp3xJS5JANjHMRRHLd5/r8Zs0v3JSaZ2ux5zbbAC/iSp38Dt6lqQWehiLQDnsKoDV4E/E1EevjNyQEe8jz+kYhcoqq+IlbDoEI/9xaR5qp6pNC4fyL8aaRK60TkMszn5L2l8RJws73QsViKJRdzEyZS+BvrnsH0Nx1RJT+CrxE2fv1NqYBzjV3b32Sx1Fg8anyVKoH6+uuvWbhwIStXruTCBV/baMeOHUlKSmLIkCFhr1hZ7QAAIABJREFUq/TNnTs3oLzuoosu4vbbbw9b3vyDDz4gIyOD9957L2Dc5XJx3333cdVVV4U4sigHDhxgwYIFRd5nacoIayK1VXWHiGzDnPAEc/H9UqF5hS/cxTOWXWjc/8Ld0e6Tqp4AEBH/5uZTqnq8hEOPATeq6geF1vtcRKYAL3uGBjqJwwELgBRVDeaVch++3amPgYGqGqBypap7PV8UbswuVGOMtPutnue3isgeTH9TLaAvULj8sPDnUAvz/p4tNO6fyEZkF9CTJL4JtPUMrQT+qKoV2pRusVQBjmD+3URKtOdi4CvglCrfljS5vLH9TRaLpbSo6k3APRUdB4SW/W7VqhUTJ04MS/bbW16XkZHBnj17CsZLW163ZcsWFixYwJo1awLGe/XqxdSpU7n22lCdI0U5fvx4gUqffxlhfHw8Y8eO5dZbb7UqfQ7w/iXk4LtjeB1+CZSI1AV+6fnxv0Bnz3GDKZpA+V+4R6xsLARDCidPfmz0e3ypiFxUOKEJkxwgubD4A4CINARG+g1NDvVaqvqdiEzC7FABDBORiap61PPzaoyJJJjfZUECJSKx+EotP8H0kwnmcyicQPknsmX+HDwXSGsB757wCswOW4Uab1osVYEIGut+j0nGDqpyrqTJ5U0Z+psOAI9j+5ssFgtcmpub2y0uLq7CTHVPnz7N8uXLWbx4Md9+67sn1aRJE8aOHcuoUaOoX9/ZV5yqsnbtWjIzM9m2bVvBuLe8burUqbRv376YFQL54osvmDt3bpEywq5duzJhwoSIlhGG8z4tgQnUFM/jwn1QLnxN0CuBAZ6xX4hIA1U9CyAizfDJ0n6Dn7hCOVFcX1Mu5mLDu/d4CZTJ92RTsOTJQ29MSR4YBcCSSlDWAXsx5Td1gX7AK57ncvAlUIU/hxvwXaQsB0YAPYFfikgdbxmdZ6foB37xbKRsNAP+F7jC77XvrE7Jk0cF8ceYv5mPivmsLZbSkosRgHBW9xHId5gyvUOVoEzPv79pcJiHb8YI5Nj+JovFUkB+fn4Cpnon6rz00kvcf//9HD/uK3pq1KgRiYmJ/PnPf6Zhw8IaZaF56623yMzM5OOPfW9FRPj1r3/NlClTuPzyyx2vtX//fhYtWlSkL6lTp06kpKSE1ZfkLSOcM2cOhw8fLhgvbRmhxeBNoDZg7mw2x/TfNPaW1hFYNvYapnnZhUkafuEZA5MIeC8O/lmRogKq+r2I5OFLoMqziNPfFnqzqhZ7geNR3NuMT+zianwJ1NvAt0Aj4Br/BJWin0MjTALVGPO7f8vznH/i9XoEEp0cAv1aIrFmpUFE+mOUHL39dx+IyFTbi2GJJKrkeYx1nVvSmxtRB1VD9oFGDRGpDwzF9jdZLJYI42lvyKiI1167dm1B8lS/fv0C2e8mTZzb7YWSN7/++utJTU2le/fuIY4sSqgywtatWzNhwoRSlRGmp6fz1VdfFYx7ywgnT55My5Yti1nBUhy1oSDh+AfwR0wS1Bdz0gPfXcYDGIWk84DXWWsQvgQq7P6naoJ/zX9QT6Yg+It0FPhfqeo5EfkXMASzO9UbeNuzQ/Jrz7RdqvqZiLwO3O8ZG4QvgYp0/1Nhs8tHROQdVT0UdHYVQUT6Yv6OC+/0XQOsEZG1wNRiykQtlnDJpeQE6nvgKCZxqnBpX4/P3hhK3980X1W3l0dsFouleqCqvQ8dOhTXsmXLwgJmUWXJkiUMGlS41Tw027ZtIzMzs0hfUmlkv0+dOsXTTz9dpIywadOmBSa49erVc7SWqrJ69WpmzZrFrl0+DbHSlhFaguOfxuZgEigwF+GvexTtvHuOr3lKmz4Rkd0YVanBwFi/Y8BcAJTWe6kq4l8w6nTXzf/CqLBuZQ4mgQLzO30bs0vlFW/w9jR9iLkgi8N8DpM9496E4DzwL4fxlMRTmESqN2aXchGmhLDKISJXAjOA31O8vHJ/oL8nkUpW1Y+iEJ6lGuMx1j2JKSkuzDlMmd5hVSpcmMX2N1ksligSk5+fP5AKNtV1mqDs27ePxYsXFymv69y5M8nJyWGV1509e5Zly5bx17/+lZMnfcLLsbGx3HbbbSQlJdGoUSPH78HtdpOens5HH/kuWUSE/v37k5qaSteu4RQQWIrDP4H6Jz5vEW8y5F/j/rrf49cwvTrtPOaxOzE9JAAbgshqV2f8y2uc/pX7F5sWLs95HV//ljcZGlToeVQ137MLdTtwhcf76Ti+HaO3VTUSCl1LgT9jRCs2AXWA4SLyoqr+PQLrRwWPBPsDGJPlcPpQ+gObRORp4AFV3Vse8VlqDAcJTKBOecaOq1KhvXe2v8lisVQUqppABSdQJXHkyBGys7N54oknOH/ed7+8NLLf3r6kefPmkZvr23jzltdNmTKF5s1DWo8WYdOmTWRmZrJ+/fqAcZfLxbRp0/jRj37keC2LMwoSKFX9RkTewYhE9BSRi/BduJ8jUBzBm0DhmfOB31rlrb5X2fja77HTDsFOfo/3+z+hqodFZCPwU6CPiNTB9zmcxuePBeZzuN3zeBCwG9+uSqQ+h2RPX9fHIjILmO4Zf0RE/l3Zk2WPguB0TBIYUpfzF7/4BefPn2fdunXBnq4NjAJuEZFHgJmV/X1bKieqnBThNHAWU6ZXFnGbiGD7mywWSyXglzt27KjXqVOnClcYLcyJEyfIysoqIvvdrFkzxowZw+jRox3Lfnv7kmbOnMnu3bsLxksrb759+3bmz59PTk5gx0bPnj2599576devn+O1LOFRuBMtB5NAeaXLvTsg/y60m/EWRtXuIsydygaF1qhJ+HcNdhORZn6y5EUQkYsx4g/BjveSg0mgYoEbgZ94xteqqv+Xyxp8u4aDga2F1og06cAfMIp8ccBi4OZyeJ0y45GXHwdMJXDHL4AePXqQlpZWUKvsdrvJyMhg69atwabXByYBfxaRLCDDa+BssThFFScG4+WO7W+yWCyViIaxsbHXE7nWgzJTnOz3qFGjSExMDEulz+128+CDD/Lpp75TgLcvKTU1lcsuu6yYowPZu3cvS5YsiUgZoaV0FE6gVmMuisGUO9XxPH7Nf5LHz+hNIAFzce8tXdulqv8tZSyn/B4X7guqzGwDtmOSirqYC5L0YuaPxvf+9mBKXwqzGp9Qx8P4Ss4Kfw7fiIgbI3HuAtp4nvpEVXeH9S4c4Pnc/4zZBRNghIi8oKr/G+nXKi0e37LbgIeAkPIyl19+OZMnTy7yJeNyufjHP/6B2+1mxowZAT4OfjQE7gVGichczB34Cm/4t1icICI/BiYCw/F9xzvB9jdZLJZyQ0QSqAQJlLe8bu7cuRw65NPLKq3s9wcffMDMmTPZuDHQVcblcnHfffdx1VVXOV7rwIEDPPLIIzzzzDPk5fmqpUtTRhgpLlyo8LbdCiEggVLVL0XkY6Ab4F8wGXDh7jeWgOnV8X76Zdn18D8hX1qGdaKKR5Z8LvCEZ2iaiLhV9d+F54rItRgBAy/zVbXIX56qfioiuzB+Tt7PQQnsQ/PyGiaBqgt08YyV2y6gqv5bRB4HEj1Dj3reb8hdt2jg6d8YgpEkD3kbp02bNowfP77ELxmXy8WaNWuCSoD60RyT6I4TkYeBpdVJ4t1SffD8+xgEJGH6+sLB29/0t2DfVxaLxRIJVPUm4J4KfH1ycnLIyMhgz549BeOlLa/bsmULCxYsKKLS16tXL9LS0ujTp4/jtY4fP84jjzxSpIywefPmJCYmhlVGGCn8E82aSDAx+dWYBMrLdlXdEWTea5iLev89wrJcuPvLYk8SkVxMz8+Xqhp0G6ASsRT4HTAQs7v0LxFZAqzC3LWNx6i+TcCnaPU2kFXMmjmYZm4vW1R1f5B5rwHzgxxbntyLSZ5bY97bYow4Q9TxSLwPxuz6dQs1rzRSoDExMSQkJHDjjTcGNaHzox2QDUwQkfuBl6wZr6Uy4CllvRmz49SlhOn+2P4mi8USbS7Nzc3tFhcXVyGmuvfcc09AqV6tWrX4/e9/T3JyMm3bti3myEB27NjBnDlzWL16Nf6XAl27dmXChAkkJCQ4Xqu4MsJx48YxatQo6tcPRyi17Fy4cIEXX3yR+fPns39/sMtSFHPtW60JlkDlAGl+PwfbfUJV94nIR/iMZE8CRXZdwuDvGNlcwewgvOAZn4Ypk6u0eHahhgErMX5N9TCy4pNDHLIW+EMJuxWFE6hQn8PnIvIFPgGLQ8B7YYQfNqp6UkTuxnxmADd7SvleKe64SOMxwZ0J9Ao1p7RSoP7UqVOHkSNH8tvf/pbly5cX8Wnwoyvm7/Y9jxnv/5XqBS2WMuLX33QPfl5zDvgWeB7b32SxWCqA/Pz8wUCFJFDeBEVEGDhwIPfeey+XX+5UGwz279/PokWLWLlyZUBZW6dOnUhJSQmrLynSZYSRwOsvNXv2bHbu3BlqWh7wYIiNl2pFsATqPWAHvqbi4tTc/o6v3O7VEuRrv8HIbANFfU5U9U0RScSUuLX2eyrf7/EJTHJSeDwY4cwNxll88Z4tabKqfuup370ZkzgFs57+BFgAPO2g1OvfwF5Mvw0U/zm8jK+k7u8e1byycNzvcdCdFFX9fyKyEviVZyhDRP4vQtLpxSIi12ASpxtCzfFuuaekpNCiRUnepc6IjY1l3LhxjBgxIqhTuB+9gTc9HlL3qmqwPjeLJeJEoL9pkaoeL2myxWKxlAee66iZ0Xq92rUDL4Ovu+46UlNTufrqqx2vcezYsaDXBK1bt2bChAkMHz68yOuEwqvSV7h1wHtNM3nyZFq2DNneXW4E85cqhAIvAdNU9YvoRVZxSGWsNBKRphjltEOqWuEyv6VBRFoDHTGJ6DGMwMa+io2qaiMiXYAHKcYE16toM23aNC69tHxb6bx3mwqr4BSixn2pWKJLGfubNmFKcG1/k8VSCRGRifiV6deqVYu9e6u1HWF+rVq1Wrds2TK35KkGEfG2SgCQlJREamqqo2M3btzIhAkTaNOmDZMmTSpQ5HXCqVOnePrpp4tUpZSmZcC7uzNr1ix27dpVMO69ppk6dSrt27d3HFuk2LRpE7NmzQpl8eKlRt4srpQJlMXij4i0Be4D7iD4rilghB9mzJgRdaftL774grlz5xapdy5EHvAUxoz361CTLBan2P4mi6X6UwMTKETk9vj4+OVhzC91AlUazp49y3PPPcfixYs5csRnCVnaloFguzsiQv/+/UlNTY36NQ34/KVKuK55F5iqqu9EMbRKg7M9RYulAhCRZkAKphcsZJfkNddcw7Rp0/jJT34Sakq5cvnll5Odnc3mzZuZOXNmESdwD3UwZr4jReRJ4GFVDapIYbEURwT6m+ap6uflEZvFYrGUFVUdDCyv6DgK4+1LmjdvHrm5vg0yb3ndlClTaN68ueP1Nm3aRGZmZpFrBpfLxdSpU+nePVgnSPmyb98+Fi9eXFJlzSeYPqcXoxhapcMmUJZKh4jEYsw904BLQs27+uqrSUtLw+VyhZoSVXr06MGLL76I2+3m4Ycf5uOPg/bBXoQptbpdRB4B0qPRN2ap+tj+JovFUkP41Y4dO+p16tQpaJNxtPH2Jc2cOZPdu3cXjHsTp0mTJhEfHx96gUJ4d3dycgIFk3v06EFqair9+vWLVOiOOXLkCNnZ2TzxxBOcP38+1LTtQAawIgK99lUem0BZKg1+JrgP4LcdX5jSKNpEE5fLxRtvvMHq1avJzMzkyy+/DDatEUYO/g4RmQcsVNVKcbKwVB5sf5PFYqmBNIyNjb2eSmCq63a7efDBB/n0008LxkSEwYMHk5qaymWXhbSdLMLevXtZsmRJkd2dzp07k5ycXCHXNCdOnCArK6uIv1Qh9gEPAcvsucSHTaAsFY6fCW4mxjw4KK1atWLixIlhKdpUFCIS4CFVeMvfjxaY932XiGRgzXgt2P4mi8VSs/Go8VVYAvXBBx8wc+ZMNm7cGDDucrm47777uOqqqxyvdfDgQbKysnjmmWfIy/OJVbdt25akpCRGjBhBrVq1Iha7E0L5SxXiKDAHcz4JmV3VVCr3Vail2uPxcppLcNl3AJo0acLYsWMrxDCurHg9pIYMGcKyZcv461//ysmTJ4NNbY8x400SkQdqem1xTUVEWmEsCUrT3/QUsEBVd5dDaBaLxRI1VPUmzPdgVNmyZQsLFixgzZo1AeO9evUiLS2NPn36OF4r1O5Os2bNGDNmDKNHj6Zu3boRi90JofylCnEKyAJmqmrQCxaLTaAsFYSI9MV4PVwXak5FGsZFmgYNGjBu3Dj+9Kc/8fTTT7No0SJOnToVbOoPgRdEZAOQVlPVbWoaItIDmED4/U27gceAx21/k8ViqUZcmpub2y0uLi4qpro7duxgzpw5RVTnunbtyoQJE0hISHC8VqjdncaNGzNu3LgKuRns7ePKyMhgz549oaadx4h3/EVVHcvI11RsAmWJKiJyFfAX4A+h5lS0YVx50rBhQ8aNG8fw4cN57LHHimvY7AO87THjnaKq/4lupJbyxvY3WSyWcFFVdu3axQ9+ELLavdqQn58/GCjXBOrrr79m4cKFrFy5kgsXfF+lHTt2JCkpiSFDhhATE+NorVC7OxV5M1hVWbt2LZmZmWzbti3UtDxgJSZx2h214Ko41gfKEhVEpANGVe9OIOi3kdcwLi0tjQ4dOkQvuArEoWRoPvAyxm9hR/Sis5QHfv1Nk4ArwjjU29+UqapBtfItFkv1QkTGAwv9x2rXrs3QoUNJTk6mVatWFRRZ+SMiG+Lj4/s6mFdqH6gxY8bw6quvFvzcpk0bkpOT+cMf/uC4L+nChQu8+OKLzJs3j6+/9tk81q1bl1tvvZWkpKSw5M0jhdvtJiMjg61bt4aaosBLwDRV/SJ6kVUPnKXVFkspEZE2IrIII3/5Z0L8zblcLv71r3+RnZ1dY5InME2ks2fPZu3atcWVCMRgduz+KyLZnj4ZSxVDRFqJyAxgD6bfzWny9C1mt+kHqppgkyeLpUaxpfDAhQsX+Nvf/kbfvn154IEHOHbsWEXEVe6oau9Dhw7FRev1xowZw/r16xk+fLij5ElVefXVV/n5z39OcnJyQfJUq1Ythg0bxvr163nwwQejnjxt2rSJoUOHMmzYsOKSp7VAL1UdapOn0mETKEu5ICJNRSQT+AJTohS0U7JXr178/e9/Z9WqVVx55ZVRjbEyccUVV5CdnU1OTk5xTapeM94vRCRTRBpHL0JLaRGRHiLyDCZxuh/n4hC7gVSgvaqOV9WQhesWi6V64umDvR0o0pNy7tw5srOzufbaa5k3b16ovtqqTEx+fv7AaL1Y3759HYs6uN1uBg4cyJgxY9i5c2fBuPdm8IIFC2jTpk15hRqUzz//nMTERG666SbWrVsXatoG4GeqOkBVN0cxvGqHTaAsEUVELhKRe4GdGJ+jBsHmdenShezsbF599VWuvfbaqMZYmenZsycvv/wyq1at4oc//GGoabGY3+1OEblXRIL+ji0Vh4jEiEiCiKzB9Cv9EefiEJuAPwGXq+osKw5hsdRsVHU50BFzQ+VE4edPnTrFvHnz6N27N1lZWcX5+VQ5VHVwRcfgz6ZNm/jDH/7AsGHD+OijjwrGXS4X//jHP1i1ahVdu3aNakz79u1jypQp3HDDDeTk5BCiNecTYKiq9rXiVJHBJlCWiCAidUTkz8AOjK9R0N2Rdu3aOSlZq/G4XC7++c9/llTS2BTzu/5CRP4sIlYUpoIRkYaefwf/BV7FuThEPrAa6KeqvVT1GSsOYbFYvKjqaVWdhUmkHsCU9gZw/Phx0tPT+elPf8qKFSsCRBGqML/asWNHvYoOYvv27SQmJpKQkMD69b4q6h49evDCCy+watUquncP6cZSLhw9epT09HT69evHihUrQvVRb8fckOtu7VEii02gLGVCDH/AXDBmA0H7c5o1a8a0adNwu92MHDnSsapNTSYmJoaEhATeeecdZs+eTVxcyFLwNpjf/ScicqtH3c0SRWx/k8ViiQaqekxVZ2ASqVnAucJzDhw4wJQpUwoSqWIEiqoCDWNjY6+vqBffu3cvU6ZMoX///uTk5BSMd+7cuaDsvl+/flGN6cSJE6Snp3PNNdeQlZUVSsl3H8ZT8CrPDbn8qAZZA7AXWpZS4zHB3QS8AHQKNueSSy5h2rRpvP/++4wbNy7qpnHVAa8Z7/r165k2bVpxMqhXAE8DWz1JraWc8etv+orw+pu+xJTjXGr7mywWS7io6mFVTcV87z8OFMmSQl38VzVEJOrlKgcPHuS+++7D5XIFJKFe4ac333yThIQERCRqMZ05c4asrCyuvfba4ko1j2LOLZ1V9XFbyVB+2ATKEjYicq2IvAWsAX4cbI7XOHbjxo2MGzeOBg1sm05ZueiiiwJ+p8UY8V2FMeNdJyKuKIZYIwjR3+S0fNLb39TZ099UpJ/BYrFYnKKqe1Q1EfgR8CJGmjoA//Kzd999N+oxlhVVvSlar+Xd3enbty9Lly4t2N3xVtGsW7eOkSNHOpY4jwR5eXmsWLGCvn37kp6eHmDO68cpzI5kR8+55WzUAqyhWB8oi2NE5EpgBg5McJOTk4srObNEgAMHDrBgwYIiBoBBWAtMVtWQeqaWkhGRRsAISu/fNFNVq97Vi8ViqTKISG8gHbgh1ByXy8X06dPp1q1b9AIrIzExMd3i4uI+CfZcpHygBgwYwMaNG/n2W197WePGjbn77ru54447irtpWS7k5+fz2muvkZGRwZ49IYsUzgPLMSa4RZQaLeWH3YGylIiIXCoi2cBHhEieRISEhATefvvtkvp1LBGiVatWzJ49m7feequkUoL+wGYReUFEqr99fYSJYH+TTZ4sFku5oqrvqWp/YADwYbA5brebG2+8kcTERHbt2hXdAEtJfn5+uZfxrVmzpiB5io2NZcKECWzcuJGxY8dGPXlyu90MGDCAxMTEUMnTBeBZ4ApVTbTJU/SxCZQlJCLS3OPl9DnGfyjonrXL5eKNN94gOzubyy67LKoxWqBjx45kZ2c7NePd5jHjjQ810WIQkZ6F+puaODzU9jdZLJYKRVXXquo1mETqoyDPk5OTw3XXXUdiYiJfffVV9IMMg2j1QdWtW5dRo0axYcMGpkyZUlzPcbng9ZcaNmwY27ZtCzZFMaWaP1TVW1V1d1QDtBRgEyhLETxSzP5eTkElRHv27MmLL77IqlWrqlQpQHWla9euZGdn88orr9C7d+9Q0+pikuEdHjPeS6IXYeWnUH/Th9j+JovFUoVR1bWYXuWhQJHtpvz8fHJycnC5XEyZMoXDhw9HPUYnqGrvQ4cORby0xXvtUqtWLYYNG8a6det46KGHaN68eaRfqlg2b97M0KFDGTZsGFu3hqy2Xwv0UtWhqvp5FMOzBMH2QFkKEJG6wG3AQ0DLUPM6d+5McnIygwcPjqoCjSU83G43M2bMCHUXy8tRYA6wSFWrj/timPj1NyUDncM41PY3WSyWKoHfOX4GISxHYmNjue2227jnnnuivvtSEiJyW3x8/NNBxkvdA6WqbN68mRYtWnDppZdGLliHfP7558ybN4/Vq1eHMsAF2ABMVdW3oxeZpSRsAmXBY8B6M8acr0OoeW3atGH8+PGMGDEiqgo0ltLjsAkVYC/wMLCsJsmeikhrzI5cEs5L9AC+wTTuzrclehaLpSohIrHA3ZhS46Cm902aNGHs2LGMGjUq6v0/xfByq1atfl94sCwJVEWxb98+Fi9ezPPPP1+cT9cnwIPWALdyYhOoGoyY7aPfYy6cQ951b9q0KXfddRejR4+2Pk5VlLy8PFatWsWcOXNKKtH4DPgL8JJW4y8HEekJjMfsOjkt0QPT35QNZNsSPYvFUpURkabAFOAe4KJgc1q1asXEiRMZPnw4tWuH81VZLpw6ffp0806dOgWYB1elBOro0aM89thjPPHEE6EMcAF2AzOBJ60BbuXFJlA1FI8JbibQM9Qc71Z+UlISjRo1il5wlnLj9OnTLF++nCVLloTykvDyPqZk4M0ohVbuiEgMMAiz29Q/zMM3YRT1/laTdugsFkv1R0RaYMqXJxCi57ldu3bcc8893HzzzcTEVGj7/K9atWr1L/+BqpBAnThxgqysLJYtW8bZsyEtmvZhWihqVCVIVcWKSNQwROQnIvImxgQ3aPJUp04dRo4cyYYNG5g2bZpNnqoRsbGxjBs3jg0bNjBu3Djq1Qt6rgT4CbBWRNaISK8ohhhxRKSRiIzHiKK8ivPkKR9YDfRV1V6q+ow9qVksluqGqh5W1VSMRcPjQJGasr179zJlyhT69+9PTk5O1GP0IiKDK+zFS8GZM2fIysri2muvJSsrK1TydBRTTtlZVR+355mqgd2BqiGISFdMj9PvgaDKDzExMQwaNIjp06fTrl27qMZnqRi+/vprFi5cWFIdtgIvAdOrkvKPiHQAxmB6nErT3zRPVSu3tq/FYrFEGBG5EiM0EfJ6oWfPnqSlpdG3b99ohgawp1WrVh38ByrjDpS3bH7u3LkcOnQo1LRTQBZGhOhk9KKzRAKbQFVzRKQdMB0YRQgfJxFh8ODB3HvvvfzgB9ZntSbyxRdfMHfu3JKUgPKBl4Epldl7ogz9Tbswd19tf5PFYqnxiEhvIAP4Rag5LpeL6dOnR9XKJCYmpltcXNwn3p8rUwLlULjpPOYm3V+sAW7VxZbwVVNEpJlTE9zXX3+d7OxsmzzVYC6//HKys7NZvXo1/fr1CzXNa8a73WPGG1LqPtr4+Teto/T+TVdY/yaLxWIxqOp7qnoDxoz3w2Bz3G43N954I4mJiezaVcRmqlzIz8+PiqluuLjdbgYMGEBiYmKo5OkC8CzQRVUTbfJUtbEJVDUjiAluUP3RH//4x7zwwgusWrWK7t27RzVGS+XF/+/iRz/6UahpXjPenR4z3gozC/Hrb9qF6W/6qcNDbX+TxWKxOEBV16rqNZhE6qMgz5OtZCx6AAAgAElEQVSTk8PPfvYzkpKS+Oqr8q18FpFKlUC53W4GDhzIsGHDQvkuKvAi8ENVvVVVv4xuhJbywJbwVRNEpD5wFzAVCGmh3blzZ+69915uvPFGa4JrKRbvSXH27Nkl3Vk8j1ENuitKodn+JovFYqkAPGqmQzAqvkHLVurUqcOwYcNISUmhRYsW5RFGfq1atVq3bNky1xNThZTwbd68mczMTNatW1fctLXAvaq6udwDskQVuwNVxRGRWiJyO7AdmE+I5KlNmzYsWLCAN998k4EDB9rkyVIiIsJNN93E22+/zezZs4mPjw81tS4wRkQmRiGmniLyDPAFZofVafK0C6NydKmqjrfJk8VisYSPquZ7jF27AonAwcJz8vLyWLFiBX379iU9Pb0ky4zSEJOfn39jpBd1yueff05iYiIJCQnFJU8bgJ+r6gCbPFVPbAJVRRHD74CPgWXApcHmNWvWjAceeID169czbNgwatUK2gplsYSkdu3ajBw5kuzsbC6+uNhqvV+Wx+tHqL+ps6e/ySodWSwWSxlR1fOq+jjQCXNzqkjv6OnTp8nKyqJPnz5kZWXx3XffRfL1o17Gt2/fPqZMmcINN9xATk5OKMGlT4ChqtpXVd+OboSWaGITqCqIiPwC2IhRROsabE7Dhg1JTk5mw4YNjB49mrp160Y1Rkv14csvv2TMmDH85je/KbiTePnllwebGlGJ8zL0N32P6W/q49ffFFKj3WKxWCylQ1VPq+osoCMwCyhidHT8+HHS09P56U9/yooVK7hwISLtpr/asWNHSCPDSHL06FHS09Pp168fK1asCGX5sRuzI9fds0NnqeaEI/FrqWA8hqYZmEbOoNStW5c//elPJCUl0axZs+gFZ6l25ObmMn/+fFauXEleXh4AV1xxBZMmTaJhw4bccssthQ85GonXFZHLMCeiRKBxGIfa/iaLxWKpAFT1GJAqIvOAZGACEJDgHDhwgClTppCdnU1SUhJDhgwhJqbU9/EbxsbGXg/8q0yBF8OJEyfIyspi2bJloQxwAfYBD2H6gK0QUQ3C7kBVAUTkChF5AXifEMlTTEwMCQkJvPPOOzzwwAM2ebKUmpMnT5Kenk7fvn159tlnycvLo23btsyePZu1a9eSkFA+lRN+/U2fY/qbnCZPuzAn69a2v8lisVgqDlU9rKqpwBUYX70i2zU7d+5k/Pjx9O/fn5ycnFK/logMLn2koTlz5gxZWVlce+21ZGVlhUqejmJKFzur6uM2eap52B2oSoyItAXuA+6gmM/K5XJx//33c+WVV0YtNkv14+zZsyxbtoy//vWvnDxpWoWaNWvGmDFjyq0M1KPoNAhzIgrX0n49sAj4uy3Rs1gslsqDqu4BEkVkETAD+D0QoF712WefkZiYyOOPP87UqVPp06dPuK9xE5AUoZDJy8tj1apVzJs3j9zckBZNp4AsYKbtqa3Z2ASqEiIiTYEpmC+GBqHmXXPNNUydOpXevXtHLTZL9SPYSeOSSy7hzjvvJDExkYYNG0b8NUWkEebGwESgfTjhAv8LzFfVjREPzGKxWCwRQ1X/CwwVkWuBdOAXheds2rSJIUOG4HK5mD59Ot26dXO6fPvc3Nyryhpjfn4+r732GjNnzmT37t2hpp3HlIj/xRrgWsAmUJUKEYkF7sbcjQ9ZvtSlSxcmTpxYbqVUlpqBqrJ69WoyMzP58kvj69egQQPuuOMO7r77bi655JJyeV0RGQfMBBqFcdhxIBv4q6ruL5fALBaLxVIueG543SAi/THf/70Kz3G73dx4440MHjyY1NRULrvsshLXzc/PL9OFkNvtZsaMGaEMcMGYrr+M8XKyBriWAmwCVQkQkTrA7Zht7lah5rVr14577rmHm2++uSyNlxYLbrebhx9+mI8//hjwGR8mJycTFxdX3i9/AOfJ005gCfCkqp4uv5AsFovFUt6o6loReRMYDDwM/KjQ8+Tk5PDGG2/wP//zP6SkpNCuXbvilixVH5Tb7SYjI4OtW7eGDBV4CZiuqhFVmLVUD2wCVYH4OXrPxEiABiU+Pp5JkyYxfPhwate2H5ml9GzatInMzEzWr18PGLPccO72RYj/xSRGIf/msf1NFovFUi1RY6CUIyKvYa6BMoEf+M/Jy8vjpZde4pVXXmHYsGGkpKTQokWLYMtdGxcXd6SYnqUANm/eTGZmZnEGuABrMTtO1gDXEhK7jVFBeLaxNwEvEOJCsnHjxkybNo13332XkSNH2uTJUmq8zuk33XRTQfLkcrl44403yM7OjmbyhKrmA4uDPJUHvIjxb+qnqi/a5MlisViqJ6qa7/FM6oqxrThYeE5eXh4rVqygb9++pKenF3gR+hHTv3//Ev2gvOfAhISE4pKnDcAvVHWATZ4sJWETqCgjIn1E5G1gDXB1sDkNGjRg3LhxbNy4kXHjxlG/fv2oxmipPuzfv7+Ic3rPnj158cUXWbVqVTjNupHmKXzO9d9gEqqOqjrUikNYLBZLzUFVz6vq40AnTA/4icJzTp8+TVZWFn369CErK4tz584VPDdgwICQCdS+ffuKnAOD8CkwVFX7qupbZX5DlhqB3dKIEiLyQ+B+4A+h5kS5D8VSjTl27BiPPvooTzzxBOfPnwegc+fOJCcnM3jwYESkhBXKF1X9VkQeBM4BT9v+JovFYqnZeM4Ds0TkCUIoER8/fpz09HSWLVvGxIkTGT58OP369atXt27dgnMdwNGjR3nssccCzoFB2I1poVhqqx0s4SIhsnFLhBCRizClel1CzYmJieG3v/0tkydPpn37cBSdLZZAvvnmm4LE6cyZMwC0adOG8ePHM2LECGrVqhWR13nrrbe45ZZbCg/fr6oPRuQFLBaLxVKjEZE2mEQqEQi6y9SxY0eSkpJ4+eWX+fe//w1Ap06d2L9/fygDXIB9wIPAU9YA11Ja7A5U+bOMYpKnAQMGkJqaSteuXaMYkqW68d1337Fs2TKysrI4fvw4AE2bNuWuu+7izjvvpF69EkvELRaLxWKpNHgsK8aLyHxgKjAKCLgLuHPnTsaPHx9QtbNjx45QSx4F5gCLVTVkdmWxOMEmUOVPSKWxFi1aMHToULp0CZlfWSzFcuHCBVatWsX8+fM5cOAAALGxsdx2220kJSXRqFE4VksWi8VisVQuVHUPkCgij2Ckz4tIl5egwvctMB9jwF5EhcJiKQ1WRKL8+W+oJw4fPszo0aMZNGgQbrc7mjFZqjiqyquvvsrPfvYzUlJSOHDgAHXq1GHkyJFs2LCBadOm2eTJYrFYLNUGVd2qqglAP+DfDg75DpM4/UBVZ9jkyRJJbAJV/pT4D3bLli0MGzaMYcOGsWXLlmjEZKnCvPPOOwwcOJAxY8awa9cuYmJiSEhIwO12M3v2bJo3b17RIVosFovFUi6o6npVvR4YCASTG88HngQ6q2qyqh6JaoCWGoFNoCqGoGovbrebX//61wwbNoxt27ZFOyZLJec///kPQ4cOZcSIEXz00UeICAMGDGDNmjVkZ2dz6aWXVnSIFovFYrFEBVV9A+gFpABnMInTTuBHqjpaVfdWZHyW6o1NoCqGoRjD0KASiG63mwEDBpCYmMhXX30V3cgslY4dO3aQmJjI4MGDCwwAXS4Xr7/+Ok8//bQVIPn/7N15fFTl2f/xz52wLwKyb24FFVdQcEHiY61aldDa+rOotQ8u2KhUEIHIUpVaEzCyCEo1KriUqqj1aQVcqlVrVBRFrRsIoiBL2EVEtkCu3x9nJplJJslMMpMzk3zfrxcvJufc555rWJK55r7PdYmISL1knilm1tzM0s2sh5l97ndcUvcpgfLHKjP7DXAq8O9IA4qLi5k/fz4ZGRlkZ2ezefPm2o1QfLd+/Xqys7M5++yzSxoA9unTh6effpp58+Zx4okn+h2iiIiISL2jBMpHZva+mZ0DnAt8EGlMUVERc+fOpX///uTk5PDDDz/UbpBS64KNAs844wzmzp3L/v376dGjB/n5+SxYsIABAwb4HaKIiIhIvaUEygddu3ZtFPq1mb1qZv3wEqlPI13z448/MmvWLE4//XRmzZrF3r17ayNUqUW7du0q93fcpUsX8vLyeO211xg0aBDOOb/DFBEREanXlED54Morr+wb6biZvQr0xrtH6ptIY7Zt2xa2OnHgQMR6FJJCyq4y7tixgzZt2jBhwgTefvttrrjiCho0UMs2ERERkWSgBMoHRx55ZEZF58ys2MyeAY4GsoCI3eEi3R8jqSV4n9uZZ55JdnY2mzZtolmzZgwbNoxFixYxbNgwGjdu7HeYIiIiIhJCCZQP2rZte2ZVY8xsn5k9CPQAxlJBP6kVK1aQlZXFoEGDSiq0SfIrKCjgvPPOIysri9WrV5c0wX3nnXeYMGECBx10kN8hioiIiEgESqB80LBhw04bN248PpqxZrbTzO4CfgLchddZu5wPP/yQ3/zmNwwePJhPPvkkjtFKPL3//vv86le/YvDgwXzxxRclTXDffPNN8vLy6NChg98hikgd45yb55x7OvCrpd/xiIikOiVQPikuLs6MZbyZbTGzscBRwINU0oz3ggsuICsri2++iXgblfhg2bJlZGVl8ctf/pL33nsP8Ho5/etf/yI/P59DDz3U5whFpA67JOSX9gWLiNSQEij/xJRABZnZt2aWBRxPBc14zYz58+dz1llnkZ2dzcaNEW+jklqwcuVKhg8fzjnnnMP8+fMB6Nu3L//3f//HvHnzOOaYY3yOUERERERioQTKP6dt3Lix2vu1zGxpoBnv6cDrkcaEVne79dZb2bp1a3WfTmK0YcMGsrOz+elPf8qzzz5LcXExRx99NPn5+Tz//POceuqpfocoIiIiItWgBMo/aWZ2fk0nMbP3zOxsvB5SH0Yas3v3bmbPns3pp59OTk4OO3furOnTSgW2b99OTk4O/fv3L2mC2717d/Ly8nj11VcZNGiQ3yGKiIiISA0ogfJRcXHxwHjNFegh1Revh9SKSGN27twZ1qh137598Xr6ei/YBPe0005j1qxZ7Nmzh06dOpGXl1fSyyktTf/dRERERFKdunP6yDl3/hdffNHomGOOiUsmY14zqGecc/8ArgJuB7qUHbd161ZycnJ47LHHGD58OJdddhnp6enxCKHeKSoqYt68eUydOrXkXrPWrVszbNgwrrnmGpo0aeJzhCIC4JxrCgT/Q+4xs92B40fhbYVuBPzbzFZGuDYd6IfXVqIVXluJVcAiM9tfwfO1Cflyl5ntrWBcM0oLO/xQyXwtgIaBL4vMLK5bCZxzDYEWIYf2mtmueD6HiEhdoY/E/XVQ27ZtB8R7UjMrCvSQ6onXQ+q7SOPWrl1LdnZ2WIEDiU6wCe7//M//lBTqaNq0KcOGDePdd99l2LBhSp5EkksOsC3wa4Jzrrlz7nFgKfAIkA+cF3qBc66pc24sUAgsAv4K3Ac8DrwJbHbO/bmC0uDvhjzfHyuJ6+8h44ZWMu7NkHG3Vf5SYxNI4l4Nmf9ToFs8n0NEpC5RAuWzWMuZx8LMdgV6SB2Kl0j9EGncl19+WdKMd9GiRYkKp84oKCjg/PPPJysri1WrVqkJrkjqaQS8APwOcJEGOOc64BXomQS0DzkVumOgNV5ytMg5d0iZKRaEPM6o4DmaA2eFHIq4rds51wo4IeRQ3D7xcs41Bv4BBBu8rwHOMrPl8XoOEZG6RgmU/36R6Ccwsx/KNOONuJVkyZIlXHzxxQwePJjPPvss0WGlnLJ/PsEmuP/5z3/Iy8ujY8eOfocoItG5Di9h2A+8CMwCngDWAjjnGgDPAcFymd8BfwDamVljvMTpGiDYI+JYYGFgm2BQaJJzaiBRKescSrcVAvyszBxBZwDBfdZbgXeieI1VCmzbewavCBHAarzk6at4zC8iUlcpgfLfT9avX39UbTyRmW2Othlv6ApLfRdphS4jI4OXXnqJ/Px8DjvsMH8DFJFYtQQ+BnqZ2YVm9gcz+62ZBZOeP+AlLeDd73SWmc0ys60AZva9mc0JjAkmUccB40Oe4y1Kt083wbuHqqyyK05NgZ9FGHdmyOMXzSzi9+5YBO7rmgsES4N+g/c6v67p3CIidZ0SqCSQlpaWsG18kZjZ6kAz3hPxPn0sJ9I9PvVNpHvETj75ZJ599lnmzZvHcccd53OEIlJNK4GfRVppcc6lASNCDt1mZp9EmiRQcGJMyKEbgitIgWIQL4acC02CcM454MLAl6H3qUbaxhe6BbDG2/cCr3E2XtVW8P48zjKzVTWdW0SkPlAClQTMrFYTqJDn/TzQjLc/8J9IY4LNeM844wxycnLYsWNH7Qbpg2CVwgEDBjB37lwOHDjAUUcdRX5+PvPnz6d///5+hygiNfOUmW2r4NyxwGGBx3uBR6uYax6lCdDBeBX9gkKTnbL3QfUBugYePwYEV34GBpIroKTAQ9/Al0XAy1XEUxWHt2VxSODr5XjJ07c1nFdEpN5QApUcBnz77bdtqh6WGGa2yMzOwtsH/3GkMZH6HNU1kfpkdevWTU1wReqXU0Ief2pm31c22Mz2AYtDDp0a8vglvKQHoH9g21xQ6ErTwsAvgO6EF4w4Fa/oBcCbVcUThbvx7gELGmZma2s4p4hIvaIEKjk0aNCgwc/9DiLQjPdkvG0d5XqhAGzfvp2cnBz69+/P3Llz2b8/YsuSlLJ7924efvhh+vfvT05ODjt37qRt27ZMmDCBt956iyuuuEJ9skTqj9BqMN9EeU3ofUOdgg/MbDvevVAABwG9Q8YFE6gdeCXKF4acC92VELr1L7SyX3UNKfP1pEDRDBERiZISqCThnItYvra2mVmxmT0D9AKy8PqflLNhwways7P56U9/yjPPPENxcXGtxhkPwe2J/fv357bbbmPLli00b96cYcOGsWjRIoYNG0ajRo2qnkhE6pLQPgQ/RnlNaFPbVmXOldvG55zrSGlRiVcCq1hvhDzfwLLXRJirJpZR+r29L5Adp3lFROoFJVDJ40IgaT4FjNCMd3ukcStXrmTEiBEp1YzXzJg/fz5nnXVWSYGMYC+nRYsWMWHCBFq0aOF3mCLij9CkKdpu2M1DHpftt/d8yONgMnQhpT9/FwKY2V68ZrbglT3vGCgzflrg2BeBohU19SVepb/hIcduc86pKo6ISJSUQCWPgwsLC0+reljtMrMfy/SQ2h1p3LJly8jKyuKXv/wl7733Xq3GGIuCggIuuOACsrKy+Oabb2jQoAFXXHEF7733Hnl5ebRr187vEEXEX1tDHneL8pquIY9Drw9W6lsa+DKjTPU9I7xSX3AbXxpwPt6W6mByFo/tewCZZrbezJ7Fa6AL0BiYo618IiLRUQKVRJxzvlTji4aZbQv0kDoSr4dUxJuf3n//fX71q18xePBgli5dGmmILz788EN+85vfMHjwYD755BOccwwaNIg33niDvLw8OnXqVPUkIlIfLAl5fGIFDXBLBEqCh/Z4+iDCsODyfHu89hHnBZ/LzDaEjHsBL6kCbxtf6P1P8VriD91N8AcgWJSiHzA6Ts8hIlKnKYFKIn6VM4+Fma0N9JA6Dq+HlEUaV1BQwLnnnktWVharV6+u1RhDrVixoqQJ7ltvefdyZ2Rk8OKLL5Kfn88RRxzhW2wikpQ+pHQVqSXw6yrGnwt0CTzeTWnRiFChyc94Su+zCi0cgZmto7QS6s+BswOPtwCLqgo8VoHnGxtyaKJz7ph4P4+ISF2jBCq5HLtp06af+B1ENMzsy0APqSqb8Z555plkZ2ezadOmWotv/fr1ZGdnc/bZZzN//nzMjD59+vD0008zb948TjjhhKonEZF6x8yKgPyQQ3c55zpEGuucawVMCzn010DlvbIW4SVBAP8v5PgLEcYGt+odROlK1YtmdqCq2KvpQaAg8Lgx8EiZcusiIlKGEqgks3///gurHpU8zOzTQCI1gNIfwmFCq90luhnvtm3byMnJ4YwzzihpgtuzZ0/y8/NZsGABAwYMSNhzi0idcRelrRy6A286535apsHtaXgNyIMrNhuA2yJNFkh+gvc6BefYSOTtfqFJVXBswir0mFkx8Hu8psHg9cHSVj4RkUoogUoyyXwfVGXM7G0zOxNvO8snkcYEm/EGG9Xu3bs30rBq+fHHH8vN3aVLF/Ly8njttdcYNGgQIe99REQqZGY7gIuAdYFDRwGvAYXOuQ+cc2vxVpVODJzfCvzKzDZWMm3ZJOjFQPJS1mIgdLl+H/ByjC8hJma2DMgJOTTROdcrkc8pIpLKlEAln7O2bNnS0u8gqivQjLcPXjPeryON+e6778JWiWrSjLfs6tYPP/xAmzZtmDBhAm+//baa4IpItZjZZ8CpwJNAMNHpiFcZL7Tq3j+BU83s3SqmfBkvGQqKtH0vuCIUWpnvzUBCl2h3AZ8FHjfBq8qnb54iIhGoZGnyaVRUVHQu8JzfgVRX4A3AM865fwJXAnfgvfEIE7xP6cEHH2TMmDFkZmZGvUpUXFzMwoULycnJ4dtvvwWgefPmXHnlldx4440cdNBBVcwgIvXMNOBvgccRG4SXFSiycLlzbize6novvMISO4EVeE1wo+rNZGY7nHMnUdpb6vNKht8C3Bt4XNmqVrRCqwRG7OlnZvucc+cSnhw2BnbF4flFROoUJVBJyDk3kBROoILMbB/woHPuCWAYMA5oVXbcV199RVZWFn369GHcuHFV3qdUUFDAxIkTS8qkN2zYkMGDBzNmzBjat28f/xciIinPzNYCa6t57bfA7DjEUFnSFDpuI/FJnILzLal6FARKqm+ocqCISD2nLXxJKFDOvM783ZjZzjLNePdEGvfRRx+F9Woqa/HixVx00UUlPabS0tIYNGgQBQUF5OXlKXkSERERkYSrM2/S65gOGzZs6Ot3EPFmZlvLNOONWJa3oKCACy64gKysLL7++ms+/vhjhgwZwkUXXcTixYsBr5fTK6+8Qn5+PoccckjtvQgRERERqde0hS9JBVahFvsdRyKY2Rogyzk3E7gTr9pV2THMnz+fhQsXYmaYef16+/Xrx4QJEzjllFNqN2gREREREbQClcxSspx5LMzsczP7FV6lq9cijSkuLsbMaNSoEfn5+fzzn/9M2eQpWBXwt7/9LWvWrPE7HBERERGpBiVQyav3unXruvkdRG0ws8Vm9jPgfODDSGP27dtHs2bNajewOPn000+5/PLLueSSS3jttdd4/fXXefDBB/0OS0RERESqQQlU8nJpaWkD/Q6iNpnZy0BfvB5Sm8uej2fj3drw9ddfc91113H++efzxhtvhJ3bvXu3P0GJiIiISI3oHqgkFrgPKt/vOGqTeTc7PeOcOxyvYl/K2bBhA9OmTeOpp56qUZNgEREREUk+SqCSmHPuZ4WFhc06d+5cHxsZFvsdQKy2b9/Offfdx5w5c9izp7RSe7Dc+p49e3j55Zd9jFBEREREakpb+JJb07S0tLP9DkIqt3v3bmbNmsVpp53GX/7yl7DkKSMjgxdffJH777+fbt3qxS1tIiIiInWaVqCSXHFx8UBggd9xSHlFRUXMmzePqVOnsnHjxrBzJ510EuPGjeOMM87wKToRERERSQQlUEnOOfcL4AbA/I5FPMXFxSxcuJBJkyaxatWqsHM9e/Zk9OjRZGZm4pzzJ0CRGDlHQ6BT4EsjvMl12cdWwbjiwLE9QONK5ig2S70tuiIiIkFKoJKcmXVZt27diV27dv3Y71gECgoK+POf/8xnn30Wdrxr166MGDGCyy67jPT0dJ+iE6m2hkDnOM21FOhV2YAyny2EVloJJmGh5zYArYFGVJy8HShzXWVJ327gR+DgCM9dXOa6aM4dMNMHXCIi9YkSqBSQnp4+CFAC5aMlS5YwadIk3nnnnbDjBx98MNdffz1Dhw6lcePGPkUnUmPxXC6Nda7Kfg41xkvumgLxagT3HbAOOCxO8x0AljjHSUA6lay8EX2Ctg3vz6UZ4UllRat+kc6FJo4HgH14SShUnLSaWdgcIiISgRKoFGBmA4E/+x1HffTll18ybdo05s+fH3a8efPmXHnllQwfPpyWLVv6FJ1IUor3akwi5otnwhiMzwV+hf5cre7P2H14yWObGsQVahewBTikqoFlVgcrW9n7itIk1AhPAKuzsvcd0ILS4laVbRetKjFVIigiCaUEKjX027x5c6f27dtv8DuQ+mLt2rXMnDmTJ598kgMHSn8ON2zYkMGDBzNmzBjat2/vY4Qi9Up9vKEwEUlerMruRw59z5AGNK/mvJHsAQ6N8JzVsQv4rMpRIiLVpAQqNaQVFRVdADzidyB13datW3nggQd46KGH2LdvX8nxtLQ0Bg4cyIQJEzjkkCo/xBVJNcmcoCTi/qJErUDFe854ivffcbzni+dr1j1pIpJQSqBShHMuEyVQCbNz504ee+wxZsyYwc6dO8POZWRkMHHiRHr1qvS+eBHxJCIZS/bkJBGS/TWnQpInIpIQSqBSx3lfffVV4x49euz1O5C6ZsmSJfzv//4v3333XdjxM888k3HjxnHiiSf6FJlIrUnmN+vJnvCkygpUvGkFSkTqLSVQqaNF8+bN/wf4l9+B1DVPP/10WPLUp08fxo0bx4ABA3yMSkRCxDs5SYWVjvq05S4oFf5eRESUQKWYgSiBirv9+0sLRl188cXMnDlTTXClvvGzjHlVUmU1IZm/aaRCspMqf88iIiXlQiU1DPI7gLquTZs2Sp5EaibZ36wnqox5PCX7nyEkd4xKxkQkoZRApZbDN2zYcIzfQYhInaMVqBpwrl4WzkjmT5qS/t+MiKQ2JVAppri4WKtQIpLMkv3Nq1agklOy/7sRESmhBCrFOOcG+h2DiEgtSpWiD/GWzEmekh0RqdeUQKWe/uvWrWvrdxAiUqcke4KSzBXpEpHgpcIKVDL/m1GCJyIJpQQq9aSnpaWd73cQIlKnJPOb4XhLlTfX9WZvc2QAACAASURBVG0Fqj79GxSRFKcEKgU55zL9jkFEpJYke8KTKitQ8ZbMrzkV/vxEJIUpgUpBZnYB0NDvOEREakmyb7lLhGR+zVqBEpF6TQlUamq1YcOGM/wOQkTqDJUxr75UScjiLZn/npP934yIpDglUCmquLhY1fhEJBkl++pEKiQ8ibhnSStQIiJxogQqRek+KBGJo2R+85oKqwnJ3kg3EbQCJSL1lhKo1HX02rVre/odhIhILUjmFahENdJN5rLjWoESkXpNCVQKS09P1yqUiMSD7oGqmWR/858KCU8q/D2LiABKoFKac073QYlIskmFN+vJvhqT7H+G9TE+EZESSqBSmJmduWrVqtZ+xyEiKS+ZV6DiLVXeXCuhEBFJUkqgUlvDJk2anOt3ECIiAfV1NaY+bmdL5kQ5Ff78RCSFKYFKcWam+6BEpKaS+c1wvKXKm+tkTvJS5c9QRCQhlEClvoFAut9BiIgEpEIylszJSXDOZJfMrzkV/vxEJIU18DsAqbG269evP7VLly7v+B2IiKSs3cCmwON0St8cO8I/oAl9nEb4h3DpeG9cg7/i9QY7md+oJ1K8k7x4fmCa7NsqRUQSSglUHRCoxqcESkSqxYwfgB/iOOX7wQfOxZyElT23G/iK8J9XaVSc5FV2Lh3YCxTjvd6yzx16Xei5qn5W1sc3/8mc2KZKkiwiKUoJVB3gnMsEJvgdh4hIWWYYsD/k0P6KxlZiW5zCCbW9Ohc5Vy7pc3iv6b9UnoTFsrK3G9gYOF52XGjiEm1SeSAkzrLxJ4v6mISKSIpSAlUHmNkJGzZsOKxTp06r/I5FRKQuM6MYbwWrrL1xfqpdcZ4P4JuyB5yr1speMVCEtzIIsSWOFa3s7Qd2lLkumjnKJpUiIgmnBKruGAjM8jsIERFJHWbVWhEMinfSuKwmF4dsF42U4IqIxE0yLuNLNZjZQL9jEBER8YsZZsb+wCqhiEjCKIGqO87evHlzC7+DEBERERGpy5RA1R2Ni4qKfuZ3ECIiIiIidZkSqDokUI1PRERE4sA518U5187vOEQkuSiBqlsGompEIiIiNeacawMsBwqdcy84537nnGvpd1wi4j8lUHVL58LCwpP9DkJERKQO+BHYjFex+ALgcWCjc26ec+6XzrnGvkYnIr5RAlXHmJm28YmIiNSQme0DhpU53BT4DfAPvJWph51zZzvn9H5KpB7Rf/g6xjmncuYiIiJxYGYvAM9UcLoNcA3wb2CNc266c65frQUnIr5RAlX3nLx27dqufgchIiJSR9wE7KliTJfAuMXOueXOuT85545OfGgi4gclUHWPS09Pv9DvIEREROoCM1sPPBXDJT2B24ClzrnPnXMTnXNHJCY6EfGDEqi6Sdv4RERE4mdmNa87BrgdWOGce8s5N8I51yGOcYmID5RA1U3nrl27tqnfQYiIiNQFZvYR8F4NpkgDzgDuwbtfar5z7jLnXPO4BCgitUoJVN3UrEGDBmf5HYSIiEgd8lKc5mkEZAJPAJsDydQlzrlGcZpfRBJMCVQdVVxcrHLmIiIi8fN6AuZsipdMPQ1scM497pwb5JxLT8BziUicKIGqo5xzgwDndxwiIiJ1xLvA7gTO3wb4HfA88I1z7m7nXJ8EPp+IVFMDvwOQhOm+du3a47t16/aJ34GIiIgkinOuTZlDzfG2yQU1BFqUGdOK8A+RmwJNQr5OBw4qc81BwI7A2ETrDowGRjvnluKtUD1hZstr4blFpApKoOqw9PT0TEAJlIhIHeacK/vmH8onBFV9nahrEjVvM6Ax9UMvvEp+tzvnFgNPAo+b2TZ/wxKpv5RA1W0DgVy/gxARSZQIyUMyJxPxSkBaop/f9dUpgV8XAxk+xyJSb+kbcN122qZNmzp26NBho9+BiEh8VXPVIZoxyXwNePeJiNRne4AX/A5CpD5TAlW3pRUXF58PPOZ3ICKJ4pxrABwScqi69zaEVr1qQvh9Dg5oXeaaFnj3VgQ1wrv3IlR17s1oTXgBmPq0VUlEKvYF8Dgw28y2+B2MSH2mBKqOM7OBKIGSuq0TsNLvIEREEmA7XgGJfDP70O9gRMSjBKru+/kXX3zR6JhjjtnndyAiCXLA7wBEpFJ7CC//XdXX8RqTiGseBE4isYqBfwNzgH+Y2Z4EP5+IxEgJVN13UKtWrTLwvhmL1EX7/Q5ApALJ8qa/NufdZWZ7qYOccw44LIFPsQ6YCzxoZl8n8HlEpIaUQNUDaWlpmSiBkrpLCVRyStYVhETO+4OZ6d9j3XUUcHCc59yL1zj3r8ALZqYVdZEUoASqfvgFMNLvIEQSJBnfsCZLYlBrCYiZfYdI3XZ6HOcKFoSYY2ab4ziviNQCJVD1wxGFhYVHd+7ceZnfgYgkwB5gbMjXO4GikK/3AT+Wuabsm/1deJ8EB+0Hfigz5nu8exOCduveBJF6ZWANr98OPIGXNC2JQzwi4hMlUPWEcy4TUAIldY6ZFQF3+R2HiNRdzrmOeLs5YmXAO3irTX8zs7If5ohICkqreojUBWaW6XcMIiIiKWoI4X3fqrIe74OdnmY2wMweVPIkUncogao/Bqxbt66t30GIiIikEudcU+CGKIbuA54BLgC6m9lYM1OPugDnXJ5z7vsyv7ZGee3hEa793jk3NMrrn45wrbZRSrVpC1/9ke6cOw940u9AREREUsgtwKGVnP8Ur2fTXDPbUjshpaSmwEFljkVbdTA9wrUAjaO8vnmE61tGea1IOUqg6hHn3ECUQImIiETFOXc4kB3h1PfAU3gFIRbXblQi4jclUPXLBXh/58lY9llERCTZ3Ia3cgJeQYg3gdnA381sl29RiYivdA9U/XJwYWFhPPtYiIiI1GXvA0uBXOBIMzvLzP6q5EmkftMKVD0TKGde4HccIiIiyc7M/gL8xe846oh3gRZljkV7D9QO4NEIx5dGef0rwKYyxzZEea1IOUqg6plAOfNb/I5DRERE6g8z+xvwt2peuwm4qgbPfU91rxWJRFv46p9j1q5d28PvIEREREREUpESqHooPT39Qr9jEBERERFJRUqg6qdMvwMQEREREUlFSqDqp//ZsmWLGsiJiIiIiMRICVT91KioqOg8v4MQEREREUk1SqDqKefcQL9jEBERERFJNUqg6ikzG4j+/kVEREREYqI30PVXh40bN/bzOwgRERERkVSiBKoeKy4uVjW+WnLgwAE2bSrbBF1EREREUo0SqPpNCVQtePnllznnnHOYP39+ybGGDRv6GJGIiIiIVFcDvwMQX/UuLCw8tHPnzqv9DqQuWrRoEbm5uSxZsiTseMeOHfntb3/rU1QiIiIiUhNKoOQC4AG/g6hLli1bxvTp08NWnABatGjBkCFDGDFiBC1atPApOhERERGpCSVQkokSqLhYs2YN9957L0888QTFxcUlxxs2bMjgwYPJzs6mXbt2PkYoIiIiIjWlBErOLiwsbNa5c+ddfgeSqrZu3coDDzzAQw89xL59+0qON2jQgEsvvZSbb76ZTp06+RihiIiIiMSLEihpamY/A+ZXOVLCfP/999x3333Mnj2bPXv2lBx3zpGZmcktt9zCEUcc4WOEIiIiIhJvSqAE59xAlEBFbffu3cyZM4f77ruP77//PuxcRkYGEyZM4IQTTvApOhERERFJJCVQgnNuEHA9YH7HksyKioqYN28eU6dOZePGjWHnTjrpJMaOHcuAAQN8ik5EREREaoMSKMHMuqxfv753ly5dPvI7lmRkZixYsIBJkyaxatWqsHM9e/Zk9OjRZGZm4pzzJ0ARERERqTVKoASAtLS0QYASqDIKCgr485//zGeffRZ2vEuXLtx0001cdtllpKen+xSdiIiIiNQ2JVACgJkNBO7wO45ksWTJEiZNmsQ777wTdvzggw/m+uuvZ+jQoTRu3Nin6BJn586d5Ofn889//pMTTzyR6dOn06CBvk2IiIiIBOmdkQT13bx5c6f27dtv8DsQP61atYohQ4bwyiuvhB1v2bIlWVlZZGVl0bx5c5+iS5x9+/bx+OOPM2PGDLZu3QrAV199xeWXX87pp5/uc3QiIiIiyUMJlASlFRUVXQjM8TsQP7366qthXweb4I4ZM4b27dv7FFXiHDhwgL///e9MmTKFtWvXlju/d+9eH6ISERERSV5KoKSEcy6Tep5ABTVo0IBLLrmEUaNG0aVLF7/DSYiCggL+9Kc/8cUXX/gdioiIiEjKSPM7AEkq561ataqJ30HUttAtec45Bg4cyGuvvcbUqVPrZPL0zjvvMGjQIAYPHhyWPHXs2JFJkybRrl07H6MTERERSW5agZJQzRs3bvw/wMt+B1Kbrr/+ejZu3EhaWhpZWVn07t3b75ASYtmyZUyfPp3588N7Jrdo0YIhQ4YwYsQIWrRowT333ONThCIiIiLJTwmUhHHODaSeJVCdO3cmPz/f7zASZs2aNdx777088cQTFBcXlxxv2rQpl19+OTfddBNt27b1MUIRERGR1KEESsKY2S+A4X7HITW3YcMGZs2axeOPP05RUVHJ8WBhjFGjRtGxY0cfIxQRERFJPUqgpKxDN2zYcGynTp0+9zsQqZ7t27cza9YsZs+ezZ49e0qOO+fIzMxk7NixHH744T5GKCIiIpK6lEBJOWY2CFAClWJ2797NnDlzuPfee9mxY0fYuYyMDP74xz9y/PHH+xSdiIiISN2gBEoiGQhM9jsIiU5RURHz5s1j6tSpbNy4MezcSSedxLhx4zjjjDN8ik5ERESkblECJZGcXlhY2K5z585b/A5EKlZcXMw//vEP7r77blavXh127uijj2bs2LGcd955Mc25d+/esPulRERERCScEiiJJB04H5jrdyAS2SuvvMLkyZNZunRp2PHu3bszevRoLr74YtLSom/zduDAAZ555hmmTJnCtm3bSo43aKBvESIiIiKh9O5IInLOZaIEKuksXryY3NxcFi9eHHa8Xbt23HTTTfzud7+jYcOGUc9nZrz44ovcddddrFixIuxcr1696NOnT1ziFhEREakrlEBJRGZ2PtAQ0H6uJLB8+XKmTp1arglu8+bNufLKKxk+fDgtW7aMac7333+fnJyccslYp06duOGGGxgyZEhMyZiIiIhIfaAESirSasOGDQM6der0ut+B1Gfr1q1jxowZPPnkkxw4cKDkeLCX05gxY2jfvn1Mc3788cdMnz6dV155Jex469atGTZsGNdccw1NmjSJS/wiIiIidY0SKKmQmQ0ElED5YNu2bdx///089NBD7Nu3r+R4WloaAwcOZMKECRxyyCExzbly5Ury8vJYsGABZlZyvGnTplx99dXceOONHHTQQXF7DSIiIiJ1kRIoqUwmMNrvIOqTH3/8kUcffZSZM2fyww8/hJ3LyMhg4sSJ9OrVK6Y5CwsLmT59Ok899RT79+8vOR5cxRo1ahQdO3aMS/wiIiIidZ0SKKnMUevWrTuya9euy/0OpK4L9nLKy8tjy5bw6vH9+vVjwoQJnHLKKTHNuX37dmbNmsXs2bPZs2dPyXHnHJmZmYwbN47DDjssHuGLiIiI1BtKoKRSaWlpmcA0v+Ooq/bv38///d//MWXKFNasWRN2rnfv3owfP54BAwbENOeuXbt45JFHuPfee9mxY0fYuYyMDG699VaOO+64GscuIiIiUh8pgZJKBe6DUgIVZ2bGggULuOuuu/j666/DzvXo0YMxY8aQmZmJcy7qOYOrWFOnTmXjxo1h504++WTGjRtH//794xK/iIiISH2lBEoq5ZzLWLVqVevDDjtsu9+x1BUFBQXk5OTwySefhB3v3LkzI0eO5NJLL42pgW1xcTELFy5k0qRJrFq1KuzckUceyahRoxg0aFA8QhcRERGp95RASVUaNmnS5Dzgab8DSXUfffQRkyZN4q233go73qZNG2644YZqlQ8vKCjgjjvu4PPPPw873rVrV0aMGMFll11Genp61PPt37+fp59+mmeeeYa+ffsyfvz4mFbBREREROo6JVBSJTPLRAlUta1YsYIpU6aUKx/erFkzrrrqqmqVD1+yZAm5ubksWrQo7PjBBx/M9ddfz7XXXkujRo2ini+4pTAvL4+VK1cC8N5773HeeefRr1+/mGITERERqcuUQEk0BgLpwIGqBkqp9evXc88991TYBHf06NF06NAhpjm//PJLpk2bxvz588OON2/enCuvvJLhw4fTsmXLmOZ88803yc3NLbelELyy6iIiIiJSSgmUROPg9evXn9alS5e3/Q4kFXz33Xf85S9/4eGHH2bv3r0lx4NNcKtTPnzt2rXMnDmzwmQsOzubdu3axTRnRVsKRURERKRiSqAkKs65gYASqEoEm+BWVD789ttv55hjjolpzq1bt/LAAw/w0EMPsW/fvpLjDRo04KKLLmLMmDF07949pjmXL1/OXXfdxUsvvRS2pbB58+Zce+21PPbYY3z33XcxzSkiIiJSXyiBkmhlAuP9DiIZBcuH33333WzevDnsXLAQw2mnnRbTnN9//z0PP/ww+fn57Ny5s+R4sAnuLbfcwhFHHBHTnMEthU899RT79+8vOR5cxRo1ahQdO3bkySefjGleERERkfpECZRE6/iNGzce3rFjx2/8DiRZBMuH5+bmsnr16rBzRx99NCNHjoy5fPju3buZM2cO9913H99//33YuYyMDCZMmMAJJ5wQ05yJ2FIoIiIiUl8pgZKoHThwYCBwn99xJIOCggImTpzI0qVLw453796dG2+8kcsvv5y0tLSo56usCW6fPn0YN24cAwYMiCnGXbt28cgjj1S4pfC2227j2GOPjWlOERERkfpOCZRELXAfVL1OoN5//31yc3N57733wo63bduW6667jt///vc0bNgw6vmC5cMnT57MN9+EL+717NmT0aNHk5mZGVMvpmAyNmXKFDZt2hR27uSTT2b8+PGcfvrpUc8nIiIiIqWUQEksfrply5aW7dq1+8HvQGrb0qVLueeee8qVD2/dujXDhg2rdhPcO++8k08//TTseJcuXbjppptiboJb2ZbCo446iptvvjnmLYUiIiIiEk4JlMSicVFR0c+Af/gdSG1ZuXIleXl55ZrgNm3alKuvvrraTXAnT57M22+HFzVs06YNN9xwA0OHDqVx48YxzVlQUMCf/vQnvvjii7Dj3bp1Y/jw4TEnYyIiIiISmRIoiVUm9SCBKiwsZPr06VVWrIvF8uXLmTp1arlkLNgEtzrJ2Ntvv82kSZP48MMPw4537NiRkSNHctlll8W8pTC0z5SIiIiIhFMCJbEaBKQBxX4Hkgjbt29n1qxZzJ49mz179pQcD5YPr07FunXr1jFjxowKm+COGTOG9u3bxzTnJ598wqRJk/jPf/4TdrxVq1YlWwqbNm0a05yvv/46kyZNYsuWLSXHYimEUZsC9+NdBAw3s91+x1MXOEcHoBmw2gyraryIiEh9pQRKYtVhw4YNJ3fq1Ol9vwOJp6oq1t16660cd9xxMc25bds27r///grLh48fP55DDz00pjm//vpr8vLymD9/frkthddccw3Dhg2jVatWMc25ZMkScnNzWbRoUdjxrl27xlwyvTY457oBjwLtgDOcc78xs8/8jSq1OUcL4FDAAU2d4yszinwOS0REJCkpgZKYFRcXDwTqRAJVWfnwk08+mXHjxtG/f/+Y5vzxxx959NFHmTlzJj/8EF5vIyMjg4kTJ9KrV6+Y5tywYQPTpk2L65bCFStWMGXKlHJbCps1a8ZVV11VrS2FieacawA8hZc8AfQCFjnnrjOzv/kXWepyjoZAD7zkCaAlcIxzLDdDq3siIiJlKIGSmDnnMoGJfsdRE8GKdZMmTWLVqlVh54488khGjRoVc8W6YDKWl5cXtg0OoF+/fowfP55TTz01pjmr2lI4duxYDj/88JjmXL9+Pffcc0+FWwpHjx5Nhw4dYpqzFuUAZ5Q51gKY65z7OXCdme2q/bBSk3M4vOSpUZlTjfGSqK/N+K72IxMREUleSqCkOk5at25dt65du671O5DqKCgo4I477uDzzz8PO961a1dGjBhR7fLhOTk5fPvtt2HnevXqxU033RRzMrZ7927mzJlT4ZbCP/7xjxx//PExzZmILYW1yTl3PDCmkiG/A04MbOn7spbCSnWH4q04RZIO9HSOQjPW1GJMIiIiSU0JlFSHS0tLuxB40O9AYlHRvT4HH3ww119/Pddeey2NGpX9IL5iZsarr77K5MmTWbp0adi5n/zkJ2RnZ1e7CW6kLYUnnXQS48aN44wzyi7AVK6qLYW33347xxxzTExz+sHMPnXOXQLMBiq60esE4APnXJaZPVF70aWeQNGIaJYaOztHY+Brs7pZPEZERCQWSqCkWgJV0FIigfryyy+ZNm1auSa4wfLhw4cPp2XLij6Ej6ygoIDc3Fz++9//hh3v3LkzI0eO5NJLL6VBg+j/e0WzpbC6ydjdd9/N5s2bw8717duX8ePHc9ppp0U9XzIws7875z4FngZOrGBYC+Bvzrnz0Za+iEKKRkTrYKCJc6wwY2+Vo0VExBfOubZAJ7x7hXcBG83s28qvklgpgZJqMbNzCwsLm3Xu3Dlp35yuXbuWmTNnVnivT3Z2Nu3atatkhvI+/vhjcnNzeeutt8KOt27duqR8eJMmTWKas6CggD//+c989ll4IblEbCk8+uijGTlyZMxbCpOJmS13zp0G3AUMr2To74CTA1v6Pq9kXL0SoWhEtJoBxwaSqB+qHC0iIrXCOXcYMAwYiFdcqez5zcC/gPvN7O0q5joNiKYo0w7gR2Az8AlecbFXzCzih2zOuYbAspBDP40lsXPOZQHZgS/fMLNror02ZI4OwKIqB3qv60dgK/AZsAR42cxK7qlQAiXV1dQ5dxbwgt+BRLJv3z7OOOMMiopKKzE3aNCASy+9lJtvvplOnTrFNN+KFSuYPHkyL730UrkmuNdeey3XXXddzBXrqtpSOHToUBo3bhzTnAUFBUycOLHclsLu3btz4403cvnllydtb6dYmNkeYIRz7n3gfrxVp0iOobRKX73f0ldJ0YhoNQCOdo5VZmyucrSIiCSMc64RcCfeh4mVvWFoD/wW+K1z7lngD2a2sYKxTYEjYgzlosDv651zQ83sxUjhlpm3YYzP0Trk+mWVDaxEOrG/toGB33c450ab2UOgBEpqwMwySdIEyszCkqcLL7yQ8ePHc8QRsf2/WbduHVOmTOHZZ58tt4r1u9/9jhEjRsTcBDcRWwoXL15Mbm4uixcvDjveqVMnbr755pi3FKYKM5sbSKKexrv/KZKWaEtfUGVFI6LlgMOdozlquisi4gvnXEvgOeCckMNFwJvAx3grQ43wPjT7GdA1MOb/4e3OONfMVsY5rC7A8865gWb2rzjP7beDgAedcw3N7C917x2V1KZMvCXjpH8DFWvytHXrVmbOnMljjz3Gvn37So6npaXx61//mtGjR3PIIYfEFENVWwrHjBkTczL28ccfM2nSJAoKCsKO12RL4auvvso//vEPevfuzdChQ2O61g9m9qVz7lSi39J3iZl9UTvRJY8YikZEqwNe090VZuyvcrSIiMSFcy4N+DvhydMcYIKZbYgwPh3vZ+A0oA1wOLDQOXdSFR8qFppZl0riaIqXoP0KGIu3etUAmO2cO9LMkr2XYGsz+z7SCedcY7wPHX8O3Iq3igcw1Tk3XwmU1ET3devWndC1a9f/Vj00NezatYtHHnmkwvLht912G8cee2xMc27dupUHHniAhx56qFwyNnDgQCZMmBBzMrZy5Ury8vLKNcFt2rQpV199dbWa4L7//vvk5uby3nvvAfDcc8/Rt29fevfuHdM8fohxS9+7gSp9T9ZagD6rRtGIaAWb7n5uxoEqRycp51wjM9tX9UgRkaQwBjg38NiAEWZ2b0WDzewA8GjgZ+TbeJVsjwLG4SUH1RJIkD4FPnXOfYaX1AF0AwYDj1Z3br8F7uVaDix3zr2Fd+9UY6AJMEwJlNRIWlpaJpDyCVSwYt2UKVPYtGlT2LmTTz6Z8ePHc/rpp8c0586dO3nssceYMWMGO3fuDDuXkZHBxIkT6dWr3L2elSosLGT69Ok89dRT7N9f+qF/cBVr1KhRdOzYMaY5ly9fztSpU8slY+A18k0lMWzpe8I5dwH1YEtfDYpGROs7oINz7DYjtf7BUHJj8yvOuY+B0WZWVNU1IiJ+cc61Af4YcugvlSVPoczsc+fcrcDMwKEs59wd8fi+Z2bPOefeAfoHDp1PCidQoczsI+fc34CrA4fOVwIlNRIoZ57jdxzVFaxYl5uby+rVq8POHXXUUdx8880xV6wLJmN5eXls2bIl7FxGRgbjx4/nxBMrqsAd2fbt25k1axazZ89mz549JceDq1jjxo3jsMMOi2nOdevWMWPGjHJbClNdjFv6jnPODTazFbUTXe2KQ9GIquwAdgI9A8+3zox1CXquRJkKnBn4daxz7gIlUSKSxH5P6S6LrcAtMV7/V2AG3odq7YHjgQ/jFNsblCZQPeI0Z7J4g9IEqocSKKkRMzt106ZNHTt06FBRNZekVVBQwJ/+9Ce++CL8dphu3boxfPjwmMuH79+/n6eeeopp06axYUP4FuTevXszfvx4BgwYEFOMVW0pvPXWWznuuONimnPTpk3MmDGDuXPnhhXaSE9P55JLLuHFF1/k++8jbglOGSFb+j4A/kLFW/r6AEucc783s6dqLcDaE4+iERXZC6zF2wYS1NU5mpIiTXedc5cDN4Yc+ljJk4gkuUtCHj9uZj/GcrGZbXfOXYm3FQ2I686B70Iep37J33Bhr00JlNRUWnFx8QWk0DLtBx98QE5OTsm9PkFt27bluuuu49prr6VRo+g/sDczFixYwF133cXXX38ddq5Hjx6MGTOm2k1wK9pSOG7cOPr371/B1ZH9+OOPPProo8ycOZMfwXCN+QAAIABJREFUfghv4xO6pfD1119P+QQqyMz+6pxbTNVb+p50zl0IZKXATa9RSUDRiFDFwDd4NyKX/ZQhJZruOudOBB4KOfQdkO6cewE4ALwL5JvZlkjXi4jUtkDlvdAtLPMrGlsZM3s8PhGV85OQxyn3wXoVwl6bEiipMTMbSAokUMuWLWP69Onlyoe3aNGCIUOGMGLECFq0qGihIrKCggJycnL45JNPwo537tyZkSNHxlw+PLilcNKkSaxatSrs3JFHHsmoUaPiuqWwX79+TJgwgVNOOSWmOVNJNbb0/cbMvqqd6BIjgUUjgr4hUIWvgvNJ3XQ3cA/B3/HiDGoD3BTydSYwyjn3azN7oxbDExGpSG9KWxAV4zV4TQrOuYOAi0MORdOwNiUEqh4OCTm0SAmUxMP5X331VeMePXok7afN2dnZLFq0qFzFumuuuYZhw4bRqlWrmOb78MMPmTx5Mm+99VbY8TZt2nDDDTdUuwnuHXfcweeffx52vLpbCoPJ2J133smaNWvCzvXu3ZuRI0dy7rnnVnB13RKypW8J3pa+5hUM7QN8mMpb+mqhaEQh3taPg6sYl5RNdwM/COdS+mniPuAJvHsAHDAA+DXeylob4Dq8ve8iIn4L7XXyvZntqHBkLXLOtQf+Rml8+4F5/kUUP865ZsB9eO8PguYqgZJ4aNGsWbMM4FW/A6nIO++8U/K4YcOGXHbZZYwcOTLminUrVqxgypQp5SrWNWvWjKuuuqpa5cM/+OADcnNzeffdd8OOJ2JL4U9+8hOys7Nj3lJYV5jZ4yFb+o6vYFjKbumr7aIR0YSE13S3KbAmSZru3gZcGPL1TWZ2f8jXM51z/YAFePcGZNVmcCIilWgT8rg29to3cc5dUsG5NkBbvMTiQsI/mJxqZl8mOrg4uMg5F6kS70F4r+9YYBDe6wz6p5m9oARK4sI5l0kSJ1AAzjkyMzMZO3Yshx9+eEzXrl+/nnvuuafCJrijR4+mQ4fYbjepaEth8+bNufLKK5NiS2FdZGbLAlv67sGrZlSRVNzSV9tFI6LVCa/p7ko/m+4Gvk+F9jx5tEzyBICZve+cOwtIq6jJoojUDc65JngflJwPrMZ785+slVlDt6HURvncNngfOMbifmB8AmJJhEdjHP8CcDmU7qMUqalBhN8/4KtGjRrRsWNHNm707mE8++yzGTduXMxNcLdt28b999/Pww8/zN69pTsUg+XDx48fz6GHxnaryZo1a7j33nt54oknKC4uLVQWTMays7Np165dTHN+9NFHTJo0qdyWwtatWzNs2DCuueYamjRpUsHV9U9gVSnLOfc20W3pu9bMkno7gnO0w5+iEdFqhdd0d4UZtb6q55zrgVe+N1gZ6kPghorGm9nSMte3xqvmWBhoSikiKSywnfdivPtjQz9VvcY59yRwm5mt8iO2SmwLedzatyjKOwD8Cy/5/LffwSTAO8B9ZvZk8IASKImXIwoLC3t17tx5adVDE885x7PPPsvLL79Mv3796NevX0zXV1Wx7vbbb+eYY46Jac6tW7fywAMP8NBDD7Fv376S4w0aNODSSy/l5ptvplOnTjHNuXz5cu666y5eeumlsC2FzZs35/e//z3XXXcdLVsmakEi9cWwpe+pQM+zpNzSFygaEduyamyqKhoRrSZ4SdTXZmElYRMqsIf975S+4dgKXFzV36Vzrhtej5VfAIcEDu92zhUA95vZPxIUsogkiPP2r18C3EHkFfUGeDsQ/p9zbhYw2cy21mKIlQmNo7VzrmmCfyb9QMW9PvfibeteCXwUxf1YRXgfxgU/xIp1q3nojeXxajcxEdgT4fh+vC2S3+K9tnL38SqBkrgJbI9JigQKvPt9brihwg+YIwpWrLv77rvZvDn8/0vfvn0ZP348p512Wkxzfv/999x3333MmTOH3btLv88FtxTecsstHHHEETHNuXbtWqZOncqzzz5bbkvh//7v/zJixIiYV7E+//xzJk+eXLJqF4yxrgvZ0jcDuLaSob/Da7Q6OAm39O0DdlHxSlpNRFs0IlrpQM9abrr7EKVl7A8Al1f1ybJz7lq8fxNlk8amwHnAec65l4CrzawwvuGKSCI4584BJgMnRzG8KTAauC6QSE1Kgi29/6U0CUnHq8qXyGp3O83srnhMZGbmnPuR0m3msf68Cr2nIV5J4z3V/TtVAiVxEyhnfrffcVRHsGJdTk4O3377bdi5o48+mpEjR8ZcPnz37t3MmTOH++67r1xfpYyMDCZMmMAJJ1TUmiiyrVu3MnPmTB577LGwVay0tDQuvvhiRo8eTffu3WOac9WqVeTl5fH888+HbSls1aoVvXr1immuVBX4BO/3zrm3qHxL30mUNt5Nmi19ZuxzjqXAEcQv0YHYi0bEoqtzNAG+SWTTXefcCAJ71gNuM7N/VXHNZLyVp1ArgQ+AhsCZQDu8eybeds6dY2ZfIyJJyTnXH5iE9383oj59+vDll1+ya1e5mgIt8L4fXO2cy8Vbffal6rCZbXPOLQOCW2DOpRoJlHNuIqWNdP9qZp9XMjyevqc0geoS47Wh431fEVQCJfE0YN26dW27du3q+z/sWBQUFDBx4kSWLg1fPOvevTs33ngjl19+OWlp0TfUDq5iTZ06NWw1B7xv0OPGjWPAgAExxbhz507y8/PJz89n586dYefOO+88xo4dy9FHHx3TnBs3buSee+7hiSeeoKiodDW8QYMGDB48mFGjRsVcGCPVhWzpewY4roJhB+Ft6TsbGO7XD9KyAknIV87RGYgti46sJkUjotUWMCAhyYdzLoPwD3X+ifcmqrJrRhKePH0L3GBmC0PGNMK7Sfo2vK2TC5xzfc0sUjUnEfGJc+4YvG1a/48KWjuEtvWoaKt9QHtgOnCzc+5OYI6Z+VEUZz6lCdTVzrncWOJwznUAbg859Ld4BleFFUC3wOPjgedjuDb0JvZvKxxVS6J/VyhStfS0tLSf+x1EtBYvXsxFF13E4MGDw5KnTp06cccdd/DWW29xxRVXRJ08mRnz58/nrLPOIjs7Oyx56tmzJ/n5+SxYsCCm5KmoqIi5c+cyYMAApk6dGpY89e3bl+eee45HH300puRp586dzJo1i4yMDB577LGS5Mk5x6BBg3jjjTe4++67Y74fq64ws2XAKcDDVQz9PfCOc+4nVYyrVWYUAsupWYWmeBSNiMZ+YJNzHOtcQqoH3oS3YgTen8kQC71ZsAzn3GlAXsihT4DTQpMnADPbZ2YTKU20ehFe3U9EfOScO9Q5l4/3f/gSIiRPwZ/LCxcuLOmJ2LZtWyZMmMDbb7/NFVdcUVHvxe5APvCZc+4SV/t73e+j9B6gQ4FRMV5/WcjjLcCyeAQVpc9CHke9rcc5dxil27ABPopTPNWmBEribaDfAVTl448/ZsiQIVx00UUsXry45Hjr1q2ZMGEC77zzDkOHDqVhw4aVzBKuoKCA888/n6ysLL755puS4126dCEvL4/XXnuNQYMGRX1PUXFxMfPnz+fMM88kOzubTZs2lZw76qijyM/P5/nnn4/pfqzdu3cza9Ys+vXrR05OTlgylpGRwQsvvEB+fn7M92PVRWa228yuxes8/mMlQ0/Cq9L3m9qJLDpmbMe7H7G6q2PxKhoRzfN0w9syebRzYU0i4+FSvDcbO4FfV7bX3TnXEK+kbXBnxhrggirub5qK9xrAq+qoUpciPnLOtQ9swf0S70OuchlQND+Xu3btGs3P7qPwChD9t5JeSXFnZmuBB0IO/ck5F9WH1865Q/FWzoPmmlm8CjJE4/WQx6c65y6I8rrbKM1ZfsCriucrbeGTeLsA79+Vb71eKrJy5Ury8vLKNcFt2rQpV199dbWa4C5ZsoTJkyfz9ttvhx1v06YNN9xwA0OHDqVx48YVXB1ZRVsKu3XrxvDhw7nssssq+lQsokRsKawvAlv63sf7IVnZlr55zrmfATeaWbl9H34wY5dzfI53/1IsqzvxLhpRkbV4cQX/0wWb7jYHVsej6W7gjcGNzrm7zayqLR+XUrpd8QDwWzNbX8X8xc65V/GKj7TBu6H73cquEZH4c84dDGQDNwLNIo05+OCDuf7662P6uRxcpaqoVUjA8cDTzrl3gHFm9mb1XkVMbgHOCjx3Y+CfzrnxwL0VJUSBLc2PU/q9fTOQm/hQwyzE2w1wZODrJ51zw4AnzazcvbCB9hF3AleFHH7YzCr7YLNWKIGSeGtTWFjYv3PnzrXxDSQqhYWFTJ8+naeeeor9+0vzumDfpVGjRtGxY8eY5ly+fDlTp04tl4wFm+BWJxl7//33yc3N5b333gs73rZtW6677jquvfZaGjWKvuqnmbFgwQImT54ctioG0KNHD8aMGUNmZma9qLRXE2a21Dl3CjATGFrJ0N8DJweq9K2snegqZ8Z+51iGV4I7mn/kiSwaEeo7vNWxbhHOdQAax7PpbhTJE4T/3T5qZgVRTh/6g/xwQhIo51y6ekaJJI5zrjnwB2AsFfRFCv5cHj58eLXbevTp04enn36agoICJk2axMcffxxpWH/gP4EPVbLNLGHbzMxst3PuF8CLwNF4SdRU4Cbn3D/x+txtwUsmewI/B0I/Kd0FXBapPHcimdk+59yVeCtRjfH6A84F7nTO/Rvvfti9eB+snQCcQ3j1vWV497T5TgmUxJ2ZZQK+J1Dbt29n1qxZzJ49mz17Ssv8B8uHjxs3jsMOOyymOdetW8eMGTN48skny5UPHzx4MGPGjKF9+9h2IS1dupR77rmH+fPnhx1v1aoVQ4cOJSsrixYtWlRwdWQFBQXceeedfPrpp2HHu3Tpwk033cSll15Kgwb67x+tQJW+a4P9f6jgE0680rjBxruxdm9PiMBKzmrn2I23X76ijLk2ikaA13NjQxXPU6tNd51zTYHQ/bB5FY2NILRUZcnqY6BJ55vOubExJGMiEoXAltur8N5Md440pmnTplx++eXVautRkYyMDDIyMircKRJwDvCBc+7vwPhEtb0ws1XOuQHAI5TeT9QdL6GszFfAlWb2dhXjEsLMFgWSv6fxvtcDHAZcU8WlHwG/jKLfVK3QOyiJu0A/qGw/YygqKuLUU08t1wT33HPPZezYsTGX5960aRMzZsxg7ty5YRXr0tPTueSSSxg9ejRdusRWkXPlypXMmDGD5557Lqx8eHBL4R/+8AdatWpVyQzlffjhh0yaNCmuWwqlVIpv6dsUSKJ6UFpYIai2ikYcwPuE8SdUfQ9ubTbdbU9pU8cVZrY8mouccx3xttEEhZYCPhvvE+l/O+fGmNmMeAQqUp8FPpi4GK+aZsQCPjXZXRKtjIwMXnnlFRYuXEhubi6rV68uOyQNr3jFRc65R4A/VbUluDoCDX5/4Zz7KXAz3vedij7g+xx4EHjI74bwZvYv51wvYALe9um2lQz/L6Vx1+b9WpVSAiWJ0Gvt2rU9unXr5luz0eLi4rDk6ZRTTmH8+PGccsopMc2zY8cO7r//fh566KGw3hDOOS688EKys7Pp2TO23U4bNmxg2rRpcd1SuGLFCqZMmVJuS2GzZs246qqrqrWlUCILbOk7He8m3t9WMjS4pe83ydIjyIwfQu6LCu11VVtFI74GuhLeUb4yfjTd3RDD2NsofS2r8W5cDwp+mtoQrxiJEiiRGgg0wZ0CnFjBeTIzMxk7diyHH354wuNJS0tj0KBBnH/++cybN48pU6aEFXwKaIj3s+AK59zDQI6ZlRtUU2b2OvB6oJBNH7wt2+3xVvw3Ax+Z2cZKpig7V8L39gcK9Pwh0KuvJ95WxDZ4ucnmwK+VZhbL9+RonjMur00JlCREenr6QJLoDcO0adNiqi63Z8+ekia427dvDzs3YMAAxo8fT+/evWOKoaothdX5pl/VlsLRo0fXu15OtcHMduL9QPwXVW/p+8g5N9TMnqm1ACsRaLq7DK/pbhtqv2hEbMuqnkQ33V2D1+CxFVH20Ap84ntdyKHpwRLpzrm2wK9Czk2JU5wi9U5gm1oukFHRmIyMDG699VaOO66ijQGJ07BhQ6644gp+/etf88gjj3DvvfeyY0e5XWbNgOHAVc65vwC5idiKZmZ7qEZjXT8F7hNdRu2WU68xJVCSKEmVQEWruLiYhQsXcuedd7JmzZqwc6HN9mKxa9euCr+pZmRk8Mc//pHjjz/+/7N35+FRldcDx78nYV9EAUVAEQUVcKWIskXQgqIQqYrGKta2LumvaUVcIpJat6IYt4KijXtdqhFxKW4otdWwKlStCoiokS0gq8oiBHJ+f9w7YZLMTGaSmXtnJufzPD7C5M2dQyCZOfc97zkxXXPTpk089NBDPProo+zcubdTdUZGBiNGjGDChAkccsghMV3TxC6opG8aVYf8BdsHp0PTwyRJSZ8qe4AvRWiPU1bnZ9OIaLUDmouwTJW4fg1VVd2D178CuopIVqRzSyLSHShmbxnil8AjQUsupurOVFKchzMmlbjNe24Hfh5uzQknnMANN9xA//79vQssjBYtWpCXl8dFF10U8mapqzVOB71LReRuYLKb9JgUY3OgTKIM2bx5c13uNPsiMAT35JNPJjc3t0ry1K1btxrD9qIRGII7cOBAJk6cWCV56tOnD9OmTaO4uDim5Gnbtm1MnTqV/v37M3Xq1CrJU1ZWFm+//TZFRUWWPHlIVZfgNCD4Ry1LrwDmiEjSDNpSZYP7y0Ts6gTswCmLi0dNTQvgKBFi66oSnUL2zs16TERCHkwXkWOAd6FyZtUe4Dequj1oWXBHv/tUNenGOhiTrESkp4i8gNPRMmTy1KNHj8p5iMmQPAULzJT84IMPyMvLC9c9tz0wCfhCRK4QkUSePTUJYAmUSZTGO3fujG2rxiclJSWceeaZ5Obm8vXXe4+qdOzYkcLCQv7973/XaQju4MGDyc/PrzJ76Ygjjqj8oT9w4MCoYwwkYwMGDGDixIlVznf17duXl19+meLiYnr16hX1NU38qOpWVb0I56zL9ghLT8Ap6fNs6GJt3AYNi6n70N1I9uCcrzqM+L3eNMYZuhuftlouVf0c584wODtyC0XkYhFpASAiXUTkVmABe8v8FPi/4G5W7vm4wG7kJuCxUM8nIs1F5BoR2S+efw5jUpX7PVYEfIrTgKHGi263bt2YPHkys2bNIjs7u8Y1kkn79u0pKChg9uzZjBkzJtz8xi5AEfCpiJwnNlckZVgJn0mYioqKEcCLfscRTrjBePvuuy95eXlceumlNGvWLKZrlpSUcNttt/HZZ59Vebxz586MHTs25iG4gZLCiRMnsmJF1VE2PXr0YNy4cUn/ItKQuCV9C3FKtiKV9BW7df3XJUlJX2Dobnf2DraNh1ibRkQrAzjM3YmKy9BdAFWdLCJNgDuBTjhDJ58Ske3UPOe2B7haVR+p9njw7tND7nm5KkTkWJwdy6OA/xORc1T1f/H4MxiTakSkPXAtMBbnPGYNHTt2ZNy4cSk5guOggw6isLCQSy+9lHvvvbfGyBJXT5zXjQ9EZIKq/svbKE2sUutfoUkpIjIC541OIsuDYrZ8+XLuuuuuuHasW7RoEbfffjvz5lU9uxmYfB7rEFwg7JyJbt26ceWVV3LuueeSkWGbyMlGVRcHdem7MMwywTlQPMAdvOt7lz536O4XRD90tzb1aRoRrQNwmj/Erc25qt4lIh/htM0NlB1WT56+BH6vqrOCHxSR1sD57m9/Au6v9nEBrsJpwRxIKrsB43Bm2hjTYLjfL78HJhDmxk1gBEddbmgmmyOPPJKioiKuuOIKJk2aVGPciOtEYJaIzAHGq+rsUIuM/yyBMom0/7p1607s0KHDfL8DAVizZg1//etfw7YPr0vHui+++CLkHaX6TD4vKSnh9ttv55NPPqny+IEHHsjVV1/t+x24hQsXct999/n2/KlAVX8ELhKRmUTu0ncCzuDdy1TV993aGIbu1iYeTSOisQH4UYQjgBWqxOUwtqrOEpEjgVE4DXF6ALtxdtTeAF4KM4/kl1B5Puvp4LbBItIJeBIIVdocsszPmHTklsVejpM4hXzRDbyGpuMIjsAZ6JKSEiZOnMj//hdy83kgUCIis4BrVfWTUIuMfyyBMglVUVExEucgqK8KCwt566232LVrb7VURkYG5557Ltdeey0HHxxV5+JKq1atYsqUKWHbh+fn58c8+fzjjz/m9ttvj2tJYTwtXbqUSZMm8fbbb4dbYp2Eqgkq6ZsGhDug1ganS9/9JE9JX6Shu7X5CadpxJFxD6yq7UApznmlNkBrEb5SZUvEz4qSmyC9SGxlyIHZTxXAPYEHReQXOF36Aj8UdrP39Xex3WU2DYGINMbZab0Jp0S2hsBr6HXXXcf+++8faknayMrK4s033+S1117jzjvvrHIGO8hQnJts04EbVPUrb6M04VgCZRJtJPAnv4P45z//WeX3p512GuPHj6dHjx4xXWfjxo387W9/45FHHqmRjI0YMYI//elPMSdjiSgpjKcVK1Zw991389JLL1FREbYacxvwz3AfbMjckr5+OAeFfxlmWXBJ3/mq+o1nAYbhDt1dDBxB9AN2E9E0IpRyYBnO+apAiWBg6O4qVcoS+Nwhud35ApO6X1XVL0SkOU6nrSuDln4IvA9c4/6++hkqY9KKiGQA5+K0JO8eak3gNbSgoIAuXbp4Gp+fRITs7GxGjBgR9rwzzs/S84BfiMgTwM3uQFjjI0ugTKIdV1ZWdkjHjh2/9TsQcLbOCwoK6NevX0yft3XrVv7+978zefJktm7deyZcRBg6dCjjx4+nZ8+eMV2zrKyM++67L2xJ4TXXXEOHDvE4ilI369evZ/LkyTz99NOUl4eqVqr0Fk6JQUoNwfOSW9J3oYi8Re0lfR+JyKWqOt2zAMNQZaebRAWG7tbma5w7y/FuGlElLGA50BKo3mpcgINFaEHihu6Gc3nQr+8WkROAZ3ESUHCSy9uBW9m7K/8T8HSoi7nJ1+mq+kpiwjUm8URkKM6IgN5hPs7IkSO5/vrrYxp2n24yMjLIzs5m+PDhFBcXc9ddd7F+/frqyxrjjMO4SEQeACapalx23E3sLIEyCSciZ+K8afRM48aN2XfffdmyxfnZcvTRRzN+/HhOPfXUmK6zY8cOnn32WSZPnszGjRurfCwrK4sJEyZw3HHHxXTNzZs38+CDD9YYshe4A3fDDTfQtWvXmK4ZT9u2bePJJ59kypQpVdqlh7AAmKCq73oUWspzS/o+xRnCGm54bRtgWrKU9AUN3e3I3vbdoXjRNAJgBU4yEqlEsB3QTIQv4z10NxQRaQZc5P52LtAX501joHPMCuBiVX3fTaz6uI+/pKpVf7A41zsYmA70FZFngSuqzZkyJqmJyACcZiknh1uTlZVFQUEBxx57rHeBJbnGjRszZswYzj77bJ588knuv//+KjMkXS1xRi5cLiKFwP3288F7lkCZhFPVEXicQGVkZPD000/z0ksv0a9fP0aMGBFTx7ry8nKKi4u55557qsxxAujduzc33HADgwYNiimm7du388QTT4T8gZiVlcWNN97I0UcfHdM14ynwZw5z5yvYEpwa9hc1uObQREVVPxKRPjhd3i4IsyxQ0tff7dKXDCV9ZSLsJHR5npdNIzbitP+u7Ru6JdBLhOWq1GglHmfnAm3dXx8HDAj62HM4s6K+d38fvFNVo3xPRIbj7FwFrncRzo7lOfEM2JhEcEtZb8QpOQupT58+jB8/PqZZiA1Ny5YtycvL48ILLwx5w9XVFqdE+BoRuQf4q6omYp6fCUHs/U9iuXeR/xD82MyZMznmmGN8isgXOzIyMvbv0KHDtmg/QUSuBe4KfuzRRx/lzDPPjHtwwVSV1157jUmTJvHNN1Xfs3bv3p3rrruOkSNHRj1UF/YmJnfffTffffddlY/16dOHCRMm+DpJPdKsqWpWAn8BHlPVPZEWmuiIyK9w2p1HOmP0PZAUJX0Abnnc4ewt0/sJ59zTkST23NN2nOS9O7HtclXglPPV2OmJFxH5NzCk2sM/4OwgPhy0rhWwGqdl8zKgR+AmhNviPB+YiHOeK2AakKuqcWvVbky8uV0rbwNGE6Z755FHHsnVV19tswvrIFzJfzXf4pQJ22u0B2wHynih+Z49e35OkjcZKCkp4S9/+Quffvpplcc7derEVVddFXP78EBicscdd1BaWlrlY8nyQhJu1lQ1G4C7gcmqap324iiopO8FwhyuJvlK+oKH7rbE26YRnYi9RDAD6OYO3V0Rr6G7Ae4Q0Orb0XOBMSF2Dn/J3nk3jwYlT/vgDO0dFbR2M/A7VX2hjnEdDeynqiV1+XxjouGWm/4J+C1h3lMedNBBXHnllTEPkjd7dezYkcLCQnJzc5k8eXK4pk6H4DQrGisiN2NVIgllUziNJ9yhuknpv//9L+effz45OTlVkqf99tuPgoIC5syZw5gxY2JKnkpKSjjttNPIzc2tkjwFJpLPmjXL1+SppKSEM844g5ycnEjJ01bgTqCbqt5pyVNiqOpHwM+A5yMsC5T0zRaRQyOs84Qqu4EvgKU4nfD8ahoRiw7AESLE9R2cqm7AaTW8Dqc9+Z3AkDBll1e4/98F/B0q79zPo2ry9C5wbD2Sp9Y4O1fvisj1dbmGMZGISDsRmYRzY+MKQiRP7du3p6CggNmzZzNmzBhLnuKgW7duTJkypbb3EL1wbsrNFZFTvIuuYbEdKOOVbOB3EN+7v/Xx5Zdfcvfdd8e1ffjChQu5/fbbmT+/6uirdu3a8bvf/Y7LL7+cJk2ahPnsxAs3a6qaXTgDP/8cPAjUJI7bpe+XIvImkUv6+gIfisglqvq6ZwGG4O7kbBNhE07ziLoO3a1NNE0jotUGOMptLrEjDtcDQFXfE5ETgU6qGnLunYj8DKfLIsArqvqdiIwGHsf5+oFzjmwCcF9d7xy7LaOfxRn+C3CbiLxqXTJNPLiWVrgtAAAgAElEQVRlqHnADYTZDU6W2YXprEePHhQVFXH55Zdzxx13MG/evFDL+uHcRJkFjFfVRd5Gmd4sgTJe6VhWVta7Y8eO//U7kDVr1vDXv/417BDca6+9lgMOCDkcPaylS5dy3333MWPGjCqPt2rViksuuYSxY8fSqlWruMRfF+FmTVVTgdP56/pkaFrQEEVZ0tcOmOGW9F3rDnz1jTt09yeceOP9mhJoGtGL+FVMNMNpLhG3obsAqroCJ9kLJ7h5xONuic2f2Zt4LgYuUtWP6xnKn3BuWAWMs+TJ1JeINAF+jdOGP+R8jWSZXdiQnHDCCUyfPp2SkhJuu+02Pvvss1DLhuLceHsRuFFVv/A2yvRkCZTxjIhkA74lUJs2beKhhx7i0UcfZefOvY1qAu3DJ0yYwCGHHBLTNVeuXMn999/PP/7xjyr1yM2bN+fCCy/kqquuol27dnH7M8QqyoOnALOAa1T1fx6FZsJwu/T9DKdDW06YZYGSvn5ul75Sr+ILRZUf3HNRsQzdrc12oBSnYUW8b2N7OnTXvWt/ofvbzTjNIgIzFRS4Dyiob5ms28HvpqCHnlHVqfW5pmnYRKQRzr/dm4GQ5cP1uflo4iMrK4uZM2eGbYKF85pxHnCuiNiN0jiwBMp4xm1nfovXzxtprlFWVhY33XQTvXr1iumaa9euZerUqTz11FNVhswmyxDccLOmQpiDs7UfsabPeMst6btARN4gcknficBCEfmVqr7hWYAh1GHobiSBphGdSdxcKQE6iPAdUBHv5hLVBDeP2I+9ydNa4Leq+mZ9n0BEDsEZyhvYqfsfkFvf65qGye0KORqn8+oRodbU5+ajiT8RqTKMN9QYFpyfD+cBo0TkSaxUv84sgfJBA26KcsLKlSs7HXzwwWu8eLJIc4369u3LhAkTOOmkk2K65pYtW5g6dWqNxCQwTX38+PEceqh/Z/wjzZqq5kOcIbizPArN1IFb0vcZzuDdSCV9ryVDSV8MQ3cjXob4NI2oTQXwJU5Cc4B7LipRX7vLQzw2Hac9eb3bq7uDfKcD7d2HNgPn2HBNUxciMhSnGcrPwq3Jysri5ptvpmfPnt4FZqISGMZ77rnn8uyzzzJlyhQ2bNhQfVkTnOYfF4nIA8AdQbPqTBSsC58PLr30Up555pkq528aCMnMzDzDiycqLy+nf//+5OfnV0mejj32WJ577jleffXVmJKn7du3M2XKFPr168fUqVOrJE+nnHIKM2fOpKioyLfkqby8nGeeeYYBAwYwceLESMnTF8D5wEmWPKUGVf0v0AcniQonuEtfVw/Cisgti1uOk6TEKtA0oltcg6rpW5yv26FAK5zmEi3j/STunfz32dtA5wfgElUdHY/kyVWE828EnK/5GFX9Kk7XNg2EiPQTkXeBdwiTPGVlZfHGG29QXFxsyVOSa968OZdddhnz5s2joKCA1q1bh1rWErge+EpErheReJVgpz1LoBKvxjvZ1atXk5+fz7Bhw3j77bf9iMk3IjLSi+epqKhgzZq9G12HHXYYRUVFvPnmmwwePDjq65SXl/Pkk08yYMAAJk2aVCUx6dOnD9OnT+fZZ5/l6KOPjmv80aqoqGDGjBkMHjyY/Pz8GoN6g6zCKec5WlWn2WyI1KKqP6jqBTh/h5EmzZ+Ic1g4sROno6DKJpzBt7HMrQo0jehOYl+f1gJb3OcJNHFoAvQUqdzFiQt1XAtcAMwEjlPVp+J1fRHJA34V9NCtfpdzmtQiIkeJyAs47fRDtr3u3bs3L7zwAsXFxRx//PHeBmjqpWXLluTl5TFv3jzy8vJo2jTk1Il2wCRgmYhc4Z59MxGIvY9KLBHphvNDaf9wa/r06cOECRPo37+/d4H5Z9vOnTvbd+3aNeLBHBG5Frgr+LFHH32UM8+M7n3hzp07q+wGzZ49m8MOOyzqICsqKnjllVe46667+Pbbb6t8rEePHowfP57TTjst6uslQklJCbfccguLFy+OtGwTUAhMUdW4tW02/nEbTLxA5B0aBXwv6QMQoRFOI4iQtz+DbMfpRHc4iTv3BPAjzk7skRFiWqfKt2E+ljREpB/wHk7yB/AaMEpV67LzZxoYd7f6BuBSCD0f7fDDD+faa69l5MiROJupJtUFOhHX0lyqFLgDZ+C3/TwJwXagEswtozgKeIAwd2IXLVrEueeey5gxY8K1oEwnLZs2bTrE7yAiKSkpYfjw4fzhD3+okjx16tSJwsJC3nnnHV+Tp4ULF3LOOeeQk5MTKXnaRtUhuJY8pQm3pC+QRIWTNCV97tDdpcD6CMu8aBoBzs/g5UAXIid0HUQ4Mt5Dd+NJRDoAL7I3eSoFfm1vdkxtRKSziEzG+b68ghDJU+fOnSksLOTdd98lOzvbkqc0EngvU8vfbVec0uBPROQ8TwNMEZZAeUBV16vqH3HurD6MU99fw7vvvsvpp59Obm5uqBaUaUNERvgdQyiLFi1i9OjR5OTkVElk27ZtS0FBAXPmzPF1mvrSpUvJzc3lrLPOqjGoN0g5zr+x7qo6XlXjNufGJA+3pC8Hp6QvUolcoKTPk7OH4aiiqnyD8ya/etmDAl/hXdOINkA0vZYDQ3eTbhKoiDTGSaA7uw9tx9l52lhtXSMR6SYip4vIOWLvghs0EWkrIpNwvg+uBGrUcrVr1y4pXu9M4nXv3p2ioiJef/11hg0bFm7Z0cALIjJXRKI//9AAWAmfD0SkF85MhdHsrb+vIlnaYSfIio4dO0bseeplCd+yZcu45557agzBbdmyJb/+9a+58sorwx2+9ES4WVPVBIbg3mCHxxsWEQk0mEiVkr7WODeTAjX23+KcFe1FmDKiOPkG2AH0JMzP3TB2A8tVa55n9YuI3AdcFfTQbcACnK9rN5yzXd2BQ4DGQeumA79x2+SbBkJEWgJ/AMYD+4ZakyxD341/PvjgA+644w4WLFgQadlc4GZVfcejsJKWJVA+cuvXbyfMoU1InoGs8ZaRkXFMhw4dwtYrepFArV69msmTJ/Pcc89V6YgYSF6vu+469t8/7NG1hAs3ayqEWcB1qvqxR6GZJCMi++AM3j2/lqXvAxeq6urERxWeCE1xZstsx0mgehH/YbnB1gJlOOXUTWpZG4qCN0N3ayMivwT+UY9LLMNpcf55nEIySUpEmgK/AwoIcw67RYsWXHrppfz+97+nTZtEVs+aVKCqvPXWW9x5550sW7Ys0tK3VfV0r+JKRpZAJYFoZi6k4d2hCR07drwj3AcTmUBt2rSJhx56iEceeYRdu/ZWPwWGAhYUFNClS5eY/jDxFG7WVAhzcXac3vcoNJPkROQKnJ2mSEnCBuBX8RjeWh/u+SIlOZpGRGsj8I1qndqz15uIHIPTlChSu/VdOHGuAb7GSRyr//pbVW1wczQaChHJBC4BbsI571dDYFbQ2LFjOeCAaCpaTUOyZ88epk+fzq233sqmTZvCLeugqmFb/6Y7a1OYBFR1loicgFPSNxHnDUUVW7duZerUqTz//PP87ne/4/LLL6dJk7rcSE0aI3A6vHhm27ZtPPnkk0yZMoUff6xawZIMQwF37NjB448/Hs0Q3M9wWhVP8yg0kyJU9WERWYRzPiZc28n2wOt+D951h+4iwlYSl0BF2zQiWu2ApgkeuhuSiOwLvMTe5GktTunmCqAvTpt0gHxVnexlbCY5uGfczsUp6ewRak1GRgbnnHMO1157ra83Ck1yW758OTNnzmTz5s0AZGZmhppdGrIfekNhTSSShDsrZBpOiUkuzl3CGjZu3MjEiRMZNGhQqg/j7VdWVhbXeSuRPP744/Tt25eJEydWSZ6SYShgDENwS3H+bRxnyZMJR1UXAb2BSP9GAl36ZolIJ08CC0OV1ThNJOK9qxNoGrEv0TWNiFbChu6G474xfhznXBM4zWLOV9WrVPVenDlvAZG6HZo0JSKnAR/gfN+HTJ5OP/10Zs2axZQpUyx5MiGtXLmSsWPHMnToUN58801EhOzsbCZMmBBqedge6A2BJVBJRlXLVfVhnF2o8cDmUOtWrVpFfn4+Q4cOrdH8IEVkAp51Bnv88cfZsmVvQ7rjjz+e4uJiX4cCqmqVIbjr1q0Lt3Q9zr+FHqr6sLUpNrVxu/SdT+1d+k7GaVM73JvIQlNlI84MqEhDgmP1LU6i2DWO1wxIyNDdCG4Ezg76/ThVLQn6fXD3QkugGhAROUlE/oUzpPmEUGv69u3LSy+9xBNPPEGPHiFzK9PAbdq0iYkTJ3LyySczbdo09uzZQ1ZWFu+88w5FRUVpdQY/XiyBSlKqul1V78TpqHQLTh1/DV988QW5ublkZ2czb948T2OsL1Ud6fVzduvWrbJtZ1ZWltdPX6mkpKSyZX1paWm4ZZtxEqeu7iyneL65NA2AezNmIM75l3DaA2+IyGS3PbYvVNkOfE6Yn3UxWgtswdmxSVTr7gzgIJE6NaWImogMA/4c9NCzqjq12rLgBGpDIuMxyUFEeonICzhn4k4NtaZnz54UFRXx6quv0q9fP28DNClh27ZtTJ06lf79+zN16lR27txJVlYWb775pq+VOanAEqgkp6qbVfVmnETqTsLcoQ0M483JyeHzz1OjuZKIDF+8eHFC3nw0atSIFi1aVP6+U6dO3HvvvfznP//xdShguFlT1Wyn6hDc7d5FaNKNqi4k+pK+d/ws6Yty6G5ttuKUtHWnbh33oqU4rdEPT/DQ3f3Y+3P/Y5zBp9UdGPTrjSE+btKEiHQRkSLgf8B5hLhBEJjvM2vWLLKzsz2P0SS/HTt28Oijj9K/f//Kow0/+9nPeOGFFyguLua4447zO8SkZ00kUoSqrgfGi8hDwATgUkLMTAnsbIwYMYIbbriBrl27ehxpTPZp167dIODdeF84MzOThx56iOnTp3PCCSdw8cUX07Spf+cdw82aqqYceAK4RVVDnoEzpi5U9QcRyQHmAIWETywGAx+LyK9U9S3PAgyi6iQmImzDmWMUy92OXTjnnuLVNCKSUpzdu8BZqKNEWKZKxNaZsVLVF0RkKfAYcEGYGyrBSa+V8KUhEdkfuAZn/lfIF7NOnTpx1VVXccEFF9Cokb29MzWVl5dTXFzMPffcU3ls4IgjjuCaa65h5MiRvt1cTkX2HZZiVPVbIFdEpuC0KD2v+pqKigpmzJjBW2+9lfTDeCsqKkaQgAQKYNiwYZGma3si3KypahR4EShQ1S+9i840JOrMrJgsInNwureF69K3P05JXyHOv0lfOtWo8p0IO3F236N5rQo0jWhDfJtGhPIdTkzBBwOaAb1E4j90V1X/h9NprwYRacbeLobbVHVHPJ/b+EtE9gPGAlcT5qZA27Zt+b//+z8uu+wyX28UmuRVUVHB66+/zh133FF5bKBz586MHTuWX/7yl2RmJnKGeXqyEr4Upaqfu4fEBwDvhVoT6O42cODA2rq7+WmU3wEkQuBA5sCBA2vrljgLOEFVz7fkyXjBLen7GU7SHo4A1wP/8rmk73uc5hLRJAWBphGH1rawnrbinE88KMTHGgFHilQ5k5RoHdm7S2e7T2lCRFqIyPU4HSpvIkTy1LJlS/Ly8pg3bx55eXmWPJmQSkpKGD58eOWZ63bt2lFQUMCcOXMYM2aMJU91ZAlUilPVeao6BBiGUx9fw/bt25k6dSr9+vVj6tSptQ1n9Vq31atXH+F3EPFS/UBm8KDeauYDp6jqMFX9r4chGoOqfg+cj1MOFKlLX6Ckz7eJ825J3GLCdCR1edE0Apwy25U4u2LhnkeAg0U4VCShsQRYB740IiKN3YHYy4FJOGfgqggMwZ03bx4FBQW0bp3oalWTihYuXFh5Nv6zzz6jTZs2XHPNNZUJd4rPEvWdJVBpQlVnAX1w3hR9FWrNli1bmDhxIgMGDOCZZ55h9+7kaOGfmZmZ8qdcA7t9wQcyw1iM83c0QFX/41mAxlTjzp6bjNOl75sIS/cH3hSRSSLiy61KVfao8iWwOsSHvWwa8TXOuaxoSgr3B3qIkOjOhtaBLw2ISIaInIfzGlEENXcxGzduzOjRo5k9ezaFhYW0b+/ZKEWTQpYuXUpubi5nnXUW8+bNo3nz5uTl5TF//nyuueYaWrVq5XeIacESqDSiqhXugNWeOPNf1oZat3btWvLz8znllFOYNm0aFRX+jhVS1RG+BlAPu3fvZtq0aQwaNIj8/Hw2bAj7/mUFzt/Jsao6zT2PYozvgrr0RVPS5+vgXXfo7nL2Dt31o2lEi1rWBWtN4ofuNgv6tXXgS0Eiko+TnL/A3mHJlTIyMvjFL37Be++9x5QpUzj44IM9j9Ekv+XLl5Obm8vPf/5zZsyYUblTOXfuXAoKCmjTpk3tFzFRswQqDQUN4+2OM0doS6h1X331FWPHjmXYsGF+D+PNKi0t3dfPAGIVGII7ZMgQxo4dy8qVK8Mt3YDzd3CEOwTXlwP5xkQSQ0nfEPwv6duEc5f+J/xtGhGtwNDdhEyiVNVncW7OlOPEaVKIiHyOM7bikFAfHzp0KG+//TYPPvhgsnfVNT5ZvXo1V199NaeeeiozZsxARMjOzua9996jsLAwaZuIpTpLoNKYqm4LGsZ7J2EOYi9ZsoTc3FxGjRrFggULPI3R1ahJkya+vSGLVUlJCWeccQa5ubl8/XXY+aRbqTrLyYbgmqQWVNI3iOQv6dsOfIpTVudn04hoZQDdREjI1oF7w2woziBikyJEpAPQK9TH2rZty8svv8xTTz1Fr14hl5gGbuPGjdx0000MHDiQ559/nt27d5OVlcXMmTMpKiqyhDvBLIFqAFR1k6qOB44AHgZCHn768MMPOfvss8nJyWHJkiWexigiIz19wjr46KOPOP/888nJyeF///tfuGW7cL7G3VR1vKomZetDY8JR1Q9xSvqmR1gWXNLnZce5Su68qB0k9txPNE0jYtFRhCMSMXRXVd9X1cfjfV3jj02bNnHDDTfw9ttv+x2KSTI//vgjd999N/379+eRRx5h165d9O3bl5dffpni4mKOOuoov0NsECyBakBUdZWq5gJHA9Nw7t7WUFJSwrBhw8jNzeXbb7/1KrwzSdK5ZF9++SW5ubmMHDmS2bNnh1tWgfM1PVJVc1XVSmlMynJL+s4jupK+T0TkNC/iqk4VVeUbnPNJ8T5XGGvTiGjtizMvynpOm4j/ZpcuXcqvf/1rsrOzmTt3rlcxmST1008/8be//Y3+/ftz7733snXrVo4//nj+/ve/8+qrr3LSSSf5HWKDYglUA6SqX7gzpE4CXgu1JjCM9+STTyY/P5/16xPeHbdtWVlZv0Q/SSzWrFlDfn5+ZV1xmL4PipM49XRnOZV6GqQxCRJjSd9bPpf0fQcsI8zueh2V4px5iqVpRLSa4zSX2CcB1zZpZtGiRYwePZqcnBw++eQTv8MxHgu8HxsyZAi33normzZtonv37hQVFfH6668zbNgwv0NskCyBasBU9UNVzQaygJBbK9Xbcyd4GG9SdOPbvHlzLENw+7qJ0zIPQzTGM25JX1/g9QjLAiV97/hY0hfL0N3afAdk4nTdS5RGwD4J7tBnUs89QMjZgIHzt36U2RvvBZpVnXzyyeTm5rJixQo6depEYWEh7777LtnZ2Yh4MWrOhGIJlEFVZ6tqFs4w3pCHewLDeAMDYnfuTEhPBF/PQVUfghvhz/gBMNQdgrvIwxCN8YWqbgSycUr6yiMsPQWnS59fJX3RDN2tTaBpRKJ7RX8PbMfZifJq6K5JfouBE3C6Yn4ZaoFPZfbGQyUlJQwfPryyWVXbtm0pKChgzpw5jBkzhkaNkvLEQ4NiCZSp5A7j7Y3zgztkyU713Zk4D+M9et26dYnuqFVDYJdtwIABte2yLcX52vRT1X95F6Ex/qtW0lcaYekBwBsicrMfJX2q7MGZFVVWh0+Pd9OIcHbiDAUO/LzbH6fVeaKH7pokl5mZKe732jTgKOASQny/VS+z/+47O3abDhYtWsR5551HTk4On376KS1btiQvL4958+aRl5dH06Z2dDJZWAJlqggaxtsDZ7bIulDrojwfFLM9e/Z4tgsVwzmvlThfi2NsCK5p6FT1A5w75G9EWJYJ3IRPJX1uc4mVwFfsHbpb66fhNI3oQmIb2uzBietQqNKNrxWJH7prklzv3r0r2+W7Mx2fAo4kzOtxDDcATRL74osvyM3NJTs7mzlz5lQOwZ03bx4FBQW0bp3oOeEmVpZAmZBUdVe1YbwhfyoHJl/X0qEuaiLiyTmoKEsgNlJ1CG5ct9uMSVVuSd9Ioi/p8+WUsyobcUqiInUSDCjFaRqR6ATmG6ATTiOJ6hI6dNckv969ex9X/bFoXo8DZfb9+vVj6tSp/PTTTx5Ea+pr1apV5OfnM3ToUGbMmFGZOC1YsIDCwkLat0/kMUxTH5ZAmYhUdWu1YbwhfypHOSMpGkM2bNiQsFstUc662kbVIbj2SmRMNTGW9L3plvR5/prjDt1djHO2KZzvcHadEv1uZQ1OV799I6xJ6NBdk9w6d+5cI4EKiOb1eMuWLUycOJEBAwbw6KOPsmtXNPcOjNfWrl3LjTfeyKBBg3jmmWeoqKggOzub//znPxQWFnLggQf6HaKphSVQJiqquqHaMN6QrekCXYICBx/roGl5efnQeoQa0pIlS8jNzWXUqFEsWLAg3LLqQ3C/j3ccxqQbt6SvL9GV9M0SEc/fGaiyC1hC6KG7gaYRB4X4WDwFmkZ0inJ9wobumuTVunXrQ9evXx/xeyTE63GN6oi1a9fy5z//maysrNq6yRoPBSe4jz32GLt27SIrK4uZM2dSVFTEoYd6fgzc1JElUCYmqrrSHcZ7DGGG8QZabw4ZMoQrr7ySlStXxvQcIhK3c1BfffUVubm5ldvjYQSG4PZ0h+CGPPdljAlNVTcQfUnfJ36U9Lnnor6m6tBdv5pGRGtfnJI+OzneQIiIlJeXnxnN2mhej1euXFmlRMz4I1SJZZ8+fZg+fTrFxcUcffTRfodoYmQJlKkTVV3iDuPtD7wbas3u3bt58cUXGTRoEPn5+WzYEOrmb8hrj2zUqFG93syUlZWRn5/PKaecUluTi1lAb3eWU522zIwxKVXSFxi6W453TSO+pmbTiGi1wIbuNiix3kRU1aXu6/FxOIlUDdWbFBhvhGry0aNHD4qKipgxYwb9+/f3O0RTR5ZAmXpR1QWq+nOcGVIhZyJVH8b7448/1nbZA84555w6ldMEtsejaLM+BzjZneVUr0Nbxpi9gkr63oywLLhLnx8lfd8DnwD74E3TiI6EbhoRrUbAkSL4MqTYeO600tLSZrF+kqp+6iZSg4D3Q62p3ibbJEaoNvMHH3wwhYWFzJo1i+zsbL9DNPVkCZSJC3eGVF+cOUnLQq2pPqg20uHWM844o2cszx9DB6JPgfNVdZCqlsTyHMaY6LglfSOovaTvVJwufXE/91gbVSpwmjpsSeDTRNM0IloCHCxCVxu6m/ZaNm3adEhdP1lV56jqYJwbmx+HWlN9UKuJn+pdfjt27EhhYWHlENyMDHvrnQ7sb9HETbXhf7k4Nf81bNq0qcouUajDrccff3yvaJ4zsLs1cODA2mZgfIEzkPB4N0ZjTAIFlfQNJczPAlcH4C0/SvrcobtfAmsTcPlYm0ZE6wCgh0hCyw6Nz1S13meB3RubfXBubC4P8fEq55VXrFhR36ds0AJNtAJdfvfbbz8KCgoqE6dGjexbNp1YAmXiTlV3uzMrDsNJpEKOSF+9ejX5+fn8/Oc/r3G4tUOHDp06dgxfrRLYHh88eDD5+fmsWxe278NqN4ajVfUpVY12qKYxJg5U9X3geJK0pM9tLrGC2Ibu1mYnzu5TolpqtcY5F9UiQdc3PhORbOLQ2ERVK9ybhr1wXgvXVF8TOK+clZVV21B5E8J///vfyjEun3zyCS1atCAvL4958+aRl5dHs2YxV2OaFGAJlEmYEMP/Qh5+WrZsWeXh1rlz5wYelqFDQ1f1lJSUcPrpp5Obm0tpaWm4p9/kPufhNgTXGH/FWNK3UESyPAksiDt0dwnRDd2NJNA0oit1axoRrUwgU4T9Evgcxj9dVq1adUy8Lqaq5e7r8eE4r42bq68J1fDAhPfll19WvneZPXt25RDcefPmUVBQwD77WN+XdGYJlEk4Vf2x2vC/naHWLVq0iNGjR5OTk8Nnn31G9QRq0aJFZGdnk5OTw+effx7u6bYBfwEOc4fg7ojfn8QYU1fVSvpq3AUP0hn4t08lfdtwhu5uq8dl4tE0Itrn6QwcbkN301NmZmbcOw2o6nb39fgQnESqRpZU/bzyzp0hX7IbrED1zKmnnsqMGTMQEbKzsykpKaGwsJD999/f7xCNByyBMp5R1fXu8L8jqWUY7+mnn05xcXGVre+HHnqIRYtCNvoD5672wzg7TjfaEFxjkpNb0ncc8FaEZYGSvrdFpIMngbmChu5urMOnlxG/phGRrMTpIBi4xW1Dd9NQPM5BRbh29RubNTovbd68uXLoay1dbRuEjRs3Vjm/XVFRQXZ2Nu+//z5FRUV06dLF7xCNhyyBMp5T1W/d4X99gNfDrOGNN96I5s5XBfA0cKQ7BLcsvtEaY+LNLek7k9pL+n6OU9I3yJPAXKpUqPIVsIIQw0nD+B5n5yreTSOq24xTZlg9sbShu2lGRE5cv359Qs8EquqG2m5sBs9VnDZtGhUVDeso8datW2t0EM7KyuLNN9+kqKiIww47zO8QjQ8sgTK+UdVP3DtsJ+PMZQq1JtIlZgF9VPVXqvpNAkI0xiRIUEnfMCKX9B2EfyV9a3HGMoTcLQ+yE6dhTaKaRgT8hNMxMNzz2NDd9JJRXl5+hhdPpKor3Bubx+AM463x4vvVV18xduxYhg0bVqPxUzrasWMHU6dOpW/fvkycOJGtW7fSp08fpk2bRnFxMccee6zfIRofWQJlfKeqJao6CMjGmdNUmxJgoGHpT4MAACAASURBVDsEN+SMC2NMalDV93C69EUq6WuEfyV93wOfE6LEyVWB0zTiUBLbNGK3+zyHEfm1OzB019Ovk0kMEUlYGV8oqrrEHcbbD/hXqDVLliwhNzeXs846i/nz53sZnieqN9P4/vvvOeKIIygqKuKf//wnAwcO9DtEkwQsgTJJQ1Vfw3kjdTGh70h/DoxQ1ZNVdW6IjxtjUpCqrmdvSV+kgxZ+lfT9hPPzJ9TQ3a+BA/GmacRBEFWJngCH2NDdtHBaaWmp532wVfUDVR0KZAGzQ61ZuHAh55xzTmXjp1QXajzKQQcdRGFhIf/617/Izs5GxL6djMMSKJNU3JkVz+DczX0Sp0PQZuAO4FhVfcPH8IwxCRJDlz5fSvqChu4Gn7Msw0mcEt1KfBVVm0ZEKzB0t3H8QzIeadW0adPBfj25qs5W1SycUtv/hVpTUlLC8OHDaxstktSqj0dp164dBQUFzJ49mzFjxpCZaf1ZTFWWQJmk5M6Q+o2qtlHVtqo6wYbgGpP+gkr6ZkZYFijpm+llSZ87dHclztDdLThNIzon+Gk345yxquufMzB0t2X8QjJe8rqMLxRVnQX0Bs7H2XWtIobh9knlww8/rNxF+/zzz9l3330pKCjggw8+IC8vjyZNmvgdoklSlkAZY4xJKm5J3xk4c2oiNXAYilPS5+mhBHfo7pc4u2GJtIPITSOi1QRnJ8qG7qYgVT3L7xigskJkGtATyMX5t1lF8PmhG2+8kQ0bNngeZzQ+/vhjLrnkEkaNGsX8+fNp0aIFeXl5zJ8/n7y8PJo3T3RFrkl1lkAZY4xJOm5J3504SVKk8QQHAf/xoaRPgaXUb+huJLtxzj3V1jQiWpnY0N1U1WXdunXH+B1EgFsh8jDQHecmR42zgTt27OCxxx6rbMTw448/eh5nKMuXLyc3N5cRI0bwzjvv0LhxY8aMGcOcOXMoKChgn32sgaWJjiVQxhhjkpaq/gdn8G40JX2vikg7L+KCKkN3E3GbPZamEbHoKEJ3EXv9TyUVFRW+l/FVp6rbqg3j3VF9TfUZSlHMdkyINWvWkJ+fz6mnnsqMGTMQEbKzs3nvvfcoLCykQwdrWmliYz9AjTHGJLUYSvpGAh97WdLnDt39Gmfobryswjm7lKjb4W2BXiIJbbtu4khEsv2OIRxV3eQO4+2Kk0jVyJI2bdrExIkTGTRoEM888wx79tQ2Wi0+As87cOBAnnnmGXbv3k1WVhZvv/02RUVFdO3a1ZM4TPqxBMoYY0zSS4GSvrXAF9Q+dLc2gaYRB9Y7qMi2A21FaJ3g5zFxoKonfffdd0m9TaKq37mJ1JHAw4T4Xli9enWVnSDVGvN642Lbtm01dr5OPPFEXnnlFYqLi+nVq1dCntc0HJZAGWOMSRlBJX1vR1gWXNLX1ou4IKqhu7X5ifg0jajNVmA9zo5BDxu6mxIyKioqhvsdRDRU9VtVzcX5Pp0Was2XX35Jbm4uI0eOZPbskGOm6iTQxKJ///6VZ6969+7NCy+8wCuvvMKJJ54Yt+cyDZslUMYYY1KKW9I3nOQs6fsJWAx8H+On7sFpDx2vphHhlOOUG3bHGbhrQ3dThKombRlfKKr6uaqeD/QH/h1qzUcffcT555/PqFGjWLBgQZ2fK5A4nXTSSeTn57NhwwYOP/xwioqKeO211xg0yNPZ26YBsATKGGNMygkq6RtG5JK+g/G4pE+V3cCyWuKq7msS0zQimLrPcwjUGK5rQ3eT3+nLly9P5L+PhFDV+ap6Ks736qJQaz788EPOPvtscnJyWLx4cSzXZsaMGQwZMoT8/HzWrl1L586dKSws5N133yU7OxsRuy9g4s8SKGOMMSlLVf+NM3g3mpK+V7wq6as2dLe2IeCJbhoR8C1OA4lwQ3Vb4zSXsCE4yalVy5YtB/sdRF25w3j74gzjXRZqTUlJCaeddhq5ubmUlpZGvF5JSQnDhw8nNzeXb775hrZt21JQUMDs2bMZM2YMmZnWI8UkjiVQxhhjUpqqfgecCdxC5JK+bJySvgGeBEbl0N2lOKVzoXjVNGIDTrne/rWsa4qTRNnQ3SQkIknXzjwW7s5xYBjv+Tjt+quoqKhgxowZDB48mPz8fNatW1fl44sWLWL06NHk5OTw6aef0qpVK/Ly8pg3bx55eXk0bZpym3QmBVkCZYwxJuWp6h5VvZnoSvre87ikbytOc4nqQ3e9bBqxAegS5frA0N1OiQvJ1IWqnuV3DPGgqhVuItULuIYQs9QC55oGDRrEnXfeyYIFCxgzZgzZ2dnMnTuX5s2bc9lllzFv3jwKCgpo3doaShrvWAJljDEmbQSV9L0TYZkfJX3Vh+7uxtumEd0g5iYRB9nQ3aRzyLp16472O4h4UdWfVPVenH+ftwA/Vl+zbds2Jk+ezNlnn827775L48aNGTNmDHPnzuXWW2+lXTvPZmfXS3l5uW+DhE382Q9FY4wxacUt6TsD5w1ZpPNHnpb0BQ3dXYVTuuRn04hoBYbuWl1UkqioqEjpMr5QVPUHdwf5UJxhvDvCrf3zn/9MYWEhHTqkRvf9HTt28MADD3DcccfRs2dPSkpK/A7JxIElUMYYY9JOUEnfUJwyuXACJX3Xi0ftulRZg3PuKVwzh3iprWlEtFoAR4kkvMmFiU5KtTOPhapuDBrG+xjOTm0VZWWxNLf0T3l5OU8++SQDBgzg9ttvZ8uWLfz000+8/XakfjcmVVgCZYwxJm25JX3HUXtJ3yS8LenbTv2G7tYm2qYR0WoEHCkSt+uZuuu3bt26A/wOIpFUdaWqXgYcjXOzIfhj/gQVpYqKCl588UVOPvlkJkyYUKMJRrLHb6JjCZQxxpi0FkNJ31nARyLS35u4Kofu/hDnS28DNhJ904hoCXCoCIfY0F1fZajqcL+D8IKqfkGIc1HJaubMmQwdOpQrr7ySb7/9FgARoUuXeH8rGr9ZAmWMMSbtVevSF6mkrwvwvlclfe7Q3S+IbehuJOU4pXuHEXvTiGjth7MjZXyiqmlbxpeKPvzwQ8455xx+85vfsHTp0srHs7KyeOONN8jLy/MxOpMIlkAZY4xpMFT1XZwufbMiLAsu6Uv4PKSgobvf4DR+qPOlqH/TiGie4yvVsHOtjDeGL1++3Bp7+GzJkiXk5uYyatQo5s+fX/l47969eeGFFyguLua4447zMUKTKHYHyRhjTIOiqutEZDhwo/tfuJuJZ+F06btAVeclPi7Wi7ADOJy6JUDxahoRSalq6pRUpbFWLVq0yCLyjQCTIMuXL+euu+7itddeq3Km6fDDD+faa69l5MiReNSTxvjEEihjjDENjqruAW4WkfeBZ4EDwywNlPT9CSjUBJ8AV2WrCJ8DR+B0v4vWeuLbNCKU71RZn8DrmxiISDaWQHlqzZo1/PWvf+X5559n9+69DQI7d+7M2LFj+eUvf0lmZqaPERqvWAJljDGmwVLVd0XkBOA5ICvMskBJX38R+Y2qbk5sTOwSYTHOTJxopoQGmkYcmcCwtuLscJnkkQ2M9TuIhmDz5s08+OCDPProo1WG4bZr147f/e53XH755TRp0sTHCI3XLIEyxhjToKnqahE5hdpL+kbhlPTlqOr8MGviFBMVwFcibMeZVRVOOVCKs2OVqJqhcmC5ar3OZ5n4O3Tt2rW9DjzwwMV+B5Kutm3bxpNPPsn999/PDz/sbZbZqlUrLrnkEsaOHUurVq18jND4xRIoY4wxDV5QSV8JTklfhzBLAyV9N+JNSV+Zey6qG1C9NijQNKIriW0asVyVXQm6vqmHioqKbJxW+CaOysvLKS4u5q677mL9+r1Vq82bN+e3v/0tf/jDH2jTpo2PERq/WQJljDHGuFT1X0ElfYPCLGuMtyV9W9ySviOA4M5r1jSigRORkcCdfseRLnbv3s3LL7/M3XffzcqVKysfb9y4MTk5OVxzzTV06BDu3oppSKyNuTHGGBNEVVcBp1D74N1ROIN3+yU+JnYAn7N36O4GrGmEgf5lZWXt/Q4i1akqr7zyCoMHD2bs2LGVyVNGRgajR4+mpKSEwsJCS55MJUugjDHGmGpUdbc7ePc0YF2EpYcA/xGRhB/mDxq6uxIngeqSwKezphGpIRM4w+8gUt0tt9zC73//e7755pvKx04//XRmzZrFlClT6NIlkd9qJhVZAmWMMcaEoar/Ak4AZkdY1hT4q4i8nOjBu+7Q3TIgkS2/dgFfWtOI1KCqI/2OIdV9+OGHlb/u378/M2bM4IknnqBHjx4+RmWSmSVQxhhjTAQxlPT9Aqek76TEx8QGYClOh7y4XhqnaUS8r2sSRESGL1682Hpox8mtt95Knz59/A7DJDlLoIwxxphaBJX0nU7tJX3veVTS9yPOuahtcbxsqSpb43g9k3j7tGnTJtwMM2NMAlgCZYwxxkRJVWfhlPTNibAsuKRv38TGwy5gCc4g3fqyphEpKiMjw8r4jPGQJVDGGGNMDNySviFEV9L3caJL+lSpUOUrnOYSdWVNI1LbWX4HYExDYgmUMcYYE6Ogkr5RRN798bKkrwxYBuyJ8VPLcc49WdOI1HVYWVlZT7+DMKahsATKGGOMqSNVfQ04nuhK+l7yoKRvC05J385oPwWn496uxEVlvKCq2X7HYExDYQmUMcYYUw8xlPSdjdOl78TExsN2qg7djcSaRqQJEbFzUMZ4xBIoY4wxpp6qlfRtirC0K/B+okv6gobulkVYZk0j0suAsrKy9n4HYUxDYAmUMcYYEyfJVNLnDt1dCZRCjfNN1jQi/WQCw/0OwpiGwBIoY4wxJo5UdSXRl/R9ICLHJzYevqPq0F1rGpGmrIzPGG9YAmWMMcbEWVBJ3y+IXNJ3ODDPg5K+wNDdrTjJkzWNSEOqOnzx4sVN/I7DmHRnCZQxxhiTIKo6A6ekb26EZc1wSvqmJ7ikb5cqi91kyqSnNu3atRvkdxDGpDtLoIwxxpgEckv6BlN7Sd85wIJEl/SZ9FZRUWFlfMYkmCVQxhhjTILFUNJ3BB6U9Jm0dpbfARiT7iyBMsYYYzxSh5K+Nt5EZtJIt7Kysh5+B2FMOrMEyhhjjPFQUEnfndRsLx7sHJwufcd5EphJGyKS7XcMxqQzS6CMMcYYj7klfeOJrqRvvpX0mVioqp2DMiaBLIEyxhhjfKKq/wR6A/MiLAuU9L1oJX0mSgNXr17dzu8gjElXlkAZY4wxPlLVFcDJ1F7Sdy5W0meik5mRkTHc7yCMSVeWQBljjDE+q1bStznCUivpM1ERESvjMyZBLIEyxhhjkoRb0nc80ZX0PS0irbyJzKQaVT0DaOx3HMakI0ugjDHGmCQSQ0nfGGChiBzrSWAm1bRZu3btIL+DMCYdWQJljDHGJJmgkr6ziVzSdySwwEr6TCjWjc+YxLAEyhhjjElSqvoqTknf/AjLrKTPhDPK7wCMSUeWQBljjDFJzEr6TD10W7NmzZF+B2FMurEEyhhjjElyqlpuJX2mLjIyMqyMz5g4swTKGGOMSRFuSV9voivpe0pEWnoTmUlWqprtdwzGpBtLoIwxxpgUoqrfAkOAKbUsvRinpO+YhAdlktmg1atXt/M7CGPSiSVQxhhjTIpR1Z2qOpbaS/p6AB9YSV+Dlikip/kdhDHpxBIoY4wxJkWp6is4JX0LIiyzkr4GTkSsjM+YOLIEyhhjjElhbknfYKykz4R3JtDY7yCMSReWQBljjDEprlpJ35YIS3vgdOm73JvITJJos3bt2oF+B2FMurAEyhhjjEkTbknf8UQu6WsOPGwlfQ2Lqlo7c2PixBIoY4wxJo1YSZ8JRURG+R2DMenCEihjjDEmzQSV9J2DlfQZQFW7r169+gi/4zAmHVgCZYwxxqQpVX0Zp0vfBxGWWUlfA5GRkWFlfMbEgSVQxhhjTBpT1VLgZKIv6Ts64UEZv1g7c2PiwBIoY4wxJs3FWNL3gYhc5k1kxmODVqxYsZ/fQRiT6iyBMsYYYxoIt6TvRODjCMuaA49YSV9aatSoUaPT/Q7CmFRnCZQxxhjTgKjql0B/oivp+9BK+tKLiFgZnzH1ZAmUMcYY08Co6k9uSd+5RC7p64mV9KWbM4BGfgdhTCqzBMoYY4xpoFT1JeAkoi/pa+FNZCaB9isrKxvgdxDGpDJLoIwxxpgGTFWXEX1J30IROSrxUZlEUlUr4zOmHiyBMsYYYxq4aiV930dY2hOYLyIXeROZSQQRsXlQxtSDJVDGGGOMASpL+k4EPomwrBXwjJX0pbQeq1atOtzvIIxJVZZAGWOMMaaSW9LXj+i79FlJXwrKzMy0XShj6sgSKGOMMcZUEVTSN5rIJX29cEr6LvQmMhMvqmoJlDF1ZAmUMcYYY0JS1elEV9L3rJX0pRYRySotLd3X7ziMSUWWQBljjDEmLCvpS1uNmzRpcrrfQRiTiiyBMsYYY0xEQSV9FwNbIyztBcwTkV/G43lFJEdEtovIpfG4nqnKuvEZUzeWQBljjDEmKqr6DHAC8L8Iy1oD/4hTSd9wnEG+94nIIfW8lqnpTKCR30EYk2osgTLGGGNM1FT1C+Akoi/p61WPp+vs/r818JiISD2uZWpqW1ZW1t/vIIxJNZZAGWOMMSYmMZb0za9HSV+noF//3H0+E0dWxmdM7CyBMsYYY0ydJLKkz91t6lzt4XtF5IDYIzXhqGq23zEYk2osgTLGGGNMncVY0jdbRLpHeemeQPU22+2ieB4Tm56rVq063O8gjEkllkAZY4wxpl6CSvp+BWyLsLQ38F8RuSCKyw4N83iOiPwi1hhNeJmZmSP8jsGYVGIJlDHGGGPiQlWfxinp+zTCstbAc25JX/MI634e4WMPish+dYnR1GTnoIyJjSVQxhhjjIkbVV0KnEh0JX1zQpX0uclRpASqIzCpzkGaKlT15NLS0urlksaYMCyBMsYYY0xcBZX0XULdSvouB1rW8jSXi0i4Mj8Tm8bNmjU7ze8gjEkVlkAZY4wxJiFU9SliLOkTkUZAXhSXF+BhEakt0TJRUFUr4zMmSpZAGWOMMSZh3JK+k4BHall6MTAbuBroEuXlDwVuqnt0JsgIoJHfQRiTCiyBMsYYY0xCqeoOVb2C2kv6fkbsZ5vGicgJdQ7OBLQtKyvr53cQxqQCS6CMMcYY44koS/okxss2Ah4TkcZ1DswA1o0vEVSVb7/91u8wTJxZAmWMMcYYz8RQ0heLY4H8OF6vQVLVbL9jSCf//ve/GT58OA8++GDlY82aNfMxIhMvlkAZY4wxxlMxlPTF4kYR6RGnazVUvVatWlWjrbyJzcKFCzn33HO56KKL+PTTvZut/fv357LLLvMxMhMvdljQGGOMMb5Q1adEZD0wA8is5+WaAo+KyMmqWlH/6BqmzMzMEcBkv+NIRcuWLeOee+7htddeQ1UrH+/Rowfjxo0jO9s2+NKFJVDGGGOM8YWI9AMep/7JU8BA4PfAA3G6XkM0EkugYrJq1SqmTJnCc889x549eyofP/jgg/njH//IhRdeSEaGFX2lE0ugjDHGGOM5EbkY5xxU0zhf+nYR+aeqrojzdRuKwaWlpft27dp1i9+BJLuNGzfyt7/9jUceeYRdu3ZVPt6xY0fGjRvHBRdcQKNG9lY7HdnfqjHGGGM8IyJtgDuB3AQ9RWugCDgjQddPd42bNWs2DJjmdyDJasuWLTz22GMUFRWxdevWysf3228/fv/733PppZdas4g0ZwmUMcYYYxJORBoBvwFuBjol+OmGi8jFqvp0gp8nLanqSCyBqmH79u088cQT3H///fzwww+Vj7do0YLf/OY3/PGPf2SfffbxMULjFUugjDHGGJMwIrI/cDHwR6Crh099n4jMVNXvPHzOdDEC51zantoWNgTl5eUUFxdzzz33sG7dusrHGzduTE5ODtdddx3777+/jxEar1kCZYwxxpi4E5FWwDM4b8b9eL/RDpgCXODDc6e6dmvWrOnXqVOnOX4H4qeKigpef/117rjjDkpLSysfz8jIYMSIERQUFNClSxf/AjS+sQTKGGOMMYnQExjlcww5IvIPVf2nz3GkHBEZCTTYBKqkpIRbbrmFxYsXVz4mIgwdOpTx48fTs2dPH6OLnw0bNvDII4/www8/cO2119KuXTu/Q0oJlkAZY4wxJu5U9UMROQ84DzgdaONTKA+KyHuq+r1Pz5+qsoEb/A7Ca3PmzCE/P5+PPvqoyuOnnHIK48eP55hjjvEpsvj64YcfKCoq4uGHH2bbNmeWdcuWLfnTn/7kc2SpwRIoY4wxxiSEqr4IvCgimUB/nBlDZ+HsTnmlM1BI4rr+paujvvvuu24HHHDAV34H4qWbb765yu/79OnD9ddfz6BBg/wJKM5++uknnnjiCR544AE2b95c5WM//vijT1GlHkugjDHGGJNQqroHmO3+N15EDsPZ4RgJDAYaJziEy0VkmqrOSvDzpJXdu3efCdzvdxx+6NmzJ+PHj2fYsGF+hxIX5eXlvPLKK9x9992sXLnS73BSno1FNsYYY4ynVPVrVZ2sqsOAA4HzgaeBRA1vFeBhEWmZoOunJRHJ9jsGL+y7776Vv+7atStTp07lnXfeSYvkqaKigldeeYUhQ4YwduzYyuQpIyOD0aNHM27cOJ8jTE22A2WMMcYY36jqJpyZQ9OqlfqNAnrE8akOBW4C8uN4zXQ3eMOGDa3bt2+f1rVdEydO5LHHHqNXr16MHj2axo0TvSHqjZKSEv7yl7/w6aefVnk8KyuLP//5zxx11FEUFxf7FF1qswTKGGOMMUnBg1K/q0XkBVVdWM/rNBRNysvLTwOm+x1IInXt2pXbbrvN7zDiZtGiRdxxxx3MnTu3yuN9+/blhhtuoF+/fj5Flj4sgTLGGGNMUlLVr4HJwGQRaQecipNQnUXduvplAo+JyAmqWh6/SNNaNmmeQKWLL774gnvvvZcZM2ZUebxnz55cddVVZGc3iIpMT1gCZYwxxpikp6obiU+p37E4ZXwT4x5kejoTJ/Hc43cgJrSVK1dy//3389xzz7Fnz96/pu7du3PdddcxcuRIRMTHCNOPJVDGGGOMSSlxKPW7UUReVtXFtawzsP+aNWtO6tSp09zalxovlZWVcd999/H888+ze/fuysc7derEVVddxQUXXECjRvZWPxHsq2qMMcaYlFat1K89zq5JNnAasE+IT2mK05XvZFWt8C7S1CQiIwFLoJLEpk2beOCBB3jiiSfYuXNn5ePt27fnyiuv5Fe/+hVNmjTxMcL0ZwmUMcYYY9KGqm4AngKeEpEmODtSgd2pQ4OWDgRygOc8DzL1ZAMT/A6iodu6dSsPP/wwRUVFVYbe7rPPPuTm5nLFFVfQsmX0nfoXLlzIU089lYhQ054lUMYYY4xJS6q6C3jH/e9KETkaJ5HKBnoBZT6Gl0qOXrdu3aEdOnT4xu9AGqJdu3bx97//nSlTprBx48bKx5s1a8Zvf/tb8vLy2G+//aK+3pIlS5g0aRLvvPNOlcd79uwZt5jTnSVQxhhjjGkQVPUz4DNgkt+xpJo9e/aMAB7wO46GZPfu3bz44ovcc889rF69uvLxxo0bc8EFFzBu3DgOPPDAqK9XWlrKXXfdxauvvkpFxd7K1W7dupGfn29d+mJgCZQxxhhjjIlIRLKxBMoTqsqsWbOYNGkSS5YsqXxcRBg5ciTjx4/n0EMPjXCFqjZu3Mjf/vY3HnnkEXbt2lX5eMeOHRk3bpw1m6gD+2oZY4wxxpjaDPn/9u49LMoyfwP4/YJ4TjMPgGKamqmth/KYOtUmdDBo2zRprU1b9ZrEFTRgZLDSMg4eEEHHMkXLrLSTuwtu15V2/XZ3PCtqqSGaR0BQUFEBTXC+vz+AyWEGeAeGGZD789f2+PC8X9x/vK+Z937y8vLu6dChw/Xqt1JNGY1GREdH46effrJY12g0ePvtt9G/f3/VZ+Xn58NgMGDt2rW4ceOGeb1du3YICgrClClT0Lx5c4fN3pgwQBERERFRdZoWFxf7AfjO1YPcjQ4cOIDY2Fhs377dYn3w4MHQ6/UYOXKk6rOKioqwbt06LF++HNeuXTOvt2rVCpMnT8bMmTPRpo2tckpSiwGKiIiIiKolIgFggHKo48ePIy4uDikpKRAR83qfPn0we/Zsu95LKi4uxqZNmxAXF4cLFy6Y1z08PBAYGIjw8HB07NjRofM3VgxQRERERFQtRVGeB+AGgHdn1VJmZiYSExPx5Zdf4vbt2+b1rl27YubMmZg4cSLc3NxUnWUymbBlyxbExMTgzJkz5nU3Nzc8//zzmDt3Lu6//35H/wqNGgMUEREREanR8cKFC8M8PT13u3qQhsrRhQ5GoxHvvfcefvnlF/NaednEnDlz0KNHD4fOT6UYoIiIiIhIFZPJFACAAcpO+fn5SEpKwqpVq1BQUGBer2mhw969exETE4M9e/ZYrGs0GsydOxcDBgxQfVZxcTFu377NQgk7MEARERERkSqKovgDmOvqORqKGzduYO3atVaFDi1btsQbb7xhd6HDwYMHERMTY7NsIiIiAqNGjbJrtqSkJKxcuRJFRUVISkrCmDFjVP98Y8YARURERESqiMiAnJyc7l5eXmdcPUt9Vl2hQ1hYGDp16qT6vBMnTmDJkiVWZRO9e/dGaGgo/P39oSiK6tk+//xzJCQkWMy2detWBiiVGKCIiIiIyB7PAzC4eoj6qLpCh8jISHTr1k31eVlZWUhISLAqm/Dx8UFwcDD+8pe/wN3dXfVsmzdvxpIlS3D27FmrP78zmFHVGKCIiIiISDUR8QcDlJXKCh18fX0RERGBvn37qj7r8uXL+PDDD7FmzRr89ttv5vX27dvjzTffxLRp09C0aVPV5/3www+IjY3FsWPHLGbr1q2bRdAjdRigiIiIiMgef8zLy7unQ4cO1109SH1QVaFDZGQkBg4cqPqsgoICfPrpp0hMTMT167//9d57mJMxfQAAHcJJREFU772YMWOG3WUT+/btQ0xMDHbvtuz90Gg00Ov1SE9Px+zZs1WfR6UYoIiIiIjIHs2Ki4t9AWx29SCudOjQIcTHx2Pr1q0W648++igiIiIwevRo1WfduHEDn3/+ORITE5GXl2der2nZRFpaGpYtW4bk5GSL9UceeQR6vd48W3p6uuoz6XcMUERERERkl7I2vkYZoH799VcsXrzYYYUOVZVNhIaGwtPTs9azPfjggwgLC7NrNqocAxQRERER2aXsPSg3ACZXz+Is58+fx7Jly7Bx40aUlJSY12ta6FBV2YRer0f37t1rPVuXLl0QEhJi12xUPQYoIiIiIrJXpwsXLgz19PTcU/3Whs3RhQ5GoxELFizAkSNHLNY1Gg3mzZuHfv36qT7rypUrWLlypdVs9913H6ZPn273bKQOAxQRERER2c1kMvkDuGsDVGFhIT755BObhQ5TpkyBVqtF69atVZ+3f/9+xMTEYNeuXRbrQ4cOxdy5czFs2DC7Z6t4QW/r1q0xadIkBAcH45577lF9HtmHAYqIiIiIaiIAwDuuHsLRXFXooMbNmzexbt06rFixAleuXDGvt2jRAlOmTMGMGTPQtm1b1efdGb5IPQYoIiIiIqqJgTk5Od29vLzOuHoQR3B0ocPJkyeRkJCA7777DibT76+K1aTQoXy2pUuXIicnx2K2V199FSEhIXbNdurUKSxatMgi1DVpwligFv+miIiIiKimxgJY6eohakNEkJKSgtjYWJw+fdq8XtNCh+zsbMTHxzuk0MFkMiE5ORmLFi2ymu2ll15CaGgounXrZtdsS5cuxaZNmyxm69q1K1577TXV5zR2DFBEREREVCNlbXwNNkA5s9Bh6tSpaNasmV2zffDBBzh8+LDVbO+++y4efvhhu2dLSkrCzZs3az1bY8cARUREREQ19VReXt49HTp0uF791vqjqkKHyMhIDB8+XPVZji50SE1NRUxMDHbu3Gk1m16vx4gRI1SfVVRUhHXr1lnN1qpVK0yePJllEzXEAEVERERENdWsuLh4DIB/uHoQNY4dO4b4+HirQodBgwZBr9dDo9GoPqv8vaTFixcjNzfXvN6iRQtMnDgRISEh6NChg+rz0tPTsXTpUqvZ+vbti1mzZiEgIMDu2ZYsWYKLFy+a18vf59LpdHbNRpYYoIiIiIioNvxRzwOUIwsdSkpKsHnzZsTFxeHcuXPm9ZqWTWRkZGD58uX48ssvcfv2bfN6r169EB4ebtds5Rf0RkdH4+zZs1azvfXWW/Dy8lI9G9nGAEVEREREtREAwA2AqbqNzubIQofysomFCxfi1KlT5vWalk3k5OTAYDBg/fr1KC4uNq937twZs2bNwiuvvKK6GU9EsG3bNsTGxiItLc28rigK/P39ERERgQceeED1bFQ1BigiIiIiqo1OOTk5Q7y8vPa6epA7ff3119DpdBaFDh07dkRISAj++te/wsPDQ/VZP/74I2JjY3H06FGL9aeffhpz5sxB3759VZ+Vn58Pg8FgVejQrl07BAUF1ahsIjo6Gj/99JPFukajwdtvv43+/furPovUYYAiIiIiolopa+OrVwEqPT3dHJ7atGmD6dOnY9q0aWjZsqXqM/bu3YuYmBjs2bPHYn3kyJHQ6/UYPHiw6rOqK3Sw94LeAwcOIDY2Ftu3b7dYHzx4MPR6PUaOHKn6LLIPAxQRERER1VYAgHddPURlwsLCMHXqVNX7f/nlF8TGxmLbtm0W6wMGDIBer8cTTzyh+qzqCh3Cw8PRsWNH1ecdP34ccXFxSElJgYiY1/v06YPZs2fbXTbxzTff4OrVq5g0aRJatGih+mcbMwYoIiIiIqqtQdnZ2d28vb3PVr+1/srMzERiYqJVoUPPnj0RHByMcePGwc3NTdVZlRU6NGnSBC+++CLCw8PRtWvXWs/WtWtXzJw5ExMnTlQ92+3bt/Htt98iLi4OGRkZAICCggKEhYWpnqcxY4AiIiIiolpTFGUsgA9dPUdNlBc6fPbZZ7h165Z53dvbG7Nnz7ar0AEofS9p/vz5Ngsd5syZgx49eqg+69KlS/joo4+wevVqh8323nvv4ZdffrFYv7OKnarGAEVEREREtVb2HlSDClD1udAhPz8fSUlJWLVqFQoKCqxmmzJlCpo3b676vMre5yL7MUARERERkSOMyc3Nbd2xY8eC6re6Vn0udKhstpYtW+KNN96we7aDBw8iJibGarYhQ4agX79+WL9+veqzqBQDFBERERE5QrPi4uIxAP7p6kEq46xCh4ceeghvvfWW3YUOmzZtQlxcHC5cuGA1W1hYGDp16qT6vBMnTmDJkiVWs/Xu3RuhoaHw9/fHV199xQBVAwxQREREROQQiqL4ox4GKBFBcnJypYUOYWFhuP/++1Wfl5WVhYSEhEoLHey5oLe8bCImJgZnzpwxr5df0Dt37lyHzObj44Pg4GC7ZiPbGKCIiIiIyFGeB6AAkOo2OlN0dLTFhbpubm4ICAiATqfDAw88oPqcygodvLy8EBQUhEmTJtl1Qa+tQgdFUeDr64uIiAi7Lui9fPkyPvzwQ6xZs8bid23fvj3efPNNTJs2DU2bNlV9HlWOAYqIiIiIHMU7JydniJeX1z5XD3KnOwPFmDFjEBERgYcfflj1z1+9ehVr1qyxKnS49957MWPGDIcVOmg0GsydOxcDBgxQfVZhYSE++eQTJCYm4vr161az/e1vf+P9Tg7GAEVEREREDmMymfwBuDxAVaz2HjZsGPR6PYYPH676jBs3bmDt2rVYsWIFrl69al6vaaHDoUOHEB8fj61bt1qsP/roo4iIiMDo0aPtmu3zzz9HYmIi8vLyaj0bqccARUREREQOoyhKAIB5rp5jwoQJMBqN8PDwwN///nf4+vqq/llXFDooiqJ6ti+++ALLli2zmu31119HcHCwXUUYZD8GKCIiIiJypEFZWVk+Xbp0yXTlED169MCWLVvs+pnqCh0iIyPRrVs31eedP38ey5Ytc0ihg8lkwj/+8Q8sWbLEYjZ3d3eMGzcOYWFh8PHxUT1bVlYW/v3vf6veT79jgCIiIiIiR1Lc3NyeB7DK1YPYw2g04v3338fRo0ct1jUaDebPn+/SQoetW7ciNjYWaWlp5jVFUfDcc89Bp9Ohd+/eqs+6dOkSEhMT8emnn1oUYXTu3Fn1GY0dAxQREREROVoAGkiA2rdvH6Kjo20WOkRGRmLgwIGqz6qq0GHKlCnQarVo3bq16vN27tyJmJgYpKamWs2m1+sxaNAg1Wddv34dq1atwscff2xRhNGmTRvMmDEDb775puqzGjsGKCIiIiJytKeys7Nbent7F7l6kMrU50KHY8eOIT4+HsnJyRbrjzzyCPR6vV2zlb/PtXjxYuTm5prXW7RogYkTJ2LWrFlo37696vOIAYqIiIiIHK+FiIwBkFztTif79ddfsXjxYocVOlRVNhEaGgpPT0/Vs508eRIJCQn47rvvYDKZzOsPPvggwsLC7JqtpKQEmzdvRlxcHM6dO1fr2eh3DFBERERE5HBlbXz1JkCVFzps3LgRJSUl5vUuXbogJCTE7kKHLVu2IDY2FqdPnzavl5dN6PV6dO/eXfVs2dnZiI+Pd8hsIoKUlBQsXLgQp06dqvVsZI0BioiIiIjqgj8ABYBUt7EuObrQwWg0YsGCBThy5IjFukajwbx589CvXz/VZ125cgUrV660mu2+++7D9OnTMXXqVDRr1syu2T744AMcPnzYarZ3333XrsuDqXIMUERERERUF7yzs7MHe3t773fFwysrdGjbti2mTp1qd6HD/v37ERMTg127dlmsDx06FJGRkXZd0Fs+2/Lly3Ht2jXzeuvWrTFp0iQEBwfjnnvuUX1eamoqYmNjsWPHDov1IUOGIDIyEiNGjFB9FlWPAYqIiIiI6oSI+ANwSYCKj4/HypUrzf/dsmVLTJ06FUFBQXYVOvz888+IjY3Ff/7zH4v1uih0CAkJQYcOHVSfl56ejqVLl1qVTfTt2xezZs1CQECA6rNIPQYoIiIiIqoTZe9BzXf1HH5+fli8eDE6deqk+mdOnjyJRYsWWZVNPPTQQ9DpdHj22WddVuiQkZGB5cuXW13Q27NnT+h0OrvKJsh+DFBEREREVFceycrK8unSpUumK4fQaDSqw1N9LnTIycmBwWDAZ599ZnUJ7qxZs/DKK6+gSRP+876u8W+YiIiIiOqK4ubmNhbAx64epDrlhQ5JSUm4efOmeb0uCh3eeecd/OEPf1B9Vn5+PgwGg9Vs7dq1Q1BQkN2zUe0wQBERERFRnRGRANTjAFVZoUOrVq0wefJklxY6FBUVYd26dZXOZu8FveQYDFBEREREVGcURRmTnZ3d0tvbu8jVs9ypPhc6lM+2ZMkSXLx40bxe/s5UeHg4OnbsqPo8ciwGKCIiIiKqSy3c3NyeApDi6kGA3y/BjYqKqvNCh+DgYIwbNw5ubm52zRYdHY2zZ8+a15s0aYIXX3wR4eHh6Nq1q+rZqG4wQBERERFRnTKZTAFwcYByVqGDt7c3Zs+ebXehg9FoxPz585GWlmZeUxQF/v7+mDNnDnr06KH6LEfJzc3Ftm3bnP7c+o4BioiIiIjqWgCANwFIdRvrwv79+/HVV1/hyJEjFut+fn6IiIhA3759VZ/l6EIHo9GI6Oho/PTTTxbrGo0Gb7/9Nvr376/6LEe5du0aPvzwQ6xevRpFRTa/eVlia7GxYIAiIiIiorrmnZ2d/Yi3t/cBVzz8X//6l8V/jxw5Enq9HoMHD1Z9hqMLHQ4cOIDY2Fhs377dYn3w4MHQ6/UYOXKk6rMc5caNG1i7di0MBgPy8/Mr27ZbRHIr+8PGgAGKiIiIiOpc2aW6LglQ5fr06YPZs2e7tNDh+PHjiIuLs3lB71tvvWXXbI5SXFyML774AsuWLcOFCxcq23YTwEoA7ztvsvqJAYqIiIiI6pyI+AN4z1nP69y5s/l/9+rVC+Hh4fD394eiKKp+vrpCh7CwMNx///2q58nKykJCQoJV2UTXrl0xc+ZMuy7odZTy98JiY2Nx+vTpyraZAHwLYI6IVLqpMWGAIiIiIiJnGJyZmdnFx8cnyxkPmzRpEtq0aYOmTZti7NixLit0uHTpEj766COsXr3aomzCy8sLQUFBmDRpEjw8PFSf5yhGoxELFiywei/sDgLgGwBvi8hx501W/zFAEREREZEzKO7u7mMBrHbGw9zd3TF+/Hi7fsaRhQ5Xr17FmjVrsGrVKhQUFJjX7733XsyYMQNTpkxB8+bN7ZrPEfbv34+YmBjs2rWrqm3bAESISKqTxmpQGKCIiIiIyCkURfGHkwKUPaoqdIiIiMCoUaNUn1VexLBixQpcvXrVvN6yZUu88cYbdpdNOMqxY8cQHx9vddFvBbsBRIrI/zlprAaJAYqIiIiInEJE/LKzs1t6e3vb7MZ2NkcWOpSXTcTFxVkUMZSXTYSFhaFTp04OnV+NkydPIiEhAd999x1MJlNl234BMB/AN3LnXwTZxABFRERERM7SQlGUPwLY4sohHFnoUF42ERMTgzNnzpjXyy/ojYyMRLdu3Rz9K1QrOzsb8fHx2LhxI0pKKr226SyAaABJInK7sk1kiQGKiIiIiJymrI3PJQGqukKH119/HU2bNlV9ntFoxPvvv4+jR49arGs0GsyfP9+uC3od5cqVK1i5cqXVRb8V5AKIA7BMRH5z3nR3BwYoIiIiInIaRVFeABCE0pY3pygoKMCnn36KhIQEhxQ67Nu3D9HR0dizZ4/FukajQWRkJAYOHOiw2dUqLCzEJ598YnXRbwWXASwCsFxE6sXXKBsiBigiIiIichoR6Xz+/PlBnTt3PljXz3J0ocOhQ4cQHx+PrVu3Wqw/+uijiIiIwOjRox02u1rl714tXrwYubm5lW0rBLACQKyI5DtvursTAxQRERFRPfDll1+iX79+GDBggKtHqXNubm4BAOo0QG3btg1hYWG4ePGiea1p06Z4/fXXERISgvbt26s+68SJE1i4cCG+//57i7KJvn37Ys6cOXj66acdOrsa5e9eRUVF4dy5c5VtKwawDsB8Ecl23nR3NwYoIiIiIuezeu9k3759eO655/D8889Dp9OhV69erpjLKcreg3q/Lp+xe/duc3hyd3fHyy+/jNDQUHTp0kX1GZmZmYiLi8M333xjUTbRrVs3hIWF4c9//jPc3NwcPntVRAQpKSlYuHAhTp06Vdk2E4BvAehF5KTzpmscGKCIiIiInExEriqK8g2A8RXWkZKSgu+//75G/+BvQIZkZmZ28fHxyXLGw/R6PYKCglTvz8vLQ0JCAj777DOLsglPT0+EhITg1VdfhYeHR12MWiWj0YioqCj8/PPPVW3bBiBMRH6qahPVnHMjMxERERGVewWAFoBViLh9+zY2btyIUaNGYd68ebh06ZLzp6tbiru7+3POepjaZr3CwkIYDAaMGjUKSUlJ5vDUtm1bhIaGwmg0YvLkyU4PT6mpqXj55ZcRGBhYVXjaAeBxEfFjeKpbDFBERERELiAit0XkYwA9UBqkLlbcc+vWLaxevRrDhw9HVFRUVe1qDZG/qwcoV1xcjA0bNuCxxx5DVFQUrl+/DgBo0aIFZsyYgd27dyM0NBStW7d26lzp6enQarUICAjAjh07Ktu2F4CviIwWEaMTx2u0GKCIiIiIXEhEbpUFqZ4AIgBYpaSioiIYDAaMGDECBoOhqvt9GhK/7Ozslq4coDw4DR8+HDqdDnl5eQAADw8PvPbaa9i5cyfmzp2Ltm3bOnWuzMxM6HQ6+Pr6Ijk5ubJtaQAmABghIj86bzpigCIiIiKqB0SkQEQWojRILQRglZLy8/MRFRWFkSNHYs2aNSguLnb6nA7UUlGUJ13xYBFBcnIynnzySeh0OuTk5AAA3NzcEBAQgP/+979YtGgRPD09nTpXXl4eoqKiMHr0aGzYsMGiuOIO51D6iWV/Efla7qwFJKdggCIiIiKqR0QkT0QiAPQG8DGAkop7cnJy8O6771b3D+16r6yNz6mMRiOeeeYZaLVanD592ryu0Wjwww8/YNWqVejevbtTZyoPxsOGDYPBYLAorrhDHko/oXxIRD4WkYb5f/pdgAGKiIiIqB4SkQwR0QLoD+BrAFafNGRkZKj5qld99gIAxRkPSk1Nxbhx4xAYGIgjR46Y14cOHYrNmzdj06ZN6NevnzNGMVP51czrKP1EsqeILBSRu+L7mw0ZAxQRERFRPSYix0RkAoCBKA1SVu4sG9i5c6dzB6ydLllZWQPr+iErVqxAQEAAdu3aZV4bNGgQNm3ahH/+858YPnx4XY9gofzdq5EjR1ZVDlIEIBFALxGJEJG7qkGkIWOAIiIiImoARORwWZAaDeB/tvakpqZi/PjxCAwMxOHDh507YA25u7sH1PUzyi/UBYDevXtjzZo12LJlCzQaTV0/2oLJZEJycjIef/xx6HQ6i7nuUIzSr24+KCIhImJzE7kOAxQRERFRAyIiO0TkCQB+AA7Z2mM0GvHss89Cq9Xi1KlTzh3QTnX1HpSiWH4z0MfHB/Hx8fjxxx8xduxYqz+va0ajEX5+ftBqtTh79qytLSaUfsLYT0S0InLeqQOSagxQRERERA2QiGwDMBilVda/2vhzc9NccHAwMjIynD6jSkNyc3O9HH3o2LFj0a5dO3h6emLBggXYsWMHAgMD4e7u7uhHVWnv3r148cUXERgYiLS0tMq2bQMwREQmiIjV/5dUvyhsPiQiIiJq2BRF8QDwBoD5ALxt7fHw8EBgYCDCw8PRsWNHZ45XLRGZ2rlz56SK64qi5ALoUP7f06dPxzvvvOPU2Wrq4MGDiImJwfbt26vathOAXkRsfiWT6id+AkVERETUwIlIcdllvL1QWnV9peIelcUFLqEoitPrzOvKiRMnoNVq4e/vX1V4OgxggoiMYnhqeBigiIiIiO4SIlJUdhlvN5QGqesV9xQWFsJgMOCxxx6DwWDAb7/95vQ5bfA7c+ZMc1cPURtZWVnQ6XR46qmnkJycjEq+5ZUOYBKAQSJis1GR6j8GKCIiIqK7jIhcLwtSPVF6h5BVSrpy5QqioqIwatQobNiwASUlVvf1OlOr5s2b/9GVA9TU5cuXERUVVd2lxpkAtAD+ICLrRcTk3CnJkRigiIiIiO5SIpIrIhEAeqO0GtvqX/fnz59X88lJnTOZTA3qa3wFBQVqPsm7hNJPAh8UkY9FxKUplRyDAYqIiIjoLici50REC6A/SquyrVLSr7/+Cq1WC19fXyQnJzt9RkVRAgA4t1u8Bm7cuAGDwYChQ4ciKioK169bfUsSAApQ+slfTxFZKCI3nTsl1SUGKCIiIqJGQkTSyi7jfQzAj7b2pKWlQavV4k9/+hN2797tzPG6ZmVlDXDmA+1RsYTj6tWrtrbdQuknfb1EJEJEbG6iho0BioiIiKiREZE9IuKL0st499vas2/fPrz00ksIDAzE0aNHnTKXm5tbvfsan8lkQnJyMp544gnodDpcuHDB1rYSAJ8B6FN2Ca7NTXR3YIAiIiIiaqREZJuIDEVpkPrZ1h6j0YhnnnkGWq0WZ86cqeuRAur6AfZQ8bsLSr8S+bCIvC4ip506ILkEAxQRERFRIyci2wA8AmACgFMV/1zlpzCOMDQ3N9errg5Xa//+/Wo+fdsGYIiITBCR404cj1yMAYqIiIiIICKmsruJ+qK0cjun4h6V7wHVhltxcfFzjj5UrfL3v1544YWq3v/aDeApEfETkQNOHI/qCQYoIiIiIjITkVsi8jGAXiit4M6vuEdlE12NlLXxOZXKBsKjACaIyGMi8n9OHI/qGQYoIiIiIrIiIoUVLuO9UXFPxbuQbt265YhHP33mzJnmjjioOirvwDqL0k/kBpZ9QkeNHAMUEREREVVKRC6XXcb7IIBEAFY3xl6+fBlRUVEYNWoUNmzYgNu3re7rtUerZs2aPVGbA6pz5coVi3lLSmzeb5sFYBaAh8ouwa3VL0V3DwYoIiIiIqqWiGSJSAiAPii968gqUGRlZan5REfNs+rka3yFhYUWn5j99ptVFgSAyyj96uKDIpIgIjY3UePFAEVEREREqonIGRHRAhiI0gpvKydOnIBWq4W/vz+2b99u9zPK3oNSajfp7yqWX1y7ds3WtkKUflWxp4gsFBGrrywSAQxQRERERFQDInJURCYAeAyAzVKFgwcPYsKECQgMDMShQ4fsOf7+zMzM/rWdsaSkBF9//TVGjx4NnU6H3NxcW9tuofQTtV4iEiEiVqUZRHdigCIiIiKiGhOR3SLyFEov47VZ6200GjF27FgEBgYiLS1N1bnu7u7+tZgJycnJePLJJxESEoKMjAxb20wo/QStr4hoRcSqtp3IFgYoIiIiIqq1sst4h6D0Ml6bF8sajUb4+flBq9Xi7Nmz1Z1Xo/egjEYjnn32WWi1Wpw6ZXUncLltAB4puwS30k1EtjBAEREREZFDSKmvATwMYBKA0xX3mEwmJCcn4/HHH4dOp8PFixdtnqUoyjBPT0/V/1ZNTU3F+PHjERgYiMOHD1e2bRuAoWWX4P6s9myiOzFAEREREZFDiUiJiKxHaWOfFsCFintUFDu4+fr6Nq3uWenp6dBqtQgICMDOnTsr27YXgG9ZcNpv329DZIkBioiIiIjqhIjcEpGPAfRCaTX41Yp7ioqKYDAYMGLECBgMBty8edP8Z35+fpUGqIyMDOh0Ovj6+iI5ObmybWko/UrhCBH5sTa/C1E5pab9/ERERERE9lAUpT2AcAAhAJrb2tOhQwdotVpMmzYNJSUl0q9fP+XWrVsAgOnTp2PatGkwGAxYv349iouLK3vUOQBRAJJ4AS45GgMUERERETmVoig+AN4B8DcATWzt8fHxQXBwMFJSUvC///0PANC9e3fk5ORYfEpVQTZKg9NqEbnl+MmJGKCIiIiIyEUURXkIwAIA41HJxbmdOnWqtGjiDtcBrAQQJSLXHTokUQUMUERERETkUoqiDAYQDeBpO3+0EEAigMUicsXhgxHZwABFRERERPWCoihPojRIPVbN1lsAVgP4gBfgkrMxQBERERFRvaIoygsAPgDQv8IfCYANAOaJiNUdU0TOwABFRERERPWOoihuAOYCiERpY18GgD+LSKpLB6NG7/8Bnwl3P/EFHr0AAAAASUVORK5CYII="
+    }
+   },
+   "cell_type": "markdown",
+   "id": "e96eda2d",
+   "metadata": {},
+   "source": [
+    "<div>\n",
+    "<img 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\" align=\"left\" width=\"300\"/>\n",
     "</div>"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "6993b9d0",
+   "metadata": {},
+   "source": [
+    "In summary, the send/computation ratio is $O(P^2/N)$ and the receive/computation ratio is $O(P/N)$. The algorithm is potentially scalable if $P<<N$."
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "494aa965",
    "metadata": {},
    "source": [
-    "## Parallel Implementation\n"
+    "## Parallel Implementation\n",
+    "\n",
+    "Now, we will explore the parallel implementation of Floyd's algorithm using MPIClusterManagers."
    ]
   },
   {
@@ -511,7 +617,7 @@
    "source": [
     "### Code\n",
     "\n",
-    "We split the code in two functions. The first function is called on the main process (the process running this notebook). It splits the input matrix into blocks of rows. Then, we call `floyd_worker!` (see below) remotely on each worker using the corresponding block of rows.\n"
+    "We split the code into two functions. The first function is called on the main process (the process running this notebook). It splits the input matrix into blocks of rows. Then, we use a remotecall to compute Floyd's algorithm in each worker with its corresponding block of rows.\n"
    ]
   },
   {
@@ -539,7 +645,7 @@
    "id": "9fc3be11",
    "metadata": {},
    "source": [
-    "The second function is the one run on the workers. Note that we considered MPI for communication in this case."
+    "The second function is the one that runs on the workers. Note that we use MPI for communication in this case."
    ]
   },
   {
@@ -557,6 +663,7 @@
     "    C_k = similar(Cw,n)\n",
     "    for k in 1:n\n",
     "        if k in rows_w\n",
+    "            # Send row k to other workers if I have it\n",
     "            myk = (k-first(rows_w))+1\n",
     "            C_k .= view(Cw,myk,:)\n",
     "            for proc in 0:(nranks-1)\n",
@@ -566,6 +673,7 @@
     "                MPI.Send(C_k,comm;dest=proc,tag=0)\n",
     "            end\n",
     "        else\n",
+    "            # Wait until row k is received\n",
     "            MPI.Recv!(C_k,comm,source=MPI.ANY_SOURCE,tag=0)\n",
     "        end\n",
     "        for j in 1:n\n",
@@ -578,6 +686,38 @@
     "end"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "bc81a83d",
+   "metadata": {},
+   "source": [
+    "<div class=\"alert alert-block alert-success\">\n",
+    "<b>Question:</b>  Which of the following statements is true?\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4ec6718c",
+   "metadata": {},
+   "source": [
+    "    a) The processes are synchronized in each iteration due to the blocking send and receive of row k.\n",
+    "    b) Receiving processes may overwrite the data in row k, which can lead to incorrect behavior.\n",
+    "    c) The sending process can only continue the computation after the data are received in every other process.\n",
+    "    d) The receiving process does not know the source of the received data."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4f4a57de",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "answer = \"x\" # replace x with a, b, c or d\n",
+    "floyd_impl_check(answer)"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "c624722a",
@@ -634,9 +774,8 @@
    "source": [
     "### Is this implementation correct?\n",
     "\n",
-    "- Point-to-point messages are *non-overtaking* (i.e. FIFO order) according to section 3.5 of the MPI standard 4.0\n",
-    "\n",
-    "- Unfortunately this is not enough in this case"
+    "Point-to-point messages are *non-overtaking* (i.e. FIFO order) between the specified sender and receiver according to section 3.5 of the MPI standard 4.0.\n",
+    "Unfortunately this is not enough in this case. The messages can still arrive in the wrong order if messages from different processes overtake each other."
    ]
   },
   {
@@ -667,7 +806,7 @@
    "id": "df60e4e7",
    "metadata": {},
    "source": [
-    "However, FIFO ordering is not enough. In the next figure communication between process 1 and process 3 is particularly slow. Note that process 3 receives messages from process 1 after the messages received from 2 even though FIFO order is satisfied between any two processors."
+    "However, FIFO ordering is not enough. In the next figure, communication between process 1 and process 3 is particularly slow. Note that process 3 receives messages from process 1 after it receives the messages from 2 even though FIFO ordering is satisfied between any two processors."
    ]
   },
   {
@@ -692,10 +831,72 @@
    "source": [
     "### Possible solutions\n",
     "\n",
-    "- Use synchronous send MPI_SSEND (less efficient). Note that the blocking send MPI_SEND used above does not guarantee that the message was received.\n",
-    "- Barrier at the end of each iteration over $k$ (simple solution, but synchronization overhead)\n",
-    "- Order incoming messages (buffering and extra user code needed)\n",
-    "- Use a specific rank id instead of `MPI.ANY_SOURCE` or use `MPI.Bcast!` (one needs to know which are the rows owned by the other ranks)"
+    "1. **Synchronous sends**: Use synchronous send MPI_SSEND. This is less efficient because we spend time waiting until each message is received. Note that the blocking send MPI_SEND used above does not guarantee that the message was received. \n",
+    "2. **MPI.Barrier**: Use a barrier at the end of each iteration over $k$. This is easy to implement, but we get a  synchronization overhead.\n",
+    "3. **Order incoming messages**: The receiver orders the incoming messages, e.g. according to MPI.Status or the sender rank. This requires buffering and extra user code.\n",
+    "4. **MPI.Bcast!**: Communicate row k using `MPI.Bcast!`. One needs to know which are the rows owned by the other ranks."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "de96ad1b",
+   "metadata": {},
+   "source": [
+    "## Exercise \n",
+    "Rewrite the worker code of the parallel ASP algorithm so it runs correctly. Use the `MPI.Bcast!` to solve the problem of overtaking messages. Note: Only use `MPI.Bcast!`, do not use other MPI directives in addition. You can test your function with the following code cell. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "31194529",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "function floyd_par!(C,N)\n",
+    "    comm = MPI.Comm_dup(MPI.COMM_WORLD)\n",
+    "    nranks = MPI.Comm_size(comm)\n",
+    "    rank = MPI.Comm_rank(comm)\n",
+    "    T = eltype(C)\n",
+    "    if rank == 0\n",
+    "        buffer_root = Vector{T}(undef,N*N)\n",
+    "        buffer_root[:] = transpose(C)[:]\n",
+    "    else\n",
+    "        buffer_root = Vector{T}(undef,0)\n",
+    "    end    \n",
+    "    Nw = div(N,nranks)\n",
+    "    buffer =  Vector{T}(undef,Nw*N)\n",
+    "    MPI.Scatter!(buffer_root,buffer,comm;root=0)\n",
+    "    Cw = Matrix{T}(undef,Nw,N)\n",
+    "    transpose(Cw)[:] = buffer\n",
+    "    MPI.Barrier(comm)\n",
+    "    floyd_worker_bcast!(Cw,comm)\n",
+    "    buffer[:] = transpose(Cw)[:]\n",
+    "    MPI.Gather!(buffer,buffer_root,comm;root=0)\n",
+    "    if rank == 0\n",
+    "        transpose(C)[:] = buffer_root[:]\n",
+    "    end\n",
+    "    C\n",
+    "end\n",
+    "\n",
+    "@everywhere function floyd_worker_bcast!(Cw,comm)\n",
+    "   # Your implementation here\n",
+    "end\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1b7eb4c2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "load = 10\n",
+    "n = nworkers()*load\n",
+    "C = rand_distance_table(n)\n",
+    "C_seq = floyd!(copy(C))\n",
+    "C_par = floyd_par!(copy(C),n)\n",
+    "@test C_seq == C_par"
    ]
   },
   {
@@ -713,7 +914,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Julia 1.9.0",
+   "display_name": "Julia 1.9.1",
    "language": "julia",
    "name": "julia-1.9"
   },
@@ -721,7 +922,7 @@
    "file_extension": ".jl",
    "mimetype": "application/julia",
    "name": "julia",
-   "version": "1.9.0"
+   "version": "1.9.1"
   }
  },
  "nbformat": 4,
diff --git a/dev/asp/index.html b/dev/asp/index.html
index 7f75ffe..88067e9 100644
--- a/dev/asp/index.html
+++ b/dev/asp/index.html
@@ -1,5 +1,5 @@
 <!DOCTYPE html>
-<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>All pairs of shortest paths · XM_40017</title><meta name="title" content="All pairs of shortest paths · XM_40017"/><meta property="og:title" content="All pairs of shortest paths · XM_40017"/><meta property="twitter:title" content="All pairs of shortest paths · XM_40017"/><meta name="description" content="Documentation for XM_40017."/><meta property="og:description" content="Documentation for XM_40017."/><meta property="twitter:description" content="Documentation for XM_40017."/><meta property="og:url" content="https://fverdugo.github.io/XM_40017/asp/"/><meta property="twitter:url" content="https://fverdugo.github.io/XM_40017/asp/"/><link rel="canonical" href="https://fverdugo.github.io/XM_40017/asp/"/><script data-outdated-warner src="../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.050/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL=".."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../assets/documenter.js"></script><script src="../search_index.js"></script><script src="../siteinfo.js"></script><script src="../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../assets/themeswap.js"></script><link href="../assets/favicon.ico" rel="icon" type="image/x-icon"/><script src="../assets/iframeResizer.min.js"></script><link href="../assets/custom.css" rel="stylesheet" type="text/css"/></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../"><img src="../assets/logo.png" alt="XM_40017 logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="../">XM_40017</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li><a class="tocitem" href="../">Home</a></li><li><a class="tocitem" 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+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>- · XM_40017</title><meta name="title" content="- · XM_40017"/><meta property="og:title" content="- · XM_40017"/><meta property="twitter:title" content="- · XM_40017"/><meta name="description" content="Documentation for XM_40017."/><meta property="og:description" content="Documentation for XM_40017."/><meta property="twitter:description" content="Documentation for XM_40017."/><meta property="og:url" content="https://fverdugo.github.io/XM_40017/asp/"/><meta property="twitter:url" content="https://fverdugo.github.io/XM_40017/asp/"/><link rel="canonical" href="https://fverdugo.github.io/XM_40017/asp/"/><script data-outdated-warner src="../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link 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multiplication</a></li></ul></li><li><a class="tocitem" href="../solutions_for_all_notebooks/">Solutions</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li class="is-active"><a href>-</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>-</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/fverdugo/XM_40017/blob/main/notebooks/asp.ipynb" title="View source on GitHub"><span class="docs-icon fa-solid"></span></a><a 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     <header class="admonition-header">Tip</header>
     <div class="admonition-body">
         <ul>
@@ -14,4 +14,4 @@
     var myIframe = document.getElementById("notebook");
     iFrameResize({log:true}, myIframe);	
 });
-</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../jacobi_method/">« Jacobi method</a><a class="docs-footer-nextpage" href="../LEQ/">Gaussian elimination »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="auto">Automatic (OS)</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.1.1 on <span class="colophon-date" title="Monday 16 October 2023 12:03">Monday 16 October 2023</span>. Using Julia version 1.9.3.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+</script></article><nav class="docs-footer"><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.5.0 on <span class="colophon-date" title="Monday 19 August 2024 14:06">Monday 19 August 2024</span>. Using Julia version 1.10.4.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
diff --git a/dev/asp_src/index.html b/dev/asp_src/index.html
index a487159..31b5cd1 100644
--- a/dev/asp_src/index.html
+++ b/dev/asp_src/index.html
@@ -7333,11 +7333,12 @@ a.anchor-link {
     if (!diagrams.length) {
       return;
     }
-    const mermaid = (await import("https://cdnjs.cloudflare.com/ajax/libs/mermaid/10.5.0/mermaid.esm.min.mjs")).default;
+    const mermaid = (await import("https://cdnjs.cloudflare.com/ajax/libs/mermaid/10.7.0/mermaid.esm.min.mjs")).default;
     const parser = new DOMParser();
 
     mermaid.initialize({
       maxTextSize: 100000,
+      maxEdges: 100000,
       startOnLoad: false,
       fontFamily: window
         .getComputedStyle(document.body)
@@ -7408,7 +7409,8 @@ a.anchor-link {
       let results = null;
       let output = null;
       try {
-        const { svg } = await mermaid.render(id, raw, el);
+        let { svg } = await mermaid.render(id, raw, el);
+        svg = cleanMermaidSvg(svg);
         results = makeMermaidImage(svg);
         output = document.createElement("figure");
         results.map(output.appendChild, output);
@@ -7423,6 +7425,38 @@ a.anchor-link {
       parent.appendChild(output);
     }
 
+
+    /**
+     * Post-process to ensure mermaid diagrams contain only valid SVG and XHTML.
+     */
+    function cleanMermaidSvg(svg) {
+      return svg.replace(RE_VOID_ELEMENT, replaceVoidElement);
+    }
+
+
+    /**
+     * A regular expression for all void elements, which may include attributes and
+     * a slash.
+     *
+     * @see https://developer.mozilla.org/en-US/docs/Glossary/Void_element
+     *
+     * Of these, only `<br>` is generated by Mermaid in place of `\n`,
+     * but _any_ "malformed" tag will break the SVG rendering entirely.
+     */
+    const RE_VOID_ELEMENT =
+      /<\s*(area|base|br|col|embed|hr|img|input|link|meta|param|source|track|wbr)\s*([^>]*?)\s*>/gi;
+
+    /**
+     * Ensure a void element is closed with a slash, preserving any attributes.
+     */
+    function replaceVoidElement(match, tag, rest) {
+      rest = rest.trim();
+      if (!rest.endsWith('/')) {
+        rest = `${rest} /`;
+      }
+      return `<${tag} ${rest}>`;
+    }
+
     void Promise.all([...diagrams].map(renderOneMarmaid));
   });
 </script>
@@ -7505,18 +7539,66 @@ a.anchor-link {
 </div>
 </div>
 </div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=394d4b7a">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div class="alert alert-block alert-info">
+<b>Note:</b> Do not forget to run the next cell before starting studying this notebook. 
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=1dc78750">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Printf</span>
+
+<span class="k">function</span><span class="w"> </span><span class="n">answer_checker</span><span class="p">(</span><span class="n">answer</span><span class="p">,</span><span class="n">solution</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">answer</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">solution</span>
+<span class="w">        </span><span class="s">"🥳 Well done! "</span>
+<span class="w">    </span><span class="k">else</span>
+<span class="w">        </span><span class="s">"It's not correct. Keep trying! 💪"</span>
+<span class="w">    </span><span class="k">end</span><span class="w"> </span><span class="o">|&gt;</span><span class="w"> </span><span class="n">println</span>
+<span class="k">end</span>
+<span class="n">floyd_check</span><span class="p">(</span><span class="n">answer</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">answer_checker</span><span class="p">(</span><span class="n">answer</span><span class="p">,</span><span class="s">"c"</span><span class="p">)</span>
+<span class="n">floyd_impl_check</span><span class="p">(</span><span class="n">answer</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">answer_checker</span><span class="p">(</span><span class="n">answer</span><span class="p">,</span><span class="w"> </span><span class="s">"d"</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=24b5c21a">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h2 id="The-All-Pairs-of-Shortest-Paths-(ASP)-problem">The All Pairs of Shortest Paths (ASP) problem<a class="anchor-link" href="#The-All-Pairs-of-Shortest-Paths-(ASP)-problem">¶</a></h2><p>Let us start by presenting the all pairs of shortest paths (ASP) problem and its solution, the <a href="https://en.wikipedia.org/wiki/Floyd%E2%80%93Warshall_algorithm">Floyd–Warshall algorithm</a>.</p>
+<h3 id="Problem-statement">Problem statement<a class="anchor-link" href="#Problem-statement">¶</a></h3><ul>
+<li>Given a graph $G$ with a distance table $C$</li>
+<li>Compute the length of the shortest path between any two nodes in
+$G$</li>
+</ul>
+</div>
+</div>
+</div>
+</div>
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-<h2 id="The-All-Pairs-of-Shortest-Paths-(ASP)-problem">The All Pairs of Shortest Paths (ASP) problem<a class="anchor-link" href="#The-All-Pairs-of-Shortest-Paths-(ASP)-problem">¶</a></h2><p>Let us start by presenting the all pairs of shortest paths (ASP) problem and its solution with the <a href="https://en.wikipedia.org/wiki/Floyd%E2%80%93Warshall_algorithm">Floyd–Warshall algorithm</a>.</p>
-<h3 id="Problem-statement">Problem statement<a class="anchor-link" href="#Problem-statement">¶</a></h3><ul>
-<li>Given a graph $G$ with a distance table $C$</li>
-<li>Compute the length of the shortest path between any two nodes in $G$</li>
-</ul>
-<p>We represent the distance table as a matrix, where $C_{ij}$ is the distance from node $i$ to node $j$. Next figure shows the input and solution (output) of the ASP problem for a simple 4-node directed graph. Note that the minimum distance from node 2 to node 3, which is $C_{23}=8$ as highlighted in the figure.</p>
+<p>We represent the distance table as a matrix, where $C_{ij}$ is the distance from node $i$ to node $j$. The next figure shows the input and solution (output) of the ASP problem for a simple 4-node directed graph. Note that the minimum distance from node 2 to node 3, $C_{23}=8$, is highlighted in the figure.</p>
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-<h3 id="Serial-performance">Serial performance<a class="anchor-link" href="#Serial-performance">¶</a></h3><p>This algorithm is memory bound, meaning that the main cost is in getting and setting data from the input matrix <code>C</code>. In this situations, the order in which we traverse the entries of matrix <code>C</code> has a significant performance impact.</p>
+<h3 id="Serial-performance">Serial performance<a class="anchor-link" href="#Serial-performance">¶</a></h3><p>This algorithm is memory bound, meaning that the main cost is in getting and setting data from the input matrix <code>C</code>. In this situation, the order in which we traverse the entries of matrix <code>C</code> has a significant performance impact.</p>
 <p>The following function computes the same result as for the previous function <code>floyd!</code>, but the nesting of loops over i and j is changed.</p>
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-<p>The performance difference is significant. Matrices in Julia are stored in memory in column-major order (like in Fortran, unlike in C). It means that it is more efficient to access the data also in column-major order (like in function <code>floyd!</code>). See this section of <a href="https://docs.julialang.org/en/v1/manual/performance-tips/#man-performance-column-major">Julia's performance tips</a> if you are interested in further details.</p>
+<p>The performance difference is significant. Matrices in Julia are stored in memory in column-major order (like in Fortran, unlike in C and Python). It means that it is more efficient to access the data also in column-major order (like in function <code>floyd!</code>). See this section of <a href="https://docs.julialang.org/en/v1/manual/performance-tips/#man-performance-column-major">Julia's performance tips</a> if you are interested in further details.</p>
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+</div>
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 <h3 id="Data-dependencies">Data dependencies<a class="anchor-link" href="#Data-dependencies">¶</a></h3><p>Recall: we perform this update at iteration $k$:</p>
 <p><code>C[i,j] = min(C[i,j],C[i,k]+C[k,j])</code></p>
-<p>If each process updates a block of rows of matrix $C$, which data we need for this operation?</p>
+<p>If each process updates a block of rows of matrix $C$, which data do we need for this operation?</p>
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+<div class="alert alert-block alert-success">
+<b>Question:</b>  How much data is communicated in each iteration in this parallel algorithm?
+</div>
+<pre><code>a) O(N²/P)
+b) O(N)
+c) O(NP)
+d) O(P)</code></pre>
+</div>
+</div>
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+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">answer</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">"x"</span><span class="w"> </span><span class="c"># replace x with a, b, c or d</span>
+<span class="n">floyd_check</span><span class="p">(</span><span class="n">answer</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
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-<ul>
-<li>Each process updates $N^2/P$ entries per iteration</li>
-<li>1 process broadcasts a message of length $N$ to $P-1$ processes per iteration</li>
-<li>The send cost in this process is $O(N P)$ per iteration (if we use send/receive instead of broadcast)</li>
-<li>$P-1$ processes receive one message of length $N$ per iteration</li>
-<li>The receive cost is $O(N)$ per iteration at each process</li>
-<li>The send/computation ratio is $O(P^2/N)$</li>
-<li>The receive/computation ratio is $O(P/N)$</li>
-<li>The algorithm is potentially scalable if $P&lt;&lt;N$</li>
-</ul>
+<p><strong>Computation cost:</strong> Each process updates $N^2/P$ entries per iteration.</p>
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" 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+<p><strong>Communication cost:</strong></p>
+<ul>
+<li>One process broadcasts a message of length $N$ to $P-1$ processes per iteration. Thus, the <strong>send cost</strong> is $O(N P)$ per iteration (if we use send/receive instead of broadcast).</li>
+<li>$P-1$ processes receive one message of length $N$ per iteration. Hence, the <strong>receive cost</strong> is $O(N)$ per iteration at each process.</li>
+</ul>
+</div>
+</div>
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" 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+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=6993b9d0">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>In summary, the send/computation ratio is $O(P^2/N)$ and the receive/computation ratio is $O(P/N)$. The algorithm is potentially scalable if $P&lt;&lt;N$.</p>
+</div>
+</div>
+</div>
+</div>
 <div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=494aa965">
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-<h2 id="Parallel-Implementation">Parallel Implementation<a class="anchor-link" href="#Parallel-Implementation">¶</a></h2>
+<h2 id="Parallel-Implementation">Parallel Implementation<a class="anchor-link" href="#Parallel-Implementation">¶</a></h2><p>Now, we will explore the parallel implementation of Floyd's algorithm using MPIClusterManagers.</p>
 </div>
 </div>
 </div>
@@ -8021,7 +8178,7 @@ a.anchor-link {
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
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-<h3 id="Code">Code<a class="anchor-link" href="#Code">¶</a></h3><p>We split the code in two functions. The first function is called on the main process (the process running this notebook). It splits the input matrix into blocks of rows. Then, we call <code>floyd_worker!</code> (see below) remotely on each worker using the corresponding block of rows.</p>
+<h3 id="Code">Code<a class="anchor-link" href="#Code">¶</a></h3><p>We split the code into two functions. The first function is called on the main process (the process running this notebook). It splits the input matrix into blocks of rows. Then, we use a remotecall to compute Floyd's algorithm in each worker with its corresponding block of rows.</p>
 </div>
 </div>
 </div>
@@ -8056,7 +8213,7 @@ a.anchor-link {
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-<p>The second function is the one run on the workers. Note that we considered MPI for communication in this case.</p>
+<p>The second function is the one that runs on the workers. Note that we use MPI for communication in this case.</p>
 </div>
 </div>
 </div>
@@ -8076,6 +8233,7 @@ a.anchor-link {
 <span class="w">    </span><span class="n">C_k</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">similar</span><span class="p">(</span><span class="n">Cw</span><span class="p">,</span><span class="n">n</span><span class="p">)</span>
 <span class="w">    </span><span class="k">for</span><span class="w"> </span><span class="n">k</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">n</span>
 <span class="w">        </span><span class="k">if</span><span class="w"> </span><span class="n">k</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="n">rows_w</span>
+<span class="w">            </span><span class="c"># Send row k to other workers if I have it</span>
 <span class="w">            </span><span class="n">myk</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="n">k</span><span class="o">-</span><span class="n">first</span><span class="p">(</span><span class="n">rows_w</span><span class="p">))</span><span class="o">+</span><span class="mi">1</span>
 <span class="w">            </span><span class="n">C_k</span><span class="w"> </span><span class="o">.=</span><span class="w"> </span><span class="n">view</span><span class="p">(</span><span class="n">Cw</span><span class="p">,</span><span class="n">myk</span><span class="p">,</span><span class="o">:</span><span class="p">)</span>
 <span class="w">            </span><span class="k">for</span><span class="w"> </span><span class="n">proc</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">0</span><span class="o">:</span><span class="p">(</span><span class="n">nranks</span><span class="o">-</span><span class="mi">1</span><span class="p">)</span>
@@ -8085,6 +8243,7 @@ a.anchor-link {
 <span class="w">                </span><span class="n">MPI</span><span class="o">.</span><span class="n">Send</span><span class="p">(</span><span class="n">C_k</span><span class="p">,</span><span class="n">comm</span><span class="p">;</span><span class="n">dest</span><span class="o">=</span><span class="n">proc</span><span class="p">,</span><span class="n">tag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
 <span class="w">            </span><span class="k">end</span>
 <span class="w">        </span><span class="k">else</span>
+<span class="w">            </span><span class="c"># Wait until row k is received</span>
 <span class="w">            </span><span class="n">MPI</span><span class="o">.</span><span class="n">Recv!</span><span class="p">(</span><span class="n">C_k</span><span class="p">,</span><span class="n">comm</span><span class="p">,</span><span class="n">source</span><span class="o">=</span><span class="n">MPI</span><span class="o">.</span><span class="n">ANY_SOURCE</span><span class="p">,</span><span class="n">tag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
 <span class="w">        </span><span class="k">end</span>
 <span class="w">        </span><span class="k">for</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">n</span>
@@ -8101,6 +8260,48 @@ a.anchor-link {
 </div>
 </div>
 </div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=bc81a83d">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div class="alert alert-block alert-success">
+<b>Question:</b>  Which of the following statements is true?
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=4ec6718c">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<pre><code>a) The processes are synchronized in each iteration due to the blocking send and receive of row k.
+b) Receiving processes may overwrite the data in row k, which can lead to incorrect behavior.
+c) The sending process can only continue the computation after the data are received in every other process.
+d) The receiving process does not know the source of the received data.</code></pre>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=4f4a57de">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">answer</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">"x"</span><span class="w"> </span><span class="c"># replace x with a, b, c or d</span>
+<span class="n">floyd_impl_check</span><span class="p">(</span><span class="n">answer</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
 <div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=c624722a">
 <div class="jp-Cell-inputWrapper" tabindex="0">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
@@ -8167,12 +8368,8 @@ a.anchor-link {
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<h3 id="Is-this-implementation-correct?">Is this implementation correct?<a class="anchor-link" href="#Is-this-implementation-correct?">¶</a></h3><ul>
-<li><p>Point-to-point messages are <em>non-overtaking</em> (i.e. FIFO order) according to section 3.5 of the MPI standard 4.0</p>
-</li>
-<li><p>Unfortunately this is not enough in this case</p>
-</li>
-</ul>
+<h3 id="Is-this-implementation-correct?">Is this implementation correct?<a class="anchor-link" href="#Is-this-implementation-correct?">¶</a></h3><p>Point-to-point messages are <em>non-overtaking</em> (i.e. FIFO order) between the specified sender and receiver according to section 3.5 of the MPI standard 4.0.
+Unfortunately this is not enough in this case. The messages can still arrive in the wrong order if messages from different processes overtake each other.</p>
 </div>
 </div>
 </div>
@@ -8207,7 +8404,7 @@ a.anchor-link {
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<p>However, FIFO ordering is not enough. In the next figure communication between process 1 and process 3 is particularly slow. Note that process 3 receives messages from process 1 after the messages received from 2 even though FIFO order is satisfied between any two processors.</p>
+<p>However, FIFO ordering is not enough. In the next figure, communication between process 1 and process 3 is particularly slow. Note that process 3 receives messages from process 1 after it receives the messages from 2 even though FIFO ordering is satisfied between any two processors.</p>
 </div>
 </div>
 </div>
@@ -8231,12 +8428,84 @@ a.anchor-link {
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<h3 id="Possible-solutions">Possible solutions<a class="anchor-link" href="#Possible-solutions">¶</a></h3><ul>
-<li>Use synchronous send MPI_SSEND (less efficient). Note that the blocking send MPI_SEND used above does not guarantee that the message was received.</li>
-<li>Barrier at the end of each iteration over $k$ (simple solution, but synchronization overhead)</li>
-<li>Order incoming messages (buffering and extra user code needed)</li>
-<li>Use a specific rank id instead of <code>MPI.ANY_SOURCE</code> or use <code>MPI.Bcast!</code> (one needs to know which are the rows owned by the other ranks)</li>
-</ul>
+<h3 id="Possible-solutions">Possible solutions<a class="anchor-link" href="#Possible-solutions">¶</a></h3><ol>
+<li><strong>Synchronous sends</strong>: Use synchronous send MPI_SSEND. This is less efficient because we spend time waiting until each message is received. Note that the blocking send MPI_SEND used above does not guarantee that the message was received.</li>
+<li><strong>MPI.Barrier</strong>: Use a barrier at the end of each iteration over $k$. This is easy to implement, but we get a  synchronization overhead.</li>
+<li><strong>Order incoming messages</strong>: The receiver orders the incoming messages, e.g. according to MPI.Status or the sender rank. This requires buffering and extra user code.</li>
+<li><strong>MPI.Bcast!</strong>: Communicate row k using <code>MPI.Bcast!</code>. One needs to know which are the rows owned by the other ranks.</li>
+</ol>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=de96ad1b">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h2 id="Exercise">Exercise<a class="anchor-link" href="#Exercise">¶</a></h2><p>Rewrite the worker code of the parallel ASP algorithm so it runs correctly. Use the <code>MPI.Bcast!</code> to solve the problem of overtaking messages. Note: Only use <code>MPI.Bcast!</code>, do not use other MPI directives in addition. You can test your function with the following code cell.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=31194529">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">function</span><span class="w"> </span><span class="n">floyd_par!</span><span class="p">(</span><span class="n">C</span><span class="p">,</span><span class="n">N</span><span class="p">)</span>
+<span class="w">    </span><span class="n">comm</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_dup</span><span class="p">(</span><span class="n">MPI</span><span class="o">.</span><span class="n">COMM_WORLD</span><span class="p">)</span>
+<span class="w">    </span><span class="n">nranks</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_size</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="n">rank</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_rank</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="n">T</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">eltype</span><span class="p">(</span><span class="n">C</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">rank</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">        </span><span class="n">buffer_root</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Vector</span><span class="p">{</span><span class="kt">T</span><span class="p">}(</span><span class="nb">undef</span><span class="p">,</span><span class="n">N</span><span class="o">*</span><span class="n">N</span><span class="p">)</span>
+<span class="w">        </span><span class="n">buffer_root</span><span class="p">[</span><span class="o">:</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">transpose</span><span class="p">(</span><span class="n">C</span><span class="p">)[</span><span class="o">:</span><span class="p">]</span>
+<span class="w">    </span><span class="k">else</span>
+<span class="w">        </span><span class="n">buffer_root</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Vector</span><span class="p">{</span><span class="kt">T</span><span class="p">}(</span><span class="nb">undef</span><span class="p">,</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span><span class="w">    </span>
+<span class="w">    </span><span class="n">Nw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">div</span><span class="p">(</span><span class="n">N</span><span class="p">,</span><span class="n">nranks</span><span class="p">)</span>
+<span class="w">    </span><span class="n">buffer</span><span class="w"> </span><span class="o">=</span><span class="w">  </span><span class="kt">Vector</span><span class="p">{</span><span class="kt">T</span><span class="p">}(</span><span class="nb">undef</span><span class="p">,</span><span class="n">Nw</span><span class="o">*</span><span class="n">N</span><span class="p">)</span>
+<span class="w">    </span><span class="n">MPI</span><span class="o">.</span><span class="n">Scatter!</span><span class="p">(</span><span class="n">buffer_root</span><span class="p">,</span><span class="n">buffer</span><span class="p">,</span><span class="n">comm</span><span class="p">;</span><span class="n">root</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="n">Cw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Matrix</span><span class="p">{</span><span class="kt">T</span><span class="p">}(</span><span class="nb">undef</span><span class="p">,</span><span class="n">Nw</span><span class="p">,</span><span class="n">N</span><span class="p">)</span>
+<span class="w">    </span><span class="n">transpose</span><span class="p">(</span><span class="n">Cw</span><span class="p">)[</span><span class="o">:</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">buffer</span>
+<span class="w">    </span><span class="n">MPI</span><span class="o">.</span><span class="n">Barrier</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="n">floyd_worker_bcast!</span><span class="p">(</span><span class="n">Cw</span><span class="p">,</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="n">buffer</span><span class="p">[</span><span class="o">:</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">transpose</span><span class="p">(</span><span class="n">Cw</span><span class="p">)[</span><span class="o">:</span><span class="p">]</span>
+<span class="w">    </span><span class="n">MPI</span><span class="o">.</span><span class="n">Gather!</span><span class="p">(</span><span class="n">buffer</span><span class="p">,</span><span class="n">buffer_root</span><span class="p">,</span><span class="n">comm</span><span class="p">;</span><span class="n">root</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">rank</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">        </span><span class="n">transpose</span><span class="p">(</span><span class="n">C</span><span class="p">)[</span><span class="o">:</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">buffer_root</span><span class="p">[</span><span class="o">:</span><span class="p">]</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="n">C</span>
+<span class="k">end</span>
+
+<span class="nd">@everywhere</span><span class="w"> </span><span class="k">function</span><span class="w"> </span><span class="n">floyd_worker_bcast!</span><span class="p">(</span><span class="n">Cw</span><span class="p">,</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">   </span><span class="c"># Your implementation here</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=1b7eb4c2">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">load</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">10</span>
+<span class="n">n</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">nworkers</span><span class="p">()</span><span class="o">*</span><span class="n">load</span>
+<span class="n">C</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">rand_distance_table</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
+<span class="n">C_seq</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">floyd!</span><span class="p">(</span><span class="n">copy</span><span class="p">(</span><span class="n">C</span><span class="p">))</span>
+<span class="n">C_par</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">floyd_par!</span><span class="p">(</span><span class="n">copy</span><span class="p">(</span><span class="n">C</span><span class="p">),</span><span class="n">n</span><span class="p">)</span>
+<span class="nd">@test</span><span class="w"> </span><span class="n">C_seq</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">C_par</span>
+</pre></div>
+</div>
 </div>
 </div>
 </div>
diff --git a/dev/assets/documenter.js b/dev/assets/documenter.js
index f531160..b2bdd43 100644
--- a/dev/assets/documenter.js
+++ b/dev/assets/documenter.js
@@ -4,7 +4,6 @@ requirejs.config({
     'highlight-julia': 'https://cdnjs.cloudflare.com/ajax/libs/highlight.js/11.8.0/languages/julia.min',
     'headroom': 'https://cdnjs.cloudflare.com/ajax/libs/headroom/0.12.0/headroom.min',
     'jqueryui': 'https://cdnjs.cloudflare.com/ajax/libs/jqueryui/1.13.2/jquery-ui.min',
-    'minisearch': 'https://cdn.jsdelivr.net/npm/minisearch@6.1.0/dist/umd/index.min',
     'katex-auto-render': 'https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/contrib/auto-render.min',
     'jquery': 'https://cdnjs.cloudflare.com/ajax/libs/jquery/3.7.0/jquery.min',
     'headroom-jquery': 'https://cdnjs.cloudflare.com/ajax/libs/headroom/0.12.0/jQuery.headroom.min',
@@ -103,9 +102,10 @@ $(document).on("click", ".docstring header", function () {
   });
 });
 
-$(document).on("click", ".docs-article-toggle-button", function () {
+$(document).on("click", ".docs-article-toggle-button", function (event) {
   let articleToggleTitle = "Expand docstring";
   let navArticleToggleTitle = "Expand all docstrings";
+  let animationSpeed = event.noToggleAnimation ? 0 : 400;
 
   debounce(() => {
     if (isExpanded) {
@@ -116,7 +116,7 @@ $(document).on("click", ".docs-article-toggle-button", function () {
 
       isExpanded = false;
 
-      $(".docstring section").slideUp();
+      $(".docstring section").slideUp(animationSpeed);
     } else {
       $(this).removeClass("fa-chevron-down").addClass("fa-chevron-up");
       $(".docstring-article-toggle-button")
@@ -127,7 +127,7 @@ $(document).on("click", ".docs-article-toggle-button", function () {
       articleToggleTitle = "Collapse docstring";
       navArticleToggleTitle = "Collapse all docstrings";
 
-      $(".docstring section").slideDown();
+      $(".docstring section").slideDown(animationSpeed);
     }
 
     $(this).prop("title", navArticleToggleTitle);
@@ -224,224 +224,474 @@ $(document).ready(function () {
 
 })
 ////////////////////////////////////////////////////////////////////////////////
-require(['jquery', 'minisearch'], function($, minisearch) {
+require(['jquery'], function($) {
 
-// In general, most search related things will have "search" as a prefix.
-// To get an in-depth about the thought process you can refer: https://hetarth02.hashnode.dev/series/gsoc
+$(document).ready(function () {
+  let meta = $("div[data-docstringscollapsed]").data();
 
-let results = [];
-let timer = undefined;
-
-let data = documenterSearchIndex["docs"].map((x, key) => {
-  x["id"] = key; // minisearch requires a unique for each object
-  return x;
+  if (meta?.docstringscollapsed) {
+    $("#documenter-article-toggle-button").trigger({
+      type: "click",
+      noToggleAnimation: true,
+    });
+  }
 });
 
-// list below is the lunr 2.1.3 list minus the intersect with names(Base)
-// (all, any, get, in, is, only, which) and (do, else, for, let, where, while, with)
-// ideally we'd just filter the original list but it's not available as a variable
-const stopWords = new Set([
-  "a",
-  "able",
-  "about",
-  "across",
-  "after",
-  "almost",
-  "also",
-  "am",
-  "among",
-  "an",
-  "and",
-  "are",
-  "as",
-  "at",
-  "be",
-  "because",
-  "been",
-  "but",
-  "by",
-  "can",
-  "cannot",
-  "could",
-  "dear",
-  "did",
-  "does",
-  "either",
-  "ever",
-  "every",
-  "from",
-  "got",
-  "had",
-  "has",
-  "have",
-  "he",
-  "her",
-  "hers",
-  "him",
-  "his",
-  "how",
-  "however",
-  "i",
-  "if",
-  "into",
-  "it",
-  "its",
-  "just",
-  "least",
-  "like",
-  "likely",
-  "may",
-  "me",
-  "might",
-  "most",
-  "must",
-  "my",
-  "neither",
-  "no",
-  "nor",
-  "not",
-  "of",
-  "off",
-  "often",
-  "on",
-  "or",
-  "other",
-  "our",
-  "own",
-  "rather",
-  "said",
-  "say",
-  "says",
-  "she",
-  "should",
-  "since",
-  "so",
-  "some",
-  "than",
-  "that",
-  "the",
-  "their",
-  "them",
-  "then",
-  "there",
-  "these",
-  "they",
-  "this",
-  "tis",
-  "to",
-  "too",
-  "twas",
-  "us",
-  "wants",
-  "was",
-  "we",
-  "were",
-  "what",
-  "when",
-  "who",
-  "whom",
-  "why",
-  "will",
-  "would",
-  "yet",
-  "you",
-  "your",
-]);
+})
+////////////////////////////////////////////////////////////////////////////////
+require(['jquery'], function($) {
 
-let index = new minisearch({
-  fields: ["title", "text"], // fields to index for full-text search
-  storeFields: ["location", "title", "text", "category", "page"], // fields to return with search results
-  processTerm: (term) => {
-    let word = stopWords.has(term) ? null : term;
-    if (word) {
-      // custom trimmer that doesn't strip @ and !, which are used in julia macro and function names
-      word = word
-        .replace(/^[^a-zA-Z0-9@!]+/, "")
-        .replace(/[^a-zA-Z0-9@!]+$/, "");
-    }
+/*
+To get an in-depth about the thought process you can refer: https://hetarth02.hashnode.dev/series/gsoc
 
-    return word ?? null;
-  },
-  // add . as a separator, because otherwise "title": "Documenter.Anchors.add!", would not find anything if searching for "add!", only for the entire qualification
-  tokenize: (string) => string.split(/[\s\-\.]+/),
-  // options which will be applied during the search
-  searchOptions: {
-    boost: { title: 100 },
-    fuzzy: 2,
+PSEUDOCODE:
+
+Searching happens automatically as the user types or adjusts the selected filters.
+To preserve responsiveness, as much as possible of the slow parts of the search are done
+in a web worker. Searching and result generation are done in the worker, and filtering and
+DOM updates are done in the main thread. The filters are in the main thread as they should
+be very quick to apply. This lets filters be changed without re-searching with minisearch
+(which is possible even if filtering is on the worker thread) and also lets filters be
+changed _while_ the worker is searching and without message passing (neither of which are
+possible if filtering is on the worker thread)
+
+SEARCH WORKER:
+
+Import minisearch
+
+Build index
+
+On message from main thread
+  run search
+  find the first 200 unique results from each category, and compute their divs for display
+    note that this is necessary and sufficient information for the main thread to find the
+    first 200 unique results from any given filter set
+  post results to main thread
+
+MAIN:
+
+Launch worker
+
+Declare nonconstant globals (worker_is_running,  last_search_text, unfiltered_results)
+
+On text update
+  if worker is not running, launch_search()
+
+launch_search
+  set worker_is_running to true, set last_search_text to the search text
+  post the search query to worker
+
+on message from worker
+  if last_search_text is not the same as the text in the search field,
+    the latest search result is not reflective of the latest search query, so update again
+    launch_search()
+  otherwise
+    set worker_is_running to false
+
+  regardless, display the new search results to the user
+  save the unfiltered_results as a global
+  update_search()
+
+on filter click
+  adjust the filter selection
+  update_search()
+
+update_search
+  apply search filters by looping through the unfiltered_results and finding the first 200
+    unique results that match the filters
+
+  Update the DOM
+*/
+
+/////// SEARCH WORKER ///////
+
+function worker_function(documenterSearchIndex, documenterBaseURL, filters) {
+  importScripts(
+    "https://cdn.jsdelivr.net/npm/minisearch@6.1.0/dist/umd/index.min.js"
+  );
+
+  let data = documenterSearchIndex.map((x, key) => {
+    x["id"] = key; // minisearch requires a unique for each object
+    return x;
+  });
+
+  // list below is the lunr 2.1.3 list minus the intersect with names(Base)
+  // (all, any, get, in, is, only, which) and (do, else, for, let, where, while, with)
+  // ideally we'd just filter the original list but it's not available as a variable
+  const stopWords = new Set([
+    "a",
+    "able",
+    "about",
+    "across",
+    "after",
+    "almost",
+    "also",
+    "am",
+    "among",
+    "an",
+    "and",
+    "are",
+    "as",
+    "at",
+    "be",
+    "because",
+    "been",
+    "but",
+    "by",
+    "can",
+    "cannot",
+    "could",
+    "dear",
+    "did",
+    "does",
+    "either",
+    "ever",
+    "every",
+    "from",
+    "got",
+    "had",
+    "has",
+    "have",
+    "he",
+    "her",
+    "hers",
+    "him",
+    "his",
+    "how",
+    "however",
+    "i",
+    "if",
+    "into",
+    "it",
+    "its",
+    "just",
+    "least",
+    "like",
+    "likely",
+    "may",
+    "me",
+    "might",
+    "most",
+    "must",
+    "my",
+    "neither",
+    "no",
+    "nor",
+    "not",
+    "of",
+    "off",
+    "often",
+    "on",
+    "or",
+    "other",
+    "our",
+    "own",
+    "rather",
+    "said",
+    "say",
+    "says",
+    "she",
+    "should",
+    "since",
+    "so",
+    "some",
+    "than",
+    "that",
+    "the",
+    "their",
+    "them",
+    "then",
+    "there",
+    "these",
+    "they",
+    "this",
+    "tis",
+    "to",
+    "too",
+    "twas",
+    "us",
+    "wants",
+    "was",
+    "we",
+    "were",
+    "what",
+    "when",
+    "who",
+    "whom",
+    "why",
+    "will",
+    "would",
+    "yet",
+    "you",
+    "your",
+  ]);
+
+  let index = new MiniSearch({
+    fields: ["title", "text"], // fields to index for full-text search
+    storeFields: ["location", "title", "text", "category", "page"], // fields to return with results
     processTerm: (term) => {
       let word = stopWords.has(term) ? null : term;
       if (word) {
+        // custom trimmer that doesn't strip @ and !, which are used in julia macro and function names
         word = word
           .replace(/^[^a-zA-Z0-9@!]+/, "")
           .replace(/[^a-zA-Z0-9@!]+$/, "");
+
+        word = word.toLowerCase();
       }
 
       return word ?? null;
     },
+    // add . as a separator, because otherwise "title": "Documenter.Anchors.add!", would not
+    // find anything if searching for "add!", only for the entire qualification
     tokenize: (string) => string.split(/[\s\-\.]+/),
-  },
+    // options which will be applied during the search
+    searchOptions: {
+      prefix: true,
+      boost: { title: 100 },
+      fuzzy: 2,
+    },
+  });
+
+  index.addAll(data);
+
+  /**
+   *  Used to map characters to HTML entities.
+   * Refer: https://github.com/lodash/lodash/blob/main/src/escape.ts
+   */
+  const htmlEscapes = {
+    "&": "&amp;",
+    "<": "&lt;",
+    ">": "&gt;",
+    '"': "&quot;",
+    "'": "&#39;",
+  };
+
+  /**
+   * Used to match HTML entities and HTML characters.
+   * Refer: https://github.com/lodash/lodash/blob/main/src/escape.ts
+   */
+  const reUnescapedHtml = /[&<>"']/g;
+  const reHasUnescapedHtml = RegExp(reUnescapedHtml.source);
+
+  /**
+   * Escape function from lodash
+   * Refer: https://github.com/lodash/lodash/blob/main/src/escape.ts
+   */
+  function escape(string) {
+    return string && reHasUnescapedHtml.test(string)
+      ? string.replace(reUnescapedHtml, (chr) => htmlEscapes[chr])
+      : string || "";
+  }
+
+  /**
+   * RegX escape function from MDN
+   * Refer: https://developer.mozilla.org/en-US/docs/Web/JavaScript/Guide/Regular_Expressions#escaping
+   */
+  function escapeRegExp(string) {
+    return string.replace(/[.*+?^${}()|[\]\\]/g, "\\$&"); // $& means the whole matched string
+  }
+
+  /**
+   * Make the result component given a minisearch result data object and the value
+   * of the search input as queryString. To view the result object structure, refer:
+   * https://lucaong.github.io/minisearch/modules/_minisearch_.html#searchresult
+   *
+   * @param {object} result
+   * @param {string} querystring
+   * @returns string
+   */
+  function make_search_result(result, querystring) {
+    let search_divider = `<div class="search-divider w-100"></div>`;
+    let display_link =
+      result.location.slice(Math.max(0), Math.min(50, result.location.length)) +
+      (result.location.length > 30 ? "..." : ""); // To cut-off the link because it messes with the overflow of the whole div
+
+    if (result.page !== "") {
+      display_link += ` (${result.page})`;
+    }
+    searchstring = escapeRegExp(querystring);
+    let textindex = new RegExp(`${searchstring}`, "i").exec(result.text);
+    let text =
+      textindex !== null
+        ? result.text.slice(
+            Math.max(textindex.index - 100, 0),
+            Math.min(
+              textindex.index + querystring.length + 100,
+              result.text.length
+            )
+          )
+        : ""; // cut-off text before and after from the match
+
+    text = text.length ? escape(text) : "";
+
+    let display_result = text.length
+      ? "..." +
+        text.replace(
+          new RegExp(`${escape(searchstring)}`, "i"), // For first occurrence
+          '<span class="search-result-highlight py-1">$&</span>'
+        ) +
+        "..."
+      : ""; // highlights the match
+
+    let in_code = false;
+    if (!["page", "section"].includes(result.category.toLowerCase())) {
+      in_code = true;
+    }
+
+    // We encode the full url to escape some special characters which can lead to broken links
+    let result_div = `
+        <a href="${encodeURI(
+          documenterBaseURL + "/" + result.location
+        )}" class="search-result-link w-100 is-flex is-flex-direction-column gap-2 px-4 py-2">
+          <div class="w-100 is-flex is-flex-wrap-wrap is-justify-content-space-between is-align-items-flex-start">
+            <div class="search-result-title has-text-weight-bold ${
+              in_code ? "search-result-code-title" : ""
+            }">${escape(result.title)}</div>
+            <div class="property-search-result-badge">${result.category}</div>
+          </div>
+          <p>
+            ${display_result}
+          </p>
+          <div
+            class="has-text-left"
+            style="font-size: smaller;"
+            title="${result.location}"
+          >
+            <i class="fas fa-link"></i> ${display_link}
+          </div>
+        </a>
+        ${search_divider}
+      `;
+
+    return result_div;
+  }
+
+  self.onmessage = function (e) {
+    let query = e.data;
+    let results = index.search(query, {
+      filter: (result) => {
+        // Only return relevant results
+        return result.score >= 1;
+      },
+      combineWith: "AND",
+    });
+
+    // Pre-filter to deduplicate and limit to 200 per category to the extent
+    // possible without knowing what the filters are.
+    let filtered_results = [];
+    let counts = {};
+    for (let filter of filters) {
+      counts[filter] = 0;
+    }
+    let present = {};
+
+    for (let result of results) {
+      cat = result.category;
+      cnt = counts[cat];
+      if (cnt < 200) {
+        id = cat + "---" + result.location;
+        if (present[id]) {
+          continue;
+        }
+        present[id] = true;
+        filtered_results.push({
+          location: result.location,
+          category: cat,
+          div: make_search_result(result, query),
+        });
+      }
+    }
+
+    postMessage(filtered_results);
+  };
+}
+
+// `worker = Threads.@spawn worker_function(documenterSearchIndex)`, but in JavaScript!
+const filters = [
+  ...new Set(documenterSearchIndex["docs"].map((x) => x.category)),
+];
+const worker_str =
+  "(" +
+  worker_function.toString() +
+  ")(" +
+  JSON.stringify(documenterSearchIndex["docs"]) +
+  "," +
+  JSON.stringify(documenterBaseURL) +
+  "," +
+  JSON.stringify(filters) +
+  ")";
+const worker_blob = new Blob([worker_str], { type: "text/javascript" });
+const worker = new Worker(URL.createObjectURL(worker_blob));
+
+/////// SEARCH MAIN ///////
+
+// Whether the worker is currently handling a search. This is a boolean
+// as the worker only ever handles 1 or 0 searches at a time.
+var worker_is_running = false;
+
+// The last search text that was sent to the worker. This is used to determine
+// if the worker should be launched again when it reports back results.
+var last_search_text = "";
+
+// The results of the last search. This, in combination with the state of the filters
+// in the DOM, is used compute the results to display on calls to update_search.
+var unfiltered_results = [];
+
+// Which filter is currently selected
+var selected_filter = "";
+
+$(document).on("input", ".documenter-search-input", function (event) {
+  if (!worker_is_running) {
+    launch_search();
+  }
 });
 
-index.addAll(data);
+function launch_search() {
+  worker_is_running = true;
+  last_search_text = $(".documenter-search-input").val();
+  worker.postMessage(last_search_text);
+}
 
-let filters = [...new Set(data.map((x) => x.category))];
-var modal_filters = make_modal_body_filters(filters);
-var filter_results = [];
+worker.onmessage = function (e) {
+  if (last_search_text !== $(".documenter-search-input").val()) {
+    launch_search();
+  } else {
+    worker_is_running = false;
+  }
 
-$(document).on("keyup", ".documenter-search-input", function (event) {
-  // Adding a debounce to prevent disruptions from super-speed typing!
-  debounce(() => update_search(filter_results), 300);
-});
+  unfiltered_results = e.data;
+  update_search();
+};
 
 $(document).on("click", ".search-filter", function () {
   if ($(this).hasClass("search-filter-selected")) {
-    $(this).removeClass("search-filter-selected");
+    selected_filter = "";
   } else {
-    $(this).addClass("search-filter-selected");
+    selected_filter = $(this).text().toLowerCase();
   }
 
-  // Adding a debounce to prevent disruptions from crazy clicking!
-  debounce(() => get_filters(), 300);
+  // This updates search results and toggles classes for UI:
+  update_search();
 });
 
-/**
- * A debounce function, takes a function and an optional timeout in milliseconds
- *
- * @function callback
- * @param {number} timeout
- */
-function debounce(callback, timeout = 300) {
-  clearTimeout(timer);
-  timer = setTimeout(callback, timeout);
-}
-
 /**
  * Make/Update the search component
- *
- * @param {string[]} selected_filters
  */
-function update_search(selected_filters = []) {
-  let initial_search_body = `
-      <div class="has-text-centered my-5 py-5">Type something to get started!</div>
-    `;
-
+function update_search() {
   let querystring = $(".documenter-search-input").val();
 
   if (querystring.trim()) {
-    results = index.search(querystring, {
-      filter: (result) => {
-        // Filtering results
-        if (selected_filters.length === 0) {
-          return result.score >= 1;
-        } else {
-          return (
-            result.score >= 1 && selected_filters.includes(result.category)
-          );
-        }
-      },
-    });
+    if (selected_filter == "") {
+      results = unfiltered_results;
+    } else {
+      results = unfiltered_results.filter((result) => {
+        return selected_filter == result.category.toLowerCase();
+      });
+    }
 
     let search_result_container = ``;
+    let modal_filters = make_modal_body_filters();
     let search_divider = `<div class="search-divider w-100"></div>`;
 
     if (results.length) {
@@ -449,19 +699,23 @@ function update_search(selected_filters = []) {
       let count = 0;
       let search_results = "";
 
-      results.forEach(function (result) {
-        if (result.location) {
-          // Checking for duplication of results for the same page
-          if (!links.includes(result.location)) {
-            search_results += make_search_result(result, querystring);
-            count++;
-          }
-
+      for (var i = 0, n = results.length; i < n && count < 200; ++i) {
+        let result = results[i];
+        if (result.location && !links.includes(result.location)) {
+          search_results += result.div;
+          count++;
           links.push(result.location);
         }
-      });
+      }
 
-      let result_count = `<div class="is-size-6">${count} result(s)</div>`;
+      if (count == 1) {
+        count_str = "1 result";
+      } else if (count == 200) {
+        count_str = "200+ results";
+      } else {
+        count_str = count + " results";
+      }
+      let result_count = `<div class="is-size-6">${count_str}</div>`;
 
       search_result_container = `
             <div class="is-flex is-flex-direction-column gap-2 is-align-items-flex-start">
@@ -490,125 +744,37 @@ function update_search(selected_filters = []) {
 
     $(".search-modal-card-body").html(search_result_container);
   } else {
-    filter_results = [];
-    modal_filters = make_modal_body_filters(filters, filter_results);
-
     if (!$(".search-modal-card-body").hasClass("is-justify-content-center")) {
       $(".search-modal-card-body").addClass("is-justify-content-center");
     }
 
-    $(".search-modal-card-body").html(initial_search_body);
+    $(".search-modal-card-body").html(`
+      <div class="has-text-centered my-5 py-5">Type something to get started!</div>
+    `);
   }
 }
 
 /**
  * Make the modal filter html
  *
- * @param {string[]} filters
- * @param {string[]} selected_filters
  * @returns string
  */
-function make_modal_body_filters(filters, selected_filters = []) {
-  let str = ``;
+function make_modal_body_filters() {
+  let str = filters
+    .map((val) => {
+      if (selected_filter == val.toLowerCase()) {
+        return `<a href="javascript:;" class="search-filter search-filter-selected"><span>${val}</span></a>`;
+      } else {
+        return `<a href="javascript:;" class="search-filter"><span>${val}</span></a>`;
+      }
+    })
+    .join("");
 
-  filters.forEach((val) => {
-    if (selected_filters.includes(val)) {
-      str += `<a href="javascript:;" class="search-filter search-filter-selected"><span>${val}</span></a>`;
-    } else {
-      str += `<a href="javascript:;" class="search-filter"><span>${val}</span></a>`;
-    }
-  });
-
-  let filter_html = `
+  return `
         <div class="is-flex gap-2 is-flex-wrap-wrap is-justify-content-flex-start is-align-items-center search-filters">
             <span class="is-size-6">Filters:</span>
             ${str}
-        </div>
-    `;
-
-  return filter_html;
-}
-
-/**
- * Make the result component given a minisearch result data object and the value of the search input as queryString.
- * To view the result object structure, refer: https://lucaong.github.io/minisearch/modules/_minisearch_.html#searchresult
- *
- * @param {object} result
- * @param {string} querystring
- * @returns string
- */
-function make_search_result(result, querystring) {
-  let search_divider = `<div class="search-divider w-100"></div>`;
-  let display_link =
-    result.location.slice(Math.max(0), Math.min(50, result.location.length)) +
-    (result.location.length > 30 ? "..." : ""); // To cut-off the link because it messes with the overflow of the whole div
-
-  if (result.page !== "") {
-    display_link += ` (${result.page})`;
-  }
-
-  let textindex = new RegExp(`\\b${querystring}\\b`, "i").exec(result.text);
-  let text =
-    textindex !== null
-      ? result.text.slice(
-          Math.max(textindex.index - 100, 0),
-          Math.min(
-            textindex.index + querystring.length + 100,
-            result.text.length
-          )
-        )
-      : ""; // cut-off text before and after from the match
-
-  let display_result = text.length
-    ? "..." +
-      text.replace(
-        new RegExp(`\\b${querystring}\\b`, "i"), // For first occurrence
-        '<span class="search-result-highlight p-1">$&</span>'
-      ) +
-      "..."
-    : ""; // highlights the match
-
-  let in_code = false;
-  if (!["page", "section"].includes(result.category.toLowerCase())) {
-    in_code = true;
-  }
-
-  // We encode the full url to escape some special characters which can lead to broken links
-  let result_div = `
-      <a href="${encodeURI(
-        documenterBaseURL + "/" + result.location
-      )}" class="search-result-link w-100 is-flex is-flex-direction-column gap-2 px-4 py-2">
-        <div class="w-100 is-flex is-flex-wrap-wrap is-justify-content-space-between is-align-items-flex-start">
-          <div class="search-result-title has-text-weight-bold ${
-            in_code ? "search-result-code-title" : ""
-          }">${result.title}</div>
-          <div class="property-search-result-badge">${result.category}</div>
-        </div>
-        <p>
-          ${display_result}
-        </p>
-        <div
-          class="has-text-left"
-          style="font-size: smaller;"
-          title="${result.location}"
-        >
-          <i class="fas fa-link"></i> ${display_link}
-        </div>
-      </a>
-      ${search_divider}
-    `;
-
-  return result_div;
-}
-
-/**
- * Get selected filters, remake the filter html and lastly update the search modal
- */
-function get_filters() {
-  let ele = $(".search-filters .search-filter-selected").get();
-  filter_results = ele.map((x) => $(x).text().toLowerCase());
-  modal_filters = make_modal_body_filters(filters, filter_results);
-  update_search(filter_results);
+        </div>`;
 }
 
 })
@@ -635,104 +801,108 @@ $(document).ready(function () {
 ////////////////////////////////////////////////////////////////////////////////
 require(['jquery'], function($) {
 
-let search_modal_header = `
-  <header class="modal-card-head gap-2 is-align-items-center is-justify-content-space-between w-100 px-3">
-    <div class="field mb-0 w-100">
-      <p class="control has-icons-right">
-        <input class="input documenter-search-input" type="text" placeholder="Search" />
-        <span class="icon is-small is-right has-text-primary-dark">
-          <i class="fas fa-magnifying-glass"></i>
-        </span>
-      </p>
-    </div>
-    <div class="icon is-size-4 is-clickable close-search-modal">
-      <i class="fas fa-times"></i>
-    </div>
-  </header>
-`;
-
-let initial_search_body = `
-  <div class="has-text-centered my-5 py-5">Type something to get started!</div>
-`;
-
-let search_modal_footer = `
-  <footer class="modal-card-foot">
-    <span>
-      <kbd class="search-modal-key-hints">Ctrl</kbd> +
-      <kbd class="search-modal-key-hints">/</kbd> to search
-    </span>
-    <span class="ml-3"> <kbd class="search-modal-key-hints">esc</kbd> to close </span>
-  </footer>
-`;
-
-$(document.body).append(
-  `
-    <div class="modal" id="search-modal">
-      <div class="modal-background"></div>
-      <div class="modal-card search-min-width-50 search-min-height-100 is-justify-content-center">
-        ${search_modal_header}
-        <section class="modal-card-body is-flex is-flex-direction-column is-justify-content-center gap-4 search-modal-card-body">
-          ${initial_search_body}
-        </section>
-        ${search_modal_footer}
+$(document).ready(function () {
+  let search_modal_header = `
+    <header class="modal-card-head gap-2 is-align-items-center is-justify-content-space-between w-100 px-3">
+      <div class="field mb-0 w-100">
+        <p class="control has-icons-right">
+          <input class="input documenter-search-input" type="text" placeholder="Search" />
+          <span class="icon is-small is-right has-text-primary-dark">
+            <i class="fas fa-magnifying-glass"></i>
+          </span>
+        </p>
       </div>
-    </div>
-  `
-);
+      <div class="icon is-size-4 is-clickable close-search-modal">
+        <i class="fas fa-times"></i>
+      </div>
+    </header>
+  `;
 
-document.querySelector(".docs-search-query").addEventListener("click", () => {
-  openModal();
-});
-
-document.querySelector(".close-search-modal").addEventListener("click", () => {
-  closeModal();
-});
-
-$(document).on("click", ".search-result-link", function () {
-  closeModal();
-});
-
-document.addEventListener("keydown", (event) => {
-  if ((event.ctrlKey || event.metaKey) && event.key === "/") {
-    openModal();
-  } else if (event.key === "Escape") {
-    closeModal();
-  }
-
-  return false;
-});
-
-// Functions to open and close a modal
-function openModal() {
-  let searchModal = document.querySelector("#search-modal");
-
-  searchModal.classList.add("is-active");
-  document.querySelector(".documenter-search-input").focus();
-}
-
-function closeModal() {
-  let searchModal = document.querySelector("#search-modal");
   let initial_search_body = `
     <div class="has-text-centered my-5 py-5">Type something to get started!</div>
   `;
 
-  searchModal.classList.remove("is-active");
-  document.querySelector(".documenter-search-input").blur();
+  let search_modal_footer = `
+    <footer class="modal-card-foot">
+      <span>
+        <kbd class="search-modal-key-hints">Ctrl</kbd> +
+        <kbd class="search-modal-key-hints">/</kbd> to search
+      </span>
+      <span class="ml-3"> <kbd class="search-modal-key-hints">esc</kbd> to close </span>
+    </footer>
+  `;
 
-  if (!$(".search-modal-card-body").hasClass("is-justify-content-center")) {
-    $(".search-modal-card-body").addClass("is-justify-content-center");
-  }
+  $(document.body).append(
+    `
+      <div class="modal" id="search-modal">
+        <div class="modal-background"></div>
+        <div class="modal-card search-min-width-50 search-min-height-100 is-justify-content-center">
+          ${search_modal_header}
+          <section class="modal-card-body is-flex is-flex-direction-column is-justify-content-center gap-4 search-modal-card-body">
+            ${initial_search_body}
+          </section>
+          ${search_modal_footer}
+        </div>
+      </div>
+    `
+  );
 
-  $(".documenter-search-input").val("");
-  $(".search-modal-card-body").html(initial_search_body);
-}
+  document.querySelector(".docs-search-query").addEventListener("click", () => {
+    openModal();
+  });
 
-document
-  .querySelector("#search-modal .modal-background")
-  .addEventListener("click", () => {
+  document
+    .querySelector(".close-search-modal")
+    .addEventListener("click", () => {
+      closeModal();
+    });
+
+  $(document).on("click", ".search-result-link", function () {
     closeModal();
   });
 
+  document.addEventListener("keydown", (event) => {
+    if ((event.ctrlKey || event.metaKey) && event.key === "/") {
+      openModal();
+    } else if (event.key === "Escape") {
+      closeModal();
+    }
+
+    return false;
+  });
+
+  // Functions to open and close a modal
+  function openModal() {
+    let searchModal = document.querySelector("#search-modal");
+
+    searchModal.classList.add("is-active");
+    document.querySelector(".documenter-search-input").focus();
+  }
+
+  function closeModal() {
+    let searchModal = document.querySelector("#search-modal");
+    let initial_search_body = `
+      <div class="has-text-centered my-5 py-5">Type something to get started!</div>
+    `;
+
+    searchModal.classList.remove("is-active");
+    document.querySelector(".documenter-search-input").blur();
+
+    if (!$(".search-modal-card-body").hasClass("is-justify-content-center")) {
+      $(".search-modal-card-body").addClass("is-justify-content-center");
+    }
+
+    $(".documenter-search-input").val("");
+    $(".search-modal-card-body").html(initial_search_body);
+  }
+
+  document
+    .querySelector("#search-modal .modal-background")
+    .addEventListener("click", () => {
+      closeModal();
+    });
+});
+
 })
 ////////////////////////////////////////////////////////////////////////////////
 require(['jquery'], function($) {
diff --git a/dev/assets/themes/catppuccin-frappe.css b/dev/assets/themes/catppuccin-frappe.css
new file mode 100644
index 0000000..54a5b77
--- /dev/null
+++ b/dev/assets/themes/catppuccin-frappe.css
@@ -0,0 +1 @@
+html.theme--catppuccin-frappe .pagination-previous,html.theme--catppuccin-frappe .pagination-next,html.theme--catppuccin-frappe .pagination-link,html.theme--catppuccin-frappe .pagination-ellipsis,html.theme--catppuccin-frappe .file-cta,html.theme--catppuccin-frappe .file-name,html.theme--catppuccin-frappe .select select,html.theme--catppuccin-frappe .textarea,html.theme--catppuccin-frappe .input,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input,html.theme--catppuccin-frappe .button{-moz-appearance:none;-webkit-appearance:none;align-items:center;border:1px solid transparent;border-radius:.4em;box-shadow:none;display:inline-flex;font-size:1rem;height:2.5em;justify-content:flex-start;line-height:1.5;padding-bottom:calc(0.5em - 1px);padding-left:calc(0.75em - 1px);padding-right:calc(0.75em - 1px);padding-top:calc(0.5em - 1px);position:relative;vertical-align:top}html.theme--catppuccin-frappe .pagination-previous:focus,html.theme--catppuccin-frappe .pagination-next:focus,html.theme--catppuccin-frappe .pagination-link:focus,html.theme--catppuccin-frappe .pagination-ellipsis:focus,html.theme--catppuccin-frappe .file-cta:focus,html.theme--catppuccin-frappe .file-name:focus,html.theme--catppuccin-frappe .select select:focus,html.theme--catppuccin-frappe .textarea:focus,html.theme--catppuccin-frappe .input:focus,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input:focus,html.theme--catppuccin-frappe .button:focus,html.theme--catppuccin-frappe .is-focused.pagination-previous,html.theme--catppuccin-frappe .is-focused.pagination-next,html.theme--catppuccin-frappe .is-focused.pagination-link,html.theme--catppuccin-frappe .is-focused.pagination-ellipsis,html.theme--catppuccin-frappe .is-focused.file-cta,html.theme--catppuccin-frappe .is-focused.file-name,html.theme--catppuccin-frappe .select select.is-focused,html.theme--catppuccin-frappe .is-focused.textarea,html.theme--catppuccin-frappe .is-focused.input,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.is-focused,html.theme--catppuccin-frappe .is-focused.button,html.theme--catppuccin-frappe .pagination-previous:active,html.theme--catppuccin-frappe .pagination-next:active,html.theme--catppuccin-frappe .pagination-link:active,html.theme--catppuccin-frappe .pagination-ellipsis:active,html.theme--catppuccin-frappe .file-cta:active,html.theme--catppuccin-frappe .file-name:active,html.theme--catppuccin-frappe .select select:active,html.theme--catppuccin-frappe .textarea:active,html.theme--catppuccin-frappe .input:active,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input:active,html.theme--catppuccin-frappe .button:active,html.theme--catppuccin-frappe .is-active.pagination-previous,html.theme--catppuccin-frappe .is-active.pagination-next,html.theme--catppuccin-frappe .is-active.pagination-link,html.theme--catppuccin-frappe .is-active.pagination-ellipsis,html.theme--catppuccin-frappe .is-active.file-cta,html.theme--catppuccin-frappe .is-active.file-name,html.theme--catppuccin-frappe .select select.is-active,html.theme--catppuccin-frappe .is-active.textarea,html.theme--catppuccin-frappe .is-active.input,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.is-active,html.theme--catppuccin-frappe .is-active.button{outline:none}html.theme--catppuccin-frappe .pagination-previous[disabled],html.theme--catppuccin-frappe .pagination-next[disabled],html.theme--catppuccin-frappe .pagination-link[disabled],html.theme--catppuccin-frappe .pagination-ellipsis[disabled],html.theme--catppuccin-frappe .file-cta[disabled],html.theme--catppuccin-frappe .file-name[disabled],html.theme--catppuccin-frappe .select select[disabled],html.theme--catppuccin-frappe .textarea[disabled],html.theme--catppuccin-frappe .input[disabled],html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input[disabled],html.theme--catppuccin-frappe .button[disabled],fieldset[disabled] html.theme--catppuccin-frappe .pagination-previous,html.theme--catppuccin-frappe fieldset[disabled] .pagination-previous,fieldset[disabled] html.theme--catppuccin-frappe .pagination-next,html.theme--catppuccin-frappe fieldset[disabled] .pagination-next,fieldset[disabled] html.theme--catppuccin-frappe .pagination-link,html.theme--catppuccin-frappe fieldset[disabled] .pagination-link,fieldset[disabled] html.theme--catppuccin-frappe .pagination-ellipsis,html.theme--catppuccin-frappe fieldset[disabled] .pagination-ellipsis,fieldset[disabled] html.theme--catppuccin-frappe .file-cta,html.theme--catppuccin-frappe fieldset[disabled] .file-cta,fieldset[disabled] html.theme--catppuccin-frappe .file-name,html.theme--catppuccin-frappe fieldset[disabled] .file-name,fieldset[disabled] html.theme--catppuccin-frappe .select select,fieldset[disabled] html.theme--catppuccin-frappe .textarea,fieldset[disabled] html.theme--catppuccin-frappe .input,fieldset[disabled] html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input,html.theme--catppuccin-frappe fieldset[disabled] .select select,html.theme--catppuccin-frappe .select fieldset[disabled] select,html.theme--catppuccin-frappe fieldset[disabled] .textarea,html.theme--catppuccin-frappe fieldset[disabled] .input,html.theme--catppuccin-frappe fieldset[disabled] #documenter .docs-sidebar form.docs-search>input,html.theme--catppuccin-frappe #documenter .docs-sidebar fieldset[disabled] form.docs-search>input,fieldset[disabled] html.theme--catppuccin-frappe .button,html.theme--catppuccin-frappe fieldset[disabled] .button{cursor:not-allowed}html.theme--catppuccin-frappe .tabs,html.theme--catppuccin-frappe .pagination-previous,html.theme--catppuccin-frappe .pagination-next,html.theme--catppuccin-frappe .pagination-link,html.theme--catppuccin-frappe .pagination-ellipsis,html.theme--catppuccin-frappe .breadcrumb,html.theme--catppuccin-frappe .file,html.theme--catppuccin-frappe .button,.is-unselectable{-webkit-touch-callout:none;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none}html.theme--catppuccin-frappe .navbar-link:not(.is-arrowless)::after,html.theme--catppuccin-frappe .select:not(.is-multiple):not(.is-loading)::after{border:3px solid rgba(0,0,0,0);border-radius:2px;border-right:0;border-top:0;content:" ";display:block;height:0.625em;margin-top:-0.4375em;pointer-events:none;position:absolute;top:50%;transform:rotate(-45deg);transform-origin:center;width:0.625em}html.theme--catppuccin-frappe .admonition:not(:last-child),html.theme--catppuccin-frappe .tabs:not(:last-child),html.theme--catppuccin-frappe .pagination:not(:last-child),html.theme--catppuccin-frappe .message:not(:last-child),html.theme--catppuccin-frappe .level:not(:last-child),html.theme--catppuccin-frappe .breadcrumb:not(:last-child),html.theme--catppuccin-frappe .block:not(:last-child),html.theme--catppuccin-frappe .title:not(:last-child),html.theme--catppuccin-frappe .subtitle:not(:last-child),html.theme--catppuccin-frappe .table-container:not(:last-child),html.theme--catppuccin-frappe .table:not(:last-child),html.theme--catppuccin-frappe .progress:not(:last-child),html.theme--catppuccin-frappe .notification:not(:last-child),html.theme--catppuccin-frappe .content:not(:last-child),html.theme--catppuccin-frappe .box:not(:last-child){margin-bottom:1.5rem}html.theme--catppuccin-frappe .modal-close,html.theme--catppuccin-frappe .delete{-webkit-touch-callout:none;-webkit-user-select:none;-moz-user-select:none;-ms-user-select:none;user-select:none;-moz-appearance:none;-webkit-appearance:none;background-color:rgba(10,10,10,0.2);border:none;border-radius:9999px;cursor:pointer;pointer-events:auto;display:inline-block;flex-grow:0;flex-shrink:0;font-size:0;height:20px;max-height:20px;max-width:20px;min-height:20px;min-width:20px;outline:none;position:relative;vertical-align:top;width:20px}html.theme--catppuccin-frappe .modal-close::before,html.theme--catppuccin-frappe .delete::before,html.theme--catppuccin-frappe .modal-close::after,html.theme--catppuccin-frappe .delete::after{background-color:#fff;content:"";display:block;left:50%;position:absolute;top:50%;transform:translateX(-50%) translateY(-50%) rotate(45deg);transform-origin:center center}html.theme--catppuccin-frappe .modal-close::before,html.theme--catppuccin-frappe .delete::before{height:2px;width:50%}html.theme--catppuccin-frappe .modal-close::after,html.theme--catppuccin-frappe .delete::after{height:50%;width:2px}html.theme--catppuccin-frappe .modal-close:hover,html.theme--catppuccin-frappe .delete:hover,html.theme--catppuccin-frappe .modal-close:focus,html.theme--catppuccin-frappe .delete:focus{background-color:rgba(10,10,10,0.3)}html.theme--catppuccin-frappe .modal-close:active,html.theme--catppuccin-frappe .delete:active{background-color:rgba(10,10,10,0.4)}html.theme--catppuccin-frappe .is-small.modal-close,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.modal-close,html.theme--catppuccin-frappe .is-small.delete,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.delete{height:16px;max-height:16px;max-width:16px;min-height:16px;min-width:16px;width:16px}html.theme--catppuccin-frappe .is-medium.modal-close,html.theme--catppuccin-frappe .is-medium.delete{height:24px;max-height:24px;max-width:24px;min-height:24px;min-width:24px;width:24px}html.theme--catppuccin-frappe .is-large.modal-close,html.theme--catppuccin-frappe .is-large.delete{height:32px;max-height:32px;max-width:32px;min-height:32px;min-width:32px;width:32px}html.theme--catppuccin-frappe .control.is-loading::after,html.theme--catppuccin-frappe .select.is-loading::after,html.theme--catppuccin-frappe .loader,html.theme--catppuccin-frappe .button.is-loading::after{animation:spinAround 500ms infinite linear;border:2px solid #838ba7;border-radius:9999px;border-right-color:transparent;border-top-color:transparent;content:"";display:block;height:1em;position:relative;width:1em}html.theme--catppuccin-frappe .hero-video,html.theme--catppuccin-frappe .modal-background,html.theme--catppuccin-frappe .modal,html.theme--catppuccin-frappe .image.is-square img,html.theme--catppuccin-frappe #documenter .docs-sidebar .docs-logo>img.is-square img,html.theme--catppuccin-frappe 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.button.is-primary.is-light.is-hovered,html.theme--catppuccin-frappe .docstring>section>a.button.is-light.is-hovered.docs-sourcelink{background-color:#e2eafb;border-color:transparent;color:#153a8e}html.theme--catppuccin-frappe .button.is-primary.is-light:active,html.theme--catppuccin-frappe .docstring>section>a.button.is-light.docs-sourcelink:active,html.theme--catppuccin-frappe .button.is-primary.is-light.is-active,html.theme--catppuccin-frappe .docstring>section>a.button.is-light.is-active.docs-sourcelink{background-color:#d7e1f9;border-color:transparent;color:#153a8e}html.theme--catppuccin-frappe .button.is-link{background-color:#8caaee;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-link:hover,html.theme--catppuccin-frappe .button.is-link.is-hovered{background-color:#81a2ec;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-link:focus,html.theme--catppuccin-frappe 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.button.is-link.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#8caaee}html.theme--catppuccin-frappe .button.is-link.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-frappe .button.is-link.is-outlined{background-color:transparent;border-color:#8caaee;color:#8caaee}html.theme--catppuccin-frappe .button.is-link.is-outlined:hover,html.theme--catppuccin-frappe .button.is-link.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-link.is-outlined:focus,html.theme--catppuccin-frappe .button.is-link.is-outlined.is-focused{background-color:#8caaee;border-color:#8caaee;color:#fff}html.theme--catppuccin-frappe .button.is-link.is-outlined.is-loading::after{border-color:transparent transparent #8caaee #8caaee !important}html.theme--catppuccin-frappe .button.is-link.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-link.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-link.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-link.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-frappe .button.is-link.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-link.is-outlined{background-color:transparent;border-color:#8caaee;box-shadow:none;color:#8caaee}html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-link.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe 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.button.is-link.is-light.is-hovered{background-color:#e2eafb;border-color:transparent;color:#153a8e}html.theme--catppuccin-frappe .button.is-link.is-light:active,html.theme--catppuccin-frappe .button.is-link.is-light.is-active{background-color:#d7e1f9;border-color:transparent;color:#153a8e}html.theme--catppuccin-frappe .button.is-info{background-color:#81c8be;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info:hover,html.theme--catppuccin-frappe .button.is-info.is-hovered{background-color:#78c4b9;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info:focus,html.theme--catppuccin-frappe .button.is-info.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info:focus:not(:active),html.theme--catppuccin-frappe .button.is-info.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(129,200,190,0.25)}html.theme--catppuccin-frappe .button.is-info:active,html.theme--catppuccin-frappe .button.is-info.is-active{background-color:#6fc0b5;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-info{background-color:#81c8be;border-color:#81c8be;box-shadow:none}html.theme--catppuccin-frappe .button.is-info.is-inverted{background-color:rgba(0,0,0,0.7);color:#81c8be}html.theme--catppuccin-frappe .button.is-info.is-inverted:hover,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-info.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#81c8be}html.theme--catppuccin-frappe .button.is-info.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-info.is-outlined{background-color:transparent;border-color:#81c8be;color:#81c8be}html.theme--catppuccin-frappe .button.is-info.is-outlined:hover,html.theme--catppuccin-frappe .button.is-info.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-info.is-outlined:focus,html.theme--catppuccin-frappe .button.is-info.is-outlined.is-focused{background-color:#81c8be;border-color:#81c8be;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info.is-outlined.is-loading::after{border-color:transparent transparent #81c8be #81c8be !important}html.theme--catppuccin-frappe .button.is-info.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-info.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-info.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-info.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-info.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-info.is-outlined{background-color:transparent;border-color:#81c8be;box-shadow:none;color:#81c8be}html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#81c8be}html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #81c8be #81c8be !important}html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-info.is-light{background-color:#f1f9f8;color:#2d675f}html.theme--catppuccin-frappe .button.is-info.is-light:hover,html.theme--catppuccin-frappe .button.is-info.is-light.is-hovered{background-color:#e8f5f3;border-color:transparent;color:#2d675f}html.theme--catppuccin-frappe .button.is-info.is-light:active,html.theme--catppuccin-frappe .button.is-info.is-light.is-active{background-color:#dff1ef;border-color:transparent;color:#2d675f}html.theme--catppuccin-frappe 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.button.is-success{background-color:#a6d189;border-color:#a6d189;box-shadow:none}html.theme--catppuccin-frappe .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-inverted:hover,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-success.is-outlined{background-color:transparent;border-color:#a6d189;color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-outlined:hover,html.theme--catppuccin-frappe .button.is-success.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-success.is-outlined:focus,html.theme--catppuccin-frappe .button.is-success.is-outlined.is-focused{background-color:#a6d189;border-color:#a6d189;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success.is-outlined.is-loading::after{border-color:transparent transparent #a6d189 #a6d189 !important}html.theme--catppuccin-frappe .button.is-success.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-success.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-success.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-success.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-success.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-success.is-outlined{background-color:transparent;border-color:#a6d189;box-shadow:none;color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#a6d189}html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #a6d189 #a6d189 !important}html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-success.is-light{background-color:#f4f9f0;color:#446a29}html.theme--catppuccin-frappe .button.is-success.is-light:hover,html.theme--catppuccin-frappe .button.is-success.is-light.is-hovered{background-color:#edf6e7;border-color:transparent;color:#446a29}html.theme--catppuccin-frappe .button.is-success.is-light:active,html.theme--catppuccin-frappe .button.is-success.is-light.is-active{background-color:#e6f2de;border-color:transparent;color:#446a29}html.theme--catppuccin-frappe 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.button.is-warning.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-warning.is-outlined:focus,html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-focused{background-color:#e5c890;border-color:#e5c890;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-loading::after{border-color:transparent transparent #e5c890 #e5c890 !important}html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-warning.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-frappe .button.is-warning.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-warning.is-outlined{background-color:transparent;border-color:#e5c890;box-shadow:none;color:#e5c890}html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#e5c890}html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #e5c890 #e5c890 !important}html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .button.is-warning.is-light{background-color:#fbf7ee;color:#78591c}html.theme--catppuccin-frappe .button.is-warning.is-light:hover,html.theme--catppuccin-frappe .button.is-warning.is-light.is-hovered{background-color:#f9f2e4;border-color:transparent;color:#78591c}html.theme--catppuccin-frappe .button.is-warning.is-light:active,html.theme--catppuccin-frappe .button.is-warning.is-light.is-active{background-color:#f6edda;border-color:transparent;color:#78591c}html.theme--catppuccin-frappe .button.is-danger{background-color:#e78284;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-danger:hover,html.theme--catppuccin-frappe .button.is-danger.is-hovered{background-color:#e57779;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-danger:focus,html.theme--catppuccin-frappe .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-danger:focus:not(:active),html.theme--catppuccin-frappe .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(231,130,132,0.25)}html.theme--catppuccin-frappe .button.is-danger:active,html.theme--catppuccin-frappe .button.is-danger.is-active{background-color:#e36d6f;border-color:transparent;color:#fff}html.theme--catppuccin-frappe .button.is-danger[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-danger{background-color:#e78284;border-color:#e78284;box-shadow:none}html.theme--catppuccin-frappe .button.is-danger.is-inverted{background-color:#fff;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-inverted:hover,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-frappe .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-frappe .button.is-danger.is-outlined{background-color:transparent;border-color:#e78284;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-outlined:hover,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-danger.is-outlined:focus,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-focused{background-color:#e78284;border-color:#e78284;color:#fff}html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #e78284 #e78284 !important}html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-frappe .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-danger.is-outlined{background-color:transparent;border-color:#e78284;box-shadow:none;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined:hover,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined:focus,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#e78284}html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #e78284 #e78284 !important}html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-frappe .button.is-danger.is-light{background-color:#fceeee;color:#9a1e20}html.theme--catppuccin-frappe .button.is-danger.is-light:hover,html.theme--catppuccin-frappe .button.is-danger.is-light.is-hovered{background-color:#fae3e4;border-color:transparent;color:#9a1e20}html.theme--catppuccin-frappe .button.is-danger.is-light:active,html.theme--catppuccin-frappe .button.is-danger.is-light.is-active{background-color:#f8d8d9;border-color:transparent;color:#9a1e20}html.theme--catppuccin-frappe .button.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--catppuccin-frappe .button.is-small:not(.is-rounded),html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--catppuccin-frappe .button.is-normal{font-size:1rem}html.theme--catppuccin-frappe .button.is-medium{font-size:1.25rem}html.theme--catppuccin-frappe .button.is-large{font-size:1.5rem}html.theme--catppuccin-frappe .button[disabled],fieldset[disabled] html.theme--catppuccin-frappe .button{background-color:#737994;border-color:#626880;box-shadow:none;opacity:.5}html.theme--catppuccin-frappe .button.is-fullwidth{display:flex;width:100%}html.theme--catppuccin-frappe .button.is-loading{color:transparent !important;pointer-events:none}html.theme--catppuccin-frappe .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--catppuccin-frappe .button.is-static{background-color:#292c3c;border-color:#626880;color:#838ba7;box-shadow:none;pointer-events:none}html.theme--catppuccin-frappe .button.is-rounded,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--catppuccin-frappe .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--catppuccin-frappe .buttons .button{margin-bottom:0.5rem}html.theme--catppuccin-frappe .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--catppuccin-frappe .buttons:last-child{margin-bottom:-0.5rem}html.theme--catppuccin-frappe .buttons:not(:last-child){margin-bottom:1rem}html.theme--catppuccin-frappe .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--catppuccin-frappe .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--catppuccin-frappe .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--catppuccin-frappe .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--catppuccin-frappe .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-frappe .buttons.has-addons .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--catppuccin-frappe .buttons.has-addons .button:last-child{margin-right:0}html.theme--catppuccin-frappe .buttons.has-addons .button:hover,html.theme--catppuccin-frappe .buttons.has-addons .button.is-hovered{z-index:2}html.theme--catppuccin-frappe .buttons.has-addons .button:focus,html.theme--catppuccin-frappe .buttons.has-addons .button.is-focused,html.theme--catppuccin-frappe .buttons.has-addons .button:active,html.theme--catppuccin-frappe .buttons.has-addons .button.is-active,html.theme--catppuccin-frappe .buttons.has-addons .button.is-selected{z-index:3}html.theme--catppuccin-frappe .buttons.has-addons .button:focus:hover,html.theme--catppuccin-frappe .buttons.has-addons .button.is-focused:hover,html.theme--catppuccin-frappe .buttons.has-addons .button:active:hover,html.theme--catppuccin-frappe .buttons.has-addons .button.is-active:hover,html.theme--catppuccin-frappe .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--catppuccin-frappe .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-frappe .buttons.is-centered{justify-content:center}html.theme--catppuccin-frappe .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--catppuccin-frappe .buttons.is-right{justify-content:flex-end}html.theme--catppuccin-frappe .buttons.is-right:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}@media screen and (max-width: 768px){html.theme--catppuccin-frappe .button.is-responsive.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.5625rem}html.theme--catppuccin-frappe .button.is-responsive,html.theme--catppuccin-frappe .button.is-responsive.is-normal{font-size:.65625rem}html.theme--catppuccin-frappe .button.is-responsive.is-medium{font-size:.75rem}html.theme--catppuccin-frappe .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--catppuccin-frappe .button.is-responsive.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--catppuccin-frappe .button.is-responsive,html.theme--catppuccin-frappe .button.is-responsive.is-normal{font-size:.75rem}html.theme--catppuccin-frappe .button.is-responsive.is-medium{font-size:1rem}html.theme--catppuccin-frappe .button.is-responsive.is-large{font-size:1.25rem}}html.theme--catppuccin-frappe .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--catppuccin-frappe .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--catppuccin-frappe .container{max-width:992px}}@media screen and (max-width: 1215px){html.theme--catppuccin-frappe .container.is-widescreen:not(.is-max-desktop){max-width:1152px}}@media screen and (max-width: 1407px){html.theme--catppuccin-frappe .container.is-fullhd:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}@media screen and (min-width: 1216px){html.theme--catppuccin-frappe .container:not(.is-max-desktop){max-width:1152px}}@media screen and (min-width: 1408px){html.theme--catppuccin-frappe .container:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}html.theme--catppuccin-frappe .content li+li{margin-top:0.25em}html.theme--catppuccin-frappe .content p:not(:last-child),html.theme--catppuccin-frappe .content dl:not(:last-child),html.theme--catppuccin-frappe .content ol:not(:last-child),html.theme--catppuccin-frappe .content ul:not(:last-child),html.theme--catppuccin-frappe .content blockquote:not(:last-child),html.theme--catppuccin-frappe .content pre:not(:last-child),html.theme--catppuccin-frappe .content table:not(:last-child){margin-bottom:1em}html.theme--catppuccin-frappe .content h1,html.theme--catppuccin-frappe .content h2,html.theme--catppuccin-frappe .content h3,html.theme--catppuccin-frappe .content h4,html.theme--catppuccin-frappe .content h5,html.theme--catppuccin-frappe .content h6{color:#c6d0f5;font-weight:600;line-height:1.125}html.theme--catppuccin-frappe .content h1{font-size:2em;margin-bottom:0.5em}html.theme--catppuccin-frappe .content h1:not(:first-child){margin-top:1em}html.theme--catppuccin-frappe .content h2{font-size:1.75em;margin-bottom:0.5714em}html.theme--catppuccin-frappe .content h2:not(:first-child){margin-top:1.1428em}html.theme--catppuccin-frappe .content h3{font-size:1.5em;margin-bottom:0.6666em}html.theme--catppuccin-frappe .content h3:not(:first-child){margin-top:1.3333em}html.theme--catppuccin-frappe .content h4{font-size:1.25em;margin-bottom:0.8em}html.theme--catppuccin-frappe .content h5{font-size:1.125em;margin-bottom:0.8888em}html.theme--catppuccin-frappe .content h6{font-size:1em;margin-bottom:1em}html.theme--catppuccin-frappe .content blockquote{background-color:#292c3c;border-left:5px solid #626880;padding:1.25em 1.5em}html.theme--catppuccin-frappe .content ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-frappe .content ol:not([type]){list-style-type:decimal}html.theme--catppuccin-frappe .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--catppuccin-frappe .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--catppuccin-frappe .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--catppuccin-frappe .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--catppuccin-frappe .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-frappe .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--catppuccin-frappe .content ul ul ul{list-style-type:square}html.theme--catppuccin-frappe .content dd{margin-left:2em}html.theme--catppuccin-frappe .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--catppuccin-frappe .content figure:not(:first-child){margin-top:2em}html.theme--catppuccin-frappe .content figure:not(:last-child){margin-bottom:2em}html.theme--catppuccin-frappe .content figure img{display:inline-block}html.theme--catppuccin-frappe .content figure figcaption{font-style:italic}html.theme--catppuccin-frappe .content pre{-webkit-overflow-scrolling:touch;overflow-x:auto;padding:0;white-space:pre;word-wrap:normal}html.theme--catppuccin-frappe .content sup,html.theme--catppuccin-frappe .content sub{font-size:75%}html.theme--catppuccin-frappe .content table{width:100%}html.theme--catppuccin-frappe .content table td,html.theme--catppuccin-frappe .content table th{border:1px solid #626880;border-width:0 0 1px;padding:0.5em 0.75em;vertical-align:top}html.theme--catppuccin-frappe .content table th{color:#b0bef1}html.theme--catppuccin-frappe .content table th:not([align]){text-align:inherit}html.theme--catppuccin-frappe .content table thead td,html.theme--catppuccin-frappe .content table thead th{border-width:0 0 2px;color:#b0bef1}html.theme--catppuccin-frappe .content table tfoot td,html.theme--catppuccin-frappe .content table tfoot th{border-width:2px 0 0;color:#b0bef1}html.theme--catppuccin-frappe .content table tbody tr:last-child td,html.theme--catppuccin-frappe .content table tbody tr:last-child th{border-bottom-width:0}html.theme--catppuccin-frappe .content .tabs li+li{margin-top:0}html.theme--catppuccin-frappe .content.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.content{font-size:.75rem}html.theme--catppuccin-frappe .content.is-normal{font-size:1rem}html.theme--catppuccin-frappe .content.is-medium{font-size:1.25rem}html.theme--catppuccin-frappe .content.is-large{font-size:1.5rem}html.theme--catppuccin-frappe .icon{align-items:center;display:inline-flex;justify-content:center;height:1.5rem;width:1.5rem}html.theme--catppuccin-frappe .icon.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.icon{height:1rem;width:1rem}html.theme--catppuccin-frappe .icon.is-medium{height:2rem;width:2rem}html.theme--catppuccin-frappe .icon.is-large{height:3rem;width:3rem}html.theme--catppuccin-frappe .icon-text{align-items:flex-start;color:inherit;display:inline-flex;flex-wrap:wrap;line-height:1.5rem;vertical-align:top}html.theme--catppuccin-frappe .icon-text .icon{flex-grow:0;flex-shrink:0}html.theme--catppuccin-frappe .icon-text 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a.navbar-item:focus,html.theme--catppuccin-frappe a.navbar-item:focus-within,html.theme--catppuccin-frappe a.navbar-item:hover,html.theme--catppuccin-frappe a.navbar-item.is-active,html.theme--catppuccin-frappe .navbar-link:focus,html.theme--catppuccin-frappe .navbar-link:focus-within,html.theme--catppuccin-frappe .navbar-link:hover,html.theme--catppuccin-frappe .navbar-link.is-active{background-color:rgba(0,0,0,0);color:#8caaee}html.theme--catppuccin-frappe .navbar-item{flex-grow:0;flex-shrink:0}html.theme--catppuccin-frappe .navbar-item img{max-height:1.75rem}html.theme--catppuccin-frappe .navbar-item.has-dropdown{padding:0}html.theme--catppuccin-frappe .navbar-item.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-frappe .navbar-item.is-tab{border-bottom:1px solid transparent;min-height:4rem;padding-bottom:calc(0.5rem - 1px)}html.theme--catppuccin-frappe .navbar-item.is-tab:focus,html.theme--catppuccin-frappe .navbar-item.is-tab:hover{background-color:rgba(0,0,0,0);border-bottom-color:#8caaee}html.theme--catppuccin-frappe .navbar-item.is-tab.is-active{background-color:rgba(0,0,0,0);border-bottom-color:#8caaee;border-bottom-style:solid;border-bottom-width:3px;color:#8caaee;padding-bottom:calc(0.5rem - 3px)}html.theme--catppuccin-frappe .navbar-content{flex-grow:1;flex-shrink:1}html.theme--catppuccin-frappe .navbar-link:not(.is-arrowless){padding-right:2.5em}html.theme--catppuccin-frappe .navbar-link:not(.is-arrowless)::after{border-color:#fff;margin-top:-0.375em;right:1.125em}html.theme--catppuccin-frappe .navbar-dropdown{font-size:0.875rem;padding-bottom:0.5rem;padding-top:0.5rem}html.theme--catppuccin-frappe .navbar-dropdown .navbar-item{padding-left:1.5rem;padding-right:1.5rem}html.theme--catppuccin-frappe .navbar-divider{background-color:rgba(0,0,0,0.2);border:none;display:none;height:2px;margin:0.5rem 0}@media screen and (max-width: 1055px){html.theme--catppuccin-frappe 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a.navbar-item:hover{background-color:rgba(0,0,0,0);color:#838ba7}html.theme--catppuccin-frappe .navbar-dropdown a.navbar-item.is-active{background-color:rgba(0,0,0,0);color:#8caaee}.navbar.is-spaced html.theme--catppuccin-frappe .navbar-dropdown,html.theme--catppuccin-frappe .navbar-dropdown.is-boxed{border-radius:8px;border-top:none;box-shadow:0 8px 8px rgba(10,10,10,0.1), 0 0 0 1px rgba(10,10,10,0.1);display:block;opacity:0;pointer-events:none;top:calc(100% + (-4px));transform:translateY(-5px);transition-duration:86ms;transition-property:opacity, transform}html.theme--catppuccin-frappe .navbar-dropdown.is-right{left:auto;right:0}html.theme--catppuccin-frappe .navbar-divider{display:block}html.theme--catppuccin-frappe .navbar>.container .navbar-brand,html.theme--catppuccin-frappe .container>.navbar .navbar-brand{margin-left:-.75rem}html.theme--catppuccin-frappe .navbar>.container .navbar-menu,html.theme--catppuccin-frappe .container>.navbar 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body.has-spaced-navbar-fixed-bottom{padding-bottom:6rem}html.theme--catppuccin-frappe a.navbar-item.is-active,html.theme--catppuccin-frappe .navbar-link.is-active{color:#8caaee}html.theme--catppuccin-frappe a.navbar-item.is-active:not(:focus):not(:hover),html.theme--catppuccin-frappe .navbar-link.is-active:not(:focus):not(:hover){background-color:rgba(0,0,0,0)}html.theme--catppuccin-frappe .navbar-item.has-dropdown:focus .navbar-link,html.theme--catppuccin-frappe .navbar-item.has-dropdown:hover .navbar-link,html.theme--catppuccin-frappe .navbar-item.has-dropdown.is-active .navbar-link{background-color:rgba(0,0,0,0)}}html.theme--catppuccin-frappe .hero.is-fullheight-with-navbar{min-height:calc(100vh - 4rem)}html.theme--catppuccin-frappe .pagination{font-size:1rem;margin:-.25rem}html.theme--catppuccin-frappe .pagination.is-small,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.pagination{font-size:.75rem}html.theme--catppuccin-frappe .pagination.is-medium{font-size:1.25rem}html.theme--catppuccin-frappe .pagination.is-large{font-size:1.5rem}html.theme--catppuccin-frappe .pagination.is-rounded .pagination-previous,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.pagination .pagination-previous,html.theme--catppuccin-frappe .pagination.is-rounded .pagination-next,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.pagination .pagination-next{padding-left:1em;padding-right:1em;border-radius:9999px}html.theme--catppuccin-frappe .pagination.is-rounded .pagination-link,html.theme--catppuccin-frappe #documenter .docs-sidebar form.docs-search>input.pagination .pagination-link{border-radius:9999px}html.theme--catppuccin-frappe .pagination,html.theme--catppuccin-frappe .pagination-list{align-items:center;display:flex;justify-content:center;text-align:center}html.theme--catppuccin-frappe .pagination-previous,html.theme--catppuccin-frappe .pagination-next,html.theme--catppuccin-frappe .pagination-link,html.theme--catppuccin-frappe .pagination-ellipsis{font-size:1em;justify-content:center;margin:.25rem;padding-left:.5em;padding-right:.5em;text-align:center}html.theme--catppuccin-frappe .pagination-previous,html.theme--catppuccin-frappe .pagination-next,html.theme--catppuccin-frappe .pagination-link{border-color:#626880;color:#8caaee;min-width:2.5em}html.theme--catppuccin-frappe .pagination-previous:hover,html.theme--catppuccin-frappe .pagination-next:hover,html.theme--catppuccin-frappe .pagination-link:hover{border-color:#737994;color:#99d1db}html.theme--catppuccin-frappe .pagination-previous:focus,html.theme--catppuccin-frappe .pagination-next:focus,html.theme--catppuccin-frappe .pagination-link:focus{border-color:#737994}html.theme--catppuccin-frappe .pagination-previous:active,html.theme--catppuccin-frappe .pagination-next:active,html.theme--catppuccin-frappe .pagination-link:active{box-shadow:inset 0 1px 2px 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768px){html.theme--catppuccin-frappe .pagination{flex-wrap:wrap}html.theme--catppuccin-frappe .pagination-previous,html.theme--catppuccin-frappe .pagination-next{flex-grow:1;flex-shrink:1}html.theme--catppuccin-frappe .pagination-list li{flex-grow:1;flex-shrink:1}}@media screen and (min-width: 769px),print{html.theme--catppuccin-frappe .pagination-list{flex-grow:1;flex-shrink:1;justify-content:flex-start;order:1}html.theme--catppuccin-frappe .pagination-previous,html.theme--catppuccin-frappe .pagination-next,html.theme--catppuccin-frappe .pagination-link,html.theme--catppuccin-frappe .pagination-ellipsis{margin-bottom:0;margin-top:0}html.theme--catppuccin-frappe .pagination-previous{order:2}html.theme--catppuccin-frappe .pagination-next{order:3}html.theme--catppuccin-frappe .pagination{justify-content:space-between;margin-bottom:0;margin-top:0}html.theme--catppuccin-frappe .pagination.is-centered .pagination-previous{order:1}html.theme--catppuccin-frappe .pagination.is-centered 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a.is-active{border-bottom-color:#0a0a0a}html.theme--catppuccin-frappe .panel.is-black .panel-block.is-active .panel-icon{color:#0a0a0a}html.theme--catppuccin-frappe .panel.is-light .panel-heading{background-color:#f5f5f5;color:rgba(0,0,0,0.7)}html.theme--catppuccin-frappe .panel.is-light .panel-tabs a.is-active{border-bottom-color:#f5f5f5}html.theme--catppuccin-frappe .panel.is-light .panel-block.is-active .panel-icon{color:#f5f5f5}html.theme--catppuccin-frappe .panel.is-dark .panel-heading,html.theme--catppuccin-frappe .content kbd.panel .panel-heading{background-color:#414559;color:#fff}html.theme--catppuccin-frappe .panel.is-dark .panel-tabs a.is-active,html.theme--catppuccin-frappe .content kbd.panel .panel-tabs a.is-active{border-bottom-color:#414559}html.theme--catppuccin-frappe .panel.is-dark .panel-block.is-active .panel-icon,html.theme--catppuccin-frappe .content kbd.panel .panel-block.is-active .panel-icon{color:#414559}html.theme--catppuccin-frappe .panel.is-primary 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diff --git a/dev/assets/themes/catppuccin-latte.css b/dev/assets/themes/catppuccin-latte.css
new file mode 100644
index 0000000..ca172b6
--- /dev/null
+++ b/dev/assets/themes/catppuccin-latte.css
@@ -0,0 +1 @@
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.button.is-black.is-hovered{background-color:#040404;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-black:focus,html.theme--catppuccin-latte .button.is-black.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-black:focus:not(:active),html.theme--catppuccin-latte .button.is-black.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(10,10,10,0.25)}html.theme--catppuccin-latte .button.is-black:active,html.theme--catppuccin-latte .button.is-black.is-active{background-color:#000;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-black[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-black{background-color:#0a0a0a;border-color:#0a0a0a;box-shadow:none}html.theme--catppuccin-latte .button.is-black.is-inverted{background-color:#fff;color:#0a0a0a}html.theme--catppuccin-latte .button.is-black.is-inverted:hover,html.theme--catppuccin-latte .button.is-black.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-latte .button.is-black.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-black.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#0a0a0a}html.theme--catppuccin-latte .button.is-black.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-black.is-outlined{background-color:transparent;border-color:#0a0a0a;color:#0a0a0a}html.theme--catppuccin-latte .button.is-black.is-outlined:hover,html.theme--catppuccin-latte .button.is-black.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-black.is-outlined:focus,html.theme--catppuccin-latte .button.is-black.is-outlined.is-focused{background-color:#0a0a0a;border-color:#0a0a0a;color:#fff}html.theme--catppuccin-latte .button.is-black.is-outlined.is-loading::after{border-color:transparent transparent #0a0a0a #0a0a0a !important}html.theme--catppuccin-latte .button.is-black.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-black.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-black.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-black.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-black.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-black.is-outlined{background-color:transparent;border-color:#0a0a0a;box-shadow:none;color:#0a0a0a}html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined.is-focused{background-color:#fff;color:#0a0a0a}html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #0a0a0a #0a0a0a !important}html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-black.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-light{background-color:#f5f5f5;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light:hover,html.theme--catppuccin-latte .button.is-light.is-hovered{background-color:#eee;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light:focus,html.theme--catppuccin-latte .button.is-light.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light:focus:not(:active),html.theme--catppuccin-latte .button.is-light.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(245,245,245,0.25)}html.theme--catppuccin-latte .button.is-light:active,html.theme--catppuccin-latte .button.is-light.is-active{background-color:#e8e8e8;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-light{background-color:#f5f5f5;border-color:#f5f5f5;box-shadow:none}html.theme--catppuccin-latte 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.button.is-light.is-outlined.is-focused{background-color:#f5f5f5;border-color:#f5f5f5;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light.is-outlined.is-loading::after{border-color:transparent transparent #f5f5f5 #f5f5f5 !important}html.theme--catppuccin-latte .button.is-light.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-light.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-light.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-light.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-latte .button.is-light.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-light.is-outlined{background-color:transparent;border-color:#f5f5f5;box-shadow:none;color:#f5f5f5}html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#f5f5f5}html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #f5f5f5 #f5f5f5 !important}html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-light.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark,html.theme--catppuccin-latte .content kbd.button{background-color:#ccd0da;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark:hover,html.theme--catppuccin-latte .content kbd.button:hover,html.theme--catppuccin-latte .button.is-dark.is-hovered,html.theme--catppuccin-latte .content kbd.button.is-hovered{background-color:#c5c9d5;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark:focus,html.theme--catppuccin-latte .content kbd.button:focus,html.theme--catppuccin-latte .button.is-dark.is-focused,html.theme--catppuccin-latte .content kbd.button.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte 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kbd.button.is-inverted{background-color:rgba(0,0,0,0.7);color:#ccd0da}html.theme--catppuccin-latte .button.is-dark.is-inverted:hover,html.theme--catppuccin-latte .content kbd.button.is-inverted:hover,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-hovered,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark.is-inverted[disabled],html.theme--catppuccin-latte .content kbd.button.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-dark.is-inverted,fieldset[disabled] html.theme--catppuccin-latte .content kbd.button.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#ccd0da}html.theme--catppuccin-latte .button.is-dark.is-loading::after,html.theme--catppuccin-latte .content kbd.button.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-latte .button.is-dark.is-outlined,html.theme--catppuccin-latte .content kbd.button.is-outlined{background-color:transparent;border-color:#ccd0da;color:#ccd0da}html.theme--catppuccin-latte .button.is-dark.is-outlined:hover,html.theme--catppuccin-latte .content kbd.button.is-outlined:hover,html.theme--catppuccin-latte .button.is-dark.is-outlined.is-hovered,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-dark.is-outlined:focus,html.theme--catppuccin-latte .content kbd.button.is-outlined:focus,html.theme--catppuccin-latte .button.is-dark.is-outlined.is-focused,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-focused{background-color:#ccd0da;border-color:#ccd0da;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark.is-outlined.is-loading::after,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-loading::after{border-color:transparent transparent #ccd0da #ccd0da !important}html.theme--catppuccin-latte .button.is-dark.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-dark.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-dark.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-dark.is-outlined.is-loading.is-focused::after,html.theme--catppuccin-latte .content kbd.button.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-latte .button.is-dark.is-outlined[disabled],html.theme--catppuccin-latte .content kbd.button.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-dark.is-outlined,fieldset[disabled] html.theme--catppuccin-latte .content kbd.button.is-outlined{background-color:transparent;border-color:#ccd0da;box-shadow:none;color:#ccd0da}html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-focused,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#ccd0da}html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined.is-loading.is-focused::after,html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #ccd0da #ccd0da !important}html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined[disabled],html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-dark.is-inverted.is-outlined,fieldset[disabled] html.theme--catppuccin-latte .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-latte .button.is-primary,html.theme--catppuccin-latte .docstring>section>a.button.docs-sourcelink{background-color:#1e66f5;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-primary:hover,html.theme--catppuccin-latte .docstring>section>a.button.docs-sourcelink:hover,html.theme--catppuccin-latte .button.is-primary.is-hovered,html.theme--catppuccin-latte .docstring>section>a.button.is-hovered.docs-sourcelink{background-color:#125ef4;border-color:transparent;color:#fff}html.theme--catppuccin-latte 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.docstring>section>a.button.is-active.docs-sourcelink{background-color:#0b57ef;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-primary[disabled],html.theme--catppuccin-latte .docstring>section>a.button.docs-sourcelink[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-primary,fieldset[disabled] html.theme--catppuccin-latte .docstring>section>a.button.docs-sourcelink{background-color:#1e66f5;border-color:#1e66f5;box-shadow:none}html.theme--catppuccin-latte .button.is-primary.is-inverted,html.theme--catppuccin-latte .docstring>section>a.button.is-inverted.docs-sourcelink{background-color:#fff;color:#1e66f5}html.theme--catppuccin-latte .button.is-primary.is-inverted:hover,html.theme--catppuccin-latte .docstring>section>a.button.is-inverted.docs-sourcelink:hover,html.theme--catppuccin-latte .button.is-primary.is-inverted.is-hovered,html.theme--catppuccin-latte 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.button.is-success.is-light{background-color:#f1fbef;color:#40a12b}html.theme--catppuccin-latte .button.is-success.is-light:hover,html.theme--catppuccin-latte .button.is-success.is-light.is-hovered{background-color:#e8f8e5;border-color:transparent;color:#40a12b}html.theme--catppuccin-latte .button.is-success.is-light:active,html.theme--catppuccin-latte .button.is-success.is-light.is-active{background-color:#e0f5db;border-color:transparent;color:#40a12b}html.theme--catppuccin-latte .button.is-warning{background-color:#df8e1d;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-warning:hover,html.theme--catppuccin-latte .button.is-warning.is-hovered{background-color:#d4871c;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-warning:focus,html.theme--catppuccin-latte .button.is-warning.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-warning:focus:not(:active),html.theme--catppuccin-latte .button.is-warning.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(223,142,29,0.25)}html.theme--catppuccin-latte .button.is-warning:active,html.theme--catppuccin-latte .button.is-warning.is-active{background-color:#c8801a;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-warning[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-warning{background-color:#df8e1d;border-color:#df8e1d;box-shadow:none}html.theme--catppuccin-latte .button.is-warning.is-inverted{background-color:#fff;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-inverted:hover,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-latte .button.is-warning.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-warning.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-warning.is-outlined{background-color:transparent;border-color:#df8e1d;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-outlined:hover,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-warning.is-outlined:focus,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-focused{background-color:#df8e1d;border-color:#df8e1d;color:#fff}html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading::after{border-color:transparent transparent #df8e1d #df8e1d !important}html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-warning.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-warning.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-warning.is-outlined{background-color:transparent;border-color:#df8e1d;box-shadow:none;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-focused{background-color:#fff;color:#df8e1d}html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #df8e1d #df8e1d !important}html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-warning.is-light{background-color:#fdf6ed;color:#9e6515}html.theme--catppuccin-latte .button.is-warning.is-light:hover,html.theme--catppuccin-latte .button.is-warning.is-light.is-hovered{background-color:#fbf1e2;border-color:transparent;color:#9e6515}html.theme--catppuccin-latte .button.is-warning.is-light:active,html.theme--catppuccin-latte .button.is-warning.is-light.is-active{background-color:#faebd6;border-color:transparent;color:#9e6515}html.theme--catppuccin-latte .button.is-danger{background-color:#d20f39;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-danger:hover,html.theme--catppuccin-latte .button.is-danger.is-hovered{background-color:#c60e36;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-danger:focus,html.theme--catppuccin-latte .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-danger:focus:not(:active),html.theme--catppuccin-latte .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(210,15,57,0.25)}html.theme--catppuccin-latte .button.is-danger:active,html.theme--catppuccin-latte .button.is-danger.is-active{background-color:#ba0d33;border-color:transparent;color:#fff}html.theme--catppuccin-latte .button.is-danger[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-danger{background-color:#d20f39;border-color:#d20f39;box-shadow:none}html.theme--catppuccin-latte .button.is-danger.is-inverted{background-color:#fff;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-inverted:hover,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-latte .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-danger.is-outlined{background-color:transparent;border-color:#d20f39;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-outlined:hover,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-danger.is-outlined:focus,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-focused{background-color:#d20f39;border-color:#d20f39;color:#fff}html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #d20f39 #d20f39 !important}html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-latte .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-danger.is-outlined{background-color:transparent;border-color:#d20f39;box-shadow:none;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined:hover,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined:focus,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#d20f39}html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #d20f39 #d20f39 !important}html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-latte .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-latte .button.is-danger.is-light{background-color:#feecf0;color:#e9113f}html.theme--catppuccin-latte .button.is-danger.is-light:hover,html.theme--catppuccin-latte .button.is-danger.is-light.is-hovered{background-color:#fde0e6;border-color:transparent;color:#e9113f}html.theme--catppuccin-latte .button.is-danger.is-light:active,html.theme--catppuccin-latte .button.is-danger.is-light.is-active{background-color:#fcd4dd;border-color:transparent;color:#e9113f}html.theme--catppuccin-latte .button.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--catppuccin-latte .button.is-small:not(.is-rounded),html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--catppuccin-latte .button.is-normal{font-size:1rem}html.theme--catppuccin-latte .button.is-medium{font-size:1.25rem}html.theme--catppuccin-latte .button.is-large{font-size:1.5rem}html.theme--catppuccin-latte .button[disabled],fieldset[disabled] html.theme--catppuccin-latte .button{background-color:#9ca0b0;border-color:#acb0be;box-shadow:none;opacity:.5}html.theme--catppuccin-latte .button.is-fullwidth{display:flex;width:100%}html.theme--catppuccin-latte .button.is-loading{color:transparent !important;pointer-events:none}html.theme--catppuccin-latte .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--catppuccin-latte .button.is-static{background-color:#e6e9ef;border-color:#acb0be;color:#8c8fa1;box-shadow:none;pointer-events:none}html.theme--catppuccin-latte .button.is-rounded,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--catppuccin-latte .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--catppuccin-latte .buttons .button{margin-bottom:0.5rem}html.theme--catppuccin-latte .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--catppuccin-latte .buttons:last-child{margin-bottom:-0.5rem}html.theme--catppuccin-latte .buttons:not(:last-child){margin-bottom:1rem}html.theme--catppuccin-latte .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--catppuccin-latte .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--catppuccin-latte .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--catppuccin-latte .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--catppuccin-latte .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-latte .buttons.has-addons .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--catppuccin-latte .buttons.has-addons .button:last-child{margin-right:0}html.theme--catppuccin-latte .buttons.has-addons .button:hover,html.theme--catppuccin-latte .buttons.has-addons .button.is-hovered{z-index:2}html.theme--catppuccin-latte .buttons.has-addons .button:focus,html.theme--catppuccin-latte .buttons.has-addons .button.is-focused,html.theme--catppuccin-latte .buttons.has-addons .button:active,html.theme--catppuccin-latte .buttons.has-addons .button.is-active,html.theme--catppuccin-latte .buttons.has-addons .button.is-selected{z-index:3}html.theme--catppuccin-latte .buttons.has-addons .button:focus:hover,html.theme--catppuccin-latte .buttons.has-addons .button.is-focused:hover,html.theme--catppuccin-latte .buttons.has-addons .button:active:hover,html.theme--catppuccin-latte .buttons.has-addons .button.is-active:hover,html.theme--catppuccin-latte .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--catppuccin-latte .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-latte .buttons.is-centered{justify-content:center}html.theme--catppuccin-latte .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--catppuccin-latte .buttons.is-right{justify-content:flex-end}html.theme--catppuccin-latte .buttons.is-right:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}@media screen and (max-width: 768px){html.theme--catppuccin-latte .button.is-responsive.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.5625rem}html.theme--catppuccin-latte .button.is-responsive,html.theme--catppuccin-latte .button.is-responsive.is-normal{font-size:.65625rem}html.theme--catppuccin-latte .button.is-responsive.is-medium{font-size:.75rem}html.theme--catppuccin-latte .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--catppuccin-latte .button.is-responsive.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--catppuccin-latte .button.is-responsive,html.theme--catppuccin-latte .button.is-responsive.is-normal{font-size:.75rem}html.theme--catppuccin-latte .button.is-responsive.is-medium{font-size:1rem}html.theme--catppuccin-latte .button.is-responsive.is-large{font-size:1.25rem}}html.theme--catppuccin-latte .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--catppuccin-latte .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--catppuccin-latte .container{max-width:992px}}@media screen and (max-width: 1215px){html.theme--catppuccin-latte .container.is-widescreen:not(.is-max-desktop){max-width:1152px}}@media screen and (max-width: 1407px){html.theme--catppuccin-latte .container.is-fullhd:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}@media screen and (min-width: 1216px){html.theme--catppuccin-latte .container:not(.is-max-desktop){max-width:1152px}}@media screen and (min-width: 1408px){html.theme--catppuccin-latte .container:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}html.theme--catppuccin-latte .content li+li{margin-top:0.25em}html.theme--catppuccin-latte .content p:not(:last-child),html.theme--catppuccin-latte .content dl:not(:last-child),html.theme--catppuccin-latte .content ol:not(:last-child),html.theme--catppuccin-latte .content ul:not(:last-child),html.theme--catppuccin-latte .content blockquote:not(:last-child),html.theme--catppuccin-latte .content pre:not(:last-child),html.theme--catppuccin-latte .content table:not(:last-child){margin-bottom:1em}html.theme--catppuccin-latte .content h1,html.theme--catppuccin-latte .content h2,html.theme--catppuccin-latte .content h3,html.theme--catppuccin-latte .content h4,html.theme--catppuccin-latte .content h5,html.theme--catppuccin-latte .content h6{color:#4c4f69;font-weight:600;line-height:1.125}html.theme--catppuccin-latte .content h1{font-size:2em;margin-bottom:0.5em}html.theme--catppuccin-latte .content h1:not(:first-child){margin-top:1em}html.theme--catppuccin-latte .content h2{font-size:1.75em;margin-bottom:0.5714em}html.theme--catppuccin-latte .content h2:not(:first-child){margin-top:1.1428em}html.theme--catppuccin-latte .content h3{font-size:1.5em;margin-bottom:0.6666em}html.theme--catppuccin-latte .content h3:not(:first-child){margin-top:1.3333em}html.theme--catppuccin-latte .content h4{font-size:1.25em;margin-bottom:0.8em}html.theme--catppuccin-latte .content h5{font-size:1.125em;margin-bottom:0.8888em}html.theme--catppuccin-latte .content h6{font-size:1em;margin-bottom:1em}html.theme--catppuccin-latte .content blockquote{background-color:#e6e9ef;border-left:5px solid #acb0be;padding:1.25em 1.5em}html.theme--catppuccin-latte .content ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-latte .content ol:not([type]){list-style-type:decimal}html.theme--catppuccin-latte .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--catppuccin-latte .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--catppuccin-latte .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--catppuccin-latte .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--catppuccin-latte .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-latte .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--catppuccin-latte .content ul ul ul{list-style-type:square}html.theme--catppuccin-latte .content dd{margin-left:2em}html.theme--catppuccin-latte .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--catppuccin-latte .content figure:not(:first-child){margin-top:2em}html.theme--catppuccin-latte .content figure:not(:last-child){margin-bottom:2em}html.theme--catppuccin-latte .content figure img{display:inline-block}html.theme--catppuccin-latte .content figure figcaption{font-style:italic}html.theme--catppuccin-latte .content pre{-webkit-overflow-scrolling:touch;overflow-x:auto;padding:0;white-space:pre;word-wrap:normal}html.theme--catppuccin-latte .content sup,html.theme--catppuccin-latte .content sub{font-size:75%}html.theme--catppuccin-latte .content table{width:100%}html.theme--catppuccin-latte .content table td,html.theme--catppuccin-latte .content table th{border:1px solid #acb0be;border-width:0 0 1px;padding:0.5em 0.75em;vertical-align:top}html.theme--catppuccin-latte .content table th{color:#41445a}html.theme--catppuccin-latte .content table th:not([align]){text-align:inherit}html.theme--catppuccin-latte .content table thead td,html.theme--catppuccin-latte .content table thead th{border-width:0 0 2px;color:#41445a}html.theme--catppuccin-latte .content table tfoot td,html.theme--catppuccin-latte .content table tfoot th{border-width:2px 0 0;color:#41445a}html.theme--catppuccin-latte .content table tbody tr:last-child td,html.theme--catppuccin-latte .content table tbody tr:last-child th{border-bottom-width:0}html.theme--catppuccin-latte .content .tabs li+li{margin-top:0}html.theme--catppuccin-latte .content.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.content{font-size:.75rem}html.theme--catppuccin-latte 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.file.is-boxed .file-name{border-width:0 1px 1px}html.theme--catppuccin-latte .file.is-boxed .file-icon{height:1.5em;width:1.5em}html.theme--catppuccin-latte .file.is-boxed .file-icon .fa{font-size:21px}html.theme--catppuccin-latte .file.is-boxed.is-small .file-icon .fa,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.is-boxed .file-icon .fa{font-size:14px}html.theme--catppuccin-latte .file.is-boxed.is-medium .file-icon .fa{font-size:28px}html.theme--catppuccin-latte .file.is-boxed.is-large .file-icon .fa{font-size:35px}html.theme--catppuccin-latte .file.is-boxed.has-name .file-cta{border-radius:.4em .4em 0 0}html.theme--catppuccin-latte .file.is-boxed.has-name .file-name{border-radius:0 0 .4em .4em;border-width:0 1px 1px}html.theme--catppuccin-latte .file.is-centered{justify-content:center}html.theme--catppuccin-latte .file.is-fullwidth .file-label{width:100%}html.theme--catppuccin-latte .file.is-fullwidth .file-name{flex-grow:1;max-width:none}html.theme--catppuccin-latte .file.is-right{justify-content:flex-end}html.theme--catppuccin-latte .file.is-right .file-cta{border-radius:0 .4em .4em 0}html.theme--catppuccin-latte .file.is-right .file-name{border-radius:.4em 0 0 .4em;border-width:1px 0 1px 1px;order:-1}html.theme--catppuccin-latte .file-label{align-items:stretch;display:flex;cursor:pointer;justify-content:flex-start;overflow:hidden;position:relative}html.theme--catppuccin-latte .file-label:hover .file-cta{background-color:#c5c9d5;color:#41445a}html.theme--catppuccin-latte .file-label:hover .file-name{border-color:#a5a9b8}html.theme--catppuccin-latte .file-label:active .file-cta{background-color:#bdc2cf;color:#41445a}html.theme--catppuccin-latte .file-label:active .file-name{border-color:#9ea2b3}html.theme--catppuccin-latte .file-input{height:100%;left:0;opacity:0;outline:none;position:absolute;top:0;width:100%}html.theme--catppuccin-latte .file-cta,html.theme--catppuccin-latte .file-name{border-color:#acb0be;border-radius:.4em;font-size:1em;padding-left:1em;padding-right:1em;white-space:nowrap}html.theme--catppuccin-latte .file-cta{background-color:#ccd0da;color:#4c4f69}html.theme--catppuccin-latte .file-name{border-color:#acb0be;border-style:solid;border-width:1px 1px 1px 0;display:block;max-width:16em;overflow:hidden;text-align:inherit;text-overflow:ellipsis}html.theme--catppuccin-latte .file-icon{align-items:center;display:flex;height:1em;justify-content:center;margin-right:.5em;width:1em}html.theme--catppuccin-latte .file-icon .fa{font-size:14px}html.theme--catppuccin-latte .label{color:#41445a;display:block;font-size:1rem;font-weight:700}html.theme--catppuccin-latte .label:not(:last-child){margin-bottom:0.5em}html.theme--catppuccin-latte .label.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.label{font-size:.75rem}html.theme--catppuccin-latte .label.is-medium{font-size:1.25rem}html.theme--catppuccin-latte 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.field.has-addons{display:flex;justify-content:flex-start}html.theme--catppuccin-latte .field.has-addons .control:not(:last-child){margin-right:-1px}html.theme--catppuccin-latte .field.has-addons .control:not(:first-child):not(:last-child) .button,html.theme--catppuccin-latte .field.has-addons .control:not(:first-child):not(:last-child) .input,html.theme--catppuccin-latte .field.has-addons .control:not(:first-child):not(:last-child) #documenter .docs-sidebar form.docs-search>input,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control:not(:first-child):not(:last-child) form.docs-search>input,html.theme--catppuccin-latte .field.has-addons .control:not(:first-child):not(:last-child) .select select{border-radius:0}html.theme--catppuccin-latte .field.has-addons .control:first-child:not(:only-child) .button,html.theme--catppuccin-latte .field.has-addons .control:first-child:not(:only-child) .input,html.theme--catppuccin-latte .field.has-addons .control:first-child:not(:only-child) #documenter .docs-sidebar form.docs-search>input,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control:first-child:not(:only-child) form.docs-search>input,html.theme--catppuccin-latte .field.has-addons .control:first-child:not(:only-child) .select select{border-bottom-right-radius:0;border-top-right-radius:0}html.theme--catppuccin-latte .field.has-addons .control:last-child:not(:only-child) .button,html.theme--catppuccin-latte .field.has-addons .control:last-child:not(:only-child) .input,html.theme--catppuccin-latte .field.has-addons .control:last-child:not(:only-child) #documenter .docs-sidebar form.docs-search>input,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control:last-child:not(:only-child) form.docs-search>input,html.theme--catppuccin-latte .field.has-addons .control:last-child:not(:only-child) .select select{border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-latte .field.has-addons .control .button:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .button.is-hovered:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .input:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input:not([disabled]):hover,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .input.is-hovered:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input.is-hovered:not([disabled]),html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input.is-hovered:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .select select:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .select select.is-hovered:not([disabled]){z-index:2}html.theme--catppuccin-latte .field.has-addons .control .button:not([disabled]):focus,html.theme--catppuccin-latte .field.has-addons .control .button.is-focused:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .button:not([disabled]):active,html.theme--catppuccin-latte .field.has-addons .control .button.is-active:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .input:not([disabled]):focus,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input:not([disabled]):focus,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input:not([disabled]):focus,html.theme--catppuccin-latte .field.has-addons .control .input.is-focused:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input.is-focused:not([disabled]),html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input.is-focused:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .input:not([disabled]):active,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input:not([disabled]):active,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input:not([disabled]):active,html.theme--catppuccin-latte .field.has-addons .control .input.is-active:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input.is-active:not([disabled]),html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input.is-active:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .select select:not([disabled]):focus,html.theme--catppuccin-latte .field.has-addons .control .select select.is-focused:not([disabled]),html.theme--catppuccin-latte .field.has-addons .control .select select:not([disabled]):active,html.theme--catppuccin-latte .field.has-addons .control .select select.is-active:not([disabled]){z-index:3}html.theme--catppuccin-latte .field.has-addons .control .button:not([disabled]):focus:hover,html.theme--catppuccin-latte .field.has-addons .control .button.is-focused:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .button:not([disabled]):active:hover,html.theme--catppuccin-latte .field.has-addons .control .button.is-active:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .input:not([disabled]):focus:hover,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input:not([disabled]):focus:hover,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input:not([disabled]):focus:hover,html.theme--catppuccin-latte .field.has-addons .control .input.is-focused:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input.is-focused:not([disabled]):hover,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input.is-focused:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .input:not([disabled]):active:hover,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input:not([disabled]):active:hover,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input:not([disabled]):active:hover,html.theme--catppuccin-latte .field.has-addons .control .input.is-active:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control #documenter .docs-sidebar form.docs-search>input.is-active:not([disabled]):hover,html.theme--catppuccin-latte #documenter .docs-sidebar .field.has-addons .control form.docs-search>input.is-active:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .select select:not([disabled]):focus:hover,html.theme--catppuccin-latte .field.has-addons .control .select select.is-focused:not([disabled]):hover,html.theme--catppuccin-latte .field.has-addons .control .select select:not([disabled]):active:hover,html.theme--catppuccin-latte .field.has-addons .control .select select.is-active:not([disabled]):hover{z-index:4}html.theme--catppuccin-latte .field.has-addons .control.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-latte .field.has-addons.has-addons-centered{justify-content:center}html.theme--catppuccin-latte .field.has-addons.has-addons-right{justify-content:flex-end}html.theme--catppuccin-latte .field.has-addons.has-addons-fullwidth 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.field.is-grouped.is-grouped-multiline:not(:last-child){margin-bottom:0}@media screen and (min-width: 769px),print{html.theme--catppuccin-latte .field.is-horizontal{display:flex}}html.theme--catppuccin-latte .field-label .label{font-size:inherit}@media screen and (max-width: 768px){html.theme--catppuccin-latte .field-label{margin-bottom:0.5rem}}@media screen and (min-width: 769px),print{html.theme--catppuccin-latte .field-label{flex-basis:0;flex-grow:1;flex-shrink:0;margin-right:1.5rem;text-align:right}html.theme--catppuccin-latte .field-label.is-small,html.theme--catppuccin-latte #documenter .docs-sidebar form.docs-search>input.field-label{font-size:.75rem;padding-top:0.375em}html.theme--catppuccin-latte .field-label.is-normal{padding-top:0.375em}html.theme--catppuccin-latte .field-label.is-medium{font-size:1.25rem;padding-top:0.375em}html.theme--catppuccin-latte .field-label.is-large{font-size:1.5rem;padding-top:0.375em}}html.theme--catppuccin-latte .field-body .field 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form.docs-search>input~.icon,html.theme--catppuccin-latte .control.has-icons-right .select.is-small~.icon{font-size:.75rem}html.theme--catppuccin-latte .control.has-icons-left .input.is-medium~.icon,html.theme--catppuccin-latte .control.has-icons-left #documenter .docs-sidebar form.docs-search>input.is-medium~.icon,html.theme--catppuccin-latte #documenter .docs-sidebar .control.has-icons-left form.docs-search>input.is-medium~.icon,html.theme--catppuccin-latte .control.has-icons-left .select.is-medium~.icon,html.theme--catppuccin-latte .control.has-icons-right .input.is-medium~.icon,html.theme--catppuccin-latte .control.has-icons-right #documenter .docs-sidebar form.docs-search>input.is-medium~.icon,html.theme--catppuccin-latte #documenter .docs-sidebar .control.has-icons-right form.docs-search>input.is-medium~.icon,html.theme--catppuccin-latte .control.has-icons-right .select.is-medium~.icon{font-size:1.25rem}html.theme--catppuccin-latte .control.has-icons-left .input.is-large~.icon,html.theme--catppuccin-latte .control.has-icons-left #documenter .docs-sidebar form.docs-search>input.is-large~.icon,html.theme--catppuccin-latte #documenter .docs-sidebar .control.has-icons-left form.docs-search>input.is-large~.icon,html.theme--catppuccin-latte .control.has-icons-left .select.is-large~.icon,html.theme--catppuccin-latte .control.has-icons-right .input.is-large~.icon,html.theme--catppuccin-latte .control.has-icons-right #documenter .docs-sidebar form.docs-search>input.is-large~.icon,html.theme--catppuccin-latte #documenter .docs-sidebar .control.has-icons-right form.docs-search>input.is-large~.icon,html.theme--catppuccin-latte .control.has-icons-right .select.is-large~.icon{font-size:1.5rem}html.theme--catppuccin-latte .control.has-icons-left .icon,html.theme--catppuccin-latte .control.has-icons-right .icon{color:#acb0be;height:2.5em;pointer-events:none;position:absolute;top:0;width:2.5em;z-index:4}html.theme--catppuccin-latte 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.pagination-list{align-items:center;display:flex;justify-content:center;text-align:center}html.theme--catppuccin-latte .pagination-previous,html.theme--catppuccin-latte .pagination-next,html.theme--catppuccin-latte .pagination-link,html.theme--catppuccin-latte .pagination-ellipsis{font-size:1em;justify-content:center;margin:.25rem;padding-left:.5em;padding-right:.5em;text-align:center}html.theme--catppuccin-latte .pagination-previous,html.theme--catppuccin-latte .pagination-next,html.theme--catppuccin-latte .pagination-link{border-color:#acb0be;color:#1e66f5;min-width:2.5em}html.theme--catppuccin-latte .pagination-previous:hover,html.theme--catppuccin-latte .pagination-next:hover,html.theme--catppuccin-latte .pagination-link:hover{border-color:#9ca0b0;color:#04a5e5}html.theme--catppuccin-latte .pagination-previous:focus,html.theme--catppuccin-latte .pagination-next:focus,html.theme--catppuccin-latte .pagination-link:focus{border-color:#9ca0b0}html.theme--catppuccin-latte 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diff --git a/dev/assets/themes/catppuccin-macchiato.css b/dev/assets/themes/catppuccin-macchiato.css
new file mode 100644
index 0000000..6ed16f8
--- /dev/null
+++ b/dev/assets/themes/catppuccin-macchiato.css
@@ -0,0 +1 @@
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kbd.button.is-outlined{background-color:transparent;border-color:#363a4f;box-shadow:none;color:#363a4f}html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .content kbd.button.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-dark.is-inverted.is-outlined.is-focused,html.theme--catppuccin-macchiato .content 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.button.is-info.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-info.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-focused{background-color:#8bd5ca;border-color:#8bd5ca;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-loading::after{border-color:transparent transparent #8bd5ca #8bd5ca !important}html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-info.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-info.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-info.is-outlined{background-color:transparent;border-color:#8bd5ca;box-shadow:none;color:#8bd5ca}html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#8bd5ca}html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #8bd5ca #8bd5ca !important}html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-info.is-light{background-color:#f0faf8;color:#276d62}html.theme--catppuccin-macchiato .button.is-info.is-light:hover,html.theme--catppuccin-macchiato .button.is-info.is-light.is-hovered{background-color:#e7f6f4;border-color:transparent;color:#276d62}html.theme--catppuccin-macchiato .button.is-info.is-light:active,html.theme--catppuccin-macchiato .button.is-info.is-light.is-active{background-color:#ddf3f0;border-color:transparent;color:#276d62}html.theme--catppuccin-macchiato .button.is-success{background-color:#a6da95;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success:hover,html.theme--catppuccin-macchiato .button.is-success.is-hovered{background-color:#9ed78c;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success:focus,html.theme--catppuccin-macchiato .button.is-success.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success:focus:not(:active),html.theme--catppuccin-macchiato .button.is-success.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(166,218,149,0.25)}html.theme--catppuccin-macchiato .button.is-success:active,html.theme--catppuccin-macchiato .button.is-success.is-active{background-color:#96d382;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-success{background-color:#a6da95;border-color:#a6da95;box-shadow:none}html.theme--catppuccin-macchiato .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-inverted:hover,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-success.is-outlined{background-color:transparent;border-color:#a6da95;color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-success.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-focused{background-color:#a6da95;border-color:#a6da95;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading::after{border-color:transparent transparent #a6da95 #a6da95 !important}html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-success.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-success.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-success.is-outlined{background-color:transparent;border-color:#a6da95;box-shadow:none;color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#a6da95}html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #a6da95 #a6da95 !important}html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-success.is-light{background-color:#f2faf0;color:#386e26}html.theme--catppuccin-macchiato .button.is-success.is-light:hover,html.theme--catppuccin-macchiato .button.is-success.is-light.is-hovered{background-color:#eaf6e6;border-color:transparent;color:#386e26}html.theme--catppuccin-macchiato .button.is-success.is-light:active,html.theme--catppuccin-macchiato .button.is-success.is-light.is-active{background-color:#e2f3dd;border-color:transparent;color:#386e26}html.theme--catppuccin-macchiato .button.is-warning{background-color:#eed49f;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning:hover,html.theme--catppuccin-macchiato .button.is-warning.is-hovered{background-color:#eccf94;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning:focus,html.theme--catppuccin-macchiato .button.is-warning.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning:focus:not(:active),html.theme--catppuccin-macchiato .button.is-warning.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(238,212,159,0.25)}html.theme--catppuccin-macchiato .button.is-warning:active,html.theme--catppuccin-macchiato .button.is-warning.is-active{background-color:#eaca89;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-warning{background-color:#eed49f;border-color:#eed49f;box-shadow:none}html.theme--catppuccin-macchiato .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-inverted:hover,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-warning.is-outlined{background-color:transparent;border-color:#eed49f;color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-warning.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-focused{background-color:#eed49f;border-color:#eed49f;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading::after{border-color:transparent transparent #eed49f #eed49f !important}html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-warning.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-macchiato .button.is-warning.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-warning.is-outlined{background-color:transparent;border-color:#eed49f;box-shadow:none;color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#eed49f}html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #eed49f #eed49f !important}html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-macchiato .button.is-warning.is-light{background-color:#fcf7ee;color:#7e5c16}html.theme--catppuccin-macchiato .button.is-warning.is-light:hover,html.theme--catppuccin-macchiato .button.is-warning.is-light.is-hovered{background-color:#faf2e3;border-color:transparent;color:#7e5c16}html.theme--catppuccin-macchiato .button.is-warning.is-light:active,html.theme--catppuccin-macchiato .button.is-warning.is-light.is-active{background-color:#f8eed8;border-color:transparent;color:#7e5c16}html.theme--catppuccin-macchiato .button.is-danger{background-color:#ed8796;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-danger:hover,html.theme--catppuccin-macchiato .button.is-danger.is-hovered{background-color:#eb7c8c;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-danger:focus,html.theme--catppuccin-macchiato .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-danger:focus:not(:active),html.theme--catppuccin-macchiato .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(237,135,150,0.25)}html.theme--catppuccin-macchiato .button.is-danger:active,html.theme--catppuccin-macchiato .button.is-danger.is-active{background-color:#ea7183;border-color:transparent;color:#fff}html.theme--catppuccin-macchiato .button.is-danger[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-danger{background-color:#ed8796;border-color:#ed8796;box-shadow:none}html.theme--catppuccin-macchiato .button.is-danger.is-inverted{background-color:#fff;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-inverted:hover,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-macchiato .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-macchiato .button.is-danger.is-outlined{background-color:transparent;border-color:#ed8796;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-danger.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-focused{background-color:#ed8796;border-color:#ed8796;color:#fff}html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #ed8796 #ed8796 !important}html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-macchiato .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-danger.is-outlined{background-color:transparent;border-color:#ed8796;box-shadow:none;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined:hover,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined:focus,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#ed8796}html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #ed8796 #ed8796 !important}html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-macchiato .button.is-danger.is-light{background-color:#fcedef;color:#971729}html.theme--catppuccin-macchiato .button.is-danger.is-light:hover,html.theme--catppuccin-macchiato .button.is-danger.is-light.is-hovered{background-color:#fbe2e6;border-color:transparent;color:#971729}html.theme--catppuccin-macchiato .button.is-danger.is-light:active,html.theme--catppuccin-macchiato .button.is-danger.is-light.is-active{background-color:#f9d7dc;border-color:transparent;color:#971729}html.theme--catppuccin-macchiato .button.is-small,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--catppuccin-macchiato .button.is-small:not(.is-rounded),html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--catppuccin-macchiato .button.is-normal{font-size:1rem}html.theme--catppuccin-macchiato .button.is-medium{font-size:1.25rem}html.theme--catppuccin-macchiato .button.is-large{font-size:1.5rem}html.theme--catppuccin-macchiato .button[disabled],fieldset[disabled] html.theme--catppuccin-macchiato .button{background-color:#6e738d;border-color:#5b6078;box-shadow:none;opacity:.5}html.theme--catppuccin-macchiato .button.is-fullwidth{display:flex;width:100%}html.theme--catppuccin-macchiato .button.is-loading{color:transparent !important;pointer-events:none}html.theme--catppuccin-macchiato .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--catppuccin-macchiato .button.is-static{background-color:#1e2030;border-color:#5b6078;color:#8087a2;box-shadow:none;pointer-events:none}html.theme--catppuccin-macchiato .button.is-rounded,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--catppuccin-macchiato .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--catppuccin-macchiato .buttons .button{margin-bottom:0.5rem}html.theme--catppuccin-macchiato .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--catppuccin-macchiato .buttons:last-child{margin-bottom:-0.5rem}html.theme--catppuccin-macchiato .buttons:not(:last-child){margin-bottom:1rem}html.theme--catppuccin-macchiato .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--catppuccin-macchiato .buttons.are-small 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.container:not(.is-max-desktop){max-width:1152px}}@media screen and (min-width: 1408px){html.theme--catppuccin-macchiato .container:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}html.theme--catppuccin-macchiato .content li+li{margin-top:0.25em}html.theme--catppuccin-macchiato .content p:not(:last-child),html.theme--catppuccin-macchiato .content dl:not(:last-child),html.theme--catppuccin-macchiato .content ol:not(:last-child),html.theme--catppuccin-macchiato .content ul:not(:last-child),html.theme--catppuccin-macchiato .content blockquote:not(:last-child),html.theme--catppuccin-macchiato .content pre:not(:last-child),html.theme--catppuccin-macchiato .content table:not(:last-child){margin-bottom:1em}html.theme--catppuccin-macchiato .content h1,html.theme--catppuccin-macchiato .content h2,html.theme--catppuccin-macchiato .content h3,html.theme--catppuccin-macchiato .content h4,html.theme--catppuccin-macchiato .content h5,html.theme--catppuccin-macchiato .content 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ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-macchiato .content ol:not([type]){list-style-type:decimal}html.theme--catppuccin-macchiato .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--catppuccin-macchiato .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--catppuccin-macchiato .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--catppuccin-macchiato .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--catppuccin-macchiato .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-macchiato .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--catppuccin-macchiato .content ul ul ul{list-style-type:square}html.theme--catppuccin-macchiato .content dd{margin-left:2em}html.theme--catppuccin-macchiato .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--catppuccin-macchiato 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form.docs-search>input.is-active{box-shadow:0 0 0 0.125em rgba(255,255,255,0.25)}html.theme--catppuccin-macchiato .is-black.textarea,html.theme--catppuccin-macchiato .is-black.input,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.is-black{border-color:#0a0a0a}html.theme--catppuccin-macchiato .is-black.textarea:focus,html.theme--catppuccin-macchiato .is-black.input:focus,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.is-black:focus,html.theme--catppuccin-macchiato .is-black.is-focused.textarea,html.theme--catppuccin-macchiato .is-black.is-focused.input,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.is-focused,html.theme--catppuccin-macchiato .is-black.textarea:active,html.theme--catppuccin-macchiato .is-black.input:active,html.theme--catppuccin-macchiato #documenter .docs-sidebar form.docs-search>input.is-black:active,html.theme--catppuccin-macchiato 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diff --git a/dev/assets/themes/catppuccin-mocha.css b/dev/assets/themes/catppuccin-mocha.css
new file mode 100644
index 0000000..6f27b4c
--- /dev/null
+++ b/dev/assets/themes/catppuccin-mocha.css
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kbd.button.is-inverted{background-color:#fff;color:#313244}html.theme--catppuccin-mocha .button.is-dark.is-inverted:hover,html.theme--catppuccin-mocha .content kbd.button.is-inverted:hover,html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-hovered,html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-mocha .button.is-dark.is-inverted[disabled],html.theme--catppuccin-mocha .content kbd.button.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-dark.is-inverted,fieldset[disabled] html.theme--catppuccin-mocha .content kbd.button.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#313244}html.theme--catppuccin-mocha .button.is-dark.is-loading::after,html.theme--catppuccin-mocha .content kbd.button.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-mocha .button.is-dark.is-outlined,html.theme--catppuccin-mocha .content kbd.button.is-outlined{background-color:transparent;border-color:#313244;color:#313244}html.theme--catppuccin-mocha .button.is-dark.is-outlined:hover,html.theme--catppuccin-mocha .content kbd.button.is-outlined:hover,html.theme--catppuccin-mocha .button.is-dark.is-outlined.is-hovered,html.theme--catppuccin-mocha .content kbd.button.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-dark.is-outlined:focus,html.theme--catppuccin-mocha .content kbd.button.is-outlined:focus,html.theme--catppuccin-mocha .button.is-dark.is-outlined.is-focused,html.theme--catppuccin-mocha .content kbd.button.is-outlined.is-focused{background-color:#313244;border-color:#313244;color:#fff}html.theme--catppuccin-mocha .button.is-dark.is-outlined.is-loading::after,html.theme--catppuccin-mocha .content kbd.button.is-outlined.is-loading::after{border-color:transparent transparent #313244 #313244 !important}html.theme--catppuccin-mocha 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kbd.button.is-outlined{background-color:transparent;border-color:#313244;box-shadow:none;color:#313244}html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined,html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined.is-focused,html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined.is-focused{background-color:#fff;color:#313244}html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-dark.is-inverted.is-outlined.is-loading.is-focused::after,html.theme--catppuccin-mocha .content kbd.button.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #313244 #313244 !important}html.theme--catppuccin-mocha 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.button.is-link.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-link.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-link.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-link.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #89b4fa #89b4fa !important}html.theme--catppuccin-mocha .button.is-link.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-link.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-mocha .button.is-link.is-light{background-color:#ebf3fe;color:#063c93}html.theme--catppuccin-mocha .button.is-link.is-light:hover,html.theme--catppuccin-mocha .button.is-link.is-light.is-hovered{background-color:#dfebfe;border-color:transparent;color:#063c93}html.theme--catppuccin-mocha .button.is-link.is-light:active,html.theme--catppuccin-mocha .button.is-link.is-light.is-active{background-color:#d3e3fd;border-color:transparent;color:#063c93}html.theme--catppuccin-mocha .button.is-info{background-color:#94e2d5;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info:hover,html.theme--catppuccin-mocha .button.is-info.is-hovered{background-color:#8adfd1;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info:focus,html.theme--catppuccin-mocha .button.is-info.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info:focus:not(:active),html.theme--catppuccin-mocha .button.is-info.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(148,226,213,0.25)}html.theme--catppuccin-mocha .button.is-info:active,html.theme--catppuccin-mocha .button.is-info.is-active{background-color:#80ddcd;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-info{background-color:#94e2d5;border-color:#94e2d5;box-shadow:none}html.theme--catppuccin-mocha .button.is-info.is-inverted{background-color:rgba(0,0,0,0.7);color:#94e2d5}html.theme--catppuccin-mocha .button.is-info.is-inverted:hover,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-info.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#94e2d5}html.theme--catppuccin-mocha .button.is-info.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-info.is-outlined{background-color:transparent;border-color:#94e2d5;color:#94e2d5}html.theme--catppuccin-mocha .button.is-info.is-outlined:hover,html.theme--catppuccin-mocha .button.is-info.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-info.is-outlined:focus,html.theme--catppuccin-mocha .button.is-info.is-outlined.is-focused{background-color:#94e2d5;border-color:#94e2d5;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info.is-outlined.is-loading::after{border-color:transparent transparent #94e2d5 #94e2d5 !important}html.theme--catppuccin-mocha .button.is-info.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-info.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-info.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-info.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-info.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-info.is-outlined{background-color:transparent;border-color:#94e2d5;box-shadow:none;color:#94e2d5}html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#94e2d5}html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #94e2d5 #94e2d5 !important}html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-info.is-light{background-color:#effbf9;color:#207466}html.theme--catppuccin-mocha .button.is-info.is-light:hover,html.theme--catppuccin-mocha .button.is-info.is-light.is-hovered{background-color:#e5f8f5;border-color:transparent;color:#207466}html.theme--catppuccin-mocha .button.is-info.is-light:active,html.theme--catppuccin-mocha .button.is-info.is-light.is-active{background-color:#dbf5f1;border-color:transparent;color:#207466}html.theme--catppuccin-mocha .button.is-success{background-color:#a6e3a1;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success:hover,html.theme--catppuccin-mocha .button.is-success.is-hovered{background-color:#9de097;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success:focus,html.theme--catppuccin-mocha .button.is-success.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success:focus:not(:active),html.theme--catppuccin-mocha .button.is-success.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(166,227,161,0.25)}html.theme--catppuccin-mocha .button.is-success:active,html.theme--catppuccin-mocha .button.is-success.is-active{background-color:#93dd8d;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-success{background-color:#a6e3a1;border-color:#a6e3a1;box-shadow:none}html.theme--catppuccin-mocha .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-inverted:hover,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-success.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-success.is-outlined{background-color:transparent;border-color:#a6e3a1;color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-outlined:hover,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-success.is-outlined:focus,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-focused{background-color:#a6e3a1;border-color:#a6e3a1;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading::after{border-color:transparent transparent #a6e3a1 #a6e3a1 !important}html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-success.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-success.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-success.is-outlined{background-color:transparent;border-color:#a6e3a1;box-shadow:none;color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#a6e3a1}html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #a6e3a1 #a6e3a1 !important}html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-success.is-light{background-color:#f0faef;color:#287222}html.theme--catppuccin-mocha .button.is-success.is-light:hover,html.theme--catppuccin-mocha .button.is-success.is-light.is-hovered{background-color:#e7f7e5;border-color:transparent;color:#287222}html.theme--catppuccin-mocha .button.is-success.is-light:active,html.theme--catppuccin-mocha .button.is-success.is-light.is-active{background-color:#def4dc;border-color:transparent;color:#287222}html.theme--catppuccin-mocha .button.is-warning{background-color:#f9e2af;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning:hover,html.theme--catppuccin-mocha .button.is-warning.is-hovered{background-color:#f8dea3;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning:focus,html.theme--catppuccin-mocha .button.is-warning.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning:focus:not(:active),html.theme--catppuccin-mocha .button.is-warning.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(249,226,175,0.25)}html.theme--catppuccin-mocha .button.is-warning:active,html.theme--catppuccin-mocha .button.is-warning.is-active{background-color:#f7d997;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-warning{background-color:#f9e2af;border-color:#f9e2af;box-shadow:none}html.theme--catppuccin-mocha .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-inverted:hover,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-warning.is-outlined{background-color:transparent;border-color:#f9e2af;color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-outlined:hover,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-warning.is-outlined:focus,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-focused{background-color:#f9e2af;border-color:#f9e2af;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading::after{border-color:transparent transparent #f9e2af #f9e2af !important}html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-warning.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--catppuccin-mocha .button.is-warning.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-warning.is-outlined{background-color:transparent;border-color:#f9e2af;box-shadow:none;color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#f9e2af}html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #f9e2af #f9e2af !important}html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--catppuccin-mocha .button.is-warning.is-light{background-color:#fef8ec;color:#8a620a}html.theme--catppuccin-mocha .button.is-warning.is-light:hover,html.theme--catppuccin-mocha .button.is-warning.is-light.is-hovered{background-color:#fdf4e0;border-color:transparent;color:#8a620a}html.theme--catppuccin-mocha .button.is-warning.is-light:active,html.theme--catppuccin-mocha .button.is-warning.is-light.is-active{background-color:#fcf0d4;border-color:transparent;color:#8a620a}html.theme--catppuccin-mocha .button.is-danger{background-color:#f38ba8;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-danger:hover,html.theme--catppuccin-mocha .button.is-danger.is-hovered{background-color:#f27f9f;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-danger:focus,html.theme--catppuccin-mocha .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-danger:focus:not(:active),html.theme--catppuccin-mocha .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(243,139,168,0.25)}html.theme--catppuccin-mocha .button.is-danger:active,html.theme--catppuccin-mocha .button.is-danger.is-active{background-color:#f17497;border-color:transparent;color:#fff}html.theme--catppuccin-mocha .button.is-danger[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-danger{background-color:#f38ba8;border-color:#f38ba8;box-shadow:none}html.theme--catppuccin-mocha .button.is-danger.is-inverted{background-color:#fff;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-inverted:hover,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--catppuccin-mocha .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-mocha .button.is-danger.is-outlined{background-color:transparent;border-color:#f38ba8;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-outlined:hover,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-danger.is-outlined:focus,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-focused{background-color:#f38ba8;border-color:#f38ba8;color:#fff}html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #f38ba8 #f38ba8 !important}html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--catppuccin-mocha .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-danger.is-outlined{background-color:transparent;border-color:#f38ba8;box-shadow:none;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined:hover,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-hovered,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined:focus,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-focused{background-color:#fff;color:#f38ba8}html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-loading:hover::after,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-loading:focus::after,html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #f38ba8 #f38ba8 !important}html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--catppuccin-mocha .button.is-danger.is-light{background-color:#fdedf1;color:#991036}html.theme--catppuccin-mocha .button.is-danger.is-light:hover,html.theme--catppuccin-mocha .button.is-danger.is-light.is-hovered{background-color:#fce1e8;border-color:transparent;color:#991036}html.theme--catppuccin-mocha .button.is-danger.is-light:active,html.theme--catppuccin-mocha .button.is-danger.is-light.is-active{background-color:#fbd5e0;border-color:transparent;color:#991036}html.theme--catppuccin-mocha .button.is-small,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--catppuccin-mocha .button.is-small:not(.is-rounded),html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--catppuccin-mocha .button.is-normal{font-size:1rem}html.theme--catppuccin-mocha .button.is-medium{font-size:1.25rem}html.theme--catppuccin-mocha .button.is-large{font-size:1.5rem}html.theme--catppuccin-mocha .button[disabled],fieldset[disabled] html.theme--catppuccin-mocha .button{background-color:#6c7086;border-color:#585b70;box-shadow:none;opacity:.5}html.theme--catppuccin-mocha .button.is-fullwidth{display:flex;width:100%}html.theme--catppuccin-mocha .button.is-loading{color:transparent !important;pointer-events:none}html.theme--catppuccin-mocha .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--catppuccin-mocha .button.is-static{background-color:#181825;border-color:#585b70;color:#7f849c;box-shadow:none;pointer-events:none}html.theme--catppuccin-mocha .button.is-rounded,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--catppuccin-mocha .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--catppuccin-mocha .buttons .button{margin-bottom:0.5rem}html.theme--catppuccin-mocha .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--catppuccin-mocha .buttons:last-child{margin-bottom:-0.5rem}html.theme--catppuccin-mocha .buttons:not(:last-child){margin-bottom:1rem}html.theme--catppuccin-mocha .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--catppuccin-mocha .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--catppuccin-mocha .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--catppuccin-mocha .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--catppuccin-mocha .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--catppuccin-mocha .buttons.has-addons .button:not(:last-child){border-bottom-right-radius:0;border-top-right-radius:0;margin-right:-1px}html.theme--catppuccin-mocha .buttons.has-addons .button:last-child{margin-right:0}html.theme--catppuccin-mocha .buttons.has-addons .button:hover,html.theme--catppuccin-mocha .buttons.has-addons .button.is-hovered{z-index:2}html.theme--catppuccin-mocha .buttons.has-addons .button:focus,html.theme--catppuccin-mocha .buttons.has-addons .button.is-focused,html.theme--catppuccin-mocha .buttons.has-addons .button:active,html.theme--catppuccin-mocha .buttons.has-addons .button.is-active,html.theme--catppuccin-mocha .buttons.has-addons .button.is-selected{z-index:3}html.theme--catppuccin-mocha .buttons.has-addons .button:focus:hover,html.theme--catppuccin-mocha .buttons.has-addons .button.is-focused:hover,html.theme--catppuccin-mocha .buttons.has-addons .button:active:hover,html.theme--catppuccin-mocha .buttons.has-addons .button.is-active:hover,html.theme--catppuccin-mocha .buttons.has-addons .button.is-selected:hover{z-index:4}html.theme--catppuccin-mocha .buttons.has-addons .button.is-expanded{flex-grow:1;flex-shrink:1}html.theme--catppuccin-mocha .buttons.is-centered{justify-content:center}html.theme--catppuccin-mocha .buttons.is-centered:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}html.theme--catppuccin-mocha .buttons.is-right{justify-content:flex-end}html.theme--catppuccin-mocha .buttons.is-right:not(.has-addons) .button:not(.is-fullwidth){margin-left:0.25rem;margin-right:0.25rem}@media screen and (max-width: 768px){html.theme--catppuccin-mocha .button.is-responsive.is-small,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.5625rem}html.theme--catppuccin-mocha .button.is-responsive,html.theme--catppuccin-mocha .button.is-responsive.is-normal{font-size:.65625rem}html.theme--catppuccin-mocha .button.is-responsive.is-medium{font-size:.75rem}html.theme--catppuccin-mocha .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--catppuccin-mocha .button.is-responsive.is-small,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--catppuccin-mocha .button.is-responsive,html.theme--catppuccin-mocha .button.is-responsive.is-normal{font-size:.75rem}html.theme--catppuccin-mocha .button.is-responsive.is-medium{font-size:1rem}html.theme--catppuccin-mocha .button.is-responsive.is-large{font-size:1.25rem}}html.theme--catppuccin-mocha .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--catppuccin-mocha .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--catppuccin-mocha .container{max-width:992px}}@media screen and (max-width: 1215px){html.theme--catppuccin-mocha .container.is-widescreen:not(.is-max-desktop){max-width:1152px}}@media screen and (max-width: 1407px){html.theme--catppuccin-mocha .container.is-fullhd:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}@media screen and (min-width: 1216px){html.theme--catppuccin-mocha .container:not(.is-max-desktop){max-width:1152px}}@media screen and (min-width: 1408px){html.theme--catppuccin-mocha .container:not(.is-max-desktop):not(.is-max-widescreen){max-width:1344px}}html.theme--catppuccin-mocha .content li+li{margin-top:0.25em}html.theme--catppuccin-mocha .content p:not(:last-child),html.theme--catppuccin-mocha .content dl:not(:last-child),html.theme--catppuccin-mocha .content ol:not(:last-child),html.theme--catppuccin-mocha .content ul:not(:last-child),html.theme--catppuccin-mocha .content blockquote:not(:last-child),html.theme--catppuccin-mocha .content pre:not(:last-child),html.theme--catppuccin-mocha .content table:not(:last-child){margin-bottom:1em}html.theme--catppuccin-mocha .content h1,html.theme--catppuccin-mocha .content h2,html.theme--catppuccin-mocha .content h3,html.theme--catppuccin-mocha .content h4,html.theme--catppuccin-mocha .content h5,html.theme--catppuccin-mocha .content h6{color:#cdd6f4;font-weight:600;line-height:1.125}html.theme--catppuccin-mocha .content h1{font-size:2em;margin-bottom:0.5em}html.theme--catppuccin-mocha .content h1:not(:first-child){margin-top:1em}html.theme--catppuccin-mocha .content h2{font-size:1.75em;margin-bottom:0.5714em}html.theme--catppuccin-mocha .content h2:not(:first-child){margin-top:1.1428em}html.theme--catppuccin-mocha .content h3{font-size:1.5em;margin-bottom:0.6666em}html.theme--catppuccin-mocha .content h3:not(:first-child){margin-top:1.3333em}html.theme--catppuccin-mocha .content h4{font-size:1.25em;margin-bottom:0.8em}html.theme--catppuccin-mocha .content h5{font-size:1.125em;margin-bottom:0.8888em}html.theme--catppuccin-mocha .content h6{font-size:1em;margin-bottom:1em}html.theme--catppuccin-mocha .content blockquote{background-color:#181825;border-left:5px solid #585b70;padding:1.25em 1.5em}html.theme--catppuccin-mocha .content ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-mocha .content ol:not([type]){list-style-type:decimal}html.theme--catppuccin-mocha .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--catppuccin-mocha .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--catppuccin-mocha .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--catppuccin-mocha .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--catppuccin-mocha .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--catppuccin-mocha .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--catppuccin-mocha .content ul ul ul{list-style-type:square}html.theme--catppuccin-mocha .content dd{margin-left:2em}html.theme--catppuccin-mocha .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--catppuccin-mocha .content figure:not(:first-child){margin-top:2em}html.theme--catppuccin-mocha .content figure:not(:last-child){margin-bottom:2em}html.theme--catppuccin-mocha .content figure img{display:inline-block}html.theme--catppuccin-mocha .content figure figcaption{font-style:italic}html.theme--catppuccin-mocha .content pre{-webkit-overflow-scrolling:touch;overflow-x:auto;padding:0;white-space:pre;word-wrap:normal}html.theme--catppuccin-mocha .content sup,html.theme--catppuccin-mocha .content sub{font-size:75%}html.theme--catppuccin-mocha .content table{width:100%}html.theme--catppuccin-mocha .content table td,html.theme--catppuccin-mocha .content table th{border:1px solid #585b70;border-width:0 0 1px;padding:0.5em 0.75em;vertical-align:top}html.theme--catppuccin-mocha .content table th{color:#b8c5ef}html.theme--catppuccin-mocha .content table th:not([align]){text-align:inherit}html.theme--catppuccin-mocha .content table thead td,html.theme--catppuccin-mocha .content table thead th{border-width:0 0 2px;color:#b8c5ef}html.theme--catppuccin-mocha .content table tfoot td,html.theme--catppuccin-mocha .content table tfoot th{border-width:2px 0 0;color:#b8c5ef}html.theme--catppuccin-mocha .content table tbody tr:last-child td,html.theme--catppuccin-mocha .content table tbody tr:last-child th{border-bottom-width:0}html.theme--catppuccin-mocha .content .tabs li+li{margin-top:0}html.theme--catppuccin-mocha .content.is-small,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.content{font-size:.75rem}html.theme--catppuccin-mocha .content.is-normal{font-size:1rem}html.theme--catppuccin-mocha .content.is-medium{font-size:1.25rem}html.theme--catppuccin-mocha .content.is-large{font-size:1.5rem}html.theme--catppuccin-mocha .icon{align-items:center;display:inline-flex;justify-content:center;height:1.5rem;width:1.5rem}html.theme--catppuccin-mocha .icon.is-small,html.theme--catppuccin-mocha #documenter .docs-sidebar form.docs-search>input.icon{height:1rem;width:1rem}html.theme--catppuccin-mocha .icon.is-medium{height:2rem;width:2rem}html.theme--catppuccin-mocha .icon.is-large{height:3rem;width:3rem}html.theme--catppuccin-mocha .icon-text{align-items:flex-start;color:inherit;display:inline-flex;flex-wrap:wrap;line-height:1.5rem;vertical-align:top}html.theme--catppuccin-mocha .icon-text .icon{flex-grow:0;flex-shrink:0}html.theme--catppuccin-mocha .icon-text .icon:not(:last-child){margin-right:.25em}html.theme--catppuccin-mocha .icon-text .icon:not(:first-child){margin-left:.25em}html.theme--catppuccin-mocha div.icon-text{display:flex}html.theme--catppuccin-mocha .image,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img{display:block;position:relative}html.theme--catppuccin-mocha .image img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img img{display:block;height:auto;width:100%}html.theme--catppuccin-mocha .image img.is-rounded,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img img.is-rounded{border-radius:9999px}html.theme--catppuccin-mocha .image.is-fullwidth,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-fullwidth{width:100%}html.theme--catppuccin-mocha .image.is-square img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-square img,html.theme--catppuccin-mocha .image.is-square .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-square .has-ratio,html.theme--catppuccin-mocha .image.is-1by1 img,html.theme--catppuccin-mocha #documenter .docs-sidebar 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.has-ratio,html.theme--catppuccin-mocha .image.is-5by3 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-5by3 img,html.theme--catppuccin-mocha .image.is-5by3 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-5by3 .has-ratio,html.theme--catppuccin-mocha .image.is-16by9 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-16by9 img,html.theme--catppuccin-mocha .image.is-16by9 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-16by9 .has-ratio,html.theme--catppuccin-mocha .image.is-2by1 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-2by1 img,html.theme--catppuccin-mocha .image.is-2by1 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-2by1 .has-ratio,html.theme--catppuccin-mocha .image.is-3by1 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-3by1 img,html.theme--catppuccin-mocha 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img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-3by5 img,html.theme--catppuccin-mocha .image.is-3by5 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-3by5 .has-ratio,html.theme--catppuccin-mocha .image.is-9by16 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-9by16 img,html.theme--catppuccin-mocha .image.is-9by16 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-9by16 .has-ratio,html.theme--catppuccin-mocha .image.is-1by2 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-1by2 img,html.theme--catppuccin-mocha .image.is-1by2 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-1by2 .has-ratio,html.theme--catppuccin-mocha .image.is-1by3 img,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-1by3 img,html.theme--catppuccin-mocha .image.is-1by3 .has-ratio,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-1by3 .has-ratio{height:100%;width:100%}html.theme--catppuccin-mocha .image.is-square,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-square,html.theme--catppuccin-mocha .image.is-1by1,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-1by1{padding-top:100%}html.theme--catppuccin-mocha .image.is-5by4,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-5by4{padding-top:80%}html.theme--catppuccin-mocha .image.is-4by3,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-4by3{padding-top:75%}html.theme--catppuccin-mocha .image.is-3by2,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-3by2{padding-top:66.6666%}html.theme--catppuccin-mocha .image.is-5by3,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-5by3{padding-top:60%}html.theme--catppuccin-mocha .image.is-16by9,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-16by9{padding-top:56.25%}html.theme--catppuccin-mocha .image.is-2by1,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-2by1{padding-top:50%}html.theme--catppuccin-mocha .image.is-3by1,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-3by1{padding-top:33.3333%}html.theme--catppuccin-mocha .image.is-4by5,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-4by5{padding-top:125%}html.theme--catppuccin-mocha .image.is-3by4,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-3by4{padding-top:133.3333%}html.theme--catppuccin-mocha .image.is-2by3,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-2by3{padding-top:150%}html.theme--catppuccin-mocha .image.is-3by5,html.theme--catppuccin-mocha #documenter .docs-sidebar .docs-logo>img.is-3by5{padding-top:166.6666%}html.theme--catppuccin-mocha .image.is-9by16,html.theme--catppuccin-mocha #documenter 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diff --git a/dev/assets/themes/documenter-dark.css b/dev/assets/themes/documenter-dark.css
index ec054ec..2892b38 100644
--- a/dev/assets/themes/documenter-dark.css
+++ b/dev/assets/themes/documenter-dark.css
@@ -1,7 +1,7 @@
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.button[disabled],fieldset[disabled] html.theme--documenter-dark .button{background-color:#8c9b9d;border-color:#5e6d6f;box-shadow:none;opacity:.5}html.theme--documenter-dark .button.is-fullwidth{display:flex;width:100%}html.theme--documenter-dark .button.is-loading{color:transparent !important;pointer-events:none}html.theme--documenter-dark .button.is-loading::after{position:absolute;left:calc(50% - (1em * 0.5));top:calc(50% - (1em * 0.5));position:absolute !important}html.theme--documenter-dark .button.is-static{background-color:#282f2f;border-color:#5e6d6f;color:#dbdee0;box-shadow:none;pointer-events:none}html.theme--documenter-dark .button.is-rounded,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.button{border-radius:9999px;padding-left:calc(1em + 0.25em);padding-right:calc(1em + 0.25em)}html.theme--documenter-dark .buttons{align-items:center;display:flex;flex-wrap:wrap;justify-content:flex-start}html.theme--documenter-dark .buttons .button{margin-bottom:0.5rem}html.theme--documenter-dark .buttons .button:not(:last-child):not(.is-fullwidth){margin-right:.5rem}html.theme--documenter-dark .buttons:last-child{margin-bottom:-0.5rem}html.theme--documenter-dark .buttons:not(:last-child){margin-bottom:1rem}html.theme--documenter-dark .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large){font-size:.75rem}html.theme--documenter-dark .buttons.are-small .button:not(.is-normal):not(.is-medium):not(.is-large):not(.is-rounded){border-radius:3px}html.theme--documenter-dark .buttons.are-medium .button:not(.is-small):not(.is-normal):not(.is-large){font-size:1.25rem}html.theme--documenter-dark .buttons.are-large .button:not(.is-small):not(.is-normal):not(.is-medium){font-size:1.5rem}html.theme--documenter-dark .buttons.has-addons .button:not(:first-child){border-bottom-left-radius:0;border-top-left-radius:0}html.theme--documenter-dark .buttons.has-addons 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h1,html.theme--documenter-dark .content h2,html.theme--documenter-dark .content h3,html.theme--documenter-dark .content h4,html.theme--documenter-dark .content h5,html.theme--documenter-dark .content h6{color:#f2f2f2;font-weight:600;line-height:1.125}html.theme--documenter-dark .content h1{font-size:2em;margin-bottom:0.5em}html.theme--documenter-dark .content h1:not(:first-child){margin-top:1em}html.theme--documenter-dark .content h2{font-size:1.75em;margin-bottom:0.5714em}html.theme--documenter-dark .content h2:not(:first-child){margin-top:1.1428em}html.theme--documenter-dark .content h3{font-size:1.5em;margin-bottom:0.6666em}html.theme--documenter-dark .content h3:not(:first-child){margin-top:1.3333em}html.theme--documenter-dark .content h4{font-size:1.25em;margin-bottom:0.8em}html.theme--documenter-dark .content h5{font-size:1.125em;margin-bottom:0.8888em}html.theme--documenter-dark .content h6{font-size:1em;margin-bottom:1em}html.theme--documenter-dark .content blockquote{background-color:#282f2f;border-left:5px solid #5e6d6f;padding:1.25em 1.5em}html.theme--documenter-dark .content ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--documenter-dark .content ol:not([type]){list-style-type:decimal}html.theme--documenter-dark .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--documenter-dark .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--documenter-dark .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--documenter-dark .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--documenter-dark .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--documenter-dark .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--documenter-dark .content ul ul ul{list-style-type:square}html.theme--documenter-dark .content dd{margin-left:2em}html.theme--documenter-dark .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--documenter-dark .content figure:not(:first-child){margin-top:2em}html.theme--documenter-dark .content figure:not(:last-child){margin-bottom:2em}html.theme--documenter-dark .content figure img{display:inline-block}html.theme--documenter-dark .content figure figcaption{font-style:italic}html.theme--documenter-dark .content pre{-webkit-overflow-scrolling:touch;overflow-x:auto;padding:0;white-space:pre;word-wrap:normal}html.theme--documenter-dark .content sup,html.theme--documenter-dark .content sub{font-size:75%}html.theme--documenter-dark .content table{width:100%}html.theme--documenter-dark .content table td,html.theme--documenter-dark .content table th{border:1px solid #5e6d6f;border-width:0 0 1px;padding:0.5em 0.75em;vertical-align:top}html.theme--documenter-dark .content table th{color:#f2f2f2}html.theme--documenter-dark .content table th:not([align]){text-align:inherit}html.theme--documenter-dark .content table thead td,html.theme--documenter-dark .content table thead th{border-width:0 0 2px;color:#f2f2f2}html.theme--documenter-dark .content table tfoot td,html.theme--documenter-dark .content table tfoot th{border-width:2px 0 0;color:#f2f2f2}html.theme--documenter-dark .content table tbody tr:last-child td,html.theme--documenter-dark .content table tbody tr:last-child th{border-bottom-width:0}html.theme--documenter-dark .content .tabs li+li{margin-top:0}html.theme--documenter-dark .content.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.content{font-size:.75rem}html.theme--documenter-dark .content.is-normal{font-size:1rem}html.theme--documenter-dark .content.is-medium{font-size:1.25rem}html.theme--documenter-dark .content.is-large{font-size:1.5rem}html.theme--documenter-dark .icon{align-items:center;display:inline-flex;justify-content:center;height:1.5rem;width:1.5rem}html.theme--documenter-dark .icon.is-small,html.theme--documenter-dark #documenter 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#documenter .docs-sidebar .docs-logo>img img.is-rounded{border-radius:9999px}html.theme--documenter-dark .image.is-fullwidth,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-fullwidth{width:100%}html.theme--documenter-dark .image.is-square img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-square img,html.theme--documenter-dark .image.is-square .has-ratio,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-square .has-ratio,html.theme--documenter-dark .image.is-1by1 img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-1by1 img,html.theme--documenter-dark .image.is-1by1 .has-ratio,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-1by1 .has-ratio,html.theme--documenter-dark .image.is-5by4 img,html.theme--documenter-dark #documenter .docs-sidebar .docs-logo>img.is-5by4 img,html.theme--documenter-dark .image.is-5by4 .has-ratio,html.theme--documenter-dark #documenter 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.button.is-link.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-link.is-outlined{background-color:transparent;border-color:#1abc9c;color:#1abc9c}html.theme--documenter-dark .button.is-link.is-outlined:hover,html.theme--documenter-dark .button.is-link.is-outlined.is-hovered,html.theme--documenter-dark .button.is-link.is-outlined:focus,html.theme--documenter-dark .button.is-link.is-outlined.is-focused{background-color:#1abc9c;border-color:#1abc9c;color:#fff}html.theme--documenter-dark .button.is-link.is-outlined.is-loading::after{border-color:transparent transparent #1abc9c #1abc9c !important}html.theme--documenter-dark .button.is-link.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-link.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-link.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-link.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-link.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-link.is-outlined{background-color:transparent;border-color:#1abc9c;box-shadow:none;color:#1abc9c}html.theme--documenter-dark .button.is-link.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--documenter-dark .button.is-link.is-inverted.is-outlined:hover,html.theme--documenter-dark .button.is-link.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .button.is-link.is-inverted.is-outlined:focus,html.theme--documenter-dark .button.is-link.is-inverted.is-outlined.is-focused{background-color:#fff;color:#1abc9c}html.theme--documenter-dark .button.is-link.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-link.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-link.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-link.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #1abc9c #1abc9c !important}html.theme--documenter-dark .button.is-link.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-link.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--documenter-dark .button.is-link.is-light{background-color:#edfdf9;color:#15987e}html.theme--documenter-dark .button.is-link.is-light:hover,html.theme--documenter-dark .button.is-link.is-light.is-hovered{background-color:#e2fbf6;border-color:transparent;color:#15987e}html.theme--documenter-dark .button.is-link.is-light:active,html.theme--documenter-dark .button.is-link.is-light.is-active{background-color:#d7f9f3;border-color:transparent;color:#15987e}html.theme--documenter-dark .button.is-info{background-color:#3c5dcd;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-info:hover,html.theme--documenter-dark .button.is-info.is-hovered{background-color:#3355c9;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-info:focus,html.theme--documenter-dark .button.is-info.is-focused{border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-info:focus:not(:active),html.theme--documenter-dark .button.is-info.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(60,93,205,0.25)}html.theme--documenter-dark .button.is-info:active,html.theme--documenter-dark .button.is-info.is-active{background-color:#3151bf;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-info[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-info{background-color:#3c5dcd;border-color:#3c5dcd;box-shadow:none}html.theme--documenter-dark .button.is-info.is-inverted{background-color:#fff;color:#3c5dcd}html.theme--documenter-dark .button.is-info.is-inverted:hover,html.theme--documenter-dark .button.is-info.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--documenter-dark .button.is-info.is-inverted[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-info.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#3c5dcd}html.theme--documenter-dark .button.is-info.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-info.is-outlined{background-color:transparent;border-color:#3c5dcd;color:#3c5dcd}html.theme--documenter-dark .button.is-info.is-outlined:hover,html.theme--documenter-dark .button.is-info.is-outlined.is-hovered,html.theme--documenter-dark .button.is-info.is-outlined:focus,html.theme--documenter-dark .button.is-info.is-outlined.is-focused{background-color:#3c5dcd;border-color:#3c5dcd;color:#fff}html.theme--documenter-dark .button.is-info.is-outlined.is-loading::after{border-color:transparent transparent #3c5dcd #3c5dcd !important}html.theme--documenter-dark .button.is-info.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-info.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-info.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-info.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-info.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-info.is-outlined{background-color:transparent;border-color:#3c5dcd;box-shadow:none;color:#3c5dcd}html.theme--documenter-dark .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--documenter-dark .button.is-info.is-inverted.is-outlined:hover,html.theme--documenter-dark .button.is-info.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .button.is-info.is-inverted.is-outlined:focus,html.theme--documenter-dark .button.is-info.is-inverted.is-outlined.is-focused{background-color:#fff;color:#3c5dcd}html.theme--documenter-dark .button.is-info.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-info.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-info.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-info.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #3c5dcd #3c5dcd !important}html.theme--documenter-dark .button.is-info.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-info.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--documenter-dark .button.is-info.is-light{background-color:#eff2fb;color:#3253c3}html.theme--documenter-dark .button.is-info.is-light:hover,html.theme--documenter-dark .button.is-info.is-light.is-hovered{background-color:#e5e9f8;border-color:transparent;color:#3253c3}html.theme--documenter-dark .button.is-info.is-light:active,html.theme--documenter-dark .button.is-info.is-light.is-active{background-color:#dae1f6;border-color:transparent;color:#3253c3}html.theme--documenter-dark .button.is-success{background-color:#259a12;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-success:hover,html.theme--documenter-dark .button.is-success.is-hovered{background-color:#228f11;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-success:focus,html.theme--documenter-dark .button.is-success.is-focused{border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-success:focus:not(:active),html.theme--documenter-dark .button.is-success.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(37,154,18,0.25)}html.theme--documenter-dark .button.is-success:active,html.theme--documenter-dark .button.is-success.is-active{background-color:#20830f;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-success[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-success{background-color:#259a12;border-color:#259a12;box-shadow:none}html.theme--documenter-dark .button.is-success.is-inverted{background-color:#fff;color:#259a12}html.theme--documenter-dark .button.is-success.is-inverted:hover,html.theme--documenter-dark .button.is-success.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--documenter-dark .button.is-success.is-inverted[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-success.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#259a12}html.theme--documenter-dark .button.is-success.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-success.is-outlined{background-color:transparent;border-color:#259a12;color:#259a12}html.theme--documenter-dark .button.is-success.is-outlined:hover,html.theme--documenter-dark .button.is-success.is-outlined.is-hovered,html.theme--documenter-dark .button.is-success.is-outlined:focus,html.theme--documenter-dark .button.is-success.is-outlined.is-focused{background-color:#259a12;border-color:#259a12;color:#fff}html.theme--documenter-dark .button.is-success.is-outlined.is-loading::after{border-color:transparent transparent #259a12 #259a12 !important}html.theme--documenter-dark .button.is-success.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-success.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-success.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-success.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-success.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-success.is-outlined{background-color:transparent;border-color:#259a12;box-shadow:none;color:#259a12}html.theme--documenter-dark .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:#fff;color:#fff}html.theme--documenter-dark .button.is-success.is-inverted.is-outlined:hover,html.theme--documenter-dark .button.is-success.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .button.is-success.is-inverted.is-outlined:focus,html.theme--documenter-dark .button.is-success.is-inverted.is-outlined.is-focused{background-color:#fff;color:#259a12}html.theme--documenter-dark .button.is-success.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-success.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-success.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-success.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #259a12 #259a12 !important}html.theme--documenter-dark .button.is-success.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-success.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--documenter-dark .button.is-success.is-light{background-color:#effded;color:#2ec016}html.theme--documenter-dark .button.is-success.is-light:hover,html.theme--documenter-dark .button.is-success.is-light.is-hovered{background-color:#e5fce1;border-color:transparent;color:#2ec016}html.theme--documenter-dark .button.is-success.is-light:active,html.theme--documenter-dark .button.is-success.is-light.is-active{background-color:#dbfad6;border-color:transparent;color:#2ec016}html.theme--documenter-dark .button.is-warning{background-color:#f4c72f;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--documenter-dark .button.is-warning:hover,html.theme--documenter-dark .button.is-warning.is-hovered{background-color:#f3c423;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--documenter-dark .button.is-warning:focus,html.theme--documenter-dark .button.is-warning.is-focused{border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--documenter-dark .button.is-warning:focus:not(:active),html.theme--documenter-dark .button.is-warning.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(244,199,47,0.25)}html.theme--documenter-dark .button.is-warning:active,html.theme--documenter-dark .button.is-warning.is-active{background-color:#f3c017;border-color:transparent;color:rgba(0,0,0,0.7)}html.theme--documenter-dark .button.is-warning[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-warning{background-color:#f4c72f;border-color:#f4c72f;box-shadow:none}html.theme--documenter-dark .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);color:#f4c72f}html.theme--documenter-dark .button.is-warning.is-inverted:hover,html.theme--documenter-dark .button.is-warning.is-inverted.is-hovered{background-color:rgba(0,0,0,0.7)}html.theme--documenter-dark .button.is-warning.is-inverted[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-warning.is-inverted{background-color:rgba(0,0,0,0.7);border-color:transparent;box-shadow:none;color:#f4c72f}html.theme--documenter-dark .button.is-warning.is-loading::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--documenter-dark .button.is-warning.is-outlined{background-color:transparent;border-color:#f4c72f;color:#f4c72f}html.theme--documenter-dark .button.is-warning.is-outlined:hover,html.theme--documenter-dark .button.is-warning.is-outlined.is-hovered,html.theme--documenter-dark .button.is-warning.is-outlined:focus,html.theme--documenter-dark .button.is-warning.is-outlined.is-focused{background-color:#f4c72f;border-color:#f4c72f;color:rgba(0,0,0,0.7)}html.theme--documenter-dark .button.is-warning.is-outlined.is-loading::after{border-color:transparent transparent #f4c72f #f4c72f !important}html.theme--documenter-dark .button.is-warning.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-warning.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-warning.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-warning.is-outlined.is-loading.is-focused::after{border-color:transparent transparent rgba(0,0,0,0.7) rgba(0,0,0,0.7) !important}html.theme--documenter-dark .button.is-warning.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-warning.is-outlined{background-color:transparent;border-color:#f4c72f;box-shadow:none;color:#f4c72f}html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);color:rgba(0,0,0,0.7)}html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined:hover,html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined.is-hovered,html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined:focus,html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined.is-focused{background-color:rgba(0,0,0,0.7);color:#f4c72f}html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #f4c72f #f4c72f !important}html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-warning.is-inverted.is-outlined{background-color:transparent;border-color:rgba(0,0,0,0.7);box-shadow:none;color:rgba(0,0,0,0.7)}html.theme--documenter-dark .button.is-warning.is-light{background-color:#fefaec;color:#8c6e07}html.theme--documenter-dark .button.is-warning.is-light:hover,html.theme--documenter-dark .button.is-warning.is-light.is-hovered{background-color:#fdf7e0;border-color:transparent;color:#8c6e07}html.theme--documenter-dark .button.is-warning.is-light:active,html.theme--documenter-dark .button.is-warning.is-light.is-active{background-color:#fdf3d3;border-color:transparent;color:#8c6e07}html.theme--documenter-dark .button.is-danger{background-color:#cb3c33;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-danger:hover,html.theme--documenter-dark .button.is-danger.is-hovered{background-color:#c13930;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-danger:focus,html.theme--documenter-dark .button.is-danger.is-focused{border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-danger:focus:not(:active),html.theme--documenter-dark .button.is-danger.is-focused:not(:active){box-shadow:0 0 0 0.125em rgba(203,60,51,0.25)}html.theme--documenter-dark .button.is-danger:active,html.theme--documenter-dark .button.is-danger.is-active{background-color:#b7362e;border-color:transparent;color:#fff}html.theme--documenter-dark .button.is-danger[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-danger{background-color:#cb3c33;border-color:#cb3c33;box-shadow:none}html.theme--documenter-dark .button.is-danger.is-inverted{background-color:#fff;color:#cb3c33}html.theme--documenter-dark .button.is-danger.is-inverted:hover,html.theme--documenter-dark .button.is-danger.is-inverted.is-hovered{background-color:#f2f2f2}html.theme--documenter-dark .button.is-danger.is-inverted[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-danger.is-inverted{background-color:#fff;border-color:transparent;box-shadow:none;color:#cb3c33}html.theme--documenter-dark .button.is-danger.is-loading::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-danger.is-outlined{background-color:transparent;border-color:#cb3c33;color:#cb3c33}html.theme--documenter-dark .button.is-danger.is-outlined:hover,html.theme--documenter-dark .button.is-danger.is-outlined.is-hovered,html.theme--documenter-dark .button.is-danger.is-outlined:focus,html.theme--documenter-dark .button.is-danger.is-outlined.is-focused{background-color:#cb3c33;border-color:#cb3c33;color:#fff}html.theme--documenter-dark .button.is-danger.is-outlined.is-loading::after{border-color:transparent transparent #cb3c33 #cb3c33 !important}html.theme--documenter-dark .button.is-danger.is-outlined.is-loading:hover::after,html.theme--documenter-dark .button.is-danger.is-outlined.is-loading.is-hovered::after,html.theme--documenter-dark .button.is-danger.is-outlined.is-loading:focus::after,html.theme--documenter-dark .button.is-danger.is-outlined.is-loading.is-focused::after{border-color:transparent transparent #fff #fff !important}html.theme--documenter-dark .button.is-danger.is-outlined[disabled],fieldset[disabled] html.theme--documenter-dark .button.is-danger.is-outlined{background-color:transparent;border-color:#cb3c33;box-shadow:none;color:#cb3c33}html.theme--documenter-dark 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html.theme--documenter-dark .button.is-danger.is-inverted.is-outlined{background-color:transparent;border-color:#fff;box-shadow:none;color:#fff}html.theme--documenter-dark .button.is-danger.is-light{background-color:#fbefef;color:#c03930}html.theme--documenter-dark .button.is-danger.is-light:hover,html.theme--documenter-dark .button.is-danger.is-light.is-hovered{background-color:#f8e6e5;border-color:transparent;color:#c03930}html.theme--documenter-dark .button.is-danger.is-light:active,html.theme--documenter-dark .button.is-danger.is-light.is-active{background-color:#f6dcda;border-color:transparent;color:#c03930}html.theme--documenter-dark .button.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.button{font-size:.75rem}html.theme--documenter-dark .button.is-small:not(.is-rounded),html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.button:not(.is-rounded){border-radius:3px}html.theme--documenter-dark 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.button.is-responsive.is-normal{font-size:.65625rem}html.theme--documenter-dark .button.is-responsive.is-medium{font-size:.75rem}html.theme--documenter-dark .button.is-responsive.is-large{font-size:1rem}}@media screen and (min-width: 769px) and (max-width: 1055px){html.theme--documenter-dark .button.is-responsive.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.is-responsive{font-size:.65625rem}html.theme--documenter-dark .button.is-responsive,html.theme--documenter-dark .button.is-responsive.is-normal{font-size:.75rem}html.theme--documenter-dark .button.is-responsive.is-medium{font-size:1rem}html.theme--documenter-dark .button.is-responsive.is-large{font-size:1.25rem}}html.theme--documenter-dark .container{flex-grow:1;margin:0 auto;position:relative;width:auto}html.theme--documenter-dark .container.is-fluid{max-width:none !important;padding-left:32px;padding-right:32px;width:100%}@media screen and (min-width: 1056px){html.theme--documenter-dark 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h5{font-size:1.125em;margin-bottom:0.8888em}html.theme--documenter-dark .content h6{font-size:1em;margin-bottom:1em}html.theme--documenter-dark .content blockquote{background-color:#282f2f;border-left:5px solid #5e6d6f;padding:1.25em 1.5em}html.theme--documenter-dark .content ol{list-style-position:outside;margin-left:2em;margin-top:1em}html.theme--documenter-dark .content ol:not([type]){list-style-type:decimal}html.theme--documenter-dark .content ol.is-lower-alpha:not([type]){list-style-type:lower-alpha}html.theme--documenter-dark .content ol.is-lower-roman:not([type]){list-style-type:lower-roman}html.theme--documenter-dark .content ol.is-upper-alpha:not([type]){list-style-type:upper-alpha}html.theme--documenter-dark .content ol.is-upper-roman:not([type]){list-style-type:upper-roman}html.theme--documenter-dark .content ul{list-style:disc outside;margin-left:2em;margin-top:1em}html.theme--documenter-dark .content ul ul{list-style-type:circle;margin-top:0.5em}html.theme--documenter-dark .content ul ul ul{list-style-type:square}html.theme--documenter-dark .content dd{margin-left:2em}html.theme--documenter-dark .content figure{margin-left:2em;margin-right:2em;text-align:center}html.theme--documenter-dark .content figure:not(:first-child){margin-top:2em}html.theme--documenter-dark .content figure:not(:last-child){margin-bottom:2em}html.theme--documenter-dark .content figure img{display:inline-block}html.theme--documenter-dark .content figure figcaption{font-style:italic}html.theme--documenter-dark .content pre{-webkit-overflow-scrolling:touch;overflow-x:auto;padding:0;white-space:pre;word-wrap:normal}html.theme--documenter-dark .content sup,html.theme--documenter-dark .content sub{font-size:75%}html.theme--documenter-dark .content table{width:100%}html.theme--documenter-dark .content table td,html.theme--documenter-dark .content table th{border:1px solid #5e6d6f;border-width:0 0 1px;padding:0.5em 0.75em;vertical-align:top}html.theme--documenter-dark .content table th{color:#f2f2f2}html.theme--documenter-dark .content table th:not([align]){text-align:inherit}html.theme--documenter-dark .content table thead td,html.theme--documenter-dark .content table thead th{border-width:0 0 2px;color:#f2f2f2}html.theme--documenter-dark .content table tfoot td,html.theme--documenter-dark .content table tfoot th{border-width:2px 0 0;color:#f2f2f2}html.theme--documenter-dark .content table tbody tr:last-child td,html.theme--documenter-dark .content table tbody tr:last-child th{border-bottom-width:0}html.theme--documenter-dark .content .tabs li+li{margin-top:0}html.theme--documenter-dark .content.is-small,html.theme--documenter-dark #documenter .docs-sidebar form.docs-search>input.content{font-size:.75rem}html.theme--documenter-dark .content.is-normal{font-size:1rem}html.theme--documenter-dark .content.is-medium{font-size:1.25rem}html.theme--documenter-dark .content.is-large{font-size:1.5rem}html.theme--documenter-dark 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diff --git a/dev/assets/themes/documenter-light.css b/dev/assets/themes/documenter-light.css
index 1262ec5..a435b3b 100644
--- a/dev/assets/themes/documenter-light.css
+++ b/dev/assets/themes/documenter-light.css
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-<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Getting started · XM_40017</title><meta name="title" content="Getting started · XM_40017"/><meta property="og:title" content="Getting started · XM_40017"/><meta property="twitter:title" content="Getting started · XM_40017"/><meta name="description" content="Documentation for XM_40017."/><meta property="og:description" content="Documentation for XM_40017."/><meta property="twitter:description" content="Documentation for XM_40017."/><meta property="og:url" content="https://fverdugo.github.io/XM_40017/getting_started_with_julia/"/><meta property="twitter:url" content="https://fverdugo.github.io/XM_40017/getting_started_with_julia/"/><link rel="canonical" href="https://fverdugo.github.io/XM_40017/getting_started_with_julia/"/><script data-outdated-warner src="../assets/warner.js"></script><link 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class="docs-menu"><li><a class="tocitem" href="../">Home</a></li><li class="is-active"><a class="tocitem" href>Getting started</a><ul class="internal"><li><a class="tocitem" href="#Introduction"><span>Introduction</span></a></li><li><a class="tocitem" href="#Why-Julia?"><span>Why Julia?</span></a></li><li><a class="tocitem" href="#Installing-Julia"><span>Installing Julia</span></a></li><li><a class="tocitem" href="#The-Julia-REPL"><span>The Julia REPL</span></a></li><li><a class="tocitem" href="#Running-Julia-code"><span>Running Julia code</span></a></li><li><a class="tocitem" href="#Package-manager"><span>Package manager</span></a></li><li><a class="tocitem" href="#Conclusion"><span>Conclusion</span></a></li></ul></li><li><span class="tocitem">Notebooks</span><ul><li><a class="tocitem" href="../julia_basics/">Julia Basics</a></li><li><a class="tocitem" href="../julia_async/">Asynchronous programming in Julia</a></li><li><a class="tocitem" href="../julia_distributed/">Distributed computing in Julia</a></li><li><a class="tocitem" href="../mpi_tutorial/">Distributed computing with MPI</a></li><li><a class="tocitem" href="../matrix_matrix/">Matrix-matrix multiplication</a></li><li><a class="tocitem" href="../jacobi_method/">Jacobi method</a></li><li><a class="tocitem" href="../asp/">All pairs of shortest paths</a></li><li><a class="tocitem" href="../LEQ/">Gaussian elimination</a></li><li><a class="tocitem" href="../tsp/">Traveling salesperson problem</a></li><li><a class="tocitem" href="../pdes/">Partial differential equations</a></li></ul></li><li><a class="tocitem" href="../solutions_for_all_notebooks/">Solutions</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li class="is-active"><a href>Getting started</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Getting started</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/fverdugo/XM_40017/blob/main/docs/src/getting_started_with_julia.md#" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><h1 id="Getting-started"><a class="docs-heading-anchor" href="#Getting-started">Getting started</a><a id="Getting-started-1"></a><a class="docs-heading-anchor-permalink" href="#Getting-started" title="Permalink"></a></h1><h2 id="Introduction"><a class="docs-heading-anchor" href="#Introduction">Introduction</a><a id="Introduction-1"></a><a class="docs-heading-anchor-permalink" href="#Introduction" title="Permalink"></a></h2><p>The programming of this course will be done using the <a href="https://julialang.org">Julia programming language</a>. Thus, we start by explaining how to get up and running with Julia. After studying this page, you will be able to:</p><ul><li>Use the Julia REPL,</li><li>Run serial and parallel code,</li><li>Install and manage Julia packages.</li></ul><h2 id="Why-Julia?"><a class="docs-heading-anchor" href="#Why-Julia?">Why Julia?</a><a id="Why-Julia?-1"></a><a class="docs-heading-anchor-permalink" href="#Why-Julia?" title="Permalink"></a></h2><p>Courses related with high-performance computing (HPC) often use languages such as C, C++, or Fortran. We use Julia instead to make the course accessible to a wider set of students, including the ones that have no experience with  C/C++ or Fortran, but are willing to learn parallel programming. Julia is a relatively new programming language specifically designed for scientific computing. It combines a high-level syntax close to interpreted languages like Python with the performance of compiled languages like C, C++, or Fortran. Thus, Julia will allow us to write efficient parallel algorithms with a syntax that is convenient in a teaching setting. In addition, Julia provides easy access to different programming models to write distributed algorithms, which will be useful to learn and experiment with them.</p><div class="admonition is-success"><header class="admonition-header">Tip</header><div class="admonition-body"><p>You can run the code <a href="https://github.com/JuliaAcademy/JuliaTutorials/blob/724e15a350d150a9773afe51a3830709dbed422f/introductory-tutorials/intro-to-julia/09.%20Julia%20is%20fast.ipynb">in this link</a> to learn how Julia compares to other languages (C and Python) in terms of performance.</p></div></div><h2 id="Installing-Julia"><a class="docs-heading-anchor" href="#Installing-Julia">Installing Julia</a><a id="Installing-Julia-1"></a><a class="docs-heading-anchor-permalink" href="#Installing-Julia" title="Permalink"></a></h2><p>This is a tutorial-like page. Follow these steps before you continue reading the document.</p><ul><li>Download and install Julia from <a href="https://julialang.org">julialang.org</a>;</li><li>Follow the specific instructions for your operating system: <a href="https://julialang.org/downloads/platform/#windows">Windows</a>, <a href="https://julialang.org/downloads/platform/#macos">MacOS</a>, or <a href="https://julialang.org/downloads/platform/#linux_and_freebsd">Linux</a></li><li>Download and install <a href="https://www.julia-vscode.org/docs/dev/gettingstarted/">VSCode and its Julia extension</a>;</li></ul><h2 id="The-Julia-REPL"><a class="docs-heading-anchor" href="#The-Julia-REPL">The Julia REPL</a><a id="The-Julia-REPL-1"></a><a class="docs-heading-anchor-permalink" href="#The-Julia-REPL" title="Permalink"></a></h2><h3 id="Starting-Julia"><a class="docs-heading-anchor" href="#Starting-Julia">Starting Julia</a><a id="Starting-Julia-1"></a><a class="docs-heading-anchor-permalink" href="#Starting-Julia" title="Permalink"></a></h3><p>There are several ways of opening Julia depending on your operating system and your IDE, but it is usually as simple as launching the Julia app. With VSCode, open a folder (File &gt; Open Folder). Then,  press <code>Ctrl</code>+<code>Shift</code>+<code>P</code> to open the command bar, and execute <code>Julia: Start REPL</code>. If this does not work, make sure you have the Julia extension for VSCode installed. Independently of the method you use, opening Julia results in a window with some text ending with:</p><pre><code class="nohighlight hljs">julia&gt;</code></pre><p>You have just opened the Julia <em>read-evaluate-print loop</em>, or simply the Julia <em>REPL</em>. Congrats! You will spend most of time using the REPL, when working in Julia. The REPL is a console waiting for user input. Just as in other consoles, the string of text right before the input area (<code>julia&gt;</code> in the case) is called the <em>command prompt</em> or simply the <em>prompt</em>.</p><h3 id="Basic-usage"><a class="docs-heading-anchor" href="#Basic-usage">Basic usage</a><a id="Basic-usage-1"></a><a class="docs-heading-anchor-permalink" href="#Basic-usage" title="Permalink"></a></h3><p>The usage of the REPL is as follows:</p><ul><li>You write some input</li><li>press enter</li><li>you get the output</li></ul><p>For instance, try this</p><pre><code class="language-julia hljs">julia&gt; 1 + 1</code></pre><p>A &quot;Hello world&quot; example looks like this in Julia</p><pre><code class="language-julia hljs">julia&gt; println(&quot;Hello, world!&quot;)</code></pre><p>Try to run it in the REPL.</p><h3 id="Help-mode"><a class="docs-heading-anchor" href="#Help-mode">Help mode</a><a id="Help-mode-1"></a><a class="docs-heading-anchor-permalink" href="#Help-mode" title="Permalink"></a></h3><p>Curious about what the function <code>println</code> does? Enter into <em>help</em> mode to look into the documentation. This is done by typing a question mark (<code>?</code>) into the input field:</p><pre><code class="language-julia hljs">julia&gt; ?</code></pre><p>After typing <code>?</code>, the command prompt changes to <code>help?&gt;</code>. It means we are in help mode. Now, we can type a function name to see its documentation.</p><pre><code class="language-julia hljs">help?&gt; println</code></pre><h3 id="Package-and-shell-modes"><a class="docs-heading-anchor" href="#Package-and-shell-modes">Package and shell modes</a><a id="Package-and-shell-modes-1"></a><a class="docs-heading-anchor-permalink" href="#Package-and-shell-modes" title="Permalink"></a></h3><p>The REPL comes with two more modes, namely <em>package</em> and <em>shell</em> modes. To enter package mode type</p><pre><code class="language-julia hljs">julia&gt; ]</code></pre><p>Package mode is used to install and manage packages. We are going to discuss the package mode in greater detail later. To return back to normal mode press the backspace key several times.</p><p>To enter shell mode type semicolon (<code>;</code>)</p><pre><code class="language-julia hljs">julia&gt; ;</code></pre><p>The prompt should have changed to <code>shell&gt;</code> indicating that we are in shell mode. Now you can type commands that you would normally do on your system command line. For instance,</p><pre><code class="language-julia hljs">shell&gt; ls</code></pre><p>will display the contents of the current folder in Mac or Linux. Using shell mode in Windows is not straightforward, and thus not recommended for beginners.</p><h2 id="Running-Julia-code"><a class="docs-heading-anchor" href="#Running-Julia-code">Running Julia code</a><a id="Running-Julia-code-1"></a><a class="docs-heading-anchor-permalink" href="#Running-Julia-code" title="Permalink"></a></h2><h3 id="Running-more-complex-code"><a class="docs-heading-anchor" href="#Running-more-complex-code">Running more complex code</a><a id="Running-more-complex-code-1"></a><a class="docs-heading-anchor-permalink" href="#Running-more-complex-code" title="Permalink"></a></h3><p>Real-world Julia programs are not typed in the REPL in practice. They are written in one or more files and <em>included</em> in the REPL. To try this, create a new file called <code>hello.jl</code>, write the code of the &quot;Hello world&quot; example above, and save it. If you are using VSCode, you can create the file using File &gt; New File &gt; Julia File. Once the file is saved with the name <code>hello.jl</code>, execute it as follows</p><pre><code class="language-julia hljs">julia&gt; include(&quot;hello.jl&quot;)</code></pre><div class="admonition is-warning"><header class="admonition-header">Warning</header><div class="admonition-body"><p>Make sure that the file <code>&quot;hello.jl&quot;</code> is located in the current working directory of your Julia session. You can query the current directory with function <code>pwd()</code>. You can change to another directory with function <code>cd()</code> if needed.  Also, make sure that the file extension is <code>.jl</code>.</p></div></div><p>The recommended way of running Julia code is using the REPL as we did. But it is also possible to run code directly from the system command line. To this end, open a terminal and call Julia followed by the path to the file containing the code you want to execute.</p><pre><code class="nohighlight hljs">$ julia hello.jl</code></pre><p>The previous line assumes that you have Julia properly installed in the system and that it&#39;s usable from the terminal. In UNIX systems (Linux and Mac), the Julia binary needs to be in one of the directories listed in the <code>PATH</code> environment variable. To check that Julia is properly installed, you can use</p><pre><code class="nohighlight hljs">$ julia --version</code></pre><p>If this runs without error and you see a version number, you are good to go!</p><div class="admonition is-info"><header class="admonition-header">Note</header><div class="admonition-body"><p>In this tutorial, when a code snipped starts with <code>$</code>, it should be run in the terminal. Otherwise, the code is to be run in the Julia REPL.</p></div></div><div class="admonition is-success"><header class="admonition-header">Tip</header><div class="admonition-body"><p>Avoid calling Julia code from the terminal, use the Julia REPL instead! Each time you call Julia from the terminal, you start a fresh Julia session and Julia will need to compile your code from scratch. This can be time consuming for large projects. In contrast, if you execute code in the REPL, Julia will compile code incrementally, which is much faster. Running code in a cluster (like in DAS-5 for the Julia assignment) is among the few situations you need to run Julia code from the terminal.</p></div></div><h3 id="Running-parallel-code"><a class="docs-heading-anchor" href="#Running-parallel-code">Running parallel code</a><a id="Running-parallel-code-1"></a><a class="docs-heading-anchor-permalink" href="#Running-parallel-code" title="Permalink"></a></h3><p>Since we are in a parallel computing course, let&#39;s run a parallel &quot;Hello world&quot; example in Julia. Open a Julia REPL and write</p><pre><code class="language-julia hljs">julia&gt; using Distributed
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docstrings"></a></div></header><article class="content" id="documenter-page"><h1 id="Getting-started"><a class="docs-heading-anchor" href="#Getting-started">Getting started</a><a id="Getting-started-1"></a><a class="docs-heading-anchor-permalink" href="#Getting-started" title="Permalink"></a></h1><h2 id="Introduction"><a class="docs-heading-anchor" href="#Introduction">Introduction</a><a id="Introduction-1"></a><a class="docs-heading-anchor-permalink" href="#Introduction" title="Permalink"></a></h2><p>The programming of this course will be done using the <a href="https://julialang.org">Julia programming language</a>. Thus, we start by explaining how to get up and running with Julia. After studying this page, you will be able to:</p><ul><li>Use the Julia REPL,</li><li>Run serial and parallel code,</li><li>Install and manage Julia packages.</li></ul><h2 id="Why-Julia?"><a class="docs-heading-anchor" href="#Why-Julia?">Why Julia?</a><a id="Why-Julia?-1"></a><a class="docs-heading-anchor-permalink" href="#Why-Julia?" title="Permalink"></a></h2><p>Courses related with high-performance computing (HPC) often use languages such as C, C++, or Fortran. We use Julia instead to make the course accessible to a wider set of students, including the ones that have no experience with  C/C++ or Fortran, but are willing to learn parallel programming. Julia is a relatively new programming language specifically designed for scientific computing. It combines a high-level syntax close to interpreted languages like Python with the performance of compiled languages like C, C++, or Fortran. Thus, Julia will allow us to write efficient parallel algorithms with a syntax that is convenient in a teaching setting. In addition, Julia provides easy access to different programming models to write distributed algorithms, which will be useful to learn and experiment with them.</p><div class="admonition is-success"><header class="admonition-header">Tip</header><div class="admonition-body"><p>You can run the code <a href="https://github.com/JuliaAcademy/JuliaTutorials/blob/724e15a350d150a9773afe51a3830709dbed422f/introductory-tutorials/intro-to-julia/09.%20Julia%20is%20fast.ipynb">in this link</a> to learn how Julia compares to other languages (C and Python) in terms of performance.</p></div></div><h2 id="Installing-Julia"><a class="docs-heading-anchor" href="#Installing-Julia">Installing Julia</a><a id="Installing-Julia-1"></a><a class="docs-heading-anchor-permalink" href="#Installing-Julia" title="Permalink"></a></h2><p>This is a tutorial-like page. Follow these steps before you continue reading the document.</p><ul><li>Download and install Julia from <a href="https://julialang.org">julialang.org</a>;</li><li>Follow the specific instructions for your operating system: <a href="https://julialang.org/downloads/platform/#windows">Windows</a>, <a href="https://julialang.org/downloads/platform/#macos">MacOS</a>, or <a href="https://julialang.org/downloads/platform/#linux_and_freebsd">Linux</a></li><li>Download and install <a href="https://www.julia-vscode.org/docs/dev/gettingstarted/">VSCode and its Julia extension</a>;</li></ul><h2 id="The-Julia-REPL"><a class="docs-heading-anchor" href="#The-Julia-REPL">The Julia REPL</a><a id="The-Julia-REPL-1"></a><a class="docs-heading-anchor-permalink" href="#The-Julia-REPL" title="Permalink"></a></h2><h3 id="Starting-Julia"><a class="docs-heading-anchor" href="#Starting-Julia">Starting Julia</a><a id="Starting-Julia-1"></a><a class="docs-heading-anchor-permalink" href="#Starting-Julia" title="Permalink"></a></h3><p>There are several ways of opening Julia depending on your operating system and your IDE, but it is usually as simple as launching the Julia app. With VSCode, open a folder (File &gt; Open Folder). Then,  press <code>Ctrl</code>+<code>Shift</code>+<code>P</code> to open the command bar, and execute <code>Julia: Start REPL</code>. If this does not work, make sure you have the Julia extension for VSCode installed. Independently of the method you use, opening Julia results in a window with some text ending with:</p><pre><code class="nohighlight hljs">julia&gt;</code></pre><p>You have just opened the Julia <em>read-evaluate-print loop</em>, or simply the Julia <em>REPL</em>. Congrats! You will spend most of time using the REPL, when working in Julia. The REPL is a console waiting for user input. Just as in other consoles, the string of text right before the input area (<code>julia&gt;</code> in the case) is called the <em>command prompt</em> or simply the <em>prompt</em>.</p><h3 id="Basic-usage"><a class="docs-heading-anchor" href="#Basic-usage">Basic usage</a><a id="Basic-usage-1"></a><a class="docs-heading-anchor-permalink" href="#Basic-usage" title="Permalink"></a></h3><p>The usage of the REPL is as follows:</p><ul><li>You write some input</li><li>press enter</li><li>you get the output</li></ul><p>For instance, try this</p><pre><code class="language-julia hljs">julia&gt; 1 + 1</code></pre><p>A &quot;Hello world&quot; example looks like this in Julia</p><pre><code class="language-julia hljs">julia&gt; println(&quot;Hello, world!&quot;)</code></pre><p>Try to run it in the REPL.</p><h3 id="Help-mode"><a class="docs-heading-anchor" href="#Help-mode">Help mode</a><a id="Help-mode-1"></a><a class="docs-heading-anchor-permalink" href="#Help-mode" title="Permalink"></a></h3><p>Curious about what the function <code>println</code> does? Enter into <em>help</em> mode to look into the documentation. This is done by typing a question mark (<code>?</code>) into the input field:</p><pre><code class="language-julia hljs">julia&gt; ?</code></pre><p>After typing <code>?</code>, the command prompt changes to <code>help?&gt;</code>. It means we are in help mode. Now, we can type a function name to see its documentation.</p><pre><code class="language-julia hljs">help?&gt; println</code></pre><h3 id="Package-and-shell-modes"><a class="docs-heading-anchor" href="#Package-and-shell-modes">Package and shell modes</a><a id="Package-and-shell-modes-1"></a><a class="docs-heading-anchor-permalink" href="#Package-and-shell-modes" title="Permalink"></a></h3><p>The REPL comes with two more modes, namely <em>package</em> and <em>shell</em> modes. To enter package mode type</p><pre><code class="language-julia hljs">julia&gt; ]</code></pre><p>Package mode is used to install and manage packages. We are going to discuss the package mode in greater detail later. To return back to normal mode press the backspace key several times.</p><p>To enter shell mode type semicolon (<code>;</code>)</p><pre><code class="language-julia hljs">julia&gt; ;</code></pre><p>The prompt should have changed to <code>shell&gt;</code> indicating that we are in shell mode. Now you can type commands that you would normally do on your system command line. For instance,</p><pre><code class="language-julia hljs">shell&gt; ls</code></pre><p>will display the contents of the current folder in Mac or Linux. Using shell mode in Windows is not straightforward, and thus not recommended for beginners.</p><h2 id="Running-Julia-code"><a class="docs-heading-anchor" href="#Running-Julia-code">Running Julia code</a><a id="Running-Julia-code-1"></a><a class="docs-heading-anchor-permalink" href="#Running-Julia-code" title="Permalink"></a></h2><h3 id="Running-more-complex-code"><a class="docs-heading-anchor" href="#Running-more-complex-code">Running more complex code</a><a id="Running-more-complex-code-1"></a><a class="docs-heading-anchor-permalink" href="#Running-more-complex-code" title="Permalink"></a></h3><p>Real-world Julia programs are not typed in the REPL in practice. They are written in one or more files and <em>included</em> in the REPL. To try this, create a new file called <code>hello.jl</code>, write the code of the &quot;Hello world&quot; example above, and save it. If you are using VSCode, you can create the file using File &gt; New File &gt; Julia File. Once the file is saved with the name <code>hello.jl</code>, execute it as follows</p><pre><code class="language-julia hljs">julia&gt; include(&quot;hello.jl&quot;)</code></pre><div class="admonition is-warning"><header class="admonition-header">Warning</header><div class="admonition-body"><p>Make sure that the file <code>&quot;hello.jl&quot;</code> is located in the current working directory of your Julia session. You can query the current directory with function <code>pwd()</code>. You can change to another directory with function <code>cd()</code> if needed.  Also, make sure that the file extension is <code>.jl</code>.</p></div></div><p>The recommended way of running Julia code is using the REPL as we did. But it is also possible to run code directly from the system command line. To this end, open a terminal and call Julia followed by the path to the file containing the code you want to execute.</p><pre><code class="nohighlight hljs">$ julia hello.jl</code></pre><p>The previous line assumes that you have Julia properly installed in the system and that it&#39;s usable from the terminal. In UNIX systems (Linux and Mac), the Julia binary needs to be in one of the directories listed in the <code>PATH</code> environment variable. To check that Julia is properly installed, you can use</p><pre><code class="nohighlight hljs">$ julia --version</code></pre><p>If this runs without error and you see a version number, you are good to go!</p><div class="admonition is-info"><header class="admonition-header">Note</header><div class="admonition-body"><p>In this tutorial, when a code snipped starts with <code>$</code>, it should be run in the terminal. Otherwise, the code is to be run in the Julia REPL.</p></div></div><div class="admonition is-success"><header class="admonition-header">Tip</header><div class="admonition-body"><p>Avoid calling Julia code from the terminal, use the Julia REPL instead! Each time you call Julia from the terminal, you start a fresh Julia session and Julia will need to compile your code from scratch. This can be time consuming for large projects. In contrast, if you execute code in the REPL, Julia will compile code incrementally, which is much faster. Running code in a cluster (like in DAS-5 for the Julia assignment) is among the few situations you need to run Julia code from the terminal. Visit this link (<a href="https://docs.julialang.org/en/v1/manual/workflow-tips/">Julia workflow tips</a>) from the official Julia documentation for further information about how to develop Julia code effectivelly.</p></div></div><h3 id="Running-parallel-code"><a class="docs-heading-anchor" href="#Running-parallel-code">Running parallel code</a><a id="Running-parallel-code-1"></a><a class="docs-heading-anchor-permalink" href="#Running-parallel-code" title="Permalink"></a></h3><p>Since we are in a parallel computing course, let&#39;s run a parallel &quot;Hello world&quot; example in Julia. Open a Julia REPL and write</p><pre><code class="language-julia hljs">julia&gt; using Distributed
 julia&gt; @everywhere println(&quot;Hello, world! I am proc $(myid()) from $(nprocs())&quot;)</code></pre><p>Here, we are using the <code>Distributed</code> package, which is part of the Julia standard library that provides distributed memory parallel support. The code prints the process id and the number of processes in the current Julia session.</p><p>You will probably only see output from 1 process. We need to add more processes to run the example in parallel. This is done with the <code>addprocs</code> function.</p><pre><code class="language-julia hljs">julia&gt; addprocs(3)</code></pre><p>We have added 3 new processes. Plus the old one, we have 4 processes. Run the code again.</p><pre><code class="language-julia hljs">julia&gt; @everywhere println(&quot;Hello, world! I am proc $(myid()) from $(nprocs())&quot;)</code></pre><p>Now, you should see output from 4 processes.</p><p>It is possible to specify the number of processes when starting Julia from the terminal with the <code>-p</code> argument (useful, e.g., when running in a cluster).  If you launch Julia from the terminal as</p><pre><code class="nohighlight hljs">$ julia -p 3</code></pre><p>and then run</p><pre><code class="language-julia hljs">julia&gt; @everywhere println(&quot;Hello, world! I am proc $(myid()) from $(nprocs())&quot;)</code></pre><p>You should get output from 4 processes as before.</p><h3 id="Installing-packages"><a class="docs-heading-anchor" href="#Installing-packages">Installing packages</a><a id="Installing-packages-1"></a><a class="docs-heading-anchor-permalink" href="#Installing-packages" title="Permalink"></a></h3><p>One of the most useful features of Julia is its package manager. It allows one to install Julia packages in a straightforward and platform independent way. To illustrate this, let us consider the following parallel &quot;Hello world&quot; example. This example uses the Message Passing Interface (MPI). We will learn more about MPI later in the course.</p><p>Copy the following block of code into a new file named <code>&quot;hello_mpi.jl&quot;</code></p><pre><code class="language-julia hljs"># file hello_mpi.jl
 using MPI
 MPI.Init()
 comm = MPI.COMM_WORLD
 rank = MPI.Comm_rank(comm)
 nranks = MPI.Comm_size(comm)
-println(&quot;Hello world, I am rank $rank of $nranks&quot;)</code></pre><p>As you can see from this example, one can access MPI from Julia in a clean way, without type annotations and other complexities of C/C++ code.</p><p>Now, run the file from the REPL</p><pre><code class="language-julia hljs">julia&gt; include(&quot;hello_mpi.jl&quot;)</code></pre><p>It probably didn&#39;t work, right? Read the error message and note that the MPI package needs to be installed to run this code.</p><p>To install a package, we need to enter <em>package</em> mode. Remember that we entered into help mode by typing <code>?</code>. Package mode is activated by typing <code>]</code> : </p><pre><code class="language-julia hljs">julia&gt; ]</code></pre><p>At this point, the prompt should have changed to <code>(@v1.8) pkg&gt;</code> indicating that we are in package mode. The text between the parentheses indicates which is the active <em>project</em>, i.e., where packages are going to be installed. In this case, we are working with the global project associated with our Julia installation (which is Julia 1.8 in this example, but it can be another version in your case).</p><p>To install the MPI package, type</p><pre><code class="language-julia hljs">(@v1.8) pkg&gt; add MPI</code></pre><p>Congrats, you have installed MPI!</p><div class="admonition is-info"><header class="admonition-header">Note</header><div class="admonition-body"><p>Many Julia package names end with <code>.jl</code>. This is just a way of signaling that a package is written in Julia. When using such packages, the <code>.jl</code> needs to be omitted. In this case, we have installed the <code>MPI.jl</code> package even though we have only typed <code>MPI</code> in the REPL.</p></div></div><div class="admonition is-info"><header class="admonition-header">Note</header><div class="admonition-body"><p>The package you have installed is the Julia interface to MPI, called  <code>MPI.jl</code>. Note that it is not a MPI library by itself. It is just a thin wrapper between MPI and Julia. To use this interface, you need an actual MPI library installed in your system such as OpenMPI or MPICH. Julia downloads and installs a MPI library for you, but it is also possible to use a MPI library already available in your system. This is useful, e.g., when running on HPC clusters. See the <a href="https://juliaparallel.org/MPI.jl/stable/configuration/">documentation</a> of <code>MPI.jl</code> for further details.</p></div></div><p>To check that the package was installed properly, exit package mode by pressing the backspace key several times, and run it again</p><pre><code class="language-julia hljs">julia&gt; include(&quot;hello_mpi.jl&quot;)</code></pre><p>Now, it should work, but you probably get output from a single MPI rank only.</p><h3 id="Running-MPI-code"><a class="docs-heading-anchor" href="#Running-MPI-code">Running MPI code</a><a id="Running-MPI-code-1"></a><a class="docs-heading-anchor-permalink" href="#Running-MPI-code" title="Permalink"></a></h3><p>To run MPI applications in parallel, you need a launcher like <code>mpiexec</code>. MPI codes written in Julia are not an exception to this rule. From the system terminal, you can run</p><pre><code class="nohighlight hljs">$ mpiexec -np 4 julia hello_mpi.jl</code></pre><p>But it will probably not work since the version of <code>mpiexec</code> needs to match with the MPI version we are using from Julia. Don&#39;t worry if you could not make it work! A more elegant way to run MPI code is from the Julia REPL directly, by using these commands:</p><pre><code class="language-julia hljs">julia&gt; using MPI
-julia&gt; mpiexec(cmd-&gt;run(`$cmd -np 4 julia hello_mpi.jl`))</code></pre><p>Now, you should see output from 4 ranks.</p><h2 id="Package-manager"><a class="docs-heading-anchor" href="#Package-manager">Package manager</a><a id="Package-manager-1"></a><a class="docs-heading-anchor-permalink" href="#Package-manager" title="Permalink"></a></h2><h3 id="Installing-packages-locally"><a class="docs-heading-anchor" href="#Installing-packages-locally">Installing packages locally</a><a id="Installing-packages-locally-1"></a><a class="docs-heading-anchor-permalink" href="#Installing-packages-locally" title="Permalink"></a></h3><p>We have installed the <code>MPI</code> package globally and it will be available in all Julia sessions. However, in some situations, we want to work with different versions of the same package or to install packages in an isolated way to avoid potential conflicts with other packages. This can be done by using local projects.</p><p>A project is simply a folder in the hard disk. To use a particular folder as your project, you need to <em>activate</em> it. This is done by entering package mode and using the <code>activate</code> command followed by the path to the folder you want to activate.</p><pre><code class="language-julia hljs">(@v1.8) pkg&gt; activate .</code></pre><p>The previous command will activate the current working directory. Note that the dot <code>.</code> is indeed the path to the current folder.</p><p>The prompt has changed to <code>(lessons) pkg&gt;</code> indicating that we are in the project within the <code>lessons</code> folder. The particular folder name can be different in your case.</p><div class="admonition is-success"><header class="admonition-header">Tip</header><div class="admonition-body"><p>You can activate a project directly when opening Julia from the terminal using the <code>--project</code> flag. The command <code>$ julia --project=.</code> will open Julia and activate a project in the current directory. You can also achieve the same effect by setting the environment variable  <code>JULIA_PROJECT</code> with the path of the folder you want to activate.</p></div></div><div class="admonition is-info"><header class="admonition-header">Note</header><div class="admonition-body"><p>The active project folder and the current working directory are two independent concepts! For instance,  <code>(@v1.8) pkg&gt; activate folderB</code> and then <code>julia&gt; cd(&quot;folderA&quot;)</code>, will activate the project in <code>folderB</code> and change the current working directory to <code>folderA</code>.</p></div></div><p>At this point all package-related operations will be local to the new project. For instance, install the <code>DataFrames</code> package.</p><pre><code class="language-julia hljs">(lessons) pkg&gt; add DataFrames</code></pre><p>Use the package to check that it is installed</p><pre><code class="language-julia hljs">julia&gt; using DataFrames
-julia&gt; DataFrame(a=[1,2],b=[3,4])</code></pre><p>Now, we can return to the global project to check that <code>DataFrames</code> has not been installed there. To return to the global environment, use <code>activate</code> without a folder name.</p><pre><code class="language-julia hljs">(lessons) pkg&gt; activate</code></pre><p>The prompt is again <code>(@v1.8) pkg&gt;</code></p><p>Now, try to use <code>DataFrames</code>.</p><pre><code class="language-julia hljs">julia&gt; using DataFrames
-julia&gt; DataFrame(a=[1,2],b=[3,4])</code></pre><p>You should get an error or a warning unless you already had <code>DataFrames</code> installed globally.</p><h3 id="Project-and-Manifest-files"><a class="docs-heading-anchor" href="#Project-and-Manifest-files">Project and Manifest files</a><a id="Project-and-Manifest-files-1"></a><a class="docs-heading-anchor-permalink" href="#Project-and-Manifest-files" title="Permalink"></a></h3><p>The information about a project is stored in two files <code>Project.toml</code> and <code>Manifest.toml</code>.</p><ul><li><p><code>Project.toml</code> contains the packages explicitly installed (the direct dependencies)</p></li><li><p><code>Manifest.toml</code> contains direct and indirect dependencies along with the concrete version of each package.</p></li></ul><p>In other words, <code>Project.toml</code> contains the packages relevant for the user, whereas <code>Manifest.toml</code> is the detailed snapshot of all dependencies. The <code>Manifest.toml</code> can be used to reproduce the same environment in another machine.</p><p>You can see the path to the current <code>Project.toml</code> file by using the <code>status</code> operator (or <code>st</code> in its short form) while in package mode</p><pre><code class="language-julia hljs">(@v1.8) pkg&gt; status</code></pre><p>The information about the <code>Manifest.toml</code> can be inspected by passing the <code>-m</code> flag.</p><pre><code class="language-julia hljs">(@v1.8) pkg&gt; status -m</code></pre><h3 id="Installing-packages-from-a-project-file"><a class="docs-heading-anchor" href="#Installing-packages-from-a-project-file">Installing packages from a project file</a><a id="Installing-packages-from-a-project-file-1"></a><a class="docs-heading-anchor-permalink" href="#Installing-packages-from-a-project-file" title="Permalink"></a></h3><p>Project files can be used to install lists of packages defined by others. E.g., to install all the dependencies of a Julia application.</p><p>Assume that a colleague has sent to you a <code>Project.toml</code> file with this content:</p><pre><code class="nohighlight hljs">[deps]
+println(&quot;Hello world, I am rank $rank of $nranks&quot;)</code></pre><p>As you can see from this example, one can access MPI from Julia in a clean way, without type annotations and other complexities of C/C++ code.</p><p>Now, run the file from the REPL</p><pre><code class="language-julia hljs">julia&gt; include(&quot;hello_mpi.jl&quot;)</code></pre><p>It probably didn&#39;t work, right? Read the error message and note that the MPI package needs to be installed to run this code.</p><p>To install a package, we need to enter <em>package</em> mode. Remember that we entered into help mode by typing <code>?</code>. Package mode is activated by typing <code>]</code> : </p><pre><code class="language-julia hljs">julia&gt; ]</code></pre><p>At this point, the prompt should have changed to <code>(@v1.10) pkg&gt;</code> indicating that we are in package mode. The text between the parentheses indicates which is the active <em>project</em>, i.e., where packages are going to be installed. In this case, we are working with the global project associated with our Julia installation (which is Julia 1.10 in this example, but it can be another version in your case).</p><p>To install the MPI package, type</p><pre><code class="language-julia hljs">(@v1.10) pkg&gt; add MPI</code></pre><p>Congrats, you have installed MPI!</p><div class="admonition is-info"><header class="admonition-header">Note</header><div class="admonition-body"><p>Many Julia package names end with <code>.jl</code>. This is just a way of signaling that a package is written in Julia. When using such packages, the <code>.jl</code> needs to be omitted. In this case, we have installed the <code>MPI.jl</code> package even though we have only typed <code>MPI</code> in the REPL.</p></div></div><div class="admonition is-info"><header class="admonition-header">Note</header><div class="admonition-body"><p>The package you have installed is the Julia interface to MPI, called  <code>MPI.jl</code>. Note that it is not a MPI library by itself. It is just a thin wrapper between MPI and Julia. To use this interface, you need an actual MPI library installed in your system such as OpenMPI or MPICH. Julia downloads and installs a MPI library for you, but it is also possible to use a MPI library already available in your system. This is useful, e.g., when running on HPC clusters. See the <a href="https://juliaparallel.org/MPI.jl/stable/configuration/">documentation</a> of <code>MPI.jl</code> for further details.</p></div></div><p>To check that the package was installed properly, exit package mode by pressing the backspace key several times, and run it again</p><pre><code class="language-julia hljs">julia&gt; include(&quot;hello_mpi.jl&quot;)</code></pre><p>Now, it should work, but you probably get output from a single MPI rank only.</p><h3 id="Running-MPI-code"><a class="docs-heading-anchor" href="#Running-MPI-code">Running MPI code</a><a id="Running-MPI-code-1"></a><a class="docs-heading-anchor-permalink" href="#Running-MPI-code" title="Permalink"></a></h3><p>To run MPI applications in parallel, you need a launcher like <code>mpiexec</code>. MPI codes written in Julia are not an exception to this rule. From the system terminal, you can run</p><pre><code class="nohighlight hljs">$ mpiexec -np 4 julia hello_mpi.jl</code></pre><p>But it will probably not work since the version of <code>mpiexec</code> needs to match with the MPI version we are using from Julia. Don&#39;t worry if you could not make it work! A more elegant way to run MPI code is from the Julia REPL directly, by using these commands:</p><pre><code class="language-julia hljs">julia&gt; using MPI
+julia&gt; run(`$(mpiexec()) -np 4 julia hello_mpi.jl`)</code></pre><p>Now, you should see output from 4 ranks.</p><h2 id="Package-manager"><a class="docs-heading-anchor" href="#Package-manager">Package manager</a><a id="Package-manager-1"></a><a class="docs-heading-anchor-permalink" href="#Package-manager" title="Permalink"></a></h2><h3 id="Installing-packages-locally"><a class="docs-heading-anchor" href="#Installing-packages-locally">Installing packages locally</a><a id="Installing-packages-locally-1"></a><a class="docs-heading-anchor-permalink" href="#Installing-packages-locally" title="Permalink"></a></h3><p>We have installed the <code>MPI</code> package globally and it will be available in all Julia sessions. However, in some situations, we want to work with different versions of the same package or to install packages in an isolated way to avoid potential conflicts with other packages. This can be done by using local projects.</p><p>A project is simply a folder in your file system. To use a particular folder as your project, you need to <em>activate</em> it. This is done by entering package mode and using the <code>activate</code> command followed by the path to the folder you want to activate.</p><pre><code class="language-julia hljs">(@v1.10) pkg&gt; activate .</code></pre><p>The previous command will activate the current working directory. Note that the dot <code>.</code> is indeed the path to the current folder.</p><p>The prompt has changed to <code>(lessons) pkg&gt;</code> indicating that we are in the project within the <code>lessons</code> folder. The particular folder name can be different in your case.</p><div class="admonition is-success"><header class="admonition-header">Tip</header><div class="admonition-body"><p>You can activate a project directly when opening Julia from the terminal using the <code>--project</code> flag. The command <code>$ julia --project=.</code> will open Julia and activate a project in the current directory. You can also achieve the same effect by setting the environment variable  <code>JULIA_PROJECT</code> with the path of the folder you want to activate.</p></div></div><div class="admonition is-info"><header class="admonition-header">Note</header><div class="admonition-body"><p>The active project folder and the current working directory are two independent concepts! For instance,  <code>(@v1.10) pkg&gt; activate folderB</code> and then <code>julia&gt; cd(&quot;folderA&quot;)</code>, will activate the project in <code>folderB</code> and change the current working directory to <code>folderA</code>.</p></div></div><p>At this point all package-related operations will be local to the new project. For instance, install the <code>DataFrames</code> package.</p><pre><code class="language-julia hljs">(lessons) pkg&gt; add DataFrames</code></pre><p>Use the package to check that it is installed</p><pre><code class="language-julia hljs">julia&gt; using DataFrames
+julia&gt; DataFrame(a=[1,2],b=[3,4])</code></pre><p>Now, we can return to the global project to check that <code>DataFrames</code> has not been installed there. To return to the global environment, use <code>activate</code> without a folder name.</p><pre><code class="language-julia hljs">(lessons) pkg&gt; activate</code></pre><p>The prompt is again <code>(@v1.10) pkg&gt;</code></p><p>Now, try to use <code>DataFrames</code>.</p><pre><code class="language-julia hljs">julia&gt; using DataFrames
+julia&gt; DataFrame(a=[1,2],b=[3,4])</code></pre><p>You should get an error or a warning unless you already had <code>DataFrames</code> installed globally.</p><h3 id="Project-and-Manifest-files"><a class="docs-heading-anchor" href="#Project-and-Manifest-files">Project and Manifest files</a><a id="Project-and-Manifest-files-1"></a><a class="docs-heading-anchor-permalink" href="#Project-and-Manifest-files" title="Permalink"></a></h3><p>The information about a project is stored in two files <code>Project.toml</code> and <code>Manifest.toml</code>.</p><ul><li><p><code>Project.toml</code> contains the packages explicitly installed (the direct dependencies)</p></li><li><p><code>Manifest.toml</code> contains direct and indirect dependencies along with the concrete version of each package.</p></li></ul><p>In other words, <code>Project.toml</code> contains the packages relevant for the user, whereas <code>Manifest.toml</code> is the detailed snapshot of all dependencies. The <code>Manifest.toml</code> can be used to reproduce the same environment in another machine.</p><p>You can see the path to the current <code>Project.toml</code> file by using the <code>status</code> operator (or <code>st</code> in its short form) while in package mode</p><pre><code class="language-julia hljs">(@v1.10) pkg&gt; status</code></pre><p>The information about the <code>Manifest.toml</code> can be inspected by passing the <code>-m</code> flag.</p><pre><code class="language-julia hljs">(@v1.10) pkg&gt; status -m</code></pre><h3 id="Installing-packages-from-a-project-file"><a class="docs-heading-anchor" href="#Installing-packages-from-a-project-file">Installing packages from a project file</a><a id="Installing-packages-from-a-project-file-1"></a><a class="docs-heading-anchor-permalink" href="#Installing-packages-from-a-project-file" title="Permalink"></a></h3><p>Project files can be used to install lists of packages defined by others. E.g., to install all the dependencies of a Julia application.</p><p>Assume that a colleague has sent to you a <code>Project.toml</code> file with this content:</p><pre><code class="nohighlight hljs">[deps]
 BenchmarkTools = &quot;6e4b80f9-dd63-53aa-95a3-0cdb28fa8baf&quot;
 DataFrames = &quot;a93c6f00-e57d-5684-b7b6-d8193f3e46c0&quot;
-MPI = &quot;da04e1cc-30fd-572f-bb4f-1f8673147195&quot;</code></pre><p>Copy the contents of previous code block into a file called  <code>Project.toml</code> and place it in an empty folder named <code>newproject</code>. It is important that the file is named <code>Project.toml</code>. You can create a new folder from the REPL with</p><pre><code class="language-julia hljs">julia&gt; mkdir(&quot;newproject&quot;)</code></pre><p>To install all the packages registered in this file you need to activate the folder containing your <code>Project.toml</code> file</p><pre><code class="language-julia hljs">(@v1.8) pkg&gt; activate newproject</code></pre><p>and then <em>instantiating</em> it</p><pre><code class="language-julia hljs">(newproject) pkg&gt; instantiate</code></pre><p>The instantiate command will download and install all listed packages and their dependencies in just one click.</p><h3 id="Getting-help-in-package-mode"><a class="docs-heading-anchor" href="#Getting-help-in-package-mode">Getting help in package mode</a><a id="Getting-help-in-package-mode-1"></a><a class="docs-heading-anchor-permalink" href="#Getting-help-in-package-mode" title="Permalink"></a></h3><p>You can get help about a particular package operator by writing <code>help</code> in front of it</p><pre><code class="language-julia hljs">(@v1.8) pkg&gt; help activate</code></pre><p>You can get an overview of all package commands by typing <code>help</code> alone</p><pre><code class="language-julia hljs">(@v1.8) pkg&gt; help</code></pre><h3 id="Package-operations-in-Julia-code"><a class="docs-heading-anchor" href="#Package-operations-in-Julia-code">Package operations in Julia code</a><a id="Package-operations-in-Julia-code-1"></a><a class="docs-heading-anchor-permalink" href="#Package-operations-in-Julia-code" title="Permalink"></a></h3><p>In some situations it is required to use package commands in Julia code, e.g., to automatize installation and deployment of Julia applications. This can be done using the <code>Pkg</code> package. For instance</p><pre><code class="language-julia hljs">julia&gt; using Pkg
-julia&gt; Pkg.status()</code></pre><p>is equivalent to calling <code>status</code> in package mode.</p><pre><code class="language-julia hljs">(@v1.8) pkg&gt; status</code></pre><h2 id="Conclusion"><a class="docs-heading-anchor" href="#Conclusion">Conclusion</a><a id="Conclusion-1"></a><a class="docs-heading-anchor-permalink" href="#Conclusion" title="Permalink"></a></h2><p>We have learned the basics of how to work with Julia. If you want to further dig into the topics we have covered here, you can take a look at the following links:</p><ul><li><a href="https://docs.julialang.org/en/v1/manual/getting-started/">Julia Manual</a></li><li><a href="https://pkgdocs.julialang.org/v1/getting-started/">Package manager</a></li></ul></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../">« Home</a><a class="docs-footer-nextpage" href="../julia_basics/">Julia Basics »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="auto">Automatic (OS)</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.1.1 on <span class="colophon-date" title="Monday 16 October 2023 12:03">Monday 16 October 2023</span>. Using Julia version 1.9.3.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+MPI = &quot;da04e1cc-30fd-572f-bb4f-1f8673147195&quot;</code></pre><p>Copy the contents of previous code block into a file called  <code>Project.toml</code> and place it in an empty folder named <code>newproject</code>. It is important that the file is named <code>Project.toml</code>. You can create a new folder from the REPL with</p><pre><code class="language-julia hljs">julia&gt; mkdir(&quot;newproject&quot;)</code></pre><p>To install all the packages registered in this file you need to activate the folder containing your <code>Project.toml</code> file</p><pre><code class="language-julia hljs">(@v1.10) pkg&gt; activate newproject</code></pre><p>and then <em>instantiating</em> it</p><pre><code class="language-julia hljs">(newproject) pkg&gt; instantiate</code></pre><p>The instantiate command will download and install all listed packages and their dependencies in just one click.</p><h3 id="Getting-help-in-package-mode"><a class="docs-heading-anchor" href="#Getting-help-in-package-mode">Getting help in package mode</a><a id="Getting-help-in-package-mode-1"></a><a class="docs-heading-anchor-permalink" href="#Getting-help-in-package-mode" title="Permalink"></a></h3><p>You can get help about a particular package operator by writing <code>help</code> in front of it</p><pre><code class="language-julia hljs">(@v1.10) pkg&gt; help activate</code></pre><p>You can get an overview of all package commands by typing <code>help</code> alone</p><pre><code class="language-julia hljs">(@v1.10) pkg&gt; help</code></pre><h3 id="Package-operations-in-Julia-code"><a class="docs-heading-anchor" href="#Package-operations-in-Julia-code">Package operations in Julia code</a><a id="Package-operations-in-Julia-code-1"></a><a class="docs-heading-anchor-permalink" href="#Package-operations-in-Julia-code" title="Permalink"></a></h3><p>In some situations it is required to use package commands in Julia code, e.g., to automatize installation and deployment of Julia applications. This can be done using the <code>Pkg</code> package. For instance</p><pre><code class="language-julia hljs">julia&gt; using Pkg
+julia&gt; Pkg.status()</code></pre><p>is equivalent to calling <code>status</code> in package mode.</p><pre><code class="language-julia hljs">(@v1.10) pkg&gt; status</code></pre><h2 id="Conclusion"><a class="docs-heading-anchor" href="#Conclusion">Conclusion</a><a id="Conclusion-1"></a><a class="docs-heading-anchor-permalink" href="#Conclusion" title="Permalink"></a></h2><p>We have learned the basics of how to work with Julia. If you want to further dig into the topics we have covered here, you can take a look at the following links:</p><ul><li><a href="https://docs.julialang.org/en/v1/manual/getting-started/">Julia Manual</a></li><li><a href="https://pkgdocs.julialang.org/v1/getting-started/">Package manager</a></li></ul></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../">« Home</a><a class="docs-footer-nextpage" href="../julia_basics/">Julia Basics »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.5.0 on <span class="colophon-date" title="Monday 19 August 2024 14:06">Monday 19 August 2024</span>. Using Julia version 1.10.4.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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 <!DOCTYPE html>
-<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Home · XM_40017</title><meta name="title" content="Home · XM_40017"/><meta property="og:title" content="Home · XM_40017"/><meta property="twitter:title" content="Home · XM_40017"/><meta name="description" content="Documentation for XM_40017."/><meta property="og:description" content="Documentation for XM_40017."/><meta property="twitter:description" content="Documentation for XM_40017."/><meta property="og:url" content="https://fverdugo.github.io/XM_40017/"/><meta property="twitter:url" content="https://fverdugo.github.io/XM_40017/"/><link rel="canonical" href="https://fverdugo.github.io/XM_40017/"/><script data-outdated-warner src="assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link 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class="tocitem" href="#How-to-use-this-page"><span>How to use this page</span></a></li><li><a class="tocitem" href="#How-to-run-the-notebooks-locally"><span>How to run the notebooks locally</span></a></li><li><a class="tocitem" href="#Authors"><span>Authors</span></a></li><li><a class="tocitem" href="#License"><span>License</span></a></li><li><a class="tocitem" href="#Acknowledgment"><span>Acknowledgment</span></a></li></ul></li><li><a class="tocitem" href="getting_started_with_julia/">Getting started</a></li><li><span class="tocitem">Notebooks</span><ul><li><a class="tocitem" href="julia_basics/">Julia Basics</a></li><li><a class="tocitem" href="julia_async/">Asynchronous programming in Julia</a></li><li><a class="tocitem" href="julia_distributed/">Distributed computing in Julia</a></li><li><a class="tocitem" href="mpi_tutorial/">Distributed computing with MPI</a></li><li><a class="tocitem" href="matrix_matrix/">Matrix-matrix multiplication</a></li><li><a class="tocitem" href="jacobi_method/">Jacobi method</a></li><li><a class="tocitem" href="asp/">All pairs of shortest paths</a></li><li><a class="tocitem" href="LEQ/">Gaussian elimination</a></li><li><a class="tocitem" href="tsp/">Traveling salesperson problem</a></li><li><a class="tocitem" href="pdes/">Partial differential equations</a></li></ul></li><li><a class="tocitem" href="solutions_for_all_notebooks/">Solutions</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li class="is-active"><a href>Home</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Home</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/fverdugo/XM_40017/blob/main/docs/src/index.md#" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><h1 id="Programming-Large-Scale-Parallel-Systems-(XM_40017)"><a class="docs-heading-anchor" href="#Programming-Large-Scale-Parallel-Systems-(XM_40017)">Programming Large-Scale Parallel Systems (XM_40017)</a><a id="Programming-Large-Scale-Parallel-Systems-(XM_40017)-1"></a><a class="docs-heading-anchor-permalink" href="#Programming-Large-Scale-Parallel-Systems-(XM_40017)" title="Permalink"></a></h1><p>Welcome to the interactive lecture notes of the <a href="https://studiegids.vu.nl/EN/courses/2023-2024/XM_40017#/">Programming Large-Scale Parallel Systems course</a> at <a href="https://vu.nl">VU Amsterdam</a>!</p><h2 id="What"><a class="docs-heading-anchor" href="#What">What</a><a id="What-1"></a><a class="docs-heading-anchor-permalink" href="#What" title="Permalink"></a></h2><p>This page contains part of the course material of the Programming Large-Scale Parallel Systems course at VU Amsterdam. We provide several lecture notes in jupyter notebook format, which will help you to learn how to design, analyze, and program parallel algorithms on multi-node computing systems. Further information about the course is found in the study guide (<a href="https://studiegids.vu.nl/EN/courses/2023-2024/XM_40017#/">click here</a>) and our Canvas page (for registered students).</p><div class="admonition is-info"><header class="admonition-header">Note</header><div class="admonition-body"><p>Material will be added incrementally to the website as the course advances.</p></div></div><div class="admonition is-warning"><header class="admonition-header">Warning</header><div class="admonition-body"><p>This page will eventually contain only a part of the course material. The rest will be available on Canvas. In particular, <strong>the material in this public webpage does not fully cover all topics in the final exam</strong>.</p></div></div><h2 id="How-to-use-this-page"><a class="docs-heading-anchor" href="#How-to-use-this-page">How to use this page</a><a id="How-to-use-this-page-1"></a><a class="docs-heading-anchor-permalink" href="#How-to-use-this-page" title="Permalink"></a></h2><p>You have two main ways of studying the notebooks:</p><ul><li>Download the notebooks and run them locally on your computer (recommended). At each notebook page you will find a green box with links to download the notebook.</li><li>You also have the static version of the notebooks displayed in this webpage for quick reference.</li></ul><h2 id="How-to-run-the-notebooks-locally"><a class="docs-heading-anchor" href="#How-to-run-the-notebooks-locally">How to run the notebooks locally</a><a id="How-to-run-the-notebooks-locally-1"></a><a class="docs-heading-anchor-permalink" href="#How-to-run-the-notebooks-locally" title="Permalink"></a></h2><p>To run a notebook locally follow these steps:</p><ul><li>Install Julia (if not done already). More information in <a href="getting_started_with_julia/#Getting-started">Getting started</a>.</li><li>Download the notebook.</li><li>Launch Julia. More information in <a href="getting_started_with_julia/#Getting-started">Getting started</a>.</li><li>Execute these commands in the Julia command line:</li></ul><pre><code class="nohighlight hljs">julia&gt; using Pkg
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Home · XM_40017</title><meta name="title" content="Home · XM_40017"/><meta property="og:title" content="Home · XM_40017"/><meta property="twitter:title" content="Home · XM_40017"/><meta name="description" content="Documentation for XM_40017."/><meta property="og:description" content="Documentation for XM_40017."/><meta property="twitter:description" content="Documentation for XM_40017."/><meta property="og:url" content="https://fverdugo.github.io/XM_40017/"/><meta property="twitter:url" content="https://fverdugo.github.io/XM_40017/"/><link rel="canonical" href="https://fverdugo.github.io/XM_40017/"/><script data-outdated-warner src="assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link 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type="text/css"/></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href><img src="assets/logo.png" alt="XM_40017 logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href>XM_40017</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li class="is-active"><a class="tocitem" href>Home</a><ul class="internal"><li><a class="tocitem" href="#What"><span>What</span></a></li><li><a class="tocitem" href="#How-to-use-this-page"><span>How to use this page</span></a></li><li><a class="tocitem" href="#How-to-run-the-notebooks-locally"><span>How to run the notebooks locally</span></a></li><li><a class="tocitem" href="#Authors"><span>Authors</span></a></li><li><a class="tocitem" href="#License"><span>License</span></a></li><li><a class="tocitem" href="#Acknowledgment"><span>Acknowledgment</span></a></li></ul></li><li><a class="tocitem" href="getting_started_with_julia/">Getting started</a></li><li><span class="tocitem">Notebooks</span><ul><li><a class="tocitem" href="julia_basics/">Julia Basics</a></li><li><a class="tocitem" href="julia_async/">Asynchronous programming in Julia</a></li><li><a class="tocitem" href="julia_distributed/">Distributed computing in Julia</a></li><li><a class="tocitem" href="matrix_matrix/">Matrix-matrix multiplication</a></li></ul></li><li><a class="tocitem" href="solutions_for_all_notebooks/">Solutions</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li class="is-active"><a href>Home</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Home</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/fverdugo/XM_40017/blob/main/docs/src/index.md#" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><h1 id="Programming-Large-Scale-Parallel-Systems-(XM_40017)"><a class="docs-heading-anchor" href="#Programming-Large-Scale-Parallel-Systems-(XM_40017)">Programming Large-Scale Parallel Systems (XM_40017)</a><a id="Programming-Large-Scale-Parallel-Systems-(XM_40017)-1"></a><a class="docs-heading-anchor-permalink" href="#Programming-Large-Scale-Parallel-Systems-(XM_40017)" title="Permalink"></a></h1><p>Welcome to the interactive lecture notes of the <a href="https://studiegids.vu.nl/EN/courses/2023-2024/XM_40017#/">Programming Large-Scale Parallel Systems course</a> at <a href="https://vu.nl">VU Amsterdam</a>!</p><h2 id="What"><a class="docs-heading-anchor" href="#What">What</a><a id="What-1"></a><a class="docs-heading-anchor-permalink" href="#What" title="Permalink"></a></h2><p>This page contains part of the course material of the Programming Large-Scale Parallel Systems course at VU Amsterdam. We provide several lecture notes in jupyter notebook format, which will help you to learn how to design, analyze, and program parallel algorithms on multi-node computing systems. Further information about the course is found in the study guide (<a href="https://studiegids.vu.nl/EN/courses/2023-2024/XM_40017#/">click here</a>) and our Canvas page (for registered students).</p><div class="admonition is-info"><header class="admonition-header">Note</header><div class="admonition-body"><p>Material will be added incrementally to the website as the course advances.</p></div></div><div class="admonition is-warning"><header class="admonition-header">Warning</header><div class="admonition-body"><p>This page will eventually contain only a part of the course material. The rest will be available on Canvas. In particular, <strong>the material in this public webpage does not fully cover all topics in the final exam</strong>.</p></div></div><h2 id="How-to-use-this-page"><a class="docs-heading-anchor" href="#How-to-use-this-page">How to use this page</a><a id="How-to-use-this-page-1"></a><a class="docs-heading-anchor-permalink" href="#How-to-use-this-page" title="Permalink"></a></h2><p>You have two main ways of studying the notebooks:</p><ul><li>Download the notebooks and run them locally on your computer (recommended). At each notebook page you will find a green box with links to download the notebook.</li><li>You also have the static version of the notebooks displayed in this webpage for quick reference.</li></ul><h2 id="How-to-run-the-notebooks-locally"><a class="docs-heading-anchor" href="#How-to-run-the-notebooks-locally">How to run the notebooks locally</a><a id="How-to-run-the-notebooks-locally-1"></a><a class="docs-heading-anchor-permalink" href="#How-to-run-the-notebooks-locally" title="Permalink"></a></h2><p>To run a notebook locally follow these steps:</p><ul><li>Install Julia (if not done already). More information in <a href="getting_started_with_julia/#Getting-started">Getting started</a>.</li><li>Download the notebook.</li><li>Launch Julia. More information in <a href="getting_started_with_julia/#Getting-started">Getting started</a>.</li><li>Execute these commands in the Julia command line:</li></ul><pre><code class="nohighlight hljs">julia&gt; using Pkg
 julia&gt; Pkg.add(&quot;IJulia&quot;)
 julia&gt; using IJulia
-julia&gt; notebook()</code></pre><ul><li>These commands will open a jupyter in your web browser. Navigate in jupyter to the notebook file you have downloaded and open it.</li></ul><h2 id="Authors"><a class="docs-heading-anchor" href="#Authors">Authors</a><a id="Authors-1"></a><a class="docs-heading-anchor-permalink" href="#Authors" title="Permalink"></a></h2><p>This material is created by <a href="https://github.com/fverdugo/">Francesc Verdugo</a> with the help of <a href="https://www.linkedin.com/in/gelieza/">Gelieza Kötterheinrich</a>. Part of the notebooks are based on the course slides by <a href="https://www.vuhpdc.net/henri-bal/">Henri Bal</a>.</p><h2 id="License"><a class="docs-heading-anchor" href="#License">License</a><a id="License-1"></a><a class="docs-heading-anchor-permalink" href="#License" title="Permalink"></a></h2><p>All material on this page that is original to this course may be used under a <a href="https://creativecommons.org/licenses/by/4.0/">CC BY 4.0</a> license.</p><h2 id="Acknowledgment"><a class="docs-heading-anchor" href="#Acknowledgment">Acknowledgment</a><a id="Acknowledgment-1"></a><a class="docs-heading-anchor-permalink" href="#Acknowledgment" title="Permalink"></a></h2><p>This page was created with the support of the Faculty of Science of <a href="https://vu.nl">Vrije Universiteit Amsterdam</a> in the framework of the project &quot;Interactive lecture notes and exercises for the Programming Large-Scale Parallel Systems course&quot; funded by the &quot;Innovation budget BETA 2023 Studievoorschotmiddelen (SVM) towards Activated Blended Learning&quot;.</p></article><nav class="docs-footer"><a class="docs-footer-nextpage" href="getting_started_with_julia/">Getting started »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="auto">Automatic (OS)</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.1.1 on <span class="colophon-date" title="Monday 16 October 2023 12:03">Monday 16 October 2023</span>. Using Julia version 1.9.3.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+julia&gt; notebook()</code></pre><ul><li>These commands will open a jupyter in your web browser. Navigate in jupyter to the notebook file you have downloaded and open it.</li></ul><h2 id="Authors"><a class="docs-heading-anchor" href="#Authors">Authors</a><a id="Authors-1"></a><a class="docs-heading-anchor-permalink" href="#Authors" title="Permalink"></a></h2><p>This material is created by <a href="https://github.com/fverdugo/">Francesc Verdugo</a> with the help of <a href="https://www.linkedin.com/in/gelieza-k/">Gelieza Kötterheinrich</a>. Part of the notebooks are based on the course slides by <a href="https://www.vuhpdc.net/henri-bal/">Henri Bal</a>.</p><h2 id="License"><a class="docs-heading-anchor" href="#License">License</a><a id="License-1"></a><a class="docs-heading-anchor-permalink" href="#License" title="Permalink"></a></h2><p>All material on this page that is original to this course may be used under a <a href="https://creativecommons.org/licenses/by/4.0/">CC BY 4.0</a> license.</p><h2 id="Acknowledgment"><a class="docs-heading-anchor" href="#Acknowledgment">Acknowledgment</a><a id="Acknowledgment-1"></a><a class="docs-heading-anchor-permalink" href="#Acknowledgment" title="Permalink"></a></h2><p>This page was created with the support of the Faculty of Science of <a href="https://vu.nl">Vrije Universiteit Amsterdam</a> in the framework of the project &quot;Interactive lecture notes and exercises for the Programming Large-Scale Parallel Systems course&quot; funded by the &quot;Innovation budget BETA 2023 Studievoorschotmiddelen (SVM) towards Activated Blended Learning&quot;.</p></article><nav class="docs-footer"><a class="docs-footer-nextpage" href="getting_started_with_julia/">Getting started »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.5.0 on <span class="colophon-date" title="Monday 19 August 2024 14:06">Monday 19 August 2024</span>. Using Julia version 1.10.4.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
diff --git a/dev/jacobi_2D/index.html b/dev/jacobi_2D/index.html
index 6cc3b29..da3d4a9 100644
--- a/dev/jacobi_2D/index.html
+++ b/dev/jacobi_2D/index.html
@@ -1,5 +1,5 @@
 <!DOCTYPE html>
-<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>- · XM_40017</title><meta name="title" content="- · XM_40017"/><meta property="og:title" content="- · XM_40017"/><meta property="twitter:title" content="- · XM_40017"/><meta name="description" content="Documentation for XM_40017."/><meta property="og:description" content="Documentation for XM_40017."/><meta property="twitter:description" content="Documentation for XM_40017."/><meta property="og:url" content="https://fverdugo.github.io/XM_40017/jacobi_2D/"/><meta property="twitter:url" content="https://fverdugo.github.io/XM_40017/jacobi_2D/"/><link rel="canonical" href="https://fverdugo.github.io/XM_40017/jacobi_2D/"/><script data-outdated-warner src="../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.050/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL=".."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../assets/documenter.js"></script><script src="../search_index.js"></script><script src="../siteinfo.js"></script><script src="../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../assets/themeswap.js"></script><link href="../assets/favicon.ico" rel="icon" type="image/x-icon"/><script src="../assets/iframeResizer.min.js"></script><link href="../assets/custom.css" rel="stylesheet" type="text/css"/></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../"><img src="../assets/logo.png" alt="XM_40017 logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="../">XM_40017</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li><a class="tocitem" href="../">Home</a></li><li><a class="tocitem" href="../getting_started_with_julia/">Getting 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class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li class="is-active"><a href>-</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>-</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/fverdugo/XM_40017/blob/main/notebooks/jacobi_2D.ipynb" title="View source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><div class="admonition is-success">
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>- · XM_40017</title><meta name="title" content="- · XM_40017"/><meta property="og:title" content="- · XM_40017"/><meta property="twitter:title" content="- · XM_40017"/><meta name="description" content="Documentation for XM_40017."/><meta property="og:description" content="Documentation for XM_40017."/><meta property="twitter:description" content="Documentation for XM_40017."/><meta property="og:url" content="https://fverdugo.github.io/XM_40017/jacobi_2D/"/><meta property="twitter:url" content="https://fverdugo.github.io/XM_40017/jacobi_2D/"/><link rel="canonical" href="https://fverdugo.github.io/XM_40017/jacobi_2D/"/><script data-outdated-warner src="../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.050/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL=".."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../assets/documenter.js"></script><script src="../search_index.js"></script><script src="../siteinfo.js"></script><script src="../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/catppuccin-mocha.css" data-theme-name="catppuccin-mocha"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/catppuccin-macchiato.css" data-theme-name="catppuccin-macchiato"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/catppuccin-frappe.css" data-theme-name="catppuccin-frappe"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/catppuccin-latte.css" data-theme-name="catppuccin-latte"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../assets/themeswap.js"></script><link href="../assets/favicon.ico" rel="icon" type="image/x-icon"/><script src="../assets/iframeResizer.min.js"></script><link href="../assets/custom.css" rel="stylesheet" type="text/css"/></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../"><img src="../assets/logo.png" alt="XM_40017 logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="../">XM_40017</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li><a class="tocitem" href="../">Home</a></li><li><a class="tocitem" href="../getting_started_with_julia/">Getting started</a></li><li><span class="tocitem">Notebooks</span><ul><li><a class="tocitem" href="../julia_basics/">Julia Basics</a></li><li><a class="tocitem" href="../julia_async/">Asynchronous programming in Julia</a></li><li><a class="tocitem" href="../julia_distributed/">Distributed computing in Julia</a></li><li><a class="tocitem" href="../matrix_matrix/">Matrix-matrix multiplication</a></li></ul></li><li><a class="tocitem" href="../solutions_for_all_notebooks/">Solutions</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li class="is-active"><a href>-</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>-</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/fverdugo/XM_40017/blob/main/notebooks/jacobi_2D.ipynb" title="View source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><div class="admonition is-success">
     <header class="admonition-header">Tip</header>
     <div class="admonition-body">
         <ul>
@@ -14,4 +14,4 @@
     var myIframe = document.getElementById("notebook");
     iFrameResize({log:true}, myIframe);	
 });
-</script></article><nav class="docs-footer"><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="auto">Automatic (OS)</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.1.1 on <span class="colophon-date" title="Monday 16 October 2023 12:03">Monday 16 October 2023</span>. Using Julia version 1.9.3.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+</script></article><nav class="docs-footer"><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.5.0 on <span class="colophon-date" title="Monday 19 August 2024 14:06">Monday 19 August 2024</span>. Using Julia version 1.10.4.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
diff --git a/dev/jacobi_2D_src/index.html b/dev/jacobi_2D_src/index.html
index 9dd80d0..c3e73cd 100644
--- a/dev/jacobi_2D_src/index.html
+++ b/dev/jacobi_2D_src/index.html
@@ -7333,11 +7333,12 @@ a.anchor-link {
     if (!diagrams.length) {
       return;
     }
-    const mermaid = (await import("https://cdnjs.cloudflare.com/ajax/libs/mermaid/10.5.0/mermaid.esm.min.mjs")).default;
+    const mermaid = (await import("https://cdnjs.cloudflare.com/ajax/libs/mermaid/10.7.0/mermaid.esm.min.mjs")).default;
     const parser = new DOMParser();
 
     mermaid.initialize({
       maxTextSize: 100000,
+      maxEdges: 100000,
       startOnLoad: false,
       fontFamily: window
         .getComputedStyle(document.body)
@@ -7408,7 +7409,8 @@ a.anchor-link {
       let results = null;
       let output = null;
       try {
-        const { svg } = await mermaid.render(id, raw, el);
+        let { svg } = await mermaid.render(id, raw, el);
+        svg = cleanMermaidSvg(svg);
         results = makeMermaidImage(svg);
         output = document.createElement("figure");
         results.map(output.appendChild, output);
@@ -7423,6 +7425,38 @@ a.anchor-link {
       parent.appendChild(output);
     }
 
+
+    /**
+     * Post-process to ensure mermaid diagrams contain only valid SVG and XHTML.
+     */
+    function cleanMermaidSvg(svg) {
+      return svg.replace(RE_VOID_ELEMENT, replaceVoidElement);
+    }
+
+
+    /**
+     * A regular expression for all void elements, which may include attributes and
+     * a slash.
+     *
+     * @see https://developer.mozilla.org/en-US/docs/Glossary/Void_element
+     *
+     * Of these, only `<br>` is generated by Mermaid in place of `\n`,
+     * but _any_ "malformed" tag will break the SVG rendering entirely.
+     */
+    const RE_VOID_ELEMENT =
+      /<\s*(area|base|br|col|embed|hr|img|input|link|meta|param|source|track|wbr)\s*([^>]*?)\s*>/gi;
+
+    /**
+     * Ensure a void element is closed with a slash, preserving any attributes.
+     */
+    function replaceVoidElement(match, tag, rest) {
+      rest = rest.trim();
+      if (!rest.endsWith('/')) {
+        rest = `${rest} /`;
+      }
+      return `<${tag} ${rest}>`;
+    }
+
     void Promise.all([...diagrams].map(renderOneMarmaid));
   });
 </script>
diff --git a/dev/jacobi_method.ipynb b/dev/jacobi_method.ipynb
index c2e519f..af2f3dc 100644
--- a/dev/jacobi_method.ipynb
+++ b/dev/jacobi_method.ipynb
@@ -39,7 +39,7 @@
    "metadata": {},
    "source": [
     "<div class=\"alert alert-block alert-info\">\n",
-    "<b>Note:</b> Do not forget to run the next cell before starting studying this notebook. \n",
+    "<b>Note:</b> Do not forget to run the next cell before you start studying this notebook. \n",
     "</div>"
    ]
   },
@@ -614,10 +614,10 @@
     "<b>Question:</b>  At the end of function jacobi_mpi ...\n",
     "</div>\n",
     "\n",
-    "    a) each rank holds the complete solution.\n",
-    "    b) only the root process holds the solution. \n",
-    "    c) the values of the ghost cells of u are not consistent with the neighbors\n",
-    "    d) the ghost cells of u contain the initial values -1 and 1 in all ranks"
+    "    a) each process holds the complete solution.\n",
+    "    b) the complete solution is gathered in the root process. \n",
+    "    c) each process contains the solution for the local partition. \n",
+    "    d) the ghost cells of u contain the initial values -1 and 1 in all processes."
    ]
   },
   {
@@ -772,7 +772,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "267ecd2a",
+   "id": "f93e2024",
    "metadata": {},
    "source": [
     "### Parallelization strategies\n",
@@ -783,21 +783,21 @@
     "- 2D block partition (each worker handles a subset of consecutive rows and columns)\n",
     "- 2D cyclic partition (each workers handles a subset of alternating rows ans columns)\n",
     "\n",
-    "The three partition types are depicted in the following figure for 4 processes.\n"
+    "The three partition types are depicted in the following figure for 4 processes."
    ]
   },
   {
    "attachments": {
-    "fig18.png": {
-     "image/png": 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"
+    "fig-jacobi-partitions.png": {
+     "image/png": 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"
     }
    },
    "cell_type": "markdown",
-   "id": "e52959a5",
+   "id": "267ecd2a",
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img 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\" 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m1WH9/1EZN3EpNdxV/uNypNKknS0mf0kMjNZqX1VmQi7y91faOP9Yp/1f0XsDNEB26ryXOH1elyXdSeFOSGFpJBwiCUwCnM3wMy+oDALwOmqvVj6JyU9bWY7d1Vc1STFBW9VmDGhWkIpplFhusfnzGzfDsawipndpXDXu62EUtqmCvVU3jKzn3UkjraY2f6S/qTKA+cjkj7VWvdXAF0uNtta0aZxPknxoeiFaMMsOEVhkoxjVfuNtcMkPZtM7VxXSQLsUYW6DdUSSjEDJH1ToQ3bqoMxbKDQM2GC2k4oleqlcMFxkaTJSY/yLmNmX1M8oXSDpEOSwr0A2mBmeyn8vadnTpsqaXd3f6v+UbVLrN2sx7lsbNaymifp6KAbVDmJxiiFDgqtiR2fL6zh/fL8rPWyPHzGDiOpVCDuPkfxP+CPm1mutTMk9TezaxTuWqzUjucPkvTPjp7cZpEUnLtHHethM1jSjWZ2ZDtj2FzSfyTt2oEYJKmfurAobysnEA8rTAdajzs7AKqLXcy/Ue8gWpMUI782sulAM8t7xtaVFaZEPk/tmz12pKTbkxlg6iIZivygKqd3zmIVSXebWdYZgJbG8CmFdiDd9T+rwYrPDtQpzOxYSedHNl0v6VASSkBtzGw3hcREn9SmmZL2Sqa47y5ix+tqM293pmGRdXXp6Zoc6y6PbKpasDtpa9JtxBsK5UDaEvusXVI+JEex695cei4XGcPfiuf3ClMoNqTW76N4AbZ6WV3SEZH1SyS9rFB/Yo7CuNqNFa/Js4KkCWa2obvP76pAJcnM+ihcQMROxmcpqTmhkM2fo1ATYrxCJn986vGNkq4ysxnu/s8MMWwt6W7Fu982K6k5kcSwQOFOwliFA3vditsmFxs3qLIGxUMKJxBdPmQBQHXJ0KMdI5syT9VbB5ersi5Df4XE+s31D6fF1lXWL1S4yHhLYVrfkQoJlH6Rx46RdK2ZfaKr6wSa2TCF9iN2h3SqpL9Lul+h/VikEPdWkj6rygLugyTdbGbbZRmGmAx/uU7xc8XFyfs/rFDLqUmhDfuYwvC3LL2qOsTMvqgwO5WlNl0n6XB3b6pXLEB3lkwN/w9VHv/mKNxg/F/9o2ofMxur+LVIPWrkxRIt9TyXvkzSd1R+o3gnM9uoSo3AE1V5/LyoxiFssc/a025Ex3q89bTP2GEklQrG3aea2X8lbZPatKvyTSqlPS7pCkl/d/cppRvMrJ9CXY1fKtwlLbWGwoHuB10c308VTyj9QdIp6ZgTf5f0IzP7nMJ3XXpSbJKuMLPx7p7uVloh6SX1D8UTShMkne7ub7Ty/I0V6ip9RfGLm07RygnEg5L2JqEEFML2ig/fvb3egdTgfwpJhnThzryTSml3KAyLvjndEzMZNn2EpLNVeVGyncLQ6Ku6OL7LVJlQcoXhXT9OejanXW9mZ0g6TmFik0El2/pK+qOZbVFLLRQzW19heur0eWJTEtuZ1WpMJZNibK1QB+oQVd4k6zRmdpik36my5/1fJX2ehBJQGzPbT+H8tH9q03RJ+7j7o/WPqkN2jqxbrDCUt6ulEzRSOH7Xhbu/Y2Z/V6iDV+qrSg1zM7OBCm1aqXkKnRxqketnrZPl4TN2GMPfiumByLosdQy60kSFZMPW7n5ZLDnj7gvc/S8KPX5i3UxPMbPBXRWgmW2pyoLnknS2ux9ZJaHUwt3/qjA7XDp5NFy1J/YuUOXMTM2STnD3Q1tLKCUxPOPuJypcSF6mLjh4mdnHFS7y0kNBHhA9lIAi+U5k3WsKyd9CSXrwxOIqSht2r6SPu/se7v6n2NBed5/t7hdL2lLxbvw/ShInXSKZMOGz6bAkHefup1ZJKIUHuS9JYt9boXdBqfUUaje29f6mcEGRbhsWSDrQ3U9srWi5uze7+6Pu/vnkPf/e1nu2h5l9VtI1qkxaTRAJJaBmZvYVhR7r6YTSe5J2dPdH6h9Vh8VqCN1XpxkgY/UOY72mutLFkXVHJDdNSn1e0pDUumvdfXqN7xP7rF12jZeT5eEzdhhJpWJ6ObJujaQHUF6aFHr/bO3ut9XyhOSk8wBVTunZX5UnzJ3pm6rct2939zNqfQF3f0nhQJtO5hzYVn2rpI5SbJaZM9z9klpjSOJ4z92PU6gLNTnLc1uT1La6TWFIYqn7FZKGVS9aANSPme2jeD21X3T1EKwOeCmyru5FrlPmKfSc2bXWO+7u/orCzKFpYxUfjthZYoXNL3X3WJ2MKHd/QNLXI5uOjVxUpB2oMNtN2pHuflOtMSRxTHL3AxR6ftV6kdKmpFdFbKbSP0v6AgkloDZmdrrCyIP039IkSdtXGS5VaGY2RmE2s7S/1SmE2M2I9tSjbTd3v1eVQ/1WkPSF1Lr2FuheKvfPWgfLw2fsMJJKxfRmZF2DQqHRvExy9++3MR1lBXd/TmFGsbTDOyescmY2WtJBqdXNih80W+Xu9yh0oS/VS+HCpDUnqbKr5KOKz0pTayy3u/t+7X1+KTPbVKHeVDrLfp9IKAGFYWajFO+C/pLCRUBRxWYGSg+Hq7d73f2irIk4d79Vob5cWle1YVtJ+nhq9QzFe6u15UpV1t0aLOnLbTzvpMi6Ce5+XTtikCS5+7XuflR7n1/KzPZUqJeUnljiT5KOIKEEtM3MepnZrxWG+abPWSdK2sHdX69/ZJ3ix6pMkn2k+EQSXSHWkzNdr7UeYr2VTlj6g5l9QtImqe33ZEwkxj5r+jW7u6L8PguNpFIxVbuoH1RlfdFdE1m3nZl1RZ2F/VU5Y8W97j6pna8Xu3BLj1FukXym/SObfl5jwbsuZWbrKiSU0oX1HpC0r7vPrX9UANKSyQb+ospkTLOkYwo+m1WsDeuTfKbuKNaGfaKL3ivWvlzfniEbSQLtd5FN6RsvLcxshKQdIpvOzfr+XcHMdlCY0S09scQESV8sQjsLFJ2Z9VWomRbrzfigpJ3d/f36RtU5kslnvhTZdEkdb5o+E1k3Pvne6+kPqiwovVFST1XqeC8lKf5Zt+iia7y8xD7jx8wsz84ehUNSqZiqzYwWK/rcHdyvyouM/pLW7oL3St/hlTrW3fVuVWaoVzGzarOzbarKsclTVYACtUlC6T5Vzspzt8KsHvRQAgqgpKbNTpHNP0yGNhVZtULQ3fXGyK2RdeuYWbrmUGfo7DbsOlUO496ylQTfTqrstfCEuz/ZgRg6RZJQuk2V50J/EDWUgJokF8J3Sjo0svnvkvaoU92hTpec5/5Jlde370j6eR1DeUrx657YTecuk5zXx26KfDXpCX1gav2bkmqe5TrxuMIMpKWGSvpUxtcpsjcU9qFSJulz9Q+luEgqFVO12kltzthSRMmQuRcim7qi6+B2kXXtnunB3ZslxU6mY+8jxS8CH827V4GZrSXpLlUmlO6StF8tswEB6HpJQulChZpuaTco1LYrunSx16W6ZU9Id39blTUVGtTJxceTRM+WkU0dacOmKxR1L9Vf0mZVnhKrFZV7EtPMtpV0iyoTStdI+jI9lIC2mdk6kh5RvKflLyV91t2r3dgutGSSnnsVJtVJ+0ZsUoau4u4LJf07sumr9YqhxMWK1IeV9H1Vjuy4JOuxNPle74lsyuOzdomk128s2XZcD+uR1SEklYqpWhHNmXWNonPFZoFLJzg6JJmNJz3ttquyUF1WsW6P1XpZrRdZ998Ovn+HmNk4heTRmNSmO0VCCSiaXyjeJf0+hQLERS3OXSrWhi1ITrS7q9gEGp3ahklaTZU3lT5oa8bSGsTasHWqPHb9yLq827AtFJ9Y4mqRUAJqYmY7KSSU1kptapJ0vLufktxI7VbMrJ+ZnaZQ+y4967IUEiXX1zksSTo/sm5nM4vdMKqJmTWa2alZnuPuLyiMSCjVRyW1lRLz1f5ajbFh1vua2Wfa+Xoysz5mdkp7n98FLlQoP1BqE8VrENbEgq93Ua/nuiOpVEyxoVWLFIZRdVex2Dt7es3Bqtyn53fCsK7YCX26JlFr69/u4Pu3m5mtqpBQGpvadIekT3fXO1JAT2RmZyk+89ejCgng7vL3GmvD3q17FJ0rVqizs9uw9NBpqXPa/VgbNrTKY4vWho2XdLsqv5srJX2lO14EA/VmZkcq/B2l/75nStrH3S+tf1QdY2YrmtkJCrPUnaPKXjdS6EETqxvV5ZJh6rFenhclPS8zSSbZuV/ST9oRzm9qeMyf3D02y1ktblR81tfLzaxar9iqkgkrHlb7JqjoEkly7sbIprPMLPNQv6TX4L8l/VqVk050SySViinWC+alvIdQdVAssdPZJ+Sxk+TZnfC6sS6zWU7I69blNmW0QkIp3XtLkn7TjS5QgR7PzL4v6YzIpqcUZmXsjGNZvcTasFhvme6ENqz+NlC4AZKOqUnShSSUgLaZ2YqSrlJl0uUNSdu7++31jikrM+trZuub2T5m9m0zu1Mh4f4bVfbCX+pfChPQ5Hnt9D1V9m4ZIukOM/tKMsKiVWa2lpldLul/itfcq8VNkia38ZiL2vnaSurZfVOVw+xWlnS3mX0+GdrfKjNbz8yukfSYpC3aG08X+pEq60f1l/TPpMdRm8khM1stmXXxWUm7d0GMuUlPt4hiiI11fqruUXSuWAHNNg8wGcW6D3bGcIsFkXXViqbH1ueVvLlK8TvfkvRHM9vd3R+pYzwAIszsxwr1DdImKhRNnV7nkNotOXHcPrKJNqxttGHl/qF4G9Yo6VYz26EDM7sCywtT/Fg1UOFiuDPf62B3b08NuP+ZWTr50kchxkHK1pPDFYaenZbUdM2Nu99vZueo8obRIIUhY980s78o9KiarHDzYqDCEMUtJe2rMBtnhzqBuHuTmV2q6jUZH3D3DrXR7n6bmV2gyp5hQyRdK+lkM/urQt2rdxQ+6yCFm1BbSdpPoV5tZ7erncbdn0mGH/46talPsu7E5Pd5p6S3FHoCDpA0TiFJtq+kXdRD8y898kN1Z2a2kuKFOm+rdyydLFZjo73dLKuJ3U3tjBnzYjMWVZsZI1b3qlqNrK5WLaEkhe/lFjPbyd27ew8CoFtKCjxeLOnYyOYHFYa8dbdZeMYrXteCNqxtsfajq9qwajUaZyrcXS5VxDZslKTbk8RSelYeAG0brnhR646oNtFQW8Z10vs/J+kUd/9XJ71eZ/ieQv29oyLbNlL9Jt+4QuHmVd/Itgs76T1OljRC0mGRbZup+gQR3Ya7n5/MnHd6ZPPaCt9x7CZhj8fwt+L5gioz8osUn9K4O4kNE4jVqOiI2N38zjgZjsVerefAR5F1gzshho6YLOkbqrzTPlTSv80sNjwOQBcys34K073HEkq3qPtO6/zlyLp3Jf2n3oF0snq0YbHfd2cMsYu9RqytkuKJsrzbsImSzoysX0OhDatW4xDA8uFpSYdI2qRgCaWlM4cdI+m7ivd4zapddfbc/QNJsYLlbyteK6g977FE4Tr2J5I6YwKFQtYSdvfvKBQ674xevNPVOftF7kgqFYiZ9VcYk5r2V3fvzjO/SfG6Ph2d0SZtjirHuvYxs2rjrWu1RmRdtTvUsfXVZoqrh0mSdnD38yUdp8rxzqMV7vaOrntkwHLKzAYr1Hs4ILL5WkkHdMeaZ8ndu1hS6YpuMmtda+rRhsXaj9U6YcricTW+lxRPNuXZhj0qaRd3/7Hid/Q3VBgKF+uNBaBnmqXQm/c0Seu7+3h3/2tR66x58DOFnjp/VvsSLo8rtK9rdiCUWK/OS5KaSJ3C3Zvd/QcKo27+psqaUrV4RNLnFWZXKyR3v0TSxgrDGNszzPJZhcTUau4+tzNjywvD34rldFXOmuMKU0x3d5tG1j3dmW/g7m5mExXG5qbfuyPd48dH1k2s8thXI+tiwxnr4TlJu7v7e5Lk7r83s+EKs2SUWlPhbu9O3al2C9AdJQnc2xQ/rlwg6RvdOAFznip7h85XbTPPFJaZDVVl27xA8dluOuIdhd5PpcPPBkhaR9ILHXjdWPtbrQ2L1SjKqw27V2GW0tmS5O7fT9qw41KP20bSDWa2n7t3Rg0qoCdZKOncOr1XW+fac5UtltkKvTimK3yOVyW9kvS66Xbc/VlJh5vZDxRuKu2kUEe49DyvAAAgAElEQVQ31ht0pkIi6T6FzgUvd+S9zWygpKNTqxdIurwjr1tNUqPpIDNbT9JnJO2o8FljI0hmKBTnvk/SBHd/rYa3mKBQvLxULb2H56tyH3y/hudVcPdXJR1tZj+S9FmF3+cOklaKPHyOQrz3S7quJ5YeIalUEGa2u0LXyLTr3b3ayV+3YGabqHL2lsnu/kYXvN0jqkwq7agwnCSz5GJi49Tq5uR9YmJDPLYxs2HuXm24QVc5dmlCaSl3Pzc5KT859diNFWos7d5TMuZA0STHwpslrZba5JLOdPf2TBVcCGZ2jEK397QL3L2ze/TU206qLB76n86eVSi5MfKIQsHSUjuqnUklM9tIle3vh5KqXaA8Hlm3h5k1JEMb6umwyKyHJyqcsB+UWr+7pGvN7NAc4gQKy90XKF7/pe7cfY4KEkuekgkGzkv+KelpuVLyb65CEu3DTu559SVVtgUT3L1Lh5i5+4sKN7PPkVo+68oKn3W2ln3WTDfT3P2KdsYzV528D7r7ZIVC3b+WJDMboPD5VlZIYi39jD26bWL4WwGY2a4K41nTXdxnKT4crrv5UmTdTV30Xg9G1h1ey7SdVXxOlUXtnm2l1smjqhw+0E/xi62uVq0767clXR1Z/3FJfzOz9LSzADrIzPaU9IAqE0oLJR3ZzRNKR0i6JLLpTYXaCt3dlyLr/tlF7/VQZF1H2o8jYu/Rygn8v1U5XGGMpL06EEN7VbRhJTU77oo8/iBJv61l6moAKAp3n+Pub7r7E+7+krtP6cyEUnIN9I3Ipos66z1qlXzWN9z9f+7+srtP7ca9s6PcfZ67T3b3J939RXf/oKcnlCSSSrkys15mdopCbY3YDC9f6+6zmiT1jL6SWu2SfttFb3mzKrs/rqowNjeTJLkSOwhfWe05ybjkv0Y2nZ70emo3M1u3I89fKjl4H614Yu9Tkq7pQBIOQIqZfVXh7y1dMHmawhDVa+sfVceZWR8z+6VCkjp9U6RJ0pe7e89HM9tc0j6p1fMUT8x3hmslpXtAbW9mn8j6QslssrEZh35f7TnJsJI7I5vOMrMs03rH4umsNmyhwtCR/0Y2H63KId4AsDzbX9JaqXUPuXvsGAq0CxeOObDgQIWaBuepcrY3SbrQ3a+pb2Sdy8waFcbqpscK39FVY0mT4raXRTadlwz7yuIMSeul1s1SKyfkiQtVWYRvtKRL21Nw1cz6Jxduf8n63GqS5NchivfsOkTSxdztBTomuXHwS0kXq3K4+cuStnX3B+ofWceYWaOZHaXwGb6lyqFhkvRtd7+nvpF1rqSb/pWq/N1d4+6dPfObJCm5kfS3dCgKx+T+GV/u/6mytsOrCjdfWnN+ZN0mkn6W8f0lhWHkZvZHSWe35/kxybC4vRUfxneqmZ3aWe8FAN1cbNTLhXWPAj0aSaU6Se7o7mBm50h6XuGkcaMqD79KxRv2toKZrVLrg5OT8b+psst8s7p+OMRFCuNXS42UdIeZrRx5fIWkZ8EPIpvOd/dZrT3X3Z9X+B2mHSzpz7XOUpMkHw+V9KKqX7i1W5KA20/xgunHSTqrM98PWA79UuFvN+0+SR9P6ip0C2Y2wMw+ZWYXKiQmrlBl8eqlfuTuv65fdDUZkaW3qJmNUOixk559Zp6SOhhd6BxV9lbaWNLfa0ksJW3HuZKOjGz+aVvDKtz9VkmxhOApZvarWnssmVlvM/s/Sa9IOryW52SR1ALZQ/HiwOeYWbooLQAsV8xsC4Xi0aXek3RDDuGgB+s2hbqTE6l+rTwkdqLVt42TyAUdnLZ5uyRJFIuln8JQh5EKUxGvqsrhAWmucLJ6egHHl46R9KaZ3aRQcf9f7j4z/aDkRPyzkr4nKZaE+qW7x3rHdBp3fy9JCqV79oyX9ExyB3OCu1dMAWlmayrcTT048tL/Ve0JsVMUCoeOTa0/WGEow1mSbnD3ihkHzGxthZkSjlaY9afLuPuMpNbLg6qcMvs7ZjbN3X/ZlTEAPVgs6TJP0hMKvSk6630ec/cb2/G8fZJjdtpASX0kDZU0SmGGyFpuKiySdIq7F/EO6JaS3jGz6yRdJ+muWPtvZmMVEiCnSRoSeZ2Ta5yZpt3cfaKZnanKnkF7SJpoZt+SdFusRoOZbaaQzNwl8tI3uvtVNYZxtKQnVTlk8xuS9jazn0i6JT1jaNLDdROF4WlHK5w7dBl3f9PMPqUwo05pEVpTqK80w92v78oYAKDATomsu6SzJ5oArHi5izgz+6GkMzv5ZX/q7t+v8f1/I+mETn7/Uu9KOsrd/9WF71ETMxusML1ja1zSG5LeUpgmcZBCAm0dVe8B96iknWLJnCpx3CHpk6nVG7n7czU+/zJJx1TZPFOht8BbCpX5RyicCG9W5fHTJG2XZUpPM9s4eY9qiU1XuIP7gcIMCIMlra/K2RmWmujusamhZWZ/VxgzXWobd4/NRhd7/loKiaWRkRiPcveqdaQAxJnZDQoX113tUnc/vo1YbpO0ZxfG8KKkI4pQoyFJrDzRxsOWKPS4ekch0beiQuJszVaec72kz9V608fMXlVlsn5ALTezkqHStyokkmKmKLQv7yn0ahohaRtVvxHxmkKbUPOwvWRW2psVEowxTQrDz6YofIcrKwwZTyeilrrR3Q+s8l5Pq3Km1eG1xmtmH1foWTYgtWmRpH3d/Y5aXgcAegozW1Xh2F/au3SRpNVjN7WBjug2PZV6sPclnatwUdCRXlP1ZpLWSP7V4m5Jn6k1odRJjldIGJ0U2TZY0qdrfJ23JO2ZJaEkSe7+jJntpFCgN9ZjwRQuALq0N1It3H2Sme2lMOShtAaWSbo8udvbnp4QAHq2VxV6cP4xqdXWXTQo2/H3jwqFx+tyJ87dl5jZ/sn7xhIxIxTvURvzlKS9s9aBcvc7knbhOsVvdjRK2iD5lyt3f8TMDpL0D5VfQPWRdIOZ7e7uj+YTHQDk4uuqrNs7gYQSugI1lfIxS2GGsC9IWtPdf90NEkpTFC4esmpWmOltn6SwZt24e7O7f10hqTSvnS9zi0IPpRfaGcMzkjZVmG57YTtjWKwwlO/Ydj6/Ju7+pMKwuwWpTQ0KtaB27cr3B9BtfKhQN+4ASeu5+9XdIKH0msJNnKwWSfqRpCPrPVzA3RdI+pzCkOz2fL/Nkq6RtLO7v9fOGO5WGDr+l+T12mOepEsVJr/oMu5+m6QvqzLOQZJuMbMNu/L9AaAozGwFhSHIaRfVOxYsH7pTT6X5qiy+3FHpi+fWzKvx/ecnrztLIRkwU2Ho1CvJv5clPZlMiVtUrsrPeoOkrymc4B4jaUe1npRslvSApNPc/bF2xjEnEkdFDYm2uPuFyfCwbyvEnx7ilbZE0kMKwyM73GXe3WdIOsHMfqpQgH0/SW1NrdysUMPpLwp3Fd5t4/FzVfldZb4Icfd7zewwSb9TZWHwK81s71qHHwKI/l12hVqS5rHjacxchUTKDIU2bLZCMuZlSZOS/5+K1fMpkCWq/KyXSbpA0pckHSVpizZeY7Gk2ySd6u4vtTOOmZE4MvV0Sr7nM8zsDwp1nvZXvNZTqYUKQ8F+2BnDEd39bUmHJXWevqUwAUe6XmBak8I5wJ8lXZ+uvRQxSx38rpJY/5hMyJEul2CSJiQ9ltqVYAOAbuQoVbYVj9VaFgPIqtvUVEKxmNkYSZ+QtJVCHYUhChctH0h6SdJNRTxxM7NeCgVbd5Y0WtJwhbuYUxUunF5UKEI+rYvjGKVQ/2IVhSmfBylczH2UxPB4W7PMAQDaJ5mUYXtJmysM7VpRIbHxrsIMrTfVkAipOzNrVJjJZzuFIXAjFCYGeU+hR/HTkm539zldHMc4hbZ0pEIbNkAhAfmhpOckPeHu7e0hDADoADPbUZU30Z/nxjC6CkklAAAAAAAAZEZNJQAAAAAAAGRG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qSjj7Z3tj++6L/nSLeWyjLN5W3/88Lb68t25YXheW75de4bn316XzMyUyfJYZgbW4PoK1+CWgTX4UIVrcN3G/rjXqy/frr2lE9DFtzclvdIhRuwdCHTX1uRLGx77b0vYMrDPPry7vnzrHhme15Zv+8gecdOdyZ7K9o3Bc2pdjefUjv540yP15bvrvv64xnNq556f/zeUc+3GZP5k6RSP7eb1yfypn/93T6Q9A/f692yrb99/eHd/vGVHfXvCHSPX68sbk8nKXsMPqr5jqPDebfOugfH2+tbgd9YPz5vUd38OUNLZvV7vX0qHoNU0zWSSyl7CAxT1wl6v9/XSIZ6qmqY5K8n1pXMA1MLX3wAAAADoTKkEAAAAQGf/D1klUiTLIaWrAAAAAElFTkSuQmCC\" align=\"left\" width=\"450\"/>\n",
     "</div>"
    ]
   },
@@ -937,7 +937,7 @@
     "\n",
     "\n",
     "- Both 1d and 2d block partitions are potentially scalable if $P<<N$\n",
-    "- The 2d block partition is with the lowest communication complexity\n",
+    "- The 2d block partition has the lowest communication complexity\n",
     "- The 1d block partition requires to send less messages (It can be useful if the fixed cost of sending a message is high)\n",
     "- The best strategy for a given problem size will thus depend on the machine, but the 2d block partition is the one used in practice since it has the lowest communication complexity.\n",
     "- Cyclic partitions are impractical for this application (but they are useful in others) \n",
@@ -977,7 +977,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Julia 1.9.0",
+   "display_name": "Julia 1.9.1",
    "language": "julia",
    "name": "julia-1.9"
   },
@@ -985,7 +985,7 @@
    "file_extension": ".jl",
    "mimetype": "application/julia",
    "name": "julia",
-   "version": "1.9.0"
+   "version": "1.9.1"
   }
  },
  "nbformat": 4,
diff --git a/dev/jacobi_method/index.html b/dev/jacobi_method/index.html
index 67ab351..f748556 100644
--- a/dev/jacobi_method/index.html
+++ b/dev/jacobi_method/index.html
@@ -1,5 +1,5 @@
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+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>- · XM_40017</title><meta name="title" content="- · XM_40017"/><meta property="og:title" content="- · XM_40017"/><meta property="twitter:title" content="- · XM_40017"/><meta name="description" content="Documentation for XM_40017."/><meta property="og:description" content="Documentation for XM_40017."/><meta property="twitter:description" content="Documentation for XM_40017."/><meta property="og:url" content="https://fverdugo.github.io/XM_40017/jacobi_method/"/><meta property="twitter:url" content="https://fverdugo.github.io/XM_40017/jacobi_method/"/><link rel="canonical" href="https://fverdugo.github.io/XM_40017/jacobi_method/"/><script data-outdated-warner src="../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link 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     <header class="admonition-header">Tip</header>
     <div class="admonition-body">
         <ul>
@@ -14,4 +14,4 @@
     var myIframe = document.getElementById("notebook");
     iFrameResize({log:true}, myIframe);	
 });
-</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../matrix_matrix/">« Matrix-matrix multiplication</a><a class="docs-footer-nextpage" href="../asp/">All pairs of shortest paths »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="auto">Automatic (OS)</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.1.1 on <span class="colophon-date" title="Monday 16 October 2023 12:03">Monday 16 October 2023</span>. Using Julia version 1.9.3.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+</script></article><nav class="docs-footer"><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.5.0 on <span class="colophon-date" title="Monday 19 August 2024 14:06">Monday 19 August 2024</span>. Using Julia version 1.10.4.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
diff --git a/dev/jacobi_method_src/index.html b/dev/jacobi_method_src/index.html
index 251c46b..7b8be6a 100644
--- a/dev/jacobi_method_src/index.html
+++ b/dev/jacobi_method_src/index.html
@@ -7333,11 +7333,12 @@ a.anchor-link {
     if (!diagrams.length) {
       return;
     }
-    const mermaid = (await import("https://cdnjs.cloudflare.com/ajax/libs/mermaid/10.5.0/mermaid.esm.min.mjs")).default;
+    const mermaid = (await import("https://cdnjs.cloudflare.com/ajax/libs/mermaid/10.7.0/mermaid.esm.min.mjs")).default;
     const parser = new DOMParser();
 
     mermaid.initialize({
       maxTextSize: 100000,
+      maxEdges: 100000,
       startOnLoad: false,
       fontFamily: window
         .getComputedStyle(document.body)
@@ -7408,7 +7409,8 @@ a.anchor-link {
       let results = null;
       let output = null;
       try {
-        const { svg } = await mermaid.render(id, raw, el);
+        let { svg } = await mermaid.render(id, raw, el);
+        svg = cleanMermaidSvg(svg);
         results = makeMermaidImage(svg);
         output = document.createElement("figure");
         results.map(output.appendChild, output);
@@ -7423,6 +7425,38 @@ a.anchor-link {
       parent.appendChild(output);
     }
 
+
+    /**
+     * Post-process to ensure mermaid diagrams contain only valid SVG and XHTML.
+     */
+    function cleanMermaidSvg(svg) {
+      return svg.replace(RE_VOID_ELEMENT, replaceVoidElement);
+    }
+
+
+    /**
+     * A regular expression for all void elements, which may include attributes and
+     * a slash.
+     *
+     * @see https://developer.mozilla.org/en-US/docs/Glossary/Void_element
+     *
+     * Of these, only `<br>` is generated by Mermaid in place of `\n`,
+     * but _any_ "malformed" tag will break the SVG rendering entirely.
+     */
+    const RE_VOID_ELEMENT =
+      /<\s*(area|base|br|col|embed|hr|img|input|link|meta|param|source|track|wbr)\s*([^>]*?)\s*>/gi;
+
+    /**
+     * Ensure a void element is closed with a slash, preserving any attributes.
+     */
+    function replaceVoidElement(match, tag, rest) {
+      rest = rest.trim();
+      if (!rest.endsWith('/')) {
+        rest = `${rest} /`;
+      }
+      return `<${tag} ${rest}>`;
+    }
+
     void Promise.all([...diagrams].map(renderOneMarmaid));
   });
 </script>
@@ -7524,7 +7558,7 @@ a.anchor-link {
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
 <div class="alert alert-block alert-info">
-<b>Note:</b> Do not forget to run the next cell before starting studying this notebook. 
+<b>Note:</b> Do not forget to run the next cell before you start studying this notebook. 
 </div>
 </div>
 </div>
@@ -8169,10 +8203,10 @@ d) 4</code></pre>
 <div class="alert alert-block alert-success">
 <b>Question:</b>  At the end of function jacobi_mpi ...
 </div>
-<pre><code>a) each rank holds the complete solution.
-b) only the root process holds the solution. 
-c) the values of the ghost cells of u are not consistent with the neighbors
-d) the ghost cells of u contain the initial values -1 and 1 in all ranks</code></pre>
+<pre><code>a) each process holds the complete solution.
+b) the complete solution is gathered in the root process. 
+c) each process contains the solution for the local partition. 
+d) the ghost cells of u contain the initial values -1 and 1 in all processes.</code></pre>
 </div>
 </div>
 </div>
@@ -8337,7 +8371,7 @@ d) the ghost cells of u contain the initial values -1 and 1 in all ranks</code><
 </div>
 </div>
 </div>
-<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=267ecd2a">
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=f93e2024">
 <div class="jp-Cell-inputWrapper" tabindex="0">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
@@ -8354,14 +8388,14 @@ d) the ghost cells of u contain the initial values -1 and 1 in all ranks</code><
 </div>
 </div>
 </div>
-<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=e52959a5">
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=267ecd2a">
 <div class="jp-Cell-inputWrapper" tabindex="0">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
 <div>
-<img align="left" alt="No description has been provided for this image" 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" 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" width="450"/>
 </div>
 </div>
 </div>
@@ -8550,7 +8584,7 @@ d) the ghost cells of u contain the initial values -1 and 1 in all ranks</code><
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
 <h3 id="Which-partition-is-the-best-one?">Which partition is the best one?<a class="anchor-link" href="#Which-partition-is-the-best-one?">¶</a></h3><ul>
 <li>Both 1d and 2d block partitions are potentially scalable if $P&lt;&lt;N$</li>
-<li>The 2d block partition is with the lowest communication complexity</li>
+<li>The 2d block partition has the lowest communication complexity</li>
 <li>The 1d block partition requires to send less messages (It can be useful if the fixed cost of sending a message is high)</li>
 <li>The best strategy for a given problem size will thus depend on the machine, but the 2d block partition is the one used in practice since it has the lowest communication complexity.</li>
 <li>Cyclic partitions are impractical for this application (but they are useful in others)</li>
diff --git a/dev/julia_async.ipynb b/dev/julia_async.ipynb
index d18e354..0862493 100644
--- a/dev/julia_async.ipynb
+++ b/dev/julia_async.ipynb
@@ -28,6 +28,56 @@
     "Understanding these concepts is important to learn distributed computing later."
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "cde5ee75",
+   "metadata": {},
+   "source": [
+    "<div class=\"alert alert-block alert-info\">\n",
+    "<b>Note:</b> Do not forget to execute the next cell before starting this notebook! \n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0b0496c7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "function why_q1()\n",
+    "    msg = \"\"\"\n",
+    "    Evaluating compute_π(100_000_000) takes about 0.25 seconds on the teacher's laptop. Thus, the loop would take about 2.5 seconds since we are calling the function 10 times.\n",
+    "    \"\"\"\n",
+    "    println(msg)\n",
+    "end\n",
+    "function why_q2()\n",
+    "    msg = \"\"\"\n",
+    "    The time in doing the loop will be almost zero since the loop just schedules 10 tasks, which should be very fast.\n",
+    "    \"\"\"\n",
+    "    println(msg)\n",
+    "end\n",
+    "function why_q3()\n",
+    "    msg = \"\"\"\n",
+    "    It will take 2.5 seconds, like in question 1. The @sync macro forces to wait for all tasks we have generated with the @async macro. Since we have created 10 tasks and each of them takes about 0.25 seconds, the total time will be about 2.5 seconds.\n",
+    "    \"\"\"\n",
+    "    println(msg)\n",
+    "end\n",
+    "function why_q4()\n",
+    "    msg = \"\"\"\n",
+    "    It will take about 3 seconds. The channel has buffer size 4, thus the call to put!will not block. The call to take! will not block neither since there is a value stored in the channel. The taken value is 3 and therefore we will wait for 3 seconds.\n",
+    "    \"\"\"\n",
+    "    println(msg)\n",
+    "end\n",
+    "function why_q5()\n",
+    "    msg = \"\"\"\n",
+    "    The channel is not buffered and therefore the call to put! will block. The cell will run forever, since there is no other task that calls take! on this channel.\n",
+    "    \"\"\"\n",
+    "    println(msg)\n",
+    "end\n",
+    "println(\"🥳 Well done! \")"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "caf64254",
@@ -37,7 +87,7 @@
     "\n",
     "### Creating  a task\n",
     "\n",
-    "Technically, a task in Julia is a *symmetric co-routine*. More informally, a task is a piece of computation work that can be started (scheduled) at some point in the future, and that can be interrupted and resumed.  To create a task, we first need to create a function that represents the work to be done in the task. In next cell, we generate a task that generates and sums two matrices."
+    "Technically, a task in Julia is a *symmetric* [*co-routine*](https://en.wikipedia.org/wiki/Coroutine). More informally, a task is a piece of computational work that can be started (scheduled) at some point in the future, and that can be interrupted and resumed.  To create a task, we first need to create a function that represents the work to be done in the task. In next cell, we generate a task that generates and sums two matrices."
    ]
   },
   {
@@ -726,6 +776,16 @@
     "end"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d6b8382e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "why_q1()"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "5f19d38c",
@@ -754,6 +814,16 @@
     "end"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "edff9747",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "why_q2()"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "5041c355",
@@ -781,6 +851,16 @@
     "end"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "87bc7c5c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "why_q3()"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "841b690e",
@@ -821,6 +901,16 @@
     "end"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a18a0a7d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "why_q4()"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "df663f11",
@@ -860,6 +950,26 @@
     "end"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d8923fae",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "why_q5()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0ee77abe",
+   "metadata": {},
+   "source": [
+    "<div class=\"alert alert-block alert-info\">\n",
+    "<b>Note:</b> If for some reason a cell keeps running forever, we can stop it with Kernel > Interrupt or Kernel > Restart (see tabs above).\n",
+    "</div>"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "a5d3730b",
@@ -873,15 +983,15 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Julia 1.9.0",
+   "display_name": "Julia 1.10.0",
    "language": "julia",
-   "name": "julia-1.9"
+   "name": "julia-1.10"
   },
   "language_info": {
    "file_extension": ".jl",
    "mimetype": "application/julia",
    "name": "julia",
-   "version": "1.9.0"
+   "version": "1.10.0"
   }
  },
  "nbformat": 4,
diff --git a/dev/julia_async/index.html b/dev/julia_async/index.html
index 215d658..e73f6de 100644
--- a/dev/julia_async/index.html
+++ b/dev/julia_async/index.html
@@ -1,5 +1,5 @@
 <!DOCTYPE html>
-<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Asynchronous programming in Julia · XM_40017</title><meta name="title" content="Asynchronous programming in Julia · XM_40017"/><meta property="og:title" content="Asynchronous programming in Julia · XM_40017"/><meta property="twitter:title" content="Asynchronous programming in Julia · XM_40017"/><meta name="description" content="Documentation for XM_40017."/><meta property="og:description" content="Documentation for XM_40017."/><meta property="twitter:description" content="Documentation for XM_40017."/><meta property="og:url" content="https://fverdugo.github.io/XM_40017/julia_async/"/><meta property="twitter:url" content="https://fverdugo.github.io/XM_40017/julia_async/"/><link rel="canonical" href="https://fverdugo.github.io/XM_40017/julia_async/"/><script data-outdated-warner src="../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.050/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL=".."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../assets/documenter.js"></script><script src="../search_index.js"></script><script src="../siteinfo.js"></script><script src="../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../assets/themeswap.js"></script><link href="../assets/favicon.ico" rel="icon" type="image/x-icon"/><script src="../assets/iframeResizer.min.js"></script><link href="../assets/custom.css" rel="stylesheet" type="text/css"/></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../"><img src="../assets/logo.png" alt="XM_40017 logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="../">XM_40017</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul 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+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Asynchronous programming in Julia · XM_40017</title><meta name="title" content="Asynchronous programming in Julia · XM_40017"/><meta property="og:title" content="Asynchronous programming in Julia · XM_40017"/><meta property="twitter:title" content="Asynchronous programming in Julia · XM_40017"/><meta name="description" content="Documentation for XM_40017."/><meta property="og:description" content="Documentation for XM_40017."/><meta property="twitter:description" content="Documentation for XM_40017."/><meta property="og:url" content="https://fverdugo.github.io/XM_40017/julia_async/"/><meta property="twitter:url" content="https://fverdugo.github.io/XM_40017/julia_async/"/><link rel="canonical" href="https://fverdugo.github.io/XM_40017/julia_async/"/><script data-outdated-warner src="../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.050/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL=".."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../assets/documenter.js"></script><script src="../search_index.js"></script><script src="../siteinfo.js"></script><script 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href="../assets/favicon.ico" rel="icon" type="image/x-icon"/><script src="../assets/iframeResizer.min.js"></script><link href="../assets/custom.css" rel="stylesheet" type="text/css"/></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../"><img src="../assets/logo.png" alt="XM_40017 logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="../">XM_40017</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li><a class="tocitem" href="../">Home</a></li><li><a class="tocitem" href="../getting_started_with_julia/">Getting started</a></li><li><span class="tocitem">Notebooks</span><ul><li><a class="tocitem" href="../julia_basics/">Julia Basics</a></li><li class="is-active"><a class="tocitem" href>Asynchronous programming in Julia</a></li><li><a class="tocitem" href="../julia_distributed/">Distributed computing in Julia</a></li><li><a class="tocitem" href="../matrix_matrix/">Matrix-matrix multiplication</a></li></ul></li><li><a class="tocitem" href="../solutions_for_all_notebooks/">Solutions</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li><a class="is-disabled">Notebooks</a></li><li class="is-active"><a href>Asynchronous programming in Julia</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Asynchronous programming in Julia</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/fverdugo/XM_40017/blob/main/notebooks/julia_async.ipynb" title="View source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><div class="admonition is-success">
     <header class="admonition-header">Tip</header>
     <div class="admonition-body">
         <ul>
@@ -14,4 +14,4 @@
     var myIframe = document.getElementById("notebook");
     iFrameResize({log:true}, myIframe);	
 });
-</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../julia_basics/">« Julia Basics</a><a class="docs-footer-nextpage" href="../julia_distributed/">Distributed computing in Julia »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="auto">Automatic (OS)</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.1.1 on <span class="colophon-date" title="Monday 16 October 2023 12:03">Monday 16 October 2023</span>. Using Julia version 1.9.3.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../julia_basics/">« Julia Basics</a><a class="docs-footer-nextpage" href="../julia_distributed/">Distributed computing in Julia »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.5.0 on <span class="colophon-date" title="Monday 19 August 2024 14:06">Monday 19 August 2024</span>. Using Julia version 1.10.4.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
diff --git a/dev/julia_async_src/index.html b/dev/julia_async_src/index.html
index 29a1804..97cd238 100644
--- a/dev/julia_async_src/index.html
+++ b/dev/julia_async_src/index.html
@@ -7333,11 +7333,12 @@ a.anchor-link {
     if (!diagrams.length) {
       return;
     }
-    const mermaid = (await import("https://cdnjs.cloudflare.com/ajax/libs/mermaid/10.5.0/mermaid.esm.min.mjs")).default;
+    const mermaid = (await import("https://cdnjs.cloudflare.com/ajax/libs/mermaid/10.7.0/mermaid.esm.min.mjs")).default;
     const parser = new DOMParser();
 
     mermaid.initialize({
       maxTextSize: 100000,
+      maxEdges: 100000,
       startOnLoad: false,
       fontFamily: window
         .getComputedStyle(document.body)
@@ -7408,7 +7409,8 @@ a.anchor-link {
       let results = null;
       let output = null;
       try {
-        const { svg } = await mermaid.render(id, raw, el);
+        let { svg } = await mermaid.render(id, raw, el);
+        svg = cleanMermaidSvg(svg);
         results = makeMermaidImage(svg);
         output = document.createElement("figure");
         results.map(output.appendChild, output);
@@ -7423,6 +7425,38 @@ a.anchor-link {
       parent.appendChild(output);
     }
 
+
+    /**
+     * Post-process to ensure mermaid diagrams contain only valid SVG and XHTML.
+     */
+    function cleanMermaidSvg(svg) {
+      return svg.replace(RE_VOID_ELEMENT, replaceVoidElement);
+    }
+
+
+    /**
+     * A regular expression for all void elements, which may include attributes and
+     * a slash.
+     *
+     * @see https://developer.mozilla.org/en-US/docs/Glossary/Void_element
+     *
+     * Of these, only `<br>` is generated by Mermaid in place of `\n`,
+     * but _any_ "malformed" tag will break the SVG rendering entirely.
+     */
+    const RE_VOID_ELEMENT =
+      /<\s*(area|base|br|col|embed|hr|img|input|link|meta|param|source|track|wbr)\s*([^>]*?)\s*>/gi;
+
+    /**
+     * Ensure a void element is closed with a slash, preserving any attributes.
+     */
+    function replaceVoidElement(match, tag, rest) {
+      rest = rest.trim();
+      if (!rest.endsWith('/')) {
+        rest = `${rest} /`;
+      }
+      return `<${tag} ${rest}>`;
+    }
+
     void Promise.all([...diagrams].map(renderOneMarmaid));
   });
 </script>
@@ -7506,13 +7540,70 @@ a.anchor-link {
 </div>
 </div>
 </div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=cde5ee75">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div class="alert alert-block alert-info">
+<b>Note:</b> Do not forget to execute the next cell before starting this notebook! 
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=0b0496c7">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">function</span><span class="w"> </span><span class="n">why_q1</span><span class="p">()</span>
+<span class="w">    </span><span class="n">msg</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">"""</span>
+<span class="s">    Evaluating compute_π(100_000_000) takes about 0.25 seconds on the teacher's laptop. Thus, the loop would take about 2.5 seconds since we are calling the function 10 times.</span>
+<span class="s">    """</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="n">msg</span><span class="p">)</span>
+<span class="k">end</span>
+<span class="k">function</span><span class="w"> </span><span class="n">why_q2</span><span class="p">()</span>
+<span class="w">    </span><span class="n">msg</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">"""</span>
+<span class="s">    The time in doing the loop will be almost zero since the loop just schedules 10 tasks, which should be very fast.</span>
+<span class="s">    """</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="n">msg</span><span class="p">)</span>
+<span class="k">end</span>
+<span class="k">function</span><span class="w"> </span><span class="n">why_q3</span><span class="p">()</span>
+<span class="w">    </span><span class="n">msg</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">"""</span>
+<span class="s">    It will take 2.5 seconds, like in question 1. The @sync macro forces to wait for all tasks we have generated with the @async macro. Since we have created 10 tasks and each of them takes about 0.25 seconds, the total time will be about 2.5 seconds.</span>
+<span class="s">    """</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="n">msg</span><span class="p">)</span>
+<span class="k">end</span>
+<span class="k">function</span><span class="w"> </span><span class="n">why_q4</span><span class="p">()</span>
+<span class="w">    </span><span class="n">msg</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">"""</span>
+<span class="s">    It will take about 3 seconds. The channel has buffer size 4, thus the call to put!will not block. The call to take! will not block neither since there is a value stored in the channel. The taken value is 3 and therefore we will wait for 3 seconds.</span>
+<span class="s">    """</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="n">msg</span><span class="p">)</span>
+<span class="k">end</span>
+<span class="k">function</span><span class="w"> </span><span class="n">why_q5</span><span class="p">()</span>
+<span class="w">    </span><span class="n">msg</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">"""</span>
+<span class="s">    The channel is not buffered and therefore the call to put! will block. The cell will run forever, since there is no other task that calls take! on this channel.</span>
+<span class="s">    """</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="n">msg</span><span class="p">)</span>
+<span class="k">end</span>
+<span class="n">println</span><span class="p">(</span><span class="s">"🥳 Well done! "</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
 <div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=caf64254">
 <div class="jp-Cell-inputWrapper" tabindex="0">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<h2 id="Tasks">Tasks<a class="anchor-link" href="#Tasks">¶</a></h2><h3 id="Creating--a-task">Creating  a task<a class="anchor-link" href="#Creating--a-task">¶</a></h3><p>Technically, a task in Julia is a <em>symmetric co-routine</em>. More informally, a task is a piece of computation work that can be started (scheduled) at some point in the future, and that can be interrupted and resumed.  To create a task, we first need to create a function that represents the work to be done in the task. In next cell, we generate a task that generates and sums two matrices.</p>
+<h2 id="Tasks">Tasks<a class="anchor-link" href="#Tasks">¶</a></h2><h3 id="Creating--a-task">Creating  a task<a class="anchor-link" href="#Creating--a-task">¶</a></h3><p>Technically, a task in Julia is a <em>symmetric</em> <a href="https://en.wikipedia.org/wiki/Coroutine"><em>co-routine</em></a>. More informally, a task is a piece of computational work that can be started (scheduled) at some point in the future, and that can be interrupted and resumed.  To create a task, we first need to create a function that represents the work to be done in the task. In next cell, we generate a task that generates and sums two matrices.</p>
 </div>
 </div>
 </div>
@@ -8397,6 +8488,20 @@ d) near 0*t </code></pre>
 </div>
 </div>
 </div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=d6b8382e">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">why_q1</span><span class="p">()</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
 </div>
 <div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=5f19d38c">
 <div class="jp-Cell-inputWrapper" tabindex="0">
@@ -8430,6 +8535,20 @@ d) near 0*t </code></pre>
 </div>
 </div>
 </div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=edff9747">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">why_q2</span><span class="p">()</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
 </div>
 <div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=5041c355">
 <div class="jp-Cell-inputWrapper" tabindex="0">
@@ -8463,6 +8582,20 @@ d) near 0*t </code></pre>
 </div>
 </div>
 </div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=87bc7c5c">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">why_q3</span><span class="p">()</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
 </div>
 <div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=841b690e">
 <div class="jp-Cell-inputWrapper" tabindex="0">
@@ -8513,6 +8646,20 @@ d) 3 seconds</code></pre>
 </div>
 </div>
 </div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=a18a0a7d">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">why_q4</span><span class="p">()</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
 </div>
 <div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=df663f11">
 <div class="jp-Cell-inputWrapper" tabindex="0">
@@ -8562,6 +8709,33 @@ d) 3 seconds</code></pre>
 </div>
 </div>
 </div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=d8923fae">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">why_q5</span><span class="p">()</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=0ee77abe">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div class="alert alert-block alert-info">
+<b>Note:</b> If for some reason a cell keeps running forever, we can stop it with Kernel &gt; Interrupt or Kernel &gt; Restart (see tabs above).
+</div>
+</div>
+</div>
+</div>
 </div>
 <div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=a5d3730b">
 <div class="jp-Cell-inputWrapper" tabindex="0">
diff --git a/dev/julia_basics.ipynb b/dev/julia_basics.ipynb
index ff73688..85e87d4 100644
--- a/dev/julia_basics.ipynb
+++ b/dev/julia_basics.ipynb
@@ -147,6 +147,44 @@
     "foo()"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "d18e679d",
+   "metadata": {},
+   "source": [
+    "### A very easy first exercise\n",
+    "\n",
+    "Run the following cell. It contains definitions used later in the notebook."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "81678b3d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "function why_q1()\n",
+    "    msg = \"\"\"\n",
+    "    In the first line, we assign a variable to a value. In the second line, we assign another variable to the same value. Thus, we have 2 variables associated with the same value. In line 3, we associate y to a new value (re-assignment). Thus, we have 2 variables associated with 2 different values. Variable x is still associated with its original value. Thus, the value at the final line is x=1.\n",
+    "    \"\"\"\n",
+    "    println(msg)\n",
+    "end\n",
+    "function why_q2()\n",
+    "    msg = \"\"\"\n",
+    "    It will be 1 for very similar reasons as in the previous questions: we are reassigning a local variable, not the global variable defined outside the function.\n",
+    "    \"\"\"\n",
+    "    println(msg)\n",
+    "end\n",
+    "function why_q3()\n",
+    "    msg = \"\"\"\n",
+    "    It will be 6. In the returned function f2, x is equal to 2. Thus, when calling f2(3) we compute 2*3.\n",
+    "    \"\"\"\n",
+    "    println(msg)\n",
+    "end\n",
+    "println(\"🥳 Well done! \")"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "92112bd1",
@@ -467,6 +505,24 @@
     "x"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "a2f94960",
+   "metadata": {},
+   "source": [
+    "Run next cell to get an explanation of this question."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "fc562337",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "why_q1()"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "4d2cb752",
@@ -586,6 +642,24 @@
     "x"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "f69108c2",
+   "metadata": {},
+   "source": [
+    "Run next cell to get an explanation of this question."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "05c62aa3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "why_q2()"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "4fc5eb9b",
@@ -1068,6 +1142,24 @@
     "x"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "062ff145",
+   "metadata": {},
+   "source": [
+    "Run next cell to get an explanation of this question."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6bf7818e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "why_q3()"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "bc8e9bcf",
@@ -1649,15 +1741,15 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Julia 1.9.0",
+   "display_name": "Julia 1.10.0",
    "language": "julia",
-   "name": "julia-1.9"
+   "name": "julia-1.10"
   },
   "language_info": {
    "file_extension": ".jl",
    "mimetype": "application/julia",
    "name": "julia",
-   "version": "1.9.0"
+   "version": "1.10.0"
   }
  },
  "nbformat": 4,
diff --git a/dev/julia_basics/index.html b/dev/julia_basics/index.html
index 2c223c3..82d1463 100644
--- a/dev/julia_basics/index.html
+++ b/dev/julia_basics/index.html
@@ -1,5 +1,5 @@
 <!DOCTYPE html>
-<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Julia Basics · XM_40017</title><meta name="title" content="Julia Basics · XM_40017"/><meta property="og:title" content="Julia Basics · XM_40017"/><meta property="twitter:title" content="Julia Basics · XM_40017"/><meta name="description" content="Documentation for XM_40017."/><meta property="og:description" content="Documentation for XM_40017."/><meta property="twitter:description" content="Documentation for XM_40017."/><meta property="og:url" content="https://fverdugo.github.io/XM_40017/julia_basics/"/><meta property="twitter:url" content="https://fverdugo.github.io/XM_40017/julia_basics/"/><link rel="canonical" href="https://fverdugo.github.io/XM_40017/julia_basics/"/><script data-outdated-warner src="../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link 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+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Julia Basics · XM_40017</title><meta name="title" content="Julia Basics · XM_40017"/><meta property="og:title" content="Julia Basics · XM_40017"/><meta property="twitter:title" content="Julia Basics · XM_40017"/><meta name="description" content="Documentation for XM_40017."/><meta property="og:description" content="Documentation for XM_40017."/><meta property="twitter:description" content="Documentation for XM_40017."/><meta property="og:url" content="https://fverdugo.github.io/XM_40017/julia_basics/"/><meta property="twitter:url" content="https://fverdugo.github.io/XM_40017/julia_basics/"/><link rel="canonical" href="https://fverdugo.github.io/XM_40017/julia_basics/"/><script data-outdated-warner src="../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link 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multiplication</a></li></ul></li><li><a class="tocitem" href="../solutions_for_all_notebooks/">Solutions</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li><a class="is-disabled">Notebooks</a></li><li class="is-active"><a href>Julia Basics</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Julia Basics</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/fverdugo/XM_40017/blob/main/notebooks/julia_basics.ipynb" title="View source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><div class="admonition is-success">
     <header class="admonition-header">Tip</header>
     <div class="admonition-body">
         <ul>
@@ -14,4 +14,4 @@
     var myIframe = document.getElementById("notebook");
     iFrameResize({log:true}, myIframe);	
 });
-</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../getting_started_with_julia/">« Getting started</a><a class="docs-footer-nextpage" href="../julia_async/">Asynchronous programming in Julia »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="auto">Automatic (OS)</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.1.1 on <span class="colophon-date" title="Monday 16 October 2023 12:03">Monday 16 October 2023</span>. Using Julia version 1.9.3.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../getting_started_with_julia/">« Getting started</a><a class="docs-footer-nextpage" href="../julia_async/">Asynchronous programming in Julia »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.5.0 on <span class="colophon-date" title="Monday 19 August 2024 14:06">Monday 19 August 2024</span>. Using Julia version 1.10.4.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
diff --git a/dev/julia_basics_src/index.html b/dev/julia_basics_src/index.html
index 846c86b..4283e60 100644
--- a/dev/julia_basics_src/index.html
+++ b/dev/julia_basics_src/index.html
@@ -7333,11 +7333,12 @@ a.anchor-link {
     if (!diagrams.length) {
       return;
     }
-    const mermaid = (await import("https://cdnjs.cloudflare.com/ajax/libs/mermaid/10.5.0/mermaid.esm.min.mjs")).default;
+    const mermaid = (await import("https://cdnjs.cloudflare.com/ajax/libs/mermaid/10.7.0/mermaid.esm.min.mjs")).default;
     const parser = new DOMParser();
 
     mermaid.initialize({
       maxTextSize: 100000,
+      maxEdges: 100000,
       startOnLoad: false,
       fontFamily: window
         .getComputedStyle(document.body)
@@ -7408,7 +7409,8 @@ a.anchor-link {
       let results = null;
       let output = null;
       try {
-        const { svg } = await mermaid.render(id, raw, el);
+        let { svg } = await mermaid.render(id, raw, el);
+        svg = cleanMermaidSvg(svg);
         results = makeMermaidImage(svg);
         output = document.createElement("figure");
         results.map(output.appendChild, output);
@@ -7423,6 +7425,38 @@ a.anchor-link {
       parent.appendChild(output);
     }
 
+
+    /**
+     * Post-process to ensure mermaid diagrams contain only valid SVG and XHTML.
+     */
+    function cleanMermaidSvg(svg) {
+      return svg.replace(RE_VOID_ELEMENT, replaceVoidElement);
+    }
+
+
+    /**
+     * A regular expression for all void elements, which may include attributes and
+     * a slash.
+     *
+     * @see https://developer.mozilla.org/en-US/docs/Glossary/Void_element
+     *
+     * Of these, only `<br>` is generated by Mermaid in place of `\n`,
+     * but _any_ "malformed" tag will break the SVG rendering entirely.
+     */
+    const RE_VOID_ELEMENT =
+      /<\s*(area|base|br|col|embed|hr|img|input|link|meta|param|source|track|wbr)\s*([^>]*?)\s*>/gi;
+
+    /**
+     * Ensure a void element is closed with a slash, preserving any attributes.
+     */
+    function replaceVoidElement(match, tag, rest) {
+      rest = rest.trim();
+      if (!rest.endsWith('/')) {
+        rest = `${rest} /`;
+      }
+      return `<${tag} ${rest}>`;
+    }
+
     void Promise.all([...diagrams].map(renderOneMarmaid));
   });
 </script>
@@ -7635,6 +7669,49 @@ a.anchor-link {
 </div>
 </div>
 </div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=d18e679d">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="A-very-easy-first-exercise">A very easy first exercise<a class="anchor-link" href="#A-very-easy-first-exercise">¶</a></h3><p>Run the following cell. It contains definitions used later in the notebook.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=81678b3d">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">function</span><span class="w"> </span><span class="n">why_q1</span><span class="p">()</span>
+<span class="w">    </span><span class="n">msg</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">"""</span>
+<span class="s">    In the first line, we assign a variable to a value. In the second line, we assign another variable to the same value. Thus, we have 2 variables associated with the same value. In line 3, we associate y to a new value (re-assignment). Thus, we have 2 variables associated with 2 different values. Variable x is still associated with its original value. Thus, the value at the final line is x=1.</span>
+<span class="s">    """</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="n">msg</span><span class="p">)</span>
+<span class="k">end</span>
+<span class="k">function</span><span class="w"> </span><span class="n">why_q2</span><span class="p">()</span>
+<span class="w">    </span><span class="n">msg</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">"""</span>
+<span class="s">    It will be 1 for very similar reasons as in the previous questions: we are reassigning a local variable, not the global variable defined outside the function.</span>
+<span class="s">    """</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="n">msg</span><span class="p">)</span>
+<span class="k">end</span>
+<span class="k">function</span><span class="w"> </span><span class="n">why_q3</span><span class="p">()</span>
+<span class="w">    </span><span class="n">msg</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">"""</span>
+<span class="s">    It will be 6. In the returned function f2, x is equal to 2. Thus, when calling f2(3) we compute 2*3.</span>
+<span class="s">    """</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="n">msg</span><span class="p">)</span>
+<span class="k">end</span>
+<span class="n">println</span><span class="p">(</span><span class="s">"🥳 Well done! "</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
 <div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=92112bd1">
 <div class="jp-Cell-inputWrapper" tabindex="0">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
@@ -8049,6 +8126,31 @@ a.anchor-link {
 </div>
 </div>
 </div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=a2f94960">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>Run next cell to get an explanation of this question.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=fc562337">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">why_q1</span><span class="p">()</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
 <div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=4d2cb752">
 <div class="jp-Cell-inputWrapper" tabindex="0">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
@@ -8200,6 +8302,31 @@ a.anchor-link {
 </div>
 </div>
 </div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=f69108c2">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>Run next cell to get an explanation of this question.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=05c62aa3">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">why_q2</span><span class="p">()</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
 <div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=4fc5eb9b">
 <div class="jp-Cell-inputWrapper" tabindex="0">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
@@ -8825,6 +8952,31 @@ a.anchor-link {
 </div>
 </div>
 </div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=062ff145">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>Run next cell to get an explanation of this question.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=6bf7818e">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">why_q3</span><span class="p">()</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
 <div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=bc8e9bcf">
 <div class="jp-Cell-inputWrapper" tabindex="0">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
diff --git a/dev/julia_distributed.ipynb b/dev/julia_distributed.ipynb
index 5dea45e..7dd1269 100644
--- a/dev/julia_distributed.ipynb
+++ b/dev/julia_distributed.ipynb
@@ -25,7 +25,7 @@
    "source": [
     "## Contents\n",
     "\n",
-    "In this notebook, we will learn the basics of distributed computing in Julia. In particular, we will focus on the Distributed module available in the Julia standard library. The main topics we are going to cover are:\n",
+    "In this notebook, we will learn the basics of distributed computing in Julia. In particular, we will focus on the [Distributed](https://docs.julialang.org/en/v1/manual/distributed-computing/) module available in the Julia standard library. The main topics we are going to cover are:\n",
     "\n",
     "- How to create Julia processes\n",
     "- How to execute code remotely\n",
@@ -60,7 +60,32 @@
     "    end |> println\n",
     "end\n",
     "q_1_check(answer) = answer_checker(answer,\"a\")\n",
-    "q_2_check(answer) = answer_checker(answer,\"b\")"
+    "q_2_check(answer) = answer_checker(answer,\"b\")\n",
+    "function why_q1()\n",
+    "    msg = \"\"\"\n",
+    "    We send the matrix (16 entries) and then we receive back the result (1 extra integer). Thus, the total number of transferred integers in 17.\n",
+    "    \"\"\"\n",
+    "    display(msg)\n",
+    "end\n",
+    "function why_q2()\n",
+    "    msg = \"\"\"\n",
+    "    Even though we only use a single entry of the matrix in the remote worker, the entire matrix is captured and sent to the worker. Thus, we will transfer 17 integers like in Question 1.\n",
+    "    \"\"\"\n",
+    "    display(msg)\n",
+    "end\n",
+    "function why_q3()\n",
+    "    msg = \"\"\"\n",
+    "    The value of x will still be zero since the worker receives a copy of the matrix and it modifies this copy, not the original one.\n",
+    "    \"\"\"\n",
+    "    display(msg)\n",
+    "end\n",
+    "function why_q4()\n",
+    "    msg = \"\"\"\n",
+    "    In this case, the code a[2]=2 is executed in the main process. Since the matrix is already in the main process, it is not needed to create and send a copy of it. Thus, the code modifies the original matrix and the value of x will be 2.\n",
+    "    \"\"\"\n",
+    "    display(msg)\n",
+    "end\n",
+    "println(\"🥳 Well done! \")"
    ]
   },
   {
@@ -621,8 +646,6 @@
    "source": [
     "### This will not work!\n",
     "\n",
-    "You really need remote channels to communicate different processes. Standard Channels would not work. For instance, the following code would block at the `take!`. Worker 4 will receive a different copy of the channel and will put values in it. The channel defined in the main process will remain empty and this will make the take! to block. \n",
-    "\n",
     "```julia\n",
     "chnl = Channel{Int}()\n",
     "@spawnat 4 begin\n",
@@ -632,7 +655,10 @@
     "    close(chnl)\n",
     "end\n",
     "take!(chnl)\n",
-    "```"
+    "```\n",
+    "\n",
+    "You really need remote channels to communicate different processes. Standard Channels would not work. For instance, the following code would block at the `take!`. Worker 4 will receive a different copy of the channel and will put values in it. The channel defined in the main process will remain empty and this will make the take! to block. \n",
+    "\n"
    ]
   },
   {
@@ -818,6 +844,16 @@
     "q_1_check(answer)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9c4d4900",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "why_q1()"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "dbe373d1",
@@ -852,6 +888,16 @@
     "q_2_check(answer)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e7c25fc4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "why_q2()"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "c561a73d",
@@ -877,6 +923,16 @@
     "x"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7b25a83f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "why_q3()"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "835080aa",
@@ -903,6 +959,16 @@
     "x"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "96b84cb5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "why_q4()"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "9e985c61",
@@ -1317,6 +1383,41 @@
     "We have seen the basics of distributed computing in Julia. The programming model is essentially an extension of tasks and channels to parallel computations on multiple machines. The low-level functions are `remotecall` and `RemoteChannel`, but there are other functions and macros like `pmap` and `@distributed` that simplify the implementation of parallel algorithms."
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "a75aa3bb",
+   "metadata": {},
+   "source": [
+    "## Exercises"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "3153bd90",
+   "metadata": {},
+   "source": [
+    "### Exercise 1\n",
+    "\n",
+    "Implement this \"simple\" algorithm (the telephone game):\n",
+    "\n",
+    "Worker 1 generates a message (an integer). Worker 1 sends the message to worker 2. Worker 2 receives the message, increments the message by 1, and sends the result to worker 3. Worker 3 receives the message, increments the message by 1, and sends the result to worker 4. Etc. The last worker sends back the message to worker 1 closing the ring. See the next figure."
+   ]
+  },
+  {
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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "6a485db2",
+   "metadata": {},
+   "source": [
+    "<div>\n",
+    "<img 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\" 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+    "</div>"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "9a49ad48",
@@ -1330,15 +1431,15 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Julia 1.9.0",
+   "display_name": "Julia 1.10.0",
    "language": "julia",
-   "name": "julia-1.9"
+   "name": "julia-1.10"
   },
   "language_info": {
    "file_extension": ".jl",
    "mimetype": "application/julia",
    "name": "julia",
-   "version": "1.9.0"
+   "version": "1.10.0"
   }
  },
  "nbformat": 4,
diff --git a/dev/julia_distributed/index.html b/dev/julia_distributed/index.html
index 0bf33bb..1ae71c9 100644
--- a/dev/julia_distributed/index.html
+++ b/dev/julia_distributed/index.html
@@ -1,5 +1,5 @@
 <!DOCTYPE html>
-<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Distributed computing in Julia · XM_40017</title><meta name="title" content="Distributed computing in Julia · XM_40017"/><meta property="og:title" content="Distributed computing in Julia · XM_40017"/><meta property="twitter:title" content="Distributed computing in Julia · XM_40017"/><meta name="description" content="Documentation for XM_40017."/><meta property="og:description" content="Documentation for XM_40017."/><meta property="twitter:description" content="Documentation for XM_40017."/><meta property="og:url" content="https://fverdugo.github.io/XM_40017/julia_distributed/"/><meta property="twitter:url" content="https://fverdugo.github.io/XM_40017/julia_distributed/"/><link rel="canonical" href="https://fverdugo.github.io/XM_40017/julia_distributed/"/><script data-outdated-warner src="../assets/warner.js"></script><link 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+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Distributed computing in Julia · XM_40017</title><meta name="title" content="Distributed computing in Julia · XM_40017"/><meta property="og:title" content="Distributed computing in Julia · XM_40017"/><meta property="twitter:title" content="Distributed computing in Julia · XM_40017"/><meta name="description" content="Documentation for XM_40017."/><meta property="og:description" content="Documentation for XM_40017."/><meta property="twitter:description" content="Documentation for XM_40017."/><meta property="og:url" content="https://fverdugo.github.io/XM_40017/julia_distributed/"/><meta property="twitter:url" content="https://fverdugo.github.io/XM_40017/julia_distributed/"/><link rel="canonical" href="https://fverdugo.github.io/XM_40017/julia_distributed/"/><script data-outdated-warner src="../assets/warner.js"></script><link 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     <header class="admonition-header">Tip</header>
     <div class="admonition-body">
         <ul>
@@ -14,4 +14,4 @@
     var myIframe = document.getElementById("notebook");
     iFrameResize({log:true}, myIframe);	
 });
-</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../julia_async/">« Asynchronous programming in Julia</a><a class="docs-footer-nextpage" href="../mpi_tutorial/">Distributed computing with MPI »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="auto">Automatic (OS)</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.1.1 on <span class="colophon-date" title="Monday 16 October 2023 12:03">Monday 16 October 2023</span>. Using Julia version 1.9.3.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../julia_async/">« Asynchronous programming in Julia</a><a class="docs-footer-nextpage" href="../matrix_matrix/">Matrix-matrix multiplication »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.5.0 on <span class="colophon-date" title="Monday 19 August 2024 14:06">Monday 19 August 2024</span>. Using Julia version 1.10.4.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
diff --git a/dev/julia_distributed_src/index.html b/dev/julia_distributed_src/index.html
index e064e43..0614c94 100644
--- a/dev/julia_distributed_src/index.html
+++ b/dev/julia_distributed_src/index.html
@@ -7333,11 +7333,12 @@ a.anchor-link {
     if (!diagrams.length) {
       return;
     }
-    const mermaid = (await import("https://cdnjs.cloudflare.com/ajax/libs/mermaid/10.5.0/mermaid.esm.min.mjs")).default;
+    const mermaid = (await import("https://cdnjs.cloudflare.com/ajax/libs/mermaid/10.7.0/mermaid.esm.min.mjs")).default;
     const parser = new DOMParser();
 
     mermaid.initialize({
       maxTextSize: 100000,
+      maxEdges: 100000,
       startOnLoad: false,
       fontFamily: window
         .getComputedStyle(document.body)
@@ -7408,7 +7409,8 @@ a.anchor-link {
       let results = null;
       let output = null;
       try {
-        const { svg } = await mermaid.render(id, raw, el);
+        let { svg } = await mermaid.render(id, raw, el);
+        svg = cleanMermaidSvg(svg);
         results = makeMermaidImage(svg);
         output = document.createElement("figure");
         results.map(output.appendChild, output);
@@ -7423,6 +7425,38 @@ a.anchor-link {
       parent.appendChild(output);
     }
 
+
+    /**
+     * Post-process to ensure mermaid diagrams contain only valid SVG and XHTML.
+     */
+    function cleanMermaidSvg(svg) {
+      return svg.replace(RE_VOID_ELEMENT, replaceVoidElement);
+    }
+
+
+    /**
+     * A regular expression for all void elements, which may include attributes and
+     * a slash.
+     *
+     * @see https://developer.mozilla.org/en-US/docs/Glossary/Void_element
+     *
+     * Of these, only `<br>` is generated by Mermaid in place of `\n`,
+     * but _any_ "malformed" tag will break the SVG rendering entirely.
+     */
+    const RE_VOID_ELEMENT =
+      /<\s*(area|base|br|col|embed|hr|img|input|link|meta|param|source|track|wbr)\s*([^>]*?)\s*>/gi;
+
+    /**
+     * Ensure a void element is closed with a slash, preserving any attributes.
+     */
+    function replaceVoidElement(match, tag, rest) {
+      rest = rest.trim();
+      if (!rest.endsWith('/')) {
+        rest = `${rest} /`;
+      }
+      return `<${tag} ${rest}>`;
+    }
+
     void Promise.all([...diagrams].map(renderOneMarmaid));
   });
 </script>
@@ -7507,7 +7541,7 @@ a.anchor-link {
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<h2 id="Contents">Contents<a class="anchor-link" href="#Contents">¶</a></h2><p>In this notebook, we will learn the basics of distributed computing in Julia. In particular, we will focus on the Distributed module available in the Julia standard library. The main topics we are going to cover are:</p>
+<h2 id="Contents">Contents<a class="anchor-link" href="#Contents">¶</a></h2><p>In this notebook, we will learn the basics of distributed computing in Julia. In particular, we will focus on the <a href="https://docs.julialang.org/en/v1/manual/distributed-computing/">Distributed</a> module available in the Julia standard library. The main topics we are going to cover are:</p>
 <ul>
 <li>How to create Julia processes</li>
 <li>How to execute code remotely</li>
@@ -7548,6 +7582,31 @@ a.anchor-link {
 <span class="k">end</span>
 <span class="n">q_1_check</span><span class="p">(</span><span class="n">answer</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">answer_checker</span><span class="p">(</span><span class="n">answer</span><span class="p">,</span><span class="s">"a"</span><span class="p">)</span>
 <span class="n">q_2_check</span><span class="p">(</span><span class="n">answer</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">answer_checker</span><span class="p">(</span><span class="n">answer</span><span class="p">,</span><span class="s">"b"</span><span class="p">)</span>
+<span class="k">function</span><span class="w"> </span><span class="n">why_q1</span><span class="p">()</span>
+<span class="w">    </span><span class="n">msg</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">"""</span>
+<span class="s">    We send the matrix (16 entries) and then we receive back the result (1 extra integer). Thus, the total number of transferred integers in 17.</span>
+<span class="s">    """</span>
+<span class="w">    </span><span class="n">display</span><span class="p">(</span><span class="n">msg</span><span class="p">)</span>
+<span class="k">end</span>
+<span class="k">function</span><span class="w"> </span><span class="n">why_q2</span><span class="p">()</span>
+<span class="w">    </span><span class="n">msg</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">"""</span>
+<span class="s">    Even though we only use a single entry of the matrix in the remote worker, the entire matrix is captured and sent to the worker. Thus, we will transfer 17 integers like in Question 1.</span>
+<span class="s">    """</span>
+<span class="w">    </span><span class="n">display</span><span class="p">(</span><span class="n">msg</span><span class="p">)</span>
+<span class="k">end</span>
+<span class="k">function</span><span class="w"> </span><span class="n">why_q3</span><span class="p">()</span>
+<span class="w">    </span><span class="n">msg</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">"""</span>
+<span class="s">    The value of x will still be zero since the worker receives a copy of the matrix and it modifies this copy, not the original one.</span>
+<span class="s">    """</span>
+<span class="w">    </span><span class="n">display</span><span class="p">(</span><span class="n">msg</span><span class="p">)</span>
+<span class="k">end</span>
+<span class="k">function</span><span class="w"> </span><span class="n">why_q4</span><span class="p">()</span>
+<span class="w">    </span><span class="n">msg</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">"""</span>
+<span class="s">    In this case, the code a[2]=2 is executed in the main process. Since the matrix is already in the main process, it is not needed to create and send a copy of it. Thus, the code modifies the original matrix and the value of x will be 2.</span>
+<span class="s">    """</span>
+<span class="w">    </span><span class="n">display</span><span class="p">(</span><span class="n">msg</span><span class="p">)</span>
+<span class="k">end</span>
+<span class="n">println</span><span class="p">(</span><span class="s">"🥳 Well done! "</span><span class="p">)</span>
 </pre></div>
 </div>
 </div>
@@ -8233,8 +8292,7 @@ bottlenecks. Being aware of the data we are moving when using functions such as
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<h3 id="This-will-not-work!">This will not work!<a class="anchor-link" href="#This-will-not-work!">¶</a></h3><p>You really need remote channels to communicate different processes. Standard Channels would not work. For instance, the following code would block at the <code>take!</code>. Worker 4 will receive a different copy of the channel and will put values in it. The channel defined in the main process will remain empty and this will make the take! to block.</p>
-<div class="highlight"><pre><span></span><span class="n">chnl</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Channel</span><span class="p">{</span><span class="kt">Int</span><span class="p">}()</span>
+<h3 id="This-will-not-work!">This will not work!<a class="anchor-link" href="#This-will-not-work!">¶</a></h3><div class="highlight"><pre><span></span><span class="n">chnl</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Channel</span><span class="p">{</span><span class="kt">Int</span><span class="p">}()</span>
 <span class="nd">@spawnat</span><span class="w"> </span><span class="mi">4</span><span class="w"> </span><span class="k">begin</span>
 <span class="w">    </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="mi">5</span>
 <span class="w">        </span><span class="n">put!</span><span class="p">(</span><span class="n">chnl</span><span class="p">,</span><span class="n">i</span><span class="p">)</span>
@@ -8243,6 +8301,7 @@ bottlenecks. Being aware of the data we are moving when using functions such as
 <span class="k">end</span>
 <span class="n">take!</span><span class="p">(</span><span class="n">chnl</span><span class="p">)</span>
 </pre></div>
+<p>You really need remote channels to communicate different processes. Standard Channels would not work. For instance, the following code would block at the <code>take!</code>. Worker 4 will receive a different copy of the channel and will put values in it. The channel defined in the main process will remain empty and this will make the take! to block.</p>
 </div>
 </div>
 </div>
@@ -8472,6 +8531,20 @@ d) 65</code></pre>
 </div>
 </div>
 </div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=9c4d4900">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">why_q1</span><span class="p">()</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
 </div>
 <div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=dbe373d1">
 <div class="jp-Cell-inputWrapper" tabindex="0">
@@ -8508,6 +8581,20 @@ d) 32</code></pre>
 </div>
 </div>
 </div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=e7c25fc4">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">why_q2</span><span class="p">()</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
 </div>
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@@ -8539,6 +8626,20 @@ d) 32</code></pre>
 </div>
 </div>
 </div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=7b25a83f">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">why_q3</span><span class="p">()</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
 </div>
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@@ -8571,6 +8672,20 @@ d) 32</code></pre>
 </div>
 </div>
 </div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=96b84cb5">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">why_q4</span><span class="p">()</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
 </div>
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@@ -9113,6 +9228,42 @@ d) 32</code></pre>
 </div>
 </div>
 </div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=a75aa3bb">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h2 id="Exercises">Exercises<a class="anchor-link" href="#Exercises">¶</a></h2>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=3153bd90">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="Exercise-1">Exercise 1<a class="anchor-link" href="#Exercise-1">¶</a></h3><p>Implement this "simple" algorithm (the telephone game):</p>
+<p>Worker 1 generates a message (an integer). Worker 1 sends the message to worker 2. Worker 2 receives the message, increments the message by 1, and sends the result to worker 3. Worker 3 receives the message, increments the message by 1, and sends the result to worker 4. Etc. The last worker sends back the message to worker 1 closing the ring. See the next figure.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=6a485db2">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div>
+<img align="left" alt="No description has been provided for this image" 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+hU8mWMvQF0YOzIzczMzAJtm/a652nULwN9Ea+4Y2Zm7UeHg2bnqPQeB70ZlMSO3MzMzKw/TQX9GLQmx/3NEtCnQaNjR29mZlaFxqZPr3tzPLk+FzQ8duRmZmZm1WlKeq+Tp1H/POhjoKGxozczMyuihLBe64KMldo6QnKZSbEjNzMzM8tPu5I/Ud6DoBNjR25mZpbSnulc96wV2VWgPWJHbWZmZjZw2i1t1K/LcS90I+iQ2JGbmVnX0iagL+QYZvaAn0abmZlZZ9LuhCV1s0417E1fv0PsyM3MrKvoBLJnqZ8POh00OHbUZmZmZo2l/UB/ztFLvxL0FdCY2JGbmVlH0/agK3I8cb4QNC521GZmZmbNpaPIt7LPQkKSPCcFNjOzetIw0H+DXspYIc0G7R87ajMzM7N41AM6GTQnR6P+0TAC0szMbMB0MCH7apYKaDHoTNCg2FGbmZmZtQaNSHvdF+Vo1F8F2jV25GZm1pY0nJDgLuuSK5eBJseO2szMzKw1aWx6b7Uy473VatD5oE1jR25mZm1DB4Duz1jRPAJ6deyIzczMzNqDtkvzCmXNfP806BRQEjtyMzNrWRqSDgNbnfFp8RdwohYzMzOzGmh/0N9zDL2/DrR77KjNzKzlaCbonhzzuHaKHbGZmZlZe1MCOj4d6Zh16P1XPfTezMwADQWdB1qToQJ5HvTW2BGbmZmZdRYNB30KtDxjo34e6G0eem9m1rW0F+jOjJXGH0CTYkdsZmZm1rm0HeiSHEPv/w6aETtqMzNrGg1O58avylBJLAKdFjtiMzMzs+6hI0H3ZWzQr3EeIzOzrqBdQLdlrBwuB20VO2IzMzOz7qOhoE+AlmW8b3sAdGjsqM3MrCF0CmhphspgceiN9zwsMzMzs7i0FWEpuywN+l7QBThBnplZp9BmoF9krASuBE2OHbGZmZmZFdLLQfdmvJ97GvSG2BGbmdmA6CDQY+6NNzMzM2t3GgI6K71vy9Kovxg0IXbUZmaWiwYRlpxbm+FCfzVou9gRm5mZmVkWmpzmNsrSoH8O9JbYEZuZWSbaCnRdhov7CtCZ7o03MzMza0d6G2hBxkb9ZaBtYkdsZmZl6WjQ/AwX9HvxuqRmZmZmbU4TQBdlbNAvBr3XHTlmZi1FCWHt+CzD6i8EjYwdsZmZmZnVi44BzcnYqL8SLz9sZtYKtAXomgwX7gWg42JHa2ZmZmaNoE1B3yEsUZdlLv3rY0dsZtbFdBBoboYL9rV+AmtmZmbWDXQY6KGMvfQ/AI2KHbGZWZfRaaBVVS7QvaDzQUNiR2tmZmZmzaLhoHMz3CsK9Djo0NgRm5l1AQ0H/Tjj8KlXxY7WzMzMzGLR3qA7M9w3rkkb/4NjR2xm1qE0GXRzhgvyzaApsaM1MzMzs9g0JG2oZ0mUfAto59gRm5l1GB1O9bVEe0Ff9FNVMzMzM9uYjiBbxvtlYTqnmZnVgd6TYc7TEtDxsSM1MzMzs1alzUA/z5gc74+gCbEjNjNrUxoE+kKGi+1DoOmxozUzMzOzdqATQC9kuMecCzokdrRmZm1Gm4Iuy3CRvTQ8ZTUzMzMzy0qTQFfkSI7XEztiM7M2oJ2ovj7oWtDHQUnsaM3MzMysHakHdDZoZYZG/e9Bm8eO2MyshekgwrJylS6mS0Gvjx2pmZmZmXUCTQfdkaFBPwd0QOxozcxakN6S4cnoI6DdYkdqZmZmZp1Ew0D/R1gdqdK96ArQe2NHa2bWQnQWaF2Vi+f1oImxIzUzMzOzTqVjQQsz9NL/HDQqdrRmZhFpMOi7GS6YF4CGxI7WzMzMzDqdtgXdlOH+9EHQ7rGjNTOLQKNAV2ZIdHdm7EjNzMzMrJtoeMYOp2Wgt8WO1sysiTQBdEuGi+NxsSM1MzMzs26lt6XJl6s16r8RRpyamXU0TUmHJVW6IM4D7Rs7UjMzMzPrdtoFdHeGBv1fQWNiR2tm1iCaDnqqyoXwHtB2sSM1MzMzMws0AvTDDA36f4GmxY7WzKzOdDjoxSoXwKtAm8WO1MzMzMysP51GWJ6u0v3si6BXxo7UOlMSOwDrRjoG+B0wosKLfgWcCsnq5sRk7UNDgC2AyenX8cAYYGzB19HAEGBzYBgwsuggo4HBwGKgN/1Z37+XAsvSr0uBF4HngQUFX58Nm/8+zcxa1/r6Yhs21BeFdcUYYFM21BdDgU2KDtJXXywB1qU/66svCuuKvvriBUI90be5vuh42ge4GNihwovWAmdD8s3mxGTdwo15azIdS7jgDa/wom8BZ0HSW+E11rE0mFAhbg9MLfg6BdiKcEPWCteuXsJN2hzgKeBJ4GHgfuABSBZGjM3MrAtoMKGO6NumsqG+2JrWqS8EPEOoJ/rqi4eAB4D7XV90Ao0l3N8eVeWFPwQ+4Ic7Vi+tcIGzrqG3Aj8lPOEu+QLg05Cc27SQLCL1ADsBewLTgWnAbunPhkYMrF7mA/cBDxZ8vR+SZ6NGZWbWdtQD7AjsRagndiPUGTvTGfXFc5SuL56JGpXlpMHAV4FqyyjPAo6H5LnGx2Sdzo15axK9F/gO0FPmBeuA90Py/ebFZM2jBNgVOADYG9iH0IgfHTOqSF4EbgZuAm4MX5MlcUMyM2sVSoBd2Li+2IvurC8W0b++WBw3JKtOpxFGmQ6p8KLHgOMgua85MVmncmPemkBnA1+h/N/bKuAtkPy+eTFZY2kk4UbsYOCgdBsbNaTW1UsYmn8D62/WeAgSRY3KzKwpNIL+9cW4qCG1rl7C0PwbCXXGTcCDri9akY4iDLuvdO+zhHD/e0VzYjIzy01nV8nwuRz0qthR2kBpOOjloP8F/QO0KsNyLd7Kb8+DLgN9ELRT7N+umVn9aDjoCNC5oL+DVrbANbedtxdAl4POAu0c+7drhbQD6L4qv7+1oNNjR2rtyz3z1kA6mzB3qJxlwOsh+VuTArK60jTgmHQ7lMpJDettETAPeJow13Bhur2Yfu3LMLwCWMnGWetL2YwwBWQwIbPx5unX0en/TQAmptsEYEtCFuRmeRT4C/Bn4FpIXmriuc3MBki7AK8BXg0cRuXVbOqtr76YR8hlUlhXlKovCrPWl1JYX4wm1AWj021zQsb8iYTkexOASTR3ZNpjhPriL8DfIFnexHNbPxoNXAQcW+WFX4Tk400IyDqMG/PWIFUb8i8Cx0Byc5MCsgHTUOBoQoX0akK24EZZTMj0+xjweMHXOcDTkKxo4Lkz0ihg23SbTEjO1JeUaSrl80MM1ErgH6xv3CcPNug8ZmY10lBCVu+++mJqA0+2hA31RWGd8SQwt0Xqi02A7Qj1xTaERK99SV+nAIMadOJVwPVsqC/ub9B5rCINAj4LfKzKC38CnAbJ2sbHZJ3CjXlrAP0n8KUKL3gWeAUk9zYpIKuZhgGvBE4AjiP0OtTTCuAe4E7CvPG+Zd3m1vk8TabhhIR/uxIy9e/Khkz9lRLi1OJx4DfAryC5o87HNjPLSMMID3xPJNQX9R69tJJQX9zB+iXdeACSp+p8nibbqL7oeyA8jcas7PIE8FtCfTG7zse2qvRu4NtU/r3+Dng7JCubE5OZ2UaqzpF/BrRr7CitEg0HvR70M9DiOs7rWw26CfR10CmgGYRlXLqIhoIOBH0YdDFobp3nTj5EyFuwW+ySmlk30DDQcaALQYvqXF/cDDofdCpojy6tLw4AfQj0a9BTda4vHgadB5oeu6TdRYcT8hxU+t1cB9osdqRm1nX0TlBvhYvTs640WpVGgN4E+gVoSZ1uFBaC/gj6KOjQcA7rT5NB/0Z4yHFzehNbj/f/LtB/gbaPXUIz6yQaDnoD6OfU74Hvi6BLQR8DHeb6ohxtAzoJ9DXQjdQv2ew9oE+Bdoxdwu6gaaA5VX4n94bft5lZU+jtoHUVLkrz3ZBvRToQ9IM6NeAXEzKwnw3aB9SoOeMdTiNAR4K+BLq7TjdqtxB6d7zck5nVSPuDLqhTA34JIQP7R0AzCXOKLbf1K8l8kfAAtx71xa1pPT4hduk6m7bK8Dt7nJA80syskfRG0Bo35NuFNgedBrqjDpX+o4RhkEcTEh5Z3WkLwrSEiwm9VwP5fa1Mj3M0yDlTzKyK9fXF7a4v2oEmgk4kTHtYOMDf1yrXF42mMaDrq/weXgAdHDtSM+tYeg2Vh3k9S1jCzKJSD+hVacU8kDV9V4P+DHo3aKvYpeo+GkyYb/d5Bv4w5gHC3P1mLplkZi1PPaBXgH5Vh/riStB7QFvHLlX30WDClIXPgmYPsL54kDCKYnzsUnUejSSMaqz0/i8N93BmZnWlw0EvVXmauEfsKLubtibMQXxsAJX4WtAs0FmgibFLZIW0Xfp7mTWA3697680MwrDfjxF60F1fdBxtW4f6wr31DaHBoB9Xee9Xg06IHamZdQztTuUhXItB+8WOsnvpZYRkQpXyGFRr4F1KGN5d7+XorCE0nZCZ+OEB3KjdB/ogaFTs0phZs+hw0B8GWF9cTsg6X+/l6KwhtBth5ZOHBlBfPJA+HBgduzSdQQno3Crv+drwOTMzGxBNBj1Z4WKzHHRE7Ci7j4aA3kbtw+lWE7LPvw20aezS2EBoJujLVM+WW257AfQZ0BaxS2JmjaDBoLcQkp3Vco1YQ3jgezJeQqvNaW9CAr0navxbWAj6HGhS7JJ0Bp1B5Qdr60DvjB2lmbUtjU+fxpa7yKwCHRM7yu6izQnLv9W6Bu2D6f5uuHUcJYQ5kz8Drajhb2MF6HugnWKXxMzqQZuB/mMAD/oeBn0ctGXskli9KQEdAvopladQlttWElbHcfb1AdObqtTZvaAzY0dpZm1HowjrYFd6Un9c7Ci7h6aCvkBtGc5X4HlvXUabEbJS17Lc3TpCgh5n1DVrS5ri+sKyW19f1LLcXV99cUjsUrQ3vQK0rEqD/kOxozSztqHBhCzmlS4qHvbTFDoI9FvC3Km8lewtoPfiYfRdToeDLqK2TNX/AB3rm3qzdqAD0oZ4LfXFbaD34WH0XU6HUvvorlmg14N6YpeiPekw0JIq7/FZsaM0s7agb1e5mHwidoSdT4eArqqhMl1MWNt3RuwSWKvRONDZhKkWef+u7gEd70a9WSvSQYRl4fJ+rpeAvgnaM3YJrNVoLOhDoPtr+Lu6D3Si64taaCYhj02lzrQzYkdpZi1NH61ykf527Ag7mw4G/bWGyvOJtKHmXnirQgnolTU+LLod9LrYJTAzAB1I5VF05bYnQf+Je+EtEx1d48OiO0HHuVGfl/YGLajSoH9/7CjNrCXpeCpn1fwVHj7VIDqQMO8sb2U5m7Ck3ODYJbB2pD1BFxJyYOT5u7sJdGzs6M26k/YkDKfvreFh3CmgIbFLYO1Ie6T1xeqcf3d3gU6MHX170TTQvCoN+vfFjtLMWooOoHJG07+BhsaOsvPU1IjvSzhzdOzorVOsT5i1KOff4j9BR8aO3qw71NSIX0cYheOHb1Yn2pKwRnre+uIG0FGxo28fmg6aX+Wz/Y7YUZpZS9CUKheM+0Gbx46ys9R0U7aC8FR819jRW6fSpqCzQE/nvEmbBTo8dvRmnUl71FBfrEzri2mxo7dOtb6+mFtDfXFE7Ojbg2ZQecj9WtAJsaM0s6g0gpDFttyFYgFox9hRdg5NA12as+J7EXQOaGzs6K1baATodEIuhjx/q38A7Rw7erPOoF3Sz1Sez+Bi0KdB42JHb91CwwlL2z2e82/1Utw5kYH2AD1f4X1cDXpN7CjNLAolhHnwlXqCD4odZWfQOMIw5lU5Krol6T5jYkdv3UpD0pu0PD0vq0EXgMbHjt6sPWlseu3Ps5zk0nQfP/S1SDSEkJPhsRx/t2vS+mJC7Ohbm/aq0qB/CY+OM+tG+lSFC8M6PHSnDjSUMAwtz9yyvpsyN+KtRWho2qivlJCneHsB9DGca8Mso/X1xYtuxFv7qqm+WJjWF8NiR9+6NLPKtWERaJ/YUZpZ0+g4Kmeu/3jsCNubEsI6q3meUPumzFqcNkkbG5VybBRvD+JMxmZV6FjQoznri/NBW8SO3Kw0jUzri2dz/F0/5PqiEh0CWl7h/XsOT3Uz6wbajTCEu9zF4CK8LugA6ABCghc34q1DaVTai5KnB/Eq0IzYkZu1ntRc2AAAIABJREFUFu0Puj7H52iZG/HWXtbXFwtz/J1fDdojduStSa+k8pTNx0Bbxo7SzBpGownZ6ctdBG4PT1MtP+0I+l2Oyuol0OdxoiJrW+vn9q7I+De/BvQt/82baXvyZahfAfoSzkVhbUtjQJ+l8jLIhdta0HfxfPoS9Ia0Pi333t2NV6Ey60RKQL+p8OF/FjQ5dpTtR6PSm6ysye3WgX7m99o6h7YjJNPM2jB5AfRuPALIuo5Gpg9xsya36wX9InzGzDqBtk3/prPWFwtB7wX1xI68tehkKk+XvRbnIDDrNPpIhQ/9KtAhsSNsPzqWfMt33Qg6OHbUZo2h/UH/zPF5mIWH3lvX0LHkW77rJtfL1rm0H/mmmMwG7Rs76taiD1V5z37hhyBmHUOHU3lIzntiR9heNBV0eY5K6GGc1MW6wvrkj09k/GysIcwBHhU7crPG0NaEIfVZ64s5hCW+PHLFOtz6+iLrQ66++mJ07Mhbh75U5T37UuwIzWzAtAXo6Qof9B/EjrB9aAghO+vSjBVP3/JcHupkXUYj07/9Ssk2C7e5oONjR21WP7nrCy/PZV1KI9K//cUZPytPu4OkjxLQT6q8X6fHjtLMaqZBoOsqfMBvBw2PHWV70BGg+zJWNKvTp8dOQGJdTluBLqDy3L7C7TLQtrGjNhsYHQa6N0d9cQFO9GVdb319sTZHfbFd7Kjj0xDQlVWuMUfHjtLMaqJzqvQCbB87wtanSaCfZ6xYBLoENDV21GatRQeC7sj4GVpC6NEcFDtqs3w0EfRTsif3+iNoh9hRm7UW7UeYI5/lM7QUdDZocOyo49JIQl6mcu/TYtDusaM0s1x0WIWnm72g18WOsLVpEOgDZF9L+1HQa2JHbda6NDi96co67Pg2nCDP2oJ6QKeTfS3tx0HHxo7arHVpUPpQN+tUrTtAe8WOOi5tQeX8A4/iEUBm7UJjQU9W+EB/JnaErU07gP6esQLpG1LvBF5mmWgr0IU5Pl9fAA2NHbVZadqesAyU6wuzutOWOeqLNa4vNB20qMJ7dH13vz9mbUO/r/BB/gcevlqGekCngZZnrDiuA+0WO2qz9qTXkT3r/V3udbHWsr6+WJbxb/jv4UbbzPLTa8me9f5u0D6xI45Hr6TyClY/iR2hmVWk91f4AL8A2iZ2hK1JO6YPOrJUFM/gpYPM6kAjQeeCVmX43PX10g+JHbV1O+1A5eSyxfXuaa4vzAZKI2qoL7q0F1qnV3l/nOHerP40aeA3qdoV9FKFD+8b6hNrJ9FgwpIoKzJUDusIw73GxY7arLNoD9ANGRtHN4OmxY7YulGu3njXF2YNoZ1B12SsL7p4VJf+r8rDjiNiR2jWQdYnq7uq9qf3Ggy6pcIH91v1jbkTaHraMMhSIdwCmhk7YrPOpR5C0sksCfJWgP4TTxmyptGuVM4WXbjdBtovdsRmnUsJ6L1kS5C3EvRxui7jvQaBrqjwvjwLmhw7SrMOof8o+HC9pcZjnFvlyaTXk19Pg0GfSC/w1SqB5aAPhYaGmTVeroRiN4B2iR2xdTINAn2UbKO3Xkrrcz9kMmsKTQFdnbG+6MJRXdoc9FCF9+RWtw/M6kJfLfhgPQMan3P//Sif7OIlnKStgHZPL15ZLvzXg3aKHbFZ91EC+iDZhjO/RMgV4jnJVmfaDXRTxvrin36wZBaDEtD7yD6q64PdVV9oGmGd+XLvyfdiR2jWAXRR0QfrD9kvNBoOurfCh/SsxsbeLtRDGGaVtTf+LNwbbxaZdiB7Yso/5n8QalaKegg97Fl748/GvfFmkWkq2Ud1XQ6aGDvi5tGrCNN5y70fp8aO0KzNlUzkcW7Gfc+v8OG8xg1SAE3OcYH/J2jn2BGbWR8lZE869izomAbE8DrQT0Bb1P/Y1lq0BZXnmRZuN4B2jR2xmfVZX19k6aWfD3ptA2I4Jq0vtqz/sQdCn6rwXiwD7R47QrM2pgdKfLB6Qe+vst/BhIy5pT6Yi0DbNif+VqY3EZYGytK78jE//DBrVdqebMuB9aYPOeu4JJHuS499Yf2Oaa1HbwA9n6O+cG+8WUvSVNDfctQXw+p47rvSY/+ifsesByWEkb/l3osHQaNjR2nWprSwzAdrHegDZfYZBrq/wofylOaWodVoBJVHLRRus3BvvFkbyNVLf1t9PtfqYcNw63V4VYsOlKu+8Nx4s7aQq5f+XtCMOp2zr37qBe078GPWkzYHPVLhffhV7AjN2pCGZ7jIfJV+S2rovAqvvyROWVqF9gM9nOF9XQY6g65KhGLWCbQb6M6Mn/F3DfBcOxYd86r6lMFag/Yh9EhV+1tyLhWztqRdQbMzfsZPG+C5phQd89q6FKGutDeV84G8O3aEZm2m3we/Uu9xmllde4BWl3ndC3TtvE71EJacK/feFL+f28eO2MxqpWGgrxN6P6p93i8GjanxPG8tcbxX17cs1nzqISw5tyrD38+N4aGOmbUnDQV9JWN9cQloXI3nOanE8V5X37LUg95d5aFGly3hZzYgOjBjY17pTceXQbdXeE2XDq/XZLLNp10DOgfPdTTrEDqGkPiu2md/DuiQGo7//RLHutvXkHamrSmdeLZ4Wwv6NP1GxplZe9IrQfMyfPafAh1ew/G/U+JY97XmNUQ/rlD+e0AjYkdo1ib0xhyN+WrbX2KXJo7MSe6eAB0WO1ozqzdNAF2W8WHeuWRf+jMBPV3mWO9saJGsQfRGsiW5m1PbzbyZtTaNB12a8WHeuWSeWqME9GSZYw1w+H4jaCQbkruW2r4RO0KzNqH31akhvwy0XezSNJdGgH6U8f35GWjT2BGbWaMoAX0ItDLD9eAS0GYZjvnyCseYG26GrD1oOOiCjPXFL7P9fZhZe1JCyJlUae543/ZHMk3T0mEVjjEPNKrx5cpLMyq8B72gY2NHaNYG9L91asyvIwz9/H56gXoD6GjC8nVHpt9/gJBM7+2xSz1w2okNy39U2haDTo4drZk1i6ZnvDY8Adq/yrEuqnKMTzalSDZA2g50c4a/iSW0ZA+amTVG5mSqc0AHVDnWT6sc45zmlCkvnVEh5gV0bR4us8xKzsds9LaGlpy/k5VeD3oxQzlvAu0QO1ozazYNJyw1Vi3Z0QrQWWWOMZXqyTQXgyY2t2yWj46j/PKvhdvNOMmdWRfKXF+srFBfbEv1ZJpLQZOaW7YslBBGH5SL+/exIzRrcZnm7dR7+3zsUtdGQ8m2FvAa0P/gBFVmXU5vBC3KcM34Kf2GzGeewvPtOGWzyjSEMBKt2g26k9yZGTke/P0ctEnRvlmn8FwQp2zVaAxh9EG5uE+NHaFZC9OtTW7Inxe7xLXRNqB/ZijfE6BDY0drZq0i8xDrB0DT031mEqYuZbmmrgbtEreMtjFtTVh+tNrvzknuzKyAtiUsRZmlvtg93WfP9KFglvpiDS277JuOrFDvLQrvjZmVoLlNbMifE7u0tdGrCfN2qpXv1zjJnZn1o+Fkm9K0BPQW0G05r62XxC6h9dErQM9l+J39Die5M7N+NIzSS8wVb0tBbwfdkrO+uDR2CcvT1yvEfTWZV4Ix6xrqofqczHptbZioSYMIwx+r9ZCtAn0wdrRm1up0Cmh5g66xHhEUlXpA52SoL1aDPuybUjOrTG9NG+yNqC+OiF260jSCMOqgXNzvix2hWYvRxCY04nspm7CjlWk86MoM5XsSdFDsaM2sXWhX0L0NuNbe6AZiLBoP+nOG39FToENiR2tm7UK7EFaKqnd9cUvr1hfah/IdjUtAk2NHaNZCtEcTGvIfiF3K/HQo6OkM5bsaZ5I2s9w0irCWeL2vuSfGLln30b6gxzP8bv6Gl1gys9w0guwJUfNsb4ldsvIqLpt9eezozFqIXtXAhvxa0L/HLmF+OpOQIKRa2T5Jyz7VNLP2oDOovpxQnu1foKGxS9U99H6qT1VbSxh+3xM7WjNrZzqdsJxpveqLx0DDYpeqNA0Bza4Q+1tjR2jWInRqAxvyJ8cuXT4aRrYnn8+BXhE7WjPrBEpAX6T68mV5tjNjl6rzaSjoBxl+FwtAr4odrZl1Cv1vneuLs2OXqDztQfmHpc/jkbFmAPp4Axryq0DHxy5ZPtoKdFOGsv0dtGXsaM2sE2gC6NIGXIMXgsbGLl3n0pZkW6Z0Fmjr2NGaWSfQpqCfNKC+eAE0JnbpytPnKsR+UezozFpAxSUgam3IvyF2qfLRQaB5VcrVCzofNCR2tGbW7pSATgQ904Abs77t87FL2Zm0N2Ft+Cz1hac7mFkd6E2EZMuNqi++HLuE5WkY6P4KsR8ZO0KzyPSrOl4MloNeGbtE+ehdoJVVyrUQdGzsSM2s3akH9HpC1vlG3ZT1bS/hjL91plOpPl91EW33QNvMWo96wr1nplFAA91WgqbELnF5OojyS34+RMvO+zdrCv29TheCZaCjYpcmOw0BfTNDue4F7Rg7WjNrV0pAe4I+DXq0CTdlhdtPY5e+M2gw6GsZ3u8HQDvHjtbM2pn2AJ1LSGbazPqixYes6zsVYv947OjMItJDdbgALAW9LHZJstM40DUZynU5aLPY0ZpZu9KZNHYofbVtHWiv2O9Ce9NY0FUZ3usrQJvHjtbM2pXeT/Upn43cekH7xn4XytOmFd6f5bT0yAKzhtLiAX74XwQdGLsU2WlPwlIc1S5oX8DLCJnZgOieiDdmfdtfY78L7UszqD6awvWFmdWBbm+B+uJvsd+FynRyhdgviR2dWQQaOcAP/ULQfrFLkZ3+jTAdoFKZltJ2mfjNrDVpD9DPCPPXY96gvTr2O9F+dCzVH3YvA50QO1Iz6wTaHXQhoZc5Zn3xutjvRHlKQNdViL3N8naZDZh2GMCHfX64UW0H6gF9nurrcj4SLqZmZvWkTUGnEIZr13N94Kzb3aBBsd+F9qAEdF6G39Nj7VMHmln7iF5fPAAaHPtdKE+7UX7t+ftbO3azutMhNX7QnwFNjx19NhoJ+m2GMv0Vr8tsZg2nXQnJjaotb1bv7d9jl7z1aTjZVni5BjQ+drRm1um0S1pfPNHk+uI9sUtemb5UIfb3x47OrIl0Qg0f8Dm0TXZ3jQfNylCmC/CTPDNrKg0CHQ26GLSqCTdnT4M2iV3q1qVxoH9krC+GxI7WzLqJetL64kKaM21rPmh07FKXp1FpnVYq9gU4Gal1D52R88P9BGj72FFno+mgx6uUZyXoHbEjNbNupzGg02h8AqRPxi5pa9JOoIcz1BfvjB2pmXW79fXF7AbXF+fELmllekeF2L8aOzqzJtFncnyoHwJtEzvibHQ0aFGV8swF7R87UjOzjWk6ITv6ggbcnC0BbRG7hK1FRxFWZan0vj1NW63aYmbdYX198VwD6ouloC1jl7A89YBuKxP7KtBOsSM0awL9KOMH+gHQVrGjzUangdZUKc/NoEmxIzUzK0/DQCeCLstwTcuzfSt2yVqH3kn5REp9223tU/+ZWXfSMMIKHBfXub74XuySVabDKsT+69jRmTWB/pThg3xfaz+Z66OEkCSkWnl+BxoZO1ozs+y0NehjoH/V4eZsDWha7BLFlbm+uIKWnjdqZlZMW6X1RbWpQ1m2tbR8wmv9pkzsvaADYkdn1mBV52fOpi0y9mo46JcZLkrng3piR2tmVjvNJCRhWzqAG7TfxS5FPBoGusj1hZl1vvX1xZIB1Bd/jF2KyjSVkNOkVOxXxo7OrME0r8KH91baYqk2TQLdUuVCtAb0vtiRmpnVj0YQhuHXuhbxobFL0HwaB7q+yvuyFvSB2JGamdXPgOuLI2OXoDJ9vULsR8WOzqxB1EP5eTXXgzaNHWF12p3qa28uAR0TO1Izs8bRzuRfi/gmUBI78ubJtMLJUtBrY0dqZtY42pYwDL/a9bBwu6W16wuNBy1uz9jNaqYtyvzRX01brEWsGRU+uH3bY6DdYkdqZtYcudciPiF2xM2h3aiesf6JUK+YmXWDjeqL5RnqizfHjriyinlQ3hA7OrMG0F4l/tj/DBoRO7JsNAj0hyq9Tl6Cycy6lMaBzgTdUeE6+S/Q0NiRNp56QJdUeB/uoG2WXjUzqzeNBZ1B5bXrHwMNix1peRoFerbCNd6989ZpdEzRH/rloOGxo8pHI0E3lvjQ/rZ9HkqYmTWa9iIkdHu+xPWyS+aHawTohhLlvwSvcGJmltKehDnoC0pcL8+KHV1l+lCFhxHHxY7OrM50SsEf+MWgIbEjqo0msPFyTc5AbGZWkoaBTiAsS7o2vWb+v9hRNY/Ggx5yfWFmVo2Ggo5PO/v66oufx46qMg0DzS3TmL/NvfPWYTSNMEfw+6DBsaMZGO1IyMx/euxIzMzag7YGnQyaGDuS5tIOoKdB748diZlZe9BWaX3RBtNXdWaF3nknODVrXe2QtM/MzOJzfWFm1pk03L3zZmZmZmZmZm2n5Nz5R0CneWqVmZmZmZmZWUvS8HQ6lUD3pHnC2nxKsZmZmZmZmVnH00mgYz2s3szMzMzMzMzMzMzMzMzMzNqHhzmYmZmZbUTDgT2AfYGZ6dfJRS/6GSRnNTsyMzOzPk48YGZmZl1OmwAnExruM4HdgSFVdhrZ6KjMzMwqcWPezMzMut1k4LuxgzAzM8vD6/qZmZmZmZmZtRn3zJuZmXU1bV/wzWpI5kYLpbWsAu4CZqfbt4DhUSMyMzMr4Ma8mZlZd3u04N/3A9NjBRLRWuBWNjTcbwPug2TNhpfo/CiRmZlZA2kIIU/KTGBc0X/eBsk1zY8pOzfmzczMrMsljwD7x47CzMwaSYOAXdmQ7HQmsA8woswO5wNuzJuZmZmZmZnFoRnAzZRvuLclN+bNzKxGGgq8o+iHv4VkYfr/PcCxwEmENbu3JAxhWwLcC/wR+OGG15c8x8T0HMcQhn9PIMxlng9cD1wEyZ8HUIapwFuAg9IYxwKj0v9cDrwIPAE8CNwCXJv24uY9z07Am4HXAdsCEwnvw7z02H8Afg3J6vT1o9O4Cl0Iycr85zYzM+t6w+iwhryZmdkAaFOQirbd0/+bAbq9xP8Xb8+BXlfi2D2gj4KWZTjG5aDNc8Y+CfQLUG+G4xdvt+Y4zyjQV0FrMhz3CdDR6X5TS/x/8Vy+OtnoHPc15hydoN/f4g9iR2RmZllp3wr17xrQnSV+/vXYUZuZmTVIuca8jgAtydE4Xgt6Y8Fxh4J+m7OBfXNoOGeKe1fQ3Boa8X3bqoznGQOanfPYa0AnuzHfityYN7N2pBGgqwq2b8WOKI71jfm+hvuPQO8HHQAaDkrasTHvYfaZaFNgCjAZ2BRYDNwJybwcx5hCGCK6KbACeBa4fcOQygHHOC49ft8Q0VWE7LzPAY8Dz0CiAZ4jAXYhvA/jgEXAXOAxSF4a2LHNrEPsBPwYGJ1+L8LyXk8AK4HtgP3YuP4ZBPwUdAskTwPfA44v+P9lhCHuzxGGyO2VHqfQ/sB5wIcrh6fhwKXA1kX/sTo9xxxgAbAUGAlsAexGyHQ7tPKx+53nL4TEOsUeAGYRyjOKcF09Mj3+YOBHwDuzn8vMzKysQcDRBd9vGiuQyB4FDgTuKj1lTUmzA7IB07ZFT6qu2rhnR4cQhm+uLtODcgPolRWOPwL0EdBDZfZ/EfQd0Nga498G9BnQIxl6exaBriQMW52a8zybgz4PerzMsV8i9KLtW7DP7kXv6+W1ldHMWlfJnvnCHu+fgIob3YC2Al1aYt8LQG8r+P5p0CmgYSWO8XrQ80X7r2HjNdNLxXxm0T69oK9Uvw5rE9AbQL8GLc/w3nyuRPkeBB1R5vXj0l6CvtcWl60DeuY1gjBaoZnb6OpxZY7fPfNm1oY0qujadXPsiFpTe/bMdzlNK/FLGwMaFH55medSfpl+T3O0F+Ub8cXbs6A9csZ+Rokbi6zbYznOcxzomYzHXQf6bPphOLTo/9xzb9ZxSjbm+xrI76uy72DQ34v2Ww6an/77AVBx73nxMQ5OrzuFxzinyj7XF73+a/nKDKDJVf5/Gv3nyN9Npge3+p8K19h2b8x/vsY6ayDbtXWM3415s5I0KL0evytcg/UN0Hmg40M9kekYY9LXnws6H/RF0IdAe9cpxnGgV4I+THjY+s1w/dcXQGen555OSNw6kPNMAL0d9ElCW+Kc9H05NLxPMbgxn40b822oZGN+LOhnNdwwfKrguAcQesLz7D+fqjeu649/zgBvbjI25nUS2ZI2FW/fwo15sy5QtjH/7Yz7H1hm/5fC9TnTMS4u2vf2Kq9/oej1u2Y7Tx76ZtE5VoF2ybH/lWXeFzfm3Zg3azJtWeJzNSX9vx7Q6aAnK3wGlxEaz8PLHH9b0IXpdbLcMe4BHV5j/IcTRtlmvZ9dDPoDqHg1kWrnmQ66gpADptyx5xEeJqTTzLR7ideUGIk2UG7MZ+PGfBsq2Zg/r+DfvelN1dmgNxJ6qc8G3VRivzXph3LL9MPa9/P5oO+C3gF6bbg46GughSWO8ZsMMR9I/56oVaBfEp78HQPaB7QzaGYa8ycIQ1qXp6/P0JjXgWUufPeA/gN0GCGJ1MGgd4OuLXrdd4q+d2PerOOUbMwvI3NmeSWEDO7Fxzg/RwzHl7gelpnbroT+I67q3EDWCMIUqsJz5Ew2pBkl3pMGxLr+fIXncGO+fPxuzFsXKteY12jKP3gstd0A2qzo2MeSvfNrHegdOeIeRLj/rmXFEoEqLJna71wfofyU3FLbrHA9d2O+tbgx34ZKNub7GrCPgPYvs19CaNAW7/tz0O8Lvj+fstmVtQXojhLHqNJLpN8Uvf5RMvf4aARhPmqVhwYaBrqv6Dy9hIcCFYYI6SRCj1rf6wv3d2PerOOUbMz/v5zHuKTEMXJMO9KUfNdRLS56bYll8Qai36gksVE+kczHubXEcdq9Mf8u+uepafT2lTrG78a8daGSjfmd6d+Jk2UryJ+k15OvASxCr/cRGeP+cZVjraF0x1rOxrw+XuU8Syj9QOEW0H4lfu7GfDTt2Zh3Nvv+BhOyGR8GyTOlX5II+ApoH6BwGM6bCRkjAT4DyX+XP00yH/Qm4H6gcOjR24FPld5HCfDqoh++B5KHyp9no3OuAC5Kt0reQ8jeXOhTkHy+yvEvJjTaLwWcEdKsO12f8/Vzir5fBNybY/8nAbHxNafSyIA7gcLhmt8BPQ/JTTnOWckBRd8vhOS2Go5zJVDLQ4CTgJxJTjcyHvSxnPvcCsnfqr8s+REhU7+ZtbfzgJel/15CWIHkCuAxYA2wLXAC8EE2vsd9LehE4G7gZ8CQ9Oc3AT8BbmDDqiX7AWcBhxbsPwj4LmgPSNaWD0+vAP696IdzgW8Srq3zIFlQ8PpxwAzCqiivAw6uVPiC/V4DlLo3vhj4fihPsoIwrH4X4N+As4FN0vJ9Ntt5zMpzY760U8s35DfyZTZuzPc15G8Czq2+e/I4oZf85IIfVnriOIawjFGfNcB11c+T23uLvp8NfCHbrsnloJ8C76hvSGbWJh7N+fplRd8/AUlv9t2T3vQh4iYFP6yUcOlXbNyYnwzcCLom/b+/QvJk9vP3s3vR93fVeJxa93sn8Koa9wWYSObr/XpfAzI05s2sQ5yUfp0FnBA6qDbyLHAL6BLgaja+Pn8UWE5YvnQdcAZwQYnlk+eAfkdoFL+74OfTCNe4P1WIr/g+9jbgFZAsKv3y5AXC/fR1wJcIqz69o8LxIST2+17RD1cD/wbJH4qOvxa4D/gf0E8IDxR2CjF1Gr2T/h2PjXY7JHnrLesMJYfZ/yPnMeaVOMbrc+z/5hLDccpk0tRWRa9dDRpS+rW10t4lynN89f02OsYOJYYUeZi9WccpOcx+r5zHOKdo/xoahf3mqL+mwmuHgWZXGRb5AGGZuHewPtFT5lj+UHSsC/OXByidHDDDMHv9pUrZGrH9X21lbDceZm/dqOQwe4HuAo3MsH+lYeinZdh/BGhO0X5VRpj2S3R6SLay5qGPlCjPqRn33Y7yuQLafJi9vhGhDrqsTrG35TD7AS6/0JEyJKHbSPH8wpcIQ41q3X805YeIvgAUDisawsa9+vVQPLRoKZWffpaQPAp4Po5Zd6ow9LEp+1eRrCIMo7yxwot2JfRw/wR4nJBD5L9A4zOcoPj6vaS2OGvez8ys0UQYxZqlo+YHlL6uXwXJ96vvnqwgXIsLHVQhtGGEkayFZlc/Tx5KCFNSC10HyU+z7Z/MAc6pb0zWrTzMvr9bcr5+QdH3d0CyJsf+z5X42WZAicQbyar0aVrhE8bvgrYHvg7J8znOW05x0r87IFlZw3FuBA6sQzxmZnWWPAM6jDCM8iOEYZuV7EaY2/gJ0GeBL1WYClD8kFw1Brmuxv1+DFybc5/C4YnPAXl72m/N+Xoza2/XQHJntpcmL4DupH8OkDzXmb+xceN3CmgzSBaXO2nR9+MJc+brZU/CHPhCOVZhAeCHwGfYePqsWW5uzPf3bM7XLy/6vnjeUDWlnmpW+mB/m40b80OBTwJng64Drkq3+/PNO11vStH3eRJR1WM/M7MmSNYRkrH9CDSTMHfxZYTRSaPL7DSKkOxob9Bbylxji+dkljtWNZtVf0kpycX591FhY/55SL5Y27mrnuddhESxzXQXJP/R5HOadbqcIzZ5iI0b8yvJ99DxwaLvE0J+jxKN+WQVaD6wRcEPPwWcnuN81RQnOl1OvlG5QLIc9CdCUrxO8mUg4wiFuin3UKcruDHf39Kcry++mcs7NLLUzWClTPC/Ao5l48R7EDJ/HpNuAItAswgXyz9lz3jfb4joCxn3K1aPUQJmZk2QzGZ9ok8NItx0vgI4mvDwtLiuPImQdblUT0xxY37LGoOqdb9WtiPhPW0m3+eY1d/tOV//YtH396dTnmrdHyo/8LyKsDpUn/eCdiM8jP1r+jB3IIpHGdwDyeoajnMbNTXmdT0bZ/nPa/8wHzyX8yD5n+ovS54CnqolKKuN58z3V+uQyHrtX0Uiwjz584AdeOzdAAAgAElEQVRKF8LNCfNCvwo8GIbn64R0nk8lxVmgizNNZ+X5nmbWhpJ1kNwMyWcgeRmwHWE5o+Jr+8conay0uAdpjxoD2bPG/czMGi1vR8+Kou9zdvgka+g/775S8r2vlHj9YYTe8wWg34Tke5pe5jpeTfHD1uLrfla17me2nhvzbSlZlz4d24Uw17F4neZS9ick97satEWF1xU/IBhaW4wbrStqZtamknmQnEn/tYS3BKaX2KE4+eektEcoryNr2MfMrBmKp5hWU/wwtJYVjnJ0liV3AR+gdO6RMcAJwAWEKaHPgX4HemeYh59J8SjWMkveVVVqxIFZLh5+1taSOcAnwqadCWvUH0a4Cdy6zE5HAleFZTqSUlMKii9IldZrrqTG+Z5mZi3pm8B/Ff1sO+Ceop/dQuiFGlHws5MJ1+qMNJVwLe80XyZktm6mWhK4mlljNXgUK4RM+XoU+AYhiWk544A3pdu3CEtOfg6SSjmwinNb1br8ct6HIn3mAY/leH0PG+fEWgU8nfOcfvDQotyY7xjJw8DDrL9R0jTCnM83038JjxnAxwgJQYoVZ+ffocaAat3PzKwVPUfIcVI4oq3EtKVkKejXhEz5fc4AfQuSrDdPn6MjR84lCym5UouZWSMk14D2AF4FvI2Qs2NihR1GAGcCbwadCMk/yryueApqpSH/lWxS225Jznn2GsXGOcHugqQ4iV+daG9CfpRmegaSWU0+Z8twY75jJQ8ADwDfAL0W+CUbZ1V+F+i/0zn4he4gzLXvs3eNAdS6n5lZg2gwJLWuYz+N/g3sckl+vgOcyobG/ijgItAx6ZrJlWKMkfHdzKxDJesIc+WvSPNG7UYY+fRywmjV8SV2mghcBjoAklLz2otHsdY6GnVMjfu1sn8HPtjkc14OdG1jvgOf/Ft/yZ/o3ws/iTBEtNgtRd9PTZ9q5qCRwCvz7WNm1nB7gWaD3hwa9llpCFC8XNs8+g+xTyW30n84+RGEKU47lznHUNC5hHmcUPuwTTMzKykRJPdB8r20d3sLQmb6L1F6munnyhzomaLvp9UY0K417me2nnvmu8cV9F9GaSLwRNHPriMMxSnsxT8NOCPHud5K7XPtzcwaaR/CSKVvhqRH/BG4FZIS2ZU1BDgKOAc4sOg/v1VleaOPEnp9CocbHgLcB/oboRfhOcLwzN2A49gw/FOEOfallr6zhtHJwCkVXlCc2PUY0FUVXv/vkMwdeFxm1hhJL2FZ0tmgrwNXs/H8+teGIepJ8bD624B3F3w/AzQs53J7APvlDtmsiBvz3aPUTWeJ5eOSZaCLgNMLfvhe0Pchubv6aTQW+ExtIZqZNc144L3pBmgeobd9EWHe5JbpNqLEvtcTkrlVkCwGHUl4QLp9wX8MJoxcqjR66ROEYYPFjXknc2us7QlzarPamvLJZqH2ebRm1nTJM6APA1cW/HAooXFfPGr1pqLvNwFeA/w++/k0Cnht7jBb39U0f2RZVy/x58Z8W9EUQGkW+7yOKfp+JfBkmdd+nTDnZVj6/WDgctARkDxeIb5NgT8Rhi2ZmbWTrdKtmsuAt2Sbe588FVYO4RvAiRmOvRg4E5ILQTOK/m8NJLVmPjYzs+puLPGzUvPa7yY0IAuHyZ8F+kOJXFTlvIeaE+C1suRS4NLYUXQTz5lvL3sCj4Sec70MlPH3p0PoP+/nCkjKPDlLHgLOK/rhZOAO0AdBRRc2DQedRLi49Q1FvT9bbGZmTfMg8H5Cr3fxsMlqbgdOgOS4fI3q5FlITgJeBvyQ0PtfaA1hyOYngR1DQx6AsUWvW5wzXjMzy2f0/2fvzsOjKs//j78nECCA7AKCC4IoiwqKG0sQkIAL0apB/PlFUalSZYka2YqZJDMgiMbKpqLQr1TrVQT6tQVbSxDQBHADEUWkIKAYFpVVNgnm/P44TGRCwjyT5GS2z+u6crWePE/mjuLxWe+7hGfFqzxxcsL+SrGH1+NfxeQMrAuBzCDiEimVduYjT1XsO+n3ALvA+hf2QHAd9v3Lfdgvo3OwjwzeDvwO/4WbXwB3gM+ZjF3S7tQjQHWxd5ieA2sTsBt7wHkR/jU3NwNj8F+Zq4SaoiJSyQ5xehnKYO8ITwVeP+WvA2R7L9EV+L/jdpXczHUIeMn+sqoAl2LfWbwY+/eoC9Q7GcNB7N/lM+ADcJVzgdL1PvC+/f+t6tgnmE4AP4KroIQOlxb76zOciiq3U/8ZHnfwc8Jd8T+L5VVatQMRcYzVBvu/CfPKUL2keM6Mo9hln0vyKpCKfzLpmWAdAte8M8R3EfZRfuWWkgqhyXxkawo8ePLL1AngITub55m4CsC6E5gHJBf7ZjWg/cmv4rZgH+kvfo/w5xLaikhEcxVi/ztfnp+xD3sRsjw/Y1sZ+vwKfH7yq5K5fqH0a04+3Yv99ScOBQO4yvnPMFpUxJ9FEQmxJsCbwNNgzQbeAldpE/KTrDhgMJBV7Btvl5D87iTXIbD+APz7lIfx9udZC7An+ytOtquGfSR/APAYv+XT+A/Q1/g3kwpgtabkal7wWznZU50P1plyqeSWIfGhVByrLVhWsa8gaz5aM4v1/3OQ/WuVEEMppeCsvmAVltDe9Gur/TOCis8F1gNg/RjgZx8Ha9bJBHiAdWux728M7nNFRGKV1QSsY8XeoWfKsi4i4hDrnBLGfC2C/BnPFOv/9zLEcbzYzyi+4Olrd30J8W4A63WwngBrIFi3gDUArFSwXrBPm57WZz9Y5xvENTLA+PhQKc9XgXVVCc/jg/97EzDG2sU+46OK/4xIcdqfxfJ+meTacVSs78wfwy5JcaozlRoqyXfFfkawyel8ZTFOVcoxU9d/Tv6huQm75NG1QGuDn/8h8AbwGriCPMLqsoD/xc5w3xt7BfEC7JXPw9jHUD8G/gGu/FM6Fk+Cp90OEREzz/FbAlKwrzO8HaJYREQiXZuTXwMN2x8AbgNXoBNUgOtZe6GBZ/B/b/uUlOTuA+xrsMV3iI+Ucu1KRKKXVResTmClgPUwWE+CNQSsu8HqbK/GhSSuV4qtXM0KTRwiIqFi3Yhd5cO0fRxYE0pY+X/RuRhFRM4k4nbm24O1uRw7rYux790HG18bsBaWEOepX9+BNQI7Zwtg9Sz2/eIJUiuIduZ/o515CTuuA9g7+8V390PIqsLpd4AcvO8pIhKWhgJ/A+svwFvAqpN39YuxqgI3AE8B3Yp9czfKeiwioXOE0zO3B5sH6aNiP2NtGeKYBVQ55a93ltzMtR64CKyLsU+UXgtchZ3os6Sd81+BjcAy4A1wFa8hb8j1NZCMfd20D3A+dm6r49jJMFcDH5/MNeNzXrEfUkLm/ApRgP/f/20OfU4kKP5nsbxKqQwmEtGsAcVWrQpPvlRFRGKItbDYu/AwWB+CtcA+rWTNBesDsH4uZcX/OFg3hfq3EBGJfFYcWOeC1eHkydVOYLUEKyGEMb1Y7J3/WuhiEREB7OMm1u5iL6eloY5KRKTynTaZD+ZrL1i9Qv0biIiIE6x4sL4v9t4fGuqoRCSqWC+C1Q+skko1lNT+SuyM+cUHpcVL24mIxADr8RIGa4G+joA1Bazi5T1FRCRqWA8Xe/f/ClarUEclkcdwkiaxyfoM6IidsX8edvbNtcAucB3HrpvZFOgKpAC/A+KK/ZA3wHVv5cUsIhJOLBdwKfa9zcuAC4FzgBrYNYn3AHuBzdh3NnNP1jsXEZGwZ8UHn4HeuhxYAZyapPo/4LqxAgMTEbE+O8PuUfEayCV95YFVN9S/hYiIiIhIxbP+CdZkjDL8W3Fg3QvWwRJ25Xs4HalEJ2Wzl7IqKSOoTyHwGvAouH6pnHBERERERCrVWcBI4EmwPsE+YbUGO9v+ESABaAx0AW4FWpfwM14A1/JKiVZEYomVCNZ0sDZiZ6QPtBP/E1ivg3VpqCMXEREREXGWtawciU4tsP5y8tqqSJloZ17OwJUL5Nr/36oPtAdaYK8wVsf+8+O777ne/vKrnykiIiIiIv72AuOxd+WtUAcjIiIiIiIiEkOsOmDdDdb/grX+5P330nbhD4GVA1YaWGeFOnKJDspmLyIiIiIiUm5WNeA87FOstbDnWgeAn4DtwWe+FxERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERqRwdgLeAzcC/gZ6hDUdERAw1AaYAG4APgQeBuJBGJCIiZ1IFeAj4GPvd/Sfg7JBGJCIRqQH2IPAEYBX7Wgi0Cl1oIiJyBvFAKrCf09/fnwHXhy40EREpRU9gLae/t38GMoHqIYtMRCJGPPAw8COnv0xO/TqOPdmvE5owRUSkBL2B9Zz5/e1blL0wRDGKiMhvzgP+QuD39n+B/iGKUUQiwM3A1wR+mZz6tQO4Hx3dFBEJpfbAYoJ7fx8BvECtEMQrIhLragNPA0cJ7t39b6BNCOIVkTB1MfYuTTAvkuJfq4FulR24iEiMqw9MAn6h7O/vfOwTWVqUFRFxngt7h/1byv7eLgBmAo0qOXYRCSP1sBNrHKd8E3nfVyHwV+DcyvwlRERiUFVgGLCHinl/W8Aq4JrK/CVERGJMZ+zkdhX13v4R+AN24jwRiRFVgCEEvhdf9FWzZs1gXiyHgHQgodJ+IxGR2JEEfEkQ72+XyxXMouxrQLPK+3VERKLeucAb2O/YgO9il8tlJSQkBDP2/hxVnBKJCT0oOVNmqYPAtLQ0a8uWLdbMmTOt5s2bB/Ni2Q7ch32cSEREyuci7FKhRu/guLg4KyUlxVq3bp31zjvvWJ06dQrm/X0YO3tyjUr77UREok8CMBo4iOH79/LLL7fefvtta/369dbgwYOtKlWqBPPuXgi0rLxfT0Qqi2mmzKIVwZSUFGvt2rXWjh07ir42b95spaWlWdWrVw/mxfIRcF0l/q4iItGkFvbE2jhJUpcuXawlS5b4vb/z8/OtKVOmWI0bNw7m/f0d9qKsiIgEJxnYguH7tkmTJtbkyZOt7du3+727Fy9ebF133XXBvLd/QRWnRKJGTYIcBF5xxRXWwoUL/V4kxb8+/fRTKyUlJZgXy6/YiwlNK+sXFxGJcC7sifRODN+1zZo1s6ZMmWLl5+eX+v72LcpWq1YtmHf4MqBD5f3qIiIR6wrgfQzfr/Hx8dbgwYOtjRs3nnHsPWfOHOv8888P5r29AyU3jWo6+hzdXEAK8BxwvkmHpk2bMnbsWFJSUnC5zP54rFy5ErfbzVdffWUa1+GTMU3EXjkUEZHTXYO9s2J0qikhIYFHH32UYcOGUb16daMP2LZtGxMnTmThwoWmMfmSnD4J/GDaSUQkRjQE3MBQDBPSJSUlkZWVRYsWLYw+4NixY8yePZspU6Zw6NAh07hWA48BeaYdJDJoMh+9rsIeBHYxaZyQkMCDDz7IY489Rq1awZcbLiwsZMGCBXi9Xn766SfTbpuBPwLzgv5AEZHo1Rx7sXMgBv+ddrlc9OvXD7fbTfPmzcv0gXl5eWRkZLBhwwbTLvuxy+G9gBZlRUTigUeBLKCuSYeLLrqIrKwsevYsW8663bt3M2HCBBYsWIBlWSZdLGA+MBK7JJ5EAU3mo08zIAP4PYZHapKSkhg/fjznnXdeuT/84MGDTJs2jVdffZXjx4+bdluKvVr4RbkDEBGJXDWB4cBTQG2TDh06dMDr9XLVVVeV+8NPnDjB3/72N5555hn27Nlj2u2/QBqwqNwBiIhEpt7YG2jtTBrXq1ePJ554gvvvv5+qVauW+8PXrl2L2+3m008/Ne1yBJgGjMeuPiURTJP56FENeATwAmeZdLjsssvwer1cc03FlxTesmULWVlZ5OTkmHY5AfwZexD7Y4UHJCIS3pKBqUALk8ZNmjQhLS2Ne+65h7i4ir0KeeDAAaZPn84rr7xCQUGBabcl2Iuy6ys0GBGR8HUx8Dxwi0njqlWrcvfddzNmzBgaNGhQoYFYlsWiRYvweDzk5+ebdvseGAe8jr1rLxFIk/nokIy9InihSWPfIPD//b//R5UqRtd5yiw3Nxe3283GjRtNu+zDPqI0A3uCLyISza7EPqqeaNI4Pj6e++67j9GjR1O7ttHmfZl98803ZGZm8t5775l2KQD+F3twaHzfSkQkwtTHLjX3OPZmWkDdunXD4/HQpk0bRwM7cuQIL730EtOnT+eXX4xvQH0EpJ78X4kwmsxHto7Yg8DrTRr7BoGjRo3irLOMNu8rREFBAXPmzOG5557j4MGDpt2+Bp4A/u1cZCIiIdMISCfIJEler5fzzzfKZ1phcnNzeeqpp9i0aZNpl72AB5iOXcVERCQaxGHnMnkWaGzS4cILL2TMmDEkJyc7GlhxO3bsYNKkScyfP9+0iy+56Uhgt2OBSYXTZD4yOZ4p0wn79+8nOzub1157jV9/NR7fLcI+uvmNc5GJiFQaX5IkD4b1f1u3bk1WVhY9evRwMq4zKuOi7Absnav/OBeZiEil6Im9gXa5SeNatWrxhz/8geHDh1OtmtHmvSNWrFiB2+0OJrnpISAbVZyKGJrMR5YyZcrMzMykV69ejgYWjE2bNpGRkcHy5ctNuxQAL2HvYhmPIkVEwkwy8CeglUljX5KkBx54wPErUab27dvH888/X5ZF2VRgi3ORiYg44jxgAnCvSeO4uDjuuOMO0tPTOfvss52NzFAZK05twr4ypYpTYU6T+cjRG3tFsL1J44rOlOmEnJwc3G43335rXB3jJ+zMmzq6KSKRpA12kqSbTBr7rkSNHDmSOnWMNu8r3RdffIHb7eajj4yvWB4HXkaLsiISGWphHzkfDdQw6XDllVfi8Xi48sorHQ2srHwVp4JMbvoe9gkrVZwKU5rMh78yZcocPXo0DRs2dDayCuA7ujl58mQOHTKujrEG++h9rnORiYiUW30gE/tEldGqamJiIh6Ph0suucTJuCpMTk4OTz31FNu3bzftsgP7dNks7DuaIiLhxIW9C/8M0NSkwznnnMOYMWNISUnB5Qr/qdWWLVvIzMxkyZIlpl1UcSqMhf+fuNhVDxhDkJkys7KyaNu2raOBOWH37t1kZ2fz5ptvUlhoPL5bhF2TeZtjgYmIBK8q8CD2SSKjc5YtW7YkIyODpKQkRwNzwrFjx5g9ezYvvPAChw8fNu32Kfai7ArnIhMRCcrV2NWhOps0TkhI4NFHH2Xo0KHUqGG0eR9WylBxypfcVBWnwogm8+EnYjJlOuHzzz/H7XbzySefmHY5AkzDHjQbb+2LiDikF/aVqMtMGtepU4fhw4fz8MMPEx8f72xkDtu1axdPP/00CxYswLKMShZbwHzgSeA7R4MTESldc+yEbwMxmBu5XC769etHeno65557ruPBOUkVpyKfJvPhpSd2cqQOJo1r1qzJI488EvJMmRXNsiwWLVqEx+MhPz/ftFs+8EfgdewBoohIZboIeBrob9LYlyTJ7XbTqFEjZyOrZGvXriU9PZ3Vq1ebdjmCvYA9CTjmWGAiIv4SgBHYid6MajZffvnleL1err76akcDq2zlSG6qilMhpsl8eIj4TJlOOHr0KC+++CLTp0/nl1+Mq2N8jJ01+UPnIhMRKeJLkjQGqG7SoWvXrmRlZdGuXTtHAwsly7KYP38+EyZM4IcffjDt9j32oFqLsiLitGTsI/UXmjRu0qQJaWlp3HPPPcTFxTkbWQitX7+e9PR0PvzQeBitilMhpsl8aJUpU2ZWVhadOnVyNLBwsmPHDiZNmhTs0c03gFHALkeDE5FY5bsSZZwkqVmzZowePZr+/Y0276PCkSNHeOmll4JdlH0fe7dnrXORiUiMugL7KlR3k8a+6iKjRo3irLOMNu+jQk5ODunp6Xz3nfENqJ3YCV9no4pTlUqT+dBwASnAc8D5Jh0iLVOmE1auXInb7earr74y7XIY+++xjm6KSEW6BntH5zqTxr4rUcOGDaN6daPN+6izbds2Jk6cyMKFC027FAJ/xV7w3u1YYCISKxoCbmAoUMWkQ1JSEh6PhwsuuMDRwMJVOSpOpQJ5zkUmp4rNWWFoXY29ItjFpHFCQgIPPvggjz32GLVq1XI2sghQWFjIggULGD9+PD/+aFwdYzP2ffp5zkUmIjHgXOx78UElSXK73TRv3tzx4CJBXl4eGRkZbNiwwbTLfuwF2RcA4619EZGT4rHLg2YBdU06tG7dmszMTHr27OloYJFCFafCmybzlacZkAH8Hvt45hlFU6ZMJxw8eJBp06bx6quvcvz4cdNuS7FL/a1zLjIRiUI1sQclTwG1TTp07NgRj8fDVVdd5Whgkci3KOvxeNizZ49pt03Y9+m1KCsipnpjn6IySlBSr149nnjiCR544AGqVDHavI8pn3/+Oenp6Xz66aemXVRxqhJoMu+8MmXK9Hg8XHPNNY4GFg22bt3KpEmTgjm6eQL4M/ag3HhrX0RiVjL2YMTonGWsJEmqCAcOHGD69Om88sorFBQUmHZbgr0o+6VzkYlIhLsEeB642aRxfHw8AwYMYMyYMTRo0MDZyCKcKk6FH03mnaVMmZUkNzeXjIwMvv76a9Mu+7ATV/0JMN7aF5GYcSX2+7ubSeMaNWowePBgUlNTqV3baPNeTvrmm2/IzMzkvffeM+1SAPwv9iL5T44FJiKRpj52UunHAaOazYmJiWRlZdGmTRtHA4s2qjgVPjSZd4YyZYZAQUEBc+fOZdKkSezdu9e020bgCeBfzkUmIhHkHOyMvIMJIkmS1+vl/PON8plKKXJzc0lPT+e///2vaZe9gAeYjrIni8QyX3WR5wCjms0XXnghY8aMITk52dHAop2v4tT8+fNNu/iSm6riVAXRZL5ilSlTZlZWFi1atHAyrpiyf/9+srOzee211/j1V+Px3RLs1ULjVPkiElV8SZI8QB2TDpdeeikej4frrjNKai8GfNmTn3vuOQ4eNC5ZvAF7UfZd5yITkTDVC/uU5eUmjevUqcPw4cN56KGHqFbNaPNeDJSj4tRElNy0XDSZrxhBZ8q86KKLyMrKUqZMB23atImMjAyWL19u2qUAeAl7QeaAU3GJSNhJxh4MtjJpXL9+fR5//HElSXLQvn37eP7554NdlF2EvSi7xbnIRCRMXIRdXaS/SeO4uDjuuOMO0tPTOftso817CZIvuanX6+Wnn4xvQKniVDlpMl9+ZcqUef/991O1alVnIxMAcnJycLvdfPvtt6Zd9gBedHRTJNq1wU6SdJNJY9+VqJEjR1KnjtHmvZTTl19+idvt5sMPja9YHgdeBtIB4619EYkYtYCR2Hfja5h06Ny5Mx6Ph/bt2zsamNjKUXHqMeAL5yKLTprMl93F2IPAW0waV61albvvvluZMkPEd3Tz2Wef5eeffzbttgb7xZLrXGQiEgINsEuFPgoYraomJibi8Xi45JJLHA1MSpaTk0N6ejrfffedaZed2LkPZmHf0RSRyOYC7sVOXtzUpMM555zDmDFjSElJweXSlKeybdmyhaysLHJycky7qOJUGehPdvCCzpTZrVs3PB6PMmWGgd27d5Odnc2bb75JYaHx+G4Rdo3pbY4FJiKVoSrwIDABaGTSoWXLlmRmZtK7d29HA5PAjh07xuzZs5kyZQqHDhmXLF6NvSib51xkIuKwa7ATS3c2aZyQkMCjjz7KsGHDqF69urORSUC5ubm43W42btxo2mUf9tXlGdgTfDkDTebN+TJlPgs0NumgTJnha926daSnp/PJJ5+YdjkKTAXGA8ajSBEJGzdgDwYvNWlct25dhg0bxsMPP0x8fLyzkUlQdu3axdNPP82CBQuwLKOSxRYwH/torvF9KxEJuebYCdIGYjBncblc9OvXD7fbTfPmzR0PTsyVMbnpRuzN0387F1nk02TeTE/sQaBRpsxatWrxhz/8geHDhytTZhizLItFixbh9Xr5/vvvTbvlYyfqeB17gCgi4a019k58UEmS3G43jRoZbd5LiKxdu5b09HRWr15t2uUI9oL8M9gLtCISnhKAEdjHrWubdOjQoQMej4err77a0cCkfMpRcWoEduUSKUaT+TM7D3sQeK9JY2XKjExHjx7lxRdfZMaMGRw7dsy02yfYWZNXOReZiJRDbeBJYAxgdM6ya9eueDwe2rZt62hgUnEsy2L+/PlMmDCBH374wbTb98A4tCgrEo6SsU9CtjBp3KRJE9LS0rjnnnuIi4tzNDCpOOWoOKXkpsVoMl+yoDNlXnnllXg8Hq688kpHAxPn7Ny5k4kTJwZ7dPMNYBSwy9HgRMSU70rUZKCJSYdmzZoxevRo+vc32ryXMHTkyBFeeuklpk+fzi+/GJcs/gh7UfYj5yITEUNXYp+CTTRp7KsuMnr0aGrXNtq8lzBUhopTP2FfeVXFqZM0mfenTJnCqlWrcLvdrF+/3rTLYeA5YBJgvLUvIhXuWuxSodeaNK5ZsyaPPPKIkiRFkR07djBp0iTmz59v2qUQ+Cv2Av5uxwITkdI0BNzAUKCKSYekpCQ8Hg8XXHCBo4FJ5fDdp588eXIwyU1VceokzT5/czX2IDCoTJlDhw6lRg2jzXuJIIWFhSxYsIDx48fz44/G1TG+AcYC85yLTERKcC7wNEEmScrIyKBZs2aOByeVb8WKFbjdbjZsML5ieQjIxk62Zby1LyJlFo9dHjQLqGvSoXXr1mRlZdGjRw8n45IQUcWpstFkvoyZMtPT0zn33HMdD05C6/Dhw7z88stMmzaN48ePm3Zbhr1auM65yEQEqIl9zWUUdsKkgDp27IjX66VTp06OBiah51uU9Xq9/PTTT6bdNmHfp9eirIhzemPfizdKUFKvXj2eeOIJHnjgAapUMdq8lwj2+eef43a7VXHKUCxP5n2ZMscBZ5l0uPzyy/F6vcqUGYO2bt3KpEmTWLhwoWwuL68AACAASURBVGkX39HNNMB4a19EjLiAFOzM5EbnLJs2bcrYsWN1JSoGHThwgOnTp/PKK69QUFBg2u097EXZL52LTCTmXAI8D9xs0th3L37kyJHUqVPH2cgkrPgqTnk8HvLz8027xWTFqVgd0SRjH6m/0KSxMmWKT15eHm63m6+//tq0yz7sHAx/Aoy39kWkVJ2w399dTRrXqFGDwYMHk5qaqiRJMW7Lli1kZmayZMkS0y4ngD9jL/obb+2LyGnqA5nYx+qrmnRITEzE4/FwySWXOBmXhDlfxakgk5t+jJ3c9EPnIgsfsTaZvwI7U2Z3k8a+FcFRo0Zx1llGm/cSA06cOMHf/vY3Jk2axN69e027bQSeAP7lXGQiUe0c7MHg77Ez1geUlJSE1+vl/PPPdzIuiTC5ubm43W42btxo2mUv4AFmYE/wRcRMVeBB7OPPRjWbW7ZsSUZGBklJSY4GJpFFFadKFyuTeWXKlAq3f/9+srOzmTNnDidOGI/vlmCvFn7lXGQiUaUa8Aj2ZMronOWll16Kx+PhuuuuczQwiVy+7MnPPfccBw8alyz+GngceNe5yESiRi/sDbTLTBrXqVOH4cOH89BDD1GtWjVnI5OItWrVKtLT0/nqK+NhdNRXnIr2yXyZMmVmZmbSs2dPRwOT6LF582YyMjJYtmyZaZcC4CXsBaYDjgUmEvmSsQeDLU0a169fn8cff1xJksTYvn37eP7553nttdf49VfjksWLsO/Tf+NcZCIR6yLs6iL9TRrHxcVxxx134Ha7adSokbORSVQoY8Wpzdj36aMuuWk0T+Z7Y9+rbGfSWJkypbxycnJwu918++23pl32AF5gOmA8ihSJAW2w80zcaNJYSZKkvL788kvcbjcffmh8xdK3KJsOGG/ti0SxWsBIYAxQ3aRDly5d8Hg8tGtnNFQX8XPw4EGmTZvGq6++GkzFqaXYJ6yipuJUNE7mg86UOWDAAMaMGUODBg2cjUyinu/o5rPPPsvPP/9s2u0z7F2eD5yLTCQiNAAyCDJJktfr5eKLL3Y0MIkNOTk5pKen891335l22Ymdy2E2WpSV2OQC7sVO9tvUpEOzZs0YPXo0/fsbbd6LnFEZKk75kps+RRRUnIqmyXx9YDT2aovRZZvExESysrJo06aNo4FJ7Nm9ezfZ2dm8+eabFBYWmnZbhF0ucatzkYmEJV+SpAmA0TnLVq1akZmZyQ033OBoYBJ7jh07xuzZs5kyZQqHDhmXLF6NvSib51xkImHnGuxTsEYJShISEnj00UcZNmwY1asbbd6LGMvNzSUjIyPmKk5Fw2Q+DhiIndzAKFPmhRdeyJgxY0hOTnY0MJF169bhdrv5+OOPTbscBaZiT2qMt/ZFIlhv7P+QXmrSuG7dugwbNoyHH36Y+Ph4ZyOTmFaGRVkLmI991Nj4vpVIBGoOTMQefwecS7hcLvr164fb7aZ58+aOByexq6CggLlz58ZUxalIn8z3wh4EXm7SWJkyJRQsy2LRokV4vV6+//5702752Ik6XsceIIpEm9bYi1ZBJUnKyMigYcOGzkYmcoq1a9fidrv59NNPTbscAaZhl+My3toXiQA1geHYx5Nrm3To0KEDXq+Xq666ytHARE7lqzgVZHLTiKw4FamT+TJlykxPT+fss40270Uq3NGjR/nzn//MCy+8wOHDh027fYL9YlnlXGQilao28CRBJEnq1q0bWVlZtG3b1tHARErjW5T1eDzk5+ebdvseGIcWZSU6JGOfHGxh0rhJkyakpaVxzz33EBcX52hgIqXZtGkTmZmZUV1xKtIm875MmaOBGiYdOnfujMfjoX379o4GJmJq586dTJw4kQULFmBZRuM739HNNGC7o8GJOMd3JWoy0MSkQ4sWLRg7dqyuREnYOHLkCC+99BLTp0/nl19+Me32EfZ9euNU+SJh5Erse/HdTBr7qouMHj2a2rWNNu9FHBfNFaciZTIfdKbMc845hzFjxpCSkoLLFSm/psSSNWvW4Ha7WbNmjWmXw9i5ISYBxxwLTKTiXY9dL76jSeOaNWvyyCOPKEmShK0dO3YwadIk5s+fb9qlEPgr9obEbscCE6k4jbBLLw4FjGo2JyUl4fV6Of/88x0NTKQsylhxag32Ymyuc5GVTyTMcq/GXhHsbNJYmTIlkhQWFrJgwQLGjx/Pjz8aV8fYjn1f7S/ORSZSIc7FvhJlnCTpzjvv5KmnnqJx48aOBydSXitWrCAjI4OvvjK+YulblJ0IGG/ti1SieOzyoB6gjkmH9u3b4/V6ue46o6T2IiFVjopTw4FtjgVWRuE8mVemTIkZhw8f5uWXX2batGkcP25cHWMZ9mrhOuciEymTmsCok18JJh06duyI1+ulU6dOjgYmUtF8i7Jer5effvrJtNtm7CSn85yLTCRoydiJpVuZNK5fvz6PP/44DzzwAFWqGG3ei4SNdevWkZ6ezieffGLaJSwrToXjZD4Bu9Z2UJkyPR4PV199taOBiTht69atTJo0iYULF5p28R3dfBL4wbHARMy4gBTgWeACkw5NmzZl7NixuhIlEe/gwYNMmzaNV155hYKCAtNu7wGPA184F5lIQG2A54GbTBr77sWPHDmSOnWMNu9FwlI0VJwKp5GTCxiAnRzpPJMOTZo0Ydy4cdx5550aBEpUWb58ORkZGWzatMm0ywlgLvZJFpFQuAb7SpTROUvflahHH32UhASjzXuRiLBp0yYyMjJYvny5aRcLWA30BYwLI4tUgIbYx+kfBqqadOjduzeZmZm0bNnS0cBEKtORI0eYNm0aL7/8cjDJTfcADwDGO3BOCJcZcCfs5EhGmTKrV6/OkCFDGD58OLVq1XI2MpEQ8SXqyM7O5sAB4+oYi7CPyYlUlmbYV6LuxfBK1K233spTTz2lK1ES1ZYsWUJmZiZbtmwx7bILOMfBkER8qmLfi88AGph0aN26NZmZmfTs2dPRwERCafv27Xi9XhYtWmTaxQKuxS4lHRKhnsw3BcZjr2oYFaHs168fTz31lDJlSszYt28fkydP5o033uDXXwNWxyjEMOusSDnVAJ4AxmJ4Jeryyy/H4/FwzTXXOBqYSLgoKChg9uzZvPDCCxw8eNCkSx8gx+GwJLb1wb4X386kcd26dUlLS2PQoEHEx8c7G5lImFi1ahVut5v169ebNF8OhGyVK1SD/mrYNbPfws5SH3BRoV27drz00ks8+uij1K1b1+n4RMJGQkICbdu25bPPPiM/Pz9Qcxf2VZUTzkcmMexO4B8n/7daoMaNGzfG4/EwceJEzj33XMeDEwkXVapUoV27duzatYt164xyla7GrksvUtFaA69h184+O1DjKlWqcN999zF79my6du2qBHcSU8477zwaNmxITk4OJ04EHFIfBWZUQlglMrofU8Fuwy7LcpFJ44YNGzJq1CjuuecevUgk5hw9epQXX3yRF198kaNHjxY9d7lcWFapOTdCnoxDolYH7CtRPUwax8fH89BDD5GamspZZ53laGAi4cayLBYsWMDTTz/Nrl27/L53hne48Zl8EUN1sZNKj8Bg8RWgW7duZGVl0bZtW0cDEwlHGzZsICMjg7y8PL/n1apVK63i1K6SHlYWo6PtFaQ9sBh4G4OJfHx8PA8//DArVqzg3nvv1UReYoplWbz99tskJiaSnZ3tN5G//PLLeeaZZ0IYncSgs4GXsXcNe5h06NOnD++//z5PPfWUJvISc9asWUNycjIjRozwm8g3adKEqVOnnmlMc6xSApRYEAf8HtiIXfEm4ET+ggsuYPbs2bz11luayEvM2bdvH3/84x/p27ev30Q+Pj6egQMHctNNpRZ72FYZ8ZWmMnbm6wOZ2Ik2jD4vMTERj8fDJZdc4mRcImHpiy++wO1289FH/ictmzRpQlpaGvfccw+fffZZiKKTGBOPndNkAtDIpEOrVq3IzMzkhhtucDQwkXC0e/dusrOzefPNNyksLCx6XqNGDQYPHkxqaiq1a9cmLS0thFFKDLgW+xSVUXWRmjVr8sgjjzBs2DCqV6/ubGQiYebEiRP87W9/Y9KkSezd619Q5NQ56WOPPRaiCM/Mycl8VeBB7AR3Ae/mALRs2ZKMjAySkpIcDEskPO3du5c//elPvPbaa36J7uLj4xk0aBAjR47UDqdUpt7Yg8H2Jo19SZLuv/9+qlYNxQ0ukdDxVR959tln+fnnn/2+l5SUhNfrVeJeqQznAk9jl6k1qi7Sr18/3G63qotITMrLyyMjI4MNGzb4PY+kOalTI65e2IPAy0wa16lTh+HDh/PQQw9RrZrRdR6RqBFoEOjxeLjgggtCFJ3EoIuBbKCfSeOqVaty9913M3r0aBo2bOhsZCJhKCcnB7fbzbfffuv3/NJLL8Xj8XDddUaboyLlURMYjn033qi6SMeOHfF4PFx11VWOBiYSjrZu3cqkSZNYuNC/RHwkzkkrejJ/EfaKYH+TxnFxcdxxxx243W4aNTI6wSkSVXJycsjIyGDbtm1+zy+66CKysrJUz1UqUz1gDPAYYHTOUkmSJJZt2rSJjIwMli9f7ve8fv36PPHEE9x///3K9yNOcwEpwLOA0ap/kyZN+OMf/0hKSgouV6grVItUrsOHD/Pyyy8zbdo0v2R2cXFx3HnnnTz11FOcfbbRgfKwUVGT+VrASOyBoNEgsEuXLng8Htq1MypzKRJVNm/eTGZmJkuXLvV7Xq9evaJ6rjqqLJUkDvtI5rNAY5MOLVq0YOzYsSQnJzsamEg42r9/P9nZ2aVeiXryySepU6dOCCOUGNEJ+xRsN5PGxfM2iMSSwsJCFixYwPjx4/nxxx/9vhfpc9LyzhZcwL3AM0BTkw7NmjVj9OjR9O9vtHkvElUOHDjAc889x5w5c/zqVvqOKo8ZM4YGDRqEMEKJMT2wB4MdTBr7kiQNHz48Yo6fiVSUgoIC5s6dW2qSJK/Xy8UXXxyi6CSGnIOdWPr3GFalUt4GiWVr1qzB7XazZs0av+fNmjVjzJgx3HnnnRF9SqU8k/lrgCkYZspMSEjg0UcfVaZMiUm+TJnPPPMMe/bs8fteYmIiWVlZtGnTJkTRSQw6DztDvXGSJN/xs8aNjTbvRaJKbm4ubrebjRs3+j1v1aoVGRkZ9O7dO0SRSQyJx64M5QGMjn4ob4PEsp07dzJx4kQWLFiAZVlFz6NtTlqWyXxzYCLKlClipLRMmRdeeCFjxozRUWWpTDWBUcBooIZJhyuuuAKPx0OnTp0cDUwkHG3ZsoWsrCxycnL8ntetW5dhw4bx8MMPEx8fH6LoJIYkA38CWpk0rl+/Po8//jgPPPCA8jZIzDl69Ch//vOfeeGFFzh8+HDR82idkwYzmQ86U2aHDh3wer3KlCkxadu2bUycOPG0TJm1atXiD3/4g44qS2XyJUl6DjA6Z9m0aVPGjh2rJEkSkw4ePMi0adN49dVXS0ySlJ6ersS9UhnaYE/ibzRpHB8fz3333cfIkSOVt0FijmVZLFq0CK/Xy/fff+/3vWiek5pO5pOBqUALk8ZNmjQhLS2Ne+65h7g4o+s8IlHjyJEjvPTSS1GVKVMi2lXYV6K6mDROSEjgwQcf5LHHHqNWrVrORiYSZnxJkrxeLz/99JPf97p27YrH41H1BqkMDYAM7GP1RmN15W2QWLZu3Trcbjcff/yx3/NYmJMGekFciZ0cKdHkh/lWBEePHq1MmRJzfIPACRMm8MMPP/h9r3Pnzng8Htq3bx+i6CQGNcMeDAaVJGn8+PGcd955jgYmEo5WrlyJ2+3mq6++8nvuS5KUkpISosgkhlQFHsTOaWJ09EN5GySW7d69m+zsbN58800KCwuLnvuqi4waNSrq56SlTeYbAenAUMDoso0yZUos++yzz3C73axevdrv+TnnnMPYsWMjPlOmRJRqwCOAFzjLpMNll12Gx+Ph2muvdTQwkXC0Y8cOJk2axPz58/2e+6o3REuSJAl7N2BvoF1q0lh5GySWFRQUMGfOHJ599ll+/vlnv+8lJSXh8Xi44IILQhRd5So+mQ86U2b79u3xeDx07ty5omMTCXuBMmUOHTqUGjWM8oyJVIRk7CP1F5o0btCgAY899piSJElMOnr0KC+++CLTp0/nl19+KXrucrlISUlh3Lhxqt4glaE19k68Uc3muLg47rjjDtxut/I2SEzKycnB7Xbz7bff+j1v3bo1WVlZ9OjRIzSBhcipk/n7gSwMkyMpU6bEskCZMtPT0zn33HNDGKHEmGuwkyQZ3Yv3XYkaNWoUZ51ltHkvEjV8SZI8Hg/5+fl+3+vYsSNer1fVG6Qy1AOeBgZjn6gKSHkbJJZt3ryZjIwMli1b5ve8Xr16pKWlcf/998fknLQqdqm5NYDR8nN8fDwPPvggjz/+uDJlSsyxLIu3336b8ePHs3PnTr/vXX755Xi9Xq6++uoQRScxKA5YCRifj7/xxhtxu920aNHCsaBEwtXq1atxu9189tlnfs+bNm3KH//4R12JksoyCrvMs1E+kxYtWuB2u7nxRqOk9iJRZe/evTz77LO88cYb/Prrr0XPfffin3zyyZiek1YFlmI4ke/duzcZGRm0amVU5lIkqnz++eekp6fz6aef+j2PhUyZErZexXAi36ZNGzweD926dXM4JJHws2vXLiZMmMDf//53vytRNWrUYPDgwaSmpkZ9kiQJG22ASdglQ8+odu3apKam8tBDD6mUrcQc37347OxsDhw44Pe9xMREPB4Pl1xySYiiCx9Vse/qnFHLli3xer307NmzEkISCS+7d+9m0qRJzJs3r8RMmSNHjtRRZQmVfoEa1K1bl9GjRzNw4ECqVjWtRioSHY4dO8bMmTOZNm0aR44c8fueEvdKiAzDYCI/YMAAxo4dq7wNEpOWLVtGZmYmmzZt8nvesmVLMjIySEpKClFk4acqBi+UvXv3sm3bNk6cOKHBoMSM48eP8+qrrzJlyhQOHTrk971Yy5QpYSvgUZAjR46wbds2jhw5EtPH0CT2LFq0CK/Xy/bt2/2eX3rppXg8Hq677roQRSYxzmiLfdu2bfzwww+azEtM2bJlC5mZmSxZssTveZ06dRg+fLhOqZTA6Ezw/v37GTduHElJSXzwwQdOxyQScu+++y49evRgwoQJfhP51q1b8+abbzJnzhxN5CUc7A7UoKCggFdeeYWuXbvy+uuv+903E4lG69ev58477+Thhx/2m8jXr18fr9fLv//9b03kJZQ2mDT66KOPuPHGG3nyySf58ccfnY5JJKQOHjyIx+OhZ8+efhP5uLg4+vfvT15eHkOHDtVEvgRxgBWw1UkbN27k7rvv5v7772fbtm3ORSUSIhs2bOCuu+7iwQcf9PszXq9ePbxeL0uXLo25khcS1vaaNtyzZw+jR4+mb9++rFy50smYREJiz549jBo1ihtvvJFVq1YVPY+Pj+f3v/89q1atYvDgwTGZ7VjCyjHThoWFhbz55pskJiby0ksvUVBQ4GRcIpXu119/5a9//SvdunXj5Zdf9vsz3qVLFxYvXsyUKVNUhvEMypSta/HixVx//fWkp6dz8ODBio5JpNLt37+f9PR0+vbtS15eXtHz+Ph4Bg4cSF5engaBEhW++uorUlJSGDRo0Gk1WkUiUUFBAbNmzaJr166nZTtOTEwkJycHj8ejayYSsQ4ePIjX6+X6669n4cKFoQ5HpEKsWrWKG2+8kZEjR/LTTz8VPW/WrBlTp05l/vz5tGvXLoQRRoYyp94uKChg9uzZdO7cmVmzZunopkSkEydO8MYbb5CYmMjs2bM5ceJE0fcSExNZvHgxkydPpkGDBiGMUqTi5eTk0L17d9LT0/n5559DHY5ImeTm5tKnTx/cbrff5kKrVq14/fXXmTt3LhdffHEIIxQxFvCk7LZt2xgyZAh33XUXGzYYndYXCTs7d+5kxIgRpKSksH79+qLnCQkJpKWlsWLFClJSUkIYYWQ502R+BhBw233fvn243W5uvvlmPvroo4qLTMRheXl59O3bl1GjRrFnz56i5xdeeCEzZ85k7ty5KnkhkeqvwNZAjXyLst27d+eNN97wq9YgEs62bNnCoEGDGDBgABs3bix6XrduXcaNG8fSpUu54YYbQhihSNC2AItMGpY2fhEJZ0ePHiU7O5uuXbsyf/78ojKhLpeL5ORkPvjgA9LS0qhevXqII40sZ5rML8CuhfkKEHCE98UXX3D77bczaNCg0zLHioSTrVu3lriyXadOHcaNG8eyZctITk4OYYQi5bYRaA+MAQJuu+/evZtRo0Zx880388knnzgenEhZHTx4kAkTJtCzZ09ycnKKnhdPkhQfHx/CKEXK5DiQDCQB6wO0LTpZ2K1bN2bNmuV3slAknFiWxcKFC7n++uvJzs7m2LHf0kZ06NCBf/zjH8ycOZPmzZuHMMrIFeiY/U5gCHANsMLkB+bk5HD99deflgVcJNQOHz5MdnY2PXv29Ltz5hsE5ubmKlOmRJOjwDNAW+B1DI5wrlu3jt/97ncMGTKE77//3un4RIwVFhYyb948unXrxowZM/ySJHXr1o2cnBymTJlCw4YNQxilSIVYAlwBPAbsD9T4wIEDuN1uevXqxdKlSx0PTiQYpY0rmjRpwuTJk3nnnXe46qqrQhhh5DO9M78aSATuAgJmTDp27BgzZsyge/fuzJs3r+gYhUgo+AaBXbp0ITs7m+PHjxd979RMmWeffXYIoxRxTD5wH3AtsCpA2zOuoIuEwsqVK+nTpw+pqal+SZJatGjBzJkzeeutt2jbtm0IIxQpv6pVq56aYbcAmAK0AqYCARNTbd68mYEDBzJo0CBVnJKQK+3En6+6SG5uLgMHDiQurszp2+SkYP4OWsA8oB2Qhb3rc0a7du0iNTWVW265hdWrV5cxRJGyW7NmDbfddhupqal+dVp9mTLnzZunTJkSdapVq1a1hMefAF2BQcCuQD/j1LttWpSVUNixY0dRkqSvvvqq6HnNmjVJS0vTlSiJKgkJCbVKeLwXSAUuA/5j8nN8J2SV3FRCwVddpKRcPElJSeTm5uLxeKhdu3YIo4wupU7mzz333IRSvnUEyAQuxvDo5tq1a7n11lsZMWIEP/zwQ1niFAmKL1NmcnKy30JS8UyZLpcrhFGKOKNdu3bnlfItC/gLcBH2omzAbfedO3eSmpp6WtZZEaccOXLEL0mSj8vlon///qxcuVJJkiTq1KxZs6TJvM8G4EbgVuxEeWekilMSCr4qOW63228hqX379vz9739nzpw5nH/++SGMMDqVOpm/7bbbOgTo+z320c2ewNpAH2RZFvPnzy866vzLL78EF6mIgaNHjxZd8VCmTIlVLVu2bBWgyWH8F2UDWrVqFX379mXEiBF+p1xEKkrxKx6njhM6duzIP//5T6ZMmULjxo1DGKWIM2rVqnWmybzPQuw8KI9hkNx07969qjgljtu0aRP/8z//w6BBg/j2299uY9evXx+v18u7777LddddF8IIo1upk/nWrVt3MvwZ7wOdsI9u7g7U2Lfi3q1bN+bNm2f4ESJnduogcMKECRw+fLjoex06dODtt99WpkyJGY0bN25t2HQ79qJsL2BdoMaFhYV+i7Kn5p8QKY+1a9dy2223MWTIEPLz84ueN23alKlTp/LOO+/QqZPpsEQk8lSpUiU+Pz/fpB7ucez79Ko4JSG1f/9+0tPT6dWrF8uWLSt67rsXv2rVKgYPHkyVKlXO8FOkvEqdzDdq1OjqIH5OIf5HNwNuu+fn55Oamkr//v39yoOJBGvdunXcfvvtZ8yUefXVwfxxFolsZ511VtNdu3YFs325DDt78iAg4F2o0ipDiATLlySpX79+fPrpp0XPa9SowdChQ8nNzdWVKIkZLperbxDNd2BXnLoWWGnSIScnhx49epy26SESjIKCgqKyiLNnz/a7xpGYmMjixYvxeDzUqVMnhFHGjlIn89WrVz9/x44dwV5sOIR9dPMy7GR5Aa1YsYKkpCRGjBjhl6VWJJBTM2V+/PHHRc+VKVMEV2FhYe8g+/gWZdtgl7QLuO2+detWhgwZwl133cXXX39dhjAlVvmq3iQmJpaYJOn9999n3LhxmJ08FokOlmUllaHbp0A37IpT3wVq7LuOmJiYqOSmErTc3Fz69u3LqFGj2Lt3b9Hzli1b8pe//IW5c+dyySUmB0ykogSa5fQp48/dhP1S6Q18Gaix7+hmYmLiafVjRYoLlCnzgw8+UKZMiXllHBQC7APGAJcD75h0yMvLo0+fPqf9x12kJKfuDh46dKjo+WWXXcb//d//MWfOHM47r7QcjiLRy+Vy9dy0aVNZkvr4Kk61xTC5qa/iVL9+/VRxSgLyLd4PGDDAb/G+Tp06jBs3jmXLltG7d7B7CFIRzjiZL8dg0Oc97KObQ4CA2+4HDhxgwoQJ9OrVi/fee6+cHy3RyFdypXimzNatW/Pmm28yZ84cLrjgghBGKBIeXC7XjZZlleds8kagH5AEfBWgLSdOnCg6djdr1ixOnDhRjo+WaPTll19yxx13MGjQIL777rcNRF+SpH/9619ce+21IYxQJORq1a5du3M5+gddceqzzz5TxSkp1cGDB5kwYcJp1+ri4uLo378/eXl5DB06lPj4+BBGGdvOOJl3uVxJlmWVN2vBCewEHZcAU0/+9Rl988033HvvvQwYMID//ve/5fx4iQabN28uypS5bdu2ouf16tXD6/WydOlSevToEbL4RMJQ0927d7evgJ+zBOiInT35QKDG+/fvx+12n5YQR2LXvn37SE9P56abbuLDDz8seq4kSSKnq4CNNPBPbvq5wWcquan4KSwsZN68eUWnpk/9M9G1a1cWL17MlClTaNSoUQijFAh8zL7+rl27Kip97F4gFfs+/bsmHXJzc0lKSiI9PZ2DBw9WUBgSSQJlyvzwww81CBQpRWFhYVmv6heDNgAAIABJREFUShVXgJ09uRX2omzAosWnLsCdWqpGYofvSlTnzp1LTJKUk5OjJEkip6uo9zbAcuBKgqw41aNHDyU3jWG+UrSpqal+pWibNWvG1KlTmTdvHu3atQthhHKqgJnBLMuqyJcKwNfATcCtwJZAjQsKCpg9ezadO3dm1qxZfoMBiV6nHtmdPXu235FdZcoUMVYROzyn2oO9KHs18IFJh5ycHLp37056errf1RiJbrm5ufTp0we32+23GN+qVStef/115s6dy8UXXxzCCEXC1pU7d+48uwJ/XvHkpgErTm3btq0ouakqTsWOnTt3MmLECFJSUli/fn3R85o1a5KWlsaKFStISUkJYYRSEpM03xU9GPRZiJ2o4zEg4Lb7vn37cLvdpx3Tk+hTWjKtli1bMmfOHGXKFDF3/fbt2xMc+LmfAddjL8puDdTYtyhbUtJKiS5btmzhvvvuY8CAAWzcuLHoed26dRk3bhxLly7lhhtuCGGEImEvrrCw0Il/SfZjJze9DFhk0iEvL68oc/mePXscCEnCwdGjR8nOzqZLly7Mnz+/qMKBy+UiOTmZ999/n7S0NKpXL0tuRnGayWS+y549e5za/jyOfXSzDfa9+oAjvNIS6EjkK63MlS9T5tKlS0lKcmptSSQqJcTFxXV18OcvBNpjDxADbruXVk5SIt+pSZKWLFlS9Lxq1aoMHDhQSZJEghAXF+fkYGcTkIy9Wbc+QFu/k5KqOBVdLMti4cKFdO/enezsbH755bdDGx07duQf//gHM2fOpHnz5iGMUgIxmcxXPXbsWA+H49iJnfH+GiDPpENppW0k8hw+fJjs7OyAmTKrVasWwihFIpPDg0KAo9hHN40XZdetW8ftt9/OkCFD+P777x0OT5zkS5JU0kC/W7du/Oc//2Hy5Mk0bNgwhFGKRBbLsvpWwscsQRWnYtbnn3/O7373O4YMGUJ+fn7R8yZNmjB58mQWLVrEVVddFcIIxZTJZL4yBoM+q4Hu2DXqA2ZMOnbsGDNmzKB79+7Mmzev6FiIRAbfILCk7KldunRRpkyRCuBA3pPS7MAeFF4HrAzU2LcjcP311zNhwgQOHz7seIBSsVasWEFSUhKpqan89NNvc4EWLVowc+ZM3nrrLdq2bRvCCEUiVvOdO3dWRoaxAvwrTgVMTKWKU5HNd0Lulltu4ZNPPil6XqNGDYYOHUpubi4DBw4kLs5oiihhwOifVCUOBsGuiTkPaId9dDPgtvuuXbtITU3llltuYfXq1U7HJxVgzZo13HrrraVmypw/f74yZYpUjA4//vjjOZX4eZ8A3bAXZQPehTp69KgWZSPMjh07GDFiBP379/dLjuVLkrRs2TKSk5NDGKFI5KvksfepFaf+Y9JBFacii6+6SEm5a5KSkli+fDnjxo2jdu3aIYxSysJ02eXi3bt3t3Q0ktMdwT662RZ4HXuSf0Zr167l1ltvZciQIezYscPp+KQMfJkyk5OTWbNmTdHzhIQEZcoUcYaroKCgdyV/5qmLslnAsUAddu7cSWpq6mnvBgkfvrJVXbt2Zf78+UXPXS4X/fv3Z+XKlUqSJFJxKnMy77MBuBFVnIoqvqoybrfbr6rMpZdeyt///nfmzJnD+eefH8IIpTyMz1D8+uuvoco89j1wH9AZ+ChQ4zMlc5DQ8WXK9A0Ci2fK/OCDDzQIFHFOqN7fh4FM4GLsRdmAfKd2RowY4XdqR0LnTP9dveKKK/jnP//JlClTaNy4cQijFIk612/atClUg6IyVZy6+eab+eijgEN1qSSbNm3innvuYdCgQXz77W+3l+vXr4/X6+Xf//431113XQgjlIoQzIWIUKcR/wjoAgwCdgdqfOoOwrx58xwPTkp26r3Y7Oxsjh37bYOuQ4cOypQpUjn6WJblCuHnb8delO0FrAvUuLCwkPnz55eYT0MqV2kn3po2bcrUqVNZtGgRnTp1CmGEIlGrZkJCQrcQfn7QFae++OILbr/9dgYNGsT27dudjk9KsX//ftLT0+nVqxfLly8veh4fH8/vf/97Vq1axeDBg6lSpUrogpQKE8xk/gbLsqo6FomZQuAvwEXYRzcDbrvv2LGD1NTU0+72ifPWrVtXlCnz1IzVvkyZ77zzjjJlilSOJvn5+ZeHOghgGXb25EHAD4Eal1bpQpy3e/duRowYcVoumoSEhKIkSSkpKbhcoVwjEoluVapUCfVGGvxWcepaYIVJh5ycHCU3DYGCgoKiMoKzZ8/2u/aQmJhITk4OHo+HOnWcqjguoRDMZL5efn7+1Y5FEpxD2Ec3L8O+lxmQL+vuiBEj/LLuSsU7tZb0qZkyfSuCypQpUvmqVKkSivuXJfEtyl6CnRcl4Lb71q1bGTJkCHfddZcWZR3mqxKTmJjodyUK/JMk1apVK4RRisSGSk6CF8inQCJBVpxKTExUctNKkJubS58+fRg1ahR79+4tet6yZUv+8pe/MHfuXC6++OIQRihOCWo2FUaDQZ9N2C+V3sAXgRr7jm4mJiaeVg9Xyi9Qpszc3Fw8Ho8yZYqEgGVZ4bDDc6r92BVLLgPeMemQl5dH3759GTVqFHv27HE0uFiUk5NDjx49mDBhAocO/VZI5rLLLuP//u//mDNnDuedd14IIxSJOR1/+OGHpqEO4hTFk5seDdRBFaectWXLFgYNGsSAAQPYuHFj0fO6desybtw4li1bRu/elZ0DVypTUJP5MBwM+rwHXIl9DCjgtvuBAweYMGECPXv2ZMmSJY4HFwtKy5TZvn17FixYoEyZIqGXuGPHjpqhDqIE/wX6YedlWR+o8YkTJ3jjjTdITExk1qxZnDhxwvEAo92XX37JHXfcwaBBg/juu9+qCTZo0ACv18u//vUvrr322hBGKBKzXCdOnLgh1EGU4Aj+yU2NK06NGDGCH34IeMtKAjh48CATJkygV69e5OTkFD2Pi4ujf//+5ObmMnToUOLj40MYpVSGYM85X7t37966jkRSfiewE3RcAkw9+ddntGXLFu67777TVrPE3KZNm/if//mfUjNlvvvuu3Tu3DmEEYrISTWwj0iGqyXY9+kfAw4Earx//37cbje9evVi6dKljgcXjfbt20d6ejo33XQTH374YdFzJUkSCSvhupEGv1Wc6gmsDdTYsiy/5KaqOBW8wsJC5s2bR7du3ZgxY4ZfgtiuXbuSk5PDlClTaNSoUQijlMoU7GS+6rFjx3o5EknF2QukYh/d/LdJB989k/T0dA4eDFiBQ/DPlLls2bKi5xoEioS1cB4UAhRgZ09uhb0oG7Bo8ebNmxk4cCCDBg1i27ZtDocXHXxXojp37lxikqQlS5bg8Xg466yzQhiliJzUN8TVSEy8D3QiyIpTSm4anJUrV9KnTx9SU1P98n81a9aMqVOnMm/ePNq2bRvCCCUUypKBLNwHgz5fAzcDtwLfBGpcUFDA7Nmz6dy5M7NmzfIb3MhvfEdcS8uUuXjxYmXKFAlf4Zb3pDR7sBdlrwI+MOngy56cnp7ud9VH/OXm5pKUlITb7fZbvL7ooot44403mDt3Lq1btw5hhCJSTNPdu3dfGuogDARdcWrbtm1Kbmpgx44djBgxgpSUFL766qui5zVr1iQtLY0VK1aQkpISwggllMoymb+xwqNw1kKgLfbRzYDb7vv27cPtdp927FDMMmVecsklIYxQRAK47Pvvvz831EEEYS1wPfai7NZAjX2Lsr4knFqU/c0333xTdK3sv//9b9HzunXr4vV6Wbp0Kb16hfvBO5HYFGZZ7QMJuuJUXl5eUcUpJTf9zdGjR8nOzqZr167Mnz+/6LnL5aJ///6sXLmStLQ0qlevHsIoJdTKMpm/cPfu3a0qPBJn+Y5utsG+Vx9whFdaQqBY5CsLNWDAAL7++uui53Xq1FGmTJEIU6VKlXBMphTIQuz392NAwG33U8tjfvzxx44HF858CV979erll/C1atWqDBw4kLy8PAYPHkzVqlVDGKWInEmETeZ9fBWnkoAvAzX2VZzy3QWP5YpTlmWxcOFCunfvflpugY4dO/LPf/6TKVOm0Lhx4xBGKeGiTIW+CwsLI/GlArATO+P9NUCeSYfSSvXEAl+mzOJ3mnyZMvPy8pQpUyTCROigEOx69KcuyhaeuTl88cUX/O53v2PQoEFs377d6fjCii9JUkmlWLt168Z//vMfJk+eTMOGDUMYpYgY6r59+/aEUAdRRr7kpkFVnOrVqxfvvfee48GFm88//5zbbruNIUOGkJ+fX/S8adOmTJ06lXfeeYdOnTqFMEIJN2WazEfwYNBnDXZW51uBbwO05dixY8yYMYPExMTT6qdHo+KDwOKZMhcvXqxMmSKRq49lWWV694eJHdiDwmuBlSYdTl2UPXz4sKPBhYMVK1aQlJR0WpKkFi1aMHPmTN566y0lSRKJLDWqVKkSztVIAgm64tQ333zDvffee9rVoGjlO1F2yy238OmnnxY9r1GjBkOHDuWDDz4gJSUFlyvccyFKZSvrgO4Gy7KiYTt2IdAOGIN9x+eMfP+i9evXz+9ftGiyatUq+vbtS2pqKj/++GPR81MzZbZr1y6EEYpIOTXauXNnx1AHUQE+BbphH+MMeBfq6NGjzJgxg+7duzNv3jwsK2BZ5IiTn5/PiBEj6N+/v18yKV+SpOXLl5OcnBzCCEWkrCzLipQE1GdyasWpd006+JJ2RmvFKV91kZI2DJOSkli+fDnjxo2jdu3aIYxSwllZJ/Nn7dy589oKjSR0jgDPYCfJex0IOMJbu3ZtiUdgItnOnTuLMmWuX7++6LkyZYpEpUg/XeVjYSdYaoudPflYoA47d+4kNTWVfv36sXr1aqfjqxS+Mk/dunXzS5LkuxLlS5JUrVq1EEYpIuXx/9m78/goqnx9/E91EggkbGFLWIOCggKyyJ6wBDo4I4wzghtXUQYFUTblGsKY7vSSQBAQMYgiyh2Un8IF5jsKo+NthXESYFxYlUWCGMjSnQBhUUggSdfvj9AIpkI6qe4+Xd3P+z9zipyHly/L86mq8zk6nS5Q7ttA1YlTv0PVF7Inars4UE+cstlsiI+Ph9FovGkrb8+ePfG3v/0N69atQ6dOnQQmJC2o96eWAfKE8Eb5ACYDGAyg1jb2ruYUI0aMqNacQkt+2ynT9bZKkiSMHz8eX375JTtlEgWYALx/X0ZV9+Q7UPVQtlb79u3DAw88gNmzZ6O4uNib2bxGlmVs2rQJQ4cOrfb/ob59++Kjjz5ikySiACHLcq/Tp0/HiM7hYUF54lROTg4mTZpUrcl2ixYtYLVa8emnn2Lw4MECE5KWqNk3GUhPCG/0NYBhAJ4E4KjtYtcbkWHDhmHTJrdO4PALv30YUVb26wutPn364KOPPsLq1avRvn17gSmJyBskSYorLi4OxG/28lD1UHYUgAO1Xezqnuwqhm/sD+Lv9u/fjz/84Q+YM2fOTQ8jXE2Stm3bxiZJRIFFqqioCLQHsUA9mptq9cSp8+fPw2AwICEhAf/617+u/zwsLAxPP/00du/ejalTpyIkJERcSNKcehfzkiQNyMvLi/JkGD/iBPAegK6o+nSz1tfuhYWFmDNnDh566CEcPnzY2/lUOXDgAP74xz9i+vTpyM/Pv/7ztm3b4pVXXsG2bdtw7733CkxIRF7WoLKycrjoEF70LwD9UPVQttbX7q6HsiNHjrzp5A5/5HA4MHv2bNx///03bRNo1KgRnn/+eWRlZbFJElGACsCvqm5044lTO935A1o5ccq1L37w4MF49913b9omEB8fD5vNBovFgqZNmwpMSVql5s18SGhoaILHkvinS6j6dLMnqvZl1mrnzp1ITEzE7Nmzb+oi7A9u7JT5zTffXP+5q1NmVlYWHn/8ceh0Wm50TUTuCPBFIfDrQ9k7UdUXpdaHsrm5uZg+fToefvjhmxrI+QPXqSrDhw+/aUsUcHOTpIiICIEpicjL9LIsB/qTuj2oOnHqYdThxCl/bW6alZWFxMREGI3Gmxr43X777Xj//fexceNG3HHHHQITktapqtqCYDHochxVN5UxAL6r7WLXp5txcXHVzvcVwfVEcPjw4eyUSUQugbpV6rfOo+rEkt4AtrnzB7KzszF27FgkJSXh7NmzXg3nDpvNhhEjRlR7+9SrVy/8/e9/x7p169CxY0eBCYnIR9oWFBTcIzqED7iam96Fqi9kS2v7Aw6HA3PmzKn21ZIoJ06cwJNPPolHHnkEP/zww/WfN2vWDC+//DK2b9+O0aNHC0xIgULtK9ixHkmhHV+g6tPN6QBO13ItLl68iPT0dIwaNQqff/6518MpsdlsGD58OIxGI37++efrP2enTKKgd1dBQUEwVYDHAIwHoAdwqJZrUVFRgfXr1yMuLg7vvPMOKipqPRbZ477//nv86U9/wpNPPom8vLzrP3dtifrkk08wcOBAn+ciInEkSQqWB7FA9eambp049Yc//EFYc9Mb1/42m+36z12ni2RnZ+P5559HWFggnPBN/kBtMd85Pz8/2L4NqUBVg447Abx+7Z9v6cSJE5g8eXK1p3PedGOnzJMnf/1KiZ0yiegGwfJ11Y0+B9AXVd2Tz9d28YULF2A0GpGQkIDt27d7PRxQ1bHZYDDgd7/7Hb766qvrP3c1Sfr3v/+Nxx9/nE2SiIKQJEnBeN92nTg1BMBXtVwLWZZvam7qixOnnE4nNm3apPhVblxcHGw2G1asWIGWLVt6PQsFF9Wbo4PsCeGNzgGYA6AXgE/d+QOufTMGg+GmfTOexE6ZROSuADu3uC7KUdU9+XZUPZSt9dDi48eP4/HHH8eTTz6J3Nxc74S6tiVqyJAh1Zok6fV6fPnll7BYLGjSpIlX5iciTYh3OBzB2hzjKwBDUdXctKi2i3114tSuXbuQmJiIOXPm3NQvKzY2FqtXr8b//u//okePHl6bn4Kb6mJep9MF4xPCGx0F8HsAfwDwY20Xl5eX491338WQIUPwzjvv3LRYU6O8vPz6J6FKnTL/7//+j50yiegmsiyPkWU5mDteluDXh7KfufMHXPvXDQbDTVuX1MrKyoJer6/WJKlr165Yv3491q1bh9jYWI/NR0Sa1VCW5UA+jaQ2qk6c8mRz08LCQsyePRsTJ0686SSrxo0bY968edixYwfGjx/vsfmIlKhexMmyPDonJ6ehJ8Jo3FYAPVD16Watr93PnTsHo9GI++67D7t371Y1seuNf1JSEkpKSq7//LbbbsN7772HjRs34s4771Q1BxEFpJYOh4OHkQNHANyHqoeyJ2q72JMPZX/88Uc88cQTeOSRR3Ds2LHrP2/evDmsViu2b9+OhIRAPziGiOoiiBpQ38ovqNpP3wt1OHFKr9erPnHqxjf+mzdvvv5zSZLw0EMPYdeuXZg3bx4aNmR5RN7niTcyEZGRkdx8XaXOn24eOnQIEyZMwJNPPolTp07VabLaOmXu2LEDY8aMqdvfgIiCiizLwfqpvZIbH8rW+tq9pKQERqMRv//972/a2+6OCxcuID09HQkJCfjiiy+u/zw0NBSPP/44srKyMHXqVISGhtbxr0BEQYD37V/l4NcTp76v7WLXiVPx8fF1PnFKlmVs3boVI0aMqLYXv0+fPvj444+xYsUKtGnTph5/DaL68cjnlXxCWM0ZVH26ORBAljt/wGazIT4+HgaD4aajh5S4OmUmJCQodsrMyspip0wichfv3ze7iqqHst1R1ezUeevLge+++06x67yS2pokffbZZ3jllVfYJImIbuXuIDuNxB1foKq56XRUrcNvyfVA1d0Tp/bv348HHngA06dPR0FBwfWfR0dH4/XXX8c//vEP9O/PD93I9zy1V5JPCJXtBTAcVZ9u5tZ2sevTzfj4+GrnwQPVF4FXr169PjZs2LDrnTJbtWrl2b8FEQWyoWfPnmUzjeoKUbUoHARgpzt/wGazYeTIkUhPT8elS5eqjWdnZ0Ov12POnDk3nV/fpUsXNkkiorrip5fVqTpx6satTi5FRUVISkrCuHHj8O23317/eXh4OJ5//nlkZWVh4sSJkCTJc38LojrwVDHf3263t/bQ7wpEWwHcDSAZVXt8bsl147j//vuv3zhq6pTZrl07vP7669i0aRMXgURUH2FlZWUjRIfwY98CiEfVZ5y17oUqLS3FG2+8gfj4eGzatAmyLCM3NxfTp0/Hww8/fFPzJTZJIqL6CtIj6tx1Y3NTt0+c0uv110+ccp0uovSCzXW6yMsvv4yIiGA9WID8hac24+mcTmcCgI0e+n2B6DKAxQA+BPAKqhaGt3yMd+DAATzwwAPo3r17te6bjRs3xowZMzBz5kw22CAiVa6dSrJVdA4/JqOqwdKnABYAeBFA+K3+gMPhwJw5c7By5UqcPHnypi+pdDodJkyYgJSUFLRuzefgRFQvelmWdZIk1boVKIi5Tpz6E4ClAG671cWuL2T//ve/o0GDBrDb7TeN9+rVCxaLBYMGDfJaYKK68tiRRHxC6LZTAB4FMAJVn+HfkizLNxXykiRh/Pjx+Pe//x20nTKLiopQUVHrl1NE5CY2wXPbLwBeBnAXgC3u/IGcnJybCvl+/frho48+wooVK4KykD9//rziFgQiqrNWdru9r+gQGvH/UHXfXgA3vpA9e/bsTYV8ixYtYLVa8cknnwRlIV9eXo7i4mLRMagGnjxfeKwHf1cwyAJwL4AnATjc/UOvvvoqVq9ejXbt2nktmL86ePAg/vjHP6Jv374YMGAAvv++1qalROSeOx0ORxfRITTkJwATAYwCcMDdPzRx4kRs3bo1KJskFRUVYc6cOejZsyd69ux503FORFRvfBDrvisAMgDcgap99W6dKdqmTRvs3r0bU6dORUhIiDfz+Z2Kigq8++676NOnD/r06YNp06apOoqVvMOTxXyHwsJCbtquGxnAe6hq1LEEVV2Ub+nEiVqPQA44xcXFePHFF/H73/8eX3/9NYCqheHy5csFJyMKHE6nk82U6u5fAPoDeBbA6douPnXqVNA1Sbpy5Qpef/11xMXFYdOmTXA6nbhy5QpMJpPoaESBgF/F1p0dVc1NhwDYXdvFxcXFtZ4yFYi+/PJLjBkzBgaDAefOnQMAbNu2DTt3utUPlnzIk8U8wCeE9XURQBKqmuRtutWFP/9c69HHAePG5iMbNmyo1t3/xkaARKQaF4X1UwlgNare9ixG1dsfRcF0/wZ+7e6fkZFR7dP6kpKSavd0IqqzYcXFxZGiQ2jUNwCGourEqZO3uvDChQs+CeQPfvrpJ0yfPh2PPfaYYnf/06drfW5NPubpYp6LQXWOo6ox3mgAwXPnUPDZZ59hxIgRMBqNQbcAJhJkjCzLwfUNoWedR9WJJb0A7BOcRajDhw9j4sSJePLJJ3Hy5C3XyESkToPKykqeRqLOVlTtp7eIDiLSxYsXYbVaMXLkSGzdyn64WuLpYn5kTk5O8HVk87ztAP5PdAgRjh8/jscffxxTpkxBbm6u6DhEwaRFUVHRANEhAkAOgP8RHUKE8+fPw2AwYOzYsdi1a5foOERBgQ1MPeIyqs6lDzpOpxObNm1CfHw83nzzTZSXl4uORHXk6WI+IjIycqiHf2ewkkUH8KVz587h5ZdfRkJCArZv315tXKfToWvXrgKSEQUPLgqpPsrLy/H2229j8ODBePfddxUbJN1xxx0CkhEFBd63qV7+85//4L777sOcOXMUP59v06YNmjdvLiAZ1YWni3kuBqlOKioqsH79egwfPhz/8z//o3jkXJ8+ffDRRx/hmWeeEZCQKHjIssytUlQnWVlZSExMhMlkwsWLF6uNx8TEYMWKFXj77bcFpCMKCt0LCws7iQ5B2mG32zF79mxMmDBB8WSosLAwTJ06FVlZWWjfvr2AhFQXoV74nYmoOseR6Jays7ORmpqKI0eOKI5HR0djwYIFmDhxIiRJwuHDh32ckCjoDC4pKWkWFRUV1D07qHYnTpyA2WyGzWZTHG/UqBGee+45PP/88wgPD1dspEREHpMI4B3RIci/lZaWYu3atXjttdeqNSV10ev1MJvNiI2N9W04qjdvFPN9HQ5Hm+jo6GIv/G4KALm5uVi0aFGNDTbCw8MxdepUzJ07FxERET5ORxTUQsvKykYB+LvoIOSfLl68iMzMTKxZswZXr1Y/TVWSJIwbNw4GgwEdOnQQkJAo+Fz7qorFPCmSZRnbtm2D1WpFfn6+4jVdu3aFyWRCQkKCj9ORWt4o5qVr5xV/4IXfTRp2+fJlvPnmm8jMzFRcBAJVTwTT0tLQsWNHH6cjIuD6opDFPN3E6XRiy5YtsFqtNR4L2rt3b1itVgwYwD6KRL4kSZJeluUQSZKqN6ygoHbw4EEYjUZ8/fXXiuPNmjXDvHnz8NRTTyE01BtlIXmbV/6tXVsMspgnAL8uAtPT01FcrPzBRq9evWCxWDBo0CAfpyOiG+l0OvY9oZvs2rULRqOxxq1Obdu2xbx58zBp0iTodB5vxUNEtWvhcDj6A1Cu2CjoFBUVYdmyZfjggw/gdDqrjYeGhuLRRx/F/Pnz0bJlSwEJyVO8UsxLknSfLMuSJElB1ZGdqtu3bx+MRiP27NmjON6iRQu88MILmDJlCkJCeMQ1kWiyLHctKiq6rW3btidEZyGxCgsLkZGRgc2bNyuOh4WFYfLkyUhKSkKTJk18nI6IbnStATWL+SBXXl6OdevWYcmSJfj5558Vr4mLi4PZbEaPHj18nI68wVvfU0QXFRXdDaB6i0QKCna7HYsWLcKWLVsgy9Wf6bgWgS+99BKaNm0qICER1aSysjIRwFuic5AYpaWlWLVqFVauXIkrV64oXqPX62GxWNC5c2cfpyOiGugBpIkOQeLYbDYYjUacPHlScTw2NhYLFizA+PHjfZyMvMlrmyOcTmciWMwHHXc6ZcbHx8NqtfLcYSL/pQeL+aDjapJksVhQUFCgeE23bt0G5f7xAAAgAElEQVRgMpkwatQoH6cjoloMPXv2bNOWLVtWPyOSAtrx48eRmpqKHTt2KI43btwYM2bMwKxZs9CgQQMfpyNv82anAz2AV734+8nP2Gw2pKSkIC8vT3H89ttvh8lkwujRo32cjIjqaIwsy2GSJJWLDkK+ceDAARgMBnz77beK482bN8eLL77ILVFE/iu0rKxsJICPRQch3zh//jyWLVuGdevWoaKiotq4TqfDgw8+iJSUFLRp00ZAQvIFbxbzI/Ly8hp17Nix1ItzkB/47rvvYDAYbtkpc+bMmZg2bRrCwsJ8nI6I6qFpYWHhAAC7RAch76qtSVJYWBgeeeQRJCcnIyoqSkBCIqqDRLCYD3gVFRXYsGEDMjIyUFJSonhN3759YbFY0L9/fx+nI1/zZjHfSKfTDQPwuRfnIIFci8APP/wQlZXVT0Nhp0wiTUsEi/mA5WqS9Morr+CXX35RvCY+Ph5msxndu3f3cToiqg9JkngaSYDLzs6G0WjE0aNHFcdjYmKQnJyMiRMnQpIkH6cjEbx9oGAiWMwHHHbKJAp8146oM4nOQZ5ns9lgMBhw6tQpxfEuXbogOTmZTZKItKcbTyMJTD/99BMyMjKwdetWxfFGjRrhz3/+M+bOnYuIiAgfpyORvFrMX3tCmOTNOci3bDYbUlNTkZubqzjOTplEgUGW5YF5eXlRHTt2VP6GjzTn0KFDMBqN2L17t+J406ZNMWvWLDzzzDNskkSkUZWVlXoAq0XnIM+4dOkS3nrrLWRmZuLq1auK1+j1eqSnp6NDhw4+Tkf+wNtv5nufPn06pnXr1nYvz0NeduzYMaSkpCA7O1txvEmTJpgzZw6eeeYZ7osnCgwhISEhowBsER2E1Dl37hwWLVpU45aokJAQTJo0CUlJSdwSRaR9LOYDgCzL+PDDD5GRkYEzZ84oXtOnTx9YLBbce++9Pk5H/sTbxbxUXl4+BsD7Xp6HvOjYsWP43e9+h9LS6r0MdTrd9eZIrVu3FpCOiLxIDxbzmnblyhXcf//9NX5NNXToUFgsFtx1112+DUZE3jJaluVQSZKqtzcnzUhPT8eqVasUx9q2bYvk5GQ89NBD0Ol0Pk5G/sbbxTxQtRhkMa9hn376qWIhP3DgQFgsFvTu3VtAKiLygbGiA5A6+/btUyzkO3XqhJSUFIwbN873oYjIm5oXFBQMAKC8n4Y04W9/+1u1nzVo0ADTpk3D7NmzERkZKSAV+SNfFPOJsixLkiTJPpiLvOC3e3Rat24Nq9WK8ePHs1MmUWCLzcvL69axY8cc0UGofq5cuXLTP4eFhWHevHmYPn06GjZsKCgVEXlTSEhIIljMa9pv196jR4+G1WpFbGysmEDkt3zxbUbbgoICvroNIEOGDMEf/vAHFvJEQSA0NJRHHQWQqKgozJ49m4U8UQCTZVkvOgN51owZM1jIkyKfbLS49oSQiIg0hotCIiLNGXzy5MkWokMQkff5pJjnYpCISLMSZFnmERVERNoREhYWNlJ0CCLyPl+1QIwvLCxs7KO5iIjIc5rY7fbBokMQEVGd8EUaURDwVTEfDiDeR3MREZFncasUEZG23Cc6ABF5ny8PJ+QTQiIibWIxT0SkLV3y8vK6ig5BRN7ly2Ke5xUTEWlT//z8/JaiQxARkft4GglR4PNlMd8zPz+/gw/nIyIizwgJCQkZLToEERG5jw2oiQKfL4t5hISEjPHlfERE5BlcFBIRac5onkZCFNh8WsxzMUhEpFlspkREpC1N7Hb7INEhiMh7fFrMA0iUZdnXcxIRkXodCgsLu4sOQURE7uOLNKLA5uvCupXdbu/j4zmJiMgz2EyJiEhbeN8mCmAi3pLzpkJEpEF8w0NEpC2SJA3Iy8uLEp2DiLzD58U8F4NERNokSdKonJychqJzEBGR20JCQ0MTRIcgIu/weTEvSVJccXFxpK/nJSIi1SIiIyOHiA5BRETu44s0osAl4jP7BpWVlcMFzEtERCpxUUhEpDljRQcgIu8Q0lmei0EiIs3iopCISFs65+fn3yE6BBF5nqhj4tgEj4hIm/o6HI42okMQEZH7JEnig1iiACSqmL+roKCgo6C5iYio/nSVlZWjRYcgIiL36XQ6fhVLFIBEFfMAwJsKEZEGcVFIRKQtsiwn8DQSosAjrJjX6XT81J6ISINkWU6UZVkSnYOIiNwWERkZOVh0CCLyLGHFvCzLY2RZFvllABER1U97h8Nxl+gQRETkPjagJgo8Iovplg6Ho7/A+YmIqJ5kWebXVURE2sL7NlGAEfpmnItBIiLN4hseIiJt6W+321uLDkFEniP6M3cuBomItGlkXl5eI9EhiIjIbTqn05kgOgQReY7oYn7o2bNnmwrOQEREdddIkqShokMQEZH7JEniizSiACK6mA8rKysbITgDERHVQ0hICBeFRETaMlZ0ACLyHNHFPM8rJiLSKPY9ISLSnA6FhYU9RIcgIs8QXsxzMUhEpFl9Tp8+HSM6BBER1QnX3kQBQngxD+BOh8PRRXQIIiKqM6m8vHy06BBERFQnLOaJAoQ/FPNwOp1jRGcgIqJ64VYpIiJtGZmTk9NQdAgiUs8vinnwCSERkVYlyrIsiQ5BRERua9ykSZNhokMQkXr+UsyPkWU5RHQIIiKqs+j8/PxeokMQEZH7nE4nv6oiCgD+Usw3LyoqGiA6BBER1V1oaCi/riIi0hbet4kCgL8U8+xqT0SkUbIs8w0PEZG29HU4HG1EhyAidfypmOdikIhIm4bn5eU1Eh2CiIjcJrEBNZH2+U0xD2BwSUlJM9EhiIiozsJDQkLiRYcgIiL38UUakfb5UzEfWlZWNkp0CCIiqjsuComItEWSpPt4GgmRtvlTMc/FIBGRRul0OvY9ISLSluiioqK7RYcgovrzq2Kei0EiIm2SZbnXqVOn2onOQURE7nM6nVx7E2mYXxXzsix3LSoquk10DiIiqjMpLCyMX1cREWkLi3kiDfOrYh4AKisreVMhItIgbpUiItKcETyNhEi7/K6YB8DFIBGRNo2VZdkf/79CRETKwnU6XZzoEERUP/646Bojy3KY6BBERFRnrQoLC+8RHYKIiOqEL9KINMofi/mmhYWFA0WHICKieuFWKSIiDZEkifdtIo3yx2Ie4BNCIiJN0ul0vH8TEWlL79OnT8eIDkFEdeeXxTyPqCMi0iZZluMdDkeE6BxEROQ2qby8fIzoEERUd35ZzMuyPDAvLy9KdA4iIqqzBrIsDxcdgoiI6oRfVRFpkF8W8wBCQkJCRokOQUREdccj6oiINCdRlmVJdAgiqht/LeYBPiEkItIqbpUiItKWtgUFBb1FhyCiuvHnYn6s6ABERFQvdxcUFHQUHYKIiNwXEhLCB7FEGuPPxXxsXl5eN9EhiIioXthMiYhIQ2RZZjFPpDH+XMwjNDSUNxUiIg3iqSRERJoTV1hY2Fh0CCJyn18X82yiRESkTbIs62VZ9uv/xxAR0U3CAfA0EiIN8feFVoIsy2GiQxARUZ21tNvt/USHICKiOuGLNCIN8fdivondbh8sOgQREdULP7UnItIW3reJNMTfi3mANxUiIq3iGx4iIm3pmZ+f30F0CCJyD4t5IiLylqHFxcWRokMQEZH7QkJCeBoJkUZooZjvn5+f31J0CCIiqrMGTqdzpOgQRETkPjagJtIOLRTzISEhIaNFhyAiorpzOp1cFBIRaUsiTyMh0gZN/IfKJ4RERJrFrVJERNrSym639xEdgohqp4liHsB9ogMQEVG9dLfb7bGiQxARUZ3wQSyRBmilmO9QWFjYXXQIIiKqO1mW2UyJiEhD+FUskTZopZgH+ISQiEireP8mItIQSZLieBoJkf/TTDHPJ4RERJo1RpblENEhiIjIbQ0qKytHiA5BRLemmWJekqRROTk5DUXnICKiOmtRVFR0r+gQRETkPr5II/J/minmAURERkYOER2CiIjqTpZlfmpPRKQtvG8T+TktFfN8QkhEpFG8fxMRaU6PwsLCTqJDEFHNNFXMAxgrOgAREdXLkJKSkmaiQxARkfv4IJbIv2mtmO/rcDjaiA5BRER1FlpaWjpSdAgiInKfTqdjMU/kx7RWzOsqKytHiw5BRET1wkUhEZGGyLI8RpZlrdULREFDc/9x8gkhEZE2SZLEZkpERNrS0uFw9BcdgoiUaa6Yl2U5UZZlSXQOIiKqs25FRUW3iQ5BRETu42kkRP5Lc8U8gPYOh+Mu0SGIiKjuKisr+XUVEZG28L5N5Ke0WMzzCSERkXZxUUhEpC1Dz54921R0CCKqTpPFPLgYJCLSqtGyLIeKDkFERG4LKysrGyE6BBFVp9VifkROTk5D0SGIiKjOmhcWFg4UHYKIiNyn0+n4VSyRH9JqMd+4UaNGcaJDEBFRvXBRSESkIdziSuSftFrMIyQkhJ/aExFpkCRJvH8TEWnLHQ6Ho4voEER0M80W83xCSESkWYNOnjzZQnQIIiJyn9Pp5INYIj+j2WIeQJ/Tp0/HiA5BRER1FhIWFjZKdAgiIqoTFvNEfkbLxbxUXl4+WnQIIiKqFy4KiYi0ZYwsyyGiQxDRr7RczANcDBIRadV9ogMQEVGdNC8qKhogOgQR/UrrxXyiLMuS6BBERFRnsXl5eV1FhyAiIvexZxWRf9F6MR+dn5/fS3QIIiKqu9DQUC4KiYg0RJZlfhVL5Ee0XsxzMUhEpFFcFBIRac7gkpKSZqJDEFEVzRfzXAwSEWnWaFmWw0SHICIit4WWlZXxNBIiP6H5Yh7A8Ly8vEaiQxARUZ01sdvtg0SHICKiOuFXsUR+IhCK+fCQkJB40SGIiKheuCgkItIWnkZC5CcCoZjnp/ZERNrFYp6ISFu6FBUV3S46BBEFSDGv0+m4GCQi0qZ78/LyokSHICIi9zmdTq69ifxAQBTzsiz3On36dIzoHEREVGchoaGho0WHICIi9/GrWCL/EBDFPACpoqKCNxUiIg3iopCISHN4GgmRHwiUYh6yLPNzHyIibeL9m4hIW5oWFhYOFB2CKNgFTDEPYKwsy4H09yEiChadCwoK7hQdgoiI6oRfVREJFkjFb6vCwsJ7RIcg7ykrKxMdgYi8h2/nAxjv30SBhw2oA5vT6cSVK1dEx6BaBFIxD3AxGJAuXLiA9PR0pKWliY5CRF6i0+n4hicAVVRUYP369Zg0aZLoKETkYbIsD+RpJIFp3759eOCBB3D8+HHRUagWoaIDeNK1xeBi0TnIMyoqKvD+++9j6dKlOHfuXLXxtm3bCkhFRN4gy3JCTk5Ow27duvE1QIDYsWMHTCYTcnJyqo21adMGOl2gvU8gCjohISEhowBsER2EPKOgoABWqxVbt26FLMvVxrn29j8BVczLshzvcDgioqOjL4nOQupkZWUhNTUVR48eVRzv0KED/vu//9vHqYjIiyIiIyMHA/hSdBBS58SJEzCZTPj8888Vxxs3boz09HQfpyIiL9GDxbzmlZaWYtWqVVi1ahVKS0sVr3n44YcxdOhQHyej2gRUMQ+ggSzLwwF8KjoI1U9ubi4WLVqErVu3Ko6Hh4dj6tSpmDNnDiIjI32cjoi86dqpJCzmNerSpUt46623kJmZiatXr1YblyQJ48aNg8FgQIcOHQQkJCIvGCs6AKljs9mQkpKCvLw8xfHbb78dJpMJo0eP9nEyckegFfOu84pZzGvM5cuX8eabb2LlypU1NtvQ6/WwWq3o1KmTj9MRkY8kAnhZdAiqG6fTiS1btiAtLQ2nT59WvKZ3796wWCwYOJAnWREFmNj8/Pw7OnTocEx0EKqb7777DkajEV999ZXieLNmzTBz5kxMmzYNYWFhPk5H7gq4Yh5sgqcpsixj8+bNSE9PR3FxseI1PXv2hMViweDBg32cjoh8rJ/dbm8dExOjXBGS39m9ezeMRiMOHTqkON62bVvMmzcPjz32GEJCQnycjoh8QZKkRAAs5jWipKQEy5cvx1//+ldUVlZWGw8NDcWjjz6K+fPno2XLlgISUl0EYjF/d0FBQcf27dsrfytCfmP//v0wGAzYs2eP4niLFi3wwgsvYMqUKVwEEgUHndPpHA1gg+ggdGt2ux2LFi3Cli1bFJskhYWFYfLkyUhKSkKTJk0EJCQiX7nWgHql6Bx0a+Xl5Vi3bh2WLFmCn3/+WfGauLg4mM1m9OjRw8fpqL4CsZgHgDEA/kd0CFLmcDiwcOHCWheBL730Epo2bSogIRGJcm1RyGLeT7maJL3xxhs1nh2v1+thNpsRGxvr23BEJIQsy6NkWQ6TJKlcdBZSZrPZkJqaitzcXMXx2NhYLFiwAOPHj/dtMFItIIt5SZL0YDHvd8rKyvDuu+/itddew6VLygcOxMfHw2q14o477vBxOiLyB7Iss5mSH5JlGdu2bYPVakV+fr7iNV27doXJZEJCQoKP0xGRYE3sdvsQAP8WHYRudvz4cZhMJmzfvl1xvHHjxpgxYwZmzpyJhg0b+jgdeUJAFvMA9LIs6yRJcooOQlXc6ZSZmpqKMWPG+DgZEfmZ9na7/a6YmJjDooNQlYMHD8JgMOCbb75RHG/evDlefPFFPPXUUwgNDdRlBRHVQg8W837jwoULWLp0KdatW4eKiopq45IkYcKECUhJSUGbNm0EJCRPCdT/67ay2+39AHwrOkiwY6dMIqqra0fUsZgXrKioCMuWLcMHH3wAp7P6s3FXk6Tk5GRERUUJSEhEfiQRgEF0iGBXUVGBDRs2YPHixTh79qziNX379oXFYkH//v19nI68IVCLeaDqpsJiXpBz587h1VdfrbFTpk6nw4MPPgij0YhWrVoJSEhEfkwP4DXRIYKVu02SLBYLunfv7uN0ROSn7i0sLGzVrl27M6KDBKvs7GykpqbiyJEjiuPR0dFYsGABJk6cCEmSfJyOvCWQi3k9gIWiQwQb1yJw6dKluHjxouI1w4YNg8ViYadMIqrJyJycnIbdunW7IjpIsLHZbDAajTh58qTieJcuXZCcnMwmSUT0WzpJkhIA/K/oIMEmNzcXixYtwtatWxXHw8PDMXXqVMydOxcRERE+TkfeFsjF/NDi4uLINm3a/CI6SLDIysqCwWDAsWPKR422a9cO8+fPx0MPPeTjZESkMY2bNGkyDIByxx7yuJycHJhMJuzYsUNxPCIiAs8++yxmzZqFBg0a+DgdEWmBLMt6sJj3mcuXL+PNN99EZmYmrl69qniNXq9HWloaOnbs6ON05CuBXMw3cDqdIwFsEx0k0P34448wmUz44osvFMfZKdM9R44cQX5+PoYNG4bGjRuLjkMklNPp1IPFvNedP38ey5Ytq3VLlMFgQOvWrQUk1IaioiLs3bsX/fr1Q9u2bUXHIRLlPtEBgoHT6cSWLVuQnp6O4uJixWt69eoFi8WCQYMG+Tiddly9ehXZ2dmIiopCnz59RMept0Au5l2LQRbzXnLhwgWsXLkSb7/9NsrLqx8tyk6Z7ikoKEBaWho+/vhjyLKMbt264Z///CcaNWokOhqRSGMBLBAdIlCVl5dj48aNyMjIQElJieI1/fr1g8ViQb9+/XycTjsuX76MzMxMvPXWW7hy5QoiIyPx8ccfs5cABasOhYWF3du1a3dUdJBAtW/fPhiNRuzZs0dxvEWLFnjhhRcwZcoUhISE+Diddnz66aewWq3Izc0FAPzlL3/BzJkzxYaqJ53oAF6WKDpAIKqsrMT69esRFxeHN954Q7GQ79OnDz7++GO8/vrrLORrUFpaimXLlmH48OH46KOPIMsygKrPXbOysgSnIxKuT3FxcbToEIEoKysLY8eORVJSkmIhHxMTgxUrVmDr1q0s5GsgyzI2b96MuLg4rFixAleuVLV3+OWXX7Bp0ybB6YiEGis6QCByOByYPXs2xo0bp1jIh4WFYerUqdi9ezeefvppFvI1OHLkCB5++GFMnTr1eiEPAGvXrhUXSqWAfjMPoLvdbo+NiYnJFR0kkHzyySf4xz/+oTgWExODlJQU/PGPf2SnzFuw2WxISUlBXl6e4vjly5d9nIjI70gVFRWjAfx/ooMEkuLiYjzyyCOKY40bN8bzzz+PGTNmIDw83MfJtOPAgQMwGo345ptvFMdLS0t9nIjIr+gBrBAdItDMmjXr+kuf30pMTITJZEJsbKxvQ2mIa0vZunXrUFFRUW1cy+vuQC/mIcvyGADviM4RSJRuJuHh4Xjuuefw/PPP8/PwW6htEUhEN9GDxbxHKd2/JUnCn/70J7z88suIiYkRkEobioqKkJ6eji1bttS4qCYinkbiDUr3nDvvvBNmsxnDhw8XkEgbysvL8d5772Hp0qW4cOGC6DheEQzFvB4s5r1Kr9fDarWiU6dOoqP4rZKSEixfvrzGJlNEpGisLMuSJEmsnLykd+/esFgsGDhwoOgofst15Oorr7yCX37hATlEtYiIjIwcCkD5aAxSrVmzZpg5cyamTZuGsLAw0XH8VnZ2NoxGI44eDewWDgFfzEuSpJdlOUSSJFZQ9aTTKbdWYKfM2l29ehVr1qzBihUralwExsfHIycnBw6Hw8fpiPxedFFRUU8A34kOolU13b/btm2L5ORkPPTQQzVeQ8C2bduQlpaGU6dOKY7fdtttaNGiRY3NqIiC0bUXaSzmVVC6L4eGhuKJJ57ASy+9hObNmwtIpQ0nTpyA2WyGzWZTHG/UqBHGjBmDrVu3+jiZdwTD/8FbOByO/qJDaFnv3r1v+ufWrVtj6dKl+PTTT1nI34LNZsPIkSORnp6uWMjHxsZi9erV2LhxI1q0aCEgIZH/k2WZjUxV6N69+0373xs0aICZM2ciOzsbjzzyCAv5GuTk5GDSpEmYNm2aYiEfERGBefPmYfv27ejVq5eAhER+jfdtlX57VNrw4cNhs9mQnp7OQr4Gly5dwrJly5CQkFBjIa/X6/Gvf/0LU6dO9XE67wn4N/PXjAXwtegQWqXX65GRkYF//vOf6Nu3L5599lk0adJEdCy/dfz4cZhMJmzfrnxEduPGjTFjxgzMnDkTDRs29HE6Im259oZnmegcWtW6dWu89957eOedd9CqVSvMmjULnTt3Fh3Lb7maJNW0JUqn0+HBBx+EwWBA69atBSQk0oS+DoejTXR0tPIh6FSrV199FRkZGThz5gwmTZqExEQ+H6mJ0+nEli1bkJaWhtOnTyte89uvie12uy8jelVQFPPXFoNW0Tm0bPLkyZg8ebLoGH7twoULWLp0aY2dMiVJwoQJE5CSksLj+ojcNyIvL69Rx44d2SK8nuLi4hAXFyc6hl8rLy/Hxo0bkZGRoXhcHwAMGTIEFosFd999t4/TEWmOrrKycjSAD0UH0apWrVph6dKlomP4vb1798JoNGLv3r2K41FRUZg7dy6mTJkSsMf1BUUxD2BISUlJs6ioqMBsY0hCVVRUYMOGDVi8eDHOnj2reE3fvn1hsVjQvz93fBDVUbhOp4sDoPzNHJFKWVlZMBqN+OGHHxTHY2JikJycjIkTJ/LIVSI36XQ6PVjMk5fY7XYsWrSoxtNFwsLCMHnyZCQlJQX818TBUsyHlpaWjgTwkeggFFiys7ORmpqKI0eOKI5HR0djwYIFXAQSqaMHi3nyMHeaJLmOXL2x7wAR1U6W5USeRkKeVlpairVr1+K1117DpUuXFK/R6/Uwm82IjY31bThBgqWYB6oWgyzmySNyc3OxaNGiGjthhoeHY+rUqZg7dy4iIiJ8nI4osEiSlAggSXQOCgwXL15EZmYm1qxZg6tXr1YblyQJ48aNg8FgQIcOHQQkJAoI7R0Ox10ADokOQtonyzK2bdsGq9WK/Px8xWu6du0Kk8mEhIQEH6cTK2iK+WuLQSJVLl++jDfffBOZmZmKi0Cg6olgWloaOnbs6ON0RAGr9+nTp2Nat24dOB1ryOdcTZKsVivOnDmjeE3v3r1htVoxYMAAH6cjCjzXTiNhMU+qHDx4EEajEV9/rdzLvFmzZpg3bx6eeuophIYGTWl7XTD9jbsVFRXd1rZt2xOig5D2uBaB6enpKC5Wbs76206ZROQxUkVFhR7Ae6KDkDbt2rULRqMRhw8fVhxv27Yt5s2bh0mTJvG4PiLPSQSwXHQI0qaioiIsW7YMH3zwAZxOZ7Xx0NBQPProo5g/fz5atmwpIKF/CKZiHpWVlXoAq0XnIG3Zt28fjEYj9uzZozjeokULvPDCCwHdKZNItGunkrCYpzopLCxERkYGNm/erDgeTE2SiATgaSRUZ+Xl5Vi3bh2WLFmCn3/+WfGauLg4mM1m9OjRw8fp/E9QFfOo2jfPYp7cUlBQAKvViq1bt9bYKfOZZ57BnDlzuAgk8j49mymRuy5duoTMzEysXr0aV65cUbzm/vvvh8FgQKdOnXycjihoNNLpdMMAfC46CGnDJ598AqvVipMnTyqOd+nSBSaTCXq93sfJ/FewFfOjZVkOlSSp+iHgRNeUlpbijTfewKpVq1BWVqZ4zdixY5GamuqRTpkff/xxjc08iOi6tgUFBfcA2C86CPkvWZaxefNmLFy4EEVFRYrX9OjRAxaLBcOGDVM93/79+7Fz507Vv4coUF07oo7FPN3SkSNHkJqaiuzsbMXxJk2aYO7cuXj66acRFhamaq7z58/jww8D59TEYCvmmxcUFAwAsFt0EPI/sizj73//O9LS0mC3K/fZuvPOO2E2mzF8+HDV833//fcwGo34z3/+U20sGBt4ENXmWiNTFvOkaM+ePTAajdi3b5/ieFRUFJKSkvBf//VfqrdEFRUVISMjA5s2baq2l5P3b6JfXWuCN190DvJPJSUlWLJkCdavX4/Kyspq4zqd7vq++NatW6uaq6KiAu+//z6WLl2Kc+fO3TSm9gGBSEH3f5yQkJBEsJin3zhw4AAMBgO+/fZbxfHmzZvjpZdewhNPPKF6oXbmzBlkZGRgw4YNig09mjZtyiZ6RAokSbQ9g6kAACAASURBVNIDeEV0DvIvDocD6enp+Nvf/lbjlqinnnoK8+bNQ9OmTVXNdfXqVbz99tt4/fXX8csvv1QblyQJY8aMUTUHUYC5h6eR0G+59sUvW7YMFy5cULxm0KBBsFgs6NWrl+r5srKykJqaiqNHjyqOa/m+HXTF/LUnhGbROcg/3OrtClD1huWJJ57ASy+9hObNm6uaq7y8HO+88w5WrFiBixcvKl4zbNgwLFy4UPXTR6IAFe9wOCKio6MviQ5C4pWVlWH16tXIzMzE5cuXFa9JSEiAyWRC165dVc/36aefwmq1Ijc3V3E8NjYWaWlpHvlyiyiASOXl5aMBrBcdhPzDjh07YDKZkJOTozjevn17GAwGjB8/HpIkqZorNzcXZrMZn332meJ4eHg4nnvuOcyePVvVPCIFXTEPYNDJkydbdO7c+Vztl1Kg8nWnzKysLBgMBhw7dkxxvF27dpg/fz4eeugh1XMRBbCGTqczHsA/RQchsWw2GwwGA06dOqU43qVLFyQnJ2P8+PGq5zp+/DhMJhO2b9+uON64cWPMmDEDs2bNQoMGDVTPRxSA9GAxH/R++uknZGRkYOvWrYrjjRo1wp///GfMnTsXERERqua6fPky3nzzTaxcubLGJqh6vR5Wq1XzTVCDsZgPCQsLGwXgb6KDkBg2mw2pqam3fLuyYMECjywCf/zxR5jNZnz+uXLvF9cicObMmWjYsKHq+YiCgB4s5oPWoUOHYDQasXu38m65pk2bYtasWXjmmWdUF9bnz5/HsmXLsG7dOlRUVO+bK0kSJkyYgJSUFLRp00bVXEQBLpGnkQSvS5cu4a233kJmZiauXr2qeI1er0d6ejo6dOigai5XE9T09HQUFxcrXtOzZ09YLBYMHjxY1Vz+IhiLeaBqMchiPsj48u3KhQsXsHLlSrz99tsoLy+vNi5JEsaNGwej0Yj27durmosoyCSKDkC+d+7cObz66qv461//WmOTpAcffBAGg8EjTZI2bNiAjIwMlJSUKF7Tt29fWCwW9O/fX9VcREEiOj8/vxeAg6KDkO84nU5s2bIFaWlpOH36tOI1vXv3hsViwcCBA1XPt2/fPhiNRuzZs0dxvEWLFnjhhRcwZcoU1U1Q/UmwFvP3iQ5AvuPLtyuuG5fVasWZM2cUr+nTpw8sFgvuvfdeVXMRBame+fn5HTp06MDzHIOAa0vU0qVLa+w1MmTIEFitVtx1112q58vOzobRaKyxSVJ0dDQWLFiAiRMnqt7LSRRMQkNDE8FiPmjs3r0bRqMRhw4dUhxv27Yt5s2bh8cee0x1Ye1wOLBw4UJs2bKlxiaokydPxksvvaS6Cao/CtZiPjYvL69rx44dj4sOQt7jeruyePFinD17VvEaT75d2blzJ4xGI44cOaI47rpxTZo0CTqdTvV8RMEqJCRkDIC/is5B3pWVlQWj0YgffvhBcTwmJgbJyckeKax9uZeTKBhda0C9VHQO8i673Y5FixbVWlgnJSWhSZMmquYqKyvDu+++i9deew2XLin3xY2Pj4fVasUdd9yhai5/FqzFvOsJIYv5AJWdnY3U1NQaC2tPvl0pLCxERkYGNm/erDjuunHNnz8fkZGRquYiouuLwr+KzkHeceLECZjNZthsNsXxRo0a4bnnnvNIrxF393KmpaWhY8eOquYiCnLxhYWFjdu1a6d89ARpWmlpKVatWoU33ngDZWVlitfo9XqYzWbExsaqns9msyElJQV5eXmK47fffjtSU1M1feScu4K2mJdlWQ9glegc5FnslEkUFPSyLOskSap+niRp1sWLF5GZmemTXiPu7OXs1asXLBYLBg0apGouIgIAhAOIB6B8RhhpkizL2LZtG6xWK/LzlXe/de3aFSaTCQkJCarn++6772A0GvHVV18pjjdr1gwzZ87EtGnTEBYWpno+LQjaYh7AaFmWwyRJqr5iIM3x5duVYOyUSeRnWtnt9r4AlLvckKa402vknnvugcViwYABA1TPt3fvXhiNRuzdu1dxPCoqCnPnzg24JklEfkAPFvMB4+DBgzAYDPjmm28Ux5s3b44XX3wRTz31FEJD1ZWc7jZBNRqNaNWqlaq5tCaYi/kmdrt9EIBs0UGo/nz9dmX//v0wGAxB1ymTyA8lgsW85u3cuROpqak4fPiw4rgne434ci8nESniaSQBoKioCMuWLcMHH3wAp7P6B3KhoaF49NFHkZycjKioKFVzudMEddiwYbBYLOjRo4equbQqmIt516f2LOY1ypdvV4K9UyaRH9IDWCQ6BNWPL3uN+HovJxHVqOepU6faderUqVB0EKo7V2G9ZMkS/Pzzz4rXxMXFwWKxoHv37qrny8rKQkpKCnJychTH27dvj6SkJDz00EOq59KyoC7mUfWEMFV0CKobEZ0yV6xYgV9++UXxmvj4eFgsFtx5552q5iKiOhlWXFwc2aZNG+X/MMkvudtrxGKxoHPnzqrm8vVeTiKqlRQWFqYHsE50EKobm80Go9GIkydPKo536dIFycnJGD9+vOq5fvzxR5hMJnzxxReK440bN8aMGTM80gQ1EAR1MS9J0oC8vLyojh07lojOQrUrLS3F2rVrb3kEhS87Zd52220wmUwe6ZR5+PBhLFmyBCdPnsSUKVPwxBNPqP6dRAGuQWVl5QgA/xAdhGrnKqwtFgsKCgoUr+nWrRvMZjNGjhyper7a9nI2a9YM8+bN88hezuLiYixfvhzZ2dkYNWoUDAZD0DReIqqra1/FspjXiJycHJhMJuzYsUNxPCIiAs8++yxmzZqFBg0aqJrrwoULWLp0KdatW4eKiopq45IkYcKECUhJSUGbNm1UzVVZWYn169dj/fr1aNmyJRYuXIjbbrtN1e8UJaiLeQAhoaGhowFsEh2Eaubrtyvff/89DAZDjZ0ymzZtilmzZnmkU+bZs2exePFifPjhh9cbeiQnJ6N///646667VP1uokB3bVHIYt7P7d+/H0ajEd9++63iuKtJkie2RLm7l3P+/Plo2bKlqrnKy8uxZs0arFix4vonpz/++CO6dOmCKVOmqPrdRAFsLE8j8X/nz5/HsmXLam04ZzAY0Lp1a1VzVVRUYMOGDVi8eDHOnj2reE2fPn1gtVrRv39/VXMBysdXv/DCC/joo49U/24Rgr2Ydy0GWcz7qYMHD8JoNOLrr79WHPfk2xVfdsosLy/H2rVrsXz58moNPWRZRk5ODot5otqxmZIfq62wDgsLwyOPPOLRJkm17eU0m80eaZL02WefwWw2Izc3t9pYTfs7iQgA0KqwsPAeAPtEB6HqysvLsXHjRmRkZKCkRPnD5X79+sFisaBfv36q51MqrG8UHR2NBQsWYOLEiZAkSdVcJ0+ehMViwaefflpt7NixY6p+t0hBX8yDi0G/5Ou3K77slJmVlQWj0YgffvihxmuUegEQUTU9CgsLO7Vr1+6U6CD0K1/3GqltL2dsbCwWLFjgk72cROSWRLCY9ztZWVlITU3F0aNHFcdjYmKQnJzskcI6NzcXixYtwtatWxXHw8PDMXXqVMyZM0d1E1R3erVoed3NYh7oXFBQcGf79u1rrqzIZ3z9diUrKwsGg6HGJ3Lt2rXD/PnzPdIp88SJEzCbzbDZbKp/FxFVufZ11buic1AVm80Gg8GAU6eUn6/cdtttSE1NhV6vVz3X8ePHkZqaWuNeTleTJE/t5Vy5ciXefvttlJeXq/pdRMFOp9PpASwWnYOq/PTTT8jIyKixsG7UqBH+/Oc/Y+7cuYiIiFA1l6uwzszMxNWrVxWv0ev1SEtLQ8eOHVXN5U6vlkDAYr5KIgAW84LZbDakpqYqfrYI+Pbtiic7ZV68ePH6viOlRaAkSQgNDeUCkah+EsFiXrjvv/8eRqMR//nPfxTHXb1GnnnmGdWFtWsvZ01Nkjy9l/P999/HkiVLcP78ecVrGjRoUOOilIiqk2U5nqeRiHfx4kVkZmZizZo1ivcwSZIwbtw4GAwGdOjQQdVcsixj8+bNSE9PR3FxseI1vXr1gsViwaBBg1TNBQB79uyBwWDA/v37FccD6b7NYh7XnxBmis4RrPzp7YrrxpWamop27dqpmsvpdGLLli2wWq04c+aM4jX33HMPLBYLkpOTa9wvREQ1kyRJL8tyiCRJ1RtdkNf5steIq0lSbXs5zWaz15ok3ci1l3Pv3r1Yt47NuYnqoEFlZeVwAJ+IDhKMXOvTtLQ0nD59WvGa3r17w2KxYODAgarn27dvH4xGI/bs2aM43qJFC7zwwgsea4Kanp5e6/HVI0aMwOTJk1XN5S9YzAOQZTkhJyenYbdu3ZQ3UpBXuPt2xRNHULhuXBaLxSedMnft2gWj0YjDhw8rjrdt2xbz5s3DpEmToNPpVM9HFMRaOByO/gCUu2SSV7jTa2To0KGwWCweaebpz3s59+3j1l+iurq2RYrFvI/t3r0bRqMRhw4dUhz35PrU4XBg4cKFtRbWL730Epo2bapqrrr2aqmpsbYWsZivEhEZGTkYwJeigwQDd96u9O3bFxaLxSdvV9q2bYu//OUvHlkEFhYWIiMjA5s3b1Ycd924kpKS0KRJE1VzEVEVWZYTwWLeZ2pr4unJXiOBupeTiNiA2pfsdjsWLVpUa2HtifVpaWkp1q5di9deew2XLl1SvCY+Ph5WqxV33HGHqrkA3/Zq8Ucs5q+59oSQxbyXZWdnw2g0+uXbFTVKS0uxatWqW3bK1Ov1sFgs6Ny5s6q5iKgaPYA00SEC3YkTJ2AymfD5558rjjdq1AjPPfecR3qNXLp0CW+99VaNhbWv93L27NkTVqvVI3s5iQgAcFdBQUHH9u3b54kOEsh8vT612WxISUlBXp7yv9bbb78dJpMJo0ePVj2Xu71apk2bhrCwMNXz+SsW879KBJAiOkSgEvF2pbYbl9VqRadOnVTN5U6nzG7dusFsNmPkyJGq5iKiGg09e/Zs05YtWyp/702quNtrxGg0on379qrmCuS9nERUjR7AWtEhApE769OuXbvCbDZj1KhRquf77rvvYDQa8dVXXymON2vWDDNnzvRIYe3LXi1awGL+V/3tdnvrmJgY5dUD1Uttb1eAqsI6PT3dZ29XLBYLBg8erGouADhw4AAMBgO+/fZbxfHmzZvjxRdf5CKQyPtCy8rKRgL4WHSQQOJuE0+r1Yp7771X9Xzu7uV87LHHVN9TfbmXk4iUXWtAzWLeww4cOACj0YhvvvlGcdy1Pn3qqacQGqquFCwpKcHy5ctrLKxDQ0Px6KOPYv78+WjZsqWquXzdq0UrWMz/Sud0OhMAbBQdJBC483alV69esFqtmnu7UlRUhGXLluGDDz6A0+msNh4WFoZHHnkEycnJiIqKUjUXEbnn2qKQxbyH7Ny5E0aj8Za9RjzVJCmQ93ISUc1kWdbLsqyTJKn6YorqrLb1qauw9sT61FVYL1myBD///LPiNXFxcTCbzejRo4equYCqXi0GgwHHjh1THPdkrxatYTF/A51OlwgW86rt3bsXRqMRe/fuVRzX6tsV143rlVdecatTJhH5zrUmeKSSu00858+f77FeI2+88QbKysoUr9Hr9TCbzYiNjVU1F+DbvZxE5JaWdru9HwDlTxzJLe4W1haLBd27d1c9n81mQ2pqKnJzcxXHY2NjsWDBAowfP171XD/++CPMZnONvVpcx1d7oleLVrGYv4Esy2NFZ9AyX75dcR1BwU6ZRHTNHQ6Ho0t0dPRPooNokYheI1arFfn5+YrXaHUvJxHVWSJYzNebzWaD0WjEyZMnFce7dOmC5ORkjxTWx48fh8lkwvbt2xXHPVlY+7JXi9axmL9Ze7vdfldMTIzy4eCkKJDfrhw6dAgGg6HWTpnPPPMMGjRooHo+Iqo/p9OpB/C26Bxa4iqszWYzCgsLFa+5++67YbFYMGTIENXz+dNeTleTpNTUVNV7OYmo3vQAFooOoTU5OTlITU3Fv/71L8XxiIgIPPvss5g1a5bq9en58+exbNkyrFu3DhUVFdXGJUnChAkTkJKSgjZt2qiay9e9WgIBi/nfuPapJot5N7j7dsVkMiEhIUH1fL58u3LmzBksXrwYGzZsUFwEhoSEYNKkSUhKSvJIQ4/S0lJVv4OIAFS94WEx76b9+/fDYDD4Ra8RT+7lvHr1KtasWYMVK1bcckuU2Wz2yCenNX3WSkRuGXr69OkmrVu35n9IbnAV1rU9pDQYDGjdurWquSoqKrBhwwYsXrwYZ8+eVbymb9++sFgs6N+/v6q5gKrjq1NTU2vs1RIdHY2XX34ZDz74oOrjqwPpvs1ivjo9gNdEh/B3Bw8ehMFg8MnbFV8eQVFeXn79831fdMrcsWPHLfcdEVGdjJZlOVSSpOqvDui6oqIipKen+7TXiK/2cn722Wcwm8233MuZmpqKsWPV76rLycmB0WjEl19+qfp3EQWxBlevXh0JQPnsYgJQdS/duHEjMjIyUFJSonjNkCFDYLFYcPfdd6uez53CesGCBZg4caLqwjo3NxcWiwX//Oc/FcfDw8Px7LPPYubMmWjcuLGquS5duoTMzEysXr1a1e/xJyzmqxuZk5PTsFu3bsqbBoOcu29XfHUExbBhw2CxWDzSKfPzzz+HyWTCiRMnFMc7deoEg8GA+++/X/VctTX0aNeuneo5iIJQ84KCggEAdosO4o9cvUZqe2PtqSaevtzLefToUaSmpiIrK0txPDIyEnPnzsXTTz+t+pPTCxcuYOnSpTV+csr7N1HdXDuNhMV8DbKysmA0GvHDDz8ojsfExCA5OdljhfWiRYuwdavyv47w8HBMnToVc+fORUREhKq5fvnlF6xYsQJr1qyp8fjq8ePHIyUlBR07dlQ1lyzL2LJlC9LT01FUVFRtXMv77lnMV9e4SZMmwwAod3cIUiKOoEhJSUFOTo7iePv27ZGUlOSRIyhycnJgMpmwY8cOxfGIiAjMmjUL06dPV93Q4+LFi1i+fDnWrl1bY0OPp556CgMGDFA1D1GwCgkJSQSL+Wp82cTTl3s5z507h6VLl+L9999XLKx1Oh0efvhhJCcnq97LWVFRgfXr12PJkiU4d+6c4jVDhgzB5MmTVc1DFGx4GomyEydOwGw2w2azKY43atQIzz33HJ5//nmEh4ermsvVBDUzM7PGwlqv1yMtLU11Ye10OrFp0yZkZGQoFtZAVa8Wq9WKwYMHq5oLqP2UrVatWiEtLU31PKKwmFdwrYkSi/lrfPl25ccff4TJZMIXX3yhOO7JTpkXL15EZmamTzpluhp6pKWl4fTp04rX9O7dGxaLBQMHDlQ1F1Ewk2VZD8AsOoe/+P7772E0Gmtt4umJXiOBvJdz586dMBqNNX5y6jpyddKkSdDpdKrnIwoyd/I0kl+51qc1vbF2rU8NBgM6dOigai531qe9evWCxWLBoEGDVM0FBG6vFpFYzCtLBLBAdAjR3Hlj7am3K7V9tqjlTpm7d++G0WjEoUOHFMddi8DHHntM9Y2LiDCopKSkWVRU1AXRQUTyda+R2vZy9uvXDxaLBf369VM1F+DbvZyFhYXIyMjA5s2bFcdd/QXmz5+PyMhIVXMRBTOn0zkGwBrROURyZ33au3dvWK1Wj3zBuXfvXqSmptZYWEdFRWHu3LkeKawdDgcWLlzo014tr7zyik+aoIrGYl5ZX4fD0SY6OrpYdBAR/O3tSp8+fWC1Wj32diU1NRWHDysfWODJtyt2ux2LFi2q9caVlJSEJk2aqJqLiK4LLSsrSwDw/0QHEcHdXiNms9kjTTwDdS+n65PTlStX4soV5RY6er0eVqsVnTp1UjUXEQGoakAdtMX8rl27YDQaA259Gsi9WvwFi3ll0rUnhB+IDuJLrsKab1fUvV0pLS3FqlWr8MYbb6CsrEzxGr1eD7PZjNjYWFVzEZEiPYKwmM/KyoLBYMCxY8cUx9u1a4f58+d7pNdIoO7llGUZmzdvRnp6OoqLlZ/n9+zZExaLxSN7OYnoujGyLIdIklT9LVIAc3d96onCurS0FGvXrsVrr72GS5cuKV4THx+PtLQ0dOvWTdVcgHu9WkwmE8aMGaN6Ll/2avE3LOZrloggKuazsrKQmpqKo0ePKo6LeLsyZ84c1YW1u29XLBYLOnfurGouWZaxbds2WK1W5OfnK17TtWtXmM3/P3tnHhhFmfT/7yRBwhkOuSKnELkPUY5AEkJggsqpgFkVjYsCLkfCISSsmZ6ZHiIRiMgRFQV/sh4sb7K6LqjrhstNuAS5Ai4YjmBukISgIdFA+vdHpzFKT7pnuqd7ZlKfv96Xp3uqXGWm6qmqb1kxevRoRbYIgqiTR/R2QEuktmO4QmtEy1nOuhJrT53lJAjiLloWFxc/DOCw3o5ogVD4cZf4tHv37rBYLBgzZowiW4D3arW4K5TM22ccx3EGg8Fwd/+JF3Hp0iUkJSXZTawbNWqEmTNnqtq2qFV1ZefOnWBZFvn5+aLPBAUFwWq1Ijw8XJEtADh58iQYhsGRI0dEz1u0aIHFixfj+eefh58f/bUjCBfTrbi4uHu7du0u6O2IKykrK8PGjRu9UsTz+PHjYBhGk8Ray1lOgiDsU6Nq79XJvNz41GKxqFL4OXXqFBiGwTfffCN6HhAQgCVLlqgSn2qt1SI1UhYcHAyWZdG3b19Fttwdyirs0764uLgfgCy9HXEFWlZX5LQtql1dYRgGR48eFT0XEmtSyiQI76W6ujoSwFt6++EK5IgkDRo0CCzLqiLi6Y6znGok1lrPchIEUTc120hsevvhKk6ePAmTyaRpfLpt2zbRxFqIT+Pi4tC6dWtFtuRqtbAsq9r6aq20WjwBSubroOaG0KuSeW+urkgl1q5Qyly9ejV++ukn0WdCQkLAsqxXKGUShKdRExR6XTKv5Yo0YZZTC5Ekb57lJAhCNsHeuI1ETnwaFRWlSuFHbnxqtVpVS6y9UavFk6Bkvg5qgsFkvf1Qi5KSEkRFRdW5Ii0+Ph7Tp09XHATm5+fDZrNhx44ddoPAWbNmITY2lpQyCYJwBWM4jmtgMBju7j/3UObOnYt//vOfomf+/v546aWXMH/+fDRu3FiRnfLycmzYsAGbNm2yO8v52GOPwWQyKZ7lBPjv1ISEBOTm5oqee+osJ0EQDuNXUVERDuAzvR1Ri88++wxLlizBzZs3Rc8jIiJgsVjQo0cPxba+/PJLsCxbZ3xqNpsRGRmp2NaFCxdgsViwe/du0XNP1WrxRCiZr5tRubm5jTp16lShtyNqUFJSIprI33PPPZg9ezZiYmJUUXJPSUnBm2++aVfJPTIyEhaLRRUldznVFbPZDKPRqNhWfVbKJAgPpHlhYeEwAJl6O6IWGRkZon8+ceJEVUeiXn31VRQXF4s+07t3b7Asi5EjRyqyBQBZWVkwmUxeN8tJEIQiIuFFyfy3334rmsireUn5v//9D2azGZmZ4j93zZo1Q2xsLGbNmqX4klIPrZa6RsoGDhwIlmUxZMgQRbY8GUrm68bfx8cnBIB4P4cX8Oijj4JhGFWUMj/77DOsWLECBQUFos/07NkTVqsVYWFhimwB8qsrs2bNUpxYk1ImQXgmNd1VXpPM/xE1V6QdO3YMDMPg2LFjouetWrXCsmXL8Mwzz9AsJ0EQLsPHx0d52diNad68ORYtWoSZM2cqTqxLSkqwevVqfPjhh3bjU6F9X2l8KiTWLMvi2rVros94qlaLp0PJvDRGeHEyv2nTJsUVDzmCHkuXLsWzzz7rUdWVqqoqbN++HUlJSSgpKRF9ZvDgwWBZFoMHD1ZkC+CD6ZycHIwdO1bpTP+fAXhNazFRJ+31dsDNiQRg1tsJV2E2mxUn8nKU3J9//nksXrwYAQEBimx58yzn5cuXcejQIYwYMULpNpZHASifXSDcGeVtLV4Mx3E9iouL72/Xrt1FvX1xBRMnTsScOXMUfYbwXZqcnIyyMnF5gWHDhoFlWfTv31+RLQDIzMyE2WyuU6vlr3/9qyqCc4JWS1pamui5mlotN2/exK5du9C6dWtVus30gpJ5CQwGQySAZXr74Y6UlJRg7dq1dhNrrasrI0aMAMuy6NOnjyJbgLZKmZcuXYLFYrkj6NGlSxekp6crGXl4U5FDBOElGAyGIbm5ua06deokfhtXjxG+U1etWlWn1ojValVFxDM9PR1msxk5OTmi5127dsXy5ctV0RrRepZT6NyqqqqCv78//vWvf6Ffv37OfuQiRQ4RhBdw+/btSABv6+2HO5KZmQmGYXD27FnR8/bt22P58uWqxKc5OTlYuXKl3fXV/v7+eOGFFxAbG6vKmO6bb76JjRs32tVqMRqNYFlWlW7iTz/9FCtWrEBRUREAYPHixXj55ZcVfa5eUDIvzYCrV692aNOmTaHejrgL3lxduXTpEpKSkux+camplHnjxg2sW7cOmzdv/t3c0eXLl7F//36MGzdO0ecTBAFfPz+/CADiV/z1FC1FPM+fPw+LxYI9e/aInguJtRpaI1rOct6+fRsfffQRVq1a9bvOrcrKSnzyySdKknmCIPiuWErmayEnPp05cyYWLlyIJk2aKLJ18+ZNvPXWW5KJtc1mQ+fOnRXZ4jgOO3fuBMuyyM/PF30mKCgIVqsV4eHhimwB9rdsffTRR5TMezGGqqqqsQA+0NsRd0DL6srFixdhsViwa9cu0XMhsfY0pUw56wErKrxCc5EgdKdmbp6SeUiLeLpCa2Tr1q24devWXecGgwFTp05FQkIC2rZtq8iWu81y2hN/JQhCNmO9bRuJs5SXl+Ptt9/Ghg0bRONTgE+sV6xYoXTE544IamJiIq5cuSL6jJpaLXLGdBcvXqzJ+mpPjrspmZeHEfU8mZdbXVEjsdZDKbOuxHrAgAFgWRZDhw5VZAsADh8+DIZhkJWVpfiz6jID4O5vKsIb6QtAkcBCPaDet7hoKeJ569Yt/P3vf8drr71mnuQJHgAAIABJREFUN7F+8MEHwbIsHnroIUW2AG1nOX/44QewLIsvvvhC0edI8B0Ar9qxTdxFOwD36+2Em9O8oKBgCIADejuiF3Li0/79+8Nms6kSn544cQImk+muirVAy5YtsWjRIk0S6wYNGtwR7mvVqpUiW7/88gveeecdrF+/HuXl5Yo+y12hZF4ekRzHGQwGw93qQF6OHtUVqRUUNpvN45QyCwsLsXLlSrsiUyoTDoBKQ/WD/wII1dsJN6dLXl7eAx07dhSf0/Fi5GiNBAcHg2VZ9O3bV7E9qcTam2c5VWQhvFh0lwAA/AWkbSOHSNTTZF5qu4gQnz711FOKE2s5IqjPPfccli5dqlScWbZWC8uy6NmzpyJbgPRImbdAybw82uXn5w8AcFJvR7RC6+rK/v37wTBMndUVtRJrQSlT6otLLaXMlJQUvPXWW3ZbL8eNG4esrCy7K/0IglBGjZBpvUrmtRbx9NZZzrS0NLz66qsoLi4WfaZPnz5o1qwZDh8+rMgWQRC/x2AwGAFY9PZDS6QKP2rGp5WVldiyZQveeOMNuxXr0NBQ2Gw2PPDAA4psAXxibTKZ8MMPP4ie33///TCbzTAajYpt/e9//wPDMNi/f7/oefPmzREZGWlXMd/ToGReJgaDYRzqSTKvZXVF7gqKuLg4j1PK3LlzJ2w2G/Ly8kSf6d69OywWC8aMGYMxY8ZQMk8QLsLHx8cIYKPefmjBxYsXYbVa72zH+CNqao3QLCc/y2kymSiZJwj1GXb58uWWXbp0KdXbEVcjxKcpKSl2Cz9GoxFWqxVdu3ZVbC89PR0JCQnIzc0VPe/evTvMZjPGjh2r2NaZM2dgMplw6NAh0XMttVpqj5RdunSJkvn6Rs0N4Sq9/XAlctsWPbG6IqWU2aNHD1itVowePVqRLQA4deoUGIbBN998I3oeEBCAJUuW4Pnnn4efH/0VJAhXw3HcaG8XUxJEPN1Fa6R///5gWRbDhg1TZAvw3llOgiDqxLdBgwajAXyityOuQk7hp0ePHrBYLIiIiFBsLysrCwzD2L18DAgIwPz58zF79mw0aNBAka3S0lK8/vrrmmq1JCUl/W67SG0GDx4Mq9V6p5v40qVLimy6E5RJyCekoKCgcWBg4E29HVEbIbF2l+pK3759YbPZVKuuMAyDI0eOiJ4L1RU1EmshCNy2bZvoF5efnx/+9Kc/IS4uDq1bt1ZkiyAIh2hWWFgYDF5jwKuQqzXCsiyGDBmi2J7ULGerVq2wcOFCVRJrb57lJAhCFpHw0mT+1KlTMJlMmsSnchNrhmFw7733KrIlR6tlxIgRYFkWffr0UWQL4EfKzGYzzp49K3qu5kiZu0LJvHz8AYQB+LfejqjJxx9/jDVr1tgNAgcMGACbzaZKEOhO1RUhsVajuiJ8ca1evRo//fST6DMhISGwWq3o3bu3IlsEQThNJLwsmT906JCk1ohaSu40y6nOLCdBEA7hddtIrl69ioULFyI1NVX0u9TPzw/R0dF4+eWXERAQoMiWnMR65MiRYFlWlfhUSqslMDAQcXFxHqfV4u5QMu8YRnhZMh8fHy/6595eXbFarejVq5ciWwAfBJrNZuTk5Iied+3aFcuXL8fEiRMV2yIIQhGRABL0dkJNkpOTRf9czcS6oqIC7733Xp2JtafOcp4+fRoMw2gyy0kQhFN0zc3NDerUqVO23o6oxX/+8x+7Z2oWfjIyMmAymfD99+Lar0JiPX36dMW2Ll68CIvFgl27domea6nVIoyUmUwmdOzYUZEtT4GSeceI1NsBV3PPPffgxRdfxMKFCxULzgnVlXXr1rnFCopu3bohPj5elcT6/PnzMJvN2Lt3r+h548aN8Ze//AULFiygIJAg3IOHCgsL23To0EF8yNtLGD9+PEwmk2paI/V5llONllOCIJTh5+cXCcBrknkxunXrBovFokr3z4ULF2CxWLB7927RcyE+VSOxdjetlgEDBoBlWQwdOlSRLU+DknnH6JeXl9exY8eO4pGNhxMaGooVK1YgKChI8WfJaVu0WCyqVFeys7NhNpuxb98+0fMmTZrgpZdeUiWxllLKNBgMmDp1KhISEtC2bVtFtgiCUBWf6urqCADb9XbEFQQFBcFqtSI8PFzxZ2kp4unNs5wEQSiH4zgjgBS9/XAFasanZWVl2LhxY52JtVrxqVytFpvNhocffliRLQA4ePAgGIbBmTNnRM+F9dVPPfWU4m5iT4SSeQfx9fUdC+B9vf1wBntBV69evWC1WhEaGqrYhty2RTWqK0Ji7S5KmQ8++CBYlr2jlEkQhHtRs5XEY5N5se/w1q1bY9myZXj66ac10xpRQ8TTm2c5CYJQlQhP3kYi9r3t4+NzR7dJ6SWlEJ++9tpruHbtmugzgwYNgs1mUyU+3b9/P8xmM7777jvRcyGxfvrpp+Hj46PIlpZaLZ4MJfMOUnND+L7efjhDp06dEBQUhOxsvlupZcuWePnll/Hss896XXUlODgYLMuib9++imwBQGZmJhiGsauU2b59eyxfvpyCQIJwfzxaTCkiIgLbtm0DwAcxf/7zn7F48WLVtEa0EvH01llOgiBcQrPCwsLhADL0dsQZIiIisGnTpjvJ6PDhw8GyLPr166f4szMzM2E2m+2KoKoZnxYUFCApKcnubnYhsY6Li1M8pltRUYE333wTKSkpqKysFH1GTa0WT4eSeceJ5DjOx2Aw3F22cHN8fX2RmpqKjz76CA0bNsTTTz+NFi1aKPpMudUVq9Wq2gqKuqoraq6guHjxIqxWK9LT00XPGzVqhHnz5mHu3Lnw9/dXZIsgCE3oWFBQ0DswMFA88nFzVq5cib59+6K0tBRTpkxB9+7dFX+mliKeWs5ylpWV3RmJqqvl9JVXXkG7du0U2SIIwuUY4aHJfEhICLZt24aMjAw8/PDDGDdO+Z1yTk4OVq5caVfJ3d/fHy+88AJiY2MVJ9bC+uqNGzfil19+EX3GaDSCZVl06dJFkS2O4/DJJ58gMTERRUVFos/07t0bVqsVISEhimx5E5TMO869hYWFgwCIL9l1c9q2bYtFixap8llaV1ekEuu5c+di3rx5ihPrGzdu4I033sCWLVvsBoGTJ09GQkICAgMDFdmqrq5GamqqXeVmgiBUJxKARybz99xzD2bOnKnKZ2kp4qnlLOft27fx4YcfYvXq1XZHogYPHgyWZTF48GBFtgB+PeDXX3+t+HMIgqiTSACM3k44S1hYGMLCwhR/jtzE2mazqSaCyrIs8vPzRZ9RU6vl+PHjYBjG7vrqVq1aYenSpZgxY4bikbIrV67g//2//6foM9wJSuadIxIemsyrgR5Kme+++67LV1BUV1dj27ZteO211zQR9Dhy5AgYhsHJkyfvOlOqJ0AQhF2MANbp7YReSIl4CiNRaiTWWs9yymk5/etf/4qpU6cq7tzKy8uDzWYTrYzR9zdBqM7Dubm5rTp16iR+Q+flcByHtLQ0JCYm4sqVK6LP9OvXDyzLYvjw4YrtnThxAgzD4OjRo6LnLVq0wOLFi1VZX11cXIxXX30VaWlpdufio6OjsWTJEgQEBCiy9euvv2Lz5s1Yt27dXSNlnrx5ipJ554gEkKS3E1ojp7qi9goKKaVMlmUxZMgQRbYAvrrCMAxOnz4tet62bVssX74c06dPVyzoUVBQgBUrVuCzzz4T/eJq1aoVgoODFdkgCMIu4dnZ2Q2DgoLEyxpeitYinlrOcl6+fBk2mw1ffPGF6HnDhg3vKEY3btxYka2bN29i48aNePvtt0VnOX18fFRpoyUI4nf4+vn5jQGQqrcjWiNVsW7ZsiUWLVqkWmJdlwiqMBe/dOlSxVotv/zyCzZt2oQNGzagvLxc9Jnw8HBYrVZVtmx99dVXsFqtdkfKHnvsMcU29IKSeecYeeXKlaZt27YVX57uZQiJNcuydVZXWJZVpWJ94MABMAyjiVJmXdUVgL+pmzVrlipzR5WVlXcEPSoqKkSfEeaOWrVqpcgWQRB2adK0adMRAMT7y70QKRFPNbVGtJzlLC8vx7p16/DOO++Idm4BuNO51alTJ0W2OI7Dp59+ihUrVtid5ezVqxcSExPpMpYgXECNAHW9SeaLiorw6quvSiq5q5FYV1ZWYsuWLVi3bh1+/lk8tQkNDQXLsujZs6ciWwDw+eefw2az1bm+2mw2w2g0KrZ17tw5MAyDjAxxyYWmTZti4cKFmD17tmJbekHJvHPcc/v27VEAPtfbEVcjVV1RM7GWq5SpxgoKrZUy09PTkZCQYHc2/v7774fFYsHYsWMV2yIIom44jotEPUjmL126hKSkJLuJdaNGjTBz5kwsXLgQTZo0UWTLm2c5T506BZPJhCNHjoieCy2nzz//vOLNMARB2OVRvR3QgoqKCrz33nt444037FasQ0NDYbPZ8MADDyi2l56eDpPJpElinZ2dDbPZjH379omeN2nS5E4XlRpaLWvWrLE7UqamVove0K+Ok9TcEHptMq9ldUVIrLVSyty5cydsNhvy8vJEn+nRowcsFgsiIiIU2QKArKwsMAyDw4cPi54HBARg/vz5mD17Ns1ZEoR2RAJYrrcTrqK8vBxvv/02NmzYYLdibTQakZiYqFhrxNtnOetqOfXz88Of/vQnxMXFoXXr1opsEQQhSceCgoJegYGB4i1GXoBU4ad79+6wWCwYM2aMYlunT58GwzA4dOiQ6Hnz5s2xYMECzJo1S3FiLWi1SK2vNplMaNOmjSJbWmu1uAOUzDtPpN4OuAKqrqhTXSktLcXrr78u+cXFMAzuvfdeRbYIgnCYB4uKitq2b99ePPv0UISRqBUrVuDq1auiz/Tv3x82mw1Dhw5VbM9bZzmFlaurV6++SyRJICQkBFarFb1791ZkiyAIh4gE4HXJvJaFHy3j06qqKmzfvr1OrRY1t4toqdXiTlAy7zy9CwoKOgcGBor3pXgYWldXTp48CZPJ5HXVFSEIXLNmDW7cuCH6zMiRI8GyLAWBBKEfhurq6rEAPtbbEbU4duwYGIbBsWPii1aEkainnnpK8XeqN89ypqeng2EYXL58WfS8W7duiI+Px8SJExXbIgjCMWq6Ytfr7YdalJSUYO3atZKJtdls1iQ+HTFiBFiWRZ8+fRTZAvj11QzD4Ny5c6Lnemi1qDFS5o5QMq+Ami+VLXr7oZQTJ07AZDK5TXUlKioK8fHxikXgtK6uZGRkwGQy4fvvvxc9DwwMRFxcHKZPn67YFkEQyqj5/vb4ZL6wsBArV66UTKzV0hrx5llOi8WCvXvFpRSElatqzHISBOEcBoNhtDdsI/Hm+FSOVsvcuXMxb948+Pv7K7IldBNLjZStWLFCsQiqO0PJvAJ8fHw8OpnXsroifHGtWrXKLaorXbt2xfLly1Wprly4cAEWiwW7d+8WPReCwPnz56Nhw4aK7REEoRyDwfAIx3EGg8Fw95efB+BuIp40y0kQhAY0adq0aTCAfXo74iwZGRlISEhAdna26Lma8enFixdhsViwa9cu0XMhsVYjPr1x4wY2bNiAd999VzSxFtZXm0wmTbRa+vfvD5ZlMWzYMEW2PAFK5hXAcVwkx3G+BoPh7gjAjRHaFt2luqJm2+L58+dhNps1qa6UlZVh48aNeOedd1BVVXXXufDFZTabERgYqMgWQRCq0764uLgvgNN6O+II3iziqeUspyCSJDXLabVavUYkiSC8gZquqn16++Eo58+fh8ViwZ49e0TP1Sz8yI1PGYbBfffdp8iWHK2WAQMGgGVZj9Nq8RQomVdGy6KiosEAxBXV3BAtV6SdOXMGDMPg4MGDoueuqK7YW0FBSpkEQfyR6urqSHhQMq+liKe3z3KazWacPSuuo6XmLCdBEKoTCeAVvZ2Qi5Yr0oTE2maz4ccffxR9ZuDAgbDZbHj44YcV2QKAAwcOgGEYfPfdd6Lnaq6v1rKb2NOgZF4hNfuKPSKZP3/+PKKjo0XPAgIC8PLLL+O5555TXF358ccfsWrVKmzbtk00CPT19cXTTz+NZcuWKQ4Cta6u1FelTILwUowAXtfbCbk888wzoheIfn5+iI6Oxssvv4yAgABFNn799Vds3rwZb7zxRp0jUVarFb169VJkC3C/Wc6ZM2d6rUgSQXgJgwsLC9t06NBBvAzsZiQnJ2PLFvGJ3CFDhoBlWQwcOFCxHTnx6SuvvIInnnhCcXxaUFCApKQkr9Rq8UQomVdOJIBEvZ1wFj8/P8yYMQNLly5Fy5YtFX1WVVUV3nvvPaxdu1aT6kpmZiYYhtGkuiJXKTM2NhZNmzZVZIsgCM0YlZub26hTp04VejviLOHh4bBarQgKClL8WV999RWsVitycnJEz7t27Qqz2Yxx48YptiU1y6lmy6mWs5wEQbgcn+rq6jEA/q63I84SGBiIhIQETJ48WZX41Gaz4csvvxQ99/f3x0svvYT58+ejcePGimwJWi1S66tZlkWXLl0U2QK01WrxZCiZV86Ia9euNW/durV49urm/Pvf/1Ylsd61axcsFgsuXrwoet65c2ckJCRgwoQJim1pWV0RlDKlvrhsNhs6d+6syBZBEJrTyMfHZyQA8YzSzUlMTMSf//xnxZ9z9uxZmM1mZGRkiJ43bdoUsbGxqoxEefMsJ0EQ2lAjQO2RyXxoaCjef/99NGrUSNHn/Pzzz1i/fj3eeecdu0ruEydOREJCgmIld0GrhWVZ5Ofniz7To0cPWK1WjB49WpEtgNdqMZlM+Oabb0TP1dRq8QYomVeOX2VlZTiAf+ntiDMobUmRWufTpEkTLFiwAHPmzFFcXSkvL8fbb79tdwWF1kqZ/fr1A8uyGD58uCJbBEHoR01Q6JHJvNLv79LSUqxZswYffPCBXa2RJ598EvHx8R43y3nw4EEwDIMzZ86Inqs5y0kQhLZwHKe8PUgnOnfurCiRr66uRmpqKpKSklBcXCz6TN++fcGyLIKDg522I3Dy5EkwDKOJVouwvtremK6fnx/+9Kc/IS4uTvGYrjdBybwK1ASDHpnMO4vQtuiN1RVSyiSI+kNNUBintx9aorWI5/79+8EwjN1ZTjUT68LCQqxcuVKTWU6CIHTjvsLCwj4dOnQQV17zUk6cOAGTyaRJfCok1h9//DGqq6vvOhcS6/j4eLRq1UqRLUEEdfXq1fjpp59EnwkJCYHVakXv3r0V2fJGKJlXgRoRvHqB3OoKy7IYMmSIYntyqytPPfWU4i8uUsokiHrJgKtXr3Zo06ZNod6OaIGWIp6CSFJaWproufCdGhcXp1hrRO4sp9VqRdeuXRXZIghCf2ouYutFMq9lfCok1qtWrdJEBDU9PR1ms7lOrZbly5ersr7aW6FkXh0eKCoq6ta+fftLejviSvbv3w+z2azJCgotqyuVlZXYsmULKWUSRP3EUFVVNRbAB3o74krkinh6mtaIMMtps9mQl5cn+oyas5wEQbgNRgBr9XbClQjx6bp16+pMrFmWRc+ePRXbS09PB8MwuHz5suh5t27dEB8fr0piff78eVgsFuzZs0f0XE0RVG+HknmVqK6uNgJ4R28/XIEe1ZWUlBRUVlaKPqNmdYWUMgmCAB8UemUyLyTW9rRGAP47dcWKFaqIJGmpNaLlLCdBEG7HqOzs7IZBQUHiN4YeTnp6OkwmE3744QfR8/vvvx8WiwVjx45VbCs7Oxtmsxn79u0TPW/SpAleeuklLFiwQLEI6vXr15GcnIytW7eKarUYDAZMnToVCQkJirVa6gv066YeXpfMy62uqLGCQuvqSlZWFhiGweHDh0XPSSmTIOoVkRzHGQwGw91tQB6KMBJVV2Ldv39/sCyLYcOGKbbnrbOcBEG4LY0bNWoUAmC33o6oyenTp8EwDA4dOiR63rx5cyxYsECV+FRIrN9//31RwTkfHx888cQTMJlMaNOmjSJbcrRaHnzwQbAsq4pWS32Cknn1GMtxnK/BYLj7b4OHIWcFRVBQEKxWK8LDwxXbO3XqFEwmkybVlZKSEqxdu1byi8tsNpNSJkHUH9rl5+cPAHBSb0fUQEsRTz1mOaVEkliWVWWWkyAI98bX19cIL0nmS0tL8frrr0vGpwzD4N5771VkS/guXbNmDW7cEN+sHRwcDJZl0bdvX0W2AG21WuojlMyrR4vi4uIhAMSv0jyEEydOgGEYHD16VPRcSKw9rbpCSpkEQdSFr69vJDw8mdcysfbmWU6CIDyDGgHqeL39UIKcxHrkyJFgWVaV+DQjIwMMw+DcuXOi5x06dEB8fLwqifWlS5eQlJRkV6ulUaNGmDlzpipaLfUZSuZVpOZLxSOTeanE2pOrKxkZGUhISEB2drbouacpZV67dg1bt27V2w2C8Co4jjMCWK23H85QUVGB9957TzMRT2+d5dSCqqoqvPvuu6KzogRBOMygK1eutG/btm2R3o44Q0ZGBkwmE77//nvR88DAQMTFxWH69OmKbV28eBFWqxXp6emi540aNcLcuXMxb948+Pv7K7JVXl6Ot99+WxOtFq3IzMy0O/qgN5TMq0hNMMjq7YcjVFZWYuvWrV5ZXblw4QLMZrPXKGVWVVVh+/btSEpKQklJid7uEIS3EVpQUNA4MDDwpt6OOIKWIp7eOsupFVKBO0EQDmO4devWGAAf6e2II1y4cAEWiwW7d4tPCKgZn964cQMbNmzAu+++K5pYGwwGTJgwASaTCR07dlRkS9BqWbFiBa5evSr6jJpaLVogJQLuDlAyry7DS0pKAlq1alWmtyNyGT16tN25+B49esBisSAiIkKxHS2rK2VlZVizZo1XKWXu3r0bFosFFy5ckHq0AoBXKrsShIvxBxAK4Cu9HZHLwoUL7X5/t2jRAkuXLsWzzz6rWGtE61lOqUtLNWc5teDcuXMwm83473//K+fx6672hyC8DCM8KJnftWsXtm/fLhqf+vj4YNq0aVi+fDnatWunyI6QWNtsNvz444+izwwcOBAsy2LIkCGKbAHAsWPHYDab7Wq1tGrVCgsXLlRlTFcLysvLsX79erzzzjt2RcBroWveR8m8uvhVVlaOBvBPvR2Ri1ggKFRXZs2apdoKCndRyhw0aBBsNpvHKGVK7eEUIQ2A1yhyE4TGGOFBybzY97egNRIXF6dYxNObZzm14Pr161i9ejU++OADuW315wEcc7FbBOFtjPOkbSTFxcWifz5o0CCwLIuHH35YsY0DBw6AYRh89913ouft2rXDkiVL8PTTT8PHx0eRrcLCQqxcuVJSq2XZsmVo1qyZIltaUF1djbS0NKxcudLuv6s/wAFIdbFbdULJvPpEwoOS+dr4+vrimWeewbJly1QRnJOqrgwePBgsy2Lw4MGKbAHep5R548aNO5cgVVVVcl/7AsACF7pFEN5OpN4OKCEsLAxWq1WVkShvneXUglu3buGDDz7A6tWrcf267EL7WQBTAXj8RhyC0Jj2xcXF/QBk6e2IM3To0AGvvPIKHn/8ccXxqVRLuJqJtRytFqPRCKvViq5duyqypRXffvstTCYTTpw4IfeVcgCLARxwnVfSUDKvPo/o7YAzjBgxAizLok+fPoo/KyMjA2azGWfPnhU9V7O6kpOTg5UrV9pVyvT398cLL7zgMUqZctqiRDgP4K/Q+WaQILyA/nl5eR07duyYp7cjjqCmiKe3znJqhdTFsgjXASQBeAM0IkUQTlEjQO1RybwQn8bGxqJp06aKPquiogJvvvkmNm7caLcl3Gg0gmVZdOnSRZEtYX21zWZDXp74T6WaY7paICUCLgIHvhN2KQBxETANoWRefboVFxd3b9euneRws9a0adMGDRo0+F2lt3PnzjCZTBg/frziz5ezgkKt6srNmzfx1ltveZVSplRblAjlANYAWAkKAglCFXx9fccCeF9vP8Ro377970aImjVrhtjYWMyaNUux4FxZWRk2btyId955R7QbSEisGYbBfffdp8iWnEvLAQMGwGazqTLLqQVSF8siVIOf830ZwBWXOUYQ9YCaZD5Zbz/EaN++/V1/NmnSJCQkJCi+pBQSa5Zl7eqnBAUFwWq1Ijw8XJEtADh16hQYhsE333wjeh4QEIAlS5bg+eefV6zVogVyVqyK8C2AhQAyXeeZY7j//9IeSHV1dSSAt/T2448EBATAbDZjxYoVuOeeezBv3jzMnj3bo6orQhCYmJiIK1fE4596oJTJAfgQwDIAHrmOhSDclZqtJO/r7YcYVqsV8+bNQ0lJCaZNm4a4uDjFIp7CdyrLsnVqjXjiLKcWCBfLdVXERNgHPhg86TLHCKJ+EZabm9uoU6dOFXo78kdmzJiBvXv3Yv/+/Rg0aBAYhsHw4cMVf+7JkydhMplw9OhR0fMWLVpg8eLFqgjOSVWu1dRq0QqpFasiFAKwANgCNxuHomTeBdQEg26XzAPAzJkzMWPGDPj4+Ci+NZOzgmLAgAFgWRZDhw5VZAsAjh8/DoZh7CpltmzZEosWLfIYpUw5bVEifAMgFoB7LrskCM8nkuM4H4PBIKvXTktGjBiBo0eP4tatW6qs05RqCVczsdZyllMLOI5DWlpanRfLIuQCSADwAUiolCDUxN/X1zcUwH/0duSPNG/eHKmpqbh58yYaN26s+POkEusGDRogKioK8fHxquhfbd26FatXr8ZPP/0k+kxISAisVqsqIqhaILViVYQq8DmdCYC4EqzOUDLvGsZwHNfAYDDIVi7TEqUK9QBw8OBBmEwmTaorRUVFePXVVyWVMpcuXYrmzZsrsqUFctqiRMgHPxdPQSBBuJZ7CwsLB8FNVcV9fX0VX1bK1RrxtFlOrZC6WBbhJoDV4GfjK13mGEHUY2oKaW6XzAsoTeSFxHrVqlV2W8JDQ0PBsqwqIqjp6elgGAaXL4uPhKup1aIFUitW7bATfBeV241O14aSedfQvKCgYCiA/Xo7ojZarqCQo5QZGhoKm82GBx54QJEtrZBX7hxiAAAgAElEQVRqixLhJoANAFYAkD3QQxCEIiLhpsm8EuS0hBuNRthsNnTu3FmRLbmznBaLBaNHj1ZkSyukLpZFEESSXgYgu5eTIAjH8fHxiQQvSOZ1SLWEd+vWDfHx8aok1ufPn4fZbMbevXtFzwUR1AULFqhSHHQ1clasinAWwCIA/3adZ+pBybzrMMKLknmtqyvp6elISEhAbm6u6Hn37t1hsVgwZswYxba0wAmlTIC/EVwAIMdljhEEcRc1FZ4kvf1QCzkt4f369QPLsh43y6kFgkhSXRfLIhwFPxKl68oigqgvcBzX/+rVqx3atGlTqLcvanHmzBkwDIODBw+Knjdv3hwLFizArFmzFCfW169fR3JyMrZu3Ypbt27dde7j44MnnngCCQkJirVatEJqxaoIJQBYACkA7v4fwU2hZN5F1NwQWvT2Qylyqis9evSA1WpVpbqSlZUFk8lUp1Lm/PnzMXv2bMXqzVogpy1KhGPgg0C3UcokiPqEwWAIuXLlStO2bdt6fDfMiRMnYDKZNNEa0XKWUyukLpZFKABgBbAZvGI9QRDaYLh165YRwN/0dkQpUi3hQmJtMpnQpk0bRbZu3bqFv//970hKSkJJSYnoMw8++CBYlsVDDz2kyJZWXLx4ERaLBbt27ZL7yi0A7wF4BYDsvdDuAiXzLoLjuKG5ubmtOnXqJP43wwM4efIkGIbBkSNHRM+F6ooaKyiEIHDbtm2iX1yklEkQhIbcc/v27TAAX+jtiLNoqTUid5bTarWiV69eimxpRVZWFhiGweHDh+W+8iuAt8EL3IkrRREE4VJquqo8NpmX0xI+YsQIsCyLPn36KLaXmZkJhmFw9uxZ0fMOHTogPj4e06ZNg8FgUGzP1UitWLXDbvBz8add55lroWTedfj6+vqOBvAPvR1xFLkrKEgpUxyptigR3F4pkyDqGzVBoccl83JawtXUGtFyllMLSkpKsHbtWmdEkmIBXHSdZwRByMDIcZzBYDB4nFBwRkYGGIbBuXPnRM8DAwMRFxenSmJ96dIlJCUl2RVBbdSoEWbOnImFCxeiSZMmimxpgbBdy2az4ccfZRfWs8FX4lNd55k2UDLvWiLhQcm81tWV9PR0mM1m5OTkiJ6TUiZBEDoSqbcDjiJHa8RsNmPs2LGKbWk5y6kFci6WRfgfeJGkr1znGUEQDtAuPz9/IIATejsiF6mW8EaNGmHu3LmYP3++4pWk5eXlePvtt7Fhwwb8+uuvos8YjUYkJiaiY8eOimxpxf79+8EwjN0VqyL8DCAZwEoAsvdCuzOUzLuWcXo7IBepFRRqK2VaLBbs2bNH9LweKWUuBvCl6zwjCEIBffLz8zvdd999soel9UKqJVxNrREtZzm1IiMjAwkJCcjOzpb7iiCStBE0EkUQboXBYIiEByTzN27cwIYNG+y2hBsMBkyYMAEMw+C+++5TZEuoXK9YsQJXr14VfaZ///6w2WwYOnSoIltaUVBQgKSkJKSlpcl9pRrAR+A3HhS7zDEdoGTetXTJy8t7oGPHjrJlFLUmOzsbZrMZ+/btEz1v0qQJXnrpJVUSaymlTIPBgKlTp3qcUmZdbVEieKRSJkHUU4zgRXHcErmJNcMwuPfeexXZknNpGRwcDJZl0bdvX0W2tELqYlkEYSTKDOC6yxwjCMJpagSoV+nthz3ktIQPHDgQLMtiyJAhiu0dPHgQDMPgzJkzouft2rXDkiVL8NRTT3nEdhE5K1ZFOAx+FEq2CIonQcm8i6m5IXS7ZF5IrLVUynzttddw7do10WfqkVJmAgDxa1GCINyKmqDQ7ZJ5OYn1yJEjwbKsKlojUpeWniiStGbNGrsXy3bYBX4kSjwiJgjCLeA4LrSoqKhJ+/btZe+R1Ir9+/fDbDbju+++Ez0XEuunn34aPj4+imwVFhZi5cqVkiKoy5YtQ7NmzRTZ0gI5K1ZFyAM/F/8BAI/TUZCL3WRe7F884Tg+Pj5G8K14bkFVVRW2b99e5woKNasrmZmZMJvNdmdZ2rdvj+XLl3tMECjVFmWH3eDnKrNc5xlB/AZ9f6sDx3FjOY7zMRgMbrNiTGpvriCSNH36dMW2Ll68CKvVivT0dNFzNWc5tUDOxbII3wNYAl7fhCBchpjgMOEU93AcFwY3GmOUagkXEuu4uDg0bdpUka2Kigq8+eabSElJQWVlpegzRqMRVqsVXbt2VWRLK6RWrIpwE8BqAK8BqHCZY26C3WR+wYIFqt0O1Wc4jhvNcVwDg8EgO/NzFdeuXcOUKVNw4YK41lqnTp2QkJCgyly83CBw7ty5aNSokWJ7rqa+K2USnsXGjRtRUVGB2NhYxYFBPad1UVHRQwDE93NqzJ///Gd89ZW41lrTpk0RExOD2bNnKx6JKisruzMSZW+Wc+rUqfjrX/+K9u3bK7KlFVIXyyJcB5AEYC34tXME4VIuXLiAqKgosCyLnj176u2OR1OzjcQtkvnU1FQsW7bMbkv4hAkTYDKZ0KlTJ0V2OI7DJ598gsTERBQVFYk+07t3b1itVoSEhCiypRVSK1ZF4ACkgZ+LFxcB80L8wP+D31USLS4uxrJly7Bt2zaPan92Q5oVFhYGA/iv3o6UlpaKJvKNGzfG/Pnz8dJLL8Hf31+RjRs3bmDdunXYvHmz3SBw8uTJSEhIQGBgoCJbWiHVFiVCOYA18CKlTMJtEf11q6ysREpKCj799FMkJCRg8uTJHtH54o5wHBcJN0nmjx49etef+fj4YPr06YiPj0e7du0Uff7t27fx0UcfYdWqVXY7twYPHgyWZTF48GBFtrQiJycHK1eutLuCSQRBJOllALJ7OQnCAeyW4DMyMhAZGYmZM2di0aJFaN68uZZ+eRNuI0CdlZUlmsj36dMHLMtixIgRim0cP34cDMPYrVy3bNkSS5cuxYwZM+Dn5/4T1sKK1XXr1tndriXCt+Dn4ve7zjP3xAfApboeOH78OCZNmoQFCxbYvekhJDHq7YA9pk6diszMTCxcuFBRIl9dXY2PPvoIISEheOutt0QT+YEDB+Kf//wn3nzzTY9I5AsKChATE4Pp06fLTeSrwc/ldAdgASXyhOvJqeuwoKAAc+fOxZQpU3Dy5EmNXPI63Pb7+6GHHsLnn3+OtWvXKk7kMzMzERkZifj4eNFEvl27dli/fj127NjhEYn8zZs3kZycjPDwcEcS+X0ABgN4DpTIE64jp67DqqoqbNq0CSNHjsSHH37oyKpb4jf65OfnKyt1u4hWrVph1apV+OqrrxQn8sXFxYiNjcWECRNEE/kGDRrghRdewIEDB/D88897RCKfnp6O8PBwJCYmyk3kCwHMATAU9TCRB/hk/jWphziOwz/+8Q+EhIRg3bp1dmcwCLu47b7itWvXKm6TPHToEB555BEsXbpUtAW9bdu2WLt2LT7//HNVlDldjRAEjhw50pGVF4cBjAQfBHrVygvCrXkDgOQX8pEjRzB+/HgsWrTIEeEYgmfEtWvX3LI8Fh8fj4EDByr6jMuXL+PFF1/Ek08+KdqC3rBhQ8TExCAzM9MjtE2qq6uRmpqKESNGIDk52e4u5T+QCyAawGgAdOtFuJrdkNHtc+3aNSxbtgyPPPIIDh48qIFbXsdYvR0Q49FHH8WMGTMUKcf/8ssv2LBhA0JCQpCamiragh4eHo5du3bBZrMhICBAicuacPr0aTzxxBOIjo7GDz/8IOeVXwGsB9ALwDuoo+PF2/EB8C6AGQAky+43b97Ea6+9hlGjRmHnTtKCcYCHCwoKlO0FckMKCwsRExODqVOn4vTp03edCzeCGRkZiIqKcnvtBY7jsGPHDowaNQrJyclyV17kgQ8CgwEccqmDBHE3xwGEQ8ZO3erqamzfvh0hISFISUmRm+QQQIPKyspRejuhNrUr11988YXoM0ajEfv27UN8fDyaNGmisYeOc/z4cUyePBmxsbFyL63KAVgBPADgby51jiB+4xb4NvD3ICMBOXPmDKZOnYrZs2cjNzfX5c55CwaDwW27qpQgVK5XrlyJ8vK7Bfu7deuGTZs24eOPP0ZQUJAOHjpGaWkpTCYTHn30URw6JDuM3gmgN/i2evGVLvUIIbv6CEAP8D9qklWe3NxczJ49GxMmTMCxY8dc6Z+34GMwGCL0dkItKioqkJKSgrCwMKSlpYneCBqNRnz99dew2WwesfLixIkTmDx5MubMmYP8/Hw5r9wE39XSG3wQSPLhhF4cBvAQ+Eslya6Qn3/+GYmJiRgxYgRSU0mbUQ41W0m8AjmXlkFBQfj444+xdetWdOnSRQcvHaOoqAgxMTF2W01F4MALk/YBPxJF7YaE1pQCeAHAEAAZcl7YuXMnQkJCYDKZHJkjrs8YOY5z7yqSA2RnZ+OZZ55BdHQ0Ll++W9utSZMmWLJkCfbu3auKkLWrqaqqwubNmxEcHIwtW7bIHSf5H4BHAUwEcNGlDnoQtf8jLwf/o/YA+LlfSY4dO4ZJkyYhJiYGV6/S6uy6qFHW9GhqB4GJiYmiN4I9evTAhx9+iK1bt3rEygtB6HHChAmi4lIi1A4C4wHQLyrhDlSDv1QSLmUl20oKCgoQGxuL6dOnO6LwXS+pEcHzeKQuLVu0aAGWZbFnzx6Eh4dr76CDCBfLoaGhdi+WRTgCIATAkwBk9XIShAs5BiAMwCRIzNIDfAK0ZcsWhIaG4sMPP6R1dnVzb2Fh4YN6O6GU69evw2QyISIiAnv37r3r3MfHB9OmTcOBAwewZMkSxdtMtCAjIwNGoxEMw+DGDVmF9RIACwH0B/BvlzrngYjdWOWCn/uNAHBK6gOqq6uRlpbm6HxafeQRvR1QwqlTp/D4449jzpw5yMvLu+s8ICDgThAYEeH+TQiC2reDP4jfgv/RfRL1aOUF4VH8DP5Stj9krkTcv38/jEYjYmJiHFm7WN/oWVRU1E1vJ5xF6tKyQYMGmDFjBjIzM/Hiiy8qmuXUitoiSWIXyyIUgBdJGg7ggEudIwjH2QEHigTC3+nx48fjyBG3WLbhrnjsRWxVVRU+/PBDhISE2K1cDx48GP/617+wfv16tGnTRgcvHePChQt49tlnERUVhe+//17OK1Xg5+F7AlgHgNQgRair/WQvgAfBt25KDp+Vl5cjOTkZo0ePdkQ5tj7RsaCgoLfeTjiK8IPx2GOP4Ztvvrnr3M/P73dBYD1Qysx0qXMEoQ7Z4C+dxgK4W9DiDwiXsqGhoUhJSRHdRlHfqa6udksxpbqQc2kZGhqK//znP1i1ahVatWqlg5eOkZWVhSlTpiA6Olru/HAF+JGoei+SRLg9tf9b/QAyxvdOnjyJKVOmODIiWN/wyK7YjIwMjBs3DsuWLRPdLtKhQwesW7fOY7aLlJWVITExEREREdi9e7fc13aB3y4yBwBVGupAapZEaN3sBf4LRrLsfunSJcyZMwdPPvkkzp49q4KLXoXH3BAKsyxhYWF2g8CQkBB89dVXWLVqFVq3bq2Dl47hhFJmFUgpk/BsdoO/lJX1Y1j7B3fXrl0ud87D8Jjvb0D60vL+++/H1q1bsX37dvTs2VMHDx1D6mLZDjsB9AVf7fzJZc4RhLrkg++QHQ5AUsZeGIEMCwtzRLy3vjDyypUrTfV2Qi5CDhUVFSWaQzVq1AhLlizB/v37MX36dI/ZLiII78osFAjFCCNkFCMI6WReoBT8j2F/AJ/LeUHYWWvvVqme4hE3hOnp6QgLCwPDMPjpp7vjn65du2LTpk34v//7P/Tu7f7NBqSUSdRzbuG3NrX1Nf9/nVy4cAHPPfecI61w9YGxHMe5ff+51KVl8+bN8corr2DPnj0wGt3/J+mPF8syRZKOAxgFXiTpkksdJAjX8Q34lbfRkLFxqqKi4s5aXXvryuoh91RXV4fr7YQUN27cQGJiot3uZoPBgIkTJ+Lrr7/GkiVL4O/vr4OXjpGZmQmj0YjY2Fhcu3ZNzivX8VuuSeq8DuCoyuP3ACaAT0q/k3r41q1bd+Y9Nm/ejFu3JGNIbyc8Ozu7od5O2OP8+fN1KmU2btwYS5Yswb59+7xZKfMsflPKvOBSBwlCW0rAX07JFpARRGpMJpNckRpvpkVxcfEQvZ2wh9SlpSCSlJmZiXnz5nmESFJ6ejpGjRpl92JZhGvgRZKGAPivS50jCG3g8HtxU8nNC7XFTb/7TjJU93qqq6vd9tZSqFwLI25iumMDBgzAp59+ik2bNqFjx446eOkYOTk5dzq0ZYrrVoMfKxG6wKm1xEGcXdmwC8Ag8D+aZVIPX79+HQzD2FVirEc0adq06Qi9nfgjpJQJgJQyifqDcGE1CTIurAT15ODgYGzevFnupZhX4o6q9nIuLUeMGIH//Oc/WL9+Pe69914dvHSM8+fPY8aMGYiOjkZOTo6cV4SRqO4gkSTCOxE2TsmuWh44cACRkZG0ccpNR6QOHjyIyMhIxMbGiv77adeuHVatWoUvvvgCQ4cO1cFDx7h586Yz2mlfg1+t+xxkrNYlxFGyf7EK/I9md/A/opI/nlKV3/qAu62oqx0EinVODBs2DF9++SXWr1+Ptm3b6uChY1y8eNHR9uDaLcjrIKMFmSC8hB3gR0kWQsYoSWlpKRiGcXRcxatwt+/vr7/+GqNHj7Z7adm5c2e8++67SEtLQ58+fXTw0DFqXyzv2bNH7mu7wOtCxEJGcYEgPJzz4OeJx8CBjVN1VX7rAb0KCgo66+2EQGFhIWbPno2pU6eKdk40bNgQCxYsQGZmJmbMmAEfHyWpmuvhOA6pqal3tprJ1GzIAz8+MhrACZc6WA9Q47+Qa+B/RGW3tQkz2SaTSW7rnDfhVjeELMuirOzu+EdQyvzkk0/Qv39/HTxzDEG4a/To0Y4IdzkkDkYQXohwKSuIPEpeyjohJOlNDC8pKQnQ2wmBjRs34uLFi3f9uSCS9PXXX2P8+PE6eOYYwkheaGio3YtlEWqP/Z1xqYME4X7sAV/RnANAsuwuNZNdD3Cb2HvPnj3YuXOn6JnRaMS+ffuwfPlyNGnSRGPPHOfEiROYNGkSYmNjceWK5OIzALgJflwkCPz4CAk7qICa1z2C4MwkyBCcEVo361JL91IeLCoqctsSd6NGjfDyyy97nFKmgyu1HFrbRRD1AGH94jDIXL/oxIpHb8CvsrJytN5O2MNgMGD69Ol3RqIaNnRbiZY7ZGZm3lnB5IRIkixBXoLwUmp3Fjq0cSoqKgrnzp1ztX9ug7t1Vf2R3r174//+7/+wdetWdOnSRW93JCkqKkJMTAzGjx+Pb7/9Vs4rHPjxkN7gx0UktR8I+biid2MHHFgF4+S6GU/G5/bt22P0dkIMo9GIr7/+GosXL/YIpcz9+/ffUcr88UdZhfWfwd8IklImQYjzLYAw8JddkrNQcvaYexvuGhQOHDgQn332GdatW4d27drp7Y4ktdfYOiiSJDtxIYh6grBxagCAL+S8kJGRUa82ThkMBqM7biNp0aIFWJbFV199hZCQEL3dkaT2b35aWprcjQlHAYSCjyvqXTufFrhqEKMC/I+t7P3cp06dwuOPP445c+YgLy/PRW65Bz4+ProEgw0aNBD980GDBuFf//oXtm7d6hFKmQUFBYiJicH06dMdDQJ7gL8RJKVMgrCPcIPeB3yAKFl2Fy5lJ0yYgKNHj7raP13x8fHRrV3Tz8/vrj9r3749NmzYgC+++AIPP/ywDl45Rnl5uTMiSXvBj0Q9B0BWLydB1EPOARgPmRunqqqqfrdxysvFTVsWFRU9pIdhsdi7QYMGePHFF3Hw4EG8+OKLot/t7oawXSQxMRHl5eVyXinAbx1/+13qXD3H1aoKwr/I4QAOSD3McRx27Njh6H8sHgfHcZEcx2nev96pU6ffiSC1a9cOa9euxc6dOz0iCBSUMkeOHIm0tDS5rx0GMAKklEkQjnIT/KVsb/CXYZJX8CdOnMDkyZMxZ84c5Ofnu9o/XeA4rkdxcfH9eth+9NFH7/zf/v7+WLhwITIzMzF16lSPGYkSRJJkCnHlghdJioAMsS+CIAAo2Di1b98+V/umG3ptIzEajfD1/a0pQNB2YlkWAQFuI8Fil6ysLDz++OOIjo5Gbm6unFd+BS+M3hsyC7qEMrT89TcAmAZgDQBZqpIdOnRAfHw8pk2b5vaBiqMYDIZ+HTp0qEu0Zzv4lpTf8fzzz+PVV1912m5paSm2bdsGf39/PPnkk2jatKnTn6UVHMchLS0NiYmJcgU2AF4p8xXITEIIgpBkGIA3wF/OStK4cWP85S9/wfz58z1idttB/hIYGPh2HecLwAczv6N3797YvXu300arqqqQmpqKq1evYurUqR7RSQUAx44dA8MwOHbsmNxXysHHCkmg2UqCUEJrAAyAeQBktZkbjUawLOsRs9sO8t/AwMBRdZy3hh0x5N27d6N3795OGz5y5Aj27t2L4OBghIaGOv05WlJaWorXX38d77//viNdGzvBi6LfrcxKuAw9MuQmAJYCiAMgazB78ODBYFkWgwcPdqljGrMkMDDw9TrOXZLMexonTpyAyWSSK7AB8NXE1eArihUuc4wg6ic+AGYAWAVA1mB2YGAg4uLiMH36dJc6pjGfBAYGTq3j3CXJvKdRWFiIlStX4h//+Ifc2UoOQBqAJeCr8gRBqMNg8JexsjLJBg0a4LnnnsOyZcvQrFkz13qmHbcaNmzYunXr1vZWsbosmfckqqqqsHXrVqxZs0Z05akd/gdgEYCvXOcZYQ89lheWg59bfgB81VSSY8eOYdKkSYiJicHVq5IbODwFtxRRchcUKGX2Af/fFyXyBKE+1eDXyXQHLyYpqT9RUFCA2NhYTJ8+XXSnrocyluM4cRESAhUVFUhJSUFYWJgjIklHAIwEf4lNiTxBqMsx8OKmkwDkSD3spRun/CorK8P1dsKdycjIgNFoBMMwchP5EvDjHP1Bibxu6JHMC+SCn2OWNQtXXV2NtLQ0R+ft3JlRubm5jfR2wt0QlDIdDAK/xW9KmZIK3ARBKEa4lO0HmZsh9u/fj8jISMTExMjdPuHONC8oKBiqtxPuhpO6N/ng5+KHATjoUgcJgtiB38RNHdo4deTIEZc7pwFus2/enbhw4QKeffZZREVF4fvvv5fzShV+W4u4DoBXqye6O3om8wKCSm00ZKjUOqmE64408vHxGam3E+6EE3urhd3YQ0FKmQShB+fBX6KNBZAl9bBwKRsSEoKUlBRUVVW53EEXQt1VtXBiI42w9aY3+G4P0jYhCG2o/XdPlq7QqVOnMGXKFI/fOGUwGCiZr0VZWRkSExMRERHhyAjYLvB52xzYGUsgtMUdknngt9ZN2ftjndhR63botaLO3Th9+jSeeOIJREdH44cfZK2gFJQyZa8+JAjCpewGP5M5B4DkLNSNGzeQmJh4R9XXE9FzRZ07Ubty980338h9bSeAvpBZHSQIwiXkg++QldUVU7vzJjk5GZWVHqlNGaTXNhJ34tatW3fWEjpwsf49gIngL7LrEvAmNMZdknmB6+B/3PsD+FzOC5mZmRg3bhyWLVuGkpISlzqnNnqtyXAXSktLYTKZ8Oijj+LQoUNyX9sJ/jY5FoBsZQ6CIFzOLfCXa73AX7bdknrh4sWLeO655xAVFYVz58652j9V4ThuaG5ubiu9/dCLqqoqbN682dGZ2uMARoEPCC+51EGCIOQi6FVEAyiSeriiouLOmuDU1FS545Buw+3bt+t1Ia123nTt2jU5rwi52QDwMTjhZrhbMi/wPYAJkHn7U/uGafPmzbh1SzKGdBcGXr16tYPeTmiNEAQGBwdjy5Ytclde/A/Ao+CDQFp5QRDuSwn4y7b+AL6U80JGRgYiIyNhMpkcUc/VG19fX9/RejuhB+np6QgLCwPDMPjpJ1mF9WvgRZKGAPivS50jCMIZOPAdsj3Ai5tKlt0LCwsRGxuLadOm4cwZjyrU1stkPicnx9GO5mrwYxhC17Sk4C2hD+6azAsIcxkLAZRJPXz9+nUwDIOIiAjs2bPH5c6pgKGqqmqM3k5oiUKlzH+71DmCINTkLIDHwKsnX5B6WFBPDg4OxubNmx3Za6sn9SooPH/+PJ555hlER0fj8mVZWqNV4Ls0uoNEkgjCExDETXtC5sapgwcPYty4cZ60cWoMx3F+ejuhFTdv3kRycjLCw8Md0RrbB3507jnI0DMj9MXdk3mADwbWgQ8G1kNGMHD+/HnMmDED0dHRyMnJcbF7iqkXwSApZRJEvWUH+NGYhZAxGlNaWgqGYfDII4/g4EG3Fzcfp7cDWnD9+nWYTCZERERg7969cl/bBWAQ+C4Nyct4giDcih/gvRunWuTn5w/R2wlXw3EcUlNTHf13kgt+3GI0gJMudZBQDU9I5gWugQ8KHobMNr309HSMGjUKJpNJbiugHkRyHGfQ2wlXoUApUxDTIqVMgvB8HL6UPXPmDKZOneqIMKYedM3NzQ3S2wlXUXuEbcuWLXJH2M4BGA/+ovo7lzpIEISr8cqNU76+vl6tWXX8+HFMmjQJsbGxuHJFVmH9JvjxigfAj1sQHoQnJfMCJ8AL6EyCDAEdoXVTEOlxw9bN9nl5ef31dkJtqqurkZqa6qhSZjb4NVdGAKdd6iBBEHrwI/hL2aEAMuS8kJ6ejtDQUJhMJrkrKzXFz8/PK4PCzMxMREZGOiIuW4rfRJK+cKlzBEFoibBxqhcc3DgVFRWFs2fPuto/h+E4ziu7YouKihATE4MJEybg22+/lfMKByAVfPecBTK0Egj3wxOTeYEd4L9YFkLGahsn1+dogrcFg5mZmTAajYiNjXVUKbM/+C8VgiC8m2MAwsBfyuZIPSxcyoaGhjqinK4J3hYU1l77KjMIF0SSZAf6BEF4JA5f2Anipm64cWr45cuXW+rthFpUVFQgJSUFoaGhSEtLk7th4CiAEPBFNLdtfyOk8eRkHuCDhnVwYN94VlYWpkyZgujoaN/gT5UAACAASURBVOTl5bnaP1l4y4o6BUqZQhBISpkEUb/Ygd/2jUuW3YVL2fHjx+Po0aMud04mERzHNdDbCaU42R4rtOCSSBJB1B8cGqVx041Tvg0aNAjX2wk1SE9PR3h4OBITE1FeXi7nlQLwY6zDABxwqXOEJnh6Mi/g8H+Ywjy9A//xu5LQgoKCxno74SyCUqaDQeDXAB4CHwQWu8w5giDcnZvgL/N6gb/ckywpnDx5EpMnT8acOXOQn5/vav+kaFZYWDhcbyecRRiJclAk6QfwM7SyxLEIgvBKBJFLhzdOOSCk6Uo8upCWlZWFxx9/HNHR0cjNzZXzyq/gNWtkF0AJz8BbknkBh1pGhLaUsLAwpKamym1LcQX+AEL1Mu4sf1TK/OUXWYX1PPymlHnCpQ4SBOFJ5IO/3BsO4JDUwxzHYceOHQgLC3Pk+8dVeGRQKKyUio2NlbtSqhy8SFJPkEgSQRBObpxycMWlq3hET+POUlJSApPJhMceewyHDx+W+9pO8El8LGSMJhOehbcl88DvxRyskCHmUFhYiNjYWEcEI1yBR81dnjhxwlmlzCDwQaBuNycEQbg13wAYAf7Sr0jq4YqKCiQnJ2PkyJFITdVNcsOjkvnCwkLExMRg2rRpOHPmjJxXOPBdEz1AIkkEQdyNsHFqCBzYOBUWFqbnxqmuubm5PfQw7AxVVVXYvHkzgoODsWXLFrmC3icAhAOYCBmi4YRn4o3JvMBN8EHHA+CDEEmOHz+OyZMnIyYmRm6CqiYeEQwKSpnjx48npUyCIFwFB/7Srwf4S0DJsntBQQFiY2Mxbdo0fPed5hvRHsrLy2uttVFHqX3x4YBI0hEAI8F3TUherhAEUa85DgUbp7QWN/UUAWphNJhhGLkXH9fAjz88DH6slfBivDmZF8gFH4SMBnBS6uHq6mqkpaU5Oj+oBv1++OGHQK2MOUplZaWzSpmhIKVMgiCcoxz8JWA/yNx0ceDAAURGRiImJgY//vijK32rja+vr+8YrYw5ijCSMGrUKCQnJ6OyUtadaj747ohhAA661EGCILyN2uKmbrtxyt23kZw/fx4zZsxAdHQ0cnJy5LxSBX7coTv48Qe328dNqE99SOYF9gEYDD44kSy7C6Ju4eHhjoi6KcHQoEEDt/xScUIssLYg4X6XOkcQRH3gPPhLwTEAsqQeFi5lQ0JCkJKSosmlrLsGhadOncKUKVMwZ84cuRtcKsALEvYGjUQRBOE8wneJbHHTU6dO4fHHH3fk+0opY9xxG0lZWRlMJhMiIiKwZ88eua/tAr9dJBYyBAkJ76E+JfMAr9z4N/DiPbJWoTmxbs1p3C0YVKCU2RuklEkQhPrsAX8pOweApGLbjRs3kJiYiIiICKSnp7vaN7cSU6pd6Tpy5Ijc13YC6AOZ1TSCIAgZFIDvkJXV5eNkJ5GzNCssLBzmSgOOUHuN35YtW+Su8fse/Ey8EYAsERTCu6hvybzAdfDBygDwwYskmZmZGDduHJYtW4Zr1665yq9xHMfp/u+ktLTUWaXM3uBvBG+4zDmCIOo7t8BfFvYEf3koGe1cvHgR0dHRiIqKwrlz51zlV8eCgoJervpwuQgiSQ7OoB4DEAY+IMxxpX8EQdRbBP2NJ8GPwNbJH8VNXbVxyl0KaU7kGUIu0x8ycxnCO9E9cdQZh26zat+Ybd68We6NmSPcW1BQMFDtD5WLk0qZ/wNfkZoI4KJLHSQIgviNUvCXh/0AfCHnhYyMDERGRsJkMuHGDZfcOeoqpiSoQzshkjQUQIZLnSMIglCwcWrixIk4duyYK3zS9XvbiQ7gavBjC0KXsWbiXoR7Ut+TeQFhzmQh+JuuOikrKwPDMI7OsshFly+VjIwMjB07FgzDyA1yS8D/79UfwFcudY4gCMI+5wCMB38pKxkJCerJw4cPx+bNm+VeWspCrwpPdnY2nn76aUf2NpNIEkEQeiKIm8reOHXs2DFMmjQJMTExuHpVcspKNgaDYUhubm4r1T5QJk5qc+0FP2r2HGTofxH1A0rmf6MKfFDTHXyQIxncOKEyKYmPj4+mweCFCxfw7LPPIioqCtnZ2XJeqcJvLa4UBBIE4S7sAjAQ/CWjpPjP9evX71zK7tu3TxUHDAbD6Ozs7IaqfJgMrl+/fkckyYF/hl0ABoFEkgiC0B9h41QEgFNSD7to45Svn59fhBofJIfq6mqkpqY6+s+QC17AOwIyNnMR9QtK5u+mBHyQI7viLKi9m0wmua2NduE4LvTKlStNFX2IDMrKyu4IQ+3evVvua0IHwxwAmu18IgiCkInDl7JOVLXroknTpk2DlX6IFFVVVb8TSZLZXVC7g+E7lzpIEAThGHvBx5eyNk6Vl5cjOTkZo0ePVmXjlFZdVcePH8fkyZMRGxuLK1dkFdbLwY8jPABewJsg7oKSefsIs+CTIGMWXGjdDA4OVtq6ec/t27fDnH1Zitpz/ykpKaiqqpLzGillEgThSVwDfykrexZcmDc3mUz4+eefnTbMcZxLR6UyMjLuiCSVlJTIeaUUvwm+ytIWIAiC0IE/bpySLFlfunTpzrz52bNnldgep+RlKQoLCxETE4MJEybg22+/lfOKoC3QB/w4gksl/QnPhpJ5aXaAF+pYCBmrekpKSsAwjKNK8L/DVTeECpQyZav+EwRBuBGCSvskyFBpFy5lQ0NDHVGC/yMuSeaFoDUqKkpu0Fpb9Z9EkgiC8BRqq7R/LueFzMxMREZGOnLJ+Ue6/O1vf+vhzIt1UVFRgZSUFISFhSEtLU2uIv8RACHgVf9/UNsnwvugZF4ev4Jv3ewFmfvTndjRXhtVg0EVlDJ/UdMfgiAIjdmB3/anS5bdhR3t48ePd2RHu8CDffr0aeaEj6LcuHEDiYmJjraT7gHwEPiRKPWUogiCILTjewAToNHGqQEDBox2zk1xhBHcxMRElJeXy3mlAPx39nAAB9T0hfBuKJl3DOEv2jDI/IuWnp6O8PBwR/4yA0CfoKCgxk76eAcnlTL3gZQyCYLwPirAX072An9ZKVkiOXnyJKZMmYI5c+YgPz9frh2fJ5988gHn3eQRRJJCQ0ORkpIiVyTpPPhqzhjIEJMiCILwAGpvnHJI3NSRjVMBAQHhTntYi1OnTmHKlCmIjo5GXl6enFdq/zbJKhgSRG0omXeOo3CgBUZoswkNDUVqaqqsNpvHHnusnbPOcRynRClzNEgpkyAI7yUf/GXlcAAHpR7mOA47duxAWFgYkpOT8csv0o1Kw4YN66nEwf/f3pmH2VWU+f/TnYWkAwmEBAhhCRoTQoAMBAQxREgIi0AYFR7BySgODKI4BEV/4KDIz2V0WFTUGY2gAgZnRHaEDCCBYRGIbGEPYSeEQAgQskDWO3+8fexz6tQ5p869ffve7v5+nuc8yb1db1Wde+95q96q933r3nvv5eCDD2bmzJmhRzBFSZJ2w+IshRCiJ1H3E6f69++/f//+/avuYNyja968eaFifwLGY15jtWXQFr0WGfPVEyWnGIdNogqTUyxZsoSZM2cGJcCYNGlSVcb8ww8/zPTp08tkylyNMmUKIXof84CPYouYS4oKv/fee1xwwQXst99+hYuyo0ePHtfS0lK6Q1GSpKOPPponnwxKOF/BvAxGoyRJQoieT5TcdG/gzhCB0BOnWlpa2iZOnFi6Q+vWrePiiy9m8uTJzJ49OzQB9sPAx7Dk0i+UblSIGDLma2c1NokaQ6DrZmRwn3rqqZkG94QJE7ZpbQ3/epYsWVJtpsxxaBIohOidVLBFzNEELsq+9tprzJw5k2OOOSbT4B40aNCQMWPCPe3jCwUlkiTNA/bDvAwKFyOEEKIHERnD0wkwhqPkpkUG9+TJ5Q6TihYKzj777NCjqZdh4QLBixFCiK7nAOARbJJYeLW1tVVOP/30yosvvlhZvHhx4powYUKq/PHHH58o89xzz1XOOuusyqBBg4Laa7/+ik0ChRBCdDAauIJAXdra2lo5+uijK/Pnz0/p75NOOilVfty4cYkyr776amXWrFmVkSNHltHfizADvvzWvxBC9DwGAmcA7xKoR3fffffKtddem9LbN910k7f8bbfdlih35513VqZMmVJGb0eJtId0xQcihKidVjp2S4Ie9FGjRlVmzZqVUBannnpqrjF/6aWXVrbffvsyyuRV4CTkkSGEEHlMwXKHBOnWwYMHV84666zEouzs2bNzjfk5c+ZU9t577zL6ezXwQ2DTrvkIhBCiW7EtMAuLpw/Sq9OmTavMmzfvb3p50aJFlS233DLTmH/yyScrJ5xwQqVv375ldPetWFy8EKIbsjk2+XqfwId+0qRJf1MaV155pdeYv/nmmyv77LNPGUWyBlsR7LTjkoQQoocTLcq+QaCu3Wmnnf62KPv8889XBgwYkDLmH3744cqMGTMqra2tZXT4DcCorrltIYTo1uwN3EOgfh04cGDllFNOqSxcuLCyePHiyvTp01Nlbrnllsq5555bGTp0aBm9vQA4vIvuWQhRZ8Zgk7EgBdC3b9/KjBkzKg899FDKfX748OFlJ4FXoEmgEEJUyxbYouwaAvXu/vvvX5k7d25l0qRJifc33XTTSltbWxn9/QCWpE8IIUQ4LcAxwEsE6tsRI0ZULrzwwsr555+f+ttWW21VRm+/BZwK9OuSOxVCdCkHAY8TqBCGDBlSGTt2bBkFEr+i5CBCCCFqZyxwI4E6uF+/fpU999yzWv29FMvY3KeL7k0IIXoig7Akz+8RqH/Hjx9frd7egCVU3apL7kwI0TD6YXHrS6lOWRRdb6JJoBBC1IuDgCeoj/6OkiQN7rK7EUKIns/2mKFdD71dAeYCu3fZ3QghmoLhwC+B9XTeJPAClClTCCHqTX/g68ByOm8yeC2WTV8IIUR9KJXcNOB6FvhEl96BEKLpmADcTm3KRJkyhRCi69kauJgS2ZM919PAYV3dcSGE6KX0Ab5IbR6yKzH3/QFd23UhRDNzNPA85ZTJk8ChjeisEEKIvzERuIty+vtN4BSgbwP6K4QQvZ0tgJ9gnq2hensD8FtgRAP6K4ToBgwA/hVb8ctTJm9hcfHKlCmEEM1BC/BpirMnrwN+CgxtTDeFEELEGAfModiQvwc79k4IIQrZFrgavzK5BBjWsJ4JIYTIow34Dn7X+weAXRrXNSGEEBkcjnlM+VzqP4Mt2AohRCmOA17FXIBexBSNEEKI5mcCdhTpGmyC+K+N7Y4QQogCNgGuwAz41cDNwGYN7ZEQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIYQQQgghhBBCCCGEEEIIIXokLY3ugGg4O5H8HbwGvNegvgghhGguWrBxIs4iYG0D+iKEEKI+tAKjnPek67sBMubFGqB/7PWBwB2N6YoQQogmYxCw0nlvAvBoA/rS2xgKjAG2ANqAd4BlwDPA6gb2SwjR89gceNt5bzzwZAP60ptoAUZgCymbAYOB94HlwBLgWWBjXgV969s/IYSHFuBDwERgL2AXks/ieuCwBvRLCCFE4xgJHAocAuwLbJ9Rbj22mHIdcBHmUSeEEKL52RrT7x9pv/bCFmuzeBe4H5gNXAWsqncHRfdjDVCJXQc0tDc9k1HAp4HzgLnY7kol51rTkF4KIUSaQaR11O4N7VHPYjPgBOB/sd2XvLHBd60F/h0Y0NUdF0L0KDYnrV92aWiPeh4nUl7Hx68lwHFd3mvR9MiYrz/3U+5hlTEvhGgWZMzXl2OpbXIXXfOxHR8hhKgGGfP158t0jr7/BZbjAJCbvRBCCCFEM/IyZqQvxTy6tgD+DltM6eOU3R24Fdgfi7UUQgjR/LyF5UFZiLnQv4strGyHheP6FmlPbi/7tS7qo2hytDNff3w78xuxh/e/gAecv2lnXgjRLGhnvr64O/P3YhO1HXJkPghcjn/H5mf17KwQoseinfn682Usiels4LNY/qw8WoGppO2ECrAB2KduPRXdChnz9ed+YDFwA3AOcCQwLPb3/0TGvBCiOZExX1+OxRLa/Q7LHF2Gr5D+btaRPkpQCCGKkDFff4ZSnVd8P+BK0t/P7zuva6I7I2O+/gws+LuMeSFEsyJjvr7sAuxcg/xlpL8fuV4KIcoiY765GQy8TvL7eRfo05onJYToFN5rdAeEEEI0JU8CT9cg//89702poT4hhBDNx7vA1c57mwFbNXsCvC2AD8RerwEeD5QdDQxx3nsOSyJTxGCScQwbgEcC2wU7IuYA4GCs/8Pa33sTS2RzH3AT8EKJOiMGkV7FfwhboYkYA0zHzi7cEXPPeB+4GfhuFW3m4X5HtPflESwuPI824EDgIOz4tmHYLvbb2OrTPcAc4MUq+rUz9llFLGqvM9724dj3tDP2W6lg7vCntJcXQjQ/wzA9F7EaeCpQ1tUTAAuAlQGytYxPtLc7BZiG9X8Y0B8bJ96gQ/+9UqLOiJAxbFfgCGDP9vb7YJ/dNcCPq2gzj+GkY8A3YMndKuniCTbDxogp2Lnr0Xi6DNPpd2Hj6atV9Gs8ySPdXmyvN2Iw9hlNBsa292Vje1snYImLGs1zwPMkf4vbNqgvQtQTV4+sInwhzKfrnybszO6hJENX3geeCGyX9nYPar92oEPXL6VD11erw4Zg9k6ET9fvRoeu34EOXX8l8NMq2sxjK0xPxwm1oQbToeu3I2k7vYEd3zkHm6eXZVdgk9jrF0jq7yEkdf2mmK5fBHye5kkq6vu9D/O811TsStKdYC32AYfwLGl3kTMDZf/FkftLoFwbcBb2pYccLXAb9nCVYW9PPf3a/7YTNhHLOqv2Tk99tbjZj8UmEa6L+GcL5IZhk8X3MvrpXtcC40r0C+w7i9fx1fb3+7b//82c9iaUbKtW5GYvRPVMJvn8LCcsJq0Vvx44KbDdsx25PwXKDQa+j00iQ/Tfnyjv6niwU8e7sb/tjC3s5unbOLW62e+BTb7i8quAvy+Q2xaYRXqM8l0bsdjBsrHiTzv1fL79/f7AN7HF/6w28xLUdTV3k+xbNRsFQjQ7U0j+zt8ifaqDjz7YJpH7DP9TYLvfceRcHZnFEOAHmOEcouuvo3zIzcdJfyYRu2AnXGS1d6VTV61u9nsBrznyK7E8UXmMBC7CbLyiz2gDljxuVIl+QdomnNH+/ibAt8m320aUbKue+PKkNNNY5KWF9A/j4wFyo/B/IbcGtnuNI/e9AJmdSRu2IdcG/G5yWWQZ8x/Dr6zi112e+qo15idhOxhx2eXYqloenyJ8sSN+raV4kSCOz5hvw1b1itrao0Q7nYGMeSGqpz82YYg/Q/sFyO2J//n/Q2C7d5DWMSFtuoZtyLUOG8RDyTLmjyD9WbnXdU5dtRjzh7a3HZddCuxbIHc84Ysd8Ws1xYsEcXzG/ObYwndRWzuWaKfeuPdxf2O7I0RdGEDaMN47QO7D+J/hywPbvceROzVAZm9gSUa7Rbo+pP6ILGP+KIp16FVOXbUY84eTHltexz77PE4kfLEjfq2ieJEgjs+YH0raVvBdI0u0U29+TbJvy4idN9/MuMev/ChA5gT8X8hqki51PnwreAcWyOyJTVB8bb4NPIi5hywke9f8FwH3BX5jfg/8BvJakjsL93jqq8aYP4b0rvoiiid4M7HFC9/9v4ZNQOYCj2IKzS2zETvWIQSfMX9tRtvLSX4OZb0lakXGvBC14S7SfTNA5uv49cFSigfHQaR1Z5FHz2SyFzLfBP6KGZHPZZSpAP8WcF/gN+b3xe8Ntcbp1w2ee3VlQoz5E0jr8WcpPornbLLHyVewMLXbMTfX9Z4y6+nYdSnCNYJPxMagrLE8fj+jAtuoN0NI/xaV4Vj0VNyd5hCP22/gf6ZfwzYN8xhMWo8VnTpxILAio803gXnY5lreBuB3Au4L/Mb8R7FQgCJdf41TV7XG/EmkP6NnsCM08/iup73oehk7pjPS9T7bYT1wXED/IG3MH0/2oq2r67cLbKPebEXaPr24oT0qgWuYzw+Q+T3ZP5CixDDuCt5qknEWLoPxP5BPYLsg/ZzyOwEX4v9hfiHg3nzG/COx/7+IxXyPiskMxB7umZ76yhrzX/X0/THSMTIunyA9QVsJnIvF+LtsjoU7uG6wayne1YG0MR//jNZh7puTsV09sMn7DsBpFCugzkbGvBC14RrmdwTI/A9pXRpdRd45hzjl3yB/Ujgc/y7Ng1jMvOsqOhYbpH1G7TEB9+Ya86uxXADR6wXAP5PccYhymLjjUFljvgXzNnNl7scmI3n8k0fuHWzS53OhHwacQXqRZBVhx7y5xnx8nFiDjdX70jGO98Fi088Etg6ovyv4AunP7B8b2iMh6odrmId43P6Z9DMSXbsVyB7hlF9Mvq7fGhsP3HbmYeeFu7p+Z+A3GX37RMC9ucb8CpKG69PYImU8j0Zbe1/ckLKyxnwLFjLmyvyF4jhun956Gzu+eUdP+eHYd+96eq0kLDTBNebjuv59LPR3HzpC9CJd/42Ae+kKNsMWNtxxbnSeUDMximTnN5I/IWghOWlyXRqLdjZcRXFLQfmLSP8gryN/AQDsAXQN6ZWkk8m5+Iz56Ppvio9Bcwk15luxiY3b5lxMAeSxI7ZaGJd7hrAVv53ay8ZlF1AcJ5XlOvMGFtfTTMiYF6I2XJf597EJSxaua747ThQd7XUuad2bx1WkddFlFMf2H0d693kZxYaka8zHr1/RsYgZQhljvh9wiaf8deR/H2DjgesWOp/iMTGSfcWRDXE1d4356HqZ7nEkUxvpSepyLDmjED0R34ZbnsftAJIeSa6uP62gvR875WcXlL+OtD75LcW6fgbpjbKlmBGbh2vMx6//JL2hmEcZY74/8DtP+WsotkN2I+1a/xBhoUu7YokC47I+r2MXXx61CvAStR0NWm+2wTyS3fFtPfCZBvarKtwv4dicsrs5Zb+PuYBHr+8raMtdwTsjp+x2pF1L5hNuUP8z6R/Wzwpksoz52whLBOISYswPxD8ZvZywSaEb4/EG5RIV+SZ5nyyQ8Rnza4GJJdrtKmTMC1EbvmR2h+SUd5PmnUlyd3dOQXsPOvJ5SfPGk95hv4vwSdYZpHVZUZ6VLGP+aordSl1CjfnB2OK3b0IZMja5uWpewiYyoexDOoHSAQUyPmN+FeYZ0R34d9L9DwkxEaK74guFzfO4dZPmfZ3kQq4bVuTyqCOflzRvd9LP4x2EJWQFS6Dtyn+rQCbLmL+C8ro+1JgfgtkcPvslRNff4Mi9QLHXVpz9SNtekwpkfMb8SppjZ/tkzMMkuu7AFjfcM+Wjawlh+eOajlkkb+SinLIznbIHYjsg0ev1ZO8kuyt4FfKTa3yP9If80ZAbaqeFdGKNd7FJURY+Y34d1buGFxnzwzx9rAA/JExRjCAdu3NiFf08z6mjyLXKZ8xfUEW7XYGMeSFq548kn6Nzc8q6buB7kJxgrCR7oXJL0jsoefrXfb7XY7sLofTFjrxzB/O8hVSfMb+KcsZxRIgxP5Kk22IFW8AIPUFmDOnPtGjB1sfFTh1FyQx9xvxZVbTbCA4h7bXxHOnjt4ToabgLf9/PKeu6ge9KMsQq7/STrUkvxO6Y09avnLLrKHcSUz/sWNV4Ha+Sv/DrM+ZXULyj7yPEmN+e9ALHRmyRJIRxpD/T6VX09VKnjqJkhj5jPm+ztiv5EX6j3b0ewBLhhp7q1nR8muQNPZ9T9vpYucj95nOOfFa227LHXrgTrGoyyB5N+gvLm8T4jPmilcU88oz5D5KMs4wmol8qUf/pjvwbhK9Sxhnr1LOK/Mmsa8xvJMxdsxHImBeidk4m+Rw9mFM2fpRXlPDuNEd+coasq7NfKOiX69ZZtOvv4ySnDldXu/iM+cuqaBeKjfldMbd0V4f9Q4k23An3wir7uq9Tz+vkLzq7xvwaqpsEdzVjSO9OrqU4c7QQPYEvk/zt53nc3hcrFyW8c3OsZJ1+cizl9JIbK1/N3PxLTh0V8nedfcb8r6toF4qN+d1JejpXsM26PG9pF9eb6Kkq+7q/U8+rBeVdY/59bGG+GQg15l/Awp2bwZugKoaTXsnx7YT0JekqGcW7b+fIZrmyuxOKq3P6NIT0TkLI0UQum5DOenleTnmfMR+SOC+LLGP+w6RdPFZRfgXNjR+qJfOie0zhPjllXWP+sRrarTcy5oWonTEkn6MN+AfrzUi6Y0e7t26IVpYr+y8I12mjnLIVLItuWTYnvQv7jZzyPmM+JHGejzxjfgrps9jfoTjRrMtdTh15XhV59CUdkpWXPd815v+3yna7kq1JL7JXKM7zIERPYReSv/0sj1tXb0bx7m6OlSxXdjcn1i9z+jSa9DMZeqpGHJ/nV96ut8+YD0mc5yPPmJ9GOtHoW9ix2GW416kj9IQWl/6kPanzwnddY/62KtutB6HGfPz3/gNiHhvd4mw6bOfkUee9qZ5ye5N0UY++rEXY4Jcn63s/78vei/TnNy+nfBZrSGfoDzk3M07eDlQ1TMeyJsZjWJZiE7TrS9TTQjrsIOQ0gixecl7vWEL2oRraFUI0P89gSWIiWvEfKzqZpNtipOcfxxYwI7LGCddQzRsnfLq8mnHiHez+iurOo7PHiRmYl8GQTubR4QAAD5hJREFU2HuLsB2TuSXq2YT0vVQ7TqwnvUMzqoT8w1W221VsiYWYuSfA/Aw4v+u7I0RDeArzeIrog99T6WMkvWsjXf0Ilkg04qCMdsrYBJ2l65dh4TJFdefR2br+c8CNJO2rlzFdX2YBtI300c/V6vq12AZfnFEl5JvJJvgqZi9F1wBs0XYi5nEY5SeI6IOFsP2R9rlMNe7OjeI2kuf4TsXiU3Dec2Xi/4+S2ozDYvzig/4Q0lnO8yYkvmzCT+aUz+NxkkZv2bjGIveSMpyIuczEFeCzwGHt/5ZhMOmdsWMxBQAW91Em06a7w1LGRWZRibJCiO7JbSR3vg8CrnTKZI0TFUznR+fWfhjbxV8RK7s9SUOqgi18ZuGOE+tJLiyX4XGS8ZcjSsp35jjxNcyYj7uwPwocTnlduy3p019OBI5q//9mlJuruOPn0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+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>- · XM_40017</title><meta name="title" content="- · XM_40017"/><meta property="og:title" content="- · XM_40017"/><meta property="twitter:title" content="- · XM_40017"/><meta name="description" content="Documentation for XM_40017."/><meta property="og:description" content="Documentation for XM_40017."/><meta property="twitter:description" content="Documentation for XM_40017."/><meta property="og:url" content="https://fverdugo.github.io/XM_40017/julia_intro/"/><meta property="twitter:url" content="https://fverdugo.github.io/XM_40017/julia_intro/"/><link rel="canonical" href="https://fverdugo.github.io/XM_40017/julia_intro/"/><script data-outdated-warner src="../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link 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     <header class="admonition-header">Tip</header>
     <div class="admonition-body">
         <ul>
@@ -14,4 +14,4 @@
     var myIframe = document.getElementById("notebook");
     iFrameResize({log:true}, myIframe);	
 });
-</script></article><nav class="docs-footer"><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="auto">Automatic (OS)</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.1.1 on <span class="colophon-date" title="Monday 16 October 2023 12:03">Monday 16 October 2023</span>. Using Julia version 1.9.3.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+</script></article><nav class="docs-footer"><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.5.0 on <span class="colophon-date" title="Monday 19 August 2024 14:06">Monday 19 August 2024</span>. Using Julia version 1.10.4.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
diff --git a/dev/julia_intro_src/index.html b/dev/julia_intro_src/index.html
index eeb511f..03d7238 100644
--- a/dev/julia_intro_src/index.html
+++ b/dev/julia_intro_src/index.html
@@ -7333,11 +7333,12 @@ a.anchor-link {
     if (!diagrams.length) {
       return;
     }
-    const mermaid = (await import("https://cdnjs.cloudflare.com/ajax/libs/mermaid/10.5.0/mermaid.esm.min.mjs")).default;
+    const mermaid = (await import("https://cdnjs.cloudflare.com/ajax/libs/mermaid/10.7.0/mermaid.esm.min.mjs")).default;
     const parser = new DOMParser();
 
     mermaid.initialize({
       maxTextSize: 100000,
+      maxEdges: 100000,
       startOnLoad: false,
       fontFamily: window
         .getComputedStyle(document.body)
@@ -7408,7 +7409,8 @@ a.anchor-link {
       let results = null;
       let output = null;
       try {
-        const { svg } = await mermaid.render(id, raw, el);
+        let { svg } = await mermaid.render(id, raw, el);
+        svg = cleanMermaidSvg(svg);
         results = makeMermaidImage(svg);
         output = document.createElement("figure");
         results.map(output.appendChild, output);
@@ -7423,6 +7425,38 @@ a.anchor-link {
       parent.appendChild(output);
     }
 
+
+    /**
+     * Post-process to ensure mermaid diagrams contain only valid SVG and XHTML.
+     */
+    function cleanMermaidSvg(svg) {
+      return svg.replace(RE_VOID_ELEMENT, replaceVoidElement);
+    }
+
+
+    /**
+     * A regular expression for all void elements, which may include attributes and
+     * a slash.
+     *
+     * @see https://developer.mozilla.org/en-US/docs/Glossary/Void_element
+     *
+     * Of these, only `<br>` is generated by Mermaid in place of `\n`,
+     * but _any_ "malformed" tag will break the SVG rendering entirely.
+     */
+    const RE_VOID_ELEMENT =
+      /<\s*(area|base|br|col|embed|hr|img|input|link|meta|param|source|track|wbr)\s*([^>]*?)\s*>/gi;
+
+    /**
+     * Ensure a void element is closed with a slash, preserving any attributes.
+     */
+    function replaceVoidElement(match, tag, rest) {
+      rest = rest.trim();
+      if (!rest.endsWith('/')) {
+        rest = `${rest} /`;
+      }
+      return `<${tag} ${rest}>`;
+    }
+
     void Promise.all([...diagrams].map(renderOneMarmaid));
   });
 </script>
diff --git a/dev/julia_jacobi/index.html b/dev/julia_jacobi/index.html
index bf06989..eebde6a 100644
--- a/dev/julia_jacobi/index.html
+++ b/dev/julia_jacobi/index.html
@@ -1,5 +1,5 @@
 <!DOCTYPE html>
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class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li class="is-active"><a href>-</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>-</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/fverdugo/XM_40017/blob/main/notebooks/julia_jacobi.ipynb" title="View source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid 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+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>- · XM_40017</title><meta name="title" content="- · XM_40017"/><meta property="og:title" content="- · XM_40017"/><meta property="twitter:title" content="- · XM_40017"/><meta name="description" content="Documentation for XM_40017."/><meta property="og:description" content="Documentation for XM_40017."/><meta property="twitter:description" content="Documentation for XM_40017."/><meta property="og:url" content="https://fverdugo.github.io/XM_40017/julia_jacobi/"/><meta property="twitter:url" content="https://fverdugo.github.io/XM_40017/julia_jacobi/"/><link rel="canonical" href="https://fverdugo.github.io/XM_40017/julia_jacobi/"/><script data-outdated-warner src="../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link 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     <header class="admonition-header">Tip</header>
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@@ -14,4 +14,4 @@
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diff --git a/dev/julia_jacobi_src/index.html b/dev/julia_jacobi_src/index.html
index cf072a6..60b2660 100644
--- a/dev/julia_jacobi_src/index.html
+++ b/dev/julia_jacobi_src/index.html
@@ -7333,11 +7333,12 @@ a.anchor-link {
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+    const mermaid = (await import("https://cdnjs.cloudflare.com/ajax/libs/mermaid/10.7.0/mermaid.esm.min.mjs")).default;
     const parser = new DOMParser();
 
     mermaid.initialize({
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+      maxEdges: 100000,
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@@ -7408,7 +7409,8 @@ a.anchor-link {
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       try {
-        const { svg } = await mermaid.render(id, raw, el);
+        let { svg } = await mermaid.render(id, raw, el);
+        svg = cleanMermaidSvg(svg);
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@@ -7423,6 +7425,38 @@ a.anchor-link {
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+
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+     * Post-process to ensure mermaid diagrams contain only valid SVG and XHTML.
+     */
+    function cleanMermaidSvg(svg) {
+      return svg.replace(RE_VOID_ELEMENT, replaceVoidElement);
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+
+
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+     * a slash.
+     *
+     * @see https://developer.mozilla.org/en-US/docs/Glossary/Void_element
+     *
+     * Of these, only `<br>` is generated by Mermaid in place of `\n`,
+     * but _any_ "malformed" tag will break the SVG rendering entirely.
+     */
+    const RE_VOID_ELEMENT =
+      /<\s*(area|base|br|col|embed|hr|img|input|link|meta|param|source|track|wbr)\s*([^>]*?)\s*>/gi;
+
+    /**
+     * Ensure a void element is closed with a slash, preserving any attributes.
+     */
+    function replaceVoidElement(match, tag, rest) {
+      rest = rest.trim();
+      if (!rest.endsWith('/')) {
+        rest = `${rest} /`;
+      }
+      return `<${tag} ${rest}>`;
+    }
+
     void Promise.all([...diagrams].map(renderOneMarmaid));
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 </script>
diff --git a/dev/julia_mpi.ipynb b/dev/julia_mpi.ipynb
new file mode 100644
index 0000000..9fdd89f
--- /dev/null
+++ b/dev/julia_mpi.ipynb
@@ -0,0 +1,1848 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "7606d30a",
+   "metadata": {},
+   "source": [
+    "<img src=\"https://upload.wikimedia.org/wikipedia/commons/thumb/3/39/VU_logo.png/800px-VU_logo.png?20161029201021\" width=\"350\">\n",
+    "\n",
+    "### Programming large-scale parallel systems"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4ac1e5d9",
+   "metadata": {},
+   "source": [
+    "# Distributed computing with MPI"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a341be2e",
+   "metadata": {},
+   "source": [
+    "## Contents\n",
+    "\n",
+    "\n",
+    "In this notebook, we will learn the basics of parallel computing using the Message Passing Interface (MPI) from Julia. In particular, we will learn:\n",
+    "\n",
+    "- How to run parallel MPI code in Julia\n",
+    "- How to use basic collective communication directives\n",
+    "- How to use basic point-to-point communication directives\n",
+    "\n",
+    "For further information on how to use MPI from Julia see https://github.com/JuliaParallel/MPI.jl\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8862079b",
+   "metadata": {},
+   "source": [
+    "## What is MPI ?\n",
+    "\n",
+    "- MPI stands for the \"Message Passing Interface\"\n",
+    "- It is a standardized library specification for communication between parallel processes in distributed-memory systems.\n",
+    "- It is the gold-standard for distributed computing in HPC systems since the 90s\n",
+    "- It is huge: the MPI standard has more than 1k pages (see https://www.mpi-forum.org/docs/mpi-4.0/mpi40-report.pdf)\n",
+    "- There are several implementations of this standard (OpenMPI, MPICH, IntelMPI)\n",
+    "- The interface is in C and FORTRAN (C++ was deprecated)\n",
+    "- There are Julia bindings via the package MPI.jl https://github.com/JuliaParallel/MPI.jl"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "99c6febb",
+   "metadata": {},
+   "source": [
+    "### What is MPI.jl ?\n",
+    "\n",
+    "- It is not a Julia implementation of the MPI standard\n",
+    "- It is a wrapper to the C interface of MPI\n",
+    "- You need a C MPI installation in your system\n",
+    "\n",
+    "\n",
+    "MPI.jl provides a convenient Julia API to access MPI. For instance, this is how you get the id (rank) of the current process.\n",
+    "\n",
+    "```julia\n",
+    "comm = MPI.COMM_WORLD\n",
+    "rank = MPI.Comm_rank(comm)\n",
+    "```\n",
+    "\n",
+    "Internally, MPI.jl uses `ccall` which is a mechanism that allows you to call C functions from Julia. In this, example we are calling the C function `MPI_Comm_rank` from the underlying MPI installation.\n",
+    "\n",
+    "```julia\n",
+    "comm = MPI.COMM_WORLD    \n",
+    "rank_ref = Ref{Cint}()\n",
+    "ccall((:MPI_Comm_rank, MPI.API.libmpi), Cint, (MPI.API.MPI_Comm, Ptr{Cint}), comm, rank_ref)\n",
+    "rank = Int(rank_ref[])\n",
+    "```\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "82e6e98f",
+   "metadata": {},
+   "source": [
+    "### Installing MPI in Julia\n",
+    "\n",
+    "The Jupyter Julia kernel installed by IJulia activates the folder where the notebook is located as the default environment, which causes the main process and the worker processes to not share the same environment. Therefore, we need to set the environment as the global environment."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "705c2439-c805-4818-be73-342182f7b7a0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "] activate"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e99c7676-989e-4e91-b65e-ebca2d5626a4",
+   "metadata": {},
+   "source": [
+    "MPI can be installed as any other Julia package using the package manager."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0b44409e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "] add MPI"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "abc6f017",
+   "metadata": {},
+   "source": [
+    "<div class=\"alert alert-block alert-info\">\n",
+    "<b>Note:</b> The package you have installed it is the Julia interface to MPI, called MPI.jl. Note that it is not a MPI library by itself. It is just a thin wrapper between MPI and Julia. To use this interface, you need an actual MPI library installed in your system such as OpenMPI or MPICH. Julia downloads and installs a MPI library for you, but it is also possible to use a MPI library already available in your system. This is useful, e.g., when running on HPC clusters. See the documentation of MPI.jl for further details. See more information in <a href=\"https://github.com/JuliaParallel/MPI.jl\">https://github.com/JuliaParallel/MPI.jl</a>\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9db130db",
+   "metadata": {},
+   "source": [
+    "## Minimal MPI program"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8f15cfda",
+   "metadata": {},
+   "source": [
+    "\n",
+    "In Julia:\n",
+    "\n",
+    "```julia\n",
+    "using MPI\n",
+    "MPI.Init()\n",
+    "# Your MPI programm here\n",
+    "# ...\n",
+    "MPI.Finalize()\n",
+    "```\n",
+    "\n",
+    "In C:\n",
+    "\n",
+    "```C\n",
+    "#include <mpi.h>\n",
+    "int main(int argc, char** argv) {\n",
+    "    MPI_Init(NULL, NULL);\n",
+    "    /* Your MPI Programm here */\n",
+    "    MPI_Finalize();\n",
+    "}\n",
+    "```\n",
+    "\n",
+    "<div class=\"alert alert-block alert-info\">\n",
+    "<b>Note:</b> Note that the Julia syntax is almost 1-to-1 to the C one. The key difference is that in Julia MPI routines are written as `MPI.X` where in C are written `MPI_X`.\n",
+    "</div>\n",
+    "\n",
+    "\n",
+    "* It is mandatory to initialize MPI before using MPI procedures.\n",
+    "* In C, all processes must call `MPI_Finalize` before exiting.\n",
+    "* In Julia, either all or none process must call `MPI.Finalize()`.\n",
+    "* Once finalized, MPI cannot be re"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "87dfb768",
+   "metadata": {},
+   "source": [
+    "### An incorrect MPI program\n",
+    "\n",
+    "```julia\n",
+    "using MPI\n",
+    "MPI.Init()\n",
+    "@assert rand(1:10) != 2\n",
+    "MPI.Finalize()\n",
+    "```\n",
+    "\n",
+    "In some process `rand(1:10)` might be 2 and the program will stop without reaching `MPI.Finalize()`."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "65de4419",
+   "metadata": {},
+   "source": [
+    "### Solving the issue"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4a8ebeff",
+   "metadata": {},
+   "source": [
+    "Premature finalization of a program is done with `MPI.Abort`.\n",
+    "\n",
+    "```julia\n",
+    "using MPI\n",
+    "MPI.Init()\n",
+    "if rand(1:10) != 2\n",
+    "    errorcode = -1\n",
+    "    MPI.Abort(MPI.COMM_WORLD,errorcode)\n",
+    "end\n",
+    "MPI.Finalize()\n",
+    "```\n",
+    "\n",
+    "* There is no need to call `MPI.Abort` in all ranks."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fa7145bc",
+   "metadata": {},
+   "source": [
+    "### Read the docs\n",
+    "\n",
+    "Not sure if an MPI routine needs to be called by all the ranks? Read the documentation, and/or the MPI standard."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a74c7c72",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "? MPI.Finalize"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a534e3a2",
+   "metadata": {},
+   "source": [
+    "## Basic information about MPI processes\n",
+    "\n",
+    "The following cells give information about MPI processes, such as the rank id, the total number of processes and the name of the host running the code respectively. Before calling this functions one needs to initialize MPI."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "96f7c14e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "using MPI\n",
+    "MPI.Init()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fe202985",
+   "metadata": {},
+   "source": [
+    " Current rank (process) id"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "bd8232f5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "comm = MPI.COMM_WORLD\n",
+    "rank = MPI.Comm_rank(comm)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "dd40d1dc",
+   "metadata": {},
+   "source": [
+    "Number of available processes"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0befa408",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "nranks = MPI.Comm_size(comm)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d1eeaf81",
+   "metadata": {},
+   "source": [
+    "Name of the current host"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ff01adcf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "MPI.Get_processor_name()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f1a502a3",
+   "metadata": {},
+   "source": [
+    "Note that this note notebook is not running with different MPI processes (yet). So using MPI will only make sense later when we add more processes."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "133327e2",
+   "metadata": {},
+   "source": [
+    "### Hello-world example\n",
+    "\n",
+    "Using these functions we can create the a classic MPI hello world example. This example (or variations thereof) is used in practice to check how MPI ranks are mapped to available processing units in a given computing system.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a154b55e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "using MPI\n",
+    "MPI.Init()\n",
+    "comm = MPI.COMM_WORLD\n",
+    "nranks = MPI.Comm_size(comm)\n",
+    "rank = MPI.Comm_rank(comm)\n",
+    "host = MPI.Get_processor_name()\n",
+    "println(\"Hello from $host, I am process $rank of $nranks processes!\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "baddbba1",
+   "metadata": {},
+   "source": [
+    "### Hello world in C\n",
+    "\n",
+    "```C\n",
+    "#include <mpi.h>\n",
+    "#include <stdio.h>\n",
+    "int main(int argc, char** argv) {\n",
+    "    MPI_Init(NULL, NULL);\n",
+    "    int world_size;\n",
+    "    MPI_Comm_size(MPI_COMM_WORLD, &world_size);\n",
+    "    int world_rank;\n",
+    "    MPI_Comm_rank(MPI_COMM_WORLD, &world_rank);\n",
+    "    char processor_name[MPI_MAX_PROCESSOR_NAME];\n",
+    "    int name_len;\n",
+    "    MPI_Get_processor_name(processor_name, &name_len);\n",
+    "    printf(\"Hello from %s, I am rank %d of %d ranks!\\n\",\n",
+    "           processor_name, world_rank, world_size);\n",
+    "    MPI_Finalize();\n",
+    "}\n",
+    "```"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e3901c57",
+   "metadata": {},
+   "source": [
+    "## Running MPI code"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8376135d",
+   "metadata": {},
+   "source": [
+    "### Creating MPI processes (aka ranks)\n",
+    "\n",
+    "- MPI processes are created with the driver program `mpiexec`\n",
+    "- `mpiexec` takes an application and runs it on different ranks\n",
+    "- The application calls MPI directives to communicate between these ranks\n",
+    "- The application can be Julia running your script in particular.\n"
+   ]
+  },
+  {
+   "attachments": {
+    "fig23.png": {
+     "image/png": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "a458c714",
+   "metadata": {},
+   "source": [
+    " <div>\n",
+    "<img 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\"  align=\"left\" width=\"450\"/>\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "044aaeec",
+   "metadata": {},
+   "source": [
+    "### Execution model\n",
+    "\n",
+    "- MPI programs are typically run with a Single Program Multiple Data (SPMD) model\n",
+    "- But the standard supports Multiple Program Multiple Data (MPMD)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5f76fb65",
+   "metadata": {},
+   "source": [
+    "### Hello world\n",
+    "\n",
+    "Julia code typically needs to be in a file to run it in with MPI. Let's us write our hello world in a file:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e03f35c5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "code = raw\"\"\"\n",
+    "using MPI\n",
+    "MPI.Init()\n",
+    "comm = MPI.COMM_WORLD\n",
+    "nranks = MPI.Comm_size(comm)\n",
+    "rank = MPI.Comm_rank(comm)\n",
+    "println(\"Hello, I am process $rank of $nranks processes!\")\n",
+    "MPI.Finalize()\n",
+    "\"\"\"\n",
+    "filename = tempname()*\".jl\"\n",
+    "write(filename,code);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f13946dd",
+   "metadata": {},
+   "source": [
+    "Now, we can run it"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "dbe654dc",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "using MPI\n",
+    "run(`$(mpiexec()) -np 4 julia --project=. $filename`);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "651f26ae",
+   "metadata": {},
+   "source": [
+    "<div class=\"alert alert-block alert-info\">\n",
+    "<b>Note:</b> Function `mpiexec` provided by `MPI.jl` is a convenient way of accessing the `mpiexec` program that matches the MPI installation used my Julia.\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cb480322",
+   "metadata": {},
+   "source": [
+    "<div class=\"alert alert-block alert-info\">\n",
+    "<b>Note:</b> Note that the rank ids start with 0.\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a958c015",
+   "metadata": {},
+   "source": [
+    "### Another way to launch MPI code\n",
+    "\n",
+    "In the Hello world example above we have created an auxiliary file to run the code with MPI. This can be annoying specially if you are working in a jupyter notebook. With this other syntax you can skip creating the auxiliary file. we use `quote` which is part of the [meta-programming capabilities of Julia](https://docs.julialang.org/en/v1/manual/metaprogramming/). "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "359e569b",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "code = quote\n",
+    "    using MPI\n",
+    "    MPI.Init()\n",
+    "    comm = MPI.COMM_WORLD\n",
+    "    nranks = MPI.Comm_size(comm)\n",
+    "    rank = MPI.Comm_rank(comm)\n",
+    "    println(\"Hello, I am process $rank of $nranks processes!\")\n",
+    "    MPI.Finalize()\n",
+    "end\n",
+    "run(`$(mpiexec()) -np 4 julia --project=. -e $code`);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5ec1c52a",
+   "metadata": {},
+   "source": [
+    "### Data availability"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c8a5e099",
+   "metadata": {},
+   "source": [
+    "Note that mpiexec creates new processes which are different from the process running this notebook. In particular, these new processes will not see any variables or function definitions in the current notebook. So, the full MPI program needs to be in the source file passed to Julia or the quote block."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "16bb608a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "foo() = print(\"Hi there!\")\n",
+    "code = quote\n",
+    "    using MPI\n",
+    "    MPI.Init()\n",
+    "    foo()\n",
+    "end\n",
+    "run(`$(mpiexec()) -np 3 julia --project=. -e $code`);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4b455f98",
+   "metadata": {},
+   "source": [
+    "So, the full MPI program needs to be in the source file passed to Julia or the quote block. In practice, long MPI programms are written as Julia packages using several files, which are then loaded by each MPI process. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b816659a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "code = quote\n",
+    "    foo() = print(\"Hi there!\")\n",
+    "    using MPI\n",
+    "    MPI.Init()\n",
+    "    foo()\n",
+    "end\n",
+    "run(`$(mpiexec()) -np 3 julia --project=. -e $code`);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a37daef2",
+   "metadata": {},
+   "source": [
+    "## Point-to-point communication\n",
+    "\n",
+    "MPI  provides point-to-point communication directives for arbitrary communication between processes. Point-to-point communications are two-sided: there is a sender and a receiver. Here, we will discuss these basic directives:\n",
+    "\n",
+    "- `MPI_Send`, and `MPI_Recv!` (*blocking directives*)\n",
+    "- `MPI_Isend`, and `MPI_Irecv!` (*non-blocking directives, aka incomplete directives*)\n",
+    "- `MPI_Bsend`, `MPI_Ssend`, and `MPI_Rsend` (*advanced communication modes*)"
+   ]
+  },
+  {
+   "attachments": {
+    "fig_p2p.png": {
+     "image/png": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "14674ca9",
+   "metadata": {},
+   "source": [
+    "<div>\n",
+    "<img 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\"  align=\"left\" width=\"350\"/>\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ead20fc0",
+   "metadata": {},
+   "source": [
+    "## Blocking send and receive\n",
+    "\n",
+    "In Julia:\n",
+    "\n",
+    "```julia\n",
+    "MPI.Send(sndbuf, comm; dest, tag)\n",
+    "_, status = MPI.Recv!(rcvbuf, comm, MPI.Status; source, tag)\n",
+    "```\n",
+    "In C:\n",
+    "```C\n",
+    "int MPI_Send(const void *sndbuf, int count, MPI_Datatype datatype, int dest,\n",
+    "    int tag, MPI_Comm comm)\n",
+    "int MPI_Recv(void *rcvbuf, int count, MPI_Datatype datatype,\n",
+    "    int source, int tag, MPI_Comm comm, MPI_Status *status)\n",
+    "```\n",
+    "\n",
+    "Key arguments:\n",
+    "\n",
+    "* `sndbuf` data to send.\n",
+    "* `rcvbuf` space to store the received data.\n",
+    "* `source` rank of the sender.\n",
+    "* `dest` rank of the receiver.\n",
+    "* `tag`. Might be used to distinguish between different kinds of messages (i.e., the \"subject\" in an email)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "be4fae1c",
+   "metadata": {},
+   "source": [
+    "### Example"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c2301992",
+   "metadata": {},
+   "source": [
+    "Send 5 integers from rank 2 to rank 3."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "61fe5db3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "code = quote\n",
+    "    using MPI\n",
+    "    MPI.Init()\n",
+    "    comm = MPI.COMM_WORLD\n",
+    "    rank = MPI.Comm_rank(comm)\n",
+    "    if rank == 2\n",
+    "        sndbuf = [1,2,3,5,8]\n",
+    "        MPI.Send(sndbuf, comm; dest=3, tag=0)\n",
+    "    end\n",
+    "    if rank == 3\n",
+    "        rcvbuf = zeros(Int,5)\n",
+    "        MPI.Recv!(rcvbuf, comm, MPI.Status; source=2, tag=0)\n",
+    "        @show rcvbuf\n",
+    "    end\n",
+    "end\n",
+    "run(`$(mpiexec()) -np 4 julia --project=. -e $code`);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ee680aa5",
+   "metadata": {},
+   "source": [
+    "### Any source, any tag\n",
+    "\n",
+    "We can use\n",
+    "\n",
+    "* `source = MPI.ANY_SOURCE`\n",
+    "* `tag = MPI.ANY_TAG`\n",
+    "\n",
+    "If we want to receive messages from any source and/or with any tag.\n",
+    "\n",
+    "\n",
+    "<div class=\"alert alert-block alert-info\">\n",
+    "<b>Note:</b> These can only be used by the receiver, not the sender. Moreover there is no option to send to any destination.\n",
+    "</div>\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1f0cb6c8",
+   "metadata": {},
+   "source": [
+    "### Example"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2add5065",
+   "metadata": {},
+   "source": [
+    "Send 5 integers from rank 2 to rank 3."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ccdf660a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "code = quote\n",
+    "    using MPI\n",
+    "    MPI.Init()\n",
+    "    comm = MPI.COMM_WORLD\n",
+    "    rank = MPI.Comm_rank(comm)\n",
+    "    if rank == 2\n",
+    "        sndbuf = [1,2,3,5,8]\n",
+    "        MPI.Send(sndbuf, comm; dest=3, tag=0)\n",
+    "    end\n",
+    "    if rank == 3\n",
+    "        rcvbuf = zeros(Int,5)\n",
+    "        source = MPI.ANY_SOURCE\n",
+    "        tag = MPI.ANY_TAG\n",
+    "        MPI.Recv!(rcvbuf, comm, MPI.Status; source, tag)\n",
+    "        @show rcvbuf\n",
+    "    end\n",
+    "end\n",
+    "run(`$(mpiexec()) -np 4 julia --project=. -e $code`);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7833da72",
+   "metadata": {},
+   "source": [
+    "### Who was the sender? Which was the tag?\n",
+    "\n",
+    "When using `MPI.ANY_SOURCE` and `MPI.ANY_TAG` it might be still useful to know which was the sender and which tag was used. This information is given by a `MPI.Status` object.\n",
+    "\n",
+    "\n",
+    "```julia\n",
+    "_, status = MPI.Recv!(rcvbuf, comm, MPI.Status; source, tag)\n",
+    "status.source # Gives the source\n",
+    "status.tag # Gives the tag\n",
+    "```\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2f037032",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "code = quote\n",
+    "    using MPI\n",
+    "    MPI.Init()\n",
+    "    comm = MPI.COMM_WORLD\n",
+    "    rank = MPI.Comm_rank(comm)\n",
+    "    if rank == 2\n",
+    "        sndbuf = [1,2,3,5,8]\n",
+    "        MPI.Send(sndbuf, comm; dest=3, tag=0)\n",
+    "    end\n",
+    "    if rank == 3\n",
+    "        rcvbuf = zeros(Int,5)\n",
+    "        source = MPI.ANY_SOURCE\n",
+    "        tag = MPI.ANY_TAG\n",
+    "        _, status = MPI.Recv!(rcvbuf, comm, MPI.Status; source, tag)\n",
+    "        @show rcvbuf\n",
+    "        @show status.source\n",
+    "        @show status.tag\n",
+    "    end\n",
+    "end\n",
+    "run(`$(mpiexec()) -np 4 julia --project=. -e $code`);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "590bc407",
+   "metadata": {},
+   "source": [
+    "### Which is the incoming message size?\n",
+    "\n",
+    "Note that we need to provide a receive buffer with the right size, but it general we might do not know which is the size of the incoming message. This can be solved using an `MPI_Probe`. It works similar to `MPI_Recv`, but instead of receiving the message only receives information about the message (source, tag, and also message size).\n",
+    "\n",
+    "```julia\n",
+    "status = MPI.Probe(comm,MPI.Status; source, tag)\n",
+    "count = MPI.Get_count(status, T)\n",
+    "```\n",
+    "```C\n",
+    "int MPI_Probe(int source, int tag, MPI_Comm comm, MPI_Status *status)\n",
+    "int MPI_Get_count(const MPI_Status *status, MPI_Datatype datatype, int *count)\n",
+    "```\n",
+    "\n",
+    "We can get the message size from the status object using function `MPI_Get_count`. We can also get the source and tag from the status object as shown before."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "517d052e",
+   "metadata": {},
+   "source": [
+    "### Example"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1b54af36",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "code = quote\n",
+    "    using MPI\n",
+    "    MPI.Init()\n",
+    "    comm = MPI.COMM_WORLD\n",
+    "    rank = MPI.Comm_rank(comm)\n",
+    "    if rank == 2\n",
+    "        sndbuf = [1,2,3,5,8]\n",
+    "        MPI.Send(sndbuf, comm; dest=3, tag=0)\n",
+    "    end\n",
+    "    if rank == 3\n",
+    "        source = MPI.ANY_SOURCE\n",
+    "        tag = MPI.ANY_TAG\n",
+    "        status = MPI.Probe(comm,MPI.Status; source, tag)\n",
+    "        count = MPI.Get_count(status,Int)\n",
+    "        println(\"I am about to receive $count integers.\")\n",
+    "        rcvbuf = zeros(Int,count)        \n",
+    "        MPI.Recv!(rcvbuf, comm, MPI.Status; source, tag)\n",
+    "        @show rcvbuf\n",
+    "    end\n",
+    "end\n",
+    "run(`$(mpiexec()) -np 4 julia --project=. -e $code`);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "04bdb01f",
+   "metadata": {},
+   "source": [
+    "### Blocking semantics\n",
+    "\n",
+    "Functions `MPI_Send` and `MPI_Recv` are *blocking*.\n",
+    "\n",
+    "This means:\n",
+    "\n",
+    "- It is safe to re-write the send buffer once `MPI_Send` returns.\n",
+    "- The received message is guaranteed to be fully available in the receive buffer once `MPI_Recv` returns."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2299bf78",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "code = quote\n",
+    "    using MPI\n",
+    "    MPI.Init()\n",
+    "    comm = MPI.COMM_WORLD\n",
+    "    rank = MPI.Comm_rank(comm)\n",
+    "    if rank == 2\n",
+    "        sndbuf = [1,2,3,5,8]\n",
+    "        MPI.Send(sndbuf, comm; dest=3, tag=0)\n",
+    "        sndbuf .= 0 # This is fine. Send has returned.\n",
+    "    end\n",
+    "    if rank == 3\n",
+    "        rcvbuf = zeros(Int,5)\n",
+    "        MPI.Recv!(rcvbuf, comm, MPI.Status; source=2, tag=0)\n",
+    "        # recvbuf will have the incomming message fore sure. Recv! has returned.\n",
+    "        @show rcvbuf\n",
+    "    end\n",
+    "end\n",
+    "run(`$(mpiexec()) -np 4 julia --project=. -e $code`);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "245893cf",
+   "metadata": {},
+   "source": [
+    "However:\n",
+    "- We cannot assume synchronization between sender and receiver. I.e., *blocking* is not the same as *synchronous*. We cannot assume that a receive has been posted once `MPI_Send` returns as the underlying implementation might copy the send message into an internal buffer and return before any matching `MPI_Recv` started.\n",
+    "\n",
+    "- A blocking send is not *synchronous*, but we cannot assume that it is *asynchronous*.  The underlying implementation might not use any auxiliary buffer and wait for a matching receive. Assuming buffering is erroneous and can lead to dead locks."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "59fcac63",
+   "metadata": {},
+   "source": [
+    "### Incorrect program\n",
+    "\n",
+    "The following program will or will not work depending whether the underlying implementation uses buffering. On my laptop, it works with `n=1`, but leads to a dead lock when `n=10000`. The MPI implementation decided to buffer or not depending on the message size."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "42fb8089",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "code = quote\n",
+    "    using MPI\n",
+    "    MPI.Init()\n",
+    "    comm = MPI.COMM_WORLD\n",
+    "    rank = MPI.Comm_rank(comm)\n",
+    "    n = 1\n",
+    "    sndbuf = fill(rank,n)\n",
+    "    rcvbuf = zeros(Int,n)\n",
+    "    if rank == 2\n",
+    "        MPI.Send(sndbuf, comm; dest=3, tag=0)\n",
+    "        MPI.Recv!(rcvbuf, comm, MPI.Status; source=3, tag=0)\n",
+    "    end\n",
+    "    if rank == 3\n",
+    "        MPI.Send(sndbuf, comm; dest=2, tag=0)\n",
+    "        MPI.Recv!(rcvbuf, comm, MPI.Status; source=2, tag=0)\n",
+    "    end\n",
+    "    @show (rcvbuf[1],rank)\n",
+    "end\n",
+    "run(`$(mpiexec()) -np 4 julia --project=. -e $code`);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8b7eeec2",
+   "metadata": {},
+   "source": [
+    "### Correct program\n",
+    "\n",
+    "We can fix the program by smartly ordering the sends and the receives. This should work for any value of `n` as long as we have enough memory in the system."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "94c8d5e9",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "code = quote\n",
+    "    using MPI\n",
+    "    MPI.Init()\n",
+    "    comm = MPI.COMM_WORLD\n",
+    "    rank = MPI.Comm_rank(comm)\n",
+    "    n = 10000\n",
+    "    sndbuf = fill(rank,n)\n",
+    "    rcvbuf = zeros(Int,n)\n",
+    "    if rank == 2\n",
+    "        MPI.Send(sndbuf, comm; dest=3, tag=0)\n",
+    "        MPI.Recv!(rcvbuf, comm, MPI.Status; source=3, tag=0)\n",
+    "    end\n",
+    "    if rank == 3\n",
+    "        MPI.Recv!(rcvbuf, comm, MPI.Status; source=2, tag=0)\n",
+    "        MPI.Send(sndbuf, comm; dest=2, tag=0)\n",
+    "    end\n",
+    "    @show (rcvbuf[1],rank)\n",
+    "end\n",
+    "run(`$(mpiexec()) -np 4 julia --project=. -e $code`);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2b37ed85",
+   "metadata": {},
+   "source": [
+    "Another solution is to use `MPI_Sendrecv`."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9c0c84f0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "code = quote\n",
+    "    using MPI\n",
+    "    MPI.Init()\n",
+    "    comm = MPI.COMM_WORLD\n",
+    "    rank = MPI.Comm_rank(comm)\n",
+    "    n = 10000\n",
+    "    sndbuf = fill(rank,n)\n",
+    "    rcvbuf = zeros(Int,n)\n",
+    "    if rank == 2\n",
+    "        MPI.Sendrecv!(sndbuf,rcvbuf, comm;dest=3,source=3,sendtag=0,recvtag=0)\n",
+    "    end\n",
+    "    if rank == 3\n",
+    "        MPI.Sendrecv!(sndbuf,rcvbuf, comm;dest=2,source=2,sendtag=0,recvtag=0)\n",
+    "    end\n",
+    "    @show (rcvbuf[1],rank)\n",
+    "end\n",
+    "run(`$(mpiexec()) -np 4 julia --project=. -e $code`);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4fca501c",
+   "metadata": {},
+   "source": [
+    "## Communication modes\n",
+    "\n",
+    "In all cases, it is safe to reuse the send buffer once the corresponding send returns. I.e., all the following sends are *complete* MPI operations. However, there are some important differences.\n",
+    "\n",
+    "### Standard\n",
+    "\n",
+    "* `MPI_Send` \n",
+    "* Programmer cannot make any assumptions whether the message is buffered or synchronous.\n",
+    "* This is up to the system.\n",
+    "\n",
+    "### Buffered\n",
+    "\n",
+    "* `MPI_Bsend`\n",
+    "* Programmer provides additional internal buffer space with function `MPI_Buffer_attach`.\n",
+    "* `MPI_Bsend` completes when message is copied into a local buffer.\n",
+    "* Erroneous if buffer space is insufficient.\n",
+    "\n",
+    "### Synchronous\n",
+    "\n",
+    "* `MPI_Ssend`\n",
+    "* The send will only return if a matching receive was posted.\n",
+    "* No buffering, no extra copy, but easy to get deadlocks\n",
+    "* It can be started whether or not a matching receive was posted.\n",
+    "\n",
+    "### Ready\n",
+    "\n",
+    "* `MPI_Rsend`\n",
+    "* It may be started only if the matching receive is already posted.\n",
+    "* Erroneous if there is no matching receive yet.\n",
+    "* Otherwise, same as an `MPI_Ssend`.\n",
+    "\n",
+    "\n",
+    " All these send types are matched with a `MPI_Recv`. I.e., there is no `MPI_Brecv`, `MPI_Srecv`, `MPI_Rrecv`. For further information about the communication modes, refer to [this section](https://www.mpi-forum.org/docs/mpi-2.2/mpi22-report/node53.htm) of the MPI standard.\n",
+    " \n",
+    " \n",
+    "<div class=\"alert alert-block alert-info\">\n",
+    "<b>Note:</b>  `MPI_Bsend`, `MPI_Ssend`, and `MPI_Rsend` are not exposed in the Julia bindings via a high-level interface like for `MPI.Send`, but they can be accessed using the low-level bindings in the submodule `MPI.API` (not shown in this notebook).\n",
+    "</div>\n",
+    " \n",
+    " \n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7a935b14",
+   "metadata": {},
+   "source": [
+    "## Non-blocking send and receive\n",
+    "\n",
+    "- They return immediately.\n",
+    "- The send and receive is not completed when the function returns. I.e. they are *incomplete* operations.\n",
+    "- `MPI_Wait` used to wait for completion of the send and/or receive.\n",
+    "\n",
+    "- Used to overlap communication and computation (\"latency-hiding\").\n",
+    "\n",
+    "\n",
+    "```julia\n",
+    "request = MPI.Isend(sndbuf, comm; dest, tag)\n",
+    "request = MPI.Irecv!(rcvbuf, comm; source, tag)\n",
+    "```\n",
+    "\n",
+    "```C\n",
+    "int MPI_Isend(const void *sndbuf, int count, MPI_Datatype datatype, int dest,\n",
+    "    int tag, MPI_Comm comm, MPI_Request *request)\n",
+    "int MPI_Irecv(void *rcvbuf, int count, MPI_Datatype datatype,\n",
+    "    int source, int tag, MPI_Comm comm, MPI_Request *request)\n",
+    "\n",
+    "```"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "85903e61",
+   "metadata": {},
+   "source": [
+    "### Example\n",
+    "\n",
+    "Send 5 integers from rank 2 to rank 3. Both ranks do some work while messages are being communicated."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "42284c69",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "code = quote\n",
+    "    using MPI\n",
+    "    MPI.Init()\n",
+    "    work() = sum(rand(1000))\n",
+    "    comm = MPI.COMM_WORLD\n",
+    "    rank = MPI.Comm_rank(comm)\n",
+    "    if rank == 2\n",
+    "        sndbuf = [1,2,3,5,8]\n",
+    "        request = MPI.Isend(sndbuf, comm; dest=3, tag=0)\n",
+    "        work()\n",
+    "        MPI.Wait(request)\n",
+    "    end\n",
+    "    if rank == 3\n",
+    "        rcvbuf = zeros(Int,5)\n",
+    "        request = MPI.Irecv!(rcvbuf, comm; source=2, tag=0)\n",
+    "        work()\n",
+    "        MPI.Wait(request)\n",
+    "        @show rcvbuf\n",
+    "    end\n",
+    "end\n",
+    "run(`$(mpiexec()) -np 4 julia --project=. -e $code`);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0180c576",
+   "metadata": {},
+   "source": [
+    "### Incorrect program\n",
+    "\n",
+    "This program in incorrect both on the send and the receive side.\n",
+    "\n",
+    "- One needs to wait for completion before reseting the send buffer\n",
+    "- One needs to wait for completion before using the receive buffer\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "52991807",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "code = quote\n",
+    "    using MPI\n",
+    "    MPI.Init()\n",
+    "    comm = MPI.COMM_WORLD\n",
+    "    rank = MPI.Comm_rank(comm)\n",
+    "    if rank == 2\n",
+    "        sndbuf = [1,2,3,5,8]\n",
+    "        request = MPI.Isend(sndbuf, comm; dest=3, tag=0)\n",
+    "        sndbuf .= 10 # We cannot set the sndbuf before MPI.Wait.\n",
+    "        MPI.Wait(request)\n",
+    "    end\n",
+    "    if rank == 3\n",
+    "        rcvbuf = zeros(Int,5)\n",
+    "        request = MPI.Irecv!(rcvbuf, comm; source=2, tag=0)\n",
+    "        @show rcvbuf  # Not guaranteed to have the correct value.\n",
+    "        MPI.Wait(request)\n",
+    "    end\n",
+    "end\n",
+    "run(`$(mpiexec()) -np 4 julia --project=. -e $code`);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4cc264f1",
+   "metadata": {},
+   "source": [
+    "### Which is the incoming message size?\n",
+    "\n",
+    "If we use `MPI_Probe` we miss the opportunity to do local work before a send is started."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "03b11966",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "code = quote\n",
+    "    using MPI\n",
+    "    MPI.Init()\n",
+    "    work() = sum(rand(1000))\n",
+    "    comm = MPI.COMM_WORLD\n",
+    "    rank = MPI.Comm_rank(comm)\n",
+    "    if rank == 2\n",
+    "        sleep(5) # Sleep 5 seconds\n",
+    "        sndbuf = [1,2,3,5,8]\n",
+    "        request = MPI.Isend(sndbuf, comm; dest=3, tag=0)\n",
+    "        MPI.Wait(request)\n",
+    "    end\n",
+    "    if rank == 3\n",
+    "        # We are going to wait here for about 5 seconds\n",
+    "        # Missing the opportunity to do some useful work\n",
+    "        status = MPI.Probe(comm,MPI.Status; source=2, tag=0)\n",
+    "        count = MPI.Get_count(status,Int)\n",
+    "        rcvbuf = zeros(Int,count)\n",
+    "        request = MPI.Irecv!(rcvbuf, comm; source=2, tag=0)\n",
+    "        work()\n",
+    "        MPI.Wait(request)\n",
+    "        @show rcvbuf\n",
+    "    end\n",
+    "end\n",
+    "run(`$(mpiexec()) -np 4 julia --project=. -e $code`);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6761b4fa",
+   "metadata": {},
+   "source": [
+    "We can fix this using an `MPI_Iprobe`. It allows us to check for incoming messages without blocking.\n",
+    "\n",
+    "```julia\n",
+    "ismsg, status = MPI.Iprobe(comm, MPI.Status; source, tag)\n",
+    "```\n",
+    "```C\n",
+    "int MPI_Iprobe(int source, int tag, MPI_Comm comm, int *flag,\n",
+    "    MPI_Status *status)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "75fdb2b1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "code = quote\n",
+    "    using MPI\n",
+    "    MPI.Init()\n",
+    "    work() = sum(rand(1000))\n",
+    "    comm = MPI.COMM_WORLD\n",
+    "    rank = MPI.Comm_rank(comm)\n",
+    "    if rank == 2\n",
+    "        sleep(5) # Sleep 5 seconds\n",
+    "        sndbuf = [1,2,3,5,8]\n",
+    "        request = MPI.Isend(sndbuf, comm; dest=3, tag=0)\n",
+    "        MPI.Wait(request)\n",
+    "    end\n",
+    "    if rank == 3\n",
+    "        while true\n",
+    "            ismsg, status = MPI.Iprobe(comm, MPI.Status; source=2, tag=0)\n",
+    "            if ismsg\n",
+    "                count = MPI.Get_count(status,Int)\n",
+    "                rcvbuf = zeros(Int,count)\n",
+    "                reqrcv = MPI.Irecv!(rcvbuf, comm; source=2, tag=0)\n",
+    "                work()\n",
+    "                MPI.Wait(reqrcv)\n",
+    "                @show rcvbuf\n",
+    "                break\n",
+    "            end\n",
+    "            work() # Do work while waiting for an incoming message.\n",
+    "        end\n",
+    "    end\n",
+    "end\n",
+    "run(`$(mpiexec()) -np 4 julia --project=. -e $code`);"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c168ca8e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "? MPI.Iprobe"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6caa8d74",
+   "metadata": {},
+   "source": [
+    "## MPI Communicators\n",
+    "\n",
+    "In MPI, a **communicator** represents a group of processes that can communicate with each other. `MPI_COMM_WORLD` (`MPI.COMM_WORLD` from Julia) is a built-in communicator that represents all processes available in the MPI program.  Custom communicators can also be created to group processes based on specific requirements or logical divisions.  The **rank** of a processor is a unique (integer) identifier assigned to each process within a communicator. It allows processes to distinguish and address each other in communication operations.\n",
+    "\n",
+    "### Duplicating a communicator\n",
+    "\n",
+    "It is a good practice to not using the built-in communicators directly, and use a copy instead with `MPI.Comm_dup`. Different libraries using the same communicator can lead to unexpected interferences."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c87b3c82",
+   "metadata": {},
+   "source": [
+    "## Collective communication\n",
+    "\n",
+    "MPI provides collective communication functions for communication involving multiple processes. Some usual collective directives are:\n",
+    "\n",
+    "- `MPI.Gather`: Gathers data from all processes to a single process.\n",
+    "- `MPI.Scatter`: Distributes data from one process to all processes.\n",
+    "- `MPI.Bcast`: Broadcasts data from one process to all processes.\n",
+    "- `MPI.Barrier`: Synchronizes all processes.\n",
+    "\n",
+    "See more collective directives available from Julia here: https://juliaparallel.org/MPI.jl/stable/reference/collective/\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "97dc2886",
+   "metadata": {},
+   "source": [
+    "### Gather\n",
+    "\n",
+    "Each rank sends a message to the root rank (the root rank also sends a message to itself). The root rank receives all these values in a buffer (e.g. a vector)."
+   ]
+  },
+  {
+   "attachments": {
+    "g13884.png": {
+     "image/png": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "4bdf9c02",
+   "metadata": {},
+   "source": [
+    "<div>\n",
+    "<img 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\"  align=\"left\" width=\"350\"/>\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "1f8a70c6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "code = quote\n",
+    "    using MPI; MPI.Init()\n",
+    "    comm = MPI.Comm_dup(MPI.COMM_WORLD)\n",
+    "    nranks = MPI.Comm_size(comm)\n",
+    "    rank = MPI.Comm_rank(comm)\n",
+    "    root = 0\n",
+    "    snd = 10*(rank+2)\n",
+    "    println(\"I am sending $snd\")\n",
+    "    rcv = MPI.Gather(snd,comm;root)\n",
+    "    if rank == root\n",
+    "        println(\"I have received: $rcv\")\n",
+    "    end\n",
+    "end\n",
+    "run(`$(mpiexec()) -np 3 julia --project=. -e $code`);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8b4254d1",
+   "metadata": {},
+   "source": [
+    "### Scatter\n",
+    "\n",
+    "The root rank contains a buffer (e.g., a vector) of values (one value for each rank in a communicator). Scatter sends one value to each rank (the root rank also receives a value). The root rank can be any process in a communicator."
+   ]
+  },
+  {
+   "attachments": {
+    "g13389.png": {
+     "image/png": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "74d5b606",
+   "metadata": {},
+   "source": [
+    "<div>\n",
+    "<img 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\"  align=\"left\" width=\"350\"/>\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "5ea413fd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "code = quote\n",
+    "    using MPI; MPI.Init()\n",
+    "    comm = MPI.Comm_dup(MPI.COMM_WORLD)\n",
+    "    nranks = MPI.Comm_size(comm)\n",
+    "    rank = MPI.Comm_rank(comm)\n",
+    "    root = 0\n",
+    "    rcv = Ref(0) \n",
+    "    if rank == root\n",
+    "        snd = [10*(i+1) for i in 1:nranks]\n",
+    "        println(\"I am sending: $snd\")\n",
+    "    else\n",
+    "        snd = nothing\n",
+    "    end    \n",
+    "    MPI.Scatter!(snd,rcv,comm;root)\n",
+    "    println(\"I have received: $(rcv[])\")\n",
+    "end\n",
+    "run(`$(mpiexec()) -np 3 julia --project=. -e $code`);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ed8da7f9",
+   "metadata": {},
+   "source": [
+    "### Bcast (broadcast)\n",
+    "\n",
+    "Similar to scatter, but we send the same message to all processes."
+   ]
+  },
+  {
+   "attachments": {
+    "g1657.png": {
+     "image/png": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "26b56c81",
+   "metadata": {},
+   "source": [
+    "<div>\n",
+    "<img 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\"  align=\"left\" width=\"350\"/>\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4de15781",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "code = quote\n",
+    "    using MPI; MPI.Init()\n",
+    "    comm = MPI.Comm_dup(MPI.COMM_WORLD)\n",
+    "    nranks = MPI.Comm_size(comm)\n",
+    "    rank = MPI.Comm_rank(comm)\n",
+    "    root = 0\n",
+    "    buffer = Ref(0)\n",
+    "    if rank == root\n",
+    "        buffer[] = 20\n",
+    "        println(\"I am sending: $(buffer[])\")\n",
+    "    end    \n",
+    "    MPI.Bcast!(buffer,comm;root)\n",
+    "    println(\"I have received: $(buffer[])\")\n",
+    "end\n",
+    "run(`$(mpiexec()) -np 3 julia --project=. -e $code`);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6de37cc9",
+   "metadata": {},
+   "source": [
+    "### Barrier"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ff61f64a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "code = quote\n",
+    "    using MPI; MPI.Init()\n",
+    "    comm = MPI.Comm_dup(MPI.COMM_WORLD)\n",
+    "    sleep(rand(1:3))\n",
+    "    MPI.Barrier(comm)\n",
+    "    println(\"Done!\")\n",
+    "end\n",
+    "run(`$(mpiexec()) -np 3 julia --project=. -e $code`);"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ac9a5b52",
+   "metadata": {},
+   "source": [
+    "## Point-to-Point communication\n",
+    "\n",
+    "\n",
+    "MPI also provides point-to-point communication directives for arbitrary communication between processes. Point-to-point communications are two-sided: there is a sender and a receiver. Here, we will discuss these basic directives:\n",
+    "\n",
+    "- `MPI.Isend`, and `MPI.Irecv!` (*non-blocking directives*)\n",
+    "- `MPI.Send`, and `MPI.Recv!` (*blocking directives*)\n",
+    "\n",
+    "\n",
+    "Non-blocking directives return immediately and return an `MPI.Request` object. This request object can be queried with functions like `MPI.Wait`. It is mandatory to wait on the request object before reading the receive buffer, or before writing again on the send buffer.\n",
+    "\n",
+    "For blocking directives, it is save to read/write from/to the receive/send buffer once the function has returned. By default, blocking directives might wait (or might not wait) for a matching send/receive. \n",
+    "For fine control,  MPI offers advanced *blocking* directives with different blocking behaviors (called communication modes, see section 3.9 of the MPI standard 4.0). Blocking communication will be discussed later in the course.\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "26879a46",
+   "metadata": {},
+   "source": [
+    "### Blocking communication\n",
+    "\n",
+    "If we start a receive before a matching send, we will block in the call to `MPI.Recv!`. Run the next cell and note that the message is not printed since the process is blocked at `MPI.Recv!` waiting for a matching send."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "68aa9ada",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@spawnat 4 begin\n",
+    "    buffer = Ref(0)\n",
+    "    comm = MPI.COMM_WORLD\n",
+    "    MPI.Recv!(buffer,comm;source=2-2,tag=0)\n",
+    "    println(\"I have received $(buffer[]).\")\n",
+    "end;"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ace9c787",
+   "metadata": {},
+   "source": [
+    "If you run the next cell containing the corresponding send, the communication will take place."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e18347cd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@spawnat 2 begin\n",
+    "    buffer = Ref(2)\n",
+    "    comm = MPI.COMM_WORLD\n",
+    "    MPI.Send(buffer,comm;dest=4-2,tag=0)\n",
+    "    println(\"I have send $(buffer[]). It is now safe to overwite the buffer.\")\n",
+    "end;"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0a038200",
+   "metadata": {},
+   "source": [
+    "### MPI does not integrate well with Julia Tasks\n",
+    "\n",
+    "MPI blocks without yielding (we cannot switch to other Julia tasks). Run next cell:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d7da7d27",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@spawnat 4 begin\n",
+    "    buffer = Ref(0)\n",
+    "    comm = MPI.COMM_WORLD\n",
+    "    MPI.Recv!(buffer,comm;source=2-2,tag=0)\n",
+    "    println(\"I have received $(buffer[]).\")\n",
+    "end;"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "530b673b",
+   "metadata": {},
+   "source": [
+    "Now try to spawn other tasks on process 4 by running next cell. This task will not be served yet."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ae1165ac",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@spawnat 4 println(\"Hello!\");"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c722d71e",
+   "metadata": {},
+   "source": [
+    "We first need to unlock the receive with a matching send. Then the task printing \"Hello!\" will be finally served."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "9da6f76e",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@spawnat 2 begin\n",
+    "    buffer = Ref(2)\n",
+    "    comm = MPI.COMM_WORLD\n",
+    "    MPI.Send(buffer,comm;dest=4-2,tag=0)\n",
+    "    println(\"I have send $(buffer[]). It is now safe to overwite the buffer.\")\n",
+    "end;"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6f4fa1cd",
+   "metadata": {},
+   "source": [
+    "### Non-blocking communication"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "d6e2fbbf",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@spawnat 4 begin\n",
+    "    buffer = Ref(0)\n",
+    "    comm = MPI.COMM_WORLD\n",
+    "    req = MPI.Irecv!(buffer,comm;source=2-2,tag=0)\n",
+    "    println(\"Not yet safe to read the buffer\")\n",
+    "    MPI.Wait(req)\n",
+    "    println(\"I have received $(buffer[]).\")\n",
+    "end;"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4aa426ff",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@spawnat 2 begin\n",
+    "    buffer = Ref(2)\n",
+    "    comm = MPI.COMM_WORLD\n",
+    "    req = MPI.Isend(buffer,comm;dest=4-2,tag=0)\n",
+    "    println(\"Not yet safe to write the buffer\")\n",
+    "    MPI.Wait(req)\n",
+    "    println(\"I have send $(buffer[]). It is now safe to overwite the buffer.\")\n",
+    "end;"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "750fdacb",
+   "metadata": {},
+   "source": [
+    "### Example\n",
+    "\n",
+    "The first rank generates a message and sends it to the last rank. The last rank receives the message and multiplies it by a coefficient. The last rank sends the result back to the first rank."
+   ]
+  },
+  {
+   "attachments": {
+    "g5369.png": {
+     "image/png": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "b479bbd4",
+   "metadata": {},
+   "source": [
+    "<div>\n",
+    "<img 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\"  align=\"left\" width=\"350\"/>\n",
+    "</div>\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "dccc3f6a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@everywhere workers() begin\n",
+    "    comm = MPI.Comm_dup(MPI.COMM_WORLD)\n",
+    "    rank = MPI.Comm_rank(comm)\n",
+    "    nranks = MPI.Comm_size(comm)\n",
+    "    snder = 0\n",
+    "    rcver = nranks-1\n",
+    "    buffer = Ref(0)\n",
+    "    if rank == snder\n",
+    "        msg = 10*(rank+2)\n",
+    "        println(\"I am sending: $msg\")\n",
+    "        buffer[] = msg\n",
+    "        req = MPI.Isend(buffer,comm;dest=rcver,tag=0)\n",
+    "        MPI.Wait(req)\n",
+    "        req = MPI.Irecv!(buffer,comm,source=rcver,tag=0)\n",
+    "        MPI.Wait(req)\n",
+    "        msg = buffer[]\n",
+    "        println(\"I have received: $msg\")\n",
+    "    end\n",
+    "    if rank == rcver\n",
+    "        req = MPI.Irecv!(buffer,comm,source=snder,tag=0)\n",
+    "        MPI.Wait(req)\n",
+    "        msg = buffer[]\n",
+    "        println(\"I have received: $msg\")\n",
+    "        coef = (rank+2)\n",
+    "        msg = msg*coef\n",
+    "        println(\"I am sending: $msg\")\n",
+    "        buffer[] = msg\n",
+    "        req = MPI.Isend(buffer,comm;dest=snder,tag=0)\n",
+    "        MPI.Wait(req)\n",
+    "    end\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "162682c1",
+   "metadata": {},
+   "source": [
+    "<div class=\"alert alert-block alert-warning\">\n",
+    "<b>Important:</b> In non-blocking communication, use <code>MPI.Wait()</code> before modifying the send buffer or using the receive buffer.\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9dc6c3fb",
+   "metadata": {},
+   "source": [
+    "### Example (with blocking directives)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a046d7dd",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@everywhere workers() begin\n",
+    "    comm = MPI.Comm_dup(MPI.COMM_WORLD)\n",
+    "    rank = MPI.Comm_rank(comm)\n",
+    "    nranks = MPI.Comm_size(comm)\n",
+    "    snder = 0\n",
+    "    rcver = nranks-1\n",
+    "    buffer = Ref(0)\n",
+    "    if rank == snder\n",
+    "        msg = 10*(rank+2)\n",
+    "        println(\"I am sending: $msg\")\n",
+    "        buffer[] = msg\n",
+    "        MPI.Send(buffer,comm;dest=rcver,tag=0)\n",
+    "        MPI.Recv!(buffer,comm,source=rcver,tag=0)\n",
+    "        msg = buffer[]\n",
+    "        println(\"I have received: $msg\")\n",
+    "    end\n",
+    "    if rank == rcver\n",
+    "        MPI.Recv!(buffer,comm,source=snder,tag=0)\n",
+    "        msg = buffer[]\n",
+    "        println(\"I have received: $msg\")\n",
+    "        coef = (rank+2)\n",
+    "        msg = msg*coef\n",
+    "        println(\"I am sending: $msg\")\n",
+    "        buffer[] = msg\n",
+    "        MPI.Send(buffer,comm;dest=snder,tag=0)\n",
+    "    end\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d9bdfa02",
+   "metadata": {},
+   "source": [
+    "<div class=\"alert alert-block alert-warning\">\n",
+    "<b>Important:</b> Blocking directives might look simpler to use, but they can lead to dead locks if the sends and receives are not issued in the right order. Non-blocking directives can also lead to dead locks, but when waiting for the request, not when calling the send/receive functions.\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d02f935d",
+   "metadata": {},
+   "source": [
+    "## Exercises"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a8e1c623",
+   "metadata": {},
+   "source": [
+    "### Exercise 1\n",
+    "\n",
+    "Implement this \"simple\" algorithm (the telephone game):\n",
+    "\n",
+    "Rank 0 generates a message (an integer). Rank 0 sends the message to rank 1. Rank 1 receives the message, increments the message by 1, and sends the result to rank 2. Rank 2 receives the message, increments the message by 1, and sends the result to rank 3. Etc. The last rank sends back the message to rank 0 closing the ring. See the next figure. Implement the communications using MPI. Do not use `Distributed`.\n"
+   ]
+  },
+  {
+   "attachments": {
+    "g5148.png": {
+     "image/png": 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pvhG0f+zozcysLWhb0BU5TjLz07FJLtxhZmZmLU496djox3Mm1deAXhs7ejMza0kalibFSzOeVF4lTHM1LnbkZmZmZvloGKGK95M5EuremjCbxo7ezMxahg4EPZjxRLKOUNF769hRm5mZmQ2OhhPmm34+R1K9hDC39ajY0ZuZWTTaFHRumiBnOXncCto3dtRmZmZm9bU+qZ6dI6l+Pn2Nh7qZmXUP9YA+RvYq3U+Cjo8dtZmZmVljaQPQZ0ELciTVd4Nmxo7czMwaTruBbskxNugM0MjYUZuZmZk1j8akXbmX50iqrwHtGjtyMzOrO40DnQ1ak+OEsH3sqM3MzMzi0Vag83MMiVsD+hlok9iRm5lZXeitoBcyngRmg94dO2IzMzOz1qEZoOtytFIvBH3c46nNzNqWxhOmcMhy0F9LKEa2YeyozczMzFqTZoLuzZFU3wPaP3bUZmaWiw4Dzcp4oL8L9IbYEZuZmZm1PvUQ5qjOWvl7Xdpg4fmpzcxam8alrdFZxvYsAp3qLkhmZmZmeWk06DTQKxmT6kXp84fHjtzMzAbQoaBnMx7Qfw3aLHbEZmZmZu1Nm4N+ng6Zy3INdi/ogNhRm5kZABoL+knG1uhnQtJtZmZmZvWjPUG35ej6fZ4bNszMotLBoKczHrR/GrqBm5mZmVn9qQf0YdD8jEn1YtCnQUNjR25m1kU0CnRGxi5Fs0FHx47YzMzMrDtoIuhswrzTWbt+7xU7ajOzLqA3gB7PeHD+X9D42BGbmZmZdR/tAbo54zXb6rShZFTsqM3MOpASQvXtlRkOyHNBx8SO2MzMzKy7KSFMpTU3Y1L9JOiQ2FGbmXUQbQH6a8aD8EWgDWNHbGZmZma9NCHt+r06Y62bc0GTYkdtZtbmdCxoQYYD7zzQcbGjNTMzM7NytCvohowNJLN9bWdmVhONAp2T8WD7G9BGsSM2MzMzs2qUgE4GLcp4nfdr0MaxozYzaxPaAXRPhoPrQtC7YkdrZmZmZnlpCuhPGRPq+aD3xo7YzKzF6V2gVzIcVG8AbRU7WjMzMzMbDL0zHa6XJam+PNTSMTOzAhqRFqaodhBdQ5g6YVjsiM3MzMysHjQhHd63LsO14CLQ+2JHbGbWIrQd6K4MB8+nQfvFjtbMzMzMGkGHg57J2Ep9Lmh87IjNzCLSkenY52oHzIt9wDQzMzPrdBoL+gFobcaGlgNiR2xm1mRKQKdlOFCuSp+XxI7YzMzMzJpF+4IeypBQr0uHCg6PHbGZWRNoAujSDAfHp0B7xo7WzMzMzGLQSNB/gFZnuG68EzQtdsRmZg2knUAPZzgg/gk0MXa0ZmZmZhabXg96LMP14/K0R2NP7IjNzOpMx4GWVjkIrgZ9yt26zczMzKyPxoJ+nrE42ZWgzWJHbGZWB0pAX6L6dAdzQQfGjtbMzMzMWpWOBc3PkFDPD881M2tbGgk6L8MB7w7QVrGjNTMzM7NWp00y1t8RYf5qFyczs3ajzUH/8EHOzMzMzOpLCeiUDEMIBbodtE3siM3MMtJeoNkZikR8MHakZmZmZtauNI1QyTtLt+8jYkdrZlaF3gZaluGAdkDsSM3MzMys3Wko6HTQmirXn71zUg+NHbGZWQn6ZIYD2V2gqbEjNTMzM7NOojeCns3QSn0taNPY0ZqZpTQE9P0MB6+LQaNjR2tmZmZmnUgbgi7PcE06DzQzdrRm1vU0GvSnDN1qzgD1xI7WzMzMzDqZEtCpoFVVrk/XpN3DfX1qZjFoY6pX7F4OelfsSM3MzMysm+hg0JwMrdSXgibFjtbMuoq2Bj2aodDY/rEjNTMzM7NupM1A12dIqJ8C7RI7WjPrCpoOmlXloPQEaMfYkZqZmZlZN9OQtDv32irXrktAb4sdrZl1NO0NWlDlYHRz6AJuZmZmZtYKdCTopQx1fk6PHamZdSS9LR0DXekgdAFoROxIzczMzMz601YZ6v0IdK6vZztXEjsA60Z6H/C/QKWJ7r8PfAqSdc2JydqHRgJTgM2AycBGwERgUvpzHDABGA6MATYAik9iE9Kfi9Kf64DFBb9bUrAsAuYDC9Kfc/t++vNpZta6NI7+54ve80Tvz7GEc8YoYGT67yEFKxiS/m41sDT93SpgGbAWeIX+54ze88V8YF7fz2RBo/bQYtNw4Czg41WeeAtwLCTzGh+TNZOTaWsynQL8GCg3dYCAr0NyetNCshajkcAOwDYFy7bA1sDmhIugVrAaeAF4Dng2/flwujwCyasRYzMz6wKaQOnzxVRgC2B0vNj6WU7feWIW8DThXPEQ8CQkqyPGZnWhdwO/INyUKecF4BhI7mxOTNYMTqatifRxQotzuc/dWuCjkPyseTFZPBoGTAd2BaYBO6fLNpS/2dIuBDxD38XSI8CD4WeyqMLrzMxsAI0BdgNeSzhv9J4zNosZVZ2sBh4nnCsKzxmPQLIiZmCWl/YFfg9sWuFJy4ATIfl9c2KyRnMybU2i04AzKjxhJfBeSH7XpICsqTSUkDS/Htgd2APYhdAVu9vMAm4DbgZuBe6CZGXckMzMWoVGA3sBexLOFXsA29P+N1nzWktIsm8hnC9uAR728KJWpy2APxE+t2WfBHwH+DwkakpY1jBOpq0J9B3gsxWe8ApwFCQ3NCkgazhNBPYD9gH2JVwYtUp3u1azEriTkFinF0zJ7LghmZk1i6YCbwT2JpwvdqVyTZVutphwrrglXW6DZHHll1jzaQxwPnBMlSdeAJwEyfLGx2RmbUrfrFLh8OUwRZa1N40HHQU6C3RXhvkXvVRengWdD3o/aJPYf10zs/rRlFCIVD8HPdkCx9t2XtaC7gf9N+Ec7JvWLUMJYT7qdVX+hreCNoodrdXOLdPWQPom8PkKT5gHvBmS+5oUkNWNeghd8I5Ilz3pXwG10ealyyzgJeDlomUZ8Cqhuupq+qp2l9IDjE//PZJQ3XUsfZVeJwCbpMvG6bIFoUp4M6wD7gKuAq4ktESsbdK2zcwGSSOBAwnnisOBHZu48TWEc8ULwBzKny9WAQvpX7W7lOH09bIaQ9/5ovecMYlwrtiIcK6YTBjX3awhTSuBvxPOF1dB8lCTtmtl6Z2EGWxGVXjSQ8DhkMxqTkxWT06mrUGqJtLPATMhebxJAdmgaSxwJHAU8GbChUKjzAceBZ5Kl6fTn88SphlZ1cBtZ6QNCRVjpwJbES4Qp6XL5g3c8MvAXwiJ9VWQzG3gtszMaqDNgbcRzhkH0bibjyKcF56g/7niaeB5wvki8hhjJYSEekv6zhc7EQqoTaNvqsZGeJb1iTXXQrKkgduysrQ38AfCzZVyZgNHuIGp/TiZtgbQmcD/q/CEJwiJ9LNNCshqpnHA0cAJwGFUnvKhFouBe4B76atk+iAkL9V5O02mCYSLpen0v2jaivoW0RFhvPWFwEWQPFfHdZuZ5aAtgLcDxxPGPte7YNhs4G7gfsL5Iq16nSyr83aaTJsRzhHF54xKFaFrsQq4jnC++KNnlmg2bQFcQijCWs7LhBpCtzQnJjNrQfp2lbEhj4fxUta6NAF0IugS0Io6ju1aCrou9FrQCaDt0jv2XUTjQIeCvgK6ErSwju/vOtCNoH8FVbr7bWZWJ9oS9CnQTRnGhuZZ5oH+BPoC6IjuPKZpM9CxoO+mx/bldXx/V4D+CHoXHmfdRBoN+n2Vv80y0FGxIzWzKPTVKgeIx3Ai3aI0EfQB0GWglXU6Wb8A+hXo46A9CNNjWT/qAU0HnQT6BeihOl2QrgFdCzoZNCn2XppZJ9HWoM8QCifVK4F+EPQTwo3c7WPvYWvScNDehJsXF4Ger9N7vwz0G9DbCOPbraE0BPTjDOfwk2NHamZNpU9UOTC4RbrlqAd0OOjiOiXQc0AXgD4CamaBmQ6jSaC3g34GmlWHv8sq0OWgd4NGxN47M2tH2gD0T6Ab6pTAPZomz++iK1ud60VbEm7GXgxaVIe/yyLQL0GH0HU9x5pNp1X5W6wDnR47SjNrCn2QynenHyeMFbGWoCnpQfypQZ5014DuCAd7zfCJt1G0LehU0DUMvtv9QtA5oNfG3iszaweaATob9NIgjz3L0mPYqaCtYu9VZ9KQ9O91GqFb+GB7DTyWrsvTMzaMPghaXeXv8H3CDCpm1pn0PirPKfyEE+lWoBGgd4L+XOXvVW1ZCroQ9A7QxNh71X00BnQMoYvYs4P4O64jjF9/J6hZU7aYWVvQJEJvs3sHmYzNAf2QUCfCvWKaTpMJw7d+A3p5EH/HFaBfgw7CN80bQMdRfTz8r32uNutIOqbKHbXnQFvHjrK7aRroDNCLgziRvgq6lDCWbUzsPbJCmp7+fV8YxN/3ZUJr9fTYe2NmsagHtH96LFg2iOPJfNC5oKNxnYwWoiGgmenfZvEg/r69rdWNnBqzC+lAqnfTvwJUaa5qM2sv2rvKCXdeSOSs+dST3um8cRAnzMWg83FBkjahHkKrwY/Ti9la/ubrQH8hVI91lzKzrqAxhBkAnhjE+WIW6L/SZNzHjpanUaDjQb8l3Cyv5W++PL1GeH3svekcmk71Oil/A42NHamZDZqmU7nL0EJQpXn0rCEGfVG0lL4WBXfJa1saSigs90tqL0jzKOgU30gx61SaQujVUmv339mgs0D74K6/bUxjCcP1BjOTx/WgI/05qAdtDXqkyvt9A2hc7EjNrGbagtB9u1KL5l6xo+wug74oupUwhZLvdnYcjSDM6X0NtRWjmQv6Ih4fb9YhtHt607SWxGk1Ye7nt+Iu3B1Ikwg35O+v8VriAcIYbY/tHRRNIszbXum9vgNPe2nWjrQR6OEKX+5XQW+MHWX30K6E8W3VCleUWnqrOu8Wey+sWfSa9KbLvBo+L0vSz4vnfzVrO0oI42UvrfGm2mOEWRu2jL0n1iyakR7zl9bweZmbfl58E7ZmGkO4Ce6E2qxzaBTolgpf6jWgY2JH2fmUELpTXVvDCW4t6GpCBWd34+5aGp5+Bq6r4cJ6NWGcnG/CmLU8jSQM16h0E7zSzfFzCYWR3H23a2kiYTqzB2v4DC0CfRu0eey9aE8aCbq8ynt8p29amLUFJaALKnyZ14E+HDvKzqaE0LXuzhpOaLNBX8OV1W0A7QA6k9qKll0G2iP2HphZMY0AfRz0fA3f63tBHwNNiL0X1mr0RtB55O8NtxL0I9CU2HvQfjQc9Lsq7+9duIXarNXpzCpf5C/GjrBzKSEUBLujxouiD+BWaKtKI0Ankb8Fa116on9t7D0wM40A/QvVKwKX+h5fSZgP2q3QVoU2An2F/FNuLgf9J2jT2HvQXjQkvYnhFmqz9qSTqnyBfxw7ws6lmaB/1JBE35gm4L4ospzW37ypNlareFkLugi0Y+w9MOs+Gg46EfRkzu/tSkJXbt8MsxpoRPq5y3sTdhnobCfVeWgI6H+rvK8340KyZq1GhxHGSJb74v4WzynZAJoJus0XRRaXZqSfqTU1JNWviR29WefTsBqT6EVpMuNut1YH6klvwt6c83O4hFAU00MKMlEP6P+qvKd/B20QO1IzA0JSpsUVvrC3gkbFjrKzaGb6vvqiyFqItks/Y6/m+FyuShPxbWJHb9Z51ifRT+Q8XzxBKCbli21rEO1P/qrxLxGqf3vu5Ko0hFAEtNL7eTWenswsNk2qcpJ+GnfPqSPtQ/U5BYuX5wkFZnxDw5pEk0HfSlsTsn5OlxNqLoyPHb1Z+1MCek96Ds5zvrgTdAzuSWZNo9cSxvmuzfE5nUcofuc5zCvKlFD/we+jWTQaSuVplxaDdokdZWfQVELrXZ47uPNApzmJtni0IaFr3rIcn9uXCC1iPrmb1URvINTDyJNE3wc6AdfPsGg0jfzDhR4BHRU78tamIaBfV3kfz/UNNLModHaFL+Yq0JtiR9j+NCFNRvJML+Ek2lqMNq7hc/ww6MjYkZu1D21Zw03X+51EW2vRdEI9jTyf42twHZgKNAz0+yrv4dmxozTrMvpglS/lSbEjbG8aBjolTYyznkxedBJtrU1T05twK3yRZFYvmpjerMrzvbqfMJbarVHWovS6NKnO+pleDTon3Ly1gTScMEa60nt4euwozbqE9qlyrND3gwAAIABJREFU0vbdrUHRTNADNSTRLhRjbUJbpRc9lWYAKO7p4osks37W33TNM4fvA06irb1oH9BfcnzGX06viUbEjrz1aAOqDwE5JXaUZh1OmxIKWpX7Ev4Fj3WskWaArs9xwngJ9Bkn0da+tBPo4pyf+X8NSYRZN9PbyVeh+xFCd24n0dam9CbQP3J+5j2eegCNB91R4X1bAzoudpRmHUpDQH+u8AV8GrRR7CjbjzYG/S/ZK1muBH0PNDF25Gb1oTeCbs9xkXQ/aP/YUZs1n3YhzA+b9bsynzCbg29AWQdQQuhZUalRp3i5DLR17MhbizYGPVThPXvV51izhtAZFb54S3Dl7pzWnxTm5zgpXAp6TezIzepPCaHl7NmM34V1hGJLvoFnXUAbEObXXZnx+7GKUJ9gQuzIzepPGxC6cmedfvHV9PvjOZXX01TQcxXeswWgabGjNOsgOobylRXXgY6NHWF70a6gm3Mk0beDDogdtVnj5b5IeokwbtTViK1D6WjQMzlvum4XO2qzxtMUQj2NrD37HgUdEjvq1qHphDHm5d6vZ0CTY0dp1gH0GtCiCl+2b8aOsH1oNKGFP2vhpVlpouBxbtZlNIV80/z8DbRz7KjN6kfbgC7PkUT/A/TG2FGbNZ/2BN2Q8XviXk39aG/Qsgrv1x24No/ZYGgk6J4KX7LrQENiR9kedDSVu9QULksIXZI8zZV1Oe1F9eqjvUtv19bRsaM2q52GgU4le++M5whDhtw7w7qcjgY9lfF7415N6+k4QuGxcu/VRX6fzGqm/67w5ZoD2ix2hK1Pr6H63H69y1o8BZBZESWgfyL7FECPgw6NHbVZfjoE9HCOm66fxVMAmRXQKNA3yF5f4DrQjrGjjk8fqfI+/UfsCM3aUMVx0qtA+8WOsLVpJOiroOUZD+h3gd4QO2qz1qUNQT+vcFwqXs4DTYodtVl1mgw6P+PnWqDfgabGjtqsdWka2acbXQH6El0/tau+XeV9+kDsCM3aiLYgVPIr94X6ZOwIW5v2pvK0A4XLUkLBJXeXN8tE+xOmx8ry/ZqLCyRaS9MJVc63hcuToLfEjtisfegE0LyM3697QbvHjjge9YB+W+H9WYnrMphloR7QtRW+TJfhsRNlaCShwFilsSeFy6VuXTCrhYaSb1zpRaANY0dt1keTQX/I+Pl1PQCzmmli+v3JUvV7VXod16Vzs2sU6JYK788C0DaxozRrcfpKhS/Rc7jbZBnam+xj3Z4AHR47YrP2l6vi8RzQMbEjNiNfa/T1uFK9WR1of9ADGb9394B2jR1xHJoMerbCe3MHLpBrnUmbMeiuwpqR3pUr9eVZCzq4PrF2klyt0SvT546MHbVZZ8lVLf8i3xS0OHK1Rs/BVbrN6ixXtfzldO0wPO1M5Wlxz48doVmd6a2EojwXDWIdG4AeqfDF+Wr94u0U2g/0aMYLoytBr4kdsVnn0jjQT8hWoOw50JtjR2zdRB8ALczw2VwD+gFofOyIzTqXtiVU8s5y/XYzXVnxW0dRuWv8Z2JHaFZH+mbBh/uwGtfxgwpfmL915525crQB6HtVDjK9y0ug98aO2Kx76FAqd1HrXdaBfhqScLNG0RZkH4rwIJ7VwaxJlID+hVAIttp381XQp0E9saNuLn2xyo2/N8WO0KxO9IuCD/cToLE5X39ohdacl8PFgAXaH/RYxgujP4Amx47YrPtoHOhnFY5rhcvTeKo/awh9iMpdJXuX1aBv4SFAZhFou7TRKMt13d9AW8aOuHmUgC6u8H7MA02JHaVZHejKog/3L3O8djyVW3He07Cw24pGgM4iW2v0Ar9vZq1Ah4NmZUxmvop74FhdaDLoiowX5w+A9oodsVl3Uw9hLPWyDN/Zl0HHx464eTQKdGeF9+MW0PDYUZoNku4u8eE+NeNrz63wBRnEGOxOommguzJeGF0G2jx2xGbWS+NB55CtlfpW0HYNiOEroK/jYlJdQG8Gzc54A+eMcKPWzFqDtgX9NeP13rmgMXXe/lhC7Y8WGx6obag8A8H3YkdoNkglJ6RfQ9XWUb2lwhdjNp6XFUI11SzjaV4GnRI7WjMrJ3Mr9eL6Xshom4J1n1C/9Vpr0UjCXLZZbtq4NdqsZSkJ13OZrv2eAu1Tx22/P13vCtDW9VtvPejNlO+duQ709tgRmtVIQyg/LdNq0PvKvG4s5aeSWQc6srn70Wq0MehPGe9OXopbo83awPpW6ia2OuiwgnU+iVsiO5Cmg+7N8Jlya7RZ28g8lno16HTqUpxMXy9Y768Gv75601crvA+L8aw11p60WZUv+br0w1/0JdcPK7zmp3H2pVXoMMIcn9UOoPNB74wdrZnlpbcTepNU+44/xqBbEHVq0To/UZ99sPiUgD5JaEWq9lm6DzQjdsRmloeGgL6cJszVvuPXhGvyQW2vsNjXOtCe9dmPelEP6OoK78HtePy0tR/tnuELLtCfQVPT1+xD+a4aL4AmxN2nWDQC9J9k66b3J9AmsSM2s1ppKuj6DN/1VaDTBt6QzLydX5W4Cec5hNueJoOuyvD5WUuo1O0LTLO2pX0IXbqzNLIcPYjtFBcEvq5++1AvmkSYBaPce/Cd2BGa5VRx3HPxsgz0DdAjFZ7z1th7FId2Bt2T4T18FfTR2NGaWT1oCGEezSytDteSe6o7JaDnS6zrW43ZH2sOHQ16McNnZhbooNjRmlk9aHyJm6OllnWgH5B7OIe2LbO+oxqzP4Oh14NWVtj/Lh8qam1GH8qRTFdbWnB8RjNkLjL2AOh1saM1s3rTXqDHMxwDXgTNzLHeGRVuyk1t3P5YY+QqMvY7XMTTrAPpBNDCDMeAO0OCnHm9xUOCCq89W3DaRn26wr7Pwb03rX3oC3VKpOeDNoq9N82lSaBLMrw36whzTLtojFnH0jjQeRmOB6tBnyPTNFc6q8J6ftnwXbI60nTQgxk+H0tAJ8WO1swaSduBbstwPHiJzC3LFdd3cmP3pxZKQFdWiPmKbOdJs+j0gzol02sId9F+CPoo6K2gmYRxIm8CHQv6V8KY4rfF3uvB0x6EyrrV3pd5oLfEjtbMmkUnkK042aWgSRXWM4LS0xb2LmtBuzVvv6x2ei/Zei/dDtohdrRm1gwaSqjiXW5GncIGmbNBwyqsa5cq65gNGt20XctMG6exlYv7Y7EjNMugX+W/Zi0vxt7rwdEpZKu+ehW5x0iaWfvTVqAbMhwjngXtXWYdH8nw+j83d78sH41IL4Kr/R17L5ZdZMys6+ggQn2EaseJv1G22nemXlFfaepuZVZx/umloO1jR2hWhW6MkEx/KvZe10ZjQBdk2D8XGTPrehpKqMJcbXzsioHHC40CPZPxeHpYlN2zKrQtobdWtb+fi4yZdb3MwwZngw4seu00shXBXELLNvDozApx30xLjvk2W09PNDGJXgc6NfYe10Y7ge7PsI8uMmZmBXQkYdxbtWPHr0Bj0td8Kcdx9R5qnnbLGkNHka2rv4uMmVlKSbhG1qoqx401hO7h6XG/4rjj4uXHUXexLA2n8s3Hz8WO0KwCLWtiIv3x2HtbG72PbOPdvo+LjJnZANqaMB622jHkwTT5fjXn8fUDsffQgNAb4TtU742wHHRK7GjNrBXpQCqPI+5dLgX9c85zxRrQ9Nh7WJqmp8fGUnGvwA1V1po0rkmJ9BrQh2LvbX4aCfpJhv17BfSO2NGaWSvTCEKBxmrHk3Jjxyots0CjYu9hd9PmoL9n+Fs9Ado9drRm1so0GfTXBp0v/hR778rT/6sQ992gobEjNCuiHZuUSJ8Ye0/z05agWzPs38O07F0+M2s9Og60qAHH2s/H3rPulbkl6RLQxNjRmlk70BBCd+5aEuZqywGx96409YCu93nO2ogObHAivQp0fOy9zC/zeLfzaMmpBsystWlH0H11Pt6+Ato09p51l/VjHKsV/1lNvzGOZmZZZa67kWe5jZadw1nbpuezUnEvD+dPs5ahdzUwkV4JOjb2HuajHtB/kG2828mxozWzdqbRoPPrfNz9fuy96h4aTxizWO1v8jxo/9jRmlk709agf9T5fPHO2HtVXsWpIf+Ob0xa69AnG5RIrwC9Nfbe5aOxoD9k2LdnQK+PHa2ZdQJtQJj2o17H3lV4Ts4m0PaEYnHV/h5/pWWnojGz9qLtQPPqeL54kpad214J6JoKsXv6WWsVOqMBifQy0MzYe5aPdiSMfa62b78HjY8drZl1Ar2WMK1VvY/Bv429Z51NbwEtrPI3WAv6Gp4b1czqQkeDXmzA+eKTsfesPL2G8jNbLAZtETtCM0C/rPOXcino4Nh7lY8Oz3Bh1DverUXHl5hZ+9DoNNFa2YALIxGGqewTey87jxLQaYSimpXe/wXhvGJmNljagvoPByo+Xk2IvZfl6d8qxH5R7OjMAF1dxy/kova6gFMC+hzVqyQ+D9ovdrRm1u40ljC05oUGXhj1LjfG3tvOog1Av8nwvt8Cmho7WjNrd5oK+i6ht2ejzxffib235WkI6PYKsR8RO0Lrerq3Tl/El2mrccSZL4xuxOPdzKxmGgGaCfofGjMdVqXluNh73xm0FWF+02rv909p2fGHZtb6NIFQGPgSQv2LZp0rlofjXKvSbpSfMeGxcJ41i6Yu4y9eBO0ae0+y0xZUvsvlCyMzGyQNBf2K5rQqlFseBQ2L/U60N+0PmlvlfV4NOi12pGbWrrQFoUJ1tSEkjVzOi/0uVKazKsT+pdjRWdfSUAY/Efxc0C6x9yQ7XxiZWTNoKtWn2GvG8i+x34n2pVOo3jq0AHRI7EjNrJ01dJrarMta0B6x34nyNJYw7LJU7K+Cto0doXUlTRnkF282aOfYe5GdL4zMrJn0dsLUSDGT6nmgcbHfifaiEaCfZXhv7wFtHTtaM2t3Ggb6NOihyAn1X2K/E5XpnRVi/0Ps6Kwrac9BfOGeBW0Xew+y0fCMF0Z30dJjRsysPWkqoQr0U5EukP499jvQPrQp6KYM7+kFoA1iR2tmnUYzQGcTGndinC9avKCXrqwQ+6Gxo7Ouo6Nq/KI9DdomdvTZaCLoWl8YmVl86iEMNTmH5o6lfhVXmM5A09PzW6X3ci3hxoinSTSzBtJI0AmgS2nuWOqHQENj73152pHy00reAxoSO0LrKjq5hi/ZI6ApsSPPRttQvcvMOjx/tJk1ncYThp7c2KQLpF/E3uPWppmghVXew1dAx8SO1My6jbZIb+I92aTzxUmx97gyfbtC7B+OHZ11FX25hrtVm8eOOhvtTRgr6AsjM2txmgY6g+rFEQezrAXtHntPW5M+RPV6Go+Fv5OZWSz9ejctbeD54gXQ6Nh7W57GguaUiX0eaHzsCK1r6Ic5vlh3gzaOHXE2Op7QrdEXRmbWRjSE0EJ6UYbkrpblyth72FqUEHomVXvfrgBNiB2tmVkfjQOdCLqGxhS5bPHppir2rv1W7Oisa+h3Gb9Qd4A2jB1tNvpihoPK1b5rZWatTZNBpxLGgNXzAskFWgDQBqDfZni/vgPqiR2tmVl52onQu6lca20ty5JwHmpVGlLh/PgqbTMk1dqcbs7wZbqJtphWRUNBP8mwPz8DDYsdrZlZdnWt7nqPk0NtRPWx6qtBH4sdqZlZdnXv3fTD2HtUmQ6uEPs5saOzrlB1mpa/g8bGjrI6TQRdV2Vf0kJjZmbtqm7VXd8fe0/iyVSx+xXQW2JHamZWO00kFLm8exDnitWgnWPvSWX6Y4XYd4gdnXW8ilOz/BU0JnaE1WlbqlfsXg56Z+xIzczqZ1DVXZ+nK6cC1EzQoirvzVOtf/FoZpbH+t5N82s4X/w+dvSVacc0cS4V+4Wxo7OOpgkVvjhXgEbFjrC6TBW7Z4P2ih2pmVlj1Fzd9bTYkTeXTqJ6t8dbQZvGjtTMrDE0gtp6N+0fO/LK9Isyca8DvSF2dNaxtGOZD94fQMNjR1edDiC0OFf68t8L2jJ2pGZmzZGruutC0EaxI24OfTrDxeJF7XET2cysHjQl3FTVExmOj7eBktgRl6etQCvKxO5ZLKxRdFCJD9yFtE1xLo0iFEcr98V3xW4z62LaGfRdKs9d/V+xo2wObVPlfTibri/KZmbdSQmhkNe5VB7+eULsSCvT9yrEvl/s6Kwj6d1FH7QLQENjR5WPNgQ9WuJL89P2uSlgZtZIGgZ6K6FIS3E355Uh0ewG2pOB3eBXg/45dmRmZq1B4wjzN5ea7efx1s4TtBFocZlk+vLY0VlH0icKPmQ/b9+78tqWvnHTrthtZlaWNiV0eX6g4Pj/tthRNY+OpK9QzSugI2JHZGbWmrQT6NuE2kMCraXla0roGxVap10/yepNexIqup5FS4+DyEJ7pQn1MbEjMTNrD9oL9M72vZFaK51CqNg9LXYkZmatT0NBh4MOiR1JdZqU3igtlUxfEjs6sxan0bEjMDOzduDzhZlZZ9I33TptZmZmZmZmlos2BC0pSqJXgH4Mmho7OjMzMzMzM7MWpTPSJHoJYbaGKbEjMjMzMzMzM2tx2hj05TCG2szMzMzMzMzMzMzMzMzMzLJr8+mXzMzMzOpNmwAzgD3Tn3sAY4qe9BZIbm12ZGZm1jqGxg7AzMzMLC69FjiGvgQ6S4VZX0OZmZmZmZlZN6s4D2q5Zf/YUZuZWVw9sQMwMzMzMzMzazfuomRmZta1NBrYtOAXCyFZGCuaFvMicGe6jAVOjRuOmZm1GifTZmZm3esI4OKCx18HvhoplpgWAlcREuc7ws9kVt9/6wScTJuZdSBNJdTL2IH+xblXQvJf1V7tZNrMzMy6XHImcGbsKMzMrJG0OSFx7l32BCaXefIrgJNpMzMzMzMz62b6K3BQvdfqZNrMzGqkrYDDCn6xHJLzCv5/DHAicDSwDWG6oQ2AuYTutBcAF0KypsI2Xgf8E+EEuANhrt+lwHPA1cDPIXmoxvgTYF/geMI8wtOAccCI9AmLCONmnwXuA24Frs0/plhJGv87gAOAzYHxhPdhNqFb8a8guaHgNbsA+xSsZC4kl+TbrpmZmaUmxA7AzMysgI4pmipoXsH/nRAeV51e6G7QdiXWPQF0HmhdldevAn09TVjzxL53uu280yGtCtMoZd7O9qBrM677atAW6es+VfR/f8+3f5njO75oO19rzHbanU7w1FhmZu2s4jl/FmhO0e8WZ1mrp8YyM7M602eBC4FNMjx5N+Am0NYFr58K3Aa8j/7FQEoZBnwZOCtHfO8Gbki3ndcwYKeM29mb0Op8SMZ1vxm4FbRDDXGZmZmVoM+ArilYpsWOKLIXgEsIxTaPBCZDMhW4opaVuZt3JhpP6KK4BWF6jIXA3ZDMq/iy/uvYFphO6KL4KjAHuKty98ZcMW5C6KK4IaEb5UpgNaEb4bOQzKnDNnrSbUwldJVYQOii+CQkKwe/fjNrf3oX8G36kuCVhITyefoS0Z2LXrQp8Ou0pW80oft2YUL5AnAvoRjIBEL35/FF6/gU6M+QXFUlvl2Bcxl4/nuZkMDPS5c1hOP9FsCuwLZUT+wLt/M6QnXocUX/sRb4G/Bguj8bAnvTl9hPAS5LYzQzMxusacDMgsfF589u8THgaUjmxg6kg2iHojs114AKLrB0MOgq0OoS3QHWga4HHVBh/WNAXwA9VaZLwQLQ90DFF1tZ498WdCbo2QzdBxeALged2teNMPN2JoP+C/RCmXUvAZ0LKrhA1gFF76svDM06zoBu3ktBCwv+/TnQ2BKvewPokRLHkuNBvyx4fEtIsIu7cGsE6MsM7AKeYey0rix6zSLQP/U/9pd83RTQKaB/gH5f5blDQXeV2L/flT/+ag/QnUXH7A7r5q3xoIlNXkZUjytT7O7mbWZtSj8vOnbtHTui1qT/KXqfMnXz7nLas8TJcVi6nFPi/0ot60BfLbHufUDPZFzHc6Dtc8SdEJL05RnXX7zclmNb7we9nHG9K0GfSl9XfOHxZPZtmll7GJBM9y4LQW+o8topJY4tT9OXIP8mHIsrruMrJbZd4SJBEwljnguf/+Ya9ntqlf//dIm4fpRhvRuAbijznnZCMv10jeeswSwn1Sl2J9NmZWmT9DvySUIj0ZmExpvdM74+Ae0F+jjoDNAPCDdM30HNDU791t8D2o1w4/QraXw/Trd1OuiDhAa0QbbYagjoINAn0nV/N31PjgdtPPj9qDkuJ9OZOJmuQclkeiSh9SDvCfvUgvUeDFqW8/XPgTbMGPfZg7y4yJhM66NUL/5TavliiQsPJ9NmHadsMv32jK//UpnX3xeOxVVfP5KBRc4qFAfT6xt/XFIPA3sj3R0usjK9fjKhtdzJtJNpsxagHxd97n9Z8H/bgX4LWlvhO/gPyt5cVQL6AOiJCq9fAfoOaHQNsY8D/TuhuFSW48Va0P2gb1D1pmm/7QwnXPsWF7AqXvdv6dd4pquLnvP5/PuYKT4n05nUlkx7zPRAXwSOS/+9jjDm7c+EqVFEGMf3LsI0KoXOAF2aPue3hHHLEMYU/x64HXiJME5hX8J0MYXdH6eGdXBy5fB0GPCJol8uBy4CrieMkZ5DGKfYO95vOrAfcDB9U75UoSOBHzJwjODthLF8d6f7syGwO/B+4PXpc74BnJNtO2bWYW6A5HcZn3sR4XhR7AuQrKj+8mQF6E/0P25WagmZVPR4fvVt5DaTUGOj0GmQrM328mQu6LuUfl/MzFqEjgXOp+96t5y9gL+HpDm5oOD1YwnTIx5Z5fUjgM8CB4NmQpKxtVD7AhcTpiLMqgd4bbo8B/wsw3a2IxSzKq4FUmrdbwfeAjoRkt/miMtamJPpgT6X/nwYeC8kdw98is4CvkKoAtdrJOHLvj19F2xnAF+HZHnRCn4N+jZwDbBjwe8/CPoqJLMrxPfZosf3A0dB8lyZ598O/CGNewzwbkIyX4HGAz+hfyK9BvhX4BxIVPSCm0A/BD4C/IDwufpI5W2YWYf6nxzPfZxQhKuwG99c8lXUvJP+yXSlStuvFD2eDpoAyaIc26vmTUWPnwf+knMd/wd8jc6bceMm4Ikmb/OFJm/PrAvoLYSboVnziOHAL0HPQHILoefRVVS9Hu1nT+A3wBEZ4tudUMhyTIUnLSEUxczQC6rsdrYBrgO2LPOE1YTr51EFvxsF/Ab01tq3a63EyfRAQ4HHgAMgWVD6Kck64HTQDOCogv84GejtyvdZSL5bfjPJLNDxwD0FrxkCvAco8zptABxY9MsTKyTSxdtcSrjLVu1O26cJLdqF/hmSChfJiYCfgFYDPydX1Vsz6yA5uiMnAj1HaAXodVN6jM3q2aLHEyo890HChU3vuW8McEHoClzxJmYery96fG3O/SE9PzxE//clAw0jHL/z2KXo8X6g03Ku47xs71/yvpzrNbPWMwU4j77j6N8INwBvJfT2GQ+8gXAsmlHwuuGE68Tdgf+mL5HuvTa9nHCzbUW6jeOAT9G/5ftw0Dsguah8eEoIvSMLE2kRkv/zgPtCnL29nzSM0Ov0dcChhOv6DOObNQz4HQMT6ecIM1pcGo7lAJpImPrwU4T3ZgjhPZtVfTvW6pxMDyTgfeUT6X7OpH8y3ZsUX0OmOU+TB0BXAEcX/PJAyibTbEb/v9l8SO7JEGcOGgoUjzG7unIiXSj5nzC2jMPqG5eZtYG1wDM5X7O06PFTOV+/pOjxuHAxNaAHDaF7oK6k/zH38LBN/Qq4FLgOkuIW7DyKE+Baj9H3llhXNcMJPaIG400MbF2v5m+EIU1m1vl6p1haDZwMyf8V/f8C4EnQhcCvgXcU/N/rgO/Qd515G3Bsielb5wF3hTHGXE//qZxOJSTG5exO6FreS8C7yifgyWrCjdYHCTdXhwEnpDFU8lkGDiu6FHhP2nhVuI2FwIWgiwlDeL4AbJQuHURTgP+MsOGPpO+xNV/JAmQ5uheqJwxOH7COg3Os45+LXvt8hedOL3ruAgZMGTNYenOJ/clZZEX7l1iHC5CZdZwBBcheqmEdfy9axxdyvv4NJY43FbpHa2fCdH7lisSsBt0Uxi3r6NANPHMsCQOnUjwh3/6sX9e3itaTocVfoyvsVyOXLihm4wJk1q0GFCDrXTL0NNF40ItlXv8QYfhhtXWcWvS6dYTu1eWe/5mi51+WfV+z0mgGXv/fTqbCmcDAgmAdUoBM0yKdg/KMi68Uf00FyDptPFY95CgIkKwjjK0u9BLhLlpWDxY93pzyVV+L75JtCNR7zEXx+JVZhHFuedxE/tYpM2t/a1pkHRUkDxF6FL1Y5glDCcfBzxCKyiwA/TlcOFabqosxDOzxVWsr92Bax83MGumPkJxf/WnJYkLrdCkfGtiCW9L/Erp+r18pUCkZ3Kzo8Z0ZtpHXu+lf60PAx7IVzgRCq3aWHrDWBtzNe6AcczADA6vB3l66e2FZxRd0CeELWqK7QrIg3MnrVzHwV6BvAf+dvcJhRcXTF9yac39Ix0HeCmxdh3jMzOos+Vu4g86/AR8m3JgsZwhhHN2hhFoZH4XkmjLPLXWDOufxc72c46wBWEVfEc2sdgHeW/D4WsJQpTwy1u0wsw6RYSjjetcRumYXugWSW7O9PHkltPryxoJf7kqoBJ5FI7pSF/c4uhmS27O/PFkI+j/CTVtrc06mB5qb8/nLih5XG2NR7fUQWjfK9f3/Ybr0Gg38O/A50HWEabyuheSRnHH02rro8QM1rqfW15mZNUHyMuG4+RXCGOFDCDUrdqf8uXE74CrQyZD8osT/LyEkwYVJ9dgSz8tiXPWnFEtWEwrf5KDj6Z9M3wRJznVk3tb5wKaNWXdZZ0FyVZO3adbJFgE353h+qevRPDM29K6jMJmeXOG5xTf33gM6C5K89TjKUMLAQpO1THN1EZ2XTD9NqLrebI2Y5jIzJ9MDFRezqaa49SBv17xSrRaVxkGfQ+iiWDw1wBhCl++027cWADcCfwUugeSZjPEUjw+sYQwk4O4rZtY7CpoZAAAgAElEQVQWklXAlelCOobvQEKRnTczcO7QHkJF2lsgKRrmk6xLx1hNLPhlpYu+Suo0Bqyl7Efzeyz9psnbM+t09+ScoaDU1IMlpp2tqLiBqdLNxr8Qrq17r6UnAHeAfgD8CJK8jV7FtmfgtfIdNaznXkIRt2rDh4roeML82YNxS85OUwshmVT9ackKGtOtvqV5zPRAtXbJq9frq0jWAm8D/ovKYws3Sp93NqFS7d8I8wJWU3yAyjKepRSP9zOzNpQsheRySD4FyXRCVdgbip40jPItCsWtMLvWGMjranydmVkj5W0sebXE7/I21CwverxByWcBaV2MS4p+ORH4CjAbdAfom4SCuzX0ABowJhtKt75XkawktORam3My3ZaSVeFCj50JJeirTUmSAAcAl4P+SOXqtCuLHg+vMciMFQ3NzFpZcgehlbp4PNyhZV7wj6LHB+XfpjZm4PzPZmatoFRynFepIY719GEGFgiGkPfMAD4PXA28nFbh/jZh/ussSl1D11qzyNM5dQB3825ryePAp8OinQkXbfsTxv6VG5d2DHAZ6E3pXbFii+jfRbGWu3bQf05AM7M2lqwCnUP/uUunhJkXkrVFT76e/sV2tgftA8ktOTb4bnJ3/WsLB9L8646oY+nMOlCDe2DWQ7IA9Ab65rQudzwdQhjjuyfwb6A7ga9AUmlMd/F0XqvSehW1qOWmwjIg7/jvjelfv+MFBjaeVVKPAscdy8l0x0geAh4CfpQWR9iF0HLyXgZOKr8f8FFCV/Fi84HC+fu2qzGgWl9nZtaK5pT4Xan6FpcTClkWjpX+JuiQbDMjaByh1aQDJa76bWZNkiwBPprOeHMioTFpd0ICXc4MQi/On4XXDrhZCgOHPw4P0ybWlFCPzv+S5EpyX2Pr54SbCr2Oz15NPdd2xgGH1X+9VV0GSfFQgKZxMt2REgH3pctZoHcT5ukbUfCkD1M6mb6b/lUKs3Z7KVbr68zMGkRDIal1HuvpRY/nlF5Xshr0U8L4vF4HAV8A/qN6fPyS2ouWmZlZP8lzhFlv/j0d5rgfYejjTGA3Sg95PZnQnf2TJf6vVEG18dRWeHdi9ae0lSmEKuUxthstmfaY6a6QXEDo6lJoZ1CpKVuK59neC5Szqqw2Y+B81WZmsX0WdHHa/S8HTSUMqSl0dYUXfBt4suh3/w46G1SmJUJbEIrmHJv+oh7jEs3MbL1kUVpg8jRIZhCGRL6f0lN9fRw0rcTvS/VS2il/LBpB/56g1qbcMt09Lge+XPA4IYyhKJ4K7Cr6l+ofQuga8o0c2/ow/myZWesZAhwfFj1MuIN+NXAvJCWSV00E3gGcTv/W4jXAj8pvJnkV9CHgGvoXcfwE8H7QpYSeQ0sIx+HXE6bh6i3cOBf4BaE125pG/0f5KclK1SH5T1CpViqAB9JCoWbWspIFwPlh0WnAGQX/2Xu+KL7+fZzQOl1YiGwvwnS0eexGZ9bG6DpOeLpHqTkBS0xflcwBXQK8veCXp4HOheTZ6pvRVuH5ZmYtbRrw1XRZA3qaMF3LUsJF0maEBKrUefJ0SO6qvPrk76ATCPOBFibUEwnj98p5hTCt4b5Fv19ReXtWB/uRbyzinhX+zzNamLWV5NugdwB7FPxytxLPE+gfhBugvU4gzK6TxzvyRtgGXiL0zGq2WqfxrQsn021FOwBLQsKb2xFFj1+m/Dx/ZxK6GvYOAxgNXAE6GJIXK8S3CXAlNRVUMDOLZiiwfbpUsgb4UrjoyiK5JBQe46eEqQyruR94LyT3hzlQ+3E1VTOzxrqV/sl0ualkL6R/Mr13GD6UFA+VLEOTgH+qJcDWlrwIfC52FM3mMdPtZT/gadD/gPZNq3ZnoCMYWB32t+Uryya3AT8o+uXOwH2h66KKpgXQGNAHw//TO77koWyxmZk1zQWElujbCIlxVquBPwK7ZU+keyU3EQoyfoAw3Kb4Dvpi4ArCzAszQiINDCxMU647sZmZ1UdxLaFyU+tdSP8bnAlhNp1RGbdzFrBhztisRblluv2MAD6ULrNAVwJ3Elo05hNanCcRxvdtTxjv8f/Zu/P4qKr7/+OvCQmyKKuIICgoKLigoKhgwqYBqyCKgK1VUalFQQiailjIJJmAIEgVd1vxa5S6AdUK2p/GApIAVhQQVECWgEBCQMJmAEnI/f1xmZh97iRzZ30/H4882t45Z+YTynyYM/ecz+d3lG3hchiPVWWZhLmF7bpS11oCc4AXwNgC7AXOAjoApRPIN5iVwt8qdS0E+hKKiJcyKLsttrI2Ip78nrJbYvO9nL+WCltzHZUdawEcWwGX+WM0xMxxXTFzWHvM/qENMXPkYeBH4Fvg01Nn62rIcQJIP/XDqeKPLczXqPJ5Lyv3v7Nr/vrVKt9m5YBNrxMK+uK7M4zali8SEMYDQAY4tns5rzlwc7mL31Y+1lFwquVW6TPW3YD5ZgcdRyXHKAGMOsA0zC9XJUxoMR3a2gJ/9nLOccxthB76fToKwLgJWATElXuwPhU/6Ll9CwzEbAVTWkDPM4iIHRxHgW21fI6cWs7/tWYxOAqAL079+JnjCBWLP5Zi1KNsi0KAr22KpYBa/38YLhw7Ax2BiNTavZh3if8F/BPzy9Bfq59itAPexbwZ5VZ06lpVZmGeey69Lfwm4HswZgALgZ/ML3eNFpjbwsfzW62FfcAu1ErWj4wGVKxHUlr5ApTRYNxQzfit4MjWYjq01LaH2kbgT6e2HVrgOGyek2YskAo0qmbwceBlIOnUQrxxuce1RVFExJrfUzbfFmHbYlpEJOxEYy50hwOHwfgfsBrYgrn75jjmDs7WmF9cDqDirpSZ4KhmR5CjCIwhwFKgXakH2gDPnfopAuMk5q7S0oowW3KVb7lYk91dYl0bzB11VjXwMH4yMDXSF9MFmFuSS/N2O3J2uefw9pvtwkpiOFH5UMe7YCzH3LbdB7gWzz3qTgKZwJvAXHAUehee4yTwLBivAjdiNrlvg7nl+zCwA/P84YfltiuWbyMSyVsHRUQsMppituIqbRE4vN3+LiIi5heT8ad+rHoLs76GB44dp246fUTlOzajqbgL+ChwFzg+BaN8sa4qtodLMIvwxbRjA9W3trDyHJMwzxfXdP5e72Jw7MSsDPt3838bzTDP+7XDrDrYGLMowiHMhf56cNT2jjannuODUz9WlP+dvqt9DCIiocJwAEOAD6o+w11hzpnAv4Dzyj3wsk9DExEJX2sxt17XpD1dPpAEvFx1kd7yHNvBuBLzLvNY4JwqBhYBC4BJp+p3QMVq4eraEIIifDEdDhz5wFenfoKEcTrQq9zFVYGIREQkgOYDm8B4A5hX6gNUOUYjzC1/EzF3/pT2ATg+szFGEZHqZFG2+89KL+cXUnIDqIS3O22+Kfcc1XSMcYwBYwJmQcHrgGuASzAL5lZmP+YxmnmYnW5qsKB1FAJPgTETc9doV8xt5A0wjzn+ACwpu8PIcFAx31dVPby2llF2C3meTa8T7A5R8e9ibayBshWeRXzEGE/Z5vW/AueAo6q+1iIiYcZwAOXvSO/F3KWzF3OrX3PgXKALUKeSJ9kBXFW7SuIiInLqS8tWmF0b6mIurA6AIzdA8XQANpe+AJylfC8S8YxOYBwBwyj1889ARyUi4l+Go1we9PZnDRjl71qIiEhYMP5aLudXsXNJREKY8eapwgpWx/cBI69ccjgJRvkWLyIiYc5wgLEAjAIvF9E/gTEGjPLVX0VEJCwYjcHYXS73Px/oqKRmtM1bqmHsxmwbsBnzLEkWsA7IO9USoN6px2OBOzFbC5Q3ExwT/BSwiEiQMeoD3THbr3TCLC7WFHOrYSHmeb2fMc9efQH8z/uuCyIi4n9GjPf52ojG7F99e7kHLgXH9z4KTESCQ4VvzUr/HLdwh2WR7q6IiIiISPgxbgZjKRgDTy2SPY2/AIzPK/m8/KHtoYptVM1baqq6RXIR8Cww8VSfahERERGRcNP71M/PYHyMWXl8E79VLG+OuSupH3AzFYtN7gX+7J9QRcTPjAFg/AOMbRbP+uWC8SoY5wc6chERERER+xg317LQZA4YVwX6t5Da0Z1pqYbjU+BT878bZ2F+s9YOaIF5Z9qB+c3bz8B6cGwMRJQiIiIiIn5m1GLuJ8CD4Njpq2BEREREREREQoDhMO8sG6lg/BeMQx7uRG8A4xXdjQ4vquYtIiIiIiJSa0YL4BzMs9JRwHHMXZx7wLE/kJGJiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiEjo6AF8BGwFPgC6BzYcERGxqAfwb37L31cHNhwREfHgEuAdYDPwGRAf2HBEpKbOAd4EigGj1E8x8D5wbuBCExGRaih/i4iElqbAbKCQsnnbADIwF9kiEgLqA48Dh6n4Zi79UwCkAPUCEqWIiJSn/C0iElqigT8De6k+b5/AXGw3DkyYIuKJAxgO7KD6N3P5n63AkADEKyIivxkObMe7/L0NuD0AsYqIiLmF+zu8y9t7gD8BUQGIV0Sq0BX4Au/ezOV/lgCX+ztwEZEIp/wtIhJaOmAeualN3l4N9PJ34CJSVkvgH8BJaveGdv8UAS8DZ/rzlxARiUBnAX9H+VtEJFQ0Ap4CfsU3ebsYeA/VwRDxu7rAX4CDWHzDNmjQwJs3dz6QAMT47TcSEYkMdYFE7MvfB4DxKH+LiPhKFHA/kIs9efsokAo08NtvJBLBbgC+x+IbtEmTJobL5TKys7ONGTNmGM2bN/fmzb0JGOjH301EJJzdgBfn65S/RUQC7mpgBRZzb/369Y3ExEQjOzvbSE9PN9q0aeNN3t4N3INZB0lEfOwiYBEW35DR0dHGXXfdZXz33XdGTk5Oyc+GDRuMkSNHGtHR0d68uVXSX0Sk5i7ER/l7zJgxRkxMjPK3iIi9qmpRWOmPw+EwBg0aZKxatapM3t66dasxadIko2HDht7k7a+AHn78XUXCWlNgOl6cz4iLizMWL15c5s1c/iczM9O4/vrrvXljq6S/iIh3muBl/o6NjbUzfzfx228uIhKa3C0Kj2Axx15++eXGRx99VG3e/uabb4yhQ4caDofDat4uxlzMn+2/Xz3yaAtAeIsC7gJmYhaq8ah9+/ZMnDiRQYMGWX6RzMxMJk+ezObNm61O2Q+kAS9gFs4REZGy/Ja/k5KS+PHHH61OyQdcKH+LiFRmEPAc0M7K4JYtW5KYmMidd95JVJS1TlerV68mOTmZb775xmpMBcDTmF/MHrc6SazRYjp89QWeBbpYGdywYUMefPBBxo4dS926db1+scLCQtLT05k5cyZHjhyxOm0tZpGbL7x+QRGR8BWQ/P30009z+PBhq9M2AI8An3r9giIi4acbZt6OszI4JiaGe+65h8cff5zTTz/d6xcrLi5mwYIFTJkyhX379lmdthOYjHm3WnxEi+nw0xaYCtxtZXBUVBRDhgwhKSmJFi1a1PrF8/PzeeaZZ3jjjTc4edLyTYtFwDggu9YBiIiEroDm7wMHDvC3v/1N+VtExLrmgBMYA9SxMiE+Ph6Xy8V5551X6xcvKCjglVde4fnnn+fEiRNWpy3BvJm1rtYBiBbTYaQh8BjmGY16Vib06NEDl8vFJZf4vq7M+vXrcTqd/O9//7M65QTwCuY3ZpZvbYuIhAGv83e3bt1wuVx069bN58Eof4uIeBQDjMZsR2WpFlDHjh1JTU2lT58+Pg8mOzub6dOns3DhQqtTioF/YrbJ3evzgCKIFtOhzwEMBWZh3tXwqFWrVkycOJGhQ4ficNj7VyAjI4PJkyezc+dOq1NyMBPTa5hvdBGRcOXO308D51qZoPwtIhJwN2AWZLzYyuAmTZrw6KOPct9991GnjqWb1zWWlZWF0+lk48aNVqccAJ4CnsH8YlS8pMV0aOuOeT6jp5XB9evXZ/To0YwZM4Z69Szd/PCJY8eO8frrr/Pss89SUFBgddoqzC0oK+yLTEQkYEIifx8/fpw5c+Z4m7+/BhJQ/haR8HIR8DfgJiuDY2JiuOOOO5g4cSLNmjWzN7JSioqKePfdd5k+fTr5+flWp20CHgU+sS+y8KTFdGhqDSQDf8Ks+Foth8PBwIEDSUpKok2bNrYHV5U9e/bw5JNPsmDBAgzDsDLFAOZjbkH5ydbgRET8Q/lbRCS0NMU8hvMIYKnKY1xcHC6Xi4suusjWwKpz8OBBZs2aRXp6OkVFRVanfY75ZegP9kUWXrSYDi31MQu9TALOsDKhS5cuuFwurr76alsD88aaNWtwOp0q6S8ikaQu8BBmW8BIyt9HMdt7KX+LSKhxtyh8GrBU5fH8888nOTmZ+Ph4WwPzxpYtW0hOTmbJkiVWpxQCL2MWVjtkW2BhQovp0DEI83xGeyuDa9K3zp8Mw2D+/PlMnTqVvXst1z1QSX8RCUXK38rfIhJavGpR2KhRI8aOHcsDDzxQoxaF/pCRkUFycjLbt2+3OmU/5hfALwCWWzxEGi2mg19XzDdzLyuD3X3rJkyYwBlnWLr5EVBHjx7l5ZdfVkl/EQlHV2Dm795WBkdI/l6Kmb+/tS0wEZGauwCYBgyzMtjXLQrtVlhYSHp6OjNnzuTIEcvNF9Zgbv3OtC+y0KXFdPAKaN86f9u+fTvTpk1TSX8RCQc1yt+pqam0a9fOzrhsofwtImGgRi1m09LSuPhiS0W9g0peXh6zZs3i7bffprjYcvOFRcBYYLttgYUgLaaDj9d96zp06EBqaip9+/a1NTB/yMrKIjk5mQ0bNlidchDzLJ5K+otIoNUof6ekpNCvXz9bA/MH5W8RCUEO4G7M9lBnW5ngzxaFdlu3bh1JSUmsWrXK6pRjwHPAVMDyre1wFtp/A8LPDZhbAi+xMtjdt+7ee+8lOjra3sj8yF3S/6mnnmL//v1Wp/2IWdL/Y/siExGpkvI3yt8iElK6Y9az6GFlsLtF4cMPP8xpp51mb2R+ZBgGixYtIi0tjV27dlmdthv4K/AWZveGiKXFdHC4ELNv3c1WBkdHR/P73//e733r/O3QoUM8/fTTNSnpPx743r7IRERKXAjMAgZaGaz8XS3lbxHxh3Mwz0XfhYW1kLtFodPp5JxzzrE9uEA5duwYL730Ei+++CLHj1tuvrAK8zz1SvsiC25aTAdWE2AiXvSti42NxeVy0alTJ1sDCyZbtmwhJSWFxYsXW52ikv4iYjd3/h4PWLpFERsbS2pqKp07d7Y1sGCydetWkpOTlb9FJBh43WL28ssvx+Vy0b17d1sDCya5ublMmzaNBQsWYBiWbjobwFxgArDH1uCCkBbTgeHuWzcTOMvKhPbt2zNx4kQGDRpka2DBTCX9RSQIeJ2/27VrxxNPPKH8rfwtIoETVi0K/WH16tU4nU5Wr15tdUoBZk/u6YDlW9uhTotp/+uDea7uciuDGzZsyIMPPsjYsWODtm+dP9WipP94YJl9kYlIBOiDF/m7QYMGPPTQQ8rfpyh/i0gAhHWLWbsVFxezYMECpkyZwr59+6xO24J5nnqefZEFDy2m/actZuW7u60MDrW+df7mLun/zjvvcPKk5ZsWizC392TbF5mIhCHlbx/Kz8/nmWee4Y033lD+FhG7RFSLWbsVFBTwyiuv8Pzzz3PihOXmC4sxj7Kusy+ywNNi2n4NMM8QWO5b161bN1wuF926dbM1sHCwfv16kpKS+Oqrr6xOUUl/EbHK6/zdtWtXXC4XV155pa2BhQPlbxGxgdctCjt27Ehqaip9+vSxM66wkJ2dzfTp01m4cKHVKUXA68BkwPKt7VCixbR9HMBQzLMD51qZEE596/wtIyODSZMmeVPSPwd4ApX0F5GKlL/9KCMjg8mTJ7Nz506rU3IwPyi/BhTbFpiIhJobMM9FX2xlsLtF4X333UedOpZuXsspmZmZJCcns3HjRqtTDmD28n4GsHxrOxToX3x7XIX5Zu5pZXD9+vW5//77GT9+PA0bNrQ3sjB27NgxXn/9dZ599lkKCgqsTov4kv4iUobydwDUIn+PB1bYF5mIhAC1mA2AoqIi3n33XaZPn05+fr7VaZuAR4FP7IvMv7SY9q3WQDLwJ8yKrx7Fx8czdepU2rRpY2tgkaSGJf3nA4mA5VsjIhJWapS/p0yZQtu2bW0NLJLs2bOHJ598sib5+y/AT7YGJyLBpinmMRzLLWbj4uJITU2NqBazdjt48CCzZs3ytg7G55g3s36wLzL/0GLaN+oCD2G28bBU+u+yyy4jLS2Nq6++2tbAItnq1atJTk7mm2++sTolIkv6i0Q45e8gtGbNGpxOp/K3iFRGLWaD0ObNm0lJSWHJkiVWpxQCL2MWijtkW2A202K69mrUt+4Pf/iDzmf4QQ1L+u/ELJTwpn2RiUgQGITZMuV8K4ObNWvG+PHjdb7OT5S/RaQSfTHzdhcrg9Vi1v8yMjJwOp3s2LHD6pT9mF9ovwBYvrUdLLSYrrnOmIfoB1gZrL51gVXDkv5LMM/jhXVJf5EIpPwdQo4ePcrLL7+s/C0S2dSiMIQUFhaSnp7OzJkzOXLEcvOF1Zh5O9O+yHxPi2nvNcM8V+dV37rU1FTatWtnZ1xiQQ1K+hcD/8Q8j7fXtsBExB+Uv0PY9u3bmTZtmvK3SGRpCDyGFy0Ke/Togcvl4pJLLrE1MPEsLy+PWbNm8fbbb1NcbLn5wiJgLLDdtsB8SItp69x961KAJlYmdOjQgZSUFPr162dnXFIDWVlZOJ1OlfQXiQwxwH2YdzXOtDJB+Tt4ZWVlkZyczIYNG6xOUf4WCT1qURhG1q1bR1JSEqtWrbI65RjwHDAF+MW2wHxAf9OsuQHzfIalr7gaN25MYmIi9957L9HR0fZGJjWmkv4iEUH5Owy58/dTTz3F/v37rU7bhNm14WP7IhMRH+iOmbcttygcPXo0Y8aMoV49SzevJQAMw2DRokWkpaWxa9cuq9N2A38F3sLs3hB0tJiu3oXALGCglcHuvnWPP/44zZs3tzcy8Rl3Sf/09HSKioqsTgubkv4iYaojZt9R5e8wpvwtEla8alHocDgYOHAgSUlJajEbQo4dO8ZLL73ECy+8wK+//mp12leYeftL+yKrGS2mK9cEmIh5CP40KxNiY2NJTU2lc+fOtgYm9tmyZQvJyckRV9JfJMwof0egLVu2kJKSwuLFi61OUf4WCR71gXHAJCy2KOzSpQsul0stCkNYbm4u06ZNY8GCBRiGpZvOBjAXmADssTU4L2gxXZbXfevatWvHE088ob51YSQjI4Pk5GS2b99udUpIl/QXCRPu/D0DaGllgvJ3+FH+Fgk5NWoxe+eddxIV5fHmtYSAlStX4nQ6+f77761OKcA8Sz8NsHxr2y5aTP+mD+b5jMutDG7QoAEPPfSQ+taFqRqW9F+DuQUlpEr6i4SB3pj5+worg5W/w1st8vd4YJl9kYlIKV0x83YvK4PVojC8FRcXs2DBAqZMmcK+ffusTtuCeZ56nn2ReabFNLQBnsS8o+Hxz8PhcHD77bczefJkzjrL0s1rCWGRUNJfJIQpf0uV3Pn7nXfe4eRJyzedF2FuN822LzKRiNYc83iFVy0KXS4X5513nq2BSeAdPnyY559/nn/84x+cOGG5+cJizC9D19sXWdUieTHdAHPPveW+dV27dsXlcnHllVfaGpgEn1qU9J8KWL41IiKWuPP3BMyzdh4pf0eudevW4XQ6+eqrr6xOUf4W8T13i9lUoLGVCR06dCA1NZW+ffvaGpgEn+zsbFJSUsjIyLA6pQh4HZgMWL617QuRuJj2um/d2WefzRNPPKG+dREuXEv6i4QQd/6eCVi6RaH8LaD8LRJgXrUobNKkCY8++qhaFAqZmZk4nU42bdpkdcoBzC9sXsRcYNsu0j5ZXIX5Zr7OyuD69etz//33M378eBo2bGhvZBIy3CX9X3zxRY4fP2512irM89Qr7YtMJKxdiVmkxlL+rlevHiNHjlT+ljKOHTvG66+/zrPPPktBQYHVacrfIjVzIWaLwputDHa3KJw4cSLNmjWzNzIJGYWFhbz33ntMnz6d/Px8q9M2Ao8C/7EvMlOkLKa96lsH5vmMKVOm0LZtW1sDk9AVLiX9RYJcKyAF5W/xIeVvEVu5WxQ+Aliq8hgbG4vL5aJTp062Biah6+DBg8yaNYs33njD2zoY44GtdsUV7ovpusBDgAtoZGXCZZddhsvl4pprrrE1MAkfq1evxul0snr1aqtT3CX9pwOWb22LRBjlb7Gd8reIT3ndYrZ9+/ZMnDhRLQrFss2bN5OcnMzSpUutTikEXgaSgMO+jiecF9ODMLd0n29lcLNmzRg/fjz33XcfdepYKi4oUiKUS/qLBCGv8nfTpk155JFHlL+lRmqYv3/C/GD2pn2RiYSUPnjRYrZhw4Y8+OCDalEoNZaRkYHT6WTHjh1Wp/wMTAFeACzf2vYkHBfTnYFngAFWBqtvnfhSQUEBr7zyCs8//7y3Jf0fAdbZF5lISOiMeb7uRiuD3fn7scceo1EjSzevRapUw/y9BHMLofK3RKq2mJXv77YyOCoqiiFDhpCUlESLFi3sjUzCXmFhIenp6cyYMYNffvnF6rTVmHUwsnwRQzgtppthnou23LcuLi6OKVOm0LFjR1sDk8iTnZ3N9OnTWbhwodUpASvpLxIEapS/09LSuPDCC20NTCJPDfJ3MfBPIBHlb4kcXreY7datG6mpqWpRKD6Xl5fHrFmzePvttykuLrY6bREwFthem9cOh8V0DHAf5rdiZ1qZcMEFF5CSksL1119va2AiWVlZOJ1ONm7caHXKAeApzN0Vlm+NiISoaOB+lL8lCCl/i1TK6xazrVq1YuLEiWpRKLb79ttvSUpK4uuvv7Y65SjwPADVgRsAACAASURBVOb2b8u3tksL9b/RN2D+o3WplcGNGzcmMTFRfevEr4qKinj33Xe9Lem/CbOk/yf2RSYSUNdjnq+znL8ffvhh/vznPxMTE2NvZCKnKH+LlHEVZovCnlYGq8WsBIJhGCxatAiXy8Xu3butTtsFTALewuzeYFmoLqY7Yt7JGGZlsLtv3eOPP07z5s3tjUykCjUs6f855rmOH+yLTMSvlL8l5Ljzd3p6OkVFRVanKX9LuKhRi9mpU6fSpk0bWwMTqcqxY8d46aWXeOGFF/j111+tTvsKM29/aXVCqC2mTwf+gtm77jQrE2JjY0lNTaVz5862BiZi1ebNm0lJSWHJkiVWp7hL+juBQ7YFJmIv5W8JeVu2bCE5OVn5WyKFu0VhGmCpSu9ll11GWloaV199ta2BiViVk5PD9OnTmT9/vtUp7joYjwF5ngaHymLa3bduBtDSyoR27drxxBNPqG+dBK0alPTfj/kPmk9L+ovYTPlbwo7yt0QAr1oUtmzZksTERP7whz+oRaEEpRUrVuB0OvnhB8ubhQowawNMA6q8tR0Ki+nemG/mK6wMbtCgAQ899BAPP/wwp51m6eaHSMC4S/rPnDmTI0eOWJ22GrMVS6Z9kYn4xDWY5+uusTJY+VtCifK3hCm1mJWwVVxczIIFC0hLS+Pnn3+2Om0L8FdgXmUPBvNiug3wJOYdDY9xOhwObr/9diZPnsxZZ51le3AivhTIkv4iNlD+loih/C1hwusWhfHx8aSmptKuXTs74xLxucOHD/P888/zj3/8gxMnLDdf+C/wCLC+9MVgXEy7+9ZNAOpbmdC1a1dcLpf61knIW7duHUlJSaxatcrqlGPAc9SipL+ID3mdv6+44grS0tKUvyXkKX9LiIoBRgMpQBMrEzp06EBKSgr9+vWzMy4R223bto3U1FQyMjKsTikCXgcmA/sguBbTDuCPwHTgHCsTWrduzeTJkxk8eLD61knYMAyDBQsW8OSTT7Jnzx6r034FZgJJ9kUmUiUHcCdm/rZUulX5W8KRYRj861//YurUqcrfEgpuAv4GXGRlcNOmTXnssce466671GJWwsrnn39OSkoK27ZtszqlCHgTGBksFQKuxtyHPg5o5Glw/fr1SUhI4OWXX+ayyy7TBzEJKw6Hg4svvpi7774bh8PB2rVrrbTSigZ6nfpPy2VmRXygO2b+TsBC/q5Xrx7jxo1T/pawVMv8HQMstj1IEeiEuRBIBs70NDg6Opp7772XOXPmcO211xIVZak7lkjIOP/887n77rtp3Lgxa9assdJKKwroClwc6E8xrTArpN2DxXN1gwYNIikpiXPOsXTzWiTk/fTTT0yZMoVFixZZGX4QaGpzSCJg5u8nMfO3x09Wyt8SiXbu3ElaWprV/H0Ii9tsRWqoCWabtocxv7zxqHfv3qSmpnLhhRfaGphIsPj555956qmneOedd6zUwSgK1GK6HuYB7r9i9h71SH3rJJJt2LCBBx54wMr2k0LMvpAidjmN3/K35b6jLpeLa66xVNRbJKwof0sQqAP8CbM9WwsrE9q3b09KSgrx8fG2BiYSjHbu3Mno0aP55ptvPI4NxIGHIZhngyz1rWvRogUTJ07kjjvu0LYSiTj5+fnMnDmTuXPnltkqWKdOnaq2Dh73W3ASiW7D7LloOX8//vjj/P73v1f+lohz4MCBkvxdVFRUcr2a/O1xX6FIDfTBbDF7uZXBZ5xxBgkJCTzwwAPExFi6eS0SNo4ePcrzzz/PK6+8Umart8PhwDCMSuf489PNZZglxRdg4YNYTEwMo0ePJisriz/84Q/6ICYRpbCwkDlz5nDdddeRnp5e5oNXXFwcjz32WFVTD/olQIk07vz9Lyzm74ceeoisrCzuvPNO5W+JKEVFRcyZM4eePXvyxhtvlFlIx8XFMWHChKqmKn+LL7XHrGexBAsL6aioKP7whz+QlZXF6NGjtZCWiGIYBvPnzyc2NpbZs2eXWUhfccUVTJ06tcq5/rgz7e5bN9rq68XFxZGWlqbzGRKRsrKycDqdbNy4scz1888/n+TkZOLj43n//fermm65yamIBcrfIl7IysoiOTmZDRs2lLleOn/PmzevqunK3+IL7haFj2Meq/RILWYlkn377bc4nc4KbQ1btmzJpEmTuP3221m5cmWV8+1cTEcD9wNTsVApEOCCCy4gJSWF66+/3sawRIJTdnY206dPZ+HChWWuN2rUiLFjx/LAAw9Qt66O04lfKH+LeGH79u1MmzZN+VsCyQEMxTyKc66VCWeffTZPPPEEQ4cOVWcFiTh5eXnMmjWLt99+u0yhsXr16jFy5EgSEhI4/XTPpb3sWkxfj3k+41Irgxs3bszDDz/Mn//8Z20rkYhTUFDAK6+8wvPPP8+JEydKrkdFRXH77beTlJTEmWdaWs+I+ML1wDOYW7s9Uv6WSHb06FFefvnlKvP35MmTadHCUr0nkdq4CvNz93VWBtevX5/777+f8ePH07BhQ3sjEwkyhYWFpKenM3PmTI4cOVLmsfj4eNLS0jj3XEvfRwG+X0x3xLyTMczK4KioKIYMGUJycjLNmzf3cSgiwa24uJgFCxYwZcoU9u3bV+axnj174nK5uPjiiwMUnUSgGuVvp9OpL3sk4lSXv3v06EFaWpryt/hDa8yjOH/CYh2k+Ph4pkyZQtu2bW0NTCQYZWRk4HQ62bFjR5nrl156KS6Xi2uvvdbr5/TVYvp04C/ARMy2KR5dd911uFwuOnfu7KMQRELH6tWrSU5OrlByv3Xr1kycOJHbb79dW67EXxoCj6H8LWLJmjVrcDqdFfJ3q1ateOKJJ5S/xR/qAg8BLqCRlQlqUSiRbPPmzaSkpLBkyZIy15s2bcqjjz7KvffeS506dWr03LVdTEcBdwEzgJZWJpxzzjlMmDCBYcMs3fwQCSu5ublMmzaNBQsWlCmxX79+fUaPHs3DDz/MaadZWs+I1JbX+bt169Y8/vjjyt8Skfbs2cOTTz6p/C2BNghzS7elFoXNmjVj/Pjx3HfffTVeLIiEqoMHDzJr1izeeOONMp1xYmJiGDFiBH/5y19o1MjS91FVqs1i+hpg9qn/9KhBgwY89NBD+sdGItKxY8d4/fXXefbZZykoKCi57nA4GDhwIE6nk3POOSeAEUqEuRozf1vaz6T8LZHMU/5OSkqiTZs2AYxQIkRnzHoWA6wMjomJ4Z577mHChAmcccYZ9kYmEmSKiop49913mT59Ovn5+WUei4uLw+VycdFFF/nktWqymG4DPIl5R8PjPiaHw1FShOOss86qwcuJhLaMjAwmTZrErl27yly//PLLcblcdO/ePUCRSQTyOn8PHDiQ5ORkWrdubXtwIsEmIyODyZMns3PnzjLXlb/Fj9wtCscAlm4tx8XFMWXKFDp27GhrYCLBKDMzk+Tk5EpbzKakpHDDDTf49PW8WUw3AMYCkzHPSHt0xRVXkJaWpr51EpHWr19PUlISX331VZnrLVu2JDExkTvvvJOoKEv1QkRqS/lbxAvK3xIEYoD7UItCEUs8tZi1q+uIlcW0u2/dTOA8K0+qvnUSydx96955551Kz2c89thj2nIl/jQIeB6L+btly5b89a9/Vf6WiJSfn88zzzxT5fk65W/xkxswt3RbbjGbmJjIvffeS3S0XV1vRYJToFvMenrHXYlZ5CDWypN52+RaJJx46lvncrk47zxL6xkRX+iGeS5a+VvEA+VvCRJetSiMjo7m97//PY8//rhazErECZYWs1UtplsBKcBILJ7PqEmTa5FwkZGRQXJyMtu3by9zvWPHjqSmptKnT5+AxCUR6UwgCS/O1yl/SySrLn+npKTQt2/fwAQmkcTrFrOxsbGkpqaqRaFEpNWrV+N0Olm9enWZ6+4Ws0OHDvVbLOUX0zHAaLzoW1ebJtcioW7Lli2kpKSwePHiMtebNGlSsuVKrSjET5S/RbywdetWkpOTlb8lkLxuUdiuXTueeOIJBg0aZGtgIsEoGFvMll5M34d5N9rSrYmmTZvyyCOPqG+dRKRDhw7x9NNPk56eTlFRUcn1mJgY7rjjDiZOnEizZs0CGKFEmHuBVJS/RTyqKn+7t8wqf4uf3ApMAzpZGawWhRLJjh07xksvvcSLL77I8ePHS64HQ4vZaKAt8DVgqW9VTEwMf/rTn0hISKh1k2uRUFNUVMSbb77J008/zcGDB8s8FhcXR2pqKp06Wfp3UcQXzgG+weIdjZiYGEaOHMn48eOVvyXiFBUV8dZbbzFz5swK+Ts2NhaXy6X8Lf5wOrAa83y0R1FRUQwfPpyJEyeqxaxEHMMw+OCDD5g6dSq5ubllHrv88stJS0vjqquuClB0pmjgcywupOPj40lOTub888+3NyqRILRs2TKcTic//vhjmevt27dn4sSJ2nIlgbAYiwtp5W+JZMuWLSM5OZlNmzaVua78LQHwERYX0t27dyctLY0uXbrYHJJI8Fm7di1JSUl88803Za4HW4vCaCy8oS+44ALS0tJUREkiUnZ2NqmpqXz22Wdlrjds2JAHH3yQsWPHUrdu3QBFJxFO+VukGtu3byclJUX5W4JJD08Dzj77bJxOJ4MHD1aLQok4eXl5TJs2jfnz51NcXFxy3d2icMKECUHVdSQas490tfLz88nOziY2Nlb96yRiHDlyhNmzZ/OPf/yDwsLCkuvuvnWTJ0+mRYsWAYxQxHP+3r9/v/K3RBzlbwliHm+lHT58mOzsbH799Vfq1avnj5hEAu7EiRP8/e9/57nnnuOXX34p81gwdx2xdG/8wIEDTJo0if79+5OZmWl3TCIBVVxczDvvvENsbCwvvfRSmQ9iPXr04NNPP2X27Nn6ICYh4eDBg8rfEjGKi4t59913iYuLq5C/u3XrxkcffaT8LYH2i6cBR48eZebMmfTq1YuFCxf6IyaRgPrPf/5D7969efLJJ8sspDt27Mjbb79Nenp6UC6kweJi2m3jxo3ccccd3H///RX6MYqEg6+++oqbbrqJxMTEMg3gW7VqxXPPPcf8+fO55JJLAhihSBmG5yEmd/6+7777lL8lLLnz96OPPsrevXtLrrvz98KFC+nWrVsAIxQB4IjVgbt27WLUqFEMGTKE7777zs6YRAJiw4YNDB8+nJEjR7Jjx46S602aNCEtLY3FixcH/TG1Gp3a/n//7//Ru3dvkpKSOHLEck4QCVp79uxh3Lhx3Hbbbaxbt67kev369UlMTGT58uUMHTpUZ5ck5H366afK3xJWlL8l3H355ZfceOONjBs3rswX/SKh6uDBgyQlJTFgwACysrJKrru7Rn355ZeMHDkyJNp31rgEWmFhIXPmzKFHjx689tprnDx50pdxifjF8ePHefHFF4mLi2P+/PklDeAdDgeDBg3iiy++IDExUWeWJKwof0s4UP6WSFJcXMz8+fPp2bMns2bN4sSJE4EOScRrRUVFzJ07l9jYWObMmUNRUVHJY3FxcXz22We4XK6Qat9Z3WL6BeCwpyfIz8/H6XRy00038b///c93kYnYLCMjg969ezN16lQKCgpKrnfp0oUPP/yQV199lTZt2gQwQpEaexHlbwlj1eXvDz74QPlbQtE/gL2eBhUUFDBr1iz69u2r89QSUrKyshgwYAATJkwgPz+/5Pr5559Peno67733HhdddFEAI6yZ6hbTC4DOwN+B4mrGAbB+/Xpuu+02RowYwc6dO30Vn4jPVfV3tWXLlsyYMYNPPvmE7t27BzBCkVpbAHRC+VvCjJX8ffXVVwcwQpEaWw5cBDwFeLztnJ2dzahRoxg+fDgbN260PTiRmir9d3XDhg0l1xs1asSkSZNYvHgx8fHxAYywdjxt884BRgHXYL7JPcrIyKBPnz4Vvi0WCbQDBw6QlJRU4S6c+3zGsmXLuOuuu4KiAbyID+Si/C1hQvlbIsRBYCJwGfCxlQlZWVn079+/wt0+kUA7evRopbsooqKiGDZsGFlZWYwZM4a6desGMMras/qvztdAHDAc+MnT4GPHjpWcY5o3b17JOSaRQCgsLOS1116jR48ezJkzp8z50Pj4eJYtW4bL5eKMM84IYJQitlH+lpDlKX9/8cUXyt8Sjn4EBgLxwPeeBpc+h/raa6+VOYcq4m/FxcXMmzePHj16VDjf37NnTz777DNmz57NmWeeGcAofcebr3ANYB7m1u9U4LinCXv27CEhIYGBAwfyzTff1DBEkZrLzMzkhhtuwOl0cvjwb0dIO3TowD//+U/S09M577zzAhihiF8of0vIyczMJD4+vtr83a5du8AFKGK/z4GuwHjgkKfBBw8exOl00q9fP5YsWWJ7cCLlrVmzhsGDB5OQkFBpi9l58+Zx8cUXBzBC36tyMd2mTZv6VTx0FEgBLgTesvIi7j9YlfQXf9m6dSt33303d9xxB5s3by65XrpvXd++fQMYoYh9LOTvjpj52+Nt5zVr1nDLLbcwbty4Mr17RexSOn//+OOPJdeVvyWcXXrppWdV8VAhMBu4AHgO8Nh+YcuWLfzxj39kxIgRZXr3itglNzeXcePGVfgC3t2icMWKFWHborDKxfTgwYO7eJi7E7gH6At86+mF3CX9K7vlL+Irhw4dYurUqfTr14///ve/Jdejo6O56667yMrKYuTIkURHRwcwShF7DR48+HIPQ3Zh5u9+WMjfhmGoJYvYTvlbItmVV155qYch+4EEoDuwzMpzZmRk0KtXL5KSkjhy5EhtQxSpwH00rFevXpW2KFy2bBmJiYmcdtppAY7UPlUupi+88MKrLD7HUqAbMAILJf3dh9H79Omjkv7iM6XPC7344osUFhaWPBYbG8tnn33GjBkzaNasWQCjFPGPjh07Xmlx6FJ+y995ngYrf4sd3Ofrqsrfn376qfK3hL22bdteYnHoGqA3cAuQ7WlwYWEhc+bMoVevXsydO5fiYo8NHkQsqapo6eWXX17SYvacc84JYIT+UeViunnz5t70BioG3uS3kv6/epqwffv2Ssuki3irdN+6/fv3l1xv3749r776Ku+//z6dOnUKYIQi/nXmmWda/TIUfsvfnVD+Fj9bvnw58fHxJCQklMnf7dq1K8nfnTt3DmCEIv7RtGnTiw3DiPFiykLgEszq3x5vO+fl5TFhwgRuuukmVq1aVdMwRVi/fj233nprlS0KP/7444hqMVvlYrpevXrn7d69u62Xz+cu6d8FWGRlQlULIRFPqvpA37BhQxITE1myZAmDBg0KYIQigXHaaaedl5OTc66X05S/xW/c+XvYsGFl8neDBg1ITExk6dKlyt8SUerUqVM/JyfH2ybpxzC/BO2ExToY69at49Zbb2XUqFHs2rWrBpFKpMrPzy9pUfjVV1+VXI/0FoWeftuadtD+ERiElyX94+LiVNJfPPLUt27FihUkJiaGfN86kdowDMOv+VstWcQKT/l75cqVyt8SyWqat3Mw62BcA6z0NNgwDBYuXEjv3r2ZNWsWx497bPAgEUwtZqtX7WI6Kiqqpm9qt9Il/Q96Gly6pP/ixYtr+dISbgzDYN68eSVFkH799bfdqN26deOjjz5i9uzZtGjRIoBRigQHH+bvUcDPngYfOnRI+VuqVF3+7tq1K//+97+VvyXiRUVF9a/lU6wCrgOGYxYKrtaxY8eYNWsW1113HfPmzSspHiXilpGRQe/evXE6nWWK2HXs2JG3335bLWbxsJg2DCPeMIza3quvUUn/u+66ixEjRrB9+/ZavryEg7Vr13LLLbeQkJBQpj2Pu2/dwoUL6datWwAjFAkuhmHc4KP8/XfMehjK31IjnvL3okWLuPJKqzXzRMKXYRhX79y5s7aV9gxgHtAZSAU83nbOzc0lISGBoUOH8v33HjckSQSo6t/y0i0K+/TpE7D4gomnD1rNc3NzfbVCyccs6X8V8IWVCe5vQ1TSP3Lt2bOHcePGcfPNN1foWzdmzBiWLVsWtn3rRGqp+Z49e3y1QnHn78uAT61MUP4W5W8Rr9WpU6eOr5qoFwApwIWY56k9WrlyJQMGDGDcuHHs27fPR2FIKDl06BBJSUkVdpmVb1FYp06dAEYZXKzctajtlpPy1gJ9qGFJ/9L79CV8HT9+vNK+dWCez/jiiy+YNGkSDRs2DGCUIsHNMAxf5+8NwI2Y+Xubp8HK35HJU/5eunSp8rdI1Wp7RKe8nZjnqfsB6zwNLi4uZv78+cTFxfHiiy9y4sQJH4cjwah0/ZM5c+aUqX8SFxenFrPVsLKY9vWb2m0hZvXB8XhR0v/mm28uU0FOwo/7jtbUqVP55ZdfSq5fdtllfPjhh6Snp9OmTZsARigSMuzM353xMn+XrwAq4ad039Gq8nfbtt42ChGJKANset4lmHUwRgB7PYzl8OHDTJ06tUKxQAk/nlrMvvfee2oxWw0ri+mee/fuPd2m1z+BeZ66E+a5PI+d5NetW8dtt92mkv5h6LvvvmPIkCFV9q375JNPuPpqb7tGiES0nvv3729k03N7nb9L96ZU/g4vpfP3Tz/9VHK9WbNmpKWlKX+LWNdu586dHW167mLgTcy8/RRmHq9WdnY2o0aN4o477mDjxo02hSWBoBazvmFlMV23uLi4j81x5GBWjL0GWOFpcOmS/lOnTqWgoMDm8MROBw4cICkpid/97nd8+eWXJdfL963T+QwRr8UcP368t82v4VX+hrK7T5S/Q5un/L1y5UqdrxPxUnR0tK+P6JR3AJgIdAE+sTIhMzOz5O5lfn6+rcGJvdwtCvv06aMWsz5gqdJrcXGxXVsFy/saiMUs6f+Th7EcO3as5FyWSvqHHk9967744ouI7lsn4gs+aJFllfJ3BFH+FrGPYRj+ytubgJsxjwT94GlwYWFhybna1157TXUwQkz5FoWlz8P36NGDTz/9VC0Ka8Bq2xS7vyErzV3S/2K8LOk/aNAgVq9ebXd84gOZmZnEx8fjdDo5fPhwyfUOHTowd+5c0tPTadeuXeACFAkTNhQhq/blqGFLFuXv0KH8LWK7foZhxPjx9T4HrsCsg3HI0+CDBw/idDrp168fS5cutTs28YE1a9ZU26Jw/vz5XHLJJQGMMHRZXUx3ys3NbWdnIJXwuqT/6tWrueWWW1TSP4ht3bqVu+++mzvuuIMff/yx5Hrjxo1L+tb169cvgBGKhJ2L9uzZ097Pr3kU5e+ws23bNu655x7lbxH7nZGbm3utn1+zELMOxgXAc4DH286bN2/mzjvvZMSIEezYscPu+KQG3C0KBw4cWKFFYWJiIsuXL1eLwlqyupjGMIwb7AykGqVL+n/rabC7pH9lWxgkcA4dOsTUqVPp168f//3vf0uul+9bFx0dHcAoRcJTcXFxoPN3X5S/Q5Y7f/ft25fPP/+85Lryt4it/LXVu7z9QALQHVhmZUJGRga9evUiKSmJI0c8NngQP3C3KIyLiyvTotDhcDBo0CC++OILEhMTqVevXoAjDX2WF9P4d6t3ZZYA3bBY0r+goIBZs2appH+AFRcXM2/evJJ+hYWFhSWPxcbG8umnnzJjxgyaN28ewChFwl6g8/dSlL9DjvK3SEDZ1SLLqjVAb+AWYLunwYWFhcyZM4devXoxd+5cios9NngQm1RV5LNLly58+OGHvPrqq2ox60PeLKZvMAwj0OU43SX9L8LLkv7Dhw9XSX8/W758OfHx8SQkJPDzzz+XXG/Xrh2vvvoq77//Pp07dw5ghCIRQ/lbvKL8LRJwV+7atSsYvqlaiFnHaCLg8bZzXl4eEyZM4Oabb2bVqlW2Bye/Wb9+Pbfddlu1LWa7d+8ewAjDkzeL6aZ5eXlX2RaJdw5ivqkvAz62MiErK4v+/furpL8f5OTkMG7cOIYNG1amb12DBg1ITExk6dKl6lsn4l9N8vLyguVfUOXvIKb8LRI06tSpU+f6QAdxyjHML0E7Y9bB8Nh+4dtvv+XWW29l1KhR7N692+74Ipq7ReFNN93E//73v5Lr5VvMRkV5s+wTq7z6U/VzVVgrfgQGYp4r+d7T4KKiojIl/YuKimwPMJK4+9Zdd911zJ8/v+S6w+FQ3zqRAFP+luoof4sEHz+2yLJqN2YdjGuAlZ4GG4bBwoUL6dWrF7NmzeLXX3+1PcBIohaFwcHbxXSwvandPge6UoOS/kuWLLE9uHBXXbLs2rUrH330EbNnz+ass84KYJQikU35Wyrjzt+9e/dW/hYJPjcGOoAqrAKuw6yDscfT4GPHjpV8WTdv3jzbg4sE1bUo/Oc//6kWhX7k7f3+Hvn5+Y1tiaT2vC7pv2XLFv74xz+qpH8trF27lltuuYVRo0aRk5NTcv3ss8/mueeeY9GiRVx55ZUBjFBETrlW+VtKW7t2LYMHD66wDVP5WyRotMnJyekU6CCqYGDWwegApALHPU3IyckhISGBoUOH8sMPP9gdX1iqqsVskyZNSloU9u3bN4ARRh5vF9PRx44d62NHID6kkv5+kJeXx7hx47j55psr9K0bM2YMmZmZ6lsnElyijx8/Huz/wip/+4G7QNDAgQP5+uuvS67Xq1dP+Vsk+ATbEZ3yCoAUzDoYlm47r1ixgv79+zNu3LgyBQ6lamoxG7xqchI9WLcKlle6pH+2p8Eq6W9NVX3rwDyfsXTpUiZNmkTDhg0DGKWIVCaIt3qXp/xtg9L5u/yfk/t8nfK3SHAJoby9BRgOXA+s8zS4uLiY+fPnExsby4svvsiJEx4bPEQkd4tC959T+RaFn332GTNmzKBZs2YBjDKyeb2Ydjgcwf4NWXkLgUvwsqT/TTfdpJL+5WRkZNCnTx+mTp3KL7/8UnL9sssu44MPPiA9PZ22bdsGMEIRqU5UVFTE5O+vvvrK9uBCifK3SGhyOBx9N2/efFqg4/DCYuBKYBSwz9Pgw4cPl9xxzcjIsD24UJKVlVXSonD//v0l19u3b1/SorBTp2A9BRA5P9r7lwAAIABJREFUanJnumNeXt75Po/EXu6S/p2wWNJ/3bp1JSX9d+3aZXd8Qe27775jyJAhjBgxgp9++qnketOmTUlLS+OTTz7hmmuuCWCEImKFYRgdQjx//x2zX3W11q1bx2233ab8DXz//ffK3yKhreHpp5/eI9BBeKkIM19fhJm/Pd523rZtGyNGjOCOO+5g06ZNdscX1LZv386oUaMYPnx4pS0KlyxZohaFQaRGDcdOnjwZKltOysuhBiX93VVOjx/3WFshrLj71v3ud7/jyy+/LLnu7lu3cuVKRo4cSZ06dQIYpYh44+TJk6F2d9otB/NOx7XACk+Dlb/N/H3jjTcqf4uEuBDa6l3eAcydRV2AT6xMyMzMpH///iQlJZWpUh0J3C0K+/bty8KFC0uuR0VFMWzYMFauXKkWhUGopt27Q/VN7eYu6T8c2OlpcPmS/qXPCYej6vrWxcXF8fnnn+NyuWjUqFEAoxSRGgqH/B2L8nelPOXvjIwM5W+R0BOqX4K6bQJuxvz3Z4OHsSV1MK699lpee+21MnksHBmGwbx58+jZs2eFFoXdunXj3//+N7Nnz6ZFixYBjFKqUtPF9PWGYYR6uTgDs+pgZyyW9M/NzS0p6f/999/bHV9AuL8RLN+37oILLuCtt97ivffeo2PHjgGMUERq6QbDMGICHUQtKX9Xwkr+vvDCCwMYoYjUULfc3NxwWEl9DlwOjAcOeRp88OBBnE4nN954IytXetxQGpLcLWYTEhLYu3dvyfVWrVrx3HPPsXDhQrUoDHI1XUw32b17d3efRhI47pL+F2Kep/Zo5cqVDBgwgHHjxrFvn8faCiFh27Zt3HPPPRXOqjRu3JhJkyaxePFirr/++gBGKCI+0ignJ0f5O8zyd2VnDZW/RcJGVHFxcbi8iQuB2cAFwHOAx9vO33//PbfffnuF2g+hbM+ePdW2mF22bJlaFIaImi6mqVOnTqhvOSlvJ+Z56n54UdI/Li4upEv6u6so9u3bl88//7zkeum+dWPGjCEmJtRvZIlIKcrf8+eXbKkLh/xdugqu+3yd8rdI+IiKigr1Izrl7QcSgKuBTCsTMjIyiIuLIykpqUxXglDiblHYq1evSlvMqkVh6KnxYjqEiyF4sgToCowA9noYW+bDTOliAcHOU9+6Tz/9lBkzZtC8efMARikidnA4HMrfQEFBQaXFXoKdp/ydkZHB7Nmzlb9FwohhGAMCHYNNVgO9gFuA7Z4Gu89Tx8XFMXfuXIqLPTZ4CBrVtSj88MMPSU9Pp02bNgGMUGqixotp4Jr8/PzGPoskuBQDb2K2YrFU0j87O5tRo0aFREn/FStW0L9/fxISEvj5559Lrrdr166kb13nzp0DGKGI2OyaHTt2NA10EDapVf7euHGj3fHVivK3SMQ6Jzc39+JAB2GjhcDFmNW/Pd52zsvLY8KECdx88818/fXXtgdXG1W1mG3ZsiUzZszgk08+4eqrrw5ghFIbtVlMRx8/fryfzyIJTjUu6T9hwgTy8/NtDc5bOTk5jBs3jqFDh/LDDz+UXFffOpGIUycmJqZvoIOwWen8/bGVCZmZmQwYMED5W0SCkmEY4XZEp7xjmF+CdsKsg+Gx/cK3337L4MGDGTVqFLt377Y7Pq94ajG7bNky7rrrLrUoDHG1WUxD6LdYsap0Sf8fPIylsLCQuXPnEhsbGxQl/Uu3hpk/f37JdYfDwbBhw1ixYgWJiYmcdtppAYxSRPwskvL3QJS/RST0RUre3o1ZB+Na4EsPYzEMg4ULF9K7d+8KraUCoboWhe5z0S6XizPOOCOAUYqv1HYxfaNPoggdnwNX4GVJ/379+rF06VK7Y6vAnVx69epVIblcccUVfPTRR8yePZuzzjrL77GJSMApf1dD+VtEglCfzZs3R9I3Z18BPTHrYOzxNPjo0aMlXz7OmzfP9uAqk5mZSXx8fIUWhR06dGDu3Lmkp6fTrl27gMQm9qjtYrp9Xl7eBT6JJHR4XdJ/8+bN3HnnnYwYMYIdO3bYHR9Q9baXs88+m+eee46PP/5YfetEIlu7nTt3dgh0EH6m/C0ioazBGWeccV2gg/AzA7MORgcgFfB42zknJ4eEhASGDRtW5liMnbZu3VrSYvbHH38sud64cWPS0tJYvHgx/fqF++nYyFTbxTTFxcXhfn6jKu6S/t3xoqR/r169bC3pX1VBhnr16jFmzBgyMzPVt05EAIiOjlb+hmVWJpTO30eOHLElKE/5W31HRaS4uDhStnqXVwCkAJcClm47L1++nP79+zNu3LgyBRt96dChQ0ydOpV+/fpV2WJ25MiRREdH2/L6Eni1XkyHcYssq9YQBCX93eczKnte9a0Tkcoof7MG6I2Zv7M9DXbn7169evk1fy9dupRJkyZx+umn++T1RCSkReqXoG5bgOHA9cB6T4OLi4uZP39+pa0Ea8PdojAuLk4tZiNcrRfTwPWGYcT44HlCXcBK+rub2DudzjJ3vC+99FI++OAD0tPTadu2ba1eQ0TCkvK3aSFwCWb+9njbuXT+XrVqVa1e2H3Hu7L8/a9//Yv09HTOPffcWr2GiISVrnv27FGxBFgMdANGAfs8DT58+DBTp06lb9++Ze4g18Ty5cuJj49Xi0IBfLOYbpSTk6PmaCa/lvQvfZavdN+6pk2bkpaWxn/+8x+uueYa734DEYkkZ+Tm5ipJmNz5uzNe5O9bb7211vm79Fns0vn72muv9e43EJFI4CguLr4h0EEEiSLg78BFmHUwijxN2LZtW8nZ5k2bNnn1Yu4WhcOGDWPDhg0l190tCpcuXaoWhRHIF4tpiJxS/Va5S/pfA6z0NLi6qq2VOXjwIElJSRWqzLr71q1cuZKRI0eqb52IeKSt3hUof4tIUFPeruAAZh2My4D/WJmQmZlJ//79SUpKKlN1uzKlq4RX16Kwbt26tfgVJFT5ajE9wEfPE25WAddhsaR/6X6ilZX0d5+ru/baayv0rYuLiyMjIwOXy0WjRo18+CuISDhzOBzK35WrVf42jLI3tkv3r1b+FpHacDgcNxqGoUqEFW0EbsKsg7HV02B3HYwePXrw2muvlcnLUH3/6q5du6pFoQA+Wkw7HI7uO3fubOaL5wpD5Uv6H/c0wV3Sf+jQoSUl/d3foJXvW3fBBRfw1ltv8d5773HhhRfa8xuISDi7Svm7SjXO36Vbsrjz94QJE8jPzy8Ze8EFF/Dmm28qf4uIt87Oy8u7NNBBBLGFmEd2xgPV33YGDhw4gNPp5He/+x1ffvklAGvXrq22ReGiRYvUolAA8FWd9jrR0dH9gPkeR0Yud0n/ucAszG/NqrVixQoGDBhAhw4dKpzraNy4MQ8//DB//vOfiYlR/SARqbE60dHR12Ox1UiEKp2/nwYGe5qg/C0idjIMoz8WqllHsEJgNvA+8CTm8Z1qbyJ+99133H777XTq1ImNGzeW2WFUr149Ro4cyfjx49UZR8rw1TZvnd+wbgvmB7H+wPeeBp88ebLMB7GoqCiGDRtGZmYmY8aMicgPYrm5uT5rSSMiyt9e2ALcilknRPm7BpS/RXxDeduyXOA+4FpghafBhmGwYcOGMgvpSG8xm5eX57OWYuHIZ4tpdG7aWxnAFVgs6Q9moYM33niD2bNnc+aZZ9oaXDDKysrihhtu4MorryQ2NpadO3cGOiSRcBHpfUu99TnQBfM8teX8/X//938Rm7+XL1+u/C3iW7137txZP9BBhBB3HYxbgB0expaYMmVKxLaYXb9+PUOGDKFr1650796ddevWBTqkoOTLxfR5u3bt0qEv77hL+ncCXsRDSX/DMPjxxx/9EVdQ2bFjB3/6058YPnx4yRnE7du38+qrrwY4MpGwcd7u3bsvCnQQIaYY8zx1J+AFLOTvzZs3+yOuoPLTTz/xwAMPlDlDvn37dl555ZUARyYS8upFRUXFBjqIELQQuARIw2yJWK2tWz3WMQs7+/bt4y9/+UuZM+R79+7lb3/7W4AjC06+XEzjcDh0d6Nm8oGHgUuBT6obeOTIEb8EFAzcrQj69OnDJ59U/GPZv39/AKISCVvK3zWTD4zFQv721H4lnLirm/fu3ZuPP/64wuPK3yI+oa3eNVMAOIELgbcwi01WKpLytrtrUFxcHG+//XaFIznK25Xz6WI6KipKb+ra2QTcjJkcCwIcS8AYhsH777/PddddZ6lvq4jUnvJ3rZXO378EOJaAMQyDefPm0bNnT+VvEZvpJlat7cIsTNYD2BvgWAIqIyODPn36VOgaJJ75dDFtGEZfwzAir6KK730OfBnoIALh22+/ZfDgwYwfP568vLxAhyMSMQzD6Ld58+bTAh1HGIj4/J2QkKD8LeIfXfbt29cq0EGEgf9hbv+OOFu3buXuu+9mxIgRZGdnBzqckOTTxTRwRm5ubg8fP2ekiqhyp3v27GHs2LHcdNNNfP311xUej4mJoX379gGITCRiNDz99NOvDXQQYUL5uxTlbxHbOAoLC28IdBBhosqt3uHo0KFDJCUl0bdvX/773/9WeDwqKoqOHTsGILLQ4+vFNOj8hnjBfT6jV69eLFiwoEwrAre4uDg+++wzbrvttgBEKBI51GpFvOFN/h4yZEgAIhSJCMrbYllxcTHz5s0jLi6OOXPmUFRUsXbmFVdcwYcffsiDDz4YgAhDjx2LaZ3fEEsyMjKIi4vD6XTyyy8Vjxief/75pKen895773HRRSo0LOIHyt9iiaf83b59e1599VXlbxH79TcMwxHoICT4LV++nPj4eBISEvj5558rPN6yZUtmzJjBokWLuOqqqwIQYWiKtuE5r8rJyTmzdevWFf9fEgG+//57nE4nK1eurPTxRo0aMXbsWB544AHq1q3r5+hEItqVubm5LVq1amWpd7JEns2bN5OcnMzSpUsrfVz5W8TvWu7evbsL8G2gA5HglJOTw/Tp05k/f36lj9erV4+RI0eSkJDA6aef7ufoQp8di+koh8PRD3jfhueWEHbw4EFmzZrFG2+8wcmTJys8HhUVxZAhQ3A6nZx55pkBiFAk4kUVFxf3A94LdCASXKzm76SkJFq0aBGACEUiV506dfqjxbSUc/ToUV5++WVeeOGFKjsrxMfHk5aWxrnnnuvn6MKHHYtp97k7LaYFMM/Vpaen8/TTT1dZbr9nz564XC4uvvhiP0cnIqU5HI54tJiWU6zk7x49euByubjkkkv8HJ2IQMnn7pmBjkOCg2EYLFq0iNTUVHJyciodc+mll+Jyubj2WtUdrS1bFtPAjTY9r4SYzMxMnE4nmzZtqvTxVq1aMXHiRIYOHYrDoSM/IkFgQKADkOCg/C0SMuJycnIatG7d+migA5HAWrt2LUlJSXzzzTeVPt60aVMeeeQR7rvvPurUqePn6MKTXYvpNjk5OZ1at2690abnlyC3bds2UlNTycjIqPTx+vXrM3r0aB5++GFOO02tbeX/s3fn4VGU6drA7+pOgEAIO4EsgkhkEQRRVgmydZhrRmeuo6LCXHLcQEUQNOzQW3WAMICKIDCgHhn9FA/ihrNo3I5BcQNhxFEMIJikOx0EWQwEknR9f5A4o6kknVR1vV3V9++/mbem32fOnDzW3V31PhRF0vx+f5+UlJSvRRdCYoTbvx944AG0aNHC4OqISEULAJkA3hRdCIkRDAaxdOnSOicrxMfHY8qUKZg7dy6SkpIEVGhdkQrTwMVTYRmmY8zp06exdu1abN68GRcuXKi1LkkSrr/+erhcLqSmpgqokIjCkAWAYTrGhNu/nU4n0tLSBFRIRPVwgGE65pSXl+Opp57CmjVrVCcrABdHFMqyzMkKERKxMF39/sbjkfp8ii6hUAjbt2+Hz+dTPW4fAAYMGABZljF48GCDqyOiRnIAWCO6CDJGOP37yiuvhM/nY/8mil4cbRhj8vLy4HQ68f3336uu9+jRAx6PB+PHjze4stgSsTAtSdKYgoKC5hkZGerHx5FlfPTRR3C5XPjXv/6lup6cnIzs7GxMnjwZNlskRpsTkc5Gs3/HBvZvIsvoX1RUlJaWllYkuhCKrP3798PlcuHjjz9WXa8ZUTht2jTEx8cbXF3sieRj3q0SExOHA3g/gnuQQA3Nrat5P2PevHlo3bq1wdURkQatEhMTRwB4T3QhFBk1/buh9+vYv4nMw263jwOwRXQdFBk//vgjHnnkEY6YjTKRDNM1j3q/H8k9yHjnzp3D+vXrG5xbJ8syunXrZnB1RKSH6v7NMG0x7N9E1lXdtxmmLYYjZqNbRMM0Lr6/sTjCe5BBaubWybKM4uJi1WsyMjLg9XoxevRoY4sjIr1lAVgkugjSR7j92+PxYMyYMQZXR0Q6maAoik2SpJDoQkgfDY0oTElJwfz58zFx4kSDK6MakQ7TgwKBQKeuXbsei/A+FGF79+7FkiVLsGfPHtX19u3bY/78+Zg8eTLn1hFZw1UlJSWdu3TpUiq6ENJm3759WLx4cb39e968efjjH//I/k1kbh39fv8AAF+ILoS0OXz4MJYsWYL3339fdb1Vq1Z48MEHMW3aNI6YFSzSYdoWCoXGAdga4X0ogj799FPcfPPNqKysrLUWHx+PO+64A9nZ2ZxbR2QttqqqqnEAXhBdCDXdZ599hptuuqne/v3www+jTZs2AqojogjIAsO0qX333XeYMGECysrKaq1JkoSbb74ZixYtQnJysoDq6NciHaZhs9kcYJg2tR07dqjeiI0dOxYejwc9e/YUUBURRVp1/2aYNrG6+veYMWPg9XrZv4ksprpvrxBdBzXdm2++qRqkr776asiyjKuuukpAVVSXiIdpRVEmKIoiSZJU+7hQMoULFy784l9fcsklWLp0KcaNGyeoIiIygqIoWezf5vbr/p2eno6lS5dy7iiRRSmKkllaWprYuXPnn0TXQk3z677doUMHeDwe3HjjjZAkSVBVVBcjhkamlpSU8Gg5C8nKymKQJooNqcFg8ArRRZB+srKyGKSJrK1ZVVXVKNFFkH4GDx6Mm266iUE6ShkRpqEoSpYR+xARkb5CoRD7NxGRiVSPyCIiAxgSpgHwj5qIyJzYv4mIzIVfghIZxKgwfV1BQQHPbSciMp/rCgsLE0QXQUREYetbXFycLroIolhgVJhumZCQMNKgvYiISD8JNpvtWtFFEBFRo/CpIiIDGBWmYbfb+UdNRGRC1aNWiIjIJNi3iYxhWJjmIWRERObE/k1EZC6KojgURTHsPp8oVhn5RzawtLS0i4H7ERGRPgYcO3asq+giiIgobB0CgcAg0UUQWZ2RYVqqrKzkcGIiIvORKioq2L+JiMyFTxURRZjRj3/w/Q0iInNi/yYiMhf2baIIMzpMT1AURTJ4TyIi0i6L/ZuIyFRGlJaWJoougsjKjA7TXYLBYD+D9yQiIu26FBUV9RddBBERha1ZKBQaLboIIisz/JQ/ngpLRGROcXFx7N9ERCYSCoX4qDdRBIkI0/yjJiIyIfZvIiLT4ZegRBEkYv7cdYWFhQkC9iUiIm1GsX8TEZlK70Ag0F10EURWJSJMt7DZbCMF7EtERNq0sNvtmaKLICKi8CmKMl50DURWJSJMAzyqn4jIlPioNxGRubBvE0WOkDAtSRLf3yAiMiGbzcb+TURkIpIkORRFsYuug8iKRP0yfeWxY8e6CtqbiIiaSFGU/uzfRESm0q6kpORq0UUQWZGoMC1VVFTw/Q0iIvORKisr+cggEZGJcDQtUWSICtMA35smIjIlvn9HRGQ67NtEESAyTGcpiiIJ3J+IiJrGwf5NRGQqI44fP54kuggiqxEZppOLi4uvFLg/ERE1TXJxcfEA0UUQEVHY4srLy0eLLoLIakSGadjtdr6/QURkQpzKQERkLjabjY96E+lMaJjme3dEROYkSRL7NxGRifAQMiL9CQ3TADL9fn9LwTUQEVHjZZaUlLQSXQQREYXt8mAw2EN0EURWIjpMtwAwSnANRETUeM0VRWH/JiIykaqqKj5VRKQj0WEa4FH9RESmxFd1iIhMh32bSEfREKb5/gYRkTmxfxMRmcs4RVHiRBdBZBXREKb7FRUVpYkugoiIGu2K4uLidNFFEBFR2NoWFxcPFl0EkVVEQ5iG3W4fL7oGIiJqEvZvIiIT4WhaIv1ERZjme3dERObEEVlERObC+24i/URFmAaQpShKtNRCREThc7B/ExGZytATJ060EV0EkRVEyw1Qx0AgMFB0EURE1GgdA4HAVaKLICKisMWVl5ePFV0EkRVES5gGeCosEZFZsX8TEZkLH/Um0kHUhGm+v0FEZFrs30RE5vIb0QUQWUHUhGlJkkaWlpYmiq6DiIga7Vr2byIiU7k0GAxeJroIIrOLmjANoFlVVdUo0UUQEVGjNauqqrpOdBFERBS+UCjEV3SINIqmMM1HvYmITIr9m4jIXNi3ibSLqjANHmJDRGRW7N9EROYyTlGUeNFFEJlZtIXpvsXFxemiiyAiokbr4/f7LxFdBBERhS3J7/cPEV0EkZlFW5gGeCosEZEp8ZFBIiLTYd8m0iDqwrTNZuMfNRGRCbF/ExGZi81m4ys6RBpEXZhWFMWhKErU1UVERPVTFCVLURS76DqIiCg8iqIMKSwsbC+6DiKzisbQ2iEQCAwSXQQRETVau5KSEvZvIiLzsNvt9jGiiyAyq2gM0wBPhSUiMiVFUdi/iYjMha/oEDVRtIZp/lETEZkT+zcRkblMEF0AkVlFa5geUVpamii6CCIiarQRx48fTxJdBBERha17YWFhhugiiMwoWsN0s1AoNFp0EURE1Gjx5eXl14kugoiIwhcXF8dXdIiaIFrDNEKhEB8VJCIyIY7IIiIyF0VR2LeJmiBqwzR4CBkRkSnxEDIiItMZqyhKvOgiiMwmmsN075KSkktFF0FERI3Wi/2biMhUWgcCgWGiiyAym2gO0wiFQuNF10BERI3HV3WIiEyHTxURNVJUh2lwxAoRkVmxfxMRmQvDNFEjRXuYHq8oil10EURE1Gjs30RE5nJ1UVFRB9FFEJlJtIfpdsFg8BrRRRARUaO1DQaDg0UXQUREYbPb7fZxoosgMpNoD9M8FZaIyKTYv4mIzIUjsogaxwxhmn/UREQmxP5NRGQ6vxFdAJGZRH2YBjD8xIkTbUQXQUREjTaM/ZuIyFTS/H5/b9FFEJmFGcJ03Llz50aLLoKIiBotrry8fIzoIoiIqFH4ig5RmMwQpgGOWCEiMiU+6k1EZC7s20ThM0WYliSJ35AREZmQzWZj/yYiMhFJksYUFBQ0F10HkRmYIkwDyAgGgz1EF0FERI2jKEpP9m8iIlNplZiYOFx0EURmYJYwjaqqKj5yQkRkQlVVVfx1mojIRPioN1F4TBOmwfemiYjMiv2biMhc+CUoURjMFKbHKYoSJ7oIIiJqtPGKosSLLoKIiMI2KBAIdBJdBFG0M1OYbltcXDxYdBFERNRoSX6/n/2biMg8bKFQaJzoIoiinZnCNOx2Ox85ISIyJ/ZvIiITsdlsfEWHqAGmCtM8DIGIyJwkSWL/JiIyEUVRJoiugSjamSpMAxh29OjRdqKLICKiRhvK/k1EZCqpgUCgr+giiKKZ2cK0PT4+frToIoiIqNHs8fHxY0QXQURE4VMUha/oENXDbGEa4IgVIiKzYv8mIjIX9m2iepgxTP9GdAFERNQk7N9EROYyuqCgoLnoIoiilRnD9KXBYPAy0UUQEVGjdS8sLOwpuggiIgpby9atW18rugiiaGXGMI1QKMT3N4iITCguLo79m4jIREKhEB/1JqqDKcM0R2QREZkT+zcRkenwS1CiOpgyTAMYpyhKvOgiiIio0di/iYjM5aqSkpLOoosgikZmDdNJfr9/iOgiiIio0VoHAoGhoosgIqKwSaFQaLzoIoiikVnDNMBHToiIzIr9m4jIXNi3iVQwTBMRkdHYv4mIzGWCoiiS6CKIoo1pw7QkSYMLCwvbi66DiIga7Rr2byIiU+kSDAb7iS6CKNqYNkwDsMfFxY0VXQQRETWaPS4ubpzoIoiIKHyKovCpIqJfMXOY5ogVIiKTYv8mIjIX9m2i2kwdpgFMEF0AERE1CX/hICIyl+sKCwsTRBdBFE3MHqa7FRUVXS66CCIiarRuxcXFvUQXQUREYWths9lGii6CKJqYPUxDkiT+ukFEZE7s30RE5sJHvYn+g+nDtM1m4x81EZEJsX8TEZkLf8Qi+iXTh2lFUcYoihIvug4iImocRVHGFhQUNBddBxERhe3KY8eOdRVdBFG0MH2YBtA6EAgMF10EERE1WqvExMRhoosgIqKwSRUVFeNFF0EULawQpgG+v0FEZEoctUJEZDrs20TVrBKm+f4GEZE5sX8TEZlLlqIokugiiKKBVcL0NX6/v6PoIoiIqNGuDgQCnUQXQUREYUsuLi6+UnQRRNHAKmHaJknSWNFFEBFRo9lCoRD7NxGRidjtdj5VRATrhGm+d0dEZFKSJLF/ExGZCO+7iS6yTJgG8BvRBRARUZNMEF0AERE1Sqbf728puggi0awUptP8fn9v0UVQ5Jw7d050CUQUGWl+v7+P6CIocti/iSynBYBM0UVQ5JSXl4suwRTiRBegsywA34gugvQVDAaxevVqPP/886JLIaLIyQLwtegiSF/s30SW5gDwpugiSF+nT5/G2rVrsWnTJtGlmIKlwnT1+xuPi66D9HH+/Hls3LgRa9euxdmzZ2utJycnC6iKiCLEAWCN6CJIH+fPn8ef//xnrF27FmVlZbXW2b+JLIGHkFlIVVUVnnvuOaxcuRInTpyotc6+rc5SYVqSpDEFBQXNMzIyzouuhbR544034PP5UFhYqLreq1cv3HfffQZXRUQRNJr92xr++te/wufz4fvvv1dd79WrF+6//36DqyKiCOhfVFSUlpaWViS6ENJm586dcLvd+Ppr9QfEUlNTMWfOHIOrMgcrvTMNAK1slIjyAAAgAElEQVQSExOHiy6Cmq6goACTJ0/GtGnTVIN0UlISFi9ejDfffBNdunQRUCERRUirxMTEEaKLoKar6d9Tp05VDdKtWrVCdnY2+zeRhdjt9nGia6Cm8/v9ePDBB3HLLbeoBun4+HjcfffdeO+999C7N4+mUmOpX6aBnx/1fl90HdQ4J0+exOrVq/HMM8+gqqqq1rrNZsONN94Ip9OJTp06CaiQiCKtun+/J7oOahz2b6LYVd23t4iugxrn7Nmz2LBhA9atW4fz59UfCHM4HPD5fLjkkksMrs5cLBemcfH9jcWii6DwVFRU4MUXX0Rubq7q+xkAMHz4cMiyjCuuuMLg6ojIYFkAFokugsITTv8eNGgQZFnGoEGDDK6OiAwyQVEUmyRJIdGFUMMURcEbb7wBWZZRXFysek1GRga8Xi9Gjx5tbHEmZcUwPSgQCHTq2rXrMdGFUP3y8/Phcrlw4MAB1fWuXbtiwYIFuPnmmyFJksHVEZEAV5WUlHTu0qVLqehCqH75+flwu9345hv1ARrs30Qxo6Pf7x8A4AvRhVD99u3bB6fTic8//1x1vW3btnj44Ydx5513wm63G1ydeVkxTNtCodA4AFtFF0LqvvvuO+Tm5mLHjh2q6wkJCZg+fToeeOABtGjRwuDqiEggW1VV1TgAL4guhNSxfxORiiwwTEet/xxRGArVfoAgPj4eU6ZMwdy5c5GUlCSgQnOzYpiGzWbLAsN01KmZW7d582ZcuHCh1rokSbj++uvhdDqRlpYmoEIiigJZYJiOOmVlZT+PKmT/JqJfyQKwQnQR9EsVFRXYsmUL/vSnP+Gnn35SvSYzMxOyLKNXr14GV2cdlgzTiqJkKYoiSZKkiK6FgFAohO3btyMnJwfHjqk/fX/llVfC5/Nh8ODBBldHRNHEZrOxf0eRcPu3LMsYMmSIwdURUTSQJGlkaWlpYufOndUTGxkuLy8PTqezzhGFPXr0gNvthsPhMLgy67FkmAaQWlJS0hfAV6ILiXW7du2Cy+XCV1+p/0+RnJyM7OxsTJ48GTab1Sa1EVFjKYqSEgwGrwCwX3QtsY79m4jC1KyqqmoUgL+JLiTWffXVV3C5XNi1a5fqelJSEmbOnImpU6eiWbNmBldnTVYN01AUJQsM08IEAgEsX74c27dvh6LU/oGp5v2MefPmoXXr1gIqJKJoFQqFssAwLQz7NxE1VvWILIZpQcIdUehyudCxY0cBFVqXZcM0AAeAR0UXEWvOnTuH9evX44knnkB5ebnqNQ6HA7Iso1u3bgZXR0Qm4QDwiOgiYk24/dvr9aJ79+7GFkdE0S5LdAGxqOa96FWrVuH06dOq14wYMQKyLKNv374GVxcbrBymrysoKGiekZGhPomcdFUzt87n86GoqEj1mp49e8Lr9WLMmDEGV0dEJnNdYWFhQnp6+jnRhcQC9m8i0kHf4uLi9NTU1ELRhcQKjpiNDlYO0y0TEhJGAnhHdCFW989//hNOpxOfffaZ6nrN3Lo77rgDcXFW/n85bXbv3o0zZ85g5MiR/L8TxboEm812LYC3RRdidezf+ti9ezdOnz6NkSNHIj4+XnQ5RKI4ADwtugirO3z4MLxeL/Ly8lTXa0YUzpgxA82bNze4OvP417/+heLiYowcORIJCQlN/hxL/5PRbrc7wDAdMQ3NrYuLi8Ntt92GBQsWoH379gIqNIevv/4abrcbO3fuBHBxTMHWrVv5LSLFNJvN5gDDdMSwf+vjm2++gcvl+rl/jxw5Ei+++CL7N8Wk6r7NMB0h4Y6YdblcSE1NFVChORQWFsLn8+GNN94AAPTp0wd/+9vfmvzFg6XDdPUhZAtE12E1FRUVePLJJ7Fy5UqcOXNG9ZqRI0dClmX07t3b4OrM48cff8TKlSvx3HPPobKy8ud/Pz8/H4cOHULPnj0FVkckVnX/ni+6DqsJt397vV706dPH4OrMo67+vXPnThw8eBAZGRkCqyMSQ1EUh6IoNkmSan9DR00WCoWwbds2+Hw+/PDDD6rXDBgwALIsc8RsPc6ePYt169Zhw4YNOH/+328Bf/3119i1axdGjx7dpM+1dJgGMLC0tLRL586dS0QXYiV/+ctfVE94BTi3LhyVlZXYunUrVqxYgePHj6tec/bsWYOrIoo6A44dO9a1U6dOAdGFWMmzzz5bZ/++9NJL4fF42L/rwf5NVK8OgUBgEIDPRRdiJXl5eXjrrbdU15KTk7Fo0SK+F12PcM4F0dK3rR6mpcrKynEA/p/oQqxE7UYsKSkJs2fPxt133833xerxf//3f3C73fj2229Fl0IU7aSKiopxAJ4TXYiV1NW/Z82ahXvuuYf9ux7s30RhyQLDtK7U+nbz5s1x7733YubMmWjVqpWAqszhiy++gMvlwu7duyO2h9XDNHDxMASG6QipmVvndDrRqVMn0eVErSNHjmD58uXYsWOH6FKIzMQBhumIYf8OD/s3UaM4ACwTXYSVccRswxo6F0RPsRCmJyiKIkmSpP5cGzXIZrOp/vtDhw6Fz+dDv379DK7IPM6cOYPHHnsMTz75JCoqKmqtS5KEP/zhD/jrX/+quk4U47LYv7Wpr3/Lsoz+/fsbXJF5nDlzBmvWrMHmzZvr7N+///3v8fe//131MCCiGDWitLQ0sXPnzj+JLsSs6urbffr0gSzLuPbaaw2uyDzOnz+PTZs24fHHH0dZWZnqNaNHj8bXX3+NYDCoy57q/2tZS5dgMMi0p8GAAQN+8a/T0tKwceNGvPLKKwzSdag5LGLkyJHYsGGD6o1Y//798fLLL2P9+vWw2+0CqiSKel2KioqY9jT4df9OTU3Fxo0b8fLLLzNI10FRFGzbtg2ZmZlYv359vf17w4YN7N9Ev9QsFAqNFl2Emf26b7dv3x65ubl46623GKTrkZeXh9GjR2P58uWqQfrSSy/Fn//8Zzz//PNo3bq1bvvGwi/TNafCfim6DrO69dZbceLECezcuRMjRozAPffcgxYtWoguK2o19H5G+/btMXv2bNx55528CSNqQFxcXBaAf4quw6xuueUWHD9+nP07TA3173bt2uGhhx5i/yaqRygUcgB4Q3QdZpWZmYnVq1djx44d6N+/P6ZPn442bdqILitqHTx4EG63G++9957qeqtWrXDfffdh5syZaNasme77x0qYdgBYLboOs5IkCdOnT8f06dNFlxLVSkpKsGzZMmzfvl31sIj4+HhMmTIF8+bN0/UbMSIrq+7fq0TXYVbs3+EJt3/PnTsXSUlJAiokMpUs0QWY3aRJkzBp0iTRZUS1kydPYvXq1diyZcsvRhTWMOpckJgI0wCuKywsTEhPTz8nuhCynnPnzuHpp5/GY489Vuf7GZmZmcjJyeHsUaLGG8X+TZESbv/2+Xy4/PLLDa6OyLR6BwKB7l27dj0iuhCynpoRhbm5uThx4oTqNYMGDYLX68XVV18d8XpiJUy3sNlsIwHkiS6ErCUvLw9LlixBYWGh6vpll10Gj8eDcePGGVwZkWW0sNvtmQDUh2wSNRH7N1HkKIoyHsCTousga9m5cydcLhe++eYb1fWuXbtiwYIFhs7djpUwDVw8qp9hmnTx5ZdfwuVy4ZNPPlFdb9OmDbKzs3HHHXcgLi6W/syI9Ff9qDfDNOkinP49Y8YMTJs2jXO3iZqoum8zTJMuvvvuO+Tm5tY5ojAhIQF33XUXZs+ebfjc7Zi5y5ckKQvAPNF1kLmdOHECjz76KJ555hlUVVXVWo+Li8Ntt92G+fPno0OHDgIqJLIem82WBWCu6DrI3H788Uc88sgjdfbvmvfr3G43+zeRRpIkORRFsUuSVPuPjShMZWVl2LhxI9auXVvnCEKHw4GlS5ciLS3N4OouipkwDeDKY8eOde3UqVNAdCFkPhUVFdiyZQtWrlyJM2fOqF4zcuRIeL1e9OnTx+DqiKxNUZT+7N/UVDX9e9WqVTh9+rTqNezfRLprV1JScjWAT0UXQuYTCoWwfft25OTk4NixY6rX9O/fHz6fD0OGDDG4ul+KpTAtVVRUjAfwrOhCyFzy8/OxZMkSFBQUqK53794dCxcuxA033GBwZUQxQ6qsrHQA+IvoQshc2L+JxKkeTcswTY2yZ88euFwu7NmzR3U9OTkZ2dnZmDRpUlSMKIylMA1cfG+aYZrCcuDAAbhcLuTn56uut27dGrNmzcI999wTkbl1RPRv1e/fMUxTWA4cOAC3240PPvhAdT0xMRGzZs3C1KlT2b+JIscBIEd0EWQORUVFyMnJweuvv6663qxZM0ydOhWzZs1CYmKiwdXVLdbCdJaiKJIkSbWHSBJVO3nyJFauXIlnn322zrl1t9xyCxYsWIDOnTtr2quyshLPPvtsne+BENHPHOzf1JBw+vfEiROxcOFCXfr3c889x/5NVLcRx48fT+rQoYP6+xVEAM6ePYsnnngCGzZsQHl5ueo1v/nNb+ByudC9e3dNeymKgtdeew2BgH5vjcVamE4uLi6+EsA+0YVQ9KkJtitXrsTJkydVrxk8eDB8Ph+uvPJKzfvl5+fD7XarHu/PE2SJakkuLi4eAGCv6EIo+oTbv2VZxoABAzTvV994FvZvop/FlZeXjwag/lMjxTRFUfDqq68iJyenznDbu3dvyLKMkSNHat5v3759cLlc+Oyzz2qtaenbsRamYbfbs8AwTb/ywQcfwO1248CBA6rrKSkpWLJkCf7whz9onlt35MgRyLKMf/zjH6rr3bt3R8+ePTXtQWRF1VMZGKbpF/Lz8+FyuaKmf2dkZGjag8hissAwTb+yd+9euFwufP7556rr7dq1w5w5c3D77bdrHjFbWlqK5cuXY9u2bQiFQrXW27Zti6uvvrrJnx9zYbr6MISVouug6HDkyBF4PB689Zb6CNuEhARMnz4d06dPR0JCgqa9fvrpJ6xZswabN2+u87HA3//+9/B6vfxlg0hF9YisP4mug6LDkSNH4PV68eabb6qut2jRAtOnT8cDDzxgSP++4YYbIMsy+zfRf6j+EpQIABAMBpGbm1tnsI2Li8OUKVMwZ84ctG3bVtNeFy5cwJNPPonHHnsMP/30k+o1mZmZWL58Odq3b9/kfWIuTAMY6ff7W6akpJwVXQiJc/bsWWzYsAHr1q3D+fPnVa9xOBzIyclBenq6pr0URcFLL72EpUuXorS0VPWafv36QZZlDBs2TNNeRFamKEpmSUlJqy5dupSJroXEYf8mMpWMYDDYIzk5+bDoQkgco0fMGjnJIRbDdAsAowCoP6NFlhbOjVH//v0hyzKGDh2qeb+9e/fC6XRi9+7dquvt2rXDQw89hDvvvDMqjvcninLNFEUZBeDvogsh4xkdbNm/ifRRVVXlAPBn0XWQGHl5eXC73Thy5Ijqup7B9tChQ3C73Xj33XdV11u2bIn7778fM2bMQPPmzTXvB8RmmAYuHtXPMB1jvvjiC7hcLkNujEpKSrBs2TJs374dilL78OH4+HhMmTIFc+fORVJSkqa9iGJJ9YgshukYY2SwZf8m0h3DdAw6ePAgPB5Pg8F25syZmkcUnjp1CqtWrcKWLVtUJzlIkoSbbroJS5Ys0TzJ4ddiNUzz/Y0YYuSNUXl5OZ566imsWbOm3vczfD4fLr/8ck17EcUo9u8YEo39W5Zl9OrVS9NeRDFmnKIocZIk1U45ZDknT57E6tWrDQm2lZWV2Lp1K1asWIHjx4+rXjNw4ED4fD5Nh4zVJ1bDdL+ioqK0tLS0ItGFUOTU3Bg99thjKCtTf8VSz2Cbl5cHp9OJ77//XnW9R48e8Hg8GD9+vOa9iGLYFcXFxempqamFoguhyGH/JrKUtsXFxYMB7BJdCEVOOMH2qquugizLugTbnTt3wu124+uvv1Zd79KlCxYuXIibb75Z8ySH+sRqmIbdbh8P4BnRdVBk5OXlYcmSJSgsVL/fvuyyy+DxeDBu3DjNe+3fvx8ulwsff/yx6npSUhJmzpyJadOm8ZRXIn2MB/A/oougyAinf7vdbl2CLfs3kTGqR9MyTFuUkcH2yJEjWL58OXbs2KG63qJFC9x9992YPXs2WrVqpWmvcMRsmK5+7+4Z0XWQvr788ku4XC588sknqutt2rTBjBkzdLkx+vHHH/HII4/gmWeeQVVVVa11m82GG2+8ES6XCx07dtS0FxH9myRJDjBMW87+/fvhdDrZv4ksqPq+2yu6DtJXQ8E2ISEBd911ly7BtmaSw9q1a+scUajXJIfGiNkwDSBLURSbJEm1h5yR6YR7Y+R2u9GhQwdNe9Uc779q1SqcPn1a9Zprr70Wsizrcrw/EdXiYP+2DiODbbj92+v1om/fvpr2IqJfGHrixIk27du3PyW6ENLOyGBr9CSexorlMN0xEAgMBLBHdCHUdEYH2/z8fDidTnz77beq6ykpKZg/fz4mTpyoeS8iqlPHQCBwFQD1o53JFNi/iWJKXHl5+VgAr4guhJrO6GBr5CSeporlMA1cPBWWYdqkjLwxOnToELxeL95++23V9UjMrSOiemWBYdq0jOzfhw8fhsfjYf8mEs8BhmnT4ohZdTEdpqvf38gVXQc1zqFDh+DxePDOO++orut5Y3Tq1CmsW7cOmzZtQkVFRa11SZJw/fXXw+VyITU1VdNeRNQoDgDLRRdBjcP+TRTTfiO6AGo8ESMKjZrkoIeYDtOSJI0sLS1N7Ny5s/pASYoq4dwY6TW3LhQKYfv27fD5fPjhhx9Urxk4cCBkWcY111yjaS/g4imIa9aswenTpzFnzhw4HA7Nn0lkcdeyf5tHuMHW7XYjJSVF017h9O8BAwbA5/Pp1r8ff/xxnDp1CtnZ2cjK4ih0ojpcGgwGL0tOTj4kuhBq2Llz5/D00083GGxzcnKQkZGheT8jJ/F8+eWXWLVqFQoLCzF16lRMmjSpyZ8V02EaQLOqqqpRAP4muhCqW82NkSzLhgxk//DDD+Fyueo83j85ORnZ2dmYPHkybDabpr2OHj0KWZbx97///ed/b9q0adi7dy/atGmj6bOJLK5ZVVXVdQD+KroQqpvRX0wa3b99Ph/+9rd/30Lce++9+OKLL9C2bVtNn01kVaFQKAvABtF1UP2MDrZGTeI5duwYcnNz8eKLLyIUuniG6Zw5c3DNNdc0+QuBWA/TNY96M0xHqYZujPScW+f3+5Gbm4uXXnpJdb1mbt2sWbOQmJioaa+ysjKsWbMGmzZtqnUK4vnz5/H999+jf//+mvYgsrrq/s0wHaXCCbaLFi0ypH/XPIY4f/58Xfr3448/jk2bNuH8+fO/WKvp3wzTROqq+zbDdJSKxhGzek3i2bx5M9asWYMzZ878Yk1RFBw8eJBhWgM+jxWFiouLsWLFCkOCbc3x/uvWrat1Y1TD4XDA5/Phkksu0bSXoih44403IMsyiouL672OiBrE/h2FjPxikv2byHTGKYoSL0lS7fc9SJgTJ07g0UcfrTPYxsXF4bbbbsP8+fNNN2K2oQMvAW19m2Ea6FtcXJyempqq/hwDGUrEjZHX64Xf71e95oorroDP58OwYcM07QUAe/fuhcvlwueff675s4gIANDH7/dfkpKS8r3oQij6gm1GRga8Xi9Gjx6taS8A2LdvH5xOJ/s3kXZJfr9/CIAPRRdC/w62K1eurPWLbY2RI0fC6/WabkRhQwde6oVh+iIHgKdFFxHLwplb169fP8iyrFuwdTqdhh3vn5OTg1deeaXOUxCrqqp+fneDiMJX/cjgU6LriGXhfDGpd/+u74vJtm3b4uGHH9atfy9duhQvv/wy+zeRfhxgmBYuPz8fS5YsQUFBgep69+7dsXDhQtxwww2a9zJyksPJkyexatUq/OUvf0FlZWWtdZvNBrvdrnoYZlNoO33DImw2G49OFmjv3r34/e9/j1mzZqkG6Xbt2v18SJfWG7FgMIgHH3wQv/vd71SDdHx8PO6++27s2rUL99xzj6YbsYqKCjz55JMYNWpUnTdimZmZeOutt9CsWbMm70MUy9i/xarp3/fee69qkNa7f8+bNw/XX3+9apCu6d8ff/yxrv27rnEwNf2bs6mJGsdms/EVHYEOHTqE22+/HbfeeqtqkG7ZsiWys7Px3nvvaQ7Sp06dwtKlSzF27FjVIC1JEm6++WZ89NFHyM7O1tRPQ6EQtm3bhlGjRuHpp59WDdIDBw7Eq6++im7dujV5n1/jL9O4+MuGoig2SZL41bKBRMytW7NmDX76SX2STmZmJmRZRq9evTTtBVw8BdHpdOL779WfPu3RowfcbjdHYBFppChKlqIodkmSar/kRRETDAaxdOlS9m8iajRFUYYUFha2T09PPyG6llgiYsRsNE3i0evAy19jmL6oQyAQGASAL0MZwMo3Rl999RWcTic+/vhj1fWkpCTMnDkTU6dO5a/RRPpoV1JSMgjAZ6ILiQVW7t8FBQVwu914//33VdfZv4l0Y7fb7WMAbBddSCyorKzE1q1bsWLFCkOC7c6dO+F2uy03iacuDNP/lgWG6YgL58bI4/Fg/Pjxmvfav38/XC5Xg8HWyOP9XS4XOnbsqGkvIvolRVGywDAdcdHYv/UItidPnsTq1asb7N9OpxOdOnXStBcR/cwBhumIMzLYHjlyBMuXL8eOHTtU1806yaEhDNP/5gCwTHQRVmXVYBvO8f4jRoyALMvo27evpr2IqE4OAEtFF2FVsdy/hw8fDp/Px/5NpL8JoguwsnCD7ezZs9GqVStNe0XbJB49D7wMB8P0v40oLS1N7Ny5s/pza9Qk0XZjpGewzc/Ph8vlwoEDB1TXa473j8T7GUT0CyOOHz+e1KFDB/U/fGqSWO7fXbt2xYIFC9i/iSKne2FhYUZ6err6UdLUJOEG25ycHKSnp2vay8qTeBqDYfrfmoVCodEA3hBdiBWIGMgeTrDVY27d4cOH4fV6kZeXp7qekJCA6dOn63K8PxGFJb68vPw6AOpfwVOjRFuwZf8msqa4uLgsAAzTOgg32Pp8PgwdOlTzfkYGWyMPvGwKhun/UP3eHcO0RkYOZD98+DA8Hg/efvtt1XU9b4xOnz6NtWvXYvPmzbhw4UKtdUmScP3118PlciE1NVXTXkTUONWjVhimNbJqsA23fzudTqSlpWnai4jClgXgCdFFmJ2RwdbKk3iaimH6P1SHaWqihoKtngPZa26M6jveX69gW3O8v8/nww8//KB6zYABAyDLMgYPHqxpLyJqGvZvbUR8Mcn+TRTbFEUZoyhKvCRJtRsBNSgag63P58Pll1+uaS/A2AMvtWKY/qVeJSUll3bp0uU70YWYSTTeGPl8PlxzzTWa9gKAjz76CC6XC//6179U15OTk5GdnY3JkyfDZrNp3o+Imuxy9u/Gi8b+rVewZf8minqtA4HAcAAfiC7ETGqC7WOPPYaysjLVa/QOtkuWLEFhYaHqulkn8eiFYfpXQqHQeACbRddhBuHcGA0cOBCyLOsSbD/88EO43W5Dboy+//57+Hw+/PWvf1Vdb968Oe69917MnDlT8ymIZWVlCIVCmj6DiIBQKOQAsEl0HWZg5S8mv//+e+Tk5OCNN9Tf2tKzf589e1b1cDYiCpsDDNNhayjYXnbZZfB4PBg3bpzmvRoKtm3atMGMGTN0CbY//PADVqxYgRdeeEH1nthut+OPf/wj5s2bh/bt22vaq6KiAuXl5Zo+4z8xTNfmAMN0gz788EO4XK4659bpeWPU0ED2msdY5s+fr3luXVlZGdauXYs///nPdZ6C+Lvf/Q5Op1OX4/23b9+OpUuXqr7DR0SNxjAdBiODrZH9++zZs1i7di02btxoWP9etmwZ+zeRNlkAnKKLiHb79++H0+nEJ598orquZ7A1epJDza/sRhxYnJeXB6/Xi6KiIs2fVYNhurbxiqLYJUniV80qjL4xCud4f1mW0a1bN0171ZyCuGzZMgSDQdVr+vbtC1mWMWLECE17AcCePXvgcrmwZ8+eWms2mw3Jycma9yCKQezf9TCyf587dw7r1683rH/XBNuSkhLVa/r06QNZlnHttddq2gtouH936dJF8x5EMeTqoqKiDmlpacdFFxKNom1EYSSC7eHDh1XXu3XrBqfTid/+9rea9yooKIDb7cb777+vut61a9cmfzbDdG3tgsHgNQDUv/qJUSIGssuyjOLiYtVrMjIy4PV6MXr0aE17AfXfGAFA+/btMX/+fEyePNmQ4/0XLVrEME3UNG2DweBgAOrPpMWoWO/f8+bNwx//+Edd+veyZcvw0ksv1dm/Fy5cyP5N1Dh2u90+DsD/ii4kmogYMWvUJJ6Ggm2rVq3w4IMPYtq0aZoPvDx16hRWr16NLVu21HkuyLRp03DVVVc1eQ+GaRXVp8IyTCO8G6MrrrgCsixj+PDhmvfbt28fnE4nPv/8c9X1tm3b4uGHH9Ztbt3q1avx/PPPq76fER8fj1tvvRULFizQ5f2MLVu2YOXKlThz5ozqNZmZmfB6vejdu7emvYhiWXX/ZpiG8cE2mvp3XFwcbrvtNsP698iRIyHLMvs3URMoiuIAw/TPjAy2hw4dgsfjwTvvvKO6bvVJPHqcC8IwraL6j9onug7R9u7dC5fLFRU3RpEItn/605/qPd5fr2Cbl5cHl8uFo0ePqq5feumlWLBgAW644QbNexHFuur+LYuuQ7RoCrZm/mKS/ZvIEL8RXUA0MDLYnjp1CuvWrbNcsAWMPbAYYJiuy/ATJ060ad++/SnRhYgQzo2RXnPrwg22eg1kN/LGKJzHWO677z7MnDkTzZo107wfEQEAhrF/s39rxf5NZKg0v9/fOyUl5RvRhYgQbrB1u91ISUnRtJeVJ/EYeS7If2KYVhd37ty50QBeE12IkUTcGDU0kN3tdsPhcGjey8gbo5MnT2L16tUNHhbhdDrRqVMnTXsRUS1x5eXlYwC8KroQIzHYsn8TmVwWgJgK0+EGW5/PhzJorCsAACAASURBVKuvvlrzfladxGPkgcVqGKbr5kAMheloCrY1A9mnTp1qqhujiooKvPjii8jNzcWJEydUrxk+fDhkWcYVV1yhaS8iqlv1o94xE6bZv7X378rKSmzdurXe/j1o0CDIsoxBgwZp2ouIaqvu24+LrsMo4QTbRYsW4eabb4YkSZr2aijYtmjRAnfffTdmzZplWLA144GXdWGYroMkSVmiazDCV199BZfLhV27dqmum/XGyOhgm5+fD7fbjW++Uf9StWvXrliwYIEuTZGI6mez2WKif1s12IbTv/UMtuzfROJJkjSmoKCgeUZGhnoCswgGW/MdeNkQhum6ZQSDwR7Jycnqw89MLtwbI6Pm1o0YMQKyLKNv376a9gIu3hi5XC4cOHBAdV3PG6PvvvsOubm52LFjh+p6QkICpk+fjgceeAAtWrTQtBcRhUdRlJ7s3/r1b6t+Mcn+TRRVWiUmJg4H8L7oQiJBRLD1er3w+/2q1/Tr1w+yLGPYsGGa9gKse+BluBim61FVVeUA8GfRdeiJwVafG6Oa4/03b96MCxcu1FqvOSzC6XQiLS1N015E1HhVVVVZADaKrkNP7N/69O+ysjJs3LgRa9euZf8miiLVj3q/L7oOPRkdbPfu3Qun04ndu3errrdr1w4PPfSQYcHWrAdeNgbDdP0sFaaLioowadIkHDp0SHX9kksugdPpxO9+9zvNex08eBAejwfvvvuu6nrLli0xc+ZM3HfffbrNrTMi2NYcFpGTk4Njx46pXnPllVdClmUMGTJE015EpIkDFgrTxcXFuO222+rt30uWLMH111+veS8j+7eRwZb9myjqZQFYLLoIvZw5cwa33nor9u7dq7resWNHzJ8/H5MmTdJ84FcgEMDSpUvxyiuvQFGUWuvx8fG466678NBDD5ku2Bp5LkhTMEzXb5yiKHGSJFWKLkQPfr9f9UasVatWmDlzJu69915dgm3N44d1He9/0003YdGiRejSpYumvcK9MfL5fBg8eLCmvQBg165dcLlc+Oqrr1TX9Z5bR0SajFcUJV6SpNqNyITq6t96fzH5yCOP4H/+53/q7N833ngjFi9ebFj/1ivYsn8TmcKgQCDQqWvXrupNwWTOnDmjGqTj4+Nx9913Y/bs2ZqDbXl5OTZs2IAnnngCZ8+eVb1m/Pjx8Hg86NGjh6a9AOseeKkFw3T92hYXFw8GoH46l8nVBNvFixcjOTlZ02dVVVXh+eefx4oVKww5MMbIG6NAIIDly5dj+/btdX7bN2XKFMybNw+tW7fWtBcR6SbJ7/cPBvCR6EIiQc8vJmv695/+9CccP35c9ZqrrroKsizrMp6F/ZuI6mALhULjAGwVXUik6BlsX3/9deTk5KCoqEh1vWfPnvB6vRgzZozmvax64KUeGKYbYLfbs2DRMN2mTRs8/rj2KQQfffQRXC5XvQPZ9Tre38gbo3PnzmH9+vV44oknUF5ernqNXnPrFEVBfn4+Tp8+jaysLC2NKBHAPZqKIbKOLFg0TCclJbF/1yPc/u31etG9e3dNeymKgp07d+LkyZPIysrS8oQA+3ds0HZEs8XZbDYHLBym169fr/mU7v3798PlcuHjjz9WXW/Tpg0efvhh3HHHHYiPj9e0V7QdWDx8+HD4fD5dzgXZvXs3jh49CofDoemfOQzTDag+DMEruo5oFO5AdjMG2zfeeAM+n8+Qb/u++OILuFyunw+LGDJkCF555ZWm3rh2ALBZc1FEFiBJkgOAR3Qd0cjKwTac/u3xeDB27FhNewG1D/sZPHgwXn311ab27/Zg/6YYpyjKBNE1RKsff/wRjzzySNQEW7MeeHno0CG43e6fzwXp0aMH8vLykJCQ0KTPY5hu2LCjR4+269at24+iC4kWNTdGDR3vb8Zg+89//hNOpxOfffaZ6nrN8f533HEH4uK0/fkEg0EsX74c27Zt+8XN7KeffoqCggJcfvnlmj6fiDCU/fuX2L/169+5ubnYtm3bL06x/eyzz/Dtt98afposkYWkBgKBvl27dlV/XCYGWTnYHj58GF6vF3l5earrNZMcZsyYEbFzQQ4fPoxdu3Y1+QtWhumG2ePj40cDeEV0IaIZPZDd6Buj+o73j4uLw2233abL3Lqaprhy5UqcOXNG9Zq6fr0hokaxx8fHjwHwsuhCRAunf5s52IbTv+fPn48OHTpo2ov9myjyFEXJAsAwjYaDbUpKCubPn4+JEydq3svoYBtNk3i09G2G6fA4EONhOpoGshsdbEeOHAlZltG7d29NewHA3/72N/h8Phw9elTzZ9XhPIA9kfpwijrDRRdgAg7EeJjet28fXC5XVAVbI/u31+tFnz59NO0FAH//+98hyzL7N2k1CIC2JGJ9DgCPiS5CpMOHD8Pj8eDtt99WXRcRbF0uF1JTUzXtVRNsfT4ffvjhB9VrBgwYAFmWdZnE09C5IHpgmA7Pb0QXIEo4A9lvvfVWUwbbvLw8uFyuOm+MLr30UixYsAA33HCD5r0OHjwIt9uN9957T/NnNaAEwIhIb0JRIwRA2zNW1sf+HUXB1qj+3b17dyxcuFC3/l3f3G0dBcH+HQuOAND2DoX1jS4oKGiekZGh/i6KhdUE202bNtU5otCqwdbISQ56YpgOz6XBYPCy5OTk2kM+LSrcgexer9dywbZVq1a47777MHPmTM3H+584cQIrV67Ec889V+dhEbfddhu2bdum2jSJSLPuhYWFPdPT0w+KLsQo0RZsjezfLVu2xP33369L//7xxx9/7t+VlZW11m02G2699VZs375d9dccImqylq1bt74WQMS/wYoW4QZbn8+Ha665RvN+RgbbmgOLjTjw8uzZs1i7di02btxY57kgv/3tb7F7924Eg0FNe9VgmA5TKBTKArBBdB1GiKYbIz2Dbc3x/lu2bKnzxkivuXWVlZXYunUrcnNz65y7/Z9zW19++WWGaaIIiYuLywIQE2E6mvq3nsE2mvv3q6++qmk/IqotFAo5ECNh+sMPP4Tb7bZcsBVx4GW454KMGjWKYdpo1YchWDpMNzSQ3crBdtCgQfB6vbj66qs17QUAO3fuhMvlwjfffKO6rucpiETUsOr+vV50HZEUy/37P4OtVjt37oTb7cbXX3+tut6lSxcsXLiQ/Zso8iYAWCi6iEgKd8Ts/PnzNc+mjrZgm5GRAY/Ho8uBl0aeC6KGYTp84xRFiZckyXI/H4Y7kN3IYCvLMgYNGqRpL8DYYPvdd98hNzcXO3bsUF1PSEjAXXfdhdmzZ6NVq1aa9iKiRhnL/m3OYFtf/9Yz2B45cgTLly9n/yaKHgNLS0u7dO7cuUR0IXo7e/YsNmzYEFXBVq9JPOEGW7MdWFwfhunwtQ4EAkMB7BRdiF5CoRA2bdqERx55pM65dcOHD4csy7jiiis072fVYFtWVoaNGzdi7dq1db4353A4kJOTg/T0dE17EVGTtA4EAsMA5IsuRC+KomDz5s1YvXp1nf172LBhkGUZ/fr107yfVft3zU0t+zdR1JEqKyvHAfh/ogvR00svvYQ1a9bU+Yhx3759IcsyRozQfhahVYOt0eeCNIRhuhEURXHAQmH69OnT8Hg8qmtmvTEKN9guXbrUkLl1/fv3h8/nw5AhQzTtRUSaOWChMH369Gm43W7VNav3bz2Cbbj9W5ZlDB06VNNeRNRkDlgsTC9atEj13zcy2Bo9icesBxaHi2G6cbIAqN+9WETLli0xY8YM3HfffWjRooWmz2roxsjogex6Bts9e/bA7XZj9+7dquvt27fH7NmzdWmKRKSLLAAu0UVEUsuWLfHAAw/g/vvvj3j/Bsz7xeQXX3wBl8vF/k0U/SYoiiJJkhTZ2UYCxcfH484778TDDz+MpKQkTZ9l5WBbUFAAj8djyIHFjcUw3QiSJA0uLCxsn56erv6ymIkZHWyvvPJKyLKsW7B1uVzYs2eP6nrNKYiTJk3SfGPU0Nw6PU9BJCJdXcP+3TArfzFZUlKCZcuWsX8TmUeXYDDYD8CXoguJhMzMTMiyjF69emn+LKODrdEHXhpxLkhTMUw3jj0uLm4sAPVj96JcXSfY6XlgjFWD7blz5/D000/jscceQ1lZmeo1DocDXq8X3bt317QXEUWEPS4ubhyAbaILaYq6+vfAgQPh8/l0699GBdto69+ZmZnIyclBRkaGpr2ISF/V0xhMGabr6ts9e/aEx+PB2LFjNe9h1WBr9IHFWjBMN1L1e9OmDNN9+vRBly5dUFJy8WDE5ORkLFy4EBMnTtT8Xl203RjpGWzz8vKwePFiFBUVqa7r2RSJKHKq+7cpw3SfPn3QtWtXBAIBABf794IFCzBx4kTNc0et3r+XLFmCwsJC1fXLLrsMHo8H48aN07wXEemvum+vFl1HU3Tq1An9+/fHl19e/C4gKSnp5/ei4+PjNX22kcG2oqICL774omHBNj8/H2632zQjZhmmG2+C6AKaKiEhAa+99hr+93//F0lJSZg8ebLmA2OMvDGqOd7f5/MZEmz37dsHp9OJzz//XHW9Xbt2mDNnDm6//faIzK0jIt1liS6gqVq0aIHXXnsNL774IpKSkjBp0iRd5o5G0xeTl112Gbxer279u6FTbOfOncv+TRT9rissLExIT08/J7qQxpIkCS+88AKeffZZ2O12TJo0CR06dND0meEEWz0n8RgZbA8fPgyPx4O3335bdV3Pc0H0xH+CNF63oqKiy9PS0r4VXUhTpKenIzs7W/PnGB1s//nPf8LlcuHTTz9VXW/Tpg2ys7N1GcgeDAaRm5uLbdu21Xm8/5QpUzBnzhy0bdtW014XLlzAk08+WecBP0Skq27FxcW9UlNTD4gupCnS0tJ06d+AsU/cfPnll3A6nYb079LSUixfvrze/n377bdj7ty5mvt3RUUFNm/ezP5NFFktbDbbSAB5ogtpivbt22PWrFm6fJaRwTacSQ7Tp0/HAw88oDnYnj59Go8++iiefvppVFRU1FqXJAn/9V//hcWLF6Nr166a9gqFQti6dSv8fr+mz/lPDNNNIElSFgBThmk9NBRsa4731yvYrl69Gi+88ILqYyw1c+vmz5+v+du+CxcuYPPmzVizZg1++ukn1WtGjRoFr9ery2ERb775JrxeL44cOVJrTevjP0RUpywApgzTejAy2Fq5f7/11lvweDyq/dvok2SJYoADJg3TejAy2Bo9ieeFF17AihUr8MMPP6heo+e5IJ988gmcTif2799fa03LfTfDdBPYbDYHgHWi6zCakTdG4Q5k93q96NOnj6a9AOAf//gHZFlWvTECgO7du8Pj8SArS/tTogcOHIDL5UJ+vvrI24yMDB6CQxQh1f17reg6jGbl/l3fF5PAxf7tdrsxYYL2t7QOHDgAt9uNDz74QHW9Z8+e6Nmzp+Z9iOjfqn/Emie6DqNF24hZPSfxfPzxx3A6nfjqq69U1/U8F6SoqAg5OTl4/fXXVdc7duyo6b8Tw3QTKIoyRlGUeEmSaj+LYEFG3xjl5eXB7XbXe2O0cOFCXY73/+abb+ByubBz507V9datW2PWrFmYOnWqLodFrFy5Es8++ywqKytrrdtsNkycOBFOp5Pv8BFFiKIoYwsKCppnZGScF12LEazev91ud51fTNb073vuuUeXU2zD6d9Llizhk0VE+rvy2LFjXTt16hQQXYgRjA62u3btgsvlqjfYZmdnY/LkyboEW5/PV+ev7M2aNcO0adPw4IMP6nIuyBNPPIH169ejvLxc9ZoJEybA5/OhTZs2Td6Hd+xN0zoQCAwHoP7VtIUYeWN08OBBeDwevPvuu6rrLVu2xP3336/L8f6nTp3CqlWrsGXLFtUbI0mScNNNN2HJkiXo3Lmzpr1qjvdfsWIFjh8/rnqNno+xEFG9WiUmJg4D8H+iC4k09m/t/bvmplaWZfZvInGkioqK8QCeFV1IpBkZbI2e5LB+/Xo88cQTdQZbsx54yTDddA5YOEwbeWNUc7x/tARbPedu79y5E263G19//bXqepcuXbBw4cKoOd6fKBZUj1qxbJi2arBl/yaKaQ5YOExbNdgafWCxkeeC1GCYbrosAE7RReiNwVafG6MjR45g+fLldT7G0qJFC9x9992YNWuW5sdYiKjRsgAsEV2E3hhs2b+JLCxLURRJkqTaSdPEwg22siyjW7dumvYKN9h6vV6MGTNG016AdQ8srvXZun5abLnG7/d3TElJUT9+zmR4Y3Q3Zs+erXnu9tmzZ7FhwwasW7cO58+rv5LpcDiQk5OD9PR0TXsRUZNdHQgEOnXt2lX9ZTSTYf82tn/7fD5ccsklmvYiokZLLi4uvhLAPtGF6EFEsHU6nfjss89U1yMRbJ9//vk6RxSa9cBLNQzTTWeTJGksgP8VXYhW0XRjlJCQgLvuukvXG6O6TkEE9Au2iqLgpZdewtKlS1FaWqp6Tb9+/SDLMoYNG6ZpLyLSzBYKhcYCeFF0IVpFU/+ORLBl/yaiGna7PQsWCNPRGGwXLFiA9u3ba9rLygde1odhWoPq9+5MG6ZjOdj2798fsixj6NChmvYCgC+++AIulwu7d+9WXW/Xrh0eeugh3HnnnbDb7Zr3IyLtJElywMRhOpaDrZ79e+/evXA6nezfRCZQfd+9UnQdTRWNwVaWZfTu3VvTXoB1D7wMB8O0Nr8RXUBTGHljVHMSqhWDbUlJCZYtW9bgYRFz585FUlKSpr2ISHfahw4LYOVgy/5NRA3I9Pv9LVNSUs6KLqQxRARbl8uFo0ePqq5feumlWLBggW7B1u1247333lNdN+uBl43BMK1Nmt/v752SkvKN6ELCwRsjfW6MysvL8dRTT+Gxxx5DWVmZ6jWZmZnw+Xy4/PLLNe1FRBGT5vf7+6SkpKg/Hx1l2L/17d9r1qzBTz/9pHoN+zdR1GoBIBPAm6ILCZdVg21DBxbbbDbceOONcDqd6NSpk6a9jD4XpLEYprXLAmCKMP3ZZ59h1qxZqmudO3fGggULcMstt2ieW1dcXPzzQPa6boymTp2KWbNmaT7e3+hgm5eXhyVLlqCwsFB1/bLLLoPH48G4ceM070VEEZcFwBRh+vPPPzekf/v9fvh8Prz++usx17979OgBj8eD8ePHa96LiCLGAZOEab/fj//+7/9WXUtKSsKsWbNwzz33ID4+XtM+J06cwMqVK/Hcc8+pnmRts9l+PvBLr2Cbm5uLEydOqF5j1gMvm4phWqPq9zceF11HUzVr1gz33HOPLjdG4Rzvn5WVBY/Ho9tAdqOC7ZdffgmXy4VPPvlEdb1NmzaYMWMGpk2bprkpEpFhHADWiC6iqfQMtjX9e/369Th37pzqNWbt3/v374fL5cLHH3+sus7+TWQqWaIL0KIm2C5YsAAdO3bU9Fk1j4+vXr0ap06dUr1m6NChkGUZ/fv317QXYN0DL7VimNZIkqQxBQUFzTMyMtTnaESxhIQEvPPOO7oMZH/ttdeQk5MDv9+vek2vXr3g9XoxatQoTXsBxgbbH3/8EY888gieeeaZOr/tu/HGG+FyuTQ3RSIy3Gj2bwWvv/46fD5fnf378ssvhyzL7N9EFA36FxUVpaWlpanPk4pyr732mi6/2L7//vtwu90oKChQXU9NTYXT6cQNN9zASTwRxjCtXavExMThAN4XXUhjNW/eXPON2L59++Byueo93n/u3Lm4/fbbNR/vH+6Nkdvt1m1u3apVq3D69GnVa6699lrIshyxuXVEFHGtEhMTRwBQf8EsijVr1kxz/w5nPMucOXMwZcoU9m8iihp2u30cgC2i62iKXr16afrPHz58GF6vF3l5earrCQkJeOCBBzB9+nS0aNFC015WPvBSTwzTOqh+1Pt90XUY6cSJE3j00UfrvDGKxED2+m6M9Jxbl5+fD6fTiW+//VZ1PSUlBfPnz8fEiRM170VEYlX3b9OFaS2sHGzZv4msr7pvmzJMN1VZWRk2btxo6CSenJwcHDt2TPUasx54GQkM0/qYAGCx6CKMYPRA9vz8fCxZsqTOx1j0nFt36NAheDwevPPOO6rrNacgzpgxA82bN9e8HxFFhQkAFokuwgjR9sVkamoq5s2bp0uwZf8miikTFEWxSZJUe1izxYQbbH0+H4YMGaJ5v4aCbfv27TF79mzTTXKIJIZpfVxVUlLSuUuXLurPJViEVYPtqVOnsG7dOmzatAkVFRW11iVJwvXXXw+3242UlBRNexFR1GH/hvX7t8vlQmpqqqa9iChqdAwEAgMB7BFdSCTt2bMHLpcLe/ao/9fUM9gGAgEsX768wWA7b948XQ68fPrppy0zYpZhWh+2qqqqcQBeEF1IJETbjZFeA9lrvu2TZbnOuXUDBw6Ez+cTMreOiAwhhUKh8QCeF11IJFi9f/t8Pvzwww+q1wwcOBCyLOOaa67RtBcRRaUsWDRMR1uwdTgc8Hq9ppvkYBSGaZ3YbDYHLBamT506hVWrVtU5kF3PG6NwBrLrGWw//PBDuFyuOo/3T05OxqJFi4TOrSMiY1S/f2epMG3lLybD6d/Z2dmYPHmy5rnbRBSdqvt2rug69BSNwdbr9WLs2LGa97LyiFmGaZ0oipKlKIokSVLtr5BMxuhga+TcuuLiYqxYsQIvvfSS6nrN3LpZs2YhMTFR015EZA42m439u4kaCrZ69m+/34/c3Fz2byKCJEkjS0tLEzt37vyT6Fr0kJeXh8WLF6OoSH3iV8+ePeHxeHQLtk6nE59++qnqeps2bZCdnY077rhD8yQHIw8sFoVhWj+pJSUlfQF8JboQLaJxILseN0Y1x/uvW7cO58+rj5R1OBzw+Xy45JJLNO1FROaiKEpKMBi8AsB+0bVoYdUvJtm/iUhFs6qqqlEA/ia6EC2sGmyNPrBYJIZpHSmKkgWThmmrBttw5tb169cPsixj2LBhmvYyypEjR7B9+3bRZRBZSigUyoJJw7SV+/cbb7wBr9cLv9+veo3Z+vfRo0fZv4l0Uv2otynDdDAYxOrVq/HCCy9YLtgaeeClEY4dO4Znn322znWGaX05ADwquojGCPfGyKiB7HreGO3duxdOp9O0c+t+LZz/rYioyRwAHhFdRGNY+YtJ9m8iCkOW6AIaq7KyEk8++aRhwTYvLw9utxtHjhxRXTfrJAcjhDNOEmCY1tt1BQUFzTMyMkzxT8qysjKMGDGizhsjPQeyG3ljZJW5dTVCoRC2bduG3NxcBIPBhi4/ZURNRBZ0XWFhYUJ6evo50YWE4+zZs5bs38FgEEuXLrVU/37ppZewfPly9m8i/fUtLi5OT01NVT9BKwo5HA4UFxerrnXv3h0ejwdZWdq/Izh48CA8Hg/effdd1fWaYDtz5kw0a9ZM015GHlhslLfeegsej6fOLyH+wymGaX21TEhIGAlA/SuZKFNRUaF6I2bWYFteXo6nnnoKa9aswU8/qZ9HkZmZCVmW0atXL017GWX37t1wOp3Yu3dvuP+RFyNZD5GFJdhstmsBvC26kHCwf0c/9m8iQzgAPC26iHCpBWmzBlujD7w0woEDB+B2u/HBBx+E+x95kWFaZ3a73QGThOlfi4+Px9SpUzFr1izNc+vCvTHSayB7Xl4enE4nvv//7d15nBTVuf/xT88AAiqCAioG3DfUuKBRlhkWGUARRBH5XUWIv0S5ScyMkYgmOgMzSIImRNGQGyMk16i58QfeGy+YGAFFFnFFEBeQRbbZWAXZwsDU749DQ0919XRVb9XL9/16zevl9HR1ncHpp+upc87zbNzo+PNzzjmH8ePH07dv37jPlQrV1dVMnDiR//mf/3G8iHVgAc8Bv0ruyESy15EWhxmRTNs1bdqU73//+5SUlKQssVX8dlZTU8Njjz3mNX5PA55I7shEss+RuJ0xyXSovLw8hg8fzsMPP0y7du3iei03ie2VV15JRUVFxnXiSYWvv/6aX/3qV7zwwguONyEi+BswRsl0gh0pQvaw3+PwKtEXRtH61o0bNy4hF0affvopZWVlvPvuu44/b9WqFT/+8Y8zpm+dm4tYBx8BJcDi5I1MJPsdid8P+T0OrzI1sVX8Bkz8vh9YlLyRiWQvy7KKLMvKCwQC9X6PxYtMTWxTWfAyFerr63nllVeoqKiIeBPCwZfAGGA2aM90MlyxZcuW09q3b1/j90DsTj31VAKBQIM75RdccAHl5eX07Nkz7tePdmGUyIbsO3fu5De/+U3E8v55eXnceuutlJWV0bZt27jOlSrRLmIdVAPjMTMaGfUhIpKmLt+6devp7dq1q/Z7IHZO8fv888+nvLycXr16xf36qUxsFb8BxW+RRDmlurr6KuBDvwdi16ZNG4477rgGRQc7dOhAaWkpgwcPTllie//993P88cfHda5UFixOlWg3IRx8DUwCngKO/iMomU68wKFDh64HXvJ7IHZnnnkmDzzwAM888wytWrWipKSEUaNGxd23LpUXRm4q63Xv3p3y8nI6d+4c17lSJdpFrIODwO+BUiByeUER8SpQV1d3PfCi3wOx69SpU1j8HjlyZEYltm7id7du3aioqMjm+F0H/AeK3yKJ1I80TKZbtGjBY489xrhx48jPz+fee+/lhz/8IS1atIjrdYOJ7TPPPMPBgwcdn5OpnXhSIdpNCAf1mLzup0DYP4KS6eQoIg2TaYAxY8Zw33330aRJk7iL07hNbCsqKhLWt660tJQvv/zS8ecdOnTgoYceYtiwYXGfKxWiXcRGMBuzpHtd8kYmktOKSMNkGjI/fpeVlbFq1SrHn+dQ/L4fWJu8kYnkpCLgF34Pwsmdd97J7bffDhD3zU83iW0iOzl8/PHHlJWV5XqLwvmYuL080hOUTCdHf8uyAoFAwFXlkVRLRG+3VCa269atY/z48cyd61wXKFv71tmsBH4CvJ68kYkI0E/xO3Xxu0WLFvzwhz9U/BaReHTbsmXLCe3bt3ddrCCVElHz+xmtWAAAIABJREFUIZWJbba1mHVzE8LBJuBR4AVMkciIlEwnx2m1tbWXAiv8HkiirV27lvLy8pQktrt27eK3v/0tf/jDH6irqwv7eSAQ4KabbqKsrIwzzjgjrnOlSrTZGQc7gApgKuC6vKCIxOy0zZs3XwZ84vdAEi2VNyZ3797NM888o/it+C2SCs3q6+t7caQgVDbxo0XhU089xd69ex2fk8iCl6mwbNkySktLI96EcLAP0xlnEnDAzQFKppPkSFXYrEmm3Sa248aNo0OHDnGdK1hZb8KECWzbts3xOZdffjkTJkzg6quvjutcqRLtItbBIUyrh0cA538EEUmKJk2a9COLkulU3pjM1vhdXl7OnDlz3B6i+C2SYvX19UVkUTKd6sTWTSee8ePHc/3118d9rlSIdhPCgQXMxOyLdl1JEpRMJ41lWUXAZL/HES83F0ZXXHEFFRUVCbkwWrx4MWVlZREr65166qmMGTOGO+64g7y8vLjPl2zRZmcimIfZn/Fp8kYmIpEcid+/9nsc8VL8jo/it0hG6ef3ABIllYntihUrKCsr47333nP8eSI78aRCjC0KP8TE7ZhazCqZTp6emzZtatGxY8f9fg8kVqm8MKqqqmLSpEnMnDnT8efBZSwPPfRQRvWta+wi1sFqzEzGjOSNTERcKFT8dk/xG1D8FvHbRdXV1Wedfvrp6/0eSKxSmdiqRSEAVUA5cbYoVDKdPM3z8vJ6AK7XhaWLaBdGiWzI7rZv3YQJE+jUqVNc50qVxYsXM27cOD7//HO3h+zBrGL4JSF960TEN83z8/MLgDf8HohXqUxsszF+v/POO5SVlXmJ33sxqxgUv0V8ZllWX0xilFHcJrbjxo3jlFNOietcqe7kkAp+t5hVMp1cRWRQMp3KCyPLspg9ezYVFRVUVlY6PueSSy6hoqKCrl27xnWuVIl2Eesg2LfuQaA2aQMTEc+OLPXOmGQ63eL3+eefT3l5Ob169YrrXKmi+C2S+Y7E7YxJpt0ktj169KC8vFwtZh2kS4tZJdNJFAgE+gFj/R5HNMELo/Lycqqqqhyfk8iG7MuWLaOsrIwPP/zQ8eetW7fmgQceyPa+de9h3szOa3lExFd5eXn9MIlSWnN7Y3LChAmK3w7279/P7373u1ji9/2A62kQEUm+QCBQZFlWfiAQcJ1Z+SVaYnvWWWfxs5/9jEGDBsV9rrVr1zJ+/HjmzZvn+PMcaTH7BaZF4T8TPR4l08n17a1bt57erl27ar8HEkm0C6NE9q2rra1l8uTJ/OUvf6G+PnxrQib2rYt2EetgM2ZfXdS+dSLiH8uyLlP8PkbxG1D8Fkl3bWpqaroA7/s9kEhSmdimshNPqkS7CeEg2KLwt0BSbrIomU6uQF1dXV/MB29aSeWFkZvKegUFBVRUVHDhhRfGda5UWb58OaWlpREvYh3sA54BHsPskRaR9BY4dOhQEfBnvwdil8r4HZwBeOKJJxS/Fb9F0t6R1rRpl0y7SWyHDh3Ko48+Svv27eM6V7CIYkVFBdu3b3d8zhVXXMGECRPo0qVLXOdKlbVr11JeXu6lxWwd8CdS0KIwYjLtsieXRFdEGiXTqU5so1XWO+eccxg3bhxFRUVxnysVol3EOgj2rXsQ2JDUwYkcofidGEf236VNMp3qxFbxGzD76+5D8VuSTHE7YYowN77SQqoTWzedHH7+859z2223EQgE4j5fskW7CRHBXMyS7pS0KIyYTN93330Z1Q8yjfWzLCsQCAR8j5IbN27ktttuY/PmzY4/P//88xk/fjy9e/eO+1zRKuu1atWKMWPG8N3vfjcj+ta5uYh18BFmX92i5I1MJNyPf/xjxe/E6G9ZVl4gEIi5ZUaibNy4kWHDhkXsO3reeedRXl6ekPj92WefUVZWxpIlSxx/3qpVq6P7orM4fi/F1LVQ/JaUGDduHNu2bcuYfr5prNuOHTtOOvnkk3f5PZDdu3czZMgQVq5c6fjz008/nUcffZQhQ4bEndiuX7+eiooKXn/9dcefN2/enB/84Af86Ec/omXLlnGdKxUyqUVhHhH2/dTW1jJ27FgGDx7M0qVLUzmmbHNqZWXl5X4PAqCmpsYxkT7ppJOoqKhg7ty5cV+Ibdu2jQcffJABAwY4JtL5+fmMHDmSd955h3vuuScjPjDmzJlDQUEBZWVlbi/EqoHRwLXoQkySS/E7udpVVVWlRfyura11TKRbtWpFeXk58+bNizt+b9++nbFjxzJgwADHRDo/P5+77rqLxYsXZ8wF/5w5cygsLIwlfn8HxW9JDse4vXv3biZOnEjfvn2ZP39+ioeUVZrs37+/l9+DANizZ49jIt28eXMeeOABFi1axC233BJXIr1nzx4mTpxIr169IibSgwcPZsGCBTz44IMZkUgvXryYoqIiSkpK3CbSezD9oi8jxYk0mJnpr4BzIj1h6dKlDBo0iKFDh/LII49w6qmnpm50WeJIVe9lfo/DLi8vjxEjRjB27FhOPvnkuF6rrq6O6dOn89RTT2VN37rVq1czbtw4Lx9qdcB/kKC+dSIufAWcG+mHofH75z//OaeddloKh5Y1+gEf+z0Iu0TH7z/+8Y88+eSTEeN3t27dqKiooHPnznGdK1UUvyWNfQWcFemHq1ev5o477qCoqIhx48ZxzjkRL9ElsiLgVb8H4WTw4MGUlpZyxhlnxPU69fX1zJgxg1/+8pds2bLF8TmJ7MSTCpnaojAPmBTtSZZlMXPmTHr06MHTTz/tpX2EYEr1+z0GJ61atWLSpElxX4gFZ7QrKiocL8Q6derEc889x4wZMzIikf76668pLS2lT58+Xi7EZgMXY5YF6kJMUsVT/J4yZYrit0d5eXlpGb9PPPHEhMXvPn36UF5e3mj8njlzZkYk0orfkgF+hYuqwnPmzGn02koiOzKJlZZ+/etfx51If/jhhwwcOJCf/OQnjol027Zt+dWvfsXrr7+eEYn0vn37mDx5Mt27d/eSSL8NdAFG4mMiDSaZfg4YAdREe/LevXuZNGkSPXv25LXXXkv64LJIj6qqqvRfV+HRunXrGDlyJCNHjmTduvDe5y1atGDMmDG8/fbbDBw40IcRelNXV8e0adO47rrrmD59utsG8CuBG4FBwNqkDlAk3DRcxu99+/bx+OOP07NnT2bPnp38kWUJy7IKampqjvd7HIm2bt06Ro0axciRI1m7Njx0ZWL8fvHFF+nRo4fit6S7fwA34eJvrq6ujt///vf06NGDl156yUvhvFx3fm1tbdZN6dfU1FBcXMzNN9/M8uXLw37etGlTvve977Fo0SLuvPPOtK+ZYlkWs2bNorCwkMmTJ7u92b8ZGAX0Jk1W/Qb/lV8CzsOsNz8Q7aCNGzdyzz33cNttt/H5558nc3zZojlQ6PcgEiW4r6d3796OJeoDgQCDBg1iwYIFjBkzJiMawC9cuJB+/fpRVlbm9g7wDkxxscswH4wifvEcv++9916GDh3KZ599lvTBZYFmlmVlXfzu06cPc+bMCft5JsfvsWPHsmPHDjeH7ETxW/z1OmY1xP24WA0RrR6NhDt8+HBariqKxYEDB5g6dSqFhYXMnDnTsfJ7QUEBb7zxBhMmTIi7JWIqLFu2jJtvvpnRo0dTVVXl5pB9mOucCzBdNnwv7BwUestiLzAeuBSXm7ffeecd+vXrR3FxsZdKa7kq49/Uwf0ZPXr0YOrUqY4l6i+//HJeffVVnn322biXsaRCcHZm+PDhrFq1ys0hh4A/ABcBU458L+K3YPy+AJet+JYsWUL//v0pLi5m69atyRxbxjvSIiuj2eP3wYMHw55z+eWX87e//S0X4veFKH6L/+owf4fnAk/jYun3p59+yq233sqoUaMitqyTozI+boNZ7t+rVy8mTpzoWETxnHPO4c9//jMvv/xyQloiJlttbS3FxcUMHDiQDz/80M0hFiYv7Yy5ztmfxOHFxGn+fy1wO3A98Em0F6ivrz+6Hy/SB7QApohNxgreOIlUWe/UU0/liSee4LXXXuPqq6/2YYTeRJudiWAecBWm0quyD0lHmzD7h/rgIX4XFBQofjcuZ+L3Nddc48MIvYkxfr+J4rekp22Y/frfARa6OSBagiUAXG9ZVsQWwOku2o2TVq1a8cgjj/DWW2/Rt29fH0boTXB2vaCgIOLsuoOPMCt7bwc2JHWAcWhsMf2bwJWYdelRP3hi/HDLJZdu3rz5W34PwquqqiqKi4sjLukP7s9YuHAhI0aMSPv9GW5mZxyswbyR+wIrkjpAkcR4ixjid+/evRW/nV1SWVnZ0e9BeOU2fi9YsCCj4rfHmz/B+H09it+S3pZiEofBwPpoTw5NTl588UXtpw7XurKyMv3vDtrs3LmT0tJSbrjhBscl/Xl5edx2220sWrSIH/3oRxnTotDjzZ+MalEY7ZOzHrMu/ULgcSDqJ1cMy65yRn5+fvrfOjpi//79USvrFRUVsWDBAiZMmMAJJ5yQ4hF6F212xsFezP4M11sfRNKI5/j91VdfKX5HlrXx+8QTT0zxCL1bsmTJ0fjtcluC4rdkqlnAJcDDmP65jaqtrWXs2LHcdNNNbpfN5oz8/PyMWVUULILbtWvXiEUUu3fvzpw5c3j66adp27atD6P0JoZtCQcxWx4uwmzJyYg7RG5vQ+/EvKm/DfzdzQHBgiClpaUq6X9EJuy7c1NZ7/zzz+cvf/kLzz//PGeeeaYPo/QmODszbNgwtwXz6jH7Ts/D7M9QLyHJZDHHbw8FnbJeurY4DJWN8bu6urrR2XUHForfkvn2YW6CXoT5e466Jja0oFNlZWWyx5cRMuG6G8xnblFRUcQiuB06dGDKlCkZ02I22ux6BBnbotDrmq5VwEDMpv6on2p1dXVMnz6d6667jmnTprltVZHN+lmWlbbr6JYvX95oIG7dujUVFRW8+eab9OrVK/UD9Mg+O+Nyf8b7QHfMvtOo7YZEMojn+B1sNaT4DUCR4nfqBON3t27dvMbvbih+S/aoxPw9XwdEzUqCN9R69uzppdVQNrt2x44dJ/k9iEjWrl3LyJEjGT58OF9++WXYz1u2bMmYMWNYvHgxw4YN82GE3riZXXewErgB06IwvM9uBoj1wmAucAWmpP+uaE/++uuvKSsro0+fPsyfPz/GU2aFttXV1Vf4PQi74BKhSJX1mjZtyogRI1i0aBHf//73yc/P92GU7sXYt64Ss7/U1QeWSAZT/I5N2+rq6iv9HoSd4jeg+C3ZL3ijfxQubhTt27fv6GTCjBk5vcuhyYEDB/r4PQi7Xbt2Ha0z1ViL2bfffjvjWhTG2GL29aQOLsniucvuuaT/6tWrueOOO3K9pH/a7N+or69nypQpdO/ePWLxij59+jBv3jyeeOIJTj75ZB9G6c3y5csZMmSIl2VOoUup0qpvnUgSxRW/N2xI26Kayab4nUSK3yKNCtbBOA9TDyDqnaaqqipKSkoYNmwYX3zxRbLHl67Saqn3n//8Z7p16xaxxWyXLl2YPXt2RrUoDM6u52qLwkQsWdtODCX9CwoKKC0tzbmS/um0f2P37t08/vjj7Nu3L+xnZ599Ns8//zwvvvgi5513ng+j8yZ0duaDDz5we9hsPBT5EMlCMcXvwsLCnIzfpNFF2TfffNNo/H722WcVv0Wy015MPQDXxfUWL15MUVERxcXFbguwZpMBfg8g1GOPPcbOnTvDHg+2KHz11Ve58sq0WwQVJrQLiNPsegTzMJ1GRmNawmWFRO7/8lTSP7ifOtdK+gcCgR5btmxJ29LXrVq1Yvz48cyfP5+iorS5bowouD+jsLDQy99R8G91EC7+VkVygOK3O93TPX6PGzeO+fPnM2jQIL+HE5Xit0hcPLXtrK+vZ+bMmUdbyznNimaps2tra8/1exCRNG/enPvvv5/FixdnVIvCYItZl39Hqzn2t/ppUgfog2T8H5sFdMZjSf9I+72yULPDhw8X+j0Iu2DfuoULF3LvvfdmTN+6wsJCysrK+Oabb9wcsg2zP8P1LJxIjlH8blyzw4cP9/R7EHah8Xv06NHZGr+3o/gt4mQecBVmti9q37ho+3WzUX19fdps0QlVVFTE/PnzGTt2LC1btvR7OFHF0GJ2D2ZLwmVkcYvCZN3+2I/Hkv7RKpFmE7+Weke6wOrWrRtvvPEGTz/9NO3atUvxqLyLYe9mHWZf6LmY/Rk5X5ZYpBGK341It/jdtWtX/vnPf2ZU/L7zzjsVv0USK7gP9SLM+yXqPtRolaSziV9xu0mTJo6PX3LJJbzyyis8//zzdOrUKcWj8i7YYtZDi8KcajGb7LUEMZX091jFMxP5coesc+fOdOzY8ej3HTt25A9/+AMzZ86kc+fOfgzJk6+//prS0lKvVYXnApeTgX3rRHwWjN/XAkuiPVnxO7kuvvjiBhddHTt25Nlnn+WVV17hkksu8WNInoTG77feesvtYaHxO2rleRFhB+b9chnwDzcHBHscl5aWuq3CnImutywr5Ut22rVrR5cuXY5+37ZtW5544glef/11unbtmurheBZaFX7mzJluD3uPYy0Ka5M2uDQSSPG57sLMeJzm5oAOHTrw0EMPZURvNa8sy+p0xhlnbGrkKW/gUOympKSEhx56KObz1tbW8vLLL3PyySczbNiwjCi3X1dXx8svv8ykSZPYsWOH28NWAQ8Af0/eyERyhuJ3Q2d26NChsZYU/8Qh6S4uLubhhx+O+aTB+N2mTRuGDRtG8+bNY36tVDl06BB//etfFb9F/DEIeBKzsiOqNm3a8JOf/IS777477dvoeWVZVo8zzjhjcSNPeQ74vv3BoUOH8swzz8R83t27d/PSSy/RpEkThg8fTqtWrWJ+rVSxLIvZs2dTUVHhZbXZZuARXK5oyyap3OVuEWNJfw/LCjKJL0tOTj31VIqLixkxYkRGJNILFy6kf//+jB071u2F2E7MvrpL0YWYSKLY4/eBaAdkc/z2a8lgMH7fddddGZFIB/uOeozfDwPfRvFbJBFmARdjrouiTjvv3LmTsrIybrjhBt59N+tatvsSt1u1asUPfvAD7rnnnoxIpGPYthVsUXgxOdqi0I+ScZ5L+gc3vGdTSf+8vLz0L5Xto6+++orRo0czfPhwVq5c6eaQrOtbJ5KGgvHbdTERxe/cE2f8fhw4mMzxieSYOsx10UWY91nUugOffvopt956K6NGjWLjxsYW4WSOvLy8tCxCli5iKChqYa4DXBctzVZ+1l8PlvS/Hg8l/T2WYk9blmUVWZaV3vXvfRDat27WrFluD3sTD5UsRSRuuR6/+1mWlV1rIBNg7969TJ48OZb43QXFb5Fkq8a8z64FFrk5YM6cOfTq1YuJEyeyZ09m50qWZX1n06ZNJ/s9jnQTbFHosdXlR5gWhbcDripJZrN0SOY8JUIxNglPR6dUV1df5fcg0kWwb12w/+HBg64mJjxd0ItIwsUcv+fMmZP0wSVRm5qaGsXvI4Lxu1u3bkyePDmW+P1JUgcoIqE8JUIHDhxg6tSpFBYWMmPGDCwrY1fx5ufn5/f2exDpZM6cORQUFFBWVub2ZonnGzK5IB2SaWi4xMtVSf9169YdLem/atWqZI8vWbTkBFiyZAn9+/enpKSErVtdTUzsJQf61olkiJji96hRozI6fluWpfiN4rdIhvK8RLempoaSkhIGDhzIRx99lOzxJYu26NCwxazLZfzBFoWutwrkknRJpoN2Ykr6X4qHkv79+vXL1JL+Of2mrq6uPtq37rPPPnNziEXDvnVRiyCJSMqExm9XxaMUvzOX4rdIVggtHuWqCvOyZcsYPHgwxcXFbNmyJdnjS7T+fg/ATzG2mJ2N+ftQi9kI0i2ZDloF3AgMBtZGe3JdXR3Tp0+na9euTJs2jcOHM+aGSbetW7ee6PcgUm3//v0N+ta5XDL0Psf61tUkdYAiEo9VwEBMsvlFtCdncvzevn17+pdmTbAY4/cHQHcUv0XS1WbM+7Mrpk9woyzLYubMmUe3dvzrX1Eb9KSLszZt2nS+34NIteC+6Ouuu47p06e7/ZxdicnFBuEiF8tl6ZpMB2V7Sf9mBw8e7OX3IFLFsixmzZpFz549mTx5MgcOuJqYqARGAdcBGfE/VUQAmAtcjsf4PWDAgEyJ300PHDjQy+9BpEqc8ftaYElSBygiifAeZuJiFFAb7cn79u2Lpeigr/Ly8nJqdjq4AqysrMztCrAdmM/ty3C5SjjXpXsyDcdK+p+LWa+fVSX9c6XFyieffMKQIUMYPXo0mzdvdnPIfszSo4vI0b51IlnAc/z+7LPPFL/TjOK3SE6px7xvz8PUN4g67bx+/XpGjx7N7bffzhdfRF2Q5Ktcidsx1CYJ1j+5CLWY9SQTkumgbZj1+t8hi0r6Z3sRm2DfuhtvvJEPPvjA7WGzUd86kWwSGr8XujkgWGW0tLRU8dsnit8iOW0Ppr6B62KBixYtoqioiOLiYrZv357MscXMsqzelmU19XscyRLsmtGnTx8vXTPmoRazMcukZDpoKVCA2U+9PtqTgyX9CwoK0rWk/4U1NTVn+z2IRAvuzygsLPTSt24ppl3DIFz8vxWRjBN8j7uK38H91B77X6bSBYrfRyl+i2Sn1Zg2Wn2BT6M9ub6+npkzZ9KjRw+mTp1KXV1d0gfo0YnV1dVd/R5EogVbFAb/3T22KOyLWszGLBOT6aBZwCW4vPtdW1t7tKT/hx9+mPTBeVFfX9/X7zEk0pw5cygsLKSsrIxvvvnGzSHbMfszXM9aiUhG8xy/x44dy0033ZSO8TurlgwqfotIBPOAKzGzl9uiPXnXrl1HZ0jnzZuX9MF5lFVx+5133qFfv36UlJSwbVvU/zVwrEXhpahFYdwyOZmGYyX9L8JDSf+bb76Z0aNHU1VVlezxuZUVb+o1a9Zw5513MmrUKDZs2ODmkGDfunMx+zMypoyviMQtrvhdWVmZ7PG5pfit+C2SK4L7ai/EvP+j7qtdu3Ytd911F8OHD+fLL79M9vjcyootOlVVVRQXFzNs2DA+//xzN4fU07BFYcaUYU9nmZ5MB1ViSvq7qvgcrEpaWFiYLiX9+1qWle/3IGIV2rfurbfecnvYXOAKzD7KXUkbnIiku5jid7CqtOJ3fBS/RSQGOzDv/8uA190csHDhQoqKiigtLXVbVTqZumzevPkUvwcRqzhazKpFYRJkSzIdFPxD8VTSv3v37syY4esqhza1tbVX+zmAWBw6dIgXX3yRHj16MH36dA4dclX4L7QHravbaCKSE4K95Efh4oM+jeJ369ra2mv8HEAsFL9FJAFWAjdg6mCsi/bkYB2Mrl27Mm3aNLf9jpMhPz8//3q/Th6rGCcD1WI2ybItmYZjJf3PxWVJ/6qqKkpKShg2bJhvJf0zrSrsokWL6NevH2PHjmXHjh1uDtmJ2R/5beDvSR2ciGQqC48tWRS/vVP8FpEEmwVcjKmfEHXaeefOnZSVlXHjjTfy3nvvJX1wTizLyqgtOsuXLz/aotDlNqfQrVRqUZhE2ZhMB+3F7Adwvbl+8eLFR0v6u9zAnzCZ8qb+6quvjvYSXLlypZtDgvszLsS8qV2VFxSRnKb4nQRxxO+LUPwWkcYdxNRPuAizrzpqG4AVK1Zwyy23MGrUKDZt2pTs8dkNSPUJYxEswDlw4ECvLQpdF/mU+GRzMh3kqex7sKR/QUFBqkv6d92xY8dJqTqZV3v37mXy5Mn07t2bWbNmuT3sTUzlx5Gob52IeJcp8fu6LIzfb3Esfm9J2uBEJNtUYyp+fwdY7OaAOXPm0LNnTyZOnMjevXuTOrgQ36qqqrooVSfzSi0KM0cuJNNBnhqSh5b0nzt3btIHBzTZv39/r1ScyItg37pu3boxefJkt33r1mIugK8HPknqAEUkF8QUv3v37p2y+H3gwIHeqTiRFzHG702Y/XV9UPwWkdh9BBRgrgejtgg4cOAAU6dOpaCggBkzZrgtqhWvtNyiE0OLwm2oRaFvcimZhmMl/S/CQ0n/kSNHpqqkf1otFVy6dCmDBw+mpKSErVtdTSyrb52IJIvnlizr1q1LWfxOt6XeS5cu5eabb44lfl+A2V8nIhIvC3M92BkTX/ZHO6CmpoaSkhJuuukmPvroo+QOLs3i9urVq7njjjvUojDD5FoyHRRa0v8fbg5IRUn/QCCQFnfIqqurKS4uZtCgQSxdutTNIRYN+9YdSOLwRCS37SQN43deXl7axW+XF6KK3yKSbPsw8eUCTLyJOu388ccfM3jwYIqLi9myJTk7TQKBQO/Vq1cfl5QX9yC0ReH8+fPdHjYXuBzzeeh7r7FclqvJdNBK4EZMSf+10Z6cgpL+59fW1p6T6Bd1a//+/UydOpXCwkIvfes+QH3rRCT10ip+W5Z1nuK3iEijNmPiTW9gWbQnW5bFzJkzvW5V8eL4E044oWuiX9Sturq6Bi0KXX4uhbYo9KeFhTSQ68l0UEwl/W+44QbefTexLdsOHz6c8iUnwb51Hos/BPvWXQssSeoARUQiS6f47cvsdAzFexS/RcRPbwNdMHGoNtqT9+3bx+TJk+nVq5eXIoqu+LXUe+HChfTv399ri8L7MVsp1aIwjSiZPqYOjyX9P/30U2699dZEl/RP6Zv6k08+4ZZbbmH06NFs3rzZzSH7MS1SLkZ960QkPdjjd9Tb+6Hxe+PGjYkaR0rj94oVKxgyZAijRo1S/BaRTFOPiUPB1nv/inbA+vXrj7b3++KLhE3KpvQmaLBF4fDhw922KAytFzIFF/VCJLWUTIcLLem/yM0BobMCe/bE3c7tesuymsT7ItGE9q17//333R4W2rfOVXlBEZEUCsbva/EQv3v16pWo+N3Xsqym8b5INMH4feONNyp+i0im+xoTly7DZfHaRYsWHZ3V3b59e7znv6q6urpdvC8Sze7du492mfDYYtZ1Jwvxh5LpyD7Ccl6eAAAdMUlEQVTC9GrzVNK/sLAw3pL+rSsrK6+J9eBo7H3rXO7P+Bjoielb91WyxiYikiDBliyDSW38blVVVaX4LSLi3WrMNXcR8Gm0Jx86dOjofuNp06Zx6FDME7Z59fX118d6cDTBFoUFBQVMnTrV7b7vNRxrMbsiWWOTxFAy3biYS/oPHDgw5pL++fn5SVlyEpxB99C3bjtmf8Y1wIJkjElEJIlmYeL3w0DUaedExG+StGRQ8VtEcsRcjs3Gbov25F27dlFWVkbv3r158803YzphXl5eUrboLFmyhP79+8fSotD1LL34T8m0O55L+i9btizmkv6JLoawZs0aRowYwahRo1i/fr2bQ9S3TkSyxT6O7RNOevwOBAKK3yIi8anj2D7hp3ERx9auXes1Vh5lWVb/WAYZSbBF4W233cZnn33magioRWHGUjLtTbCkf1fgvWhPtpf0/9e/otZWCLqubdu2ce+7C+1b5+Fu3VzgCkzful3xjkFEJE2kKn5fm4j4vWvXrljj95UofotIdtiBiWeXAf90c0BwFU9paanbVTwAZ3Tt2rV1jGM8av/+/UyePJnu3bt7aVH4PmpRmNGUTMfmPaAbHkv6eyg6kF9UVNQm1sEF95EUFBQwffp0t/tIVgE3YfaqfB7ruUVE0lxM8btHjx7MmOFq1V1+//79T451cKH7AD3E7y85Fr9dTYOIiGSQL4ABmDoY66I9ua6ujunTp9O1a1emTZvmqr7EgAEDvhXr4EJbzE6ePJkDB1xNLAdbFF6HWhRmNCXTsQuW9D8Ps78hoSX9e/bseUosg4qhwuFOzH7CbwOvxXJOEZEM4zl+V1ZWUlJSwrBhw6LG78LCwpiS6Rjid2gVXMVvEcl2szBbdu7HRVeCHTt2UFZW5qrzwbXXXntGLAP65JNPGDJkSCwtZi9CLQqzgpLp+O3B7G/wVNK/qKiI4uLiiBdM1157radkOobee/WY/RnB/n6uyguKiGQRz/F78eLFbuJ3Wy+DiCN+X4jit4jkloOYehAXYfZV10c7YMWKFQwZMoRRo0axadMmx+dcfPHFpzdr1sz1IEJbFH7wwQduD5uNh6KYIrkqWMbecvN10kknWY888oi1YcMGq6qqqsHXWWedFfb8kpKSBs9Zs2aNNWbMGKtZs2auznfk603MTLSIiByT1PhdXFys+C0iklhXA4twGUNbtGhh/ehHP7JWr14dFrd79OgR9vyhQ4c2eM6GDRusiooK68QTT/QSt4PtGkXEpSbAvZgG667eaOeee671wgsvNHjDfve7342YTG/evNmaMmWK1b59ey9v5o2YAgciIuIsIfH77rvvjphMV1ZWKn6LiCROABgGbMBlTD3ttNOsKVOmWJWVlUfj9iOPPNJoMv38889bZ555ppe4vQ1TQC0/Jf8KIlnoZMxSlDpcvvEKCgqs+fPnW1VVVdYf//hHx2T6tddes7p06eLlzRxcytg8Fb+0iEgWiCt+/+lPf3JMphW/RUSSpiUmXu7HZYy98sorrVmzZllVVVXWG2+84ZhML1iwwOrdu7eXuB1cin5SKn5pkVxwEfAPXL4JmzZtan3ve9+zPvroI6tp06YNftauXTsrEAi4fTMfBv4EnJ6qX1REJMv4Fb/rgf9E8VtExKuOHCvuFfUrLy/Puu2226xly5aFrRg65ZRTrPz8fC+J9KvA+an6RUVyzSBgLS7fkG3atLE6derk5Q0c+vU+pv2LiIjEz3P89rgcUPFbRCSxegHLcBl7W7ZsaV188cWxxu2VwI0p+r1EclozzP6JXcT2Zo32VYnZ76dK7SIiiaX4LSKSWfIw9SZqSU7c3gE8hPl8EJEU6gA8j1nKl4g38z6gAjg+lb+EiEgOSkb8noDit4hIsrQBnsLsZ05E3K4Dfgt4amUrIol3LfAu8b2hZwFnp3rgIiI57jvAEhS/RUQyhac6GBG+1KJQJM0EgLuAzXh7My8FCn0Yr4iIGAFgBN7j98dATx/GKyIiMBBYhbe4vQYY4sdgRcSd44HHiF7Svxa4B+2rExFJF17i972o76iIiN+aAQ8AX9N43N6N2Rd9nD/DFBGvzgbeIPzNXA88jfrWiYikq7OIHL9/i+K3iEi6aQ+8iHMi/TJwmn9DE5F43AvUYIolrEFLAkVEMoXit4hIZrkZ2ICJ25uAYf4OR0RERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERER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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "d474d781",
+   "metadata": {},
+   "source": [
+    "<div>\n",
+    "<img 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\"  align=\"left\" width=\"320\"/>\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5e8f6e6a",
+   "metadata": {},
+   "source": [
+    "# License\n",
+    "\n",
+    "This notebook is part of the course [Programming Large Scale Parallel Systems](https://www.francescverdugo.com/XM_40017) at Vrije Universiteit Amsterdam and may be used under a [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/) license."
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Julia 1.10.0",
+   "language": "julia",
+   "name": "julia-1.10"
+  },
+  "language_info": {
+   "file_extension": ".jl",
+   "mimetype": "application/julia",
+   "name": "julia",
+   "version": "1.10.0"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/dev/julia_mpi/index.html b/dev/julia_mpi/index.html
new file mode 100644
index 0000000..8ba0dd6
--- /dev/null
+++ b/dev/julia_mpi/index.html
@@ -0,0 +1,17 @@
+<!DOCTYPE html>
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>- · XM_40017</title><meta name="title" content="- · XM_40017"/><meta property="og:title" content="- · XM_40017"/><meta property="twitter:title" content="- · XM_40017"/><meta name="description" content="Documentation for XM_40017."/><meta property="og:description" content="Documentation for XM_40017."/><meta property="twitter:description" content="Documentation for XM_40017."/><meta property="og:url" content="https://fverdugo.github.io/XM_40017/julia_mpi/"/><meta property="twitter:url" content="https://fverdugo.github.io/XM_40017/julia_mpi/"/><link rel="canonical" href="https://fverdugo.github.io/XM_40017/julia_mpi/"/><script data-outdated-warner src="../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link 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+    <header class="admonition-header">Tip</header>
+    <div class="admonition-body">
+        <ul>
+            <li>
+                Download this notebook and run it locally on your machine [recommended]. Click <a href="https://www.francescverdugo.com/XM_40017/dev/julia_mpi.ipynb" download>here</a>.
+            </li>
+        </ul>
+    </div>
+</div><iframe id="notebook" src="../julia_mpi_src/" style="width:100%"></iframe>
+<script>
+  document.addEventListener('DOMContentLoaded', function(){
+    var myIframe = document.getElementById("notebook");
+    iFrameResize({log:true}, myIframe);	
+});
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+.lm-TabPanel-tabBar {
+  z-index: 1;
+}
+
+.lm-TabPanel-stackedPanel {
+  z-index: 0;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-Collapse {
+  display: flex;
+  flex-direction: column;
+  align-items: stretch;
+}
+
+.jp-Collapse-header {
+  padding: 1px 12px;
+  background-color: var(--jp-layout-color1);
+  border-bottom: solid var(--jp-border-width) var(--jp-border-color2);
+  color: var(--jp-ui-font-color1);
+  cursor: pointer;
+  display: flex;
+  align-items: center;
+  font-size: var(--jp-ui-font-size0);
+  font-weight: 600;
+  text-transform: uppercase;
+  user-select: none;
+}
+
+.jp-Collapser-icon {
+  height: 16px;
+}
+
+.jp-Collapse-header-collapsed .jp-Collapser-icon {
+  transform: rotate(-90deg);
+  margin: auto 0;
+}
+
+.jp-Collapser-title {
+  line-height: 25px;
+}
+
+.jp-Collapse-contents {
+  padding: 0 12px;
+  background-color: var(--jp-layout-color1);
+  color: var(--jp-ui-font-color1);
+  overflow: auto;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/* This file was auto-generated by ensureUiComponents() in @jupyterlab/buildutils */
+
+/**
+ * (DEPRECATED) Support for consuming icons as CSS background images
+ */
+
+/* Icons urls */
+
+:root {
+  --jp-icon-add-above: url(data:image/svg+xml;base64,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);
+  --jp-icon-add-below: url(data:image/svg+xml;base64,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);
+  --jp-icon-add: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE5IDEzaC02djZoLTJ2LTZINXYtMmg2VjVoMnY2aDZ2MnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-bell: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE2IDE2IiB2ZXJzaW9uPSIxLjEiPgogICA8cGF0aCBjbGFzcz0ianAtaWNvbjIganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjMzMzMzMzIgogICAgICBkPSJtOCAwLjI5Yy0xLjQgMC0yLjcgMC43My0zLjYgMS44LTEuMiAxLjUtMS40IDMuNC0xLjUgNS4yLTAuMTggMi4yLTAuNDQgNC0yLjMgNS4zbDAuMjggMS4zaDVjMC4wMjYgMC42NiAwLjMyIDEuMSAwLjcxIDEuNSAwLjg0IDAuNjEgMiAwLjYxIDIuOCAwIDAuNTItMC40IDAuNi0xIDAuNzEtMS41aDVsMC4yOC0xLjNjLTEuOS0wLjk3LTIuMi0zLjMtMi4zLTUuMy0wLjEzLTEuOC0wLjI2LTMuNy0xLjUtNS4yLTAuODUtMS0yLjItMS44LTMuNi0xLjh6bTAgMS40YzAuODggMCAxLjkgMC41NSAyLjUgMS4zIDAuODggMS4xIDEuMSAyLjcgMS4yIDQuNCAwLjEzIDEuNyAwLjIzIDMuNiAxLjMgNS4yaC0xMGMxLjEtMS42IDEuMi0zLjQgMS4zLTUuMiAwLjEzLTEuNyAwLjMtMy4zIDEuMi00LjQgMC41OS0wLjcyIDEuNi0xLjMgMi41LTEuM3ptLTAuNzQgMTJoMS41Yy0wLjAwMTUgMC4yOCAwLjAxNSAwLjc5LTAuNzQgMC43OS0wLjczIDAuMDAxNi0wLjcyLTAuNTMtMC43NC0wLjc5eiIgLz4KPC9zdmc+Cg==);
+  --jp-icon-bug-dot: url(data:image/svg+xml;base64,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);
+  --jp-icon-bug: url(data:image/svg+xml;base64,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);
+  --jp-icon-build: url(data:image/svg+xml;base64,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);
+  --jp-icon-caret-down-empty-thin: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIwIDIwIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwb2x5Z29uIGNsYXNzPSJzdDEiIHBvaW50cz0iOS45LDEzLjYgMy42LDcuNCA0LjQsNi42IDkuOSwxMi4yIDE1LjQsNi43IDE2LjEsNy40ICIvPgoJPC9nPgo8L3N2Zz4K);
+  --jp-icon-caret-down-empty: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiIHNoYXBlLXJlbmRlcmluZz0iZ2VvbWV0cmljUHJlY2lzaW9uIj4KICAgIDxwYXRoIGQ9Ik01LjIsNS45TDksOS43bDMuOC0zLjhsMS4yLDEuMmwtNC45LDVsLTQuOS01TDUuMiw1Ljl6Ii8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-caret-down: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiIHNoYXBlLXJlbmRlcmluZz0iZ2VvbWV0cmljUHJlY2lzaW9uIj4KICAgIDxwYXRoIGQ9Ik01LjIsNy41TDksMTEuMmwzLjgtMy44SDUuMnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-caret-left: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwYXRoIGQ9Ik0xMC44LDEyLjhMNy4xLDlsMy44LTMuOGwwLDcuNkgxMC44eiIvPgogIDwvZz4KPC9zdmc+Cg==);
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+  --jp-icon-caret-up-empty-thin: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIwIDIwIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwb2x5Z29uIGNsYXNzPSJzdDEiIHBvaW50cz0iMTUuNCwxMy4zIDkuOSw3LjcgNC40LDEzLjIgMy42LDEyLjUgOS45LDYuMyAxNi4xLDEyLjYgIi8+Cgk8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-caret-up: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSIgc2hhcGUtcmVuZGVyaW5nPSJnZW9tZXRyaWNQcmVjaXNpb24iPgoJCTxwYXRoIGQ9Ik01LjIsMTAuNUw5LDYuOGwzLjgsMy44SDUuMnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-case-sensitive: url(data:image/svg+xml;base64,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);
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+  --jp-icon-circle: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMTggMTgiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPGNpcmNsZSBjeD0iOSIgY3k9IjkiIHI9IjgiLz4KICA8L2c+Cjwvc3ZnPgo=);
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+  --jp-icon-code-check: url(data:image/svg+xml;base64,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);
+  --jp-icon-code: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMjIiIGhlaWdodD0iMjIiIHZpZXdCb3g9IjAgMCAyOCAyOCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CgkJPHBhdGggZD0iTTExLjQgMTguNkw2LjggMTRMMTEuNCA5LjRMMTAgOEw0IDE0TDEwIDIwTDExLjQgMTguNlpNMTYuNiAxOC42TDIxLjIgMTRMMTYuNiA5LjRMMTggOEwyNCAxNEwxOCAyMEwxNi42IDE4LjZWMTguNloiLz4KCTwvZz4KPC9zdmc+Cg==);
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+  --jp-icon-ellipses: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPGNpcmNsZSBjeD0iNSIgY3k9IjEyIiByPSIyIi8+CiAgICA8Y2lyY2xlIGN4PSIxMiIgY3k9IjEyIiByPSIyIi8+CiAgICA8Y2lyY2xlIGN4PSIxOSIgY3k9IjEyIiByPSIyIi8+CiAgPC9nPgo8L3N2Zz4K);
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+  --jp-icon-expand-all: url(data:image/svg+xml;base64,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);
+  --jp-icon-extension: url(data:image/svg+xml;base64,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);
+  --jp-icon-fast-forward: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIyNCIgaGVpZ2h0PSIyNCIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTQgMThsOC41LTZMNCA2djEyem05LTEydjEybDguNS02TDEzIDZ6Ii8+CiAgICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-file-upload: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTkgMTZoNnYtNmg0bC03LTctNyA3aDR6bS00IDJoMTR2Mkg1eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-file: url(data:image/svg+xml;base64,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);
+  --jp-icon-filter-dot: url(data:image/svg+xml;base64,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);
+  --jp-icon-filter-list: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTEwIDE4aDR2LTJoLTR2MnpNMyA2djJoMThWNkgzem0zIDdoMTJ2LTJINnYyeiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-filter: url(data:image/svg+xml;base64,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);
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+  --jp-icon-home: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIGhlaWdodD0iMjRweCIgdmlld0JveD0iMCAwIDI0IDI0IiB3aWR0aD0iMjRweCIgZmlsbD0iIzAwMDAwMCI+CiAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPjxwYXRoIGNsYXNzPSJqcC1pY29uMyBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiIGQ9Ik0xMCAyMHYtNmg0djZoNXYtOGgzTDEyIDMgMiAxMmgzdjh6Ii8+Cjwvc3ZnPgo=);
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+  --jp-icon-info: url(data:image/svg+xml;base64,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);
+  --jp-icon-inspector: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaW5zcGVjdG9yLWljb24tY29sb3IganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMjAgNEg0Yy0xLjEgMC0xLjk5LjktMS45OSAyTDIgMThjMCAxLjEuOSAyIDIgMmgxNmMxLjEgMCAyLS45IDItMlY2YzAtMS4xLS45LTItMi0yem0tNSAxNEg0di00aDExdjR6bTAtNUg0VjloMTF2NHptNSA1aC00VjloNHY5eiIvPgo8L3N2Zz4K);
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+  --jp-icon-kernel: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICAgIDxwYXRoIGNsYXNzPSJqcC1pY29uMiIgZmlsbD0iIzYxNjE2MSIgZD0iTTE1IDlIOXY2aDZWOXptLTIgNGgtMnYtMmgydjJ6bTgtMlY5aC0yVjdjMC0xLjEtLjktMi0yLTJoLTJWM2gtMnYyaC0yVjNIOXYySDdjLTEuMSAwLTIgLjktMiAydjJIM3YyaDJ2MkgzdjJoMnYyYzAgMS4xLjkgMiAyIDJoMnYyaDJ2LTJoMnYyaDJ2LTJoMmMxLjEgMCAyLS45IDItMnYtMmgydi0yaC0ydi0yaDJ6bS00IDZIN1Y3aDEwdjEweiIvPgo8L3N2Zz4K);
+  --jp-icon-keyboard: url(data:image/svg+xml;base64,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);
+  --jp-icon-launch: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMzIgMzIiIHdpZHRoPSIzMiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIj4KICAgIDxwYXRoIGQ9Ik0yNiwyOEg2YTIuMDAyNywyLjAwMjcsMCwwLDEtMi0yVjZBMi4wMDI3LDIuMDAyNywwLDAsMSw2LDRIMTZWNkg2VjI2SDI2VjE2aDJWMjZBMi4wMDI3LDIuMDAyNywwLDAsMSwyNiwyOFoiLz4KICAgIDxwb2x5Z29uIHBvaW50cz0iMjAgMiAyMCA0IDI2LjU4NiA0IDE4IDEyLjU4NiAxOS40MTQgMTQgMjggNS40MTQgMjggMTIgMzAgMTIgMzAgMiAyMCAyIi8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-launcher: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtaWNvbjMganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNjE2MTYxIiBkPSJNMTkgMTlINVY1aDdWM0g1YTIgMiAwIDAwLTIgMnYxNGEyIDIgMCAwMDIgMmgxNGMxLjEgMCAyLS45IDItMnYtN2gtMnY3ek0xNCAzdjJoMy41OWwtOS44MyA5LjgzIDEuNDEgMS40MUwxOSA2LjQxVjEwaDJWM2gtN3oiLz4KPC9zdmc+Cg==);
+  --jp-icon-line-form: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICAgIDxwYXRoIGZpbGw9IndoaXRlIiBkPSJNNS44OCA0LjEyTDEzLjc2IDEybC03Ljg4IDcuODhMOCAyMmwxMC0xMEw4IDJ6Ii8+Cjwvc3ZnPgo=);
+  --jp-icon-link: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTMuOSAxMmMwLTEuNzEgMS4zOS0zLjEgMy4xLTMuMWg0VjdIN2MtMi43NiAwLTUgMi4yNC01IDVzMi4yNCA1IDUgNWg0di0xLjlIN2MtMS43MSAwLTMuMS0xLjM5LTMuMS0zLjF6TTggMTNoOHYtMkg4djJ6bTktNmgtNHYxLjloNGMxLjcxIDAgMy4xIDEuMzkgMy4xIDMuMXMtMS4zOSAzLjEtMy4xIDMuMWgtNFYxN2g0YzIuNzYgMCA1LTIuMjQgNS01cy0yLjI0LTUtNS01eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-list: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICAgIDxwYXRoIGNsYXNzPSJqcC1pY29uMiBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiIGQ9Ik0xOSA1djE0SDVWNWgxNG0xLjEtMkgzLjljLS41IDAtLjkuNC0uOS45djE2LjJjMCAuNC40LjkuOS45aDE2LjJjLjQgMCAuOS0uNS45LS45VjMuOWMwLS41LS41LS45LS45LS45ek0xMSA3aDZ2MmgtNlY3em0wIDRoNnYyaC02di0yem0wIDRoNnYyaC02ek03IDdoMnYySDd6bTAgNGgydjJIN3ptMCA0aDJ2Mkg3eiIvPgo8L3N2Zz4K);
+  --jp-icon-markdown: url(data:image/svg+xml;base64,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);
+  --jp-icon-move-down: url(data:image/svg+xml;base64,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);
+  --jp-icon-move-up: url(data:image/svg+xml;base64,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);
+  --jp-icon-new-folder: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTIwIDZoLThsLTItMkg0Yy0xLjExIDAtMS45OS44OS0xLjk5IDJMMiAxOGMwIDEuMTEuODkgMiAyIDJoMTZjMS4xMSAwIDItLjg5IDItMlY4YzAtMS4xMS0uODktMi0yLTJ6bS0xIDhoLTN2M2gtMnYtM2gtM3YtMmgzVjloMnYzaDN2MnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-not-trusted: url(data:image/svg+xml;base64,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);
+  --jp-icon-notebook: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8ZyBjbGFzcz0ianAtbm90ZWJvb2staWNvbi1jb2xvciBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiNFRjZDMDAiPgogICAgPHBhdGggZD0iTTE4LjcgMy4zdjE1LjRIMy4zVjMuM2gxNS40bTEuNS0xLjVIMS44djE4LjNoMTguM2wuMS0xOC4zeiIvPgogICAgPHBhdGggZD0iTTE2LjUgMTYuNWwtNS40LTQuMy01LjYgNC4zdi0xMWgxMXoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-numbering: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMjIiIGhlaWdodD0iMjIiIHZpZXdCb3g9IjAgMCAyOCAyOCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KCTxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CgkJPHBhdGggZD0iTTQgMTlINlYxOS41SDVWMjAuNUg2VjIxSDRWMjJIN1YxOEg0VjE5Wk01IDEwSDZWNkg0VjdINVYxMFpNNCAxM0g1LjhMNCAxNS4xVjE2SDdWMTVINS4yTDcgMTIuOVYxMkg0VjEzWk05IDdWOUgyM1Y3SDlaTTkgMjFIMjNWMTlIOVYyMVpNOSAxNUgyM1YxM0g5VjE1WiIvPgoJPC9nPgo8L3N2Zz4K);
+  --jp-icon-offline-bolt: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgMCAyNCAyNCIgd2lkdGg9IjE2Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTEyIDIuMDJjLTUuNTEgMC05Ljk4IDQuNDctOS45OCA5Ljk4czQuNDcgOS45OCA5Ljk4IDkuOTggOS45OC00LjQ3IDkuOTgtOS45OFMxNy41MSAyLjAyIDEyIDIuMDJ6TTExLjQ4IDIwdi02LjI2SDhMMTMgNHY2LjI2aDMuMzVMMTEuNDggMjB6Ii8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-palette: url(data:image/svg+xml;base64,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);
+  --jp-icon-paste: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTE5IDJoLTQuMThDMTQuNC44NCAxMy4zIDAgMTIgMGMtMS4zIDAtMi40Ljg0LTIuODIgMkg1Yy0xLjEgMC0yIC45LTIgMnYxNmMwIDEuMS45IDIgMiAyaDE0YzEuMSAwIDItLjkgMi0yVjRjMC0xLjEtLjktMi0yLTJ6bS03IDBjLjU1IDAgMSAuNDUgMSAxcy0uNDUgMS0xIDEtMS0uNDUtMS0xIC40NS0xIDEtMXptNyAxOEg1VjRoMnYzaDEwVjRoMnYxNnoiLz4KICAgIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-pdf: url(data:image/svg+xml;base64,PHN2ZwogICB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHZpZXdCb3g9IjAgMCAyMiAyMiIgd2lkdGg9IjE2Ij4KICAgIDxwYXRoIHRyYW5zZm9ybT0icm90YXRlKDQ1KSIgY2xhc3M9ImpwLWljb24tc2VsZWN0YWJsZSIgZmlsbD0iI0ZGMkEyQSIKICAgICAgIGQ9Im0gMjIuMzQ0MzY5LC0zLjAxNjM2NDIgaCA1LjYzODYwNCB2IDEuNTc5MjQzMyBoIC0zLjU0OTIyNyB2IDEuNTA4NjkyOTkgaCAzLjMzNzU3NiBWIDEuNjUwODE1NCBoIC0zLjMzNzU3NiB2IDMuNDM1MjYxMyBoIC0yLjA4OTM3NyB6IG0gLTcuMTM2NDQ0LDEuNTc5MjQzMyB2IDQuOTQzOTU0MyBoIDAuNzQ4OTIgcSAxLjI4MDc2MSwwIDEuOTUzNzAzLC0wLjYzNDk1MzUgMC42NzgzNjksLTAuNjM0OTUzNSAwLjY3ODM2OSwtMS44NDUxNjQxIDAsLTEuMjA0NzgzNTUgLTAuNjcyOTQyLC0xLjgzNDMxMDExIC0wLjY3Mjk0MiwtMC42Mjk1MjY1OSAtMS45NTkxMywtMC42Mjk1MjY1OSB6IG0gLTIuMDg5Mzc3LC0xLjU3OTI0MzMgaCAyLjIwMzM0MyBxIDEuODQ1MTY0LDAgMi43NDYwMzksMC4yNjU5MjA3IDAuOTA2MzAxLDAuMjYwNDkzNyAxLjU1MjEwOCwwLjg5MDAyMDMgMC41Njk4MywwLjU0ODEyMjMgMC44NDY2MDUsMS4yNjQ0ODAwNiAwLjI3Njc3NCwwLjcxNjM1NzgxIDAuMjc2Nzc0LDEuNjIyNjU4OTQgMCwwLjkxNzE1NTEgLTAuMjc2Nzc0LDEuNjM4OTM5OSAtMC4yNzY3NzUsMC43MTYzNTc4IC0wLjg0NjYwNSwxLjI2NDQ4IC0wLjY1MTIzNCwwLjYyOTUyNjYgLTEuNTYyOTYyLDAuODk1NDQ3MyAtMC45MTE3MjgsMC4yNjA0OTM3IC0yLjczNTE4NSwwLjI2MDQ5MzcgaCAtMi4yMDMzNDMgeiBtIC04LjE0NTg1NjUsMCBoIDMuNDY3ODIzIHEgMS41NDY2ODE2LDAgMi4zNzE1Nzg1LDAuNjg5MjIzIDAuODMwMzI0LDAuNjgzNzk2MSAwLjgzMDMyNCwxLjk1MzcwMzE0IDAsMS4yNzUzMzM5NyAtMC44MzAzMjQsMS45NjQ1NTcwNiBRIDkuOTg3MTk2MSwyLjI3NDkxNSA4LjQ0MDUxNDUsMi4yNzQ5MTUgSCA3LjA2MjA2ODQgViA1LjA4NjA3NjcgSCA0Ljk3MjY5MTUgWiBtIDIuMDg5Mzc2OSwxLjUxNDExOTkgdiAyLjI2MzAzOTQzIGggMS4xNTU5NDEgcSAwLjYwNzgxODgsMCAwLjkzODg2MjksLTAuMjkzMDU1NDcgMC4zMzEwNDQxLC0wLjI5ODQ4MjQxIDAuMzMxMDQ0MSwtMC44NDExNzc3MiAwLC0wLjU0MjY5NTMxIC0wLjMzMTA0NDEsLTAuODM1NzUwNzQgLTAuMzMxMDQ0MSwtMC4yOTMwNTU1IC0wLjkzODg2MjksLTAuMjkzMDU1NSB6IgovPgo8L3N2Zz4K);
+  --jp-icon-python: url(data:image/svg+xml;base64,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);
+  --jp-icon-r-kernel: url(data:image/svg+xml;base64,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);
+  --jp-icon-react: url(data:image/svg+xml;base64,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);
+  --jp-icon-redo: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIGhlaWdodD0iMjQiIHZpZXdCb3g9IjAgMCAyNCAyNCIgd2lkdGg9IjE2Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgICA8cGF0aCBkPSJNMCAwaDI0djI0SDB6IiBmaWxsPSJub25lIi8+PHBhdGggZD0iTTE4LjQgMTAuNkMxNi41NSA4Ljk5IDE0LjE1IDggMTEuNSA4Yy00LjY1IDAtOC41OCAzLjAzLTkuOTYgNy4yMkwzLjkgMTZjMS4wNS0zLjE5IDQuMDUtNS41IDcuNi01LjUgMS45NSAwIDMuNzMuNzIgNS4xMiAxLjg4TDEzIDE2aDlWN2wtMy42IDMuNnoiLz4KICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-refresh: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDE4IDE4Ij4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTkgMTMuNWMtMi40OSAwLTQuNS0yLjAxLTQuNS00LjVTNi41MSA0LjUgOSA0LjVjMS4yNCAwIDIuMzYuNTIgMy4xNyAxLjMzTDEwIDhoNVYzbC0xLjc2IDEuNzZDMTIuMTUgMy42OCAxMC42NiAzIDkgMyA1LjY5IDMgMy4wMSA1LjY5IDMuMDEgOVM1LjY5IDE1IDkgMTVjMi45NyAwIDUuNDMtMi4xNiA1LjktNWgtMS41MmMtLjQ2IDItMi4yNCAzLjUtNC4zOCAzLjV6Ii8+CiAgICA8L2c+Cjwvc3ZnPgo=);
+  --jp-icon-regex: url(data:image/svg+xml;base64,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);
+  --jp-icon-run: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTggNXYxNGwxMS03eiIvPgogICAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-running: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDUxMiA1MTIiPgogIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICA8cGF0aCBkPSJNMjU2IDhDMTE5IDggOCAxMTkgOCAyNTZzMTExIDI0OCAyNDggMjQ4IDI0OC0xMTEgMjQ4LTI0OFMzOTMgOCAyNTYgOHptOTYgMzI4YzAgOC44LTcuMiAxNi0xNiAxNkgxNzZjLTguOCAwLTE2LTcuMi0xNi0xNlYxNzZjMC04LjggNy4yLTE2IDE2LTE2aDE2MGM4LjggMCAxNiA3LjIgMTYgMTZ2MTYweiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-save: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTE3IDNINWMtMS4xMSAwLTIgLjktMiAydjE0YzAgMS4xLjg5IDIgMiAyaDE0YzEuMSAwIDItLjkgMi0yVjdsLTQtNHptLTUgMTZjLTEuNjYgMC0zLTEuMzQtMy0zczEuMzQtMyAzLTMgMyAxLjM0IDMgMy0xLjM0IDMtMyAzem0zLTEwSDVWNWgxMHY0eiIvPgogICAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-search: url(data:image/svg+xml;base64,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);
+  --jp-icon-settings: url(data:image/svg+xml;base64,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);
+  --jp-icon-share: url(data:image/svg+xml;base64,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);
+  --jp-icon-spreadsheet: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8cGF0aCBjbGFzcz0ianAtaWNvbi1jb250cmFzdDEganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjNENBRjUwIiBkPSJNMi4yIDIuMnYxNy42aDE3LjZWMi4ySDIuMnptMTUuNCA3LjdoLTUuNVY0LjRoNS41djUuNXpNOS45IDQuNHY1LjVINC40VjQuNGg1LjV6bS01LjUgNy43aDUuNXY1LjVINC40di01LjV6bTcuNyA1LjV2LTUuNWg1LjV2NS41aC01LjV6Ii8+Cjwvc3ZnPgo=);
+  --jp-icon-stop: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPgogICAgICAgIDxwYXRoIGQ9Ik02IDZoMTJ2MTJINnoiLz4KICAgIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-tab: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTIxIDNIM2MtMS4xIDAtMiAuOS0yIDJ2MTRjMCAxLjEuOSAyIDIgMmgxOGMxLjEgMCAyLS45IDItMlY1YzAtMS4xLS45LTItMi0yem0wIDE2SDNWNWgxMHY0aDh2MTB6Ii8+CiAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-table-rows: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPgogICAgICAgIDxwYXRoIGQ9Ik0yMSw4SDNWNGgxOFY4eiBNMjEsMTBIM3Y0aDE4VjEweiBNMjEsMTZIM3Y0aDE4VjE2eiIvPgogICAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-tag: url(data:image/svg+xml;base64,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);
+  --jp-icon-terminal: url(data:image/svg+xml;base64,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);
+  --jp-icon-text-editor: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDI0IDI0Ij4KICA8cGF0aCBjbGFzcz0ianAtdGV4dC1lZGl0b3ItaWNvbi1jb2xvciBqcC1pY29uLXNlbGVjdGFibGUiIGZpbGw9IiM2MTYxNjEiIGQ9Ik0xNSAxNUgzdjJoMTJ2LTJ6bTAtOEgzdjJoMTJWN3pNMyAxM2gxOHYtMkgzdjJ6bTAgOGgxOHYtMkgzdjJ6TTMgM3YyaDE4VjNIM3oiLz4KPC9zdmc+Cg==);
+  --jp-icon-toc: url(data:image/svg+xml;base64,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);
+  --jp-icon-tree-view: url(data:image/svg+xml;base64,PHN2ZyBoZWlnaHQ9IjI0IiB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICAgIDxnIGNsYXNzPSJqcC1pY29uMyIgZmlsbD0iIzYxNjE2MSI+CiAgICAgICAgPHBhdGggZD0iTTAgMGgyNHYyNEgweiIgZmlsbD0ibm9uZSIvPgogICAgICAgIDxwYXRoIGQ9Ik0yMiAxMVYzaC03djNIOVYzSDJ2OGg3VjhoMnYxMGg0djNoN3YtOGgtN3YzaC0yVjhoMnYzeiIvPgogICAgPC9nPgo8L3N2Zz4K);
+  --jp-icon-trusted: url(data:image/svg+xml;base64,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);
+  --jp-icon-undo: url(data:image/svg+xml;base64,PHN2ZyB2aWV3Qm94PSIwIDAgMjQgMjQiIHdpZHRoPSIxNiIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTEyLjUgOGMtMi42NSAwLTUuMDUuOTktNi45IDIuNkwyIDd2OWg5bC0zLjYyLTMuNjJjMS4zOS0xLjE2IDMuMTYtMS44OCA1LjEyLTEuODggMy41NCAwIDYuNTUgMi4zMSA3LjYgNS41bDIuMzctLjc4QzIxLjA4IDExLjAzIDE3LjE1IDggMTIuNSA4eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-user: url(data:image/svg+xml;base64,PHN2ZyB3aWR0aD0iMTYiIHZpZXdCb3g9IjAgMCAyNCAyNCIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj4KICA8ZyBjbGFzcz0ianAtaWNvbjMiIGZpbGw9IiM2MTYxNjEiPgogICAgPHBhdGggZD0iTTE2IDdhNCA0IDAgMTEtOCAwIDQgNCAwIDAxOCAwek0xMiAxNGE3IDcgMCAwMC03IDdoMTRhNyA3IDAgMDAtNy03eiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-users: url(data:image/svg+xml;base64,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);
+  --jp-icon-vega: url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSIxNiIgdmlld0JveD0iMCAwIDIyIDIyIj4KICA8ZyBjbGFzcz0ianAtaWNvbjEganAtaWNvbi1zZWxlY3RhYmxlIiBmaWxsPSIjMjEyMTIxIj4KICAgIDxwYXRoIGQ9Ik0xMC42IDUuNGwyLjItMy4ySDIuMnY3LjNsNC02LjZ6Ii8+CiAgICA8cGF0aCBkPSJNMTUuOCAyLjJsLTQuNCA2LjZMNyA2LjNsLTQuOCA4djUuNWgxNy42VjIuMmgtNHptLTcgMTUuNEg1LjV2LTQuNGgzLjN2NC40em00LjQgMEg5LjhWOS44aDMuNHY3Ljh6bTQuNCAwaC0zLjRWNi41aDMuNHYxMS4xeiIvPgogIDwvZz4KPC9zdmc+Cg==);
+  --jp-icon-word: url(data:image/svg+xml;base64,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);
+  --jp-icon-yaml: url(data:image/svg+xml;base64,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);
+}
+
+/* Icon CSS class declarations */
+
+.jp-AddAboveIcon {
+  background-image: var(--jp-icon-add-above);
+}
+
+.jp-AddBelowIcon {
+  background-image: var(--jp-icon-add-below);
+}
+
+.jp-AddIcon {
+  background-image: var(--jp-icon-add);
+}
+
+.jp-BellIcon {
+  background-image: var(--jp-icon-bell);
+}
+
+.jp-BugDotIcon {
+  background-image: var(--jp-icon-bug-dot);
+}
+
+.jp-BugIcon {
+  background-image: var(--jp-icon-bug);
+}
+
+.jp-BuildIcon {
+  background-image: var(--jp-icon-build);
+}
+
+.jp-CaretDownEmptyIcon {
+  background-image: var(--jp-icon-caret-down-empty);
+}
+
+.jp-CaretDownEmptyThinIcon {
+  background-image: var(--jp-icon-caret-down-empty-thin);
+}
+
+.jp-CaretDownIcon {
+  background-image: var(--jp-icon-caret-down);
+}
+
+.jp-CaretLeftIcon {
+  background-image: var(--jp-icon-caret-left);
+}
+
+.jp-CaretRightIcon {
+  background-image: var(--jp-icon-caret-right);
+}
+
+.jp-CaretUpEmptyThinIcon {
+  background-image: var(--jp-icon-caret-up-empty-thin);
+}
+
+.jp-CaretUpIcon {
+  background-image: var(--jp-icon-caret-up);
+}
+
+.jp-CaseSensitiveIcon {
+  background-image: var(--jp-icon-case-sensitive);
+}
+
+.jp-CheckIcon {
+  background-image: var(--jp-icon-check);
+}
+
+.jp-CircleEmptyIcon {
+  background-image: var(--jp-icon-circle-empty);
+}
+
+.jp-CircleIcon {
+  background-image: var(--jp-icon-circle);
+}
+
+.jp-ClearIcon {
+  background-image: var(--jp-icon-clear);
+}
+
+.jp-CloseIcon {
+  background-image: var(--jp-icon-close);
+}
+
+.jp-CodeCheckIcon {
+  background-image: var(--jp-icon-code-check);
+}
+
+.jp-CodeIcon {
+  background-image: var(--jp-icon-code);
+}
+
+.jp-CollapseAllIcon {
+  background-image: var(--jp-icon-collapse-all);
+}
+
+.jp-ConsoleIcon {
+  background-image: var(--jp-icon-console);
+}
+
+.jp-CopyIcon {
+  background-image: var(--jp-icon-copy);
+}
+
+.jp-CopyrightIcon {
+  background-image: var(--jp-icon-copyright);
+}
+
+.jp-CutIcon {
+  background-image: var(--jp-icon-cut);
+}
+
+.jp-DeleteIcon {
+  background-image: var(--jp-icon-delete);
+}
+
+.jp-DownloadIcon {
+  background-image: var(--jp-icon-download);
+}
+
+.jp-DuplicateIcon {
+  background-image: var(--jp-icon-duplicate);
+}
+
+.jp-EditIcon {
+  background-image: var(--jp-icon-edit);
+}
+
+.jp-EllipsesIcon {
+  background-image: var(--jp-icon-ellipses);
+}
+
+.jp-ErrorIcon {
+  background-image: var(--jp-icon-error);
+}
+
+.jp-ExpandAllIcon {
+  background-image: var(--jp-icon-expand-all);
+}
+
+.jp-ExtensionIcon {
+  background-image: var(--jp-icon-extension);
+}
+
+.jp-FastForwardIcon {
+  background-image: var(--jp-icon-fast-forward);
+}
+
+.jp-FileIcon {
+  background-image: var(--jp-icon-file);
+}
+
+.jp-FileUploadIcon {
+  background-image: var(--jp-icon-file-upload);
+}
+
+.jp-FilterDotIcon {
+  background-image: var(--jp-icon-filter-dot);
+}
+
+.jp-FilterIcon {
+  background-image: var(--jp-icon-filter);
+}
+
+.jp-FilterListIcon {
+  background-image: var(--jp-icon-filter-list);
+}
+
+.jp-FolderFavoriteIcon {
+  background-image: var(--jp-icon-folder-favorite);
+}
+
+.jp-FolderIcon {
+  background-image: var(--jp-icon-folder);
+}
+
+.jp-HomeIcon {
+  background-image: var(--jp-icon-home);
+}
+
+.jp-Html5Icon {
+  background-image: var(--jp-icon-html5);
+}
+
+.jp-ImageIcon {
+  background-image: var(--jp-icon-image);
+}
+
+.jp-InfoIcon {
+  background-image: var(--jp-icon-info);
+}
+
+.jp-InspectorIcon {
+  background-image: var(--jp-icon-inspector);
+}
+
+.jp-JsonIcon {
+  background-image: var(--jp-icon-json);
+}
+
+.jp-JuliaIcon {
+  background-image: var(--jp-icon-julia);
+}
+
+.jp-JupyterFaviconIcon {
+  background-image: var(--jp-icon-jupyter-favicon);
+}
+
+.jp-JupyterIcon {
+  background-image: var(--jp-icon-jupyter);
+}
+
+.jp-JupyterlabWordmarkIcon {
+  background-image: var(--jp-icon-jupyterlab-wordmark);
+}
+
+.jp-KernelIcon {
+  background-image: var(--jp-icon-kernel);
+}
+
+.jp-KeyboardIcon {
+  background-image: var(--jp-icon-keyboard);
+}
+
+.jp-LaunchIcon {
+  background-image: var(--jp-icon-launch);
+}
+
+.jp-LauncherIcon {
+  background-image: var(--jp-icon-launcher);
+}
+
+.jp-LineFormIcon {
+  background-image: var(--jp-icon-line-form);
+}
+
+.jp-LinkIcon {
+  background-image: var(--jp-icon-link);
+}
+
+.jp-ListIcon {
+  background-image: var(--jp-icon-list);
+}
+
+.jp-MarkdownIcon {
+  background-image: var(--jp-icon-markdown);
+}
+
+.jp-MoveDownIcon {
+  background-image: var(--jp-icon-move-down);
+}
+
+.jp-MoveUpIcon {
+  background-image: var(--jp-icon-move-up);
+}
+
+.jp-NewFolderIcon {
+  background-image: var(--jp-icon-new-folder);
+}
+
+.jp-NotTrustedIcon {
+  background-image: var(--jp-icon-not-trusted);
+}
+
+.jp-NotebookIcon {
+  background-image: var(--jp-icon-notebook);
+}
+
+.jp-NumberingIcon {
+  background-image: var(--jp-icon-numbering);
+}
+
+.jp-OfflineBoltIcon {
+  background-image: var(--jp-icon-offline-bolt);
+}
+
+.jp-PaletteIcon {
+  background-image: var(--jp-icon-palette);
+}
+
+.jp-PasteIcon {
+  background-image: var(--jp-icon-paste);
+}
+
+.jp-PdfIcon {
+  background-image: var(--jp-icon-pdf);
+}
+
+.jp-PythonIcon {
+  background-image: var(--jp-icon-python);
+}
+
+.jp-RKernelIcon {
+  background-image: var(--jp-icon-r-kernel);
+}
+
+.jp-ReactIcon {
+  background-image: var(--jp-icon-react);
+}
+
+.jp-RedoIcon {
+  background-image: var(--jp-icon-redo);
+}
+
+.jp-RefreshIcon {
+  background-image: var(--jp-icon-refresh);
+}
+
+.jp-RegexIcon {
+  background-image: var(--jp-icon-regex);
+}
+
+.jp-RunIcon {
+  background-image: var(--jp-icon-run);
+}
+
+.jp-RunningIcon {
+  background-image: var(--jp-icon-running);
+}
+
+.jp-SaveIcon {
+  background-image: var(--jp-icon-save);
+}
+
+.jp-SearchIcon {
+  background-image: var(--jp-icon-search);
+}
+
+.jp-SettingsIcon {
+  background-image: var(--jp-icon-settings);
+}
+
+.jp-ShareIcon {
+  background-image: var(--jp-icon-share);
+}
+
+.jp-SpreadsheetIcon {
+  background-image: var(--jp-icon-spreadsheet);
+}
+
+.jp-StopIcon {
+  background-image: var(--jp-icon-stop);
+}
+
+.jp-TabIcon {
+  background-image: var(--jp-icon-tab);
+}
+
+.jp-TableRowsIcon {
+  background-image: var(--jp-icon-table-rows);
+}
+
+.jp-TagIcon {
+  background-image: var(--jp-icon-tag);
+}
+
+.jp-TerminalIcon {
+  background-image: var(--jp-icon-terminal);
+}
+
+.jp-TextEditorIcon {
+  background-image: var(--jp-icon-text-editor);
+}
+
+.jp-TocIcon {
+  background-image: var(--jp-icon-toc);
+}
+
+.jp-TreeViewIcon {
+  background-image: var(--jp-icon-tree-view);
+}
+
+.jp-TrustedIcon {
+  background-image: var(--jp-icon-trusted);
+}
+
+.jp-UndoIcon {
+  background-image: var(--jp-icon-undo);
+}
+
+.jp-UserIcon {
+  background-image: var(--jp-icon-user);
+}
+
+.jp-UsersIcon {
+  background-image: var(--jp-icon-users);
+}
+
+.jp-VegaIcon {
+  background-image: var(--jp-icon-vega);
+}
+
+.jp-WordIcon {
+  background-image: var(--jp-icon-word);
+}
+
+.jp-YamlIcon {
+  background-image: var(--jp-icon-yaml);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/**
+ * (DEPRECATED) Support for consuming icons as CSS background images
+ */
+
+.jp-Icon,
+.jp-MaterialIcon {
+  background-position: center;
+  background-repeat: no-repeat;
+  background-size: 16px;
+  min-width: 16px;
+  min-height: 16px;
+}
+
+.jp-Icon-cover {
+  background-position: center;
+  background-repeat: no-repeat;
+  background-size: cover;
+}
+
+/**
+ * (DEPRECATED) Support for specific CSS icon sizes
+ */
+
+.jp-Icon-16 {
+  background-size: 16px;
+  min-width: 16px;
+  min-height: 16px;
+}
+
+.jp-Icon-18 {
+  background-size: 18px;
+  min-width: 18px;
+  min-height: 18px;
+}
+
+.jp-Icon-20 {
+  background-size: 20px;
+  min-width: 20px;
+  min-height: 20px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.lm-TabBar .lm-TabBar-addButton {
+  align-items: center;
+  display: flex;
+  padding: 4px;
+  padding-bottom: 5px;
+  margin-right: 1px;
+  background-color: var(--jp-layout-color2);
+}
+
+.lm-TabBar .lm-TabBar-addButton:hover {
+  background-color: var(--jp-layout-color1);
+}
+
+.lm-DockPanel-tabBar .lm-TabBar-tab {
+  width: var(--jp-private-horizontal-tab-width);
+}
+
+.lm-DockPanel-tabBar .lm-TabBar-content {
+  flex: unset;
+}
+
+.lm-DockPanel-tabBar[data-orientation='horizontal'] {
+  flex: 1 1 auto;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/**
+ * Support for icons as inline SVG HTMLElements
+ */
+
+/* recolor the primary elements of an icon */
+.jp-icon0[fill] {
+  fill: var(--jp-inverse-layout-color0);
+}
+
+.jp-icon1[fill] {
+  fill: var(--jp-inverse-layout-color1);
+}
+
+.jp-icon2[fill] {
+  fill: var(--jp-inverse-layout-color2);
+}
+
+.jp-icon3[fill] {
+  fill: var(--jp-inverse-layout-color3);
+}
+
+.jp-icon4[fill] {
+  fill: var(--jp-inverse-layout-color4);
+}
+
+.jp-icon0[stroke] {
+  stroke: var(--jp-inverse-layout-color0);
+}
+
+.jp-icon1[stroke] {
+  stroke: var(--jp-inverse-layout-color1);
+}
+
+.jp-icon2[stroke] {
+  stroke: var(--jp-inverse-layout-color2);
+}
+
+.jp-icon3[stroke] {
+  stroke: var(--jp-inverse-layout-color3);
+}
+
+.jp-icon4[stroke] {
+  stroke: var(--jp-inverse-layout-color4);
+}
+
+/* recolor the accent elements of an icon */
+.jp-icon-accent0[fill] {
+  fill: var(--jp-layout-color0);
+}
+
+.jp-icon-accent1[fill] {
+  fill: var(--jp-layout-color1);
+}
+
+.jp-icon-accent2[fill] {
+  fill: var(--jp-layout-color2);
+}
+
+.jp-icon-accent3[fill] {
+  fill: var(--jp-layout-color3);
+}
+
+.jp-icon-accent4[fill] {
+  fill: var(--jp-layout-color4);
+}
+
+.jp-icon-accent0[stroke] {
+  stroke: var(--jp-layout-color0);
+}
+
+.jp-icon-accent1[stroke] {
+  stroke: var(--jp-layout-color1);
+}
+
+.jp-icon-accent2[stroke] {
+  stroke: var(--jp-layout-color2);
+}
+
+.jp-icon-accent3[stroke] {
+  stroke: var(--jp-layout-color3);
+}
+
+.jp-icon-accent4[stroke] {
+  stroke: var(--jp-layout-color4);
+}
+
+/* set the color of an icon to transparent */
+.jp-icon-none[fill] {
+  fill: none;
+}
+
+.jp-icon-none[stroke] {
+  stroke: none;
+}
+
+/* brand icon colors. Same for light and dark */
+.jp-icon-brand0[fill] {
+  fill: var(--jp-brand-color0);
+}
+
+.jp-icon-brand1[fill] {
+  fill: var(--jp-brand-color1);
+}
+
+.jp-icon-brand2[fill] {
+  fill: var(--jp-brand-color2);
+}
+
+.jp-icon-brand3[fill] {
+  fill: var(--jp-brand-color3);
+}
+
+.jp-icon-brand4[fill] {
+  fill: var(--jp-brand-color4);
+}
+
+.jp-icon-brand0[stroke] {
+  stroke: var(--jp-brand-color0);
+}
+
+.jp-icon-brand1[stroke] {
+  stroke: var(--jp-brand-color1);
+}
+
+.jp-icon-brand2[stroke] {
+  stroke: var(--jp-brand-color2);
+}
+
+.jp-icon-brand3[stroke] {
+  stroke: var(--jp-brand-color3);
+}
+
+.jp-icon-brand4[stroke] {
+  stroke: var(--jp-brand-color4);
+}
+
+/* warn icon colors. Same for light and dark */
+.jp-icon-warn0[fill] {
+  fill: var(--jp-warn-color0);
+}
+
+.jp-icon-warn1[fill] {
+  fill: var(--jp-warn-color1);
+}
+
+.jp-icon-warn2[fill] {
+  fill: var(--jp-warn-color2);
+}
+
+.jp-icon-warn3[fill] {
+  fill: var(--jp-warn-color3);
+}
+
+.jp-icon-warn0[stroke] {
+  stroke: var(--jp-warn-color0);
+}
+
+.jp-icon-warn1[stroke] {
+  stroke: var(--jp-warn-color1);
+}
+
+.jp-icon-warn2[stroke] {
+  stroke: var(--jp-warn-color2);
+}
+
+.jp-icon-warn3[stroke] {
+  stroke: var(--jp-warn-color3);
+}
+
+/* icon colors that contrast well with each other and most backgrounds */
+.jp-icon-contrast0[fill] {
+  fill: var(--jp-icon-contrast-color0);
+}
+
+.jp-icon-contrast1[fill] {
+  fill: var(--jp-icon-contrast-color1);
+}
+
+.jp-icon-contrast2[fill] {
+  fill: var(--jp-icon-contrast-color2);
+}
+
+.jp-icon-contrast3[fill] {
+  fill: var(--jp-icon-contrast-color3);
+}
+
+.jp-icon-contrast0[stroke] {
+  stroke: var(--jp-icon-contrast-color0);
+}
+
+.jp-icon-contrast1[stroke] {
+  stroke: var(--jp-icon-contrast-color1);
+}
+
+.jp-icon-contrast2[stroke] {
+  stroke: var(--jp-icon-contrast-color2);
+}
+
+.jp-icon-contrast3[stroke] {
+  stroke: var(--jp-icon-contrast-color3);
+}
+
+.jp-icon-dot[fill] {
+  fill: var(--jp-warn-color0);
+}
+
+.jp-jupyter-icon-color[fill] {
+  fill: var(--jp-jupyter-icon-color, var(--jp-warn-color0));
+}
+
+.jp-notebook-icon-color[fill] {
+  fill: var(--jp-notebook-icon-color, var(--jp-warn-color0));
+}
+
+.jp-json-icon-color[fill] {
+  fill: var(--jp-json-icon-color, var(--jp-warn-color1));
+}
+
+.jp-console-icon-color[fill] {
+  fill: var(--jp-console-icon-color, white);
+}
+
+.jp-console-icon-background-color[fill] {
+  fill: var(--jp-console-icon-background-color, var(--jp-brand-color1));
+}
+
+.jp-terminal-icon-color[fill] {
+  fill: var(--jp-terminal-icon-color, var(--jp-layout-color2));
+}
+
+.jp-terminal-icon-background-color[fill] {
+  fill: var(
+    --jp-terminal-icon-background-color,
+    var(--jp-inverse-layout-color2)
+  );
+}
+
+.jp-text-editor-icon-color[fill] {
+  fill: var(--jp-text-editor-icon-color, var(--jp-inverse-layout-color3));
+}
+
+.jp-inspector-icon-color[fill] {
+  fill: var(--jp-inspector-icon-color, var(--jp-inverse-layout-color3));
+}
+
+/* CSS for icons in selected filebrowser listing items */
+.jp-DirListing-item.jp-mod-selected .jp-icon-selectable[fill] {
+  fill: #fff;
+}
+
+.jp-DirListing-item.jp-mod-selected .jp-icon-selectable-inverse[fill] {
+  fill: var(--jp-brand-color1);
+}
+
+/* stylelint-disable selector-max-class, selector-max-compound-selectors */
+
+/**
+* TODO: come up with non css-hack solution for showing the busy icon on top
+*  of the close icon
+* CSS for complex behavior of close icon of tabs in the main area tabbar
+*/
+.lm-DockPanel-tabBar
+  .lm-TabBar-tab.lm-mod-closable.jp-mod-dirty
+  > .lm-TabBar-tabCloseIcon
+  > :not(:hover)
+  > .jp-icon3[fill] {
+  fill: none;
+}
+
+.lm-DockPanel-tabBar
+  .lm-TabBar-tab.lm-mod-closable.jp-mod-dirty
+  > .lm-TabBar-tabCloseIcon
+  > :not(:hover)
+  > .jp-icon-busy[fill] {
+  fill: var(--jp-inverse-layout-color3);
+}
+
+/* stylelint-enable selector-max-class, selector-max-compound-selectors */
+
+/* CSS for icons in status bar */
+#jp-main-statusbar .jp-mod-selected .jp-icon-selectable[fill] {
+  fill: #fff;
+}
+
+#jp-main-statusbar .jp-mod-selected .jp-icon-selectable-inverse[fill] {
+  fill: var(--jp-brand-color1);
+}
+
+/* special handling for splash icon CSS. While the theme CSS reloads during
+   splash, the splash icon can loose theming. To prevent that, we set a
+   default for its color variable */
+:root {
+  --jp-warn-color0: var(--md-orange-700);
+}
+
+/* not sure what to do with this one, used in filebrowser listing */
+.jp-DragIcon {
+  margin-right: 4px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/**
+ * Support for alt colors for icons as inline SVG HTMLElements
+ */
+
+/* alt recolor the primary elements of an icon */
+.jp-icon-alt .jp-icon0[fill] {
+  fill: var(--jp-layout-color0);
+}
+
+.jp-icon-alt .jp-icon1[fill] {
+  fill: var(--jp-layout-color1);
+}
+
+.jp-icon-alt .jp-icon2[fill] {
+  fill: var(--jp-layout-color2);
+}
+
+.jp-icon-alt .jp-icon3[fill] {
+  fill: var(--jp-layout-color3);
+}
+
+.jp-icon-alt .jp-icon4[fill] {
+  fill: var(--jp-layout-color4);
+}
+
+.jp-icon-alt .jp-icon0[stroke] {
+  stroke: var(--jp-layout-color0);
+}
+
+.jp-icon-alt .jp-icon1[stroke] {
+  stroke: var(--jp-layout-color1);
+}
+
+.jp-icon-alt .jp-icon2[stroke] {
+  stroke: var(--jp-layout-color2);
+}
+
+.jp-icon-alt .jp-icon3[stroke] {
+  stroke: var(--jp-layout-color3);
+}
+
+.jp-icon-alt .jp-icon4[stroke] {
+  stroke: var(--jp-layout-color4);
+}
+
+/* alt recolor the accent elements of an icon */
+.jp-icon-alt .jp-icon-accent0[fill] {
+  fill: var(--jp-inverse-layout-color0);
+}
+
+.jp-icon-alt .jp-icon-accent1[fill] {
+  fill: var(--jp-inverse-layout-color1);
+}
+
+.jp-icon-alt .jp-icon-accent2[fill] {
+  fill: var(--jp-inverse-layout-color2);
+}
+
+.jp-icon-alt .jp-icon-accent3[fill] {
+  fill: var(--jp-inverse-layout-color3);
+}
+
+.jp-icon-alt .jp-icon-accent4[fill] {
+  fill: var(--jp-inverse-layout-color4);
+}
+
+.jp-icon-alt .jp-icon-accent0[stroke] {
+  stroke: var(--jp-inverse-layout-color0);
+}
+
+.jp-icon-alt .jp-icon-accent1[stroke] {
+  stroke: var(--jp-inverse-layout-color1);
+}
+
+.jp-icon-alt .jp-icon-accent2[stroke] {
+  stroke: var(--jp-inverse-layout-color2);
+}
+
+.jp-icon-alt .jp-icon-accent3[stroke] {
+  stroke: var(--jp-inverse-layout-color3);
+}
+
+.jp-icon-alt .jp-icon-accent4[stroke] {
+  stroke: var(--jp-inverse-layout-color4);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-icon-hoverShow:not(:hover) .jp-icon-hoverShow-content {
+  display: none !important;
+}
+
+/**
+ * Support for hover colors for icons as inline SVG HTMLElements
+ */
+
+/**
+ * regular colors
+ */
+
+/* recolor the primary elements of an icon */
+.jp-icon-hover :hover .jp-icon0-hover[fill] {
+  fill: var(--jp-inverse-layout-color0);
+}
+
+.jp-icon-hover :hover .jp-icon1-hover[fill] {
+  fill: var(--jp-inverse-layout-color1);
+}
+
+.jp-icon-hover :hover .jp-icon2-hover[fill] {
+  fill: var(--jp-inverse-layout-color2);
+}
+
+.jp-icon-hover :hover .jp-icon3-hover[fill] {
+  fill: var(--jp-inverse-layout-color3);
+}
+
+.jp-icon-hover :hover .jp-icon4-hover[fill] {
+  fill: var(--jp-inverse-layout-color4);
+}
+
+.jp-icon-hover :hover .jp-icon0-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color0);
+}
+
+.jp-icon-hover :hover .jp-icon1-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color1);
+}
+
+.jp-icon-hover :hover .jp-icon2-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color2);
+}
+
+.jp-icon-hover :hover .jp-icon3-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color3);
+}
+
+.jp-icon-hover :hover .jp-icon4-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color4);
+}
+
+/* recolor the accent elements of an icon */
+.jp-icon-hover :hover .jp-icon-accent0-hover[fill] {
+  fill: var(--jp-layout-color0);
+}
+
+.jp-icon-hover :hover .jp-icon-accent1-hover[fill] {
+  fill: var(--jp-layout-color1);
+}
+
+.jp-icon-hover :hover .jp-icon-accent2-hover[fill] {
+  fill: var(--jp-layout-color2);
+}
+
+.jp-icon-hover :hover .jp-icon-accent3-hover[fill] {
+  fill: var(--jp-layout-color3);
+}
+
+.jp-icon-hover :hover .jp-icon-accent4-hover[fill] {
+  fill: var(--jp-layout-color4);
+}
+
+.jp-icon-hover :hover .jp-icon-accent0-hover[stroke] {
+  stroke: var(--jp-layout-color0);
+}
+
+.jp-icon-hover :hover .jp-icon-accent1-hover[stroke] {
+  stroke: var(--jp-layout-color1);
+}
+
+.jp-icon-hover :hover .jp-icon-accent2-hover[stroke] {
+  stroke: var(--jp-layout-color2);
+}
+
+.jp-icon-hover :hover .jp-icon-accent3-hover[stroke] {
+  stroke: var(--jp-layout-color3);
+}
+
+.jp-icon-hover :hover .jp-icon-accent4-hover[stroke] {
+  stroke: var(--jp-layout-color4);
+}
+
+/* set the color of an icon to transparent */
+.jp-icon-hover :hover .jp-icon-none-hover[fill] {
+  fill: none;
+}
+
+.jp-icon-hover :hover .jp-icon-none-hover[stroke] {
+  stroke: none;
+}
+
+/**
+ * inverse colors
+ */
+
+/* inverse recolor the primary elements of an icon */
+.jp-icon-hover.jp-icon-alt :hover .jp-icon0-hover[fill] {
+  fill: var(--jp-layout-color0);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon1-hover[fill] {
+  fill: var(--jp-layout-color1);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon2-hover[fill] {
+  fill: var(--jp-layout-color2);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon3-hover[fill] {
+  fill: var(--jp-layout-color3);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon4-hover[fill] {
+  fill: var(--jp-layout-color4);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon0-hover[stroke] {
+  stroke: var(--jp-layout-color0);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon1-hover[stroke] {
+  stroke: var(--jp-layout-color1);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon2-hover[stroke] {
+  stroke: var(--jp-layout-color2);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon3-hover[stroke] {
+  stroke: var(--jp-layout-color3);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon4-hover[stroke] {
+  stroke: var(--jp-layout-color4);
+}
+
+/* inverse recolor the accent elements of an icon */
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent0-hover[fill] {
+  fill: var(--jp-inverse-layout-color0);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent1-hover[fill] {
+  fill: var(--jp-inverse-layout-color1);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent2-hover[fill] {
+  fill: var(--jp-inverse-layout-color2);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent3-hover[fill] {
+  fill: var(--jp-inverse-layout-color3);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent4-hover[fill] {
+  fill: var(--jp-inverse-layout-color4);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent0-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color0);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent1-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color1);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent2-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color2);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent3-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color3);
+}
+
+.jp-icon-hover.jp-icon-alt :hover .jp-icon-accent4-hover[stroke] {
+  stroke: var(--jp-inverse-layout-color4);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-IFrame {
+  width: 100%;
+  height: 100%;
+}
+
+.jp-IFrame > iframe {
+  border: none;
+}
+
+/*
+When drag events occur, `lm-mod-override-cursor` is added to the body.
+Because iframes steal all cursor events, the following two rules are necessary
+to suppress pointer events while resize drags are occurring. There may be a
+better solution to this problem.
+*/
+body.lm-mod-override-cursor .jp-IFrame {
+  position: relative;
+}
+
+body.lm-mod-override-cursor .jp-IFrame::before {
+  content: '';
+  position: absolute;
+  top: 0;
+  left: 0;
+  right: 0;
+  bottom: 0;
+  background: transparent;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2016, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-HoverBox {
+  position: fixed;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-FormGroup-content fieldset {
+  border: none;
+  padding: 0;
+  min-width: 0;
+  width: 100%;
+}
+
+/* stylelint-disable selector-max-type */
+
+.jp-FormGroup-content fieldset .jp-inputFieldWrapper input,
+.jp-FormGroup-content fieldset .jp-inputFieldWrapper select,
+.jp-FormGroup-content fieldset .jp-inputFieldWrapper textarea {
+  font-size: var(--jp-content-font-size2);
+  border-color: var(--jp-input-border-color);
+  border-style: solid;
+  border-radius: var(--jp-border-radius);
+  border-width: 1px;
+  padding: 6px 8px;
+  background: none;
+  color: var(--jp-ui-font-color0);
+  height: inherit;
+}
+
+.jp-FormGroup-content fieldset input[type='checkbox'] {
+  position: relative;
+  top: 2px;
+  margin-left: 0;
+}
+
+.jp-FormGroup-content button.jp-mod-styled {
+  cursor: pointer;
+}
+
+.jp-FormGroup-content .checkbox label {
+  cursor: pointer;
+  font-size: var(--jp-content-font-size1);
+}
+
+.jp-FormGroup-content .jp-root > fieldset > legend {
+  display: none;
+}
+
+.jp-FormGroup-content .jp-root > fieldset > p {
+  display: none;
+}
+
+/** copy of `input.jp-mod-styled:focus` style */
+.jp-FormGroup-content fieldset input:focus,
+.jp-FormGroup-content fieldset select:focus {
+  -moz-outline-radius: unset;
+  outline: var(--jp-border-width) solid var(--md-blue-500);
+  outline-offset: -1px;
+  box-shadow: inset 0 0 4px var(--md-blue-300);
+}
+
+.jp-FormGroup-content fieldset input:hover:not(:focus),
+.jp-FormGroup-content fieldset select:hover:not(:focus) {
+  background-color: var(--jp-border-color2);
+}
+
+/* stylelint-enable selector-max-type */
+
+.jp-FormGroup-content .checkbox .field-description {
+  /* Disable default description field for checkbox:
+   because other widgets do not have description fields,
+   we add descriptions to each widget on the field level.
+  */
+  display: none;
+}
+
+.jp-FormGroup-content #root__description {
+  display: none;
+}
+
+.jp-FormGroup-content .jp-modifiedIndicator {
+  width: 5px;
+  background-color: var(--jp-brand-color2);
+  margin-top: 0;
+  margin-left: calc(var(--jp-private-settingeditor-modifier-indent) * -1);
+  flex-shrink: 0;
+}
+
+.jp-FormGroup-content .jp-modifiedIndicator.jp-errorIndicator {
+  background-color: var(--jp-error-color0);
+  margin-right: 0.5em;
+}
+
+/* RJSF ARRAY style */
+
+.jp-arrayFieldWrapper legend {
+  font-size: var(--jp-content-font-size2);
+  color: var(--jp-ui-font-color0);
+  flex-basis: 100%;
+  padding: 4px 0;
+  font-weight: var(--jp-content-heading-font-weight);
+  border-bottom: 1px solid var(--jp-border-color2);
+}
+
+.jp-arrayFieldWrapper .field-description {
+  padding: 4px 0;
+  white-space: pre-wrap;
+}
+
+.jp-arrayFieldWrapper .array-item {
+  width: 100%;
+  border: 1px solid var(--jp-border-color2);
+  border-radius: 4px;
+  margin: 4px;
+}
+
+.jp-ArrayOperations {
+  display: flex;
+  margin-left: 8px;
+}
+
+.jp-ArrayOperationsButton {
+  margin: 2px;
+}
+
+.jp-ArrayOperationsButton .jp-icon3[fill] {
+  fill: var(--jp-ui-font-color0);
+}
+
+button.jp-ArrayOperationsButton.jp-mod-styled:disabled {
+  cursor: not-allowed;
+  opacity: 0.5;
+}
+
+/* RJSF form validation error */
+
+.jp-FormGroup-content .validationErrors {
+  color: var(--jp-error-color0);
+}
+
+/* Hide panel level error as duplicated the field level error */
+.jp-FormGroup-content .panel.errors {
+  display: none;
+}
+
+/* RJSF normal content (settings-editor) */
+
+.jp-FormGroup-contentNormal {
+  display: flex;
+  align-items: center;
+  flex-wrap: wrap;
+}
+
+.jp-FormGroup-contentNormal .jp-FormGroup-contentItem {
+  margin-left: 7px;
+  color: var(--jp-ui-font-color0);
+}
+
+.jp-FormGroup-contentNormal .jp-FormGroup-description {
+  flex-basis: 100%;
+  padding: 4px 7px;
+}
+
+.jp-FormGroup-contentNormal .jp-FormGroup-default {
+  flex-basis: 100%;
+  padding: 4px 7px;
+}
+
+.jp-FormGroup-contentNormal .jp-FormGroup-fieldLabel {
+  font-size: var(--jp-content-font-size1);
+  font-weight: normal;
+  min-width: 120px;
+}
+
+.jp-FormGroup-contentNormal fieldset:not(:first-child) {
+  margin-left: 7px;
+}
+
+.jp-FormGroup-contentNormal .field-array-of-string .array-item {
+  /* Display `jp-ArrayOperations` buttons side-by-side with content except
+    for small screens where flex-wrap will place them one below the other.
+  */
+  display: flex;
+  align-items: center;
+  flex-wrap: wrap;
+}
+
+.jp-FormGroup-contentNormal .jp-objectFieldWrapper .form-group {
+  padding: 2px 8px 2px var(--jp-private-settingeditor-modifier-indent);
+  margin-top: 2px;
+}
+
+/* RJSF compact content (metadata-form) */
+
+.jp-FormGroup-content.jp-FormGroup-contentCompact {
+  width: 100%;
+}
+
+.jp-FormGroup-contentCompact .form-group {
+  display: flex;
+  padding: 0.5em 0.2em 0.5em 0;
+}
+
+.jp-FormGroup-contentCompact
+  .jp-FormGroup-compactTitle
+  .jp-FormGroup-description {
+  font-size: var(--jp-ui-font-size1);
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-FormGroup-contentCompact .jp-FormGroup-fieldLabel {
+  padding-bottom: 0.3em;
+}
+
+.jp-FormGroup-contentCompact .jp-inputFieldWrapper .form-control {
+  width: 100%;
+  box-sizing: border-box;
+}
+
+.jp-FormGroup-contentCompact .jp-arrayFieldWrapper .jp-FormGroup-compactTitle {
+  padding-bottom: 7px;
+}
+
+.jp-FormGroup-contentCompact
+  .jp-objectFieldWrapper
+  .jp-objectFieldWrapper
+  .form-group {
+  padding: 2px 8px 2px var(--jp-private-settingeditor-modifier-indent);
+  margin-top: 2px;
+}
+
+.jp-FormGroup-contentCompact ul.error-detail {
+  margin-block-start: 0.5em;
+  margin-block-end: 0.5em;
+  padding-inline-start: 1em;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-SidePanel {
+  display: flex;
+  flex-direction: column;
+  min-width: var(--jp-sidebar-min-width);
+  overflow-y: auto;
+  color: var(--jp-ui-font-color1);
+  background: var(--jp-layout-color1);
+  font-size: var(--jp-ui-font-size1);
+}
+
+.jp-SidePanel-header {
+  flex: 0 0 auto;
+  display: flex;
+  border-bottom: var(--jp-border-width) solid var(--jp-border-color2);
+  font-size: var(--jp-ui-font-size0);
+  font-weight: 600;
+  letter-spacing: 1px;
+  margin: 0;
+  padding: 2px;
+  text-transform: uppercase;
+}
+
+.jp-SidePanel-toolbar {
+  flex: 0 0 auto;
+}
+
+.jp-SidePanel-content {
+  flex: 1 1 auto;
+}
+
+.jp-SidePanel-toolbar,
+.jp-AccordionPanel-toolbar {
+  height: var(--jp-private-toolbar-height);
+}
+
+.jp-SidePanel-toolbar.jp-Toolbar-micro {
+  display: none;
+}
+
+.lm-AccordionPanel .jp-AccordionPanel-title {
+  box-sizing: border-box;
+  line-height: 25px;
+  margin: 0;
+  display: flex;
+  align-items: center;
+  background: var(--jp-layout-color1);
+  color: var(--jp-ui-font-color1);
+  border-bottom: var(--jp-border-width) solid var(--jp-toolbar-border-color);
+  box-shadow: var(--jp-toolbar-box-shadow);
+  font-size: var(--jp-ui-font-size0);
+}
+
+.jp-AccordionPanel-title {
+  cursor: pointer;
+  user-select: none;
+  -moz-user-select: none;
+  -webkit-user-select: none;
+  text-transform: uppercase;
+}
+
+.lm-AccordionPanel[data-orientation='horizontal'] > .jp-AccordionPanel-title {
+  /* Title is rotated for horizontal accordion panel using CSS */
+  display: block;
+  transform-origin: top left;
+  transform: rotate(-90deg) translate(-100%);
+}
+
+.jp-AccordionPanel-title .lm-AccordionPanel-titleLabel {
+  user-select: none;
+  text-overflow: ellipsis;
+  white-space: nowrap;
+  overflow: hidden;
+}
+
+.jp-AccordionPanel-title .lm-AccordionPanel-titleCollapser {
+  transform: rotate(-90deg);
+  margin: auto 0;
+  height: 16px;
+}
+
+.jp-AccordionPanel-title.lm-mod-expanded .lm-AccordionPanel-titleCollapser {
+  transform: rotate(0deg);
+}
+
+.lm-AccordionPanel .jp-AccordionPanel-toolbar {
+  background: none;
+  box-shadow: none;
+  border: none;
+  margin-left: auto;
+}
+
+.lm-AccordionPanel .lm-SplitPanel-handle:hover {
+  background: var(--jp-layout-color3);
+}
+
+.jp-text-truncated {
+  overflow: hidden;
+  text-overflow: ellipsis;
+  white-space: nowrap;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2017, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-Spinner {
+  position: absolute;
+  display: flex;
+  justify-content: center;
+  align-items: center;
+  z-index: 10;
+  left: 0;
+  top: 0;
+  width: 100%;
+  height: 100%;
+  background: var(--jp-layout-color0);
+  outline: none;
+}
+
+.jp-SpinnerContent {
+  font-size: 10px;
+  margin: 50px auto;
+  text-indent: -9999em;
+  width: 3em;
+  height: 3em;
+  border-radius: 50%;
+  background: var(--jp-brand-color3);
+  background: linear-gradient(
+    to right,
+    #f37626 10%,
+    rgba(255, 255, 255, 0) 42%
+  );
+  position: relative;
+  animation: load3 1s infinite linear, fadeIn 1s;
+}
+
+.jp-SpinnerContent::before {
+  width: 50%;
+  height: 50%;
+  background: #f37626;
+  border-radius: 100% 0 0;
+  position: absolute;
+  top: 0;
+  left: 0;
+  content: '';
+}
+
+.jp-SpinnerContent::after {
+  background: var(--jp-layout-color0);
+  width: 75%;
+  height: 75%;
+  border-radius: 50%;
+  content: '';
+  margin: auto;
+  position: absolute;
+  top: 0;
+  left: 0;
+  bottom: 0;
+  right: 0;
+}
+
+@keyframes fadeIn {
+  0% {
+    opacity: 0;
+  }
+
+  100% {
+    opacity: 1;
+  }
+}
+
+@keyframes load3 {
+  0% {
+    transform: rotate(0deg);
+  }
+
+  100% {
+    transform: rotate(360deg);
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2017, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+button.jp-mod-styled {
+  font-size: var(--jp-ui-font-size1);
+  color: var(--jp-ui-font-color0);
+  border: none;
+  box-sizing: border-box;
+  text-align: center;
+  line-height: 32px;
+  height: 32px;
+  padding: 0 12px;
+  letter-spacing: 0.8px;
+  outline: none;
+  appearance: none;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+}
+
+input.jp-mod-styled {
+  background: var(--jp-input-background);
+  height: 28px;
+  box-sizing: border-box;
+  border: var(--jp-border-width) solid var(--jp-border-color1);
+  padding-left: 7px;
+  padding-right: 7px;
+  font-size: var(--jp-ui-font-size2);
+  color: var(--jp-ui-font-color0);
+  outline: none;
+  appearance: none;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+}
+
+input[type='checkbox'].jp-mod-styled {
+  appearance: checkbox;
+  -webkit-appearance: checkbox;
+  -moz-appearance: checkbox;
+  height: auto;
+}
+
+input.jp-mod-styled:focus {
+  border: var(--jp-border-width) solid var(--md-blue-500);
+  box-shadow: inset 0 0 4px var(--md-blue-300);
+}
+
+.jp-select-wrapper {
+  display: flex;
+  position: relative;
+  flex-direction: column;
+  padding: 1px;
+  background-color: var(--jp-layout-color1);
+  box-sizing: border-box;
+  margin-bottom: 12px;
+}
+
+.jp-select-wrapper:not(.multiple) {
+  height: 28px;
+}
+
+.jp-select-wrapper.jp-mod-focused select.jp-mod-styled {
+  border: var(--jp-border-width) solid var(--jp-input-active-border-color);
+  box-shadow: var(--jp-input-box-shadow);
+  background-color: var(--jp-input-active-background);
+}
+
+select.jp-mod-styled:hover {
+  cursor: pointer;
+  color: var(--jp-ui-font-color0);
+  background-color: var(--jp-input-hover-background);
+  box-shadow: inset 0 0 1px rgba(0, 0, 0, 0.5);
+}
+
+select.jp-mod-styled {
+  flex: 1 1 auto;
+  width: 100%;
+  font-size: var(--jp-ui-font-size2);
+  background: var(--jp-input-background);
+  color: var(--jp-ui-font-color0);
+  padding: 0 25px 0 8px;
+  border: var(--jp-border-width) solid var(--jp-input-border-color);
+  border-radius: 0;
+  outline: none;
+  appearance: none;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+}
+
+select.jp-mod-styled:not([multiple]) {
+  height: 32px;
+}
+
+select.jp-mod-styled[multiple] {
+  max-height: 200px;
+  overflow-y: auto;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-switch {
+  display: flex;
+  align-items: center;
+  padding-left: 4px;
+  padding-right: 4px;
+  font-size: var(--jp-ui-font-size1);
+  background-color: transparent;
+  color: var(--jp-ui-font-color1);
+  border: none;
+  height: 20px;
+}
+
+.jp-switch:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-switch-label {
+  margin-right: 5px;
+  font-family: var(--jp-ui-font-family);
+}
+
+.jp-switch-track {
+  cursor: pointer;
+  background-color: var(--jp-switch-color, var(--jp-border-color1));
+  -webkit-transition: 0.4s;
+  transition: 0.4s;
+  border-radius: 34px;
+  height: 16px;
+  width: 35px;
+  position: relative;
+}
+
+.jp-switch-track::before {
+  content: '';
+  position: absolute;
+  height: 10px;
+  width: 10px;
+  margin: 3px;
+  left: 0;
+  background-color: var(--jp-ui-inverse-font-color1);
+  -webkit-transition: 0.4s;
+  transition: 0.4s;
+  border-radius: 50%;
+}
+
+.jp-switch[aria-checked='true'] .jp-switch-track {
+  background-color: var(--jp-switch-true-position-color, var(--jp-warn-color0));
+}
+
+.jp-switch[aria-checked='true'] .jp-switch-track::before {
+  /* track width (35) - margins (3 + 3) - thumb width (10) */
+  left: 19px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2016, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-private-toolbar-height: calc(
+    28px + var(--jp-border-width)
+  ); /* leave 28px for content */
+}
+
+.jp-Toolbar {
+  color: var(--jp-ui-font-color1);
+  flex: 0 0 auto;
+  display: flex;
+  flex-direction: row;
+  border-bottom: var(--jp-border-width) solid var(--jp-toolbar-border-color);
+  box-shadow: var(--jp-toolbar-box-shadow);
+  background: var(--jp-toolbar-background);
+  min-height: var(--jp-toolbar-micro-height);
+  padding: 2px;
+  z-index: 8;
+  overflow-x: hidden;
+}
+
+/* Toolbar items */
+
+.jp-Toolbar > .jp-Toolbar-item.jp-Toolbar-spacer {
+  flex-grow: 1;
+  flex-shrink: 1;
+}
+
+.jp-Toolbar-item.jp-Toolbar-kernelStatus {
+  display: inline-block;
+  width: 32px;
+  background-repeat: no-repeat;
+  background-position: center;
+  background-size: 16px;
+}
+
+.jp-Toolbar > .jp-Toolbar-item {
+  flex: 0 0 auto;
+  display: flex;
+  padding-left: 1px;
+  padding-right: 1px;
+  font-size: var(--jp-ui-font-size1);
+  line-height: var(--jp-private-toolbar-height);
+  height: 100%;
+}
+
+/* Toolbar buttons */
+
+/* This is the div we use to wrap the react component into a Widget */
+div.jp-ToolbarButton {
+  color: transparent;
+  border: none;
+  box-sizing: border-box;
+  outline: none;
+  appearance: none;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+  padding: 0;
+  margin: 0;
+}
+
+button.jp-ToolbarButtonComponent {
+  background: var(--jp-layout-color1);
+  border: none;
+  box-sizing: border-box;
+  outline: none;
+  appearance: none;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+  padding: 0 6px;
+  margin: 0;
+  height: 24px;
+  border-radius: var(--jp-border-radius);
+  display: flex;
+  align-items: center;
+  text-align: center;
+  font-size: 14px;
+  min-width: unset;
+  min-height: unset;
+}
+
+button.jp-ToolbarButtonComponent:disabled {
+  opacity: 0.4;
+}
+
+button.jp-ToolbarButtonComponent > span {
+  padding: 0;
+  flex: 0 0 auto;
+}
+
+button.jp-ToolbarButtonComponent .jp-ToolbarButtonComponent-label {
+  font-size: var(--jp-ui-font-size1);
+  line-height: 100%;
+  padding-left: 2px;
+  color: var(--jp-ui-font-color1);
+  font-family: var(--jp-ui-font-family);
+}
+
+#jp-main-dock-panel[data-mode='single-document']
+  .jp-MainAreaWidget
+  > .jp-Toolbar.jp-Toolbar-micro {
+  padding: 0;
+  min-height: 0;
+}
+
+#jp-main-dock-panel[data-mode='single-document']
+  .jp-MainAreaWidget
+  > .jp-Toolbar {
+  border: none;
+  box-shadow: none;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-WindowedPanel-outer {
+  position: relative;
+  overflow-y: auto;
+}
+
+.jp-WindowedPanel-inner {
+  position: relative;
+}
+
+.jp-WindowedPanel-window {
+  position: absolute;
+  left: 0;
+  right: 0;
+  overflow: visible;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/* Sibling imports */
+
+body {
+  color: var(--jp-ui-font-color1);
+  font-size: var(--jp-ui-font-size1);
+}
+
+/* Disable native link decoration styles everywhere outside of dialog boxes */
+a {
+  text-decoration: unset;
+  color: unset;
+}
+
+a:hover {
+  text-decoration: unset;
+  color: unset;
+}
+
+/* Accessibility for links inside dialog box text */
+.jp-Dialog-content a {
+  text-decoration: revert;
+  color: var(--jp-content-link-color);
+}
+
+.jp-Dialog-content a:hover {
+  text-decoration: revert;
+}
+
+/* Styles for ui-components */
+.jp-Button {
+  color: var(--jp-ui-font-color2);
+  border-radius: var(--jp-border-radius);
+  padding: 0 12px;
+  font-size: var(--jp-ui-font-size1);
+
+  /* Copy from blueprint 3 */
+  display: inline-flex;
+  flex-direction: row;
+  border: none;
+  cursor: pointer;
+  align-items: center;
+  justify-content: center;
+  text-align: left;
+  vertical-align: middle;
+  min-height: 30px;
+  min-width: 30px;
+}
+
+.jp-Button:disabled {
+  cursor: not-allowed;
+}
+
+.jp-Button:empty {
+  padding: 0 !important;
+}
+
+.jp-Button.jp-mod-small {
+  min-height: 24px;
+  min-width: 24px;
+  font-size: 12px;
+  padding: 0 7px;
+}
+
+/* Use our own theme for hover styles */
+.jp-Button.jp-mod-minimal:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-Button.jp-mod-minimal {
+  background: none;
+}
+
+.jp-InputGroup {
+  display: block;
+  position: relative;
+}
+
+.jp-InputGroup input {
+  box-sizing: border-box;
+  border: none;
+  border-radius: 0;
+  background-color: transparent;
+  color: var(--jp-ui-font-color0);
+  box-shadow: inset 0 0 0 var(--jp-border-width) var(--jp-input-border-color);
+  padding-bottom: 0;
+  padding-top: 0;
+  padding-left: 10px;
+  padding-right: 28px;
+  position: relative;
+  width: 100%;
+  -webkit-appearance: none;
+  -moz-appearance: none;
+  appearance: none;
+  font-size: 14px;
+  font-weight: 400;
+  height: 30px;
+  line-height: 30px;
+  outline: none;
+  vertical-align: middle;
+}
+
+.jp-InputGroup input:focus {
+  box-shadow: inset 0 0 0 var(--jp-border-width)
+      var(--jp-input-active-box-shadow-color),
+    inset 0 0 0 3px var(--jp-input-active-box-shadow-color);
+}
+
+.jp-InputGroup input:disabled {
+  cursor: not-allowed;
+  resize: block;
+  background-color: var(--jp-layout-color2);
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-InputGroup input:disabled ~ span {
+  cursor: not-allowed;
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-InputGroup input::placeholder,
+input::placeholder {
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-InputGroupAction {
+  position: absolute;
+  bottom: 1px;
+  right: 0;
+  padding: 6px;
+}
+
+.jp-HTMLSelect.jp-DefaultStyle select {
+  background-color: initial;
+  border: none;
+  border-radius: 0;
+  box-shadow: none;
+  color: var(--jp-ui-font-color0);
+  display: block;
+  font-size: var(--jp-ui-font-size1);
+  font-family: var(--jp-ui-font-family);
+  height: 24px;
+  line-height: 14px;
+  padding: 0 25px 0 10px;
+  text-align: left;
+  -moz-appearance: none;
+  -webkit-appearance: none;
+}
+
+.jp-HTMLSelect.jp-DefaultStyle select:disabled {
+  background-color: var(--jp-layout-color2);
+  color: var(--jp-ui-font-color2);
+  cursor: not-allowed;
+  resize: block;
+}
+
+.jp-HTMLSelect.jp-DefaultStyle select:disabled ~ span {
+  cursor: not-allowed;
+}
+
+/* Use our own theme for hover and option styles */
+/* stylelint-disable-next-line selector-max-type */
+.jp-HTMLSelect.jp-DefaultStyle select:hover,
+.jp-HTMLSelect.jp-DefaultStyle select > option {
+  background-color: var(--jp-layout-color2);
+  color: var(--jp-ui-font-color0);
+}
+
+select {
+  box-sizing: border-box;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-StatusBar-Widget {
+  display: flex;
+  align-items: center;
+  background: var(--jp-layout-color2);
+  min-height: var(--jp-statusbar-height);
+  justify-content: space-between;
+  padding: 0 10px;
+}
+
+.jp-StatusBar-Left {
+  display: flex;
+  align-items: center;
+  flex-direction: row;
+}
+
+.jp-StatusBar-Middle {
+  display: flex;
+  align-items: center;
+}
+
+.jp-StatusBar-Right {
+  display: flex;
+  align-items: center;
+  flex-direction: row-reverse;
+}
+
+.jp-StatusBar-Item {
+  max-height: var(--jp-statusbar-height);
+  margin: 0 2px;
+  height: var(--jp-statusbar-height);
+  white-space: nowrap;
+  text-overflow: ellipsis;
+  color: var(--jp-ui-font-color1);
+  padding: 0 6px;
+}
+
+.jp-mod-highlighted:hover {
+  background-color: var(--jp-layout-color3);
+}
+
+.jp-mod-clicked {
+  background-color: var(--jp-brand-color1);
+}
+
+.jp-mod-clicked:hover {
+  background-color: var(--jp-brand-color0);
+}
+
+.jp-mod-clicked .jp-StatusBar-TextItem {
+  color: var(--jp-ui-inverse-font-color1);
+}
+
+.jp-StatusBar-HoverItem {
+  box-shadow: '0px 4px 4px rgba(0, 0, 0, 0.25)';
+}
+
+.jp-StatusBar-TextItem {
+  font-size: var(--jp-ui-font-size1);
+  font-family: var(--jp-ui-font-family);
+  line-height: 24px;
+  color: var(--jp-ui-font-color1);
+}
+
+.jp-StatusBar-GroupItem {
+  display: flex;
+  align-items: center;
+  flex-direction: row;
+}
+
+.jp-Statusbar-ProgressCircle svg {
+  display: block;
+  margin: 0 auto;
+  width: 16px;
+  height: 24px;
+  align-self: normal;
+}
+
+.jp-Statusbar-ProgressCircle path {
+  fill: var(--jp-inverse-layout-color3);
+}
+
+.jp-Statusbar-ProgressBar-progress-bar {
+  height: 10px;
+  width: 100px;
+  border: solid 0.25px var(--jp-brand-color2);
+  border-radius: 3px;
+  overflow: hidden;
+  align-self: center;
+}
+
+.jp-Statusbar-ProgressBar-progress-bar > div {
+  background-color: var(--jp-brand-color2);
+  background-image: linear-gradient(
+    -45deg,
+    rgba(255, 255, 255, 0.2) 25%,
+    transparent 25%,
+    transparent 50%,
+    rgba(255, 255, 255, 0.2) 50%,
+    rgba(255, 255, 255, 0.2) 75%,
+    transparent 75%,
+    transparent
+  );
+  background-size: 40px 40px;
+  float: left;
+  width: 0%;
+  height: 100%;
+  font-size: 12px;
+  line-height: 14px;
+  color: #fff;
+  text-align: center;
+  animation: jp-Statusbar-ExecutionTime-progress-bar 2s linear infinite;
+}
+
+.jp-Statusbar-ProgressBar-progress-bar p {
+  color: var(--jp-ui-font-color1);
+  font-family: var(--jp-ui-font-family);
+  font-size: var(--jp-ui-font-size1);
+  line-height: 10px;
+  width: 100px;
+}
+
+@keyframes jp-Statusbar-ExecutionTime-progress-bar {
+  0% {
+    background-position: 0 0;
+  }
+
+  100% {
+    background-position: 40px 40px;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-private-commandpalette-search-height: 28px;
+}
+
+/*-----------------------------------------------------------------------------
+| Overall styles
+|----------------------------------------------------------------------------*/
+
+.lm-CommandPalette {
+  padding-bottom: 0;
+  color: var(--jp-ui-font-color1);
+  background: var(--jp-layout-color1);
+
+  /* This is needed so that all font sizing of children done in ems is
+   * relative to this base size */
+  font-size: var(--jp-ui-font-size1);
+}
+
+/*-----------------------------------------------------------------------------
+| Modal variant
+|----------------------------------------------------------------------------*/
+
+.jp-ModalCommandPalette {
+  position: absolute;
+  z-index: 10000;
+  top: 38px;
+  left: 30%;
+  margin: 0;
+  padding: 4px;
+  width: 40%;
+  box-shadow: var(--jp-elevation-z4);
+  border-radius: 4px;
+  background: var(--jp-layout-color0);
+}
+
+.jp-ModalCommandPalette .lm-CommandPalette {
+  max-height: 40vh;
+}
+
+.jp-ModalCommandPalette .lm-CommandPalette .lm-close-icon::after {
+  display: none;
+}
+
+.jp-ModalCommandPalette .lm-CommandPalette .lm-CommandPalette-header {
+  display: none;
+}
+
+.jp-ModalCommandPalette .lm-CommandPalette .lm-CommandPalette-item {
+  margin-left: 4px;
+  margin-right: 4px;
+}
+
+.jp-ModalCommandPalette
+  .lm-CommandPalette
+  .lm-CommandPalette-item.lm-mod-disabled {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Search
+|----------------------------------------------------------------------------*/
+
+.lm-CommandPalette-search {
+  padding: 4px;
+  background-color: var(--jp-layout-color1);
+  z-index: 2;
+}
+
+.lm-CommandPalette-wrapper {
+  overflow: overlay;
+  padding: 0 9px;
+  background-color: var(--jp-input-active-background);
+  height: 30px;
+  box-shadow: inset 0 0 0 var(--jp-border-width) var(--jp-input-border-color);
+}
+
+.lm-CommandPalette.lm-mod-focused .lm-CommandPalette-wrapper {
+  box-shadow: inset 0 0 0 1px var(--jp-input-active-box-shadow-color),
+    inset 0 0 0 3px var(--jp-input-active-box-shadow-color);
+}
+
+.jp-SearchIconGroup {
+  color: white;
+  background-color: var(--jp-brand-color1);
+  position: absolute;
+  top: 4px;
+  right: 4px;
+  padding: 5px 5px 1px;
+}
+
+.jp-SearchIconGroup svg {
+  height: 20px;
+  width: 20px;
+}
+
+.jp-SearchIconGroup .jp-icon3[fill] {
+  fill: var(--jp-layout-color0);
+}
+
+.lm-CommandPalette-input {
+  background: transparent;
+  width: calc(100% - 18px);
+  float: left;
+  border: none;
+  outline: none;
+  font-size: var(--jp-ui-font-size1);
+  color: var(--jp-ui-font-color0);
+  line-height: var(--jp-private-commandpalette-search-height);
+}
+
+.lm-CommandPalette-input::-webkit-input-placeholder,
+.lm-CommandPalette-input::-moz-placeholder,
+.lm-CommandPalette-input:-ms-input-placeholder {
+  color: var(--jp-ui-font-color2);
+  font-size: var(--jp-ui-font-size1);
+}
+
+/*-----------------------------------------------------------------------------
+| Results
+|----------------------------------------------------------------------------*/
+
+.lm-CommandPalette-header:first-child {
+  margin-top: 0;
+}
+
+.lm-CommandPalette-header {
+  border-bottom: solid var(--jp-border-width) var(--jp-border-color2);
+  color: var(--jp-ui-font-color1);
+  cursor: pointer;
+  display: flex;
+  font-size: var(--jp-ui-font-size0);
+  font-weight: 600;
+  letter-spacing: 1px;
+  margin-top: 8px;
+  padding: 8px 0 8px 12px;
+  text-transform: uppercase;
+}
+
+.lm-CommandPalette-header.lm-mod-active {
+  background: var(--jp-layout-color2);
+}
+
+.lm-CommandPalette-header > mark {
+  background-color: transparent;
+  font-weight: bold;
+  color: var(--jp-ui-font-color1);
+}
+
+.lm-CommandPalette-item {
+  padding: 4px 12px 4px 4px;
+  color: var(--jp-ui-font-color1);
+  font-size: var(--jp-ui-font-size1);
+  font-weight: 400;
+  display: flex;
+}
+
+.lm-CommandPalette-item.lm-mod-disabled {
+  color: var(--jp-ui-font-color2);
+}
+
+.lm-CommandPalette-item.lm-mod-active {
+  color: var(--jp-ui-inverse-font-color1);
+  background: var(--jp-brand-color1);
+}
+
+.lm-CommandPalette-item.lm-mod-active .lm-CommandPalette-itemLabel > mark {
+  color: var(--jp-ui-inverse-font-color0);
+}
+
+.lm-CommandPalette-item.lm-mod-active .jp-icon-selectable[fill] {
+  fill: var(--jp-layout-color0);
+}
+
+.lm-CommandPalette-item.lm-mod-active:hover:not(.lm-mod-disabled) {
+  color: var(--jp-ui-inverse-font-color1);
+  background: var(--jp-brand-color1);
+}
+
+.lm-CommandPalette-item:hover:not(.lm-mod-active):not(.lm-mod-disabled) {
+  background: var(--jp-layout-color2);
+}
+
+.lm-CommandPalette-itemContent {
+  overflow: hidden;
+}
+
+.lm-CommandPalette-itemLabel > mark {
+  color: var(--jp-ui-font-color0);
+  background-color: transparent;
+  font-weight: bold;
+}
+
+.lm-CommandPalette-item.lm-mod-disabled mark {
+  color: var(--jp-ui-font-color2);
+}
+
+.lm-CommandPalette-item .lm-CommandPalette-itemIcon {
+  margin: 0 4px 0 0;
+  position: relative;
+  width: 16px;
+  top: 2px;
+  flex: 0 0 auto;
+}
+
+.lm-CommandPalette-item.lm-mod-disabled .lm-CommandPalette-itemIcon {
+  opacity: 0.6;
+}
+
+.lm-CommandPalette-item .lm-CommandPalette-itemShortcut {
+  flex: 0 0 auto;
+}
+
+.lm-CommandPalette-itemCaption {
+  display: none;
+}
+
+.lm-CommandPalette-content {
+  background-color: var(--jp-layout-color1);
+}
+
+.lm-CommandPalette-content:empty::after {
+  content: 'No results';
+  margin: auto;
+  margin-top: 20px;
+  width: 100px;
+  display: block;
+  font-size: var(--jp-ui-font-size2);
+  font-family: var(--jp-ui-font-family);
+  font-weight: lighter;
+}
+
+.lm-CommandPalette-emptyMessage {
+  text-align: center;
+  margin-top: 24px;
+  line-height: 1.32;
+  padding: 0 8px;
+  color: var(--jp-content-font-color3);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2017, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-Dialog {
+  position: absolute;
+  z-index: 10000;
+  display: flex;
+  flex-direction: column;
+  align-items: center;
+  justify-content: center;
+  top: 0;
+  left: 0;
+  margin: 0;
+  padding: 0;
+  width: 100%;
+  height: 100%;
+  background: var(--jp-dialog-background);
+}
+
+.jp-Dialog-content {
+  display: flex;
+  flex-direction: column;
+  margin-left: auto;
+  margin-right: auto;
+  background: var(--jp-layout-color1);
+  padding: 24px 24px 12px;
+  min-width: 300px;
+  min-height: 150px;
+  max-width: 1000px;
+  max-height: 500px;
+  box-sizing: border-box;
+  box-shadow: var(--jp-elevation-z20);
+  word-wrap: break-word;
+  border-radius: var(--jp-border-radius);
+
+  /* This is needed so that all font sizing of children done in ems is
+   * relative to this base size */
+  font-size: var(--jp-ui-font-size1);
+  color: var(--jp-ui-font-color1);
+  resize: both;
+}
+
+.jp-Dialog-content.jp-Dialog-content-small {
+  max-width: 500px;
+}
+
+.jp-Dialog-button {
+  overflow: visible;
+}
+
+button.jp-Dialog-button:focus {
+  outline: 1px solid var(--jp-brand-color1);
+  outline-offset: 4px;
+  -moz-outline-radius: 0;
+}
+
+button.jp-Dialog-button:focus::-moz-focus-inner {
+  border: 0;
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-accept:focus,
+button.jp-Dialog-button.jp-mod-styled.jp-mod-warn:focus,
+button.jp-Dialog-button.jp-mod-styled.jp-mod-reject:focus {
+  outline-offset: 4px;
+  -moz-outline-radius: 0;
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-accept:focus {
+  outline: 1px solid var(--jp-accept-color-normal, var(--jp-brand-color1));
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-warn:focus {
+  outline: 1px solid var(--jp-warn-color-normal, var(--jp-error-color1));
+}
+
+button.jp-Dialog-button.jp-mod-styled.jp-mod-reject:focus {
+  outline: 1px solid var(--jp-reject-color-normal, var(--md-grey-600));
+}
+
+button.jp-Dialog-close-button {
+  padding: 0;
+  height: 100%;
+  min-width: unset;
+  min-height: unset;
+}
+
+.jp-Dialog-header {
+  display: flex;
+  justify-content: space-between;
+  flex: 0 0 auto;
+  padding-bottom: 12px;
+  font-size: var(--jp-ui-font-size3);
+  font-weight: 400;
+  color: var(--jp-ui-font-color1);
+}
+
+.jp-Dialog-body {
+  display: flex;
+  flex-direction: column;
+  flex: 1 1 auto;
+  font-size: var(--jp-ui-font-size1);
+  background: var(--jp-layout-color1);
+  color: var(--jp-ui-font-color1);
+  overflow: auto;
+}
+
+.jp-Dialog-footer {
+  display: flex;
+  flex-direction: row;
+  justify-content: flex-end;
+  align-items: center;
+  flex: 0 0 auto;
+  margin-left: -12px;
+  margin-right: -12px;
+  padding: 12px;
+}
+
+.jp-Dialog-checkbox {
+  padding-right: 5px;
+}
+
+.jp-Dialog-checkbox > input:focus-visible {
+  outline: 1px solid var(--jp-input-active-border-color);
+  outline-offset: 1px;
+}
+
+.jp-Dialog-spacer {
+  flex: 1 1 auto;
+}
+
+.jp-Dialog-title {
+  overflow: hidden;
+  white-space: nowrap;
+  text-overflow: ellipsis;
+}
+
+.jp-Dialog-body > .jp-select-wrapper {
+  width: 100%;
+}
+
+.jp-Dialog-body > button {
+  padding: 0 16px;
+}
+
+.jp-Dialog-body > label {
+  line-height: 1.4;
+  color: var(--jp-ui-font-color0);
+}
+
+.jp-Dialog-button.jp-mod-styled:not(:last-child) {
+  margin-right: 12px;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-Input-Boolean-Dialog {
+  flex-direction: row-reverse;
+  align-items: end;
+  width: 100%;
+}
+
+.jp-Input-Boolean-Dialog > label {
+  flex: 1 1 auto;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2016, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-MainAreaWidget > :focus {
+  outline: none;
+}
+
+.jp-MainAreaWidget .jp-MainAreaWidget-error {
+  padding: 6px;
+}
+
+.jp-MainAreaWidget .jp-MainAreaWidget-error > pre {
+  width: auto;
+  padding: 10px;
+  background: var(--jp-error-color3);
+  border: var(--jp-border-width) solid var(--jp-error-color1);
+  border-radius: var(--jp-border-radius);
+  color: var(--jp-ui-font-color1);
+  font-size: var(--jp-ui-font-size1);
+  white-space: pre-wrap;
+  word-wrap: break-word;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+/**
+ * google-material-color v1.2.6
+ * https://github.com/danlevan/google-material-color
+ */
+:root {
+  --md-red-50: #ffebee;
+  --md-red-100: #ffcdd2;
+  --md-red-200: #ef9a9a;
+  --md-red-300: #e57373;
+  --md-red-400: #ef5350;
+  --md-red-500: #f44336;
+  --md-red-600: #e53935;
+  --md-red-700: #d32f2f;
+  --md-red-800: #c62828;
+  --md-red-900: #b71c1c;
+  --md-red-A100: #ff8a80;
+  --md-red-A200: #ff5252;
+  --md-red-A400: #ff1744;
+  --md-red-A700: #d50000;
+  --md-pink-50: #fce4ec;
+  --md-pink-100: #f8bbd0;
+  --md-pink-200: #f48fb1;
+  --md-pink-300: #f06292;
+  --md-pink-400: #ec407a;
+  --md-pink-500: #e91e63;
+  --md-pink-600: #d81b60;
+  --md-pink-700: #c2185b;
+  --md-pink-800: #ad1457;
+  --md-pink-900: #880e4f;
+  --md-pink-A100: #ff80ab;
+  --md-pink-A200: #ff4081;
+  --md-pink-A400: #f50057;
+  --md-pink-A700: #c51162;
+  --md-purple-50: #f3e5f5;
+  --md-purple-100: #e1bee7;
+  --md-purple-200: #ce93d8;
+  --md-purple-300: #ba68c8;
+  --md-purple-400: #ab47bc;
+  --md-purple-500: #9c27b0;
+  --md-purple-600: #8e24aa;
+  --md-purple-700: #7b1fa2;
+  --md-purple-800: #6a1b9a;
+  --md-purple-900: #4a148c;
+  --md-purple-A100: #ea80fc;
+  --md-purple-A200: #e040fb;
+  --md-purple-A400: #d500f9;
+  --md-purple-A700: #a0f;
+  --md-deep-purple-50: #ede7f6;
+  --md-deep-purple-100: #d1c4e9;
+  --md-deep-purple-200: #b39ddb;
+  --md-deep-purple-300: #9575cd;
+  --md-deep-purple-400: #7e57c2;
+  --md-deep-purple-500: #673ab7;
+  --md-deep-purple-600: #5e35b1;
+  --md-deep-purple-700: #512da8;
+  --md-deep-purple-800: #4527a0;
+  --md-deep-purple-900: #311b92;
+  --md-deep-purple-A100: #b388ff;
+  --md-deep-purple-A200: #7c4dff;
+  --md-deep-purple-A400: #651fff;
+  --md-deep-purple-A700: #6200ea;
+  --md-indigo-50: #e8eaf6;
+  --md-indigo-100: #c5cae9;
+  --md-indigo-200: #9fa8da;
+  --md-indigo-300: #7986cb;
+  --md-indigo-400: #5c6bc0;
+  --md-indigo-500: #3f51b5;
+  --md-indigo-600: #3949ab;
+  --md-indigo-700: #303f9f;
+  --md-indigo-800: #283593;
+  --md-indigo-900: #1a237e;
+  --md-indigo-A100: #8c9eff;
+  --md-indigo-A200: #536dfe;
+  --md-indigo-A400: #3d5afe;
+  --md-indigo-A700: #304ffe;
+  --md-blue-50: #e3f2fd;
+  --md-blue-100: #bbdefb;
+  --md-blue-200: #90caf9;
+  --md-blue-300: #64b5f6;
+  --md-blue-400: #42a5f5;
+  --md-blue-500: #2196f3;
+  --md-blue-600: #1e88e5;
+  --md-blue-700: #1976d2;
+  --md-blue-800: #1565c0;
+  --md-blue-900: #0d47a1;
+  --md-blue-A100: #82b1ff;
+  --md-blue-A200: #448aff;
+  --md-blue-A400: #2979ff;
+  --md-blue-A700: #2962ff;
+  --md-light-blue-50: #e1f5fe;
+  --md-light-blue-100: #b3e5fc;
+  --md-light-blue-200: #81d4fa;
+  --md-light-blue-300: #4fc3f7;
+  --md-light-blue-400: #29b6f6;
+  --md-light-blue-500: #03a9f4;
+  --md-light-blue-600: #039be5;
+  --md-light-blue-700: #0288d1;
+  --md-light-blue-800: #0277bd;
+  --md-light-blue-900: #01579b;
+  --md-light-blue-A100: #80d8ff;
+  --md-light-blue-A200: #40c4ff;
+  --md-light-blue-A400: #00b0ff;
+  --md-light-blue-A700: #0091ea;
+  --md-cyan-50: #e0f7fa;
+  --md-cyan-100: #b2ebf2;
+  --md-cyan-200: #80deea;
+  --md-cyan-300: #4dd0e1;
+  --md-cyan-400: #26c6da;
+  --md-cyan-500: #00bcd4;
+  --md-cyan-600: #00acc1;
+  --md-cyan-700: #0097a7;
+  --md-cyan-800: #00838f;
+  --md-cyan-900: #006064;
+  --md-cyan-A100: #84ffff;
+  --md-cyan-A200: #18ffff;
+  --md-cyan-A400: #00e5ff;
+  --md-cyan-A700: #00b8d4;
+  --md-teal-50: #e0f2f1;
+  --md-teal-100: #b2dfdb;
+  --md-teal-200: #80cbc4;
+  --md-teal-300: #4db6ac;
+  --md-teal-400: #26a69a;
+  --md-teal-500: #009688;
+  --md-teal-600: #00897b;
+  --md-teal-700: #00796b;
+  --md-teal-800: #00695c;
+  --md-teal-900: #004d40;
+  --md-teal-A100: #a7ffeb;
+  --md-teal-A200: #64ffda;
+  --md-teal-A400: #1de9b6;
+  --md-teal-A700: #00bfa5;
+  --md-green-50: #e8f5e9;
+  --md-green-100: #c8e6c9;
+  --md-green-200: #a5d6a7;
+  --md-green-300: #81c784;
+  --md-green-400: #66bb6a;
+  --md-green-500: #4caf50;
+  --md-green-600: #43a047;
+  --md-green-700: #388e3c;
+  --md-green-800: #2e7d32;
+  --md-green-900: #1b5e20;
+  --md-green-A100: #b9f6ca;
+  --md-green-A200: #69f0ae;
+  --md-green-A400: #00e676;
+  --md-green-A700: #00c853;
+  --md-light-green-50: #f1f8e9;
+  --md-light-green-100: #dcedc8;
+  --md-light-green-200: #c5e1a5;
+  --md-light-green-300: #aed581;
+  --md-light-green-400: #9ccc65;
+  --md-light-green-500: #8bc34a;
+  --md-light-green-600: #7cb342;
+  --md-light-green-700: #689f38;
+  --md-light-green-800: #558b2f;
+  --md-light-green-900: #33691e;
+  --md-light-green-A100: #ccff90;
+  --md-light-green-A200: #b2ff59;
+  --md-light-green-A400: #76ff03;
+  --md-light-green-A700: #64dd17;
+  --md-lime-50: #f9fbe7;
+  --md-lime-100: #f0f4c3;
+  --md-lime-200: #e6ee9c;
+  --md-lime-300: #dce775;
+  --md-lime-400: #d4e157;
+  --md-lime-500: #cddc39;
+  --md-lime-600: #c0ca33;
+  --md-lime-700: #afb42b;
+  --md-lime-800: #9e9d24;
+  --md-lime-900: #827717;
+  --md-lime-A100: #f4ff81;
+  --md-lime-A200: #eeff41;
+  --md-lime-A400: #c6ff00;
+  --md-lime-A700: #aeea00;
+  --md-yellow-50: #fffde7;
+  --md-yellow-100: #fff9c4;
+  --md-yellow-200: #fff59d;
+  --md-yellow-300: #fff176;
+  --md-yellow-400: #ffee58;
+  --md-yellow-500: #ffeb3b;
+  --md-yellow-600: #fdd835;
+  --md-yellow-700: #fbc02d;
+  --md-yellow-800: #f9a825;
+  --md-yellow-900: #f57f17;
+  --md-yellow-A100: #ffff8d;
+  --md-yellow-A200: #ff0;
+  --md-yellow-A400: #ffea00;
+  --md-yellow-A700: #ffd600;
+  --md-amber-50: #fff8e1;
+  --md-amber-100: #ffecb3;
+  --md-amber-200: #ffe082;
+  --md-amber-300: #ffd54f;
+  --md-amber-400: #ffca28;
+  --md-amber-500: #ffc107;
+  --md-amber-600: #ffb300;
+  --md-amber-700: #ffa000;
+  --md-amber-800: #ff8f00;
+  --md-amber-900: #ff6f00;
+  --md-amber-A100: #ffe57f;
+  --md-amber-A200: #ffd740;
+  --md-amber-A400: #ffc400;
+  --md-amber-A700: #ffab00;
+  --md-orange-50: #fff3e0;
+  --md-orange-100: #ffe0b2;
+  --md-orange-200: #ffcc80;
+  --md-orange-300: #ffb74d;
+  --md-orange-400: #ffa726;
+  --md-orange-500: #ff9800;
+  --md-orange-600: #fb8c00;
+  --md-orange-700: #f57c00;
+  --md-orange-800: #ef6c00;
+  --md-orange-900: #e65100;
+  --md-orange-A100: #ffd180;
+  --md-orange-A200: #ffab40;
+  --md-orange-A400: #ff9100;
+  --md-orange-A700: #ff6d00;
+  --md-deep-orange-50: #fbe9e7;
+  --md-deep-orange-100: #ffccbc;
+  --md-deep-orange-200: #ffab91;
+  --md-deep-orange-300: #ff8a65;
+  --md-deep-orange-400: #ff7043;
+  --md-deep-orange-500: #ff5722;
+  --md-deep-orange-600: #f4511e;
+  --md-deep-orange-700: #e64a19;
+  --md-deep-orange-800: #d84315;
+  --md-deep-orange-900: #bf360c;
+  --md-deep-orange-A100: #ff9e80;
+  --md-deep-orange-A200: #ff6e40;
+  --md-deep-orange-A400: #ff3d00;
+  --md-deep-orange-A700: #dd2c00;
+  --md-brown-50: #efebe9;
+  --md-brown-100: #d7ccc8;
+  --md-brown-200: #bcaaa4;
+  --md-brown-300: #a1887f;
+  --md-brown-400: #8d6e63;
+  --md-brown-500: #795548;
+  --md-brown-600: #6d4c41;
+  --md-brown-700: #5d4037;
+  --md-brown-800: #4e342e;
+  --md-brown-900: #3e2723;
+  --md-grey-50: #fafafa;
+  --md-grey-100: #f5f5f5;
+  --md-grey-200: #eee;
+  --md-grey-300: #e0e0e0;
+  --md-grey-400: #bdbdbd;
+  --md-grey-500: #9e9e9e;
+  --md-grey-600: #757575;
+  --md-grey-700: #616161;
+  --md-grey-800: #424242;
+  --md-grey-900: #212121;
+  --md-blue-grey-50: #eceff1;
+  --md-blue-grey-100: #cfd8dc;
+  --md-blue-grey-200: #b0bec5;
+  --md-blue-grey-300: #90a4ae;
+  --md-blue-grey-400: #78909c;
+  --md-blue-grey-500: #607d8b;
+  --md-blue-grey-600: #546e7a;
+  --md-blue-grey-700: #455a64;
+  --md-blue-grey-800: #37474f;
+  --md-blue-grey-900: #263238;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2017, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| RenderedText
+|----------------------------------------------------------------------------*/
+
+:root {
+  /* This is the padding value to fill the gaps between lines containing spans with background color. */
+  --jp-private-code-span-padding: calc(
+    (var(--jp-code-line-height) - 1) * var(--jp-code-font-size) / 2
+  );
+}
+
+.jp-RenderedText {
+  text-align: left;
+  padding-left: var(--jp-code-padding);
+  line-height: var(--jp-code-line-height);
+  font-family: var(--jp-code-font-family);
+}
+
+.jp-RenderedText pre,
+.jp-RenderedJavaScript pre,
+.jp-RenderedHTMLCommon pre {
+  color: var(--jp-content-font-color1);
+  font-size: var(--jp-code-font-size);
+  border: none;
+  margin: 0;
+  padding: 0;
+}
+
+.jp-RenderedText pre a:link {
+  text-decoration: none;
+  color: var(--jp-content-link-color);
+}
+
+.jp-RenderedText pre a:hover {
+  text-decoration: underline;
+  color: var(--jp-content-link-color);
+}
+
+.jp-RenderedText pre a:visited {
+  text-decoration: none;
+  color: var(--jp-content-link-color);
+}
+
+/* console foregrounds and backgrounds */
+.jp-RenderedText pre .ansi-black-fg {
+  color: #3e424d;
+}
+
+.jp-RenderedText pre .ansi-red-fg {
+  color: #e75c58;
+}
+
+.jp-RenderedText pre .ansi-green-fg {
+  color: #00a250;
+}
+
+.jp-RenderedText pre .ansi-yellow-fg {
+  color: #ddb62b;
+}
+
+.jp-RenderedText pre .ansi-blue-fg {
+  color: #208ffb;
+}
+
+.jp-RenderedText pre .ansi-magenta-fg {
+  color: #d160c4;
+}
+
+.jp-RenderedText pre .ansi-cyan-fg {
+  color: #60c6c8;
+}
+
+.jp-RenderedText pre .ansi-white-fg {
+  color: #c5c1b4;
+}
+
+.jp-RenderedText pre .ansi-black-bg {
+  background-color: #3e424d;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-red-bg {
+  background-color: #e75c58;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-green-bg {
+  background-color: #00a250;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-yellow-bg {
+  background-color: #ddb62b;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-blue-bg {
+  background-color: #208ffb;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-magenta-bg {
+  background-color: #d160c4;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-cyan-bg {
+  background-color: #60c6c8;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-white-bg {
+  background-color: #c5c1b4;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-black-intense-fg {
+  color: #282c36;
+}
+
+.jp-RenderedText pre .ansi-red-intense-fg {
+  color: #b22b31;
+}
+
+.jp-RenderedText pre .ansi-green-intense-fg {
+  color: #007427;
+}
+
+.jp-RenderedText pre .ansi-yellow-intense-fg {
+  color: #b27d12;
+}
+
+.jp-RenderedText pre .ansi-blue-intense-fg {
+  color: #0065ca;
+}
+
+.jp-RenderedText pre .ansi-magenta-intense-fg {
+  color: #a03196;
+}
+
+.jp-RenderedText pre .ansi-cyan-intense-fg {
+  color: #258f8f;
+}
+
+.jp-RenderedText pre .ansi-white-intense-fg {
+  color: #a1a6b2;
+}
+
+.jp-RenderedText pre .ansi-black-intense-bg {
+  background-color: #282c36;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-red-intense-bg {
+  background-color: #b22b31;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-green-intense-bg {
+  background-color: #007427;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-yellow-intense-bg {
+  background-color: #b27d12;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-blue-intense-bg {
+  background-color: #0065ca;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-magenta-intense-bg {
+  background-color: #a03196;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-cyan-intense-bg {
+  background-color: #258f8f;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-white-intense-bg {
+  background-color: #a1a6b2;
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-default-inverse-fg {
+  color: var(--jp-ui-inverse-font-color0);
+}
+
+.jp-RenderedText pre .ansi-default-inverse-bg {
+  background-color: var(--jp-inverse-layout-color0);
+  padding: var(--jp-private-code-span-padding) 0;
+}
+
+.jp-RenderedText pre .ansi-bold {
+  font-weight: bold;
+}
+
+.jp-RenderedText pre .ansi-underline {
+  text-decoration: underline;
+}
+
+.jp-RenderedText[data-mime-type='application/vnd.jupyter.stderr'] {
+  background: var(--jp-rendermime-error-background);
+  padding-top: var(--jp-code-padding);
+}
+
+/*-----------------------------------------------------------------------------
+| RenderedLatex
+|----------------------------------------------------------------------------*/
+
+.jp-RenderedLatex {
+  color: var(--jp-content-font-color1);
+  font-size: var(--jp-content-font-size1);
+  line-height: var(--jp-content-line-height);
+}
+
+/* Left-justify outputs.*/
+.jp-OutputArea-output.jp-RenderedLatex {
+  padding: var(--jp-code-padding);
+  text-align: left;
+}
+
+/*-----------------------------------------------------------------------------
+| RenderedHTML
+|----------------------------------------------------------------------------*/
+
+.jp-RenderedHTMLCommon {
+  color: var(--jp-content-font-color1);
+  font-family: var(--jp-content-font-family);
+  font-size: var(--jp-content-font-size1);
+  line-height: var(--jp-content-line-height);
+
+  /* Give a bit more R padding on Markdown text to keep line lengths reasonable */
+  padding-right: 20px;
+}
+
+.jp-RenderedHTMLCommon em {
+  font-style: italic;
+}
+
+.jp-RenderedHTMLCommon strong {
+  font-weight: bold;
+}
+
+.jp-RenderedHTMLCommon u {
+  text-decoration: underline;
+}
+
+.jp-RenderedHTMLCommon a:link {
+  text-decoration: none;
+  color: var(--jp-content-link-color);
+}
+
+.jp-RenderedHTMLCommon a:hover {
+  text-decoration: underline;
+  color: var(--jp-content-link-color);
+}
+
+.jp-RenderedHTMLCommon a:visited {
+  text-decoration: none;
+  color: var(--jp-content-link-color);
+}
+
+/* Headings */
+
+.jp-RenderedHTMLCommon h1,
+.jp-RenderedHTMLCommon h2,
+.jp-RenderedHTMLCommon h3,
+.jp-RenderedHTMLCommon h4,
+.jp-RenderedHTMLCommon h5,
+.jp-RenderedHTMLCommon h6 {
+  line-height: var(--jp-content-heading-line-height);
+  font-weight: var(--jp-content-heading-font-weight);
+  font-style: normal;
+  margin: var(--jp-content-heading-margin-top) 0
+    var(--jp-content-heading-margin-bottom) 0;
+}
+
+.jp-RenderedHTMLCommon h1:first-child,
+.jp-RenderedHTMLCommon h2:first-child,
+.jp-RenderedHTMLCommon h3:first-child,
+.jp-RenderedHTMLCommon h4:first-child,
+.jp-RenderedHTMLCommon h5:first-child,
+.jp-RenderedHTMLCommon h6:first-child {
+  margin-top: calc(0.5 * var(--jp-content-heading-margin-top));
+}
+
+.jp-RenderedHTMLCommon h1:last-child,
+.jp-RenderedHTMLCommon h2:last-child,
+.jp-RenderedHTMLCommon h3:last-child,
+.jp-RenderedHTMLCommon h4:last-child,
+.jp-RenderedHTMLCommon h5:last-child,
+.jp-RenderedHTMLCommon h6:last-child {
+  margin-bottom: calc(0.5 * var(--jp-content-heading-margin-bottom));
+}
+
+.jp-RenderedHTMLCommon h1 {
+  font-size: var(--jp-content-font-size5);
+}
+
+.jp-RenderedHTMLCommon h2 {
+  font-size: var(--jp-content-font-size4);
+}
+
+.jp-RenderedHTMLCommon h3 {
+  font-size: var(--jp-content-font-size3);
+}
+
+.jp-RenderedHTMLCommon h4 {
+  font-size: var(--jp-content-font-size2);
+}
+
+.jp-RenderedHTMLCommon h5 {
+  font-size: var(--jp-content-font-size1);
+}
+
+.jp-RenderedHTMLCommon h6 {
+  font-size: var(--jp-content-font-size0);
+}
+
+/* Lists */
+
+/* stylelint-disable selector-max-type, selector-max-compound-selectors */
+
+.jp-RenderedHTMLCommon ul:not(.list-inline),
+.jp-RenderedHTMLCommon ol:not(.list-inline) {
+  padding-left: 2em;
+}
+
+.jp-RenderedHTMLCommon ul {
+  list-style: disc;
+}
+
+.jp-RenderedHTMLCommon ul ul {
+  list-style: square;
+}
+
+.jp-RenderedHTMLCommon ul ul ul {
+  list-style: circle;
+}
+
+.jp-RenderedHTMLCommon ol {
+  list-style: decimal;
+}
+
+.jp-RenderedHTMLCommon ol ol {
+  list-style: upper-alpha;
+}
+
+.jp-RenderedHTMLCommon ol ol ol {
+  list-style: lower-alpha;
+}
+
+.jp-RenderedHTMLCommon ol ol ol ol {
+  list-style: lower-roman;
+}
+
+.jp-RenderedHTMLCommon ol ol ol ol ol {
+  list-style: decimal;
+}
+
+.jp-RenderedHTMLCommon ol,
+.jp-RenderedHTMLCommon ul {
+  margin-bottom: 1em;
+}
+
+.jp-RenderedHTMLCommon ul ul,
+.jp-RenderedHTMLCommon ul ol,
+.jp-RenderedHTMLCommon ol ul,
+.jp-RenderedHTMLCommon ol ol {
+  margin-bottom: 0;
+}
+
+/* stylelint-enable selector-max-type, selector-max-compound-selectors */
+
+.jp-RenderedHTMLCommon hr {
+  color: var(--jp-border-color2);
+  background-color: var(--jp-border-color1);
+  margin-top: 1em;
+  margin-bottom: 1em;
+}
+
+.jp-RenderedHTMLCommon > pre {
+  margin: 1.5em 2em;
+}
+
+.jp-RenderedHTMLCommon pre,
+.jp-RenderedHTMLCommon code {
+  border: 0;
+  background-color: var(--jp-layout-color0);
+  color: var(--jp-content-font-color1);
+  font-family: var(--jp-code-font-family);
+  font-size: inherit;
+  line-height: var(--jp-code-line-height);
+  padding: 0;
+  white-space: pre-wrap;
+}
+
+.jp-RenderedHTMLCommon :not(pre) > code {
+  background-color: var(--jp-layout-color2);
+  padding: 1px 5px;
+}
+
+/* Tables */
+
+.jp-RenderedHTMLCommon table {
+  border-collapse: collapse;
+  border-spacing: 0;
+  border: none;
+  color: var(--jp-ui-font-color1);
+  font-size: var(--jp-ui-font-size1);
+  table-layout: fixed;
+  margin-left: auto;
+  margin-bottom: 1em;
+  margin-right: auto;
+}
+
+.jp-RenderedHTMLCommon thead {
+  border-bottom: var(--jp-border-width) solid var(--jp-border-color1);
+  vertical-align: bottom;
+}
+
+.jp-RenderedHTMLCommon td,
+.jp-RenderedHTMLCommon th,
+.jp-RenderedHTMLCommon tr {
+  vertical-align: middle;
+  padding: 0.5em;
+  line-height: normal;
+  white-space: normal;
+  max-width: none;
+  border: none;
+}
+
+.jp-RenderedMarkdown.jp-RenderedHTMLCommon td,
+.jp-RenderedMarkdown.jp-RenderedHTMLCommon th {
+  max-width: none;
+}
+
+:not(.jp-RenderedMarkdown).jp-RenderedHTMLCommon td,
+:not(.jp-RenderedMarkdown).jp-RenderedHTMLCommon th,
+:not(.jp-RenderedMarkdown).jp-RenderedHTMLCommon tr {
+  text-align: right;
+}
+
+.jp-RenderedHTMLCommon th {
+  font-weight: bold;
+}
+
+.jp-RenderedHTMLCommon tbody tr:nth-child(odd) {
+  background: var(--jp-layout-color0);
+}
+
+.jp-RenderedHTMLCommon tbody tr:nth-child(even) {
+  background: var(--jp-rendermime-table-row-background);
+}
+
+.jp-RenderedHTMLCommon tbody tr:hover {
+  background: var(--jp-rendermime-table-row-hover-background);
+}
+
+.jp-RenderedHTMLCommon p {
+  text-align: left;
+  margin: 0;
+  margin-bottom: 1em;
+}
+
+.jp-RenderedHTMLCommon img {
+  -moz-force-broken-image-icon: 1;
+}
+
+/* Restrict to direct children as other images could be nested in other content. */
+.jp-RenderedHTMLCommon > img {
+  display: block;
+  margin-left: 0;
+  margin-right: 0;
+  margin-bottom: 1em;
+}
+
+/* Change color behind transparent images if they need it... */
+[data-jp-theme-light='false'] .jp-RenderedImage img.jp-needs-light-background {
+  background-color: var(--jp-inverse-layout-color1);
+}
+
+[data-jp-theme-light='true'] .jp-RenderedImage img.jp-needs-dark-background {
+  background-color: var(--jp-inverse-layout-color1);
+}
+
+.jp-RenderedHTMLCommon img,
+.jp-RenderedImage img,
+.jp-RenderedHTMLCommon svg,
+.jp-RenderedSVG svg {
+  max-width: 100%;
+  height: auto;
+}
+
+.jp-RenderedHTMLCommon img.jp-mod-unconfined,
+.jp-RenderedImage img.jp-mod-unconfined,
+.jp-RenderedHTMLCommon svg.jp-mod-unconfined,
+.jp-RenderedSVG svg.jp-mod-unconfined {
+  max-width: none;
+}
+
+.jp-RenderedHTMLCommon .alert {
+  padding: var(--jp-notebook-padding);
+  border: var(--jp-border-width) solid transparent;
+  border-radius: var(--jp-border-radius);
+  margin-bottom: 1em;
+}
+
+.jp-RenderedHTMLCommon .alert-info {
+  color: var(--jp-info-color0);
+  background-color: var(--jp-info-color3);
+  border-color: var(--jp-info-color2);
+}
+
+.jp-RenderedHTMLCommon .alert-info hr {
+  border-color: var(--jp-info-color3);
+}
+
+.jp-RenderedHTMLCommon .alert-info > p:last-child,
+.jp-RenderedHTMLCommon .alert-info > ul:last-child {
+  margin-bottom: 0;
+}
+
+.jp-RenderedHTMLCommon .alert-warning {
+  color: var(--jp-warn-color0);
+  background-color: var(--jp-warn-color3);
+  border-color: var(--jp-warn-color2);
+}
+
+.jp-RenderedHTMLCommon .alert-warning hr {
+  border-color: var(--jp-warn-color3);
+}
+
+.jp-RenderedHTMLCommon .alert-warning > p:last-child,
+.jp-RenderedHTMLCommon .alert-warning > ul:last-child {
+  margin-bottom: 0;
+}
+
+.jp-RenderedHTMLCommon .alert-success {
+  color: var(--jp-success-color0);
+  background-color: var(--jp-success-color3);
+  border-color: var(--jp-success-color2);
+}
+
+.jp-RenderedHTMLCommon .alert-success hr {
+  border-color: var(--jp-success-color3);
+}
+
+.jp-RenderedHTMLCommon .alert-success > p:last-child,
+.jp-RenderedHTMLCommon .alert-success > ul:last-child {
+  margin-bottom: 0;
+}
+
+.jp-RenderedHTMLCommon .alert-danger {
+  color: var(--jp-error-color0);
+  background-color: var(--jp-error-color3);
+  border-color: var(--jp-error-color2);
+}
+
+.jp-RenderedHTMLCommon .alert-danger hr {
+  border-color: var(--jp-error-color3);
+}
+
+.jp-RenderedHTMLCommon .alert-danger > p:last-child,
+.jp-RenderedHTMLCommon .alert-danger > ul:last-child {
+  margin-bottom: 0;
+}
+
+.jp-RenderedHTMLCommon blockquote {
+  margin: 1em 2em;
+  padding: 0 1em;
+  border-left: 5px solid var(--jp-border-color2);
+}
+
+a.jp-InternalAnchorLink {
+  visibility: hidden;
+  margin-left: 8px;
+  color: var(--md-blue-800);
+}
+
+h1:hover .jp-InternalAnchorLink,
+h2:hover .jp-InternalAnchorLink,
+h3:hover .jp-InternalAnchorLink,
+h4:hover .jp-InternalAnchorLink,
+h5:hover .jp-InternalAnchorLink,
+h6:hover .jp-InternalAnchorLink {
+  visibility: visible;
+}
+
+.jp-RenderedHTMLCommon kbd {
+  background-color: var(--jp-rendermime-table-row-background);
+  border: 1px solid var(--jp-border-color0);
+  border-bottom-color: var(--jp-border-color2);
+  border-radius: 3px;
+  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
+  display: inline-block;
+  font-size: var(--jp-ui-font-size0);
+  line-height: 1em;
+  padding: 0.2em 0.5em;
+}
+
+/* Most direct children of .jp-RenderedHTMLCommon have a margin-bottom of 1.0.
+ * At the bottom of cells this is a bit too much as there is also spacing
+ * between cells. Going all the way to 0 gets too tight between markdown and
+ * code cells.
+ */
+.jp-RenderedHTMLCommon > *:last-child {
+  margin-bottom: 0.5em;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Copyright (c) 2014-2017, PhosphorJS Contributors
+|
+| Distributed under the terms of the BSD 3-Clause License.
+|
+| The full license is in the file LICENSE, distributed with this software.
+|----------------------------------------------------------------------------*/
+
+.lm-cursor-backdrop {
+  position: fixed;
+  width: 200px;
+  height: 200px;
+  margin-top: -100px;
+  margin-left: -100px;
+  will-change: transform;
+  z-index: 100;
+}
+
+.lm-mod-drag-image {
+  will-change: transform;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-lineFormSearch {
+  padding: 4px 12px;
+  background-color: var(--jp-layout-color2);
+  box-shadow: var(--jp-toolbar-box-shadow);
+  z-index: 2;
+  font-size: var(--jp-ui-font-size1);
+}
+
+.jp-lineFormCaption {
+  font-size: var(--jp-ui-font-size0);
+  line-height: var(--jp-ui-font-size1);
+  margin-top: 4px;
+  color: var(--jp-ui-font-color0);
+}
+
+.jp-baseLineForm {
+  border: none;
+  border-radius: 0;
+  position: absolute;
+  background-size: 16px;
+  background-repeat: no-repeat;
+  background-position: center;
+  outline: none;
+}
+
+.jp-lineFormButtonContainer {
+  top: 4px;
+  right: 8px;
+  height: 24px;
+  padding: 0 12px;
+  width: 12px;
+}
+
+.jp-lineFormButtonIcon {
+  top: 0;
+  right: 0;
+  background-color: var(--jp-brand-color1);
+  height: 100%;
+  width: 100%;
+  box-sizing: border-box;
+  padding: 4px 6px;
+}
+
+.jp-lineFormButton {
+  top: 0;
+  right: 0;
+  background-color: transparent;
+  height: 100%;
+  width: 100%;
+  box-sizing: border-box;
+}
+
+.jp-lineFormWrapper {
+  overflow: hidden;
+  padding: 0 8px;
+  border: 1px solid var(--jp-border-color0);
+  background-color: var(--jp-input-active-background);
+  height: 22px;
+}
+
+.jp-lineFormWrapperFocusWithin {
+  border: var(--jp-border-width) solid var(--md-blue-500);
+  box-shadow: inset 0 0 4px var(--md-blue-300);
+}
+
+.jp-lineFormInput {
+  background: transparent;
+  width: 200px;
+  height: 100%;
+  border: none;
+  outline: none;
+  color: var(--jp-ui-font-color0);
+  line-height: 28px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) 2014-2016, Jupyter Development Team.
+|
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-JSONEditor {
+  display: flex;
+  flex-direction: column;
+  width: 100%;
+}
+
+.jp-JSONEditor-host {
+  flex: 1 1 auto;
+  border: var(--jp-border-width) solid var(--jp-input-border-color);
+  border-radius: 0;
+  background: var(--jp-layout-color0);
+  min-height: 50px;
+  padding: 1px;
+}
+
+.jp-JSONEditor.jp-mod-error .jp-JSONEditor-host {
+  border-color: red;
+  outline-color: red;
+}
+
+.jp-JSONEditor-header {
+  display: flex;
+  flex: 1 0 auto;
+  padding: 0 0 0 12px;
+}
+
+.jp-JSONEditor-header label {
+  flex: 0 0 auto;
+}
+
+.jp-JSONEditor-commitButton {
+  height: 16px;
+  width: 16px;
+  background-size: 18px;
+  background-repeat: no-repeat;
+  background-position: center;
+}
+
+.jp-JSONEditor-host.jp-mod-focused {
+  background-color: var(--jp-input-active-background);
+  border: 1px solid var(--jp-input-active-border-color);
+  box-shadow: var(--jp-input-box-shadow);
+}
+
+.jp-Editor.jp-mod-dropTarget {
+  border: var(--jp-border-width) solid var(--jp-input-active-border-color);
+  box-shadow: var(--jp-input-box-shadow);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+.jp-DocumentSearch-input {
+  border: none;
+  outline: none;
+  color: var(--jp-ui-font-color0);
+  font-size: var(--jp-ui-font-size1);
+  background-color: var(--jp-layout-color0);
+  font-family: var(--jp-ui-font-family);
+  padding: 2px 1px;
+  resize: none;
+}
+
+.jp-DocumentSearch-overlay {
+  position: absolute;
+  background-color: var(--jp-toolbar-background);
+  border-bottom: var(--jp-border-width) solid var(--jp-toolbar-border-color);
+  border-left: var(--jp-border-width) solid var(--jp-toolbar-border-color);
+  top: 0;
+  right: 0;
+  z-index: 7;
+  min-width: 405px;
+  padding: 2px;
+  font-size: var(--jp-ui-font-size1);
+
+  --jp-private-document-search-button-height: 20px;
+}
+
+.jp-DocumentSearch-overlay button {
+  background-color: var(--jp-toolbar-background);
+  outline: 0;
+}
+
+.jp-DocumentSearch-overlay button:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-DocumentSearch-overlay button:active {
+  background-color: var(--jp-layout-color3);
+}
+
+.jp-DocumentSearch-overlay-row {
+  display: flex;
+  align-items: center;
+  margin-bottom: 2px;
+}
+
+.jp-DocumentSearch-button-content {
+  display: inline-block;
+  cursor: pointer;
+  box-sizing: border-box;
+  width: 100%;
+  height: 100%;
+}
+
+.jp-DocumentSearch-button-content svg {
+  width: 100%;
+  height: 100%;
+}
+
+.jp-DocumentSearch-input-wrapper {
+  border: var(--jp-border-width) solid var(--jp-border-color0);
+  display: flex;
+  background-color: var(--jp-layout-color0);
+  margin: 2px;
+}
+
+.jp-DocumentSearch-input-wrapper:focus-within {
+  border-color: var(--jp-cell-editor-active-border-color);
+}
+
+.jp-DocumentSearch-toggle-wrapper,
+.jp-DocumentSearch-button-wrapper {
+  all: initial;
+  overflow: hidden;
+  display: inline-block;
+  border: none;
+  box-sizing: border-box;
+}
+
+.jp-DocumentSearch-toggle-wrapper {
+  width: 14px;
+  height: 14px;
+}
+
+.jp-DocumentSearch-button-wrapper {
+  width: var(--jp-private-document-search-button-height);
+  height: var(--jp-private-document-search-button-height);
+}
+
+.jp-DocumentSearch-toggle-wrapper:focus,
+.jp-DocumentSearch-button-wrapper:focus {
+  outline: var(--jp-border-width) solid
+    var(--jp-cell-editor-active-border-color);
+  outline-offset: -1px;
+}
+
+.jp-DocumentSearch-toggle-wrapper,
+.jp-DocumentSearch-button-wrapper,
+.jp-DocumentSearch-button-content:focus {
+  outline: none;
+}
+
+.jp-DocumentSearch-toggle-placeholder {
+  width: 5px;
+}
+
+.jp-DocumentSearch-input-button::before {
+  display: block;
+  padding-top: 100%;
+}
+
+.jp-DocumentSearch-input-button-off {
+  opacity: var(--jp-search-toggle-off-opacity);
+}
+
+.jp-DocumentSearch-input-button-off:hover {
+  opacity: var(--jp-search-toggle-hover-opacity);
+}
+
+.jp-DocumentSearch-input-button-on {
+  opacity: var(--jp-search-toggle-on-opacity);
+}
+
+.jp-DocumentSearch-index-counter {
+  padding-left: 10px;
+  padding-right: 10px;
+  user-select: none;
+  min-width: 35px;
+  display: inline-block;
+}
+
+.jp-DocumentSearch-up-down-wrapper {
+  display: inline-block;
+  padding-right: 2px;
+  margin-left: auto;
+  white-space: nowrap;
+}
+
+.jp-DocumentSearch-spacer {
+  margin-left: auto;
+}
+
+.jp-DocumentSearch-up-down-wrapper button {
+  outline: 0;
+  border: none;
+  width: var(--jp-private-document-search-button-height);
+  height: var(--jp-private-document-search-button-height);
+  vertical-align: middle;
+  margin: 1px 5px 2px;
+}
+
+.jp-DocumentSearch-up-down-button:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-DocumentSearch-up-down-button:active {
+  background-color: var(--jp-layout-color3);
+}
+
+.jp-DocumentSearch-filter-button {
+  border-radius: var(--jp-border-radius);
+}
+
+.jp-DocumentSearch-filter-button:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-DocumentSearch-filter-button-enabled {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-DocumentSearch-filter-button-enabled:hover {
+  background-color: var(--jp-layout-color3);
+}
+
+.jp-DocumentSearch-search-options {
+  padding: 0 8px;
+  margin-left: 3px;
+  width: 100%;
+  display: grid;
+  justify-content: start;
+  grid-template-columns: 1fr 1fr;
+  align-items: center;
+  justify-items: stretch;
+}
+
+.jp-DocumentSearch-search-filter-disabled {
+  color: var(--jp-ui-font-color2);
+}
+
+.jp-DocumentSearch-search-filter {
+  display: flex;
+  align-items: center;
+  user-select: none;
+}
+
+.jp-DocumentSearch-regex-error {
+  color: var(--jp-error-color0);
+}
+
+.jp-DocumentSearch-replace-button-wrapper {
+  overflow: hidden;
+  display: inline-block;
+  box-sizing: border-box;
+  border: var(--jp-border-width) solid var(--jp-border-color0);
+  margin: auto 2px;
+  padding: 1px 4px;
+  height: calc(var(--jp-private-document-search-button-height) + 2px);
+}
+
+.jp-DocumentSearch-replace-button-wrapper:focus {
+  border: var(--jp-border-width) solid var(--jp-cell-editor-active-border-color);
+}
+
+.jp-DocumentSearch-replace-button {
+  display: inline-block;
+  text-align: center;
+  cursor: pointer;
+  box-sizing: border-box;
+  color: var(--jp-ui-font-color1);
+
+  /* height - 2 * (padding of wrapper) */
+  line-height: calc(var(--jp-private-document-search-button-height) - 2px);
+  width: 100%;
+  height: 100%;
+}
+
+.jp-DocumentSearch-replace-button:focus {
+  outline: none;
+}
+
+.jp-DocumentSearch-replace-wrapper-class {
+  margin-left: 14px;
+  display: flex;
+}
+
+.jp-DocumentSearch-replace-toggle {
+  border: none;
+  background-color: var(--jp-toolbar-background);
+  border-radius: var(--jp-border-radius);
+}
+
+.jp-DocumentSearch-replace-toggle:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.cm-editor {
+  line-height: var(--jp-code-line-height);
+  font-size: var(--jp-code-font-size);
+  font-family: var(--jp-code-font-family);
+  border: 0;
+  border-radius: 0;
+  height: auto;
+
+  /* Changed to auto to autogrow */
+}
+
+.cm-editor pre {
+  padding: 0 var(--jp-code-padding);
+}
+
+.jp-CodeMirrorEditor[data-type='inline'] .cm-dialog {
+  background-color: var(--jp-layout-color0);
+  color: var(--jp-content-font-color1);
+}
+
+.jp-CodeMirrorEditor {
+  cursor: text;
+}
+
+/* When zoomed out 67% and 33% on a screen of 1440 width x 900 height */
+@media screen and (min-width: 2138px) and (max-width: 4319px) {
+  .jp-CodeMirrorEditor[data-type='inline'] .cm-cursor {
+    border-left: var(--jp-code-cursor-width1) solid
+      var(--jp-editor-cursor-color);
+  }
+}
+
+/* When zoomed out less than 33% */
+@media screen and (min-width: 4320px) {
+  .jp-CodeMirrorEditor[data-type='inline'] .cm-cursor {
+    border-left: var(--jp-code-cursor-width2) solid
+      var(--jp-editor-cursor-color);
+  }
+}
+
+.cm-editor.jp-mod-readOnly .cm-cursor {
+  display: none;
+}
+
+.jp-CollaboratorCursor {
+  border-left: 5px solid transparent;
+  border-right: 5px solid transparent;
+  border-top: none;
+  border-bottom: 3px solid;
+  background-clip: content-box;
+  margin-left: -5px;
+  margin-right: -5px;
+}
+
+.cm-searching,
+.cm-searching span {
+  /* `.cm-searching span`: we need to override syntax highlighting */
+  background-color: var(--jp-search-unselected-match-background-color);
+  color: var(--jp-search-unselected-match-color);
+}
+
+.cm-searching::selection,
+.cm-searching span::selection {
+  background-color: var(--jp-search-unselected-match-background-color);
+  color: var(--jp-search-unselected-match-color);
+}
+
+.jp-current-match > .cm-searching,
+.jp-current-match > .cm-searching span,
+.cm-searching > .jp-current-match,
+.cm-searching > .jp-current-match span {
+  background-color: var(--jp-search-selected-match-background-color);
+  color: var(--jp-search-selected-match-color);
+}
+
+.jp-current-match > .cm-searching::selection,
+.cm-searching > .jp-current-match::selection,
+.jp-current-match > .cm-searching span::selection {
+  background-color: var(--jp-search-selected-match-background-color);
+  color: var(--jp-search-selected-match-color);
+}
+
+.cm-trailingspace {
+  background-image: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAgAAAAFCAYAAAB4ka1VAAAAsElEQVQIHQGlAFr/AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA7+r3zKmT0/+pk9P/7+r3zAAAAAAAAAAABAAAAAAAAAAA6OPzM+/q9wAAAAAA6OPzMwAAAAAAAAAAAgAAAAAAAAAAGR8NiRQaCgAZIA0AGR8NiQAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAQyoYJ/SY80UAAAAASUVORK5CYII=);
+  background-position: center left;
+  background-repeat: repeat-x;
+}
+
+.jp-CollaboratorCursor-hover {
+  position: absolute;
+  z-index: 1;
+  transform: translateX(-50%);
+  color: white;
+  border-radius: 3px;
+  padding-left: 4px;
+  padding-right: 4px;
+  padding-top: 1px;
+  padding-bottom: 1px;
+  text-align: center;
+  font-size: var(--jp-ui-font-size1);
+  white-space: nowrap;
+}
+
+.jp-CodeMirror-ruler {
+  border-left: 1px dashed var(--jp-border-color2);
+}
+
+/* Styles for shared cursors (remote cursor locations and selected ranges) */
+.jp-CodeMirrorEditor .cm-ySelectionCaret {
+  position: relative;
+  border-left: 1px solid black;
+  margin-left: -1px;
+  margin-right: -1px;
+  box-sizing: border-box;
+}
+
+.jp-CodeMirrorEditor .cm-ySelectionCaret > .cm-ySelectionInfo {
+  white-space: nowrap;
+  position: absolute;
+  top: -1.15em;
+  padding-bottom: 0.05em;
+  left: -1px;
+  font-size: 0.95em;
+  font-family: var(--jp-ui-font-family);
+  font-weight: bold;
+  line-height: normal;
+  user-select: none;
+  color: white;
+  padding-left: 2px;
+  padding-right: 2px;
+  z-index: 101;
+  transition: opacity 0.3s ease-in-out;
+}
+
+.jp-CodeMirrorEditor .cm-ySelectionInfo {
+  transition-delay: 0.7s;
+  opacity: 0;
+}
+
+.jp-CodeMirrorEditor .cm-ySelectionCaret:hover > .cm-ySelectionInfo {
+  opacity: 1;
+  transition-delay: 0s;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-MimeDocument {
+  outline: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-private-filebrowser-button-height: 28px;
+  --jp-private-filebrowser-button-width: 48px;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-FileBrowser .jp-SidePanel-content {
+  display: flex;
+  flex-direction: column;
+}
+
+.jp-FileBrowser-toolbar.jp-Toolbar {
+  flex-wrap: wrap;
+  row-gap: 12px;
+  border-bottom: none;
+  height: auto;
+  margin: 8px 12px 0;
+  box-shadow: none;
+  padding: 0;
+  justify-content: flex-start;
+}
+
+.jp-FileBrowser-Panel {
+  flex: 1 1 auto;
+  display: flex;
+  flex-direction: column;
+}
+
+.jp-BreadCrumbs {
+  flex: 0 0 auto;
+  margin: 8px 12px;
+}
+
+.jp-BreadCrumbs-item {
+  margin: 0 2px;
+  padding: 0 2px;
+  border-radius: var(--jp-border-radius);
+  cursor: pointer;
+}
+
+.jp-BreadCrumbs-item:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-BreadCrumbs-item:first-child {
+  margin-left: 0;
+}
+
+.jp-BreadCrumbs-item.jp-mod-dropTarget {
+  background-color: var(--jp-brand-color2);
+  opacity: 0.7;
+}
+
+/*-----------------------------------------------------------------------------
+| Buttons
+|----------------------------------------------------------------------------*/
+
+.jp-FileBrowser-toolbar > .jp-Toolbar-item {
+  flex: 0 0 auto;
+  padding-left: 0;
+  padding-right: 2px;
+  align-items: center;
+  height: unset;
+}
+
+.jp-FileBrowser-toolbar > .jp-Toolbar-item .jp-ToolbarButtonComponent {
+  width: 40px;
+}
+
+/*-----------------------------------------------------------------------------
+| Other styles
+|----------------------------------------------------------------------------*/
+
+.jp-FileDialog.jp-mod-conflict input {
+  color: var(--jp-error-color1);
+}
+
+.jp-FileDialog .jp-new-name-title {
+  margin-top: 12px;
+}
+
+.jp-LastModified-hidden {
+  display: none;
+}
+
+.jp-FileSize-hidden {
+  display: none;
+}
+
+.jp-FileBrowser .lm-AccordionPanel > h3:first-child {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| DirListing
+|----------------------------------------------------------------------------*/
+
+.jp-DirListing {
+  flex: 1 1 auto;
+  display: flex;
+  flex-direction: column;
+  outline: 0;
+}
+
+.jp-DirListing-header {
+  flex: 0 0 auto;
+  display: flex;
+  flex-direction: row;
+  align-items: center;
+  overflow: hidden;
+  border-top: var(--jp-border-width) solid var(--jp-border-color2);
+  border-bottom: var(--jp-border-width) solid var(--jp-border-color1);
+  box-shadow: var(--jp-toolbar-box-shadow);
+  z-index: 2;
+}
+
+.jp-DirListing-headerItem {
+  padding: 4px 12px 2px;
+  font-weight: 500;
+}
+
+.jp-DirListing-headerItem:hover {
+  background: var(--jp-layout-color2);
+}
+
+.jp-DirListing-headerItem.jp-id-name {
+  flex: 1 0 84px;
+}
+
+.jp-DirListing-headerItem.jp-id-modified {
+  flex: 0 0 112px;
+  border-left: var(--jp-border-width) solid var(--jp-border-color2);
+  text-align: right;
+}
+
+.jp-DirListing-headerItem.jp-id-filesize {
+  flex: 0 0 75px;
+  border-left: var(--jp-border-width) solid var(--jp-border-color2);
+  text-align: right;
+}
+
+.jp-id-narrow {
+  display: none;
+  flex: 0 0 5px;
+  padding: 4px;
+  border-left: var(--jp-border-width) solid var(--jp-border-color2);
+  text-align: right;
+  color: var(--jp-border-color2);
+}
+
+.jp-DirListing-narrow .jp-id-narrow {
+  display: block;
+}
+
+.jp-DirListing-narrow .jp-id-modified,
+.jp-DirListing-narrow .jp-DirListing-itemModified {
+  display: none;
+}
+
+.jp-DirListing-headerItem.jp-mod-selected {
+  font-weight: 600;
+}
+
+/* increase specificity to override bundled default */
+.jp-DirListing-content {
+  flex: 1 1 auto;
+  margin: 0;
+  padding: 0;
+  list-style-type: none;
+  overflow: auto;
+  background-color: var(--jp-layout-color1);
+}
+
+.jp-DirListing-content mark {
+  color: var(--jp-ui-font-color0);
+  background-color: transparent;
+  font-weight: bold;
+}
+
+.jp-DirListing-content .jp-DirListing-item.jp-mod-selected mark {
+  color: var(--jp-ui-inverse-font-color0);
+}
+
+/* Style the directory listing content when a user drops a file to upload */
+.jp-DirListing.jp-mod-native-drop .jp-DirListing-content {
+  outline: 5px dashed rgba(128, 128, 128, 0.5);
+  outline-offset: -10px;
+  cursor: copy;
+}
+
+.jp-DirListing-item {
+  display: flex;
+  flex-direction: row;
+  align-items: center;
+  padding: 4px 12px;
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.jp-DirListing-checkboxWrapper {
+  /* Increases hit area of checkbox. */
+  padding: 4px;
+}
+
+.jp-DirListing-header
+  .jp-DirListing-checkboxWrapper
+  + .jp-DirListing-headerItem {
+  padding-left: 4px;
+}
+
+.jp-DirListing-content .jp-DirListing-checkboxWrapper {
+  position: relative;
+  left: -4px;
+  margin: -4px 0 -4px -8px;
+}
+
+.jp-DirListing-checkboxWrapper.jp-mod-visible {
+  visibility: visible;
+}
+
+/* For devices that support hovering, hide checkboxes until hovered, selected...
+*/
+@media (hover: hover) {
+  .jp-DirListing-checkboxWrapper {
+    visibility: hidden;
+  }
+
+  .jp-DirListing-item:hover .jp-DirListing-checkboxWrapper,
+  .jp-DirListing-item.jp-mod-selected .jp-DirListing-checkboxWrapper {
+    visibility: visible;
+  }
+}
+
+.jp-DirListing-item[data-is-dot] {
+  opacity: 75%;
+}
+
+.jp-DirListing-item.jp-mod-selected {
+  color: var(--jp-ui-inverse-font-color1);
+  background: var(--jp-brand-color1);
+}
+
+.jp-DirListing-item.jp-mod-dropTarget {
+  background: var(--jp-brand-color3);
+}
+
+.jp-DirListing-item:hover:not(.jp-mod-selected) {
+  background: var(--jp-layout-color2);
+}
+
+.jp-DirListing-itemIcon {
+  flex: 0 0 20px;
+  margin-right: 4px;
+}
+
+.jp-DirListing-itemText {
+  flex: 1 0 64px;
+  white-space: nowrap;
+  overflow: hidden;
+  text-overflow: ellipsis;
+  user-select: none;
+}
+
+.jp-DirListing-itemText:focus {
+  outline-width: 2px;
+  outline-color: var(--jp-inverse-layout-color1);
+  outline-style: solid;
+  outline-offset: 1px;
+}
+
+.jp-DirListing-item.jp-mod-selected .jp-DirListing-itemText:focus {
+  outline-color: var(--jp-layout-color1);
+}
+
+.jp-DirListing-itemModified {
+  flex: 0 0 125px;
+  text-align: right;
+}
+
+.jp-DirListing-itemFileSize {
+  flex: 0 0 90px;
+  text-align: right;
+}
+
+.jp-DirListing-editor {
+  flex: 1 0 64px;
+  outline: none;
+  border: none;
+  color: var(--jp-ui-font-color1);
+  background-color: var(--jp-layout-color1);
+}
+
+.jp-DirListing-item.jp-mod-running .jp-DirListing-itemIcon::before {
+  color: var(--jp-success-color1);
+  content: '\25CF';
+  font-size: 8px;
+  position: absolute;
+  left: -8px;
+}
+
+.jp-DirListing-item.jp-mod-running.jp-mod-selected
+  .jp-DirListing-itemIcon::before {
+  color: var(--jp-ui-inverse-font-color1);
+}
+
+.jp-DirListing-item.lm-mod-drag-image,
+.jp-DirListing-item.jp-mod-selected.lm-mod-drag-image {
+  font-size: var(--jp-ui-font-size1);
+  padding-left: 4px;
+  margin-left: 4px;
+  width: 160px;
+  background-color: var(--jp-ui-inverse-font-color2);
+  box-shadow: var(--jp-elevation-z2);
+  border-radius: 0;
+  color: var(--jp-ui-font-color1);
+  transform: translateX(-40%) translateY(-58%);
+}
+
+.jp-Document {
+  min-width: 120px;
+  min-height: 120px;
+  outline: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Main OutputArea
+| OutputArea has a list of Outputs
+|----------------------------------------------------------------------------*/
+
+.jp-OutputArea {
+  overflow-y: auto;
+}
+
+.jp-OutputArea-child {
+  display: table;
+  table-layout: fixed;
+  width: 100%;
+  overflow: hidden;
+}
+
+.jp-OutputPrompt {
+  width: var(--jp-cell-prompt-width);
+  color: var(--jp-cell-outprompt-font-color);
+  font-family: var(--jp-cell-prompt-font-family);
+  padding: var(--jp-code-padding);
+  letter-spacing: var(--jp-cell-prompt-letter-spacing);
+  line-height: var(--jp-code-line-height);
+  font-size: var(--jp-code-font-size);
+  border: var(--jp-border-width) solid transparent;
+  opacity: var(--jp-cell-prompt-opacity);
+
+  /* Right align prompt text, don't wrap to handle large prompt numbers */
+  text-align: right;
+  white-space: nowrap;
+  overflow: hidden;
+  text-overflow: ellipsis;
+
+  /* Disable text selection */
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.jp-OutputArea-prompt {
+  display: table-cell;
+  vertical-align: top;
+}
+
+.jp-OutputArea-output {
+  display: table-cell;
+  width: 100%;
+  height: auto;
+  overflow: auto;
+  user-select: text;
+  -moz-user-select: text;
+  -webkit-user-select: text;
+  -ms-user-select: text;
+}
+
+.jp-OutputArea .jp-RenderedText {
+  padding-left: 1ch;
+}
+
+/**
+ * Prompt overlay.
+ */
+
+.jp-OutputArea-promptOverlay {
+  position: absolute;
+  top: 0;
+  width: var(--jp-cell-prompt-width);
+  height: 100%;
+  opacity: 0.5;
+}
+
+.jp-OutputArea-promptOverlay:hover {
+  background: var(--jp-layout-color2);
+  box-shadow: inset 0 0 1px var(--jp-inverse-layout-color0);
+  cursor: zoom-out;
+}
+
+.jp-mod-outputsScrolled .jp-OutputArea-promptOverlay:hover {
+  cursor: zoom-in;
+}
+
+/**
+ * Isolated output.
+ */
+.jp-OutputArea-output.jp-mod-isolated {
+  width: 100%;
+  display: block;
+}
+
+/*
+When drag events occur, `lm-mod-override-cursor` is added to the body.
+Because iframes steal all cursor events, the following two rules are necessary
+to suppress pointer events while resize drags are occurring. There may be a
+better solution to this problem.
+*/
+body.lm-mod-override-cursor .jp-OutputArea-output.jp-mod-isolated {
+  position: relative;
+}
+
+body.lm-mod-override-cursor .jp-OutputArea-output.jp-mod-isolated::before {
+  content: '';
+  position: absolute;
+  top: 0;
+  left: 0;
+  right: 0;
+  bottom: 0;
+  background: transparent;
+}
+
+/* pre */
+
+.jp-OutputArea-output pre {
+  border: none;
+  margin: 0;
+  padding: 0;
+  overflow-x: auto;
+  overflow-y: auto;
+  word-break: break-all;
+  word-wrap: break-word;
+  white-space: pre-wrap;
+}
+
+/* tables */
+
+.jp-OutputArea-output.jp-RenderedHTMLCommon table {
+  margin-left: 0;
+  margin-right: 0;
+}
+
+/* description lists */
+
+.jp-OutputArea-output dl,
+.jp-OutputArea-output dt,
+.jp-OutputArea-output dd {
+  display: block;
+}
+
+.jp-OutputArea-output dl {
+  width: 100%;
+  overflow: hidden;
+  padding: 0;
+  margin: 0;
+}
+
+.jp-OutputArea-output dt {
+  font-weight: bold;
+  float: left;
+  width: 20%;
+  padding: 0;
+  margin: 0;
+}
+
+.jp-OutputArea-output dd {
+  float: left;
+  width: 80%;
+  padding: 0;
+  margin: 0;
+}
+
+.jp-TrimmedOutputs pre {
+  background: var(--jp-layout-color3);
+  font-size: calc(var(--jp-code-font-size) * 1.4);
+  text-align: center;
+  text-transform: uppercase;
+}
+
+/* Hide the gutter in case of
+ *  - nested output areas (e.g. in the case of output widgets)
+ *  - mirrored output areas
+ */
+.jp-OutputArea .jp-OutputArea .jp-OutputArea-prompt {
+  display: none;
+}
+
+/* Hide empty lines in the output area, for instance due to cleared widgets */
+.jp-OutputArea-prompt:empty {
+  padding: 0;
+  border: 0;
+}
+
+/*-----------------------------------------------------------------------------
+| executeResult is added to any Output-result for the display of the object
+| returned by a cell
+|----------------------------------------------------------------------------*/
+
+.jp-OutputArea-output.jp-OutputArea-executeResult {
+  margin-left: 0;
+  width: 100%;
+}
+
+/* Text output with the Out[] prompt needs a top padding to match the
+ * alignment of the Out[] prompt itself.
+ */
+.jp-OutputArea-executeResult .jp-RenderedText.jp-OutputArea-output {
+  padding-top: var(--jp-code-padding);
+  border-top: var(--jp-border-width) solid transparent;
+}
+
+/*-----------------------------------------------------------------------------
+| The Stdin output
+|----------------------------------------------------------------------------*/
+
+.jp-Stdin-prompt {
+  color: var(--jp-content-font-color0);
+  padding-right: var(--jp-code-padding);
+  vertical-align: baseline;
+  flex: 0 0 auto;
+}
+
+.jp-Stdin-input {
+  font-family: var(--jp-code-font-family);
+  font-size: inherit;
+  color: inherit;
+  background-color: inherit;
+  width: 42%;
+  min-width: 200px;
+
+  /* make sure input baseline aligns with prompt */
+  vertical-align: baseline;
+
+  /* padding + margin = 0.5em between prompt and cursor */
+  padding: 0 0.25em;
+  margin: 0 0.25em;
+  flex: 0 0 70%;
+}
+
+.jp-Stdin-input::placeholder {
+  opacity: 0;
+}
+
+.jp-Stdin-input:focus {
+  box-shadow: none;
+}
+
+.jp-Stdin-input:focus::placeholder {
+  opacity: 1;
+}
+
+/*-----------------------------------------------------------------------------
+| Output Area View
+|----------------------------------------------------------------------------*/
+
+.jp-LinkedOutputView .jp-OutputArea {
+  height: 100%;
+  display: block;
+}
+
+.jp-LinkedOutputView .jp-OutputArea-output:only-child {
+  height: 100%;
+}
+
+/*-----------------------------------------------------------------------------
+| Printing
+|----------------------------------------------------------------------------*/
+
+@media print {
+  .jp-OutputArea-child {
+    break-inside: avoid-page;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Mobile
+|----------------------------------------------------------------------------*/
+@media only screen and (max-width: 760px) {
+  .jp-OutputPrompt {
+    display: table-row;
+    text-align: left;
+  }
+
+  .jp-OutputArea-child .jp-OutputArea-output {
+    display: table-row;
+    margin-left: var(--jp-notebook-padding);
+  }
+}
+
+/* Trimmed outputs warning */
+.jp-TrimmedOutputs > a {
+  margin: 10px;
+  text-decoration: none;
+  cursor: pointer;
+}
+
+.jp-TrimmedOutputs > a:hover {
+  text-decoration: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Table of Contents
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-private-toc-active-width: 4px;
+}
+
+.jp-TableOfContents {
+  display: flex;
+  flex-direction: column;
+  background: var(--jp-layout-color1);
+  color: var(--jp-ui-font-color1);
+  font-size: var(--jp-ui-font-size1);
+  height: 100%;
+}
+
+.jp-TableOfContents-placeholder {
+  text-align: center;
+}
+
+.jp-TableOfContents-placeholderContent {
+  color: var(--jp-content-font-color2);
+  padding: 8px;
+}
+
+.jp-TableOfContents-placeholderContent > h3 {
+  margin-bottom: var(--jp-content-heading-margin-bottom);
+}
+
+.jp-TableOfContents .jp-SidePanel-content {
+  overflow-y: auto;
+}
+
+.jp-TableOfContents-tree {
+  margin: 4px;
+}
+
+.jp-TableOfContents ol {
+  list-style-type: none;
+}
+
+/* stylelint-disable-next-line selector-max-type */
+.jp-TableOfContents li > ol {
+  /* Align left border with triangle icon center */
+  padding-left: 11px;
+}
+
+.jp-TableOfContents-content {
+  /* left margin for the active heading indicator */
+  margin: 0 0 0 var(--jp-private-toc-active-width);
+  padding: 0;
+  background-color: var(--jp-layout-color1);
+}
+
+.jp-tocItem {
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+.jp-tocItem-heading {
+  display: flex;
+  cursor: pointer;
+}
+
+.jp-tocItem-heading:hover {
+  background-color: var(--jp-layout-color2);
+}
+
+.jp-tocItem-content {
+  display: block;
+  padding: 4px 0;
+  white-space: nowrap;
+  text-overflow: ellipsis;
+  overflow-x: hidden;
+}
+
+.jp-tocItem-collapser {
+  height: 20px;
+  margin: 2px 2px 0;
+  padding: 0;
+  background: none;
+  border: none;
+  cursor: pointer;
+}
+
+.jp-tocItem-collapser:hover {
+  background-color: var(--jp-layout-color3);
+}
+
+/* Active heading indicator */
+
+.jp-tocItem-heading::before {
+  content: ' ';
+  background: transparent;
+  width: var(--jp-private-toc-active-width);
+  height: 24px;
+  position: absolute;
+  left: 0;
+  border-radius: var(--jp-border-radius);
+}
+
+.jp-tocItem-heading.jp-tocItem-active::before {
+  background-color: var(--jp-brand-color1);
+}
+
+.jp-tocItem-heading:hover.jp-tocItem-active::before {
+  background: var(--jp-brand-color0);
+  opacity: 1;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+.jp-Collapser {
+  flex: 0 0 var(--jp-cell-collapser-width);
+  padding: 0;
+  margin: 0;
+  border: none;
+  outline: none;
+  background: transparent;
+  border-radius: var(--jp-border-radius);
+  opacity: 1;
+}
+
+.jp-Collapser-child {
+  display: block;
+  width: 100%;
+  box-sizing: border-box;
+
+  /* height: 100% doesn't work because the height of its parent is computed from content */
+  position: absolute;
+  top: 0;
+  bottom: 0;
+}
+
+/*-----------------------------------------------------------------------------
+| Printing
+|----------------------------------------------------------------------------*/
+
+/*
+Hiding collapsers in print mode.
+
+Note: input and output wrappers have "display: block" propery in print mode.
+*/
+
+@media print {
+  .jp-Collapser {
+    display: none;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Header/Footer
+|----------------------------------------------------------------------------*/
+
+/* Hidden by zero height by default */
+.jp-CellHeader,
+.jp-CellFooter {
+  height: 0;
+  width: 100%;
+  padding: 0;
+  margin: 0;
+  border: none;
+  outline: none;
+  background: transparent;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Input
+|----------------------------------------------------------------------------*/
+
+/* All input areas */
+.jp-InputArea {
+  display: table;
+  table-layout: fixed;
+  width: 100%;
+  overflow: hidden;
+}
+
+.jp-InputArea-editor {
+  display: table-cell;
+  overflow: hidden;
+  vertical-align: top;
+
+  /* This is the non-active, default styling */
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  border-radius: 0;
+  background: var(--jp-cell-editor-background);
+}
+
+.jp-InputPrompt {
+  display: table-cell;
+  vertical-align: top;
+  width: var(--jp-cell-prompt-width);
+  color: var(--jp-cell-inprompt-font-color);
+  font-family: var(--jp-cell-prompt-font-family);
+  padding: var(--jp-code-padding);
+  letter-spacing: var(--jp-cell-prompt-letter-spacing);
+  opacity: var(--jp-cell-prompt-opacity);
+  line-height: var(--jp-code-line-height);
+  font-size: var(--jp-code-font-size);
+  border: var(--jp-border-width) solid transparent;
+
+  /* Right align prompt text, don't wrap to handle large prompt numbers */
+  text-align: right;
+  white-space: nowrap;
+  overflow: hidden;
+  text-overflow: ellipsis;
+
+  /* Disable text selection */
+  -webkit-user-select: none;
+  -moz-user-select: none;
+  -ms-user-select: none;
+  user-select: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Mobile
+|----------------------------------------------------------------------------*/
+@media only screen and (max-width: 760px) {
+  .jp-InputArea-editor {
+    display: table-row;
+    margin-left: var(--jp-notebook-padding);
+  }
+
+  .jp-InputPrompt {
+    display: table-row;
+    text-align: left;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Placeholder
+|----------------------------------------------------------------------------*/
+
+.jp-Placeholder {
+  display: table;
+  table-layout: fixed;
+  width: 100%;
+}
+
+.jp-Placeholder-prompt {
+  display: table-cell;
+  box-sizing: border-box;
+}
+
+.jp-Placeholder-content {
+  display: table-cell;
+  padding: 4px 6px;
+  border: 1px solid transparent;
+  border-radius: 0;
+  background: none;
+  box-sizing: border-box;
+  cursor: pointer;
+}
+
+.jp-Placeholder-contentContainer {
+  display: flex;
+}
+
+.jp-Placeholder-content:hover,
+.jp-InputPlaceholder > .jp-Placeholder-content:hover {
+  border-color: var(--jp-layout-color3);
+}
+
+.jp-Placeholder-content .jp-MoreHorizIcon {
+  width: 32px;
+  height: 16px;
+  border: 1px solid transparent;
+  border-radius: var(--jp-border-radius);
+}
+
+.jp-Placeholder-content .jp-MoreHorizIcon:hover {
+  border: 1px solid var(--jp-border-color1);
+  box-shadow: 0 0 2px 0 rgba(0, 0, 0, 0.25);
+  background-color: var(--jp-layout-color0);
+}
+
+.jp-PlaceholderText {
+  white-space: nowrap;
+  overflow-x: hidden;
+  color: var(--jp-inverse-layout-color3);
+  font-family: var(--jp-code-font-family);
+}
+
+.jp-InputPlaceholder > .jp-Placeholder-content {
+  border-color: var(--jp-cell-editor-border-color);
+  background: var(--jp-cell-editor-background);
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Private CSS variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-private-cell-scrolling-output-offset: 5px;
+}
+
+/*-----------------------------------------------------------------------------
+| Cell
+|----------------------------------------------------------------------------*/
+
+.jp-Cell {
+  padding: var(--jp-cell-padding);
+  margin: 0;
+  border: none;
+  outline: none;
+  background: transparent;
+}
+
+/*-----------------------------------------------------------------------------
+| Common input/output
+|----------------------------------------------------------------------------*/
+
+.jp-Cell-inputWrapper,
+.jp-Cell-outputWrapper {
+  display: flex;
+  flex-direction: row;
+  padding: 0;
+  margin: 0;
+
+  /* Added to reveal the box-shadow on the input and output collapsers. */
+  overflow: visible;
+}
+
+/* Only input/output areas inside cells */
+.jp-Cell-inputArea,
+.jp-Cell-outputArea {
+  flex: 1 1 auto;
+}
+
+/*-----------------------------------------------------------------------------
+| Collapser
+|----------------------------------------------------------------------------*/
+
+/* Make the output collapser disappear when there is not output, but do so
+ * in a manner that leaves it in the layout and preserves its width.
+ */
+.jp-Cell.jp-mod-noOutputs .jp-Cell-outputCollapser {
+  border: none !important;
+  background: transparent !important;
+}
+
+.jp-Cell:not(.jp-mod-noOutputs) .jp-Cell-outputCollapser {
+  min-height: var(--jp-cell-collapser-min-height);
+}
+
+/*-----------------------------------------------------------------------------
+| Output
+|----------------------------------------------------------------------------*/
+
+/* Put a space between input and output when there IS output */
+.jp-Cell:not(.jp-mod-noOutputs) .jp-Cell-outputWrapper {
+  margin-top: 5px;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-Cell-outputArea {
+  overflow-y: auto;
+  max-height: 24em;
+  margin-left: var(--jp-private-cell-scrolling-output-offset);
+  resize: vertical;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-Cell-outputArea[style*='height'] {
+  max-height: unset;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-Cell-outputArea::after {
+  content: ' ';
+  box-shadow: inset 0 0 6px 2px rgb(0 0 0 / 30%);
+  width: 100%;
+  height: 100%;
+  position: sticky;
+  bottom: 0;
+  top: 0;
+  margin-top: -50%;
+  float: left;
+  display: block;
+  pointer-events: none;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-child {
+  padding-top: 6px;
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-prompt {
+  width: calc(
+    var(--jp-cell-prompt-width) - var(--jp-private-cell-scrolling-output-offset)
+  );
+}
+
+.jp-CodeCell.jp-mod-outputsScrolled .jp-OutputArea-promptOverlay {
+  left: calc(-1 * var(--jp-private-cell-scrolling-output-offset));
+}
+
+/*-----------------------------------------------------------------------------
+| CodeCell
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| MarkdownCell
+|----------------------------------------------------------------------------*/
+
+.jp-MarkdownOutput {
+  display: table-cell;
+  width: 100%;
+  margin-top: 0;
+  margin-bottom: 0;
+  padding-left: var(--jp-code-padding);
+}
+
+.jp-MarkdownOutput.jp-RenderedHTMLCommon {
+  overflow: auto;
+}
+
+/* collapseHeadingButton (show always if hiddenCellsButton is _not_ shown) */
+.jp-collapseHeadingButton {
+  display: flex;
+  min-height: var(--jp-cell-collapser-min-height);
+  font-size: var(--jp-code-font-size);
+  position: absolute;
+  background-color: transparent;
+  background-size: 25px;
+  background-repeat: no-repeat;
+  background-position-x: center;
+  background-position-y: top;
+  background-image: var(--jp-icon-caret-down);
+  right: 0;
+  top: 0;
+  bottom: 0;
+}
+
+.jp-collapseHeadingButton.jp-mod-collapsed {
+  background-image: var(--jp-icon-caret-right);
+}
+
+/*
+ set the container font size to match that of content
+ so that the nested collapse buttons have the right size
+*/
+.jp-MarkdownCell .jp-InputPrompt {
+  font-size: var(--jp-content-font-size1);
+}
+
+/*
+  Align collapseHeadingButton with cell top header
+  The font sizes are identical to the ones in packages/rendermime/style/base.css
+*/
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='1'] {
+  font-size: var(--jp-content-font-size5);
+  background-position-y: calc(0.3 * var(--jp-content-font-size5));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='2'] {
+  font-size: var(--jp-content-font-size4);
+  background-position-y: calc(0.3 * var(--jp-content-font-size4));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='3'] {
+  font-size: var(--jp-content-font-size3);
+  background-position-y: calc(0.3 * var(--jp-content-font-size3));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='4'] {
+  font-size: var(--jp-content-font-size2);
+  background-position-y: calc(0.3 * var(--jp-content-font-size2));
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='5'] {
+  font-size: var(--jp-content-font-size1);
+  background-position-y: top;
+}
+
+.jp-mod-rendered .jp-collapseHeadingButton[data-heading-level='6'] {
+  font-size: var(--jp-content-font-size0);
+  background-position-y: top;
+}
+
+/* collapseHeadingButton (show only on (hover,active) if hiddenCellsButton is shown) */
+.jp-Notebook.jp-mod-showHiddenCellsButton .jp-collapseHeadingButton {
+  display: none;
+}
+
+.jp-Notebook.jp-mod-showHiddenCellsButton
+  :is(.jp-MarkdownCell:hover, .jp-mod-active)
+  .jp-collapseHeadingButton {
+  display: flex;
+}
+
+/* showHiddenCellsButton (only show if jp-mod-showHiddenCellsButton is set, which
+is a consequence of the showHiddenCellsButton option in Notebook Settings)*/
+.jp-Notebook.jp-mod-showHiddenCellsButton .jp-showHiddenCellsButton {
+  margin-left: calc(var(--jp-cell-prompt-width) + 2 * var(--jp-code-padding));
+  margin-top: var(--jp-code-padding);
+  border: 1px solid var(--jp-border-color2);
+  background-color: var(--jp-border-color3) !important;
+  color: var(--jp-content-font-color0) !important;
+  display: flex;
+}
+
+.jp-Notebook.jp-mod-showHiddenCellsButton .jp-showHiddenCellsButton:hover {
+  background-color: var(--jp-border-color2) !important;
+}
+
+.jp-showHiddenCellsButton {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Printing
+|----------------------------------------------------------------------------*/
+
+/*
+Using block instead of flex to allow the use of the break-inside CSS property for
+cell outputs.
+*/
+
+@media print {
+  .jp-Cell-inputWrapper,
+  .jp-Cell-outputWrapper {
+    display: block;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-notebook-toolbar-padding: 2px 5px 2px 2px;
+}
+
+/*-----------------------------------------------------------------------------
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-NotebookPanel-toolbar {
+  padding: var(--jp-notebook-toolbar-padding);
+
+  /* disable paint containment from lumino 2.0 default strict CSS containment */
+  contain: style size !important;
+}
+
+.jp-Toolbar-item.jp-Notebook-toolbarCellType .jp-select-wrapper.jp-mod-focused {
+  border: none;
+  box-shadow: none;
+}
+
+.jp-Notebook-toolbarCellTypeDropdown select {
+  height: 24px;
+  font-size: var(--jp-ui-font-size1);
+  line-height: 14px;
+  border-radius: 0;
+  display: block;
+}
+
+.jp-Notebook-toolbarCellTypeDropdown span {
+  top: 5px !important;
+}
+
+.jp-Toolbar-responsive-popup {
+  position: absolute;
+  height: fit-content;
+  display: flex;
+  flex-direction: row;
+  flex-wrap: wrap;
+  justify-content: flex-end;
+  border-bottom: var(--jp-border-width) solid var(--jp-toolbar-border-color);
+  box-shadow: var(--jp-toolbar-box-shadow);
+  background: var(--jp-toolbar-background);
+  min-height: var(--jp-toolbar-micro-height);
+  padding: var(--jp-notebook-toolbar-padding);
+  z-index: 1;
+  right: 0;
+  top: 0;
+}
+
+.jp-Toolbar > .jp-Toolbar-responsive-opener {
+  margin-left: auto;
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Variables
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+
+/*-----------------------------------------------------------------------------
+| Styles
+|----------------------------------------------------------------------------*/
+
+.jp-Notebook-ExecutionIndicator {
+  position: relative;
+  display: inline-block;
+  height: 100%;
+  z-index: 9997;
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip {
+  visibility: hidden;
+  height: auto;
+  width: max-content;
+  width: -moz-max-content;
+  background-color: var(--jp-layout-color2);
+  color: var(--jp-ui-font-color1);
+  text-align: justify;
+  border-radius: 6px;
+  padding: 0 5px;
+  position: fixed;
+  display: table;
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip.up {
+  transform: translateX(-50%) translateY(-100%) translateY(-32px);
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip.down {
+  transform: translateX(calc(-100% + 16px)) translateY(5px);
+}
+
+.jp-Notebook-ExecutionIndicator-tooltip.hidden {
+  display: none;
+}
+
+.jp-Notebook-ExecutionIndicator:hover .jp-Notebook-ExecutionIndicator-tooltip {
+  visibility: visible;
+}
+
+.jp-Notebook-ExecutionIndicator span {
+  font-size: var(--jp-ui-font-size1);
+  font-family: var(--jp-ui-font-family);
+  color: var(--jp-ui-font-color1);
+  line-height: 24px;
+  display: block;
+}
+
+.jp-Notebook-ExecutionIndicator-progress-bar {
+  display: flex;
+  justify-content: center;
+  height: 100%;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+/*
+ * Execution indicator
+ */
+.jp-tocItem-content::after {
+  content: '';
+
+  /* Must be identical to form a circle */
+  width: 12px;
+  height: 12px;
+  background: none;
+  border: none;
+  position: absolute;
+  right: 0;
+}
+
+.jp-tocItem-content[data-running='0']::after {
+  border-radius: 50%;
+  border: var(--jp-border-width) solid var(--jp-inverse-layout-color3);
+  background: none;
+}
+
+.jp-tocItem-content[data-running='1']::after {
+  border-radius: 50%;
+  border: var(--jp-border-width) solid var(--jp-inverse-layout-color3);
+  background-color: var(--jp-inverse-layout-color3);
+}
+
+.jp-tocItem-content[data-running='0'],
+.jp-tocItem-content[data-running='1'] {
+  margin-right: 12px;
+}
+
+/*
+ * Copyright (c) Jupyter Development Team.
+ * Distributed under the terms of the Modified BSD License.
+ */
+
+.jp-Notebook-footer {
+  height: 27px;
+  margin-left: calc(
+    var(--jp-cell-prompt-width) + var(--jp-cell-collapser-width) +
+      var(--jp-cell-padding)
+  );
+  width: calc(
+    100% -
+      (
+        var(--jp-cell-prompt-width) + var(--jp-cell-collapser-width) +
+          var(--jp-cell-padding) + var(--jp-cell-padding)
+      )
+  );
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  color: var(--jp-ui-font-color3);
+  margin-top: 6px;
+  background: none;
+  cursor: pointer;
+}
+
+.jp-Notebook-footer:focus {
+  border-color: var(--jp-cell-editor-active-border-color);
+}
+
+/* For devices that support hovering, hide footer until hover */
+@media (hover: hover) {
+  .jp-Notebook-footer {
+    opacity: 0;
+  }
+
+  .jp-Notebook-footer:focus,
+  .jp-Notebook-footer:hover {
+    opacity: 1;
+  }
+}
+
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| Imports
+|----------------------------------------------------------------------------*/
+
+/*-----------------------------------------------------------------------------
+| CSS variables
+|----------------------------------------------------------------------------*/
+
+:root {
+  --jp-side-by-side-output-size: 1fr;
+  --jp-side-by-side-resized-cell: var(--jp-side-by-side-output-size);
+  --jp-private-notebook-dragImage-width: 304px;
+  --jp-private-notebook-dragImage-height: 36px;
+  --jp-private-notebook-selected-color: var(--md-blue-400);
+  --jp-private-notebook-active-color: var(--md-green-400);
+}
+
+/*-----------------------------------------------------------------------------
+| Notebook
+|----------------------------------------------------------------------------*/
+
+/* stylelint-disable selector-max-class */
+
+.jp-NotebookPanel {
+  display: block;
+  height: 100%;
+}
+
+.jp-NotebookPanel.jp-Document {
+  min-width: 240px;
+  min-height: 120px;
+}
+
+.jp-Notebook {
+  padding: var(--jp-notebook-padding);
+  outline: none;
+  overflow: auto;
+  background: var(--jp-layout-color0);
+}
+
+.jp-Notebook.jp-mod-scrollPastEnd::after {
+  display: block;
+  content: '';
+  min-height: var(--jp-notebook-scroll-padding);
+}
+
+.jp-MainAreaWidget-ContainStrict .jp-Notebook * {
+  contain: strict;
+}
+
+.jp-Notebook .jp-Cell {
+  overflow: visible;
+}
+
+.jp-Notebook .jp-Cell .jp-InputPrompt {
+  cursor: move;
+}
+
+/*-----------------------------------------------------------------------------
+| Notebook state related styling
+|
+| The notebook and cells each have states, here are the possibilities:
+|
+| - Notebook
+|   - Command
+|   - Edit
+| - Cell
+|   - None
+|   - Active (only one can be active)
+|   - Selected (the cells actions are applied to)
+|   - Multiselected (when multiple selected, the cursor)
+|   - No outputs
+|----------------------------------------------------------------------------*/
+
+/* Command or edit modes */
+
+.jp-Notebook .jp-Cell:not(.jp-mod-active) .jp-InputPrompt {
+  opacity: var(--jp-cell-prompt-not-active-opacity);
+  color: var(--jp-cell-prompt-not-active-font-color);
+}
+
+.jp-Notebook .jp-Cell:not(.jp-mod-active) .jp-OutputPrompt {
+  opacity: var(--jp-cell-prompt-not-active-opacity);
+  color: var(--jp-cell-prompt-not-active-font-color);
+}
+
+/* cell is active */
+.jp-Notebook .jp-Cell.jp-mod-active .jp-Collapser {
+  background: var(--jp-brand-color1);
+}
+
+/* cell is dirty */
+.jp-Notebook .jp-Cell.jp-mod-dirty .jp-InputPrompt {
+  color: var(--jp-warn-color1);
+}
+
+.jp-Notebook .jp-Cell.jp-mod-dirty .jp-InputPrompt::before {
+  color: var(--jp-warn-color1);
+  content: '•';
+}
+
+.jp-Notebook .jp-Cell.jp-mod-active.jp-mod-dirty .jp-Collapser {
+  background: var(--jp-warn-color1);
+}
+
+/* collapser is hovered */
+.jp-Notebook .jp-Cell .jp-Collapser:hover {
+  box-shadow: var(--jp-elevation-z2);
+  background: var(--jp-brand-color1);
+  opacity: var(--jp-cell-collapser-not-active-hover-opacity);
+}
+
+/* cell is active and collapser is hovered */
+.jp-Notebook .jp-Cell.jp-mod-active .jp-Collapser:hover {
+  background: var(--jp-brand-color0);
+  opacity: 1;
+}
+
+/* Command mode */
+
+.jp-Notebook.jp-mod-commandMode .jp-Cell.jp-mod-selected {
+  background: var(--jp-notebook-multiselected-color);
+}
+
+.jp-Notebook.jp-mod-commandMode
+  .jp-Cell.jp-mod-active.jp-mod-selected:not(.jp-mod-multiSelected) {
+  background: transparent;
+}
+
+/* Edit mode */
+
+.jp-Notebook.jp-mod-editMode .jp-Cell.jp-mod-active .jp-InputArea-editor {
+  border: var(--jp-border-width) solid var(--jp-cell-editor-active-border-color);
+  box-shadow: var(--jp-input-box-shadow);
+  background-color: var(--jp-cell-editor-active-background);
+}
+
+/*-----------------------------------------------------------------------------
+| Notebook drag and drop
+|----------------------------------------------------------------------------*/
+
+.jp-Notebook-cell.jp-mod-dropSource {
+  opacity: 0.5;
+}
+
+.jp-Notebook-cell.jp-mod-dropTarget,
+.jp-Notebook.jp-mod-commandMode
+  .jp-Notebook-cell.jp-mod-active.jp-mod-selected.jp-mod-dropTarget {
+  border-top-color: var(--jp-private-notebook-selected-color);
+  border-top-style: solid;
+  border-top-width: 2px;
+}
+
+.jp-dragImage {
+  display: block;
+  flex-direction: row;
+  width: var(--jp-private-notebook-dragImage-width);
+  height: var(--jp-private-notebook-dragImage-height);
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  background: var(--jp-cell-editor-background);
+  overflow: visible;
+}
+
+.jp-dragImage-singlePrompt {
+  box-shadow: 2px 2px 4px 0 rgba(0, 0, 0, 0.12);
+}
+
+.jp-dragImage .jp-dragImage-content {
+  flex: 1 1 auto;
+  z-index: 2;
+  font-size: var(--jp-code-font-size);
+  font-family: var(--jp-code-font-family);
+  line-height: var(--jp-code-line-height);
+  padding: var(--jp-code-padding);
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  background: var(--jp-cell-editor-background-color);
+  color: var(--jp-content-font-color3);
+  text-align: left;
+  margin: 4px 4px 4px 0;
+}
+
+.jp-dragImage .jp-dragImage-prompt {
+  flex: 0 0 auto;
+  min-width: 36px;
+  color: var(--jp-cell-inprompt-font-color);
+  padding: var(--jp-code-padding);
+  padding-left: 12px;
+  font-family: var(--jp-cell-prompt-font-family);
+  letter-spacing: var(--jp-cell-prompt-letter-spacing);
+  line-height: 1.9;
+  font-size: var(--jp-code-font-size);
+  border: var(--jp-border-width) solid transparent;
+}
+
+.jp-dragImage-multipleBack {
+  z-index: -1;
+  position: absolute;
+  height: 32px;
+  width: 300px;
+  top: 8px;
+  left: 8px;
+  background: var(--jp-layout-color2);
+  border: var(--jp-border-width) solid var(--jp-input-border-color);
+  box-shadow: 2px 2px 4px 0 rgba(0, 0, 0, 0.12);
+}
+
+/*-----------------------------------------------------------------------------
+| Cell toolbar
+|----------------------------------------------------------------------------*/
+
+.jp-NotebookTools {
+  display: block;
+  min-width: var(--jp-sidebar-min-width);
+  color: var(--jp-ui-font-color1);
+  background: var(--jp-layout-color1);
+
+  /* This is needed so that all font sizing of children done in ems is
+    * relative to this base size */
+  font-size: var(--jp-ui-font-size1);
+  overflow: auto;
+}
+
+.jp-ActiveCellTool {
+  padding: 12px 0;
+  display: flex;
+}
+
+.jp-ActiveCellTool-Content {
+  flex: 1 1 auto;
+}
+
+.jp-ActiveCellTool .jp-ActiveCellTool-CellContent {
+  background: var(--jp-cell-editor-background);
+  border: var(--jp-border-width) solid var(--jp-cell-editor-border-color);
+  border-radius: 0;
+  min-height: 29px;
+}
+
+.jp-ActiveCellTool .jp-InputPrompt {
+  min-width: calc(var(--jp-cell-prompt-width) * 0.75);
+}
+
+.jp-ActiveCellTool-CellContent > pre {
+  padding: 5px 4px;
+  margin: 0;
+  white-space: normal;
+}
+
+.jp-MetadataEditorTool {
+  flex-direction: column;
+  padding: 12px 0;
+}
+
+.jp-RankedPanel > :not(:first-child) {
+  margin-top: 12px;
+}
+
+.jp-KeySelector select.jp-mod-styled {
+  font-size: var(--jp-ui-font-size1);
+  color: var(--jp-ui-font-color0);
+  border: var(--jp-border-width) solid var(--jp-border-color1);
+}
+
+.jp-KeySelector label,
+.jp-MetadataEditorTool label,
+.jp-NumberSetter label {
+  line-height: 1.4;
+}
+
+.jp-NotebookTools .jp-select-wrapper {
+  margin-top: 4px;
+  margin-bottom: 0;
+}
+
+.jp-NumberSetter input {
+  width: 100%;
+  margin-top: 4px;
+}
+
+.jp-NotebookTools .jp-Collapse {
+  margin-top: 16px;
+}
+
+/*-----------------------------------------------------------------------------
+| Presentation Mode (.jp-mod-presentationMode)
+|----------------------------------------------------------------------------*/
+
+.jp-mod-presentationMode .jp-Notebook {
+  --jp-content-font-size1: var(--jp-content-presentation-font-size1);
+  --jp-code-font-size: var(--jp-code-presentation-font-size);
+}
+
+.jp-mod-presentationMode .jp-Notebook .jp-Cell .jp-InputPrompt,
+.jp-mod-presentationMode .jp-Notebook .jp-Cell .jp-OutputPrompt {
+  flex: 0 0 110px;
+}
+
+/*-----------------------------------------------------------------------------
+| Side-by-side Mode (.jp-mod-sideBySide)
+|----------------------------------------------------------------------------*/
+.jp-mod-sideBySide.jp-Notebook .jp-Notebook-cell {
+  margin-top: 3em;
+  margin-bottom: 3em;
+  margin-left: 5%;
+  margin-right: 5%;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell {
+  display: grid;
+  grid-template-columns: minmax(0, 1fr) min-content minmax(
+      0,
+      var(--jp-side-by-side-output-size)
+    );
+  grid-template-rows: auto minmax(0, 1fr) auto;
+  grid-template-areas:
+    'header header header'
+    'input handle output'
+    'footer footer footer';
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell.jp-mod-resizedCell {
+  grid-template-columns: minmax(0, 1fr) min-content minmax(
+      0,
+      var(--jp-side-by-side-resized-cell)
+    );
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellHeader {
+  grid-area: header;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-Cell-inputWrapper {
+  grid-area: input;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-Cell-outputWrapper {
+  /* overwrite the default margin (no vertical separation needed in side by side move */
+  margin-top: 0;
+  grid-area: output;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellFooter {
+  grid-area: footer;
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellResizeHandle {
+  grid-area: handle;
+  user-select: none;
+  display: block;
+  height: 100%;
+  cursor: ew-resize;
+  padding: 0 var(--jp-cell-padding);
+}
+
+.jp-mod-sideBySide.jp-Notebook .jp-CodeCell .jp-CellResizeHandle::after {
+  content: '';
+  display: block;
+  background: var(--jp-border-color2);
+  height: 100%;
+  width: 5px;
+}
+
+.jp-mod-sideBySide.jp-Notebook
+  .jp-CodeCell.jp-mod-resizedCell
+  .jp-CellResizeHandle::after {
+  background: var(--jp-border-color0);
+}
+
+.jp-CellResizeHandle {
+  display: none;
+}
+
+/*-----------------------------------------------------------------------------
+| Placeholder
+|----------------------------------------------------------------------------*/
+
+.jp-Cell-Placeholder {
+  padding-left: 55px;
+}
+
+.jp-Cell-Placeholder-wrapper {
+  background: #fff;
+  border: 1px solid;
+  border-color: #e5e6e9 #dfe0e4 #d0d1d5;
+  border-radius: 4px;
+  -webkit-border-radius: 4px;
+  margin: 10px 15px;
+}
+
+.jp-Cell-Placeholder-wrapper-inner {
+  padding: 15px;
+  position: relative;
+}
+
+.jp-Cell-Placeholder-wrapper-body {
+  background-repeat: repeat;
+  background-size: 50% auto;
+}
+
+.jp-Cell-Placeholder-wrapper-body div {
+  background: #f6f7f8;
+  background-image: -webkit-linear-gradient(
+    left,
+    #f6f7f8 0%,
+    #edeef1 20%,
+    #f6f7f8 40%,
+    #f6f7f8 100%
+  );
+  background-repeat: no-repeat;
+  background-size: 800px 104px;
+  height: 104px;
+  position: absolute;
+  right: 15px;
+  left: 15px;
+  top: 15px;
+}
+
+div.jp-Cell-Placeholder-h1 {
+  top: 20px;
+  height: 20px;
+  left: 15px;
+  width: 150px;
+}
+
+div.jp-Cell-Placeholder-h2 {
+  left: 15px;
+  top: 50px;
+  height: 10px;
+  width: 100px;
+}
+
+div.jp-Cell-Placeholder-content-1,
+div.jp-Cell-Placeholder-content-2,
+div.jp-Cell-Placeholder-content-3 {
+  left: 15px;
+  right: 15px;
+  height: 10px;
+}
+
+div.jp-Cell-Placeholder-content-1 {
+  top: 100px;
+}
+
+div.jp-Cell-Placeholder-content-2 {
+  top: 120px;
+}
+
+div.jp-Cell-Placeholder-content-3 {
+  top: 140px;
+}
+
+</style>
+<style type="text/css">
+/*-----------------------------------------------------------------------------
+| Copyright (c) Jupyter Development Team.
+| Distributed under the terms of the Modified BSD License.
+|----------------------------------------------------------------------------*/
+
+/*
+The following CSS variables define the main, public API for styling JupyterLab.
+These variables should be used by all plugins wherever possible. In other
+words, plugins should not define custom colors, sizes, etc unless absolutely
+necessary. This enables users to change the visual theme of JupyterLab
+by changing these variables.
+
+Many variables appear in an ordered sequence (0,1,2,3). These sequences
+are designed to work well together, so for example, `--jp-border-color1` should
+be used with `--jp-layout-color1`. The numbers have the following meanings:
+
+* 0: super-primary, reserved for special emphasis
+* 1: primary, most important under normal situations
+* 2: secondary, next most important under normal situations
+* 3: tertiary, next most important under normal situations
+
+Throughout JupyterLab, we are mostly following principles from Google's
+Material Design when selecting colors. We are not, however, following
+all of MD as it is not optimized for dense, information rich UIs.
+*/
+
+:root {
+  /* Elevation
+   *
+   * We style box-shadows using Material Design's idea of elevation. These particular numbers are taken from here:
+   *
+   * https://github.com/material-components/material-components-web
+   * https://material-components-web.appspot.com/elevation.html
+   */
+
+  --jp-shadow-base-lightness: 0;
+  --jp-shadow-umbra-color: rgba(
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    0.2
+  );
+  --jp-shadow-penumbra-color: rgba(
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    0.14
+  );
+  --jp-shadow-ambient-color: rgba(
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    var(--jp-shadow-base-lightness),
+    0.12
+  );
+  --jp-elevation-z0: none;
+  --jp-elevation-z1: 0 2px 1px -1px var(--jp-shadow-umbra-color),
+    0 1px 1px 0 var(--jp-shadow-penumbra-color),
+    0 1px 3px 0 var(--jp-shadow-ambient-color);
+  --jp-elevation-z2: 0 3px 1px -2px var(--jp-shadow-umbra-color),
+    0 2px 2px 0 var(--jp-shadow-penumbra-color),
+    0 1px 5px 0 var(--jp-shadow-ambient-color);
+  --jp-elevation-z4: 0 2px 4px -1px var(--jp-shadow-umbra-color),
+    0 4px 5px 0 var(--jp-shadow-penumbra-color),
+    0 1px 10px 0 var(--jp-shadow-ambient-color);
+  --jp-elevation-z6: 0 3px 5px -1px var(--jp-shadow-umbra-color),
+    0 6px 10px 0 var(--jp-shadow-penumbra-color),
+    0 1px 18px 0 var(--jp-shadow-ambient-color);
+  --jp-elevation-z8: 0 5px 5px -3px var(--jp-shadow-umbra-color),
+    0 8px 10px 1px var(--jp-shadow-penumbra-color),
+    0 3px 14px 2px var(--jp-shadow-ambient-color);
+  --jp-elevation-z12: 0 7px 8px -4px var(--jp-shadow-umbra-color),
+    0 12px 17px 2px var(--jp-shadow-penumbra-color),
+    0 5px 22px 4px var(--jp-shadow-ambient-color);
+  --jp-elevation-z16: 0 8px 10px -5px var(--jp-shadow-umbra-color),
+    0 16px 24px 2px var(--jp-shadow-penumbra-color),
+    0 6px 30px 5px var(--jp-shadow-ambient-color);
+  --jp-elevation-z20: 0 10px 13px -6px var(--jp-shadow-umbra-color),
+    0 20px 31px 3px var(--jp-shadow-penumbra-color),
+    0 8px 38px 7px var(--jp-shadow-ambient-color);
+  --jp-elevation-z24: 0 11px 15px -7px var(--jp-shadow-umbra-color),
+    0 24px 38px 3px var(--jp-shadow-penumbra-color),
+    0 9px 46px 8px var(--jp-shadow-ambient-color);
+
+  /* Borders
+   *
+   * The following variables, specify the visual styling of borders in JupyterLab.
+   */
+
+  --jp-border-width: 1px;
+  --jp-border-color0: var(--md-grey-400);
+  --jp-border-color1: var(--md-grey-400);
+  --jp-border-color2: var(--md-grey-300);
+  --jp-border-color3: var(--md-grey-200);
+  --jp-inverse-border-color: var(--md-grey-600);
+  --jp-border-radius: 2px;
+
+  /* UI Fonts
+   *
+   * The UI font CSS variables are used for the typography all of the JupyterLab
+   * user interface elements that are not directly user generated content.
+   *
+   * The font sizing here is done assuming that the body font size of --jp-ui-font-size1
+   * is applied to a parent element. When children elements, such as headings, are sized
+   * in em all things will be computed relative to that body size.
+   */
+
+  --jp-ui-font-scale-factor: 1.2;
+  --jp-ui-font-size0: 0.83333em;
+  --jp-ui-font-size1: 13px; /* Base font size */
+  --jp-ui-font-size2: 1.2em;
+  --jp-ui-font-size3: 1.44em;
+  --jp-ui-font-family: system-ui, -apple-system, blinkmacsystemfont, 'Segoe UI',
+    helvetica, arial, sans-serif, 'Apple Color Emoji', 'Segoe UI Emoji',
+    'Segoe UI Symbol';
+
+  /*
+   * Use these font colors against the corresponding main layout colors.
+   * In a light theme, these go from dark to light.
+   */
+
+  /* Defaults use Material Design specification */
+  --jp-ui-font-color0: rgba(0, 0, 0, 1);
+  --jp-ui-font-color1: rgba(0, 0, 0, 0.87);
+  --jp-ui-font-color2: rgba(0, 0, 0, 0.54);
+  --jp-ui-font-color3: rgba(0, 0, 0, 0.38);
+
+  /*
+   * Use these against the brand/accent/warn/error colors.
+   * These will typically go from light to darker, in both a dark and light theme.
+   */
+
+  --jp-ui-inverse-font-color0: rgba(255, 255, 255, 1);
+  --jp-ui-inverse-font-color1: rgba(255, 255, 255, 1);
+  --jp-ui-inverse-font-color2: rgba(255, 255, 255, 0.7);
+  --jp-ui-inverse-font-color3: rgba(255, 255, 255, 0.5);
+
+  /* Content Fonts
+   *
+   * Content font variables are used for typography of user generated content.
+   *
+   * The font sizing here is done assuming that the body font size of --jp-content-font-size1
+   * is applied to a parent element. When children elements, such as headings, are sized
+   * in em all things will be computed relative to that body size.
+   */
+
+  --jp-content-line-height: 1.6;
+  --jp-content-font-scale-factor: 1.2;
+  --jp-content-font-size0: 0.83333em;
+  --jp-content-font-size1: 14px; /* Base font size */
+  --jp-content-font-size2: 1.2em;
+  --jp-content-font-size3: 1.44em;
+  --jp-content-font-size4: 1.728em;
+  --jp-content-font-size5: 2.0736em;
+
+  /* This gives a magnification of about 125% in presentation mode over normal. */
+  --jp-content-presentation-font-size1: 17px;
+  --jp-content-heading-line-height: 1;
+  --jp-content-heading-margin-top: 1.2em;
+  --jp-content-heading-margin-bottom: 0.8em;
+  --jp-content-heading-font-weight: 500;
+
+  /* Defaults use Material Design specification */
+  --jp-content-font-color0: rgba(0, 0, 0, 1);
+  --jp-content-font-color1: rgba(0, 0, 0, 0.87);
+  --jp-content-font-color2: rgba(0, 0, 0, 0.54);
+  --jp-content-font-color3: rgba(0, 0, 0, 0.38);
+  --jp-content-link-color: var(--md-blue-900);
+  --jp-content-font-family: system-ui, -apple-system, blinkmacsystemfont,
+    'Segoe UI', helvetica, arial, sans-serif, 'Apple Color Emoji',
+    'Segoe UI Emoji', 'Segoe UI Symbol';
+
+  /*
+   * Code Fonts
+   *
+   * Code font variables are used for typography of code and other monospaces content.
+   */
+
+  --jp-code-font-size: 13px;
+  --jp-code-line-height: 1.3077; /* 17px for 13px base */
+  --jp-code-padding: 5px; /* 5px for 13px base, codemirror highlighting needs integer px value */
+  --jp-code-font-family-default: menlo, consolas, 'DejaVu Sans Mono', monospace;
+  --jp-code-font-family: var(--jp-code-font-family-default);
+
+  /* This gives a magnification of about 125% in presentation mode over normal. */
+  --jp-code-presentation-font-size: 16px;
+
+  /* may need to tweak cursor width if you change font size */
+  --jp-code-cursor-width0: 1.4px;
+  --jp-code-cursor-width1: 2px;
+  --jp-code-cursor-width2: 4px;
+
+  /* Layout
+   *
+   * The following are the main layout colors use in JupyterLab. In a light
+   * theme these would go from light to dark.
+   */
+
+  --jp-layout-color0: white;
+  --jp-layout-color1: white;
+  --jp-layout-color2: var(--md-grey-200);
+  --jp-layout-color3: var(--md-grey-400);
+  --jp-layout-color4: var(--md-grey-600);
+
+  /* Inverse Layout
+   *
+   * The following are the inverse layout colors use in JupyterLab. In a light
+   * theme these would go from dark to light.
+   */
+
+  --jp-inverse-layout-color0: #111;
+  --jp-inverse-layout-color1: var(--md-grey-900);
+  --jp-inverse-layout-color2: var(--md-grey-800);
+  --jp-inverse-layout-color3: var(--md-grey-700);
+  --jp-inverse-layout-color4: var(--md-grey-600);
+
+  /* Brand/accent */
+
+  --jp-brand-color0: var(--md-blue-900);
+  --jp-brand-color1: var(--md-blue-700);
+  --jp-brand-color2: var(--md-blue-300);
+  --jp-brand-color3: var(--md-blue-100);
+  --jp-brand-color4: var(--md-blue-50);
+  --jp-accent-color0: var(--md-green-900);
+  --jp-accent-color1: var(--md-green-700);
+  --jp-accent-color2: var(--md-green-300);
+  --jp-accent-color3: var(--md-green-100);
+
+  /* State colors (warn, error, success, info) */
+
+  --jp-warn-color0: var(--md-orange-900);
+  --jp-warn-color1: var(--md-orange-700);
+  --jp-warn-color2: var(--md-orange-300);
+  --jp-warn-color3: var(--md-orange-100);
+  --jp-error-color0: var(--md-red-900);
+  --jp-error-color1: var(--md-red-700);
+  --jp-error-color2: var(--md-red-300);
+  --jp-error-color3: var(--md-red-100);
+  --jp-success-color0: var(--md-green-900);
+  --jp-success-color1: var(--md-green-700);
+  --jp-success-color2: var(--md-green-300);
+  --jp-success-color3: var(--md-green-100);
+  --jp-info-color0: var(--md-cyan-900);
+  --jp-info-color1: var(--md-cyan-700);
+  --jp-info-color2: var(--md-cyan-300);
+  --jp-info-color3: var(--md-cyan-100);
+
+  /* Cell specific styles */
+
+  --jp-cell-padding: 5px;
+  --jp-cell-collapser-width: 8px;
+  --jp-cell-collapser-min-height: 20px;
+  --jp-cell-collapser-not-active-hover-opacity: 0.6;
+  --jp-cell-editor-background: var(--md-grey-100);
+  --jp-cell-editor-border-color: var(--md-grey-300);
+  --jp-cell-editor-box-shadow: inset 0 0 2px var(--md-blue-300);
+  --jp-cell-editor-active-background: var(--jp-layout-color0);
+  --jp-cell-editor-active-border-color: var(--jp-brand-color1);
+  --jp-cell-prompt-width: 64px;
+  --jp-cell-prompt-font-family: var(--jp-code-font-family-default);
+  --jp-cell-prompt-letter-spacing: 0;
+  --jp-cell-prompt-opacity: 1;
+  --jp-cell-prompt-not-active-opacity: 0.5;
+  --jp-cell-prompt-not-active-font-color: var(--md-grey-700);
+
+  /* A custom blend of MD grey and blue 600
+   * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */
+  --jp-cell-inprompt-font-color: #307fc1;
+
+  /* A custom blend of MD grey and orange 600
+   * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */
+  --jp-cell-outprompt-font-color: #bf5b3d;
+
+  /* Notebook specific styles */
+
+  --jp-notebook-padding: 10px;
+  --jp-notebook-select-background: var(--jp-layout-color1);
+  --jp-notebook-multiselected-color: var(--md-blue-50);
+
+  /* The scroll padding is calculated to fill enough space at the bottom of the
+  notebook to show one single-line cell (with appropriate padding) at the top
+  when the notebook is scrolled all the way to the bottom. We also subtract one
+  pixel so that no scrollbar appears if we have just one single-line cell in the
+  notebook. This padding is to enable a 'scroll past end' feature in a notebook.
+  */
+  --jp-notebook-scroll-padding: calc(
+    100% - var(--jp-code-font-size) * var(--jp-code-line-height) -
+      var(--jp-code-padding) - var(--jp-cell-padding) - 1px
+  );
+
+  /* Rendermime styles */
+
+  --jp-rendermime-error-background: #fdd;
+  --jp-rendermime-table-row-background: var(--md-grey-100);
+  --jp-rendermime-table-row-hover-background: var(--md-light-blue-50);
+
+  /* Dialog specific styles */
+
+  --jp-dialog-background: rgba(0, 0, 0, 0.25);
+
+  /* Console specific styles */
+
+  --jp-console-padding: 10px;
+
+  /* Toolbar specific styles */
+
+  --jp-toolbar-border-color: var(--jp-border-color1);
+  --jp-toolbar-micro-height: 8px;
+  --jp-toolbar-background: var(--jp-layout-color1);
+  --jp-toolbar-box-shadow: 0 0 2px 0 rgba(0, 0, 0, 0.24);
+  --jp-toolbar-header-margin: 4px 4px 0 4px;
+  --jp-toolbar-active-background: var(--md-grey-300);
+
+  /* Statusbar specific styles */
+
+  --jp-statusbar-height: 24px;
+
+  /* Input field styles */
+
+  --jp-input-box-shadow: inset 0 0 2px var(--md-blue-300);
+  --jp-input-active-background: var(--jp-layout-color1);
+  --jp-input-hover-background: var(--jp-layout-color1);
+  --jp-input-background: var(--md-grey-100);
+  --jp-input-border-color: var(--jp-inverse-border-color);
+  --jp-input-active-border-color: var(--jp-brand-color1);
+  --jp-input-active-box-shadow-color: rgba(19, 124, 189, 0.3);
+
+  /* General editor styles */
+
+  --jp-editor-selected-background: #d9d9d9;
+  --jp-editor-selected-focused-background: #d7d4f0;
+  --jp-editor-cursor-color: var(--jp-ui-font-color0);
+
+  /* Code mirror specific styles */
+
+  --jp-mirror-editor-keyword-color: #008000;
+  --jp-mirror-editor-atom-color: #88f;
+  --jp-mirror-editor-number-color: #080;
+  --jp-mirror-editor-def-color: #00f;
+  --jp-mirror-editor-variable-color: var(--md-grey-900);
+  --jp-mirror-editor-variable-2-color: rgb(0, 54, 109);
+  --jp-mirror-editor-variable-3-color: #085;
+  --jp-mirror-editor-punctuation-color: #05a;
+  --jp-mirror-editor-property-color: #05a;
+  --jp-mirror-editor-operator-color: #a2f;
+  --jp-mirror-editor-comment-color: #408080;
+  --jp-mirror-editor-string-color: #ba2121;
+  --jp-mirror-editor-string-2-color: #708;
+  --jp-mirror-editor-meta-color: #a2f;
+  --jp-mirror-editor-qualifier-color: #555;
+  --jp-mirror-editor-builtin-color: #008000;
+  --jp-mirror-editor-bracket-color: #997;
+  --jp-mirror-editor-tag-color: #170;
+  --jp-mirror-editor-attribute-color: #00c;
+  --jp-mirror-editor-header-color: blue;
+  --jp-mirror-editor-quote-color: #090;
+  --jp-mirror-editor-link-color: #00c;
+  --jp-mirror-editor-error-color: #f00;
+  --jp-mirror-editor-hr-color: #999;
+
+  /*
+    RTC user specific colors.
+    These colors are used for the cursor, username in the editor,
+    and the icon of the user.
+  */
+
+  --jp-collaborator-color1: #ffad8e;
+  --jp-collaborator-color2: #dac83d;
+  --jp-collaborator-color3: #72dd76;
+  --jp-collaborator-color4: #00e4d0;
+  --jp-collaborator-color5: #45d4ff;
+  --jp-collaborator-color6: #e2b1ff;
+  --jp-collaborator-color7: #ff9de6;
+
+  /* Vega extension styles */
+
+  --jp-vega-background: white;
+
+  /* Sidebar-related styles */
+
+  --jp-sidebar-min-width: 250px;
+
+  /* Search-related styles */
+
+  --jp-search-toggle-off-opacity: 0.5;
+  --jp-search-toggle-hover-opacity: 0.8;
+  --jp-search-toggle-on-opacity: 1;
+  --jp-search-selected-match-background-color: rgb(245, 200, 0);
+  --jp-search-selected-match-color: black;
+  --jp-search-unselected-match-background-color: var(
+    --jp-inverse-layout-color0
+  );
+  --jp-search-unselected-match-color: var(--jp-ui-inverse-font-color0);
+
+  /* Icon colors that work well with light or dark backgrounds */
+  --jp-icon-contrast-color0: var(--md-purple-600);
+  --jp-icon-contrast-color1: var(--md-green-600);
+  --jp-icon-contrast-color2: var(--md-pink-600);
+  --jp-icon-contrast-color3: var(--md-blue-600);
+
+  /* Button colors */
+  --jp-accept-color-normal: var(--md-blue-700);
+  --jp-accept-color-hover: var(--md-blue-800);
+  --jp-accept-color-active: var(--md-blue-900);
+  --jp-warn-color-normal: var(--md-red-700);
+  --jp-warn-color-hover: var(--md-red-800);
+  --jp-warn-color-active: var(--md-red-900);
+  --jp-reject-color-normal: var(--md-grey-600);
+  --jp-reject-color-hover: var(--md-grey-700);
+  --jp-reject-color-active: var(--md-grey-800);
+
+  /* File or activity icons and switch semantic variables */
+  --jp-jupyter-icon-color: #f37626;
+  --jp-notebook-icon-color: #f37626;
+  --jp-json-icon-color: var(--md-orange-700);
+  --jp-console-icon-background-color: var(--md-blue-700);
+  --jp-console-icon-color: white;
+  --jp-terminal-icon-background-color: var(--md-grey-800);
+  --jp-terminal-icon-color: var(--md-grey-200);
+  --jp-text-editor-icon-color: var(--md-grey-700);
+  --jp-inspector-icon-color: var(--md-grey-700);
+  --jp-switch-color: var(--md-grey-400);
+  --jp-switch-true-position-color: var(--md-orange-900);
+}
+</style>
+<style type="text/css">
+/* Force rendering true colors when outputing to pdf */
+* {
+  -webkit-print-color-adjust: exact;
+}
+
+/* Misc */
+a.anchor-link {
+  display: none;
+}
+
+/* Input area styling */
+.jp-InputArea {
+  overflow: hidden;
+}
+
+.jp-InputArea-editor {
+  overflow: hidden;
+}
+
+.cm-editor.cm-s-jupyter .highlight pre {
+/* weird, but --jp-code-padding defined to be 5px but 4px horizontal padding is hardcoded for pre.cm-line */
+  padding: var(--jp-code-padding) 4px;
+  margin: 0;
+
+  font-family: inherit;
+  font-size: inherit;
+  line-height: inherit;
+  color: inherit;
+
+}
+
+.jp-OutputArea-output pre {
+  line-height: inherit;
+  font-family: inherit;
+}
+
+.jp-RenderedText pre {
+  color: var(--jp-content-font-color1);
+  font-size: var(--jp-code-font-size);
+}
+
+/* Hiding the collapser by default */
+.jp-Collapser {
+  display: none;
+}
+
+@page {
+    margin: 0.5in; /* Margin for each printed piece of paper */
+}
+
+@media print {
+  .jp-Cell-inputWrapper,
+  .jp-Cell-outputWrapper {
+    display: block;
+  }
+}
+</style>
+<!-- Load mathjax -->
+<script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.7/latest.js?config=TeX-AMS_CHTML-full,Safe"> </script>
+<!-- MathJax configuration -->
+<script type="text/x-mathjax-config">
+    init_mathjax = function() {
+        if (window.MathJax) {
+        // MathJax loaded
+            MathJax.Hub.Config({
+                TeX: {
+                    equationNumbers: {
+                    autoNumber: "AMS",
+                    useLabelIds: true
+                    }
+                },
+                tex2jax: {
+                    inlineMath: [ ['$','$'], ["\\(","\\)"] ],
+                    displayMath: [ ['$$','$$'], ["\\[","\\]"] ],
+                    processEscapes: true,
+                    processEnvironments: true
+                },
+                displayAlign: 'center',
+                CommonHTML: {
+                    linebreaks: {
+                    automatic: true
+                    }
+                }
+            });
+
+            MathJax.Hub.Queue(["Typeset", MathJax.Hub]);
+        }
+    }
+    init_mathjax();
+    </script>
+<!-- End of mathjax configuration --><script type="module">
+  document.addEventListener("DOMContentLoaded", async () => {
+    const diagrams = document.querySelectorAll(".jp-Mermaid > pre.mermaid");
+    // do not load mermaidjs if not needed
+    if (!diagrams.length) {
+      return;
+    }
+    const mermaid = (await import("https://cdnjs.cloudflare.com/ajax/libs/mermaid/10.7.0/mermaid.esm.min.mjs")).default;
+    const parser = new DOMParser();
+
+    mermaid.initialize({
+      maxTextSize: 100000,
+      maxEdges: 100000,
+      startOnLoad: false,
+      fontFamily: window
+        .getComputedStyle(document.body)
+        .getPropertyValue("--jp-ui-font-family"),
+      theme: document.querySelector("body[data-jp-theme-light='true']")
+        ? "default"
+        : "dark",
+    });
+
+    let _nextMermaidId = 0;
+
+    function makeMermaidImage(svg) {
+      const img = document.createElement("img");
+      const doc = parser.parseFromString(svg, "image/svg+xml");
+      const svgEl = doc.querySelector("svg");
+      const { maxWidth } = svgEl?.style || {};
+      const firstTitle = doc.querySelector("title");
+      const firstDesc = doc.querySelector("desc");
+
+      img.setAttribute("src", `data:image/svg+xml,${encodeURIComponent(svg)}`);
+      if (maxWidth) {
+        img.width = parseInt(maxWidth);
+      }
+      if (firstTitle) {
+        img.setAttribute("alt", firstTitle.textContent);
+      }
+      if (firstDesc) {
+        const caption = document.createElement("figcaption");
+        caption.className = "sr-only";
+        caption.textContent = firstDesc.textContent;
+        return [img, caption];
+      }
+      return [img];
+    }
+
+    async function makeMermaidError(text) {
+      let errorMessage = "";
+      try {
+        await mermaid.parse(text);
+      } catch (err) {
+        errorMessage = `${err}`;
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+<body class="jp-Notebook" data-jp-theme-light="true" data-jp-theme-name="JupyterLab Light">
+<main>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=7606d30a">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<img alt="No description has been provided for this image" src="https://upload.wikimedia.org/wikipedia/commons/thumb/3/39/VU_logo.png/800px-VU_logo.png?20161029201021" width="350"/>
+<h3 id="Programming-large-scale-parallel-systems">Programming large-scale parallel systems<a class="anchor-link" href="#Programming-large-scale-parallel-systems">¶</a></h3>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=4ac1e5d9">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h1 id="Distributed-computing-with-MPI">Distributed computing with MPI<a class="anchor-link" href="#Distributed-computing-with-MPI">¶</a></h1>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=a341be2e">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h2 id="Contents">Contents<a class="anchor-link" href="#Contents">¶</a></h2><p>In this notebook, we will learn the basics of parallel computing using the Message Passing Interface (MPI) from Julia. In particular, we will learn:</p>
+<ul>
+<li>How to run parallel MPI code in Julia</li>
+<li>How to use basic collective communication directives</li>
+<li>How to use basic point-to-point communication directives</li>
+</ul>
+<p>For further information on how to use MPI from Julia see <a href="https://github.com/JuliaParallel/MPI.jl">https://github.com/JuliaParallel/MPI.jl</a></p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=8862079b">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h2 id="What-is-MPI-?">What is MPI ?<a class="anchor-link" href="#What-is-MPI-?">¶</a></h2><ul>
+<li>MPI stands for the "Message Passing Interface"</li>
+<li>It is a standardized library specification for communication between parallel processes in distributed-memory systems.</li>
+<li>It is the gold-standard for distributed computing in HPC systems since the 90s</li>
+<li>It is huge: the MPI standard has more than 1k pages (see <a href="https://www.mpi-forum.org/docs/mpi-4.0/mpi40-report.pdf">https://www.mpi-forum.org/docs/mpi-4.0/mpi40-report.pdf</a>)</li>
+<li>There are several implementations of this standard (OpenMPI, MPICH, IntelMPI)</li>
+<li>The interface is in C and FORTRAN (C++ was deprecated)</li>
+<li>There are Julia bindings via the package MPI.jl <a href="https://github.com/JuliaParallel/MPI.jl">https://github.com/JuliaParallel/MPI.jl</a></li>
+</ul>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=99c6febb">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="What-is-MPI.jl-?">What is MPI.jl ?<a class="anchor-link" href="#What-is-MPI.jl-?">¶</a></h3><ul>
+<li>It is not a Julia implementation of the MPI standard</li>
+<li>It is a wrapper to the C interface of MPI</li>
+<li>You need a C MPI installation in your system</li>
+</ul>
+<p>MPI.jl provides a convenient Julia API to access MPI. For instance, this is how you get the id (rank) of the current process.</p>
+<div class="highlight"><pre><span></span><span class="n">comm</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">COMM_WORLD</span>
+<span class="n">rank</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_rank</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+</pre></div>
+<p>Internally, MPI.jl uses <code>ccall</code> which is a mechanism that allows you to call C functions from Julia. In this, example we are calling the C function <code>MPI_Comm_rank</code> from the underlying MPI installation.</p>
+<div class="highlight"><pre><span></span><span class="n">comm</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">COMM_WORLD</span><span class="w">    </span>
+<span class="n">rank_ref</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Ref</span><span class="p">{</span><span class="kt">Cint</span><span class="p">}()</span>
+<span class="k">ccall</span><span class="p">((</span><span class="ss">:MPI_Comm_rank</span><span class="p">,</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">API</span><span class="o">.</span><span class="n">libmpi</span><span class="p">),</span><span class="w"> </span><span class="kt">Cint</span><span class="p">,</span><span class="w"> </span><span class="p">(</span><span class="n">MPI</span><span class="o">.</span><span class="n">API</span><span class="o">.</span><span class="n">MPI_Comm</span><span class="p">,</span><span class="w"> </span><span class="kt">Ptr</span><span class="p">{</span><span class="kt">Cint</span><span class="p">}),</span><span class="w"> </span><span class="n">comm</span><span class="p">,</span><span class="w"> </span><span class="n">rank_ref</span><span class="p">)</span>
+<span class="n">rank</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Int</span><span class="p">(</span><span class="n">rank_ref</span><span class="p">[])</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=82e6e98f">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="Installing-MPI-in-Julia">Installing MPI in Julia<a class="anchor-link" href="#Installing-MPI-in-Julia">¶</a></h3><p>The Jupyter Julia kernel installed by IJulia activates the folder where the notebook is located as the default environment, which causes the main process and the worker processes to not share the same environment. Therefore, we need to set the environment as the global environment.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=705c2439-c805-4818-be73-342182f7b7a0">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="p">]</span><span class="w"> </span><span class="n">activate</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=e99c7676-989e-4e91-b65e-ebca2d5626a4">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>MPI can be installed as any other Julia package using the package manager.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=0b44409e">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="p">]</span><span class="w"> </span><span class="n">add</span><span class="w"> </span><span class="n">MPI</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=abc6f017">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div class="alert alert-block alert-info">
+<b>Note:</b> The package you have installed it is the Julia interface to MPI, called MPI.jl. Note that it is not a MPI library by itself. It is just a thin wrapper between MPI and Julia. To use this interface, you need an actual MPI library installed in your system such as OpenMPI or MPICH. Julia downloads and installs a MPI library for you, but it is also possible to use a MPI library already available in your system. This is useful, e.g., when running on HPC clusters. See the documentation of MPI.jl for further details. See more information in <a href="https://github.com/JuliaParallel/MPI.jl">https://github.com/JuliaParallel/MPI.jl</a>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=9db130db">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h2 id="Minimal-MPI-program">Minimal MPI program<a class="anchor-link" href="#Minimal-MPI-program">¶</a></h2>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=8f15cfda">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>In Julia:</p>
+<div class="highlight"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">MPI</span>
+<span class="n">MPI</span><span class="o">.</span><span class="n">Init</span><span class="p">()</span>
+<span class="c"># Your MPI programm here</span>
+<span class="c"># ...</span>
+<span class="n">MPI</span><span class="o">.</span><span class="n">Finalize</span><span class="p">()</span>
+</pre></div>
+<p>In C:</p>
+<div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;mpi.h&gt;</span>
+<span class="kt">int</span><span class="w"> </span><span class="nf">main</span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="n">argc</span><span class="p">,</span><span class="w"> </span><span class="kt">char</span><span class="o">**</span><span class="w"> </span><span class="n">argv</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="n">MPI_Init</span><span class="p">(</span><span class="nb">NULL</span><span class="p">,</span><span class="w"> </span><span class="nb">NULL</span><span class="p">);</span>
+<span class="w">    </span><span class="cm">/* Your MPI Programm here */</span>
+<span class="w">    </span><span class="n">MPI_Finalize</span><span class="p">();</span>
+<span class="p">}</span>
+</pre></div>
+<div class="alert alert-block alert-info">
+<b>Note:</b> Note that the Julia syntax is almost 1-to-1 to the C one. The key difference is that in Julia MPI routines are written as `MPI.X` where in C are written `MPI_X`.
+</div>
+<ul>
+<li>It is mandatory to initialize MPI before using MPI procedures.</li>
+<li>In C, all processes must call <code>MPI_Finalize</code> before exiting.</li>
+<li>In Julia, either all or none process must call <code>MPI.Finalize()</code>.</li>
+<li>Once finalized, MPI cannot be re</li>
+</ul>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=87dfb768">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="An-incorrect-MPI-program">An incorrect MPI program<a class="anchor-link" href="#An-incorrect-MPI-program">¶</a></h3><div class="highlight"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">MPI</span>
+<span class="n">MPI</span><span class="o">.</span><span class="n">Init</span><span class="p">()</span>
+<span class="nd">@assert</span><span class="w"> </span><span class="n">rand</span><span class="p">(</span><span class="mi">1</span><span class="o">:</span><span class="mi">10</span><span class="p">)</span><span class="w"> </span><span class="o">!=</span><span class="w"> </span><span class="mi">2</span>
+<span class="n">MPI</span><span class="o">.</span><span class="n">Finalize</span><span class="p">()</span>
+</pre></div>
+<p>In some process <code>rand(1:10)</code> might be 2 and the program will stop without reaching <code>MPI.Finalize()</code>.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=65de4419">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="Solving-the-issue">Solving the issue<a class="anchor-link" href="#Solving-the-issue">¶</a></h3>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=4a8ebeff">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>Premature finalization of a program is done with <code>MPI.Abort</code>.</p>
+<div class="highlight"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">MPI</span>
+<span class="n">MPI</span><span class="o">.</span><span class="n">Init</span><span class="p">()</span>
+<span class="k">if</span><span class="w"> </span><span class="n">rand</span><span class="p">(</span><span class="mi">1</span><span class="o">:</span><span class="mi">10</span><span class="p">)</span><span class="w"> </span><span class="o">!=</span><span class="w"> </span><span class="mi">2</span>
+<span class="w">    </span><span class="n">errorcode</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="o">-</span><span class="mi">1</span>
+<span class="w">    </span><span class="n">MPI</span><span class="o">.</span><span class="n">Abort</span><span class="p">(</span><span class="n">MPI</span><span class="o">.</span><span class="n">COMM_WORLD</span><span class="p">,</span><span class="n">errorcode</span><span class="p">)</span>
+<span class="k">end</span>
+<span class="n">MPI</span><span class="o">.</span><span class="n">Finalize</span><span class="p">()</span>
+</pre></div>
+<ul>
+<li>There is no need to call <code>MPI.Abort</code> in all ranks.</li>
+</ul>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=fa7145bc">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="Read-the-docs">Read the docs<a class="anchor-link" href="#Read-the-docs">¶</a></h3><p>Not sure if an MPI routine needs to be called by all the ranks? Read the documentation, and/or the MPI standard.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=a74c7c72">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="o">?</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Finalize</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=a534e3a2">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h2 id="Basic-information-about-MPI-processes">Basic information about MPI processes<a class="anchor-link" href="#Basic-information-about-MPI-processes">¶</a></h2><p>The following cells give information about MPI processes, such as the rank id, the total number of processes and the name of the host running the code respectively. Before calling this functions one needs to initialize MPI.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=96f7c14e">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">MPI</span>
+<span class="n">MPI</span><span class="o">.</span><span class="n">Init</span><span class="p">()</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=fe202985">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>Current rank (process) id</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=bd8232f5">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">comm</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">COMM_WORLD</span>
+<span class="n">rank</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_rank</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=dd40d1dc">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>Number of available processes</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=0befa408">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">nranks</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_size</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=d1eeaf81">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>Name of the current host</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=ff01adcf">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">MPI</span><span class="o">.</span><span class="n">Get_processor_name</span><span class="p">()</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=f1a502a3">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>Note that this note notebook is not running with different MPI processes (yet). So using MPI will only make sense later when we add more processes.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=133327e2">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="Hello-world-example">Hello-world example<a class="anchor-link" href="#Hello-world-example">¶</a></h3><p>Using these functions we can create the a classic MPI hello world example. This example (or variations thereof) is used in practice to check how MPI ranks are mapped to available processing units in a given computing system.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=a154b55e">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">MPI</span>
+<span class="n">MPI</span><span class="o">.</span><span class="n">Init</span><span class="p">()</span>
+<span class="n">comm</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">COMM_WORLD</span>
+<span class="n">nranks</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_size</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="n">rank</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_rank</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="n">host</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Get_processor_name</span><span class="p">()</span>
+<span class="n">println</span><span class="p">(</span><span class="s">"Hello from </span><span class="si">$host</span><span class="s">, I am process </span><span class="si">$rank</span><span class="s"> of </span><span class="si">$nranks</span><span class="s"> processes!"</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=baddbba1">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="Hello-world-in-C">Hello world in C<a class="anchor-link" href="#Hello-world-in-C">¶</a></h3><div class="highlight"><pre><span></span><span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;mpi.h&gt;</span>
+<span class="cp">#include</span><span class="w"> </span><span class="cpf">&lt;stdio.h&gt;</span>
+<span class="kt">int</span><span class="w"> </span><span class="nf">main</span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="n">argc</span><span class="p">,</span><span class="w"> </span><span class="kt">char</span><span class="o">**</span><span class="w"> </span><span class="n">argv</span><span class="p">)</span><span class="w"> </span><span class="p">{</span>
+<span class="w">    </span><span class="n">MPI_Init</span><span class="p">(</span><span class="nb">NULL</span><span class="p">,</span><span class="w"> </span><span class="nb">NULL</span><span class="p">);</span>
+<span class="w">    </span><span class="kt">int</span><span class="w"> </span><span class="n">world_size</span><span class="p">;</span>
+<span class="w">    </span><span class="n">MPI_Comm_size</span><span class="p">(</span><span class="n">MPI_COMM_WORLD</span><span class="p">,</span><span class="w"> </span><span class="o">&amp;</span><span class="n">world_size</span><span class="p">);</span>
+<span class="w">    </span><span class="kt">int</span><span class="w"> </span><span class="n">world_rank</span><span class="p">;</span>
+<span class="w">    </span><span class="n">MPI_Comm_rank</span><span class="p">(</span><span class="n">MPI_COMM_WORLD</span><span class="p">,</span><span class="w"> </span><span class="o">&amp;</span><span class="n">world_rank</span><span class="p">);</span>
+<span class="w">    </span><span class="kt">char</span><span class="w"> </span><span class="n">processor_name</span><span class="p">[</span><span class="n">MPI_MAX_PROCESSOR_NAME</span><span class="p">];</span>
+<span class="w">    </span><span class="kt">int</span><span class="w"> </span><span class="n">name_len</span><span class="p">;</span>
+<span class="w">    </span><span class="n">MPI_Get_processor_name</span><span class="p">(</span><span class="n">processor_name</span><span class="p">,</span><span class="w"> </span><span class="o">&amp;</span><span class="n">name_len</span><span class="p">);</span>
+<span class="w">    </span><span class="n">printf</span><span class="p">(</span><span class="s">"Hello from %s, I am rank %d of %d ranks!</span><span class="se">\n</span><span class="s">"</span><span class="p">,</span>
+<span class="w">           </span><span class="n">processor_name</span><span class="p">,</span><span class="w"> </span><span class="n">world_rank</span><span class="p">,</span><span class="w"> </span><span class="n">world_size</span><span class="p">);</span>
+<span class="w">    </span><span class="n">MPI_Finalize</span><span class="p">();</span>
+<span class="p">}</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=e3901c57">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h2 id="Running-MPI-code">Running MPI code<a class="anchor-link" href="#Running-MPI-code">¶</a></h2>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=8376135d">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="Creating-MPI-processes-(aka-ranks)">Creating MPI processes (aka ranks)<a class="anchor-link" href="#Creating-MPI-processes-(aka-ranks)">¶</a></h3><ul>
+<li>MPI processes are created with the driver program <code>mpiexec</code></li>
+<li><code>mpiexec</code> takes an application and runs it on different ranks</li>
+<li>The application calls MPI directives to communicate between these ranks</li>
+<li>The application can be Julia running your script in particular.</li>
+</ul>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=a458c714">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div>
+<img align="left" alt="No description has been provided for this image" 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bvoOVkC4Z76rwmLflKv8SsJ1/NsTCJUtrydkCxPT5ZAuAdtJrTCSlVMSKT0pWsI30upyZLHCBUtAzVZcgKh2ibVC4QkmAqICRNJkiRBWBV3MfB/sxh7D/H7+v6S8LD2u5Rj5xOSDdn4bvv7vZLhvN8SJiFTjaP71YJxncHxh+akl4F3EFbzZTKcjg+WEB7UstHVuGx6a0vKzocIq4zjup/4bfheB/6C0D4maRzh2pONVwjfCVEq3K6mc9LirVl+brpJhCR4am//Y4RKyE3YYlBS39pBdpV5/05299A3tP+kyrZFLcDfEPZgyWQ74bsmVV9dt4cREumfoGP7xL2E/Vpy0Qa3r3yCzi3LPgP8LA+xKI9MmEiSJAnCarNH+/kznyU8PKVKb2EV1UeJPsF4iM6TgH2xGno9YeP5SSnH/pvQuzlqKX9Xq8Gz3YOgq+TRCVm+l6R4nqJz5UWuvULYaD5VttfUrxG9Z/sLhAq/VH1xTV1I2CQ4tT3N7wgtHOv64P0lKdXrwPvz8LlfSHud7XX7u8CXYpx/c9rrZfR+njhZEfgXace/TrhPzmZPvv7yJ4QWaameBD6Xh1iUZyZMJEmSBKG1ST48mPZ6dZdn9exXhL7NUR2jc1uuU7L43FR/QXhATE14fBc4B3goxvt0VQGSqWqmO12Ns8JE6h//QuZWWrlwNO11NtdUiP+d8HDa695eU9cSWhum7nX1K8KE29d7+d6S1JX9wPfy8LnfJFRAJ82m4+KbqL5GvO+d9Ov2aMLeKtmaRFg4tD7teB0h0f27TiMGjpWE773UipiXCS3Wsr0P1yDmpu+SJEn6NZ0fmvpSAhjbw2enmpbF+z9I/Iew76e97i6+TBLAxwl9mlM9BGwgVJjE0dWCpkx7nnSnq3GJLo5J6nstOX7/ckLbk3S/TXudzTX1RUJ7mTi+n/Y6fcPcOKoIfe9T95b6Cd3vKSBJfaElx+9fSvd75v0PHZMVU4Gfxnz/tpjnf7+LY2OBH8d8HwitaHfTsbXu74G/JH+LsqKaD+wk/P0kHSNUmzyZl4iUdyZMJEmS9CTx9yDpziygGjgTOB2YAZTFGJ9N4uL7WYxJbwlQnsV7DCf0nd6YdnwHoaw/04afXelq8+LSLo5F0dU4N0eWcu91orezymQsYR+Sc4HTgLnES0Zkc039IfG/E15Me53NNRXgA8Df0zF5/BRwEfCDLN9TkqKImyjuTgmwjnDdWkJoLziReF1+xmXxud+Pef7LhKRG6txwNtfuNYQ9USakHHsJeCdwbxbv15/mAA8Ak9OOfxirGQuaCRNJkiTFrYLoynzgHwgbRvamiiGbB7VfZjEmfaPgrlZqZ3IL4SE41ZeAK8g+AdVVQqO71YiZmDCR8uNFOld6xDUeqCds/juiF+8znHANibMXUr6uqR+k8zW1FfhD4BdZvJ8kxdHbjb2HEVq0fhQ4sZfv1Z/3w6lzw3Gv3SsJm8en3qv+J6EtV3/vjRjXDEKyZHra8XpC4l4FzISJJEmSersB48WEjSN7M6mXlM0ee+kTdf0lfWLvKPA+sm+hBWGS9XeE1YlJ2a7U7mrcQN5sUxoqevvv7FRgH73rJZ8q7nW1ryoO40q/pv4S+CNMlkjqH+mVcnGMJlQYn99HsWRzP5yPa/fsLo5dxsBPlkwhJEtmpx1vAK7t92g04JgwkSRJUm8esC4A/o3O95U/JvSC/hbw/4D/av+c9IfRPwT+thefn08/peOmnGcD/wj8Nb1LmvyUjqvd0le+RTWjm/eWlFu9uaZOIWyam746+QXgIPAIoTXVT9s/55d0vN6cDNzWi8/Pp/Rr6ljgbsJK5d5MZEpSFHE2TE+VAO6kc7Lk94TFNEcIm8n/mFDt9xKd997bSee2UIPBfxG+r1Kry78OVALfzkdAEZxIqIo5Je34PxPaQkomTCRJkpS1EkILqtR7yl8QNkm8lWiThmfmIK7+8k7gc4R2BEmbCa2wLif7SdNn6JgkmZnl+6QnTH4PfCfL95LUP7bSMVnyGqG9y+eJ1lIvX9UhfeGjwDnAe1KOVRCqbd6ClSaSBqZ3ExIEqe4ktBkc6nsvtQG7gK9wvJ3XSYTE/5sJSf6BZDzhO2Vx2vFmQju13ix40hCSTYmXJEmSBKG6ZEHK69eAtwH/SvRJu/F9HVQ/+jlhU8+jaccvI2wGn+3ipKfTXs8iu43fF6W9fh54NauIJPWHccC70o7VAh8j+v5Dg/ma+hpwKfDltOOrgf30fk8AScqFv0p7fS9QRbxkyWC+dn8N2EjHqpnxhCqONXmJqGtjgT3A0rTjtxD2C8u2wkhDkAkTSZIkZeuitNd76Jw8yGROH8WSL78E/oDQfizVu4FthA2X43oy7XUJcEbM9ygitAjr6X0lDSyVdEy0/gz4Ysz3GOzX1NeBvyT0kU+1jHCd7at9XSSpL4wDzko7Vke8SoXpZHe/OJD8G6Hy+rcpx8YA99F3+7r0RjkhllVpx28D/jeDuzpTOWDCRJIkSdmanfY6brIEQvuVwe4lQvLovrTj7wDuAkbGfL89XRx7U8z3WEZ4UE2VHp+kgeXktNffILTSi2MoXFOPAe8HPpl2fDFhH5eu9meSpHyYyfFWVBAm3r8R8z0GUhVGb9xN2JvwlZRjowktu96al4iCEwhVP+ltgO8G/pT437MqACZMJEmSlK0Jaa/jbsq7io4tvQazVwgPiXenHb+IsJHnqBjv9X3g39OObaTjhpqZXJL2+nVgR4zxkvpfb6+powjXoaHiI8DfpR07BWhl8FfSSBoa0q/bLxG/WuFP+yiWgeA+wr1vahvJUo4nU/rbKELCJn0xwS7gj+nYRkx6gwkTSZIkZSu9p/70Ls/q3jV9FcgA8VtCO4J/Szt+IeEBsjzGe92Z9npB+/tEUU7HTZMBDgE/jfH5kvpfb6+pf0VoDzOUfIywj0tqe5vZhKTJUEm4Sxq80q/b5cS731tC2P9vKGkhtKv9Zcqx4cCtdN6nK5fKgHuAirTje4CLcV8/9cCEiSRJkrL1H2mv/5DoG51vJLSsGmp+R/i9fS3t+FpgH9EnM79I59XlXyTa5u+fofPmoemtbSQNPOkbBK8mevupxYS++UPR54DNdNyQdxqhPdfpeYlIkoL0e+EE0e9vS4Fmhubc7FFgHfDzlGMlwE3Apf3w+aXAdjrvn/IA8Ed03GtF6mQo/qOUJElS/3gg7fUpwHURxv0J8NW+D2fAeA2oAf4p7fhq4ABwYoT3+Dnw2bRj8wnVK2U9jPsg8Odpx1px/xJpMNif9roE+Er7//ZkOeF6HCWhOlj9E+G6mtrqZhLhmroyLxFJEvwn8GTasU8AszKMG0vYV2NZLoIaIB4FziP8GSUNIzwD/FUOP3cEoVJ7XdrxVuB/0XGPFalLJkwkSZKUrR3Aj9OO/S2wDViadnwYYePyO4FbCKX5EFpFDUXHCCui05MeSwmtCqZEeI/PAc+lHXs78DChimVi+7Ey4FxCf+jP0nGvk98AV8aIW1L+/JCw51GqNwOHgUo6V/CdRrhOPARMbj82VK+pAF8n9PpP7Tk/AbgfODvHn30h8EgPP4vTzl+S4fxzcxyvpP6TvkBmCmHj9z8nbHqeajLwPuAZjl8HngP+K5cB5tEThKTJj1KOFRGqpj+Yo8+8FHhLF8dPIlQm9nRt7ulnSY7i1QAUtWWCJEmSlO4VQm/5f6XjJP07239+RkiojCC0lUnf+LyZMLm3NueR5scx4EPAy3TcuHgxYZXbhXRu5ZDqJUJbhxaOJ0cATgVubP/vl+m+4uR1YBPwrZhxS8qfDxMm0U5IOXYGsJdwTfgB4doyhc6bDT9GuCY/lPsw82YbIRG8jfDdAmGl9l5gA+F6mQvjiFfJMjrD+WN7F46kAeQrwGXAipRjJwJfBr4EfI9w/Z5ESJikLl7/FWHz8e39Eml+PEtYNPUAcHL7sQRhkU8p8PE+/rzuqjIX9vJ905NfGsKsMJEkSVJvbCNs3n6si1+bSKioWEjnZMnX6Nw6aqi6ls4b3M8jJE3mZhj7JKH/8vPd/Hp3yZKXgXcDN0eMUdLA8DQh4Zy+kTCEyZpTCZUl6cmSo4QVtV2NG2q2E9qqvJxybDSwi1CRI0n96VXCNenZLn6tmNCydjkwlY7zsP9NuG4XwsKW7xGSJul/Rh+j7xMmUq+ZMJEkSVJvfRq4iFB2n8mzhJV0l9GxrcpQ9ylCa6zUxNIsQmuATCveniD0uP4U8EKGc18Dbie0DdiWVaSS8u0+QlXJngjn/jchIXsuQ7elS1f2EL53fpVyrIyQTHl7XiKSVMh+RLhuf5FQBdeTVwktBpcAR3Ib1oDyI8J3VfrzwkcI7SUTnUZIeZJ45JFHuloN2PXJicTWlStXXpXLgCRJkpRzZRxvZQLhwe3XffC+CeAcQkXEKYQV0C8CPyU8JLURejqn3n+OoGOVxGvtY3oymo7l9r8h/gaOI+m4QfLv6HlldoLOLVRepOMGxFGMofOipd/ScaV0T0YR9jI4E5hNaBPzEvD/CCsU72v/b0n9Zzgdq+heJ3NyM6pFhH/zSwhVe68TWh3+J+F6epBwDUkaBpSnvccv6boKMCn9evh7OiYioiimYxuxY+2f25NyQrxJL9Px9xLFKI7viZUU5XskrvS/4956icJaNCANNH11X9eVEwnVbqsJLbhKCffC/4+wd8leQtvaVOn3h5muEdlc67sylo6Jil8RvgO6U0r4zkjK5hmiu+vpC4TvuN5Kf7boK5n+bDSAPfroo58+duzYh6Oe7x4mkiRJhedlok/Qx3GMsDnx4Rhjfkv8CbK+aDnzGzKvAEx1DPhFH3xubydRf03Y3P3uPohFUt94tf0nF55u/4nqNeJfq+JeD7vy+yw+ty+SGr+mbxL+meTy71hS/+ur+7qu/DdwU/tPVHHvD7O51nclU2I73SvEX6SULtfX02yeLaQObMklSZIkSZIkSZIKngkTSZIkSZIkSZJU8EyYSJIkSZIkSZKkgmfCRJIkSZIkSZIkFTwTJpIkSZIkSZIkqeCZMJEkSZIkSZIkSQXPhIkkSZIkSZIkSSp4JkwkSZIkSZIkSVLBM2EiSZIkSZIkSZIKngkTSZIkSZIkSZJU8EyYSJIkSZIkSZKkgmfCRJIkSZIkSZIkFTwTJpIkSZIkSZIkqeCZMJEkSZIkSZIkSQXPhIkkSZIkSZIkSSp4JkwkSZIkSZIkSVLBM2EiSZIkSZIkSZIKngkTSZIkSZIkSZJU8EyYSJIkSZIkSZKkgmfCRJIkSZIkSZIkFTwTJpIkSZIkSZIkqeCZMJEkSZL63wigNN9BSJJiKwZG5zsISVIsY/MdgAYPEyaSJElS/5kN3Ay8CPwKuAc4NZ8BSZIiGQ/8A/ALwjX8MHBePgOSJPVoGPCXwA8I1+4ftL8els+gNPCZMJEkSZJyrwz4KPAU8G5gOOFhbT3wbeAG4MR8BSdJ6lYRcAnwDPB+QnVJAjgHOEBIfM/JW3SSpK6cD3wT+CdgZvuxme2vnwDekqe4NAiYMJEkSZJyJwFUExIl19F1G64i4D3As8BVhGSKJCn/LgAeA5rpPqm9HngaaADK+ykuSVLXZhAWIu0HlnRzzkLgXkLCe24/xaVBxISJJEmSlBurgSPArcCsCOePAz5FWA1XmcO4JEk9mwvcBTxA9xNuqYYDVxCS4+8hJMslSf1nNPAJ4DnCdTiK9YRqk0/g3lRKYcJEkiRJ6ltTgCbgKHBWFuNPBfYC+4DFfRiXJKlnowjtE58A/jCL8dMIK5sfBtb0XViSpG4kq7mfBK4BRsYcP7J93HPA5ThXLvw/gSRJktRX+vqBax2h2uTT2OZFknKpCPgz4LuE9olxJ9zSrQLaCK28pvbyvSRJXTsLeJBQzT0zw7mZ9HbBk4YQEyaSJElS772DsLItUkn/xIkTmT59epT3HQF8mLC/yWV4/y5Jfe0c4CHgX4DJmU4uKytjwYIFUd43Qdgs/lngI/Q+CSNJCqYBNxJa367OdHIikWDp0qUkEpG6JSZb6t7Y/jkqQD5wSZIkSdlLbhp5BzAn08klJSXU1NRw6NAhDh8+TF1dHaNHR2qZPBn4KvANoKI3AUuSgOPtsw4R/hhwYQAAIABJREFUKkJ6lEgk2LBhAy0tLTzwwAM0NDRw0kknRfmc0cDHCdWHl+D+JpKUreHAlcDTwEYiXE9PP/107rzzTu6991527drFypUro3xOov39nyO0aSzNOmINSiZMJEmSpPjGAw3A48BbogyoqKhg79691NfXU15eTklJCZs2baKtrY2NGzdSVBTp1nwF0ArcA8zOMnZJKmSlwFWECbdIG7QvWbKEu+66i6amJqZPn05RURHV1dUcOXKE2tpahg8fHuVzZxBadO0HlvYifkkqRBuAZ4DPAydkOnn8+PHU1dWxe/duzjzzTACWLVvGjh074iS8ywhtGk14FxgTJpIkSVJ0xYT9SZ4Frmh/3aM5c+Zwww03sG3bti7buEyaNImtW7eya9cuVq3KuMg5aT3wFPApIrQAkyQBYcLtScK1M+OEW/L6vHv3blav7tz1paysjNraWlpaWtiwYUPUGM4j7E91AxBpxk6SCtgyoAXYAZyc6eRkNffRo0fZtGkTw4YN6/DriUSiQ8J7xIgRUWKYTkh4HwXOjPsb0OBjwkSSJEmK5kLgMcKGkBMznVxeXs6WLVs4cOAA69aty/jmS5cuZfv27TQ1NTFtWqSWyclV0s/gqjdJ6sly4CAxJ9xaW1sjVQDOnj2bpqYmbr31VhYtWhQlniJCdcuzhOt4pBk7SSogyWruR4BzowyoqKjg/vvvp76+nhNO6Dknnkx4HzhwIE7C+0zC/iY3AJOiDtLgY8JEkiRJ6tkpwK3A/cBpmU4uKiqiqqqKQ4cOsXnzZkpKSiJ/ULJHfmtra5xVb9MIq94eBM6K/GGSNPRNIEy4fQN4U5QBlZWVHDx4MNKEW7q1a9eyZ88etm7dyoQJE6IMGUuodvk2oXJQkgpdCWGfkucJ1dzDej4d5s6dy4033si2bds45ZRTYn1YLxLe3yXsb2LCewgyYSJJkiR1bTThQehxoDrKgDVr1rB3714aGxuZODFjEUq3SktLqa2t5fDhw1RVVUUdtprjq94mZ/3hkjT4xZ5wmzdvHjfddBPNzc3Mnj076w8uLi5m48aNtLW1UVNTQ3Fxxs6NAPMJe1PtA07N+sMlaXBbR6jm/jwhodyjMWPGsGXLFvbv38+FF17Yqw9eu3Yt+/bto6GhIWrCezRhf5PIzwkaPEyYSJIkSR0VEVpcfZfwIJRx5djUqVNpaGjgtttuY/HixX0WyNSpU2lsbOT222+P+r4JXPUmqbCtA75FmHAbk+nksWPHUldXx/79+7ngggv6LIixY8dSX18f932Tk4UNRJgslKQhIlbSOJmYzqaauydFRUVUV1fHfd9YlegaHEyYSJIkScclexM3E6E3cbL/8eHDh6muzt3isnPOOYe9e/fS0NAQtXJlFCHZ8wSuepNUGBYAOwkTbhkzzKkTbps2bYpaCRJbFpUrJYSqmOcJVTIZq2MkaZCK3ZYwi9aHsWVZuRJrr0MNbCZMJEmSJJhOaGV1lJA06VFyr5GDBw/G2WukV7Jc9TaPsOrtAeD0nAYoSfkxjuMTbm+LMiB1wm38+PE5DS4puTdKXV1d1L1RxhOqZB4H3pzT4CSpfyWruZ8FriJCRXQWe430WureKPPnz48ypBi4nPD7urL9tQYhEyaSJEkqZGWEB7WnCa2sEpkGLF26lO3bt9PU1MS0adNyHV8n5eXlbNmyhQMHDrBu3bqowy4AvklY9XZizoKTpP6TnHB7hnAdH55pQD4m3FKVlJSwadMmWltb2bhxI8OGRSoeWQTcR2hXc3JOA5Sk3DuPcE/aDJyU6eRkNfeBAwfYsGFDrmPrUkVFBfv27aOuro7y8vIoQ1IT3m/JaXDKCRMmkiRJKkQJQquqpwgrk0dnGjBp0iS2bt3Krl27WLVqVa7jy2jOnDnccMMNbNu2jQULFkQZ4qo3SUPF+YTWJ7Em3FpaWvI24ZYq9ftk9erVUYetJySHGoBIJSqSNIDMIFRzHwCWZjo5kUhQVVXFkSNH+q2auyfJhPfRo0epqamJmvBeCNxLSHjPyWmA6lMmTCRJklRoVgKthFZVszKdXFJSQk1NDW1tbWzcuJGiooF1C11RUcHevXvjrHobx/FVb2/NaXCS1LeSE277gSWZTi4qKqKqqoqjR49SW1vL8OEZi1D61ZIlS7j77rtpbm5m+vTpUYYMJ+xv8gwhAT6wvpAkqbMy4KPAc4Rq7oyWLVvGjh07aGxs5KSTMubE+9W4ceOor69n9+7dnHlmxi6+SesJ1ewNQKSbdeWXX66SJEkqFFMILakeAtZGGVBZWUlbWxv19fWMHp2xCCVverHqbTdh1dvcnAYoSb0zipgTbsuXL2f79u00NjZy4okDuxNhcn+TLVu2MGrUqChDpnL8++ycnAYnSdlJVnM/DVwHjMw0YPLkyTQ0NLBr1y5WrlyZ6/h65fTTT+euu+6iubmZGTNmRBliwnsQ8S9HkiRJQ10JoQVV8gElYzbh1FNP5Y477qC5uZmZM2fmOr4+k1z1du+993LWWWdFHeaqN0kDVewJtylTptDQ0MDOnTsH/IRbqtLSUjZv3kxraytVVVUkEhm31AJYBRwiVEwOni8rSUNdrGvTyJEj2bx5M21tbVRXV0e9/g0IWSS8kwu4HgbW5DQ4Zc2EiSRJkoayDYSJts8TIRkwduxY6urquO+++zj77LNzHlyunHbaadx5551xEj4lhFVvzxOSS5FKVCQph87g+IRbxuW7qQmHwTbhlmrKlCk0NjZyzz33sGLFiihDUpNKHyVCUkmSciR29VsWCYcBJzXhEyPhvRJoI2KLYPUvEyaSJEkaipLtpnYQod1Ucp+SBx98kE2bNkVtaTXgVVZW0tLSwpYtW6K2FJtISC49TMS2ZZLUx5ITbg8SY8Itea0brBNu6VasWMGOHTtoaGiI2lKsjFCF8xxwSU6Dk6SOhtOxmjvjfHMWLa0GvMmTJ9PY2BinwjGZ8H6KkPAuzWF4isGEiSRJkoaS8YTWUpE3NE9uml5fXx910/RBJXXVW4xN61cQVr3dA8zOZXyS1K4UuIqYE27JTdOHyoRbqqKiIqqrqzly5EicTetnAM3AAWBpTgOUpI7V3CdkOnncuHHU1dXF3TR9UFm+fPkbCe+Im9anJ7wHZ4nkEGLCRJIkSUNBMWGC7RlCa6niTAPmzJlDc3Mz27ZtY8GCBbmOL+8mTZrE1q1b2blzJ6tWrYo6bD3wJPApYODuei9psNvA8WtNxgm38ePHvzHhtnr16pwHl2+jRo2itraWAwcOsGHDhqjDzgO+CdwARJqxk6QYFgH3Eaq552Q6OVnNffTo0SFVzd2dRCKRTcJ7OscT3styGqB6ZMJEkiRJg92FhEmhJiBj35Ly8nK2bNnC/v37qayszHlwA82yZcvYvn07TU1NTJ06NcqQMsKq76dx1ZukvrUcOEiYcDs508mFNuGW7uSTT6apqYlbb72VhQsXRhlSBLwHeJZwHY80YydJPUit5n5zlAEVFRXs27dvyFZz96SsrIza2lpaWlriJLzPBR4lJLwn5Sw4dcuEiSRJkgareYSNEu8HTs90clFREVVVVRw6dIjNmzdHXek1JCUSCTZs2EBrayu1tbWMGDEiyrDkqrcHgbNyGqCkoW4CYcLtG8CbogxIbgxcX1/PCSdkLEIZ0tauXcvevXvZunUr48ePjzJkLKF653HgbTkNTtJQVUKo5n6WUM2dMWM9d+5cbrzxRrZt28b8+fNzHd+ANnv27DcS3osWLYoyJJnwfoaQ8I50s66+YcJEkiRJg80owsaITxA2SszonHPOYe/evTQ2NjJx4sRcxjaoJFe9HT58mKqqqqjDVgOHcdWbpPhKCBsDP0/ECbd58+Zx00030dzczOzZs3Mc3uBRXFzMxo0bOXToEDU1NRQXZ+xECTAf2AnsA07NaYCShpJ1wGOEau6MN9Jjxox5o5r7wgsvzHlwg8natWvZs2cPW7duZcKECVGGpCa8Iz33qPdMmEiSJGmwKCK0hPouYWPEjCutpk6dSkNDA7fffjuLFy/OdXyD1tSpU2lsbOS2226Lu+rteULyylVvkjJJTrh9HhiT6eQxY8ZQV1fH/v37ueCCC3Ie3GA1duxY6uvr2b9/P+eff37UYcm/iwYi/F1IKlinEKq5IyVZ06u5S0pKch7gYJRlwjvW34V6x4SJJEmSBoNkVUMzMDnTyaWlpW9UTlRXuxgrqjVr1rBv3z4aGhqiVuKMIiSvIlf7SCo4saoaUieSNm3aFHUiqeDNmzePm2++mebmZmbNmhVlSAmhyud5QtVPYW0II6knsasakveQjY2NUSsnCt6YMWOor6/nwIEDcRYGxKr2UXZMmEiSJGkgm0Zo/RRp34ws9+ZQiqKiIqqrq2lra4uzOjDWfjKSCkLsfTOyaFWiNJWVlbS2tlJXVxd1r5cJhKqfyPvJSBqyktXckffNSFZzx6hSVpq5c+fGbT2Zup+MCe8cMGEiSZKkgaiM8KD2DKH1UyLTgKVLl7J9+3aampqYNm1aruMb8lL7T69bty7qsAuBbxJWvZ2Ys+AkDWTJCbdnCdfx4ZkGZLEZrnpQUlLCpk2baG1tZePGjRQVRZr6WQ4cBO4BTs5pgJIGonOBRwnV3Bn3qEvdB89q7r5RWVnJwYMH4yS8xxMS3o8Db85pcAXGhIkkSZIGmg3Ak4SVyaMznTxp0iS2bt3Krl27WLVqVc6DKzRz587lhhtuYNu2bcyfPz/KkGLCqrdnCKve7KcjFY7zCEnTZuCkTCcnJ9xaWlrYsGFDrmMrOMnvx927d3PGGWdEHbae49/BkWbsJA1q0wnV3AeAZZlOTiQSVFVVceTIEau5cyCZ8D569Cg1NTUMGxapeGQRcB8h4T0npwEWCBMmkiRJGihWAK3ADmB2ppNLSkqoqamhra0tzgpaZamiooJ9+/ZRV1dHeXl5lCGpq97emtPgJOXbDI5PuC3NdHL6hNvw4RmLUNQLS5Ys4e6776apqYnp06dHGVLK8SrPy3HuSBqKyoCPAs8RsZp72bJl7Nixg8bGRk46KWNOXL0wfvx46uvr2b17N2eeeWbUYeuBp4EGTHj3il96kiRJyreJhBv7h4GKKAOSPdrr6+sZPTpjEYr6SJar3hYCuwmr3ubmNEBJ/S19wi2j5cuXO+GWB8k9vg4ePEhtbS0jR46MMmwqocXig8A5OQ1QUn9JEDZyfwq4jpAg7dHkyZNpaGhg165drFy5MtfxKcXpp5/OXXfdRXNzMzNmzIgyZDhwBSa8e8U/NEmSJOVLCaFl0/OEG/uMs++nnHIKt9xyC83NzcyaNSvX8akb48aNo76+nnvvvZezzjor6rDUVW+RSlQkDVjJCbenCRNuGWffkxNuO3fudMItj0pLS9/Yd6CqqopEIuOicoAzgEPArYRqIkmD00qgjfBvOeON9MiRI9m8eTOtra1UV1dHvV4oByorK2lpaWHLli2MGjUqypBkwvshTHjHZsJEkiRJ+bCBMNH2eSJMno8dO5a6ujr279/Peeedl+vYFNFpp53GnXfeSXNzMzNnzowypARXvUmD3SqOT55n/IefnHBra2tzwm0AmTJlCo2Njdx+++2ceuqpUYakJsk+SoQkmaQBYwph8vxhYE2UAakT9FZzDwylpaVvfJ/GSHjH+s5W4AOKJEmS+tMCQnumHURoz1RSUsLGjRs5dOgQmzZtitoCSv0si4fq1Af3tTkNTlJfib1atbKykoMHD8ZZEat+dvbZZ7Nnzx4aGho48cQTowwZRagqeg64JKfBSeqt4YRq7sgLVbJYDKN+NnnyZBobG+NUbJrwjsmEiSRJkvrDOEIrpieIuAF4RUUFe/fuZevWrYwfPz6nwan3Uts2xFj1thJoJWJrCEl5EXvCLYue68qjoqIiqqurOXLkCLW1tQwfPjzKsBlAM7AfWJLTACVlI1Y197hx46irq4vbblV5tHz5crZv305DQ0PUPcHKMOEdiQkTSZIk5VIxYYLtWUIrpuJMA04++WSamprYtm0bCxYsyHV86mPJVW8xNgZN3Xz0o0TYfFRSv0mdcDsh08nJCbfdu3dz5pln5jw49a1Ro0ZRW1vLgQMH2LBhQ9Rh5wOPATcAkWbsJOXUQuBeQjX3nEwnl5SUUFNTw9GjR63mHoR6mfA+ACzNaYCDlAkTSZIk5coFwDcJLVwy9vkoLy9ny5YtcSdqNEAtW7aMHTt29GbVmxsdSPmzCLgPJ9wKUurChYULF0YZUgS8h1CFdBWhKklS/xpPqOZ+HHhLlAEVFRXs27eP+vp6ysszFqFoACsrK6O2tpaWlpY4z1HnEZ7VTHinMWEiSZKkvjaP0GLpAeD0TCcXFRVRVVVFW1sbmzdvjroySoNAIpHosOptxIgRUYZNJ6x6Owq4RF3qX6kTbm+OMsAJt6Eri9aY44BPAd8G3pbT4CQlxa7mnjNnDjfccAPbtm1j/vz5uY5P/Wj27Nk0NTVx6623smjRoihDkgnvZwkJ70g360OdCRNJkiT1lVGElkpPEFosZZTcbLaxsTHqZrMahJKr3mJWD50JHCGsepuUs+AkAZTQccItY4nI3LlzufHGG51wG+KKi4vZuHEjhw4doqamJmr10AJgJ7APWJzTAKXCdiGhJV4TMDHTyanV3OvWrct5cMqftWvXsmfPHrZu3cqECROiDBnL8YT3+pwGNwiYMJEkSVJvJQgtlL5LaKmUcWXSlClTaGho4Pbbb+fUU0/NdXwaIHqx6u27hGScq96kvreOGBNuY8aMYcuWLezfv58LL7ww58FpYBg7diz19fXs37+f888/P+qwdcC3CFVLY3IWnFR4TiFUc98PnJbp5GQ196FDh9i8eTMlJSU5D1D5l0x4t7W1UVNTQ3FxxuIjgPnAPYSEd8E+pJkwkSRJUm+sJlQBNAOTM51cWlpKbW0thw8fprq6mkTCbSoK0dq1a9m3bx8NDQ1RV72NJiTjHidi9ZKkjGJNijjhJoBTTjmFm2++mebmZmbNmhVlSAmhaul54EoiVC9J6tZowgKSyPdDa9asYd++fTQ2NjJxYsacuIag1IT3BRdcEHVYcjFFA6H6pKCYMJEkSVI2phFaJT0InJXp5EQiwYYNGzh48CC1tbWMHDky5wFqYCsqKqK6ujru5GusFZWSuhS77UYyydnY2Bg1yakhrrKyktbWVurq6jjhhBOiDJkAfB74BvCmnAYnDT1FxKzmnjp1Kg0NDdx2221Rq3o1xM2bN4+bbrqJ5uZmZs+eHWVIwSa8TZhIkiQpjlLChoDPEFolZSwRWbJkCXfffTdNTU1Mnz491/FpkMmyvU+snt2SgOMTbpE3ds2ijZ4KSElJCZs2baK1tZWNGzdSVBRpimk5cJBQ3XRyTgOUhobknm7NRNjTLblvXLKaW0pXWVnJwYMH4yS8xxMS3o8A5+Y0uAHChIkkSZKi2gA8RViZPDrTyZMmTWLr1q3s3r2bM844I+fBaXDLYgPpYo5vUn1l+2tJXTsP+CZhwu2kTCcnJ9wOHDjAhg0bch2bBrnk9/2uXbvifN+vB54k3FNEmrGTCsx0QjX3UULSpEfp1dwjRrjtm7qXnvAeNixS8cgyoIUCSHibMJEkSVImK4BWYAcwO9PJJSUl1NTUxF1xKgFQUVHBvn37qKuro7y8PMqQ5Kq3x4G35DQ4afBJTrjtB5ZmOjmRSFBVVcWRI0eccFNsS5cujVtRmqxafZpQ/eTGZhKUcfzfRaRq7mXLlrF9+3aampqYNm1aruPTEJKa8F69enXUYesJ3QYaGKIJb59eJUmS1J0JhBvhh4GKKAOSPc3r6+ujlnhLnSRXvR09epSampqoq94WAvcSVr3NyWmA0sBXRtgY+DvEmHDbsWMHjY2NnHRSxiIUqUtZrnKfRqh+egg4O6cBSgNXgrCRe+xq7p07d7Jq1apcx6chbMmSJdx1111xEt7DCfubPEOo+B5SOYYh9ZuRJElSnyghtDh6nnAjnHG2et68edx88800Nzcza9asXMenAjFu3Djq6+vZvXs3Z56ZsRtF0nrCqswGIFKJijSEJCfcniZsDDwy04DJkyfT0NDArl27WLlyZa7jU4EoLS2ltraWI0eOUFVVRSIRqXjkDOAwoSpqck4DlAaWlYRq7luBjDfSyWrutrY2q7nVZ1IT3lu2bGHUqFFRhk0l7Cn4EHBOTgPsR/6LkiRJUqp1wLcILY7GZDp57Nix1NXVsX//fs4///ycB6fCdPrpp3PXXXfR3NzMjBkzogwZ0qvepG6sAtoIE24zM508cuRINm/eTGtrK9XV1VEntKVYpkyZQmNjI7fffjuLFy+OMiRBqIr6LqFKKmPSTxrEpnB8snltlAGVlZW0tbVRX1/P6NEZi1Ck2EpLS9+4P4iR8F4FHCLiPchA54ODJEmSABYAu4B9QMYZjeLiYjZu3MihQ4fYtGkTxcXut63cq6ysjLvqLTkR8TCwJqfBSfmTuroz0v/PKysraWlpYcuWLU64qV+cffbZ7N27l4aGBk488cQoQ0YRqqSeIFRNSUNJspo7ubAjYzX3qaeeyh133EFzczMzZw76+WgNAsmE9z333MOKFSuiDEltK/dRBnHC24SJJElSYRtH6JP8beCiKAPWrl3L3r172bp1K+PHj89pcFK65Kr4tra2OKveVnJ85b094zRUDCdMuD1NxEqq0047jTvvvNMJN+VFUVER1dXVtLW1sXnzZoYPHx5l2FzCtXs/sCSnAUr9YwPhuv15IrQOHTduHHV1ddx3332cfbZb/Kj/rVixgh07dmST8H4OuCSnweWICRNJkqTCVES4gX0WuIow8dajk08+maamJm699VYWLlyY6/ikHk2ePJnGxkZ27twZdd+F9FVvpTkMT8q1rCbc7r33Xs4666ycByf1pLy8nC1btnDgwAEqKyujDjsfeIywv0mkGTtpgFkI7AZ2EBKBPUruU3L06FE2bdrEsGEZi1CknEkmvI8cOUJtbW3UhPcMoJmQ8F6a0wD7mAkTSZKkwnMBYdKhmQiTDqNGjaK2tpYDBw6wYcOGnAcnxbF8+fI3Vr2ddNJJUYaU0XHVmxs3aDBZBNxHmHCbk+lkJ9w0kJ188sk0Nzezbds2FixYEGVIEWF/k8iLPaQBYDzQADwOvDXKgIqKCvbu3Ut9fT3l5Rlz4lK/yfK58Hzgm4SEd6Sb9XwzYSJJklQ45hHaWjxAhLYWRUVFVFVVxV1JJPW7RCKRzaq36YSk4QFgWU4DlHovdcLtzVEGVFRUsG/fPifcNOAlJ4djtPqM3U5UyoNiQrvEZ4Ar2l/3aM6cOXGTiFJeZNF5YFAlvE2YSJIkDX2jCC2IHifixqnJXrWNjY1Re9VKeVdWVkZtbS0tLS1xVr2dCzxKWPU2KWfBSdlJTrg9S5hwy1giMnfuXG644Qa2bdvG/Pnzcx2f1CdKSkrYuHEjhw4doqamJmo11AJgF7APWJzTAKV4LiSsqG8iQjV3sk3d/v3747Spk/Iui70txxIS3o8Db8tpcL1gwkSSJGnoShBaDn2X0IJoZKYBU6ZMoaGhgXvuuYcVK1bkOj4pJ2bPnv3GqrdFixZFGZJc9fYMYdXbiFzGJ0W0jtA+sQmYmOnkMWPGvDHhtm7dupwHJ+XC2LFjqa+vZ//+/Zx33nlRh60DvkWowhqTq9ikCJLV3PcDp2c6OVnNfejQITZv3mw1twal4uLiDgnv4uKMxVQA84GdhIT3qTkNMAsmTCRJkoamNcDDhJZDkzOdXFZWxt/8zd9w+PBhqqurSSTc1kGD39q1a9mzZw8f+9jHGDt2bJQhyVVvvyQkUKR8WMDxSYTTMp1cXFzMpZdeypEjR9i8eTMlJSU5D1DKtVNOOYVbbrmFL3/5y8yYMSPKkBJCFdbPgI/nNDips3LgM8CTRKzmXrNmDfv27aOxsZGJEzPmxKUBL5nw3rNnD2vWrIk6bB3wBHCQCG3r+osJE0mSpKFlBnAL0AasynRyIpHgHe94B21tbXzgAx9g5MiMRSjSoFJcXMxll13G4cOH+bM/+7Ooq95GEpKNtnhRfxoDfJYYbSqSScFPfOITjBs3LqfBSfmwfv16Dh48yFVXXUVZWVmUIcXARzDprf5RBGwCngM+RIR9GWbOnMlXvvIVbrvttqhVsNKgsmjRIm677Tb++Z//mZkzZ0Yd9ibCYpEBwYSJJEnS0FAKXEtoKfQnhHZcPVq2bBk7duzgC1/4AlOmTMl1fFJejRs3jo9//OPs3buXioqKKEMSwN/mOCwJwr4klxMm3D5IWCnfo1mzZvHVr341Tts5adAaOXIkV155JYcOHeLiiy+OWgVbm+u4VPAqgG8AXyHCHmijRo3i6quv5uDBg7ztbQN26wapz1x00UUcPHiQa665hlGjRkUZckGuY4pqwJS6SJIkKSsJ4J3AViDSEp5JkyZx9dVXU11dTVGR62dUWKZOncqiRYs4fPgwr7/+eqbTI/XxknrhXODzwLIoJ48ePZorrriCyy+/3F73KjgTJkxg0aJFlJaW8vLLL2c6/YT+iEkFaSbhvvudRFiglEgkqKqq4iMf+QiTJmXMq0hDyogRI1i4cCEnnngiv/71rzOdPqw/YorChIkkSdLgtYIw0RZpufzw4cO5/PLLueKKKxg9enRuI5MGmNdee41//dd/5dOf/jQ///nPO/xaeXk5L774YlfDvtMvwakQzSZMuEXqdV9UVER1dTVXX321E24qSHv37uX666/ne9/7XofjY8aM4YUXXuhqyI/6JTAVkjLgKuBvCJXdGa1YsYK6ujpWrFiR08Ckgeg73/kO1113HS0tLR2Ol5WVdZf0/n1/xBWFCRNJkqTBZxLwMeAyIrZYfetb38q1117LrFmzchqYNBAdPXqUa6+9lieffLLD8alTp3L11Vdzyy238OCDD3Y19OddHZR6YRRwNaFdUKQJt5VqG54YAAAgAElEQVQrV1JfX8+yZZGKUKQh5bnnnuPaa6+ltbW1w/ExY8bwoQ99iOeee44bb7yxq6E/6ZcAVQgSwLuATxP2Csxo8uTJfOQjH4nTQk4aMl544QU++9nP0tzczO9+97s3jhcVFXHxxRdTUVHBFVdc0dXQ3/RbkBmYMJEkSRo8SoD3AtcTNgfOaN68eVx//fWcf/75OQ1MGoh+8pOf8MlPfpI77riDY8eOvXG8tLSU9773vbzvfe9jxIgR3HLLLXmMUgUiAVQBnwEiZa4nTZpEbW0t7373u22fqILzwgsv8IUvfIEvf/nLHSbciouLede73sVVV13FhAkTuOaaa/IYpQpArGrukpISLrnkEq666iqruVVwXn/9de644w7q6+v52c9+1uHX1qxZQ11dHYsWLWLPnj3dvcWx7n6hv5kwkSRJGhzWAQ3A4ignjx07lg9+8INceumlFBd7y6fC8sorr/ClL32JL37xi/zmN8cXqyUSCdavX8+1117LtGnT8hihCsxKwvV7TZSTR44cSU1NDVdeeaUTbio4yQm3urq6Tu0T165dy/XXX8+iRYvyFJ0KyETg74DNRNxXobKykrq6Oqu5VZAOHz7Mddddx1NPPdXh+OzZs7nmmmvYsGHD/2fvzuOjLM89/n8mi+xhERURFRAUcBdFAgmQQEDFgCJIf4qkijVtaRNtWsRyMkJC/CFt+jtQqeUc6Gkq9RwMtkrEViJrAriB4AIqiyCQBWTfAgnz/P54MmMm28yEzDyTzPf9euVV537uZ56LAiFzXfd13xZF1jD69CwiIiIS3G4CsoHR3kx2rrycPn06nTp18m9kIkHGMAzeeecdMjMzOXDAffv622+/nczMTO6++26LopMQdDUwE3gaL7dPTEhIIDMzk+uuu86fcYkEpQ0bNmC329mxY4fbeFNNuEmT5OzmzgCivLmhd+/ezJo1i2HDhvkzLpGgVFRUxJw5c1i2bJnbeOvWrfnZz37m6uZualQwEREREQlOHTEPlnwOuMybG7TyUkLZZ599Rnp6Oh9//LHbuLY1EgtcBvwMHxJut9xyCxkZGQwcONCvgYkEo4MHD/Lyyy/XmXD75S9/yWWXefWjkMilSAT+P+AGbyY7u7mffPJJwsO9akIRaTbOnj3Lq6++yiuvvML58+dd4zabjfHjxzNjxgyuvPJKCyO8NCqYiIiIiASXMGAS5j73Xv2U2aNHD6ZPn66VlxKSSktLyc7O5vXXX8fhcLjGIyMjSUpKYtq0adrWSAIpEXO/+57eTO7YsSPPPfecEm4Skpp7wk2ajJswCyX3ezM5MjKSiRMnqptbQpKzmzsjI4ODBw+6XbvjjjvIzMykf//+FkXXeFQwEREREQkecZiJttu8mayVlxLKysvLycnJ4Xe/+x2nTp1yu6ZtjcQCfTATbvd5M9l5MPBvfvMboqK8akIRaTYMw2DZsmVkZWVx6NAht2t33nknGRkZzSLhJkGvI+a2iT/Hy/xobGwsGRkZ3HTTTf6MSyQobdu2jfT0dD755BO38S5duvDb3/6WRx55BJvNZlF0jUsFExERERHrXQtkAU94MzksLIxx48aRnp7OFVdc4d/IRIJQfn4+drudffv2uY1rH3GxQCfgRZRwE/HK1q1bSU9PZ/PmzW7jzTHhJkErAngKmA149YO0urkllNXVzd2yZUumTJlCampqs+vmVsFERERExDptgN9gnlXS0psbtPJSQtmuXbt48cUXWbNmjdt4hw4dSEtL48c//rG2NZJAcSbcsoDO3tzQs2dPZs6cyYgRI/wamEgwKikp4aWXXuLNN9/EMAzXuDPh9uyzz9KmTRsLI5QQEY/ZzX2rN5OjoqL45S9/yU9+8hN1c0vIcXZzz507l9OnT7tda+7d3CqYiIiIiASeDRgPZGN2l3h09dVXM336dMaPH6+VlxJyjh8/TnZ2Njk5OVRUVLjGneeU/PrXv9a2RhJIwzETbrd4M9mZcHvmmWeIjIz0b2QiQaasrIzFixczb968WhNus2fP5tprvfpRSORS9AJeAiZ4M1nd3BLq8vPzSU9P57vvvnMbv+WWW8jIyGDgwIEWRRYYKpiIiIiIBNY9wDwg2pvJrVq14qmnntLKSwlJFRUV/N///R9z5szh6NGjbte0rZFYoDdmR4lPCTe73U7nzl41oYg0K3Ul3G699VYyMjK49957LYpMQoizm3s60MKbG6Kjo8nIyODmm2/2a2AiwWjnzp28+OKLrF271m28Y8eO/OpXvwqZbm4VTEREREQCoyswB5iE2WHiUUJCAllZWXTr1s2vgYkEo8LCQux2O1999ZXbeM+ePXnxxRdJSEiwKDIJQW2BX+NDwm3QoEFkZGTQr18/vwYmEoy++OIL7HY7H3zwgdt4qCXcxFI2zLMBXwa6eHODurkllDm7uf/6179y8eJF13iodnOrYCIiIiLiX62AFGAG0M6bG2699VYyMzMZMGCAXwMTCUbffvstc+bMIS8vz21c+4iLBcIwi9xzgau8uaFr1648//zzTJjgVROKSLNy7Ngx/vCHPyjhJlYbgNnN7dWeQa1ateLnP/85U6dOpWVLr44UFGk2nOeU/P73v+fkyZNu12JjY8nMzOTGG2+0KDrrqGAiIiIi4j+JmB/YengzuVOnTjz77LM8+eSTWnkpIefMmTP8+c9/5o9//CMXLlxwjYeFhfHII4/wH//xH9pHXALpXsxzSnxKuP3iF7+gRQuvmlBEmg1PCbfZs2fTu3dvi6KTEHIN8P/iZTe3zWbjwQcfJD09Xd3cEpIKCgqw2+18/fXXbuM9e/Zk5syZjBgxwqLIrKeCiYiIiEjjewD4HeDVXiyRkZFMnjyZadOm0a6dV00oIs2Gw+HgzTffZPbs2Rw+fNjtmrY1EgvchlnoHooPCTe73c4111zj9+BEgk1BQQHp6el88803buM33HADM2fOZPjw4RZFJiGkPZANPA541SJy2223kZmZyT333OPXwESC0Z49e5g1axb5+flu4+3bt+cXv/gFzzzzDJGRkRZFFxxUMBERERFpXO8Ao72dfN9992G32+nevbv/IhIJUh988AF2u50vvvjCbfzqq6/mhRde4JFHHtE+4hJIc4DnvZ3cv39/MjIyuPPOO/0YkkhwqutgYCXcJMDigPcAr/6wXXXVVfz2t7/VOSUSkk6ePOk6p6S8vNw17uzmTk9Pp3PnzhZGGDxUMBERERFpPP8PXhZL+vTpw6xZs4iNjfVzSCLB58CBA8yePZvly5e7jWtbI7FQD2CaNxO7dOnCjBkzGDdunBJuEnJOnDjB73//e/72t7+5JdwiIiL40Y9+xPPPP8/ll19uYYQSYpbhRbGkRYsWPPPMM6SkpNCmTZsAhCUSPC5evMjrr7/O3LlzOXLkiNu1wYMHk5GRQd++fS2KLjipYCIiIiLSeB7zNCEsLIwXX3yRJ598kogI/SgmoeXs2bMsWLCAV199lbKyMte4tjWSIPAEXmzB9dRTT/Hb3/6W1q1bByAkkeBx8eJFlixZwty5czl27JjbtZiYGGbNmqWEmwRaK6CTp0kDBgxg/vz5XHfddQEISSS4bNy4Ebvdzvbt293Gu3btyvTp0xk/frxFkQU3fUoXERERaTwVniY4HA5ycnLo0aNHSB+kJ6HFMAzeeustZs+eTXFxsdu122+/nYyMDO0jLlY7782kvLw8+vXrx49+9CPCwsL8HZNIUCgsLOTFF19kx44dbuPdu3fnhRdeIDEx0aLIJMR59U34008/5X/+53947rnniIqK8ndMIkHhu+++IzMzkxUrVriNt27dmp/97Gfq5vZAP+GJiIiINJ7tnqeYB+1NnjyZxx9/nJ07d/o7JhFLbd26lbFjxzJ16lS3YslVV13F3LlzWbFihYolEgx2ezPp8OHD/PrXv+b+++/nww8/9HdMIpbat28fU6ZM4dFHH3UrlrRu3Zq0tDTWrFmjYokEvfLychYuXMjgwYNZsmQJFy9etDokEb85c+YMc+bMYejQoW7FEpvNRmJiIuvWrSMtLU3FEg9UMBERERFpPF6tUHZas2YNI0aMwG63c+LECX/FJGKJ0tJSnnvuOR588EE++eQT13hkZCRPP/0069evZ9KkSVqlL8HC8GXy559/zrhx4/jpT3/KwYMH/RWTiCXOnDnDSy+9xNChQ/nXv/7lGrfZbEyYMIGNGzcq4SZNzpEjR5g2bRr33XcfmzZtsjockUZlGAbLli0jJiaG+fPnc/78Dx9L77jjDt5++20WLlyorW+9pE8nIiIiIhYqLy9n0aJFREdHs2jRIioqPO7qJRLUnH+mhwwZwtKlS3E4HK5rCQkJrF+/noyMDNq1a2dhlCKXzjAMli9fTmxsLFlZWZw+fdrqkEQuiWEY5OXlMWzYMF555RUuXLjgunbHHXewfPly5s2bx5VXXmlhlCKX5ssvv+SRRx4hKSmJ7777zupwRC7Ztm3beOihh0hJSaG0tNQ17uzmfuedd7j77rstjLDpUcFERERExP88VkGOHz+O3W4nPj6eNWvWBCImkUaXn5/P0KFDsdvtnDp1yjXeu3dv/v73v5OTk8P1119vYYQiPnN4mlBWVsaCBQsYMmQIubm5GIZPzSoiQcG5fWJycrJb11SXLl2YP38+K1asoH///hZGKNK48vPziY2NJT09XQVvaZJKS0uZNm0ao0eP5uOPP3aNt2zZkqlTp1JQUKBu7gbS/2MiIiIi/vcxMB/wuGnyrl27ePzxx0lKSmLfvn3+j0ykEezatYtJkyaRlJTE3r17XeMdOnQgMzOT1atXExcXZ12AIg13HJgFnPM0saSkhNTUVEaPHs3mzZv9H5lII3Am3Kpvn+hMuK1fv57x48djs9ksjFLEZ2mAxx+ky8vLWbx4MbGxsSxZssStK1YkWFXt5q7+5zYhIYG1a9cyY8YM2rZta2GUTZsKJiIiIiL+Vw6kAgOAAm9uyM/PZ8iQIaSnp7ut1BcJJsePHyc9PZ34+HhWr17tGo+IiGDSpEkUFhYyZcoUwsPDLYxS5JIYwEzgRuA1vDjrZOvWrYwZM4aUlBQOHTrk5/BEGsbZGVVbojghIYF169Yp4SZNWQHQD5gOeGwfqbpSv2rhUCTYOD8jVu/mvvnmm/nHP/5BTk4O1113nYURNg8qmIiIiIgEzhZgCDAG2OtpsnPVW22rh0SsVFFRwZIlS4iNjWXx4sVuZ+/ExsaycuVK5s6dS6dOnSyMUqRRHQAmA3HAVk+TnYevDho0iOzsbLfDV0Wslp+fz7Bhw2qcvXPLLbe4Em7XXnuthRGKNIqzwMtAX7wseG/btq3WrelErLZz504ee+yxGrsQdOzYkczMTP79738zcOBACyNsXlQwEREREfGziIiI6svr82jAqrcHHnjAbX9aESsUFhYyatQopk2bxpEjR1zjPXr0YOHChSxdupQ+ffpYGKFI4wkPD4+oNrQO6A8kAaU173B39uxZsrOzGTx4MLm5uf4IUcRrX375JePGjatx2LUz4favf/1LCTdpjpwF72jgA0+TDcMgLy+PIUOGqOAtlqvazb127VrXeGRkJE8//TSbNm1SN7cfqGAiIiIi4mcdO3ZsX8vwOcxVb33wctXbZ599xkMPPURycjIHDhxo5ChF6rd3716Sk5N59NFH2bFjh2u8TZs2pKWlsWbNGhITEy2MUKTxRUZGRtYy7AD+hvn9+2XAYzatqKiI1NRUJkyY4Pb3RyQQjh07Rnp6Ovfddx8ffPBDvlgJNwkxHwKD8bLgfe7cORW8xTLl5eUsWbKEmJgYFi9ezMWLPxyF6ezmzsjIICoqysIomy8VTERERET8rH379h3ruXwQc9XbQGCTp/dyrnobOnQo2dnZlJWVNVaYIrVyrpAfNmwYeXl5rvGwsDAmTJjAxo0bSUtL47LLLrMwShH/qKNg4nQcs1PwVsCrbNqGDRtISEggJSXFrUNLxB+cBwNHR0fXmnDLz89Xwk2apV69erWu45Kz4N0LmIUPBe/x48ezffv2RoxSpHYFBQWubu6jR4+6xnv27ElOTg5Lly7lpptusjDC5k8FExERERE/a9euXX0FE6eP+GHVW4mnydVXvRmGxwYVEZ84HA5yc3NdZzBcuHDBde2uu+5i+fLlzJs3jyuuuMLCKEX8KyIiIqKoqKiuxJvTTuBRIAH40tN7OhwOli1bRkxMDAsWLKC8vLwxQhVxU1BQwMiRI7Hb7Zw8edI1fsMNN/Daa6+xdOlSbrzxRgsjFPGfCRMm3OlhymlgJj4UvDdu3MjIkSNJSUnh+++/v8QIRWr69ttvSU5OZuLEiXz11Veu8aioKGbMmMGaNWtISEiwMMLQoYKJiIiIiJ+1aNGidVFR0XVeTDVwX/XmsX2kuLjYtertyy895ulEvPLpp58yduxYUlNTOXTokGv86quvZv78+eTl5XHXXXdZGKFIwNiAIV7OfR+4E0gGPGbTTpw4QVZWFvHx8axateoSQhT5wZ49e0hKSmLixIl8/fXXrvH27dszY8YMVq9ezfDhwy2MUMT/evXqNcDLqc6C9wjgC0+TVfAWfzhz5gzZ2dnExcXV2s1dWFjI1KlTqb/pVRqTCiYiIiIiAWAYhi/Lgc7g46q3TZs2MWrUKFJSUjh8+HADIhSBkpISUlJSePDBB9m8ebNrvFWrVqSlpbFhwwbGjx+PzWazMEqRgPPl+3c58F/ATcB84GL902H37t088cQTTJw4kW+++aaBIUqoO3nyJFlZWcTFxZGfn+8adybcCgoKlHCTkNGpU6eBPt6yCh8K3lX/vr3//vsNCVGk3m7uQYMGsXLlSubNm0fnzp0tjDI0qWAiIiIiEgBhYWEN6Z/ehbnqbTjwuafJzlVvsbGxLFiwwO2HbpH6nDt3jgULFhAbG8uyZctcW7zZbDYSExNZt24daWlptGzZ0uJIRSwxsgH3HAVSMQvf73lzQ0FBAQkJCaSnp7ttoSRSH2fCrbYV74MHDyY/P18JNwk5LVq06HHw4MFrfbytAveCd4WnG/bs2cPkyZNrdHSJeOJc7Jaamuq22K1r167Mnz+fZcuW0a9fPwsjDG0qmIiIiIgEgGEYIwzDaOjPXquBuzBXvXlsH6m66q1qW7dIbfLz8xk2bBhZWVmcOXPGNX7bbbfx1ltvsXDhQrp162ZhhCKWu+XAgQMN/UuwA7gPGAPs8TS5vLycxYsXEx0dzaJFi9wO6RapznmmQmpqqtuZCs6EW25uLn379rUwQhFLNfSwh6oF7397c4PzzCAVvMWT4uJiUlJSamynXL2bW6ylgomIiIhIYFxeUlLS/xLu93nVW10HB4oAfP755zz88MMkJSWxf/9+1/hVV13F3Llzeffdd7nnnnssjFAkeISHh4+4xLfIA/oCzwKnPE0+duwYdrudBx54gA8//PASHy3NTVFRkSvhtn37dtd469atlXATqdTA7u6qvgLuRwVvaQTnzp0jOzubwYMH19rNvX79etLS0mjRooXFkQqoYCIiIiISMIZhNGRbl+qOYa56uwV415sbCgoKGDVqFNOmTePo0aONEII0ZUePHiU9Pb1GIjYyMpKnn36a9evXM2nSJMLC9FFBxMnHc6jqcgGYB/TBLIA7PN1QV2FTQlP1hJuTEm4iNRmGkXAJ3d1VVS14e2wfcRa877//fj744INGeLw0ZYZhkJeXx9ChQ8nOzqasrMx17fbbb+ftt99m4cKFXHPNNRZGKdXpU5CIiIhI4DRGws3pa2B05Xvu8DS5vLycJUuWEBMTo1VvIaq8vJxFixYRHR3N4sWL3f4MJCQksG7dOjIyMmjXrp2FUYoErZGNlHgDKMLcYvFeYKM3N+Tn5zN06NAaW+dJaHAm3IYMGUJ2djbnz593XbvjjjtYvnw5CxcupGvXrhZGKRJ0Li8uLr6rkd7L54L3F198wbhx40hKSuK7775rpDCkKfnss8946KGHSE5O5sCBA65xZzf3ihUruPvuuy2MUOqigomIiIhI4Aw6cuRIVCO/5/vA7Xi56u348ePY7Xbi4+NZu3ZtI4ciwaqgoIARI0Zgt9s5deqH3YB69erF3//+d3Jycujevbt1AYoEv87FxcV3NPJ7fgLEAI8CHrNpZWVlLFiwgNjYWHJzc13beUjztm3bNsaOHUtycjIHDx50jV911VXMnz+fFStW0L//pez4KdKsNUZ3d1XFmAXvAcAGb26oelbc6dOnGzkcCUalpaVMmzaNBx54gI8//tg17uzmLigoUDd3kNPvjIiIiEjgRJaVlQ31w/uWY656uwHzfBOP7SM7d+7kscceIykpiX379vkhJAkGu3fv5oknnmDixIns3LnTNd6hQwcyMzNZvXo1cXFxFkYo0qQ0duINwAByMbd7mQWU1T8dSkpKSE1N5cEHH2Tz5s1+CEmCgTPhNnr0aD755BPXeMuWLZk6dSoFBQWMHz8em81mYZQiQa8xu7ur2gzEYha8Pf4grYJ3aHB2cw8ZMoQlS5bgcPzQiJSQkMD69evJyMigbdu2FkYp3lDBRERERCSAGuEAyvp8j3m+yQCgwJsb8vPzGTJkCOnp6W6dB9K0nThxgvT0dOLi4li1apVrPCIigkmTJlFYWMiUKVOIiIiwMEqRpqWRzjGpy1lgJnAj8Jo3N3z66aeMGTOGlJQUDh065MfQJJCcCbfY2NhaE25r165lxowZSriJeGfQoUOH/PWXxVnw7odZ8D7n6YbS0lJSU1MZPXq0Ct7NjPMzVfVu7t69e/P666+Tk5PD9ddfb2GE4gsVTEREREQCqJEOfvdkCzAEGAPs9TS5vLycxYsX17oaSpqWiooK11k1ixcvpqKiwnUtJiaG9957j7lz59KpUycLoxRpmmw2W4wfE29O+4HJQBywzdNkwzBYtmwZgwYNqnG2hTQ9VRNuVbfuueWWW/jHP/5BTk4O1113nYURijQ5lzkcjmF+fkb1grfH9pGtW7cyZswYkpOTKSoq8nN44k+7du3i8ccfr9G1X7Wbe9iwYdYFKA2igomIiIhIYN1UUlLSI0DPygNuBqYDHjdNrrr9R9X9dqVpKCwsZNSoUUybNo0jR464xnv06MHChQt544036Nu3r4URijR5l128eHFIgJ61FrgLSAI8to+cPXuW7Oxs4uLiyMvL83ds0sjq2iazY8eOZGZm8q9//YuBAwdaGKFI0+VwOPzZHVjVAX4oeG/1NNkwDPLy8hgyZIgK3k3Q8ePHSU9PJz4+njVr1rjGIyMj3bq5w8PDLYxSGkoFExEREZEAczgcIwL4uLPAy0AfvFz1tm3bNh566KEaB8xKcNq7dy/Jyck8+uij7NixwzXeunVr0tLSWLNmDYmJiRZGKNJ8+HlbruocwN+AmzC/j3vMptX1/UCCU9WE29q1a13jzoOBN23apISbyKULRHd3VeuA/pgF71JPk50F78GDB5Obm+v34OTS1NfNHRsby8qVK9XN3QyoYCIiIiISeIFMuDkdxFz1NhD4wNNkrXoLfnWtKA8LC2PChAls2rSJtLQ0LrvsMgujFGl2Ap14AziO2Sl4G/CONzfU1XEmwaG8vNwt4Xbx4kXXNWfCLSMjg6ioKAujFGk2+hQXF3cP8DOdBe9emOebePxBuqioiNTUVCZMmKCCd5AqLCxk5MiRTJs2jaNHj7rGe/ToQU5ODkuXLuWmm26yMEJpLCqYiIiIiATeCMMwrFou+hEwGHPVW4mnyefOnXNb9WYYHhtUxM8MwyA3N7fWMwvuvPNO3n77bebNm8cVV1xhYZQizVa/gwcPXmvRs78BEjGL7l96mlx1FeyiRYvcVsGKdQoKCmpNuPXs2ZO//e1vSriJ+IFhGIHs7q7qNOb5JrdiHhDv0YYNG0hISCAlJYXvv//en7GJl7799ltX9+ZXX33lGo+KimLGjBmsWbOGhAQr1sOJv6hgIiIiIhJ4HUtLS++28PmXtOpt+/bt/o5P6uA8JDQ1NZVDh3441uDqq69m/vz5vPPOO/Tv39/CCEVCgtVZkfeBO4FngROeJp84cQK73U5cXByrVq3ye3BSu2+//ZakpCQmTpzI119/7RqvmnAbMcKqnK5I8xbg7RRrsxN4FPPfjy88TXY4HCxbtozY2FgWLFhAeXm53wOUms6cOVNvN3dBQQFTp05VN3czpIKJiIiIiAUMw7BiW5fqzmCuersFL1e9bdy4kZEjR2rVW4CVlJSQkpLC6NGj2bx5s2u8VatWTJ06lfXr1zN+/HhsNpuFUYqEhrCwMKsTbwDlwDzgBmA+cLH+6bB7926eeOIJJk6cyM6dO/0dn1Q6efIkWVlZxMXFkZ+f7xp3JtwKCwuZOnUqkZGRFkYp0rzZbLYEC7u7q3ofuAtIBjz+IH3ixAmysrKIj49XwTuAHA6HWzf3hQsXXNeio6N577331M3dzKlgIiIiImKBICmYOO3CXPU2Avjc02TnqreYmBgWLFjg9iFCGldZWRkLFiwgNjaWZcuWuW2JlpCQwNq1a5kxYwZt2rSxMEqR0GIYRoJhGMHyWfoIkArcDaz35oaCggJGjBhBeno6p06d8mtwocyZcHOuEK/6b+XgwYNZuXIl8+bNo3PnzhZGKRIyOpaUlARLC2458F/ATTSg4P3NN9/4O76QtmXLFlc39+HDh13jzm7uZcuWcfPNN1sYoQRCsPyQJyIiIhJqBh49erS91UFUs4ofVr0d9jDXtWo2Pj7ebdWsNI78/HyGDh1KVlYWZ86ccY3feuutvPXWW+Tk5HDttVYdpSAS0i4vLi6+y+ogqtkKDAXGAN96mlxeXs7ixYuJjo5m0aJFboeOy6XbtGkTo0aNqpFw69q1K/Pnzyc3N5d+/fpZGKFI6AmyxUoARzEL3rcC73lzQ0FBAQkJCaSnp3Py5Em/BhdqiouLSUlJITExkS1btrjGW7VqRVpaGhs3blQ3d/RFD+8AACAASURBVAhRwURERETEGhFlZWVxVgdRiwrMVW99MFe9eTwleM+ePbXuyy4N8/nnn/Pwww+TlJTE/v37XeOdOnUiMzOTd999lwEDBlgYoYgAwZZ4c8rD/P79LOCxfeTo0aPY7XYeeOABPvzwQ78H19w5E27jx4/nyy+/dI23bt2atLQ0NmzYwPjx4y2MUCSkBev37R3AfZgF7z2eJqvg3bjOnTvHggULGDJkiFs3t81mIzExkXXr1pGWlkaLFi0sjlQCSQUTEREREYsEwQGU9am66u1f3txQUFDAyJEjteqtgY4dO0Z6enqNxGVkZCRPP/00mzZtYsqUKYSHB8MW3CIhL1gTbwAXMM836YNZAHd4uqGuQq1459y5c2RnZzN48GAl3ESCV3QQdndXlQf0xSx4e/xB+tixY9jtdu6//34VvBuorm7u2267jbfeeouFCxfSrVs3CyMUq6hgIiIiImKRsLCwYE64OX0FPIC56m23p8nOVW8DBw7UqjcvlZeXs2jRIqKjo1m8eLHb/2cJCQmsW7eOjIwM2rVrZ2GUIlLNoCNHjkRZHYQHRZhbLA4ENnpzQ35+PsOGDauRPJLaGYZBXl4eQ4cOJTs7m7KyMte122+/nbfffpuFCxdyzTXXWBiliFSKOHfu3DCrg/DAWfDui5cF7y+++EIFbx999tlnPPTQQyQlJXHgwAHX+FVXXcXcuXN59913ueeeeyyMUKymgomIiIiIRQzD6FVaWtrT6ji85NOqt+PHj2O324mPj2ft2rX+jq3Jcu5Fbbfb3bpyevXqxZIlS8jJyaF79+7WBSgidYksKysbanUQXvoYiAEeBb7zNNm5PUlsbCy5ubmubglx50y4JScn15pwW7FiBXfffbeFEYpILYK5u7sqZ8H7XmCDNzfU1S0hPygtLWXatGmMHj2ajz76yDXu7OZev349kyZNIixM6fJQpz8BIiIiIha6ePFiU+gycSrHfZsXj+0jO3fu5LHHHiMpKYnvvvOYpwsZu3fv5oknnmDixIl88803rvH27duTmZnJ6tWriY+PtzBCEfEkLCysqSTeAAwgF+gHzALK6p8OJSUlpKam8uCDD7J582Z/x9dkOBNuDzzwAB9//LFr3JlwKygoUMJNJEjZbLam9HM3wCdALF4WvMvKylTwroWzm3vIkCEsWbKkRjf3+vXr1c0tbvQvuIiIiIi1mlLCzamYH1a9FXpzQ35+PrGxsaSnp3P69Gm/BhfMTpw4QVZWFvHx8axatco1HhERwaRJkygsLGTKlClERERYGKWIeMMwjKaWeAM4A8wEbgRe8+aGTz/9lLFjx5KSksKhQ4f8GVtQq55wczh+2CknISGBgoICMjIyaNu2rYVRiogHvZtQd7eTs+DdFx8L3qNHjw75grez88Zut3Pq1CnXeK9evfj73/9OTk4O119/vYURSjBSwURERETEWiMMw4i0OogG2gwMwVz1ts/TZOf5JrGxsTWSTc2dw+EgNzeX2NhYFixYQHl5uetaTEwM7733HnPnzuXyyy+3MEoR8dFNJSUlPawOooH2A5OBeOAzT5MdDgfLli1j0KBBZGdnc+HCBb8HGEzy8/MZMmRIjYRb7969ef3118nJyeG6666zMEIR8dbFixeb4mIlgLO4F7w9to9s3bqVMWPGhGTBe9euXUyaNImkpCT27t3rGu/QoYOrmzsuLs66ACWoqWAiIiIiYq2ooqKipnyqYNVtXqYDHttHqu4f/Mknn/g7Pstt2LCBhIQEUlNT+f77713j3bt3Z+HChbzxxhv07dvXwghFpKEcDscIq2O4RGuAO4EkwGM27ezZs2RnZzNs2DDy8vL8HpzVdu3axeOPP05SUhL79v2wLqBqwm3YsGHWBSgiDdFUCyZOVQve2zxNNgzDreB9/vx5vwdopRMnTpCenk58fDyrV692jaubW3yhgomIiIiI9Zriti7VnQVextwuwKtVb9u2bWPs2LEkJydz8OBBf8cXcEVFRaSkpDBhwgR27NjhGm/dujVpaWmsXbuWxMRECyMUkUbQ1BNvAA7gb5jnU70MeGwf2bt3L8nJyTz66KNu39+ai+PHj7sSbmvWrHGNO88p+eCDD5gyZQrh4eEWRikiDTTcMIzmkC1fC9yFjwXvuLi4ZlnwrqioYMmSJcTExLB48WIqKipc12JiYli5ciVz586lU6dOFkYpTYUKJiIiIiIWs9lszSHh5nQAc9VbNPChp8mGYZCXl8fQoUObzao35wfSwYMHs2zZMte4zWZjwoQJbNy4kbS0NC677DILoxSRRjLCMIzmkjU/htkpeCuwwpsbCgsLGTVqFNOmTePIkSN+DS4Q6ku4xcbGsnLlSjIyMoiKirIwShG5RB0OHjzYlLu7q3IWvG/CLHh7/EG6ORa86/q3qEePHq5u7j59+lgYoTQ1KpiIiIiIWO/effv2dbQ6iEb2ITAIc9VbqafJVYsMubm5fg/OHwzDIDc3t9YtD+68806WL1/OvHnzuPLKKy2MUkQaWcfS0tK7rQ6ikX0DPIjZPbPd02RnkSE2NpZFixa5FRmaksLCQkaOHMm0adM4evSoa7xnz57k5OSwdOlSbrrpJgsjFJHGEh4e3hy6u6s6jlnwvg14x5sbmkPBu67iT5s2bUhLS2PNmjXq5pYGUcFERERExHrhkZGRzfHUQeeqt17ALLxY9VZUVERqaioTJkxg+3aPebqg4TxUMzU11e1QzS5dujB//nzeeecd+vfvb2GEIuIvhmE0t8Sb0/vAHcCzwAlPk48fP47dbq+xb3yw+/bbb10Jt6+++so1HhUVxYwZM1i9ejUJCc2pEVREDMNorn+pvwESMQveX3qaXLWrbsGCBZSXl/s9wMZQ13laYWFh6uaWRqGCiYiIiEhwaK4f3MA8CH4m5jYvXrWPbNiwgZEjR5KSkuJ2UHqwKS0tJSUlhdGjR7N582bXeMuWLZk6dSoFBQWMHz8em81mYZQi4k/NOPEGUA7MA24A5gMXPd2wa9cuJk2aRFJSEnv37vVzeA135syZWvfzdybcCgsLmTp1qhJuIs3TvUePHm1vdRB+9D5wJ2bB+7inySdOnCArK4v4+HhWrVrl9+Aaqno394ULPxy5ddddd7m6ua+44goLo5TmQAUTERERkeBwn9UBBMBO4FFgBPCFp8kOh4Nly5YF5aq3srIyFixYQGxsLMuWLcMwfjjjPiEhgXXr1jFjxgzatGljYZQiEiDRzTzxBnAESAXuAdZ7c0N+fj5Dhw4lPT2dU6dO+TU4XzgcjjoTboMGDWLlypXMmzePzp07WxiliPhZRFlZWbzVQfiZzwXv3bt388QTTzBx4kR27tzp7/h88umnn9bazX311Vczf/588vLyuOuuuyyMUJoTFUxEREREgkP3/fv397I6iABZhbnqLRnw2D5y8uRJsrKyiIuL4/333/d7cJ7k5+czbNgwsrKyOH36tGv81ltv5Z///Cc5OTlce+21FkYoIgEWce7cuWFWBxEgnwJDgTHAt54ml5eXs3jxYoYMGcKSJUu4eNFjvs6vtmzZ4kq4HT582DXetWtX5s+fT25uLv369bMwQhEJoObcHVjVUcyC963Ae97cUFBQwIgRI0hPT+fkyZN+Dc6TkpISUlJSePDBB926uVu1akVaWhobNmxQN7c0OhVMRERERIJEREREc90HvzYVwH8BN2GuevN4SvCePXuYPHkyEydO5Ouvv/Z3fDV88cUXjBs3jqSkJL777jvXeMeOHcnMzOTdd9/l3nvvDXhcIhIUQiXx5pQH3Ix5yLDH9pHS0lKmTZvG6NGj+eijj/weXHXFxcWkpKSQmJjIli1bXONKuImEtFDo7q5qB+av2aeCd3R0NIsWLQp4wfvcuXO1dnPbbDYSExNZt24daWlptGzZMqBxSWhQwUREREQkSDTzffDrUnXV27+9uaGgoICRI0cGbNXbsWPHSE9P5/777+eDDz5wjUdGRvL000+zadMmpkyZQnh4uN9jEZHgZLPZQqng7XQOeBnoC7wGGPVPh88++4yHH36Y5ORkDhw44O/4OHfuHNnZ2QwePLjWhNv69etJS0ujRYsWfo9FRIJOj9LS0husDsICeUAfzPNNPBa8jx07ht1u54EHHuDDDz/0e3Dg3s195swZ1/htt93GP//5TxYuXEi3bt0CEouEJhVMRERERILHcMMwIq0OwiJfAfdjrnrb42lyIFa9lZeXs2jRIqKjo1m8eLHbM2JjY8nPzycjI4OoqKhGf7aINDm9S0tLe1odhEUOApOBe4FNniYbhkFeXh5Dhw4lOzubsrKyRg+ovmfcfvvtvPXWWyxcuJBrrrmm0Z8tIk2Hw+EIxWI3wAXM8036YHZ8Ozzd8Pnnn/Pwww+TlJTE/v37/RJUXc+46qqrmDt3Lu+++y4DBgzwy7NFqlLBRERERCR4tCsuLg71PZ3yMFcrPwt4bB9xrnqr3v1xqZxdLHa73a2L5YYbbuC1115j6dKl3HjjjY32PBFp+i5evBiKXYJVfQwMBpKAEk+Tq3Z/5Obmuro/LlVdXSzOhNuKFSu45557GuVZItK0hWh3d1VFmGcK3gts9OaGuro/LsXRo0dJT0+v0cXi7OZev349kyZNIixMaWwJDP1JExEREQki+uAGNGDVW13ni/iqrnNS2rdvz4wZM1i9ejXDhw9v8PuLSLOm79/mtlx/A3oBswCP7SPFxcWkpqbWOF/EV85zUh544AG3c1KUcBOReoRyd3dVnwAxwKOAxx+kq54vcikF7/q6uRMSEli3bh0ZGRm0a9euQe8v0lD6SUFEREQkuITq1gC1KcZc9TYA2ODNDVVXvZ0+fdrrB508eZKsrCzi4uJ4//33XeNhYWFMmDCBwsJCpk6dSmSkPlOLSJ2GG4YRYXUQQeIMMBO4Bcj15oYtW7YwZswYUlJSOHz4sNcPcibchgwZwpIlS3A4fqixJyQksH79eiXcRKQuUUVFRdrjyWRgfr/uh5cF75KSElJTU3nwwQfZvHmzTw8rKChgxIgR2O12Tp364SiVXr16sWTJEnJycujevbtP7ynSWFQwEREREQkiNpvtnv3793eyOo4gsxmIxVz1ts/T5LKyMq9XvTkcDnJzc4mJiWHBggWUl5e7rsXExJCfn8+8efO4/PLLG+GXISLNXIeDBw9qryd3uzG/dw8HPvM02eFwsGzZMgYNGkR2djYXLlyod35+fj5Dhw6tkXDr3bs3r7/+Ojk5OVx//fWX+EsQkWZO3YHunAXvG4HXvLnh008/dRW8Dx06VO/c3bt388QTTzBx4kR27tzpGu/QoQOZmZmsXr2a+Pj4hkcv0ghUMBER8U00MKLKl06KFJHGFh4REaFPCTVVX/V2ztMNpaWlpKamMnr06FpXvW3YsIGRI0eSmprK999/7xrv3r07Cxcu5I033qBv376N9ysQkWYvPDxcXYK1Ww3ciXm+icf2kTNnzpCdnU1cXBx5eXk1ru/atYtJkyaRlJTE3r17XeNVE27Dhg1rtOBFpPkKCwvT9+3a7QcmA/HANk+TDcOot+B94sQJsrKyiI+PZ9WqVa7xiIgIJk2aRGFhIVOmTCEiQo2aYj0VTEREfLMIyK/ydb+14YhIc2QYhj641e0s7qvePG6avHXrVsaMGUNycjJFRUUUFRWRkpLChAkT2L59u2te69atSUtLY82aNSQmJvorfhFpxnQOVb0cmOeb3AS8jHleVb2+/fZbkpOTefTRR/nqq684fvw46enpxMfHs3r1ate8yMhIt4RbeHi4334RItK8GIYxQN3d9VoD3IVZ8K6/fQQ4e/Ys2dnZDBs2jLy8PCoqKliyZEmd3dzvvfcec+fOpVMn/RZI8FDZTkRERCT4qGDi2QHMVW9/Af4TuL2+yYZhkJeXx/vvv09FRYXbhzWbzcb48eOZMWMGV155pV+DFpFmb+C+ffs6Xn/99cesDiSIHQOmYxa9/z+82A6nsLCQkSNH0qJFC86cOeN2LTY2llmzZtGnTx+/BCsizV54eHh4HPCm1YEEMWfBOw9z4dLPgHoP9tu7dy/Jycm0a9fObctEMLu5X3jhBS1QkqClDhMRERGR4HP9wYMHb7I6iCZiLdAf+ClebPNy7tw5t2LJHXfcwfLly5k3b15IFku+++47tm3bVu85LyLik/DIyMhhVgfRRHyJuUBgLLDL0+SKigq3YkmPHj1YuHAhS5cuDcliyffff8/HH3/s9m+aiDSYugO9cwxIxVyo9J43N1Qtlji7udeuXRuSxZLz58/z0Ucfcfz4catDEQ9UMBEREREJTuoy8d5FYCHmNl0vA+e9ual3796sWLGC/v37+zO2oFRaWsqzzz7LoEGDuP/++3nyySdVNBFpPEq8+WY55vlUzwInvLmhXbt25Ofnh2TC7fTp07z00kvcfffdjB07lvvvv79G142I+GyU1QE0MTuA+zD/vfvSmxtsNht/+ctfSEtL47LLLvNrcMHGMAxyc3MZOHAgDz30EPfeey/btnk8FkYspIKJiIiISBAKCwtTws13xzG3ebkdeNfT5F27dnH+vFe1lWbjwoULvPLKK8TExPDGG2/gcDgAWLlyJV999ZXF0Yk0G/dZHUATVA7MA/pgbrXoqG/yqVOn2L17dyDiChoOh4OlS5cSGxvLK6+84jpQefv27eTn51scnUiT133//v29rQ6iCXof83yT3+Ch4G0YBlu3bg1IUMFky5YtJCYmkpqaSmlpKWD+G/aXv/zF4sikPiqYiIiIiAQhwzDid+7c2cLqOJqor4HRmKvevqhrkmEYnDt3LmBBWS0/P5+hQ4fy0ksv1boa+eTJkxZEJdIs9di/f38vq4NookqAKcA9QEF9E8+ePRuQgILB1q1bGTt2LM8995wr4VaVvn+LXLqwsDB1mTTMBeD3wA3AfMzO71qF0s/dpaWlTJs2jTFjxrBly5Ya16uf6yLBRYe+izSMDbOKfjvQDegMHME8gHYlsL+RnnMlcBvmSqtrgLZABea+kYeAD4DPqecfpEYQBQwDbgauAFpUPnsZ3rVetqq8vzfm/0+XA0eB74FPgY2YvyZ/aF/57O7AdZVjh4FtmHveh86/1iLSFLVp27btQGCd1YE0Yc5Vb/8B2C2OxTI7duzgxRdfpLCw0OpQREJGRETESLw4l0PqtAUYgnm+yVsWx2KZ4uJisrKy+Oc//6ltE0X8rLK7+xWr42jCjmCeb/JXYBXQ0dJoLHL+/Hn+/Oc/88c//jGkCvvNjQomIrXbC1xf5fVjwP9W/vfjmEmXG+u414G5GioN2Ozjc8MwPxhMAOKAvl7ccxxYBPwBKPbxeXOA56u8fgt4uPK/uwEZmL/22lY4H6X+gslAYAYwHLNoUpfjwGtAJl4c1lvFf2L+Y+y0FPhR5X9fUfl+P6b22AHOVr7HHMBTaf9Q5XvW5r8rv+rTFtDGwiLiM8MwElDB5FKVYxb5Q65gcvz4cbKzs8nJyaGiwl9rE0SkNpXfv/9kdRzNwDtWB2CFsrIyFi9ezLx58zh9+rTV4YiEBMMw4gzDiLTZbOVWx9LEfQp8Qgie55Wfn4/dbmffvn1WhyKXSFtyiXivBWZSfgl1F0vA/Hs1FLP7w9fkTB6wBvg53hVLADoAvwa+Acb5+Ly6JALbgSepu+BgqyeeXMzOkQepv1jinP9LzBV4E3yOtKbBmIWcZOqOHaA18FtgA9ClEZ4rIuIPOvhdfFZeXs7ixYuJjo5m8eLFtRZL7r33Xlq18vRPtIhcguGGYURaHYQ0PcuXL2fIkCFkZWXVWizp1asX3bp1syAykWavXXFxcbTVQUjTs337dsaPH09SUlKtxZKoqCjuuusuCyKThlLBRMR7fwMerWX8eB3zI4BZlV/eauvhen1bb7XFXEH7pA/Pq81I4E2gnYd5tX3/uA4oBMZTd0GlrgMco4D/wywWNdStwL+puxukrnveBfSBVkSCUf/i4mJfvqdJiCssLGTUqFGkp6dz4kTNsze7dOnCvHnz+Mc//kHLli0tiFAkZLQrLi6+1+ogpOn44osvGDduHD/96U85cOBAjetRUVHMmDGDVatWqWAi4j8h1xUhDXf8+HHS09MZNWoUGzdurHE9LCyM8ePHU1BQwMiRWgfXlGhLLhHvTMHcWgrAwNyTcRHmllvnMTsZ7gaeAZ7AvVhgx+x4eMOH55Vjdpr8C9iK2e1xrHI8ErMwMQhzy6n4KvfZgAXAR3h3vkh1nTE7aJzFg1LM7bLWYZ7PYqt8dgJQPQvTHliNedBXVXswtyPIx+wiOYvZ3XEr5hZaPwWcGZswzEPCtmOeMeKLyzG3FHMWnT4HFlfGXlIZe3fMYs7PqzwT4E7gOWBuHe89Hris8r8X4b5d2x8wf5/qU+bNL0BEpBZhDocjHrPDUaRO3377LXPmzCEvL6/W661ateKpp57i2WefpU2bNgGOTiQ0VW7LpcODpF7Hjh3jD3/4A3/961+5eLHm+riwsDDGjRuH3W6nc+fOFkQoElJGAulWByHBrby8nKVLlzJnzhyOHj1a65zo6GgyMjK4+eabAxydNAYVTES84yyWnMM84+O9atfPY27ttAGzyyMX9+2g5mMePFv7d9IflAIvAAsxCyS1KQd2V369BjyC2f3SuvJ6K2A2P5xF4ouYKv+9CPgVNc/3+BR4u5Z7/xv3YokBvATMpOah7meBDyu/FmJ2ePSovBaOWbTpA/iyYe+Iyv91ANOBbGp2sxQDm4C/YxZwOlW59svKe2rr4llf5b+rn0WyA/P3VkTEL2w2WwIqmEgdzpw54zpY8sKFC7XOSUhIYPbs2Vx77bUBjk4k5I0EXrQ6CAlO5eXl5OTk8Pvf/56TJ0/WOmfQoEFkZGTQr1+/AEcnErL6Hzhw4PJu3bodsToQCU4FBQXY7Xa+/vrrWq9fffXVTJ8+nfHjx2Oz1bXxigQ7FUxEfDOZmsWS6vKAn2AWMZyuwjwEfoaHeydiFhp88SZmEaVqESMRswuioSdNLcLslvE2lgeoef7IdOru2KjqK8wPk59gdqkAXAM8hVlo8tVzXty3BbMY9NcqY92AYcCqBjxTRMSfRlkdgAQfh8PBm2++yezZszl8+HCtc2699VYyMzMZMGBAgKMTEQCbzXbP/v37O1177bWeFk1JiPGUcOvatSvPP/88EyY0xhGPIuKD8PDw8OH4tkOIhIA9e/Ywa9Ys8vPza73eqlUrfv7znzN16lRte9sM6AwTEe/lYXaPeOM1zA6Gqp7E8zkZvhZLnJZXe144ZhGjIfYBz/oYy6+rvV6Nd8USp12YnShVpfhwf9Xn/tHLuX/H7OipamADniki4m/dioqK+lodhASPLVu2MHbsWFJTU2stlnTq1ImMjAzeffddFUtErBUeERER73mahIo9e/YwefJkJk6cWGuxpFWrVqSlpbFhwwYVS0QsUrmdoggAJ0+eJCsri/j4+FqLJTabjcTERNatW0daWpqKJc2ECiYi3vOlAADwcrXXV/PD1l7+8Fa11w1N/v+JmttO1acvEFdtbGYDnrsIc8szpxuA3j6+x1y8L/RUULOodbuPzxMRCRSdEigUFxeTkpJCYmIimzdvrnE9MjKSKVOmsGnTJp5++mnCw8MtiFJEqlLiTeCHhFtcXBzvv19zN19nwm39+vWkpaXRokWLWt5FRALkPqsDEOs5HA5yc3OJiYlhwYIFtW59e9ttt/HWW2+xcOFCunXrZkGU4i/akkvEOwcwzyfxxRrMw8a7VBkbBPy7sYKqZne117c08H18bT2tXiw5SMMOtzyNeb5I1VV4g4GdXt5/FrPDxBdfVHt9lY/3i4gESgIwz+ogxBrnzp3jL3/5C//5n//JmTO1r2lISEhg1qxZdO/ePbDBiYgn2lYxhDm3T8zMzOT777+vdc7tt99OZmYmd999d4CjE5E6dCsqKurTtWvXr6wORKyxceNG7HY727dvr/X6VVddRVpaGo899hhhYepFaI5UMBHxzgf4vl2WA/NQ87FVxhqyL0YPzOLHDUAboF0d866p9rpTrbPqdxjY6+M9Q6q9/oiGby32De4FE1+2oNmGeZaLL6of5Na+1lkiItYbtnPnzha9e/c+b3UgElj5+fnMmDGDAwcO1Hq9V69ezJw5k/h47fojEqSuP3DgwI3dunX7xupAJLA2bNiA3W5nx44dtV5Xwk0kqI3EPG9VQkhRURFz5szhzTffxDBqprUiIyOZPHky06ZNo127ulJz0hyoYCLineqdCL7cV7Vg0sPL+3oCP8M8BP7aBj67QwPuqd6l4o1+1V5fATzfgPcBuKnaa1+KPtWLH96ovky3dQPeQ0QkENq0bdt2EGb3ooSAzz//nPT0dD766KNar7dv3560tDR+/OMfExGhH+lFgpnNZhuJuTBIQoAz4bZsWe3HXzoTbs8//zxt27YNcHQi4o3K7RTnWx2HBMa5c+f405/+xCuvvML587WvT0tISCAjI4Prr78+wNGJFfTpSsQ7tfdPe1b9JNaOHuaHAXbMgsOlnhTVkPtPNOCe6kWNmMqvxuBLweRsIz1TRCQoVX5wU8GkmSstLSU7O5v//d//5eLFizWuR0RE8KMf/Yjnn3+eyy+/3IIIRcRXYWFhCcArVsch/nX27FleffVVjwm3zMxMrrvuugBHJyK+sNlscerubv4Mw+Cdd94hIyODgwcP1jqnd+/ezJw5k7i46rvRS3OmgomId0418L6T1V7X1/URBvwPMLmO6xVAMXAIszOi+olTHYBL3fj2nOcpNTRk6y9vRfowt6HbgImINBUjgd9aHYT4R3l5OTk5Ofzud7/j1Knaf+yIiYlh1qxZ9O3ry46VImI1wzDiDMOItNlsvm4fK02Atwm3WbNmMWzYsMAGJyIN1aZt27bRwFqrAxH/2LZtG3a7nY8//rjW6x06dOBXv/oVTz75JOHh4QGOR35fugAAIABJREFUTqymgomIdxr6d6V6wr++D0lPU7NYUgT8CfOg+G2YRZO6xAAFvgbYCGzVXu+j4R051TVkizARkebqzpKSkiu7dOlyyOpApHHl5+fz4osvsnfv3lqvd+/enRdeeIHExMTABiYijaVdcXFxNLDe6kCkcW3duhW73c4nn3xS63Ul3ESarsru7rVWxyGNy9nN/frrr+NwOGpcd3ZzT58+nU6d/Lk+WIKZCiYi3mnoaU5R1V4fq2NeJDC72th6zPNPjjfwWYHyPdCtyus/A3MsikVEpDkLu3jx4nDgf60ORBrHrl27mDlzJqtXr671euvWrfnZz37GL3/5Sy677LIARycijSwBFUyaDU8JN+c5Jb/5zW+IirLqY5qIXKKRwAyrg5DG4W03d0ZGBn369AlwdBJsVDAR8U5DN5mtfl9dB5MPxTws3ekC8BjeF0uodn8gVS+YeHuwvYiI+KhyH3wVTJq4U6dOMWfOHF577TUqKmo2j4aFhTFx4kSmT5/OFVdY9c+7iDSykUC61UHIpSkvL+dPf/oTf/zjHzl7tvYjFIcPH87MmTO54YYbAhydiDSyu4qLi6+4+uqrq59NK01Mfn4+6enpfPfdd7Ve79mzJzNnzmTEiBEBjkyClQomIt65vZHu+7yOedHVXq8Hat8At253+Ti/sXwG3FHldWMd+C4iItUYhjHSMAybzWbTuU1N2DPPPMO6detqvTZgwAAyMjK47bbbAhyViPjZ3UVFRZ27du3aWFvXigVmz57Nf//3f9d6rVevXsycOZP4+PgARyUifhLmcDiGA/9ndSDScGvWrOHHP/4xhlHz41NUVBTPPfccTz31FJGRvhyhK81dmNUBiDQR0UBbH+/pAAyoNvZRHXOvrPZ6r4/PArCqFF59H5F+QG8rAgmQ6kuBW1gShYiEqmtKSkr6WR2ENFxFRQUFBTWPHOvatSuvvvoq//znP1UsEWmewmw2mzLpTVxtWyhGRUUxa9YsVq1apWKJSDNT2d0tTdiaNWtqFEvCw8N5/PHHKSwsJDk5WcUSqUEFExHvtAYe8fGeR4GW1cZW1TG3etLd1+6vYZiFCivkU/Mw++etCCRAqm92qb1SRCSgDMMYaXUM0nAOh6PGfvdTp06loKCAsWPHYrPZLIpMRPyt8gBhacIuXrzo9nrs2LFs3LiRn/zkJ0q4iTRDhmGMsjoGuTTVv2/36dOHf//73/zud7+jc+fOFkUlwU4FExHv2fG+m6A1Nfco3gR8Wcf86nti3u1DXJcBf/BhfmMrAl6rNpaEWcRpjqpvo3CVJVGISChTwaSZefzxx2nVqpXVYYiI/91ndQDSuMaNG0enTp2sDkNE/Oea4uJidXc3I9HR0dx8881WhyFBTgUTEe/1BOZ7Mc8GvIr7QegAf6znni3VXt8CPODFs8KAPwF3ejHXn14Czld5HQHkAvc08P16AT++xJj85bNqr+OBcCsCEZGQNXT//v3KrouIND3dioqK+lgdhIiIeE/d3SKhRwUTEe84t5x6BvgLEFXHvPbA34DJ1cbXUP9BYe8Dp6uNLaH+Lo1rgbeAKZWvy+qZ62+7gV9UG+sMFAAvAt4su2qDuY3ZP4CvgImNGWAjWlPt9Y2Yv1f9qfvPhYhIY2oVFhY22OogRESkQZR4ExFpWrSdokiI8fWcBJFQlQ08h7kl15PAg8BS4GPgCGZxYABmwr/6JojHgGTAoG4ngP8E/qPKWEfMA9XzgRWYB8HbMDtX4jA7UJwrjMsr7/19A35tjWURZmdMapWxFsBM4DfAeuBD4ABwEmgLdMDsJrkTuIMffj3BbC3wNXBTlbEfVX4BnMW92wbM37Ozfo9MREJG5QGU71sdh4iI+KbyHBNvutZFRCQ4DNu5c2eL3r17V/+cLyLNlAomIt75DPgJ8FfMzqwrqNlRUZuTmHsV7/Ri7mxgKBBbZcyGuQqtvpVoF4GngG+9eIa/PYsZx+9x//7SBri/8qupMzA7iNZgnlVTXetaxnWCr4g0qsqtAZ63Og4REfGNzWaLU+JNRKRJad2uXbvBmAtaRSQEaEsuEe+9BkzA7BjxxhbM4sdHXs4/DyQCb/oQUxFmp8kSH+7xt3nAYGBlA+93YHbVLGi0iBrfR5hbcL0DVFgci4iEptsPHz58tdVBiIiIz9q0bds22uogRETEezrHRCS0qMNExDf/AAoxu0sexX1bJjCT/euAvwM5+J5MPwGMx9wj85eYZ5i0qzanAjNh/wbmeSqnKsdLgP+qMq8czz6qds9WH+Ot731HYW5T9gjmweh3Uvvh6BeAXcAnwCrMYkmxF8/YhPsWXp80IM5duP/6D/lw71eYBa4rgLuBvsDlmL9fLarNVVFFRBqbrby8fDjBVTAXEREvVCbe1lodh4iIeKfy+/Z0q+MQkcBQwUTEd4cAe+VXS6Ar5rklRzHP52iMw9fzK78igOsq3/88UFr5fEct9+zGPCvFF/+o/PKXj/ihw6YlZkHhcswtq85iFogO0rCCwtLKr0vxceXXpTgM/KvyS0QkkBJQwUREpCkaCfzW6iBERMRrdxw6dKjLlVdeWWJ1ICLifyqYiFyaMmBP5Zc/VPj5/QOpDLM4ctDqQEREmomRhmHYbDabYXUgIiLikztLSkqu7NKliy/dzSIiYh1bRUXFcMzdRESkmdMZJiIiIiJNU5cDBw7canUQIiLis7CLFy8OtzoIERHxSYLVAYhIYKhgIiIiItJERURE6ABKEZEmKCwsTIk3EZGmZZRhGDargxAR/1PBRERERKSJMgxDCTcRkSbIMIyRSryJiDQpXUpLS2+xOggR8T8VTERERESariH79+9vZXUQIvL/s3fngVFVd//H33eSAUIgbAJhU1AQFEHBFSTINqGLsc9PQ10eBBXUKiBiREDIJJkBWQRLELXYYo0rKNgK6mNJZQ2odUGRqhVQFLKBiKAImjD390eILc0kmTDLnTv5vP4qnHNzPli5zpzvWUTqrENJScm5VocQEZHAmaap3d0i9YAKJiIiIiL21SguLi7F6hAiIlJ3mngTEbEX7e4WqR9UMBERERGxMX1xExGxLb2/RUTs5Qrt7haJfSqYiIiIiNiYw+HQCmUREXu6YseOHQ2tDiEiIgFr5HA4BlgdQkTCK97qACJRahzQ+D9+/bZVQURERGpimmav/fv3t2vdunWx1VlERKROGickJAwA3rA6iIiIBMwF5FsdQkTCRwUTEf9etTqAiIhIgIzy8nIX8JTVQUREpG7i4uJcqGAiImIbhmGkAvdZnUNEwkdHcomIiIjYnO4xERGxJ138LiJiO73379/fzuoQIhI+KpiIiIiI2J/LNE3D6hAiIlJnF+zbty/Z6hAiIhIwo6ysbJjVIUQkfFQwEREREbG/toWFhedbHUJEROrMKC8vH2p1CBERqRPt7haJYSqYiIiIiMSAE+cpi4iI/WjiTUTEXlK1u1skdqlgIiIiIhIDDMPQhJuIiD0N18SbiIittC0sLOxtdQgRCQ8VTERERERiQ0pJSUmi1SFERKTOkktLS8+zOoSIiAQuLi5Ou7tFYpQKJiIiIiKxoaHP50uxOoSIiNSdaZqaeBMRsRHTNLW7WyRGqWAiIiIiEjs04SYiYkOaeBMRsZ2UoqKixlaHEJHQU8FEREREJHaoYCIiYk9X7NmzJ8HqECIiErBGgHZ3i8QgFUxEREREYkfPwsLCTlaHEBGROmvkcDgGWB1CRETqRLsDRWKQCiYiIiIisWWY1QFEROSUaOJNRMRetLtbJAapYCIiIiISQwzD0ISbiIgNGYahiTcREXvptXfv3o5WhxCR0FLBRERERCS2uEzT1Gc8ERH76b1///52VocQEZHAxcXFDbU6g4iElr5Mi4iIiMSW04qLi/tYHUJEROrMKCsr07GKIiI2YpqmdneLxBgVTERERERij451ERGxJ028iYjYy3Dt7haJLfoLLSIiIhJ7NOEmImJPqaZpGlaHEBGRgJ1WVFR0vtUhRCR0VDARERERiT2X79u3r4nVIUREpM7aFhYWauJNRMRGDMMYbnUGEQkdFUxEREREYk+D48ePX2F1CBERqTvDMHSsooiIjegeE5HYooKJiIiISAzSFzcREXsyDEPvbxERGzEMY4B2d4vEDhVMRERERGKTViiLiNjTgKKiosZWhxARkYA1OH78+ECrQ4hIaKhgIiIiIhKbzikqKjrd6hAiIlJnjQBNvImI2Ih2d4vEDhVMRERERGKUvriJiNiW3t8iIvai3d0iMUIFExEREZEY5XA4NOEmImJPmngTEbGXcwsLCztZHUJEgqeCiYiIiEiMMk1zmGma+rwnImI/5+3du7ej1SFERKROtFhJJAboC7SIiIhI7GpVUlJyodUhRESk7uLi4oZZnUFERAKn3d0isUEFExEREZEYZpqmjnUREbEh3UMlImIvpmm6tLtbxP70l1hEREQktmnCTUTEnlI18SYiYiutiouL+1odQkSCow9fIiIiIrGt/4EDB5KsDiEiInV2WnFx8QVWhxARkTrR7m4Rm1PBRERERCS2OY8dO3aF1SFEROSUaOJNRMRetLtbxOZUMBERERGJcbqAUkTEnnSPiYiI7fTft29fE6tDiMipU8FEREREJMbp4ncREXsyDGOAJt5ERGylgc/nG2R1CBE5dSqYiIhdNAN+DaSgd5eISF11Lykp6WJ1CBERqbMGx48fH2h1CBERCZzP59PuQBEb06SjiES7hsAU4EvgFWAjsA0YbmUoERG78fl8w6zOICIidadjuUREbEe7u0VsTAUTEYlmacA/gTlU7DCp1BN4Hcg/8b9FRKR2+uImImJPen+LiNhLj+Li4s5WhxCRU6OCiYhEo/OoKIasAs6qod8w4H1gPicXVEREpKphpmnGWR1CRETq7NzCwsJOVocQEZHAmaap3d0iNqWCiYhEkxZALrCVimJIIBoAGcAuYCKgyUAREf+al5aWXmx1CBEROSU6lktExEZ0nKKIfalgIiLRIB64DfgXcNeJX9dVK2Ah8A6gizFFRPwwTVPHuoiI2JDD4dDEm4iIjRiG4dLubhF7UsFERKzmAj4AlgCtQ/Dz+gAbgOXAGSH4eSIiMUMr3URE7Mk0TZdpmvr+LiJiHy1KSkoutDqEiNSdPnCJiFW6Ai8Dawjg4va4uDiuv/56Lrww4M8bvwU+ATxA4qmGFBGJMZd98803uvNJRMR+WhUXF/e1OoSIiAROu7tF7EkFExGJtEQgG9gOXBXIA/369eP1119nwYIFrFq1iiVLltCxY8dAHk0AMoHPqDjyS+88Eanv4o8dOzbY6hAiInJKNPEmImIv2t0tYkOaPBSRSDGAUcBOIAtoWNsD7dq1Izc3lxUrVtCzZ8UmFMMwSEtLY8OGDWRkZNCoUaNAxm5PxZFfbwH9T/UPICISC3Qsl4iIben9LSJiL/0PHDiQZHUIEakbFUxEJBIuAbYAeUBybZ0TEhLIyMhgy5YtjBgxAsMwqu2zefNm0tPT/fbx42KgAHgBOL1OfwIRkRjhcDi0QllExJ7679u3r4nVIUREJGDxx44dG2R1CBGpGxVMRCScOgBPUbGz47LaOv/37pGGDWvdhEK7du1YtGgRq1evpm/fgI51NoARwMdUHA0W0BYVEZFYYZpm19LS0jOtziEiInXWwOfzDbI6hIiI1IkWK4nYjAomIhIOCcAU4FPgRiqKFDXq3bs3f/3rX+tyP8lJ+vbty6pVq8jNzaV169aBPJJIxdFgn1FxVJiISL1x/PhxfXETEbEhXSAsImIvhmHovS1iMyqYiEiopVGxe2MOUOuRAW3btmXevHm89tprXHzxxUEN7HA4GDFiBFu2bCEjI4MGDRoE8lgnKo4KWwv0DiqAiIh96Bx8EREbUsFERMR2uml3t4i9qGAiIqHSF9gIrAI619bZ6XQyZswYNm7cyMiRI3E4Qvc6SkxMJCMjg3Xr1pGWlhboY4OBrVQcIdYmZGFERKLTMNM0nVaHEBGROuteUlLSxeoQIiISuOPHj2uxkoiNqGAiIsFqBeQC/wBSAnnA5XKxceNGvF4vTZs2DVuwLl26sGTJEpYvX06PHj0CecRBxRFin1JxpFhAW1RERGwoqaioKLhtfSIiYgmfzzfM6gwiIlInKpiI2IgKJiJyqpzARGAXcBcQV9sD3bp149lnnyUvL48zzjgj3Pl+lpKSwpo1a5g3bx4tW7YM5JEWVBwp9hHw67CGExGxjo51ERGxJ028iYjYy1DTNOOtDiEigVHBREROxTDgA2Ah0Ky2zs2bN8fj8bB27VoGDx4c9nD+xMfHM3LkSAoKChgzZgxxcbXWdwDOBl4B8oFzwxpQRCTCDMPQhJuIiD0NM00zoA+zIiISFZoXFhZqd7eITahgIiJ10R14lQALCP9ZpBg7dmygRYqwat68OV6vt67Fm8oCUS4BFIhERGzi0i+//LKF1SFERKTOWpSWll5kdQgREQlcXFycdneL2IQKJiISiMojqrYBvwrkgQEDBtT1GKyIOoXjwZxUHD22i4qjyKyv/oiIBCfO6XRas+1PRESCYpqmJt5ERGzENE3t7haxCRVMRKQm8cBtwL8I8BL0yovWX3jhhUAvWrdU5QX0Ho8n0AvoW1FxFNk7wMCwhhMRCT99cRMRsSFNvImI2M6l33zzjU6sELEBFUxEpDpDgPeAJUDr2jonJiaSkZHBunXrSEtLC3u4UHI6nYwdO5aNGzcycuRIHI6AXo19gA3AaqBLWAOKiITPL6wOICIip6SfJt5ERGwl/tixY0OsDiEitVPBRET+W1fgBeANoHdtnR0OB+np6WzZsoWMjAwaNKh1E0rUatu2LfPmzePVV1/l4osDvo/tSuCfVBxZFtAWFRGRKNJ5z549Xa0OISIidRZ/9OjRQVaHEBGROtHuQBEbUMFERColAtnAR8CIQB7o27cvq1atYtGiRbRuXesmFNs4//zz+etf/8qSJUvo2LFjII8kUHFk2SfAKMAIZz4RkVCKj4/XOfgiIvakiTcREXvR7m4RG1DBREQMKib5dwJZQKPaHmjXrh25ubmsXr2avn37hjufJQzDIC0tjQ0bNpCRkUHDhg0DeawDkAe8DfQLa0ARkRDROfgiIvZkGIYK3iIi9tKltLT0LKtDiEjNVDARqd8uBjZTMcmfXFvnhIQEMjIy2Lx5MyNGjMAwYn8jReWfecuWLaSnpwf6Z6785/oUAfxzFRGx2FDTNJ1WhxARkTrrVlpaeqbVIUREJHA+n0/FbpEop4KJSP3UgYrJ/IB2Qvz3botGjWrdhBJz2rVrx6JFi1ixYgXnnntuII8YwI1U7NzJJoCdOyIiFmlaXFx8qdUhRESk7o4fP65dgiIiNqLd3SLRTwUTkfrlP+/auJEA7tro3bs3f/nLX+pyn0dM69evH2vWrCE3NzfQe1sSqTjqbDsB3g0jImIBrXQTEbEnTbyJiNiLdneLRDkVTETqjzTgY2AO0LS2zm3btmXevHm89tprXHLJJWEPZycOh4MRI0awadMmxo0bR4MGDQJ57CzgBWAt0DusAUVE6k4FExERexpqmma81SFERCRgSUVFRZpkEYliKpiIxL4+wAZgFdC5ts5Op5MxY8awceNGRo4cicOh10R1kpKSmD59OuvWrcPlCnhx32BgKxVHogW0RUVEJAIu2rNnT0urQ4iISJ01LywsvNjqECIiUifaHSgSxTQTKhK7WgG5wDvAwEAecLlcbNiwAa/XS9OmtW5CkRO6dOlCXl4ey5cvp3v37oE84qDiSLR/UXFEWkBbVEREwiguPj5+qNUhRESk7uLi4rRLUETERhwOh97bIlFMBROR2OMEJgK7gLuAuNoe6Nq1K88++yx5eXl07tw5zPFiV0pKCmvWrGHevHm0bBnQQu0WVByRtg34VVjDiYjUQhdQiojYk97fIiL2YprmJdrdLRK9VDARiS3DgA+AhUCz2jo3b94cj8fD2rVrGTx4cNjD1QdOp5ORI0dSUFDAmDFjiIurtV4F0B14FcgHzg1rQBGR6mmlm4iIPV325ZdftrA6hIiIBCwuLi5OkzAiUUoFE5HYUKcJ9/j4+J8n9ceOHUt8vO6JDLXmzZvj9XpZu3YtgwYNCvSxyoJXLgEUvEREQuyMwsLCgM4VFBGRqBLndDoHWR1CRETqRLsDRaKUCiYi9lbnI50GDBhQ12OjJAjdunXjueeeIy8vjzPOOCOQR5xUHKW2i4qj1QLaoiIiEiLaZSIiYk+aeBMRsZfhVgcQEf9UMBGxJwcwCviUAC8N79KlC0uWLOGFF16gR48e4c4n/8XlcrFx40Y8Hg9NmjQJ5JFWVByt9g8gJazhREROcDgcmnATEbGnX1gdQERE6qTznj17ulkdQkSqUsFExH4GA1uBPKBNbZ0bN25MRkYG69atIy0tLezhpHpOp5OxY8eyadMmRo4cicMR0Cu4L7ARWA10Dmc+ERHTNIfs2LGjodU5RESkzrqUlpaeZXUIEREJXHx8vHZ3i0QhFUxE7KMT8BSwFuhdW2eHw0F6ejpvvvkmGRkZNGhQ6yYUiZC2bdsyb948Xn31VS666KJAH7sS+JiKI9gC2qIiInIKEps0aXKZ1SFERKTufD6fJt5ERGzENE3t7haJQiqYiES/RCAb+Ay4MZAH+vbty8svv8yiRYto3bp1OLNJEM4//3xefvlllixZQocOHQJ5JIGKI9g+peJINiOc+USkftIXNxERe9L7W0TEdoaYpum0OoSInEwFE5HoZQAjgE+ALKBRbQ+0a9eO3NxcVq9ezYUXXhjufBIChmGQlpbGxo0bycjIoGHDgE7C6UDFkWxvAVoJLiKhphXKIiL2NFQTbyIittK0uLhY3+lFoowKJiLR6WJgM/ACFUdx1SghIYFx48axceNGRowYgWFo44HdJCQkkJGRwebNm0lPTw/0sUuALVQc1ZYctnAiUt9cWFxcrO2JIiL2k1RcXHyp1SFERKROtFhJJMqoYCISXdpTMfn9NtAvkAdcLhcbNmxg+vTpJCYmhjWchF/79u1ZtGgRK1as4Nxzzw3kEYOKo9p2UnF0W607kUREauHw+XxDrA4hIiJ1p2O5RERsRwUTkSijgolIdPjPuyluJIC7KXr16sVf//pX8vLy6NixY7jzSYT179+fNWvWkJuby2mnnRbII4lUHN32ERVHuYmInDLDMDThJiJiT5p4ExGxlwv37t3byuoQIvJvKpiIWC8N+CcwB2haW+e2bdsyb948XnvtNS655JKwhxPrOBwORowYQUFBAePGjcPpDOhI6q5UHOX2BtArrAFFJJYNtzqAiIjUnWEYF+/Zs6el1TlERCRgcXFxcUOtDiEi/6aCiYh1+gAbgFVAl9o6O51OxowZw8aNGxk5ciRxcXFhDyjRISkpienTp7Nu3TpcroAXfQ8B3geWALqLQETqqmNRUdE5VocQEZE6i4uPj9exiiIiNqLjFEWiiwomIpHXCsgF3gEGBvJA5T0lXq+Xpk1r3YQiMerMM88kLy+P5cuX071790AeiQduA/4FTDzxaxGRQOlYFxERG9LEm4iI7fzC6gAi8m8qmIhEjpOKSetdwF1ArVtEunbtyjPPPENeXh6dO3cOczyxi5SUFNasWYPH4yEpKSmQR1oAC4HtwK/CGk5EYokm3GLY999/T3l5udUxRCQ8dKxiDCsrK+P777+3OoaIhFbHoqKiHlaHkPA5dOiQ1RGkDlQwEYmMYcBWKiatm9XWuVmzZng8HtauXcuQIdpRL1U5nU7Gjh3Lm2++yZgxYwI9oq078CqQD+ioHRGpzaAdO3Y0tDqEhJbP52P58uWkpKTw3XffWR1HRMLjjL17955tdQgJvfXr1zNs2DC2b99+0u8bhmFRIhEJIe3ujkG7d+/mpptu4rHHHrM6itSBCiYi4XU28AoVE9Q9a+scHx/PyJEjKSgoYOzYscTH6wQlqVmLFi3wer28/vrrXHbZZYE+Ngz4kIqj4QLaoiIi9VJikyZN+lsdQkLnvffe48orr2TSpEmUlpae1GYYBu3bt7comYiEmmEYmniLIZ9//jmjR4/mhhtuYMeOHVXaO3ToYEEqEQklHacYW7777jtmzpzJFVdcwZo1a6q0670d3VQwEQmP5sAc4CPg14E8MGDAAP72t78xb948WrVqFdZwEnt69uzJSy+9RF5eHqeffnogjzipOBpuFxVHxQW0RUVE6hd9cYsNxcXFjB8/nquuuooPPvigSrvT6SQzM5NOnTpZkE5EwsHhcOj9HQMOHz6M1+tl8ODB5OfnV2k3DIMbb7yRQYMGRT6ciISUYRiDtbvb/nw+H8uWLSMlJYVHH32UsrKyKn369OnDXXfdZUE6CZQKJiKh5QBGUXHJ9hSgQW0PdO7cmSVLlvDCCy9wzjk6JUmC43K5WL9+PdOnT6dJkyaBPHIaFUfF/QNICWs4EbEjrVC2sWPHjvHII49wxRVX8NJLL2GaZpU+lfdi/e53v7MgoYiEi2mag03TdFqdQ06Nz+fjxRdfJCUlhccee8zvhFuvXr146aWXmDt3Lg6HpnZEYkBikyZN+lkdQk7d1q1b+c1vfsM999zDvn37qrS3aNECj8fDqlWraN26tQUJJVA670ckdAYDvwfOD6Rz48aNueOOO5gwYQINGtRaVxEJWKNGjRg3bhzp6eksWLCA5557Dp/PV9tjfYGNVBwhNwHYHeaYImIPfUpKStokJydX/cQvUS0/P5/MzEy++uorv+1nnnkmWVlZuFxahC4So5oWFxf3o+LzndjI+++/T1ZWFu+9957f9pYtW3L33Xdz8803B3qPoYjYxInd3eutziF1U1JSwgMPPMDKlSv9LlByOp2MGjWKyZMnk5SkU9HtQMsQRILXCXgKWEsAxRLDMEhPT2fLli1kZGSoWCJh07ZtW+bNm8crr7zCRRddFOhjVwIQqcuFAAAgAElEQVT/pOJIuYC2qIhITHMcP358qNUhJHDbt2/n6quvZvTo0X6LJUlJSUyfPp21a9eqWCIS+/SX3EaKi4u56667SEtL81sscTqdjBkzhjfffJOxY8eqWCISm7S720Yqd3OnpKSwYsWKandz5+fn4/V6VSyxERVMRE5dIpANfAbcGMgDffr0YdWqVSxatIg2bdqEM5vIzy644AJefvlllixZEujFYo2pOFLuUyqOmDPCmU9Eop6+uNnAwYMHyczM5Je//CVvvfVWlXaHw0F6ejoFBQWMGzdOCzZE6ge9v23g6NGjPPLIIwwcOLDaCTeXy8WGDRvwer00bdrUgpQiEiF9i4uLdVaTDeTn53PFFVcwa9Ysjhw5UqX9rLPO4umnn2b58uWcffbZFiSUYOhILpG6M4B0YD4Q0O3aycnJTJs2jfT0dAxDc88SeYZhkJaWxtChQ3nsscdYvHgxP/74Y22PdQDygHFUXAxfdQZORGKew+FINU3TMAyj6gyOWK6srIy8vDzmz5/P4cOH/fbp378/Ho+Hc889N8LpRMRiFxUVFZ3Wvn37r60OIv7l5+czffp09u7d67e9a9euZGdnM2TIkAgnExGLOHw+31BgmdVBxL+PPvoIt9vN22+/7be9WbNmjB8/nttuuw2nU1eJ2ZV2mIjUzUVAAfACARRLEhISGDduHJs2bWLEiBEqlojlGjduTEZGBps3byY9PT3Qxy4BNlNx9Fxy2MKJSFQyTbN9aWlpT6tzSFWbNm0iNTUVt9vtt1jSvn17cnNzWbFihYolIvWTwzAMzbRHoW3btvE///M/jB492m+xpFmzZng8HtauXatiiUg943A4dJxiFKrczf2rX/3Kb7Hkv3dzq1hib9phIhKY9kAWMJYAC40ul4uZM2fSqVOnsAYTORXt27dn0aJFXHvttbjdbj755JPaHnFQcfTc1VTsrpoN1LpFRURig8/nSwW2W51DKnz++efk5OSQn5/vtz0hIYE777yT8ePH07BhwwinE5FocuIC4ResziEVSktLWbBgAc8//zzHjx+v0h4fH891113HlClTaNWqlQUJRcRqpmkOtzqD/Fsgu7kvv/xyPB4P55xzToTTSbioYCJSswbAHYAXCOiw2F69euHxeLj00kvDGkwkFC6//HLy8/NZuXIlXq+Xr7+u9cSGRCqKh/8L3A+8GO6MIhIVXMBDVoeo7w4fPszDDz/M448/TllZWZV2wzC48sorcbvdgd5ZJSKx7xdWB5B/T7g9+OCDfPfdd377DBgwgJycHE24iUiH4uLic9u1a/ex1UHqu02bNpGZmclnn33mt71Dhw7cd999jBgxIsLJJNxUMBGpXhqQC3QJpHOLFi2YNGkSN998M3FxceFNJhJCDoeDESNGkJqayuLFi6udiPsvXalYrfgGMAn4KNw5RcRSV+zZsyehU6dOR60OUh/5fL5aC9vnn38+Ho+Hiy++OMLpRCTKdSwqKurRvn37T60OUl/l5+eTlZXF7t27/bZ37tyZadOmkZaWFtlgIhK1TNNMBVQwsciuXbvIzs7mjTfe8NveuHFj7rjjDu3mjmG6w0SkqguA9cAqAiiWOJ1OxowZw5tvvsnYsWNVLBHbatasGdOnT2fdunUMGzYs0MeGAluBlwGdPycSuxIcDsflVoeoj7Zs2UJqaioTJ070Wyxp27Yt8+bN49VXX1WxRESqk2p1gPpo586djBw5ktGjR/stllTeLbh+/XoVS0Tkv+keEwscOnSIWbNmMWTIEL/FEsMwSE9PZ8uWLWRkZKhYEsNUMBH5t9bAEuBd4IpAHhg+fDgbNmzA6/WSlJQU1nAikXLmmWfy1FNPkZeXR5cuAW2wigOuAnYD48KZTUSsowsoI6uoqIi77rqL9PR0Pv646gLDygUbGzduZOTIkTgc+lgvIv6duMdEIuTbb78lMzOTIUOGsHbt2irt/z3h1qBBAwtSikiUG7Rjxw7NxkdIeXk5zzzzDAMGDOCRRx7xe+LGBRdcwKpVq1i0aBFt2rSxIKVEko7kEgEnMAHIBJoH8kD37t3Jyclh4MCBYQ0mYiWXy8WgQYP405/+xMKFC6s9b/k/OIBFwLPAt2EPKCIRdeJogClW54h1R48e5dFHH2Xx4sX8+OOPfvu4XC48Hg9nnHFGhNPZx4EDB1i7di1dunThoosusjqOiKUMwxi8Y8eOht26dfP/UpGQKC8vZ9myZcydO5cDBw747dOnTx88Hg8XXnhhhNPZxw8//EB+fj5NmjRhyJAhGIZhdSQRKzRu2rTp5UDVqquEVEFBAVlZWXzyySd+25OTk5k2bRrp6el6H1XDNE02bdrE119/zfDhw0lMTLQ6UtBUMJH67ldUXGLbPZDOzZs3Z/Lkydx4443Ex+uvj8Q+p9PJHXfcQXp6Ojk5Obz00ku1PeIArgceC386EYmw8/fv39+udevWxVYHiUWmafLKK6/g8XgoLCz026dbt27k5OQwaNCgyIazkbKyMv70pz+Rm5vL4cOHAXjwwQf53//9X4uTiVgqsUmTJv2oOHZYwkATbsEzTZO//OUvzJw5k5KSEgBuvfVWcnJyLE4mYg2fz+dCBZOw2b17N7Nnz2b16tV+2xs1asSYMWOYOHEiTZo0iXA6+/jwww9xu9288847AJxzzjm8/vrrOJ1Oi5MFRzO+Ul/1oKJQ8stAOsfHx3PjjTcyefJkmjcPaBOKSMwwTZOCggLefPPNQB/xhTOPiFjGKCsrGwo8Y3WQWLN161bGjx/P+++/77e9ZcuWTJkyhRtuuEF3pdUgPz+f7Oxsvvjii5N+f9myZSqYSL134liu9VbniDWff/45o0ePJj8/3297QkICd955J3feeScJCQkRTmcfW7duxe1289577530+8uXL1fBROqzVGCa1SFizXfffcfMmTP505/+xE8//VSl3TAM0tLSyMzMpEOHDhYktId9+/Yxe/ZsXnzxRXy+f08BffLJJ2zbts32OylVMJH6pjmQRcU9CwGVO1NSUvB4PHTvHtAmFJGY8uGHH5KZmcm777570u+3bduWAwcOUF5e7u+x3ZHIJiKWcKGCSciNG+f/+ien08m1117L1KlTadmyZYRT2cfnn39OdnY2f//73/22V3e0mUg9kwpMtzpErKlpMt/lcjFz5kw6deoUwUT2UlpayoIFC3juuedOmnCrdOzYMQtSiUSNPiUlJW2Sk5P3WR0klqxYsaLatvPOOw+Px8Nll10WwUT2UlZWRl5eHg8++GC1x7bHwrtbBROpL+KAscBM4LRAHujcuTNZWVkMHz48rMFEolF1qwWcTiejR49m8uTJ9OrVy8KEImKRVNM0DcMwTKuDxLohQ4aQnZ1N165drY4StQ4dOsT8+fN56qmn/F7OKSIn6VtcXNy6Xbt2+60OEut69+6N1+vl4osvtjpK1Prxxx95/PHHWbRoEUeOHLE6jki0Mnw+3zDgOauDxLrWrVszZcoUrrvuOhwOh9Vxotbf/vY3cnJy2L17t9VRwk4FE6kPBgELgfMD6dy4cWPuuOMOxo8fT8OGDcMaTCTa1LRaQJcMiwiQvHfv3l7ANquDxKouXbowdepU0tLSrI4StXw+HytXrsTr9fL1119bHUfELhw+n28osMzqILGqRYsWTJo0iZtvvlnHJ9YgPz8ft9vNl19+aXUUETtIRQWTsHE6nYwaNYrJkyeTlJRkdZyotWvXLrKysli7tv5cqaOCicSyTsAs4MZAOhuGwTXXXMOMGTNo06ZNeJOJRKH8/HyysrKqrBbo2rUrOTk5DB482JpgIhJV4uPjU1HB5JQZhoFhGJjmyZt0kpKSmDRpErfccovtL0kMp0AuVr700kt5+eWXI5xMJPo5HI5UVDAJir+Vxw0aNGDs2LFMnDiRpk2bWpDKHj755BOysrIoKCjw256UlERaWhrPPvtshJOJRLXh2t0dHMMw/P6+y+UiOzubLl26RDiRfRw8eJD58+fz9NNP+z2O3eFw8Nvf/pbXXnuNw4cPW5AwfLTPSGJRYyAb+IwAiyUXXHABq1atYtGiRSqWSL2zc+dORo4cyejRo08qljRv3hyv18vatWtVLBGRn524OFhOkdPppE+fPj//Oi4ujpEjR7J582Zuv/12FUuqUVRUxF133cVvf/tbv8USp9PJmDFj2LhxIy6X/hUV8cc0zVTTNP3PHElA/vuYreHDh7N+/XpmzJihYkk1vv32WzIzMxk+fLjfYonD4SA9PZ1NmzYxevRoCxKKRLXk0tLS86wOYWeXXHLJSb8+++yzef7558nLy1OxpBrl5eU888wzDBw4kD//+c9+iyV9+vTh5Zdf5qGHHorJ03m0w0RiiQGkA/OB0wN5IDk5mWnTppGenl5t1VkkVlWe/Z6Xl3fSfwDj4+O57rrrdMmwiFRn4J49exI6dep01OogdrV06VIWLVrETz/9xE033UTPnj2tjhS1fvjhBx577DEWL15c7eXtLpcLr9fL6acH9PFPpD7rUFJSci7wT6uD2NXMmTNJTk6mqKiI9PR0UlJSrI4UtcrLy1m2bBlz5szhm2++8dunT58+eDweLrzwQqDiEngROZlpmqnAR1bnsKurrrqKH374gQ0bNtCvXz9uuOEG4uM1HV6dQHZz14d5VP0bIrHiIiAX6B9I50aNGjFmzBjuvvtuEhMTw5tMJMpUfnmZO3cuBw4cOKltwIABeDweevToYVE6EbGBRnFxcSnAGquD2FXbtm2ZNWuW1TGimmmavPLKK3g8HgoLC/326dmzJx6Ph379+kU4nYh9nZh4U8HkFCUmJjJlyhSrY0S9goIC3G43n376qd/2du3aMXXq1JifcBMJhRO7uxdYncPOrrvuOq677jqrY0S13bt3M3v2bFavXu23vb7No6pgInbXHsgCxhLgEXMul4uZM2fSqVOnsAYTiUbVrRbQJcMiUhcnvripYCJh8cEHH+B2u3n33Xf9tutiZZGguIDfWx1CYtMXX3zBnDlzqp1wS0hI4JZbbqk3E24iIXKFdndLuFTu5n744Yf56aef/Papj/OoKpiIXTUA7gC8QECHxfbq1QuPx8Oll14a1mAi0ai61QKJiYn87ne/Y8KECTRo0MCidCJiNycuDp5sdQ6JLaWlpSxYsIDnnnsOn89Xpd3pdDJq1CgmT55MUlKSBQlFYsIVO3bsaNitWzf/Z9yJnIIjR47whz/8QRNuIuHRyOFwDADyrQ4iscM0TVasWMGsWbPYt2+f3z71eR5VBROxozRgIXBmIJ21ClHqs+pWCzgcDq655hpmzJhB69atLUwoInZkmmav/fv3t2vdunWx1VnE/o4dO8bSpUvJzc3l+++/99snJSUFj8dD9+7dI5xOJOY0TkhIGAC8YXUQsT+fz8fKlSuZOXMm+/fv99unV69eeL3eKhcvi0iduFDBREJk69atuN1u3nvvPb/tmkdVwUTs5Rwqto8PD6SzViFKfVbTaoG+ffvi8Xjo27evRelEJAYY5eXlLuApq4OIveXn55OZmclXX33lt/3MM88kKysLl8sV4WQisSsuLs6FCiYSpPfff5+srKxqJ9xatmzJ3XffXa8n3ERCxTCMVOA+q3OIvZWUlPDAAw+wcuVKTNOs0q551H9TwUTsoCUV95SMAwL6pJWSkoLX6+Xss88OazCRaFTdaoF27doxbdo0rrnmGl2uKCJBO3GPiQomckq2b9+O2+3mrbfe8tuelJTEhAkTuPXWW3VkpEiInbj4farVOcSeiouLmT17dq0Tbvfddx9NmwZ0eraI1K63dnfLqarczb1w4UKOHDnit4/mUU+mgolEMydwMzALOC2QB8466yyys7MZOnRoWIOJRKPqVgvockURCROXaZqGYRhVZ0tEqnHw4EEeeughnnzySY4fP16l3eFwcPXVV+N2uznttIA+/olI3V2wb9++5DZt2pRYHUTs4+jRozzxxBM1Tri5XC5ycnLo3LlzZMOJxD6jrKxsGPC01UHEXvLz85kxYwZ79uzx2655VP9UMJFoNYyKe0p6BtK5WbNmjB8/nttuuw2n0xneZCJRprrVAoZhcOWVV5KZmUnHjh0tTCgiMaptYWHh+cAHVgeR6FdWVsYTTzzB73//ew4fPuy3z+WXX47H4+Gcc86JcDqRescoLy8fCjxrdRCJfqZp8te//pWZM2dSXOx/cXuPHj3IyckhJSUlwulE6hUXKphIgLZt24bb7eYf//iH3/bmzZtz7733MmrUKOLjVR74b/onItGmGxU7SkYE0rlyFWJWVhatWrUKbzKRKFTdaoHevXvj8Xh0uaKIhNWJ85RVMJEa/f3vfyc7O5vPP//cb/vpp59OZmYmv/71r4Mea9euXTz//PNB/xyResCFCiZSiw8//JDMzEzeffddv+0tWrTg3nvv5cYbbwx6wm3//v384Q9/COpniMS4VO3ultrs37+fOXPmsHz5cnw+X5X2+Ph4brzxRu69915atGgR1FhlZWUsXbqUb7/9NqifE41UMJFo0QF4BhgIOAJ5YMCAAXg8Hnr06BHWYCLRqLrVAm3btiUjI4Prr79elyuKSNg5HI5UYJ7VOSQ67dy5k6ysLNatW+e3PTExkQkTJnD77bfTsGHDoMY6fPgwv//973niiScoKys7qU13oIj4NVwTb1Kd0tJS5syZw4svvljthNuoUaO49957ad68eVBjlZWV8cc//pHc3Fy+++67k9r0/hY5SdvCwsLewIdWB5HoU9O7tFIo51Hz8/PJycnxuyAqFt7dKphINOgCfAoE9Deqc+fOuN1ufvGLX4Q3lUgU2rdvH3PmzOGFF1446cuL0+lk9OjRTJ48WZcrikjEmKaZUlJSkpicnOz/MHOplw4dOsSCBQvIy8urUryAiiMj09PTuf/++2nbtm1QYx0/fpznn3+euXPncuDAAb99QrFzRSQGJZeWlp4HfGR1EIkeP/30088Tbt9//73fPgMHDiQnJ4fu3bsHPd6aNWvIycnhiy++8Nuu97fIyeLi4lJRwUT+y5o1a8jOzmb37t1+20M5j7pjxw6ysrJYv3693/YzzjiD3r17Bz2O1VQwkWjwJAEUS5o0acLEiRO59dZbY6JaKVIXNa0W0OWKImKhBqZpDgT+z+ogYr3jx4/z7LPPMm/ePL755hu/ffr27YvH46Fv375Bj/fmm2/idrv55z//6be9bdu2TJ8+nfT09KDHEolFpmmmooKJnPD666/j8XhqnHDLzs4mNTU16LE+++wz3G43Gzdu9Nte+d3/tttuC3oskVhimqYLeNDqHBId/vWvf5GVlVXruzQU86iBLojKzMwMeud4NFDBRKJBt9o6JCUl8fLLL4dkFYuI3VS3WqBr165kZ2czZMgQa4KJiPDzFzcVTOq5LVu24Ha7+fjjj/22Vx4ZecMNN+BwBHT6arWKi4uZPXs2K1euxDSrnibkdDoZNWoU9913n3ZditTgxPt7gdU5xFo7d+4kOzubtWvX+m1v3Lgxd9xxBxMmTAjJhNvixYt5/PHHq51wu/LKK8nKyqJ9+/ZBjSUSo1KKiooat2/f/gerg4h1AnmXXnPNNcyYMYM2bdoENZbP52PlypV4vV6+/vprv33OP/98vF4vF110UVBjRRMVTCQa1HqMx+HDh7n66qtDdqGciB1Ut1qgefPmZGRkMHr0aP1dEJFoEPxSU7GtoqIi5syZw4oVK/y2VxYvpkyZQpMmTYIa6+jRozz66KM88sgjHDt2zG8f7boUqZMr9uzZk9CpU6ejVgeRyDt06BDz588nLy+P8vLyKu3hmHDzeDzVHp94wQUX4PV6ufDCC4MaSyTGNQJSgL9ZHUQiL9Lv0s2bN5OVlRWRBVHRRjNtEg2+ALrW1ungwYNMnz6dp59+mpycHFJSUiIQTSTyvv32Wx588EGefvrpk768xMfHc9111zFlyhRatWplYUIRkZP0LCws7NShQ4c9VgeRyKksXixevJgff/zRbx+Xy4XH4+GMM84IaizTNHnllVfwer3s3bvXb5+uXbuSk5PD4MGDgxpLpJ5p5HA4BgD5VgeRyCkvL2fZsmU13v3Up08fPB5PyCbc3G43n3zyid/2tm3bcv/995Oeno5hGEGPJ1IPuFDBpN4pKCggKyur2ndpcnIy06ZNC8m7NJILoqKVCiYSDX6qS+dPP/2Ua6+9luHDh5OVlaUVhBIzysvLefrpp5k/fz4HDx48qW3AgAHk5ORwzjnnWJRORKRGw4A/Wx1Cwq+yeOHxeCgsLPTbp1u3buTk5DBo0KCgx9u2bRuZmZm88847ftubN2/OPffcw0033aRdlyKnxoUKJvVGJCfcCgsLmTt3brUTbo0aNWLMmDFMnDgxZifcRMJEu7vrkd27dzN79mxWr17ttz2U79IffviBxx57LCILoqKdvlWIbf3tb39j7dq1OqNaYkJ1X146d+7MtGnTSEtLsyiZiEjtDMNwoYJJzPvwww/JzMzk3Xff9dteWby4+eabiYuLC2qs0tJSFixYwHPPPYfP56vSXrnrcurUqbRs2TKosUTqM8MwUoH7rM4h4RXohNvdd99NYmJiUGMFOuHm9Xo5/fTTgxpLpJ7qtXfv3o4dO3b0v+1WYkIk36WRXhBlByqYSDQ7BDSrqUNZWRlLly7lL3/5C3fffXdIvqCLRFJ1X15CebmiiEgEuEzTdBiGUXVmW2yvtuKF0+nk2muvDUnxoqysjLy8PB588EG+++47v30GDBiAx+OhR48eQY0lIgD03r9/f7vWrVsXWx1EQq9ywu3hhx/mp5/8H+zgcrmYOXMmnTp1Cmos0zRZsWIFs2bNYt++fX77nHfeeXg8Hi677LKgxhKp7+Li4oYCeVbnkNCL9Ls0kgui7EQFE4lmS4GvAC9Q4/aRb775BrfbzYsvvojH4+HSSy+NSECRU1XdagHDMEhPT2f69OlBX64oIhJBpxUXF/cB3rM6iIROZfFi3rx5fP/99377pKSk4PF46N69e9Dj5efn43a7+fLLL/22d+nShalTp2rXpUhoGWVlZcOAp60OIqETyIRbr169Qvbd+YMPPiAzM5P33vP/MaBFixZMmjSp3k24iYSLaZouVDCJOZF8l0ZyQZQdqWAi0ew4kAu8CGQBYwFHTQ989NFH/L//9/9CtkpGJNRq+vISyssVRUQskIoKJjEjkOJFdnY2Lpcr6LF27txJVlYW69at89uuXZciYedCBZOYsXXrVtxud0Qm3EpKSnjggQdYuXIlpmlWaa+8GHjy5MkkJSUFNZaInGS4dnfHjki+SyO9IMquVDAROygCbgf+SEUBpX9tD+Tn51NQUMAtt9wSknNYRUKhutUCycnJ3H///VxzzTVBX64oImIhFzDb6hASnB07dpCVlcX69ev9ticlJTFhwgRuvfXWoIsX3377LQsWLCAvL4/y8vIq7Q6Hg6uvvprMzExat24d1FgiUqNU0zQNwzCqztKIbURywu3YsWMsXbqU3NxcTbiJWOO0oqKi84GtVgeRUxfou9Tr9XL22WcHPV5+fj6ZmZl89dVXftvPPPNMsrKyQrIgyu5UMBE7eRcYAKQD84EabzU6evQojzzyCCtXrmTatGmkp6drMlosUd2Xl4SEBBX1RCSWXL5v374mbdq08f9pX6JaZfHiySef5Pjx41XaQ1m8KC8vZ9myZcyZM4dvvvnGb5++ffuSk5OjXZcikdG2sLCwN/Ch1UGk7o4ePcoTTzzBwoULOXLkiN8+kZ5wy87OZtiwYUGPJSI1SkUFE9uK5Ls0kguiYoUKJhK12rVr16K4uMrdgyYVR3S9BkwGpgCNavo5JSUlTJw4kSeffFLHHUlE1bRaQMfGiUgManD8+PErgFetDiKBKysrY/ny5TUWL/r164fH46Fnz55Bj1dQUIDb7ebTTz/1296uXTumTp2qhS4iERYXF5eKCia2k5+fz4wZM9izZ4/f9rPOOovs7GyGDh0a9Fjbt2/H7Xbz1ltv+W2vnHC77bbbcDqdQY8nIjVzOBwuYK7VOaRuanuXNmvWjPHjx4fkXRrJBVGxpsb7IESs1LVr1841NB8BsoGzCfC83a1bt3LVVVdx1113VXvxnUio5OfnM2jQIGbNmnVSsaRXr1785S9/IS8vT8USEYk5Jy6gFJvYtGkTqamp3HfffX6LJe3atSM3N5cVK1YEXSz54osvuP322/ntb3/rt1iSkJDAuHHj2LhxIyNGjAiqWPLdd98xa9Ys+vbty7XXXktRUVEw0UXqBdM0U63OIIGrvLtz9OjRfoslzZo1Y/r06axduzboYsnBgwfJzMzkl7/8pd8JPofDQXp6OgUFBYwbNy6oCb6ysjIef/xx+vfvzy9+8Qu2bdsWTHSRmGaaZsq+ffuaWJ1DAhPou3TTpk0heZf+6U9/4rLLLmPp0qV+iyX9+/dnzZo1LFq0KOhiybp160hLS+PSSy/l+eefD+pnRQvtMJGolZyc3DmAbnuAUcCfgYVA75o6V164/dprr+nyUAmL6lYLtGzZkkmTJnHTTTcFfbmiiEgU04SbDXz++efk5OSQn5/vtz0hIYE777yT8ePH07Bhw6DGOnLkCH/4wx94+OGH+emnn/z2cblczJo1i44dOwY1ls/n44UXXmDOnDk/L44pKSnB4/Hwhz/8IaifLVIPDCgqKmrcvn37H6wOItU7ePAgDz30ULWrhePj47nuuuuYMmUKrVq1CmqsyouB58+fz+HDh/32ufzyy/F4PJxzzjlBjQXwxhtvkJ2dza5du37+vbvvvpu1a9cG/bNFYlSD48ePD6TiBBaJUpF+l27atAm3282//vUvv+2h3M39+eefk52dzd///veff2/y5MkMHDiQDh06BPWzraaCiUStFi1anG6aptMwjLIAuq8D+gAjgQeBNjV1/uGHH1iwYMHP95ukpaWFILHUZ9V9eXE6nelazf8AACAASURBVIwePZrJkyfTtGlTCxOKiETEOUVFRae3b9/e/2G8YqnDhw/z8MMP88c//tFv8cIwDK688koyMzNDUrxYuXIlM2fOZP/+/X779OrVC6/XyyWXXBLUWADvvPMOmZmZflcjf/7550H/fJF6oBEwEHjd6iBSVSATbgMGDCAnJydkE26ZmZl89tlnftvbt2/PlClTGDFiRNBj7dy5k+zsbL+FEb2/RWp2Yne3CiZRKpLv0kguiDp8+DALFy5k6dKllJWdPGXr8/n48ssvVTARCZf4+PgGxcXFlwGbAnzEBzwFrAKmApOAGreP7N69m9tvv52nn346ZB8upX6p6ctLSkoKM2fOpFu3bhalExGJvBNf3JZanUP+LZDiRe/evfF6vVx88cVBj/f+++/jdrt5//33/ba3bduWjIwMrr/++qB3XRYVFeH1elm1ahWmaQb1s0QEFyqYRJ1NmzYxY8YMduzY4be9c+fOIVsE6G+18H9q3Lgxd9xxR8gm3B566CH+/Oc/V5lwE5GAaXd3FIr0uzSQBVFutzvoIobP5+P5559n7ty5fP3119X2i4XP5CqYSLRzEXjBpNK3VBRMngAeAn5d2wMFBQUMHz48ZNuXpX6obrVAKC9XFBGxmxMXUKpgEiW2bNmC2+3m448/9tteWby44YYbcDiCu96wuLiY2bNns3LlSr9flJxOJ6NGjeK+++4LetflsWPHWLp0KQsXLuTIkSNB/SwR+Zkm3qLIrl27yM7O5o033vDbHsoJt0OHDrF48WIef/xxv8WLUE+4rVy5Eq/XW+OEm4gE5NzCwsJOHTp0qHqZkURctL1Lzz//fDweT0QWRMUaFUwk2g0H3Kf47GfAlcAwKu43qfG20vLycp555hlWr15NRkYGN910E/Hx+isiVe3atYucnJwqqwWaNWvGvffey+jRo/XvjojUW6ZpppqmGWcYRtXD1SViIlm8OHr0KE888USNxQuXy0VOTg6dO3cOaizTNFm1ahVer7fay9wTExNVRBE5Neft3bu3Y8eOHfdaHaQ+C2TC7ZprrmHGjBm0aVPjSdS1CnTCzev1ctFFFwU1FtRexNf7W+SUuKhYMCwWCeRdesEFF+DxeCLyLg3lgqi9e/fi9XpZvXq13/YGDRpgmmbM7RTUjJ5Euwv37t3bqmPHjgeC+Bl/p+J+kzuBHKBZTZ0PHTqE2+3mqaeeIjs7myFDhgQxtMSS6r68hPJyRRGRGNCipKSkL/CO1UHqo6NHj/Loo4+yePFifvzxR799XC4XHo+HM844I6ixTNPklVdewev1snev//nVrl27huzz1EcffYTb7ebtt9/2296sWTPGjx/PaaedxqRJk4IeT6Q+iouLGwY8aXWO+qi8vJxly5Yxd+5cDhzw//X3ggsuwOv1cuGFFwY93ubNm3G73XzyySd+263YgfjrX/+aq6++OqixROqbE7u7VTCxSCTfpUVFRcyZMyfqFkT95je/qfbYX7tSwUSiXVxcXNxQ4IUgf04ZkAs8Q8WOlXFAjYdm79y5k5EjR4ZsRaTYV02rBUJ5uaKISKwwTTMVFUwiqrJ44fF4KCws9NunW7duZGdnM3jw4KDH27ZtG263m3/84x9+25s1axayHbsHDx7koYce4sknn+T48aoblxwOB1dffTVut5vTTjuNl156KajxROqzE/dQPWl1jvqmoKCArKysaifckpOTmTZtGunp6RiGEdRYlRNuK1as8NteOeE2ZcoUmjRpEtRYdS3ib9++PajxROoj0zRdpmk6DMPwWZ2lPonmd2kwIr0gKlqpYCJR78SH9mALJpUOABOp+BKwEBhY2wP5+fmsX78+ZFVasZfqVguE8nJFEZEY5AJmWR2ivvjwww9xu928847/GlXz5s255557uPnmm4O+ZL20tJQFCxbw/PPP+y1ehHLXZVlZGXl5ecyfP5/Dhw/77XP55Zfj8Xi0cEEkdFI18RY5u3fvZvbs2dUeddKoUSPGjBnDxIkTg55w++GHH3jsscdqnXDzer2cfvrpQY0VSBG/a9eu5OTkhKSIL1LPtSouLu4LvGt1kPog2t6l3bp1Iycnh0GDBgU1FkR2QVS0i+0/ncSKX4ThZ24FrgDSqNh50qWmzmVlZSxdupRXXnmFjIwMrr/++qAnHCS6VbdaIJSXK4qIxLD+Bw4cSGrVqpX/WW4JicrixXPPPYfPV3Vus7J4MXXqVFq2bBnUWJXFiwcffJDvvvvOb59Q7rrctGkTmZmZfPbZZ37b27dvz5QpUxgxYkTQY4nISU4rLi6+AKgft7paJNAJt5kzZ9KpU6egxgpkwq1nz554PB769esX1FgQeBG/Pky4iURQKiqYhFWg71Kv18tll10W9HixuiDKLvRfJ7GDjkVFRT3at2//aRh+9moq7ji5C5gO1Lh9pLS0lPvuu49nnnkGj8fDJZdcEoZIYqXqvrwYhkF6ejrTp08P+nJFEZF6wHns2LErqPjvrIRYIMWLlJQUcnJy6NGjR9Dj5efnk5WVxe7du/22h3LX5a5du8jOzuaNN97w266FCyIRkYoKJmFhmiYrVqxg1qxZ7Nu3z2+f8847D4/HE5IJtw8++AC328277/qfRw3HhFskivgiUoULeMDqELGqtndpixYtmDRpku3epZFeEGUnKpiIXaQC4SiYABwF5gJPA3OAkUCNB8Nu27aN//mf/8HlcjFr1iw6duwYpmgSKTWtFgjl5YoiIvWFw+FIRQWTkMvPz8ftdvPll1/6be/SpQtTp04NSfFi586dZGdns3btWr/tlcWLCRMm0KBBg6DGOnToEIsXL+bxxx+nrKysSrthGFxzzTXMmDFDCxdEwuzEkchzrM4Raz744AMyMzN57733/LZHcsKt8mz9yZMnk5SUFNRYgU64eTyekBTxRcSv/vv27WvSpk2b760OEkui7V1q1wVRdqSCidjCiQ/ti8I8TBEwCniYimO6at2PnJ+fT0FBAbfccgt33303iYmJYY4o4VDdaoHk5GTuv/9+rrnmmqAvVxQRqW9OXPwuIbJjxw6ysrJYv3693/bExER+97vfhaR48e2337JgwQLy8vIoLy+v0h7K4oXP52PlypV4PB4OHDjgt48WLohElmEYAzTxFjolJSU88MADrFy5EtM0q7SHcsLt2LFjLF26lNzcXL7/3v//fSkpKXg8Hrp37x7UWBDZIr6I1KiBz+cbBLxidZBYEMvv0kguiLIzFUzEFgzDGLxjx46G3bp183/Aa2i9A1wO3EjFzpPkmjofPXqURx55hJdeeompU6eSnp6uyXWbqG61QOXliiqCiYgE5eySkpIuycnJX1gdxM4qixdPPvmk3zOFHQ4HV199NZmZmbRu3TqoscrLy1m2bBlz586ttnjRp08fPB5PSIoXmzdvxu1288knn/htT05OZtq0afpsJRJ5DY4fPz4QeM3qIHZWOeG2cOFCjhw54rdPSkoKXq+Xs88+O+jx8vPzyczM5KuvvvLbfuaZZ5KVlYXL5Qp6rEgW8UUkMD6fz4UKJkGL1XdpJBdExQIVTMQuEps0adIPWB+h8UzgKWAlMBmYAjSq6YHi4mImTpxIXl4eHo+Hvn37RiCmnIqaVguE6nJFERH5+Yvb41bnsKPK4sWcOXP45ptv/Pbp27dvyD5zFBQUkJWVFZHixe7du5k9ezarV/s/sa1y4cLEiRNp0qRJUGOJyKk5scNfBZNTlJ+fz4wZM9izZ4/f9rPOOovs7GyGDh0a9Fjbt2/H7Xbz1ltv+W1PSkpiwoQJ3HrrrSGbcItEEV9E6ky7u4MQ6Lv0tttuw+l0BjVWLC+IihUqmIhtnPjQvj7Cwx4BsoGlwCwqdp3U6P333+eqq67SB8UoVd1qgV69euHxeLj00kstSiYiEpNUMDkFmzZtIisri08/9X99W7t27UK2q7W24kVCQkLIjh794YcfeOyxx1i8eDE//uh/07DL5cLr9XL66acHNZaIBE0Tb6dg+/btZGZm8vbbb/ttb9asGePHjw/JhNvBgwd56KGHap1wc7vdnHbaaUGNFekivoickh7FxcWd27Vrt9vqIHYSyXdpWVkZy5cvr/Fd2q9fPzweDz179gxqLIjsgqhYo4KJ2EkqMN2isfdQcb/Jn4GFQO+aOvt8PlasWMH//d//aStylKhutUCLFi245557uOmmm4K+XFFERKoYZppmnGEYVb99SBVffPEFc+bMqbF4ceeddzJu3DgaNapx42utKosXDz/8MD/99JPfPqHadenz+XjxxReZPXs2+/bt89vnvPPOw+PxcNlllwU1FlR88RWRoJ1bWFjYqUOHDv63SMhJIj3hlpeXx/z58zl8+LDfPv3798fj8XDuuecGNRbAunXryMrKYufOnX7bO3bsSGbm/2fvvuOjqtL/gX9mkkBCCRBKSCAQSuhdqgSXNmF3hdUVC7KKFHEViKGmaO6dmTsJCYQgEIoLwsrCIn4NrruwRYe2hiLSQREMTSBl6C0kkDD398dk+K1yJzPk3Ll3yvN+vfxDzs08z/paTuae55zzcLLcrU/zNyFsRFEcDuAjtfPwBkrPpUpuiDp37hwMBgPMZrPkuP2dYsqUKQgJCWGKdffuXYfvEt6MCibEm/QqKipqHBERcUXFHHYA6AngNQBZAKq82K+kpATZ2dmP+ptQszvlOXp5CQoKwhtvvIHZs2czN1ckhBDiUH2LxdIHgPTZdgLA9n3hww8/dFi80Gg0GDlyJDiOQ/PmzZli2Zusp6enOyxeyHnq8sCBA+A4DkePHpUcb9SoEZKSkvDqq69Cq9UyxSouLkZ6ejo+//xzps8hhDyiA7BG7SQ8mSsLbgMHDoQgCOjYsSNzvLy8PPA8j1OnTkmOR0ZGIikpCS+99BJzrDNnzsBoNGLr1q2S47Vq1cLUqVPxzjvvMBfx79y5g8WLF2PVqlVMn0OIv6u8mYUKJk4oOZcquSHqzp07WLRoET766COUl5c/Nq7RaPDcc88hNTUVkZGRTLH+d0PUrVu3mD7LE1HBhHgTrdVqHQZgo8p5WGHrb7IZtt4mMwBUeXzk3Llz+OMf/4h169ZBEAR06NBBgTT9W1UvL3I2VySEEFI1URTjQAUTSfbiRVpaGq5ckd4P0q1bNwiCgL59+zLHO3z4MHiex8GDByXHGzRogBkzZmDChAnMpy6LioqQlpaGL774AqIoPjYeFBSESZMmYfr06cwbF+7fv/+o4HTv3r3HxlmLTIT4K61WSwWTKuTl5YHjOPz444+S43IuuJ09exZGo9HpbuFp06ahZs2aTLFu376NDz74AGvWrHG44Pb73/8e77//PiIiIphiWa3WR9fTSP0epL6ShDwZjUajo9Pdjik9l+bk5GDVqlWKbIiy9ylx9E7RvXt3CIKAPn36MMUCgP3794PneckNURqNxie+e1PBhHiVyi/tahdM7G4ASIbtmq6FAH7r7Ad27dqFuLg4jBkzBsnJyQgLC3N3jn7J0W4BOZsrEkIIcU3lTjdB7Tw8zd69e8HzPL7//nvJ8fDwcMyaNQtjx46V5eTF3LlzsWnTJofFi3HjxmHOnDnMxYuysjIsX74cy5YtQ2lpqeQzOp0Oer0erVu3ZooFAFu2bIHJZHLYWLldu3bgOI45DiH+SBRFnSiKWo1GY1U7F09y5swZGAwGbNu2TXK8Vq1aeOedd2RdcFu5cqXD4sXIkSPB8zyaNWvGFOvhw4f45JNPMH/+fFy9elXymR49esBkMsnSGPjbb78Fx3E4fvy45Hh4eDiysrKY4xDiZxoUFxc/BeBbtRPxJErOpUpviNq3bx94nnc4lzZp0gTJycl4+eWXmd8pCgsLkZaWhr///e8O3ylSUlLQsmVLpjiegAomxKuIojhC7RwknALwLIDhABYDqPJyw4qKCqxfvx5btmx51DsjMJD+KsrB0W4BOZsrEkIIeWL9r1+/Xi8sLMz3zmpXQ1FRETIyMpwWLxITE1G3bl2mWKWlpVizZg0WLVqEkpISyWcGDRqEtLQ0xMTEMMUCALPZDI7jcOHCBcnx1q1bw2AwYPjw4cyx8vPzodfrsXPnTsnx0NBQxMfHY/LkydRHjpDqa1hUVNQLwAG1E/EEt27dwtKlS50uuOn1elmuOtm0aRNMJpPD4kX37t1hMpnQu3dvpliA7xbxCfFHlae7qWACmkvleqcoKyvD6tWrsXjxYty9e1fyGV+7yYVWaYm3aVZUVNQpIiLihNqJSNgKoAeAKQCMAOpV9fDNmzfB8zz+8pe/wGg0YsiQIUrk6JMc7RbQarUYPXo0OI5jbq5ICCGk2gLLysqGAPhC7UTUVFpa+ujkRVlZmeQzOp0OgiDIsivLbDYjNTXV4ckLOU9dfvfdd+B5Ht98I33zmr14IcfGhZs3byI7O9tpY2WO49C4cWOmWIQQAEAc/Lxg4sqCm5wnL/bs2QOe53HihPQrr5wLbr5cxCfEj+kApKmdhNpoLpVvQ1RV7xRybojyJFQwIV6nslruiQUTACiH7ZTJegA8gKkAqrwE/PTp0/jDH/4g6yKJv6jq5UXO5oqEEELYVF7L5ZcFE1EUH10bdenSJcln2rZtK9vmiePHj4Pneezbt09yXM5Tlzdu3MDChQudFi94nmfeuOBKY+UBAwZAEAR07tyZKRYh5Gd0AOaqnYRadu/eDZ7n8cMPP0iOh4eH47333sOLL74IjUbDFKuwsBCZmZnIzc2VHLcvuCUlJaFOnTpMsVwt4huNRkRHRzPFApQt4hNC8PS1a9dCGzZsKP2Fycd54lzqixuifP0mFyqYEG+kA7BI7SScuAYgAcBa2HId5OwHzGYzdu7cKVvV2dc52i0QGRmJ5ORkvPjiiyplRggh5Je0Wm2c2jmo4dixY+A4Dvv375ccr1+/vmzXc16/fh0ffPCBw+JFYGAgxowZg6SkJDRs2JAplivFCzk3LjjqTWYXERHx6Hc/64IlIeQxT1++fLlOkyZNpO/g8FHOFtyCg4MxadIkJCQkyLbgtnTpUty/f1/yGbkW3Hy5iE8IeSSwrKxsMIB/qJ2Ikvx9Lp01a5Ys7xRKbojyZFQwId5ocH5+fs2YmBjpGdCzHALwDIBRAJYAiK7q4fLycqxevRpbtmyR7Wigr3H08iJnc0VCCCHyEkWxrcViaR0eHn5W7VyUYLFYkJ2djQ0bNsBqfbxXsr14kZycjLCwMKZY9uJFVlYW7ty5I/lMbGwsjEajbMULjuPw448/So5HRkYiKSkJL730EnMsR73J7EJCQjBlyhRMnToVwcHBzPEIIZJqWK3WwQC2qJ2IEu7du4cVK1Y4XXAzmUxo0aIFUyz7gpsgCCgoKJB8JiYmBkajEYMHD2aKBfhuEZ8Q8jitVquDnxRMaC71zg1Rno4KJsQb1apbt+5AANvVTuQJbIatx8m7AFIBVLkNyWKxIDExEevXr4cgCOjbt68SOXo0R7sF5GyuSAghxH0ePnwYB+BDtfNwJ1eLF4IgoEOHDszxzGYz9Ho9zp8/LzkeHR2NlJQUjBo1ijnW2bNnYTAYsHXrVslxOTcu2HuTrVq1Cg8ePHhs3P67n+M4NG/enCkWIcQ5q9Wqg48XTOwLbkajEYWFhZLPdOnSBYIgoH///szxjh49Co7jcOCAdHsY+4LbhAkTEBBQ5Q3PTvlyEZ8QIq3yKnufR3Op922I8hZUMCFeqfJLuzcVTACgFMA82PqbZAB4DUCV90YcO3YMv//97/16UaCq3QJyNlckhBDidjr4cMHEbDaD53n89NNPkuOtWrVCcnKyLMWLM2fOQK/XY/t26a9CchYvbt26haVLl2LlypUoLy9/bNxevOB5Hs2aNWOK5Upj5W7dusFkMqFPnz5MsQghT8SnF96OHDkCjuNw8OBByfEGDRpgxowZiiy4BQUF4ZVXXvHaBbfU1FTk5+dLjstZxCeEONWuuLi4VdOmTc+pnYg7eOJcKteGKCXn0jNnzsBoNCqyIcrbUMGEeKs4AClqJ1FNBQDGAciBrUH8gKoeFkURmzdvxtatW/3u2glHuwXCw8Px/vvvY/To0XRXOSGEeI/hoigGaTSax1fdvdjp06eh1+uxY8cOyfHatWvj7bffRnx8PGrUqMEU69atW1iwYAHWrl2LioqKx8Y1Gg1Gjx6N1NRUNGnShCmWK8WLHj16QBAE9O7dmykW4Lg3mV14eDhdV0qIejoUFRVFR0REnFc7ETlZLBakp6dj06ZNEEXxsXF7Y+A5c+YgNDSUKZZ9wW3+/Pm4e1e6HcygQYMgCALat2/PFAtQvohvMBiwbds2yXF/XnAjRE2VG41Xqp2HnHx9LvXFDVHeigomxFv1LC4ubtK0adPLaifCYD+AgQBeh+3kSdOqHi4tLX1UQff1xqaOdgvI2VyREEKI4kILCwv7ANijdiJyWb58OTIyMhw2RLQfy2dtiFhRUYF169YhKysLN2/elHymT58+MJlM6NatG1MsANi9ezd4nscPP/wgOS5n8aKoqAgZGRlOFywTExNRt25dpliEkOoTRXE4gI/UzkMu//73vxEfH4979+5Jjut0Ouj1erRu3Zo5lr0x8MWLFyXH27RpA4PBgGHDhjHHclbEty+4eVsRnxBSLXHwoYLJpUuXMHr0aEXm0h9++AF6vR67du2SHA8NDUVCQgLefPNNBAUFMcXy5Q1R3owKJsRbaaxW63AAG9ROhJEI4C8ANgGYAyAJQJXHR4qKipCQkICNGzdCEAR07txZgTSVUdVuAbmaKxJCCFFVHHyoYHLkyBHJYkm/fv1gMpnQpUsX5hhff/019Ho9Tp06JTkeGRmJ1NRUPPfcc8wbKQoLC5GZmYnc3FzJcXvxIikpiXnjgqPeZP9Lp9NBEAS0bNmSKRYhRBZx8KGCyYkTJySLJXI2Bj5x4gR4nseePdK/9kJDQx/drc+64Hbz5k1kZ2c7XHDTarV44YUXwHEcGjduzBSroqICGzduxLx583Dt2jXJZ+jqZEI8wjBRFAM1Gs3jk4IXslgsksUSOefS69evIysrC+vXr1dkQ5SzubRnz54QBEGWuVTJDVG+gAomxGuJoqiD9xdM7EoAGGDrbzIXgNNOSnv37sWIESNk++KrNkdHHeVsrkgIIURdGo1GB9vvO58UGRkJnufxu9/9jvmzzp8/D4PBgK+++kpyPCQkBFOmTMGUKVMQEhLCFOvevXtYsWKF0+KFHBsXqupNZte2bVsYjUYMGTKEKRYhRFbDRVEM0Gg0j68g+YDQ0FDMnj0bb7zxBvOC27Vr1zB//nxs2LBBcsEtICAAr776KpKSktCwYUOmWPYFt8zMTFy/fl3yGTkX3Hbt2gW9Xu9wwa1p06ZISUnx6dsQCPEi9QsKCvoA2Kt2Iu6g0Wjw2muvITExkXkutW/ezc7Oxq1btySfkXNDlJJzqbMNUXSTizQqmBCvpdFofi2Kokaj0Tx+f4P3Og3gZQBDASwC0LWqh61WK3Jzc/Hvf/9btvvRlZafnw+9Xo+dO3f+7M8bNGiAmTNnYvz48czNFQkhhHiMfj/99FODli1b3lA7EXcYO3Ysc7Hkzp07WLx4MVatWuXwTuFRo0aB4zjmO4VdKV507twZJpNJlo0LR48eBc/z2L9/v+R4/fr1H/3uDwxke025cuUKtm/fjpYtW7Lm3h/Au0zJEG/RXe0EPFwDi8XSG8A+tRNxh8GDB+PNN99k+ozy8nL8+c9/xsKFC3H79m3JZwYMGCDbLQG7du0Cz/M4efKk5HhERIRsVzmfP38eGRkZ2Lx5s+S4nAtuJSUl+PLLL1G3bl0MHz6cJfd2oPnb13nX4ocKAgIC4uCjBZO6deti3rx5zJ+zc+dO6PV6h03WmzdvjtTUVNk2RLkyl06fPh21a9dmiqX0hqgdO3bg+vXrGDFihE9co0sFE+LNmlosli4AjqudiBtsB9ALwEQAaQCqPD5SUlKC7OxsfP7557I1nHI3+7Hxjz/++Gc7r4KCgvDGG29g9uzZzM0VCSGEeJyAoKCgIQA+VzsRTyOKInJzc5Geno7Ll6VbtHXt2hWCIKBfv37M8Y4cOQKe53HgwAHJ8QYNGmDGjBmYMGEC88YFR73J7AIDAx9dbxAWFsYU68GDB1i5ciWWLFny6HrPzMxMjBs3rrof+ZvKfwjxe6IoxsFHCyas8vLywPO8w+sT5SxenDt3DpmZmQ4X3EJCQjBx4kRFF9zS0tIQFRXFFMtqteKzzz5DZmYmLBYLAGDixIlIS0ur7kf2rPyHEL9VeTOLUe08PJGvzqX2DVFGoxGFhYWSz8i5IerQoUPgeR6HDh0CALRv3x5fffUV82lNtVHBhHi1yi/tvlgwAYAK2Bp0fQbb9SVT4OTv7Llz5/DHP/4R69evh9FoRIcOHdyf5RMqLy/Hp59+KnlsfNCgQRAEAe3bt1cpO0IIIQrQgQomP3P48GHwPI+DBw9KjitZvLD3KZkzZw7zxgX79QZZWVm4c+eO5DOxsbEQBEGW7yz/+c9/IAgCzp8//7M//+yzz1gKJoSQSpULbya18/AkZ8+ehdFohNlslhy3X584depUBAdX2arSqZKSEnz44YfIycnBgwcPJJ+Rc8HNWRFfzquTDx48CI7jcOTIkZ/9eW5uLkvBhBAC9Lt+/Xq9sLAw6Xum/JCrc2l6ejqaN2/OFMvXN0Slp6dj06ZNEMX/f/HPqVOncOzYMa/vYUUFE+LVKr+0Z6udh5vdAJAAYDmAhQB+6+wH8vLyMGLECLzyyiuy7NaUi6OdV61bt4bBYMDw4cNVyowQQoiCfq12Ap6iuLgYc+fOfexFw07O4kVZWRlWr16NxYsXPzp58Utyblxw1JvMrlWrVrKdij19+jQMBgO2b98uOe5oJx8h5IkNoIU3m9u3byMnJwerVq2SXHDTaDQYOXIkOI5jXnCzWq3YtGkT0tLScOXKFclnunbtCpPJhL59Qxg5ugAAIABJREFU+zLFAmwLbhzHeUQRv6ysjOnzCSEILCsrGwrgb2onojal51Jf3xA1f/58h+8UvjB3U8GEeLtfXbx4MSQqKqpU7UQUcArAswCGA1gCoGNVD5eXl2P9+vXYsmULZs6cKcskXF3nzp2DwWB4bOdVaGgo4uPj8dZbb3n9cT1CCCEui7548WLbqKio02onohZ78WLRokUoKSmRfGbQoEEwmUxo164dczyz2QyO43DhwgXJ8datW0Ov10On0zHHctSbzK527dqy9V27ceMGsrKysH79elRUVDB9VhXOAjjnrg8nHqUJnPQPJAgsLS0dDODvaieiFlcW3Lp16waTyYQ+ffowxzt06BD0er3DBbewsDBMnz5dlnc9pYv4K1aswLJly3Dv3j2mz6qCBcB37vpw4hECAAxWOwkvoIOfF0x+eW3UL4WHh2PWrFl49dVXvW4uVXJD1D//+U+YTCaH7xS+hAomxNsFa7XaWADSZ6B901bYmlJOASAAqHKGvXnzJniex7p162A0GjF48GAFUrRxtPNKq9Vi9OjR4DgOjRo1UiwfQgghniEwMDAOgF8WTMxmM1JTU3Hx4kXJ8TZt2sBgMGDYsGHMsb777jvwPI9vvvlGclzOjQuOepPZabVavPDCC+A4Do0bV9mazamKigps3LgR8+bNw7Vr15g+ywVrYfu+RXzfaAC5aifhBXTw04LJ3r17wXEcTpw4ITluX3AbO3YstFotU6yioiJkZGQ4XXBLTExkbq7raUV8Ge0EMMbdQYiqagOQXiUm/8tvT3f781yq5IYoX0QFE+ILdPCvggkAlANYDOCvADgAU2HbXeFQfn4+xo4dC51OB0EQ0LJlS7clV9XOq4EDB8JoNKJTp05ui08IIcSzVfYgW652Hko6fvw4eJ7Hvn3S/ZLr1auHadOmyVK8uHHjBhYuXOi0eMHzPPPGBXvxQqo3mV2vXr0gCAJ69erFFAsA/vvf/0Kv1+PHH3+UHG/WrBn69euHzz+nNjmEuINGo4lTOwelKbngVlpaijVr1lS54KbT6WA0GhEdHc0UC1C2iP/999+D47gqi/jPP/88/vKXvzDHIoT8TCuLxdImPDz8jNqJKMWX51IlN0Rdu3YN8+fPx4YNGyTfKQICAvDqq6/iH//4B27fvs0Uy9NQwYR4vcov7Ylq56GSq7D1N1kLYBGAQc5+wGw2Y+fOnbJ9qf+lvXv3gud5fP/99z/788jISCQnJ+PFF1+UNR4hhBCvNFQUxSCNRlOudiLu5mrxQq/Xo2HDhkyx7HcKL1iwwOFLy9NPPw1BEGTZuJCXlwe9Xo+TJ09KjkdERDz63a/RaJhinT9/HhkZGdi8ebPkeEhICCZOnIjp06fjyy+/pIIJIe4TY7FYWoeHh59VOxF3Ky0txfLly7F06VKHvZDk3IxmNpvx/vvv49KlS5Ljbdu2hcFgwNChQ5ljeWoRv7i4mAomhLiB1WqNA7BC7TzcTRRFbNmyBSaTya/nUtYNUeXl5fj000+r3BA1YMAACIKAzp0748svv2SK54moYEJ8QbcrV65ENG7cuEjtRFR0CMAzAEbB1t8kuqqHy8vLsXr1amzZssXtx8Zr1aqFd955B9OmTUPNmjWZYhBCCPEZdYuKivoDyFM7EXdxpXgxcOBACIKAjh2rbEvmkry8PPA8j1OnTkmOR0ZGIikpCS+99BJzrHPnziEzM7PK4sWUKVMwdepUBAcHM8W6d+8eVqxYgZycHMnGyoBtwTItLQ1RUVFMsQghrnn48KEOwJ/UzsNd7AtugiCgoKBA8pm2bdvCaDRiyJAhzPGOHz8OjuPw7bffSo7Xq1cPs2bNwvjx4xEYyLaEo/SC25MW8YuLi5liEkKkiaKog48XTI4dOwae5z1qLqUNUd6LCibEF2jKy8uHA1indiIeYDOAbQDiAaQCqFPVwxaLBYmJifjrX/8KQRCq1ZjQ0c4rjUaDkSNHgud5NGvW7Ik/lxBCiM/TwUcLJnl5eeA4rsproxITE2UpXpw9exYGgwFbt26VHLcXL+TYuFBSUoIPP/zQYfHC/ruf4zg0b96cKZb9es/09HRcvnxZ8pmuXbtCEAT069ePKRYh5In5bMHk6NGj4Hke+/fvlxyvX78+Zs6cKcuCm8ViQXZ2Nj755BPJBbfAwECMGTMGSUlJiiy4eWsRnxDikmG+erqb5lLv2xDlDahgQnyFDlQwsbsHYB6A9QAyALwGoMqy79GjR/H8888/UYGjqqOO3bt3h8lkQu/evav9P4IQQojPiwPAq52EnM6dO4cxY8bg66+/lhyvU6cOEhISMHnyZNSoUYMp1u3bt5GTk4OVK1eivPzxd185Ny5U1ZvMrlu3bhAEAX379mWKBQCHDx8Gz/M4ePCg5HiDBg0wY8YMTJgwAQEBVbZwI4S4xzBRFAM1Gk2F2onI5dq1a0hISEBubq7DPiVvvPEGZs2ahXr16jHFsi+4ZWVl4c6dO5LPxMbGwmg0yrbgVlURX84Ft7Nnz8JoNMJslm4xKmcRnxDyREILCwv7AtitdiJysVqtWLp0KZYsWYK7d+9KPvOrX/0KRqNRlibrvrohyv5OsWrVKrdviPImVDAhviJOFEWNRqN5/Nut/yoAMA7AUtgaxPev6mFRFLF582Zs3brV6cR77NgxcBz32M6r8PBw2a74IoQQ4vN6X7x4MSwqKkr6YlwvtGnTJsk/12g0GD16NFJTU9GkSROmGPbihclkwtWrVyWfkXPjgqPeZHZy/u4vLi7G3LlznTZWnjNnDkJDQ5liEUKY1C8oKOgDYK/aichl927Ha4ixsbEQBAEdOnRgjmM2m6HX63H+/HnJ8ejoaKSkpGDUqFHMsc6cOQODwYBt27ZJjst5dbKSRXxCSLXp4EMFk7t372Lu3LmSYzSXOqf0hihvQwUT4ivCCwoKugE4qnYiHuhbAE8DeB22kydNq3q4tLT00XHGpKSkn91LaD/quGHDBlit1kc/Y99xlZiYiDp1qrwFjBBCCLELCAwMHAbgM7UTcafevXvDZDKhe/fuzJ+1Z88e8DyPEydOSI7LWbxw1JvMzl68SExMRN26dZlilZaWYs2aNVi0aBFKSkoknxk0aBDS0tIQExPDFIsQIo+AgIA4+FDBRErr1q1hMBgwfPhw5s86ffo0DAYDtm/fLjluX3CLj49nPoF469YtLF261OmCm16vR2RkJFMspYv4hJDq02q1cQAMaufhTnXr1n10mpu1yborcyltiPJdVDAhPqPySzsVTKSJAP4C4AsAHIB3AVT5TbywsBAJCQn4v//7P7z33nvYtWsXlixZ8thChk6ng8lkQosWLdyVOyGEEB9V2YDSJwsmTZs2RUpKiiwNEQsLC5GZmYnc3FzJcXvxIikpiXnjgr032bJly1BWVib5jE6ng9FoRHR0NFMswLbbOjU1FRcvXpQcb9OmDQwGA4YNG8YcixAin8r526h2Hu5Qu3ZtvP3227IVLxYsWIC1a9eiouLxG8yUXnDr0aMHBEGQZcFNySI+IYSdKIp9fe10t5075lJBEHDt2jXJZ3r06AGTyYSnnnqKKRbguxuivB0VTIjPqPzSnqV2Hh7uNoA5AFYCyAbg9Hzi7t278eyzzz725zExMTAajRg8eLDcORJCCPEfcWonwEKq4W9wcPCjhoghISFMn28vXixduhT379+XfEan00EQBLRs2ZIpVlW9yezatm0Lg8GAoUOHMsUCgOPHj4Pneezbt09yvF69epg2bRreeust5h2ChBC36Hf9+vV6YWFht9ROpDqk5m+tVotXX30VSUlJaNSoEdPnV1RUYOPGjZg3b57DBbeePXtCEARZFtx2794Nnufxww8/SI6Hh4fjvffe87oiPiFEVgEBAQFDAEjfIevhpOZtAOjbty9MJhO6du3KHMPZXOrrG6LkeKfwFVQwIb5kUGFhYa3IyMh7aifiBfIB/A7AMAAfAHD5N0toaCjmzJmD8ePH+2Wj1Zs3b+Jvf/sbatasidGjR1OzQkIIYdOyoKCgfbNmzU6pnUh1xMXF4Ysvvnj077/73e+QmprK3BDRXrwQBAEFBQWSz8i5ccFRbzK7+vXrY+bMmRg/frzDl1VXXb9+HR988AE+/vhjPHz48LHxwMBAjBkzBklJSWjYsCFTLEKIWwWWlZUNBfA3tROpjiFDhmDhwoWPrlnp378/BEFAly5dmD97165d0Ov1HrHgFhwcjEmTJiEhIUG2BTcliviEELfRwUsLJh07dkSLFi1w4cIFALYm6xzHYdSoUcxzaUFBAebNm+dzc6mrG6KMRiOGDBnCFMvXUMGE+JJgAIMAfKl2Il5kG4BeACYCSAPQ2NkPDB48GJMmTXJ3Xh6noqIC69atQ1ZWFm7evAkA2LZtG1avXq1yZoQQ4vXiAHhlweT5559H3bp1ceDAAQwfPlyWXcJHjx4Fx3E4cOCA5Li9eDFhwgTmjQuOepPZ2YsXycnJCAsLY4r14MEDfPTRR1i8eDHu3Lkj+cygQYMgCALat2/PFIsQohgdvLRg0q1bN3zxxRf46quv0KtXL+h0OubPPH/+PDIyMrB582bJcfuC2/Tp01G7dm2mWPfu3cOKFSucLrjJcXWyKIrIzc3F3LlzYbFYJJ/p1KkTBEHA008/zRSLEOJ2I9ROoLpq1KiBv//979i4cSPq16+Pl19+mfk0t9JzqZIbog4fPgye53Hw4EHJ8bCwMMyZMwevvfaaX26GdoYKJsTX6EAFkydVAdsVXZsACADeQhVzg6OdUr4sLy8Per0eJ0+e/Nmff/XVV6ioqGDebUsIIf5Mq9XqAOSonUd1DRs2TJb+Gs6KF0FBQXjllVdkKV6Ul5dj7dq1yMrKcli8iI2NhdFoRMeOHZliAcCXX34Jo9GI8+fPS45HR0dDr9djxAj2d/gff/wR69evZ/4cQohLfq12Aix69uyJnj17Mn+OfcEtJycHDx48kHxGp9MhLS0NUVFRTLHsC25GoxGFhYWSz3Tp0gWCIKB///5MsQDg0KFD4Hkehw4dkhxv2LAhEhMTMXbsWFmK+MuWLWP6DEKIU9EXL16MiYqKylc7keoIDw9HQkIC8+fYC8Hp6em4fPmy5DNyzqVKb4jKyMjAZ599VmWfktmzZ6NevXpMsR48eIBVq1Y92lTsS2iVj/gar74LXWXXAEyFbdFqIYDfSD1kP7buD5ztEnv48KHkohYhhBDXiaI4ND8/v2ZMTIz0ti4fZy9ezJ8/H3fv3pV8Rs6TF2azGTzP46effpIcj46ORkpKCkaNctrmzKlTp06B53nk5eVJjtepUwfTp0/Hm2++6dbGyqyfTQhxqJXFYmkTHh5+Ru1E1ODKglvXrl0hCAL69evHHO/IkSPgOM7hbuEGDRpgxowZsiy4FRcXY+7cuVU2Bh4/fjxmzZqF0NBQplj379/HypUrsWTJEpSUlPxsjOZvQuQXGBgYB9s17X5JyblUyQ1RVc2ldoMHD4bRaERMTAxTLAD4z3/+A0EQJDdE+cLV9VQwIb6m66VLl5o3b95c+nI+4oqTAH4LW+Fkmsq5qOLu3btYvHgxVq1a5XCXGCGEENnUrlOnTn8A/1U7EaU5K160bt0aer1elqtiTp8+Db1ejx07dkiO16pVC++88w7i4+OZF6hu3ryJrKwsrFu37rHiBWBrrPzSSy8hJSUFTZo0YYpVUVGB9evXIysrCzdu3JB85ne/+x1TDEKIY1arNQ7ACrXzUJqzq07kXnBLT0+vsngxbtw4zJkzR5bixYcffoicnBzcuyfdGnTo0KEwGAxo27YtUywA+Ne//gWTyeTw9yDN34TITxRFHQC/O87lSiFYrrlU6Q1RzuZSOd8pTp48Cb1e73BDVHR0NLp2dblNsseiggnxOQEBAcMArFU7Dx9wVO0ElObKLjFCCCHyq3xx85uCSX5+PvR6PXbu3Ck5Hhoaivj4eEyePFmW4kV2drbkyQvAVrx44YUXwHEcGjd22sqsSlL9vn6pT58+EAQB3bt3Z4oFuNZYmed5PP/888yxCCHSKudvvymYKLngVlZWhtWrV2Px4sWKLLjZGwNfvHhRcrxNmzYwGAyyXEP5ww8/QK/XY9euXZLjoaGhj04gEkJkN1QUxSCNRuMX14e4OpeaTCa0a9eOOZ6zDVGtWrVCcnKyLKe5XZlLExIS8OabbyIoKIgp1o0bN7BgwYIqN0S9/PLLSE1NpRMmhHiiyi/tVDAhT2T//v3geR5Hj0rXiRo3bozXXnsNH3zwgcKZEUKIX4gDkKp2Eu5mL158/PHHePjw4WPjchcvNm7ciMzMTFy/fl3ymZ49e0IQBFma1btSvEhJScGLL74IjUbDFKuwsBCZmZnIzc2VHLcvWCYlJaFOnTpMsQghTg3zh4U3+4LbokWLHF51IveCG8dxuHDhguR469atYTAYMHz4cOZYvlrEJ4Q4VLeoqKg/AOkjAj6E5lL53inmzZuHa9euST4j5zuFp6CCCfFFI0RR1Go0GmouQZx6kl1i169fp4IJIYS4x1NFRUWNIyIirqidiDuUl5fj008/rbJ4MWDAAJhMJnTq1Ik53q5du8DzPE6ePCk5HhERgeTkZFmKF876fQUHB2PSpElISEhgLl7YGysvXboU9+9Lt7zR6XQwmUxo0aIFUyxCiMtCCwsL+wLYrXYi7mI2m5GamqrIyYvvvvsOPM/jm2++kRy3L7i99dZbzLuFPa2I36tXLxiNRp9acCPEg+ngwwUTZ3NpvXr1MG3aNJpLnVByQ5SnoYIJ8UWNCgsLuwM4rHYixHNV51imo19IhBBCmGmtVutQAJ+qnYjc8vLywPM8Tp06JTkuZ/Hi3LlzyMzMdFi8CAkJwcSJEzF9+nTUrl2bKZarxYu0tDRERUUxxRJFEVu2bIHRaERhYaHkM507d4bJZEL//v2ZYhFCqkUHHyyYHD9+HDzPY9++fZLjci643bhxAwsXLnS64MbzPBo1asQUy9UiviAI6Ny5M1MsQNkiPiHEZXEAeLWTkBvNpcpuiJLjncJTUcGE+Ko4UMGEOOBsl5icxzIJIYS4RqPR6OBDBZOzZ8/CaDTCbDZLjoeEhGDKlCmYNm0a8z2/JSUlj5r0PnjwQPIZOYsXzvp9denSBSaTCf369WOKBQBHjhwBz/M4cOCA5LicjZUJIdU2AoBB7STk4mzBLTAwEGPGjEFSUhIaNmzIFMveGHjBggW4ffu25DNPP/00BEGQ5QSirxbxCSFPrPelS5caNm/eXPqOJS/jylw6cOBACIKAjh07Msfz1bnUviFKiXcKT0cFE+Kr4gDMUzsJ4lmUPJZJCCHkiY1QOwE53L59Gzk5OVi1apXki4ZGo8HIkSPB8zyaNWvGFMtqtWLTpk1IS0vDlSvSt5l17doVJpMJffv2ZYoF2IoXHMfh4MGDkuNyFi8sFguys7OxYcMGWK2P37IqZ2NlQggbjUbT5+LFi2FRUVFefRzblQW32NhYGI1GRRbcIiMjkZSUhJdeeok5lisLblOmTMHUqVMRHBzMFMvVIn56ejqaN2/OFIsQUm0BAQEBwwD8n9qJsMrLywPHcfjxxx8lx+WcS13dEOVtc6krG6K6du0KQRBk2RDlDahgQnySRqOJvXz5cp0mTZpI37VE/IqSxzIJIYRUW/PCwsKOkZGR0pfkejh78cJkMuHq1auSz3Tv3h2CIKBPnz7M8Q4dOgS9Xu+weBEWFobp06fLUrx4kn5frMULV6/MFAQB7du3Z4pFCJFNQGBg4FAAuWonUl15eXlITU1Ffn6+5Hh0dDRSUlIwatQo5lhnz56FwWDA1q1bJcflPIHoahGf4zjmBTeli/iEEDaiKOrgxQUTZ3NprVq18M4779Bc6sThw4fB87wiG6K8CRVMiK+q8fDhw2cA/EvtRIh6lD6WSQghhFkcAK8rmOzZswc8z+PEiROS4+Hh4Zg1axbGjh0LrVbLFKuoqAgZGRlOixeJiYmoW7cuUyx78WLRokUoKSmRfOaX/b5YmM1mcByHCxcuSI63bt0aer0eOp2OORYhRF6VC29eVzA5c+YMDAYDtm3bJjnujgW3lStXory8/LFxpU8gduvWDSaTSbYiPs/zOHTokOS4nEV8Qohsfq12AtVx69YtLF261C/nUvs7xauvvupVG6K8ERVMiM+q/NJOBRM/peSxTEIIIbLRAVisdhKuUrJ4UVpaijVr1lRZvNDpdDAajYiOjmaKBTjv99WmTRsYDAYMGzaMOZazKzNDQ0MRHx+PyZMno0aNGszxCCFu4VXXKrqy4DZ69GikpqaiSZMmTLFcPYFoMpnQu3dvplgAsHfvXvA8j++//15y3FuL+IQQ2TUvLCzsEBkZKd1F3MO4Mpf26NEDgiDINpdyHEcbovwUFUyIL4tTOwGiPCV3iRFCCJHd4Pz8/JoxMTH31U7EFXq9Hlu2bJEc0+l0EAQBLVu2ZI5jNpvx/vvv49KlS5Ljbdq0gdFoxNChQ5ljHT9+HDzPY9++fZLjcvb7oiszCfEpLS9dutSuefPm0ruVPMxHH32EZcuWSY716NEDJpMJTz31FHOc3bt3Q6/X+9yCm9JFfEKI28QB8IqCyeHDh5GQkCA5RnOpa5TcEOXtqGBCfFmngoKCqGbNmknPBMSnKHkskxBCiNvUrlOnztMAdqidSHV17NgRgiBg4MCBzJ919OhRcByHAwcOSI43aNAAs2fPxuuvv47AQLav9UoWL1y5MvPpp5+GIAjo1KkTUyxCiHI0Gk0cAK8omEiJjIxEamoqnnvuOWg0GqbP+umnn2AymfCvf0lfeFCzZk28/fbbiI+PR61atZhilZaWYvny5Vi2bBnKysokn1GyiN+2bVsYDAZZiviEEPeqvJllidp5VFdwcDDefvttTJs2jXkuvXfvHnJycvDhhx/i/n3pvVu//e1vwXGc182lSm6I8hVUMCG+TgdgjdpJEPdR+lgmIYQQ9xJFMQ5eWjB5+eWXkZ2dzXynsMViQWZmJj777DNYrdbHxgMDA/H6669jzpw5qF+/PlMspft95eXlged5nDp1SnKcrswkxHtptVodgKVq51Edffr0wcaNGxESEsL0OSUlJViyZAlWrlzpcMHN3hg4KiqKKZYoitiyZQtMJlOVC25GoxFDhgxhigXYFtw4jsO3334rOV6vXj3MmjUL48ePZy7iE0KUodFohnjT6e7/FRwcjK+//pq5ybooivj888+Rnp6O4uJiyWc6duwIo9GI2NhYpliAsnOpqxui9Ho9GjZsyBTL19BvMeLTKr+0U8HER+3evRs8z+OHH6T7A8t5LJMQQohi4gCkqJ1EdbRo0YKpWGIvXmRlZeHOnTuSz8TGxsJoNMpWvFCq39fZs2dhMBiwdetWyfGQkBBMmTKFrswkxIuJojhEFMUgjUbz+HFvDxcREcFULLEXLwRBQEFBgeQzMTExMBqNGDx4cLXj2B07dgwcx2H//v2S4/Xr18fMmTNlWXCzWCzIzs7GJ598IrngFhgYiDFjxiApKYkW3AjxPrXr1KkzAMBOtRN5UjVq1GAulvjqXKr0hihfRAUT4tNEUdSJoqjVaDSPb88kXquwsBCZmZnIzc2VHA8ODsakSZOQkJCAOnXqKJwdIYQQRj2Li4ubNG3a9LLaiSjJbDZDr9fj/PnzkuPR0dFISUnBqFGjmGMp2e/r9u3byMnJoSszCfEPdYuKigYA+FrtRJTk7PpE+4LbhAkTZDmBmJ2djQ0bNjg8gThmzBgkJycjLCyMKZbSRXxCiDoqr+XaqXYeSvLludTZhqhmzZohMTGRTnM7QQUT4usaFhUV9QIg/e2VeJV79+5hxYoVWLp0qcMj7jqdDiaTCS1atFA4O0IIITLRWK3W4QA2qJ2IEk6fPg2DwYDt27dLjtuLF/Hx8ahRowZTLFf7fen1ekRGRjLFcuXKzO7du8NkMtGVmYT4Fh38pGDibMEtKCgIr7zyiqILboIgoEOHDkyxAGWL+IQQ1cUBeF/tJJTgy3Opkhui/AEVTIg/iAMVTLye2WxGYmIiLBaL5Hjnzp1hMpnQv39/hTMjhBAit8qdbj5dMLl16xYWLFiAtWvXoqKi4rFxjUaD0aNHIzU1FU2aNGGK5Wq/L5PJhKeeeoopFgDs2bMHPM/jxIkTkuN0ZSYhPi0OAKd2Eu5kX3CbP38+7t69K/nMoEGDIAgC2rdvzxzPbDaD53n89NNPkuOtWrVCcnKyLAtuShbxCSEeo1dRUVHjiIiIK2on4k6+Ope6siFKrncKf0IFE+IPdADmqp0Eqb6rV69i8uTJePDgwWNjjRo1QlJSEsaMGcN8xJ0QQohn0Gq1caIoajQajah2LnKrqKjAxo0bMW/ePFy7dk3ymZ49e0IQBFmKF670+3rvvffw4osvQqPRMMVydmVmUFAQxo0bh6SkJLoykxDf1buwsLBRZGSkdHXWy5nNZnAchwsXLkiOt27dGnq9HjqdjjnW6dOnodfrsWPHDsnx2rVr4+2335ZtwU2pIj4hxONorVbrMAAb1U7EHfLz82EwGHxuLrVviBIEweE7hZwbovwNFUyIP3j68uXLdZo0aSK9/Yd4vDNnzjxWLAkKCsLEiRMxY8YMhIaGqpQZIYT8TEMAv1E7CV8gimKkxWLpDOA7tXOR065du6DX6x0WL5o2bYqUlBRFihdy9vsqLS3F8uXLnV6ZKQgCWrZsyRSLEOLxtBqNZiiA/1M7ETnl5+dDr9dj586dkuOhoaGIj4/H5MmTmRfcbt68iezsbIcLblqtFi+88AI4jkPjxo2ZYildxCeEeCatVquDjxVM7HPpxx9/LNlk3ZvnUiXfKfwVFUyIP6hhtVoHA9iidiKkekTx5xuMa9WqhS+//BJt2rRRKSNCCPmZQABTARgB1FM5F59htVrj4CMFk/PnzyMjIwObN2+WHLcXL6ZPn47atWszxVJjCePgAAAgAElEQVSy35coitiyZQsEQUBBQYHkMzExMTAajRg8eDBTLEKI96i8VtEnCiZqLLhlZmbi+vXrks/06tULgiCgV69eTLEAWnAjhPx/oiiOUDsHufjyXOrqO4UcG6L8HRVMiF+wWq06UMHEZwQHB1OxhBDiKYYCWAygi9qJ+CAdgIVqJ8HCXrzIycmRvFYSsBUv0tLSEBUVxRTLXrwwGo0oLCyUfKZLly4QBEGWfl9Hjx4Fx3E4cEC6TVz9+vUxc+ZMTJgwga7MJMT//FrtBFjZ+5QsWLAAt2/flnxmwIABMJlM6NSpE3O8Xbt2ged5nDx5UnI8IiICycnJii64yVHEJ4R4jWZFRUWdIiIipBvQeQlfnUuV3BBFbKhgQvxFnNoJEEII8SltAGQAeEntRHzYry5evBgSFRVVqnYiT0oUReTm5iI9PR2XL1+WfKZr164QBAH9+vVjjnfkyBFwHIeDBw9Kjjdo0AAzZsyQpXhhsViQnZ2NDRs2wGq1PjYeFBSEV155BcnJyQgLC2OKpQRRFPG3v/3N4Ys1IaRamhcWFnaIjIz0yr9YeXl54Hkep06dkhyXc8Ht3LlzyMzMdLjgFhISgokTJ8q64KZEEV8pu3btwn//+1+10yDEJ4iiGAfAKwsmvjqXuvJOIeeGKCVcuHAB69atUzsNp6hgQvxFh6KiouiIiIjzaidCCCHEq9UCkAggCUCwxLgIgO6tkEeIVqsdCGCr2ok8icOHD4PnecWKF+np6di0adNj11cC/7/J+pw5c5j7fdl3W8+fPx9370q3hRs0aBAEQUD79u2ZYinl2LFj4DgO+/fvVzsVQnxRHACvKpicPXsWRqMRZrNZcjwkJARTpkzBtGnTULNmTaZYJSUl+PDDDx0uuGk0GowcORIcx6F58+ZMsZQu4ivBWZ8uQki16AAsUjuJJ+HLc6mSG6KU4ErPQ09CBRPiN0RRHA7gI7XzIIQQ4pU0AF4EsACAo3POhwAcBjBJqaR8XWUDSq8pmKxbtw7Z2dkOixeTJ09GQkIC6tatyxSnrKwMq1evxuLFixUpXpjNZvA8j59++klyvFWrVkhOTsaoUaOYYynBYrEgIyMDubm5kqdkfuGGEjkR4msq+5gsUTsPV+3ZswdDhgxBeXn5Y2MajQajR4/Ge++9h6ZNmzLFsVqt2LRpE9LS0nDlyhXJZ7p16wZBENC3b1+mWICyRXwl3L17F0uWLMHKlSsd7uz+HzeVyIkQHzI4Pz+/ZkxMjOevZsO2AD9gwABcvXpVcrxHjx4QBAG9e/dmjqXkXFpcXIy5c+cqsiFKCfZC09y5c2GxWJw97jHfu6lgQvxG5Zd2KpgQQgh5Ur1g61MS62D8GgATgKUA3lcqKX9QeTVAktp5uMrRS8CgQYNgMpnQrl075hhmsxkcx+HChQuS461bt4bBYMDw4cOZY+Xn50Ov12Pnzp2S46GhoYiPj8fkyZNRo0YN5nju9uDBA6xcuRJLlixxWGj6hXsA/uHmtAjxSRqNZog3Lbw5WnDr1q0bTCYT+vTpwxzj0KFD4Hkehw4dkhwPDw/HrFmz8Oqrr9KC2y9YrVZ89tlnyMzMdGXBDbCd+N3o5rQI8TW16tatOxDAdrUTcUV5ebnk3O2tc6mrG6LkeqdQgrPfexI8Zt6mggnxGxqNRieKYoBGo3modi6EEEK8QhgAPYCpAKS+bZcDWAGAB3BLwbz8SfcrV65ENG7cuEjtRKqjXbt2EAQBzzzzDPNnfffdd+B5Ht98843kuL148dZbbyEoKIgp1s2bN5GdnY2PP/4YDx8+/rVJq9XihRdeAMdxaNy4MVMspfz73/+GIAgOT8lIuAxgPACXf4AQ8jO169SpMwDATrUTqY7w8HC89957svQpKSoqQkZGhtMFt8TEROYTiKWlpVizZg0WLVqEkpISyWe8bcHt4MGD4DgOR44ccfVH7gGYBS/9/x4harJarTp4ScHkl2rUqIG33noL7777LurUqcP0WfbihVJzqZIbopTgrNAkQQSwFoDBrYk9ASqYEH/SoLi4+CkA36qdCCGEEI8WCGAigLkAGjp4ZhuABADfK5WUn9KUl5cPA7Be7USeRP369TF79myMGzcOgYFsX7dv3LiBhQsXOi1e8DyPRo0aMcUqLy/Hp59+iszMTFy/fl3ymQEDBkAQBHTu3JkpllJOnz4NvV6PHTt2uPojVAglRCaVJ/x3qp3Hk6hZs+ajBTfWxsCuFC90Oh2MRiOio6OZYgG2BbfU1FRcvHhRcrxNmzYwGAwYNmwYcywlWCwWZGdnY8OGDa5cn2i3BUA8gPNuS4wQ3xYHIEXtJJ7Ur3/9a/A873VzqZIbopTgSs9DCYcATAeQ577MnhwVTIhfqbzagwomhBBCHBkK2/VbXRyMnwbwHoDPFMuI6OChBZOIiIif/XtgYCBef/11zJ49Gw0aNGD6bPsLx4IFC3D79m3JZwYOHAij0YhOnToxxQKAvLw88DyPU6dOSY5HREQgOTlZlt3WSrCfklm7di0qKipc/bGtsL2wUSGUEHnEwUOvqpTqRfLss8+C4zi0aOGoVZlrRFHEli1bYDKZcOnSJcln2rZtC4PBgKFDhzLFAoDjx4+D53ns27dPcrxevXqYNm2a1yy4uXItjYRDsG1k2eW+zAjxCz2Li4ubNG3aVLqruYqaNm0KjUbzsxMLHTp0gCAIiI11dHOy65ScS5XcEKUUZz0PJfzvtdYedxMQFUyIv9EBSFM7CUIIIR4nCkA6gNcdjN8DkAUgE0CZUkkRAECcKIoajUbj0nluJU2ZMgUHDhzA0aNH8cwzz4DneXTo0IH5c50VLyIjI5GUlISXXnqJOdbZs2dhNBphNpslx0NCQjBlyhRMnToVwcHBzPHcraKiAhs3bqzylIyEH2G7vmWL+zIjxC/1KioqahwRESHd3VxFo0ePxtatW2E2m9G1a1ekpqZi4MCBzJ977Ngx8DyPb7+V3qNXv359zJw5E+PHj1fsBKJer0fDho4OzHoWZ9fSSLgK2/u9Ry64EeKFNFardTiADWon8kvNmjVDSkoKFi5ciHr16iEhIQGvvfaaV82lrm6IEgQBHTt2ZIqlFGc9DyV4xWluKpgQf/P0tWvXQhs2bCg9MxFCCPE3tQAkwtZYXGo1WASQC2A2AJff3omsml66dKkrgGNqJ/JL4eHh+Oc//ynb5509exYGgwFbt26VHK9VqxbeeecdTJs2DTVr1mSKdfv2beTk5GDVqlV48ODBY+MajQYjR44Ex3Fo3rw5Uyyl7Nq1CzzP4+TJk67+yE3YiqAfAHj8PwIhhJXWarUOgwc1cbULDg7Gn//8Z9k+z3591CeffCK54BYYGIgxY8YgKSlJkQW32NhYGI1Gr1lwc3YtjQT7ghsHgN7tCZFR5XWKHlcwAYBp06Zh2rRpsnyW0nNpXl4eOI7Djz/+KDku54YoJTjreejAVthOA55wX2byoIIJ8TeBZWVlgwH8Q+1ECCGEqG4UgBwALR2M0/UOHiIwMDAOHlgwkYu9eLFy5UqUl5c/Nm4vXvA8j2bNmjHFslqt2LRpE9LS0nDlivSm727dusFkMqFPnz5MsZRy7tw5ZGZmYvPmza7+iBXAX2ErhHrclROE+BKtVquDBxZM5GJfcMvKysKdO3ckn5F7wS01NRX5+fmS49HR0UhJScGoUaOYYynB2c5uB7bAdn3iGfdlRoj/0mg0v/bU091ycVa8kHMuVXJDlBJc6Xko4RSAmQD+5b7M5EUFE+J3Kr+0U8GEEEL8V08ASwA4uuzWo+9T9UeVO90WqJ2H3OzFC5PJhKtXr0o+0717d5hMJvTu3Zs53t69e8FxHE6ckN7UFR4ejlmzZmHs2LHQarXM8dzt3r17WLFiBXJyciRPyTiwE7aFtqNuS4wQ8ogoiiPUzsFdzGYz9Ho9zp8/Lzku54LbmTNnYDAYsG3bNslxb1xwc7azW8JJ2Bbc/u2+zAghAJpaLJbOAL5TOxG5KTmX3rp1C0uXLlVkQ5RSnF0bLOEGgHnwwtPcVDAhfseXv7QTQgipUhgAPYCpAAIkxr3iPlU/9czFixdDoqKiStVORC67d++GXq9XpHhRVFSEjIwMbNq06WeNMu2CgoIwbtw4JCYmom7dukyxlODKKRkJFwGkAviL+zIjhEhoVlRU1CkiIsLjr99w1enTp2EwGLB9+3bJcfuCW3x8PGrUqMEUy5UFt9GjRyM1NRVNmjRhiqWUai64GQEsA1DhtsQIIY9YrdY4+FDBRMm51JUNUT169IAgCLJsiFICw2nuWQA8ro+ZK6hgQvxRjMViaR0eHn5W7UQIIYQoIhDARNiaujdy8Mw22Had+8yLgY8JDggIGATgK7UTYVVYWIjMzEzk5uZKjtuLF0lJSahTpw5TrNLSUixfvhxLly7F/fv3JZ/R6XQQBAEtWzq6mc6zHD58GDzP4+DBg67+yD0AWbD1KilzW2KEEIdEUYyDF9xX7sytW7ewYMECrF27FhUVj6/by7ngVlFRgY0bN2LevHm4du2a5DM9evSAyWTCU089xRRLKc6upZFQAWANbMVur1xwI8SLxQFYqHYSrOzFC0EQFJlLd+/eDZ7n8cMPP0iOe9tpbmc9Dx3YAdt7tVdfp0wFE+KXHj58qAPwJ7XzIIQQ4nZDASwG0MXB+BkAKQA+UywjUi2V13J5bcHEfn2Us+KFyWRCixYtmGKJoogtW7ZAEAQUFBRIPtO2bVsYjUYMGTKEKZZSnJ2SkSACyIWtT8kFtyZHCHEmDsAitZOoLleKFz179oQgCLIsuO3atQt6vd7hglvTpk2RkpKCF198ERqNhjmeuznr0+XAdtgW3I67LzNCSBV+5e2nu5WcS5XcEKWEap7mvgCAg4+c5qaCCfFXVDAhhBDfFgXbiZLXHYzTrnMvo9Vq4wDMUTuPJ+VK8SImJgZGoxGDBw9mjnf06FHwPI/9+/dLjtevXx8zZ87E+PHjERjo+a8CpaWlWLNmDRYtWoSSkhJXf+wAgAQAe9yXGSHkCfwqPz+/ZkxMjHS12IMpueB2/vx5ZGRkOLzyJDg4GJMmTUJCQoJXLbhVdS2NhNMA3gNtZCFEbcFarTYWgFntRJ6UknOpkhuilLJ3717wPI/vv//e1R8pga3XpE+9V3v+WxIh7jFMFMVAjUZDd6ASQohvqQUgEUASgGCJcdp17qVEUex65cqViMaNGxepnYurjh49Co7jcODAAclxe/FiwoQJCAiQaqvjOovFguzsbGzYsAFWq/Wx8cDAQIwZMwbJyckICwtjiqUUs9mM999/H5cuXXL1Rwphu+f+I9juTiaEeIZaISEhsbBdf+kVnC24hYSEYOLEiZg+fTpq167NFMsXF9z27NkDnucd9umSYF9wywDgdYU1QnyUDl5UMPG009ydO3eGIAgYMGAAUyylVPM093rY3r2L3ZqcCqhgQvxV/YKCgj4A9qqdCCGEENmMApADwFEzhkOw7TrfpVhGRE6aiooKHbzgmLez4oX9WP6cOXMQGhrKFKu8vBxr165FVlYW7ty5I/lMbGwsBEFAhw4dmGIp5fjx4+A4Dt9++62rP/IAwIew3XMv/R+BEKKqgIAAHbygYGJfcMvJyXF4X7tOp0NaWhqioqKYYomiiNzcXKSnp+Py5cuSz3Tp0gWCIKB///5MsZTi7FoaCT694EaIN9NoNHGw/d30aErPpUeOHAHP84psiFKCvefhsmXLUFbm8gGR/bC9V/vsmioVTIjfCggIiIMP/+UmhBA/0hO2PiWDHIxfA2ACsBTAQ6WSIvKrbBzssQUTe/Fi/vz5uHv3ruQzgwYNgiAIaN++PXM8s9kMnufx008/SY63atUKycnJGDVqFHMsJVy/fh0ffPABPv74Yzx86PJf1S2wvbCddV9mhBBWlfN3stp5OOLKglvXrl0hCAL69evHHO/IkSPgOA4HDx6UHG/QoAFmzJjhNQturuzslvAtbPP3N+7LjBDCoJunn+5Wci5VckOUEuynZEwm05Oc5i6A7drEdbAVvH0WFUyI36psHmtUOw9CCCHVFgZAD2AqAKlvwBUAlgPgAdxSMC/iPiNEUdRqNBqPu27JbDaD4zhcuCB901vr1q2h1+uh0+mYY+Xn58NgMGDHjh2S47Vr18bbb7+N+Ph41KhRgzmeu7lySkbCDwBmAPjSfZkRQmTU4/Lly02bNGnicacIDh8+DJ7nHS64hYWFYfr06bIsuBUXF2Pu3LkOrzzx1gW3qq6lkeA3C26EeDlNeXn5cNj+rnoUJefSsrIyrF69GosXL1ZkQ5QSjh07Bo7jHPY8lFAKYAlsPUL94jQ3FUyIP+t3/fr1emFhYbSIRggh3iUQwETYvrA1cvDMdth2LX6nVFJVkdqFRKqlUWFhYXcAh9VOxC4/Px96vR47d+6UHA8NDUV8fDwmT57MXLy4efMmsrOzHZ7A0Gq1eOGFF8BxHBo3bswUSylmsxl6vR7nz5939UeuAxBAJ8aIQkRRhCiKzA29CTQVFRXDAPxV7UTsXF1wS0xMRN26dZliubrgZjKZ0K5dO6ZYSnHWp0uCfcEtDYD0fwRCZELfvWWjgwcVTJSeS5XcEKUEZ6dkHNgC4F0A59yXmeehggnxZ4FlZWVDAfxN7UQIIYS4bCiARQC6Ohg/AyAFwGeKZeSCb7/9Fm+88QYEQUDLlo5arBAXxcFDCibLli1DZmamZPEiICAAY8eORWJiIho2bMgUp7y8HB9//DEWLlyIW7ek93n0798fgiCgS5cuTLGUcvr0aRgMBmzfvt3VHykH8GcA7wO46rbECPmFmzdv4tlnn4XJZMJTTz2ldjreTgcPKZj885//xLvvvovS0lLJ8REjRkCv1yM6OpopjiiK2Lx5M0wmk8MTGDExMTAajRg8eDBTLKUwLLjFAzjvtsQI+R+TJk3CrFmzMHbsWGi1WrXT8WZxoihqNBqN6qfBLl68iBdeeKHKuVQQBPzqV79ijvX999+D53ns3St9i39oaChmzZqF8ePHIygoiDmeu1XzNPdhANMBfO2+zDwXFUyIv9OBCiaEEOINomA7UfK6g/F7ALIAZAJwuVudGzhcOTCbzfj666/xxz/+EfHx8ahdu7aSefmSOADz1E4CsO2ulSqWPP300xAEAZ06dWKOsWPHDuj1epw+fVpyvHnz5uA4zmv6lNy6dQsLFizA2rVrUVFR4eqPbYXthe1792VGiOP5+8iRI3juuefw8ssvIzk5GU2aNFEyL1/iMQtvJ0+elCyWtG/fHkajEc888wxzjOPHj4Pneezbt09yvF69epg9ezbGjRvnVQtuVfXpknAItvk7z32ZET/mcC6xWCxITEzEp59+CpPJhB49eiiZly8JLygo6AbgqNqJXL58WbJYIudcevXqVcyfPx+ffPJJlRuikpKSEBYWxhRLKc56Hkqg/p8AqMxK/N2v1U6AEEJIlWoBMAD4EdLFEhG20yQdK59Ts1gCODmqfP/+fSxZsgSxsbHIzc2VvAKEVE2j0cQWFxd7ZLWpefPmWLVqFXJzc5mLJWfOnMG4cePwhz/8QbJYUqtWLcyZMwdff/21VxRLKioqsH79esTGxmL16tWuFkt+BDAKtg0uVCwh7lbl/G21WrFx40YMGjQIy5cvx4MHD5TKy5dEWCwWjzwGFxoaivT0dJjNZuZiyZUrVzB79mz85je/kSyWBAQE4I033sCePXswadIkryiWmM1mDBo0CDzPu1osuQZboaQvqFhC3OceAEtVDxw8eBAjR47EjBkzYLFU+ShxICAgIE7tHKRotVrZ5tLy8nL86U9/QmxsLNavX+9wQ9SXX36JefPmeUWxJD8/H3/4wx/wxhtvuFosKYft2sQ2ABbDj4slABVMCGllsVjaqJ0EIYQQSaMAnICtsXuwxPghAM8AeBmA9MWyyvsbgJPOHrJYLHj33XcxatQoHDp0SIG0fEoNURTZt/66wZgxY/Dss88yfcbt27dhNP4/9u48Pqr67P//a0JAUVxwoxatUKmCCyrWhSUrJCgQQMtiK5Bq+zW11kRri1qbIGoqtXd+d22lrS3cd2nRu0q01mAthj2AC7K6AAISBRICEnYIBOb8/vhkYDIzyZxJZubMZN7Px8PHw3DOmXMlmZw553N9Ptc1mczMTObOneu33eVyceedd1JRUcHDDz/M6acH+tOILUuWLGHw4MFMnDiR3bt32zlkL/AY0BtTxkUkGlYDbwfb6cCBAzzzzDOkp6czZ86cKITVtliWFZMDb+np6dxzzz0kJ7e8CEd9fT1//OMfGTBgQJPlqgYMGMA777zDs88+S+fOnVsTclRs3LiR733ve+Tm5jZZw9+HBtwk2p4NtoPb7eaVV14hJSWFF154QQnvEFmWFZMNOjp16hSWa+ncuXPJzMxk8uTJ7N+/32/7N77xjbBNiIqGvXv3UlhYSGZmJgsWLLB72FzgekwPUPV5RgkTEdxud0zetIuIJLAbMLVS3wQCNfzwnrW4JIpx2XEYSANeoZkyAR4rV64kJyeH/Px8zXoLQaw+uLWG2+1m1qxZpKSk8OKLL1JfX++3T+/evfnnP//JCy+8wMUXX+xAlKGprKwkLy+PMWPGsG7dOjuHuDGNRXtiyq4djWR8IgF8B9Mny/8P0EdlZSX33HMPd911Fxs2bIh8ZG1EW7x+A1RUVJCVlcXTTz8dsD7817/+dZ5//nleffVVevXq5UCEofEecFu4cKHdwzTgJk54HrgX2Blsx4MHD/KrX/2K9PR03n47aH5cTkmpqqo6w+kgwu3zzz8nNzeXCRMmsHnzZr/tHTt25JFHHmHRokWtnhAVDb6ruQOtkgngM2AYZjX3pxENMM4oYSIJr63etIuIxKHzMA89y4GUANuPEx+zFncCdwG3Au8F29myLEpLS+nXrx8lJSUcPaoxYhva1GSHlStXMnz4cAoKCti1a5ff9i5duvDcc8/x1ltvcfPNNzsQYWgOHz5MSUkJ6enplJWV2T1sEdAHmECQ8hoiEXQEeBi4BpurmxYvXkxWVlYoK6gSXdrWrVs7Oh1EuGzevJnx48czduxYPvvsM7/tZ5xxBo888ghLly5l9OjRDkQYmvr6eqZNm8att94ayoDbBmAoGnAT5/wv5vlgMjYmW1RWVvKDH/yA0aNH253QkehOJ/CzWVzav38/xcXFZGRkUF5e7rfd5XKRk5PD4sWLeeSRRzjttNMciDI0S5YsITs7m4kTJ1JbW2vnkD2Y1dzXAm9FNLg4pYSJCAy0LCv2C8eKiLRdycB9mAfufKBdgH3mY1aexNOsxQ+AfkAusCPYzkeOHKGkpIR+/foxa9Ys9Tdp3tXbt2+/1OkgWqu6urrZ0mzt27fnBz/4AYsXL2bcuHG0axfoTyN2WJbFrFmzTib/bJa82Ib5G8kgBhqKijQIqX+O96zOqVOnBlwhJiednpSUNMDpIFpr3759FBcXk5mZybx58/y2ewbcFi1aFDcDbhUVFWRnZ1NUVBSwLE0AngG33sC/IxqcSHAHMf0Mr8X0Nwxq6dKlZGVlkZ+fz1dffRXJ2NqCuJ9o7FnN3dxn9XXXXccbb7zBiy++SNeuXR2IMjRbtmw5uZp7/fqgVaHBfzW36tM1QQkTETi7qqoq9qdrioi0TRmYXiQvAhcE2L4VM5g6EPg4inGFiwX8DeiBzVlv1dXVFBQUMGrUKD79VBM1mzHI6QBaypMc69+/P6WlpQGTY1lZWSxatIinn36as846y4EoQ7Nq1aqTq2R27gxaFQNM+brJwLcwfyPKEEosmotJ1j+E6a3TrGCD6HJS3A68eZdPbGrA7frrr+df//pX3Ay4ecrSjB071m55uePAn4Er0YCbxJ6NmP6Gg7Dx7OB2uyktLW32b1qAOF/dvWzZMrKzsykoKAiYHPNezX3TTTc5EGFoDh06RElJCRkZGaGs5l6AuaeZgI0SdolOCRMRI25v2kVE4tSlmEHS+ZiZYL48g6lXNOwX7w5hZr1dg81Zb++++y7Z2dnk5+cHLNOU6FwuV9x9dluWRVlZGWlpaZSUlFBXV+e3T48ePZg5cyYzZsygW7du0Q8yRDt27CA/P59hw4axYsUKO4dYmL+BXpi/Cf8fgkhsqceUgbwcUxYyaI2iYGWaEp3L5YrLgTfPbPRgA26zZ8/m29/+tgMRhsZTliYzMzNgWZomzAduBPIA3ZxILJuHGRzOA4IuH/EkvDMyMpg7d27Eg4tD13z55ZdfdzqIUFVVVZGfn9/kRDTf1dxJSbE9TO5J2oe4mtszATETWBvRANuQ2H4niERJUlJSXN60i4jEoTMwg6SfAeOb2Gc2cBVtczB1E2bW20Dgo2A7+856s3lTnCiyLMuKm3vZtWvXMnLkSPLy8ti2bZvf9nPPPZennnqK+fPnk5mZ6UCEoamrq2Pq1KmkpKQ0uUomgA8xNbDHAF9GNECR8KvFlIW8Fphj5wBPI/DCwkK7JY4SRe9du3Zd7HQQdnkG3Jrqd3D66afzwAMPUFFREVcDbp6yNDbvLbzvXzTgJvHCezXU7xq+btbnn3/OhAkTlPD252rfvn3cTFbyXc0dSFZWFosXL46b1dzBeh4GcIi2NQExqmL7k1wkSizLunnr1q3nOR2HiEgbl4NpBjoJ0zzQ1yrMYGoO8EUU43LCfEyDa1szNFs4C7Stu6C6uvoGp4MIpqamhokTJzJkyBCWL1/utz05OZlx48ZRUVHBD3/4Q5KTkx2IMjTl5eWkpaVRXFzMoUOH7BxSjXmv3wIsjWhwIpG3DrgNGA5sCbZzfX0906dPp2/fvkybNs1uE+22zlVfXx/zZRUPHz5sa8Bt4cKFPPHEE3Tq1CnKEYYuWFmaADwDbrb7QojEIO+E93/sHKCEtz/LsmI+YeJZzZ2amkpJSQlHj/pXQ/7Wt77Fyy+/zIwZM7jssssciDI0wXoeBlJznFcAACAASURBVOBZzd1WJyBGhRImIka7du3aZTgdhIhIG3UDsBh4Ewh0V1qLqQ9/E7AkinE5rUWz3kKsM97WxewK0fr6eqZNm0ZqaiozZ87E7Xb77TNgwADmzJnDc889x/nnn+9AlKH56KOPuOOOO8jNzWXr1q12DjmGeW/3xLzX/X8IIvGrDPPefgg4EGznPXv2UFRUxJAhQ3j//fcjHlwciNmBNzsDbtdccw2vv/46M2bM4Bvf+IYDUYbGe5WMzf5oFqYxcA804CZtx3rgdkzC+/NgOyvh7WdwLK/uXrNmDSNGjCAvL4/t27f7bfdezZ2enh79AENkp+dhAMuBAWg1d6vF7BtdxAExe9MuIhKnzsPUfV+OWTniy5MwuKJhv0R9CtnDqVlvb9s5oKKiguzsbCZOnEhtbW1Eg4txMfnZ7VmBUVRUxIED/uOo3bp148UXX+TVV1+lV69eDkQYmj179lBYWBjqQO9sTJ+SAkBTM6WtOob5/LKdFGxB4rGtyrYsy+V0EL5Wr159csCtqqrKb3vnzp156qmnePvtt7n11lsdiDA0rRhw649pDLwjogGKOKMMc4/yEDbuUTwJ79tvv5333nsv4sHFsAuqqqquczoIX57V3EOHDuXDDz/0296+fXvGjRvHkiVL+OEPf0i7du0ciNI+Oz0PA6jCrOa+FVgW0QAThBImIqcMdjoAEZE2Ihm4D9gA5AOB7krnc6oR4+7ohRbT1gNDMLPeNgfbub6+npkzZzJgwIBEnvXWf+fOnTFTA2Xz5s2MGTOG3NxcKisr/bafddZZFBYWsmjRInJycqIfYIg8q2T69u3L9OnT7b7H1mFmb+ZgY/amSBvhGai4BZsDFS0obdfWdNm+fXtvp4Pw+Oqrr/jJT37S7IBbXl4e7777blwNuDW3SiaA7ZjGwLcA70Y0QBHnhZzw/vjjj7nzzjvJzc3lyy8TdvJ+zKzuPnHiBM8//zz9+/dvcjV3ZmYm8+bN47nnnuO882K/Cv/atWu54447mux5GMAR4NdoNXfYKWEickq3rVu3fsvpIERE4lwGsBJ4EbggwPatmIfxgcDHUYwrnoQ0623v3r0UFRWRmZnJwoULIx1brOlw4sSJNKeD8PjnP//JkiX+VeWSkpIYNWoUS5Ys4f7776d9+/YORBeaiooKBg0aRFFRkd3a3Z7Serbrg4u0QR8SQimMuro6pk6dSkpKCrNmzbI7+7/NaNeuXcwMvC1btozXX3894O8gJSWFd955h0mTJnH22Wc7EF1o1qxZw8iRI5ssSxOAZ8CtF6YxcGK9ESXRefqs3YzNPmvl5eWkp6dTXFzMwYMHIxpcrElKSoqZ1d2HDh3i17/+NYcPH/bb1r17d1588UVmzpxJjx49HIguNN49Dz/44AO7h80GrgYew0ZpUAmNEiYiXpKTk2Pmpl1EJM5cgnnIno8ZMPV1GNM09IqG/aR59TSe9RZ0av/GjRv53ve+R25uLl988UWk44sZsd6A8pZbbuHtt9/md7/7HRdeeKHT4QS1efNmxo8fz9ixY9m4caOdQ7x78SRyaT0RD+9mq5Ox0fthx44dFBQUMGzYMFasWBHp+GJGrF+/e/TowUsvvcQrr7zClVde6XQ4QXmXpVm+fLndw2Zj3qsacJNEtwJTQngMEPRG2pPwTk1NTaiEt2VZKTt27DjT6TiacvbZZzNp0iQWLlwYV6u5m+t5GMAqIA2zmntLRANMYEqYiHiJ9Zt2EZEYdAamGehGYHwT+3gexp9ETUND5T3rzX/pQgDl5eWkpqZSWFiYKLPeYnKyw9e+9jWef/55Xn/9da69NlAOMbbs27eP4uLik6ULbJrLqdJ6X0UsOJH4dAjzuXcFpnl2UKtWrWL48OHk5+ezc+fOSMYWK1KqqqrOcDoIX2effTZPPPEE8+bNIyMjw+lwgmrFgFsqZsCtMpLxicQR34T3kWAHeBLeQ4cOTZSEdwfLslKdDsKXZzV3RUUFeXl5cbGaO1jPwwB2Y1Zz3wQsjmhwooSJiI9My7Ji/8oqIhIbcoBPgUnA6QG2ez+MJ86Sh8hYiZn1NhwbP8v6+nqmT59OSkpKKIMn8apXVVXVN5w4cXJyst+/dezYkZ/97GcsW7aM0aNH43LFXE/jRo4fP36yF87UqVOpr6+3c9hGzAzMLFRaTySYrZjm2RnAmmA7W5ZFaWkp/fr1o6SkhGPHjkU8QAedjvlsi7pA1+927doxYcIEli1bxgMPPBA3A26pqaktHXCriGhwIvHrMI0T3kGXj6xevTphEt5OTTRu6prct29f5syZEzeruTdt2sTdd9/dZM/DAOqB3wGXo9XcUaOEiUhjZ1VXV/d1OggRkRh3PWZWy5vAZQG2e3oZ6GE8/Mo4VToj6PIR7/IcgZrYthVOPbjddtttJ//f5XIxcuRIKioq+OlPf8rppwfKIcaWJUuWMHjwYCZOnMju3bvtHHIQM+PyWswMTBGxbyHQB9PHK+ho2uHDhykpKSE9PZ2ysrJIx+YkR67fAwcObDT41r9/f9555x2mTJkSF42BW1CGUwNuIqHbxqmE9+pgO/smvI8ePRrxAB3iyOrunj170q1bt5NfX3rppbz44ou89tprXH311U6EFJK9e/dSWFhIZmYmCxYssHuYZzV3AbAvYsGJH/9pFSKShZa3iYgEch5mNckDQLsA248D/wM8gcrzRNJhTHPWl4BfAeOAZpcxrFmzhhEjRjBs2DCKioro2rVrFMKMnoYGlNOjfd7hw4dz9tlns3z5cgYOHEifPn2iHUKLVFZW8uyzz4YyCOvGvN9+DtRELDCRts+N6eP1Jibx/TDQobkDKisrycvL4+9//zuTJ0+mV69eUQgzqgYDP4v2Sa+55hrKysqYM2cOffr0YeDAgdEOoUX27t1LSUkJf/3rXzlxwnbOYy5msO3TyEUm0qYtAm7E3HM/B3RpbmdPwvsf//gHEydOZPTo0dGIMZqu3r59+6Vdu3bdGs2TdujQgTfeeINXXnmFzp07M2rUqLiYoHT8+HH+8Y9/MGXKFGpra+0e9hnwCKa0tThAK0xE/MVkLXQREQclA/cBG4B8AidL5mNmzqqXQfR4Zr3dCrwXbGfLsigrKyM1NbXNzXqzLCvbsqxA78uIS09P5+c//3lcJEs8D/AZGRmhJEveB/ph3mtKloiEx15MwuRa4C07B7RgRVi8uGbbtm2XOHHi3r178/Of/zwukiX19fUnyydOnz7dbrJkAzAUMyFQyRKR1vEkvHtiJi4FvZHevn07BQUFjB49mnXr1kU6vmhzZHXgRRddxIMPPsi4cePiIlmyZMkSsrOzmThxot1kiff9gZIlDlLCRMTfjdu2bTvf6SBERGJEBqZ/xovABQG2b8WUFxkIfBTFuOSUD4D+mN9D0AHtI0eOUFJSQv/+/Zk1q81UVeq8Y8eO2M9YOMSyLGbNmhVqiYhtmPdUX0zSRETC7zNgGGbg6ZNgO3v3HJo2bRrHjx+PeIDR0K5du0FOxxDLKioqTibLbA647cEMuPUG/h3R4EQST8gD2kuXLiUrK4v8/Pw2k/BuWN0tTdiyZQt5eXmMGTOG9evX2znEjemXcyUmIdemG5jFAyVMRPy1a9euXexPMxIRiaxLMLOo5mMeCHwdxvQyuKJhP3GWZ9bb5ZjfS9AR8aqqKgoKChg1ahSffhr/E08ty9IK0QA8TUgLCgrsNiH1/dsO2uhURFrNU6P8IWzUKN+3bx9FRUVkZmYyf/78iAcXaU71oYp1ngG3sWPHhjrg5pkBrwE3kcjZCORgM+HtdrspLS1lwIABTJ06lfr6+ogHGEmWZWVZlqUxZR8tXM29EFOpYQI2epxJdOjNLRKAbtpFJIGdATyJmfU6vol9ZmMajz8J1EUlKrHrEOb3Yrsp97Jly8jOziY/P5+vvorrampKmHjZsWMH+fn5DB06lBUrVtg5xMK8Zzx/20ciGJ6I+KvHNOO+HNOcO2jNpU2bNjFu3Dhyc3OprKyMcHgRla2Bt1P2799PcXFxqANuCzBJNw24iUSXJ+Ftqyzxvn37KC4uJjMzk3nz5kU8uAg6v7q6Wqu7G7jdbmbNmkXfvn0pKSnh2DFb+WpPpYYMYE1EA5SQ6aZEJLDbnA5ARMQBOZgZUpOAjgG2rwJSG/b7IopxSeg2AmOAQdgoldZGZr31271799lOB+G0uro6pk6dSmpqKqWlpViWrQUiKzB/22PQ37aI03ZjGnTfBCy2c0B5eTlpaWkUFhZy4MCBiAYXIRdUV1df73QQTvMMuKWkpDB16tRQB9wygbURDVBEmlIP/BlTTslWwnvz5s2MHz+esWPH8tlnn0U6vkjRZCVg1apVjBgxgoKCAnbt2mXnEFVqiANKmIgEdklVVVVPp4MQEYmS64FFwJtAtwDbazFlQm4CKqIXloTBPMwSb1uz3rxntZaXl0c8uDBLrqurS3c6CCd5Bk2Li4s5ePCgnUOqMe+Nm4ElEQ1OREK1CkgDhgNbgu1cX1/P9OnT6du3L9OmTbPbFDyWJPTA27vvvsvgwYNDGXA7hAbcRGJNLSbhfS0wx84BFRUVZGVlUVhYyP79+yMaXAQkdGWW6upq8vPzGTZsWKiruXuhSg0xTwkTkaYl9E27iCSE8zDlPz7EzC73dZxTs6Wex8ZsKYlJ3r/H3zV83azPP/+c3Nxcxo4dy4YNGyIdX9gkagPKjz/+mDvvvJPc3Fy2bt1q55BjmPdCT8x7wx3J+ESkVcqAqzFNhoMuH6mtraWoqIghQ4bwwQcfRDy4cEnUksieAbdRo0bxySdB2yCABtxE4sE6TNWS4cDnwXaO44R3v507d3ZyOohoO3LkSEtWc38IDMCs5v4yogFKWChhItKERL1pF5GEkAzcB2wA8oF2AfZZQAgrEyQueM96+4+dAyoqKsjOzo6bWW+J1vh9z549FBYWcvvtt/Pee+/ZPWw2ZqCtAIj9X6qIgOkp9GtMkvPvmEHzZn300UeMHDkylESqo1wu14BEGng7cuQIJSUl9O/fP5QBt+VAf8yAW+z/UkWkDHPP9RA2Et579uw5mfB+//33Ix5cGHRwu93pTgcRTd6ruQ8dOmTnkCrM8/QtwLKIBidhpYSJSBNcLlfGxo0bT3M6DhGRMMvA9Ct4EbggwHbvWthBe19IXFoP3I6Z9bY52M5xNuvtih07dnR3OohIq6+vZ9q0afTt25fp06fb/Z14fu852JjtKCIxqQrT1Nv2wEt5eTnp6emhDO44pcOJEycCrXZtUyzLoqysjLS0NEpKSqirs7VApApzb3YL8G5EAxSRcDuGWalve1XvRx99xB133BEXCW+3250QE429JyFs27bNziFazR3nlDARadqZnTp16ut0ECIiYXIJpsb1fKB3gO1qPpd4vGe9BV1p4Jn1dtttt4WymiHq2vqDm6fWdVFRkd1VP54eRLZXFolIzFvOqdIeQUfTvMuHzJo1y+5qhqhr6yv8165dy8iRI8nLy7M74Oa9suhv2FhZJCIxK+SVBi1YzeCENr26u6amhokTJ4Za5tJ7NXfQlUUSm5QwEWlGW79pF5GEcAamxvVnwPgm9pkNXIVqYSeiekKc9fbJJ5+c7Jfx5ZcxWYK3TX52b968mfHjxzN27Fg+++wzO4f49iAK2rtGROKKdy+Lydj4/K6urqagoCCUBrXR1iYH3rwH3JYvX273sNmE0LtGROJGSL0s6urqmDp1KikpKbGa8O5ZXV3dzekgws2zmjs1NZWZM2faXc3t6V2j1dxtgBImIs1rkzftIpIwcoBPgElAxwDbV2GavecAX0QxLok91ZhZbzcDS+wcUF5eTkpKCoWFhRw8eDCiwYVokGVZgfryxKV9+/ZRXFxMZmYm8+bNs3vYPOAG1INIJBEcwkx4uALT3ySoVatWMWLECPLz89m1a1ckYwvVVdu3b7/U6SDCxXfAze22VZFlFZCGuTfbEtEARcQpISe8d+zYEbMJb8uyBjkdQzh5VvYUFRVx4ICtfLX3au45EQ1OokYJE5Hm9amurr7Q6SBEREJ0PbAIeBPoFmC756buJqAiemFJHFiBSaKNwUYSzdPfJCUlJZTBoEg7t6am5iang2gtt9vNrFmzSElJYerUqdTX19s5bCPmdzcI+DiiAYpIrNmK6W+SCawNtrPb7aa0tJS+fftSUlLCsWPHIh6gTW1ilWB5eTmpqamhDLjt5tS92eKIBiciseIwLUh4Dx8+nPz8fHbu3BnJ2GxrK5VZNm3axLhx48jNzaWystLOIfU0Xs0d040eJTRKmIg0L8ntdg90OggREZvOw9ysfYgZ9PblW6JHN3USiGfW21WYWW9Hgh3gKTcybNgwPvzww0jHF5RlWXG9QnTp0qVkZWVRUFDAV1/ZWiByEPO7uhbzuxORxLUAs8IsFwg6mnb48GFKSkrIyMigrKws4sEFk5SUFNcDb5s2beLuu+8mNzeXL76wtXi3HtMY+HJ0byaSqDwJ7wxgTbCdLcuitLSUfv36UVJSwtGjRyMeYHNcLldWPK/u3rdvH4WFhWRmZjJ//ny7h81Fq7nbNCVMRIKI95t2EUkIycB9wHogHwh0w7oA6INu6sQ+31lvQYsmr169mhEjRpCXl8f27dsjHF7T4nWmW1VVFfn5+YwePZp169bZOcSN+d30wPyunH1iFpFY4cY0Ce+JaRoedPnIli1byMvLY8yYMXavPxFhWVaWZVlxN06xd+/ekwNuCxYssHuYZ8CtANgXseBEJF4sxDyvxVvCu/OOHTtudDKAljh+/DgzZ85kwIABTJ8+nePHbbX7+wxTMjELU/pa2qi4uxERiTbLsgY7HYOISDPSMWWUXgQClRDcirnpzgQ+il5Y0oZsw8x66wu8H2xny7IoKysjLS3NyVlvt9bW1p7jxIlbwvPA279/f0pLS+0e9j7QH/O7qYlYcCISz/Zgmob3Bt6yc8CSJUsYPHgwEydOpLa2NqLBNeH86urqPk6cuCVaMeA2DA24iYg/T8L7SkzCO+iNdGVlpeMJ73hb3e39Wbd79247h+zl1Ofp7IgGJzFBCROR4LpWV1df5XQQIiI+LsHcTC/A3Lj5Oowp0XNFw34irfU+0A+TgAs6QO+dBJg1K+pVopLr6uoyon3SUHmSS6mpqaEkl7Zhfgd9gfciGqCItBUbODVA/2mwnb2TANOmTbObBAinuBh4W7JkCdnZ2aEklzwDbtdiM4ElIgkr5AH6FiQBwikuVne3ILnkWc3tWbGp1dwJQgkTERviLVsuIm1aR+BRYB0wvol9ZmP6TzwJ1EUnLEkQnllvPTAJuaAPDVVVVRQUFIRSZiosYr0s1+rVqxk+fDh5eXlUVVXZOeQw5kGtF+Z3ELREmoiIj7nA9Zjm4kFLQO3du5eioqJQy0yFQ0xfv73Ll61fv97OIZ4BN8+M8aAl0kREGoRUAsrBhHe/3bt3nx2tk4XKM5ErPT09lPJlCzEl0rSaOwEpYSJiT0zftItIwsjBzAydAnQKsH01ptl7DmCr06hICx3EJORsNxn3NDLPz8+328i8VZKSkmJyskNNTQ35+fkMHTqUFStW2D3MkwR9DPOzFxFpqXpMc/HLMc3GgzYZ925kXllZGeHwAOi3c+fOQPc5jjp06FBL+gUswPQpmYCNngQiIk3w9DyylfDet28fRUVFZGRkMG/evIgHh1ndnR6NE4XCsixmzZpFv379KCkp4dgxW/lqz2ruTGBNRAOUmKWEiYg96Rs3bjzN6SBEJGH1AuYAbwLdAmyvxdw8fxuoiF5YImwExgCDgI+D7ex2uyktLWXAgAFMnTqV+vr6iAVmWVaPmpqab0bsBCGqq6tj6tSppKSkUFpaimXZWiCyEkhBSVARCb/dmGbjNwGL7RxQXl5OWloahYWFHDhwIJKxdXC73emRPEEo3G53SwbcvHvIrY1ogCKSKEJOeG/evJnx48czduxYNm7cGNHgkpKSYmqi8apVqxg+fDgFBQXs3GkrX+0paf0ttJo74SlhImLPGWeddVZ/p4MQkYTTGXNT/BGB63kfB/6MKfHwPDZumkUiZB5m1lseEHT5yP79+ykuLiYjI4O5c+dGLKgTJ07ExCqT8vJy0tPTKS4u5uBBWwtEqjE/y5uBJRENTkQS3SogDRgObAm2c319PdOnTyc1NZWZM2fidrsjEpTb7Y6JgbeVK1eeHHDbtWuXnUMOoR5yIhJZnoT3t4FFdg6oqKhg0KBBEU14x0op+x07dpCfn8+wYcPsrua2MCvme6GS1tJACRMRm2Llpl1EEkISpnTDBiAfaBdgnwWYmqq2BqhFosA7gfe7hq+b9fnnnzNhwgTGjh3LZ599FomYHP3s/vjjj7nzzjvJzc3lyy+/tHNIPeZn1xPzs1QSVESipQy4GlP6L+hoWk1NDRMnTmTIkCF88MEHkYjH0YG36upq8vPzycnJYeXKlXYO8Qy4qYeciETLaiCdEBPeffv2Zdq0aZw4EfbbzCt27NjRPdwvateRI0daspr7Q8xq7jGArZt1SQxKmIjYN9jpAEQkIaRjZnvOAC4MsN27pupH0QtLxLZazKy3a4H/2DmgoqKCrKwsCgsL2b9/fzhjGWRZVvtwvqAde/bsobCwkNtvv5333nvP7mGzMTPbCoCw/hBERGw6gmlK3gvTpDzoaNPatWu54447yMvLY9u2beGMpWd1dXW3cL6gHZ4Bt9TU1FAH3AagATcRcUYZZrLNQ9hIeNfW1lJUVMSQIUN4//33wxqIUxONvVdzHzp0yM4hntXctwBLIxqcxCUlTETsu37nzp1fczoIEWmzLsGUblgA9A6w3bemqkisWw/cjpn19nmwnSM06+3sqqqqm8LxQnbU19czbdo0+vbty/Tp0+1+D+uBIZg+JZsjGqCIiD3bMStdbwHeDbazZVmUlZWRlpZGSUkJdXXhWVxhWdagsLyQvXOd/B5CGHCr4tSA27KIBigi0rxjmBLNnlXKQeslfvTRR9xxxx3k5uaydevWcMUR1YRJC76HYzRezR2ZupIS95QwEbHPdfz48YFOByEibU5H4FFgHTC+iX1mY8pkPIlKPEj8KcPMVn4IGysn9uzZQ1FRUairM5oTlbIuFRUVZGdnU1RUZHeVzB7Mz+Ra4O2IBici0jLLgf6Yla07gu185MgRSkpK6N+/P7NmzbK7OqNJlmVFZeCtBatkNOAmIrHKk8i9FZuJ3BaszmjOIMuyApWTDivPau4QV8loNbfYpoSJSGjUx0REwikH+BSYAnQKsH01phFrDlAZvbBEwi7kWW8t6P8RkMvliuhnt3cflg0bNtg5xLvXy/PY6PUiIuIgC7OytQdmpWvQiRvV1dUUFBSE0v8jIJfLlfXkk09GbODN04dl6NChofRhmY35LCvARukbERGHLCeEUoHe/T9amfA+t6amJmKru1u4mnsdcBvmmTroqncRUMJEJFSDLctyOR2EiMS9XsAc4E2gW4DttZiZ598GFkcvLJGI89QLvhmb9YK9Z70dPHiwJee8JSMj4+yWHNic/fv3U1xcTEZGBnPnzrV72HygD+ZnsCvcMYmIRNAhzErXazHNzYNauXIlw4cPJz8/n127WnTJ65ybm9unJQc2xzPglpqaysyZM+0OuHmaK+dgo7myiEgMsDDX66uwmfDesWMHBQUFDBs2jBUrVrTspJYVkdXdFRUVDBo0KJTV3J5n6msxz94itilhIhKar9XU1FzjdBAiErc6Y2aUf0TgMkG+M8/D0sRBJAatAFIws96+CLZzXV3dySa8LZj11u6+++67uYVx+nG73cyaNYsBAwYwdepU6uvr7Ry2CfO9DsT8/YuIxCvv69naYDu73W5KS0vp168fJSUlHDt2LKSTJScnh3Xgrby8nLS0NIqKijhwwNYCEe9JLIvCGYuISJR4Et5XAH+3c8CqVatOJrx37twZ0snCnTDZvHkz48ePZ+zYsWzcuNHOIXqmllZTwkQkRJHKlotIm5aEaZ66AcgHApWXWADciJl5/lX0QhNxjO+styPBDvDMehs6dGhIs96uvPLKvi2O0svSpUvJzs6moKCAr76y9Wd6CPO9XYPNGdkiInFiPnADpr9J0OUjhw4doqSkhIyMDMrKymyfJCkpKSxlFTdt2sS4cePIzc2lsrLSziH1mD4ll6MBNxFpG7ZinkkzsZHwtiyrpQnvW84///zkVsQJwL59+yguLiYzM5N58+bZPWwu5rNJz9TSKkqYiIQoWs0HRaTNSAdWATOACwNs34YZbLB14yrSBh2m8ay3oMtHVq9eHdKst/POO69/awKsqqoiPz+f0aNH8+mnn9o5xMJ8Lz0w39vR1pxfRCRGuTH9Ta4Efo3pV9WsLVu2kJeXx5gxY1i/fn3QE7hcrlvPPrvlVRX37t1LYWEhmZmZzJ8/3+5hngG3AmBvi08uIhKbFnAq4R30Rvrw4cOUlJSQnp5uN+GdnJ2dfV5Lgzt+/DgzZ84MdTX3Rszqxyzg45aeW8RDCROR0KVt3bq1o9NBiEjMuwQziDAf6B1g+2HMzPMrGvYTSXTbMLPeMjC14pvlO+vt6NGmcxIdOnT4evfu3UMOyPOA2L9/f0pLS+0e9gHQD/O97Aj5pCIi8WcP8Bjmfuffdg5YsmQJ2dnZTJw4kdra2uZ2Te7bN/RFgp4Bt5SUFKZPn87x48ftHPYZpkdJFvBJyCcVEYkfISe8KysrTya8161b1+y+aWlp57ckqCVLljB48GAmTpzI7t277RxyEPNMbbu/logdSpiIhO70pKSkAU4HISIxqyPwKLAOGA+4AuwzG7gaM/M8aBkikQSzCFOeLheoCbazd1Jj1qymn5PS09NtB2BZFmVlZaSlpQVNxnjZjon5VuA92ycTEWk7NgBDMQmHoMvxvGcRT5s2rcnm66mpqSEF0YIBt72cSvjMDulkIiLxzXP9uxZ4y84Bdq6xUd+bgAAAIABJREFUt9xyS0gJk1CSMQ3caDW3RJASJiIto7JcIhJIDmaAYArQKcD21UBaw36V0QtLJO54Zr31xMx6C/oQVFVVRUFBAaNHjw74oGV3wG3NmjWMGDGCvLw8tm/fbueQww0x9myIOaSO9CIibdBc4HpMs/R9wXbeu3cvRUVFZGZmsmDBAr/tdhPerRhw88yw1oCbiCSqz4BhhJjwTklJYdq0aX6r+Lp06dKxW7duQU/qmfgUYn8rz+SqCdiYXCXSEkqYiLSAy+VS43cR8dYT+A/wJtAtwPZazKDBt4HF0QtLJO55z3qztcx+6dKlZGVlkZ+f36gxe//+/Wnfvn2Tx9XU1DBx4kSGDh3Khx9+aDc+z2qxxzAlAURExKjHNEu/HNM8PWjT9I0bN3L33XeTm5vLF198cfLfu3fvzmWXXdbkcS2orw+wEOiDGXAL3gxLRCQxtDjh7dsnKi0trcnjLMti1qxZtkrrevH0/rRVvlekNZQwEWmZ3rt27brY6SBExHGdMYMBHwGDA2w/DvwZM3PxeWwMFohIQN6NHIPWlXe73ZSWlpKSknKyWWSnTp3o06eP377Hjh1j2rRppKSkMHPmTNxut514VgKpaLWYiEgwuzHN028GKuwcUF5eTmpqKoWFhRw4cAAIvErQM+DWt29fSkpKOHYsaAl+gK2cGnBbY+9bEBFJKCEnvDdt2sS4cePIzc2lsrISaHp19+rVqxk+fDgFBQXs3GkrX+3b+1OruSXilDARaRlXfX39IKeDEBHHJGFmJG4A8oHkAPssxCwVzgO+CrBdREI3F7gBm39X+/bto7i4mMzMTObNmxfwwe22226jqKiIgwdtLRDZAfwAuAmbA38iIgKcSjQPx0aiub6+nunTp5Oamnqy7Iuv+++/n4KCAnbt2mXn/AeBJzg14CYiIs3zJLxvwmaVhPLyctLS0igsLOT666/3W939f//3fwwdOpQVK1bYeTkLeAlz3X4S9f6UKFLCRKTl1MdEJDGlAauAGcCFAbZ7LxVeG8W4RBJFPadWbtma9bZ582bGjx9PeXm537aaGlulj+sbztUT+B9M3XsREQldGXAVNksZesolPv/887Rr185vmw0WpqTj1cCvgLpQAxYRSXCrMM/Aw4EtwXb2JLyHDBlC165dG23buXMnlmVrgcgKTJJ9HGCrqaBIOClhItJy2ZZluZwOQkSi5hLMjMQFQO8A24/QeKmwiERWLWbW27XAHDsHrF7donLHc4HrGs4VtJaziIgEdQTTZL0npul60NGzTz75hBMnQq5s+iEwAFPS8ctQDxYRkUbKONW770CwnWtqak6W5wpBNWYl+c3AklAPFgkXJUxEWq7L9u3bAw2aikjb0hF4FFgHjAcCJUpnY2ZLPomWCotE2zrgNmA04e0n8gmQjVlRui6MrysiIsZ2TInTVEzJrnC/7s3AsjC+rohIovMkvK8CXiZ8/UTqgGcxkw//jFZzi8OUMBFphXbt2mU7HYOIRFQOZtB0CtApwPZ1mGbvavws4rxSoBfwS+BQK15nD2bmXB/Av4aXiIiE2xJMjfwfArbqbDXhGKZ8Yi9srlwREZEW2QbcjVnF92ErX2s2ZuXKL7BRqlEkGpQwEWkFy7LUx0SkbeoJ/Ad4E+geYHst8BCmFNA7UYxLRJpXBxRj+puEOlh2HJgK9MDMnDsW9uhERKQpbmA6Znbxbwj9GlyKuX8rwEapGBERCYtlwC3AvcCOEI/9CBiImXz4eZjjEmkVJUxEWielqqrqDKeDEJGw6Qw8j7l5GxxguxszCNuzYb+Qi2mLSFR4yrH0Az6wsf9c4HrgJ5iEqIiIOGM/MBG4BlMvP5g1QAamLGPQZsQiIhJ2buB/MQnvXwNHg+z/FfBj4AZgfmRDE2kZJUxEWud0IMXpIESk1ZIwg6sbgHwgOcA+CzE3dROAXVGLTERa4z3gViAXOBxgey0wEtOn5JMoxiUiIs3bCAzHTGAJNGv5KPAj4EbMPZqIiDjrAKas7dXAggDbLeBPmMTKH9HkQ4lhSpiItJ7KconEtzRMo9EZwIUBtm/DDLZmAGujGJeIhIcF/A3oCszDlO06DLze8G//ci40EREJ4h3gUmAmpj9VHbAUuAx4EQ24iYjEms1AJvAgZqJhPWYFYBZwP6ZfoEhMCzSDVkRCo8bvIvGpK/AsMA5wBdh+BNM49BnUfE6kLdgLDHI6CBERCdlxYLzTQYiISEheaPhPJO5ohYlI6127bdu2S5wOQkRs6wg8CqzHPHwHSpbMBq7CLClWskREREREREREJAEoYSISBu3atRvodAwiYksOpk/BFKBTgO3rMLWyc4DK6IUlIiIiIiIiIiJOU8JEJAwsy1IfE5HY1hP4D/Am0D3A9j3AQ8C1mFrZIiIiIiIiIiKSYNTDRCQ8BluWleRyudxOByIijXQGngR+TODPPDfwEvAIpiGdiIiIiIiIiIgkKK0wEQmPC6qrq693OggROSkJmABsAPIJnCxZCNzQsJ+SJSIiIiIiIiIiCU4JE5HwyXY6ABEBIA1YCcwALgywfRuQC2QCa6MYl4iIiIiIiIiIxDAlTETCRH1MRBzXFfgbsAC4LsD2I8CvgV4N+1nRC01ERERERERERGKdEiYiYeJyuQbs3Lmzk9NxiCSgjsCjwHpgPOAKsM9s4CrgMeBg9EITEREREREREZF4oYSJSPh0OHHiRKrTQYgkmBzgE2AKEChhuR64rWG/yuiFJSIiIiIiIiIi8UYJE5EwUlmutu29995zOgQ5pSfwH+BNoHuA7XuAh4BrgTlRjEtEREREREREROJUstMBiLQxavzeBq1bt46ioiKWLl3qt83lClT9SSKoM/Ak8GMCf4a5gZeAR4Bd0QtLRERERERERETinRImIuF11fbt2y/t2rXrVqcDkdarra3lueee46WXXuLEiRN+26+66irat2/vQGQJKQkYB/wGuKiJfRYB+cDaaAUlIiIiIiIiIiJth0pyiYSfynLFufr6ev7yl7/Qv39//va3vwVMlvTt25fp06c7EF1CSgNWAjMInCzZBuQCGShZIiIiIiIiIiIiLaQVJiJhlpSUlAX8j9NxSMtUVFQwadIk1q9fH3D7xRdfzGOPPcaoUaNUjivyugLPYlaWBPphHwF+BzwDHIxiXCIiIiIiIiIi0gYpYSISZpZlZVmWleRyudxOxyL2bdmyhSlTplBWVhZwe8eOHbn33nt56KGHOPPMM6McXcLpiCmt9UugUxP7zAYeBCqjFJOIiIiIiIiIiLRxSpiIhN/51dXVfYAPnQ5Egjt06BB/+tOf+P3vf8+xY8f8trtcLoYNG0ZhYSGXXHKJAxEmnBzgeaB7E9vXAw8Bc6IWkYiIiIiIiIiIJAQlTEQiIxslTGKa2+3mtdde45lnnmHXrl0B9+nduzdPPfUUN998c5SjS0g9gf8Gbmti+x5gMjAVOB6toEREREREREREJHEoYSISGVnAr5wOQgJbuXIlRUVFrFy5MuD2Ll268Mgjj/Dd736Xdu3aRTm6hNMZeBL4MYE/k9zAS8AjQODMloiIiIiIiIiISBgoYSISGf127tzZ6aKLLlIj6hhSXV3Ns88+y2uvvYZlWX7b27dvz4QJE5g4cSJnnXWWAxEmlCRMM/ffABc1sc8ioABYE62gREREREREREQkcSlhIhIZHdxudzqmMbU47MiRI/zhD39g6tSp1NXVBdwnKyuLyZMn061bt+gGl5hSgd8B1zWxfTvwC+DvgH9mS0REREREREREJAKUMBGJELfbnYUSJo6yLIvZs2fz9NNPs23btoD79OjRgyeffJLMzMwoR5eQugLPYlaWuAJsP4JJpDwDaHWWiIiIiIiIiIhElRImIpGT7XQAiWzt2rUUFhayfPnygNvPPfdcfvrTn/L973+f5GRdCiOsI5AP/BLo1MQ+sxv22RKtoERERERERERERLxplFAkcnpWV1d3u/jiiyudDiSR1NTUUFJSwssvv4zb7fbbnpyczF133cWjjz7K+eef70CECScHeB7o3sT29cBDwJyoRSQiIiIiIiIiIhKAEiYiEWRZ1iBgmtNxJIL6+npmzJjBb37zGw4cOBBwnwEDBjB58mR69eoV5egS0pXAb4Hbmti+B5gMTAWORysoERERERERERGRpihhIhJBlmVloYRJxJWXlzNp0iQqKysDbu/WrRuPP/44OTk50Q0sjpw4cYLS0lIqKipIS0tj9OjRrXm5e4GRQIcA29zAS8AjwK7WnERERERERERERCSclDARiSCXy5VlWVY7l8t1wulY2qJNmzYxadIkFixYEHD7GWecwf3338+DDz5Ihw6Bxu4FYNmyZRQVFfHpp58C8Prrr3PaaacxfPjwlr7kmCb+fRFQAKxp6QuLiIiIiIiIiIhEihImIpHVeceOHTcCHzgdSFty/PhxHn/8cWbOnMmJE/65qKSkpJN9Si688EIHIowPX375JU8//TRvvfWW37b333+/NQkTX9uBXwB/B6xwvahInDgXeMzn354GDjkQSzCZQLbX1xuA/w1yzEAgy+vr9cBfwxuWxLCHgS5eX78KrHQolkjoDXzP6+vdwG+CHHMd8F2vr78C/ivMcUn0+V4fPwP+x6FYgvkZcIHX1/9H8MkqPwe8m/vZOUbahq8D+T7/9jht6549F/CuyTy34b/mfB/o6fV1OTAvvGGJDV2BB33+LVbfnzlAf6+vVwGvBDlmONDP6+uVmHspSQxPAGd5ff1XzLNUW3ErpvKIx1ZMSfbm9AVGeH39JfCHMMdlixImIhFmWVY2SpiE1f79+5kxY0bAbTfccANPPfUUN954Y5Sjih9HjhzhD3/4Ay+88AJHjx4NuE+gRFRLTgX8DngGOBiOFxSJQ+cAj/r8238RmwmT/jSO9d8ET5gM8DlmNkqYJJJ7gWu8vl5H20qY9KTx+3szwRMmvXyO2YgSJm1BPxr/Xv9D7CZM/h9whdfXawie/LgP6OH19Wobx0jb0AX/+5RfEJsD0i31HcxgtkcdwRMmo4ChXl8fQQkTJwR6fz7uRCA2DMRUU/D4O8ETJgNpnLCcgRImieQnwNe8vl5C20qY9KHx3+8HBE+Y+B7zHkqYiLRZ2ZgBY4mgrl27UlhYSE5ODi6Xy+lwYpJlWbz22msUFxdTU1MT6dPNxtz8bYn0iURERERERERERMJBCRORyOtbW1t7znnnnbfP6UDaoo4dO3Lvvffy0EMPceaZZzodTsxauXIlRUVFrFwZlYm/TwC/isaJREREREREREREwkUJE5HISz5y5Eg68C+nA4lXp512mt+/uVwuRowYwS9/+Uu+/vWvOxBVfKipqaGkpISXX34Zt9vttz05OZm77rqLgwcP8sYbb4TrtCvC9UIiIiIiIiIiIiLRooSJSHRkoYRJi11zzTX07NmT9etNOcfrrruOp556iptuusnhyGJXfX09M2bM4De/+Q0HDhwIuE9KSgqTJ0+mZ8+eFBYWRjlCkYRxDP8k4nEnAomQKhp/f5ucCkQkAvbQ+P29zalAxHHVtO1r3ceA92r4WqcCEYmAzTT++61yKhAJ2WHa9mS8rTT+/iodikMkEnbS+P0dV/1ZlDARiQKXy5XtdAzxrH379vzrX/9izpw5nHPOOQwcOJCkpCSnw4pZ5eXlFBUV8cUXXwTc3r17dx577DFycnICbheRsKoGvu10EBH0l4b/RNqi8ob/RKY3/NdW3eF0ACIR9LDTAUiLradt30f/V8N/Im1RacN/cUkJE5Ho+FZNTc03u3Tp8rnTgcSrs846i1GjRjkdRkzbuHEjkyZNYuHChQG3n3nmmfzoRz/iwQcfpEOHDtENTkREREREREREJMYpYSISJSdOnMgCXnQ6Dml79u7dS0lJCX/96185ceKE3/akpCTuvPNOCgsLufDCCx2IUEREREREREREJPYpYSISPUqYSFjV19fzyiuvMGXKFGprA5ea7tOnD0899RR9+vSJcnQiIi1yPnAO0AnYi+khEbgRU2zpDFyIubc+iCnFVh/G12/X8PrnAfuBXcDRML6+r45AV+AEptZ7JM/lKwm4APP9HgC+wtQwF5H4kAx0wVzHkzDX8VpMT69Y1h7zGXQBUIe5/tSE+RwdMde2Tphr2y7ACvM5vJ0PXIT5HdRE+Fy+Tsd8r2cDuzHfb1vq4SYSiy4EzsJcYzzX3kOORmSP59qbxKn76HBeL5IxP5vOmH5du4jsZ9IZwCWY++fqCJ/Ll+eZ4XzMM8NXwJEonr/NUMJEJHoGWpaV7HK5dKMorVZRUcGkSZNYvz5w36yLL76Yxx57jFGjRuFyuaIcnYh4OR/4lc+/PYJ5GGjKGGCg19fvA/8T4nlvAn7o9fVOoDDE17BjGODdEOkj4AWbx54JZAJpwK3AVZgHGV87gMXAW8A/iI1Bt+uA7wCDMD9r33vqemADsBR4BxN7qEmHa4DvAkMazud7Mf8SeBt4veEcrdUd8565C/imz7ZqTC+PF4DlYTiXr5swP8/bgN74f6/bgH8DrwDzI3D+ptwI3Of19S7gl1E8v8SOIcAIr68/AX4X5Jj/D3Od83ge+DTE8/4EuNbr6zcx15NwexozsO4xDft/690wn1lpQB/gW4Bv7Vc3prH8YuBvIbx2JCVjfqeDMdfy7gH22QusBRYAZYTefDoJGAkMx1zfuvhsP4H5WbwFvAyEo3zzYGBCwzk7ef2753NpFvBHzPUsnDoAd2L+VgbT+P0E5j3wIeZaPh1zXY+WBzCfLR6zMb9PiX3fAJ7w+bcf0Xzy7x7MfaXHPODVEM+bgbkf8tgCTAnxNewYi7kX9ngX+KvNY8+h8X10L0yC0tc2YBHm8+M1zHXHabdgro2DgBswg/zejmL611QAcxr+C3Ui0o2Yn+8Q4OoA2zdj7qNnYT6bWutK4P9hnuMu9dm2FfgP5j56bRjO5WsAphfZbZjnKV9bMNfelzDvsWhJA77n9XUl8GwUz98qSpiIRM+527dvv4noXqCkjdmyZQtTpkyhrCzwPX7Hjh358Y9/zAMPPMDpp58e5ehEJIBONB5wBfPg11zCpK/PMWcQesLkcp/X2EhkEia+A8qzCZ4w+TpQghnMOcPGOb6GefgYAzwD/BTnGghe3RDDCPwH9b21xyQ8rgHyMLNrx2EeloL5GlAMfB8z2NaUbzS8dh7mQe9hYKWN1/eVBDyEGTBt6vdxMWYAbjwwAzP4FI5VH70wAxDDg+x3CeZ9dh8mcfMgZuAv0nz/jjajhEmi6kPj98J/CJ4wmYBJmnu8TugJk9uAoV5fbycyCZO7gB5eXy8geFIjB/gFZuAr2OycJMyAdW9MEqgcM7D0RUuCbSUXZgBnEia505xzgdSG/yYBq4F+2Jutm4FJml3fzD7tMAOdt2I+o6cCkzEzoEN1MfAHzCBkIN6fSw9jrqMzW3AeXy7M++cZ/JPt3pKAmxv+exSTQHyS6KxgHEzjyR3VKGESLy7A/z76R0GOycDcr3gcJvSEydU+532PyCRM+vmc5zSCJ0wuB34D3I5ZyRXMJcDdDf9twvzt27kfjYRvY64Vg4PsdxpmstB1mM+MHZiJNctsnOMy4NeY54bmPpsub3jtn2B+Hj8F1tl4fV/tMZ+Fv8B/soDHpZjPvB9gnpN+RnhWovfBfK+DguzXHXPv/gDwBua+Pxqfv75/Rx8QRwmT5h7CRCTM2rVrl+10DBKfDh06RElJCRkZGQGTJS6Xi5ycHBYtWsQjjzyiZImIxLLumMEVO8kSX5diHnqfDGdANo3FDCCOJPjgoK/zaTwY2ZQrMQ/l9xLafXoqZjXLHSHG5cKUCy3B3u/DhUnkzMGUlmmNEZjZxsGSJb6yMA/M/Vt5fhFpnSGYgf6WLGXOwlxPbw22Y5idjlnhMpPgyZJArqfpATFvP8IkhZpLlvjqgElkVGAmFoSiK7CEppMlvs4F/t5wvtZoj1kt8jLNJ0t8dQQew8zuPqeVMYgkmqsx93steeDvgZncVBDWiOy5D3P/FixZEsjXMImQYPpgBuXHEtpn022YFf0Dg+3oIxlz/XsSe58NSUA+JmnRPsRz+ZqAeWYIlizxNRIziTuUz6eEpBUmIlFkWVYWZtaQiC1ut5vXXnuNZ555hl27Aq+c7927N0899RQ333xzlKMTEQmLg8AqYA2mbMBeTKmFCzHLygfRuLSHCzPTdyNmaXk05AO/xf/h6zjmoWMJpj78EczgzzcxA4G9sZ/46N7wOhf4/PsJTDmJpQ3nOKfhdYdj6lR7nI4pKzAGM5Pdjik0Lt3msRbzMLel4etvYhIcnpImAzAlXVoqFzPI5luCYSdmkPFjTN3tjpgZgMNoXC7nPEwZslsxZeBExHnbMKvcPsL8/R7EDCBdjFlVkE7j8YcLMdeqGwh/r5BATsNcN1ICbNvTsO1jTL33JMx15jrMDPBQEhg/xqwU8bUb+BdmldFhzABgJib56/3Zci3ms+CmhmOCORvzGeGbsDiGSUgswvx8z8OsLhnFqZVP/wU8buMcgSRjPieGBNi2GrNK6UvM93ou5j1wG43L1GVgVnpkov4mIi21H1MucA1mJcYezDXlQsz1JIvGJW/bAf8NfIa5RkTDk5h7d1/HMNe7ZZh7wKOYWL+FWb14TQjn6I257viWJTuGub5/gLkWno9JFuTQePLPWZgVnEOwX/71T5hrqq/lmGvbF5hrZQ9MycIrG7YPoXUrlh7CrGD0fS7ZDszFfM7sxUyGuhLzvXb12u9izM+qD6fu9cWHEiYi0XVLbW3tOeedd15LlllLgnn33XcpKirik08+Cbi9S5cuPP7444waNYqkpNYtGLSsaPaAFBHhBKaO8kuYh5i6ZvbtgFnV8ByNZ6L+EbOE3s6AUmukYVZg+D6UzMCUUNnazLFdMQmM/CDnaIeZ7eubLFmKqcW9McAx52AeeO/xeZ2/YGbJbQ9yzn6YkgDe9mBmRgcqXVGEmbH3R8zDbC7N/96acj3mAdM7WbIP+DnmZxqoR83DmMTObzk1o/IMTE+bm1BTeBGnfAX8GZOsXR1k34sxpThyff7teRr3CoiU3+KfLKnFDOT9iabLo7gwA3e5mM+i5lyD+bzw5saUz3kS/2vmJEyJmhk0rjvfHbP6L9BAnK9fcWoQzmMZZvbx5gD7/6whnh9hEkMtncz3JP7JkvcxM9ffb+KYLpjfg/fvOwXz+VLUwjhEElE95h7oZczgfnP9/Tpi/t6f4dRqYhfwv5hrTaQbgo/A/+/bjbnuTsYkSprSDXO9eDDIOU7DrBz0TZa8gymF9WWAYy7ElDH0vs6ehrkeX4f5fGjOUEyJLW87Gv7t3wH2f6Jh228xieOHaFmiOBWT7PZ+LtmFuVd+pYnXLMA8izzLqTzAuZj3TyrhKQ/W5qgkl0h0JdfV1WUG300SWXV1Nfn5+YwaNSpgsqR9+/b84Ac/YPHixYwZM6ZVyZIjR44wdepUXnnlldaELCISis+BnpjB9zcJPuh+DDMgl4aZLeVxFoFXR4TTGZiHCe9JRm7gfszAWXPJEjBJi/8GrsAkiJqSh3+JqYWY1TWBkiVgkgz3Yga+vJ2HGYBsjgvzoOr9AXIYM/jVXJ3vVzAPiJ4ERajlINpjHvC9j6vGJD3+QtMP/Ccwg4e3+exzFcFrmYtIZEzDlEh5guDJEjB/69/Hvw/QdzA9mSJpGP7Xii8xiePf0/xgkYUpe3I/ZhVHcwnav+B/XXwQU36qqc+6DzFJA9+b/u8QvMTWjQ1xeXsXM6M8ULIEzMqf+zn12dGSsj4D8F+Z8ipm4K2pZAmY2d3fw38FzqM0nv0sIk1bg1mxMAEzcai5ZAmYhMh/A9k0vn51wfQ1iaTzMT1ZvAf3jzWc9wGaT5aAaRI+BXPtbW7Vx0TMahpv/8LcswZKloBJMozBrHj2dgnB+2x0wCRbvO3B3LcHSpaA+SyZhrm212Puwe2U8fJ2Jua5xHvS0WbMSpGXaDoBcwyTZPkO5jnG41YaN2UXL0qYiERfltMBSGw6fPgwzz33HP3796e0tDTgqo/bb7+dxYsX8/TTT3PWWWcFeBV7LMvijTfeICUlheLiYg4dOtRoe2teW0QkiGpM08lQrcF/gOb7rY6meffgX4rlV5hkQyjqMd93IC78V6DUAqOxt4LjUcxKFG8jMbPympKO/4NlIWZQMJh3G/ZtidE0ngl9AhNrU0khX4vwL+mQj1bNizhhBS1b3fUrTAkWj2QaN2iOhCd8vj6KKVGyIcTXqabp5Mot+PdkeRn/QbVAajGznH0HPh8KctwDNB7TOQJ8F3u/l8cwv8OWeMLnvKsxg7fBBm7BDBo+TOMkWweCzyAXEeMLmk4CNGcp5vrr7futjqZ5D2BWMnh7DDN5JhRHabp0YwdMKURv24BxBF/BYWGS6R/7/Pt4TpUuDGQ4/on+h/BPfAcyB7NqviXupXFyuQ4zIWCbzePfxJTy8vZTWtaLrM1TwkQk+m5zOgCJLZZl8dprrzFgwAB++9vfUlfnPz7Wq1cvXn31VaZPn85ll9npd9a0NWvWMHLkSH784x9TVVXlt/2iiy7i7rsjPdlERKRFZtB4IOhKmn+gaQ0X8IjPv20AngrzeTLwL6fyNKbUjR2ewSdv7TDNNZviuzJnK2aWtV2/p2UP674/z79jakqH4vc0LsN2GWa2s4jEBwuzYsxb3wiebwD+iYwpmF5N4eS7guUYptSgXevxT8anYRo8B3IWZna0txcwg6l2uDEJ91BdjX/T5p9hBjTtqgeKff5Ns5xFIu/PmMkqHt/GlKGKhNPwT4S+jylJFU4jMD2hvD2BWU1nx3H8r9UdaT6Z5Hsf/RHmntauZwle8stXEv5J9KmYz45Q/JrGZdh6E1qvmIShhIlI9HWvqam53OkgJDasWrWK4cOH8+CDD7Jjxw6/7Z07d+bZZ5/lnXfeYcCA1o0H7dwhTrfcAAAgAElEQVS5k4cffpihQ4eyfPlyv+3Jycncc889LFy4kG7durXqXCIiEXKExrPAXJiHvUjoReNG42AGo8Jd59e3VOcxQnvoAtNc0rckTnMlQAf5fP0yoX1f9Zha0aH4BqZkgLdpIb4GwCFMCQpvSpiIxBffG9GbI3gu3z4bR7G36iNUvtfctwH/mUnN+4uN1/XoR+MG6gB/C/F8C7CfYPEYQePZyFuw3yDZ22war6K8FJMAF5HI2YUpc+VxGv4rjsPlZvx78z2PSZqHk+81ch+mr1Yo3sF/ItDAJvbtgElme/s7oX1fh4DSEPYH01flmz7/1pL76K8wK7a96T46ACVMRBzgdruznY5BnFVTU8PEiRPJyclhxQr/1fD/P3t3Hh9Vfe9//DVZ2DfZQdCooKCiCBZFgYoaukHvFVHRWkRprSgISiXhmpkkMyBBCIqAWBQvqdZiJbf+hPZeGxUti7iAC1RUQKLsIPuSQMLM748vqeHMSTKTM5PJhPfz8ciDx5zvmfP5JiTfOef7+S5JSUncfffdLF++nHvuuYfExESbq4SmpKSEF154gf79+/Pqq6/i9/uDzunXrx9vvvkmU6ZMoUUL66xZEZEa1QyzEfCFFXxZN6fsEKV6DLA5Fu7DTSisI6vfp3ob2b9heX0V9mvTpwBtLcesCYhQ/G+Y51s3Wz6M+V6rwzor5UfVvI6IREcScA6mvbFrx5tYzm9N9JbWs3Zs/ZOq180PV0eCl2dZUo3rrMfs81VeRbNvrEmmbQQvK1MVP2Z5mHBY2/I3qV4HaDFmVHZ5astFnGuBWbapovto68yLmrqPLsHsKxJp1jbybcLfyN6PSeKWdw32S1X1IPj+Ohb30YWEP7ukjO6jQ6D1fkViIBAIpALzYl0PqXklJSXk5eUxffp0jhw5YntOv3798Hq9dOvWzXG8goICMjMzKSwstC1PSUlh0qRJDBkyxHEsEZFqqIfZhPI/MB38l2KmwYfjnEhX6rTelteFQPBUQOesI/s+qeZ11lpe1wO6ETzz5Aqb91ZnaZrPMZ1koa57fI3l9WageTXiQvDDvjUBJCI1qx1mj6KbMG3aBYQ3ONOF6eQLdSnCcFhntlW2KXl12bWr1W3LP+HMUcQVjf62xvysmvHCfZ91ebPvqP7n8AHL63bVvI7I2aoBZhbdLzFtwmWEv5F4Td1Hf0719r2qTALByxZG6j66JWYD+K2W49a29wTVS1yE2/ba3UdX9//O2hGltteGEiYisXFTIBBIdrlckV7WQ2qxgoICPB4P335rP/P9ggsuID09PSLJi82bN5OZmck779jPkG/UqBGjR49mzJgx1K8frWVLRUQqlIBZG/gJnN+kN3VcG3vWZQSqs1F9VVwEP+xYRxeHyu59LW2OWfd8OUz46yiXf1+oe8hY/5+vqmZcO9Hax0ZEKtcK046Pwuyd5ERTIp8waULwSOCNEY4B9p1WW6p5LWtbXlH7Zm3fw11aq0xhGOfWJ3gD5ycI3ki6uuw+s0QkWBIwGsjGecIjnu+jmxLcrx2pthdMm2RNmFjb5B1Ub7nebwlv4JH1PvomIncfrbbXhhImIrHRbMeOHX2AlbGuiETfpk2byMzMZNmyZbbljRs35oEHHmDs2LHUqxfugJAzHTp0iBkzZpCXl0dpaWlQucvl4tZbbyUjI4O2bTUgV0RiIhmzZ8awCF0vWkvMWh8erCNhI6EJwffjh6t5rUM2x+weoq2zOqobr+y9oSYrovkwZl3eR0SirxvwFmbpl0iIRltu1+4cjEIca1sbIHJteUVr5VqPVzdeOO+Ldqea2nKRqjUCXgdSI3S9eL6PtrvPtbsfDkVN30f7MTOmQ01Y6T66hilhIhI7qShhUqcdPHiQ3NzcCpMXCQkJDB06FLfbTZs2bRzFKi0tZdGiRUybNo19++yXvu/Zsyc+n4/eva2zY0VEatSzBCdLTgHvAiswo3+/w0zbP4bZBL2856l8Q/NIsU6/s9YjGjGcxLF7n931rceczHYNp656GBOpO87BbPRtXft+H2ZPi48wo3x3AaUEd5Q1J3j5k2iw28fpRBTiWEc8nTr9VR3W+tXHjEC27hNijVndtlztuEh8eZngZEkJZu+OlZilmrZi9vE4SnDbsBgzyzfadB9dvZgVUftbw5QwEYmRhISEQUBWrOshkVeWvMjJyWH/fvtZkr169SI7OzsiyYsVK1aQmZnJhg0bbMvbt2/PpEmTGDZsGC5XqDM+RUSioi9m6Zby3gZ+S+hT6P0RrVHF7Dr4Is1uNFt1l0ZoZnPMbiS1NaaTBzC7mBWxxv0bkOkgdnla4lSkZnk5M1lyCvP3PJPQNtuN1ibDVnYjmmuiLU/C7McV7sbDENyuHsR+U3VrzOp+doTzPrvPlIeI3L4w0dgnTKQu+Tlwi+XY/wMexCwNVZvUxH20XZtU0/fRTpY0C+e91rh/Ap5yELu86nxW1XlKmIjESCAQ6LN169aWnTt3jtS6g1ILrFixAo/Hw5df2u/71aFDB9LT0yOSvCgsLGTq1KksWbLEtrxBgwaMGjWK8ePH07hxY0exRCSmqtNYNIp4LSJjFGd+P+uAXxDeiN+aWmfX+vkcjXUMSzCj/8onLaxrPofKbqqiXWeh9eGvBeaZIHgqZOUSCG/dbOveBI2ANWHGFDnb1MYbuPrACMuxLGBKGNeI1ibDVgcIXiM+Gpvb2rW1bTCzJcNlbcsrWsbG2nlW3b2cwvnM2Y8ZtFB+CZ9i1JZL7VaX7qN/a3m9AhhKeIOJauo+2rrsRTTuo+0SGjV9H13dtrcZwTMFK2O9j66P2t6oUsJEJHYSExMTBwL5sa6IOLdlyxZycnIqTF40bNiQ++67LyLJi+PHjzNv3jxmz57NyZP2szhTU1OZPHkynTt3dhRLRGKi2PK6YTWu4Wydv+j5qeX1TMJLliQAF0auOpXabHl9BebBJtJLCmwFulviVIfd++w666wbAycDFwNfhBmvC/bL3VTEWpdLMf+fNTVjSKSmWUdsVqctr27HTzRdx5kjcYuAWWFeo2vkqlOpUkybl1LuWDTWprVuCgzQg+olTKxteUXXsLbll1UjFsDlYZx7CjOKvVM13y9SE+rqfXQCwUtxPUl491GNgI4Rq1HlrJuoR6PtPQHs4cxkTKTuo08B223Os7a9rTGJ+N1hxgu37bR+FqjtjbJobe4jIqGJ1EZdEiPHjh0jNzeXgQMHVpgsSU1N5b333uPxxx93lCwJBAK89tprXHfddeTm5tomS3r06MFf//pX8vLylCwRiV/WzQOrMxKsVyQqEmFJBC/D8lGY17icijfAjbTlltcNgGujEGe15XVfqjca8nrL663YP+h9SvASVtX5vsJ9z7uW1+2IzsOzSG1hbcvDHYXaGLgkQnWJpPMsr78EjoR5DWt7FU3/tLz+MZHvB/mc4ATZddW4TmOgp+VYRctdfWh5fRnVW2LxmjDPf9fy+ufViCkSTdbZV9W5j66JPT7C1ZrgWYfh3kf3wQyUqQnW++i2VD+xWxnrfXR12l4I/lxah9lL0cruZx5uO1qd97xred2NmhtEdlZSwkQktn4S6wpI9fj9/pCSF6+//jp5eXl06tTJ5iqh++STT/jlL3/JuHHj2LNnT1D5Oeecg9fr5e9//zvXXFOdz2sRqUWsf+ThPlw0pGY2RQ9XC4LvPY+GeY1fR6guoVhF8OyX30UhzvuW1+cRfmdiE+A/qrhumSJM0qS828OMBzA8zPNXEPzztC4tIVKX7LW8vjTM9w+i5jq2wmHtfLTrUKpMMnBXhOoSinctr1MwP9tIKgE+thwbTvjJ76EELwW0qoJzrZ2E9Qn+HKhKO2BgmO952/L6EmBAmNcQiSZr2xvufXRLqt/pHk12SxmGex9tXU4xmt4jeP+lmriP7smZM7dD0R64qYrrltlN8OyZmriPXkbwz1P30VGkhIlIbKVs27bt4lhXQsKzdu3afycv9u613o9Bu3btePLJJ/n73/9Onz59HMXatWsXDz/8MIMHD2bNmuAlKpOTkxk1ahTvv/8+v/nNb0hMTKx2rFOnTvHdd99RWhruMvYiEmHWzuw2hDdj5D5q5zIudiOQzw/j/R2A30SoLqE4BrxiOXYbkZ8V8VeCl49IC/MaDxM8svhPlZxv/b5uJrwlDK4g/A7H4zZ1Gkn4D7Ui8cLaloczUMoFPBbBukSSdeaMdcZJVUYC50amKiFZTPCeVD4in4yytqsXEl4nWhIw0XJsL1BQwflfAmstxx4hvD6e8YS/THs+wT/PJ4DqP4SIRJa17e1GePebY6jeMl7RZm17IbzvqwtwZ4TqEoqdgHUJjlFEfknGVzHLZ5UX7n30YwS3heHcR9/KmUs/VmUAZrZPOHYBb1iOjQG0rEiUKGEiEmMulyvSI5wkSnbu3MnDDz/MkCFDWLvW+nzyQ/Lin//8J3fffbej5EVxcTFz586lf//+LF68mEDAOpgA+vfvT0FBAT6fj2bNmtlcJXRLliyhb9++XHvttQwYMICdO3c6up6IOLKe4BG740J8b1dgamSrEzEnMGuflxfq6KpEYAE1txxXmemcuTZ0MvASkU1IfQ8sshwbTOgdbZcC/2U5tgX4WyXveYkzkzSJwBxC60BMPn1udT7knuDMzeWTgddxtgFpKOuMZ2BGf5f/Cne0v0i4rEspXUboy/FOwCzPVxsVWl6fR+ijsbsAMyJam6odAZ61HLsamBbhOC8TvBTQdELf6DiN4DXpnyc4oV7efMvr3sADIca7HJMwCdcR4CnLsesx36sTobTlqzizHddeoGJnDWfea7gI/T66F8H3VLXFXoKfD0K9j64P5BHe3nORYG1nG2ESEU0jGGML8HfLsRGYwUChuAYYazn2CbCykvcs4MzngwaYvbxC6WNvBDwTYt2sfJw5y6QJ5j7aySa5obS90wm+j67JgQ8xoYSJSIwlJCRoH5NarqioiLlz5zJgwIAKkxdl+5T4fD6aNnX2+V9QUMCPf/xjpkyZwrFjwascXHTRRbz00ku8+uqrXHyxswlK69evZ+jQofzud79j27ZtABQWFvLHP/7R0XVFxJETwGuWY7+m6mn0V2OWHonkQ0ikvWV5/RuCN4K3agz8BfhZVGpUuQ0EP9R0x6zLHOoSDw0xI8CGVnLOFIIfgvOAIVVc+zLgHwQ/KLkJHm1X3j4g13KsP7AQ81BdkQan69W/inpVZDPBD88XY9bivzrMa/UC/hvzUFuV8zEdieW/nDxcioTiDYJHBD9P5SOCEzAd509Gq1IRsBIzY6y8+VSd+OyJWaLF2Sif6pmBaX/KewRT71D3/bgQeI6KP2OPYpLC5XUG/o+qN1kei+kIK28P8HQV78sDvrIcmwUMq+J9lwD/S/U7T58GvrAcewTTEdo8jOs0wAwO+BCYFML5vTizHY/GfggS//Zhfr/LGwv8sor33YC5p6rsPiiWSgleYnACVSesWwBLQzgvGlZhBumU9yPM93FRiNdoipkBUtlA40zO3J/PBfwPZs+qyvTBDDAqP2AoQNVJs0KCE9a/BGZT+ay9JphnvCuruH5F1gB/sBzrhVmiMZyBQC7MoIxFmKW+qnIRwffRtfXvJGKUMBGJsUAgMDAQCNTG9YnPeoFAgCVLllSavOjSpQsvv/wyeXl5pKSkOIq3bt06brnlFu655x62bt0aVN68eXMef/xx3nnnHW66ybrEZngOHDiA2+3mZz/7GatXW5dANuUiElNzOLPD24XpzH4Z80B3DubmviPmBv1lzGjmjpgRT9YZC7XFHM4cGZWMma4/k+DNjc8FHsIsO1KWbPge87BQkyYSPFK8G/AZ5v/kFwR3EJ0H3IIZgbYd8wBVWYfZJuD3lmMNgP+H6YD6MVDv9PFEoAeQg/lZWEd4/YXKlxEoM5ngjra7MEu83MmZ6+g3Pn1sDT8s57AV+DaEOFYegkcCXoTpMFtyug7WJX6SMJ2Vt2I6kjeerstIfvi5iNQ2xzAJkvLOx/yNpWOSrw0xf1/dMDMD1mL+tl2YNdKDb9Jirxh4wXLsMswyOPdy5kxAF6ZDag5mo9yydvDNKNfR6hCmY95uH6WNwOOYTZ7LtyfJmCTPA5h9O77GrL9fWR/KDII3Or4K+BcmIdCl3PFGmM+P/8Mk5q37nfyW4L0YrIpP16n852oSpkPuJeBay/kpQBbm96xsg8UVVcSwcxT4T+Cg5fhdmM+FGZj9AKzJpcaYjrbfYj6ndmOW0/lRNeogUplZltdJmA70P2BmRDXD/L13wtxb5APvAK0wHe/WgUu1xWzL64aYek8GLrCUpQCPYtqustkWWwlOdkbbaJuYvU4fm4eZeWlNXJctafgS5j76Scz/TUU+AbItx5pifjbPY9rCsj63pNPxn8EMALBe9zlMu1yV9NN1K+9BzOf2LZyZkG6GuWf9HPj56WMbCF7eMBTjCJ79cvnpa/8FkzC3PnMkY1YhuB0zQ3ALJpl1B1pOsULhrlcpIpHXdOfOnX2Bf8a6IvKDzz//HI/Hw4cffmhb3rx5cyZMmMDIkSNJSnLWlB44cICZM2eycOFCTp0KHhCckJDA0KFDyczMpFWryu4TqlZSUsKCBQt4+umnOXzYbhlUEakl1mAe9h4td8wF/Or0V2UyMR3w4W4mWBM+wozIKr/pYxJmZOojmKU+9mKWMLE+PJVgvnfrtPloK8HM9HidM0fnJQL3nP4Cs5l6MeahqDoPH3/AJA7KJ05cmA6osg2SD2AeACv64HmX0DeALMZsEPweZuPfMpdi1mYOYDqzOF1evjPvJHA3MDfEWOX5Mb+beZgHyjIuzFJkg8uddwjzkBfqCHCR2iYTk/At35HVErN0YmXLJx7B/H3mRK9qjkzG1K/8bJnOwIuYZMpeTNvZluCk5npMB5p109xoW4sZYPAaZ85yaY/5fiaffn0I0x5VZyaMH9Mh9X+cOYK4BWb2yROY9rOIimdiBDCfA9a16ivyHqYDzTob8u7TXycwbXlLgtvSzzCJHGuSJxQbMSO+/4cfki9gvq8Jp7/gh8/GxijBLTXnbcx9xj3ljiUC95/+qsy40+feFp2qOfImZl+m8rPI6mOSvo9j2q/9mPu2Rpb3Hse0TzOjX80zHMPMJl/Kmfvl1cMkpMuWETyOaa+aU73B/TmYz9pR5Y4lYGaz/wbTth6k8vv0N/ih7arKIczn4FucOVCgN6Zd9GPa3kSCl2Y8hnmmsQ4gCsXJ03EXceayY2W/s2W/t6WYe4l6aFZ1tWiGiUjtoGW5aondu3czceJEfvGLX9gmS5KSkrj77rtZsWIFv/nNbxwlS0pKSnjhhRfo27cvCxYssE2WXH/99RQUFPDMM884TpYsX76cQYMG4fV6lSwRiQ9phDZToEwA0xkzJTrViZixmAcJO00xo8qsnTqHMZ3r/4hivSqzFzNa9kXOXLO4vIaYmT/VHakVwCw58CgVr1l/DvbJkgBmFN5Psd8UtCJfYR62ttiUuTAdie05M1lyDPMw5mSgxxHMiM5JBC9FViYB8/1WlSwpdFAPkWg7hulULgzjPd9jZh6sj0aFImQvJpEcPCXa/O22w3SiWzvIP8A891hnJtSUfwD9qPxn2xxny4btwswKtC4JVKYeFSdLDmGSHOF2aM4GHsZ0pFnVx8zas7aln2CWuqyoDQ7FR5jOwco6/co+GytLlpwCtjmoh4id0QRvOl6ZU5j7sHnRqU7E3EPwErdlmmOSBtZkyfeYmQ2xmrW4FdP2/oUzZ8SV1wjTVlS3n/oUZtBQNmcuz1XGRcX36X7MTMhbMUneUK3B3Htb92gE8310IDhZchAzOCiUJWUrsu903CcInjlZJgnz/VaVLCl0UI86TQkTkdpBG7/HWFnyYsCAAbz88su2yYt+/frx5ptv8uSTT0YkeZGamorH47FNXpx77rnMmjWL1157je7duzuKtXHjRn71q19xxx138NVX1tVXoHHjxlx0UahLiIpIDSrF7FvyW2BnFed+CvwEM7qsogeR2qIEMzJuNPadbeWdxCSNelD5JuY1oRgzau0qTMInlAeqUkxi4T5MsiUUT2GWJ/sjwfsEWJ3CrD3cD/O7UtFDU2XWY36+MzGJjIr4MR0PVxH6yOfKBPhhNGAOVf+Ol/cFZg39azHL/YjUZpswm8o+x5kbEVuVYpZXvILqjfivaeswy5o8T9Vtz07M8ob9MQmFWFqHmf0xAjPDIhT7MUnp/gRv7G7nEKZz8ueY5Qar+lw+hOms64qZ4VcdszHJi3eqiHcIs1/KdYTX7lZkDybB1xfz2RBqZ2MxZhbABMzspJoe9S51XxFmht94TAdzZd4HBmCWk6vtjmM6y3/PDzOBK1KEaaMvx8xGi6UjmCWg+mKSrHYJXquTmOTQr6h4sFV5Acyyg5djZhNWNACpTOnpulyNGdBV2Wd0RT7ALEv5HJW3f6cwCaMrCN6LpjpOYZ77LsKsSrAnxPcFMJ990zH39LHYIzIuuD7++OOQH6pdLteTvXv3TotmheSstBRzk3WGBx98kIyMjBhUJyZO+f3+dp06darqg7wm/YbgdZdJSUlh1apVMahO9BQUFJCZmUlhYaFteUpKCpMmTWLIkKr23q3a5s2bycrK4u2337Ytb9SoEaNHj2bMmDHUr+9sH63Dhw8ze/Zs5s+fT0lJ8CALl8vF4MGD8Xg8PPfccyxYsODfZSNGjCAnp/JVIFJSUjh50vY+56fU/NrUIrXVhQRvNNuK8NesTcJ0bgzAjNxthuno2IZZx9bJKKVYSsY8OPXHjMJqhnmo3Y5ZruVdqre+b01oiPn/6IkZPdYGkww6ilnD/QvMA3gonWsVaYAZqdz79PVbYWaQ7MUsh/ImVXcChKMhpoOvB2ZvFD9m1FwhphOuqgSXU90xP9OOmO/1HMzP8/Dp2F9iOjsj0ckXijs5s/NyI2aTejn7eDhzffS/Y/P8EoJWmBkWPTCzt/yYdnwzZvZDqB0etU0bzP5avTDtYQLm+9qDWQrrA6rXEVUTOmL+T1KA1pilq45iPns2YzqW1nLmvmLh6oC5Pz4f87NqimnHd2MSKiuI7M/nPMwI5hTM/8dBzP/Hl5i2vKpkvBP1MZ/rV2N+nq0xs0uOYH6m32DW7v+M8EZyO/E3ftg3AMxSed4aii3O/AjzN1ImQPUGftfHDC65HvM30RRzr7kVM7DlX86qGTMNMN/TdZh2pgmmbdmOab+WEd7M45rUGBiI+Txsc/qrGDPrbQs/3EcfdRjjRkySvKx9P4iZcbMB87nr5D7dqimm7e2GSQSfwNxHf4NJEEdzwIALkygqe1ZshVkq7Cjme/4OM7P8M6reHytSxnDmvjurMZ8PMbFmzZppgUBgYqjnaw8TkdohMTEx8SZMxllqyKZNm8jKyuKdd96xLS9LXowdO5Z69ZwtuXvo0CHmzJlTafLi1ltvJSMjg7ZtrbM2w+P3+8nPz8fn8/H999/bnnPllVfi8/m4+uqrHcUSkSq1tDlWnRv/spkKdW2/qxLi9/sqwiQsopkgLq6BGOUVYTY+za+heFYbTn/VFta/XycP7RLfrFOLq/u7sA+z7vgiZ9WpdfZiRvPW1o2SK7MDs9dBNO0E/jvKMcr7Dni2BuOVdwIz2OHdGMW3Y/37rWw2pdQukfocPoHpsLYftRi/ymZqxeP3dQwzeHpplGMsIbyl2Zw4Avy5hmJZBTCDitbFKL6dSN07xYQSJiK1RCAQSEUJkxpx8OBBcnNzycvLo7Q0eDBXNJIXXq+XffvsBwH37NkTn89H7969HcUCWLVqFR6Phy+++MK2vF27dkyYMIG77rqLhAStyihSA6wPesWENgVdRGLP+vdbW0dpSvTpd0EkfunvN37p/04kfsX1368SJiK1x09jXYG6rrS0lEWLFjFt2rQKkxdXXXUVXq83IsmLFStWkJmZyYYN9oNl27dvz6RJkxg2bBgul8v2nFDt2LGDnJwcFi9ebFuenJzMiBEjSEtLo0mTqvbPFZEIOt/y+uuY1EJEqkN/v1LmPMtr/S6IxIdkzLJr5envN37oc1gkfsX1368SJiK1R6cdO3Z069ix45exrkhdVJPJi8LCQqZOncqSJfYzPxs0aMCoUaMYN26c4+RFUVERzz77LHPmzOHECfv9NlNTU/F6vZx/vvXzSkRqwC2W1/G614jI2aYBwRth6u/37NQRuNZyTL8LIvFhEGYfgzKnqF1L1kjldB8tEp9aYPaoKS+u/n6VMBGpXQZhNuOTCKkqedGwYUPuu+8+xo8fT+PGjW3PCdXx48eZN29elckLn8/HeedZByqGJxAIsHTpUrxeL9u3b7c9p2vXrmRnZ3PDDTc4iiUi1dIaSCO4wzVWe0OISOi6ADM5c1TyKeD12FRHYqg3Zi+I8pvZfQ+8F5vqiEiIkoBUYL7l+FuYDZCldusAZAF9LMd1Hy1S+12G2ey9Wbljx4H/jU11qkcJE5Fa5PQ+Js/Euh51QVnyYvbs2Zw8ab9dQGpqKpMnT6Zz586OYgUCARYvXsyUKVPYs2eP7TmXX345Xq+Xa6+1DlAM32effYbb7ebjjz+2LW/RogWPPvoo9957L4mJiY7jiUjIbgWexHSsnQtYp6ttAP6vpislIiHxAr8CmgB2G5gtwmzcLHXfH4HrMWtvt7ApnwOU1GiNRCRU64BGmA73hjblT9dsdSQMo4D/wszwtC6jBrAaeL9GayQioZoN/BxoTvBm7wAvAEdqtEYOKWEiUou4XK6BGzdurN+1a1f76QlSpbJN1itLXvTo0QOv18s111zjON6nn36K2+1mzZo1tuXnnHMOjzzySESSF7t37yY3N5dXXnkFv98fVJ6cnMwdd9xBeno6LVta99cSkRrQFLiwgrKjwL2ok02ktmpNxX+/W4BHa7AuElsdqPh34QMgpwbrIiLhScEkvu08hwau1GYtqLjt3Q/8BjeFmcoAACAASURBVAjUXHVEJAxtqfjv919ARg3WJSKUMBGpXRo3adKkL/BurCsSjz755BM8Hk+FyYuWLVsyfvz4iCQvdu3axRNPPEF+fj6BQPB9W9km64899hjNmjWzuULoSkpKyMvL48knn+To0aO25/Tv3x+v18sll1ziKJaIRMVa4H7AvnESkdoqACwBfgfYj8KQs0UpkAeMAzSwSSS+HAGmomRnvFoJ/BYzU1tE4ocf+AvwIHE2uwSUMBGpdU4vy/VurOsRT0JNXkycOJGmTZs6ilVcXMyCBQuYNWtWpckLn8/HxRdf7CgWwNKlS/H5fGzdutW2/KKLLiIrK4ubbrrJcSwRcWwHZm3sIsxIuM3AO8AqNCJOpLb7EvP3exTYh1nWpQD4IpaVkphYe/rfQ8BezCalbwLfxqxGIhKqZUB9zH3YbswyTm8CB2JZKQnJt5jP4eOYz+GvMffRH8ayUiISknWYpUwPY/Z6+xzT9m6KZaWcUMJEpPYZBDwe60rEg6KiIl588UWefvppjh07ZntO//79mTx5Ml27dnUcr6CggIyMjAqTFxdeeCFZWVncfPPNjmN98cUXeDweVq1aZVverFmzf+9Tkpyc7CjW/v37+eIL9QeJRMA/Tn+JSPx5Bu0jJ0ZarCsgItX2y1hXQKpt8ekvEYk/k09/1RlKmIjUPr127tzZpkOHDntjXZHarKrkRSRnXqxfvx6Px8Pq1atty5s3b86YMWO4//77HScv9u3bx7Rp0/jzn//MqVOngsoTExO56667mDhxIq1a2e2lFbqypb5yc3M5dOjQGWUJCQmOri0iIiIiIiIiIhJvlDARqX0S/H7/TcCiWFekNlq3bh0ej4cPPvjAtrx58+ZMmDCBkSNHkpTkrIk7cOAAM2fOZOHChbbJi4SEBIYOHYrH46F169aOYpWUlPDf//3fzJw5k8OHD9uec9111+H1ern00ksdxQJ49913yczMZOPGjbblV155peMYIiIiIiIiIiIi8UQJE5FaKCEhIRUlTM6wf/9+nnrqqQqTF0lJSQwfPpy0tLSIzbyYMWNGhcmL66+/Hq/XS/fu3R3FAnj77bfJyspi8+bNtuWdO3fG7XYzePBgx7G++eYbsrOzKSgosC1v2LAhjzzyCLfffrvjWCIiIiIiIiIiIvFECRORWigQCPwk1nWoLcqSF9OnT+fIkSO25/Tr14/s7OyIJC+WL1+O2+3m66+/ti3v2LEjaWlp3HbbbY5jhZK8ePDBBxkzZgz169d3FOvYsWM899xzzJ49m5MnT9qek5qaypQpU+jUqZOjWCIiIiIiIiIiIvFICROR2uncnTt3XtqhQ4ezeifu5cuXk5GRUeGyUSkpKUyaNIkhQ4Y4jrV582aysrJ4++23bcsbNWrE6NGjI5K8OHz4MLNnz+b555+3TV64XC4GDx6M2+12nLzw+/3k5+czefJk9u613xanR48e+Hw++vTp4yiWiIiIiIiIiIhIPFPCRKSWCgQCg4CzMmFSk8mLQ4cOMWfOHObPn09JSUlQeVnywuPxcO655zqKFUry4oorrsDn8/GjH/3IUSyAtWvX4vF4WLt2rW15u3btmDBhAnfeeSeJiYmO44mIiIiIiIiIiMQzJUxEaq9BwNOxrkRNOnToEDNmzCAvL4/S0tKgcpfLxa233kpGRgZt27Z1FKsseeHz+fj+++9tz+nZsyder5err77aUSyAVatW4fF4+OIL+xxYWfLirrvuIiEhwVGsnTt3MnXqVPLz8wkEAkHlycnJjBgxgokTJ9K0aVNHsUREREREREREROoKJUxEaq8fb9y4sX7Xrl1PxLoi0VZaWsqiRYuYNm0a+/btsz3nqquuwuv10rt3b8fxVq5cicfjYcOGDbbl8Zq8KCoq4sUXX+Tpp5/m2LFjtuekpqaSnZ1NSkqKo1giIiIiIiIiIiJ1jRImIrVXo4YNG/YD7NelqiNWrFhBZmZmhcmL9u3bM2nSJIYNG4bL5XIUa8eOHeTk5LB48WLb8gYNGjBq1CjGjRtHkyZNHMUqKiri2WefZc6cOZw4YZ/zSk1Nxev1cv755zuKFQgEWLp0KT6fj23bttme06VLF7KysrjxxhsdxRIREREREREREamrlDARqcUSExNTqaMJk8LCQqZOncqSJUtsy8uSF+PHj6dx48aOYh0/fpx58+ZVmbzw+Xycd955jmKVJS+8Xi/bt2+3Padr165kZWUxcOBAR7EAPv/8czweDx9++KFtefPmzZkwYQIjR44kKUlNvoiIiIiIiIiISEXUeyZSi53e+D091vWIpFCTF5MnT6Zz586OYpUlL7Kzs9mxY4ftOZdffjler5drr73WUSyAzz77DI/Hw0cffWRb3qJFCx599FHuvfdex5us7969m9zcXP785z9z6tSpoPKkpCSGDx9OWloarVq1chRLRERERERERETkbKCEiUjt1nPPnj3t27ZtuyvWFYmUwYMH8+WXX9qWXXHFFXi9Xvr06eM4zscff4zH4+HTTz+1LW/dujVpaWnceeedjvcpKUtevPLKK/j9/qDysuRFeno6LVu2dBSrpKSEvLw8pk+fzpEjR2zP6devH9nZ2XTv3t1RLBERERERERERkbOJEiYitZurtLT0JuBPsa5IpBw+fDjoWJs2bUhPT+eOO+6IyCbrkydP5vXXX69wk/X77ruPRx55hGbNmjmKFWrywuv10q1bN0exAAoKCsjMzKSwsNC2PCUlhUmTJjFkyBDHsURERERERERERM42SpiI1H6p1KGEidWdd95JVlYWTZs2dXSd4uJi5s2bx9y5czl+/LjtOTfffDNZWVlceOGFjmKBSV54PB6+/fZb2/ILLriA9PT0iCQvNm3aRFZWFu+8845teaNGjRg9ejRjx46lXr16juOJiIiIiIiIiIicjZQwEan9fhIIBFwulyt4ukQdMGTIEMfJkjfeeIPJkyezbds22/IuXbqQnZ0dkU3WN27cSFZWFsuWLbMtb9y4MQ888EBEkhcHDx4kNzeXvLw8SktLg8pdLhe33norGRkZtG3b1lGs0tJSXn31VVauXMmAAQMYPny4o+uJiIiIiIiIiIjEGyVMRGq/9rt3774cWBfritQ269evx+PxsHr1atvyZs2aMXbsWO6//36Sk5MdxSpLXixcuNB2k/WEhASGDh2K2+2mTZs2jmKVlpayaNEipk2bxr59+2zPueqqq/B6vfTu3dtRLIDly5eTmZn5771lXn/9dRo2bMh//Md/OL62iIiIiIiIiIhIvFDCRCQOBAKBQShh8m8HDhxg5syZVSYvPB4PrVu3dhSrLHmRk5PD/v37bc/p1asXXq+XXr16OYoFsGLFCjIzM9mwYYNtefv27Zk0aRLDhg3D5XI5ilVYWEh2djZvvvlmUNkHH3yghImIiIiIiIiIiJxVlDARiQOBQCAVyI11PWKtbJP1GTNm2G4eD3Ddddfh9Xq59NJLHcezzryw6tChA+np6RFLXkydOpUlS5bYljds2JD77ruP8ePH07hxY0exjh8/zrx585gzZw4nTpywPcfv9zuKISIiIiIiIiIiEm+UMBGJDz/eunVrw86dOxfFuiKxsnz5cjweD1999ZVteceOHUlLS+O2225zHGvLli3k5ORUmrx48MEHeeihh2jQoIGjWGXJi9mzZ3Py5Enbc1JTU5k8eTKdO3d2FMvv9/Paa68xdepU9uzZ4+haIiIiIiIiIiIidY0SJiLxoUFCQkI/oCDWFalp33zzDVlZWbz11lu25WXJizFjxlC/fn1HsY4dO8Zzzz1XYfLC5XIxePBg3G43nTp1chTL7/eTn5/PlClTKkxe9OjRA6/XyzXXXOMoFsDHH3+M2+3ms88+c3wtERERERERERGRukgJE5H4kcpZlDA5fPgws2fPZv78+ZSUlASVlyUvPB4P5557rqNYZcmLyZMns3fvXttzrrjiCrxeL3369HEUC+CTTz7B4/GwZs0a2/JzzjmHRx55hHvvvZfExERHsXbt2sUTTzxBfn4+gUAgqDw5OZkRI0Zw+PBhXnvtNUexRERERERERERE4pkSJiJxwuVyDQImxroe0VaWvPD5fHz//fe251x55ZX4fD6uvvpqx/HWrl2Lx+Nh7dq1tuXt2rVjwoQJ3HXXXSQkJDiKFWry4rHHHqNZs2aOYhUXF7NgwQJmzZrF0aNHbc/p378/Pp+Piy++GLfb7SieiIiIiIiIiIhIvFPCRCR+XLF3794Obdq02RnrikTLypUryczM5IsvvrAtj2TyYufOnUydOrXK5MXEiRNp2rSpo1hFRUW8+OKLPP300xw7dsz2nP79+zN58mS6du3qKBZAQUEBbreb7777zrb8wgsvJCsri5tvvtlxLBERERERERERkbpCCROR+OEqKSm5GXgp1hWJtB07dpCTk8PixYtty8uSF2lpaTRp0sRRrKKiIp599lnmzp1LcXGx7TmpqalkZ2eTkpLiKBaY5EVGRgZbt261Lb/ooovIysripptuchxr/fr1eDweVq9ebVvevHlzxowZw/33309ycrLjeCIiIiIiIiIiInWJEiYi8SWVOpYweeGFF1i5ciUnTpywLS/bZL1z586O4gQCAZYuXYrP52Pbtm2253Tp0oWsrCxuvPFGR7EA1q1bh8fj4YMPPrAtj2Ty4sCBA8ycOZOFCxdy6tSpoPKEhASGDh2Kx+OhdevWjmKJiIiIiIiIiIjUVUqYiMSXQYFAwOVyuYLXkIpT77zzju3xrl27kp2dzQ033OA4xueff47H4+HDDz+0LW/RogWPPvooI0eOJCnJWbO4f/9+nnrqqQqTF0lJSQwfPpy0tDRatWrlKFZJSQl5eXnMmDGDw4cP255z/fXX4/V66d69u6NYIiIiIiIiIiIidZ0SJiLxpd327duvAD6LdUWipVWrVqSlpXHnnXeSmJjo6Fq7d+8mNzeXV155Bb/fH1RelrxIT0+nZcuWjmKVJS+mT5/OkSNHbM/p168f2dnZEUleLF++HLfbzddff21b3rFjR9LS0rjtttscxxIRERERERERETkbKGEiEmcSExMHUQcTJmX7lDz22GM0a9bM0bVikbzIyMhg48aNtuUpKSlMmjSJIUOGOI61efNmsrOzeeutt2zLGzVqxOjRoxkzZgz169d3HE9ERERERERERORsoYSJSJwJBAKpwPRY16O67DZtv+mmm8jKyuKiiy5yfP2CggIyMzMpLCy0LY908iIrK4u3337btjySyYtDhw4xZ84c5s+fT0lJSVC5y+Vi8ODBeDwezj33XEexREREREREREREzkZKmIjEn/47duxo1LFjx+Oxrkh1PPDAA/z+97/H7/dHdJP1TZs2kZmZybJly2zLy5IXY8eOpV69eo5iHTp0iBkzZpCXl0dpaWlQucvl4tZbbyUjI4O2bds6iuX3+8nPz8fn8/H999/bntOzZ0+8Xi9XX321o1giIiIiIiIiIiJnMyVMROJPA6A/8GasK1Idw4cP55prruH777+nZ8+eJCcnO7rewYMHyc3NrTB5kZCQwNChQ3G73bRp08ZRrNLSUhYtWsS0adPYt2+f7Tk9e/bE5/PRu3dvR7EAVqxYQWZmJhs2bLAtb9++PRkZGdxyyy24XC5HsQKBgKP3i4iIiIiIiIiIxDslTETiUypxmjABuOCCC7jgggscXaMseZGTk8P+/fttz7nqqqvwer01lryYNGkSw4YNc5y82LFjBzk5OSxevNi2vGy/l7S0NNslzsJRVFTEs88+y5/+9CdH1xEREREREREREYl3SpiIxKefAL+PdSViparkRYcOHUhPT49I8qKwsJCpU6eyZMkS2/IGDRowatQoxo8fT+PGjR3FOnr0KM888wzz58/n5MmTtucMGTKEjIwMOnfu7ChWIBAgPz+fKVOmsHv37qDypk2bOrq+iIiIiIiIiIhIvFHCRCQ+Xb5t27ZOnTp12hbritSkqpIXDRs25L777otI8uL48ePMmzePOXPmcOLECdtzUlNTmTx5suPkhd/vZ/HixUydOtU2eQFw2WWX4fV66du3r6NYAGvXrsXj8bB27Vrb8nbt2vHrX//acRwREREREREREZF4ooSJSJxKTEy8GVgY63rUhLLkxezZsyuceRGp5EUgEGDx4sVMmTKFPXv22J5z+eWX4/P5uOaaaxzFAlizZg1ut5tPP/3Utrx169ZMnDiRO++8k8TEREexdu/ezZQpU8jPz7fdsyQ5OZmRI0cyYcIEmjVr5iiWiIiIiIiIiIhIvFHCRCROBQKBVOp4wsTv95Ofn8/kyZPZu3ev7Tk9evTA5/PRp08fx/E++eQTPB4Pa9assS0/55xzeOSRR7j33nsjkrzIzc3llVdewe/3B5WX7VPy2GOPOU5elJSUkJeXx/Tp0zly5IjtOf379yc7O5tu3bo5iiUiIiIiIiIiIhKvlDARiV+DAoFAgsvlCu5trwOqSl60bNmS8ePHRyR5sWvXLp544olKZ15EKnlRXFzMggULmDVrFkePHrU9p3///ni9Xi655BJHsQAKCgrweDx8++23tuUXXHAB6enpDBkyxHEsERERERERERGReKaEiUj8ar1z586egP1GFHFq586dTJ06tcrkxcSJEx1vTF6WvHj66ac5duyY7Tn9+/fH5/Nx8cUXO4oFJnnhdrv57rvvbMsvvPBCMjMzSU1NdRxr48aNZGZm8u6779qWN27cmAceeICxY8dSr149x/FERERERERERETinRImIvFtEHUkYVJUVMSLL75YafIiNTWV7OxsUlJSHMcrKCggIyODrVu32pZfdNFFZGVlcdNNNzmOtX79ejweD6tXr7Ytb9asGWPHjuX+++8nOTnZUayDBw+Sm5vLwoULOXXqVFB5QkICQ4cOxe1206ZNG0exRERERERERERE6hIlTETi2Ol9THJiXQ+nqkpedOnShaysLG688UbHsdatW4fH4+GDDz6wLW/evDljxoyJSPLiwIEDzJw5s8rkhcfjoXXr1o5ilZSU8Oqrr5KTk8P+/fttz+nbty9er5fLLrvMUSwREREREREREZG6SAkTkTjmcrn67dmzp0nbtm3tN8Oo5datW4fb7ebDDz+0LW/evDkTJkxg5MiRJCU5a65qOnmRl5fHjBkzOHz4sO051113HV6vl0svvdRRLIDly5eTmZnJl19+aVveoUMH0tPTGTZsGC6Xy3E8ERERERERERGRukgJE5H4Vu/UqVMDgL/HuiLh2L9/P0899VSFyYukpCSGDx9OWloarVq1chQrlOTF9ddfj9frpXv37o5igUleeDwevvrqK9vyjh07kpaWxm233eY41pYtW8jJyWHJkiW25Q0bNuTBBx/koYceokGDBo7jiYiIiIiIiIiI1GVKmIjEudPLcsVNwmT+/PnMmDGDo0ftJ8UMGDCA7OxsLrnkEsexCgoKyMrKYsuWLbblKSkpeDwefvrTnzqO9c0335CdnU1BQYFteVnyYsyYMdSvX99RrMOHDzN79myef/55Tp48GVTucrkYPHgwbrebTp06OYolIiIiIiIiIiJytlDCRCT+DYp1BcIxf/5822RJSkoKWVlZDBrk/Nv5+uuvyczM5L333rMtb9KkCQ8//DD3338/9erVcxSrLHkxf/58SkpKgsrLkhcej4dzzz3XUSy/309+fj6TJ09m7969tudcccUVeL1e+vTp4yiWiIiIiIiIiIjI2UYJE5H4d+n27ds7n3vuufY7ptdyjRo1YvTo0YwdO9Zx8uLQoUPMmTOnyuRFZmYmHTt2dBSrLHnh8/n4/vvvbc+58sor8fl8XH311Y5iAbz//vt4PB7+9a9/2Za3a9eOCRMmcNddd5GQkOA4noiIiIiIiIiIyNlGCRORuiEVeDHWlaiOefPmkZqa6ugapaWlvPTSS8yYMYMDBw7YnnP11Vfj9Xrp2bOno1gAq1atwuPx8MUXX9iWRzJ5sXPnTqZOnUp+fj6BQCCoPDk5mREjRjBx4kSaNm3qKJaIiIiIiIiIiMjZTAkTkTogISEhbhMmycnJjt6/cuVKPB4PGzZssC1v164d//Vf/8WwYcNwuVyOYu3YsYOcnBwWL15sW16WvEhLS6NJkyaOYhUVFfHss88yd+5ciouLbc9JTU3F6/Vy/vnnO4olIiIiIiIiIiIiSpiI1AmBQCA1EAgkuFwuf6zrUlO2b9/OtGnTKkxeNGjQgFGjRjFu3LiIJS/mzJnDiRMnbM+JVPIiEAiwdOlSfD4f27Ztsz2nS5cuZGdnM3DgQEexRERERERERERE5AdKmIjUDa127tzZC/g41hWJtuPHjzNv3rwqkxc+n4/zzjvPUayy5IXX62X79u2253Tt2pXs7GxuuOEGR7EAPv/8c9xuNx999JFteYsWLXj00UcZOXIkSUlqvkVERERERERERCJJPW4idccg6nDCJBAIsHjxYqZMmcKePXtsz7n88svxer1ce+21juN99tlnuN1uPv7Y/kdalry49957SUxMdBRr9+7d5Obm8sorr+D3B08SSkpKYvjw4aSnp9OyZUtHsURERERERERERMSeEiYidUcq8ESsKxENn376KW63mzVr1tiWn3POOTzyyCM1krxITk7mjjvuiEjyoqSkhLy8PKZPn86RI0dsz+nXrx9er5du3bo5iiUiIiIiIiIiIiKVU8JEpO64bs+ePU3atm17NNYViZRdu3bxxBNPkJ+fTyAQCCov22T9scceo1mzZo5ilSUvnnzySY4etf8R9u/fH6/XyyWXXOIoFkBBQQEej4dvv/3WtvyCCy4gPT2dIUOGOI4lIiIiIiIiIiIiVVPCRKTuqOf3+28Alsa6Ik4VFxezYMECZs2aVeeSF5s2bSIzM5Nly5bZljdu3JgHHniAsWPHUq9ePcfxREREREREREREJDRKmIjUIX6/P5U4T5gUFBTgdrv57rvvbMsvvPBCsrKyuPnmmx3H2rhxI5mZmbz77ru25c2aNWPs2LH89re/dZy8OHjwILm5ueTl5VFaWhpUnpCQwNChQ3G73bRp08ZRLBEREREREREREQmfEiYidcugWFegutavX4/H42H16tW25WXJi/vvv5/k5GRHscqSFwsXLuTUqVNB5ZFMXpSWlrJo0SJycnLYv3+/7Tm9evUiOzub3r17O4pVUzZv3kxWVhYnT56MdVVEREREREREREQiRgkTkbql286dO1M6dOhQGOuKhOrAgQO43e4qkxcej4fWrVs7ilVSUsKrr75aafKib9++eL1eLrvsMkexAFasWIHH4+HLL7+0Le/QoQPp6ekMGzYMl8vlOF60HTx4kOnTp/PSSy/ZzpIpJ3jDGRERERERERERkVpOCROROiYQCNwMvBDreoRq7Nix+P1+27J+/fqRnZ1N9+7dHcdZvnw5Ho+Hr776yrY8ksmLLVu2kJOTw5IlS2zLGzZsyH333cf48eNp3Lixo1g1obS0lJdeeonp06dz8ODBUN6yNdp1EhERERERERERiTQlTETqnkHEUcLELlly/vnn43a7+fnPf+74+lu2bCErK4uCggLb8oYNG/Lggw/y0EMP0aBBA0exjh07xnPPPcfs2bMrXK4qNTWVKVOm0KlTJ0exakpViSYb/wtsiGKVREREREREREREokIJE5G65+ZAIJDocrmC17eq5Ro1asTo0aMZM2YM9evXd3Stw4cPM3v2bJ5//nnb5IXL5WLw4MG43W7HyQu/309+fj6TJ09m7969tuf06NEDn89Hnz59HMWqKYWFhWRnZ/Pmm2+G+pZTmETdhOjVSkREREREREREJHqUMBGpe87ZvXv31cAHsa6IHbvlrlwuF7fddhuTJk2iXbt2jq4fSvLiiiuuwOfz8aMf/chRLIC1a9fi8XhYu3atbXm7du2YMGECd955J4mJiY7jRdvx48eZN28ec+bM4cSJE6G+7T1gPPBp9GomIiIiIiIiIiISXUqYiNRBgUBgELU0YXL55Zezffv2f7/u3bs3Xq+Xq666yvG133//fTweD//6179sy8uSF3fddRcJCQmOYu3cuZOpU6eSn59PIBC8x3lycjIjRoxg4sSJNG3a1FGsmhAIBFi8eDFTpkxhz549ob5tG/A48BLa6F1EREREREREROKcEiYidVAgEEgFfLGuh50nn3ySZs2asWPHDu68805uueUWx5us12TyoqioiBdffJGnn36aY8eO2Z6TmppKdnY2KSkpjmLVlE8//RS3282aNWtCfctxYDowDSiKWsVERERERERERERqkBImInVT3/379zdv2bLloVhXxKpNmzbMmjUrItcqKiri2WefZe7cuRQXF9uek5qaitfr5fzzz3cUKxAIsHTpUnw+H9u2bbM9p0uXLmRlZXHjjTc6ilVTdu3axRNPPFFhoslGAFgMPAZ8G9XKiYiIiIiIiIiI1DAlTETqpqSioqIbgP8X64pEQ6jJi+zsbAYOHOg43ueff47H4+HDDz+0LW/evDkTJkxg5MiRJCXV/ma1uLiYBQsWVDpLxsYazD4lK6JXMxERERERERERkdip/T17IlJdqdTBhMnnn3+O2+3mo48+si1v0aIFjz76aESSF7t37yY3N5c///nPnDp1Kqg8KSmJ4cOHk5aWRqtWrRzFqikFBQVkZGSwdevWUN+yE8gCXgD80aqXiIiIiIiIiIhIrClhIlJHuVyuQbGuQySVJS9eeeUV/P7gfvuy5EV6ejotW7Z0FKukpIS8vDymT5/OkSNHbM/p168f2dnZdO/e3VGsmrJu3To8Hg8ffPBBqG85CTwHuIHDUauYiIiIiIiIiIhILaGEiUjd1XX37t0XtmvX7ptYV8SJUJMXXq+Xbt26OY5XUFBAZmYmhYWFtuUpKSlMmjSJIUOGOI5VEw4cOMDMmTNZuHCh7SyZCiwFxgFx/bsjIiIiIiIiIiIS9bRcdQAAIABJREFUDiVMROqwU6dOpQJ/iHU9qqugoACPx8O339rvL37BBReQnp4ekeTFpk2byMrK4p133rEtb9SoEaNHj2bs2LHUq1fPcbxoK0s0zZgxg8OHQ54g8iXwCPB/0auZiIiIiIiIiIhI7aSEiUjdFpcJk02bNpGZmcmyZctsyxs3bswDDzwQkeTFwYMHyc3NJS8vj9LS0qByl8vFrbfeSkZGBm3btnUUq6YsX74ct9vN119/Hepb9gNeYC4Q/EMQERERERERERE5CyhhIlK33RQIBJJcLldcdIJXlbxISEhg6NChuN1u2rRp4yhWaWkpixYtYtq0aezbt8/2nKuuugqv10vv3r0dxaopmzdvJisri7fffjvUt5QCLwKPA99HrWIiIiIiIiIiIiJxQAkTkbqtxfbt238EvB/rilSmLHmRk5PD/v37bc/p1asXXq+XXr16OY63YsUKMjMz2bBhg215+/btmTRpEsOGDcPlcjmOF22HDh1izpw5zJ8/n5KSklDf9jYwHlgfvZqJiIiIiIiIiIjEDyVMROq4xMTEQdTihMmKFSvweDx8+eWXtuUdOnQgPT09IsmLwsJCpk6dypIlS2zLGzRowKhRoxg/fjyNGzd2FKsm+P1+8vPz8Xq9Fc6SsbERM6PktejVTEREREREREREJP4oYSJSxwUCgVQgO9b1sNqyZQs5OTkVJi8aNmzIgw8+yEMPPUSDBg0cxTp+/Djz5s1j9uzZnDx50vac1NRUJk+eTOfOnR3FqikrV67E4/FUOEvGxlEgF5gKnIhaxUREREREREREROKUEiZSa+3atQu/309CQkKsqxLvrtm/f3/zli1bHop1RQCOHTvGc889V2HywuVyMXjwYNxuN506dXIUKxAIsHjxYqZMmcKePXtsz+nRowder5drrrnGUayasmPHDnJycli8eHGob/EDfwIeA3ZHrWIiIiIiIiIiIiJxTgkTqbX+53/+h40bN+Lz+ejTp0+sqxPPkoqLi28E/hrrigAMHjyYr776yrasZ8+e+Hy+iGyy/uGHH+J2u1m3bp1tedu2bUlPT+f222+Pi6Rc2SyZOXPmcOJEyBNEPgDGnf5XREREREREREREKqGEidQGpRUVrFu3jltuuYX//M//JCMjgw4dOtRkveqSQdSShMmRI0eCjrVr14709HRuu+02x8mL7du34/P5WLJkCYFAIKg8OTmZ3/72t4wbN46mTZs6ilUTQpklY2MbZp+Sl4DgH4KIiIiIiIiIiIgEqf3DquVs8EllhYFAgL/+9a/079+fp556iuLi4pqqV13yk1hXoCK/+tWvWL58OXfccYejZElRURG5ubkMGDCAN954wzZZMmjQIN577z0yMjLiIlny6aef8stf/pJx48aFmiw5DkwDugN/RMkSERERERERERGRkClhIrXB08C/qjrp+PHjTJ8+/d8d4hKWC3bv3n1RrCth5xe/+AVNmjSp9vsDgQCvv/46/fv3Jzc3l6KioqBzLrnkEhYtWsTChQtJSUlxUNuasWvXLh5++GF+8YtfsGbNmlDeEgBeAy4F0jEbvIuIiIiIiIiIiEgYlDCR2uAQcC1mZHyVmzNs27aNBx54gKFDh7J+/fqoV66u8Pv9g2Jdh0hbt24dQ4cO5cEHH2THjh1B5c2bN+fxxx/nH//4BwMGDIhBDcNTXFzM3LlzGTBgAIsXL7adJWNjDTAAuB34NqoVFBERERERERERqcOUMJHa4ihmZHxXzL4LVVq9ejU//elPefjhh9m7d29UK1cXBAKB1FjXIVL279+P2+3m5z//OR98ELyfeVJSEnfffTcrVqzgoYceIjk5OQa1DE9BQQE33HADU6ZM4ejRkCaI7AR+B1wDrIhq5URERERERERERM4CSphIbbMVGAHcCHxe1cl+v5/FixfTt29fcnNzOXnyZNQrGMduCgQCtT9zUImSkhJeeOEF+vbty4IFCzh16lTQOf369ePNN9/kySefpFWrVjGoZXjWr1/P0KFDueeee/juu+9CeUsJ8AzQDZgPBP8QREREREREREREJGxKmEhttQy4CrgHqHK36+PHj5Obm8vAgQNZsmRJ1CsXp5rt2LGjT6wrUV3Lly/n5ptvxuPxcOTIkaDylJQU/vCHP/CXv/yF7t27x6CG4Tlw4ABut5uf/exnrF69OtS3LcVs6D4OOBy1yomIiIiIiIiIiJyFlDCR2swP/BEzkn4aUOX0kS1btvC73/2O22+/nQ0bNkS7fvEo7pbl2rx5M7/+9a+544472LhxY1B5o0aNmDBhAsuWLWPIkCExqGF4QpklY+NL4OfAEGBzVCsoIiIiIiIiIiJyllLCROLBAcz+JlcAfwvlDStWrOAnP/kJEydOZP/+/VGtXJz5SawrEKpDhw7hdrsZOHAgb7/9dlC5y+Vi2LBhrFq1igkTJlC/fv0Y1DI8y5cvJzU1FY/Hw+HDIU0Q2Q+MB3oA/xvVyomIiIiIiIiIiJzllDCRePIVMBgzS+KLqk4uLS3l5Zdfpl+/frzwwguUlpZGvYK1ncvl+tHWrVtbxroelSn//7ZgwQLb/7eePXvyxhtv8Mwzz9C2bdsY1DI833zzDSNGjOCOO+7g66+/DuUtpZj9SboBs06/FhERERERERERkShSwkTi0VtAT8zI+0NVnXzw4EE8Hg833ngjy5Yti3rlarnEpKSkG2NdiYqUnxm0b9++oPL27dsza9Ys/va3v9G7d+8Y1DA8hw8fZsqUKQwcOJC33nor1Le9DfQCfgfsjVrlRERERERERERE5AxKmEi8KsGMvL8IeAaociOITZs28atf/Yp77rmHwsLCKFev9goEArVuH5PCwsJK955p0KABDz30EP/85z+57bbbcLlcMahl6Px+P6+99hr9+vVj7ty5lJSUhPK2TcDtwM3AuqhWUERERERERERERIIkxboCIg7tA8YBC4GngQFVvaGgoIB3332XESNGMHHiRJo2bRrlKtY6tWofk/nz57Nq1SpOnjwZVOZyuRgyZAhut5tzzz03BrUL38qVK/F4PLaJnwocA2YAU4ETUauYiIiIyP9v797j5SrLQ4//coVwv4ugAsrdNIAg12QHggQNclEwVKimPZ42xZ4m2NNGtE0K5aBF3SK0aUGTqhgETbSWIKhBEwkQJCFILJEYBIK5EAhJyD3Zyd7nj2dPs2bN7Jk1s2f27Oz9+34+85G19nrXemdmrTXxfdb7PJIkSZJKcoaJeopngeHAFcDL5TZuaWlh6tSpNDU1MW3aNFpbW+vewW7kmOXLl5/Y6E7kzJkzp2iwZPDgwfzgBz/g7rvv3iOCJStXrmTcuHF87GMfyxosaQO+AxwP3IzBEkmSJEmSJKmhDJiop5kJvBe4CdhYbuPVq1czYcIERo0axdNPP133znUXffr0GdnoPnTk8MMP5ytf+Qo/+clPOPfccxvdnbK2bNlCc3MzF1xwATNmzMja7GngfOCTwGt165wkSZIkSZKkzAyYqCfaCtwOnEI8wd9WrsGiRYv4yEc+wtixY1m+fHm9+9dwffv27XZ1TAYMGMCnPvUp5s6dy3XXXUffvt379tTW1sbMmTMZPnw4zc3NbN+eaYLICmAMcC7wVF07KEmSJEmSJKki3XtEUuqcFcQT/OcA88ptnB4A37ZtW9072ChtbW0XtbW1DWjEsffbb7+CdZdccglz5szh1ltv5YADDmhAryrz61//miuvvJKxY8eyYsWKLE22EEG8k4F7yRDEkyRJkiRJktS1DJioN5gPXEA82V82/dHWrVv/J8XS9OnTaWvrkWPb+69ateq8Rhz4hhtuoF+/fgCceOKJ3H///Xz729/muOOOa0R3KpJL4fbhD3+YBQsWZG32ELvTxG2qW+ckSZIkSZIkdYoBE/UWbcST/ccDtwBlp4+sWrWK8ePHc/nll7Nw4cJ6968RGpKW69prr2Xu3Lk8+OCDPProowwfPrwR3ahIS0sLU6ZMYdiwYUybNo3W1tYszRYCTcDlwCv17J8kSZIkSZKkzjNgot5mM3AzMBiYnqXBwoULueKKKxg3bhxvvPFGPfvW1RpW+P3YY4/lrLPOon///o3qQmazZs1i2LBhTJo0iU2bMk0QWQPcCJwNzK1r5yRJkiRJkiTVjAET9Va/B0YDFwOLym3c2trKjBkzOP/882lubmbHjh1172AXOGvlypWHNboT3dXzzz/P1VdfzZgxY3j11VezNGkB7gLeA9wJ7Kpn/yRJkiRJkiTVlgET9Xa/AM4g6puUnT6yefNmmpubueiii5g5c2bdO1dnffv06TOi0Z3obtatW8fEiRP54Ac/yLx587I2exQ4DRgPbKhb5yRJkiRJkiTVjQETCVqJ+iYnAbcDZaePvPzyy4wdO5bRo0fzwgsv1Lt/ddPW1taQOibdUa5OyXnnncfUqVPZtSvTBJElwGVEPZjf1rWDkiRJkiRJkurKgIm02zrgJmAI8HCWBo8//jgjR45kwoQJrF27tq6dq5MPNroD3cHcuXMZOXIkkyZNYsOGTBNE1hF1SgaT8VyRJEmSJEmS1L0ZMJEKJWcNLC638c6dO5k2bRpDhw5lypQp7Ny5s+4drKF3rFy58uRGd6JRXnrpJcaMGcO1117LkiVLsjTZCXydmI10Z/uyJEmSJEmSpB7AgInUsUeB04mZBG+V23j9+vVMmjSJESNGMHv27Lp3roZGNroDXW3Dhg3cdtttjBgxglmzZmVt9gvgfcBYMtS7kSRJkiRJkrRnMWAildZCzCR4D3AXULawxYsvvsj111/PmDFjWLZsWb3712m9qY5Ja2sr06dPZ+jQoUyePJkdO8qWqwF4ERgNXAz8pq4dlCRJkiRJktQwBkykbN4ExgNnA3OzNJg1axZNTU1MnDiRjRs31rVzndGnT5+Lli5dulej+1FvTz75JCNHjmT8+PGsWbMmS5PNwC3AHwHT69o5SZIkSZIkSQ1nwESqzEKgCbgCeKXcxi0tLUydOpWmpiamTZtGa2trvftXjX3322+/8xrdiXpZuXIl48aN45prrmHx4rIlaQDagO8AxwM3A9vq2D1JkiRJkiRJ3YQBE6k6M4FTgZuATeU2Xr16NRMmTGDUqFHMnz+/7p2rVE9My7V161aam5u54IILmDFjRtZmTwMXAJ8EXqtb5yRJkiRJkiR1OwZMpOptBW4HTiZmJLSVa7Bo0SKuuuoqxo4dy/Lly+vdv0r0mMLvbW1tzJw5k6amJpqbm9m+fXuWZiuAMcC5wLy6dlCSJEmSJElSt2TAROq8FcSMhHOBp8ptnBvQHz58OM3NzWzb1i0yPr1v1apVhze6E5313HPPceWVVzJ27FhWrFiRpUky6HUvGYJekiRJkiRJknomAyZS7TwNnE/MVCibzimZMmr69Om0tTV0rL5va2vrxY3sQGfkUp5ddtllLFiwIGuzh6ggrZokSZIkSZKkns2AiVRbbcRMheOBW4Cy+aBWrVrF+PHjueaaa3j++efr3b8O9e3bd49Ly9XS0sKUKVMYNmwY06ZNo7W1NUuzhUATcDnwSj37J0mSJEmSJGnPYcBEqo/NwM3AYGB6lgbz5s3j0ksvZdy4cbzxxhv17FtRbW1tI9va2vp0+YGrNGvWLJqampg0aRKbNmWaIPImcCNwNjC3rp2TJEmSJEmStMcxYCLV14vAaOBi4DflNm5tbWXGjBkMGzaMyZMns2PHjrp3MOHo11577dSuPGA1li5dynXXXceYMWNYtmxZliYtwF3Ae4A7gV317J8kSZIkSZKkPZMBE6lr/AJ4HzAWKDt9ZMOGDdx2221cdNFFzJw5s+6dy2lra+u2abnWr1/PxIkTGTFiBHPmzMna7FHgdGA88Fa9+iZJkiRJkiRpz2fAROo6O4GvAycRMx52lmvw8ssvM3bsWK699lpeeOGFevcP4JKuOEglWlpamDZtGkOHDmXq1Kns2pVpgsgS4DLi/SyuawclSZIkSZIk9QgGTKSut46Y8TAYeCRLg7lz53LppZcyYcIE1q5dW8++DV+6dOle9TxAJebOncvIkSMred/rgJuAIcDDde2cJEmSJEmSpB7FgInUOEuAUcQsiN+W2zg502LKlClZZ1pUap9BgwYNrceOK5GcWbNkyZIsTVqB7xCzd24HurT4iyRJkiRJkqQ9nwETqfEeBU4DbgQ2lNt4/fr1TJo0qdJaHpn169evYWm5qqzdMhs4A/gkGerDSJIkSZIkSVIxBkyk7qEFuBN4D1HfpOz0kaVLl3LdddcxZswYli1bVrOONKLwe2trK9OnT2fYsGFMnjyZHTsyTRB5FRgDjAAW1bWDkiRJkiRJkno8AyZS97KGqG9yNjA3S4NZs2bR1NTExIkT2bRpUy36cPrrr79+ZC12lMW8efO49NJLGT9+PG+8kWmCyGbgFiL91r117ZwkSZIkSZKkXsOAidQ9LQSagCuAV8pt3NLSwtSpUxk2bBjTpk2jtbW1M8fus3Pnzos7s4MsVq1axbhx47jmmmt4/vnnszRpI+qUHA/cDGyrY/ckSZIkSZIk9TIGTKTubSbwXuAmoOz0kdWrVzNhwgQuu+wy5s+f35nj1q2OydatW2lubuaCCy5gxowZtLW1ZWk2H7iAqFPyWr36JkmSJEmSJKn3MmAidX9bgNuBk4kZFmUjDM899xxXXXUVY8eOZcWKFdUc89J+/fr1qaZhR9ra2pg5cybDhw+nubmZbdsyTRBZQdQpOQeYV8v+SJIkSZIkSVKSARNpz7GCmGFxLvBUuY1zAYqmpiaam5vZvn17Jcc68sorrzyqyn4WWLRo0f8EcJYvX56lyVYiSHQKUack0zQUSZIkSZIkSaqWARNpz/M0kZ5qDBnSUyVTYE2fPj3zQUaNGvXe6rsYcinCRo0aVUmKsIfYnYZsY2f7IEmSJEmSJElZGDCR9kytxMyL44FbgLLTR1auXMn48eO55pprWLx4cdkDDB48+NRqO9fS0sKUKVNoamqqpAj9s8Bw4HLg5WqPLUmSJEmSJEnVMGAi7dk2AzcDg4FM00eefPJJRo4cybhx41izZk2H2x199NEn7r333hV3aNasWTQ1NTFp0iQ2bsw0QeRN4Ebg/cBjFR9QkiRJkiRJkmrAgInUM7wIjAY+APym3Matra3MmDGDoUOHMnnyZHbs2FGwTb9+/QacffbZ2Tvw4otcf/31jBkzhmXLlmVp0gLcBbwHuBPYlflgkiRJkiRJklRjBkyknuXnwPuAscAb5TbesGEDt912GyNGjGDWrFkFf29qaip7wPXr1zNx4kRGjBjB7Nmzs/bzUeB0YDzwVtZGkiRJkiRJklQvBkyknmcn8HXgZGIGx85yDV566SXGjBnDtddey5IlS/5n/YUXXtjxQXbuZNq0aQwdOpSpU6eyc2fZwwD8DvgwcAlQvpCKJEmSJEmSJHURAyZSz7WWmMHxR8AjWRrMnTuXkSNHMnHiRDZs2MApp5zC2972toLtHn/8cUaOHMmECRNYu3Ztll2vA25q78uPM78DSZIkSZIkSeoiBkyknu8FYBRwBfD7chu3tLQwdepUzj33XKZOncrQoUPz/v7qq68yevRoXnjhhSzH3gX8O3AicDtQWCxFkiRJkiRJkroBAyZS7zETOAW4EdhQbuP169czadIkHn/88bz1ra2tWY83m6in8mlgTUU9lSRJkiRJkqQuZsBE6l1agDuJ+ibfAspGP1avXl3pMV4CPgqMABZV2liSJEmSJEmSGsGAidQ7rQL+DDgXmFejfW4GbgHeC/xnjfYpSZIkSZIkSV3CgInUu80HLgD+BFhe5T7agOnAqcDNwLaa9EySJEmSJEmSupABE0ltwH1Emq5bga0VtJ0HnAOMBl6tfdckSZIkSZIkqWsYMJGUsxmYRBSGn15m2xXErJQLiFkqkiRJkiRJkrRHM2AiKW0ZMWNkOPBm6m9twL8DJxGzUtq6tmuSJEmSJEmSVB/9G90BSd3WY8DbgK8AHyCCJ3+HM0okSZIkSZIk9UAGTCSVsgv4TKM7IUmSJEmSJEn1ZkouSZIkSZIkSZLU6xkwkSRJkiRJkiRJvZ4BE0mSJEmSJEmS1OsZMJEkSZIkSZIkSb2eARNJkiRJkiRJktTrGTCRJEmSJEmSJEm9ngETSZIkSZIkSZLU6xkwkSRJkiRJkiRJvZ4BE0mSJEmSJEmS1OsZMJEkSZIkSZIkSb2eARNJkiRJkiRJktTrGTCRJEmSJEmSJEm9ngETSZIkSZIkSZLU6xkwkSRJkiRJkiRJvZ4Bk57v74G2xOuRxnZHUgeOAN4NnAwcAxzc2O4AMJL8+8ebje1OSd8hv693ZGhzX6pNc916p+5oB/nf/3mN7U7NTST//T2coc0/pto8VLfeSZIkSZLUDfVvdAckqZcZAJxODM6eC5wBHAvsXWTbdcACYDZwL7Cia7ooSZIkSZIk9T4GTCSp69wBjAUGZdz+YOCS9tetwDTgb4E1demdJEmSJEmS1IuZkkuSus4JZA+WpPUDxgCLgffXrEeSJEmSJEmSAGeYSFJ38BqwHFjfvrw/EVw5pMi2hwOzgCZgUZf0TpIkSZIkSeoFDJj0fD8EfpdYfq1RHZEEwHbgl8Ac4Ang18CGDrYdDPw5cANR+yTnQOA/gHOAXfXqKPAcMDqxvKOOx2qEu4AfJZZ/19GG0h7oB8ALiWV//yVJkiRJKsOASc/32/aXpMa7Gfg4sDHj9v8NjAfuBx4maprknAmMAmbWsH9pq4Hpddx/o/2q/SX1RIvbX5IkSZIkKSNrmEhS11lA9mBJ0lPAXxdZf03nuiNJkiRJkiQpx4CJJO0ZHgBeT607pREdkSRJkiRJknqiPTUl14HkB3s2k59bvx9wPpGy5h3AkcAmYAnwM+D5DMc4GPggcAZRZLkPkf97AfBI+zErMRDYN7HcCryV2uYo4APAce3/PRD4A5GDfCbVPZm+NzAosdxCfBbVOgm4GHg7cET7vtcAq4DHgPnEe8tifwrPwY3Azgr71L99X0mVvs+jgEuBY4DDgIOAN4kB6l8Bc4naE7V0HDACeGf7MQ8lalm8RXznC4mi3lk/z0Yp9vmvSy0PIs7tU4hr8mDivHkZ+ClxbVZqH2CvxPIOCq/LIcBQ4Oj2424iruN5wGzqW/+j1nYRKbpGJNa9rc7HHADsl1huY3dh+o7sR369la3AtgqPW+v7Vkf2Je6zOduI/lbiYOK35lTg3cT7H0RcA+uI35vHgJWd7WyN7QsMB04j7j+HEd/vJuK6/A1xnVTzu5NzIDCSuO4PJz6rtcS1/9/ArE7uP+0Q4ErgeOJ630z8Ni0FHm0/br0cTNzjTmb3/Xx9+zEXUfv3mkVXXUeSJEmSJPUcCxYsaMv6euaZZ25vdH/bvUIM7ORef5z428eBF1N/T79+QgxsFXM48O/E4HhH7TcAnyECM1ldndrHisTfjiGeHt9Z4phb2vt1UAXHBPj71H4eqbA9xKD0Z4CXSvQv91oNfJb8QZqOfLxI+29U0b/vpPbRCnwkQ7s+xLmzsEg/0q+NwJ3EQFhn7A3cSAzglTtmGxGw+Qbw/k4et56Gkd/nlsTfBgL/QAySlnqfj1H5e7wntY9vJv52ERG8K3XM14g0V3vSTLtHyH8P9a5PNDJ1vDcztHk41WZiFcf9x9Q+HsrQJn0fuCNDm/tSbZoz9m8I8AXgWSKQleVafgq4irjvNNJQ4jwq9RuXe+0gAoufJO5dWZ1GfGctZfa/HfhPItjUGUcS32Wp97SduJcekWi3I7XNeVUcezjwc7K91weIYE5XmZjqw8MZ2lRz7UmSJEmS1G0988wzt1cSA9mTBgrL6U8MmH4XeE+ZbS8FniaeCk46B3gO+EvynzpO2x/4KvBtKguaFPMB4unTa8vsa1B7v56nawfPLySe/v8qMSOinCOAfyYGcgeX2fZ+CgMk/xu4roL+/S/gT1Lr/pUYhCvlBGJA/X5iFlE5+wHjiGDcZRX0L+lDwO+Jgdysg2aHE5/J96s8ZiO9HXgSuJX8YuXFDAMepzY1OSYSA5hnldnubcBdwBzK96+7OCG1XM3MHHXO9cTvxOeA08kecDuHuC/9kPxZO13lMODHxGy5D1L6Ny5nAPEb8G2gKcP2/YCvEUHoyyg/i3UgEUR6Dvgi1QWTLiUKm19H6fc0kLiXLqL8vSGLQ4AHifvHCLK912uJvo6vwfElSZIkSVId9KSAyT3An1aw/aHEYMeh7cvvI1JmvL2CfVxPPD1frbOA/wIOSK1/jUgjUiwV01HEDJnTOnHcrK5rP9YxHfx9E7tnDqQdQwzMnV/mGOOJ1C9JdwMnZujfe4F/Sa17Bvi7Mu3OIwby0wGznG3E+yqWGuxA4EcUBmnKuZFIq3ZUB3/f1X7MnpIuZV/iKfaOPuNiBhIBrM4MZt4I/BP5A68twHLi8y1mGNHX9HXY3ZxHYTD4x43oSC9XalB+J3GepVPSJV1FpIfKErColVOJ1IKjSmyzkeh7tSkA9wK+R9zTi/3bInePK5YGrz9wE3Av+encyrmICEIVC3juJGZyptNwvY1IA5jlN6YjxxIB3ss7+HsL8V6LpXEcQASVvtCJ40uSJEmSpDrpKQGTTxAzDSDyz38VuIB4ArQ/kcv8U0Qqr6SjiKffDyKe+s3VYVgE/DkxODmIGPw9E/g3Cgd7PkfH6b1KGQhMI+owQMxc+ER7H97e3rd9gY+19ycp92RrPZ9S/hCR4iZZI6IVmAF8mAgc7E8EnAYSTyHfT37w5CBgOjFLoiNbgdHkBwr2JwbeSqWA2ad9m30S6zYQKbZK1Ro5gRgsS6fWeowIEB1JfOe59/U+YkZIcp/9gSlkm5kCEci7g8IZRIuBvyJmm/RvP+b+xPc+jEin9mzGY3Q332R3UG8V8HniGjqQeK9HE+f74lS73GdbzZPmg4Fk2sCfEDO4BhF1Yg5h58vcAAAaGklEQVQlvt/PUBg8OYcI1HVXRxCfS9KrxD1EjdFGBCE+R9R1OoQYDD+0/b8HErMBv0BhKrNziBkVXeEIonZX+ndqC3FfGk7caw8g+t6fqFU1BvgB2Wu6/DORejJpFzCZCILu1b7/vYFzifM5HZz5EyIlVBZvb+9fOv3jY8Tsln2I3/7D24/7l8S9COL7uZfq7jMHEA9XnJJavxi4gfh3w0B2v9cTiPtfOoj2OfLTiUqSJEmSpO6gh9Qwyb2WUDp4cQgxmyHZZgv5eexvpXRqrD8mBnmS+8gy8JWuYZJ8/Rf5A/9pA4nBnXS7OzMct5oaJkcTtTOS7VYQue/LuYIotJtsOz1Du09Q+P7+rcT2/1Fk+2vLHGMvCuuVbCbbbJHTiM8g2XYx5VOyDaHw89hFzILJms7tLCJ1VHeVrmGSfD1ABIA6sheFNS/aiABcOekaJsnX35ZpexSR3i7drtp0a/WyDxFwe5XC+1aWFEmdZQ2TQn9MBAEqCZQfAfwidawdxL22nvoSg/vp8/yXFRz7YGASEeToyMUU/i6uLdMm125Tqt1O4oGHcqZT+L6+SOkHQQ4BnijSLvfKUsPkgVSbXcT5Wu4BlLdT+PuznpjxUi/WMJEkSZIk9Xq9uYbJGiI9x0sltllLzBxJGsTumhl3EAMMxVKG5DxAPNWa9PHs3SywkBiA21Jimx3EDJlfptZ/mniCtta+QP6skHXEk/qPZ2j7INHXpI8STyyX8h3yi3ZDPK37sSLbfgL4s9S6e4gZJ6V8mvxZIbuI2S1ZntJ/jphZsy2x7hTivZXyJQqDYX8OfJnS51nSAqJ+yp5mJnFtbS6xzXaioHT66etK6tikfQ34SpltVhJ1HNIzTRqRJucW4vxNvr5HzF54g7gu3pnYfiUxA+yxru2m2j1AzAwr9VuT9jqRvum3iXUDiFkP9fQR4t6dNJs491dk3Mc6Is3dUyW2+X/kz9bYRQTPS7WBqDU0mvyZif3aj1fK+yisdzSNmLVRKqXYWuJ7eLnM/jvyAQoD8zcR13C5VGariM99ZWLdgcS5JEmSJEmSuomeFDD5G/IHIjryFIUprgCWEYMtWXw9tXwMkeqnUm3EYEmWlCctxIB/sq5Gf3anIquVoylME/JZ8gf6ynmASHuV0xf4Pxna/R/iqf+kb5D/JPdJFM48WUSkWSqlP4WFdu+mshoQz1I40+OvS2x/BlGQOOk7xOyYnm4TcW5mqYewhsKg1dlVHncF2Wc0/IHC9D9DKP9UfK2NBv4i9RpNfAbJYNsy4kn/91IYPFX3t5nCc7NUTZFa+GxqeS0RcM6aZiuLMym8ZiaTLcAOMevhvtS6i4jzvCPpBx/WE/8GyGIt5WegdSTd7jEi+J3V6xR+JzdQvmC8JEmSJEnqIj0lYPIaMUifVbHBxnsoXfsiaS6FswOGVHD8nCco/wRu0mIKB/ivr+K4pXyK/GLEy6lugP9fU8vpp5yL2UI8vZucbXMg8bT9QGI20PfJr92yqb1NuQHAUeQXr98F3JahT2mTU8vn0XEtmfRMm51EirTe4FsUFlsu5Wep5VOprPhzzj3k18MpZwox2JpU62uqFrYTKZ3mA281uC+q3iPkB72HUDodY2ecRtRQSbqL7DNLskrPsNxFfi2hLNL34j5F9pvTl8Kg/r3EbKys/hP4fQXbQwTuR6bW3VrhPiD+rZLs62Fkr4clSZIkSZLqrKcETH5OzMDIakmRdT8tsq4j24invZOOqKB9zveraJMODJ1AFJetlQtTyz8ke+qopF+SPzB4EqWLv+c8T+FslLOI1FZ3UBiY+ivghQz7vTC1PJfdBYAr8Srwu8RyfzqekZA+5sPErIbeIEutnKR08fcBRO2ESlV6TW0jBk+TstQx6Gp7EWnoHgGeIQbDtefZAqxOLPcHTqzTsYanllspnB1ZC+nrZQ7ZZnsmvUCkHiy135yTgYNS6yq97nP1lSoxnPy0Y28Q6c0qtZPChzay1AeTJEmSJEldoKekgfh1hdunnyhvpXiarkr2cWCF7SFqFHS2TR/iKeKfVLGvtIHAOal186vc10ZiYDBXWLgPEdzJ8hTwN4mULJ9IrBtH/mAVxCyGezP2Z1hqudr3BfAi+YOcJwKPprY5jJglkTSnE8fc0zxb4fbpWiIQ19TrFexjHfnBrKx+RX5NnCHA3uTXq6mna9qPlzOAeO8nAucDVxKzq3LOIGamfYTaXPfqvHcR583JxLW/Px3/vqZnpFUTGMyiKbW8hOqCxKUMIOqJJD1R5b6eIILjOWcTD3Wk0/ql0/XtJIKIlar09zf9G7KQ6h4mgPgNSapX0EySJEmSJFWopwRM3qxw+/RA6AbyZ0NUs4+9i25V2n9X0eYVIuVQctDt2Cr2U8y7KEwP8yFgcJX72yu1XMlMmE8TgaCT25fTwZLfkq0uSs7JqeUzgH+uoH3SsanlYu/rGAr7nH6CupH6kZ+iLIuVZA8iVHpNbimyblCRdaU8T37x6KzS1+EA4CgqK+rdGem6PTk/Bf6FGFC/jSgQnjun9iZmf51JZfWFVDv7Efeg64A/6sR+0rMlauXY1HI1QYVyDqfwt+83Ve4r/dDCfsS5n76XvCu1/CLVBTcr/f1N/4YcSfW/IelZiYdUuR9JkiRJklRjPSVg0tkCtsUGa8tJD8ymB8fL2dqJ475JfsCkVgNuxQZtrqvRvqGyJ6lztUmeonDgfCtRFHtzxn0NpPCp7g+Qra5KFsXeV7HPspLZEvV2MJXn8B9KtqfHdwI7Ku5R5xWbpZJFsVor9XrqvxrriADi8+TXBhoE/BsxG0td6zIivdVRNdhXNcH2LNL3oHrcf4r99lRSuyip2OzDYgGT9DErDc7mVNrP9Od5GrVLjWfARJIkSZKkbqKnBEz2RBtr2LaeAZNaqrSI9zJiEC39RPFDVPZ0cL3fV7HrqNiAu8W666vaa6pYu3o99d8Zk4ngyNWJdRcCp1N5WkJVbzRwH8Wv++3AcqKw+jaKX/MfJFJ21Vv6HlSP+0+x66Ta63BDxv2n019uqvJ4m4h0X1lrudXzd8R/i0mSJEmS1E34f9IbZ2AN227vTEcSiqUzeozazRZYUeH2UygMlkDUfLgM+HHG/RR7XwupfkZC2pIi64qliEmnKFNtVXtNFWvXVfVLKnUH+QETgJEYMOkqRxP3peRv51ZgKnA/kXav3P1yKV0TMEmfw/W4/xT77anldVhs/+nPt9JAfLJd1mAJFP6OLCWC+rXwXI32I0mSJEmSOsmASePsT6TxqqbmwgGp5XWd7w5QPEXJDcDiGu2/EjcQgZFi+hAF388gnuYu503ic06mTfsKMcBZL8WCMQdRuwG2ztpGpBSqxGv16EgNVTsInb6eANZ3piN1NA9oIX+Q+NQG9aWeKhnI7kp/T/559hYx6+fZCvZR7Hyrh7VEnY2cesyaKvbbU+37S88c6Wj/6Wuz2uNV2m4NcERi+QfA56o8tiRJkiRJ6qYMmDROP+CdwKsVttuX/EEbqD6He1qxgMm76fqAyenAV1PrFhFFd3NPIR8GfBcYQdTMKGUnMciWTFFzXOe7WVKxfPwn0H2eJN4EjG10J2rs2Bq2q7YOQ721En17e2Jdd0sf1ppa7lfFPrpTDZmcvsBVqXWTqCxY0p+uq1eRvgedUIdjFAsMV3tvfXdqua2D/ad/746t8niV9jN9T6j3b4gkSZIkSWqA7voUb28xpIo2f0Th91arQfg/UDgo1FSjfWe1H/A98gshvwl8GPhsatthwD9m3G96UHN4Vb3L7kUKn4Q+t87H7O1OAPapol26cPNrwOrOd6du0gGS7lYbJ13DYr8q9nFMLTpSY+8gP1AFML3CfZxO1z2osCC1/H5q/5u/nsKg/xlV7ivd7kVgS5HtFqWWDyNSpVWq0t/f9G/IMPJnLUqSJEmSpB7AgEljfbAGbTYDz9egLxBPhs9OrbuSrj1P7gZOTCy3AX9GBHPuBGamtv888IEM+/1Fank49X2KfRfweGrdR/Gaq6d+wCVVtBuVWp5fg77UywnAoNS67pYqLR3AqTT40Rc4v0Z9qaX0zL4dVP7Zj6xRX7J4LLV8ENVdH+U8lVr+EJXf5/YCLk2tm9fBtvMpTGVZzW9p+rovJ/0bchRwThXHlSRJkiRJ3ZiDt431MQoHP0vpD/xJat0viMH5WnkotXwihUWm6+V/Aden1iWDJMngSU5f4DvA28rsO/2+9gL+b3XdzCx9zOOIAJTq5xMVbn8yhYOeP6tRX+rhuiLr0jMJGu33qeWzKmx/BTFroLtJzwzpT2XpxgYAf1m77pT1Swpn+4yvw3F+nlp+J9mC2ElXUxjATu83Zx2F53yl1/3hVB4wmUOkMkyyhokkSZIkST2MAZPGOgL4mwq2/wvgPal136hdd4AohP5Kat1XKHy6utbeC/xLat18CtNwvQl8nPy6JUcSQZNS5/NzwMOpdZ+h+vQxWdwLvJ5adxfdsz5DT/FRKnvq+5/JT6uzBZhW0x7VzknAhNS67cBPGtCXUp5JLR9L9nR0ewO31rQ3tZOuCdIXOLuC9p8jggld5S3g66l1H6IwKN1Z36VwVtGXyR5MGgTcllq3htLpzqaklocT7y2rW8hP+5jFBmByat3lxIMP9XYWEYRKvqxBJ0mSJElSHRgwabx/IFudkDOAL6bWLaUwCNBZLRQOWL4LeJDC/P1Z9ANGUzoVzD5E3ZJk/Ym3gD8m0t6kPUEUW066BLipTF9uJn82zj7Af1FdLRmACyn9ZPNWYuAw6R3EjJlKgybdsaZDd9SHCFQdnmHbT1M44+deCmvP1MqdxAyRaoqgn0eky0vXaPkPCmcRNNpTFB9ALzfAOwCYCgyuR6dq4GUKazx9nmx1LD5K3Ou72h0Uzoq4h8L0V+XsBxzawd82Ed9b0hDgXzPstx9xzR2bWn83cf/syP0UBrC+Qbb75NXEwwfVaCb/3O4DfJPKgjVJg4nAfZbjzkq99q3ymJIkSZIkqQQDJo2zg6gZsjcxgP7JEtteRaQJOiCxrg24gdqm48r5D2JAKukcYCEx0JTlydzBRIBiCREMSc+MSbqLmGGS9BfASyXa3E5h6qRbgKEl2swH/j617p3EAO9E4JASbXPeBdzYvq/ZxEB2KXdQmPv+gvb25VKd9Sdy8/+QwtoyKrSt/X9PJNLnnNnBdgOIczM9o2k1hedHLZ0K3EcUyf5XYtC6VOqpfYi0Qd8jgoTpgOUbNGYQvpwtFN4/hhIzBjoKZJ0OPMrulGPr6tO1TmkFfpRadxkxuN9RasVBxH3p+8R510rxQub1sgIYm1q3L/Gb8yXKB25PIPr/Ch1fTxDXU/p+/ZfAA3T8nb8D+DFwTWr9b4EvlOnXRgpnZx5N3CeHddCmL3Hvvo8I1Gwnvo9KvEGkxUy225dIvziZbAGbQ4nUkj8lCth3VcpLSZIkSZKUgSkdGmcNMYh2IxEI+TaRfuo/iYGnVuKp2ysonjbq3+g4x3st/G+i5kYylc6RxNPJtxMFzZ8l3sc2oqDwYcSg8BlEQdwsrgc+lVp3N/HZlNJKBJmeZfdAcn8iPcwZROquYr4EnAKMSawbBPwTkTLnV+2v1cBmYH9iUPGk9v2+m2xPlOfsIt7jE+1tc94DzCAGNH9G1H1YQwSjDgdOIz773ID6KxUcs7f6IXH+nd7+v78iAic/A1YS3+VJxADt0am2u4gB3rVd0M+jgL9qf0EUDl9BPLneSpyPRxDnSEdB7beAD9M1/a3G/yNS5x2YWHcVkUroUWAxETQ+kijwnpzlNZu4XrpjMOgLxIB5Mmj8F8R7m0EMgG8gvr/TiJRNyaDYl4GPEEG9rvJd4P3Eb03OAODvgL8misM/TaQPbCECxycQaaCyzvbZSNyPZ5EfPLqW+A17mLhXv0F852cRAcOBqf1sImbtlZpdkjON+Cw/mlh3HFG75QngEWA58V0dT1z3xyW2vZm471f64MhDxGzG29n9W9CXmLE2lkhJ9xRRa2sDEfg8iLiezyDuQf7bS5IkSZKkbsr/095YE4iB3ZHty6e2v8qZBoyrV6fabQEuAv4d+NPU3w4iBms/3MljnNi+/6RFZK/rspoYvJzF7kGvdxIpUq4kZuGk5QrHLyFSjyXTIw0i0mxdmPH4Wb1GBD9+RAwOJx3d3h913g5iAPVx4nPtB1zc/iqllQgQpmcPdJUj219ZLSWCcPPr052ayM1syD3Nn7MfEVy4qoN2LxAp/P6qg7832svAnxNppJKB0yOIAfNSHiBSeH2kPl0r6TPAKiKtYzJAsDfx+zOyWKMKPUEEQR4kfiNyBhGzKMrNpFhDzNhJ18Ap5ToirWIyxVgfYkZTqdmG3yUCHv9UwbGSvgwsI2ZjJlNj9SPq2lRS20aSJEmSJHUjpuRqrBbi6dt7KD64n7aNeLL1T6k8lUg1thGD+VcTRdOr8RrwVQprrexNpBraP7FuM/FEcpani3N+QWHB4MvJf5o6rY0YOBxGYVqvrDYC3yLy5mfxBjFw/1kqnxWwk5gpofJeIYJS8zJu/wci8PetOvUn6WFiwL1arxNPxQ+hewdLcr5HBD+yptd6kEhXl64T0t1MI+5TGzJuv51I+Xc9XXPf7siXiCB41msj6QXiWilnLpG+cWYF+24jZue8n5jpUontRPDtduI+Wc5OYpbQJ8j2m1vK94H3EedDNakxdxBB2mqDNpIkSZIkqQ721Bkmd5P/BOtvK2y/hBhgyck68JV0H/Eke06lAz0524lUQFOImiQjidzuSS8RgzNTgRcr3P+T5L/X31XRxx8SqcIuIYrbjiBStaQDbm1EfYYXiM/m58TnUmww6XQih/tPE+sea29bqVuI4FPySd+DiaDMtqItwjziyeSziMDVCOLJ4AFFtl1NnGdPE+9rLpUFdmjvy5eArxMDrpcSA5gHFdn2VSKFzc+IQbWVFR6rK/2B/HOsmkHhXal9QAQIqvEq8XT5R4ng4lDyU0PtIgIODxCzkaq5/qtxR/trMDCc3amojqd4XaBtwG+I2kE/Ieo9tHRJT2vnh0Sw70YikHka+TMz1hJBz3uIVF05j5N/PmS5LzxEzGzJeSJDm5nkBwLmZmgDUY9lNjET5irie0zeD7cRvzMPEUHVZYm/fYP8NF2LMx6zFh4jzrsPEPe8S4gUUek0gxva+zWbOO+eJHuA4Xft+z4f+BhRh6dYCrLFRBDx+3QuAJh7kOA+Ir1jOuVeK/H5P0zUGUn+e+HL5M+ASp4/WfyOCL7cQjxYMIII+hUryL6OOCeeIX5D5pA9mPhdCgNd2yvsa1bVXHuSJEmSJPUYfRYsWJD5Kcs+ffp86cwzz/xsPTvUg11NPEWbs5LCOgo5A4m6HAOIHOylBv0b6VB2D/xtJAZ/Kg0idEcHEHVE9mL3+9pUx+PtQ3yO+xOzbF6nawtD76nuIepH5HyLjtOb7UsEIjcRwa8sT6N3lT7s/v73Ic65t4D1jexUu6uIYGnOKrLXJypmEPFe9yUCWz3lPN+HuGfsQ5xf3bW2TDH9iO/kMOL+vZGYEVdLA9r3fxBxXr9Bfa/BfYj0jI263vclfh9z9/R1xDXd1b5IBJNyfkRjUsJJkiRJktQwzzzzzO1tbW0Tsm6/p84w6el2kP9Ecnf1Jh0XV9+TbaDrZh1ADBq/2oXH6402E093d0dtxAByrQepa+Gw1PLGTu5vK9lSO+1ptrBn3LOL2UUEFVbX8RgtRLBtVR2PkbSFxl7vm9tfjVbr61eSJEmSpB7PGiaSpI4cmlquNk2apK7n9StJkiRJUoUMmEiSOnJmanlRQ3ohqVJ98PqVJEmSJKliBkwkScWcBlyZWvdYIzoiqWKfBN6VWG4jCrpLkiRJkqQSrGEiSQIYDJwC7AecDXwCGJj4+3rgwQb0S1J5w4EjiLolI4CPpv4+F3ipqzslSZIkSdKexoCJJAng48DnS/z980TRdkndz0Tg4g7+1grc1IV9kSRJkiRpj2VKLklSOc3A3Y3uhKSK7SDSc81rdEckSZIkSdoTOMNEklTMZuCXwJeBOY3tiqQKvQE8DHwRWNLgvkiSJEmStMcwYNJ15gKXJJa3N6ojUg/xNWB6YnlVozrSQ3wTmA1sANYCy4CWhvZIUlYTgEOAN9tffyAKvUuSJEmSpAoYMOk6rwOPNroTUg/y2/aXauPF9pekPc/CRndAkiRJkqSewBomkiRJkiRJkiSp1zNgIkmSJEmSJEmSej0DJpIkSZIkSZIkqdczYCJJkiRJkiRJkno9AyaSJEmSJEmSJKnXM2AiSZIkSZIkSZJ6PQMmkiRJkiRJkiSp1zNgIkmSJEmSJEmSej0DJpIkSZIkSZIkqdczYCJJkiRJkiRJkno9AyaSJEmSJEmSJKnXM2AiSZIkSZIkSZJ6PQMmkiRJkiRJkiSp1zNgIkmSJEmSJEmSej0DJpIkSZIkSZIkqdczYCJJkiRJkiRJkno9AyaSJEmSJEmSJKnXM2AiSZIkSZIkSZJ6PQMmkiRJkiRJkiSp1zNgIkmSJEmSJEmSej0DJpIkSZIkSZIkqdczYCJJkiRJkiRJkno9AyaSJEmSJEmSJKnX67NgwYK2Crb/FTCnTn2RJEmSJEmSJEmqlQuBc7Ju3L/CnZ9Tyc4lSZIkSZIkSZL2BKbkkiRJkiRJkiRJvZ4BE0mSJEmSJEmS1OsZMJEkSZIkSZIkSb2eARNJkiRJkiRJktTr9QW2N7oTkiRJkiRJkiRJDbS9L/D7RvdCkiRJkiRJkiSpgX7fF5jR6F5IkiRJkiRJkiQ10Iy+AwcO/Brwh0b3RJIkSZIkSZIkqQH+MHDgwK/1HTJkyDrgMmB5o3skSZIkSZIkSZLUhZYDlw0ZMmRdn9yaZ5999qBdu3b9DXA1cBLQr1G9kyRJkiRJkiRJqpNdwBLgB/369fvqGWecsR7g/wMjuwffObVAmAAAAABJRU5ErkJggg==" width="450">
+</img></div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=044aaeec">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="Execution-model">Execution model<a class="anchor-link" href="#Execution-model">¶</a></h3><ul>
+<li>MPI programs are typically run with a Single Program Multiple Data (SPMD) model</li>
+<li>But the standard supports Multiple Program Multiple Data (MPMD)</li>
+</ul>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=5f76fb65">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="Hello-world">Hello world<a class="anchor-link" href="#Hello-world">¶</a></h3><p>Julia code typically needs to be in a file to run it in with MPI. Let's us write our hello world in a file:</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=e03f35c5">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">code</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="sa">raw</span><span class="s">"""</span>
+<span class="s">using MPI</span>
+<span class="s">MPI.Init()</span>
+<span class="s">comm = MPI.COMM_WORLD</span>
+<span class="s">nranks = MPI.Comm_size(comm)</span>
+<span class="s">rank = MPI.Comm_rank(comm)</span>
+<span class="s">println("Hello, I am process $rank of $nranks processes!")</span>
+<span class="s">MPI.Finalize()</span>
+<span class="s">"""</span>
+<span class="n">filename</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">tempname</span><span class="p">()</span><span class="o">*</span><span class="s">".jl"</span>
+<span class="n">write</span><span class="p">(</span><span class="n">filename</span><span class="p">,</span><span class="n">code</span><span class="p">);</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=f13946dd">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>Now, we can run it</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=dbe654dc">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">MPI</span>
+<span class="n">run</span><span class="p">(</span><span class="sb">`</span><span class="si">$</span><span class="p">(</span><span class="n">mpiexec</span><span class="p">())</span><span class="sb"> -np 4 julia --project=. </span><span class="si">$filename</span><span class="sb">`</span><span class="p">);</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=651f26ae">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div class="alert alert-block alert-info">
+<b>Note:</b> Function `mpiexec` provided by `MPI.jl` is a convenient way of accessing the `mpiexec` program that matches the MPI installation used my Julia.
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=cb480322">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div class="alert alert-block alert-info">
+<b>Note:</b> Note that the rank ids start with 0.
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=a958c015">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="Another-way-to-launch-MPI-code">Another way to launch MPI code<a class="anchor-link" href="#Another-way-to-launch-MPI-code">¶</a></h3><p>In the Hello world example above we have created an auxiliary file to run the code with MPI. This can be annoying specially if you are working in a jupyter notebook. With this other syntax you can skip creating the auxiliary file. we use <code>quote</code> which is part of the <a href="https://docs.julialang.org/en/v1/manual/metaprogramming/">meta-programming capabilities of Julia</a>.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=359e569b">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">code</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">quote</span>
+<span class="w">    </span><span class="k">using</span><span class="w"> </span><span class="n">MPI</span>
+<span class="w">    </span><span class="n">MPI</span><span class="o">.</span><span class="n">Init</span><span class="p">()</span>
+<span class="w">    </span><span class="n">comm</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">COMM_WORLD</span>
+<span class="w">    </span><span class="n">nranks</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_size</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="n">rank</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_rank</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="s">"Hello, I am process </span><span class="si">$rank</span><span class="s"> of </span><span class="si">$nranks</span><span class="s"> processes!"</span><span class="p">)</span>
+<span class="w">    </span><span class="n">MPI</span><span class="o">.</span><span class="n">Finalize</span><span class="p">()</span>
+<span class="k">end</span>
+<span class="n">run</span><span class="p">(</span><span class="sb">`</span><span class="si">$</span><span class="p">(</span><span class="n">mpiexec</span><span class="p">())</span><span class="sb"> -np 4 julia --project=. -e </span><span class="si">$code</span><span class="sb">`</span><span class="p">);</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=5ec1c52a">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="Data-availability">Data availability<a class="anchor-link" href="#Data-availability">¶</a></h3>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=c8a5e099">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>Note that mpiexec creates new processes which are different from the process running this notebook. In particular, these new processes will not see any variables or function definitions in the current notebook. So, the full MPI program needs to be in the source file passed to Julia or the quote block.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=16bb608a">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">foo</span><span class="p">()</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">print</span><span class="p">(</span><span class="s">"Hi there!"</span><span class="p">)</span>
+<span class="n">code</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">quote</span>
+<span class="w">    </span><span class="k">using</span><span class="w"> </span><span class="n">MPI</span>
+<span class="w">    </span><span class="n">MPI</span><span class="o">.</span><span class="n">Init</span><span class="p">()</span>
+<span class="w">    </span><span class="n">foo</span><span class="p">()</span>
+<span class="k">end</span>
+<span class="n">run</span><span class="p">(</span><span class="sb">`</span><span class="si">$</span><span class="p">(</span><span class="n">mpiexec</span><span class="p">())</span><span class="sb"> -np 3 julia --project=. -e </span><span class="si">$code</span><span class="sb">`</span><span class="p">);</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=4b455f98">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>So, the full MPI program needs to be in the source file passed to Julia or the quote block. In practice, long MPI programms are written as Julia packages using several files, which are then loaded by each MPI process.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=b816659a">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">code</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">quote</span>
+<span class="w">    </span><span class="n">foo</span><span class="p">()</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">print</span><span class="p">(</span><span class="s">"Hi there!"</span><span class="p">)</span>
+<span class="w">    </span><span class="k">using</span><span class="w"> </span><span class="n">MPI</span>
+<span class="w">    </span><span class="n">MPI</span><span class="o">.</span><span class="n">Init</span><span class="p">()</span>
+<span class="w">    </span><span class="n">foo</span><span class="p">()</span>
+<span class="k">end</span>
+<span class="n">run</span><span class="p">(</span><span class="sb">`</span><span class="si">$</span><span class="p">(</span><span class="n">mpiexec</span><span class="p">())</span><span class="sb"> -np 3 julia --project=. -e </span><span class="si">$code</span><span class="sb">`</span><span class="p">);</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=a37daef2">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h2 id="Point-to-point-communication">Point-to-point communication<a class="anchor-link" href="#Point-to-point-communication">¶</a></h2><p>MPI  provides point-to-point communication directives for arbitrary communication between processes. Point-to-point communications are two-sided: there is a sender and a receiver. Here, we will discuss these basic directives:</p>
+<ul>
+<li><code>MPI_Send</code>, and <code>MPI_Recv!</code> (<em>blocking directives</em>)</li>
+<li><code>MPI_Isend</code>, and <code>MPI_Irecv!</code> (<em>non-blocking directives, aka incomplete directives</em>)</li>
+<li><code>MPI_Bsend</code>, <code>MPI_Ssend</code>, and <code>MPI_Rsend</code> (<em>advanced communication modes</em>)</li>
+</ul>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=14674ca9">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div>
+<img align="left" alt="No description has been provided for this image" 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" width="350"/>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=ead20fc0">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h2 id="Blocking-send-and-receive">Blocking send and receive<a class="anchor-link" href="#Blocking-send-and-receive">¶</a></h2><p>In Julia:</p>
+<div class="highlight"><pre><span></span><span class="n">MPI</span><span class="o">.</span><span class="n">Send</span><span class="p">(</span><span class="n">sndbuf</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">;</span><span class="w"> </span><span class="n">dest</span><span class="p">,</span><span class="w"> </span><span class="n">tag</span><span class="p">)</span>
+<span class="n">_</span><span class="p">,</span><span class="w"> </span><span class="n">status</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Recv!</span><span class="p">(</span><span class="n">rcvbuf</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">,</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Status</span><span class="p">;</span><span class="w"> </span><span class="n">source</span><span class="p">,</span><span class="w"> </span><span class="n">tag</span><span class="p">)</span>
+</pre></div>
+<p>In C:</p>
+<div class="highlight"><pre><span></span><span class="kt">int</span><span class="w"> </span><span class="n">MPI_Send</span><span class="p">(</span><span class="k">const</span><span class="w"> </span><span class="kt">void</span><span class="w"> </span><span class="o">*</span><span class="n">sndbuf</span><span class="p">,</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">count</span><span class="p">,</span><span class="w"> </span><span class="n">MPI_Datatype</span><span class="w"> </span><span class="n">datatype</span><span class="p">,</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">dest</span><span class="p">,</span>
+<span class="w">    </span><span class="kt">int</span><span class="w"> </span><span class="n">tag</span><span class="p">,</span><span class="w"> </span><span class="n">MPI_Comm</span><span class="w"> </span><span class="n">comm</span><span class="p">)</span>
+<span class="kt">int</span><span class="w"> </span><span class="n">MPI_Recv</span><span class="p">(</span><span class="kt">void</span><span class="w"> </span><span class="o">*</span><span class="n">rcvbuf</span><span class="p">,</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">count</span><span class="p">,</span><span class="w"> </span><span class="n">MPI_Datatype</span><span class="w"> </span><span class="n">datatype</span><span class="p">,</span>
+<span class="w">    </span><span class="kt">int</span><span class="w"> </span><span class="n">source</span><span class="p">,</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">tag</span><span class="p">,</span><span class="w"> </span><span class="n">MPI_Comm</span><span class="w"> </span><span class="n">comm</span><span class="p">,</span><span class="w"> </span><span class="n">MPI_Status</span><span class="w"> </span><span class="o">*</span><span class="n">status</span><span class="p">)</span>
+</pre></div>
+<p>Key arguments:</p>
+<ul>
+<li><code>sndbuf</code> data to send.</li>
+<li><code>rcvbuf</code> space to store the received data.</li>
+<li><code>source</code> rank of the sender.</li>
+<li><code>dest</code> rank of the receiver.</li>
+<li><code>tag</code>. Might be used to distinguish between different kinds of messages (i.e., the "subject" in an email)</li>
+</ul>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=be4fae1c">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="Example">Example<a class="anchor-link" href="#Example">¶</a></h3>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=c2301992">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>Send 5 integers from rank 2 to rank 3.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=61fe5db3">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">code</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">quote</span>
+<span class="w">    </span><span class="k">using</span><span class="w"> </span><span class="n">MPI</span>
+<span class="w">    </span><span class="n">MPI</span><span class="o">.</span><span class="n">Init</span><span class="p">()</span>
+<span class="w">    </span><span class="n">comm</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">COMM_WORLD</span>
+<span class="w">    </span><span class="n">rank</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_rank</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">rank</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">2</span>
+<span class="w">        </span><span class="n">sndbuf</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">8</span><span class="p">]</span>
+<span class="w">        </span><span class="n">MPI</span><span class="o">.</span><span class="n">Send</span><span class="p">(</span><span class="n">sndbuf</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">;</span><span class="w"> </span><span class="n">dest</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="n">tag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">rank</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">3</span>
+<span class="w">        </span><span class="n">rcvbuf</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="kt">Int</span><span class="p">,</span><span class="mi">5</span><span class="p">)</span>
+<span class="w">        </span><span class="n">MPI</span><span class="o">.</span><span class="n">Recv!</span><span class="p">(</span><span class="n">rcvbuf</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">,</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Status</span><span class="p">;</span><span class="w"> </span><span class="n">source</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="n">tag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">        </span><span class="nd">@show</span><span class="w"> </span><span class="n">rcvbuf</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+<span class="n">run</span><span class="p">(</span><span class="sb">`</span><span class="si">$</span><span class="p">(</span><span class="n">mpiexec</span><span class="p">())</span><span class="sb"> -np 4 julia --project=. -e </span><span class="si">$code</span><span class="sb">`</span><span class="p">);</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=ee680aa5">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="Any-source,-any-tag">Any source, any tag<a class="anchor-link" href="#Any-source,-any-tag">¶</a></h3><p>We can use</p>
+<ul>
+<li><code>source = MPI.ANY_SOURCE</code></li>
+<li><code>tag = MPI.ANY_TAG</code></li>
+</ul>
+<p>If we want to receive messages from any source and/or with any tag.</p>
+<div class="alert alert-block alert-info">
+<b>Note:</b> These can only be used by the receiver, not the sender. Moreover there is no option to send to any destination.
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=1f0cb6c8">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="Example">Example<a class="anchor-link" href="#Example">¶</a></h3>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=2add5065">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>Send 5 integers from rank 2 to rank 3.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=ccdf660a">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">code</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">quote</span>
+<span class="w">    </span><span class="k">using</span><span class="w"> </span><span class="n">MPI</span>
+<span class="w">    </span><span class="n">MPI</span><span class="o">.</span><span class="n">Init</span><span class="p">()</span>
+<span class="w">    </span><span class="n">comm</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">COMM_WORLD</span>
+<span class="w">    </span><span class="n">rank</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_rank</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">rank</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">2</span>
+<span class="w">        </span><span class="n">sndbuf</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">8</span><span class="p">]</span>
+<span class="w">        </span><span class="n">MPI</span><span class="o">.</span><span class="n">Send</span><span class="p">(</span><span class="n">sndbuf</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">;</span><span class="w"> </span><span class="n">dest</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="n">tag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">rank</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">3</span>
+<span class="w">        </span><span class="n">rcvbuf</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="kt">Int</span><span class="p">,</span><span class="mi">5</span><span class="p">)</span>
+<span class="w">        </span><span class="n">source</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">ANY_SOURCE</span>
+<span class="w">        </span><span class="n">tag</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">ANY_TAG</span>
+<span class="w">        </span><span class="n">MPI</span><span class="o">.</span><span class="n">Recv!</span><span class="p">(</span><span class="n">rcvbuf</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">,</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Status</span><span class="p">;</span><span class="w"> </span><span class="n">source</span><span class="p">,</span><span class="w"> </span><span class="n">tag</span><span class="p">)</span>
+<span class="w">        </span><span class="nd">@show</span><span class="w"> </span><span class="n">rcvbuf</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+<span class="n">run</span><span class="p">(</span><span class="sb">`</span><span class="si">$</span><span class="p">(</span><span class="n">mpiexec</span><span class="p">())</span><span class="sb"> -np 4 julia --project=. -e </span><span class="si">$code</span><span class="sb">`</span><span class="p">);</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=7833da72">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="Who-was-the-sender?-Which-was-the-tag?">Who was the sender? Which was the tag?<a class="anchor-link" href="#Who-was-the-sender?-Which-was-the-tag?">¶</a></h3><p>When using <code>MPI.ANY_SOURCE</code> and <code>MPI.ANY_TAG</code> it might be still useful to know which was the sender and which tag was used. This information is given by a <code>MPI.Status</code> object.</p>
+<div class="highlight"><pre><span></span><span class="n">_</span><span class="p">,</span><span class="w"> </span><span class="n">status</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Recv!</span><span class="p">(</span><span class="n">rcvbuf</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">,</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Status</span><span class="p">;</span><span class="w"> </span><span class="n">source</span><span class="p">,</span><span class="w"> </span><span class="n">tag</span><span class="p">)</span>
+<span class="n">status</span><span class="o">.</span><span class="n">source</span><span class="w"> </span><span class="c"># Gives the source</span>
+<span class="n">status</span><span class="o">.</span><span class="n">tag</span><span class="w"> </span><span class="c"># Gives the tag</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=2f037032">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">code</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">quote</span>
+<span class="w">    </span><span class="k">using</span><span class="w"> </span><span class="n">MPI</span>
+<span class="w">    </span><span class="n">MPI</span><span class="o">.</span><span class="n">Init</span><span class="p">()</span>
+<span class="w">    </span><span class="n">comm</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">COMM_WORLD</span>
+<span class="w">    </span><span class="n">rank</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_rank</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">rank</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">2</span>
+<span class="w">        </span><span class="n">sndbuf</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">8</span><span class="p">]</span>
+<span class="w">        </span><span class="n">MPI</span><span class="o">.</span><span class="n">Send</span><span class="p">(</span><span class="n">sndbuf</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">;</span><span class="w"> </span><span class="n">dest</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="n">tag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">rank</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">3</span>
+<span class="w">        </span><span class="n">rcvbuf</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="kt">Int</span><span class="p">,</span><span class="mi">5</span><span class="p">)</span>
+<span class="w">        </span><span class="n">source</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">ANY_SOURCE</span>
+<span class="w">        </span><span class="n">tag</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">ANY_TAG</span>
+<span class="w">        </span><span class="n">_</span><span class="p">,</span><span class="w"> </span><span class="n">status</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Recv!</span><span class="p">(</span><span class="n">rcvbuf</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">,</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Status</span><span class="p">;</span><span class="w"> </span><span class="n">source</span><span class="p">,</span><span class="w"> </span><span class="n">tag</span><span class="p">)</span>
+<span class="w">        </span><span class="nd">@show</span><span class="w"> </span><span class="n">rcvbuf</span>
+<span class="w">        </span><span class="nd">@show</span><span class="w"> </span><span class="n">status</span><span class="o">.</span><span class="n">source</span>
+<span class="w">        </span><span class="nd">@show</span><span class="w"> </span><span class="n">status</span><span class="o">.</span><span class="n">tag</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+<span class="n">run</span><span class="p">(</span><span class="sb">`</span><span class="si">$</span><span class="p">(</span><span class="n">mpiexec</span><span class="p">())</span><span class="sb"> -np 4 julia --project=. -e </span><span class="si">$code</span><span class="sb">`</span><span class="p">);</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=590bc407">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="Which-is-the-incoming-message-size?">Which is the incoming message size?<a class="anchor-link" href="#Which-is-the-incoming-message-size?">¶</a></h3><p>Note that we need to provide a receive buffer with the right size, but it general we might do not know which is the size of the incoming message. This can be solved using an <code>MPI_Probe</code>. It works similar to <code>MPI_Recv</code>, but instead of receiving the message only receives information about the message (source, tag, and also message size).</p>
+<div class="highlight"><pre><span></span><span class="n">status</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Probe</span><span class="p">(</span><span class="n">comm</span><span class="p">,</span><span class="n">MPI</span><span class="o">.</span><span class="n">Status</span><span class="p">;</span><span class="w"> </span><span class="n">source</span><span class="p">,</span><span class="w"> </span><span class="n">tag</span><span class="p">)</span>
+<span class="n">count</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Get_count</span><span class="p">(</span><span class="n">status</span><span class="p">,</span><span class="w"> </span><span class="n">T</span><span class="p">)</span>
+</pre></div>
+<div class="highlight"><pre><span></span><span class="kt">int</span><span class="w"> </span><span class="n">MPI_Probe</span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="n">source</span><span class="p">,</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">tag</span><span class="p">,</span><span class="w"> </span><span class="n">MPI_Comm</span><span class="w"> </span><span class="n">comm</span><span class="p">,</span><span class="w"> </span><span class="n">MPI_Status</span><span class="w"> </span><span class="o">*</span><span class="n">status</span><span class="p">)</span>
+<span class="kt">int</span><span class="w"> </span><span class="n">MPI_Get_count</span><span class="p">(</span><span class="k">const</span><span class="w"> </span><span class="n">MPI_Status</span><span class="w"> </span><span class="o">*</span><span class="n">status</span><span class="p">,</span><span class="w"> </span><span class="n">MPI_Datatype</span><span class="w"> </span><span class="n">datatype</span><span class="p">,</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="o">*</span><span class="n">count</span><span class="p">)</span>
+</pre></div>
+<p>We can get the message size from the status object using function <code>MPI_Get_count</code>. We can also get the source and tag from the status object as shown before.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=517d052e">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="Example">Example<a class="anchor-link" href="#Example">¶</a></h3>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=1b54af36">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">code</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">quote</span>
+<span class="w">    </span><span class="k">using</span><span class="w"> </span><span class="n">MPI</span>
+<span class="w">    </span><span class="n">MPI</span><span class="o">.</span><span class="n">Init</span><span class="p">()</span>
+<span class="w">    </span><span class="n">comm</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">COMM_WORLD</span>
+<span class="w">    </span><span class="n">rank</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_rank</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">rank</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">2</span>
+<span class="w">        </span><span class="n">sndbuf</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">8</span><span class="p">]</span>
+<span class="w">        </span><span class="n">MPI</span><span class="o">.</span><span class="n">Send</span><span class="p">(</span><span class="n">sndbuf</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">;</span><span class="w"> </span><span class="n">dest</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="n">tag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">rank</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">3</span>
+<span class="w">        </span><span class="n">source</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">ANY_SOURCE</span>
+<span class="w">        </span><span class="n">tag</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">ANY_TAG</span>
+<span class="w">        </span><span class="n">status</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Probe</span><span class="p">(</span><span class="n">comm</span><span class="p">,</span><span class="n">MPI</span><span class="o">.</span><span class="n">Status</span><span class="p">;</span><span class="w"> </span><span class="n">source</span><span class="p">,</span><span class="w"> </span><span class="n">tag</span><span class="p">)</span>
+<span class="w">        </span><span class="n">count</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Get_count</span><span class="p">(</span><span class="n">status</span><span class="p">,</span><span class="kt">Int</span><span class="p">)</span>
+<span class="w">        </span><span class="n">println</span><span class="p">(</span><span class="s">"I am about to receive </span><span class="si">$count</span><span class="s"> integers."</span><span class="p">)</span>
+<span class="w">        </span><span class="n">rcvbuf</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="kt">Int</span><span class="p">,</span><span class="n">count</span><span class="p">)</span><span class="w">        </span>
+<span class="w">        </span><span class="n">MPI</span><span class="o">.</span><span class="n">Recv!</span><span class="p">(</span><span class="n">rcvbuf</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">,</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Status</span><span class="p">;</span><span class="w"> </span><span class="n">source</span><span class="p">,</span><span class="w"> </span><span class="n">tag</span><span class="p">)</span>
+<span class="w">        </span><span class="nd">@show</span><span class="w"> </span><span class="n">rcvbuf</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+<span class="n">run</span><span class="p">(</span><span class="sb">`</span><span class="si">$</span><span class="p">(</span><span class="n">mpiexec</span><span class="p">())</span><span class="sb"> -np 4 julia --project=. -e </span><span class="si">$code</span><span class="sb">`</span><span class="p">);</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=04bdb01f">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="Blocking-semantics">Blocking semantics<a class="anchor-link" href="#Blocking-semantics">¶</a></h3><p>Functions <code>MPI_Send</code> and <code>MPI_Recv</code> are <em>blocking</em>.</p>
+<p>This means:</p>
+<ul>
+<li>It is safe to re-write the send buffer once <code>MPI_Send</code> returns.</li>
+<li>The received message is guaranteed to be fully available in the receive buffer once <code>MPI_Recv</code> returns.</li>
+</ul>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=2299bf78">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">code</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">quote</span>
+<span class="w">    </span><span class="k">using</span><span class="w"> </span><span class="n">MPI</span>
+<span class="w">    </span><span class="n">MPI</span><span class="o">.</span><span class="n">Init</span><span class="p">()</span>
+<span class="w">    </span><span class="n">comm</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">COMM_WORLD</span>
+<span class="w">    </span><span class="n">rank</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_rank</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">rank</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">2</span>
+<span class="w">        </span><span class="n">sndbuf</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">8</span><span class="p">]</span>
+<span class="w">        </span><span class="n">MPI</span><span class="o">.</span><span class="n">Send</span><span class="p">(</span><span class="n">sndbuf</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">;</span><span class="w"> </span><span class="n">dest</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="n">tag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">        </span><span class="n">sndbuf</span><span class="w"> </span><span class="o">.=</span><span class="w"> </span><span class="mi">0</span><span class="w"> </span><span class="c"># This is fine. Send has returned.</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">rank</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">3</span>
+<span class="w">        </span><span class="n">rcvbuf</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="kt">Int</span><span class="p">,</span><span class="mi">5</span><span class="p">)</span>
+<span class="w">        </span><span class="n">MPI</span><span class="o">.</span><span class="n">Recv!</span><span class="p">(</span><span class="n">rcvbuf</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">,</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Status</span><span class="p">;</span><span class="w"> </span><span class="n">source</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="n">tag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">        </span><span class="c"># recvbuf will have the incomming message fore sure. Recv! has returned.</span>
+<span class="w">        </span><span class="nd">@show</span><span class="w"> </span><span class="n">rcvbuf</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+<span class="n">run</span><span class="p">(</span><span class="sb">`</span><span class="si">$</span><span class="p">(</span><span class="n">mpiexec</span><span class="p">())</span><span class="sb"> -np 4 julia --project=. -e </span><span class="si">$code</span><span class="sb">`</span><span class="p">);</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=245893cf">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>However:</p>
+<ul>
+<li><p>We cannot assume synchronization between sender and receiver. I.e., <em>blocking</em> is not the same as <em>synchronous</em>. We cannot assume that a receive has been posted once <code>MPI_Send</code> returns as the underlying implementation might copy the send message into an internal buffer and return before any matching <code>MPI_Recv</code> started.</p>
+</li>
+<li><p>A blocking send is not <em>synchronous</em>, but we cannot assume that it is <em>asynchronous</em>.  The underlying implementation might not use any auxiliary buffer and wait for a matching receive. Assuming buffering is erroneous and can lead to dead locks.</p>
+</li>
+</ul>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=59fcac63">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="Incorrect-program">Incorrect program<a class="anchor-link" href="#Incorrect-program">¶</a></h3><p>The following program will or will not work depending whether the underlying implementation uses buffering. On my laptop, it works with <code>n=1</code>, but leads to a dead lock when <code>n=10000</code>. The MPI implementation decided to buffer or not depending on the message size.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=42fb8089">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">code</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">quote</span>
+<span class="w">    </span><span class="k">using</span><span class="w"> </span><span class="n">MPI</span>
+<span class="w">    </span><span class="n">MPI</span><span class="o">.</span><span class="n">Init</span><span class="p">()</span>
+<span class="w">    </span><span class="n">comm</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">COMM_WORLD</span>
+<span class="w">    </span><span class="n">rank</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_rank</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="n">n</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="n">sndbuf</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">fill</span><span class="p">(</span><span class="n">rank</span><span class="p">,</span><span class="n">n</span><span class="p">)</span>
+<span class="w">    </span><span class="n">rcvbuf</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="kt">Int</span><span class="p">,</span><span class="n">n</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">rank</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">2</span>
+<span class="w">        </span><span class="n">MPI</span><span class="o">.</span><span class="n">Send</span><span class="p">(</span><span class="n">sndbuf</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">;</span><span class="w"> </span><span class="n">dest</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="n">tag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">        </span><span class="n">MPI</span><span class="o">.</span><span class="n">Recv!</span><span class="p">(</span><span class="n">rcvbuf</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">,</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Status</span><span class="p">;</span><span class="w"> </span><span class="n">source</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="n">tag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">rank</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">3</span>
+<span class="w">        </span><span class="n">MPI</span><span class="o">.</span><span class="n">Send</span><span class="p">(</span><span class="n">sndbuf</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">;</span><span class="w"> </span><span class="n">dest</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="n">tag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">        </span><span class="n">MPI</span><span class="o">.</span><span class="n">Recv!</span><span class="p">(</span><span class="n">rcvbuf</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">,</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Status</span><span class="p">;</span><span class="w"> </span><span class="n">source</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="n">tag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="nd">@show</span><span class="w"> </span><span class="p">(</span><span class="n">rcvbuf</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span><span class="n">rank</span><span class="p">)</span>
+<span class="k">end</span>
+<span class="n">run</span><span class="p">(</span><span class="sb">`</span><span class="si">$</span><span class="p">(</span><span class="n">mpiexec</span><span class="p">())</span><span class="sb"> -np 4 julia --project=. -e </span><span class="si">$code</span><span class="sb">`</span><span class="p">);</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=8b7eeec2">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="Correct-program">Correct program<a class="anchor-link" href="#Correct-program">¶</a></h3><p>We can fix the program by smartly ordering the sends and the receives. This should work for any value of <code>n</code> as long as we have enough memory in the system.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=94c8d5e9">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">code</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">quote</span>
+<span class="w">    </span><span class="k">using</span><span class="w"> </span><span class="n">MPI</span>
+<span class="w">    </span><span class="n">MPI</span><span class="o">.</span><span class="n">Init</span><span class="p">()</span>
+<span class="w">    </span><span class="n">comm</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">COMM_WORLD</span>
+<span class="w">    </span><span class="n">rank</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_rank</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="n">n</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">10000</span>
+<span class="w">    </span><span class="n">sndbuf</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">fill</span><span class="p">(</span><span class="n">rank</span><span class="p">,</span><span class="n">n</span><span class="p">)</span>
+<span class="w">    </span><span class="n">rcvbuf</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="kt">Int</span><span class="p">,</span><span class="n">n</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">rank</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">2</span>
+<span class="w">        </span><span class="n">MPI</span><span class="o">.</span><span class="n">Send</span><span class="p">(</span><span class="n">sndbuf</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">;</span><span class="w"> </span><span class="n">dest</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="n">tag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">        </span><span class="n">MPI</span><span class="o">.</span><span class="n">Recv!</span><span class="p">(</span><span class="n">rcvbuf</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">,</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Status</span><span class="p">;</span><span class="w"> </span><span class="n">source</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="n">tag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">rank</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">3</span>
+<span class="w">        </span><span class="n">MPI</span><span class="o">.</span><span class="n">Recv!</span><span class="p">(</span><span class="n">rcvbuf</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">,</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Status</span><span class="p">;</span><span class="w"> </span><span class="n">source</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="n">tag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">        </span><span class="n">MPI</span><span class="o">.</span><span class="n">Send</span><span class="p">(</span><span class="n">sndbuf</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">;</span><span class="w"> </span><span class="n">dest</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="n">tag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="nd">@show</span><span class="w"> </span><span class="p">(</span><span class="n">rcvbuf</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span><span class="n">rank</span><span class="p">)</span>
+<span class="k">end</span>
+<span class="n">run</span><span class="p">(</span><span class="sb">`</span><span class="si">$</span><span class="p">(</span><span class="n">mpiexec</span><span class="p">())</span><span class="sb"> -np 4 julia --project=. -e </span><span class="si">$code</span><span class="sb">`</span><span class="p">);</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=2b37ed85">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>Another solution is to use <code>MPI_Sendrecv</code>.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=9c0c84f0">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">code</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">quote</span>
+<span class="w">    </span><span class="k">using</span><span class="w"> </span><span class="n">MPI</span>
+<span class="w">    </span><span class="n">MPI</span><span class="o">.</span><span class="n">Init</span><span class="p">()</span>
+<span class="w">    </span><span class="n">comm</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">COMM_WORLD</span>
+<span class="w">    </span><span class="n">rank</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_rank</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="n">n</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">10000</span>
+<span class="w">    </span><span class="n">sndbuf</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">fill</span><span class="p">(</span><span class="n">rank</span><span class="p">,</span><span class="n">n</span><span class="p">)</span>
+<span class="w">    </span><span class="n">rcvbuf</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="kt">Int</span><span class="p">,</span><span class="n">n</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">rank</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">2</span>
+<span class="w">        </span><span class="n">MPI</span><span class="o">.</span><span class="n">Sendrecv!</span><span class="p">(</span><span class="n">sndbuf</span><span class="p">,</span><span class="n">rcvbuf</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">;</span><span class="n">dest</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span><span class="n">source</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span><span class="n">sendtag</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span><span class="n">recvtag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">rank</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">3</span>
+<span class="w">        </span><span class="n">MPI</span><span class="o">.</span><span class="n">Sendrecv!</span><span class="p">(</span><span class="n">sndbuf</span><span class="p">,</span><span class="n">rcvbuf</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">;</span><span class="n">dest</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span><span class="n">source</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span><span class="n">sendtag</span><span class="o">=</span><span class="mi">0</span><span class="p">,</span><span class="n">recvtag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="nd">@show</span><span class="w"> </span><span class="p">(</span><span class="n">rcvbuf</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span><span class="n">rank</span><span class="p">)</span>
+<span class="k">end</span>
+<span class="n">run</span><span class="p">(</span><span class="sb">`</span><span class="si">$</span><span class="p">(</span><span class="n">mpiexec</span><span class="p">())</span><span class="sb"> -np 4 julia --project=. -e </span><span class="si">$code</span><span class="sb">`</span><span class="p">);</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=4fca501c">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h2 id="Communication-modes">Communication modes<a class="anchor-link" href="#Communication-modes">¶</a></h2><p>In all cases, it is safe to reuse the send buffer once the corresponding send returns. I.e., all the following sends are <em>complete</em> MPI operations. However, there are some important differences.</p>
+<h3 id="Standard">Standard<a class="anchor-link" href="#Standard">¶</a></h3><ul>
+<li><code>MPI_Send</code></li>
+<li>Programmer cannot make any assumptions whether the message is buffered or synchronous.</li>
+<li>This is up to the system.</li>
+</ul>
+<h3 id="Buffered">Buffered<a class="anchor-link" href="#Buffered">¶</a></h3><ul>
+<li><code>MPI_Bsend</code></li>
+<li>Programmer provides additional internal buffer space with function <code>MPI_Buffer_attach</code>.</li>
+<li><code>MPI_Bsend</code> completes when message is copied into a local buffer.</li>
+<li>Erroneous if buffer space is insufficient.</li>
+</ul>
+<h3 id="Synchronous">Synchronous<a class="anchor-link" href="#Synchronous">¶</a></h3><ul>
+<li><code>MPI_Ssend</code></li>
+<li>The send will only return if a matching receive was posted.</li>
+<li>No buffering, no extra copy, but easy to get deadlocks</li>
+<li>It can be started whether or not a matching receive was posted.</li>
+</ul>
+<h3 id="Ready">Ready<a class="anchor-link" href="#Ready">¶</a></h3><ul>
+<li><code>MPI_Rsend</code></li>
+<li>It may be started only if the matching receive is already posted.</li>
+<li>Erroneous if there is no matching receive yet.</li>
+<li>Otherwise, same as an <code>MPI_Ssend</code>.</li>
+</ul>
+<p>All these send types are matched with a <code>MPI_Recv</code>. I.e., there is no <code>MPI_Brecv</code>, <code>MPI_Srecv</code>, <code>MPI_Rrecv</code>. For further information about the communication modes, refer to <a href="https://www.mpi-forum.org/docs/mpi-2.2/mpi22-report/node53.htm">this section</a> of the MPI standard.</p>
+<div class="alert alert-block alert-info">
+<b>Note:</b>  `MPI_Bsend`, `MPI_Ssend`, and `MPI_Rsend` are not exposed in the Julia bindings via a high-level interface like for `MPI.Send`, but they can be accessed using the low-level bindings in the submodule `MPI.API` (not shown in this notebook).
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=7a935b14">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h2 id="Non-blocking-send-and-receive">Non-blocking send and receive<a class="anchor-link" href="#Non-blocking-send-and-receive">¶</a></h2><ul>
+<li><p>They return immediately.</p>
+</li>
+<li><p>The send and receive is not completed when the function returns. I.e. they are <em>incomplete</em> operations.</p>
+</li>
+<li><p><code>MPI_Wait</code> used to wait for completion of the send and/or receive.</p>
+</li>
+<li><p>Used to overlap communication and computation ("latency-hiding").</p>
+</li>
+</ul>
+<div class="highlight"><pre><span></span><span class="n">request</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Isend</span><span class="p">(</span><span class="n">sndbuf</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">;</span><span class="w"> </span><span class="n">dest</span><span class="p">,</span><span class="w"> </span><span class="n">tag</span><span class="p">)</span>
+<span class="n">request</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Irecv!</span><span class="p">(</span><span class="n">rcvbuf</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">;</span><span class="w"> </span><span class="n">source</span><span class="p">,</span><span class="w"> </span><span class="n">tag</span><span class="p">)</span>
+</pre></div>
+<div class="highlight"><pre><span></span><span class="kt">int</span><span class="w"> </span><span class="n">MPI_Isend</span><span class="p">(</span><span class="k">const</span><span class="w"> </span><span class="kt">void</span><span class="w"> </span><span class="o">*</span><span class="n">sndbuf</span><span class="p">,</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">count</span><span class="p">,</span><span class="w"> </span><span class="n">MPI_Datatype</span><span class="w"> </span><span class="n">datatype</span><span class="p">,</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">dest</span><span class="p">,</span>
+<span class="w">    </span><span class="kt">int</span><span class="w"> </span><span class="n">tag</span><span class="p">,</span><span class="w"> </span><span class="n">MPI_Comm</span><span class="w"> </span><span class="n">comm</span><span class="p">,</span><span class="w"> </span><span class="n">MPI_Request</span><span class="w"> </span><span class="o">*</span><span class="n">request</span><span class="p">)</span>
+<span class="kt">int</span><span class="w"> </span><span class="n">MPI_Irecv</span><span class="p">(</span><span class="kt">void</span><span class="w"> </span><span class="o">*</span><span class="n">rcvbuf</span><span class="p">,</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">count</span><span class="p">,</span><span class="w"> </span><span class="n">MPI_Datatype</span><span class="w"> </span><span class="n">datatype</span><span class="p">,</span>
+<span class="w">    </span><span class="kt">int</span><span class="w"> </span><span class="n">source</span><span class="p">,</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">tag</span><span class="p">,</span><span class="w"> </span><span class="n">MPI_Comm</span><span class="w"> </span><span class="n">comm</span><span class="p">,</span><span class="w"> </span><span class="n">MPI_Request</span><span class="w"> </span><span class="o">*</span><span class="n">request</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=85903e61">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="Example">Example<a class="anchor-link" href="#Example">¶</a></h3><p>Send 5 integers from rank 2 to rank 3. Both ranks do some work while messages are being communicated.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=42284c69">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">code</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">quote</span>
+<span class="w">    </span><span class="k">using</span><span class="w"> </span><span class="n">MPI</span>
+<span class="w">    </span><span class="n">MPI</span><span class="o">.</span><span class="n">Init</span><span class="p">()</span>
+<span class="w">    </span><span class="n">work</span><span class="p">()</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">sum</span><span class="p">(</span><span class="n">rand</span><span class="p">(</span><span class="mi">1000</span><span class="p">))</span>
+<span class="w">    </span><span class="n">comm</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">COMM_WORLD</span>
+<span class="w">    </span><span class="n">rank</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_rank</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">rank</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">2</span>
+<span class="w">        </span><span class="n">sndbuf</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">8</span><span class="p">]</span>
+<span class="w">        </span><span class="n">request</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Isend</span><span class="p">(</span><span class="n">sndbuf</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">;</span><span class="w"> </span><span class="n">dest</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="n">tag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">        </span><span class="n">work</span><span class="p">()</span>
+<span class="w">        </span><span class="n">MPI</span><span class="o">.</span><span class="n">Wait</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">rank</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">3</span>
+<span class="w">        </span><span class="n">rcvbuf</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="kt">Int</span><span class="p">,</span><span class="mi">5</span><span class="p">)</span>
+<span class="w">        </span><span class="n">request</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Irecv!</span><span class="p">(</span><span class="n">rcvbuf</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">;</span><span class="w"> </span><span class="n">source</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="n">tag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">        </span><span class="n">work</span><span class="p">()</span>
+<span class="w">        </span><span class="n">MPI</span><span class="o">.</span><span class="n">Wait</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+<span class="w">        </span><span class="nd">@show</span><span class="w"> </span><span class="n">rcvbuf</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+<span class="n">run</span><span class="p">(</span><span class="sb">`</span><span class="si">$</span><span class="p">(</span><span class="n">mpiexec</span><span class="p">())</span><span class="sb"> -np 4 julia --project=. -e </span><span class="si">$code</span><span class="sb">`</span><span class="p">);</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=0180c576">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="Incorrect-program">Incorrect program<a class="anchor-link" href="#Incorrect-program">¶</a></h3><p>This program in incorrect both on the send and the receive side.</p>
+<ul>
+<li>One needs to wait for completion before reseting the send buffer</li>
+<li>One needs to wait for completion before using the receive buffer</li>
+</ul>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=52991807">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">code</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">quote</span>
+<span class="w">    </span><span class="k">using</span><span class="w"> </span><span class="n">MPI</span>
+<span class="w">    </span><span class="n">MPI</span><span class="o">.</span><span class="n">Init</span><span class="p">()</span>
+<span class="w">    </span><span class="n">comm</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">COMM_WORLD</span>
+<span class="w">    </span><span class="n">rank</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_rank</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">rank</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">2</span>
+<span class="w">        </span><span class="n">sndbuf</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">8</span><span class="p">]</span>
+<span class="w">        </span><span class="n">request</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Isend</span><span class="p">(</span><span class="n">sndbuf</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">;</span><span class="w"> </span><span class="n">dest</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="n">tag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">        </span><span class="n">sndbuf</span><span class="w"> </span><span class="o">.=</span><span class="w"> </span><span class="mi">10</span><span class="w"> </span><span class="c"># We cannot set the sndbuf before MPI.Wait.</span>
+<span class="w">        </span><span class="n">MPI</span><span class="o">.</span><span class="n">Wait</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">rank</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">3</span>
+<span class="w">        </span><span class="n">rcvbuf</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="kt">Int</span><span class="p">,</span><span class="mi">5</span><span class="p">)</span>
+<span class="w">        </span><span class="n">request</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Irecv!</span><span class="p">(</span><span class="n">rcvbuf</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">;</span><span class="w"> </span><span class="n">source</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="n">tag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">        </span><span class="nd">@show</span><span class="w"> </span><span class="n">rcvbuf</span><span class="w">  </span><span class="c"># Not guaranteed to have the correct value.</span>
+<span class="w">        </span><span class="n">MPI</span><span class="o">.</span><span class="n">Wait</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+<span class="n">run</span><span class="p">(</span><span class="sb">`</span><span class="si">$</span><span class="p">(</span><span class="n">mpiexec</span><span class="p">())</span><span class="sb"> -np 4 julia --project=. -e </span><span class="si">$code</span><span class="sb">`</span><span class="p">);</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=4cc264f1">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="Which-is-the-incoming-message-size?">Which is the incoming message size?<a class="anchor-link" href="#Which-is-the-incoming-message-size?">¶</a></h3><p>If we use <code>MPI_Probe</code> we miss the opportunity to do local work before a send is started.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=03b11966">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">code</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">quote</span>
+<span class="w">    </span><span class="k">using</span><span class="w"> </span><span class="n">MPI</span>
+<span class="w">    </span><span class="n">MPI</span><span class="o">.</span><span class="n">Init</span><span class="p">()</span>
+<span class="w">    </span><span class="n">work</span><span class="p">()</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">sum</span><span class="p">(</span><span class="n">rand</span><span class="p">(</span><span class="mi">1000</span><span class="p">))</span>
+<span class="w">    </span><span class="n">comm</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">COMM_WORLD</span>
+<span class="w">    </span><span class="n">rank</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_rank</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">rank</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">2</span>
+<span class="w">        </span><span class="n">sleep</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span><span class="w"> </span><span class="c"># Sleep 5 seconds</span>
+<span class="w">        </span><span class="n">sndbuf</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">8</span><span class="p">]</span>
+<span class="w">        </span><span class="n">request</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Isend</span><span class="p">(</span><span class="n">sndbuf</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">;</span><span class="w"> </span><span class="n">dest</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="n">tag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">        </span><span class="n">MPI</span><span class="o">.</span><span class="n">Wait</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">rank</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">3</span>
+<span class="w">        </span><span class="c"># We are going to wait here for about 5 seconds</span>
+<span class="w">        </span><span class="c"># Missing the opportunity to do some useful work</span>
+<span class="w">        </span><span class="n">status</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Probe</span><span class="p">(</span><span class="n">comm</span><span class="p">,</span><span class="n">MPI</span><span class="o">.</span><span class="n">Status</span><span class="p">;</span><span class="w"> </span><span class="n">source</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="n">tag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">        </span><span class="n">count</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Get_count</span><span class="p">(</span><span class="n">status</span><span class="p">,</span><span class="kt">Int</span><span class="p">)</span>
+<span class="w">        </span><span class="n">rcvbuf</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="kt">Int</span><span class="p">,</span><span class="n">count</span><span class="p">)</span>
+<span class="w">        </span><span class="n">request</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Irecv!</span><span class="p">(</span><span class="n">rcvbuf</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">;</span><span class="w"> </span><span class="n">source</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="n">tag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">        </span><span class="n">work</span><span class="p">()</span>
+<span class="w">        </span><span class="n">MPI</span><span class="o">.</span><span class="n">Wait</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+<span class="w">        </span><span class="nd">@show</span><span class="w"> </span><span class="n">rcvbuf</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+<span class="n">run</span><span class="p">(</span><span class="sb">`</span><span class="si">$</span><span class="p">(</span><span class="n">mpiexec</span><span class="p">())</span><span class="sb"> -np 4 julia --project=. -e </span><span class="si">$code</span><span class="sb">`</span><span class="p">);</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=6761b4fa">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>We can fix this using an <code>MPI_Iprobe</code>. It allows us to check for incoming messages without blocking.</p>
+<div class="highlight"><pre><span></span><span class="n">ismsg</span><span class="p">,</span><span class="w"> </span><span class="n">status</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Iprobe</span><span class="p">(</span><span class="n">comm</span><span class="p">,</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Status</span><span class="p">;</span><span class="w"> </span><span class="n">source</span><span class="p">,</span><span class="w"> </span><span class="n">tag</span><span class="p">)</span>
+</pre></div>
+<div class="highlight"><pre><span></span><span class="kt">int</span><span class="w"> </span><span class="n">MPI_Iprobe</span><span class="p">(</span><span class="kt">int</span><span class="w"> </span><span class="n">source</span><span class="p">,</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="n">tag</span><span class="p">,</span><span class="w"> </span><span class="n">MPI_Comm</span><span class="w"> </span><span class="n">comm</span><span class="p">,</span><span class="w"> </span><span class="kt">int</span><span class="w"> </span><span class="o">*</span><span class="n">flag</span><span class="p">,</span>
+<span class="w">    </span><span class="n">MPI_Status</span><span class="w"> </span><span class="o">*</span><span class="n">status</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=75fdb2b1">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">code</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">quote</span>
+<span class="w">    </span><span class="k">using</span><span class="w"> </span><span class="n">MPI</span>
+<span class="w">    </span><span class="n">MPI</span><span class="o">.</span><span class="n">Init</span><span class="p">()</span>
+<span class="w">    </span><span class="n">work</span><span class="p">()</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">sum</span><span class="p">(</span><span class="n">rand</span><span class="p">(</span><span class="mi">1000</span><span class="p">))</span>
+<span class="w">    </span><span class="n">comm</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">COMM_WORLD</span>
+<span class="w">    </span><span class="n">rank</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_rank</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">rank</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">2</span>
+<span class="w">        </span><span class="n">sleep</span><span class="p">(</span><span class="mi">5</span><span class="p">)</span><span class="w"> </span><span class="c"># Sleep 5 seconds</span>
+<span class="w">        </span><span class="n">sndbuf</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="mi">3</span><span class="p">,</span><span class="mi">5</span><span class="p">,</span><span class="mi">8</span><span class="p">]</span>
+<span class="w">        </span><span class="n">request</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Isend</span><span class="p">(</span><span class="n">sndbuf</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">;</span><span class="w"> </span><span class="n">dest</span><span class="o">=</span><span class="mi">3</span><span class="p">,</span><span class="w"> </span><span class="n">tag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">        </span><span class="n">MPI</span><span class="o">.</span><span class="n">Wait</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">rank</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">3</span>
+<span class="w">        </span><span class="k">while</span><span class="w"> </span><span class="nb">true</span>
+<span class="w">            </span><span class="n">ismsg</span><span class="p">,</span><span class="w"> </span><span class="n">status</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Iprobe</span><span class="p">(</span><span class="n">comm</span><span class="p">,</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Status</span><span class="p">;</span><span class="w"> </span><span class="n">source</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="n">tag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">            </span><span class="k">if</span><span class="w"> </span><span class="n">ismsg</span>
+<span class="w">                </span><span class="n">count</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Get_count</span><span class="p">(</span><span class="n">status</span><span class="p">,</span><span class="kt">Int</span><span class="p">)</span>
+<span class="w">                </span><span class="n">rcvbuf</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="kt">Int</span><span class="p">,</span><span class="n">count</span><span class="p">)</span>
+<span class="w">                </span><span class="n">reqrcv</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Irecv!</span><span class="p">(</span><span class="n">rcvbuf</span><span class="p">,</span><span class="w"> </span><span class="n">comm</span><span class="p">;</span><span class="w"> </span><span class="n">source</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span><span class="w"> </span><span class="n">tag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">                </span><span class="n">work</span><span class="p">()</span>
+<span class="w">                </span><span class="n">MPI</span><span class="o">.</span><span class="n">Wait</span><span class="p">(</span><span class="n">reqrcv</span><span class="p">)</span>
+<span class="w">                </span><span class="nd">@show</span><span class="w"> </span><span class="n">rcvbuf</span>
+<span class="w">                </span><span class="k">break</span>
+<span class="w">            </span><span class="k">end</span>
+<span class="w">            </span><span class="n">work</span><span class="p">()</span><span class="w"> </span><span class="c"># Do work while waiting for an incoming message.</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+<span class="n">run</span><span class="p">(</span><span class="sb">`</span><span class="si">$</span><span class="p">(</span><span class="n">mpiexec</span><span class="p">())</span><span class="sb"> -np 4 julia --project=. -e </span><span class="si">$code</span><span class="sb">`</span><span class="p">);</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=c168ca8e">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="o">?</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Iprobe</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=6caa8d74">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h2 id="MPI-Communicators">MPI Communicators<a class="anchor-link" href="#MPI-Communicators">¶</a></h2><p>In MPI, a <strong>communicator</strong> represents a group of processes that can communicate with each other. <code>MPI_COMM_WORLD</code> (<code>MPI.COMM_WORLD</code> from Julia) is a built-in communicator that represents all processes available in the MPI program.  Custom communicators can also be created to group processes based on specific requirements or logical divisions.  The <strong>rank</strong> of a processor is a unique (integer) identifier assigned to each process within a communicator. It allows processes to distinguish and address each other in communication operations.</p>
+<h3 id="Duplicating-a-communicator">Duplicating a communicator<a class="anchor-link" href="#Duplicating-a-communicator">¶</a></h3><p>It is a good practice to not using the built-in communicators directly, and use a copy instead with <code>MPI.Comm_dup</code>. Different libraries using the same communicator can lead to unexpected interferences.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=c87b3c82">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h2 id="Collective-communication">Collective communication<a class="anchor-link" href="#Collective-communication">¶</a></h2><p>MPI provides collective communication functions for communication involving multiple processes. Some usual collective directives are:</p>
+<ul>
+<li><code>MPI.Gather</code>: Gathers data from all processes to a single process.</li>
+<li><code>MPI.Scatter</code>: Distributes data from one process to all processes.</li>
+<li><code>MPI.Bcast</code>: Broadcasts data from one process to all processes.</li>
+<li><code>MPI.Barrier</code>: Synchronizes all processes.</li>
+</ul>
+<p>See more collective directives available from Julia here: <a href="https://juliaparallel.org/MPI.jl/stable/reference/collective/">https://juliaparallel.org/MPI.jl/stable/reference/collective/</a></p>
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+<h3 id="Gather">Gather<a class="anchor-link" href="#Gather">¶</a></h3><p>Each rank sends a message to the root rank (the root rank also sends a message to itself). The root rank receives all these values in a buffer (e.g. a vector).</p>
+</div>
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" 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+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=1f8a70c6">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">code</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">quote</span>
+<span class="w">    </span><span class="k">using</span><span class="w"> </span><span class="n">MPI</span><span class="p">;</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Init</span><span class="p">()</span>
+<span class="w">    </span><span class="n">comm</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_dup</span><span class="p">(</span><span class="n">MPI</span><span class="o">.</span><span class="n">COMM_WORLD</span><span class="p">)</span>
+<span class="w">    </span><span class="n">nranks</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_size</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="n">rank</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_rank</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="n">root</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">    </span><span class="n">snd</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">10</span><span class="o">*</span><span class="p">(</span><span class="n">rank</span><span class="o">+</span><span class="mi">2</span><span class="p">)</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="s">"I am sending </span><span class="si">$snd</span><span class="s">"</span><span class="p">)</span>
+<span class="w">    </span><span class="n">rcv</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Gather</span><span class="p">(</span><span class="n">snd</span><span class="p">,</span><span class="n">comm</span><span class="p">;</span><span class="n">root</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">rank</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">root</span>
+<span class="w">        </span><span class="n">println</span><span class="p">(</span><span class="s">"I have received: </span><span class="si">$rcv</span><span class="s">"</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+<span class="n">run</span><span class="p">(</span><span class="sb">`</span><span class="si">$</span><span class="p">(</span><span class="n">mpiexec</span><span class="p">())</span><span class="sb"> -np 3 julia --project=. -e </span><span class="si">$code</span><span class="sb">`</span><span class="p">);</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=8b4254d1">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="Scatter">Scatter<a class="anchor-link" href="#Scatter">¶</a></h3><p>The root rank contains a buffer (e.g., a vector) of values (one value for each rank in a communicator). Scatter sends one value to each rank (the root rank also receives a value). The root rank can be any process in a communicator.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=74d5b606">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div>
+<img align="left" alt="No description has been provided for this image" 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" width="350"/>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=5ea413fd">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">code</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">quote</span>
+<span class="w">    </span><span class="k">using</span><span class="w"> </span><span class="n">MPI</span><span class="p">;</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Init</span><span class="p">()</span>
+<span class="w">    </span><span class="n">comm</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_dup</span><span class="p">(</span><span class="n">MPI</span><span class="o">.</span><span class="n">COMM_WORLD</span><span class="p">)</span>
+<span class="w">    </span><span class="n">nranks</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_size</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="n">rank</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_rank</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="n">root</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">    </span><span class="n">rcv</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Ref</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span><span class="w"> </span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">rank</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">root</span>
+<span class="w">        </span><span class="n">snd</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="mi">10</span><span class="o">*</span><span class="p">(</span><span class="n">i</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">nranks</span><span class="p">]</span>
+<span class="w">        </span><span class="n">println</span><span class="p">(</span><span class="s">"I am sending: </span><span class="si">$snd</span><span class="s">"</span><span class="p">)</span>
+<span class="w">    </span><span class="k">else</span>
+<span class="w">        </span><span class="n">snd</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nb">nothing</span>
+<span class="w">    </span><span class="k">end</span><span class="w">    </span>
+<span class="w">    </span><span class="n">MPI</span><span class="o">.</span><span class="n">Scatter!</span><span class="p">(</span><span class="n">snd</span><span class="p">,</span><span class="n">rcv</span><span class="p">,</span><span class="n">comm</span><span class="p">;</span><span class="n">root</span><span class="p">)</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="s">"I have received: </span><span class="si">$</span><span class="p">(</span><span class="n">rcv</span><span class="p">[])</span><span class="s">"</span><span class="p">)</span>
+<span class="k">end</span>
+<span class="n">run</span><span class="p">(</span><span class="sb">`</span><span class="si">$</span><span class="p">(</span><span class="n">mpiexec</span><span class="p">())</span><span class="sb"> -np 3 julia --project=. -e </span><span class="si">$code</span><span class="sb">`</span><span class="p">);</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=ed8da7f9">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="Bcast-(broadcast)">Bcast (broadcast)<a class="anchor-link" href="#Bcast-(broadcast)">¶</a></h3><p>Similar to scatter, but we send the same message to all processes.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=26b56c81">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div>
+<img align="left" alt="No description has been provided for this image" 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Mi9NC2yGPgS0Fwz+mPA66GzrkymqZCFwNbAlsBWjW1LYBmwENii/rhJvdNiYKNRDrgSWAHcDqwBbgFWA3fW283ADcB19ccboLNisr8rSdJMlc2BDwEv55773lBdk18PnRtKJZM081mZlqZcNgeOAw6pX1gL/B10Pl8uU7+yKbAHcB9gN2A5cK/6447A9pQvV+6iqlhfA1wBXAZcUn+8vPrYua5YOklSAXkMcDTVNWzItcBrofPVMpkkzXSlb3qlWS7LgR8C969fuAt4LnS+Xy5TL7ItsF+97QvsSXUDsm3JVJNoBfBn4ALgwvpj/e/OrSWDSZKmSpYA7wDeRNVDashxVA+5rykSS9KMZWVamjLZDfgRVSsuVF2Snwadk8pl6ibLgYcADwUeQFXx366PA60Frqfqcn1V/e/rqVqJV9TbzY1/39LY9+ZRjrkxsAjYnOrGZxmwFFgCbErVZXxbqq7lQ9tW9cd+y7erqSrWvwd+C5wJnAedNX0eT5I0ULIv8Bmq696QW4AjofPpMpkkzURWpqUpkYOA7wPb1C9cATwROueWywT1WpsHAo8CHkZVid6px51XU3WX/hNwcf1x6N/XAddDJ5McuE+ZR/VA4F71tjOwS70NvbbVOA64iqpyfWa9/Rb4HXRWTWJoSdK0yTzg1cAHqB7cDvlf4FWOpZbUCyvT0qTLY4FvUbWcQtXK+QToXFYgSwfYH3g08Fiqcdubb2CndcBFwFnA7+qP5wOXz7LJ0rYE7gvcr/449O/dgAU9HGAVcDpwcr2d4s2XJM002RX4PNV1csh1wN9D55tFIkmSNDflWZAVjSU4fgPZZsP7TWqGZXWOz0Gubi0J0t7WQ34P+VS9/vWDIaPNrD1HZCFkb8gLIP8G+Snk5g28j0Pb+fX7/hLIvUt/J5KkXqRTXwPvbJXpx0LG04tJkiT1J6+GrGtchE+YvjWksxzyD5AfQ1aNUdlbATkR8gHIU+vWWfUku0GeDXkf5IeQW3uoXF8E+WS9n++1JA207F5fI5vl+NWQp5VOJknSLJY3tS6+X6rXXJ7Kcw5VoH/ZqsS3W55/C3k/5JFU611rUmQ+ZD/Iq+qf9583ULFeW/dUeD/kMVP/+yFJGr8sgBwJWdkqw4+ZvgfkkiTNGfmn1gX3KKqJTabiXJtCXrqBCvStkK/XX7d8anKou+wIeS7kE5ALN1C5vhnyVaru5FuUTi5Jasq+kDNa5fYlkMeVTiZJ0iyRI1sX2g9OwTk6dUvmMYwczzW0XV93J36sLZ6DJLvUDzW+ArlujIr1GsjPIa+H7FE6tSQJGq3UzeFT6yFHQzYpnU6SpBks/9yqEL1zko+/DeQtkIvHaNn8POQJ1QVfgy3zIAdSDQn4eV2BHq1yfR7kXZC9S6eWJOUgyLmtcvoPkAeXTiZJ0gyUd01dRToHQf6b4bOCD20r61bOp+H45xkuW0L+CvI1yC1jVKzPgbwdsmfpxJI0d2VJ1fssa1u9it4FmV86nSRJM0Te3arsvG0Sjjkf8peQU0epUF0IeQNk64mfS4MniyCHQj7G2BOZ/RbyZqp1USVJ0y4HU63U0CybfwrZsXQySZIG3IiK9DsmeLxFkBdBLuhScVpFtcbloZDO5OTXzJB96taOP45RsT6dal1UZ5eVpGmVZVTjpttDr55XOpkkSQNqREX67RM41jKqsbNXdakkXVW3Pm4zedk1M6VTt4IcBblylEr1HZAvUE0+N0WzyEuSRspzIDe1yuRjIBuXTiZJ0gDJeyana3c2olpK64YulaILIC/DsdDqKvMgj4J8qm4B6VaxvqR+6GM3cEmaFtkFcmKrLD4PckDpZJIkDYARk429qY9jLKq75HZrXTyj7urtBCbqURZDDquHAXSbFXwd5ATI4TjTuyRNsSyAvJfhk5OtgLzGYVqSpDksr2lVUt44zv3nQV4CubRLhefHkEOmJrfmjiyvezucN0pr9aXVkIRsXzqpJM1ueRTk8lYZfJzDtiRJc1BeULfw9TlGOo+sW53blZtTq/Gt0mTLQyCfrsdRt3/vVtct2Y+1pUSSpko2o1rCsln+Xgt5UulkkiRNkzyeajbtoQvhf45j352pJiBZ32UM1eFWZDT1smk9rOCsUVqrL4QcAVlaOqkkzU55UevB5nqqySQXlU4mSdIUyiMgdzYugMf0VgHOUsj76nFS7UmhXoxjolVEHgn5cuvh0NB2DeSddkGUpKmQ+0F+1yp3fwPZpXQySZKmQO7P8GUuvktPEzjlCYxcE/hOyDsgS6Y+t7Qh2ZZqybX2eL6hiXI+A9mndEpJml2yGPLB1rCxWyDPLJ1MkqRJlN0hVzcudr/ccDfYbF+3+rUrJ9/0ybMGUxZCng85rcvv7XrI8VVrtiRp8uQpkOtb5e177bUmSZoFshxyceMidzZkiw3s8zJGrvd7YdVKLc0EOaR+8LOuS8X6RJwwR5ImUXaCnNIqa3+Bqy1IkmaubAb5bePC9sexL2xZDvl+ly7db8GJRTQjZXfIxyC3d6lUnwF5NmRe6ZSSNPNlQd3tu1nOXgE5uHQySZLGKUsgJzcuaFdCdh3j6w+H3NC6CJ4C2XP6MktTJZtCjoTc2KVS/UeqGcJ7mENAkjS2PA9yW6OMXQ15Pa74IUmaGdKBfKk1Icj+o3ztVlRr9DYrF3dBXmeLnWafLIO8ieFzCAxtF0H+2nF+kjRR2bMeVtYsY78D2bx0MkmSNiDvaly8VkAePsrXHdQaTx3IryB7TWtcadplEdVaqRd1qVSfX3/OSrUk9S0btx7sB/IHyH6lk0mSNIocTjWT5tCMmi/s8jWdunVuTavS/SYrEJpbshDyklEq1b+DPK10Qkma2fKiusdb837jZaVTSZLUkgdRTRg2dMF6V5ev2QryvVal4TzIvtMeVxoYWVDd3OXSLpXqX+NM9pI0AXkA5E+tsvUYyEalk0mSBOTekGsbF6mvjJzsIw/u0q37GMgmRSJLAycLqSYju6JLpfrk0YdMSJLGli27PMw/kzEnR5UkacplGeSsxsXptJFPe/OGVrfuO6vurZJGytL6b+a61o3fOsgXIbuUTihJM086kCNa9yM3QB5XOpkkaU7KfMgPGhelSyDbNT6/GPJfrQrBuZB9ikWWZoxsAnk75NbW39AKyIdwZlpJ6kMe2+pNtwby6tKpJElzTo5qXIxuY9gsmdkGcmKrEvAFyMbl8kozUbaB/CfVeqnNv6cbIK+FLCqdUJJmluwI+U2rTP2M5akkaZrkZa3up42Zh7NPa3z02qrbqqT+ZU/IN7uMp74IcljpdJI0s2RJ/ZC/PT/F9qWTSZJmtTy2NeboiMbnngC5pfG52yFPL5dVmm3ykC69PgL5iUMoJGk80oG8uW4UGCpLL4M8oHQySdKslO0hVzUuOp9tfO6IuhV66HN/hty/XFZptkoH8lxGzpC/CvJhyLLSCSVp5sgTITe35qZ4UelUkqRZJQvrLlBDF5tfQhbUnzuydVN/CsMmI5M0+bKofoh1e+vv72qqZbbmlU4oSTND7ge5sFGOrod8wHJUkjRJhk04dg1keXWRySdbN/JfgCwunVaaO3IvyLFdun6fAjmwdDpJmhmyKeS4Vjl6PK6eIEmamDyvcWFZA3lU3Sr2ldZF56iqC6qk6ZdHMXzd96EJAo+267ck9SLzIR9slaN/qFquJUkat9yX4WvdvgmyEcPXmE518ZFUVuZVY/1yfevv80rIc0qnk6SZIc+H3NUoQ2/FlRMkSeOTTSDnNi4m34JsATmp8draanympMGRbSHHdOn6/S3ITqXTSdLgy4PrB5HN+53Xl04lSZoxht2MXwTZBXJm47VVkOeWTilpNHlc3UWxWaG+jWrisvml00nSYMsOkF+1ytDPcPcErJIkdZV/bFw47oI8HPLrxmt3QJ5QOqWkDckSyLvrh1/NG8LTIPuWTidJgy2LqSZXbZaf36t670mSNEIe2rrxfmWra/cdkEeUTilpPLIX5BetG8JVkHdAFpZOJ0mDLUdQTeo4VH6eDdm5dCpJ0kDJ1pDLGxeLz0N+3mqlfkzplJL6kQ7kJZAbW5XqMyEHlE4nSYMtfwVZ2Sg7L4Pcv3QqSdLAyP82LhJnQX7YasV6SumEkiYq20G+3qpQr6FaEsZ14iVpVHk45LpG2Xm790aSJCAva1wcboX8pPH/1bgshDTL5PDWTWEg50AOKp1MkgZX9oL8qfUw8mWlU0mSisluVLP8Dl0YTm1dJJ5VOqGkqZBtWz1Shv7m/xlnrJWkUWQryImtsvMoyLzSySRJ0yoLGL70Q3MpnbWQF5ROKGmq5TCGr6kaqhn89yydTJIGUxZDvtIqN78OWVo6mSRp2uRdjYvAza2Lwt+VTidpumRryLGtMuAOyCtKJ5OkwZRO6z4qdQPFNqWTSZKmXB5Uj4cOZD3Dl314b+l0kkrI4ZCbWjeHP4QsL51MkgZTXta4nwrkj5D7lk4lSZoy2aQu7JuTjA39+yvV01ZJc1PuxfBl8VJPVvb00skkaTDlyVSzew+VmddDDi6dSpI0JfLZ1tjooX//BLKodDpJpWUe5EiqZfGaler/B1lSOp0kDZ7cn2r96aHyciXk2aVTSZImVZ7RKOjXN/59NmSz0ukkDZIcAPl9q0L9O8hepZNJ0uDJcsiZrQYLl86SpNkhO9Rdj9LaLofsVDqdpEGUJZCPtR6+3Q55UelkkjR4smlrqMx6yBtKp5IkTVi+36UifQdk/9LJJA26PB1yY6v8+EI1B4Mk6R5ZAvlWq7z8oHPSSNKMlRd0qUgH8pelk0maKbIT5JetMuTCqju4JOkemQ/5XKu8/Gz1uiRpBslWkGu7VKQ/UjqZpJkmCyDvY/hyeitwbXpJaum6FvV3IEtLJ5Mk9SzHdKlI/7S6KZakfuQxkCtb5coXIRuVTiZJgyX/2HoA+QsnfZWkGSGPbU0cFMilkG1KJ5M002U7yAmt8uW3kN1KJ5OkwZIXQlY3yspzIMtLp5IkjSobQf7UutFdAXlg6WSSZovMh7yn9dDuJshTSieTpMGSp0LuapSVF0PuUzqVJKmr/HuX7t0vLp1K0myUwyA3N8qadZB/gcwrnUySBkceCrmhUVZejauqSNKgyUGQta2K9OdLp5I0m2V3yO9a5c7xkC1LJ5OkwZF9IFc0ysmbIY8onUqSBEAWQs5q3dD+EbKsdDJJs12WUC3/0ix//gTZt3QySRoc2a2+NxsqJ+90eIwkDYS8rXUjuxrykNKpJM0leQVkVaMcuh3yjNKpJGlwZLt60sbm/dqzS6eSpDks94WsbFWm31Q6laS5KA+rxwM2x1G/BdIpnUySBkM2h/xfo5xcA3l+6VSSNEflF62K9C+cAEhSOdkR8ptWufQ1XI9akmrZCPLjRhm5FvKi0qkkaY7Jc1s3rNfjGoaSistSyFda5dNpkJ1KJ5OkwZAlkO+1evK8vHQqSZojshRyZaMQXg85rHQqSaqkA3lrfYM4VE5d5XwOkjQkiyDfaN3LHVE6lSTNAXl3q9Xnc6UTSdJIeTrktkZZdZcT7kjSkMyHfLFVoX596VSSNItlp9asuddXE1pI0iDKvvVyWc3ujG8onUqSBkPmQ/671UjyztKpJGmWyvdbBe4zSyeSpLFlK8gvW2XXZyALSieTpPIyr+plOKyM/GDpVJI0y+TgVkH77dKJJKk3WQz5cqsM+xFk09LJJKm8dCAfa5WRHyqdSpJmicyDXNIoYO+EbFc6lST1Lh3Iu1o3i2dDdi6dTJLKSwfy0VYZ+YnqdUnSBOTIVuH6ktKJJKk/eSVkTaM8u6waWy1Jgryndc/3qapRRZLUh2wKWdEoVE8vnUiSJiZPas30fVM1lEWS1KUXz2esUEtSX/L1RmG61i6RkmaHHAC5ojV85amlU0nSYMg7WhXqz1uhlqRxyd71uoNDBem/l04kSZMnu0AuaD0wfFnpVJI0GEYM8/uUY6glqWc5p1GA3lLNiCtJs0m2hJzSKOvWV10cJUmQN7Qq1P9ROpEkzQB5QqvwfF7pRJI0NbIx5AetMu8ouzRKEkDe4rJZkjQuubJRaJ5fOo0kTa0sYuRa1F+ALCidTJLKy7+0ysd/KZ1IkgZUXtkqFcUmEwAAIABJREFUMA8onUiSpl46kH9tlX/HQZaUTiZJ5eX9rfLxbaUTSdKAybzWkjEnlE4kSdMrb23dMH4fsrR0KkkqLx9ulY9Hlk4kSQMkH23NbLt16USSNP3ymtZqBj+FbFI6lSSVlQ7kE61JG19dOpUkDYAsgaxqFJCfLp1IksrJ39YPFYfKxJMhm5VOJUllpQM5ulWhfmXpVJJUWL7QKBhXVhPySNJcludBVjfKxjPssSNJmQf5YqtC/bLSqSSpkGzeaoH5QOlEkjQY8vT6AeNQ+XgOZLvSqSSprMyHfKU1PPAFpVNJUgH5TqMwvMP1VSWpKY+B3N4oJy+A7FA6lSSVlYWte8i1VY8eSZozshyyrlEQvrF0IkkaPHlUa7WDc22hlqQsgnyvUTauhhxWOpUkTZP8vFEA3lhNLCFJGikPb1Woz4dsXzqVJJWVpfWqB0Nl4wrIY0unkqQplj1ay7/8belEkjTYrFBL0kjZqNVAcxvkgaVTSdIUysmNQu+a0mkkaWbIIa0x1Gc5y7ckZRnktEbZeG3VcCNJs07u02qVfnHpRJI0c+SR9YSNQ2Xo7yBblU4lSWVl67rHzlDZeBlk59KpJGmSDRvbcoNjpSVpvPLoVoX6t9VSg5I0l2UnyKWNsvH3kC1Lp5KkSZLlrVbp15ZOJEkzUx7R6vL9K8gmpVNJUlnZp57YdqhsPBWycelUkjQJclyjcLsdsqB0IkmaufK4evbaoXL1x5DFpVNJUll5cOth44+rpbQkacbKlpC1jYLtfaUTSdLMl6fV66sOla3f9kGlJOVQyMpG2fglyLzSqSSpTzmmUaCtmt4uN9mkHkezW2PbFrJw+jJI0lTJs1sPK7/oTaMk5fmQdY2y8T9LJ5KkPmTjugI9VJh9corOcy/IX0I+CDkech7krsZ5u23X1eNpvgB5FWQ/yPypySdJUyUvac1J8YnSiSSpvLyqdd/35tKJJGmc8m+NQmwtk7aMS+bXYwb/H+SiDVSax7PdVo+veS1k+8nJKklTLW9qlWXvL51IksrLexvl4nrIy0onkqQeZXGrdfirk3DMvSAfqVuVx6oUr6VaZ/D0uvX5hHr7HuQ3kCtbXSNHO8bxkBfibJCSBl7e0yrDXlc6kSSVl4+17u2eUzqRJPUg/9h6GnivCRzrMXWLcbdK7zqqtVb/nWqMzF70NCY686mW7Hoi5N2QnzF8/dbmdmt9o+qahZIG2LCbxnWQvyydSJLKynzIsY2ycRXk8aVTSdIG5KpGwfWTPo9xMOTkUSrQJ0BeDtlmEjMvgDwS8mnIzaN0A38fk9ZdXZImUzpU80AMlVmrvWmUpCyuG02GysZbIAeUTiVJo8ijW5XQ+49z/10g3+hSmb22bkXeZUpiD8+wpOoKlO8zfHKfobWy34TL0EgaOFkI+VGrZ82BpVNJUlnZFHJGo2y8ErJz6VSS1EV+1Sis/jCO/eZDjqgrq83K6xWQf4AsnbrMY+Y6EPKtLpXqMyEPKJNJkkaTZXX5NFRWXQW5d+lUklRWtq3uS+8uG8+uKtmSNDCyvFXp7HHMXnaBnNilW/XbIBtNbeZeZX/It1sZ10D+dXAyShJUQ2CG3TReVN1IStJclt3qno5DZePPIItKp5KkWj7d6l44r4d9nluPX2lWUr9ZVcwHUZ4GubyV92zI7qWTSdI9cl/I9Y1y6pRyPXwkaVDkwZA7G2Xj50onkiQYuRzWhzbw9fMhH25VSm9gRixbkE0hn6CaDG0o+02QJ5VOJkn3yEGtoTNf7+0hpyTNZjm8dQ/35tKJJM15+ftGobQWstkYX7sp5IetivRPBrc1ejR5FOTqxvewru6a3imdTJIqeWpdJg+VU+8rnUiSysubG+XiesgLSyeSNKflskah9IMxvm4Hhk+Osx7y/pnbWpIdIae2Hgx8sWp5l6RBkH9olVGvKJ1IksobNjxxBeTg0okkzUl5cOtGbb9Rvm43yMWNr7ur6moz02Ux5LOt9+BYyMLSySSpko83yqdVVc8aSZrLMh/y3dZwwz1Lp5I05+R7jYLoklG+ZjfIpY2vu3H2PQHM6xg+m/m3q4q2JJWW+VWvoWE3jXuUTiVJZWUZ5HeNsvFPuPqBpOmTpZDVjULoiC5fc+9WRfpKyN7THnVa5JWtCvUPIEtKp5Kk+qbxrNZN49alU0lSWVnO8JVaTvTeTdI0yRGNwmc1I9ZcztaQCxpfcw3kfmWyTpe8gOET/hyLk5JJGgi5F8MnTvy5Q1IkKQcyfPWDY5mx8/lImkGGtTgf1/rcMsjpjc9fDblvmZzTLS9sVajfWzqRJFXyQIavs/qfpRNJUnl5Suve7f2lE0ma1bJna9Kt+zc+N681qcOt1VO/uSSva70/zqAraUDk8NaQlJeWTiRJ5eVVrXu3l5VOJGnWyteGj4Me9rkPNT63EvLoIhGLyyca78MqyGNKJ5KkSt7bGqZzSOlEklRePtIqG/+idCJJs07mUS1tNVTYvLvxuRe0nuq9uFzO0rIAcnzjvbgOsn3pVJLUpQfR1ZAdS6eSpLIyD/KNRtl4G2Sf0qkkzSr5y0Yhsw6yRf36fVsTOPxb2ZyDIJtCzmm8J8fjhGSSBkKWQc5tlE+/wiX9JM152Qjy60bZeAFk89KpJM0aw9bkO71+bSnDl135KWR+2ZyDInu3WvL/sXQiSapkL8gtjfLps6UTSVJ52Z7hS2b9yPtaSZMgm7Umrnle/XpzfPCNkJ3K5hw0eU3j/VnBsAnbJKmkHFb3Mhoqo15VOpEklZcHMHz1gw+XTiRpxss7W5OLLYQ8vlXBfnbplIMnHcj3G+/R2bi+q6SBkbe3Jt15eOlEklRe/ro1F9BflU4kaUbLxY0C5Xt1S3VzvenPlE44uLJNPcnP0Hv1htKJJKmSDuSbjfLpEshWpVNJUnn511bvwgeXTiRpRspWrRbog6vK893//wNkk9IpB1ue23i/bsXZvSUNjCyDnN8oo34AmVc6lSSVlXl1A9JQ2XgVrn4gafyGrb13C+SQRuV6DeSg0glnhvys8T5+oXQaSbpH7t8aI/i20okkqbxsiqsfSJqYXDW8EjisUPlo6XQzR/auxySmfhhxSOlEknSPvLRRtq+r5sWQpLku94Xc3CgfjymdSNKMkZ1aEzB8qPHva6qx0+pdjmq8f6fh2tOSBko+3yijrrVLoyQB5C8gaxvl4xGlE0maEfLpRsFxdT3ed+j/LyqdbubJFpDrGu/hU0snkqR7ZCPIWY0y6v8gC0qnkqTycmSjbFwLeVLpRJIGXq5vFBzNG6yTbVXtV97QeB9PLZ1GkobLfer5MYbKqXeXTiRJ5aUD+Z9G2XhjVV5KUlfZvVFgrG90b1kLObB0upkrG7ceUjyudCJJGi7PabXAPKp0IkkqL0sgv26Uj+c75FHSKIaNnbuj8e9PlE428+VtjffzZ6XTSNJI+VSjnLocsmXpRJJUXnaAXNEoH4+HzC+dStLAyTWtlulQLZ2ybelkM182ZfjMkI8onUiShstGDF+94ZulE0nSYMjDISsb5eN7SieSNFCyXaOAaG7/VjrZ7JH3Nt7Xr5ZOI0kjZV/IXY2y6u9KJ5KkwZAXtRqdnlE6kaSBkX/vUpG+C7J96WSzR7aFrKrf25WQrUonkqSR8o+N68AKyH6lE0nSYMjHG+XjTZBdSyeSNBBySZfK9EdLp5p98o3G++uahZIGUDqQ7zTKqt9DlpZOJUnlZRHkV43y8fRqkjJJc1g2aoyRbrZG7Fg62eyTJzfe43NKp5Gk7rIN5KpGefUfpRNJ0mDIzgxfpeXo0okkFZU3dWmV/njpVLNT5tez5A69zweVTiRJ3eXRkHV1WbUO8pjSiSRpMOSx3LOEbCAvKZ1IUjH5XasivRKyU+lUs9ewicg+WTqNJI0uH22UV5dANi2dSJIGQ97Z6tF5YOlEkqZdOpA1rcr0MaVTzW7ZrdGt/lrIvNKJJKm7LK7HTA9dHz5bOpEkDYbMg/ygUT5eBNmsdCpJ0yrP6tLF+6GlU81+OdP3W9LMkAdAVjfKrKeUTiRJgyFbQC5ulI/fqRqqJM0ROaFVkf5d6URzQ/6l8Z6/r3QaSRpb3t0os67Cpf0kqZaD6iGSQ2XkG0snkjRtclurMv2K0onmhjyo8Z6fXTqNJI0tC1s9ar5SOpEkDY78faN8XAM5pHQiSVMuu7Uq0rdBlpVONTekA7mi8d7fu3QiSRpb9m21vjx3lK87EHLB9GaTpNLypVYPnu1LJ5I0pfKRVmX6P0snmlvy6cZ7/+rSaSRpw/JPjXLresg2Xb7m5PrzO05/PkkqJUshv22Ukb+ALCidStKUyYWtyvQ+pRPNLXla473/euk0krRhmQ85pVF2tVZ/yN9D7oLcAXlSmYySVEr2gNzaKCM/WDqRpCmRBZB1jT/2s0onmnuyJfcskXVF6TSS1Jvcl2pN1aHrx1Pr1w9tdANfATmybE5JKiFPb9zfrYc8q3QiSZMuT2m1Sr+ydKK5KRc0fgY7l04jSb3JPzfKrksgL26Npw7kG6VTSlIZ+WijLLwZsvsoXze/evCYedObT9IE5Tutm55tSyeam/LfjZ/B4aXTSFJvsgjy+0b5taZ1TQnk4tIpJamMLID8slEenlaVmyO+7ln15x80/RklTcCw8Rze8BSTVzZ+Dv9WOo0kjS2dqhdNDof8vEsFurmt7X7zKElzQXakmqhxqEz8UOvz8yDn1MMu31Imo6Q+ZOvWDY9/wMXkgMbP4aTSaSRppGwEub2eWGx1XUm+vTEmcLRtBWS/0uklqZw8qVFWroM8vvG5V0PurD93armMksYpR7RueLYqnWjuyoL6pjT1jer80okkaaQ8ox4TvW4DFejmdhvkhaWTS1JZ+VijXLwWsj3k4QyfyHENZGnppJJ6knMbf7w3lU6j/Kbx89ildBpJ6i73h1wNWdVjZXot5F9Lp5aksrIYcmajbPx1l949t0P+onRSST3JXY0/3i+WTqN8ufHzOLR0GkkaXbaC/KrRNXFD24mlE0tSedmj7q0zVDa2h8msgXykdEqNj1Owz0nZBRjqRhLgtQXDqPKHxr/3KJZCkjaocyNwCPBFYGUPO+wztXkkadBlS+AJwNrGi53WFy0AnjZtkST1Ky9tPAX739JpBNWYwrt/Jv9eOo0k9Sav7KHL9zrINqWTStL0yR6QL0B+BLmkLgfv6HFojEvVziC2TM9NK4EzgHXAVwtnUeWixr/vUyyFJI1L51PAocBtDG9xaboL2HfaIklSeSuABwGPB3ahqnNt3ON+j5vCXJpk7e4FmlOyGbAKOr1009OUyhbA0ERw50Nn75JpJGl8sjtwArADsKT1yZXAm6Fz1LTHkqRisgA4EngHsJDeGjEDfBk6hVZByC7A/sDOwBb1i7cA1wNnQOePU3juDnAAsDuwI7ApcA1wFfBb6Fw1defun5XprrKUaozXAVQ3BltQPXG/meqHehpwHnTWT9H5N6Yaj3bv+vybAJfX5z4VOpdMzXlVVm4GNgdWQGej0mkkaXyyDPhfqutXuwz7EnT+evozSVJpeTBV2bg1I8vGbm6EztZTm2lItgCeCjyRqhV9Q0NyrgO+BHxy8irW2Zhq/qZXActH+yLgFODD0Dlucs6rSZY9IUdCftbjkh83QT5ajYmYtAw7Qz7Tmmm723YK5CmTd14Nhvyh8TN2nUFJM1A6kPdSrUfdvG5dWDqZJJWTpdWcOCPKxm7bqqpeMqV5Dq7mTeopT7dtDeR9kEUTzHEQ5NJxnvsb9cNbDYb8JdUSH/38IgWyGvLPkIUTzPF8epuYoLl9yUrXbJJTGz/b0Z7MSdIMkOfX18f1jWvl/NKpJKmsHAq5fgMNZ3dAXj3FOT43gbpPczsJskmfGR5J70sstrdfW6EeGPn5JP0yHQ9Z3GeGlzNyrblet59A2uPTNCPl+MbP1cl6JM1weSjkRqpWljVMeUuLJM0E2Yxqpu+xWoV/PMUZRqtMXwI5BvJOyKuoVgB6K+S4MfKeABnnpNa5V319aB/rj5DXQg6B7A15IuRjdG9w/AbVOGuV1bUyvZqqtfpfIa+BPLfeXsfYXSL6mBk7h9Q3Ge1j/QLyHMhekB3rrztqlF+mT07626IC8j+Nn+kjS6eRpInLTpBz63LtOaXTSNLgyHMgt41Sr1jBhHu9jnnuZmX6YqpetrtvYJ/lkK+NUgd62TjP/60ux/jC6N9zdmP4cMih7dnjO6+mwN2V6fWQE+snMJtuYJ/lkO+M8ss0jrHMmQ85r7X/esgbx9hnb7qPLXhY7+fVYMrHGz/Pp5dOI0mTI0shX7Rck6S2bEfVsruidV+/amrv7fM5yNmQZzHu1t18pEs95Ap6bp3OQxjZI/f7G86RnSG3tPY7D4cQlZafQ74LeeA49+tA/qvLL9NvxnGMv+2y/4d62G+fLk+xfjG+/Bo8eXfj5/mS0mkkSZI0HfLiukI9VMlcWbUWT9n59uy98jti33mQM/pv2Bs2rDFU46Z37nHfV3c571/1931okmSnCey7FPLnLi3LPfxCpNNl3z/T84RieU+XX6ZH9/+9qLy8ofGzPKJ0GkmSJE2X7Ao5nXsmJzuzdKLR5YVd6iGv72G/rRg5vPW/xnHepYwca110qaw+n0jMJp0rJrDvCuAz7ReBg3rY+SCqdaSbPlUfsxf/CaxpvXZ4j/tKkjTDZTFTOqawl/NL0mTp/Bl4CPB+YB2wH4M7Y/VJXV7boYf9ngIsaL32+d5P21kBfLn14uOp1qouwsr0xJ3c5bXte9jvaa3/rwf+u/fTdq4FftB68ekbHm+gGSKlA0jSYMi8aihW3gw5lmoSmjuBlcBqyO2QP0G+AvkHyLZTkGFbyD9Bflr3IltZnT/XU407/Czk8V6DJU1MZx103kvV6HYasHXhQKO5sctrvawu9NTW/+8CTh3nuX/a5byHjvMYGhw5oEs3h9f2sN+ZrX1+38e5/7HLuQ8c/3E0GIZ18/7H0mkkqZx0IAdDPgW5tsu1bqxtZdVtcDIq1VkI+RfGXhO2NW9KDpj4eSVpkGWvLuXfW3vY78LWPj/r49xbM3ICs3eM/ziTw5bpies25vqasXfJAmDv1ovdWrg3pFsXi/36OI4kSYPkC1TXuL8DxlspXgz8DfB7yJP6j5BlwI+BdwI9zmfCQcApkGf2f15JGngP7fLaBWPvkkXAbq0X+2hM7NzAyLpWu141baxMT9zBXV47dwP77EZ1sW86r49zn8fI7sB79XEcDR67eUuayzbbwOfvBP4MXATcMcrXbAN8C/KE8Z8+C4BvA4/u8slLgOOAY4ATgVWtzy8Fvgp5zPjPK0kzwt+2/r8KOGED+9yHkeOlL+vz/Je2/n+/Po+jsrIQclWrm8HFPez39C5dI/p8ip2rW8f5dn/H0fTKvSHPaL3W7Ob9D0ViSdJAyHda17ZrIR+nWhO11VKdeZD968+v6nJ9vRXSy1wmzWO+s8txroI8jRHLyWQHqjHT7a+/GrLFxN4HSRo0eWqX8u6LPez3hC77PbfPDMe2jtNtDLcGX97c53iBV3XZb5zrXN99rN+0jnN6f8fR9MrT6/Ee7+buCWvyxsbP8TVl80lSSXdXpn9RPXjsddbuHAS5pss19nPjOPd2kDta+19WPQQdc793dznv+3s/ryQNuiyDXNoq51ZCdu1h32d3KSMf32eOo1vHafcQ0uDLHoyckORKyEY97PtPXX6Z7tNnjh+3jrOB8QoaDNm1/nndVT0AyX4MXzv8r0fZbxOcLVbSrJe30Hc36RzEyHVM7+jt+gyQj3W5Rvcw9jrzICd3OW8vy8VI0oDLPMi3upSP/9Lj/i/usu8hfWb5jy7HcrnCmSPLIOd0+SE+p8f9uz293rHPLO2ucBNYN1vTJx3IivpntrZ6ojasy/4zGl93b8jz6p/1asgji0aXpIGXz3W5zj65h/2WMrJVekPjAJv7P7zLed/S//chSYNiWKPP0HYi1RwTvez/mi77P6jPLB/ocqwt+zuWplk6jOynH8inxnGMj0zeL0C+2jrOLf0dR9MvZ3X5PWh3mwlVC8ttVN3Cz8aWaUnagDy5S5n66h72O6zLfoeP89zth+2/7u97kKRBkZcycjmqayE7j+MY3Zb0fUCfed7b5ViTsBzi+Dmb97ikA3wcaF9Yfwu8fhwHmt/t4H2GWt/DsTWYfs3YP/eh7ioLgGXAauDl0On3d0WS5oqLurzWy43W01v/XwV8d5zn/kbr/wfRd+8zSSothwNHA83GnFuBJ0Pn8nEc6K4ury3pM1S35QpHW9lhSlmZHp8PAO0n2xdR/TJ1+wUZTbcfdr+/TO0xYLf3eRxNvzPoXrB0swr4FnRs4ZCkDet2Tb21h/3a4/fOgM7KcZ775Nb/O3RfRlOSBlyeBXyZ4Y11dwGHQeeMcR5sMus/7cr0OmBFn8eaECvTPct7gCNbL14OPB467YXDN+TOLq91e8LSi/Z+RZ7KqC9nM/wp31jWA2+YwiySNJvs0eW1q8beJYuA3Vov/qaPc5/KyF5He/dxHEkqKE8DvsrwtaFXAk+Dzol9HLBbg9+yfpIBm7T+f2epnptWpnuStwBvb714NfAY6LQXDe/FZP4ytfezMj1znE1vT+TuAt4LnQ3cCEqSau21S9cDv9jAPnsw/KYR4M/jP3XnduCG1ot7jf84klRKngAcCzSXJVwNPBc6P+3zoNd3eW2nPo/V3u+6Po+jqZfXdRngfh1knwkc87ldjvmUPo91Wes4x/efS9Nv2Azeo21X4XT/ktSj7NKYwHFoO6mH/Z7Zpfx9Rp8ZTmsd57f9HUeSplsewchVDdZC/nKCx920Sxn7wT6P9afWccY7t8WksWV6THkl8JHWizdRde0+dwIHPr/La/ca/2GyAFjeetF1pmeWszbw+buAV0LHxeglqTef5J4JHIe8p4f9tujy2tV9Zmjv1+3YkjRg8gjgeGDjxovrgL+CzlcnduzObYwcbrPn+I+TJYxsmS5W/7EyPaq8FPgEw8e03gL8BXQ2VAHakIuofjGb+vhl4j6MnL27W0Vdg+tUqm4z3awDzoLOcdOYR5JmsLwceFLrxROg86Medt64y2vjmVx0rP3a4/skacDkYcAPGF5erQf+Bjpfm6STnNf6/8P6OMaDgUUbOK7Kyosg61rdB26FPGQSz3HhxNehzEu7dJd4xORl1NTLM6nWkO7WvXsVZN/SCSVpZsjDu3Tvvqnq9t3T/m/tUg53m8isl2P9V+s4450RXJKmUR4MuaVVbq2DvGSSz3PkxMvZvK21/3rGtd61plheUI8LaP6QbodM8rIW+XjrHKsh45yELMe0jnEzZOGG99PgyO71z75dsKyE/L/S6SRpZsiukGu63GC1140e6xjv6VIW9zEECyCf7HKs9uRmkjQAcgDkxi7l599Pwbn26FI2vnOcxzi3tX8/qy5oauTZkDWtH9CdkMdMwbkO7fLL9NJx7L8JVWt5c/8vTn5OTa10ICu6/C7cAdmqdDpJGnzZCXJxl3K0vQrHho7z9i7H2L3PTJ9tHWdNf8eRpKk0akX6NVN4zvNa57uUamnCXvZ9dJdy+q1Tl1XjkGd1qUjfBXncFJ1vYZdf3tOrylVP+7+yyy/Ts6Ymq6ZWzu7yAGcKngZK0myTbbvcmAXyH30cq9vqHX2u3JEvt45zc3/HkaSpkr0Y2aMnkCOn+Lx/2+Wc/9LDfou63DPfBtlmavOqB3kSI8dZraLv5ap6Pm+7z38gr+phv22oludq7ncBdiGbofK51s/yT/4sJWlDsg3k912uo5/s/cH0sOO9rMuxHtRntm+1jnN5f8eRpKmQvSHXTn9FGiDzIee3zrsacvgY+yxk5PDWPrqIawrkKXXFuV2Rfuo0nHuTLk+E7oA8eYx9toKc0uWX6dlTGHQr4K3AV4Ejgc2n8FxzUP6ee9bzWwV5dOlEkmaNLbmn/H4zs2aJpmwBObPLtfCLkD5XKsnzuhyvPTN4r8c6qXWciSynKWlu2Rg4AvgK8G5gh8k/Rdfy807ICRPY/nMc538iVXfy5vnXUc0ptVvj6+ZBHg85sUvePzLu+aY0BXJ7lx/OzVRdrvvdPjCO8/91l/OvgXwMcr97bgqyOeTljFykPJAf09dT+A1aALwCuB5IY7uJ6o/c1tNJkYPryvQqJrTofOZTzWZ7JOQrVF1hrqSazfaq6mYux1H1iDho8vIPy7AX5F2Q4yHnUPWguBLya8ixkFdANp2ac0tqmMXldzaty5T2tfAbTKhXTw7qcsxX9Hmsy1vHcYlDSRvSAQ4HLmV4uX0n8C5g6eSdKhd0Ke8muo1zIrC8Y4xj3VRXlts9h5t1tf0n7/3QBIxolZ6MbZyLmuc/xjjWKkZOVd/cLmRqxgo8DjiH4X/M7e18Rq7nqXHLplRP51ZC7j3OfRdQ9a74cl3wjOf39DTI0ybpe1hOVVluP2Xstt1GVeGfwTfz0kB7HHA2s7L8zsZ0b6H4FhNezSLLupRh7+vjOAsZuSrIhyeWTdIs9yDgJMYuty8HXkRV6Z6gQahMA+TNjFyOeEPbFUxZo5D6MBCV6U51we6pItL6pc3ySX5D9gS+y9h/zO3tm8Bu3Q6mXuWK8d+0ZWu6Txwx3u0YyEYTyH5Qnzl+DNmk//NKatkDOI7xld/fAvqcsXq6ZSPIz7qUJT+ELJ6kc7RblH/YxzEe3CXj30xOPkmzzHLgC8B6ei+3fwEcMLHTDkplGqh6VZ7aw/FXQT5d3f9qgAxCZfruLI/s8ZfpOqonOT1OI9+TTai6kKxkfDdiQ9tq4CjALrx9yf3HfzOYHXv8fbyph9/zH/V3M5r7MXqL+B+oKswnQa4f5WtOwBZqaaI2ZtaX31kK+UmXMuSHkCWTeJ5vto5/C+Meg53Xd8m57+RllDQLLKIacnMr/ZXb64BjgO36O312huw2yduOE3lDIA+g6vr9dcj8JVW4AAAgAElEQVSvqIbO/h/VRL0vh/T5vWqKZdcp+GXadoKZ9oO8EfLfdSXnBKqxYB+k6tI7iTcOzKPqMnIN/f0xt7erqMbpzZ/EjOqqa2X6IshHIE+n6nrd+Dnk3lSTnf2hy36BfGyc519I95l0f86IGXCzAPJ8yNVdvr6H5RAkdTFHyu8soao0t8uOn0ImcQwhQP6my3kOGecxTmjt/8fJzShphjsM+BOTU27fTvUwdZJ650gaj0OAM5mcP+b29hvgYdP3rcxFd1em10L+h6pnQw/jaLKEqptM+4ZxDeT+4zj/q7oc41jG7DGRXSGXtPa5iwk/zZTmnEOAM5i68vvh0/etjCWLqCZObJc1JzElw0SyVV0WNs/1hXHsvysjx//96+TnlDQD7Qf8jKkpty8AxlgNSNJkuhfwNXr8A+10Ojn88MNz/PHH55nPfGY6nU6vf9jrgS8BO03j9zaHZAfIlyB79rFvp674tm9QP9rj/htRzRDe3PdSelqiII9l5PwAnxr/9yDNSfeiWuaqp/F1Eyy//4ei5XcWQr7TpZw6eWoq0neft115XwG5b4/7fr617zqccVaa67YGPgmspcd778c//vH5/ve/n5e85CVZsGDBeCrVPwD2mr5vTZpbNqJaJ/p2evyj3H///XPcccflqquuunv7wQ9+kAc+8IHj+cO+E/gg1bhsDYzswMglB3rsjti1K+QLx3Hu9rjEVZDN+vo2pLlh0srvBz3oQTOg/M4CquFN7XLm10z58nrZn5Gty6ewwSFWOYyRDwr7nENF0iww2hKFo2677757jjnmmGHl9oknnpjHPe5x4ym3VwNHU1XiJU2Sw4BL6PEPcbvttsuHP/zhXHHFFcP+oIe2K6+8MkcddVS23Xbb8fxxT+KU/poc+VHrxm8tw8ZZj7rft1r73bDhG81h+/9Fl5vk5/f/fUiz2mHAn5nE8vvoo4/O8uXLB7j8zv90KSNugjwHcmif24HjOP+Xu5z/l5AdunxtB/JiRj6cXE1fPYckzQK9LDF797bZZpvlbW97Wy699NKu5fZVV12Vr33ta9ljjz3GU27fSDXJ2YDNgyHNLA8ATqTHP7yFCxfmpS99af7whz+M+sfc3P74xz/mDW94QxYvXjyeP+5TgYdM43ugUeWo/8/encdHUd9/HH9tDuSSSzk9QAXFA0XAAyTcAUVAVBBrUTxqaUVBRSEUsiEbUYqmCt4WqKnUnxawWlBrg4AEoYpyKYoCAgZygJzKIYGd3x/jxgQSdnazs7PH+/l4+Iez3+/MJ0o+7Hdmvp9PBV8Y/VRLNGqAceC4OTMDvG4CGLuOO8ebwf8cIjGpHbCEyMvfV9v/o1faAaAq/7wXwPVPx9y6cvw5DmNur3kUjOFgPA7Gukqu96B9/31EJEK1Av6JxZyakJBgDBo0yFi7dq2lvL1161bD4/EYderUCSRvfwX0CeN/g7iiJ4Sx63QgHRiBxTtSqampZGVlcfbZZwd8sYKCAiZPnsycOXOsTvHtx3sUKA74ghIixrPA/ccdPBVcP51kTlfMHodl/Q5cMwK89jvAgDIHdoBLbQ9EgszfHo+H5s2bB3yxyMzfxk5C/4ri++AKoECPcQFmsaBmQVxrCrjGBjFPRKJTbeARIA2LlbWvueYaPB4PF154YcAX27NnD3/5y1949dVXOXbsmNVp8zGfVH8X8AWlUgH2TpQokIz5i7IJGImFL2KtWrXi9ddfJycnJ6iFNECzZs2YNm0as2fPtpoUEoDbgY2opL+TWh737/tPvpAGoKL/wf8L4trLj/v3RubTIJG4VaX8HcxCGpS/K+f6BrgCWBDApH3A3VpIi8QNX4vCjUAGFvJhs2bNmDp1aiA59wT169cnKyuL9957j6uusvyyZz/ga2AqYHPtifihJ9OxpT/wNHCelcH16tXj4Ycf5q677iIxMXTbKbxeL3PnzsXj8bBr1y6r0zYA44HZIQtE/DDqYfaVLdundR64BlQywTdvKuYX/dIDQC1wHQrw+rdgVpUvKwVcSwM7j0hM6AVMo+KbVSewO39nZWXxww8/WJ1mQ/42sgl90bMvwfVscFONvsBwzP9PNSsYsB4zn70ILr1tJRIfrsJcmFpazdasWZM//vGP3H///ZxySmjvQebm5jJhwgTy8/OtTikAMoHpmG8bSZC0mI4NrYG/ANdZGZycnMyQIUNIS0ujQYMGtgW1b98+nnvuOV555RVKSkqsTvsQeBD40rbA5BfGo8CU4w5aeF3beB+4tsyBIF/PNq7mxKfTQbwuLhLVLsDM35ZeP1b+dpqRDJyL+ep3ImZ19Y3gsnznWESi3pnA48BQLKylXC4X/fr1w+12c8YZZ9gW1KFDh5g5cybPPPMMBw4csDrtM8y8/bFtgcU4LaajW33MV+zuwyy/71dKSgoej4cLLrDYMjMENm3axMSJE/nwww+tTjkKzMR80mH50YgEwjgbWEf5Jz/fAxeA67CfuZ8AV5Y5sBpcAVTJLT3PWb9cs6yx4Dp+gS8Si5S/RUSiS01gzC//1PAzFoC2bdvi8Xjo0KGDrYGVVVRUxOOPP87cuXMxDMPKFAOYg7nn+/jvZeKHFtPRKQm4G3gMaGhlwrnnnktGRgapqam2BnYyeXl5pKen8+2331qdshvwAM9jfkGTkDASgfeB4/8wDAPX3y3MXwdcVObAx+DqHEQcDTDbNpSVBS534OcSiRoB5+9zzjmHtLQ0+vfvb2tgJ6P8LSJxzAUMAp4ELBWnaNy4MaNHj+a2224jIcGZElWrVq3C7Xbz+eefW51yEPNnnAz4ebAiPlpMR58ewDNAGyuD69SpwwMPPMC9995LtWrV7I3MgpKSEnJycnjqqafYv3+/1WnrgYeA/9gXWTwxngJGH3fwPaAfuCzcwjS2AmUr1S0AVxB3aYwamIm7rKfB9XDg5xKJCsrfIiLRpT1m3rb00CA5OZk77riDsWPHUrt2qMs+BM4wDObMmcOkSZPYsWOH1Wn5wATAwgMW0WI6erTE3J8x2MrghIQEbrrpJtLT02nY0NLDj7BSSX+nGMOAV487uA1oa33Pn/EDcFqZA++Cq18Qsbg4sejFX8H1+8DPJRLRlL+Vv0UkujTF3IpzD2FoMWu3gwcP8uKLL/Lss89y5MgRq9MWY+6nXmNbYDFAi+nIVwuzl6flvnUdO3YkKyuLiy66yP9gh33xxRe43W4++eQTq1OOAC9h9mC1/GhEAIybMKvNlt2f+SPQC1yfBnCeAsy/ZHw+ANe1lY0+yXmSMf9/lvU8uI7vey0SrXz5eyxQ3cqEjh074vF4uPjii20NLBS+/PJL0tPTlb9FJJYkY9ay8GCxfdTFF19MVlYWV199ta2BhcKWLVt44oknmDdvntUpXuAfmPupLT/ajidaTEcuF2Yfzz8DTaxMaNq0KWlpaQwaNAiXK7r+1wZR0r8Q846hSvpbYvQB3qH8DZlDQF9wLQ7wXN8Crcoc+Ahc3YKIqQ5mT9ayJoNrXODnEokoyt8np/wtIpEooBaz9evX56GHHgp5i8JwWLp0KRkZGXz99ddWp+zF3Ev9DPCzbYFFoej6Gzt+XInZt87SLa4aNWpw33332dK3LpwOHz7MjBkzAi3p/znmq4Mq6V8poxcwj/JPxkqAG8H1bhDnWwW0LXPgU3BZ6rF43HmaYH6pLmsCuCYFfi6RiHEFZv7uaGWwL3+PGDGC6tUtPbyOSMrfIhLFAm4xe8cdd/Doo49Sp46lh9cR6ejRo7zxxhv8+c9/Ztcuy939vsWsuzPfvsiiixbTkeUM4AkC7FuXnp7OmWeeaXtw4VKFkv6PAlttDS7qGF0wK3fXLHPwGPAbcM0O8pxLgJQyBzaBq2UQ57mYE/vRjgLXtODiEnGU8jfK3yISVRoAGUR4i0K77d27l+zsbHJycjh61HLzhQWY+6nX2RdZdNBiOjLUAEZiVs6zVPrv0ksvJSsriyuuuMLWwJykkv5VZVwF5AKnlj0I/B5c06tw3r9jvsLqcwSoAa4AX9c0+gLHPxkfAC7LG3lEIoDydwVWr15Nenp6MPn7z5hbUERE7BKVLWbttnHjRiZOnMjChQutTikBXgTcnLhtL25oMe28/sA0oIWVwZHQty6cgizpvw0YD7yGuXiMQ0Z7zLuG9coeBO4F14wqnnscZmXiss4AV0GA5xmOWYyorPPBtSH42ETCSvn7JJS/RSQC9cTcFx2VLQrDITc3l4yMDLZs2WJ1yi4gC3gO8+3HuKLFtHPaYW7iT/E3EH7dnzFmzBhOPfVU/xNiTJAl/T/C3I8XZyX9jcuADynfvsoA7gfXCyE4/43AW8cdvB5c7wV4npeBsm2wfgZqgSvuErFEHeXvAPjy93PPPcfPP1uuW/MR5iuEq+2LTETiSFAtCt1uN6effrq9kUWgkpIScnJyePLJJ/nxxx+tTluN+b17iX2RRR4tpsPvNMzXIUYQQN86j8dD8+bNbQ0sGlShpP+jQLFtgUUMow2wECib+Q3MvcjPhugazYEtxx18HFzjAzzPl0DZ/j+fgCvy+0pIPFP+rgLlbxFxQMAtZjt16oTH44mKFrN2Ky4uJjs7m//7v//j2DHLzzrmY25/2mxfZJFDi+nw8fWtywTqWpnQsmVLMjMz6d69u62BRSOV9K+IcRGwCGh03AePgCs7xNdaDVxW5sBn4ApgA6hxNuaCvGwOGg+u418fF4kEyt8hpPwtImGQgFkQ0nKLwmbNmjF27FgGD7b08DqurF27Frfbzaeffmp1yhHMrXwTAMuPtqORFtPh0QuzVYqlW1z16tXj4Ycf5s477yQpyVJxwbikkv5lGedjLqSbHfeBTQtUIxPzCV1Zl4PL4iuZFc6/GFxfVT02kZBS/rZBkPl7A+Z+6iA7EYhInIjLFrN2MwyD+fPnk5WVxbZt26xOK8C8ET0d822jmKPFtL0uwOxb19fK4KSkJG699VbS0tJo0KCBvZHFkH379vHUU0/FcUl/oxWwmBMX0hng8th0zQsx21qVraL0JrhutTC3AfAV0LjMwVXgahfKCEWqSPk7DJS/RSSEgmpR6Ha7OeOMM2wPLlYcOnSImTNn8swzz3DgwAGr01Zg5u1l9kXmDC2m7VEfGAs8BFgq/de5c2c8Hg+tW7e2NbBYFmRJ/79hPun4wbbAbGWch7mQPr5R7SRwTbD52q9h/oVV1iBwzT3JHBdmld7fHvdBP3Ad3yZLxAnK3w7YtGkTEydO5MMPP7Q6JQbyt4iESE3gAQJoUXjZZZfh8XhiukWh3QoLC3niiSeYO3cuhmGp+YIBzAEeAb63Nbgw0mI6tHz7M57CYt+6c845h7S0NPr3729rYPEkiJL+uwEPUVfS3zgLWAqcfdwHbwJ/qsKJi8B10ML1zwW+pvyC42fgHnD9o4Lx1YEXgLuO+2ApuCxVRRaxkS9/P8mJdQcqpPwdenl5eUyYMIENGyx3yIvS/C0iIaIWhQ5buXIlbreblStXWp1yAHOtNBk4bFtgYaLFdOh0xyyOcqmVwbVq1eIPf/gDDzzwQNz0rQunIEv6f435NOoD+yILJeMWzIVzqA0Al8Vyu8aDmP0aj/cZZmybMCtpXgLcSflXuwH2A1eA69sgYxUJBeXvCBIf+VtEqkgtCiOI1+tl7ty5PPbYY+zcudPqtHzMtwn+bl9k9tNiuurOBh4Dbrcy2Ne3Lj09nYYNLT28lirYvXs3Tz/9NK+++moMlvSPhMU0gPEXzC+xgTqI+Xr3oiDmioTCWcAklL8jUhXy9yjgO/siExEHnQ6koxaFEenAgQO89NJLPPvssxw5csTqtEWY+6nX2heZfbSYDp6vb91YoLqVCe3atcPj8dCuneoshdsXX3xBenp6jJX0j5TFNIBxHzAF8/fCivXAb6xX/xYJqaDyd2ZmJu3bt7c1MDnRF198gdvt5pNPPrE6JQryt4gEyNei0APUsTKhVatWZGZm0q1bNzvjkgps3ryZyZMnM2+e5a+TXuAfmPupd9gWmA20mA6cC/MphuW+dU2bNiUtLY1Bgwbhcuk/uZNyc3MZP358jJT0N7piflkMtXRw/S/wacZZmE+obwWaVjQAWA38FZgJLvWLlXBzAYOAbMyn0n4pf0eO3NxcJkyYQH5+vtUpEZy/RSQAvTD3RV9oZbCvReFdd91FYqKlh9dik6VLl+J2u1m/fr3VKXsw11hPY94YjXj6ZhCYKzD71nW0MrhGjRrcfffdPPjgg9SqZfWBndgtyJL+n2G+OhhzJf1Dz3ABLYHWmHePSzCr7X4BLssbaURCTPk7Bih/i8SVgFoUJicnM2TIELUojDBHjx7ljTfeYPLkyezevdvqtG+A0UDEd3rRYtqaoPrWpaenc+aZx3cskkihkv4icaEZZsVQS/kbzP11kyZNUv6OYEVFRTz++OPK3yKxKeAWhSkpKWRmZqpFYQTbu3cv2dnZgdbBWIB5M/Qr+yKrGi2mT64GZiGq8YCl0n+XXnopHo+HK6+80tbAJHRWrlxJRkYGn3/+udUpBzHb58RESX+RGBVw/m7Tpg1ZWVnK31Fk1apVuN1u5W+R2JAE3I1Z2FctZmPUhg0bmDhxIosWWa4/WwK8CLiBfbYFFiQtpivXH/OVwHOsDPb1rfvNb36j/RlRKJ5L+ovEIOXvOKL8LRITemDuk1WLwjiRm5uL2+1m69atVqfsArKA5wDLj7btpsX0iS7H7FvXxcpg9a2LLUGW9F+MWdJ/jW2BiYgVyt9x7ODBg7z44ovK3yLRpSXwODDYymC1KIwtJSUl5OTk8OSTT/Ljj5abL6zCzNtL7IvMOi2mf3Ua5usDAfWty8zMpEWLFnbGJQ6Ip5L+IjFA+VtKbdmyhSeeeEL5WySyBdyisGPHjng8Hi6++GJbA5PwKy4uJjs7m9dffx2v13LzhfmY27k22xeZf1pM/9q3LhOoa2VCy5YtmThxIj169LA1MHFeECX992LuxYuakv4iUUz5Wyq1dOlSMjIy+Prrr61OUf4WsZ9azEql1qxZg9vtZsWKFVanHMJsmzYJsPxoO5Ti/U9kL8xXAi3d4vL1rbvzzjtJSkqyNzKJGEGW9P8WeJgoKOkvEqUCyt9169Zl9OjRyt9xpgr5ezTmUw8RCZ2AWxTed999jBgxgurVLT28lhhgGAbz58/H4/Gwfft2q9O2A38CXsPs3hA28bqYPh+zb931VgYnJSVx6623MnbsWE477TR7I5OI5Svpn5OTw9GjR61OW4C5r2OdfZGJxBXlbwmY8reIo9RiVgJ26NAhXnjhBZ577jl+/vlnq9NWYLbSWm5fZOXF22K6HpBGAH3rOnfuTGZmJhdeeKGtgUn02LhxIxkZGTFT0l8kSih/S5Upf4uElVrMSpUVFhbyxBNPMHfuXAzD0kNnA5gFjAGKbA2O+FlMJ2DeDXsSaGRlQosWLRg3bpz61kmlYqWkv0iEU/6WkMvNzSUjI4MtW7ZYnaL8LRKY/ph7WVtYGexrUXjbbbeRkJBga2ASnZYtW4bb7earr76yOuUA8BRmLYzDdsUVD4vp7pjFRC6zMrhmzZr88Y9/VN86sSQWSvqLRLBumPuilb8l5JS/RWyhFoViG6/Xy9y5c8nKyuKHH36wOm0j5n7q2XbEFMuL6bMwK7vdbmWwy+Xi5ptvZsKECTRqZOnhh0ipaC7pLxKBlL8lbJS/RUIiqBaFHo+H5s2b2xqYxJ79+/fz7LPP8te//pUjRyw3X1iIuVVsbShjicXFdMB96y6//HI8Hg/t27e3NTCJfWvXriU9PT2qSvqLRJCamHuclL8l7JS/RYISVIvCzMxMunfvbmtgEvu+++47MjMzyc3NtTrlKDATmADsDEUMsbSYdgGDMN+NP9vKhCZNmjBu3Dj1rZOQ8pX0z8rKYtu2bVanFQDjcKCkv0gEUP6WiFCF/J0JTAcsP9oWiQG9MFtdXWRlsFrMil3y8vJwu9188803Vqfswex1/jRg+dF2RWLlG0gHzF/mTlYG16hRg7vvvpsHH3yQWrVq2RuZxC1fSf/nn3+ew4ct1z0Ie0l/EYcFlL+rV6/OPffco/wttqpC/n4QWGZfZCIR4QLMFoV9rQz2tShMS0ujQYMG9kYmcctXB+Opp55i//79Vqd9AzwMvBfsdaN9Md0MyAB+h1nx1a/U1FQee+wxzjrrLFsDE/GJ9JL+Ig5R/paIF2T+ngOMBvJtDU4k/OpjbsMJqEWhx+OhdevWtgYm4rN3716ys7N59dVXOXbMcvOFBZh1ML4O9HrRupiuBvwRs02FpdJ/bdq0wePxcNVVV9kamEhlli9fjtvtZt26dVanhKWkv0iYKX9L1Fm5ciVut5uVK1danaL8LbEk4BaF55xzDmlpaWpRKI7ZsGEDGRkZLF682OqUEuBFzEJ6+6xOisbFdH/MVwLPsTK4fv36PPTQQ9x1110kJloqLihiG19J/8cee4ydOy3XPcjHLJTwd/siEwmL/pgtU861Mlj5WyKJ8rfEqe6YeftSK4PVolAiTW5uLunp6Xz//fdWp+zCvOH/HOD30XY0LaYvxNwk3sfKYF/fukcffZQ6derYG5lIgIIs6b8Icz9eSEv6i4SB8rfEjAMHDvDSSy/x7LPPKn9LLAuoRWFCQgI33XQT6enpNGzY0N7IRALk2089ZcoUfvrpJ6vTVmLm7byTDYqGxXQDzH11lvvWpaSk8Nhjj9GqVStbAxOpqs2bNzN58mTmzZtndYoX+AfmfryQlPQXsVFQ+TsrK4vzzz/f1sBEqqoK+fsRYIdtgYlUjVrMSswqLi4mOzub119/Ha/XcvOF+cADwJaKPozkxbSvb91EoJ6VCeeddx4TJ06kZ8+edsYlEnJ5eXlkZGSwfv16q1NCVtJfxAbJwF2YTzVOtzJB+VuilfK3xAhfi8JszKfSfjVt2pS0tDS1KJSos2bNGtLT0/nss8+sTjkIPAs8BpR7tB2pf/J7Ye7PuNjK4Lp163L//ffz+9//nuTkZHsjE7FJSUkJb775JpMnT2b37t1Wp1W5pL9IiCl/S9w5evQob7zxhvK3RKsrMPO2WsxK3DAMg/nz5+PxeNi+fbvVaduBPwGvYXZviLjFdGvMvnXXWRmclJTE7bffzqOPPkq9epYeXotEvF27djFlyhRef/31QEr6b8BsMbTEvshETirgvqO33347jzzyCPXr17c3MpEwUf6WKHMmZsX527CwJnC5XAwcOJAJEybQtGlT24MTCYcDBw4wdepUXnnllUDqYGzD3E89N1IW0/Uwy5Dfj/l6oF8pKSl4PB4uuOACWwMTccpXX32F2+1m2bJlVqcYmK9ovWVfVCInCCp/Z2Zmqu+oxKwg8/ctmD2qRexWA3Pv/ljMPdJ+XXbZZWRlZdGhQwdbAxNxytatW/F4PLz//vuBTHvU6cV0Iubd2CzAUum/Fi1akJGRQZ8+lorCikS9+fPnk5WVRX5+vpXhRYBuF0s4JAL3YO4fspy/3W431157ra2BiUSKd999l6ysLKstWZS/JRwGY/aLbm5lcKNGjRg3bhyDBw8mISHB3shEIsDSpUvJyMjg66+/tjL8kJOL6W6Y+zMuszK4du3ajBo1invvvVd96yTu7N69m/79+7N582Z/Q0sA/YKI3bpi5u+2VgYrf0s827NnD/379+e7777zN1T5W+zUFpgKdLEyuFq1atx7772MGjWK2rVr2xuZSIQ5fPgwgwcP5vPPP/c71olbTC2A2Zg9F/0upBMSEhgyZAhLly5lxIgR+iImccUwDObOnUuvXr2sLKTB/DImYpcWmPl7MRYW0srfEs8Mw+Ctt96iZ8+eVhbSoPwt9mgEvAJ8jsWFdJ8+fVi8eDHjx4/XQlrizocffkhqaqqlhTSEdzFdC/N1wK8x93X6dcUVV/Duu+/y9NNP06hRI1uDE4k0q1atYsCAATzwwAMUFRWVHm/cuDFDhgypbNresAQn8Sbg/N2hQwflb4lbq1evZsCAAdx///2B5O99YQlO4kUyZrX4b4F7sfCdv3Xr1rz55pv87W9/o0WLFjaHJxJZNm7cyNChQ7n99tvZtGlT6fG6desydOjQSueFYzHtAm7HbAExHgsN4Js1a8YLL7zA22+/zWWXWXoLXCRmFBcX8+CDD9KvX79yd8WSk5P53e9+R15eHh07dqxsup5sSCi5gKEEkL+bNm3K888/zzvvvKP8LXHHSv7u1KnS7kPK3xIq1wNfYvaMrutvcP369Zk0aRL//e9/SUlJsT04kUiyf/9+MjIy6NmzJwsXLiw9npCQwODBg8nLy2PgwIGVzk+yOb4OmPvqrrEyuHr16txzzz3anyFxqaSkhJycHJ588kl+/PHHcp+lpqbi8Xho3txSvRCRUGiPub9O+VvED+VviRDnYy6g+1kZnJSUxK233srYsWM57bTT7I1MJMJ4vV7mzp1LVlYWP/zwQ7nPrrnmGjweDxdeeCEA3377baXnsWsx3RSYiFmp29LT79TUVB577DHOOussm0ISiVy5ubm43W62bt1a7nirVq3IzMykW7duzgQm8Sio/J2VlcXZZ59tZ1wiEUn5WyJAPSANeAiLRew6d+5MZmZm6WJBJJ4sW7YMt9vNV199Ve54s2bNSEtLY9AgSzvagNAvpqsBfwQ8QB0rEy655BI8Hg9XX311iEMRiXwbN24kIyODRYsWlTter149Ro8ezZ133kliYqJD0UmcUf4WCYDyt0SABMytOE9iFhrzq0WLFowbN47+/fvbGphIJCooKGDy5MnMnTsXwzBKj9esWZM//vGP3H///ZxyyikBnTOUi+n+mK90n2tlcP369XnooYe466679JeNxJ29e/eSnZ1NTk4OR48eLT2enJzMkCFDSEtLo0GDBg5GKHFG+VvEIuVviRDdCKDFrG+x8MADD6izgsSdQ4cO8cILL/Dcc8/x888/lx53uVz069cPt9vNGTV1bmMAACAASURBVGecEdS5Q7GYvhD4C3CtlcHJycnccccdPProo9SpY+nhh0jMOHr0KG+88QaTJ09m9+7d5T5LSUnB4/FwwQUXOBSdxKHWwNMof4v45S9/Z2Zm0rp1a4eikzhyFjAJs7ivXy6Xi5tvvpkJEyaos4LEHcMwmD9/Ph6Ph+3bt5f7rG3btng8Hjp06FCla1RlMd0AyABGAJYeTaSkpJCVlcX5559fhcuKRKelS5fidrtZv359uePnnnsuGRkZpKamOhSZxCFf/r4Pi38PKH9LPKssf59zzjmkpaXplVkJh5rAGGAsFjorAFx++eV4PB7at29va2AikWjNmjW43W5WrFhR7njjxo0ZPXo0t912GwkJVW9sFcxiOgm4G/Ou2OlWJpx33nlkZGTQq1evIC4nEt02b97M5MmTmTdvXrnjderU4YEHHuDee+/VK1cSLgHn73PPPZeJEycqf0tcUv6WCOACBgFPAZaqPDZp0oRx48YxaNAgXC6XrcGJRJri4mKys7N5/fXX8Xq9pceTk5MZNmwYY8aMCWnXkUAX0z0x92dcYmVw3bp1uf/++/n9739PcnJywMGJRLMDBw7w0ksv8eyzz3LkyJHS4wkJCaWvXDVs2NDBCCXOBJS/fYsF5W+JRwcPHuTFF19U/handcBsUVhpc/KyfC0KH3zwQWrVqmVvZCIRxl+LQru6jlhdTLfCfJIx2MrghIQEbrrpJtxuN6efbunhh0jM8PWte+yxx9i5c2e5zzp27EhWVhYXXXSRQ9FJHFL+FrHIX/72eDxcfPHFDkUncaQZ5lYctZgVsaCyFoUXX3wxWVlZtnYd8beYrg08gtm7zlKd8OObXIvEk5UrV+J2u1m5cmW5402bNmXcuHHcfPPNeuVKwkX5WyQAq1atwu128/nnn5c7rvwtYeRrUZgFnGplQps2bfB4PFx11VW2BiYSiTZs2EBGRgaLFy8ud7x+/fo8/PDDYWlRWNli2te3bgrQ2MqJmjVrxtixYxk82NLDD5GYUlhYyBNPPHFC37oaNWpw3333BdW3TiRIyt8iAfCXv0eMGEH16pbqPYlUhVoUiljka1H46quvcuzYsdLjvn3RjzzySNi6jlS0mL4Kc3+GpVtcVWlyLRLtDh06xMyZM3nmmWc4cOBA6XFf37r09HTOPPNMByOUOKP8LWKR8rdEiAsxWxT2sTJYLQolnkVii9myi+kzgccxn2j4fY8pFE2uRaJZbm4u48ePZ9u2beWOX3rppWRlZXHFFVc4FJnEIeVvkQDk5uYyYcIE8vPzyx1X/pYwUotZkQDk5eWRkZERcS1mkzBfCXwfSMXClzCA9u3bk5WVRdu2be2MTSQirV69GrfbzWeffVbueKj71olYEFT+9ng8XH755bYGJhKJ1qxZQ3p6uvK3OC0H8+anpT9s559/PpmZmXTt2tXeqEQi0KZNm8jMzGTBggXljkdKi8Ik4APAUgPRJk2aMGHCBG688UYV4ZC4U1xczOTJk5k9e3aFfeseffRRTj3VUr0QkVD5D+ZC2q8mTZowfvx4brrpJuVviTs7duzgiSeeUP6WSPAicIeVgfXq1eORRx7hjjvuICkp0G62ItFt//79PP3008ycOZOSkpLS474Whenp6RHRdSQJ6O5vUPXq1fnDH/7A/fffT82aNcMQlkjkOHLkCH/961+ZOnUqP/30U7nPUlNT8Xg8NG/e3KHoJM718DdA+VvimfK3RKDf+huQlJTE0KFDefTRR6lfv344YhKJGMeOHeP//u//mDJlCj/88EO5zzp16oTH44moFrNJWNin0bJlS6699lp9EZO485///AePx8OWLVvKHW/VqhUTJ06ke3e/96JE7OQ3f5933nnK3xKXKsvfLVu2JDMzU/lbnOK3NPwZZ5xB3759tZCWuLN8+XLcbjfr1q0rd7xZs2akpaUxaNAghyKrnKW9Gl9++SV9+/bl4YcfZseOHXbHJOK49evXc8stt3D33XeX+yJWr149srKyWLhwob6ISVRYt26d8rfElfXr1zNkyBDlb4lUh/wN2Lp1a4XfQURi1bZt2xg+fDg333xzuYV0jRo1GD16NB9//HFELqTB4mIawOv18sYbb5CSksILL7xQ7t11kVixZ88e/vSnP9G7d2+WLl1aetz3ytXSpUu555571NNRIoXhf8iJ+fvIkSN2xyUSdnv27GH8+PH07t2bvLy80uPH52/tPRWH7bU68D//+Q/dunXj8ccfP2GbgkgsOHjwIFOmTKFLly7Mmzev9LjL5aJ///4sWbKE0aNHR3T7zoBLVv7444889thjdO3atdwPLRLNjh49yqxZs+jSpQuvvvoqR48eLf2sc+fO/Pe//2XKlCk0aNDAwShFqsaXv7t166b8LTGjbP7+29/+pvwtkc7STVCfI0eO8Nxzz5GSksKsWbM4duyYXXGJhI1hGMybN49u3brxzDPPcPjw4dLPLrvsMt555x1efvnlqGjfGXT/hy1btjB8+HBuueUWvv7661DGJBJWS5cupU+fPowZM4Zdu3aVHj/nnHN4+eWX+ec//0nr1q0djFAktJS/JVYof0u8KC4uZsyYMfTt25dPP/3U6XBEgrZ27VoGDhzI8OHD2bZtW+nxxo0bM2XKFN599106dOjgYISBOdliermVE1T2F5lIpKtsQVGrVi1Gjx7NokWL6N+/v4MRigRN+VtimvK3xKBlWHhq/cUXXzBw4ECGDRtWbiEiEunK3hBasWJF6fHk5GR+97vfkZeXx9ChQ0lICPpZryNOFu2fMPuXrjvJGODXV6w6d+7M9OnTy71iJRJpDh48SHZ29gmvuiYkJDB48GCWLVvG6NGjHW0AL1JF4wkifz///POqhyERTflbYtgrwFVYvBmam5tL165dmTRpEgcOHLA3MpEqKCkpYfr06XTp0oVZs2bh9XpLP0tNTWXJkiV4PB5q167tYJTB87f0XwBcDjyIhYIJ+/btw+120717dz788MNQxCcSMoZhMHv2bDp16kR2dna5Ikzt2rXj3//+N1OnTqVhw4YORikSMgHn70mTJtGjRw/lb4k4yt8SJ1YA1wC3APn+Bh86dIjnn3+eLl26MHv2bAwjoO3YIrbz3fRxu938+OOPpcdbtWrF66+/Tk5ODs2bN3cwwqqz8hy9BJgKnAdMA/xWPti0aRO33347Q4YMYcOGDVUMUaTqVq1axYABAxg1alS59kBNmzZl2rRpzJs3j3bt2jkYoYgtqpS/v/32W7vjE/FL+VvijAHMBi4EMoHDJx8OhYWFjBo1iv79+/P555/bHZ+IXxs3buS3v/0tw4YNq7RFYbdu3RyLL5QCeSl9NzAK6AB8ZGVCXl4evXr1Ij09vdzdCJFwKSoqYuTIkfTr16/cXzDH961zuVwORiliO1/+bgN8YGVCXl4eqamppKens3//fluDE6nIyfL3iBEjWLJkifK3xLIDwETgfOA1KxNWrlzJDTfcwMiRI9m5c6edsYlUaO/evaSnp9OjRw8WLVpUejw5OTlmW8xWupiuVatWZT/laqAbMADY7O8CJSUlzJgxg44dOzJ9+nSV9Jew8L36lJKSwpw5c0pfffL1rfvoo48YPXo01atXdzhSkdCrW7duZY10vwauRflbItjhw4crzN9g7q/76KOPGD9+PLVq1XIwSpHQOvvss+tU8lE+cAfQA1jr7zxer5c5c+ZUuCVCxC5l66/MmDGjXP2slJQUPvjgg5htUVjpYvqmm27y10tiHtAacz+e38fOu3fvxu1207dvXz755JPAohQJQG5uLt26dTuhKMell17Kv/71L15++WXOPPNMByMUsVe/fv1Cmr/37Nmj/C1hUVlRpTZt2vD222+Tk5Oj/C0x6corr7zIz5BFmHUwhgE7/IzlwIEDZGdn071793LF+kRCbenSpfTu3ZsxY8awe/fu0uO+FoVvvvlmTLcorHQxfckll1xhYf4RzP14rTGrEHpPPtws6X/jjTcybNgw8vP91lYQsayyP1tl+9ZdeeWVDkYoEh6XXnppewvDlL8lYvjL3++9957yt8S0c88992ILw7zA3zHz9p8x8/hJbd68ubSN3Pr166sYpcivKvuzVadOHcaPHx83LQorXUw3btw4kG7ZBcBw4GrMPnl+Vfb0UCRQe/bsIT09/YSnZr6+dUuWLGHo0KExtT9D5GQaNWpk5Waojy9/X0UA+VstWSQUlL9FTKeffvolhmFYLQCwB0gDLgXeszKhsqeHIoHytSg8/q0HX4vCvLw8RowYETctCk+2Z/rCrVu31g/wfCuAzpgl/b/3N7jsvlaV9JdA+frWdezYkRkzZpTbz+nbV+fxeDj11FMdjFIk/GrVqtU6Pz8/0I1JnxFA/i67r1X5WwKl/C1SXrVq1eoXFRX5e9X7eN8A1wOpwFf+Bpfd1zp9+vRy+1pF/PF6vcyePZuOHTuesB+/Y8eOfPDBB3HZorDSxbTL5UpITk7uHsQ5fSX9L8JiSf+ioiJGjRp1QsVOkcr4KsW73e5ylYZbtmzJrFmzyMnJoUWLFs4FKOIgl8uVkJiYqPwtEclXKV75W6Q8wzB6Bzl1AdAWsw7GPn+D9+7di9vtPqHiskhlVq1axQ033MCoUaPKVYr3tSicM2cOF19sZadC7PHXGiu1CucOuKS/73/UyJEjy/WSFPGprId52b51PXr0cDBCkYgR9vw9YMAA5W+pVGU9zOvWrav8LWKqSt4uwayDcR4wDfDbfqFsL+CtW7dW4dISqwoLC9Vi1g9/i+lrQ3ANlfSXKtu3bx+TJk2iR48efPjhh6XHk5KSGDp0KHl5edxzzz0kJVXWEUgk7vQJwTnK5u81/gYbhqH8LSfwl799fUeVv0XoumHDhlOqeI5dwCjgSiDPyoTc3Fy6dOlCeno6P/7ot8GDxAHfVtwuXbqoxawf/hbTLfLz81uG6FoBlfT3bW7v1q2bSvrHsbL7e55//nlKSkpKP+vcuXNp37rTTjvNwShFIlKL/Pz8ViE61yKgHcrfEgDf/jrlbxHLataoUaNziM61EugCDAC2+BtcUlLCjBkz6NKlC7NmzcLr9dvgQWLUyVrMvv3222oxexx/i2mSkpKC3b9REV9J/wuwWNJ/y5YtpWXXv/766xCGIpFu6dKl9OnThzFjxrBr167S4y1atODll1/mn//8JxdeeKGDEYpENuVvccrHH39Mamoqo0aNUv4WCUBiYmJVXvWuyDzMOhhpwE/+BhcXFzNmzBj69u3LihUrQhyKRLIvvviCgQMHnrRF4RVXBNIsJD74XUwbhhHqX2qAvZi/1G2Ad61MqGxhJbGnsi/gNWvWZPTo0SxevDgu+taJVJXyt4SbL38PHjxY+VskCFUoQnYyhzBvgrbGrIPht/3C2rVrGThwIMOHD2fbtm02hCSRYvfu3aUtCj/99NPS48e3KExI8LtsjEtW/qv0NAwj2abrfwv0I8CS/ikpKSrpH4P89a1btmwZo0ePjpu+dSIh0CNM+Xudv8FqyRLbKsvfLpdL+VskMG137NjRxKZzb8esg3EVsNzfYMMwmDdvHl27diU7O5vDh/02eJAo4q9F4ZIlS9Si0AIri+lTCwsLr7I5jqBL+i9cuNDm0MRuhmEwe/bs0qJFP//8c+lnl19+Oe+88w5Tp06lUaNGDkYpEpVOLSwsvNrmayzArIdhKX/v27dP+TuG+Mvf//73v5W/RQLjOnr0aE+br7ECuAazDkaRv8GHDh0iOzuba665htmzZ5cWo5LolZubS9euXXG73eWKzrVs2ZJ//OMf5OTk0Lx5cwcjjB6Wntfb9Krg8YIq6T906FCGDRvGli1bbA5P7LB69WoGDBjAqFGjyrXTadKkCdOmTWP+/Pm0b9/ewQhFop7yt9hC+VvENuHI2wZmHYyWQCbg97FzYWEho0aNYtCgQaxb5/eFJIlAlf3dW7bFbPfu3Z0LMApZffndjv0blfGV9L8CWGJlgu/uikr6R4+ioiJGjhzJ9ddff0LfuhEjRpCXlxf3fetEQkT5W0KqsvxdvXp15W+R0OhjGEa4foEOABMx62DMtjJh+fLl9OnTh5EjR7Jz5047Y5MQ2bdvH+np6Se8FaYWhVVnaTHtcrmuyM/Pb2B3MMdZBXTFLOm/2d/g40v6l33vXyLH4cOHK+xbB+b+jMWLFzN+/Hhq1arlYJQiMaWD8reEgr/8/dFHHyl/i4RGk+Li4kvCfM2NwC1AT+ALf4O9Xi9z5swhJSWF559/niNH/DZ4EAeUrVcyY8aMcvVKOnfuzH//+1+mTJlCgwbh/poQO6w+mU5MSkrqYWsklZsHXIxZPdbvYwtfSf/rr7++XEU6cZ7vCdSkSZP46adfuzO0adOGf/3rX+Tk5HDWWWc5GKFITEpMSkqye/9dZYLK38dXFBXnle07qvwtYj+bqnpbsRBoBwwH/D523r9/P5MmTTqh+KA4r7JOGuecc05pi8LWrVs7GGFssFzjPEz7pivjK+l/IQGU9L/xxhtV0j8CfPnll9x0000n9K1r0KABWVlZvPfee1x1ld017kTiV4Tkb8stWcr2ulT+dlbZ/P3999+XHq9fv77yt4iNHM7bR4FXgAsw62D4bb+wefNmhg8fzpAhQ1i/fr3d8clJVNZitlatWowePZpFixapRWEIBdIwrI9tUVgXdEn/SZMmceDAAdsDlF/t2bOH9PR0rrvuOv73v/+VHvf1rVu+fDn33HMPiYmJDkYpEheuczoAoIAA8jeUf5tF+Tu8lL9FHNc1Pz+/hsMx7MGsg3EJ8J6VCXl5eaVPQ3fv3m1rcFKer0Vht27d1GI2jAJZTDfftm3b+bZFEpiAS/r79nmppL/9Tta3LiUlhQULFqhvnUh4nbl9+/YLnA7iF778fQuQ72es8neYWc3fderUcTBKkbhQPSEhobPTQfziG+B6zCrjX/sZS0lJSek+3enTp6sOhs2Ob1FYdv96u3btSlsUNmzY0MEoY1cgi2lcLpdT+zcqEnRJ//79+7Ny5Uq744tLeXl5pKam4na72b9/f+nx8847j9dee40333yTVq1aORihSNyKtPw9G3PrjvJ3hFD+Fok4Tr7qXZEFwGXAg8B+P2PZu3cvbrebHj16sHjxYrtji0urVq2qsEVh06ZNmTZtGvPmzaNdu3YORhj7AlpMJyQkRNovNfxa0v8SLJb0X7lyJQMGDFBJ/xDatGkTd9xxB0OGDOHbb78tPV63bl2ysrJYtGgRPXs6VQNJRCI8f5+PuZ/aL+Xv0Pvuu+8qzd/jx49n4cKFyt8iDoiwh1g+JcBU4DzM/dR+Hztv2LCB2267jWHDhrF161a744sLvhaF/fr1q7DF7JIlS9SiMEwCWkwbhtHdMIxku4Kpok2Yrw32ANb6G+wr6V/RKxFi3b59+5g0aRI9evRgwYIFpcfVt04kshiG0WPDhg2nOB1HJfIx91Mrf4dR2Sq8leXvESNGkJwcqX/ti8S8S3fu3NnU6SAq8QPmfuorgTwrE3Jzc+nSpQvp6enlugKIdb4WhSkpKWpRGCECWkwDpxYWFna0JZLQWQRcjrmf2u9jiwMHDpCdna2S/gHyer3Mnj27tL9gSUlJ6WedO3fmgw8+YMqUKZx22mkORikiZdSqXbv21U4H4UfZ/L3Dz1jl7yD58nfnzp2Vv0Uim6ukpKSX00H4sRLoAgwAtvgbXFJSwowZM0hJSWHWrFl4vV6744sZlRXlbNOmDW+//TY5OTmceeaZDkYYnwJdTEPk7d+oiBdzP/UFmC1Z/D628JX0v+WWW1TS34+PP/6Y1NRURo0axQ8//FB6vEWLFqV96y688EIHIxSRijjcasUqX/5ujfJ3yCl/i0SdaMjbAPOAi4E0wO9j5+LiYsaMGcP111/PihUrbA8umn3xxRfceOONJ7SYbdy4MVOmTOG9997jyiuvdDDC+BbMYjoS929UZg/mL/WlWCzpv3TpUnr37q2S/hUoKChg5MiRDB48uFzfupo1a6pvnUh0UP6OU8rfIlGrt2EY0bLx9SDmTdDWmHUw/LZfWLNmDQMHDmT48OFs377d7viiiq9FYd++ffnkk09Kj/taFC5ZsoShQ4eqRaHDgllMdygoKDg95JHYq2xJ/6/8DT569Gi5kv5Hj/rtVR/TfH3rrrnmGubMmVN63OVyletbd8opkbodU0R+0b6wsDDaemMof1eB8rdI1Gu8ffv2S50OIkDbMetgXA38z89YDMNg3rx5dOnShezsbH7++WfbA4xkJ2tR6NsXrRazkSOYxXSCy+XqEfJIwmMB0BazpP8+f4PLlvRftGiR7cFFmpMlt7Zt25b2rWvUqJGDUYpIABK8Xq/ydxzw5e+uXbsqf4tEucTExGh6q6isT4FrMOtgFPkbfOjQodKbf7NnW2rQE3Mqa1HYsmVLZs2aRU5ODi1atHAuQDlBMItpDMOI1l9qCKKk/8aNG/ntb38bVyX9V69ezQ033MDw4cMpKCgoPd6kSROmTZvGu+++S/v27R2MUESCkZCQoPwd48rm77KvTSp/i0SnKP/e7auD0RLIBPw+di4oKGDUqFEMGjSIr77y+0JSTNi0aRO33357pS1mFy5cSI8e0XovPLYFtZgG+oQ0Cmfsogol/X/88Udbg3OKryBEv379+Oyzz0qPV69enREjRpCXl6e+dSJRzDAM5e84zd/qOyoStToXFBTUdDqIKjoATAQuASw9dl62bBm9e/dm5MiR5QomxpKyLWY//PDD0uNqMRs9gl1Mn1lQUBAr5T6DKunfpUuXmCrpX7Zv3fE/l/rWicSUMwoLCy9yOogQUf7m1/11/vJ37dq1HYxSRKqgOmauiwUbgVuAXsAX/gZ7vV7mzJlT2srvyBG/DR6igloUxo5gF9MQXVVhrZgHXESAJf379u0b9SX9c3Nz6datG5MmTeKnn3790du0acO//vUvcnJyOOussxyMUERCKcpfGaxIXOfvlJQU3G53ufx9ySWX8NZbbyl/i8SOaGmRZdWHQDtgOLDT3+D9+/eXPsHNzc21PTg7lW1RuGvXrtLjalEYnaqymI61X2qAQwRY0n/t2rWlJf23bdtmd3wh9eWXX3LTTTcxbNgwvv/++9Lj9evXJysri/fee4+rrrrKwQhFxCbK30R3/l63bh0333xzpfn7/fff5+qrr3YwQhEJsVi7CQpwFHgFM29P++XfT+q7775j2LBhDBkyhG+++cbu+EJq+/btJ21RuHjxYrUojEJVWUx327BhQ6z20giqpH9FVVMjka9v3XXXXcf//vfrj+frW7d8+XLuuece9a0TiV3xkL+vApb7G3x8/j58+LDtAVbF3r17SU9P59prr2X58l9/POVvkZh3ybZt2850Ogib7Masg9EGeN/KhLy8PHr37k16enq5qteRyNeisHPnzidtUVitWjUHo5RgVWUxXat27dqdQhZJZPoU6ESAJf07derE7NmzMQy/D0bC6mR961JSUsjNzcXj8VCnTh0HoxSRMKh56qmnXuN0EDZbQRVaskRq/r766quVv0XiVGJiYi+nY7DZeqAvZh2MTf4G++pgdOzYkenTp5fLi5HAMAxmz55Np06dTnjYdvnll6tFYYyoymIawzBi8VXB4xkEWNK/sLAw4kr6++7gHd+37rzzzuO1117jzTff5Pzzz3cwQhEJJ6/XG4/52+9j57L5e926dXbHZ8nJ8vff//535W+ROBEn37vBrINxIfAg4Pex8549e3C73Vx77bXl3rh00urVqxkwYACjRo1ix44dpcd9LQrnz5+vFoUxokqLaWJz/0ZlAi7pv3z58tKS/jt3+q2tYIvK9pbUrVuX8ePHs3DhQnr27OlIbCLiqHjM320IIH/36dMn4vN3r16x/qBKRMrobRhGVb+7R4sSYCrmfupXAL+PndetW1dhLaBwKioqYuTIkVx//fV8/vnnpcfVYjZ2VfUX8vKioqJ4ezfBV9K/JwGU9E9JSQlrSX9f1cPu3buXq3qYkJDA4MGDycvLY8SIESQnJ4clHhGJOMrffjidv4+vWqv8LRL3Ti8sLGzrdBBhVohZ8fsqYKmVCb4uB+np6eW6HNjJ12K2S5cuzJkzp9xWIbWYjW1VXUwnHDt2LF4fay4kiJL+xy9uQ+1kfeuuueYacnNzmTp1KqeffrptMYhIVHB5vd54fawZdP6eN2+ebUEdn7/LLt6Vv0XkF/H0VlFZn2P22r4F2OpvsG8/dUpKCrNmzcLr9doWmFrMxrcqvyqSkJAQL/s3KuIr6X8BFkv6b9682baS/suWLaN3796MGjWKH374ofR4s2bNmDZtGrNnz1bfOhEpFUf77yoSVP4ePnw4Q4YMYf369SENRvlbRKyI87xtYG7VuQhIA/w+di4uLmbMmDH069ePzz77LKTBqMWsQAgW04Zh9DYMI95f/N9DkCX9x4wZw+7du6t08YKCAkaOHHlCwTNf37qPP/6YQYMGVekaIhJ7XC7Xtcrfpfn7EuA9KxPy8vLo06eP8reIhJ3L5eq8Y8eO2k7H4bCDwJ8xi5S9hrnIPqnVq1dzww03MHz4cLZv316li6vFrJQViiIGZxQVFV0UgvPEgoBL+s+aNYvOnTsHVdK/bCuX4/vW9e/fnyVLljB69GhOOSVW28mKSBU1KS4uvtjpICLEN8D1QCrwtb/Byt8i4pBqx44d6+J0EBFiG3AH0BH4xN9gwzCYN28eXbt2PaFVlRX+WswuWLBALQrjUEgqAhqGEa/7NyoTUEn/vXv34na76dGjB4sXL/Z7cl8y6NKlywnJoG3btvz73//m5ZdfplmzZsH/BCISF7xer/J3eQuAy3Aof7/zzjvK3yJyUnH+qndFPgE6AcOAYn+DDx48WHozc/ZsSw0eyMvLIzU19aQtZlu1ahVk+BLNQlVeX7/UJ/KV9D8Pcz+e38cWGzZs4LbbbmPYsGFsAv3fqgAAIABJREFU3VpxbYU1a9ZU+JpK48aNmTZtGu+++6761olIIJS/T2Rb/h44cGCF+XvKlCnMnz+fDh06hOYnEJFYppugJ/ICfwdaApmA38fOBQUFjBo1isGDB/P11xW/kPTdd99xxx13MGTIEL799tvS42oxKz6hWkx33bBhg95Fq9gPmPvxriSAkv5dunQpV9LfV0Dh+uuvL1dAQX3rRKSKuubn59dwOogIVTZ/51mZ4C9/r1ixonRs2fw9dOhQEhLipX2siFTRRdu3b1d56Ir9BEzErGNk6bHzxx9/TGpqKiNHjiwtAFm2i8OCBQtKxyYlJTF06FCWLl2qFoUCQFKIzlOzRo0anYEPQ3S+WLQSs6T/bzCLJpx5ssG+kv7vvvsuffv25Y033uDgwYPlxqSmppKVlcXZZ59tW9AiEvNqJCQkXIP5erNUbCXQlSDz95tvvsmBAwfKjVH+FpEqSgVmOh1EBNuA2UbrWuBpoPXJBnu9XubMmUNubi6DBw/mrbfeOqHAZOfOncnMzFRnBSknZLfBExMT9aqgfwbwOuYvdBZwyN+EoqIiZs6cWW4hfckll/DWW2+Rk5OjL2IiUmVx3uLQKl/+vgDwEED+LruQVv4WkVBQ3rbsP8ClwEPAXn+D9+3bx/Tp08stpFu0aMHLL7/MP//5Ty2k5QQhW0yrCFlADgBu4HwslvQHSEhIYNy4cbz//vtcffXVdsYXkXbt2sWf/vQnOnXqxMiRI094Ui8iwVH+DshBIANoRQD52+VyxX3+Hj9+vPK3SIgYhpFqGIb2hlhTAjzDr3UwjlqdePfdd7No0SL69+9vV2wR66effmLy5MmkpKRw5513snPnTqdDikihes0boO2OHTuaNGrUqCiE54x1vpL+z2EWuznpNyyv10udOnXirm9dSUkJM2fO5Omnny6toLhlyxaaN2/O6NGjHY5OJCZctnPnzqYNGzYsdDqQKLKdAPK3YRiceuqpcZm///a3v/GXv/ylXP4+++yzeeSRRxyOTiSqnVZYWNgO+MzvSPHZjVkH40XMV7+v9TehRo0acdei0Ov1Mnv2bCZPnkxxsVkcfdOmTdSvX5+nn37a4egiTyjvaLmOHj2qcnbB+RS4Bvg9sONkA4uK4utexYcffkiPHj3IzMws14oAYOPGjQ5FJRJzXCUlJcrfwfHl73vx05Il3vL3woUL6dGjBxMnTlT+FrGH3ioKznrgOmAQsPlkA+Mtb3/++ef069ePhx56qHQh7aO8XbFQvx6i/RvB8wJ/Bc7FLOnvdTYcZ3333XcMGzaM22+/nU2bNjkdjkg8UP4OnheYjvkKYdzn782bNzNs2DCGDh2q/C1iL+XtqpmLWcfoQcxXweOWr+vEDTfcwOrVq50OJ6qE8jVvgD6GYbhcLpelPWRSoQOYJf17YT7tiCv79+/n2Wef5a9//StHjhxxOhyReNJb+bvKfPm7J9DZ2VDCT/lbJOw67dixo3ajRo1+cjqQKHYEc6vOlcBtDscSdocPH2bGjBlMnTq1tJ2jBCbUi+kmxcXFlwBfhPi88SiuqrMcO3aM119/nSlTprBr164Kx1SvXp3Dhw+HOTKRuNFk27ZtbYC1TgcSA5S/j6P8LWKLal6vtxsw3+lAYkBc5W2AefPmkZWVxbZt2yr8XHnbmlAvpn1VYbWYFsuWLVuG2+3mq6++qvDzxo0bM3r0aLZv387UqVPDHJ1I/EhKSuqNFtMSgOXLl+N2u1m3bl2Fn/vyd0FBAc8880yYoxOJfV6vNxUtpiUAX375JW63m//9738Vfl6nTh0eeOABateuzbhx48IcXfQJeUl9wzC0f0MsKSgoYOTIkQwePLjChXRycjL33HMPS5YsYejQoXFXBVck3JS/xarCwkJGjhzJoEGDKlxIK3+LhI2KkIkle/bsIT09neuuu67ChXRCQgKDBg1i6dKljBgxgmrVqjkQZfQJ+ZNpoGt+fn6Ns84665AN55YYcOjQIV544QWee+45fv755wrHpKam4vF4aN68eZijE4lrXZS/5WSUv0UiTuvCwsIWTZs23eJ0IBKZSkpKyMnJ4amnnjqhs4JPp06d8Hg8XHTRRWGOLvrZsZiunpCQ0BnIteHcEsUMw2D+/Pl4PB62b99e4ZhWrVoxceJEunfvHuboRASonpiYmAL81+lAJLL48vfJ9te1bNmSzMxM5W+RMDMMoxdmRwGRcvLy8nC73XzzzTcVft6sWTPGjh3L4MGDwxxZ7LBjMQ1mqX4tpqXUmjVrcLvdrFixosLP69Wrx8MPP8xdd92l1wFFHPTLq95aTEuptWvXkp6e7jd/33nnnSQl2fW1QkQq80ve1mJaSn333XdMnDiRBQsWVPh5jRo1uO+++7j//vs55ZRTwhxdbLHlbz2Xy9UbGGPHuSW6FBcXk52dzeuvv47Xe2Lr1aSkJG699VbS0tJo0KCBAxGKSFkJCQm9gUedjkOcp/wtEh1cLleqYRiJLpfrmNOxiLN8LQpfeeUVSkpObJ3tcrno168fbrebM844w4EIY49dt5Av3blzZ9OGDRsW2nR+iXC+/RlPPvkkP/74Y4VjOnfujMfjoXXr1mGOTkQqYxhGG+Xv+Kb8LRJ16hcVFbUHPnU6EHGG1+tl7ty5ZGVl8cMPP1Q45rLLLiMrK4sOHTqEObrYZtdi2lVSUtILeM2m80sEy83Nxe12s3Xr1go/P+ecc0hLS6N///5hjkxELHAdPXo0Ffi704FI+Cl/i0SnX1rTajEdh6y2mL3ttttISAh5I6e4Z+fmpt5oMR1XNmzYQEZGBosXL67w81q1avGHP/yBBx54QOX2RSLYL1/KtJiOIxs3biQjI4NFixZV+Lnyt0jE6w085nQQEj4FBQVMnjyZOXPmVPh5cnIyd9xxB2PHjqV27dphji5+2LmYTjUMw+VyuQwbryERYO/evWRnZ/Pqq69y7NiJ23USEhK46aabSE9Pp2HDhg5EKCIB6mMYRoLL5Tpxo6zEFF/+zsnJ4ejRoyd8rvwtEjU67t69u26DBg32OR2I2EstCiOLnYvpxtu3b78MWG3jNcRBR48e5Y033mDy5Mns3r27wjHt2rXD4/HQrl27MEcnIlVwekFBwWXAKqcDEXsof4vEnKRDhw51A95xOhCxh9UWs5mZmXTr1i28wcUxW3tY/FLVW4vpGJSXl0dGRgbr16+v8POmTZuSlpbGoEGDcLlcYY5OREKgN1pMx6SlS5fidruVv0ViTypaTMekNWvWkJ6ezmeffVbh52ox6xy7F9OpwBQ7ryHhtXnzZiZPnsy8efMq/NzXt27EiBFUr149zNGJSKgkJCSkAn92Og4JHSv5++677+bBBx+kVq1aYY5ORKrql4dYEkP8tShMTk5myJAhalHoIFsX00DngoKCms2aNTto83XEZvv37+fpp59m5syZlfatu/HGGxk/fjxNmzZ1IEIRCSXDMFKKiopqNWnS5IDTsUjV7N+/n2eeeYYZM2ZUmr8HDhzIhAkTlL9Folur4uLicxs3bvyd04FI1fz888+89NJLPPvssxw8WPEyqkePHkycOJGWLVuGOTopy+7FdHWgC/Afm68jNvr+++8ZOHAgRUVFFX7etm1bsrKyaN++fZgjExEbVTMMowvwvtOBSPDy8/MZOHAghYUVtw1v27YtHo9HfUdFYsSxY8dSgZedjkOCt2/fPgYOHMg333xT4efnnXceEydOpGfPnmGOTCpi92IazP0bWkxHsddee63ChXTjxo1JS0tj8ODB6lsnEoMMw0hFi+mo9tprr1W4kFb+FolZWkxHubfffrvChXSdOnV46KGHuPvuu0lOTnYgMqlIOBbT2r8R5fbv31/u36tVq8bvf/97Ro4cqb51IrFN+TvKVZS/7733XkaNGqX8LRKbehqGkeRyuU7sdSdRYd++8t3NEhMT+c1vfsPYsWM57bTTHIpKKhOO29GXbNu27cwwXEfC5Pbbb+dPf/qTvoiJxL6Lt2/ffpbTQUjoDB06lPHjxyt/i8Suetu3b7/C6SAkdHr16sWUKVO0kI5QYXm3KzExsVc4riPhoVYpInFF+TuGKH+LxL7ExES9VRRDlLcjW1gW07/suxMRkSjzS4tDERGJEvreLRI+4ao60tswDFU4ERGJPqnK3yIiUeWq3bt313U6CJF4EK4vSKcXFha2DdO1REQkdE4vLCy83OkgRETEsqTDhw/3cDoIkXgQzqcN2r8hIhKdlL9FRKKLXvUWCYOwLaa1f0NEJGopf4uIRJdrnQ5AJB6EbTHtcrk679ixQ704RESizzXK3yIiUeWc4uLi85wOQiTWhfM172rHjh3rEsbriYhIaFQ7duxYV6eDEBER67xer7boiNgsrBVa9aq3iEh0Uv4WEYkuytsi9gt3uxPdIRMRiU7K3yIi0aWnYRjJTgchEsvCvZi+aPv27WeF+ZoiIlJ1FxYUFJztdBAiImJZnYKCgiudDkIkloV7MQ2qCisiEpX0yqCISNRR3haxUdgX0wkJCfqlFhGJQsrfIiLRJSEhQVt0RGwU9sW0YRiphmE48URcRESqwDCM3oZhJDodh4iIWGMYxpX5+fkNnI5DJFY5sag9rbCwsJ0D1xURkaqpX1RUpPwtIhI9EhMTE7s7HYRIrHLqCbFeORERiUKGYSh/i4hEF23REbGJU4tp/VKLiEQn5W8RkejSx+kARGKVU4vpTjt27Kjt0LVFRCR4nXbt2lXH6SBERMSyFvn5+a2cDkIkFjm1mK7m9Xq7OXRtEREJXvLhw4e7Oh2EiIhYl5SUpC06IjZwrKq21+vVq4IiIlFILbJERKKLYRjK2yI2cLJFle6QiYhEIRUhExGJOj0Mw0h2OgiRWOPkYrp1YWFhCwevLyIiwbmgqKjoHKeDEBERy04tLCy82ukgRGKNk4tpDMPo5eT1RUQkOF6vV/lbRCS66K0ikRBzdDGNfqlFRKKV8reISHRR3hYJMacX070Mw0h0OAYREQmc8reISHRpv23bttOcDkIklji9mK5fXFzcweEYREQkcPWKi/+fvTuPj6q89wf+OZMEyALImhCIrEHZFxWVRdkmeO9Ve38qFa0VBaWiULCpECRzZuZMkLAqhE2oitKCC9RaaW1LXa6AO4ioRY0oEjJJQILsgSRzfn+QtGLOZCY5Z84z58zn/d/1mTvP99WWr8/nMOf5ll0luggiIgpbXFxc3BjRRRDZiegwzVthiYgsiv2biMhaOCKLyFjREKb5h5qIyILYv4mILOcG0QUQ2YnwMA3g2vLy8paiiyAioga7hv2biMhSOvn9/stFF0FkF9EQpuPPnj07UnQRRETUYPEVFRWjRBdBREQNwld0iAwSDWEaAPhTQSIiC+JPvYmIrIV9m8g4URGmJUniEzIiIgtyOBzs30REFiJJ0qjCwsKmousgsoOoCNMAMsvKyrqJLoKIiBpGVdUe7N9ERJaSnJKScq3oIojsIFrCNKqrq/mTEyIiC6qurubfThMRWQh/6k1kjKgJ0+B700REVsX+TURkLXwISmSAaArTY1RVjRddBBERNdhYVVUTRBdBRERhG1xSUtJOdBFEVhdNYfqS4uLiq0QXQUREDdbC7/ezfxMRWYcjEAiMEV0EkdVFU5hGXFwcf3JCRGRN7N9ERBbicDj4ig6RTlEVpnkZAhGRNUmSxP5NRGQhqqqOE10DkdVFVZgGcHV5eXlL0UUQEVGDXf3dd9+1El0EERGFrWNJSUlv0UUQWVm0hen4ioqK0aKLICKiBotLSEgYJboIIiIKn6qqfEWHSIdoC9MAR6wQEVkV+zcRkbWwbxPpEI1h+gbRBRARUaOwfxMRWcvIwsLCpqKLILKqaAzTXcvKyrqLLoKIiBqsS1FRUQ/RRRARUdiSmjdvPkx0EURWFY1hGoFAgO9vEBFZUHx8PPs3EZGFBAIB/tSbqJGiMkxzRBYRkTWxfxMRWQ4fghI1UlSGaQBjVFVNEF0EERE1GPs3EZG1DCotLW0vuggiK4rWMN3C7/cPEV0EERE1WPOSkpKrRRdBRERhkwKBwFjRRRBZUbSGaYBX9RMRWRJ/6k1EZC3s20SNE7Vh2uFw8P0NIiJrYv8mIrIQSZJuUFVVEl0HkdVEbZhWVXVIUVFRa9F1EBFRw0iSdBX7NxGRpaSVlZX1EV0EkdVEbZgGEBcXFzdKdBFERNRgcfHx8aNFF0FEROHjaFqihovmMA3wvWkiIkvi+3dERJbDvk3UQNEepseJLoCIiBqF/ZuIyFquLyoqShRdBJGVRHuY7lJUVJQpuggiImqwzocOHeopuggiIgpbosPhGCa6CCIrifYwDYfDwb/dICKyIEmS2L+JiKyF700TNYAVwjTf3yAisiD2byIia5EkiWGaqAGiPkyrqjpKVdUE0XUQEVHDqKo6urCwsKnoOoiIKGz9jxw50kF0EURWEfVhGkDzkpKSa0UXQUREDZackpJyjegiiIgobFJlZeVY0UUQWYUVwjTAq/qJiCyJI7KIiCyHfZsoTFYJ03x/g4jImti/iYisJUtVVUl0EURWYJUwfcWhQ4faiC6CiIga7IqSkpJ2oosgIqKwpRYXF/cXXQSRFVglTMfFxcWNEV0EERE1mCMQCIwWXQQREYUvLi6OvyoiCoNVwjTfuyMisihJkti/iYgshOduovBYJkwDuEF0AURE1CjjRBdAREQNMsLv9yeJLoIo2lkpTHfy+/2Xiy6CiIgarJPf7+8luggiIgpbMwAjRBdBFO2sFKYB3gpLRGRV7N9ERNbCn3oThWCpMM33N4iILIv9m4jIWvgQlCgES4VpSZJGFRYWNhVdBxERNdhI9m8iIkvpe/DgwXTRRRBFM0uFaQDJKSkp14ougoiIGiw5JSVlqOgiiIgobFJCQgJ/VURUD6uFaf7Um4jIoti/iYishX2bqH6WC9Pg+xtERFbF/k1EZC3jVFW1Yl4gMoUV/3AMLikpaSe6CCIiarBBpaWl7UUXQUREYWvr9/sHiC6CKFpZMUw7AoHAGNFFEBFRgzmqq6vZv4mIrIW/KiIKwophGg6Hg+9vEBFZEPs3EZG1sG8TBWfJMK2q6jjRNRARUcOpqpqlqqokug4iIgqPqqojSktLk0XXQRSNLBmmAXQsKSnpLboIIiJqsI6lpaXs30RE1tFEVdXrRBdBFI2sGqahqirf3yAisiD2byIia+GILCJtlg3TAPiHmojImti/iYishQ9BiTRYOUyPLCwsbCq6CCIiarCRRUVFiaKLICKisPUpLi7OEF0EUbSxcphOat68+TDRRRARUYMlSpI0VHQRRETUIGNFF0AUbawcphEIBPhTQSIiC4qLi2P/JiKyEEmS2LeJfsLSYRp8f4OIyJJ4CRkRkeU4VVW1enYgMpTV/0AMKi0tbS+6CCIiarCBhw8fThNdBBERha1tSUnJINFFEEUTq4dpKRAI8P0NIiLrkaqqqsaILoKIiBqEvyoi+hGrh2nOvSMisi72byIia2HfJvoRy4dpSZJuUFVVEl0HERE12Dj2byIiSxl2+PDhFNFFEEULy4dpAGllZWV9RRdBREQNlnbo0KF+oosgIqKwNQkEAiNFF0EULewQpnkrLBGRRcXHx7N/ExFZCEfTEv2HXcI0/1ATEVkQ+zcRkeXwIShRDVuEaQDXFxUVJYougoiIGuw69m8iIku53O/3Xyq6CKJoYJcw3czhcAwXXQQRETVYs7i4uBGiiyAiogbh304TwT5hGuBV/URElsSfehMRWQv7NtEFtgnTkiTxCRkRkQU5HA72byIiC5EkyamqapzoOohEs02YBtD/yJEjHUQXQUREDaOqaj/2byIiS2lVWlp6hegiiESzU5iWKisrx4ougowXCASwadMmbNiwQXQpRBQZUlVVFX8yaEOBQADPP/88nnvuOdGlEJHBOJrWvl577TUsX75cdBmWEC+6AIM5ATBx2cgHH3wAWZaxd+/eOmtJSUkCKiKiSKh5/46Jy0Y+/PBDuFwu9m8i+3ICyBNdBBln3759cLvd2LFjR5019m1tdgvTWaqqSpIkqaILIX38fj98Ph/+/Oc/Q1Xr/teZmJiIX/ziFwIqI6IIcbJ/20Oo/t2sWTP2byJ7GHr06NEWbdq0OSG6ENLn2LFjWLRoEX7/+9+jqqqqznp8fDzuvfdeAZVFPzv9zBsAUouLi/uLLoIa7+zZs1iyZAlGjBiBV155RfMglpWVhddffx2DBw8WUCERRUhqcXHxANFFUOOF07+dTifeeOMNXHEFX7UksoH4ioqKkaKLoMarqqrCU089haFDh2L9+vWaQXrIkCH461//ihtuuEFAhdHPbn8zjbi4uCwAn4iugxpu27ZtyM3NRVFRkeZ69+7d4fF4MGbMGJMrIyIz1Exl2CO6Dmo49m+i2ORwOJwA/iy6Dmq4HTt2wO12Y9++fZrraWlpmDNnDm677TZIkmRyddZhuzBd897dItF1UPg+/fRTyLKM999/X3O9ZcuWmDZtGqZMmYKEhASTqyMis0iS5ASwUHQdFD72b6LYxkvIrOfAgQOYP38+Xn31Vc31xMRETJo0CTNnzkRycrLJ1VmP7cI0gBF+vz8pPT39jOhCqH7Hjh3D0qVLsX79elRXV9dZdzgcuOWWW+B2u9GmTRsBFRKRyUaUlpYmp6WlnRZdCNUv3P4tyzLatm0roEIiMknP0tLSrmlpad+KLoTqd+bMGaxevRoFBQU4f/685mecTify8vKQkZFhcnXWZccw3QzACAB/F10IaausrMSzzz6LxYsX48QJ7Tsrhg0bBkVR0KtXL5OrIyKBmgYCgREA/ia6ENLG/k1EPxUIBJwA1oqug7QFAgFs2bIFeXl5OHLkiOZn+vXrB0VRcPXVV5tcnfXZMUwDF67qZ5iOQtu3b4fL5cJXX32lud6xY0fMmjUL48ePN7kyIooSTjBMR6VQ/Ts9PR2zZ89m/yaKPQzTUerjjz+GLMvYtWuX5nrr1q0xc+ZM3HvvvYiLizO5Onuwa5jm+xtRZv/+/fB4PHj99dc115OSkjB16lRMmzYNTZs2Nbk6Iooi7N9Rhv2biEIYq6pqnCRJdd/5ICFKS0vx2GOPYcuWLZqTFRISEnD33Xdj1qxZaN68uYAK7cOuYbrvwYMH0y+99FK/6EJi3fHjx7FixQqsXbsWlZWVddYlScKtt96K3NxctG/fXkCFRBRl+h46dKhTp06dDokuJNaF079vvPFGuN1upKenC6iQiKLEJWVlZVcBeE90IbHu7NmzePrpp/HEE0/g9Gnt60dGjBiBvLw8ZGZmmlydPdk1TEsJCQlOAM+KLiRW1b6foSgKjh49qvmZgQMHwufzcd4oEV0kLi5uLID1ouuIVezfRNRQNbd6M0wLxBGFYtg1TNeOyGKYFoBz64hIj5r+vV50HbFo586dkGU5aP9OTU3Fo48+yv5NRBep6duK6DpiEUcUimXbMA1gnKqqDkmSAqILiRWh5tY1a9YMkydPxowZM5CSkmJydURkIVns3+by+/3Iz8/H5s2bNdfZv4kohGvKy8tbtm7d+rjoQmJFeXk5Hn/88aAjCuPj4zFhwgTMnj2bI2YjyM5huq3f7x8A4GPRhdhd7dy6FStW4Ny5c5qfcTqd8Pl8uPTSS02uzjoqKytRXV2NZs2aiS6FSLS2JSUlAwHsFl2I3bF/G4P9mwjxFRUVowD8SXQhdlc7onDRokU4efKk5meGDx8Or9fLEYX1qK6uxrlz55CUlKTrexwG1ROteCtsBKmqipdeeglDhw7FkiVLNA9iffv2xR//+Ec8++yzPIgFUVFRgSeeeAJ9+/ZFz549sWTJEtElEUUD9u8IYv82xrlz57Bs2TL2byL8+6feFEHbt2/H2LFjIcuyZpDu0qULnnzySbz44osM0kFUVVVh/fr1GDRoEHr27Ins7GzNG8/DZesw7XA4+Ic6Qvbs2YObb74ZM2bMwOHDh+ust2rVCoqi4LXXXsM111wjoEJr2Lp1K66//nosXLgQJ0+eRFVVFZYuXYqSkhLRpREJxUNZ5LB/G2Pr1q247rrrsGDBgov6t9/PQSIUmxwOBx+CRsj+/fvxy1/+ErfffjsKCwvrrCclJSE7OxtvvvkmbrrpJgEVWsOOHTswbtw4PProo/j+++8RCASwadOmoHO4w2Hnn3lDVdURpaWlyWlpadp3w1OjvPzyy3jqqaeCzq277777MGPGDLRo0UJAddZQWFgIt9uNt956q86aqqo4cuQIOnToYH5hRFFCkqThhw8fTmnfvv0p0bXYyZ/+9Cc8/fTTQfv35MmTMXPmTPbveoTTvzkqjGKRqqo9ysrKuqWmpn4juhY7ee+99zBq1ChUVVXVWXM4HPj5z3+OnJwcjpitR6h7QbQeLIfL1mEaQBNVVa8D8JroQuwk2KiUESNGwOfzoWfPniZXZB1Hjx7FggULsGnTJs3LIojo35pUV1dfB+Cvoguxk/r6t6IouOyyy0yuyDqOHj2KhQsXYuPGjezfREFUV1dnAVgjug47+eGHHzT/OUcUhnbq1CksX74ca9euxfnz5yOyh93DdO1PBRmmIygzMxNerxcjR44UXUrUqr0sYvHixThx4oTocogsoaZ/M0xHUGZmJjweD0aNGiW6lKhVWVmJF154Afn5+SgvLxddDlG0c4JhOqLS09ORm5uLn/3sZxxRGISqqti6dSu8Xm/EX72xfZgGL7GJmJYtWyI7OxsTJ07k3Lp6vP766/B4PNi/f7/mekZGBkpKSjR/vkMU49i/I4T9OzxvvPEG3G43+zdR+MaqqpogSVKl6EKsKlhAbtasGR566CE8+OCDSExMNLkq69i1axdcLhf27Nmjud62bVucO3cu6E3oDWXrC8hq9CkuLs4QXYSVdezY8aL/Oy4uDhMnTsTOnTtx33338SAWxDfffIOJEyfil7/8peZBLDExEdnZ2Xj77bdLgw69AAAgAElEQVQRHx8Lz7WIGqw3+7c+Wv377rvvZv8O4dtvv8XEiRNx11131du//+///o//GRJdrIXf779KdBFW9tO+LUkSbr75Zmzfvh3Z2dkM0kGUlZVh1qxZ+NnPfqYZpGvvBdmxYwdSU1MN2zdWTvBjATwjugiruvfee/HBBx9g+/btGD58OHJzc3ndfj1OnDiBgoICrFu3TvP9DEmScOONN8LlcqFTp04CKiSyFCeAp0UXYVX33HMPPvjgA7z99tsYNmwYXC4X+3c92L+JDJEF4B3RRVjVTTfdhLfeeguvvPIKBgwYgNzcXAwZMkR0WVGroqICTz31FJYtW4ZTp7TvLI3kvSAxEaZrrupnmG6k5s2b4/e//73oMqJeIBDAli1b4PP58P3332t+ZsCAAVAUBVddxYe2ROGo6d8M043UvHlzbNiwQXQZUa+2f+fl5eHIkSOan+nfvz98Ph/7N1EINX3bI7oOq0pISMDy5cuxfPly0aVEvW3btsHlcuHgwYOa6926dYPb7YbTGblpmzERplVVdaqq6pAkKSC6FrKnd955B7Is41//+pfmempqKrKzs3HnnXfC4YiFtyuIjKGq6lj2b4qkd999F7Is4/PPP9dcZ/8mahhVVYcUFRW1zsjI4I19FBGfffYZZFnGe++9p7neokULTJ8+HVOmTIn4qzgxEaYBtCkpKRkM4CPRhZC9lJSUYP78+diyZUvQua133303Zs2ahebNmwuokMjy2pSWll4B4EPRhZC9sH8TRUxcXFzcKABbRBdC9nLs2DEsXboU69ev1xxR6HA4cMstt0CWZbRt29aUmmIlTAMX3t9gmCZDnD17FqtWrcKKFStw7tw5zc84nU4oioLOnTubXB2RvaiqmgWGaTJIbf9euXIlKioqND/D/k2kmxMM02SQcEbMDh06FIqioHfv3qbWFkth2gngMdFFkLXVzq1TFAXFxcWan+HcViLDOQHME10EWVtt//b5fDh06JDmZ3r06AGv18v+TaTfONEFkD1s374dsizjyy+/1FxPT0/H7NmzMX78eJMruyCWwvTQw4cPp7Rv3177mjeiED755BPIsowPP9T+C7JLLrkEv/nNb3DvvfciLi7O5OqIbG3o0aNHW7Rp00b7cTRRCHv37oXL5QrZv++55x6OKiQyRpeioqLMjIyMQtGFkDV988038Hq92LZtm+Z6YmIiHnzwQUybNg1NmzY1ubr/iKV/YzQJBAIjAWwVXQhZS1lZGZYsWYKNGzciEKh7B1J8fDwmTJiAnJwctG7dWkCFRLaXUFFRcT2AV0UXQtbC/k0kTnx8fBYAhmlqkNoRhWvXrkVlZWWd9doRhbIs15nJLUIshWkEAgEnGKYpTOfOncOTTz6JgoICnD59WvMzo0aNgtfrRY8ePUyujii2OBwOJximKUznzp3D2rVrsXz58qD9e+TIkfB6vcjMzDS5OqLYoKqqE8BK0XWQNVRXV+MPf/gDFi5ciPJy7YvgBw8eDEVRMHjwYJOrCy6mwjQuXEJGFNJf/vIX+Hy+eufWeTwejB07Vvde+/bt07yRkIj+o+YSMqKQ/vrXv8Ln8+G7777TXDdy7ui+fftQVVWl+3uIbGq0qqoJkiTV/etFoh/ZuXMnZFnGvn37NNdTU1Mxd+5c3HrrrZAkSddeBw8exPHjx3V9x4/FWpi+3O/3X5qenq6dkCjm7du3D7IsY+fOnZrrLVq0wMyZMzF58mTdc+vKy8uxcOFC/OEPf6gTpjnLlKiOy0pLS7umpaV9K7oQik7s30RRp3lJSck1ALaLLoSi08GDB+Hz+fCXv/xFc71p06b41a9+hV//+tdISkrStdfp06dRUFCAJ598ss4kHj19O9bCNHDhb6d/J7oIii71HYyAC3/I7rjjDsyePVv33LrKykqsX78eS5cu1XwylpycjEsvvVTXHkR2FAgExgJYJ7oOii5m9+9nn30WS5Ys0ezfSUlJHKdFdDEnGKbpJ+oLtrX+53/+By6XS/eZWFVVbN68GY899hjKysrqrMfFxeGyyy5r9PfHXJiueX+DYZoAhA62AHDNNddAURT07dtX935vvvkm3G43vv76a831Tp06YenSpWjRooXuvYhsyAmGaaoRKtgCxvdvj8eDwkLt+5TYv4k0ZQGQRRdB0SFUsAWA3r17Q1EUDB06VPd+u3btgtvtxu7duzXX27Rpg3nz5qFr166N3iPmwrQkSU5VVeMkSeJLqjFu+/btcLvd+OKLLzTXO3TogJycHNx2222638/49ttvkZ+fj1df1b4/qfZ6/4ceegjNmjXTtReRjY1l/yYA2LFjB2RZjpr+PWnSJMycORPJycm69iKyoSuLiopaZ2RkaN8oRTHjk08+gcvlwkcffaS5buSI2VCTHBISEnD77bcbMskh5sI0gFalpaVXAPhAdCEkhpnB9vTp01izZg0KCgpw/vz5Ouu11/u7XC506tRJ115EMaBVWVnZlQDeF10IiWFmsA3VvwHA6XRi3rx57N9EwcXFx8ePAfCS6EJIDDODbe0vlhYuXIhTp05pfmbEiBHwer24/PLLde1VKxbDdO2tsAzTMcbMYBsIBLBlyxbk5eXhyJEjmp/p378/FEXBkCFDdO1FFEtq+jfDdIyJtv7dr18/+Hw+9m+iMNS8YskwHWPCDbaKouh6Z7nWtm3bIMty0EkOXbt2RU5ODm666Sbde/1YTIZpXHjvLk90EWQOs4Pt7t27Icty0PczUlNTkZ2djTvuuEP3z1iIYk3Nocwnug4yB/s3kS1wtGGMMTPYFhYWwu1246233tJcb9GiBaZPn477778fTZo00b3fT8VqmB569OjRFm3atDkhuhCKrHAPRnfeeafucSYlJSWYP38+tmzZAlVV66wnJCTg7rvvxqxZs9C8eXNdexHFsGvLy8tbtm7d2rghkRSVzAy27N9EEdW5uLj4so4dO34puhCKLDOD7Q8//IAlS5Zg/fr1QSc53HLLLXC5XGjXrp2uveoTq2E6vqKiYiSAP4suhCLDzIPR2bNnsWrVKqxcuRIVFRWan3E6nfB6vejSpYuuvYgI8WfPnh0J4BXRhVBkmN2/n376aTzxxBM4ffq05mfYv4kMkQWAYdqmzAy2lZWVeOGFF5Cfn4/ycu177a699looioI+ffro2iscsRqm4XA4nGCYth0zg62qqti6dSt8Ph8OHTqk+ZkePXrA4/Fg9OjRuvYioos4wTBtO2YGW/ZvInPVnLsLRNdBxjI72G7fvh2yLOPLL7Wfyxg5ySFcMRumay6xIZsw+2C0d+9eyLKMDz7Qvseu9nr/e+65B/HxMfvHjCgiJEli/7aRaOvfLVu2RHZ2Nvs3kYFUVR1dWFjYNDMz85zoWsgYZgbbaB4xG8v/luhZWlraNS0t7VvRhZA+ZgbbUNf7x8fHY8KECZg9ezbatGmjay8iCiqzrKysW2pq6jeiCyF9zAy2tf1706ZNmj9DZP8miqjklJSUawD8n+hCSB8zg+2JEydQUFCAdevWRe2I2VgO0wgEAk4Aa0XXQY1jZrCtvd5/0aJFOHnypOZnhg8fDq/Xi169eunai4hCq66udgJ4UnQd1DhmBlv2b6LoUDONgWHaoswMtlYaMRvTYRoX3rtjmLYYsw9G27Ztg9vtxoEDBzTXu3Tpgjlz5hg+t46I6sUwbUHs30QxLQtArugiqGHCDbY+nw9XXXWV7v3effddyLKMzz//XHPdyEk8Roj1MD1WVdU4SZLqPhanqGTmwejrr7+Gx+PBG2+8obmelJSEqVOnYvr06bqv9z927BjWr1+PU6dOYeLEibj00kt1fR9RDBijqmq8JElVoguh8Ni9f588eRITJ05E586ddX0fkY1dUVJS0q5Dhw7aiYyijpnB1sxJDmfOnMGGDRtQXFyMCRMmoHfv3o3+rlgP05eUlZVdBeA90YVQ/cw8GNVe7//ss8+iqqruOb32ev/c3Fy0b99e115VVVV47rnnsHjxYvzwww8AgFdeeQU7d+5E06ZNdX03kc1dUlxcfBWAd0UXQvUzs38fP34cixcvDtq/JUnCrbfealj/3rBhAxYtWnRR/37nnXfYv4m0OQKBwGgAL4guhOoXjSNmFUXR/bBSVVW8/PLLmDdvHkpKSgAAL7zwAnbs2NHokV2xHqZrb/VmmI5SZgfb559/HgsWLMDRo0c1PzNo0CAoioIrrrhC114A8Pbbb0OWZXz11VcX/XO/34/9+/frekpGFAvi4uKywDAdtcwOtmb3b7fbXecW25KSEnz99demzDYlsiJJkpxgmI5aZgfbcCY5eL1ejBo1StdeALBnzx64XC7s2rXron9+8uRJfPzxx8jKatygEIbpC5chKKLroIuZfTDasWMH3G439u3bp7melpaGOXPmGHK9/4EDBzB//vygtyAC0Dx4EtHFavq3V3QddDH2b/ZvonqME10A1WV2sN27dy9cLhc+/PBDzXUzJ/EA+vp2zIdpANeUl5e3bN269XHRhdAF0XQwSkxMxKRJkzBz5kwkJyfr2uvkyZNYtmwZ1q1bh8rKSl3fRUQAgGu+++67Vp07dz4muhC6IJr6d7NmzTB58mT2b6Lo0snv9/dKT0/XbhJkumgKtrWTHHJyctC6dWtde50/fx5r167F8uXLcerUKV3fVR+GaSC+oqJiFIA/iS4k1pkZbM+cOYPVq1ejoKBA83p/4MLPWPLy8pCRkaFrL1VVsXnzZsybNw+HDx/W9V1EdJG4hISEkQBeFl1IrGP/JqIGyALAMC2YmcE23EkOiqLg8ssv17UXEPrCSyMxTOPfPxVkmBbEzINR7fX+9R2M+vXrB0VRcPXVV+vaCwA++OADyLKMvXv3aq63a9cOOTk5ePTRR3Hu3Dnd+xHFICcYpoWJtmBrZP/+8MMP4XK5QvbvuXPnBn23kIg0OQEsE11ErBIRbGVZxnfffae53rVrV+Tk5BgyyWHfvn1wu93YsWOH5nrz5s0xc+ZMbNiwwbCgzTANwOFwNO6Nc9IlnLl1Rh6MPv74Y8iyXOfigVqtW7fGzJkzce+99yIuLk7XXqWlpXjsscdC3oL4yCOPoEWLFpg7d66u/Yhi2A2iC4hFZgfbUP27VatWePjhh4X079xcjs0laqCRhYWFTTMzM/m3CCYzM9h+/fXXcLvdePPNNzXXk5OT8cADDwiZxLNp0yZd+/0YwzQAVVV7lJWVdUtNTf1GdC2xIhqDrRHX+1dUVOCpp57CE088gdOnT2t+ZsSIEfD5fOjZs6euvYgIANC1rKyse2pq6n7RhcSKaA62erB/E5kmOSUlZSgA7ZRFhovGYOtyuRo9jqqW2RdeamGYrlFdXZ0FYI3oOuzOzGB79uxZPP300yEPRnl5ecjMzNS1F3DhaV9ubi6Kioo017t37w6Px4MxY8bo3ouI/iMQCGQBWC26Druzc7Bl/yYyV81oWobpCBMRbPPz81FeXq75mcGDB8Pr9VpukkN9GKb/g2E6guwcbD/99FPIsoz3339fc71ly5aYNm0apkyZgoSEBN37EdHFag5lDNMRwv7N/k0UAVkA5oguwq7CDbaKomDw4MG699uxYwdkWcYXX3yhud6hQwfk5ORYbhJPOBim/2OMqqoJkiRx5oXB7HowOnbsGJYuXYr169ejurq6znrt0z632402bdro2ouI6sX+HSGx3r9lWUbbtm117UVEmgaVlpa2T0tL4zX5BjMz2H777bfIz8+33SSHhmCY/o8Wfr9/CICdoguxi3AORtnZ2YbMrSsvL8fjjz8e9GBUe73/7NmzdQfb2lsQFy9ejBMnTmh+ZtiwYVAUBb169dK1FxGFpXlJScnVALSv76QGi8Zga8SDSfZvoqghBQKBsQA2ii7ELswMtqdPn8aaNWtCBtt58+ahU6dOuvYyexJPQzFMX8wJhmndRATbUNf7e71eQw5G27dvh8vlwldffaW53rFjR8yaNQvjx4/XvRcRha9mxCHDtE6hgq3ZDybN7N/p6emYPXs2+zeRSWr6NsO0TiKCbahJPD6fD0OGDNG1F2DuhcWNxTD9IzUjsjyi67AqEcE2NzcXhYWFmutdunTBnDlzDLnef//+/fB4PHj99dc115OSkjB16lRMmzYNTZs21b0fETVYFgC36CKsKtqCLfs3kf05HI4sVVUlSZLq3mhIIYUTbPv37w9FUQwJtrt374bb7bbdJB69GKZ/RFXVIUVFRa0zMjK039SnoOwabI8fP44VK1Zg7dq1qKys+zqmJEm49dZb/z23jojEkCTpKvbvxonl/n3jjTfC7XYjPT1d115E1HCqqqaXlZX1AfCZ6FqsZvfu3ZBlGbt379ZcT01NRXZ2Nu644w7dwbakpATz58+35SQeIzBMXywuLi5uFIAtoguxCrMPRosXLw56vb+RwbaqqgobNmzA4sWLcezYMc3PXHnllfD5fBgwYICuvYjIEHHx8fGjAWwWXYhVRFuwNbJ///73v8eiRYuC9u8rrrgCPp8PAwcO1LUXEelTM9qQYTpM0RZsnU4nvF4vunTpomsvVVXxyiuvIC8vD36/X/Mzl112GRRFwYgRI3TtZTSG6bqcYJgOyexgG2og+8CBA+Hz+QyZW7dz507IsmzK3Dq/34/8/HxUVFTo+h4i+vf7dwzTIZgZbGt/hqgoSlT079TUVDz66KOG9u+zZ8/q+h6iGOcEsFR0EdHOzGALXJjkMHfuXBw6dEhzvUePHvB4PBg9erTuvcy8sLj2XpBvv/1W1/f8GMN0XeNEFxDNwgm2gwYNgqIolhvIfuDAASiKgr/97W+a682aNcODDz6Ihx56CImJibr2OnXqFJYvX461a9dqXhaRkpKi6/uJYhT7dz3MfjAZbf176tSpeOihh5CUlKRrL/ZvIkNdX1RUlJiRkcGnUkGYHWxdLhc++OADzXUjg+3hw4eRn5+PF198EYFAoM56fHw8fvnLX+KRRx7BJZdcomuvyspKrFu3DsuWLdO810lP32aYrqtLUVFRZkZGhvbLYzHM7INRfQPZmzVrhsmTJ2PGjBm6Dy6nTp3CsmXLsG7duqC3IN58883Izc015BbEl156Cfn5+SgrK9P8zLhx49CtWzdd+xDFqM6HDh3q2alTJ+1brWKYnft3fcEWMLZ/b968GfPnzw/av7OystC9e3dd+xDFmESHwzEMwD9FFxJtzAy2ZWVlWLJkCTZt2hTxSQ7nz5/H7373u6DBFrjwXrSiKLjssst07QUA//jHP+DxeHDgwAHN9UGDBuHaa69t9PczTGuIj4/PAsAwXSPcg5GRA9lXrFiBc+fOaX7GqIHs4QTbvn37wufzGTK37qOPPoIsy9izZ4/metu2bTF79mzccccduvciilWSJGUBYJiuYWawDbd/+3w+XHrppbr2Crd/K4qCa665RtdeALBr1y64XK56+/esWbNw55136t6LKNY4HA4nGKb/zcxga/Yknr///e/wer1Bg22XLl3gdrsxbpz+H5p9+eWXcLvdePvttzXXU1JSMGPGDEyZMgUJCQmN3odhWkPNe3crRdchmpnBVlVVbN68ud6B7EYejPbs2QOXyxX0ev9WrVrh4YcfNuR6/7KyMsybNy/kZRGPPPIIWrRooWsvolhXcyhbIboO0di/jevfS5YswcaNGzV/hsj+TaSfqqpZAGaLrkM0s4Pttm3b4Ha76w22dp3kYOQkHoZpbaNVVU2QJKnufwMxIJyDUb9+/aAoiiF/Y2vmwSjcuXVGHIwqKirw1FNPYdmyZTh16pTmZ4z8GQsRAaqqjmL/tm+wNevBJPs3kakGHDlypEO7du1KRBciipnB9uuvv4bH48Ebb7yhuV4bbKdPn44mTZro2svMC4vNvvCyFsO0tuYlJSXXANguuhCzffzxx5BlmcFWp23btsHlcuHgwYOa6926dYPH48HYsWN170VEF2leUlJyLQDt33XZGB9Mmte/3W43nE6n7r2ICAAgVVZWjgHwe9GFmM2uwdbOF17+FMN0cE7EUJgWcTAKNZDd5/OhZ8+euvYCzA22n332GWRZxnvvvae53qJFC0yfPl33+xlEVC8nYihMR2OwtXP/vv/++3UfaomoDidiKExHW7C18iQes+4FCYZhOrgsALLoIiJNRLDNzc1FUVGR5nr37t3hdrstF2xr59atX79e87IIh8OBW265BbIso23btrr2IqKQsgC4RBcRaQy27N9ENpKlqqokSVLdJ4I2wmBrvQsvQ2GYDu7KoqKi1hkZGeWiC4mUcIKtx+PBmDFjdO/12WefweVy1TuQfdq0aZY7GNVeFrF48WKcOHFC8zNDhw6Foijo3bu3rr2IKGxX+v3+tunp6d+LLiRS+GCS/ZvIZtIOHTrUD8Be0YVESjQGW6tN4jH7XpBwMEwHFxcfHz8GwEuiCzHap59+ClmWYzLYDhs2DF6v15CD0fbt2yHLMr788kvN9fT0dMyePRvjx4/XvRcRNYhDkqTRAF4UXYjRQgVbO/dvI4Mt+zdR9KkZTWu7MB0q2CYmJmLSpEmGBtuCggKcP39e8zNWDbZm3gvSEAzT9agZkWWbMH3ixAl4vV688MILmiM+4uPjcdddd+GRRx5Bq1atdO1VWVmJ3/3ud3jiiSdMud7fzIPRN998A4/Hg3/+U3skYmJiIh588EFDrvcnosap6d+2CdMnTpyAoih4/vnnTevfy5YtCxpsrdy/vV4vtm3bprnO/k0kTk3fXiy6DqNUVlZiwYIFWLduXdARTTfffDNcLhfS09N17RUIBPDCCy8gPz8fR44c0fxM//79oSgKhgwZomsvwL4XXjYGw3T9skQXYKQvvvgCmzZt0lwbNmwYFEUx7GDkcrnw1Vdfaa6bGWyNnFt34sQJFBQU1Du37sYbb4Qsy+jYsaOuvYhItxtEF2CkL7/8Ehs3btRcs2v/NjLYsn8TWcJ1RUVFiRkZGWdFF2KEI0eOYNWqVZprRo6YjfVJPEbdC9JYDNP161xcXHxZx44dtR+X24CRByMzB7KbeTCqnVvn8/nw/ffar2AOGDAAPp8PV155pa69iMgwnfx+/+Xp6elfiC4kUvhgMrRw+7eiKLjqqqt07UVEujWLi4sbAeAfoguJFAbb8FhpxCzDdGhZAGwZpps3b4533nkn4nPrHA4HbrvtNsyZMwepqam69jI72L7zzjuQZRn/+te/NNdTU1ORnZ2NO++8Ew6HQ9deZ86cwblz5/T+RDMeQFddhRDZRxYAW4Zpo/v3c889FzTYjh8/nv07BPZvagCevetR81Nv24bpN998U/eoq7Nnz2LVqlVYtWoVzp7V/kv8rKwsuN1udO2qv6WYfWGxWfeCnD9/HsePH0e7du10fQ//QIfgcDicAApE1xEJcXFxug5i4RyMBg4cCEVRDDkY7dy5E26325SDkd/vR35+PjZv3qy5Xvu0b/bs2bqv9z99+vS//5bm/PnzmDp1KubOndvYr+sI4BtdBRHZRM2hbLnoOiLB4XBEvH9bNdia2b/PnDmDgoICPPnkkzh//jweeOAB5ObmNvbr0sH+TTHO4XBkAXhEdB2RkpSUpOv/367B1uwLL2vHAp84cQK33HILCgoKGn2DOsN0CKqqji4sLGyamZmpfdd7jNq5cydkWQ56vb+VD0bhXO+vKAo6d+6say9VVbFlyxbMmzcPZWVl//7nq1atwj333MP39oh0kiRpFPt3XXbt37V/W2Nm/37sscdQWlr673++evVq3HPPPejUqZOu7yeKVaqq9jty5EiHdu3alYiuJZrE+iQeo+4F+ec//wmPx4NvvvnPc8s//vGPuPvuuxt9MRvDdGjJKSkp1wD4P9GFRINQByOrDmRXVRVbt26FoigoLi7W/ExmZia8Xi9Gjhypay8A+OSTTyDLMj788EPNWo4ePcowTaRfckpKyrUA3hJdSDSwc7CNtv7NME3UaFJVVZUTwHOiC4kG4QZbt9uNNm3a6NrL7GAbTRdeBvuFVjgYpsNQ81PBmA7Tdg+2LpcLH330keb6JZdcgt/85jeGXBZRVlaGefPmBb0sgoiMVdO/3xJdh0js38b178ceewybN29m/yaKoJq+HdNh2s7Bdv/+/fB6vaZceHn8+HEsWbIEzz77rOa9IEZgmA5PFoBGvwRlZbUHI6/XC7/fr/mZPn36wOfzGTKQ3eyD0ZIlS7Bx40bNua0JCQm4/fbbkZOTg9atW+vaq7YpLlq0KOjcbYMcBHB5JDegqHIaQONe8okdWQAafQmBldk92NqwfxcBuCySG1BU+AKAvqdW9udUVVWSJCkmn1rZOdiuWLEiaiY5GIVhOjxXlJSUtOvQoYP2FHSb2rNnD2RZDnowMvJ6/3AORkZd7197MFq4cGG91/srioLLLtN/rvnLX/4Cn88X9Hr/7t2747vvvtO8Cb0RVAC2mM9IZJDB7N91WT3YhurfXq8Xl1+u/7liqP7drVs3HDx4kP2bGiImA2IDpRYXFw8AsEd0IWYyc8RsuMHW7XYjPT1d114iLiyu716QtLQ0nDlzJujf+DcUw3R4HIFAYDSAF0QXYgY7B9tQc+u6du0Kj8cDp9Ope6/CwkK43W689dZbmuvJycl44IEHMH36dFx++eVGHcaI6GKOQCAwBsDzogsxg937tyzL+O677zTXu3btipycHNx000269yosLITH48Gbb76puf7j/t2rVy/2byKDSZKUhRgJ0+EE21tvvRW5ubm6x2pFW7AVdeHlf//3fzNMm02SJCdsHqbDHchuVrDt1q0b3G63KcG2RYsWmD59Ou6//37dc1t/+OEHLFmyJORlES6XS/dsOyIKrWbEoa3DdDQGW7MeTLJ/E9lPzbl7oeg6Iqk22CqKgqNHj2p+ZuDAgfD5fLjiiit07xetwdZKF15qYZgO3zjRBUQSg63+g1FlZSVeeOEF5Ofno7y8XPMz1157LRRFQRzC1GgAACAASURBVJ8+fXTtRUThU1WV/Zv9u15VVVV4/vnn6+3fgwcPhqIoGDx4sK69iCgsI0pLS5PT0tJOiy4kEsIJto8++ihuu+22Rs8/rsVJPMbcCxIMw3T4Ovn9/l7p6ena/6u3qFAD2UUcjMyaW2dksN2+fTvcbje++OILzfUOHTogJyfHkKZIRA3WsaSkpHeHDh3+JboQI33++eeQZRnvvvuu5rpVg63ZDyZ37NgBWZbZv4miS9NAIDACwN9EF2Kk4uJirFy5MiaDbZ8+faAoCq699lpdewHmXngZCsN0w4wDYJswfeLECdxwww2a79XFxcXhF7/4BWbNmmXYhTH1BduhQ4dCURT07t1b117AhWAryzK+/PJLzXUjD0bffvst8vPz8eqrr2quJyYm4sEHH8RDDz2EZs2a6dqLiBqv5m+nbROmT548iRtuuEEz2MbFxeHOO+/ErFmzDJk7amawjbb+PWnSJMycORPJycm69iKiRsmCzcJ0VlZW0BFNN998M3Jzc3XPqQ8n2Pbt2xeKohgyiceuF16Gi2G6YZwAnhBdhFG0/kcIGD+3zqyD0TfffAOv14tt27ZprhsZbE+fPo01a9agoKAA58+fr7Neewuiy+XS3RSJyBBOAI+LLsIowfo3H0yGxv5NZBlZogswmlaQNjPYchKP8RimG2ZkYWFh08zMTO3fSlickXPrwg22Rlzvf+LECRQUFGDdunURPxjVXhaRl5eHI0e0J+30798fiqJgyJAhuvYiIkNdHwv922rBlv2biOrRp7i4OKNjx45FoguJBKsGWxEXFpt14WVjMEw3TFLz5s2HAXhDdCGNEeyAlZycjOnTp+NXv/qVacHWyIHsoQ5GPp8PV111la69AODdd9+FLMv4/PPPNdeNvAWRiAyXlJiYOByA9gDPKBesfyclJWH69Ol44IEHbPlg0qj+vXv3bsiyjN27d2uu1/bvO+64I+Lv1xFRg4wF8IzoIhojWN9OSEjA5MmTMXPmTEsGWzteeKkHw3QDBQIBJywaprt27YomTZr8+5BUO7du7ty5SE1N1fXd4RyMBgwYAEVRDDkYvfPOO5BlGf/6l/YrkEYG25KSEsyfPx9btmyBqqp11muf9s2aNQvNmzfXtRcRRU5cXJwTFg3Twfr3o48+irS0NF3fbecHk+zfRNZWMyLLkmG6bdu2aNOmzUVjr5xOJ9xuN7p166b7+80MttF4YXG0jChkmG64LABzRBfRGG3btsXatWuxatUqtGzZEjNmzDBkxMe7774Ll8tlu2B75swZrFixAmvWrEFFRYXmZ/7rv/4LsixHZG4dERlLVdUsADmi62iMNm3aYN26dVi5cqXh/duOwfbMmTNYuXIlVq9eXW//drlc6NKli669iCiinKqqOiRJ0r4oIoolJCTgmWeewYIFC+BwODB16lRDRjR9/vnncLlcIYPtlClTkJCQoGuvY8eOYenSpaZN4nnmmWewdOlSUy4sNgrDdMMNKi0tbZ+WlnZYdCGNkZWVhawsY+5zMPNgZOZAdlVV8fLLLyMvLw+lpaWan+nVqxe8Xi+GDx+uay8A+Pjjj1FVVaX7e4gopIGHDx9Oa9++vfYf7CjndDoNeydMRP9euXJl0GBrdP+eN28eSkpKND9jZP/es2cP+zdRZLUtKSkZBGCX6EIa48orr8RLL71kyHeZHWzNnMTz+uuvw+PxYP/+/ZrrGRkZcLlcuPHGG3XvtX//fhw7dkz399RimG44KRAIjAWwUXQhopgdbENd79+jRw94vV6MGjVK117AhWAryzJ27dLu2a1atcKsWbNw1113GXJZxPz58/HSSy/VOczynWuiiJCqqqrGAPiD6EJEMTvYbt26FT6fD4cOHdL8jJH9e8+ePXC5XPX270ceeQR33XUX4uP1HX/KysqQn5+Pl156qc5lP+zfRIbLgkXDtBGibcSskRcW79+/H263G2+8of0GrdH3gixduhTPPPNMnVvV9fRthulGUFXViRgM0+EcjDIzM+HxeAw5GH3yySeQZRkffvih5nrt3Lp77rnHkIPR/PnzsXnz5npvQfztb3+Lli1b6trr/PnzWLt2LZYtW4bTp0/XWW/evDl/Nk4UOU7EYJg2O9ju3bsXLpfLtP4dLNgCQHx8PCZOnIjs7Gxccskluvaq7d/Lly/XvOynefPm/Nk4kfGcAOaLLkIEM4Ot2ZN4ggVb4MK9ILfccgvmzp2r+16Q6upqbNy4EQsXLrzo/fVa8fHxusYBM0w3gsPhyFJVVZIkqe5v42wq3IORGdf7x8fHY8KECYYMZA8VbAFg5MiR8Hq9yMzM1LUXALz22mtQFKXe6/0ff/xxXoRDFDnj2L8vZnSwNbt/Bwu2AHD99dfD6/WiZ8+euvYC2L+JBBp2+PDhlPbt22v/QbchESNm165dGzTYGjWJJ1SwBYBBgwZBURRcccUVuvYCwruwOD8/X9dfYjFMN4KqqullZWV9AHwmupZIM/NgVPszlkWLFuHkyZOanxk+fDgURcHll1+uay8gvLl1OTk5uOmmm3Tv9fXXX8PtduPNN9/UXE9KSsLUqVMxffp0odf7E8WAtLKysr4APhVdSKTZvX+73W4cOHBAc71Lly6YM2eOYf3b4/HU+zNE9m+iiGpSXV19PYC/iC4k0kSMmPX5fPj+++81P2PkJB67XljMMN1IgUAgCzYO0wy2xhyMaq/3f/bZZzUvqYm26/2JYkHNrd62DdN2799mBdtw+3dubi7at2+vay8iql/NK5a2DdPhBlufz4crr7xS9352HTFr5r1OtRimG88JYKnoIiLBzINRYWEhPB5P0GCbnJyMBx54wHLBtqqqCs8//zzy8/NRXl6u+Rkjf8ZCROGrOZQtEV1HJETTg0kR/duIYFvbvxcsWGDKzxCJKCzGjKKJQmYGW7/fj/z8fGzevFlz3arB1ux7QX6MYbrxri8qKkrMyMg4K7oQo4g4GJkxkN3sYLtjxw7IsowvvvhCc71Dhw7IycnBbbfdBkmSdO9HRA3G/q2DiAeTZgXbHTt2wO12Y9++fZrraWlpmDNnDvs3kfl6+f3+S9PT0w+KLsQo4Qbb2bNnIyUlRddedg62Zt4LooVhuvESHQ7HMAD/FF2IXtH2N7aDBw+GoigYPHiwrr0Ac4Ptt99+i/z8fLz66qua64mJiZg0aRJmzpyJ5ORkXXsRkS7NHA7HcADaN7tYiN37t1nB9sCBA5g/fz77N1EUq/lV0VOi69Ar2kbMZmZmwuv1YuTIkbr2Aux74WV9GKZ1cDgcTlg4TJt9MNq+fTvcbrftgu2ZM2ewevVqFBQUaF4WAVxoinl5ecjIyNC1FxEZxgkLh2k7P5g0M9iyfxNZR82527Jh2uxg+8knn8DlcuGjjz7SXLfqJB6z7wUJhWFah5pLbGaLrqMx7Po3tmYejGovi8jLy8ORI0c0P9OvXz/4fD4MGTJE115EZCxJkrIAzBJdR2OwfxvXv+fNm4fDhw9rfqZfv35QFAVXX321rr2IyBiqqo5VVdUhSVLdtBblPvnkE8iyHBUjZhMSEnD77bdbMtiaeS9IuBim9Rlw5MiRDu3atSsRXUi4wjkYPfjgg3jooYfQrFkzXXudPn0aa9asCXowqr3e3+VyoVOnTrr2MjvYfvzxx5BlGbt27dJcb926NWbOnGlIUySiiOhvx/5tVLAN1b+BC8F23rx5hvVvs4It+zeRZbUpLS29AoB2Io1CIoLtwoULceqU9kjuESNGwOv1Wi7YmnkvSEMxTOsjVVZWjgHwe9GFhGPfvn244YYbgg5k/3//7/9h7ty56NChg659AoEANm3ahAULFgS93n/gwIHw+XyGXBhj5sHIzOv9iSiipMrKyrEANoguJByh+vf//u//Ijc315T+beR4FjP7d2lpKR577DH2byILq/lVqCXC9NGjRzF8+HCcPn1ac3306NHweDzo0aOH7r22bt2KvLw8HDyofT9b9+7d4fF4MGbMGN172fXCy8ZimNbPCYuE6ZMnT2oexIwMtu+99x5kWcZnn2mP4E5NTUVOTg7Gjx9vubl1Tz/9NJ544omgTXHEiBHIy8tDZmamrr2IyDROWCRMnzp1SrN/GxlszezfZgZb9m8iW3ECmCe6iHCcO3dOs+cYGWz/9a9/QZZlvPPOO5rrLVq0wMMPP4xJkyYhISFB1152vvBSD4Zp/bJUVZUkSap7GohyCQkJWLhwoSEHo0OHDsHn8wX9+WGTJk0wZcoU/PrXvzbkev9QByOn0wmv14suXbro2gu48DOW3NxcFBUVaa53794dXq8Xo0eP1r0XEZmK/RsX+ndeXh7+/Oc/a643adIE999/P2bMmGFK/zYy2IbTv4061BKRKYYePXq0RZs2bU6ILqQxcnNzcf/99+sOtkePHsXChQuxceNGzRGzcXFxuOOOOzB79my0adNG1152vvDSCAzT+qUdOnSoH4C9ogtpqOTkZNx+++26vuPMmTNYuXIlVq9ejYqKCs3P3HDDDZBl2ZRg26NHD3g8HkOC7aeffgqXy4UPPvhAc71ly5bIzs6O2Nw6Ioq41OLi4v4APhFdSEMlJSXZrn8bGWw//fRTyLKM999/X3O9ZcuWmDZtGqZMmaL7UEtEpkqoqKi4HoD2395EubvvvltXz6msrMQzzzyDpUuX4sQJ7ecJ1157LRRFQZ8+fRq9Ty27XnhpJCYAA8THx2fBgmFaj3AHslsx2JaXl+Pxxx/H+vXrNZ/21V7vb8TTPiISKy4uLgsWDNN6iOjfoYIt+zcRhatmRJYlw7Qe27dvhyzL+PLLLzXXrRpszbywOBIYpg1QM0R+seg6zLJ3717Ishw02Bo5kN3Mg1G41/t7vV706tVL115EFB1q+vci0XWYJVT/tmqwZf8mih01l5DFjFiexNO/f38oihLVI2YZpo1xXVFRUWJGRsZZ0YVEUrgD2a14MNq2bRvcbjcOHDigud6lSxfMmTPH1Ll1RGSKEX6/Pyk9Pf2M6EIiqbZ/b9q0yXbBdvv27cjNzUVhYaHmOvs3ke1cVlpa2jUtLe1b0YVE0okTJ1BQUIB169bZLtju3r0bsixj9+7dmuupqanIzs7GHXfcEfUjChmmjdEsLi5uBIB/iC4kEuwcbPfv3w+324033nhDcz0pKQlTp07FtGnT0LRpU937EVHUaQZgBIC/iy4kEuwcbPfv3w+Px4PXX39dc539m8i+AoHAWADrRNcRCXYOtnYcMcswbZCanwraLkybGWy//vpreDyekMHWiLl1x48fx+LFi4Ne7y9JEm699Vbk5uaiffv2uvYioqjnhA3DtNkPJs0KtuzfRIQLfdt2Yfrdd9+FLMv4/PPPNddrg+2dd95puxGzRk7iMRPDtEEcDkcWgEdE12EUuwbb2uv9FyxYgKNHj2p+ZtCgQVAUxZC520RkCbZ6/y6W+/fAgQPh8/nYv4nsb6yqqnGSJNV9b8WC7Bpszb7wUgSGaYOoqtrvyJEjHdq1a1ciuhY9wh3IbsVgu2PHDrjdbuzbt09zPS0tDXPmzImauXVEZJp+hw4d6tSpUyftf9NbRKj+beVgy/5NRD/Rqqys7EoA2mMCLOLs2bNYtWoVVq5cGXREodPphKIo6Ny5s669zA62Zl54KZJ1K48+UlVVlRPAc6ILaYxwBrJbNdgeOHAA8+fPD3oLYrNmzTB58uSom1sXTFVVFfbujalJbEQRFxcXNwbAs6LraAw7P5gMt3/PmDEDKSkpuvYyA/s3kXFqbvW2ZJgON9h6vV6MGjVK935mTuIx88JLM6iqij179gRdZ5g2UM1705YL09F4MDIi2J45cwarV68Oer0/cOFpX15eHjIyMnTtZZZQ/10RUePU9G/LhWm79+8VK1bg3Llzmp9h/yaKbTV92ye6jobau3cvXC4XPvzwQ811qwZbO44oDPUQAmCYNto4VVUdkiTVnRsVhc6fP4+JEydi27Ztmuu1c+sefPBBJCYm6trLzGCrqio2b96MefPm4fDhw5qf6devHxRFwdVXX61rL7McOHAAHo8H//hHyDvutE+dRBQK+3cQZgbbcPp33759oSgKrrnmGl17meXAgQPwer34+99D3nHH/k3UMNeWl5e3bN269XHRhYTrt7/9LV599dV634v+7W9/i5YtW+rax86TeMxQVlaG/Px8vPTSS5rjgH/kHMO0sdr5/f4BAD4WXUg4zpw5E/QgZtVg+/HHH0OWZezatUtzvVWrVnj44Ydx7733Rv3cOgA4efIkli1bhnXr1qGysjKc/5e3I10TkU21LSkpGQhAezZIlDl79mxU9O++ffvC5/MZ0r/37NkDl8tlu/79u9/9LuhD5J9g/yZqmPiKiopRAP4kupBw/fnPf9b858OHD4eiKLj88st172HXSTxmOH/+PNauXYvly5fj1KlT4fy/vM0wbbwsWCRMaxkwYAAURcFVV12l+7vMDLalpaV47LHHQt6C+Mgjj6BFixa69jJDIBDACy+8gPz8/KAzBjV8DmBuBMsisrssWCRMa+nfvz98Pp8h/dvMYGvH/v3iiy8iPz8/6EMIDezfRI1Q81Nvy4Tpn+rWrRvcbjecTqfu7zIz2Jp54aVZXnvtNfh8vqAPITQcAjCNYdpgDofDCWCB6DoaqnXr1pg5c6blDkYVFRV46qmn6r3ef8SIEfD5fOjZs6euvcwS6iGEhjMAFgHIB6B9FSQRhVRzKMsXXUdDWTXYsn8D+E//XgDgbMQKI7KpmtG0lpOcnIwHHnjAlGBr5Uk8Zgj1EEJDJYDVAGQAxxmmDaaq6ojS0tLktLQ07ZOBQFoXwjRp0gT33XcfZsyYoXtundkHo23btiE3NxdFRUWa6927d4fH48GYMWN072WGUIdYDSqAzbgw3/y7iBZHFAMkSRp++PDhlPbt24f12y4zafXvhIQE3H///bbt3263G2PHjtW9lxnYv4nEUFW1R1lZWbfU1NRvRNfyU0lJSZAk6aKe4HA4MGHCBOTk5KBt27a6vt/OkxzMEOohRBD/BDATF35NBIAXkEVCE1VVrwPwmuhCfqp3794YPnw4duzYAQAYN24c3G637oHsgLnB9tNPP4Usy3j/fe1pCC1btsS0adMwZcoUJCQk6N4v0sI5xGrYBWAGgJ2Rq4wo5jSprq6+DsBfRRfyU7169bqof2dlZcHj8Viuf3/22WdwuVzs3+zfRIaprq7OArBGdB0/dckll2D8+PF48cUXAQBXX301fD4f+vbtq/u77TrJwQzhPITQ8BWAbABbf7rAMB0BNT8VjLowLUkSNm7ciHfeeQdt2rRBnz59dH+nmcH22LFjWLp0KdavX695vX/tz1hkWdb9tM8soQ6xGkoAeAD8DoAlbh0mspKa/h11Ybq2f7/77rto3bq1If3bzGDL/g2A/ZsoUpyIwjANAI8//jgmTJiA+Ph4XHnllbq/L1SwTUxMxKRJkzhiNohGjCj8ARde/3oCQSYuMExHRtS+vxEfH4/rrrtO9/eEezByu92Gza1bvHgxTpw4ofmZYcOGQVEUy8ytC/UQQsN5XPgXhQuA9n8IRGSEqO7fI0aM0P09ZgZb9m8A7N9EkTZaVdV4SZLC/q2uWSRJMmSMH0fM6hPqIYSGAIA/APgtgHpvkmSYjow+xcXFGR07dgz7cbVVmH0w2r59O1wuF7766ivN9fT0dMyePRvjx4/XvZcZQh1ig9iKCz8JjLr3gYhsqDf7N/u3FvZvoqh1id/vHwLgHdGFGI0jZvUJ5yGEhrdw4b3oT8L5MMN05IwF8IzoIowU6mDUsWNHzJo1y5CD0f79++HxePD6669rrtde7z9t2jQ0bdpU936RFs4hVsM+AL8B8LfIVUZEGpwAnhZdhJHMDLbs3wCALwA8DPZvIrNkwWZhOlSwteokHjMEAgFs2bKl3ocQGooA5AJ4riF7MUxHiCRJTtgkTJt5MDp+/DhWrFiBtWvXorKyss66JEm48cYb4Xa7kZ6ermsvs4Q6xGooB6AAWAEg7L/+ICJj1Iw4tEWYjsb+LcsyOnbsqGsvs+jo3ysBRN1PTonsqubc7RFdhxHCDbazZs3SPcnh7NmzePrppzmiUMeIWYbpyHGqquqQJMmyl4yEczAyaiB77RMkRVGC3qw3cOBA+Hw+y8ytC3WI1VCFCwf4uQC+j1hhRFQvVVVjon8b9WCytn/7fD58/7126xo4cCAURTHkAh4zsH8TWc7V3333XavOnTsfE11IY4UbbPPy8pCZmal7P46Y/feIwt8CONjYfRmmI6dtSUnJIFwYgWEpZgfbnTt3QpbloDfrpaam4tFHH7XM3LpQh9ggXseF9zM+i1xlRBSmNiUlJYMBfCS6kIYKN9ia2b+zs7Nx5513wuFw6N4v0ti/iSwrLiEhYRSAP4oupDE4YrbxwnkIoeEjXLjPQverAQzTkZUFi4XpUAcjI+fW+f1+5OfnY/PmzZrrtXPrZsyYgZSUFF17mSGchxAaCnHhbzJeilxlRNQIWbBYmDbzwST7NwD2b6Jo44TFwnQ4wTY7Oxv33HMP4uP1xTYzJ/GYpREjCv0AvDBwRCHDdGQ5AcwXXUQ4iouLsWDBAlMORrU3661YsQLnzmmObIPT6YTP58Oll16qay+zNGJu3SkAS3Dhfx/a/yEQkUhOAI+JLiIcZgZbO/bvUA8hNLB/E0WnG0QXEK7y8nI8/vjjQYNtfHw8JkyYgNmzZ5syYnb48OHwer2xMKIwF8BJI2thmI6sYYcPH05p3779KdGFBGPmwSic6/379u0LRVEMmclnBh1z6x4BUBaxwohIr6Hs3/+hqiq2bt0Kr9cLv9+v+Zk+ffrA5/NZpn+Hegihgf2bKLp1KSoq6pGRkfG16EKCqQ22ixYtwsmT2pnOyGC7fft25ObmorCwUHO9S5cumDNnDm666Sbde5kh1EOIICI6opBhOrKaVFdXXw/gL6IL+Smzg+2ePXvgcrlsN7euvkOshvdx4Q9z2I/RiEiYJoFAYCQu/Es4qoQTbI3u37Is46OPtH/1zv5NRNEiPj4+C0BUhmkzg61dRxTW9xBCwz5cGFH498hVxjAdcaqqOhFlYdrMYFtWVoZ58+bZZm5dOA8hNBzChffqNuDCzYFEZAGBQMCJKAvTZvfvJUuWYOPGjQgE6r5axv5NRNGm5ty9SnQdPxZtIwqNmsRjllAPITSYOmI2aJhes2YNOnbsiM6dO0e6BrvLEl1ArePHj+PRRx/Fn/70p6DB9r777sOMGTN0H4wqKiqwevVqrFy5EmfOnNH8zNixY+HxeNCtWzdde5kl1CFWQ+3cugUAzkasMKKfWLNmDTp16sT+rV9U9e+5c+fi5ZdfDtq/J0+ejJkzZ5rWv91uN7p3765rL7M0sn8XAMjDhXekiSJqw4YN6Nu3L3r37i26FKsbo6pqgiRJYV/HHynnz5+H1+vFhg0bUFVVd+y8w+HAz3/+c+Tk5OgOtlVVVdiwYQMW/f/27jxOqurO+/inm10FRXHDBXfBXQFl62aRRVkNsjxxoRMnSc9E0+08PpLMOCDqkElMSKIJyZiRGAxZFNQ4uKYBFWxAEUTEBdkFumnZQRZp6Hr+OH2l+tatrntv1a1by/f9etXrRVXf5VTT9at77jnn9/vZz9i9e7fjNl26dOGRRx7h6quvTupc6eKjRGEt8BRpLlEYtzM9Z84c3nrrrZQVBc9jnaqqqs5t37697/plqbJq1SpeeOEFx5+lsiB7RUUFEyZM4PPPnd/yBRdcwKRJk+jfv3/S50qHJOrW3Q9sDLRxIg7mzp3L/PnzFb+T17G6uvq8M888c0PYDfnss894/nnnJLVFRUU8/PDDXHrppUmfx038fvDBBxkwYEDS50qHRLOj4ngJuAfFb0mjpUuXMnDgQEaOHMmECRM49dRTw25StmpdXV19A/B22A3Zvn07Tz31lOPPUlmiMFES3FRW4kmHPXv28POf/5zp06c73oSIYw5mSnfaSxQWYobCHdXW1jJt2jSKi4t59tlnvXwRSZT6KScZ6YILLuDpp5/mmWeeSbojvXLlSkaOHElJSYnjhVibNm144IEHeOONN7KiI33o0CGmTp1KcXExs2bNcvv3vxQoBsagCzEJnuv47TRNVxKLRCIZG6yi43eyHWm38XvevHlZ0ZG24ndRUZHX+F0EDEPxW4ITN27X1dUxa9YsioqKvNY6lyiZfN19xhln8Nhjj/Hyyy8n3ZHesGEDpaWljBkzxrEj3bJlS+6++27mz5/P6NGjM74jfeTIEWbMmEGvXr2YNm2a2470asw19wBC6EiD6Uz/KdFGNTU13HvvvQwdOtTLFCmpV1hYmJEf6jZt2qSkY7t9+3buv/9+brrpJhYvXhzz8yZNmjBu3DgWLlzI3XffnRUF4CsqKujTpw+TJ0/myy9dzfCrBkqB68mAu6GSNxS/A5apF2WtW7cOJX43b948qfOlQxLxOyNGsyTnJYzbe/fuZdKkSdx4443MmzcvHW3KNRmzRMduzpw5SXdsv/zySyZPnkyfPn0cq8kUFBQwfPhwFixYwAMPPJB0ScR0ePvttxk0aBDjx49nx44dbnbZDfwIuBKYGWjjEiisb8h0XCTWeP/99xk+fDg/+MEP2Lp1a+CNyxWRSGRgJBLJuBSnhYWFSXVsa2trefLJJ+nVqxd//vOfHUe+evToweuvv85PfvITTj755GSamxaJRmcc1AKPAx2B35OiAvAiLv0b8EdcxO/ly5czfPhw7rnnHqqrqwNvWK4oKCgYoPidN/E78EQ1IsBjwKNAwmG3NWvWcMcdd3DnnXeydu3a4FuWIwoKCrpu2rQpI4NWMjckI5EIM2fOpFevXkydOpXDhw/HbHPFFVfw3HPPfZ37KtMlGl13UIe5IdURk5PIdUmGoBQCh4BvYe7ILkq0QyQS4bnnnqNnz55MmTKFQ4cOBdzEmlX1oAAAIABJREFUnNB269at14XdiFRasGABAwcOZOLEiY4F4Nu3b89jjz3GrFmzsiKZxq5du5gwYQI333yz4+hMHC8BnTDlUmJ/CSLBOwR8Gw/x+/nnn6dXr15MnjyZ/fv3B97AHNB269atyS9qyyCK34Dit4SnDvghcAXwqpsd5s6dS79+/Rg/fjw7d8adJS7HNGnatGm/sBuRStYN8fLycsdqBG3btuXhhx/m1VdfTUlJxKAdOHCAKVOm0LdvX8fR9TjeAjoD44CawBrnUWHUv5cAPYESIOGw88GDB5kyZQo9e/Zk5syZWk+dQCQSydgpJ16sW7eOcePGMXbsWFatWhXz81atWnHfffdRWVnJ6NGjQ2ihN9boTPfu3Zk2bZrbAvCfAoMx6+p0q1gygef4beUDUPxOLJfid0lJieK34rdkhlWYv8XhuPhbrK2t/Xo96ZNPPun27z1vZeoSHa+2bt1KWVkZQ4YMcVyqZVVyWLRoEd/5zneSLokYNGt0vUePHkyZMoWvvnI1sLwZc33TF1geaAN9KLQ9jwBPAxcBD2FGPRpVXV1NeXk5w4YNY9myZQE0MWdk9Yd67969TJ48mb59+zJnzpyYnxcUFDBs2DDmz5/PfffdlxUF4BcsWMCAAQPijs442Anci1mf4epuskgaKX4HJ2fid0VFRczPszV+Nza67mAXit+SmWZjZknci4tZErt372bixIn069ePN998M+i2ZbNBYTcgGW6S4BYVFVFRUcEjjzySdEnEdLCWC8cbXXdwAHM9cwnm+iYj7/zbO9OW/cAkPCzqXrZsGcOHD6esrIxt27alqHk5pceOHTsy/y/dpq6ursH6DKfMkldffTUvvvgiTzzxRFasz4geXf/ss8/c7HIEs56uI2atk+s8/SIhsOL3pbhIdAOK3y7kdPz++9//npXx22l03YEVvy9F8VsyVy3m7/NCzDr+hMPOq1ev5rbbbqOkpISNG5V83kGHzZs3J1/vNQSJkiimshJPOlij6x4SoUYw/c/LMNczBwNsXtLidaYtazDpxm8EViQ6mJXS3xq6d1oYn8eaHTp0qHfYjfBi4cKFDBw4kPLycrZvj619fvrpp/Poo4/y8ssv06VLlxBa6M2ePXsaHV2PYy5wHSbTq3oZkk0+x6wr6ofid7KaHjp0qE/YjfDCS/zu2rVrCC30JtHsqDjmofgt2WU7Zh2/68ogFRUVFBcXM2HCBLfZ6/NGQUFBVi3RSZRE8cQTT8zKErM+SxRmTYnZRJ1pyzzMgm9XX0j79+/3s6g852VqiSy7qqoqysrKGDVqFB9//HHMz631GQsWLOCOO+6gsNDtn1E4rNGZoqKiuKMzDqwbSf2BDwNtoEiw3gCuxaw3Uvz2SfE7HG5G1x1EDwQofks2WobpUAwHNiTauLa2lmnTplFUVMSMGTMcs/Pno2yJ24mSKBYWFjJq1CgWLFiQVSVme/fu7SXZaXSJ2cpAG5diXr5Fo6dK/RRIOGyxfv16SktLGTt2LJ9++qnPJuaOTE9iE51UbtasWY7bDBgwgPnz5/PII49kRd26yspKBgwYEHd0xsF+zPqMKwi5bp1ICtVh1ht5jt9jxoxR/EbxOwyVlZWNjq47UPyWXDMbuBxTxjbhsHNNTQ3jx49nyJAhvPfee4E3LtNFIpG+kUgkY3uebpIo9uzZk4qKCh5//HHatWsXQiu9+fDDD/nGN75BSUkJmzZtcrPLYbK8xKyfW9K7MB/qq4BX3OxgJQpRSn8u3bp16/lhN8IuEokwe/ZsiouL42bWu/jii/nLX/7C9OnT6dChQwit9MYanRk9erTXunUXYdZnhF63TiQAnuP322+/rfhtXKL4nR7R8dtpdN1BBMVvyV0HMDdBO2H+zhPOlf3ggw8YMWIEpaWlbNmyJej2ZbLW1dXV3cNuhJNESXCtEoUzZ86kU6dOIbTQG2t0ffDgwbzzzjtud8uJEoXJzO9aBQzBZDlN2Fs5cuSIUvoDdXV1GbXIIVHAPemkk3j44YeZN28effr0SX8DPbLq1jU2OuPgXUxZoXG4KCskkgOi43fC3oo9fh85kp85nOrq6jJqyqDiN2Didw8UvyX3bcb8nXcDEhZUd3OjLU9kVNxOlAT3uOOOy5cShTdjShSuC7SBaZCKxVJzgKsxKf33JNpYKf3JmKmCe/fuZfDgwY5TgZo1a8b3vvc9Fi9enDV162bPnk3v3r29fGlswawjdfXFJJKD5gDX4CN+v/HGG4E3LgNlTPzet29fo/H7u9/9ruK3SG6yBgBKgJpEG0cvAZk5My9XP2RUiawhQ4bELTE7ZswYKisrs6pEYRIlZl8LtHFplKrMI0rp717/SCSSEVc2dXV1jpn1+vXrx9y5c5k0aVJW1K1bvny51+lM1pSpjmRw3TqRNPEcv9esWcPtt9+ej/H7xkgk0jTsRkDi+P3QQw9lRfz2MR1V8VvkWB6MCzF5AhLegaqqqqK8vDxucsIc1rm6uvrUsBthcRq57dy5My+99BK/+tWvOP3000NolTdr167lzjvv9FNiNidLFKY6jecOjqX0X+Bmh+iU/vv27UtxczLSSTU1NRlZh+T8889n+vTpzJgxg4suuijs5iRkJdoYOnSol0QbL+EhmYdIHlH8TuykLVu2ZGz8fuKJJ7IufntMlKT4LdLQfkyeANdJ96yyeWVlZW4T+2W7wrq6un5hN8KJVaLwxRdf5Nprrw27OQlZJWatm7YuzcVUFCnFlH7LOUHVxFgGFOMxpX9xcXFepPQPKytsvBIobdq0YdKkSbz55psMGJBRS0scWeszPJaAsP4mh+Hib1Ikjyl+N6JJkyYZF78ffPBB3nzzTYYNG5bmVnmn+C0SCE/lPOvq6pg1a5bXknNZq6CgIJSL23hxu2XLltx7771UVlZmVYlCjyVmV3Psb3JloA0MWdD/e7OBy/CR0n/JkiUBNy08kUgklA/1BRdcQMuWLb9+3qRJE+644w4qKyv53ve+lzV164qKipg4cSJffulqYGI7Zn2G69E2EQF8xu/BgwcrfgegsfhdWlqaq/F7B4rfIl7MBa7D5Sjg3r17mTx5Mn379qWioiLwxoUolHXT7dq147TTTmvw2rBhw3jrrbcYP348xx13XBjN8sRHidkvMUsPriRPShSm41bIQY6tb3Kd0v+WW27J5ZT+3Xbu3Hliuk968skn84c//IEePXowdOhQXnvtNR599FFOOeWUdDfFs48++oiRI0dSUlLC559/7maXWsz6zwsx6zPyM328SHI8x+8VK1Z8Hb83b94cdPvCcEMY8btt27Y89dRT9OzZM+vid3SOFMVvkcBFr099HBfrU9etW0dJSQljx45l1apVQbcvDGdXVVWlvb5U06ZNmT59On369KF///4899xzPPHEE5xzzjnpbopnKjHrXkEI57we8+XYzc3GrVq14vvf/z733HNPVmS28+Ab7du3/3sjP/8HDun8y8vL+eEPfxhcqzLMrl27+MUvfsEf//hHL+XU5gBluCjZJiKe+Irfd999d4NR1Rwwsn379i808vPXccj8XVZWxo9+9KPgWpVhdu/ezZQpUxS/RcLVEfglcJObjZs1a8a4ceO4//77syKJoQf3tm/f/rFGfv4/wHfsL9566638+te/Dq5VGebAgQP87ne/4ze/+Y2XcmrvYHKuuC4wnUvCmKRv1YQswUVNSCulf48ePZg5c6Zj9tJsFNZUwWzhs26dp9rnIuKZr/htlWTJlfhNhtUtzTRW/O7WrZvit0j4rJq+w4G1iTa28mB0796dJ5980suNsEynuN0In3XJN2OuB7qTpx1pCKczDWaq4NOYqQCuUvpXV1dTXl7O6NGjcyKlf2FhYcbUK800CxYsYODAgV7q1u3CrKu7Angl0MaJiO/4PWrUKD766KOg25cOrkZ48pHP+P0j4CoUv0WCNBvohLleSvjh3LVrFxMnTuTmm29m8eKcKOXeZ/Xq1Tk1xTVVli9fzvDhwyktLaWqqsrNLlaJwk6oRGFonWlL3qb0j0QiF9XU1FwQdjsyiY81Ozldt04kw3mO34sWLWLQoEGUlZWxbdu2INsWtPNramouDLsRmSTJ+P1T4HCQ7RMRwOQjeAwz9fv3mHWujVq5cqXXnDWZ6vgTTjihR9iNyCQ1NTWUlZUxZMgQli5d6na3l/CQnDQfhN2Ztlgp/W/ER0r/w4ez8zv46NGjGp3mWDbJfv36eckmOY9jGSuz+qpcJMv5it9WiY1sjd91dXWK3yQVvzuj+C0SlmrM5+96oNLNDhUVFfTp04fJkye7zcafcbTE0jh06BBTp06lqKiIWbNmuV2CtQwowpQo3BhoA7NMpnSmLZ46SD6/xDNJXn+orbp1Hm+KeLpwF5G08RW/s7UkS75flKUgfq8ItIEi4sZSTAdpDC46SNGdMA914jNJ3t8E9XFTJPrGy9uBNi5LZVpnGvIrpX//SCSS+cVBA2BN1/dQt24/eVa3TiQLeY7f69evz9b4faPit+K3SA6IYD6Xl2E+pwcT7VBTU8P48eMZOnQo7733XtDtS6Vrt27delrizXKPj+n6VolCa0lAzmSiS7VM7ExbdmHSrF8JvOpmByvxyYQJE9wmPglbm6qqqq5hNyKdrLp1o0aNcptILkLDunWHAmyeiKSG7/g9fvx4du7cGWjjUqRNVVXV9WE3Ip2qq6u/rjuq+C2Scw5gPqeXYD63Cef+Ll++nBEjRnhJXBW2wqNHj94YdiPSadeuXUyYMMFrIrmXMMnFynGRrC7fZXJn2vIpMBiPKf27deuWLSn982LKSXSJnFmzZrnd7V2gJzAOF2V4RCTjeI7fM2bMoFevXtkSv/Niqnd0iUoP6+uWoPgtko02Yz63rsod+SypFJrCwsK8iNs+S8xa39nDcPGdLUY2dKYtnlL67969m4kTJ9KvXz/efPPNoNvmW0FBQU5/qH0G2S2YunXdgEWBNlBE0iEn43eulzhMMn7fgOK3SDZ7B+iB+TzXJNr4wIEDXw+azJyZuas5IpHIwEgkUhB2O4KURIlZ17PJ5Jhs6kxDbEr/hLdZVq9ezW233ZbJKf1v2LhxY9uwGxGEDz74gFtuuYXS0lK2bNniZpeDmBIpHVHdOpFcY8XvCzHrsDzF740bMy95aCQSuX7Tpk0nh92OICQRv1V3VCR31GE+zxdh1lMnvKNWVVVFeXk5o0eP5pNPPgm6fX6ctXXr1svCbkQQ1q1bx7hx41RiNs2yrTNt8ZxZrqKigqKiIiZMmJBpKf2bNGvWrG/YjUglKzHFkCFDWLJkidvdVLdOJD9sx6zD8hS/i4uLMzJ+N2nSRPG7YfzeF1jjRCQsX2LWU7tOIlhZWcmAAQMoKytzm6gwbSKRSE7NKoqujjFnzhy3u6nEbIpka2faYtU8G46LlP7WeuoMTOmfE1O9rfUZHn+/y4BizPqMDUG2T0QySnT83pBoY8XvYFnxu7i42Mvv932gN4rfIvliNaaM1gBgZaKN6+rqmDVrFkVFRUydOpXa2trAG+hSTsRte4lCl79flZhNsWzvTFtm42FUM/rOe4ak9L8p7AYkyxo5mjhxotuRox2Y9RnXAwsCbZyIZLLZwOVkb/weFHYDkhUdv/ftczWwbMXvrsD8QBsnIploDnAtZlQz4bDznj17mDx5Mv369fMychqk3qtXr24RdiOSUVlZ6bdE4RWoRGFK5UpnGkxKf2u9lquU/h988MHXKf1drgkLynmbNm26KMwG+OVjTaNVt+5CzPqMjE/XKyKBy/b4fXGYDfBL8VtEkhC93tZVHoy1a9d+vab3s88+C7p9jTmuVatWvcJsgF9WidkkShRmdrr1LJRLnWmLr5T+vXv3DjWlf9OmTbNq/cbu3buZMGGC12y7c4BrMOsl9wTVNhHJWlb87gYkLIiZKSVZFL9FJI/txMSFK4HX3eywYMECBgwYwIQJE9xmm065Jk2aZNVU7+hs6R5LzPZAJQoDlYudaUtWpfSPRCJZ8aGOrgProW7dKmAIZo2Kq9toIpLXrBrzruJ3dB17xe/4jhw54jd+D0XxW0Qa9wlm2eJwYF2ija08GN27d+fJJ590G49SJluSkPkc9IsuMZvwxrQkJ5c705BkSn+X0ydS5cZIJNIsnSf0asGCBQwaNIjx48ezc+dON7vswqyDvAp4JdDGiUiuseL3hXiM36NGjUp3/O6XDfF74MCBfuP3y4E2TkRyyWzMkp17gYTDzrt27WLixIncfPPNLF6c1n7fNV988cUZ6TyhVz6WM6nEbAhyvTNt8ZXSf+DAgelM6d+6urr6hnScyKv169dTWlrK2LFj+fTTT93sUodZn9ER86E+HGT7RCSn7cdj/F64cGEY8btbOk7kleK3iITgMCavQifMuuqE5QFWrlzJyJEjKSkpYdOmTUG3D6DgyJEjN6bjRF75TLSpErMhyZfOtMVK6d8fDyn9Paac9y3TpgpG162bPXu2293ewGR4HAd8EVjjRCTfRMfvhOU80h2/ybBSK/v372fKlCmK3yISpipMxu8bgEo3O1RUVNC7d28mT57stjpMMjIqbqvEbHbKt860ZS4eUvr7LIbuR0as37Dq1ll1AQ8fdjUwsQmzPqMfsCLQBopIPpsLXIfityMrfvfo0YMpU6YofotIJngPKMLcEP080caHDh1i6tSpFBcXM3PmTCKRwGYrD4pEIgVBHdyLiooKioqKVGI2C+VrZxpiU/ofSbTDunXrvk7pv2rVqpQ3qKCgoOumTZtOTvmBPVi0aBGDBg2ivLycbdu2udnFqlt3CWZ9hohI0DIufgNdwo7fy5YtY/jw4YrfIpKJIpilOp0wcedQoh22bt1KeXk5Q4YMYenSpUG06YyamporgjiwW9ElCj//POF9BlCJwoyTz51pS3RK/9fc7GAlcgkgpX+Tpk2b9kvlAd2qrq6mrKyMUaNG8dFHH7nZJTooTsJFUBQRSbFMi9+hrL+z4vewYcNYtmyZm10Uv0UkLAcwcediTH6GhMPOy5cvZ/jw4ZSVlfHFF6ldgRJWVu8kShRejUoUZhR1po/5FLiZkFP6p3vddHRJmVmzZrmdSrMEU7ZmDGZ6oIhImKLj99pEGyt+0wvFbxEJ12ZMfoZ+wAeJNo5EIsyaNevrJSwuS0QllO64ba2L7tatm98Ss58E2kDxTJ3pWGGn9B+UioMkYq9bd+iQq4GJKsy6uhuARYE2UETEu7Dj982pOEgiScTvUkzd0YWBNlBExL03MXkwSnCR+PDAgQN+kis2pvemTZtapeJAiVgzoyZOnOh2ZpRKzGYBdaadWSn9O+Ijpb/LNQ/xdNi8efMlyRwgkRUrVnDLLbdQWlrK5s2b3eyiunUiki1qCS9+n71ly5ZLkzlAIknGb1e/DxGRNKvDXF9eiolXCYedN2zYQGlpKWPGjOGTT5IarG1ZWFjYK5kDJLJu3TpKSkq85OyIzguiEoUZTp3pxlVj7uRfj4eU/n369EkqpX9BQUEg6zesunWDBw9myZIlbnd7Cbgcc2dsXxDtEhEJQCjxm4Cyeit+i0ge2M2xkdiX3Ozw9ttvM2jQIMaPH8+OHTv8njeQuG1Vk+jXrx8VFRVud5sHdMZ8f7nKJCnhUmfanaUcS+m/MdHGVkr/oqIiXyn9CwsLU/qhttZnFBcXe6lb9z7QG1O3bn0q2yMikka+47eHeBlN8VtEJDmfYeLXACBhVtwjR44wY8YMevXqxdSpU6mtrfV0slRfd1slCq32uCxRuAbzPXUjKlGYVdSZds/KfnoZJqX/wUQ71NTU+ErpH4lE+rVs2TIl/zcVFRUUFxczceJE9u1zNTBh1a3rCsxPRRtERELmK36PHz+eoUOH8t5777k+UUFBQd9Uxu/evXsrfotIvpoDXIuJa7sTbbxnz56vR4Lnzp3r+iSRSOTKiy666Dj/zTxm4cKFDBw4kPLycrZv3+5mF6tE4ZWY7ynJMupMe2el9L+E4FL6H9+nT58Tk2nkmjVruP322ykpKWHjxoSDMaC6dSKS+3zF7xEjRlBaWkpVVZWbcxzft2/fk5JpZHT83rBhg5tdFL9FJFdZeTAuxMS5hPFt7dq13HnnnYwdO5bVq1e7OUfBsGHDzkqmkVaJwtGjR/Pxxx+72SWC+R66CJUozGrqTPtnpfTvCyxPtLHXlP59+/Y9xU+jouvWvfHGG253s+78qW6diOQDz/F79uzZFBcXK36LiIRjJybOXQm87maHBQsW0L9/fyZMmJAwe3aPHj18daatEoU9evTwU2J2HLDVz3klc6gznby3MIkCSoCaRBtbKf179uzJzJnxZ3N069bN08VY9HqRadOmceTIETe7fQYMxeWaFBGRHJPt8dv1mkIRkRzxCXATMBwXOSFqa2uZNm0a3bt358knn4xb1/mqq646q6CgwHUjvN5krbcFlZgVadRJwE8wUzUibh49e/aMzJ07N1JVVdXgsWXLlrpTTjklZvvy8vKYbZ999tlIx44dXZ2v/rEL+CHQPC2/FRGRzHcCx6baBRK/y8rKHON3p06dFL9FRLxrjhmt3ovLGHrllVdGXnjhhZhYXFVVFbn88stjtr/11ltjtnv11VcjXbt29RK3D2D6B63T8lsRyQEXA8/i8kNWWFgYGTVqVOTDDz9s8GEdPnx4o53pysrKyLBhw7x8mI9i6vidlp5fg4hI1vEVv1esWNEgfo8YMaLRzvTChQsVv0VEUqM98AQmTrqKqQMGDIi88847DeL297///UY70++//37kjjvuiBQWFnqJ3bOB89LyWxDJQf2BD3H5gTvxxBMjDzzwQGTjxo2RqqqqyJQpUxw706tXr47cd999kebNm3v5MM8Drk7T+xYRyXZJxe9f/OIXjp3pNWvW+Infb6D4LSKSSBegEpextVWrVpG77747snr16khVVVXkmWeecexMb9y4MfLwww9HWrdu7SVuLwOK0/S+RXJaM+B7mMLrrj6AF154YeRPf/pTZOnSpTE/69y5c6Rdu3ZePsxrgZHpeasiIjmlKT7i99NPPx1ZtmyZY/w+9dRTvcTvdcCt6XmrIiI5oQAYDWzEZaw944wzIo899lhk3bp1kVatWjX4WadOnSLnnnuul7i9FfgOykslknInY1L7H8HlB7KoqCjSoUMHLx/g6MeXmPV/LdPy7kREcpev+H3eeef5jd/7UfwWEUnG8Zg4ehCXsffaa6+NdO7c2W/cPoz5nkiqtK2IJNYJeA2XH06P6zIiQB1mvd+5aXtHIiL5QfFbRCS7nIPJN+G3k+zmUQFclq43JCLGKExK/1R+mBcB16fzTYiI5KFbMVOwUx2/b0jnmxARySP9gBWkNm5/BAxM55sQkYZaAg9gpmQn82HeglnXp/UZIiLp0RL4d2Afit8iItmgCfAvwHaSi9s7UYlCkYxyFmYKSh3ePsxfYdZnqG6diEg42qP4LSKSTdpi4u9hvMVtlSgUyXDdgHdw94GeierWiYhkihuAxSh+i4hkCy95MOYCV4bTTBHxogAYB+wg/vqM3qG1TkRE4kkUvz8G+oTVOBERcTSU+KW0tgDfCK9pIuLXCZjsgNbUwSPArzHrPUREJHOdAPyDhvH7Nyh+i4hkqubADMxU7gjHqiu0CLNRIpK844AeKDmNiEi2UfwWEckuzTFxW8nFRERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERERHLUT4C1UY8fh9ucpLUAmobdCBGRHLKMht8TvcNtjoiIpNhlNIzzazHX1NnoBKBZ2I2Ipo5JbjsVuCDqebuwGuLT9cA4oCfQHjgNqANqgM+BN4CngM/CaqCISJY7D2gb9fy4kNrhVwFwIdAZ816ifQS8lO4GiYhkmBY07A+AiZ2ZrDnQC+gHXAtcCZzBsY70l0AV8A4wH3gG2Jf+ZkqumwZEoh6/D7c5rp0HvELDtsd7HMW8z5PCaKiISJbbScOYenO4zUmoPTAMmATMBr4g/vfDn8JpoohIRrmW2PjYMtQWOWuGie9Wx9hNP8B67AV+Dhyf9lZLTsvGznQ3YBvePkAR4FPg3BDaKyKSzbKlM30GsANv3wvqTIuIZE9nehner//tjzWY95s2muYtmaQj8Cqxo8x1wLuYD0iz+u2utm1zKTAHMzV8d7DNFBGRNGsOnBx2I0REJDCtE/x8B2Y2UlPgLJyXJV0IVAB9gQ9T2jrJS9k0Mt0EWE7sHabXgEsctu+K8x2sv6ajsSIiOSJbRqbPpfHRiLXAYdtrGpkWEcmekenVNGzjauA/gYGYxGPRmmJms87ADLrZ399nZG+SNckg2dSZ/jaxH4S/0fjsidbAQts+dZjRaRERSSwbO9NVmPXSkzDr606t38a+REidaRGR7OpMH8WsmS7GfZK0ocABYt/j+ADaKHkmWzrTzYF1NGzrFtwlFTuf2CQFbwbSShGR3JMtnekTgP40zDxup860iEisbOlMPwpc7nPf/0Pse/w4Re2SPJYtnemRxH4ASj3sP8Vh/0tT3EYRkVyULZ1pN9SZFhGJlS2d6WRVEvs+zw/6pLmWgOxSzBTf8zGL0g9iFp8/n2C/pkCn+sd5wImYNby7MYvdPwSWArVBNLpeAXANcAVwNtAGc2GwAZhHbifVGmF7/iXwFw/7/x74VxpOB7kF+GmS7RKR3NKbOY3kAAAZ0ElEQVQU6I6Js2fVP9+BSV74foJ929TvdxlmWvGJmO+EXZiEKO9gpqgFqRXQE/Mdd3b9a9uBDzBLXo4EfH4RkWzQBlOj+FLgdMwSwK2Y6cM1CfY9ExPrO2JmSB6P6U/sAjZhOmxfBNLqY07FfFd1wFQyOIRpfyUabW3M80AP22vnA+tDaEvGORNz9zz6YV1IFAB3ACtxTkryaZxjno3pgL2Gu1pm+zGL3K/w0f4etrZHf5ALgLswmarjnbsW07k8z+N5kx2Z/jbmQi267UswF6Gp0rT+HNHtTHTzw8kK2zEWpaqBIpIVvkvDWDUv6mdtgMnEL630X3GOeT3wM+A9TEc10ffEFmAi/rJO/9jW/mlRPzsJMwOnse+qncC/YTrcXiQzMt0C871o/37+LeaGdLppZFok9z1Nw3jzUNTPLgL+DHyFc5wc6HC85pg1t9No/Fo8+vE+MA5TYcar+bb2fyvqZx2B52j8+2YVMBr364kh+ZHpszHX/9Ht3g6UeDhGOowg9n2ODbVFGeQsYn8552IukF5x+Fn04zOH4/0TZoG7mw+M/VGHySxX6KH9xbZjHK5//URMKSi3594DFHk4bzKd6QeJzY63mGOJXlLlKmLf530+jvNb2zGOkJtTWETE2Q9oGAOW1L9+HWY0obHY6jSL5X8T7NPYYwfOF22N+aXtGH+rf70LsNnDud8FTvFwXr+d6baY/BT28/8Mbxd5qaTOtEjue46Gn/NH618vwYwgNxYfB9mO1ZzYGOjl8QHepxHbK9dYyxrvctH+6McTuO+LJNOZvorY76CDwCiX+6fTGGLfZ+BLl7x0CDNNC+AlEv+SnL7U2+L/vRcADwB/9Lm/pRnmYu0mD/u0wXS+nUpFpUozTCd8Eg1/d/8L9MNcrKRSR4fX3vFxHPs+TQj29yQime8KzAj12Qm2c/qe8NIhtTsZc6N3dBLHABMf5+BtNlBXTKbrIEeGOwBvA72jXjsKlAH3Yy5gRETSZRzwFIk7iPZr/wIaT2qYyFWYG5gXJXEMgNsx195eBoG+h5lxFaT+wAIafgftBAYAswI+tx9O1/2bgz5pNq+ZfpiGo7RzgBcx0x92Y9YYXIlZX9aYtZiO4hLM2uitmBHgFkA7zKjAKEySrOjpHHdiLib8JvV6DDNiDWaN8B8xHeUNmDs+p2I6r+X178VyfP05+/g8b2NaAzOJvXP3O8yoz9EAztnJ4bX1Po7jtE9HzPRvEck/LTCjuyfWP98PPIv5rtiMmb1yNqZD2FhOijrMOrXXMVP7PsWsnduFuQg7F7OU51s0LMvXBHgSWIb5nvHqJODvUe1fjfmeeAuzVKgAMyIyEjOiEf391B24B/M9k2rXAi9jll9ZDmIuBl8I4HwiIo25BBPvrJuimzGx/23M2uYWmGWSI2g8r8QBzNLPtzCxfj2mP3AIE4c7Yq7L/wkT9y3tgL9i+huH8a4zZrmq5c369r+H6bi2xPRn7iL2+vz/Yb7XEuX88GMc8D+Y0XvLemAw8ZfQhm2M7fkXwEdhNCQTOU3zth5baHh33I17MX/4XTzscw2xxcS34259mn2ad/RjLg07y3ZtMXe97Pt1dnFeL9O822Mu+qK3rwN+5OI8yZhhO+dh/M0aOI/Y39F/pKaJIpIF7NO8ox+v4T3Xw2zMWrzG4rPdXcSu1Zvhcl/7NO/oODyJxtfm9cBc9EXvtx53sdTLNO9BwF7b9tuJTfgSFk3zFsl99mne0Y+f4C1vRAtMx/AuTOJiN1oBUx3O/U8u97dP87Yee4lNyGtX5rDfUy7O6XWa938Qu9TzPbx9H6Zbf5ynwku9eJ3pHfibWuF3+ts5xCbL+o6L/eJ1pt+i4R2feDpgRlWi9/2li/3cdqYvAzbatv0KM9IQtJds593k8zgtiP39TklFA0UkK8TrTP8Dd3HWzu/3xB3ExtIzG93DiNeZ/qHL85Y67Fvc6B6G2870XZhkmNHbriWzltOoMy2S++J1ph/0cawC/C/7tF9jL3e5n1Nn+jDub0r+zbbvlySeHu62M90UMxpt3/YV4ASX7QtDS8zMZPt37wVhNirTxOtMfyuEttxna8NsF/s4daYPYjrnbj1l23+xi33cdKZ7E3sxtRszlSUd3rSde1USx7Jf6OmOlEj+cOpM7yW11QfcetvWjrtc7OPUmZ6P+2RezYjtTLrpiCfqTBdgRsbtbXsXU3Imk6gzLZL7nDrT75D+CgInYzqy0e04z8V+Tp3phz2ct7PD/l0T7OOmM30CZgmPfbsnyfxlwb8itt1uBh1TIpsTkG0hnC9Ke9mm6x23SuzPeBuFfdn2/CqS///7JmYdYHTyhc2YtejzHPdIPfudrkNJHOug7XnrJI4lItnvT5jvinR7zvb8Bp/H+SnmosCNWqDC9to1Ps9raQb8gdgRn5eBviSu1yoikg4/I5i8Po3ZCbxhe81PrD+It/wWSzH5naIlG+vPwAxuDY56zRrt/w6NrzUP27cw+aWifYxJFp0W2dyZnkX6PzhgEoTVRj0/DXdT+OzcjGhHW2l73opjiWn8GI/p0LeIeu1DTOKaD5M4rlf2NSrJdKbt+7pd/yIiuemZkM67xvb8Kh/HOIRJluaF/XsimZHj1phlON+yvf574BbM0iMRkbAdwCQSDkMqYn0lZtmqF/ZYn8xa5k7AIhrmYqrFzKjyMmIehl7Af9teO4ipLX0gXY3I9GH7xixJvIknx2PWDl+G6aQeT/zO6lEaJoM5Gaj2eL73PG6/3eG1EzEZZb1oAjwOfN/2+jxMVtg9Ho+XrK9sz/2sbYy3bzIdcxHJbkcxSRVT6XRMVtXzOfY94ZTs5lzb85N9nGsFsfExEXvpwpN8nBdMQsqXaTjaEQEmEHwpFhERL1bgL4t2PFalhKswMf8kzCxKpySQ9unVfmK91/4AxPYJ/A6uFWGqRkS3ex+mitE/fB4zXbpibvhGDwoexWQht99sCFQ2d6ZXp+AYLTC/9G9i1g77Han3c8Hi1DlujNMdluM9HuN4zDT14bbXZ2CyEKYyGLn1pe25lxp7dvaLWvuxRSR/VJOaGHAuZprb/wEu9nkMP98R9o6xG/bRYj+zcy7H3OmPviFQi/kdPO3jeCIiQbKPDvt1PeZa+FbgFJ/H8FOzOqxYPwaTWyj6ursaGEIwpbZS6WpMlY7omwgRzP9f2utfZ3Nnem+S+/fD/BElW2gdvKXhB3Nh4nXEwe26ucZ8k9hkNv+FWVeQiuP7Yb/Y9fq7tDQldmRanWmR/JXsd0QBpjTgf5D8khE/cS2sadSP0vB7Yi/m4tLrlHMRkXRIdkblSZgZm3fgPuFjPH4GhPzE+lRcs/+Rhu/3Y8ya6Y0pOHaQLsPkB7HPAigDpqe/OdndmU5mLvw3MKnl400pPoBJxLUvzs+vIf1ZA1PBHiQiHMt+Ghb77/hUn8dx2i/Zi2kRyV7JfEcUYm62Nlb6cBsmAZfTjdHWJF8yKqy4bP+eqMX7ciIRkXSxJ5/14mTMdObOcX5+FJPsaxvOeZra4y9vUiawx/oDxO/3ZIqLMTd27df8/w78Jv3NMbK5M+3XOZgMr9Ed6Vrg2frHYuCLBMfYhf+1aGGag/lD7FD/vAD4BWbU5MchtWmt7flxQDu8T4O3r1F0OraIiBvfJrYj/QUm+dbrmLXYjXXW+xCb5TVbTAdu59j1wSmY747BmCQ1IiKZJJkbj48T25H+CHMz9Q3gUxrPZP0wJpdENpqGmRZt6YJ5zwNI3A8Kw3nAXGJvXjyCmWUbmmzO5u3XQzRca7wbs176Dkw2wER/QAVkduHyxqzH1Ly2ry+ZDPxn+psDmEBl18HhtUSc9nE6tohIY5oRe3OxEjO1bAKmhnSiUe82AbQrXZ7BZEKNzqFxEmb0pk8YDRIRCcB1wG22136NWY/7a0wSq0QlobI51v8AmGJ77SpMiaz2aW9N487BJEo+x/b6T4GJ6W9OQ/nWmW6KKekR7Ud4u9t+Etk9ov85pkP9se31BzCj1MmuF/HqE4fX4k23aYx9n0icY4uINKY3puSh5TAm+ZiX0iXtUtqi9HsesxwqevrkCZgM34NCaZGISGqNouE17wrgX/FWdjebY30E+H+Ykd1onYD5+BvYCsJZmI70+bbXf4npw4Uu3zrTnWiYae8o8FePx7gudc0JTTVmhGG57fV/BX5Lev8uVhK73qWnj+P0sj3/DK2ZFhHv7PHnLUwODS9y4XviFWAoDZPjHAe8SGxFCBGRbNPD9vyveOtIA1yboraEaSLwb7bXLsR0qFORpDkZZ2Cmdtvb8RvgvvQ3x1m+daZPtz3fjvcO140pakvYtmEymr9re/2fMeso0pVg7QDmgxJtAN5G/08jttbf35NplIjkrdNsz/3kXuiXioZkgHmYkejobLktMKVHxoTSIhGR1LD3CdZ53P8szCBdLvgJUE7D9efnYm4mh/UeT8N8B11qe/0JTObuMJMnN5BvnWl7ynqvHcYWwF0paksm2IXpuC6wvf4t4M84F6gPwou252di6ty5VUJsW+3HFBFxI9nvib7kzgUWmPXi/YGdUa81A/4CjAulRSIiyUs21v8z6V8aGaTHgVKgLuq19pg11FenuS2nYgba7N+lTwHfJ4M60pB/nWl7huh2OGeBjuffib2Tle32AjdharZFGwvMxNxACNrzxM4QeAB3ge1EzN20aJ8A76SgXSKSf+zfE16m8TUDfp7CtmSK9zA3CaITdDbBXNiUhtIiEZHk2GO9l+U5FxB77ZkL/gczQBU93d0aIbbPAA3KKZg+yRW212dgqmzUxewRsnzrTH9EwwylYBbfuzEM05nORQcwa+Besr0+AjNdulXA59+JSSQQrSuxazjsCjAZF8+yvT6RDPywiUhWsOeS6IK7LNaFmHiUC+ulnazAJGfbEvVaIfA74N5QWiQi4t/7tuffwtSdTqQtpupB61Q3KEPMwCTdjO4vnYwpkWjPT5RqbTGVI+wj4c9g/n8y8to+m7NS+7EPU0MtOhvpPZiSUb/CedpAM8zdpx9jfl919Y9c+90dAkZipu6Ninr9JkwG1+HAlwGe/xfAv9BwveIjmI78w8BXtu3bAFMxJc2iLQGeC6iNIpL7/oFJihh9E/FvmBhozzFhORPTkb61/vlhoHlQDQzRp5gO9RxMzU8wNzV/ifl9BV3rswNwcSM/ty/3ORMzRT2exQT7vSYimet/ge9GPW8HzMbE8a1x9ukC/AG4sv55rsb6WZh+wUyOTYdvA7yGGWiz5zpKhRbA68TekF4N/BEzO8qPjfXHyHtnYTq60Q8v07Oj9cR0hu3Hex/4IWatbn/gm8DPMB3t6O1+jBlJjX6tsS9rMKWoore3j4670cqhzZcn2GeabfvfuzhPE+Bph3NVYqZUB+lmzNQS+7mrMWs5yoD/i5mGssdhu71Ax4DbKCKZ6Qc0jAdLkjjWz4mNL0cwS1K+i8k1cTMmh8YMTOyxtqvFzKqxx6ZEfmnb528+2n2b7RifutjH/n12s4t9zsVUTLD/juwlVlLtfodzJvOwTyMUkcz3HA0/x4/6PE4BZgmLPS7swVS2+Sbm+n4YZlDtdRpeo27EXJtG7+sm+e1y2z5+lsr8j+0Yv02w/bXEvk/7mnEn/TEVHaL3OwgM9tHmRE5zaGMqHrm49MqXVHamwXzh+/kPeRbT2czlzjSYqXtPOJxvCWYtQ5Duwly0ev2/2YsZMRGR/JTKzvRx9ft7jUNHMOvN+hAbnxLJps40mFHflcT+Dn5OcEl51JkWkVR1psFkirbHQDePHZjR6Ydsr+daZxqgiNgBrK8ws1lTKWs70/m2ZtoyEZiA+3pyRzDT177pYZ9sVofJUviY7fUumCQEQSZh+wNmavnnHvZZDnTHpPAXEUnWAUyn8nUP+9Rgpr9ND6RFmacaM+3Ovu7wPkwN0FzKcisiuWkVpuStlxKIS4FuwIeBtCjzLMDMxtoV9VpzzDrm20JpUYbJlnW/+4kdVU1mnVME+E/MHaT7gKGYtRJ2WzBrKn4DfBz1+nTMyEX0do2ppmH7/XTIjxD7O9jltGGUt+r3s7zt4XwRTFKZDcSmpr+N2IRhqTQHuAz4NmZNdFdib/wcxnzA/4CZMXAEEclnK2kYIzcmebztmKlsIzC5NXoSW90ggulMPlN/7t31r1fZ2nLIxfkW0fB75T3vTWaN7bw1Lvaxf59t8nC+bZgL0Uk0HOVoipkp9KaHY7nxAe5nWLmxM/EmIpJhKmiYiTvZ6i3vYxJefQczO/IKYq85D2GuoZ/CxHvrOn4pDWPSBy7O9xwN2/yJ9yYzn4bJuBJd328nNnZ66Yu8C/TD5DaK1qu+LZs9HCueg6Q2vlsWB3DMBnTn2CjApLk/HZPA5AvMxdCeMBslXzseuBBTd+4o5v9nDf6my4uI+NEKE4dOwayLrsIkqXHTURYRkezQFpNg8RTMoFU15rpTgzYiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIiIhJHQdgNkJzSB7gh6vlnwAvhNEVEREREREQkO/wUiEQ9ng+3OSIiIiIiIsEoDLsBIiIiIiIiItlGnWkRERERERERj9SZFhEREREREfFInWkRERERERERj9SZFhEREREREfGoadgNyHAFwHW21z4BDkQ9PxMYAXQDLgJaAkfqt/t2guO3wpSTGgicD7Sr3387sA1YBLwCbPD/FmKcAwwGegCn1Z/zcP05NwIVwFwavsfGnAecUv/vM2w/OwnonGD/dcAul+cSERERERGRLNCMhqWeIkCX+p+1BX4LfOWwTYTGO4jHAROAvXH2tT8qgGuSfC+XAy+7PN+XwCNAaxfH/YPLY8Z7jE7yfYmIiIiIiEiGideZvghY4/Cz6MfuOMe8DDPS7LXTeRTTAffjPsxouddzbiZxJ16daREREREREWnAqTM9EOeO9BFgJ6bTGwH2OByvC2Y6tVOnciewFHgLWA3Uxdnu1x7fw3/FOU4EWAssAN4FdsTZZjfQq5HjqzMtIiIiIiIiDTh1ppdH/Xsn8B+YKdQFUftcATxoO9aJwHqH460EhhC7fv0C4HGOdc6jH3e5bP8Yh33rgP8GLrZt2wRzo+B9h32qMWurnRyPmfLeFnjMtt9LUT+L92ju8r2IiIiIiIhIlnDqTFuPd4BTPRzLaQT3eaBFgv2GYhKERe+3F+iQYL/TiR1trgVGJtivGfA3h7bOTLAfwE+JfX8iIiIiIiKSZ+J1pjdgRprdOpfYNcvLMJm73fhnhzb8MsE+DznsU+7yfM0xNwvsI9qdEuynzrSIiIiIiIjE7UwP93icHxPbMe3mYf9CYju3u4ET4mzfHDM12955b+LhnJ2JnWI+NcE+6kyLiIiIiIiIY2d6PaZz68WntmMs9NGW2xzaMizOtr0dti3xcc43bMeoSrC9OtMiIiIiIpIXvHYKBV7BjCy71Ra4xPbaMz7O+wJw0PZa9zjb3mB7Xou/ju1fbc/PJPFabRERERERkZynzrR3yzxu34Vjmb4t7/o470HgQ9trXeNse73t+afAPh/nfMfFsUVERERERPKOOtPebfG4/ekOr33s89wrbc/PdHnOj3ye72PMdO1oZ/g8loiIiIiISM5QZ9q7PR63b2t7fhRT2sqPnQmOHe/1XT7PV0vsiHa8c4qIiIiIiOQNdaa9q/W4fWvb8wPEjva69aXteRuX59zv83xezikiIiIiIpI31JkO3gHbc7e1pZ0cb3tu7+ha7J3ndJxTREREREQkb6gzHTz7FOtmxHZQ3ToxwbEtu23PT/J5vkJia1nbjy0iIiIiIpJ31JkO3jaH1+ylsty61MWxnV637+fWxUAT22tf+DyWiIiIiIhIzlBnOnhOpbSu83GcJsA1tteWujznFUBzH+fs7OLYIiIiIiIieUed6eBtBTbYXvuGj+MMJHaa98I42y6yPW8F3OzjnKNsz3cAqxrZ/ivbc3siNBEREREREckDzTCZt6MfXXwcZ6rtGLXA+R6P8b+2YxwETomz7fGYtc3R27/i8XwdMJ3j6GPMSLDP/bbt3/d4ThEREREREckBqepMXw7U2Y7zdw/73+TQjqcS7POYwz6DPZzzeYf9uyXY53bb9tuAAg/nFBERERERkRyQqs40wEsOx3rIxX5XYqZX20e2r0yw30WY0evo/Xa62I/6dtnb+paL/S532G+gi/1EREREREQkh6SyM302pjNrP96zmCnVdi2AUmCPwz4TXZ7z/zrsuwf4l/rj251T3x77PvswnfNECoC1tn33Aj/GrL/uiUlqFv1o6/K9iIiIiIiISJZIZWcaYASx65AjmCngi4Gngf8GZmNqSNu3iwCvAU1dnq8Q5+naEcya6tn155uOSVp21GG7I8A3PbzHH8Q5X7zHaA/HFhERERERkSyQ6s40wCDMSK+XDqf1+AveS1w1Bab5PN8BzA0ALwqAP3k4hzrTIiIiIiIiOSaIzjSYTN5/JTYpWbzHOmAsySXzGgl85vJ8EeA54OIkz/cPnEfi1ZkWEREREZGspkzLjSsEbrW9NgczBTsVLgGGYZJ0dQDOwNSE3oapT70YeBmYR2wNZz+aAX0xWb171p+vHSahWTWwCdMBfgn4OAXns855MdAeU3faPkV9EbA5RecSERERERFJi/8PMo2NDEAFRP4AAAAASUVORK5CYII=" width="350"/>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=4de15781">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">code</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">quote</span>
+<span class="w">    </span><span class="k">using</span><span class="w"> </span><span class="n">MPI</span><span class="p">;</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Init</span><span class="p">()</span>
+<span class="w">    </span><span class="n">comm</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_dup</span><span class="p">(</span><span class="n">MPI</span><span class="o">.</span><span class="n">COMM_WORLD</span><span class="p">)</span>
+<span class="w">    </span><span class="n">nranks</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_size</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="n">rank</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_rank</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="n">root</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">    </span><span class="n">buffer</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Ref</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">rank</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">root</span>
+<span class="w">        </span><span class="n">buffer</span><span class="p">[]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">20</span>
+<span class="w">        </span><span class="n">println</span><span class="p">(</span><span class="s">"I am sending: </span><span class="si">$</span><span class="p">(</span><span class="n">buffer</span><span class="p">[])</span><span class="s">"</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span><span class="w">    </span>
+<span class="w">    </span><span class="n">MPI</span><span class="o">.</span><span class="n">Bcast!</span><span class="p">(</span><span class="n">buffer</span><span class="p">,</span><span class="n">comm</span><span class="p">;</span><span class="n">root</span><span class="p">)</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="s">"I have received: </span><span class="si">$</span><span class="p">(</span><span class="n">buffer</span><span class="p">[])</span><span class="s">"</span><span class="p">)</span>
+<span class="k">end</span>
+<span class="n">run</span><span class="p">(</span><span class="sb">`</span><span class="si">$</span><span class="p">(</span><span class="n">mpiexec</span><span class="p">())</span><span class="sb"> -np 3 julia --project=. -e </span><span class="si">$code</span><span class="sb">`</span><span class="p">);</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=6de37cc9">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="Barrier">Barrier<a class="anchor-link" href="#Barrier">¶</a></h3>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=ff61f64a">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">code</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="k">quote</span>
+<span class="w">    </span><span class="k">using</span><span class="w"> </span><span class="n">MPI</span><span class="p">;</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Init</span><span class="p">()</span>
+<span class="w">    </span><span class="n">comm</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_dup</span><span class="p">(</span><span class="n">MPI</span><span class="o">.</span><span class="n">COMM_WORLD</span><span class="p">)</span>
+<span class="w">    </span><span class="n">sleep</span><span class="p">(</span><span class="n">rand</span><span class="p">(</span><span class="mi">1</span><span class="o">:</span><span class="mi">3</span><span class="p">))</span>
+<span class="w">    </span><span class="n">MPI</span><span class="o">.</span><span class="n">Barrier</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="s">"Done!"</span><span class="p">)</span>
+<span class="k">end</span>
+<span class="n">run</span><span class="p">(</span><span class="sb">`</span><span class="si">$</span><span class="p">(</span><span class="n">mpiexec</span><span class="p">())</span><span class="sb"> -np 3 julia --project=. -e </span><span class="si">$code</span><span class="sb">`</span><span class="p">);</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=ac9a5b52">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h2 id="Point-to-Point-communication">Point-to-Point communication<a class="anchor-link" href="#Point-to-Point-communication">¶</a></h2><p>MPI also provides point-to-point communication directives for arbitrary communication between processes. Point-to-point communications are two-sided: there is a sender and a receiver. Here, we will discuss these basic directives:</p>
+<ul>
+<li><code>MPI.Isend</code>, and <code>MPI.Irecv!</code> (<em>non-blocking directives</em>)</li>
+<li><code>MPI.Send</code>, and <code>MPI.Recv!</code> (<em>blocking directives</em>)</li>
+</ul>
+<p>Non-blocking directives return immediately and return an <code>MPI.Request</code> object. This request object can be queried with functions like <code>MPI.Wait</code>. It is mandatory to wait on the request object before reading the receive buffer, or before writing again on the send buffer.</p>
+<p>For blocking directives, it is save to read/write from/to the receive/send buffer once the function has returned. By default, blocking directives might wait (or might not wait) for a matching send/receive.
+For fine control,  MPI offers advanced <em>blocking</em> directives with different blocking behaviors (called communication modes, see section 3.9 of the MPI standard 4.0). Blocking communication will be discussed later in the course.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=26879a46">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="Blocking-communication">Blocking communication<a class="anchor-link" href="#Blocking-communication">¶</a></h3><p>If we start a receive before a matching send, we will block in the call to <code>MPI.Recv!</code>. Run the next cell and note that the message is not printed since the process is blocked at <code>MPI.Recv!</code> waiting for a matching send.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=68aa9ada">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@spawnat</span><span class="w"> </span><span class="mi">4</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="n">buffer</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Ref</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="n">comm</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">COMM_WORLD</span>
+<span class="w">    </span><span class="n">MPI</span><span class="o">.</span><span class="n">Recv!</span><span class="p">(</span><span class="n">buffer</span><span class="p">,</span><span class="n">comm</span><span class="p">;</span><span class="n">source</span><span class="o">=</span><span class="mi">2</span><span class="o">-</span><span class="mi">2</span><span class="p">,</span><span class="n">tag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="s">"I have received </span><span class="si">$</span><span class="p">(</span><span class="n">buffer</span><span class="p">[])</span><span class="s">."</span><span class="p">)</span>
+<span class="k">end</span><span class="p">;</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=ace9c787">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>If you run the next cell containing the corresponding send, the communication will take place.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=e18347cd">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@spawnat</span><span class="w"> </span><span class="mi">2</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="n">buffer</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Ref</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span>
+<span class="w">    </span><span class="n">comm</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">COMM_WORLD</span>
+<span class="w">    </span><span class="n">MPI</span><span class="o">.</span><span class="n">Send</span><span class="p">(</span><span class="n">buffer</span><span class="p">,</span><span class="n">comm</span><span class="p">;</span><span class="n">dest</span><span class="o">=</span><span class="mi">4</span><span class="o">-</span><span class="mi">2</span><span class="p">,</span><span class="n">tag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="s">"I have send </span><span class="si">$</span><span class="p">(</span><span class="n">buffer</span><span class="p">[])</span><span class="s">. It is now safe to overwite the buffer."</span><span class="p">)</span>
+<span class="k">end</span><span class="p">;</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=0a038200">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="MPI-does-not-integrate-well-with-Julia-Tasks">MPI does not integrate well with Julia Tasks<a class="anchor-link" href="#MPI-does-not-integrate-well-with-Julia-Tasks">¶</a></h3><p>MPI blocks without yielding (we cannot switch to other Julia tasks). Run next cell:</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=d7da7d27">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@spawnat</span><span class="w"> </span><span class="mi">4</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="n">buffer</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Ref</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="n">comm</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">COMM_WORLD</span>
+<span class="w">    </span><span class="n">MPI</span><span class="o">.</span><span class="n">Recv!</span><span class="p">(</span><span class="n">buffer</span><span class="p">,</span><span class="n">comm</span><span class="p">;</span><span class="n">source</span><span class="o">=</span><span class="mi">2</span><span class="o">-</span><span class="mi">2</span><span class="p">,</span><span class="n">tag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="s">"I have received </span><span class="si">$</span><span class="p">(</span><span class="n">buffer</span><span class="p">[])</span><span class="s">."</span><span class="p">)</span>
+<span class="k">end</span><span class="p">;</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=530b673b">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>Now try to spawn other tasks on process 4 by running next cell. This task will not be served yet.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=ae1165ac">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@spawnat</span><span class="w"> </span><span class="mi">4</span><span class="w"> </span><span class="n">println</span><span class="p">(</span><span class="s">"Hello!"</span><span class="p">);</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=c722d71e">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>We first need to unlock the receive with a matching send. Then the task printing "Hello!" will be finally served.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=9da6f76e">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@spawnat</span><span class="w"> </span><span class="mi">2</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="n">buffer</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Ref</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span>
+<span class="w">    </span><span class="n">comm</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">COMM_WORLD</span>
+<span class="w">    </span><span class="n">MPI</span><span class="o">.</span><span class="n">Send</span><span class="p">(</span><span class="n">buffer</span><span class="p">,</span><span class="n">comm</span><span class="p">;</span><span class="n">dest</span><span class="o">=</span><span class="mi">4</span><span class="o">-</span><span class="mi">2</span><span class="p">,</span><span class="n">tag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="s">"I have send </span><span class="si">$</span><span class="p">(</span><span class="n">buffer</span><span class="p">[])</span><span class="s">. It is now safe to overwite the buffer."</span><span class="p">)</span>
+<span class="k">end</span><span class="p">;</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=6f4fa1cd">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="Non-blocking-communication">Non-blocking communication<a class="anchor-link" href="#Non-blocking-communication">¶</a></h3>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=d6e2fbbf">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@spawnat</span><span class="w"> </span><span class="mi">4</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="n">buffer</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Ref</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="n">comm</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">COMM_WORLD</span>
+<span class="w">    </span><span class="n">req</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Irecv!</span><span class="p">(</span><span class="n">buffer</span><span class="p">,</span><span class="n">comm</span><span class="p">;</span><span class="n">source</span><span class="o">=</span><span class="mi">2</span><span class="o">-</span><span class="mi">2</span><span class="p">,</span><span class="n">tag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="s">"Not yet safe to read the buffer"</span><span class="p">)</span>
+<span class="w">    </span><span class="n">MPI</span><span class="o">.</span><span class="n">Wait</span><span class="p">(</span><span class="n">req</span><span class="p">)</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="s">"I have received </span><span class="si">$</span><span class="p">(</span><span class="n">buffer</span><span class="p">[])</span><span class="s">."</span><span class="p">)</span>
+<span class="k">end</span><span class="p">;</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=4aa426ff">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@spawnat</span><span class="w"> </span><span class="mi">2</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="n">buffer</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Ref</span><span class="p">(</span><span class="mi">2</span><span class="p">)</span>
+<span class="w">    </span><span class="n">comm</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">COMM_WORLD</span>
+<span class="w">    </span><span class="n">req</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Isend</span><span class="p">(</span><span class="n">buffer</span><span class="p">,</span><span class="n">comm</span><span class="p">;</span><span class="n">dest</span><span class="o">=</span><span class="mi">4</span><span class="o">-</span><span class="mi">2</span><span class="p">,</span><span class="n">tag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="s">"Not yet safe to write the buffer"</span><span class="p">)</span>
+<span class="w">    </span><span class="n">MPI</span><span class="o">.</span><span class="n">Wait</span><span class="p">(</span><span class="n">req</span><span class="p">)</span>
+<span class="w">    </span><span class="n">println</span><span class="p">(</span><span class="s">"I have send </span><span class="si">$</span><span class="p">(</span><span class="n">buffer</span><span class="p">[])</span><span class="s">. It is now safe to overwite the buffer."</span><span class="p">)</span>
+<span class="k">end</span><span class="p">;</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=750fdacb">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="Example">Example<a class="anchor-link" href="#Example">¶</a></h3><p>The first rank generates a message and sends it to the last rank. The last rank receives the message and multiplies it by a coefficient. The last rank sends the result back to the first rank.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=b479bbd4">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div>
+<img align="left" alt="No description has been provided for this image" 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" 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+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@everywhere</span><span class="w"> </span><span class="n">workers</span><span class="p">()</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="n">comm</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_dup</span><span class="p">(</span><span class="n">MPI</span><span class="o">.</span><span class="n">COMM_WORLD</span><span class="p">)</span>
+<span class="w">    </span><span class="n">rank</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_rank</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="n">nranks</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_size</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="n">snder</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">    </span><span class="n">rcver</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">nranks</span><span class="o">-</span><span class="mi">1</span>
+<span class="w">    </span><span class="n">buffer</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Ref</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">rank</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">snder</span>
+<span class="w">        </span><span class="n">msg</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">10</span><span class="o">*</span><span class="p">(</span><span class="n">rank</span><span class="o">+</span><span class="mi">2</span><span class="p">)</span>
+<span class="w">        </span><span class="n">println</span><span class="p">(</span><span class="s">"I am sending: </span><span class="si">$msg</span><span class="s">"</span><span class="p">)</span>
+<span class="w">        </span><span class="n">buffer</span><span class="p">[]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">msg</span>
+<span class="w">        </span><span class="n">req</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Isend</span><span class="p">(</span><span class="n">buffer</span><span class="p">,</span><span class="n">comm</span><span class="p">;</span><span class="n">dest</span><span class="o">=</span><span class="n">rcver</span><span class="p">,</span><span class="n">tag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">        </span><span class="n">MPI</span><span class="o">.</span><span class="n">Wait</span><span class="p">(</span><span class="n">req</span><span class="p">)</span>
+<span class="w">        </span><span class="n">req</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Irecv!</span><span class="p">(</span><span class="n">buffer</span><span class="p">,</span><span class="n">comm</span><span class="p">,</span><span class="n">source</span><span class="o">=</span><span class="n">rcver</span><span class="p">,</span><span class="n">tag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">        </span><span class="n">MPI</span><span class="o">.</span><span class="n">Wait</span><span class="p">(</span><span class="n">req</span><span class="p">)</span>
+<span class="w">        </span><span class="n">msg</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">buffer</span><span class="p">[]</span>
+<span class="w">        </span><span class="n">println</span><span class="p">(</span><span class="s">"I have received: </span><span class="si">$msg</span><span class="s">"</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">rank</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">rcver</span>
+<span class="w">        </span><span class="n">req</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Irecv!</span><span class="p">(</span><span class="n">buffer</span><span class="p">,</span><span class="n">comm</span><span class="p">,</span><span class="n">source</span><span class="o">=</span><span class="n">snder</span><span class="p">,</span><span class="n">tag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">        </span><span class="n">MPI</span><span class="o">.</span><span class="n">Wait</span><span class="p">(</span><span class="n">req</span><span class="p">)</span>
+<span class="w">        </span><span class="n">msg</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">buffer</span><span class="p">[]</span>
+<span class="w">        </span><span class="n">println</span><span class="p">(</span><span class="s">"I have received: </span><span class="si">$msg</span><span class="s">"</span><span class="p">)</span>
+<span class="w">        </span><span class="n">coef</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="n">rank</span><span class="o">+</span><span class="mi">2</span><span class="p">)</span>
+<span class="w">        </span><span class="n">msg</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">msg</span><span class="o">*</span><span class="n">coef</span>
+<span class="w">        </span><span class="n">println</span><span class="p">(</span><span class="s">"I am sending: </span><span class="si">$msg</span><span class="s">"</span><span class="p">)</span>
+<span class="w">        </span><span class="n">buffer</span><span class="p">[]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">msg</span>
+<span class="w">        </span><span class="n">req</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Isend</span><span class="p">(</span><span class="n">buffer</span><span class="p">,</span><span class="n">comm</span><span class="p">;</span><span class="n">dest</span><span class="o">=</span><span class="n">snder</span><span class="p">,</span><span class="n">tag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">        </span><span class="n">MPI</span><span class="o">.</span><span class="n">Wait</span><span class="p">(</span><span class="n">req</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=162682c1">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div class="alert alert-block alert-warning">
+<b>Important:</b> In non-blocking communication, use <code>MPI.Wait()</code> before modifying the send buffer or using the receive buffer.
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=9dc6c3fb">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="Example-(with-blocking-directives)">Example (with blocking directives)<a class="anchor-link" href="#Example-(with-blocking-directives)">¶</a></h3>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=a046d7dd">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@everywhere</span><span class="w"> </span><span class="n">workers</span><span class="p">()</span><span class="w"> </span><span class="k">begin</span>
+<span class="w">    </span><span class="n">comm</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_dup</span><span class="p">(</span><span class="n">MPI</span><span class="o">.</span><span class="n">COMM_WORLD</span><span class="p">)</span>
+<span class="w">    </span><span class="n">rank</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_rank</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="n">nranks</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_size</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="n">snder</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">    </span><span class="n">rcver</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">nranks</span><span class="o">-</span><span class="mi">1</span>
+<span class="w">    </span><span class="n">buffer</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Ref</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">rank</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">snder</span>
+<span class="w">        </span><span class="n">msg</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">10</span><span class="o">*</span><span class="p">(</span><span class="n">rank</span><span class="o">+</span><span class="mi">2</span><span class="p">)</span>
+<span class="w">        </span><span class="n">println</span><span class="p">(</span><span class="s">"I am sending: </span><span class="si">$msg</span><span class="s">"</span><span class="p">)</span>
+<span class="w">        </span><span class="n">buffer</span><span class="p">[]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">msg</span>
+<span class="w">        </span><span class="n">MPI</span><span class="o">.</span><span class="n">Send</span><span class="p">(</span><span class="n">buffer</span><span class="p">,</span><span class="n">comm</span><span class="p">;</span><span class="n">dest</span><span class="o">=</span><span class="n">rcver</span><span class="p">,</span><span class="n">tag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">        </span><span class="n">MPI</span><span class="o">.</span><span class="n">Recv!</span><span class="p">(</span><span class="n">buffer</span><span class="p">,</span><span class="n">comm</span><span class="p">,</span><span class="n">source</span><span class="o">=</span><span class="n">rcver</span><span class="p">,</span><span class="n">tag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">        </span><span class="n">msg</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">buffer</span><span class="p">[]</span>
+<span class="w">        </span><span class="n">println</span><span class="p">(</span><span class="s">"I have received: </span><span class="si">$msg</span><span class="s">"</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">rank</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">rcver</span>
+<span class="w">        </span><span class="n">MPI</span><span class="o">.</span><span class="n">Recv!</span><span class="p">(</span><span class="n">buffer</span><span class="p">,</span><span class="n">comm</span><span class="p">,</span><span class="n">source</span><span class="o">=</span><span class="n">snder</span><span class="p">,</span><span class="n">tag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">        </span><span class="n">msg</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">buffer</span><span class="p">[]</span>
+<span class="w">        </span><span class="n">println</span><span class="p">(</span><span class="s">"I have received: </span><span class="si">$msg</span><span class="s">"</span><span class="p">)</span>
+<span class="w">        </span><span class="n">coef</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="n">rank</span><span class="o">+</span><span class="mi">2</span><span class="p">)</span>
+<span class="w">        </span><span class="n">msg</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">msg</span><span class="o">*</span><span class="n">coef</span>
+<span class="w">        </span><span class="n">println</span><span class="p">(</span><span class="s">"I am sending: </span><span class="si">$msg</span><span class="s">"</span><span class="p">)</span>
+<span class="w">        </span><span class="n">buffer</span><span class="p">[]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">msg</span>
+<span class="w">        </span><span class="n">MPI</span><span class="o">.</span><span class="n">Send</span><span class="p">(</span><span class="n">buffer</span><span class="p">,</span><span class="n">comm</span><span class="p">;</span><span class="n">dest</span><span class="o">=</span><span class="n">snder</span><span class="p">,</span><span class="n">tag</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=d9bdfa02">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div class="alert alert-block alert-warning">
+<b>Important:</b> Blocking directives might look simpler to use, but they can lead to dead locks if the sends and receives are not issued in the right order. Non-blocking directives can also lead to dead locks, but when waiting for the request, not when calling the send/receive functions.
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=d02f935d">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h2 id="Exercises">Exercises<a class="anchor-link" href="#Exercises">¶</a></h2>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=a8e1c623">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="Exercise-1">Exercise 1<a class="anchor-link" href="#Exercise-1">¶</a></h3><p>Implement this "simple" algorithm (the telephone game):</p>
+<p>Rank 0 generates a message (an integer). Rank 0 sends the message to rank 1. Rank 1 receives the message, increments the message by 1, and sends the result to rank 2. Rank 2 receives the message, increments the message by 1, and sends the result to rank 3. Etc. The last rank sends back the message to rank 0 closing the ring. See the next figure. Implement the communications using MPI. Do not use <code>Distributed</code>.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=d474d781">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div>
+<img align="left" alt="No description has been provided for this image" 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+<h1 id="License">License<a class="anchor-link" href="#License">¶</a></h1><p>This notebook is part of the course <a href="https://www.francescverdugo.com/XM_40017">Programming Large Scale Parallel Systems</a> at Vrije Universiteit Amsterdam and may be used under a <a href="https://creativecommons.org/licenses/by/4.0/">CC BY 4.0</a> license.</p>
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multiplication</a></li></ul></li><li><a class="tocitem" href="../solutions_for_all_notebooks/">Solutions</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li class="is-active"><a href>-</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>-</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/fverdugo/XM_40017/blob/main/notebooks/julia_tutorial.ipynb" title="View source on GitHub"><span class="docs-icon fa-solid"></span></a><a 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     <header class="admonition-header">Tip</header>
     <div class="admonition-body">
         <ul>
@@ -14,4 +14,4 @@
     var myIframe = document.getElementById("notebook");
     iFrameResize({log:true}, myIframe);	
 });
-</script></article><nav class="docs-footer"><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="auto">Automatic (OS)</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.1.1 on <span class="colophon-date" title="Monday 16 October 2023 12:03">Monday 16 October 2023</span>. Using Julia version 1.9.3.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+</script></article><nav class="docs-footer"><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.5.0 on <span class="colophon-date" title="Monday 19 August 2024 14:06">Monday 19 August 2024</span>. Using Julia version 1.10.4.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
diff --git a/dev/julia_tutorial_src/index.html b/dev/julia_tutorial_src/index.html
index eaca23a..302ed23 100644
--- a/dev/julia_tutorial_src/index.html
+++ b/dev/julia_tutorial_src/index.html
@@ -7333,11 +7333,12 @@ a.anchor-link {
     if (!diagrams.length) {
       return;
     }
-    const mermaid = (await import("https://cdnjs.cloudflare.com/ajax/libs/mermaid/10.5.0/mermaid.esm.min.mjs")).default;
+    const mermaid = (await import("https://cdnjs.cloudflare.com/ajax/libs/mermaid/10.7.0/mermaid.esm.min.mjs")).default;
     const parser = new DOMParser();
 
     mermaid.initialize({
       maxTextSize: 100000,
+      maxEdges: 100000,
       startOnLoad: false,
       fontFamily: window
         .getComputedStyle(document.body)
@@ -7408,7 +7409,8 @@ a.anchor-link {
       let results = null;
       let output = null;
       try {
-        const { svg } = await mermaid.render(id, raw, el);
+        let { svg } = await mermaid.render(id, raw, el);
+        svg = cleanMermaidSvg(svg);
         results = makeMermaidImage(svg);
         output = document.createElement("figure");
         results.map(output.appendChild, output);
@@ -7423,6 +7425,38 @@ a.anchor-link {
       parent.appendChild(output);
     }
 
+
+    /**
+     * Post-process to ensure mermaid diagrams contain only valid SVG and XHTML.
+     */
+    function cleanMermaidSvg(svg) {
+      return svg.replace(RE_VOID_ELEMENT, replaceVoidElement);
+    }
+
+
+    /**
+     * A regular expression for all void elements, which may include attributes and
+     * a slash.
+     *
+     * @see https://developer.mozilla.org/en-US/docs/Glossary/Void_element
+     *
+     * Of these, only `<br>` is generated by Mermaid in place of `\n`,
+     * but _any_ "malformed" tag will break the SVG rendering entirely.
+     */
+    const RE_VOID_ELEMENT =
+      /<\s*(area|base|br|col|embed|hr|img|input|link|meta|param|source|track|wbr)\s*([^>]*?)\s*>/gi;
+
+    /**
+     * Ensure a void element is closed with a slash, preserving any attributes.
+     */
+    function replaceVoidElement(match, tag, rest) {
+      rest = rest.trim();
+      if (!rest.endsWith('/')) {
+        rest = `${rest} /`;
+      }
+      return `<${tag} ${rest}>`;
+    }
+
     void Promise.all([...diagrams].map(renderOneMarmaid));
   });
 </script>
diff --git a/dev/matrix_matrix.ipynb b/dev/matrix_matrix.ipynb
index 1685c7d..7efc0dc 100644
--- a/dev/matrix_matrix.ipynb
+++ b/dev/matrix_matrix.ipynb
@@ -219,10 +219,10 @@
    "metadata": {},
    "source": [
     "<div class=\"alert alert-block alert-info\">\n",
-    "<b>Note:</b> The matrix-matrix multiplication naively implemented with 3 nested loops as above is known to be very inefficient (memory bound). Libraries such as BLAS provide much more efficient implementations, which are the ones used in practice (e.g., by the `*` operator in Julia). We consider, our hand-written implementation as a simple way of expressing the algorithm we are interested in.\n",
+    "<b>Note:</b> The matrix-matrix multiplication naively implemented with 3 nested loops as above is known to be very inefficient (memory bound). Libraries such as BLAS provide much more efficient implementations, which are the ones used in practice (e.g., by the `*` operator in Julia). We consider our hand-written implementation as a simple way of expressing the algorithm we are interested in.\n",
     "</div>\n",
     "\n",
-    "Run the following cell to compare the performance of our hand-written function with respect to the built in function `mul!`\n"
+    "Run the following cell to compare the performance of our hand-written function with respect to the built in function `mul!`.\n"
    ]
   },
   {
@@ -1060,107 +1060,6 @@
     "println(\"Efficiency = \", 100*(T1/TP)/P, \"%\")"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "id": "fa8d7f40",
-   "metadata": {},
-   "source": [
-    "### Exercise 2"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "0e7c607e",
-   "metadata": {},
-   "source": [
-    "The implementation of algorithm 1 is very impractical. One needs as many processors as entries in the result matrix C. For 1000 times 1000 matrix one would need a supercomputer with one million processes! We can easily fix this problem by using less processors and spawning the computation of an entry in any of the available processes.\n",
-    "See the following code:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "023b20d1",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "function matmul_dist_1_v2!(C, A, B)\n",
-    "    m = size(C,1)\n",
-    "    n = size(C,2)\n",
-    "    l = size(A,2)\n",
-    "    @assert size(A,1) == m\n",
-    "    @assert size(B,2) == n\n",
-    "    @assert size(B,1) == l\n",
-    "    z = zero(eltype(C))\n",
-    "    @sync for j in 1:n\n",
-    "        for i in 1:m\n",
-    "            Ai = A[i,:]\n",
-    "            Bj = B[:,j]\n",
-    "            ftr = @spawnat :any begin\n",
-    "                Cij = z\n",
-    "                for k in 1:l\n",
-    "                    @inbounds Cij += Ai[k]*Bj[k]\n",
-    "                end\n",
-    "                Cij\n",
-    "            end\n",
-    "            @async C[i,j] = fetch(ftr)\n",
-    "        end\n",
-    "    end\n",
-    "    C\n",
-    "end"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "52005ca1",
-   "metadata": {},
-   "source": [
-    "With this new implementation, we can multiply matrices of arbitrary size with a fixed number of workers. Test it:"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "c1d3595b",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "using Test\n",
-    "N = 50\n",
-    "A = rand(N,N)\n",
-    "B = rand(N,N)\n",
-    "C = similar(A)\n",
-    "@test matmul_dist_1_v2!(C,A,B) ≈ A*B"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "ab609c18",
-   "metadata": {},
-   "source": [
-    "Run the next cell to check the performance of this implementation. Note that we are far away from the optimal speed up. Why? To answer this question compute the theoretical communication over computation ratio for this implementation and reason about the obtained result. Hint: the number of times a worker is spawned in this implementation is N^2/P on average."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "d7d31710",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "N = 100\n",
-    "A = rand(N,N)\n",
-    "B = rand(N,N)\n",
-    "C = similar(A)\n",
-    "P = nworkers()\n",
-    "T1 = @belapsed matmul_seq!(C,A,B)\n",
-    "C = similar(A)\n",
-    "TP = @belapsed matmul_dist_1_v2!(C,A,B)\n",
-    "println(\"Speedup = \", T1/TP)\n",
-    "println(\"Optimal speedup = \", P)\n",
-    "println(\"Efficiency = \", 100*(T1/TP)/P, \"%\")"
-   ]
-  },
   {
    "cell_type": "markdown",
    "id": "8e171362",
@@ -1175,15 +1074,15 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Julia 1.9.0",
+   "display_name": "Julia 1.10.0",
    "language": "julia",
-   "name": "julia-1.9"
+   "name": "julia-1.10"
   },
   "language_info": {
    "file_extension": ".jl",
    "mimetype": "application/julia",
    "name": "julia",
-   "version": "1.9.0"
+   "version": "1.10.0"
   }
  },
  "nbformat": 4,
diff --git a/dev/matrix_matrix/index.html b/dev/matrix_matrix/index.html
index a37ea50..d235dc9 100644
--- a/dev/matrix_matrix/index.html
+++ b/dev/matrix_matrix/index.html
@@ -1,5 +1,5 @@
 <!DOCTYPE html>
-<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Matrix-matrix multiplication · XM_40017</title><meta name="title" content="Matrix-matrix multiplication · XM_40017"/><meta property="og:title" content="Matrix-matrix multiplication · XM_40017"/><meta property="twitter:title" content="Matrix-matrix multiplication · XM_40017"/><meta name="description" content="Documentation for XM_40017."/><meta property="og:description" content="Documentation for XM_40017."/><meta property="twitter:description" content="Documentation for XM_40017."/><meta property="og:url" content="https://fverdugo.github.io/XM_40017/matrix_matrix/"/><meta property="twitter:url" content="https://fverdugo.github.io/XM_40017/matrix_matrix/"/><link rel="canonical" href="https://fverdugo.github.io/XM_40017/matrix_matrix/"/><script data-outdated-warner src="../assets/warner.js"></script><link 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+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Matrix-matrix multiplication · XM_40017</title><meta name="title" content="Matrix-matrix multiplication · XM_40017"/><meta property="og:title" content="Matrix-matrix multiplication · XM_40017"/><meta property="twitter:title" content="Matrix-matrix multiplication · XM_40017"/><meta name="description" content="Documentation for XM_40017."/><meta property="og:description" content="Documentation for XM_40017."/><meta property="twitter:description" content="Documentation for XM_40017."/><meta property="og:url" content="https://fverdugo.github.io/XM_40017/matrix_matrix/"/><meta property="twitter:url" content="https://fverdugo.github.io/XM_40017/matrix_matrix/"/><link rel="canonical" href="https://fverdugo.github.io/XM_40017/matrix_matrix/"/><script data-outdated-warner src="../assets/warner.js"></script><link 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href="../julia_distributed/">Distributed computing in Julia</a></li><li class="is-active"><a class="tocitem" href>Matrix-matrix multiplication</a></li></ul></li><li><a class="tocitem" href="../solutions_for_all_notebooks/">Solutions</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li><a class="is-disabled">Notebooks</a></li><li class="is-active"><a href>Matrix-matrix multiplication</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Matrix-matrix 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     <header class="admonition-header">Tip</header>
     <div class="admonition-body">
         <ul>
@@ -14,4 +14,4 @@
     var myIframe = document.getElementById("notebook");
     iFrameResize({log:true}, myIframe);	
 });
-</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../mpi_tutorial/">« Distributed computing with MPI</a><a class="docs-footer-nextpage" href="../jacobi_method/">Jacobi method »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="auto">Automatic (OS)</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.1.1 on <span class="colophon-date" title="Monday 16 October 2023 12:03">Monday 16 October 2023</span>. Using Julia version 1.9.3.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../julia_distributed/">« Distributed computing in Julia</a><a class="docs-footer-nextpage" href="../solutions_for_all_notebooks/">Solutions »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.5.0 on <span class="colophon-date" title="Monday 19 August 2024 14:06">Monday 19 August 2024</span>. Using Julia version 1.10.4.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
diff --git a/dev/matrix_matrix_src/index.html b/dev/matrix_matrix_src/index.html
index aa284d3..baac04b 100644
--- a/dev/matrix_matrix_src/index.html
+++ b/dev/matrix_matrix_src/index.html
@@ -7333,11 +7333,12 @@ a.anchor-link {
     if (!diagrams.length) {
       return;
     }
-    const mermaid = (await import("https://cdnjs.cloudflare.com/ajax/libs/mermaid/10.5.0/mermaid.esm.min.mjs")).default;
+    const mermaid = (await import("https://cdnjs.cloudflare.com/ajax/libs/mermaid/10.7.0/mermaid.esm.min.mjs")).default;
     const parser = new DOMParser();
 
     mermaid.initialize({
       maxTextSize: 100000,
+      maxEdges: 100000,
       startOnLoad: false,
       fontFamily: window
         .getComputedStyle(document.body)
@@ -7408,7 +7409,8 @@ a.anchor-link {
       let results = null;
       let output = null;
       try {
-        const { svg } = await mermaid.render(id, raw, el);
+        let { svg } = await mermaid.render(id, raw, el);
+        svg = cleanMermaidSvg(svg);
         results = makeMermaidImage(svg);
         output = document.createElement("figure");
         results.map(output.appendChild, output);
@@ -7423,6 +7425,38 @@ a.anchor-link {
       parent.appendChild(output);
     }
 
+
+    /**
+     * Post-process to ensure mermaid diagrams contain only valid SVG and XHTML.
+     */
+    function cleanMermaidSvg(svg) {
+      return svg.replace(RE_VOID_ELEMENT, replaceVoidElement);
+    }
+
+
+    /**
+     * A regular expression for all void elements, which may include attributes and
+     * a slash.
+     *
+     * @see https://developer.mozilla.org/en-US/docs/Glossary/Void_element
+     *
+     * Of these, only `<br>` is generated by Mermaid in place of `\n`,
+     * but _any_ "malformed" tag will break the SVG rendering entirely.
+     */
+    const RE_VOID_ELEMENT =
+      /<\s*(area|base|br|col|embed|hr|img|input|link|meta|param|source|track|wbr)\s*([^>]*?)\s*>/gi;
+
+    /**
+     * Ensure a void element is closed with a slash, preserving any attributes.
+     */
+    function replaceVoidElement(match, tag, rest) {
+      rest = rest.trim();
+      if (!rest.endsWith('/')) {
+        rest = `${rest} /`;
+      }
+      return `<${tag} ${rest}>`;
+    }
+
     void Promise.all([...diagrams].map(renderOneMarmaid));
   });
 </script>
@@ -7742,9 +7776,9 @@ a.anchor-link {
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
 <div class="alert alert-block alert-info">
-<b>Note:</b> The matrix-matrix multiplication naively implemented with 3 nested loops as above is known to be very inefficient (memory bound). Libraries such as BLAS provide much more efficient implementations, which are the ones used in practice (e.g., by the `*` operator in Julia). We consider, our hand-written implementation as a simple way of expressing the algorithm we are interested in.
+<b>Note:</b> The matrix-matrix multiplication naively implemented with 3 nested loops as above is known to be very inefficient (memory bound). Libraries such as BLAS provide much more efficient implementations, which are the ones used in practice (e.g., by the `*` operator in Julia). We consider our hand-written implementation as a simple way of expressing the algorithm we are interested in.
 </div>
-<p>Run the following cell to compare the performance of our hand-written function with respect to the built in function <code>mul!</code></p>
+<p>Run the following cell to compare the performance of our hand-written function with respect to the built in function <code>mul!</code>.</p>
 </div>
 </div>
 </div>
@@ -8757,131 +8791,6 @@ d) O(N²/P) communication and O(N³/P) computation</code></pre>
 </div>
 </div>
 </div>
-<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=fa8d7f40">
-<div class="jp-Cell-inputWrapper" tabindex="0">
-<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
-</div>
-<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
-</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<h3 id="Exercise-2">Exercise 2<a class="anchor-link" href="#Exercise-2">¶</a></h3>
-</div>
-</div>
-</div>
-</div>
-<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=0e7c607e">
-<div class="jp-Cell-inputWrapper" tabindex="0">
-<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
-</div>
-<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
-</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<p>The implementation of algorithm 1 is very impractical. One needs as many processors as entries in the result matrix C. For 1000 times 1000 matrix one would need a supercomputer with one million processes! We can easily fix this problem by using less processors and spawning the computation of an entry in any of the available processes.
-See the following code:</p>
-</div>
-</div>
-</div>
-</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=023b20d1">
-<div class="jp-Cell-inputWrapper" tabindex="0">
-<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
-</div>
-<div class="jp-InputArea jp-Cell-inputArea">
-<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
-<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
-<div class="cm-editor cm-s-jupyter">
-<div class="highlight hl-julia"><pre><span></span><span class="k">function</span><span class="w"> </span><span class="n">matmul_dist_1_v2!</span><span class="p">(</span><span class="n">C</span><span class="p">,</span><span class="w"> </span><span class="n">A</span><span class="p">,</span><span class="w"> </span><span class="n">B</span><span class="p">)</span>
-<span class="w">    </span><span class="n">m</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">size</span><span class="p">(</span><span class="n">C</span><span class="p">,</span><span class="mi">1</span><span class="p">)</span>
-<span class="w">    </span><span class="n">n</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">size</span><span class="p">(</span><span class="n">C</span><span class="p">,</span><span class="mi">2</span><span class="p">)</span>
-<span class="w">    </span><span class="n">l</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">size</span><span class="p">(</span><span class="n">A</span><span class="p">,</span><span class="mi">2</span><span class="p">)</span>
-<span class="w">    </span><span class="nd">@assert</span><span class="w"> </span><span class="n">size</span><span class="p">(</span><span class="n">A</span><span class="p">,</span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">m</span>
-<span class="w">    </span><span class="nd">@assert</span><span class="w"> </span><span class="n">size</span><span class="p">(</span><span class="n">B</span><span class="p">,</span><span class="mi">2</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">n</span>
-<span class="w">    </span><span class="nd">@assert</span><span class="w"> </span><span class="n">size</span><span class="p">(</span><span class="n">B</span><span class="p">,</span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">l</span>
-<span class="w">    </span><span class="n">z</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zero</span><span class="p">(</span><span class="n">eltype</span><span class="p">(</span><span class="n">C</span><span class="p">))</span>
-<span class="w">    </span><span class="nd">@sync</span><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">n</span>
-<span class="w">        </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">m</span>
-<span class="w">            </span><span class="n">Ai</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">A</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="o">:</span><span class="p">]</span>
-<span class="w">            </span><span class="n">Bj</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">B</span><span class="p">[</span><span class="o">:</span><span class="p">,</span><span class="n">j</span><span class="p">]</span>
-<span class="w">            </span><span class="n">ftr</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nd">@spawnat</span><span class="w"> </span><span class="ss">:any</span><span class="w"> </span><span class="k">begin</span>
-<span class="w">                </span><span class="n">Cij</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">z</span>
-<span class="w">                </span><span class="k">for</span><span class="w"> </span><span class="n">k</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">l</span>
-<span class="w">                    </span><span class="nd">@inbounds</span><span class="w"> </span><span class="n">Cij</span><span class="w"> </span><span class="o">+=</span><span class="w"> </span><span class="n">Ai</span><span class="p">[</span><span class="n">k</span><span class="p">]</span><span class="o">*</span><span class="n">Bj</span><span class="p">[</span><span class="n">k</span><span class="p">]</span>
-<span class="w">                </span><span class="k">end</span>
-<span class="w">                </span><span class="n">Cij</span>
-<span class="w">            </span><span class="k">end</span>
-<span class="w">            </span><span class="nd">@async</span><span class="w"> </span><span class="n">C</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">fetch</span><span class="p">(</span><span class="n">ftr</span><span class="p">)</span>
-<span class="w">        </span><span class="k">end</span>
-<span class="w">    </span><span class="k">end</span>
-<span class="w">    </span><span class="n">C</span>
-<span class="k">end</span>
-</pre></div>
-</div>
-</div>
-</div>
-</div>
-</div>
-<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=52005ca1">
-<div class="jp-Cell-inputWrapper" tabindex="0">
-<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
-</div>
-<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
-</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<p>With this new implementation, we can multiply matrices of arbitrary size with a fixed number of workers. Test it:</p>
-</div>
-</div>
-</div>
-</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=c1d3595b">
-<div class="jp-Cell-inputWrapper" tabindex="0">
-<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
-</div>
-<div class="jp-InputArea jp-Cell-inputArea">
-<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
-<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
-<div class="cm-editor cm-s-jupyter">
-<div class="highlight hl-julia"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Test</span>
-<span class="n">N</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">50</span>
-<span class="n">A</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">rand</span><span class="p">(</span><span class="n">N</span><span class="p">,</span><span class="n">N</span><span class="p">)</span>
-<span class="n">B</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">rand</span><span class="p">(</span><span class="n">N</span><span class="p">,</span><span class="n">N</span><span class="p">)</span>
-<span class="n">C</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">similar</span><span class="p">(</span><span class="n">A</span><span class="p">)</span>
-<span class="nd">@test</span><span class="w"> </span><span class="n">matmul_dist_1_v2!</span><span class="p">(</span><span class="n">C</span><span class="p">,</span><span class="n">A</span><span class="p">,</span><span class="n">B</span><span class="p">)</span><span class="w"> </span><span class="o">≈</span><span class="w"> </span><span class="n">A</span><span class="o">*</span><span class="n">B</span>
-</pre></div>
-</div>
-</div>
-</div>
-</div>
-</div>
-<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=ab609c18">
-<div class="jp-Cell-inputWrapper" tabindex="0">
-<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
-</div>
-<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
-</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<p>Run the next cell to check the performance of this implementation. Note that we are far away from the optimal speed up. Why? To answer this question compute the theoretical communication over computation ratio for this implementation and reason about the obtained result. Hint: the number of times a worker is spawned in this implementation is N^2/P on average.</p>
-</div>
-</div>
-</div>
-</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=d7d31710">
-<div class="jp-Cell-inputWrapper" tabindex="0">
-<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
-</div>
-<div class="jp-InputArea jp-Cell-inputArea">
-<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
-<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
-<div class="cm-editor cm-s-jupyter">
-<div class="highlight hl-julia"><pre><span></span><span class="n">N</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">100</span>
-<span class="n">A</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">rand</span><span class="p">(</span><span class="n">N</span><span class="p">,</span><span class="n">N</span><span class="p">)</span>
-<span class="n">B</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">rand</span><span class="p">(</span><span class="n">N</span><span class="p">,</span><span class="n">N</span><span class="p">)</span>
-<span class="n">C</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">similar</span><span class="p">(</span><span class="n">A</span><span class="p">)</span>
-<span class="n">P</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">nworkers</span><span class="p">()</span>
-<span class="n">T1</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nd">@belapsed</span><span class="w"> </span><span class="n">matmul_seq!</span><span class="p">(</span><span class="n">C</span><span class="p">,</span><span class="n">A</span><span class="p">,</span><span class="n">B</span><span class="p">)</span>
-<span class="n">C</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">similar</span><span class="p">(</span><span class="n">A</span><span class="p">)</span>
-<span class="n">TP</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nd">@belapsed</span><span class="w"> </span><span class="n">matmul_dist_1_v2!</span><span class="p">(</span><span class="n">C</span><span class="p">,</span><span class="n">A</span><span class="p">,</span><span class="n">B</span><span class="p">)</span>
-<span class="n">println</span><span class="p">(</span><span class="s">"Speedup = "</span><span class="p">,</span><span class="w"> </span><span class="n">T1</span><span class="o">/</span><span class="n">TP</span><span class="p">)</span>
-<span class="n">println</span><span class="p">(</span><span class="s">"Optimal speedup = "</span><span class="p">,</span><span class="w"> </span><span class="n">P</span><span class="p">)</span>
-<span class="n">println</span><span class="p">(</span><span class="s">"Efficiency = "</span><span class="p">,</span><span class="w"> </span><span class="mi">100</span><span class="o">*</span><span class="p">(</span><span class="n">T1</span><span class="o">/</span><span class="n">TP</span><span class="p">)</span><span class="o">/</span><span class="n">P</span><span class="p">,</span><span class="w"> </span><span class="s">"%"</span><span class="p">)</span>
-</pre></div>
-</div>
-</div>
-</div>
-</div>
-</div>
 <div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=8e171362">
 <div class="jp-Cell-inputWrapper" tabindex="0">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
diff --git a/dev/mpi_tutorial/index.html b/dev/mpi_tutorial/index.html
index c6ccf51..69d6347 100644
--- a/dev/mpi_tutorial/index.html
+++ b/dev/mpi_tutorial/index.html
@@ -1,5 +1,5 @@
 <!DOCTYPE html>
-<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Distributed computing with MPI · XM_40017</title><meta name="title" content="Distributed computing with MPI · XM_40017"/><meta property="og:title" content="Distributed computing with MPI · XM_40017"/><meta property="twitter:title" content="Distributed computing with MPI · XM_40017"/><meta name="description" content="Documentation for XM_40017."/><meta property="og:description" content="Documentation for XM_40017."/><meta property="twitter:description" content="Documentation for XM_40017."/><meta property="og:url" content="https://fverdugo.github.io/XM_40017/mpi_tutorial/"/><meta property="twitter:url" content="https://fverdugo.github.io/XM_40017/mpi_tutorial/"/><link rel="canonical" href="https://fverdugo.github.io/XM_40017/mpi_tutorial/"/><script data-outdated-warner src="../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.050/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL=".."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../assets/documenter.js"></script><script src="../search_index.js"></script><script src="../siteinfo.js"></script><script src="../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../assets/themeswap.js"></script><link href="../assets/favicon.ico" rel="icon" type="image/x-icon"/><script src="../assets/iframeResizer.min.js"></script><link href="../assets/custom.css" rel="stylesheet" type="text/css"/></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../"><img src="../assets/logo.png" alt="XM_40017 logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="../">XM_40017</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul 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+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>- · XM_40017</title><meta name="title" content="- · XM_40017"/><meta property="og:title" content="- · XM_40017"/><meta property="twitter:title" content="- · XM_40017"/><meta name="description" content="Documentation for XM_40017."/><meta property="og:description" content="Documentation for XM_40017."/><meta property="twitter:description" content="Documentation for XM_40017."/><meta property="og:url" content="https://fverdugo.github.io/XM_40017/mpi_tutorial/"/><meta property="twitter:url" content="https://fverdugo.github.io/XM_40017/mpi_tutorial/"/><link rel="canonical" href="https://fverdugo.github.io/XM_40017/mpi_tutorial/"/><script data-outdated-warner src="../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link 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href="../assets/custom.css" rel="stylesheet" type="text/css"/></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../"><img src="../assets/logo.png" alt="XM_40017 logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="../">XM_40017</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li><a class="tocitem" href="../">Home</a></li><li><a class="tocitem" href="../getting_started_with_julia/">Getting started</a></li><li><span class="tocitem">Notebooks</span><ul><li><a class="tocitem" href="../julia_basics/">Julia Basics</a></li><li><a class="tocitem" href="../julia_async/">Asynchronous programming in Julia</a></li><li><a class="tocitem" href="../julia_distributed/">Distributed computing in Julia</a></li><li><a class="tocitem" href="../matrix_matrix/">Matrix-matrix multiplication</a></li></ul></li><li><a class="tocitem" href="../solutions_for_all_notebooks/">Solutions</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li class="is-active"><a href>-</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>-</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/fverdugo/XM_40017/blob/main/notebooks/mpi_tutorial.ipynb" title="View source on GitHub"><span class="docs-icon fa-solid"></span></a><a 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     <header class="admonition-header">Tip</header>
     <div class="admonition-body">
         <ul>
@@ -14,4 +14,4 @@
     var myIframe = document.getElementById("notebook");
     iFrameResize({log:true}, myIframe);	
 });
-</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../julia_distributed/">« Distributed computing in Julia</a><a class="docs-footer-nextpage" href="../matrix_matrix/">Matrix-matrix multiplication »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="auto">Automatic (OS)</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.1.1 on <span class="colophon-date" title="Monday 16 October 2023 12:03">Monday 16 October 2023</span>. Using Julia version 1.9.3.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+</script></article><nav class="docs-footer"><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.5.0 on <span class="colophon-date" title="Monday 19 August 2024 14:06">Monday 19 August 2024</span>. Using Julia version 1.10.4.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
diff --git a/dev/mpi_tutorial_src/index.html b/dev/mpi_tutorial_src/index.html
index 61fbb15..324a683 100644
--- a/dev/mpi_tutorial_src/index.html
+++ b/dev/mpi_tutorial_src/index.html
@@ -7333,11 +7333,12 @@ a.anchor-link {
     if (!diagrams.length) {
       return;
     }
-    const mermaid = (await import("https://cdnjs.cloudflare.com/ajax/libs/mermaid/10.5.0/mermaid.esm.min.mjs")).default;
+    const mermaid = (await import("https://cdnjs.cloudflare.com/ajax/libs/mermaid/10.7.0/mermaid.esm.min.mjs")).default;
     const parser = new DOMParser();
 
     mermaid.initialize({
       maxTextSize: 100000,
+      maxEdges: 100000,
       startOnLoad: false,
       fontFamily: window
         .getComputedStyle(document.body)
@@ -7408,7 +7409,8 @@ a.anchor-link {
       let results = null;
       let output = null;
       try {
-        const { svg } = await mermaid.render(id, raw, el);
+        let { svg } = await mermaid.render(id, raw, el);
+        svg = cleanMermaidSvg(svg);
         results = makeMermaidImage(svg);
         output = document.createElement("figure");
         results.map(output.appendChild, output);
@@ -7423,6 +7425,38 @@ a.anchor-link {
       parent.appendChild(output);
     }
 
+
+    /**
+     * Post-process to ensure mermaid diagrams contain only valid SVG and XHTML.
+     */
+    function cleanMermaidSvg(svg) {
+      return svg.replace(RE_VOID_ELEMENT, replaceVoidElement);
+    }
+
+
+    /**
+     * A regular expression for all void elements, which may include attributes and
+     * a slash.
+     *
+     * @see https://developer.mozilla.org/en-US/docs/Glossary/Void_element
+     *
+     * Of these, only `<br>` is generated by Mermaid in place of `\n`,
+     * but _any_ "malformed" tag will break the SVG rendering entirely.
+     */
+    const RE_VOID_ELEMENT =
+      /<\s*(area|base|br|col|embed|hr|img|input|link|meta|param|source|track|wbr)\s*([^>]*?)\s*>/gi;
+
+    /**
+     * Ensure a void element is closed with a slash, preserving any attributes.
+     */
+    function replaceVoidElement(match, tag, rest) {
+      rest = rest.trim();
+      if (!rest.endsWith('/')) {
+        rest = `${rest} /`;
+      }
+      return `<${tag} ${rest}>`;
+    }
+
     void Promise.all([...diagrams].map(renderOneMarmaid));
   });
 </script>
diff --git a/dev/notebook-hello/index.html b/dev/notebook-hello/index.html
index 028d310..afb4f85 100644
--- a/dev/notebook-hello/index.html
+++ b/dev/notebook-hello/index.html
@@ -1,5 +1,5 @@
 <!DOCTYPE html>
-<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>- · XM_40017</title><meta name="title" content="- · XM_40017"/><meta property="og:title" content="- · XM_40017"/><meta property="twitter:title" content="- · XM_40017"/><meta name="description" content="Documentation for XM_40017."/><meta property="og:description" content="Documentation for XM_40017."/><meta property="twitter:description" content="Documentation for XM_40017."/><meta property="og:url" content="https://fverdugo.github.io/XM_40017/notebook-hello/"/><meta property="twitter:url" content="https://fverdugo.github.io/XM_40017/notebook-hello/"/><link rel="canonical" href="https://fverdugo.github.io/XM_40017/notebook-hello/"/><script data-outdated-warner src="../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link 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     <header class="admonition-header">Tip</header>
     <div class="admonition-body">
         <ul>
@@ -14,4 +14,4 @@
     var myIframe = document.getElementById("notebook");
     iFrameResize({log:true}, myIframe);	
 });
-</script></article><nav class="docs-footer"><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="auto">Automatic (OS)</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.1.1 on <span class="colophon-date" title="Monday 16 October 2023 12:03">Monday 16 October 2023</span>. Using Julia version 1.9.3.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+</script></article><nav class="docs-footer"><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.5.0 on <span class="colophon-date" title="Monday 19 August 2024 14:06">Monday 19 August 2024</span>. Using Julia version 1.10.4.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
diff --git a/dev/notebook-hello_src/index.html b/dev/notebook-hello_src/index.html
index b68e9f5..8372f8c 100644
--- a/dev/notebook-hello_src/index.html
+++ b/dev/notebook-hello_src/index.html
@@ -7333,11 +7333,12 @@ a.anchor-link {
     if (!diagrams.length) {
       return;
     }
-    const mermaid = (await import("https://cdnjs.cloudflare.com/ajax/libs/mermaid/10.5.0/mermaid.esm.min.mjs")).default;
+    const mermaid = (await import("https://cdnjs.cloudflare.com/ajax/libs/mermaid/10.7.0/mermaid.esm.min.mjs")).default;
     const parser = new DOMParser();
 
     mermaid.initialize({
       maxTextSize: 100000,
+      maxEdges: 100000,
       startOnLoad: false,
       fontFamily: window
         .getComputedStyle(document.body)
@@ -7408,7 +7409,8 @@ a.anchor-link {
       let results = null;
       let output = null;
       try {
-        const { svg } = await mermaid.render(id, raw, el);
+        let { svg } = await mermaid.render(id, raw, el);
+        svg = cleanMermaidSvg(svg);
         results = makeMermaidImage(svg);
         output = document.createElement("figure");
         results.map(output.appendChild, output);
@@ -7423,6 +7425,38 @@ a.anchor-link {
       parent.appendChild(output);
     }
 
+
+    /**
+     * Post-process to ensure mermaid diagrams contain only valid SVG and XHTML.
+     */
+    function cleanMermaidSvg(svg) {
+      return svg.replace(RE_VOID_ELEMENT, replaceVoidElement);
+    }
+
+
+    /**
+     * A regular expression for all void elements, which may include attributes and
+     * a slash.
+     *
+     * @see https://developer.mozilla.org/en-US/docs/Glossary/Void_element
+     *
+     * Of these, only `<br>` is generated by Mermaid in place of `\n`,
+     * but _any_ "malformed" tag will break the SVG rendering entirely.
+     */
+    const RE_VOID_ELEMENT =
+      /<\s*(area|base|br|col|embed|hr|img|input|link|meta|param|source|track|wbr)\s*([^>]*?)\s*>/gi;
+
+    /**
+     * Ensure a void element is closed with a slash, preserving any attributes.
+     */
+    function replaceVoidElement(match, tag, rest) {
+      rest = rest.trim();
+      if (!rest.endsWith('/')) {
+        rest = `${rest} /`;
+      }
+      return `<${tag} ${rest}>`;
+    }
+
     void Promise.all([...diagrams].map(renderOneMarmaid));
   });
 </script>
diff --git a/dev/objects.inv b/dev/objects.inv
new file mode 100644
index 0000000..09dc821
Binary files /dev/null and b/dev/objects.inv differ
diff --git a/dev/pdes.ipynb b/dev/pdes.ipynb
index 197440d..ad0144e 100644
--- a/dev/pdes.ipynb
+++ b/dev/pdes.ipynb
@@ -28,6 +28,38 @@
     "- Distributed sparse matrix-vector product"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "a343cca6",
+   "metadata": {},
+   "source": [
+    "<div class=\"alert alert-block alert-info\">\n",
+    "<b>Note:</b> Do not forget to execute the cell below before starting this notebook! \n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "821ac5e2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "using Printf\n",
+    "function answer_checker(answer,solution)\n",
+    "    if answer == solution\n",
+    "        \"🥳 Well done! \"\n",
+    "    else\n",
+    "        \"It's not correct. Keep trying! 💪\"\n",
+    "    end |> println\n",
+    "end\n",
+    "pdes_check_0(answer)=answer_checker(answer,\"f\")\n",
+    "pdes_check_1(answer)=answer_checker(answer, \"b\")\n",
+    "pdes_check_2(answer)=answer_checker(answer, \"c\")\n",
+    "pdes_check_3(answer)=answer_checker(answer, \"d\")\n",
+    "pdes_check_4(answer)=answer_checker(answer, \"a\")"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "da4d45cd",
@@ -35,7 +67,7 @@
    "source": [
     "## Mini project\n",
     "\n",
-    "- Simulating the temperature distribution in a closed room"
+    "For the demonstration of different numberical methods we will use the example project of simulating the temperature distribution in a closed room. "
    ]
   },
   {
@@ -45,9 +77,9 @@
    "source": [
     "### Problem statement\n",
     "\n",
-    "- Given the temperature at the boundary of a room (walls, window, heater)\n",
-    "- Predict the temperature at any point of the room\n",
-    "- Compute it in parallel"
+    "Given the temperature at the boundary of a room, predict the temperature at any point in the room. The illustration below shows the temperature at different intervals of the room boundary (including a window and a heater). \n",
+    "\n",
+    "We will discuss the serial implementation first and learn how to compute it in parallel afterwards."
    ]
   },
   {
@@ -72,7 +104,10 @@
    "source": [
     "### Laplace equation\n",
     "\n",
-    "$\\dfrac{\\partial^2 u(x,y)}{\\partial x^2} + \\dfrac{\\partial^2 u(x,y)}{\\partial y^2} = 0$\n"
+    "Assuming that the room is isolated, it can be shown that the temperature in the room can be described using the [Laplace equation](https://en.wikipedia.org/wiki/Laplace%27s_equation)\n",
+    "\n",
+    "\n",
+    "$$\\dfrac{\\partial^2 u(x,y)}{\\partial x^2} + \\dfrac{\\partial^2 u(x,y)}{\\partial y^2} = 0.$$\n"
    ]
   },
   {
@@ -132,13 +167,15 @@
    "source": [
     "### Numerical methods for PDEs\n",
     "\n",
+    "There are several methods for solving PDEs: \n",
+    "\n",
     "- Finite difference method (FDM)\n",
     "- Finite element method (FEM)\n",
     "- Finite volume method (FVM)\n",
     "- Boundary element method (BEM)\n",
     "- Meshfree methods\n",
     "\n",
-    "Main idea: Transform a PDE into a system of algebraic equations.\n"
+    "All of them follow the same main idea: to transform a PDE into a system of linear equations. The problem is first discretized into a computational mesh. The solution to the PDE at any point of the mesh is then given by the solution for vector x. \n"
    ]
   },
   {
@@ -164,8 +201,7 @@
    "source": [
     "### Finite Difference method\n",
     "\n",
-    " - Pro: Easy to implement and computationally efficient\n",
-    " - Con: Difficult to handle complex geometries\n"
+    "To solve the temperature distribution in the room, we choose the Finite Difference method. The advantage of this method is that it is easy to implement and computationally efficient. On the other hand, it is not suitable for more complex geometries. "
    ]
   },
   {
@@ -188,9 +224,9 @@
    "id": "54a8f290",
    "metadata": {},
    "source": [
-    "- Goal: Compute the temperature at each grid point\n",
-    "- The (unknown) values can be stored in a computer using an array\n",
-    "- `u[i,j]` is the temperature at point $(i,j)$"
+    "With the finite difference method, we first model the room as a grid, which can be stored using an array. Each entry of the matrix `u[i,j]` represents the temperature in the room at point $(i,j)$. The goal is now to compute the temperature at each grid point. \n",
+    "\n",
+    "Let's set up the grid matrix for our problem."
    ]
   },
   {
@@ -261,7 +297,9 @@
    "id": "53231e30",
    "metadata": {},
    "source": [
-    "### Data Visualization"
+    "### Data Visualization\n",
+    "\n",
+    "To illustrate the solution, we also write a visualization function that plots the temperature of the room as a heatmap. "
    ]
   },
   {
@@ -307,31 +345,20 @@
   },
   {
    "cell_type": "markdown",
-   "id": "8e683fe1",
+   "id": "7f7a0f7f",
    "metadata": {},
    "source": [
     "### How to find the temperature at the interior points?\n",
     "\n",
-    "- We have an unknown for each interior point\n",
-    "- We need an equation for each unknown\n",
-    "- How to define these equations?\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "7f7a0f7f",
-   "metadata": {},
-   "source": [
-    "### Finite Difference stencil\n",
+    "To set up a system of linear equations, we have to find one equation for each unknown value in the grid. The Laplace equation can be approximated by the following linear equation:\n",
     "\n",
+    "$$\\dfrac{\\partial^2 u}{\\partial x^2} + \\dfrac{\\partial^2 u}{\\partial y^2} = 0 $$\n",
     "\n",
+    "$$\\downarrow$$\n",
     "\n",
-    "$\\dfrac{\\partial^2 u}{\\partial x^2} + \\dfrac{\\partial^2 u}{\\partial y^2} = 0 $\n",
+    "$$u_{i-1,j} + u_{i+1,j} + u_{i,j-1} + u_{i,j+1} - 4u_{i,j} = 0.$$\n",
     "\n",
-    "$\\downarrow$\n",
-    "\n",
-    "$u_{i-1,j} + u_{i+1,j} + u_{i,j-1} + u_{i,j+1} - 4u_{i,j} = 0$\n",
-    "\n"
+    "This approximation computes the value at point $(i,j)$ by combining the values of its neighbors. \n"
    ]
   },
   {
@@ -352,15 +379,44 @@
   },
   {
    "cell_type": "markdown",
-   "id": "2a380c04",
+   "id": "406f9436",
    "metadata": {},
    "source": [
     "### System of linear equations\n",
     " \n",
-    " - At each interior point we have an equation\n",
-    " - All these equations can be arranged in array form\n",
+    "We can now obtain this kind of equation for every unknown point in the grid (= all the interior points). All these equations can be arranged in array form\n",
     " \n",
-    "$Ax=b$"
+    "$$Ax=b.$$\n",
+    "\n",
+    "<div class=\"alert alert-block alert-success\">\n",
+    "<b>Question:</b> For a grid of size NxN, how many rows does matrix A have? \n",
+    "</div>\n",
+    "\n",
+    "    a) N\n",
+    "    b) N²\n",
+    "    c) N-1\n",
+    "    d) (N-1)x(N-1)\n",
+    "    e) N-2\n",
+    "    f) (N-2)x(N-2)\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "b52c8b2f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "answer=\"x\" # Replace x with a,b,c,d,e, or f\n",
+    "pdes_check_0(answer)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2a380c04",
+   "metadata": {},
+   "source": [
+    "Next we create the matrix $A$: "
    ]
   },
   {
@@ -421,6 +477,16 @@
     "A"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "1f4c98fd",
+   "metadata": {},
+   "source": [
+    "We created the matrix $A$ of the system of linear equations $Ax=b$ for a grid size $N=5$. For a grid of this size, we need 9 linear equations since there are 9 interior points. Note that we are using two types of numeration: one that defines the coordinates in the grid, e.g. $(2,3)$. The other numeration simply enumerates the interior values row-wise (1,2,...,9). The latter numeration is used to construct the matrix $A$. \n",
+    "\n",
+    "For any grid size, the equations matrix will only contain up to 5 nonzero values per row. Therefore, it is useful to store it as a sparse array which only stores the nonzero values under the hood. This is essential for the implementation because a lot of memory can be saved in this way. "
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "7e521df4",
@@ -453,8 +519,40 @@
     "\n",
     "Two possible solution methods have already been discussed in the course:\n",
     "\n",
-    "- Jacobi\n",
-    "- Gaussian elimination"
+    "- Jacobi method\n",
+    "- Gaussian elimination\n",
+    "\n",
+    "To determine wether any of these methods are useful solvers for our problem, we analyze if they are _algorithmically scalable_. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f29c756a",
+   "metadata": {},
+   "source": [
+    "### Algorithmically scalable solver\n",
+    "\n",
+    "A computation method is an _algorithmically scalable_ solver if the total cost scales at most linearly with respect to the total problem size.\n",
+    "\n",
+    "<div class=\"alert alert-block alert-success\">\n",
+    "<b>Question:</b>  Let $R$ be our problem size, the number of rows in our matrix $A$. Because we have $N$ points in each dimension of the grid, $R=O(N^2)$. What is the complexity of the Jacobi method and Gaussian elimination with respect to the problem size $R$?\n",
+    "</div>\n",
+    "\n",
+    "    a) Jacobi: O(N^2) = O(R) per iteration, GE: O(N^3) = O(R*sqrt(R))\n",
+    "    b) Jacobi: O(N^2) = O(R) per iteration, GE: O(R^3)\n",
+    "    c) Jacobi: O(R^2) per iteration, GE: O(R^3)\n",
+    "    d) Jacobi: O(N^2) = O(R) per iteration, GE: O(R) "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0244f525",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "answer=\"x\" # Replace x with a,b,c or d\n",
+    "pdes_check_1(answer)"
    ]
   },
   {
@@ -462,22 +560,7 @@
    "id": "638b0ecc",
    "metadata": {},
    "source": [
-    "### Algorithmically scalable solver\n",
-    "\n",
-    "- If the total cost scales at most linearly with respect to the total problem size\n",
-    "\n",
-    "<div class=\"alert alert-block alert-success\">\n",
-    "<b>Question:</b>  Are Gaussian elimination and Jacobi algorithmically scalable?\n",
-    "</div>\n",
-    "\n",
-    "- Answer: NO.\n",
-    "\n",
-    "- Problem size is R = O(N^2)\n",
-    "\n",
-    "- Gaussian Elimination: O(R^3) (more than linear)\n",
-    "\n",
-    "- Jacobi: O(N^2) = O(R) per iteration. Linear per iteration, but how many iterations?\n",
-    "\n"
+    "To conclude, we find that none of the two solvers are algorithmically scalable. The Jacobi method scales linearly with respect to the problem size per iteration. However, the number of iterations might increase with the problem size, as we will demonstrate in the next section."
    ]
   },
   {
@@ -485,7 +568,9 @@
    "id": "4ca3d718",
    "metadata": {},
    "source": [
-    "### Complexity of Jacobi method\n"
+    "### Complexity of Jacobi method\n",
+    "\n",
+    "Next we implement the Jacobi method to solve the PDE. In addition to using a fixed maximum number of iterations, we introduce a relative tolerance threshold. The iterations stop when the relative error in an iteration subceeds this threshold."
    ]
   },
   {
@@ -518,6 +603,14 @@
     "end"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "a3b1b69d",
+   "metadata": {},
+   "source": [
+    "Run the following code cell several times with different values for $N$. For instance, $N=10$, $N=20$, $N=40$. Compare the number of iterations that are needed to converge for each problem size."
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -525,7 +618,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "N = 40\n",
+    "N = 10\n",
     "u = zeros(N,N)\n",
     "fill_boundary!(u)\n",
     "u, iter = jacobi!(u,reltol=1.0e-5,maxiters=1000000)\n",
@@ -538,7 +631,8 @@
    "id": "791691b8",
    "metadata": {},
    "source": [
-    "### Convergence analysis"
+    "### Convergence analysis\n",
+    "We can observe that the number of iterations scales with the problem size. In the next step, we plot the number of iterations needed for convergence against the problem size. "
    ]
   },
   {
@@ -576,9 +670,7 @@
    "id": "4886157c",
    "metadata": {},
    "source": [
-    "- The number of iterations to achieve a relative error of $10^{-s}$ increases as $O(s N^2)$\n",
-    "- Remember: The cost per iteration is $O(N^2)$\n",
-    "- Total cost is $O(N^4) = O((N^2)^2) $"
+    "It can be analytically proven that the number of iterations to achieve a relative error of $10^{-s}$ increases as $O(s N^2)$. Recall: The cost per iteration of the Jacobi method is $O(N^2) = O(R)$. Treating $s$ as a constant, the total cost of the Jacobi method will be $O((N^2)^2) = O(R^2) = O(N^4)$.\n"
    ]
   },
   {
@@ -588,7 +680,7 @@
    "source": [
     "### Complexity of some solvers\n",
     "\n",
-    "Work to solve a Laplace equation on a regular mesh of $S$ points ($S=N^d$)"
+    "There exist several methods to solve a Laplace equation on a regular mesh of $S$ points ($S=N^d$). The following table compares the scalability of these solvers for different numbers of mesh dimensions."
    ]
   },
   {
@@ -608,25 +700,27 @@
    "id": "d24408b4",
    "metadata": {},
    "source": [
-    "### Conjugate gradient method\n",
+    "## Conjugate gradient method\n",
     "\n",
-    "- Idea: Transform the problem into an optimization problem\n",
+    "In this section, we will discuss the [Conjugate Gradient Method](https://en.wikipedia.org/wiki/Conjugate_gradient_method). Combined with the multi grid method, it achieves the best scalability for solving Laplace equations.\n",
     "\n",
-    "$A x = b$\n",
     "\n",
-    "equivalent to \n",
+    "The idea of the conjugate gradient method is to transform the problem into an optimization problem of the form\n",
     "\n",
-    "$ x = \\text{arg }\\min_{y} f(y)$ with $ f(y)= \\frac{1}{2}( y^\\mathrm{T}Ay - y^\\mathrm{T} b )$\n",
+    "$$ x = \\text{arg }\\min_{y} f(y)$$ \n",
     "\n",
-    "- We can use some sort of gradient descent to solve it\n",
+    "<p style=\"text-align:center\">with</p> \n",
+    "\n",
+    "$$ f(y)= \\frac{1}{2}( y^\\mathrm{T}Ay - y^\\mathrm{T} b ).$$\n",
+    "\n",
+    "Thus, the goal is to find vector $x$, the minimum of function $f(y)$. This vector is equivalent to the solution of the system of linear equations, $A x = b$.  \n",
+    "\n",
+    "The conjugate gradient method is a gradient descent algorithm optimized for symmetic ($A^\\mathrm{T}=A$) positive-definite ($y^\\mathrm{T}Ay > 0$) matrices. The algorithm is applicable to our problem since the matrix $A$ is both symmetric and positive-definite.\n",
     "\n",
-    "- The [Conjugate Gradient Method](https://en.wikipedia.org/wiki/Conjugate_gradient_method) is a gradient descent algorithm optimized for symmetic ($A^\\mathrm{T}=A$) positive-definite ($y^\\mathrm{T}Ay > 0$) matrices\n",
-    "- It is applicable to our problem\n",
-    "- It is a type of Krylov subspace method\n",
     "\n",
     "### Top 10 algorithms of the 20th century\n",
     "\n",
-    "According to IEEE Computer Society\n",
+    "The conjugate gradient method is a type of Krylov subspace method, which is listed by the IEEE Computer Society as one of the top 10 algorithms of the past century:\n",
     "\n",
     "- Metropolis Algorithm for Monte Carlo\n",
     "- Simplex Method for Linear Programming\n",
@@ -641,10 +735,20 @@
     "\n"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "a9f516e6",
+   "metadata": {},
+   "source": [
+    "### Convergence analysis\n",
+    "\n",
+    "For the following convergence analysis, we will use the implementation of the conjugate gradient method from the `IterativeSolvers` package."
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "cb4068bb",
+   "id": "9f8dbf39",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -660,24 +764,6 @@
     "visualize(u)"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "id": "a9f516e6",
-   "metadata": {},
-   "source": [
-    "### Convergence analysis"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "100f1b77",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "#plt = plot(xlabel=\"N^2\",ylabel=\"Iterations\");"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -700,6 +786,14 @@
     "plt"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "5396554c",
+   "metadata": {},
+   "source": [
+    "The number of iterations needed to converge is much lower with the conjugate gradient method than with the Jacobi method. However, the number of iterations still increases with the problem size, so there is still room for improvement. "
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "92bfd7d7",
@@ -707,11 +801,10 @@
    "source": [
     "### Number of iterations\n",
     "\n",
+    "It can be shown that the number of iterations to achieve a relative error of $10^{-s}$ increases as $O(s \\sqrt{\\kappa(A)})$. As a reminder, the condition number of A $\\kappa(A)$ is ratio between the largest and smallest eigenvalues of A: \n",
+    "$$\\kappa(A)=\\dfrac{\\lambda_{max}(A)}{\\lambda_{min}(A)}$$\n",
     "\n",
-    "- The number of iterations to achieve a relative error of $10^{-s}$ increases as $O(s \\sqrt{\\kappa(A)})$\n",
-    "- $\\kappa(A)=\\dfrac{\\lambda_{max}(A)}{\\lambda_{min}(A)}$ is the condition number of A (ratio between the largest and smallest eigenvalues)\n",
-    "- In our example,  $\\kappa(A) = O(N^2)$\n",
-    "- Thus, the iterations number scales as $O(s N)$\n"
+    "It can also be shown that in our example $\\kappa(A) = O(N^2)$. Thus, the number of iterations scales as $O(s N)$ for the conjugate gradient method. Remember that the number of iterations scales as $O(sN^2)$ for the Jacobi method.\n"
    ]
   },
   {
@@ -721,7 +814,7 @@
    "source": [
     "### Goal\n",
     "\n",
-    "- Find an iterative method whose number of iterations is independent of problem size"
+    "The conjugate gradient method provides some improvement to the Jacobi method, since the number of iterations increases more slowly with the problem size. However, the ultimate goal is to find an iterative method whose number of iterations is _independent_ of the problem size."
    ]
   },
   {
@@ -731,31 +824,25 @@
    "source": [
     "### Preconditioner\n",
     "\n",
-    "A linear function $M$ such that\n",
+    "To achieve this goal, we will apply a [preconditioner](https://en.wikipedia.org/wiki/Preconditioner) to transform the original problem into a format that is easier to solve. \n",
     "\n",
-    "$M(b) \\approx x$ with $Ax=b$ for any $b$\n",
+    "A preconditioner is simply a linear function $M$ such that \n",
+    "$$M(b) \\approx x, \\text{ with } Ax=b \\text{ for any }  b.$$ \n",
     "\n",
-    "$\\downarrow$\n",
+    "Once we have found such a function $M(b)$, we can solve the _preconditioned problem_ $(MA)x = Mb$, which is equivalent to $Ax=b$.\n",
     "\n",
-    "$ M(b) \\approx A^{-1}b $\n",
+    "The way that preconditioning affects the number of iterations is that it reduces the condition number of $A$: \n",
     "\n",
-    "$\\downarrow$\n",
+    "$$ \\begin{align}\n",
+    "&M(b) \\approx x, \\text{ with } Ax=b \\text{ for any }  b \\\\\n",
+    "&\\rightarrow M(b) \\approx A^{-1}b \\\\\n",
+    "&\\rightarrow M \\approx A^{-1} \\\\\n",
+    "&\\rightarrow M A \\approx I \\text{ (Identity matrix)} \\\\\n",
+    "&\\rightarrow \\kappa (MA) \\approx 1 \\\\\n",
+    "\\end{align}$$\n",
     "\n",
-    "$ M \\approx A^{-1}$\n",
+    "Recall that the number of iterations to achieve a relative error of $10^{-s}$ is $O(s\\sqrt{\\kappa (A)})$. With $\\kappa (MA) \\approx 1$, the number of iterations will scale as $O(s)$. Thus, the number of iterations will be independent of the problem size for the preconditioned problem. \n",
     "\n",
-    "$\\downarrow$\n",
-    "\n",
-    "$ M A \\approx I$ (Identity matrix)\n",
-    "\n",
-    "$\\downarrow$\n",
-    "\n",
-    "$\\kappa (MA) \\approx 1$\n",
-    "\n",
-    "$\\downarrow$\n",
-    "\n",
-    "Conjugate gradients will be fast when solving\n",
-    "\n",
-    "$(MA)x = Mb \\Longleftrightarrow  Ax=b$\n",
     "\n"
    ]
   },
@@ -766,9 +853,12 @@
    "source": [
     "### How to build a preconditioner  ?\n",
     "\n",
-    "- $M=A^{-1}$ (exact preconditioner, but as costly as solving the original problem)\n",
-    "- $M=I$ (no extra work, but slow convergence)\n",
-    "- We need a trade-off (maths + computer science problem)\n"
+    "Many ways of building a preconditioner can be found in the literature. The solutions range between two extremes: \n",
+    "\n",
+    "1. $M=A^{-1}$. This is the exact preconditioner. The CG method will converge in just one iteration. However, it is exactly as costly to compute the matrix $M$ as it is to find the solution to the original problem. \n",
+    "2. $M=I$. This is the other extreme where we do no extra work to find the matrix $M$. The preconditioned problem is identical to the original problem.\n",
+    "\n",
+    "The solution is to find a good trade-off such that we get a matrix $M$ that is accurate enough to approximate the original problem but also cheap enough to be computed quickly. "
    ]
   },
   {
@@ -776,7 +866,9 @@
    "id": "4338ee30",
    "metadata": {},
    "source": [
-    "### Jacobi Preconditioner"
+    "### Jacobi Preconditioner\n",
+    "\n",
+    "Next we use the Jacobi method to construct a preconditioner for the CG method. The matrix $M$ is simply computed as the grid values after a certain number of iterations with the Jacobi method. In order for $M$ to be linear, we set a fixed maximum number of iterations in the `jacobi!` function and disable the relative error stopping criterion."
    ]
   },
   {
@@ -805,6 +897,14 @@
     "end"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "46b3883d",
+   "metadata": {},
+   "source": [
+    "Run the following cell for different values of `niters`. The larger the value of `niters`, the more matrix $M$ resembles the exact solution. The fewer iterations we use, the less accurate the approximation."
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -816,8 +916,10 @@
     "u = zeros(N,N)\n",
     "fill_boundary!(u)\n",
     "A,b = generate_system_sparse(u)\n",
-    "M = jacobi_prec(N,niters=10)\n",
+    "# Generate preconditioner\n",
+    "M = jacobi_prec(N,niters=1000)\n",
     "x = zeros(size(b))\n",
+    "# Compute solution as x=b/M\n",
     "ldiv!(x,M,b)\n",
     "u[2:end-1,2:end-1] = x\n",
     "visualize(u)"
@@ -839,6 +941,7 @@
     "    A,b = generate_system_sparse(u)\n",
     "    M = jacobi_prec(N,niters=100)\n",
     "    x = zeros(length(b))\n",
+    "    # Provide preconditioner to conjugate gradient method\n",
     "    _,ch = cg!(x, A, b, Pl=M, reltol=reltol,log=true)\n",
     "    iters[i] = ch.iters\n",
     "end\n",
@@ -846,12 +949,22 @@
     "plt"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "26f7e342",
+   "metadata": {},
+   "source": [
+    "Observe that the Jacobi preconditioner achieves that the CG method needs fewer iterations. However, the number of iterations still increases with the problem size. "
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "43fb5082",
    "metadata": {},
    "source": [
-    "### How can we improve the Jacobi method?"
+    "### How can we improve the Jacobi method?\n",
+    "\n",
+    "We can optimize the Jacobi method to obtain a better preconditioner for the CG method. Run the following code cell again with a grid size of $N=10$ and $N=100$. "
    ]
   },
   {
@@ -861,7 +974,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "N = 10\n",
+    "N = 100\n",
     "u = zeros(N,N)\n",
     "fill_boundary!(u)\n",
     "A,b = generate_system_sparse(u)\n",
@@ -872,12 +985,24 @@
     "visualize(u)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "bf76a64b",
+   "metadata": {},
+   "source": [
+    "The main reason that the preconditioner performs badly for larger problem sizes is that it takes more time to update the interior values of the grid. The larger the grid, the longer the Jacobi method needs to propagate the values from the outer boundary to the interior of the grid. "
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "c04df158",
    "metadata": {},
    "source": [
-    "### Multi-grid method\n"
+    "### Multi-grid method\n",
+    "\n",
+    "The [multi-grid method](https://en.wikipedia.org/wiki/Multigrid_method) is the second building block of the fast solver for our Laplace equation. \n",
+    "\n",
+    "The multi-grid method achieves a faster convergence of the Jacobi method by starting to solve the coarse problem first and then stepwise increasing the grid resolution. On each resolution level, a few steps of the Jacobi method are performed (only 2 steps per level in this example). Next, the resolution of the grid is increased and the Jacobi method is run again. This process is repeated until we reach the desired grid size. Since the Jacobi method converges after a few iterations on very small grids, the values are propagated to the center much more quickly than without using the multi-grid method."
    ]
   },
   {
@@ -933,7 +1058,9 @@
    "id": "6122ac8b",
    "metadata": {},
    "source": [
-    "### Multi-grid preconditioner"
+    "### Multi-grid preconditioner\n",
+    "\n",
+    "Let's see what happens when we use the CG method in combination with a multi-grid preconditioner. In the following code cell, we use a multi-grid preconditioner from the package `Preconditioners`."
    ]
   },
   {
@@ -962,14 +1089,10 @@
   },
   {
    "cell_type": "markdown",
-   "id": "ab13519f",
+   "id": "63c406e0",
    "metadata": {},
    "source": [
-    "### Number of iterations\n",
-    "\n",
-    "\n",
-    "- The number of iterations to achieve a relative error of $10^{-s}$ increases as $O(s)$\n",
-    "- The cost of each iteration is proportional to the number of grid points\n"
+    "The number of iterations is now constant for different problem sizes. Thus, we have finally achieved an algorithmically scalable solver by combining the conjugate gradient method and the multi-grid method!"
    ]
   },
   {
@@ -979,7 +1102,7 @@
    "source": [
     "### High-performance conjugate gradient (HPCG) benchmark\n",
     "\n",
-    "- Alternative to HPL benchmark to rank the [top 500](https://www.top500.org/) computers\n"
+    "The HPCG benchmark is an alternative to the HPL benchmark to rank the [top 500](https://www.top500.org/) computers. It is based on the CG + multigrid method, whereas the HPL benchmark is a Gaussian elimination type of algorithm. The HPCG was introduced because the CG + multigrid method is more commonly run on supercomputers than Gaussian elimination. While HPL gives a good indication of the peak performance, the HPCG benchmark is orders of magnitude below the peak performance. \n"
    ]
   },
   {
@@ -1003,7 +1126,8 @@
    "id": "b30f96ad",
    "metadata": {},
    "source": [
-    "## Parallel implementation"
+    "## Parallel implementation\n",
+    "In this section, we will discuss the parallel implementation of the CG method. "
    ]
   },
   {
@@ -1011,7 +1135,8 @@
    "id": "b5eadafc",
    "metadata": {},
    "source": [
-    "### Conjugate gradient method"
+    "### Implementation of conjugate gradient method\n",
+    "First, let's analyze how to parallelize the individual parts of the serial implementation of the CG method."
    ]
   },
   {
@@ -1051,11 +1176,13 @@
    "id": "e0bb3512",
    "metadata": {},
    "source": [
-    "The phases that are not trivially parallel are\n",
+    "The algorithm performs matrix multiplications and additions which are trivially parallelizable. The phases that are not trivially parallelizable are\n",
     "\n",
-    "- Dot products\n",
-    "- Sparse matrix-vector products\n",
-    "- Preconditioners"
+    "   - Dot products\n",
+    "   - Sparse matrix-vector products\n",
+    "   - Preconditioners\n",
+    "   \n",
+    "If we find parallel implementations for these parts, we get a complete parallel implementation for the CG method. "
    ]
   },
   {
@@ -1065,8 +1192,10 @@
    "source": [
     "### Dot product\n",
     "\n",
+    "The dot product is defined as \n",
+    "$$\\text{dot}(a,b)=  \\sum_i a_i b_i$$. \n",
     "\n",
-    "$\\text{dot}(a,b)=  \\sum_i a_i b_i$\n"
+    "Imagine we have our data distributed on two CPUs as in the picture below. How can we implement the dot product computation in parallel? "
    ]
   },
   {
@@ -1080,31 +1209,58 @@
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img 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\" 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+    "<img 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Pf/8SbYrcUTJqBd/73vyD+Nm3qINqMHYp9fri4iIyCYtRQ2fBoYA0VmTqINkfKK7ANov92we67ZERERkwEnhHJhfdtJlmHX0TB8BbAOAoQG9REREZAMpYFJ++dmyjP7ZyolENyQDPBL79kRERGRASQOj88tL4tuMG6eyIzV8HPhB/sU22pge3zZFRERkIEoDw/LLawLH/i/13j6CyFDa+7VE2oCz8gNBiYiIiKyXBl4HtgY2Cxx7iy5eexO4G7iIBtMlHREREdlIGniZqDjZEdyCzaNifIA2Xs8vr8Z5g+1ZzFTL9bBW+yD3NSVupSbfXmO8ioiIbCLSGA/hTAS2ZDK7MYP5QSI7/2GmFZvxtrMVwEiiiQZLMSL/c3kvtyMiIiJVKkWOuwqen1ixTCIv53/uUrTlSb4FsGWn9URERGSAS7EdtwDPAmB8gXrfseS1631k0GycR/NL44vmUcsh65dNtySLiIhsKlJMtVacLxP199gcuJV6f1uPa53kQ6j3nwJnBM7nmvV5wXe6bVXvg3C+nn+2kjS3Bs5DREREKiSa5m6G3cRkvwjjXODtwBzq/SLgRhrs6fWt631XjGNwzgG2x/lm0Gxm2H1M8btwPgicxmQ3jAvW5zDVU7zAPsCFwDvza/2Ey+zVPm3vTN+BVv5v/XNjVEHX2knUe+HEgC/SYA/2aTsiIiJSso45eGfY15nsL2L8mKgvx4XAhdT7KqLbjUcBQwoO3i9hPBw8I+czOLdh7IdxKnAq9b4MWMZixmAbdJa9imXrB3XrvTb2p+NsDZ3u+flU/tH+3u3AkX3eloiIiJQkvcGzGfYLTvMbSfFl4GhgV6IB1IbmW7QCTwBX0cpv+Y11vktmGfAMADW09SmjBlvK2X4Aqzkdox6oIyqMRq3PwXmEFJcw3W7o0zbaOSvW51uM8VK/tiUiIiIlSW/0ykxbBJwDnMPpvg05xuBsBrzBahbye3ur22gNdjFwcb+zutTWAL8AfsFZviWtbI8xgjZeZxDPcbmt6Pc2ABrsNuC2ILFEREQkiI2Lk0LT7BXglfKk0o2oP0nf+pRIaep9GM7+pBhLjlHAUlI8w9t4jKnWWun0JA5u1PMOjN3IsS0p3gReZA0PM8ter3R2IpJsPRcnsmmr970xvo3zIYyhOB3zRTuwmNeo9xtIcz6X2/MVzFRCOcu3ZB3nAp8Gxq7f5+39rQazjnq/hxwXMtP+UbE8RSTRUpVOQCrgbK9lijcA/8b5CB19ijobDdTTynzq/avlS1BiMcU/wzqeBr4KjO2m1SDgMFL8ncl+c36wQxGRslJxkjT1PpI13IMzmY7zJMUMAS5isl/JVNd3ZiCq9/Nwfk80PURpjGMYzMO9GphRRCQAHWiS5HivAf4AvLtP6xufZTE/DJqTxG+yn0JPgxr2bA/gVk70Uue7EhHpNxUnSTKKL9L/sVrOZbIfGCIdKYMpvhvGtH5GeTtD+XGQfERESqDiJCmivgMhRvQ14CLwUi8JSWWdT9SPpL+mcKqPDxBHRKQoFSdJUcvHiTq49p+xH/W8I0gsic9ZviXOcYGiDaKGkwPFEhHpkYqTpHA+HDSecUzQeBLeWo4m7HABxwaMJSLSLRUnybFn4HiTAseT0Cz4Pp9AvYe4RCQi0iMVJ4ngBowJG7LbcTKkWjjbBo6YIh08pojIRlScJII59HEixu6FjiehWQz7qBVNZyAisVNxkhyhZ1V+IXA8Ce/FwPHaWFbhubZEJBFUnCTH40GjOU8EjSfheeB9Dv/hetMZMxGJnYqTpHBuCRzv5qDxJDzjDmBtwIja5yJSFipOkmIENwChZha+h5nWEiiWxKXB3gB+FyjaKnL8NlAsEZEeqThJip/bKozvB4jURoovB4gj5ZBiKrAiQKSfMtMWBYgjIlKUipMkmW5XAFf1M8pXmGbqbzJQTLMXcD4L5PoR5UGWcX6olEREilFxkjRrmdzn/ifGBTTYJYEzkrjNsJswzoI+3Qb8LwZxLNdbyL4rIiI9UnGSNLNsNdtxHM73gNUlrrUE41NMtxATB0olTLdpGB8CFpa4RivwK2o5hMvs1fgSExHZmIqTJJpqOWbYeaTZHfgV3Y9Z0ozzPWoZz3T7YxkzlDhMt79TywScLwL/BryLVksxZmG8nQY7m0ttTZmzFBEJOimYDDSX2/PA2eBfoJ49cLbHGIXxMs5CGux/lU5RAouKjV8Av+BM35ZWxmNsQ45V1PA8r9KisUxEpNJUnAhgTgNzgbmVzkTK6HJ7ifAjB4uI9Jsu64iIiEhVUXEiIiIiVUXFiYiIiFQVFSciIiJSVVSciIiISFVRcSIiIiJVRcWJiIiIVBUVJyIiIlJVVJyIiIhIVVFxIiIiIlVFxYmIiIhUFRUnIiIiUlVUnIiIiEhVUXEiIiIiVUXFiYiIiFQVFSciIiJSVVSciIiISFVRcSIiIiJVRcWJiIiIVJV0pROQCjvVR5PiSFIcQo7tMEbhvILxHMYdDONufm6rKp2mBDTV07zIgThHAbvijAFWYiwCHgRupcFerGySIpJkKk6S6lQfTQ3fBM4ChuCA5d9r/+mcwVu8Sr3/kFou51JbU5FcJYypnmIxJ7KY84Ad179uG7T6DHAZ9X4lOb7HTFtU3iRFRHRZJ5km+17U8ATwZWBIkdZbAj9jDQ9R7zsWaSvV6hTfjMXcBMyisDDpWg1wCimameJHx56biEgnKk6SZrLvj/FPih+gOnsH8E9O9+1iyEridIpvRpr7gQ/3cs3NcG5iin8sjrRERLqj4iRJzvQdMP4EDOtjhO3JcRNne23ItCRObqS5CtirjwFqcK5ksvd1fRGRXlNxkiTruBAY088o72QNZ4ZIR8pgMsfR+zMmnQ3DmAZuxZuKiPSfipOkmOxZjBMCRfsW5/jQQLEkTsZ5gSK9iykcHiiWiEiPVJwkRVSYhNrfW7KSwwLFkrhM8bcDmWDxnE8EiyUi0gMVJ8nxoaDRcoHjSXjOBwNH1JkTESkLFSfJsXPQaKnA8SQ8D76PtuIU3yxwTBGRjag4SQQ3YHTYkGwdNJ7EYavgEWu130UkfipOEsEceCNw0NcCx5PQUiwLHnOV9ruIxE/FSXKEHYbcAseT8HLB99EKZtnrgWOKiGxExUly/D1otBx3B40n4dUE3udon4tIeag4SY4bA8ZaTZrbA8aTOGzLQ8DiYPGcPwWLJSLSAxUnSdFgDxLuL99L+LWF788gYU21HHB+oGjzMK4JFEvKawwwPf/4YoVzicNBRJ9tGjCqsqlUjSwd+/zECufSnWHA5UQ5bjRMQbrs6Ujl5PgyKR4G+jO663Os5cJQKUnsZmKcirNPP2LkcP4fM2xdsKyknEYC9fnlu4FLKphLaIOIDm67A3+GGDqBl24k8H/5Rx0df/z/DHi4zLnsQMc+N+D3AWNvQfQZ38WGn/MnwGO9iLMS2Az4DHAEsEf+NUDFSbLMtKeY7KdgXE30he2tt3COVafIAaTB1nGaH0uKR4G39SmG8U0a7K6wiUmC1NFxcLwH+GrA2GcRFSYOfDdg3FJtBvyC6EA9ga6vRlxX1oziMZKoqG3/nF0dP66md8UJwHnAJ4Dtib4X329/Q5d1kmaGXQOcQEGFWqLFpDiEGfZkDFlJnGbaImp4L9DUyzXbML7OdNOZMumP4cA++ccuAeNuSUdBciNQid9NmwMnE00TsSkfT7cATiIqNENOAPpfOgrXrwLbtb+xKf9jSnca7Hqc/YA7S2jdBswkx95Ms0djzkzi8mt7hlbeTXTqdXUJazyCc4AKE6liZ9PRx+SXlUyE6Pfkf4j6UHwWmFfZdGLTRlQEXkbUl+XpADHb991w4MvtL+qyTlLNsCbgcE73/WjjOIxDiE6tjQaWEH3p7qSNG7jCFlQyVQnkN7Yc+Bqn+CXUcDzGEcBuRJd73gQW4zyAczMzuSc/eJ9INUoDp+WXnwUerFAerwMfAB4Flhe8vql1PH4VeD/R51xR8PrXAsR+EmgEJgKfA74FrFJxknTR2RCdEUmS39hiouvkv6h0KhLUUGAcUSfR5+l/59DhRB0rh+dj/Q9o7WfMUI6i4xLAVUR9TvoiBexIdImoleggvBjIlbj+W4QeQypeaWAnostRL1P6UAMrgH/ElRTRPvwx0R/HJwCzdFlHRGRgGwdcQzSlRDPR5YWlwB1EfQR66xDgb0QFSQvwb6IzqUuBPxCdbevJ7fl12h+/6xT739089upFjpMLlnt7i/vORJeE7iI66D6b3/6TREXdy8CVRHePbCrSwHeIRgpfADwOvED0fTmFsP1I+qJwH04GXdYRERnI3kVUSHSeLToFfAh4LzClF/EupPtT9SOBTwEfy//sbmDHSUSXiLuyBXR7W/uIEnOsBQ7OLy8lKqB64xHocQLLrYj6jXwSOBOY2cv41SZFtK8+3MV7dcAVwAFERUqpZ4xCe47ozNyORN/pLVSciIgMTFsDf6GjMHmSqHPh08C2RH0yDgV+VWK8s9mwMLmW6DbYpURnG+qB/YHBRH/pvoeuLwlfwIbF0vbA5/PLjUSn8LuysMQ896NjrKZH6fslnf8Q3RTwONHZkiFEB8dDiQqw9jFUFsOAHhH7OKKOw0uAi4mKs2HAkUSFaw1RX4+5RJdWKuVhon//GuC9Kk5ERAamHxD9lQ9wH3AYsLbg/euJDq6TKW5r4EcFz89mw6LmfqJbPmcR3aWRBn5N12dBLu/0fF86ipP50O9BHA8qWO7L4GY3Eo0m+59u3p9BVIhNJzrr8AMGdnHSXpjsx4YF4O1E485cR3RZ5ztE+/el8qa33iPAx/PLB6rPiYjIwDMc+HR+OQeczoaFCURnFL5EdGAq5jN0XFZ5gK7PtuSIioxX88/3JjoFX26FfVP6csvuGXRfmLSbQTQGB0Sfc5s+bKeafIeuz0zdQHT2DaKzKZ/uok25FF6e20vFiYjIwHMgHcXEY0Sn5LuygugAVMyRBcu/6aHdm53iHdldwxgV9hd5LaZtOBuOdrpzTNsph7XAH3t4v/Ay2xEx59KTwn25jS7riIgMPHsXLBe7tPFPorMFpcYrNmbIg3R0st27p4YxKSxO+nu79BCiSfK2ZuNOxYXb2byf26mkJqKisjuF3593xJxLT14tWN5axYmIyMBTeDfMwiJtnyny/nA6Rlr1XsbboUjbOIwuWO7rPF+HEl3y+gCl3bU6pI/bqQbF9v8iYB1RB+BRRN+Ht+JOqguF+3JLFScJMGXKlEvcfXTxliVb09DQUEonO6mQyZMnf9rMPhgyZi6X++nMmTOfChlT+qzwL/nl3baK9PRXc+dYb1F8oLXCeCOLtI1D4YFzWC/XNaJZgrsawXU5G372YUS3LUN0B8lAVez7kSO6/NdeoI6kMsVJ4b5coeIkAdz9YxRMqBTAKkq7A0AqJJVKvdPdTwwZs6am5hpAxUl1aCtYLjaAVm8G2OrtYFyVmOJgCR19QHr7R9epdBQmq4lurb2G6OxC58lQp9G7MWKqVSn7tLBNW7et4rVlwfISFScJ4O7fT6VSna+n9se6gLEkBmZ2M9GgRiFjNoeMJ/1S+Ndwsf+3i/WXeKNgeRjR6f2e/h8vPFvyRret4lN499Goblt17dz8TweOJRoltjuVOCsUh2LfjxQbDoBX7ExbXAoLTRUnSTBjxowZlc5BymvatGn3AvdWOA2Jz8KC5WJ3kuxa5P2VRJ0RtyT6C3oXer5Fd3zB8vNFYsehcCbc3vR5GUtH7v+h58IEYPfeJFXFiu3/Henod/MS0ZnxStixYPlp3UosIjLwPFGwvH+RtgeUEO/xXrQvfP/xblt1WF2wvEUJ7Yu5r2B5v16st1XB8otF2o4F9uxF7GqWped/98LvzxPdtopf4Zg596s4EREZeO6n4+6Gven+QDoS+GgJ8f5csHxaD+1GdYr35+4aFlhasLwr/Z9k7gE6+rr0ZhC4wkthxSb1+xrVMfdc+2dtf/RmcsR2aaK5grrzuYLlW/oQPxQVJyIiA9waoqHGITrYNxDdAlqoBriM0vplXE1H/5H9gG900WYQ0cip7X0xHiOazbeYl4hmwAXYCTiphHV6soRojh6ILtNs1UPbQguJ5tCB6NLV57ppRjVFVwAAGsNJREFUdwrR8P2bkqnAhC5eP4lo2gOIBkG7tkz5dDYCmJhffh5YUA2VoYiI9N55wCeIJvl7FzCbaF6bBUSXJU4B3g28QvHh118l6iw6Lf/8R0QzGl+XX39XojMqb8+/v45oxt5SzQS+l1++gmi4/Xls2L/hJ/ncS/G7fHsj6thayszBTjQs/w/yz39DNNLuX4kKnnHA8cAHiW6tnZ1/v5g/seF8P7BhJ+RZRMVjoQOBOSXEDmEJ0YByjwCX5n8OBY4imrag3bfoedyYW4m+E4UKP+fv2bgj9XsobdboD9Nxpup3UB2nrUREpPeWAYcDdxN1Zt0D+EWnNq8R3Q57UwnxphMVOt8jOugfQdfDma8iKopKOWvS7kdEhc2x+dj7sXF/kd9TenEyi6jIGEI0EWEpxQlEkw6+m+hzpYCT849CK/MxD6O04mQEPZ+dGk7XZ7VKUXhW6C361gH5lvz2P0lUgHTlYjoK0+4U+5wjunit1M/ZXiS1EZ2dU3EiIjKAPUl0Ovx84GN0XHJZS/SX7teI/pq9O/96sQ6s3wfuBL5ONIpq4UH1ZaID3Q/p/W3qa4GPEBUGhxPdCTOSDY9BvRntdSnRrMsnAu8jOuuxsIT11hH9lf55ojM/hXfkvEX0+X5ENOT7jnT8u73SQ8wn6H0/mmIDowG8jQ37xlzKhkO89+RVOnJvJipaZwNfoOOuGCcauv4i4OYSYj5O78dAWVFCmzFE3zWIZkp+DlSciIgMdC8RXXI5negX/RCiIcnXFLQ5tIv1uvMIUSExiI45Z5YRXR7o76BrD+UfIVxCNItuimhwte+UuF4b0cH6F0RnJrYkGtvjZaLRUtv9Mv8o5tziTfrkYDqKnjeILmOV6jE23ucX5x9jiArDxZRWPLT7Si/a9sbJdNQiP2t/UcWJAOCQoq5uDOn0SNasWWrz5y8tvpYMdL7XXlvQ1rYta9YsZ+zYl+3ee4sNXS7Vq5WOjqchrCM6gFWrx4lm1P0sUQfWn9P7WYqXsuHdRNXk/QXLffls3XmZjo7BlTYcOCe/fAsFYzOpOEkwHzduCMOGfQ6zj+J+IDCYtjZIp/FMZjlwJ6nUNTQ23mSVGaZaYuCZzPtxPxGzo1i7NhoyOp2GV17JeSbzEHATq1fPtGeeqcTonyK98U2iW5tHEk3k9+3KphPUIfmfy9i4L9Gm4vNEnbXXEV2CXE+3EieUZ7MfY9iwecA03A8FBndqshlwPLncjWSzj3k225vBjqQK+YQJu3smczdwN2afY8O5LCD6ffAe4KcMGbLA6+rOKHuSIr3zAlEn12VE/U82lSHndybqRwPR5+vr7MvVbCjR5bhlRJfP5he+qeIkYRzMM5kLcL+ODYcL7mEl3wf3+zyT+UzxxlKNvK7uA6RSD7PhqeKebIXZ5Z7NXunjx9cWby5SMT8gmpdlJyoz108cXgP2zT821bMmq4g6JI+mi/4sKk6SJpOZStQTv7e9y4cAV3omc0zwnCRWXle3N2a30PtJ0sD9s9TWdh6jQUTi9QbR3TWz2XD4/8RQcZIgnskcTuk92ruSAn7vEyaMC5ORxM3Hj98csz8TzTbbxyD+Wc9kNoWp40VkgFBxkhAeDYbTPqJif2xGKnV+gJSkHGprv0Y0Wmh/ne/jx29evJmISP+pOEmKbPZIotkpQ/ikT5zYm6nKpQJ83LghuH8hULitGDSo80iaIiKxUHGSFO4fCRgthbv6nlS7ESM+QHTXVSjHBowlItItFSfJsX/geO8JHE9Cy+XC7nOz/V2/M0SkDPSLJjlC9Dvo4B42noQXfh8NZs89S52eXkSkz1ScJIBHnWCHBA1q1nmWTak2ZkODx1y7tu93/YiIlEjFSQLkh57vaVbN3nOv5jk3JPJS4HjO6tWhY4qIbETFSVK4zy/eqFdCx5PQzELvo//ZwoWJHBBKRMpLxUlSmP0laLxc7s9B40l4udxfCDth460BY4mIdEvFSVKk09cSbhjkp9l2238GiiUxsZaW53C/L1A4x+z3gWKJiPRIxUlC2FNPLQJ+FSjcN+3ee1sDxZI4pVLnEubsyfXW1PRYgDgiIkWpOEmStrbzMJvTzyjX0dx8fZB8JHbW1PQocHH/gtgLtLWdEyYjEZHiVJwkiM2bt5y2tg8D/+tTAPd/MXToyRa2H4PErbn568ANfVx7GWbH2rx5ujtLRMpGxUnC2Ny5C0ml9gMe7OWqs1i16v02e/bKOPKS+Bi00dx8AnABkOvFqk24v8saG/8dU2oiIl1ScZJA1tj4Ms3NBwInUvyW4H+SSh1szc0n6zbSgcsgZ83N38RsH+AOzNq6b2wvAF9g6NB3WEvLf8uWpIhIXrrSCUhlGORobr4KuMonTJhEKnUwsCPum2O2BLOFwF3W1NS3S0BSlayp6UngCB8/fmtqa4/AfRdgW8xW4r4IswdoanpMl+5EpJJUnAg2d+4coL8dZWUAsQULlgBXVjoPEZGu6LKOiIiIVBUVJyIiIlJVVJyIiIhIVVFxIiIiIlVFxYmIiIhUFRUnIiIiUlVUnIiIiEhVUXEiIiIiVUXFiYiIiFQVFSciIiJSVVSciIiISFVRcSIiIiJVRcWJiIiIVBUVJyIiIlJVVJyIiIhIVVFxIiIiIlVFxYmIiIhUFRUnIiIiUlVUnIiIiEhVSVc6Aak8r6t7G6nUQbhvB4zG/WXgOdat+4ctWPBmhdOTGPj22w9l5MgDcd8NszHACnK5xeRyD9i8ec9WOj8RSTYVJwnm2ewHcf8O8G7cO86imUU/Bw9e45nMHeRy37W5c+dUJksJySdMGIfZVMw+hvvw6EWP3jSDmho8k3kS9wtpabnWwCuYrogklC7rJJCPH7+5ZzK34H4n8B66/x7UAseSSj3pmcxPHGrKl6WE5tnsl0il5mL2OWB4D033wuyPZDIP+B57jC1XfiIi7VScJIxPnDiGwYMfAj7ci9VSwFfIZm/xffYZFFNqEhMH80xmGu4XExWcpXoP6fSjPmnShLhyExHpioqTBPFsdjC53HVApm8B/EhWrZoeNiuJXSbzDWBKn9Z1345c7nbfffetwiYlItI9FSdJ4v5N4IB+RjnZ6+qODJGOxM8nTtwT+EH/gvjOpNM/CZORiEhxKk4Swvfccxvgy0GCmf3Y9d0ZGHK5Cwixr8xO9Lq6if1PSESkOB1gkqK19QRgRKBoE5kw4V2BYklM8p1ZDw8TzGswOylILBGRIlScJIXZ0UHjpVK96VArlZBOHwVYwIjHBIwlItItFSfJ0bdOsN2rCxxPwgu9z3f18eN7c7ePiEifqDhJAAfDfZvAYTX+RfXbNnA8Y9Cg0DFFRDai4iQB8qN8rg0cdnXgeBLemuARa2q030UkdipOkuOlwPFeDBxPQsvlQu+jVhoblwSOKSKyERUnyfFI0GhmYeNJeDU1jwaN5/6oQS5oTBGRLqg4SY6bg0YzuyVoPAkvlboLs1UBI2qfi0hZqDhJiqFDbwYWBIlldpM1Nj4dJJbExp566i0g1HQDr+N+RaBYIiI9UnGSEDZ79jrgmwFCrSGVChFHymHduh8CrwaI9EObOzdEHBGRolScJIg1N18PXNqvIO5n2Zw5c8NkJHGz+fOX4n4c/btb6xaam38WKicRkWJUnCTNNtt8CbPen543a8P9HGtp0an9AcZaWu4HPtOn/idmt2H2GXWEFZFySnf3hk+YMA6z92E2BvetSKWWkcstpKbmX9bY+HyX64wfvzXp9I4bvVFT00Zr6xuMGLEof3mh621mMllyuSG4r7B58+YVS9732GMPzEaQSq225uamYu27jAFGJrMX7ntgtjNQi/srmD1kzc1P9CVmNbN7720FTvNM5t/AD4HRJaz2NLncGdbS8rd4s5O4WHPz9T5hwjOkUjOBvUpYZSVmP6ap6YcqTESk3DYoThyMurpjMPsehb/AzMA9+pnL4XV1/yKV+pk1Nd24QbTa2o/j/quNtuIONTWwatVqr6u7n5qai62x8a9d5HMDqdQE4EHgfUWzr6mZkW83l14Op+4TJuxOKvV54CPA9ljBFCT5Zc9kngDOsObmTe62WWtunuaTJl1LLvd53D8CvGPDBtZGLvcAZtdi9htrbg49iJuUmc2dO9thH7LZE3D/DHAIMKRTs/m430Qu90ubN29xBdIUEekoTjybHQzMwP2zBe8/BzyB2VJyudGkUrvhPgmz/XHf3zOZ71tz89RuYr8JtOWXa4FhwBDMDiOXOzS/7vdj+Eylqak5Cvez889yuDdi9ixQi9kk3LcjOmDf53V1R2+KZw1szpxlwA+AH3g2O5q2tu1Ip7fE/RXgf9bSsqLCKUpgBjmamv4I/NHHjRtCbe1OpFJjMFtOKrXYGhtfrnSOIiIdZ07crwKOzz97mFzuSzZ37kOdV8hf7vkKZpPp6ZJAKvU+a2x8av162ey2wNHAT3AfCUz1bPZ+a2q6J8xH6ZMFwC9pbf2jzZ+/tP1FP+igNK+8ciZwMVBLKvVb33773WzRopBjRlQVa2p6DXit0nlI+djChauBefmHiEjVSAF4JnM67YWJ2W2sXXtQV4UJgM2du9BaWj6P2XuB/5W6IWtqesmammZg9pn1L7qf1Z/k+2XdumvZZps6a26+tLAwgahfhjU3/xKzCwFw346RIw+tSJ4iIiIJk/JsdjBm384/fxn4rC1YUHTCMGtqesyam3/a2w1aY+NfgGX5p/v1dv1QbP78F/KdQ7vX1nbb+uVcbkLcOYmIiAikMDsq378CYFr+9H7cFuZ/jirDtvounX59/XIq1XMhIyIiIkGkyOUO6niW+lOZtrsDAGZvlGl7fZPLHbh+2f0/FcxEREQkMVJ03DK8msbGPo0V0hs+ceJBwFbRE58d9/b6yvfcczhwbv7pf9lmm/sqmY+IiEhSpIEtATB71Tpu/Q3Ox4+vZdCgw8nlpq1/0WxmXNvrt3XrLsNsHOC4f7Fo/xQREREJIg2MAMB9ZdDIudxtnsm0D9w1CLOxuNesf9/scmtq+nPQbQbimcw3gM9FT/wSa2m5vbIZiYiIJEcaszdwB9gscOztN3gWbQPgccwutqamqwNvLwjPZL4A/Cj/9GpaWr5SyXxERESSJp0fDRRgSx83bkh+YKb+M5tCLvfM+ufuyxgy5Gl78snXe1irvW2pExIGnbjQM5kpwCX5p7cwdOhJmldERESkvNLAI8D7gUGMGLE38K8gkc0etpaWp4o33GCdt/Jz+AwvcY32S1L9Hmbds9nP4X45YMAdrF17gjU3dztJoYiIiMQjhdnd65+1tX2qgrmA+5L80k4lrhG1M3ulSLueN5vJfBq4gujf42+sXHlcKQPRiYiISHgpmpruxWwOAGYne13dbqWu7OPGdZ7RtH/cH8svbeHZ7Nt7bJrN7gVskX/6WE9te4xTV3cCZlfmO+vew5Ahxwa7tCUiIiK9ljJw4GtEfSuGkUrd6HV1byu2omcypzB8+Hlhs0nd2LEB/1qPbXO59vedXO7GHtt2w7PZj2F2Vb4weYB0+mibPTvsXUsiIiLSK2kAa2q60+vqfojZd3CfhNnjns2eT03N9fbUU+svmXg2OwKzw3D/Cu7vxv3SkMlYU9N/PJO5Efgo8CnPZJaTTn93gxwmThxDLnce8MloJbvO5s6d09tteV3dEbhfTfRvsIhU6rusXTvBJ3QzhY7ZUmtpea73n0pERER6I92+YC0t3/W6utcwuwjYFvdf0dr6S89kFgNLgNG4j8V9UH6VNZg9HjyjmprJtLXtQDQp4BRaWyd7JrMAs+W4b0YuN56Ou3QeYdWqKX3ajtmHgPbPsj253D2kerj5x30GUN+nbYmIiEjJNjgaW0vLJdTUTMDsCsyW5N/fHngHUefTQcBLuP+cmpqMNTXN2iBaLreaaMbhZeRyfRpt1ubMWcbKlQcC38TshXwOu+O+D7B7/vkizL7O2rUH2jPP9G1+HrNV63Mt5ZFK6XKPiIhIGaQ7v2Bz5jwDnOaQIpudAIzBfSvcl5FOP5N/v0vW0nIF0V0v/ZLvkHoBcIFPnLgrbW07YzYK92XU1DxrjY1P93sbTU3n0jF3joiIiFSJjYqTdgY5mpqageYy5rNxHlEh0u9iRERERAaGoCOsioiIiPRXt2dOJBl80qRdaGv7CGYHAzvivhnuSzF7Dvc7WLfuVluwYEnRQDJg+Pjxm1NbeyS53NGY7QxsC7yF2WLgAXK5m6ylpbHCaYpIgqk4SSjPZncEzqet7dNAqmBiRjAbB+yL2UcZPHilZzK/ZO3aC2zBgjcrkqwE4ePH1zJo0Bcw+wbuozDr1MCzwKGYned1dX8hlTrXoku7IiJlpcs6CeR1dQcA/8b9RIp/B4YBX2fw4Nk+cWJd/NlJHHz33bdi8OC/5ocKGFV0BbOjcH/cs9nPxZ+diMiGVJwkjGezH8Ls77hv3ctVx5PLPeDZ7PhYEpPY+O67b0U6/TBwQC9XrcV9lmezk+PIS0SkOypOEiQ/b9I19P1y3pa43+p77lnqrNFSYQ4pBg26Adi170H8Ms9m3xMuKxGRnqk4SRKzi3Ef2c8odbS1fSlIPhK/bPZE3A/sZ5RB5HKXu35fiEiZ6JdNQviECfsAR4cJ5l/1PfbYLEgsiY2D4f7dIMHM9iSbPS5ILBGRIlScJEVNzccDRtuMmprDA8aTOGSz7wR2CRbP/fhgsUREeqDiJCncDw0az+ywoPEkvFwu7D4H7XMRKQsVJ8mxU+B4OwaOJ6GZhd5HW/guu/S3z5KISFEqThLAwYAtwgb1rYLGkziMDh5x+PAtg8cUEelExUkCGDiwLGhQdw1pX/1eDR5x1aqlwWOKiHSi4iQ5/hc0WioVNp7EIfQ+el1TGIhIOag4SQr3v1Z1PAnP7G+B490VNJ6ISDdUnCSF+/UBoy2nre3OgPEkDk1N/waeCRjxhoCxRES6peIkIWzu3NnArUGCuV9k8+YtDxJLYmPguE8NFO4/NDX9KVAsEZEeqThJEvevYPZGP6M0M2jQz4PkI/FrafkD7vf2M8paUqkzDXIhUhIRKUbFSYJYS8t/gU8ArX0M8Spmx9hTT70VMC2JkUEO948BT/cxhGP2eWts/FfIvEREeqLiJGGsqelO3N+PWW9vBf4vqdT7rKlpQSyJSWxs7txXaW39P8zu6+WqazA72ZqaZsSSmIhIN1ScJJC1tNyP2T6Y/Y7ip+pXAhfQ1raPNTa2lCE9iYHNn7+UNWs+CHwVeK3oCu5/IZV6hzU1XRl7ciIinaQrnYBUhjU2Pg98zidN+j5tbR/B/SBSqZ1w3xz3JZgtxP1O1q271RYs0IBrmwBbsGAN8FMfP76BQYOOwOxoookB3waswP0F4AHgZmtpaaxkriKSbCpOEs7mzHkGuDj/kATID6R2Tf4hIlJ1dFlHREREqoqKExEREakqKk5ERESkqqg4ERERkaqi4kRERESqiooTERERqSoqTkRERKSqqDgRERGRqqLiRERERKqKihMRERGpKipOREREpKqoOBEREZGqouJEREREqoqKExEREakqKk5ERESkqqg4ERERkaqi4kRERESqiooTERERqSoqTkRERKSqpCudgFQHnzBhS2AsMJqamiXA/6ypaUWF05IY+bhxQ6it3YlUagxmy0mlFltj48uVzktERMVJgvmkSaPI5T6P+3HAXh1vOJi1eTb7IO7XYPYba2paW7lMJRSHFNnsCbifCBwC1K5/M5fDM5n/4v4n2toutfnzX6hYoiKSaLqsk1BeV3cmbW1P434ehYXJ+gZeg/uBwK9xb/Fs9oNlT1KC8okT9yWTeRz3q4HDKSxMOuyG2bmk0/M9k/meQ02Z0xQRUXGSNH7QQWnPZmdidhkwqsTVdgFu82z2nBhTkxh5JvNx3O8H3l7iKsOAqWQyt3o2OyLG1ERENqLiJGleeeXnuJ/a6/WiMyk/87q602LISmLkdXUHAL/HfWgfVj8C9+t0BkVEyknFSYJ4JvNx4PP9CmL2K584sS5MRhI33333rTC7CRjcjzCHU1f3pVA5iYgUo+IkITybHQz8KECoWnK5CwLEkXIYNOjbwOh+xzH7ju+55zb9T0hEpDgVJ0nhfgywa6Box/jEiaFiSUx8zz2HA/WBwm3GunUnBYolItIjFSdJ4f6RoPFyuWODxpPw2to+1Md+Jl1LpbTPRaQsVJwkhdl+gSOGjieh5XLvDBrP/Z2u3xkiUgb6RZMcbwscb2zgeBJaKhV6H6XJZtXvRERip+IkARwMGBQ4bFcDeEl16c8dOl3L5bTfRSR2Kk4SwMCB0HOmaGjz6vdi4HhOKhU6pojIRlScJIVZS+CIcwPHk/BC7/OnNceSiJSDipPkuDVoNPdbgsaT8MxuAXIBI94cMJaISLdUnCRFTc11wPJA0RppaXk0UCyJiTU2vozZHWGCWRvuVwaJJSJShIqThLCnnnoFuDhIMPevW9i/yCUuZt8kxL5y/521tDT2PyERkeJUnCTJ0KE/wuy+fkb5rbW03BYkH4mdNTY+BXy7f0HsWVpbvxYmIxGR4lScJIjNnr0OsxOA5r4FsNsYOnRK2Kwkds3NPwam9WldsxdIpY6w+fOXhk1KRKR7Kk4SxhobX2bt2nfTm86NZm2YXURT0zE2e/a6+LKTOBi4NTefgfs5wJperPogudw7bc4c3ZklImWl4iSBbMGCN625+SOkUh8EHqT7PglrgJvJ5faypqZzDdrKl6WEZi0tl+C+BzALeKuHpk/i/gmamw+wlhaNayIiZZeudAJSOdbY+Ffgr57NbgscjPt2wGjcX8ZsIW1t/7B580Ld4SNVwFpangNO9nHjzmD48ANx3x2zMbi/hfsicrkHbd68Zyudp4gkm4oTwZqaXgL+WOk8pHxs4cLVwF35h4hIVdFlHREREakqKk5ERESkqqg4ERERkaqi4kRERESqiooTERERqSoqTkRERKSqqDgRERGRqqJxTga2QfX19VsVazR27NjXpk6dGnQW4VK2a2aD3T3kZgVYt27d6Pr6+sE9tVm7du2KWbNmrQ653bPPPnvzNWvW9LhdYLOQ2xSRZFJxMoCZ2UHAkmLtFi1atAOwKNR26+vrh5WyXRUm8cjlckVHcB08ePA5wCUht7tmzZprgMN7aqN9LiIh6LKOiIiIVJX/D20/FH5W7Mr6AAAAAElFTkSuQmCC\" align=\"left\" width=\"300\"/>\n",
     "</div>"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "a8aa2ebd",
+   "id": "93ec2564",
    "metadata": {},
    "source": [
-    "### MPI implementation"
+    "### MPI implementation\n",
+    "For the parallel implementation, the processes can compute the dot product of their respective sub-vectors independently. But they have to send the result to the other processes so they can be combined for the final dot product. Each process needs the _global_ dot product, because further computations in the algorithm depend on it. For instance, the stopping criterion depends on the result of the global dot product, such that all processes stop at the same time. "
    ]
   },
   {
    "attachments": {
-    "g2419.png": {
-     "image/png": 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"
+    "fig-pdes-dot-product.png": {
+     "image/png": 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"
     }
    },
    "cell_type": "markdown",
-   "id": "f0260d7b",
+   "id": "a8aa2ebd",
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img 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\" align=\"left\" width=\"550\"/>\n",
-    "</div>\n"
+    "<img 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\" align=\"left\" width=\"550\"/>\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "42776d84",
+   "metadata": {},
+   "source": [
+    "<div class=\"alert alert-block alert-success\">\n",
+    "<b>Question:</b>  Which MPI directive best incorporates the communication of the local dot product among processes?\n",
+    "</div>\n",
+    "\n",
+    "    a) MPI_Gather\n",
+    "    b) MPI_Reduce\n",
+    "    c) MPI_Allreduce\n",
+    "    d) MPI_Bcast"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e0907af2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "answer=\"x\" # Replace x with a, b, c, or d\n",
+    "pdes_check_2(answer)"
    ]
   },
   {
@@ -1112,7 +1268,8 @@
    "id": "759aefd1",
    "metadata": {},
    "source": [
-    "### Sparse matrix-vector product\n"
+    "### Sparse matrix-vector product\n",
+    "Next we will discuss how to parallelize the product of a sparse matrix $A$ with a vector $x$. "
    ]
   },
   {
@@ -1140,8 +1297,21 @@
     "<b>Question:</b>  Which parts of $A$ and $x$ are needed to compute the local values of $b$ in a worker? \n",
     "</div>\n",
     "\n",
-    "\n",
-    "- Answer: Only the entries of x associated with the non-zero columns of A stored in the worker."
+    "    a) The local entries of A and all entries of x.\n",
+    "    b) The local entries of A and the local entries of x. \n",
+    "    c) All entries of A and the entries of x associated with local non-zero columns of A. \n",
+    "    d) The local entries of A and the entries of x associated with the local non-zero columns of A. \n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "53672399",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "answer=\"x\" # Replace x with a, b, c, or d\n",
+    "pdes_check_3(answer)"
    ]
   },
   {
@@ -1149,7 +1319,8 @@
    "id": "4afca5ab",
    "metadata": {},
    "source": [
-    "### Ghost (halo) columns"
+    "### Ghost (halo) columns\n",
+    "In our example, each CPU needs all local entries of $x$ plus two additional entries from another machine. If all entries in $A$ were non-zero, the whole vector $x$ would be required. Thus, the sparsity of $A$ allows to reduce the amount of communication. This pays off especially in larger problems. "
    ]
   },
   {
@@ -1174,7 +1345,11 @@
    "source": [
     "### Latency hiding\n",
     "\n",
-    "A = A_own + A_ghost\n"
+    "We can also use latency hiding for this problem. The computations are split into two parts: \n",
+    "1. Multiplication with only local values of $x$  \n",
+    "2. Multiplication with the remaining communicated values of $x$\n",
+    "\n",
+    "The first part of the computations has no data dependencies, so it can be started immediately. During its computation, the communication of the values of $x$ can be started. "
    ]
   },
   {
@@ -1203,31 +1378,50 @@
   },
   {
    "cell_type": "markdown",
-   "id": "a6433395",
+   "id": "149111fa",
    "metadata": {},
    "source": [
     "<div class=\"alert alert-block alert-success\">\n",
     "<b>Question:</b>  Which mesh partition does lead to less communication in the sparse matrix-vector product?\n",
-    "</div>\n",
-    "\n",
-    "- Answer: 2d block (as for Jacobi method)\n"
+    "</div>"
    ]
   },
   {
    "attachments": {
-    "g20102.png": {
-     "image/png": 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"
+    "fig-pdes-2d-partition.png": {
+     "image/png": 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"
     }
    },
    "cell_type": "markdown",
-   "id": "931e1fb6",
+   "id": "b2883efb",
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img 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\" 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+    "<img 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\" align=\"left\" width=\"400\"/>\n",
     "</div>"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "5e2926d0",
+   "metadata": {},
+   "source": [
+    "    a) The 2D block partitioning\n",
+    "    b) The 2D cyclic partitioning\n",
+    "    c) Both are equally good"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7f67a66a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "answer=\"x\" # Replace x with a, b, or c \n",
+    "pdes_check_4(answer)"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "a91edb5d",
@@ -1235,7 +1429,9 @@
    "source": [
     "Remember:  The equation associated with point (i,j) is:\n",
     "\n",
-    "$u_{i-1,j} + u_{i+1,j} + u_{i,j-1} + u_{i,j+1} - 4u_{i,j} = 0$"
+    "$u_{i-1,j} + u_{i+1,j} + u_{i,j-1} + u_{i,j+1} - 4u_{i,j} = 0$\n",
+    "\n",
+    "Each equation for a point corresponds with a row in the matrix $A$. Each row will have only 5 non-zero values, and it reduces communication if they are on the same CPU. Therefore, the 2D block partitioning is more suitable, since only the boundary values need to be communicated."
    ]
   },
   {
@@ -1261,10 +1457,7 @@
    "source": [
     "## How to partition unstructured meshes?\n",
     "\n",
-    "- FEM methods work on unstructured meshes\n",
-    "- One equation per node\n",
-    "- Non-zero columns are associated with nodes connected by mesh edges\n",
-    "\n"
+    "Finite element methods also work on unstructured meshes. The grid of points can be modeled as a graph. Again, there will be one equation per node in the graph. The partition can be computed as the result of a k-way graph partitioning problem.\n"
    ]
   },
   {
@@ -1290,10 +1483,10 @@
     "### k-way graph partitioning problem\n",
     "\n",
     "\n",
-    "Given a graph $G$ (i.e. the mesh)\n",
+    "Given a graph $G$ (i.e. the mesh),\n",
     "\n",
-    "- Partition the vertices of $G$ into k disjoint parts of equal size (load balance)\n",
-    "- Minimize the number of edges with end vertices belonging to different parts (reduce communication)\n",
+    "- Partition the vertices of $G$ into $k$ disjoint parts of equal size (to achieve load balance)\n",
+    "- Minimize the number of edges with end vertices belonging to different parts (to reduce communication)\n",
     "\n",
     "\n",
     "\n"
@@ -1311,18 +1504,37 @@
    "source": [
     "### Example\n",
     "\n",
-    "- Partition of a mesh into 8 parts\n",
-    "- Computed with [METIS](https://github.com/KarypisLab/METIS)\n",
+    "The picture shows a partition of a mesh into 8 parts (computed with [METIS](https://github.com/KarypisLab/METIS)).\n",
     "\n",
     "<div>\n",
     "<img 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AACA7pUr1eevXL2tbqlyzcip1c6ThjY7J/eKSjBvkDGazK6lFnnmwSbP3Noc35M6XNvqPQO4tq4ardkjhrnnZGzFeoY1rjTi+W3R+lh/T5SYsxp/PjnPtx/ZRxIR3iZ8+CFZAQAAQJcWl0ovXLlarlbtoUWbd7qm2krkXJwsc9aouXIwA1gn7q604Nk3EdpDV8bgtHU9SyNph+kaP+Zs+3vypa7z4NrzmHNiitkuX0rZPp7v3fN7JTvZFjWXjo/hgeyHGZIVAAAAdKz5pIolx5MqBJt3egTnzdrs1jOXDW6L4mbA5mientaN+mf5vA8/S+Z0LCaB+I9Cw08jhbbLxZw31VPY+sfsrXluY/YtZR3Zem4925WhveLUHlqPl1iLthYqV4cakhUAAAB0ZrFYeuHK1XKl2vzZP7P0zGut01Y1WhczFHM2H8OcYZOxq8Qa+R76c4iLq0/MTN3Voj57zqrJnzR4H39moFYfz/5zrqXdnc+U5zeNOtkfz9EpnvNGti1ml+Zy+R/93A+Mjw4RHC5IVgAAABCr+fLfpVJ45spn2NocXa3lyQCu0fxi5scmvicqG2ir+2fn8dtKufZQG1k7ar5j2v7w/aeIkZWOEoJw9DHPHl/LKuZMurZoZZ466nx//LTvwtpOUVu8tTFOuZH/4ouPHJ8YtiyGAwvJCgAAAMLsl/+55pfm7J+zToKDXONbaUlDNUrbPpujuVqItQvWwZ9POOtWRLadLyXHYQb32XUGyDEgZffZehQyO4LnW7aGjZizqjpb+b+7TpeS0cf80WwMniVPOxERlbfzN1dGiej4xPB/+XcRrg6VXKgDAAAAHHWLxdJTz7y0WCyRoOYfxTUJjuRKIIp//ODqHdFG8wwuQh064jlGVw7xN2p6/L4k+6e/j/l5D3S3OfM3WVvaC8/IRMtbzYsA17d2/uTPXlvf2nF2hYMGNSsAAABwapaq0hdVuf7mnlg7saXmFMNaH1Aiqx9W2tbNtSRb13MsMVUIz7aEt6eV2T94lrStqHazs7Xdv1f+b821xeBWpG1bvKf/WGK2FXPsrqXmOfG3cNpeeY+0vNMsWCmoXB0mSFYAAABgt1gsvXD5arlSzcwXzRkkn+tTayllW7R269TTOg/WBlFLtUEiZ72a7uboZmYwf+T7qRZZuTKDa8WYPVQtwe8lZhxXu78nOZZaqV117aHrLJGjxd9uLuXnKvgta2LOKhER1RviRmms3tAXH58Y/uKn73vf7AnrWnCAIFkBAACArl2qSrlmnCb//JhYu5k9zJ7mUrOPa87t3+eY2bB1BOtuu2b8nH8pOc4bGTN+s7/WqPWMOScxZ4yLP15q9eF7a55Mfzs5DpZC36znbJN3D7VunvNp/XYcW79ZGi3v5PXWlvfNnvjip+9D8epAw31WAAAAkLFYLH3zmRfbsSqSYLNMF+meCveLazRre7827T9qJRirrOeH94ncUMqc3wu2FeEOEh1tJYY2oLBtve8b7ejLdW09cq8itlXeyXtiFRFdm1v7+tPf83SAwVcIdQAAAICjIvMAQP53/1xMTUD7e30lJvZoI5s1AevUX7IPIttfazdn+byP2ajRDkdmPxDbELGllN26daPWrbtyjmT/TJlHrZ1Da5KJ+UasrOeTbyg4gsb/u0TGFrUjNfeHt2i/Ra5jN88nb/ecYeloZ5Y3w2+vuja3dm1uDZcFHlyoWQEAAAARUblSfeqZl/TnqvdOdD7J9rDGjFT8VjxxQrRm4dK958K9KCWzI0jW2KlOz562FdfnLvCR+/ItaHrcva632yPP74nqEFGwUr7+9PfwtMCDC/dZAQAAAC0WSy9cuVquVIlCf3NvctUBVItakf8dv9ZC2doC51/LpO2JtO2VxtyEtshzdOpH3pOM/qqbttTfoi3S8H0w95CMoVznzX90/vPpYt0fbSm1+li/I3PrwW/B2p+MPib/WjHjuH9vXQ+ucMHTAg8uJCsAAIAjTX9YheKas5piZr3m7JyM/toiJTi79czLTXzT/jm0q92fN9wz7HZP3m4dWUSMQ6E+MSOkYhKL2S7dA1JoBE54v0Fzi/7fQ2KjeX5nNOYWKTugJvK4iMo7+YW1kfhYlUK4OqCQrAAAAI6u9ArAZqmKHHNZz2e+Fhl9OhWzrisDcOYs3Nxns38veDBwnTE/z1GY7dqw/gzj2rpnn7se2TOO1lk7LmvPmK34e5pLY86z/zfcj21rs5pfKQ9FXgRoQrg6iJCsAAAAjqjFYun5y29UKtvtJjMP+Ge3ZCztNEuY65LRTsbUPDhXtk7rVU8RmjfHH4UpJhu4enL+JMDFJxDrUk+3TkeOP2/acVnPmH/H4n/rgr8tWrurJYak8k5+pTy0ud1loOIQrg4cJCsAAIAjx3IFoGv2aeaT7vB5fPwMWItA1Ns+cJ4ZvMy2U3apEpN5FNXZzANknBbXLN/6WduoeZ5dqcO/lU77WHeDbGu5zqprP8lxLJ7+Gte5TWn7oPX0n41sz/JOfnmz+yKVFcLVwYJkBQAAcLS0rwB0zWsjZ88dcc1KzT7W+bc2U++dmU/iZ9LmUlcfxbr/MVMwf6Iw91At9aQRk/97766P2eJaSkYfzvObKW39Tf4zELMPfCm1+rAzvLnd04V/fghXBwiSFQAAwBFieQagf24anO9qmcGfRqjVh0+OtZ7aPNjT09/OO8Sv5WnX9oRzpQ6KaCe2umscT7rQ+pDRk7fwnlof6wk0v2XzRxM/UZ0ehV/8GbaeDfOXyiNiD5sX/lV3JVBx75s98bM/eiHUC/Yf3hQMAABwJJQr1eevXL1tPgNQiZxxxuhonI46u3jmwfGN+0IYH3okuvoq/at0lEkUf1oLiu/Zuw4zWz0RC2sju1SkMuENwgcFalYAAACHn/0KQM4zs/RMbc1JhGtu6lpq6rQ/eUsoPBLEj2w9G9ZT4Z+Rm/zn3+zj32e+9b6MYB6yYvZxffv+Y3dklUwffztn7k/M70zMyCnr3gqaWx3dg1IVh2sCD4RcqAMAAAAcbPqj1U3BZBJDdNK5j2Rr056tC+8x+sWs6D+Bnh3TVtyXE8jJ1h9/n3h7cERqf0Tri/YchWfnI49LEBHtcawiovWtnT/5s9fWt3ZCHWE/IVkBAAAcZovF0lPPvlSuVttTfOu8kwcA//SaLxXsD19FW91TcNB+9LRI40/KTE2uY3HtrYn3USfNHFNmB+RLtbNNrEWRtv6qhW/dXKqNw8+GtSc/InN83sfcT7OFjH1WjTI7Dj92bc+t+2yOw1v4COqz53jNdYVjD/mOcbZx9j5Wpda3dr7+9PdCvWA/4T4rAACAwyl8Y1XKNaeMoU1traxLY1aMYZ3fpwTr4DrG+N1QM/Ldpu1tL99OjK7HN0+I5zyb4ntqPFvpelFQdt21ypCj367DDVcDDjUrAACAQ6hcqX7zmRdvL5Uyf2Gv/Y2+zH7W+lC2UVuXWKqRxmc/yT5YR1aftTG1SbDMLuXDKqL1T+sxCmMEc//51rWRrZNyYfRM8RY1oBpB2zftPJhkdhBtHGotsjLPs3b46o92fhR+xnijubfmtvhn17bMz6K1ljayNoi2FTUCx390HZfWQWT+9OUtwF37+tPfwzWBAwvJCgAA4LApV6pPPftSpbptXyyMD2YHbQZszlb5Z+Eeqo/MTVg32uPOBNc1Z+opz/RdUectuJVI/Rpn8GmBpy9ixjTO8H5dCqjghqtBhmcDAgAAHCpptaoZq/j/ybv+qt6VATyz9nSpNoMQrUX8M89jZPxI3q2kPD21MSm7S3x/tEYrz97yPor1eKl1ZsytZ/dzZ2dna2tra2trfX19dWV1e3u7tlOr1Wv1Wr1erydJ0mg0Go1G+iFJkiRJyFAo5EUul8/lc7lcPlXIF/KFwlBhaGhoaGhoZGRk6tTU8RPHj00cmzw2aY5gOQou2G5+cPUkx6+N4vpqrGeY3Fs0Wb81bUX+a+Y9lrnV0f2tWaXwhqvBhPusAAAADo/FYumFy1crle3mvNBMMoqaQcbPUDWeWTKxwf35xGx3JZMY/l0ix/70l7ED29vb62trpZWV4tLSxsbG5sbm5ubWzo6v5pDLha8qyuVEkiSUJHVZ93QTon1SJicnJ48dO3Hi+MzMmalTU8ePHx8ZHfGsG9DFt6M+xK/bUWcPM0p19Ts2CLGKcMPVoELNCgAA4DAoV6ovXLm6mD6vQssP1uzk+f9/f33AGtLI2Ip15mruFW/31gr00TwT7u72gS8198S1t7ylZWVlpbhUvLWwUCqtrK+tbW9nLstUUy/PFCwyWfEfXaMJwU+HbmRk5PiJE1NTJ8+dm73z3J3j4+N6j5hfHuHopvFPOeN/B1zt6rMM9bS1l3fyy5tDRDQ1XpscbVi/8c3t/NzqqDHE/sAbrgYQkhUAAMCB13xjVbX1xiptZmmdfarPJldPa6KQHfZX3MmkvdQzmsiOwPEoYT3S4LrmLNw2z1bKlfLC/MJ7771XvL20srJCXtrUyzoR6yJZkW0oFquaXfQeRPx4xsfH7zx79p7zd9959mwzZVkDiet8xnyPLtqZl9nROh3f3zPbvrmdXykPlXcyxajJkcaJsdrkSKO9lhyUSwEVXBM4aJCsAAAADjb7i4BdCYEc7Z78Y65OoZGJLfWMrPGMJkIjazxzfWIH1dHeZocql8sL8wvv3nj31sJCuVymLM/8yrpIa+suWaX4UEayotB5by8dHx+/8+yd73v/+8+fP2/vq/CvSf0Yk4LsR9BJRvL3NLF1N6v5tepQ8IkUkyONqYna+HCDiL57a8Lfee/97I9ewDWBgwPJCgAA4ABrPq+iYjwGUJu/asHAnNf6809wdqs6BLOKPw5pXKMFk1UqONUO7i3vKZpp6ua77y7MW9KUyRGinPutlvSSrIiNY0tWzS7ZH12/Ck33nD9///33n7/3fB+SFbFfA/9oZPSRxrrapoMklXfyK+WhTktP48ONyZHG7Y2Bu/QO1wQOFCQrAACAgyp9unq5Uu34b+45f1bx5w3OnPVSRI5yzYxjZt7+JOZiXcs7179x/ca1d95ZWFgob4XTlMm4/C+wl1L2mqxSUnqSFXm/VH0P1T6fv/f8/Q/cf/78ve1lrlUDYY310XZEhn4b/czf59Zam1XLVX+HAK4JHBxIVgAAAAdS5t4qc5Is46ahZEsU1tG0FhPfomcmrc28XXnGtVdq5m09wJhJTXSyunH9xltvvnXj+g0iUgmll4lTum7MhYIxyUqIXMQBC2+4IvcXQHxwc5/P33v+/vsfyFSxtC7ad8fPsDSWavqarOqJWNwYCV71d6DhmsABgWQFAABw8LSrVZw2p7SlBftE2jon5o3C0YeyPT3JKj5HmZHJmCs3f7Qencj2Ue3WtaRlWB6oFDOedD2DajQaoS7hZCUE7+Dck7SbdVezzwx0RZbmip6DPX/v+QsXL56bPdducvWN+R3gzP6ub1x9JsvIN0ujh69OpUHZakAgWQEAABww+pMAFdec1d/HP6NVLa7QQrZGbUxrwuFcacc1t+Y8c3TrnNv6WdKN6zfeeksPVIqr8BOcR7k6WN/8q3SYrMiaZnif4H6mHAUuSd4RpEzOnTv32BOPn5udbXW3cf3+pDpNVtIYxPb7X97J3ywNynPSdxXKVoMAyQoAAOAgydxbJdzz0ZSWjoI8s1vhHs2c0QZbzGkx51qqZa2Uayt8n11rSZqfn//2G9++fv06eQUuqWPBo6OZlStfdZ6syPzyzD724lXrfi2ZmCO0vzD/cUmZSCnPzc4+/sTj587NErmzk+tMxvw+u7i/5bnV0cN9HaCCstUgQLICAAA4MJz3VnEiIoG47Fmy0viXmn1i9iSUrG5cv3H19avz8/O8UOOaF/mTlVpJSl8lykXLV8FYRfZklWrvv7WPeYCCPQnDDFftRTLx3LKVHng6+LnZ2ccff/zcXbPZHq0PMd8yF/97a/uWB/A56bsHZat9h2QFAABwMOjVqpQ1k8hO5qOpmFzEeZZa84z2WWZb+Irx2+V9zG2ZJBHR/Pz81Teu8qv+rIFBmyDZ7rPSW9iiaZY83AAAIABJREFUjvMVD1fBZOWOVSnp76MfWvYZg9ZwlR5+kjjDFU9WqWb9ajabr6iT74scfTwt2d+fzWp+bvVIXAqYwhPY9x2SFQAAwAHQfG9V1XhvVcy809+THO3+hMM79CtZUbancC+lVh9rf8dMfX5u/pUrr8zPz2vt/qfnpTMl9mxAT9+MrvOVJ1mlO+PokDmK0CMBW8dle3S77bLA5od0Dx1ZVA9XZM1X/t8HU8xvuON7PwrPrtDgmsD9hWQFAAAw6JoXAVaqgb/p97dTdqmMmJt68k/KM4IZt8ixJxqzjzly8DxkG9WFf0ZXorgQIkQHmUoTGbFaUzJB+rnT5XJpWvB1EyLnvrKxebxSSmuyomy44qdH1dbMk6YOU9tukiSzs7OPf+hDs3cZ9avmCo5fBk872X4Hsp/LO/mbK0eoYKXgmsB9hGQFAAAw0BaLpecvv1GpbBNFJApPOzmW8j4xaUfRQlTMdiULDrwluFbwM9dqX5hf+PbVq9evXfdPdtxXuFnSRdfzJp6vvLMv7bRatJKVr5u6GtCzLZFjedFMSq1wpS3hFy5mb1GzHaAkIkpkQpJm75r9oc88OTE5SZF6SFbl7fzC+ki94fqFPsxQttpHSFYAAACD65nnX55fLBKF8ga1WqzTcjPDqKXWVKON6WqRbGQyhnLR5h3+cVxza7VU0+q8ML/w6iuvLMwvUDYJWGc9WrKyP0AvuxsdzZ74gBH1K+tXkpFNVvZuMY9cbxeszA5CEJFMpDV1ao/cSE+gdmjNjapkRUSSJiYnf+gzT87OzgZ+x7R27dfV+/tWb4iFtZGjdhGgBmWr/YJkBQAAMKAWi6Wnn7ucmU2mPDlEdTD7c66l2pjWKWx8svLsIdnW1T7zTVjZkhXPVCnXk81ZtUa0WpyTIvf7rFztvvmVN19Zt5QZzZas9D4xj1zPXAro2GEp7cceFa5aVS+VrFKZ4pWWmjj+7bt+T7LKO/mFtSNaquJQttovSFYAAACDqP0kQM6aiKwJp9O040lrwtFH2y7Z1uXt1v5kjE+sj7b/0tfHzFQp/zt5U8HZUPCp691NqGwRKxwlHckq08f1bMDMJY7aTVb2Q0gjkxq22RpzVolItrpp4apZvLqLvVnYetzmN27+ShCRQKlKh7LVvkCyAgAAGDiBJwGagslKOtr5UnPayjukeArqKFnxpWZ/c8/5UpfWDrgyVSoyA6Rc06LImlV306psvvIfMxFJb7Jq9ol56rr98RXS/gVohyaE/WkWWjc9WVHm+z03e/bJz3y2WbyKTFYp/otNVK6hVKVD2WpfIFkBAAAMFv1JgClrItKWkruPOSXli4TxgWwzWuu6lF2Ld+MZjIzPvLMrg5GxNLsP/kyV6ihZKdr8iCer4NSpu8lVK1+5znJbLpcLbiGXy8nsiiI7sufBgOwI9VXMrtrPSdIgyt7llSTEkxVbKUkaE5OTP/6ln5jUHmvh+sa130NJ5Vp+eXMIpSorlK32HpIVAADAAGnHKgr9bT0XTFZkzEpdfYStp5mgXJ+JrejKS+be8u3ydnL0J9ra2nr2mWcX5nimsk9puktWSjpR6u6p6/GzLNYzvEr6Piv/2M0+7tEEP+NmSU7af12MI7KM33m4mnjys5+76+67zKVEzt/DzWp+pYxM5fPQvad+8ocfDPWCfkKyAgAAGBTte6tc2YZa7cH/9/b8Tb/WTsZS6c5vWrs1WXnw0OU6Ot7THF8QES0sLDz3zHNbW1tEltfaatKJfi/Spzj0MmPKPh7QP1B4M/xNwa7BMn0cYwrPN9c8YMvvQXb/ncmKWLjyJysiklLedfddT372c5PHjGeyZ38HNrfza5WhzW0Eqii//l99X6gL9BOSFQAAwEDIPLIimKzIOqdlSxVPfOL8OcfsYzIHdOUlU3SyWri18Norry0stEtVu5qs1Cypo6sBDZJaa0XMu4IdMqkpZY6q9bGGK3Z9oHOjrZKdq3hlX5Gf8zRfySRJtMd1yExPKeXk5OSP/+SXrFcGbm7n16pDm1UEqs785A8/+NC9p0K9oG+QrAAAAPaf85EVZEkXGWmAiakaqT7W6bSWZGRo5Jj2XnKUobxVfvaZZ3mmSgWTFXUVrjz3Wbn6aAv1nyX/7FkzfDhmskrxUa19/HdeuTbNhzUeVhFOVuQNVzxZEdHk5OSTn/vcXXfdRYK267ntWm6jWkCFqmt4jsUeQ7ICAADYf//hry7fXioR2XJFMFkRC0IerpH5UrPF7MmXuvqTdynfW3MrtgyzsLDw7DPPlrfK5qK+JyvrzMjz1HV+oZ+zU7rYWB7zTAiTK1ml0iE9fVS+MpIVxYQrRQjheTGXGa4syYooabS7qbNx59nZC9//ZZErEPQMz7HYS0hWAAAA+2yxWHr6ry4HOpn5ikcpVz5xpTJ3TtD5cx1nhiV3Usp0IGNv2YYWFhZee/U1s1Sl9DFZeeZEu5SsWu18Qfhw/Mkq5XnqOrXClS1ZUUfhikimO29eLmg95+bTRJJGnf+KqFORFKZ+4G/952Pjxwh6g7LVXkKyAgAA2E/2Z6ybtISjVahc6+52srK2956siEhSeav87LOWy/80McmKYsNVc1/N2ZHz4Xl2HYUT3kESyTvumLnzzJm7Zs+eP3/XscnJ8fGxsbHR0ZGRkdGRkeHh4eGhoaGhoYJiv1KuXm/U6/V6vV6r12u1em1nZ3untr29Xa1uV6rVcrmysbl57frNGzfem1u4tbGxaQwQeQiSsqeLRyzznMvE8m0ljToRaSc/SRpyaPoHP49w1QcoW+0ZJCsAAIB904xV1Wq7yUwpWvzQenqqVZ6Eo6UsaQyu9YxZ6kpuqo802t1HVN4qf+PP/7y8VQ7OUyIfqh6RrPSDzAYG1UidyPQ21z12bHL23J33nr/74Qfvm509e8eZmTvvmNE77b6Njc25hVs3brz3xrffZFkrJlzJVqOls/VawaTR0HJqK1lR+hWoZEVEjcLpT33+p8cmEK56gsev7xkkKwAAgP3heyOwiytHeVpERE8z81CrQ7+SlbXdkaxuLdx67tnmXVXBeYp5644Vv5/HwXWQ9tjQIUlEUtL5e+564P73P/rBh+89f/fsuTuPmQ8ZHwwqa11++bXXXv/2cmmFL7VeAGk5S1KazySUSdLsyatbRrhKk9V6ZWh84tinf/RnEK56hMev7w0kKwAAgH2QeSOwyZzkuxKONbeo0KL9n7xw9Cfb+PGpydXHNcVQS4U+Qnmr/Nxzz95auKX6xsxTAuFKErF5v/uhC/Zkxe8j6mLWdPrU1KOPPPzhJy49cP/7z9/DXoZ7oCyXVl59/dt/8/y3VMpSp5N308+PlESkhav03VZauGLJKiUarZb1ytDYxLEfQrjqDR6/vjeQrAAAAPZaIFZRb8nKTDvC+MD7k7GWS3z6ImNb2iKy7AkvVSkx8xRnsmLrahMeW77KHLzr3iFrB02apj7+0Q89+sjDp09NubodUGnK+k/P/PVf/c1L5knItLTjlztcUTNfaeFKth7Ivl4ZIiKEqx7hgsC9gWQFAACwp5yxSssb1hTkSjLuKlCgv/pM3j6cP4+5+nv3qlwuP/dsplSlxMxT7MnKHatYu1pReHpak5WSrnK405TLc3/94jf//X967q9f5I3BcKUnKyISwihbUaN1ASfCVV/ggsA9gGQFAACwd3zVKk8WUhP7YFKyJivTICWrWwu3nnvO/q4q6i5ZGav4ZztSJv4ZkSdZfeLjH/7kD3z8SKUpKy1itU+mO1kRBcJVg90al4armbP3fPJv/X2CruCCwD2AZAUAALB32m8ETpkJyppVtIm92cfFTErWReZSym5X26L6MSabme2tpeUtZ6lKiZmntJOVo3NwtpMWr1y9zGT1iY9/+HOf+eQnPv5ha/+jTEWs5jln59QfriRJmX3Mo5mspEw++fkvnzl7nqBzuCBwDyBZAQAA7JHFYunp5y4Hazjtz9Rq2Y1kpTq4xnElq2AOVLzJqlze+saff8NVqlJi5imJTFyZKhVRs9JaMj+qZIVAFe+5v37xz/7fv3j55dd4owpXPESl3066iLc3so9zXK8MSZmMTRx78gv/ANcEdgcXBO42JCsAAIC9UK5Un3qWXQfoT1YaLeGYi8wUZO1G2W2RkayCGU+JXMua3CSVt8rf+MafB2MVxSUrKaVnPhOc6rifFpgupe//vo8gUHXnyiuv/+t/8/9ceeV11WImKJ6s+KKG8aB8hKse4YLA3YZkBQAAsOucbwSOSVaha+oyRSRrHzKijtpiv5JVZHIjIvYWYH2BTcw8hU9mAk+rs3Elq8cuXfziF37kEx//iHUpxNPylRmu+J1y/EJB7TXQabIiojNnz3/y818m6NAH75v+8SfvD/WC7iFZAQAA7K52tcr1f7lmIvLnGWt60fKVWkSdj88X2SpO7Z7BfCj09lu3LI9W94iZp7gf/Sc9S1k3PVk9dunil7/09x67dNHaH7rD85V5V1WSJOqXTT08MJFS+w1YK+fTD7jhqgvHxod/6Wc+FOoF3UOyAgAA2EWZalWnycrs78kz1mRFRu4y+1i3q33gtFxnbbfteczzKkwx85TQbVS+awUpm6w+8fGPfPELP4JMtXtUvkpfV6U0y1MsXKXfmhaupJTrlQIR4ZrA7vzSz3zo2PhwqBd0CckKAABgt9irVWZVh1iLaylnTVZEzq2Yn03+LcZz7EO53MEVgFxwnhKcyQSvD5QywYV/e+zKK6//6b/+t5dffpU3tq/9E9lkRe3fA5WsCOGqKz/+5P0fvG861Au6hGQFAACwKzKPrPBnHlP8Uk+y0sJS/JjxPImRtcQ/r8IUnKcEZzL+Dpceefjvf+nvoki1L668/Nr//W/+7RX2/EB+Y5UqavFwlX6bKlzhhqtO4dnru6oQ6gAAAADdeOHK1faTAM2r71xXzfnx/sF8JWzjWxOUdOci1YG3dLLb5fLWN74Rfrr63nvs0Ys/9aW/89ijyFT75vHHHnn8sUeuvPzab//eHy0Vl7WlUsr0efc5IRIpSQiSUohMVeD2wo3bCzdww1W871xn79ODfkPNCgAAoP8Wi6Wn/+pyqFcoopgVJDM1+a/6c6U4MyP5kxXn2mfbCHGPAfQc567UrJCpBs1Scfm3f++P0uJV0np8BRElSSMNV4n6Elt3zbWvCRyffPLH/sHYxHHbwGCBZ6/vHiQrAACAPitXqt985sVKZbvd5Kn/ECsZxetiFY6vrk0EgsPGpEFJRPGPAfRtUr3myLXd0NMpMkuRqQaZKl4lrZusyBau0icHqmQlZXLm3PlPff6nbUOCBZ69vnuQrAAAAPrJfntVMFlRRKRRXP2lUcvSlnraKbvUk9wiklWHjwH0HHlgmiKT2IIVMtWBsFRc/q3f/cPLV17lyYqI2uFKphUtola4kjIhkp/6/E+fOXevY1TIwLPXdw+SFQAAQN8E3gis6Si9+DOPP5u5shw52s3r+sye1OpjZLm4KwA5334Hk5O/TUqJTHXgXH75td/8nT9YWiqmP6pHWUiiNFmlpUyWrAhlq47g2eu7BMkKAACgP5qxqlKNrUe5MlLXdadgslJb7FeySrG1Oo9V5K+jdZGslEuPXPipn/jipUcvePrAYFpaKv7m7/7h5SvNx7K3w5V6+ZgerlC26gCevb5LkKwAAAD6IHNvlSuZpMzqk5aL1IrWKpPWzVzL1WguNZnJyp+ysn26fWmVtkOZjXWXrC49euGn/jNkqgPv8pVXf/N3/3BpqciSlWz+UrT+sV4ppHFrbOLYZ37sH+JRFjEuPTDzxU/fF+oFHUOyAgAA6JX+RmAtdWj/TxtTEdJSE7VimGSNfUxW0tgrkR1fshbVgTJ9uqpWpawJ0vGzvlhfPn361D/5H/5rZKpDY2mp+N/8j7+ytLSchqvWxLUdrtZayYpIzp5/8BOf/QnHSNA2MzX+j790KdQLOpYLdQAAAACf9kWARCRYTBDZyGC2iOyfIDPe8EXkHkprlNk/Jn4IMhvnyPgsiIgq5fJf/HnvL60KxCgLkTnaS49e+P3f/g3EqsNkZmb6j//gt2dmTudyedbc/t6Pj9VV49yN7xJEWFrp8V9VsEOyAgAA6En7jcCerLJ7gpsLZjbXCK4UZyiXy3/5F39ZqVRyNiIXOdmI25jDpUcvfO0r/+xrX/ln06fxop7DJg1Xjz/2SLZZpL/b2i84wlUkhKvdgKsBAQAAutd+I7B27VzkZ0WLMdY+ZjetRbD6klng8kcsvm/+PpQZuVIuf/PffbNcqdRrNcdq6ctdPfMNV4ZrHol/pjJ9euqf/Pe4/O9IuHzl1a/+1r+83XpmIFHzbWdrlbz6BZs5e8+n//bP2NcH5oufvu/SAzOhXtCZyL9GAgAAAF25Un3h8tXO6lTBClIqfkBr0IpfXdP5us//zfPlcpmICkNDob4usnVZofYnXWRflv659MiF3/8tXP53VDzx+KP/+7/6vTMz6qF2wvwXamnhxu3563orGN5+bzXUBTqGZAUAANCNzDPW1R+eTGS2gqQ+czxECNbB1dM6CGXXVaStXbb+GZmgeE+edwSRoMXFxcXFRee6vfLt4vTpU1/9yq9+7Su/isv/jpQzM9N6uEr/p33Hnbh65VlzRdDcmF8PdYGOIVkBAAB0LH3GevP2Ks4ab1yLyJsdXCEq5VkUXJpSfeJTVla5XH7hb57nLbxs1Q6YUlJm4hvJt0+XHrnwe7/165ceQanqKNLDlfGrtTj/zuL8NX01yNoo72yUd0K9oDNIVgAAAJ1Jn7FeqW43f5bsD7ECFMd/VPUrVYZyjaB+VJUiczRqLdKWWqtVqmDFFwn2h3fmS42YU9kqP/WX30yvA7TqNEhlOWNVWqr6KkpVR5sWrtLHA6r0Loi+9/qLzpWh5d2FtVAX6AySFQAAQAfar67y49HAUx0yE0SwTtVVfanNTFwm6yZYYzl9aoUtVnV7txXfpC9WoVQFKeOyQE68d+M7tnbIeP6l10NdoDNIVgAAALEybwR2xQ9ejxKsUbpTDW8361eubVGrg1ZrcvUXbDTzD+8jHNuVRJLKlfJTjliV7UhE1OEjiH2Hml4BiFIVKGm4mpk5TdmylcjliWjuOsJVwJtv3wh1gc4gWQEAAETJvBHYQ8skgv2zv8wxrakkPpVFqFQq//7fPaXHquyNLq6yVS7wYivnjuIKQHA5MzP9f/yr3zcrV4LE9Tdfta4CyspaJdQFOoNkBQAAEKX5RmBefVLJRKsaadUhyqYGf57RFknjAyfYB+2z2rTILuUcVakmc0xB33rppVrd+d4qxdxgxBMshPUPrgAEvzMz07/2q79Mxt1WuCAwaPYDj+F9wf2FZAUAABC2WCwtLpWIjNQk3aElhj9l7SWexHgLy1pLt5eWlpaIaHhkeHhk2DJIS1q2Uk8FVJPdUNlKhysAIcaHnrj0oScuZZqEELggMMLC0maoC3Sgs//AAQAAHEHlSvX5y280f+A1K9Vi5akjpXg9ylObMjdkrTVpXJlNsKX8j0trzyvlyrdeeokvCeYrophSld306VNf/cqvfPUrv4JYBTF+7Vd/eWZmOi1bteCCwLDnX8Ip6ickKwAAAB/9GesxggUrMxp1oS+DKCpf2casVCr/8emnKxXLXRmFQiGXpRb1Eqt+77f+Ba4AhHhnZqb/z//tX546dYrYL94cLggMefXq26Eu0AEkKwAAAKfMM9a1Co/M/pjSallaSlGVK62nv2rE+3t6WqthZOyDtI2g+tjG98QqqzRfDXX5HItmrEKpCjp1Zmb613/tn7bLVkIQibnr3/WudNStrW+trOKCwL5BsgIAALDzvbqq62JRRyv6E5eHym8xmwv1+dZLL7liVdJIrO0ysbencrl8Lpe3Lrr0yAXEKujah5+49NilR4hItP7NefdtvLLJRyby6lvvhnpBLCQrAAAAC0usst7dJG3tWn1JK2qZtJKRvzaldZPG6pIVptJ/anso2QdVeeMt1FpX0NLtpaXbS2QTjFWuslUql+fhSuDGKuiLX//n//Ses5PUClfFW4gNPju12itXr4d6QSwkKwAAAJ2vWmUyc44ryXioLGTmtB51XfgiqlT0p1YowVjlxG6+yuWbxSvcWAX9cubM9J/8X3905x3TRERCVMqblfJGaKWjK1/Iv319LtQLYiFZAQAAZFjeCMyrQClrZcmaiLQO1qqXP1MJ1oHYB62+RGw0swYlsp+JrWuSRJKqlep//A/226u0WJVrhSUzVlnKVvwoJJGgmZlpXAEIfXRm5vT/+uu/RK2y1dLCjdAaR1dhaGRuYTnUC2IhWQEAAGQ03wjMqXoUzycaV1CJKUDF9OGCNSh/QnN1yLryrcvxT60gW6yKMX166ne/9j8hVkF/fewjlz72kUtERELceg+Pv3MaGhohovfmi6GOEAXJCgAAoG2xWFosluzRxaw+8T+qj/rjTy+qvsTXIrauubpWiRK2FdVntYonhrm3VSwWS6XSkE1O5AoGT6zy3G01ffrU73wVsQp2xVd/45fuODMtSKyv2G8UBCIaGh5JpHz73YVQR4iCZAUAANDUfCNwRD0nSrCyREak4avErB5Jy34R3n7re9Z26+1VUnZzyqZPn/qdr/0aYhXskjvOTH/1N36JiDbXV0N9j67h0XGSycuvvxPqCFGQrAAAAIj4G4HT7OG66i+l1YsUvpZ/BBdVj5JxI5h1M3OplXXPBZGg5WKxWLRcHeSJVcPDw+YihZWtRPqP6ekpxCrYbek1gULkdrY7uK71SMkXClLSd773XqgjREGyAgAAsD21YlcFC0fBQKXwjBeTxBRHz2ql+vLLL9uXefnDFTd9egoXAcLe+Ec/95PDw4XN9ZVQxyMqnysQydLKOt4X3BdIVgAAcNQ1n7FerWbqP2ZW4e0ms4Rl9lQtkvW3JiJzKe+jjSyzY/r7u46ite7LV16u2hKmKlgJ9tj0+OsAVdkK91bBXvrYRy598vs/tl1eC3U8ovKFAhEJIfC+4L5AsgIAgCPN+eoqHkvixQQNVzbjHeJJ9s+eLReLyx1eB8gFy1a4twr23pf+3ueuffvFUK8jKp8vEFGjUX/5Ddxq1QeFUAcAAIBDyx6rtLqT9lna2nnVyIqv5f9MbBxtWzK0Lk86WrsaxHUUtusABQnZSWgTQuRylr+0TZKEiGamT//2VxGrYK99+PGLTzz+SKjXEZXLD6X/CXvn3VuhvhCGmhUAABxRfb63qoMAEs2T0zybM9eKK5G9EroOkFMFK8E0kobZk4hyudz06VO/g/dWwT75O1/8YqjLEZVeDUhE795c9PeEGEhWAABwRDnfCJySjj/WPhreqPoL2wi8v7WdE7Y+2iJtWylzJwXrI4mIlovLHT0PUKUp1ZjGqlzeMrU4fWrqa//Lr54+NWUuAtgD42Oxj1c5atKrAYXIEdHNebz4q1e4GhAAAI6i9huBeeTw13asRCsU0e6UrTjZwx6GvPP2O4WCPitoJI2CsEwVarWa2ehy+tTUV7/yK4hVsI9GhvKhLkdUo1FXn9+5cevuczOezhCEmhUAABw55Ur1hctXM5UirYYTjCK8HKSii7Ctq7ZCRsXJuhV/5YqPL9imzaW8UfvRqF+VSssrpWWKkySNvFGYcl0HiFgFg2AYycqhUa/JpEFEIpf77ttzoe4QgGQFAABHS+D2Kp5qXAUiXjsS7J+ditkWGdvqCM9p7sT4ztuWx4JZw1Jia0SsggE3VMCM165Rr6tnfC4sxv71CrjgakAAADhCmrGqWrVUe8gWk8zL/KTRn382+fuopdK2rWCBi0LjUzYH8saWUnG5tOyeUQn3pr0Qq2BwDBVQs7JrNNpX9i4tr3t6QgwkeAAAOCr6/DDASO5K0R4JVbreeaf/BSvEKhgoBdSsHBr19n1WS8t4n3Kv8HsGAABHQrlS/eYzLzZjFU87qtrjKexYl/KL9LTPolXqkbYW/sccwdqijcNpx8JLaqrF/NMaqlRqF6zUc/5iYlV6q5W1pxDiv/vFn0OsgsFRyIf+guGoShp1IqnutkK46hGSFQAAHH7pG4Er1W3LMh54etHL6n3ZAYUHNs42t7TeYRXJdXvVI488/MGLD1kXAeyLgu1lAECtZwOmT11Pksbt4mpoDfDBfVYAAHD4tV9dJWzBQ2RTDe8gWU+tiCRt5SOy9STbdvkWVQuvNWlLeTtvcf1dvHX87OfSsuUOq6iCVaFARAXJt9E0dfLEf/uP/qHZDrCP8jnUrOx2titprBIiR0Is3F65+OD50ErghGQFAACH3GKxtLhUsuQZD2F82A0dDR6550EsEFrvsFKGh4bSD7V6PZ8zXnXVsASwU6dOfuWf//KpUyfNRQD7yHxPAKTqrXfTNeq1/NDw9ZuL/v7gh2QFAACHWblSff7yG/Zl1qqOFsCs4UerLMVUkMxFnsqV1kKOqlpHwYz0ylipVFIFK/WO4CRJepmD/uLP/yxiFQwgPHXdpV7f4T8ur+DxgD1BsgIAgEMrfRhgpbrdTCZmFBGOJOOnrbXbgtuyHlrIjWvXVKBK1ev1XE6fgNbYo8OUtGCVy+WSJFGNFx9+4OLDD5idAfZdrd7+RQWuVmsnq0a9trq65ekMQUhWAABwOKVPrShXq5kSkzVckZFeXDUibQR/gct1/aE/CAXjnyaYu7jWpldKpVKpJIRnP5xc1wH+4s//rNkOMAgaDSQruyT7Vycr65uunhADtVEAADiEmrGqj6+uiqxTydY/PZ27iTNuImJAqe/SzXdvWjvyGhQ5ClYm3F4FA66RxPzbexTV6+03BRNRcXnF1RNiIFkBAMBho8cqwf7wgME/i+wfYh9UWFI/ymyeEcY/OW272tb5OJL94S2c2d/1WTuKrKXbt7WWuhGiPNcBanB7FQy4OmpWNknSSJJGkn3I58rqhqs/BCFZAQDAoZJ5I7CLv6akxHeLpMKVdGatEn0GAAAgAElEQVSeqBpUb8xYFckaq3B7FQy+eiP+39IjRCtYEZEQuZU1XBDYPSQrAAA4PJqPrKhsO+s/WmGKSO/J+1O2vzTW8ovpk3JVosyUxQfU6maqMmaulR3fvBQwsmBlOn166hd/AbdXwaCr4wkWNo1aJlmlL7ZaWUWy6h6eYAEAAIdH+43AQZGZh+NxxV9WEr2N71m353LWSqm0Uiqln6WU8Q+x4AWrQj6ffvjHP/+zp6ZwHSAMulrdUm4FVbNKZKL+Q1DEg9d7gGQFAACHxOISeyMwFxNyePFHVavI9tnFrCbxIhjfK604pmh5jFeuyLYPWget3dx/QUR082Y3BatcTgjKa40PP3T/ww/dTwADD09dt2qwl1mlBSsimr+17OgOYUhWAABwGJQr1ReuXLUvi6kgGQnELmaoTrnGjC0mdSb+Jqsh9rarRqL/lf+pqZO/8HNfJoCDYKeGmpVFvabfZ0VEm1sVsxEiIVkBAMCBlz61olLZ1lOKq+4kHHUe/llLWdJWO1It1vKR6ilC/dVa1jTlqn2Zfcy6VnZvi0tLlJXL5YaHh3lLvV4fyr5B2IxVRPQLP/dlXAcIB8U2kpVNpdx+DGAik5zIE1Gluu1eAwKQrAAA4GBLn7G+67MBTwXJX8XyV8C647oO0E/S4q1bhaECsfWSrt7zg+sA4WCpbEc9keWoqVa2LI3V9iWC0Ck8GxAAAA6wzKurXDFDtMpEMhRFpBGTVL1I+8PHTJktagRreFHVJJntY34W7I9al/9o3R9zZEHLxSJfz7zDqt6oa6dIFaxErrkA1wHCgXOraIkQsF3eJCL1GJskaRBRdcdyiSBEQrICAICDKurVVb0IJjHKxhtrOuJUe3DYeNYNaUTzUsDEuK7PbAnCdYBw4MwvIVnpGvUaf59VLpcnoqRR30Gy6gGuBgQAgAOpfW8VsfqPIrI5R8SFGd7HNRpntpsjmPtmhivrvkn3aK4Wjkc+IiK6tTDv6Opk3mGF6wDhIFpaKYe6HDnbVcs5ESKHp330AjUrAAA4eML3Vmm5yNquiexGxnV3VtL4kNKCkCsXBStRwQ4p1k17fIX9UsCQH/v8Z0NdAAYLYpVVtbxJRDJJiNqPXCeiWi383wFwQc0KAAAOnvYbgV2VHzN4+Gs+vLIkHEUq1Siz/TnrWvyzlrjMbflrXJ5AZa1xtZhPBfQRRNJSsLr48AMoWMGBg0sBrTY3Vq3tOzt4gkX3kKwAAOCAWSyWFoul5g+u2pRVzEV3LtasZeXpGRzBsyeR++lwe3GR/9hRwSqfa74j+AsoWMEBdH1+LdTlKLI+GJCIqttIVt1DsgIAgIOkXKm+cPlqO6K4KjlmCHHFEtWuRRetiqXVqTx1JGt84nHLU32Stm1x5lGYtS/bUayurqQNSdLItZKSRyNp5LPdHnrwvocevM/VH2BgoWZlpe6zkkkicu2rAfHU9V4gWQEAwIFRrlSfeualcjX6YYBm0tBoscrVP1hrSsXXtcjYihm91Aee7jRxVazt7e2d7dj3feXTOZaxrR/9kSfNzgCDD/dZmRr1WqOuPwMwl8uTlKOjmVeHQ0eQrAAA4GBoxirrM9Z5wDCvD3TlJXOpWSnytAhbuz/F8f7mdtMO1rpTMCK6Ep0kIlprFaxSrksB8+zvrUVOSPYSYRSs4IBCrLJqPxhQCJKZ/3yMDg9ZVoA4SFYAAHAA+GLVbvOEFmvmkUYEMls6ElMHMytaLBOWSiUiyueb/6efZ1f51Wq1JGnwTEVEidQ3iYIVHFC4FNAqfTCgIpNEtP67UBhCOugezh0AAAy69Bnr7YsAVUrRKjzWkKMtJaOPq5aVcqUawT5Io6e2Ld7ZpHKXNEbzH4trz42lW1tbKlZphoaGGkmDl6dMKFjBwfX2e/Yn4B1x62slykoajVw+T0TDSFY9wPusAABgoKVvBA5fBLjHVKhTP3an6xU7sbWxrj43Qi+tUgUrkWueXxSs4OC6Md/+5Qdl00hWRJQ0GoRk1RskKwAAGFzpRYCVSuvpC8KRpsx8IlslIFf68uQiyf7wEXia0ipRovXBha+rRtaYLXwfzNqXNqZJEgkql/WroXi4Sl9aJYRz11GwgoNro7yzUcaT7nS1ne3aTubvqvizAUdwn1UPkKwAAGBwPa/eCBwpsooVWSmKHE0JDttRmcuf0/xEu8/GRk9/Z4+CFRxcKFhZba5bClapRCYjI3g2YPdQ7wMAgAG1WCzdXipZ7jXi+FJrzccjXapVpYicW1SVIq1FWyqy42ifedVLLeV9eE//sXPasbN111ZWiUgmDWG8xiotWPGRtWdXXHjofhSs4OC6+s5yqMtRtLayRKS/xoqIRC4nZTI2OuJYD8KQrAAAYBCVK9UXrlzltZc2LeHIbIun1GMdTetgtlh3wDNOcDeCrIObuS7O1lb7IWCem6yEEJLFqvRpgX8bBSs4yL5z3VmcOco21zOvYdDgfVa9QLICAICBk3kjsJkotOhiBi2yBRtVBdKqRmop2bbF60jWlmDE0j5bV9SSodpJ/165ZEerVCrWXs2CVRZ//PqDD3zgwQc+YPYBOBAQq6xqO9u1neadq2bZiogmJ0aNlSAWkhUAAAyW9qur/PlBpQ6ZTSNBMaGI67T65NmTTofqWb1Wq9dq6Wdpi1Kc9hyLT//g97l6Agy+V99cCnU5ivwFKyI6e+aUvwN4IFkBAMAASZ+x3n4YoLrSz1O30eKKtVpF2cDjqgV56kiuz3xY0aqM8RFMZu7iIxP77NofMj6TsTlBRJmCVS6fb3cx3gVseuzRi6EuAIMLNSurtZXb/g6npo77O4AHng0IAACDohmrqtvk0d+yTzhfxBGd7Ji1Z/zqLjKb64iodZNVLp/P5fPpy2oiPfbohVAXgMGFWOWialZC5Mh2QeDJ4xOW1SAOalYAADAQ9GpVylqAclWQzP5mH606FMwz/g5mrcm61NxntQovo5k7bx6pa1vWE0VU3irn8vojAVP5XK6RJNZFRPTpH/yEaxHA4MOlgFb8Jisisv4H5cTxSbMRIqFmBQAAA+H5K1d91SqjGmMX0yfl6hk5gso5wWwWOeBuEFSv13iDjCtb4dkVcNChZmVlvckqrWarytXJE6hZdQ81KwAA2H+LS6XbS2wmZC09ae2CxS2tcqWqPdo4opOcw3t6Sme8xWTNXWZPR8XJcnRmT95iVLca3ijlKlvh2RVwoCFWuawUF7INzf8YJY2GyOWEEKOjw6N4U3APULMCAIB91nx1FRdZoepajwUriihVUVyfGD2cDX+youxj1hU8uwIOtBffuBXqckStLC+mH9KbrEy4yapHqFkBAMB+KleqTz3benUVGdUn9dlsp2y7eeeStScZlSujzuOsDpGx1FyXd3NVk0z+peY4HiIzmpmsZKMhsnde5bM/PvrBhwngwLo2t3Ztbi3U6yhaLS0SUZIkOfb3KSKXk63CdZIkuMmqR0hWAACwb5qxqlKlIH+iiE8sXdSRzAv/goL5Z5cY+5m4n1FB1HyBlfYA9o995HF7b4CD4NmX50Jdjqjl2/OhLqhZ9QrJCgAA9kc7VqXRxUwvZi6KafGkLLPARdlil7X6JIwP1Pn1hLzGxVtceOnJVRmLyG/2J61LyV8KnCSNXK5dtrr0CJ63DgcVClYea6XAm6yI6NRJvMyqJ7jPCgAA9oFerYoICTppW8sTV4RjlT6KGTym/KX2M6azl6pZqYiVy+d4rNIgVsGBhoKVyyqLVZ5S9n3vO+daBDFQswIAgL2WqVaRrZ7jwotOfC1XDuF9eFnM3K4wqkNqf6xrCaP2ZfbkJPsQs5/mccXESN5HEhElrUv9cvn236XyIpV2I9bjlz5IAAcTClYeK8X2Uz3U4yvUk9bVh/vuRbLqCWpWAACwp9I3AkfdW+UXLEDJiD4eIhvG/Kxb0Rpjhorpo0QcnUwkERUK+ZztGYCm++97X6gLwIDCIwE9NtfZk+hlkiT2p4bePTtjbYdIqFkBAMCeeuHK1Uplu1354SJzBV/XWn0iW+TQKk6K9pkXlyg0Mq8ymbT+5geRHVlbRNlt8XZyLDX6CCELhcyj/6zSKtaJ48dOHD8W6gswoPAaK5faznZtx/0e9hbEqt5F/Q0WAABAXywWS4tLHc5+IiozTfElJs5MSh0JbrG7vbLqZhz7Ota/sUbBCg4uxCoPXrBSlwKq/wjgUsA+Qs0KAAD2SLlSff7yG80frFUgrWLDP2u1HQ+zp79+Ze1A2Q6u/aGIfTaXmlw91TjCGFMb0JEPC4V8rda8Wz2Xy/kfwv7BCw95lgIMMlwK6FFcfM/anj7YJtd6o93FB89bu0E81KwAAGAvpE+tqFS3AxmjF11UnBRzr/z7yStRZlVKsjgUrFkFQ1en+8Y6eB4DaELNCg4oPLvCY2OttLFmKeipUpVsPefmntkzZjfoCGpWAACw6/RnrItQPce11JWdeAUpJkpY+2h7ZVbVzM/+fXNVz6zlJtdum+fKXyUTrVyXNmcfXMHLVknS4O8IPn5sAjdZwQGFh617LM5fTxqNtDClLgXkZOsFd2fvOGUuhY6gZgUAALtLj1VB8aWnmBA14GKKWvGMcXJCf3uVeUFgPp/P5/MP3P9+AjiAULDyW11eTD9I6fxva5IkkxNjkxNjrg4QCTUrAADYReVK9alnXipXq0S2gpK1NqU+uKYBnvIO2UpA1sqSZ0/UhXyaYHHJ2ocfNT80YZwQV6WOj0ysbOVqZ2vx11ilCoUh9ZmnrAcfuI8ADpr1rZ2vP/29UK+jS8UqjTBew4CCVV+gZgUAALulGaviq1V7xl8jCka7+KqaSUas3kUJy7FK+horVbbK5/P8762lbCers3feQQAHzdef/t761k6o19FVvD1HUhJR0mhYLwVUEevuc9PmUugUalYAALAr0jcCVyrZl6hooUKrugSZ+cEcQbD0YtaRhGMfNK6yFe/AWetI1sqVWYyyMsc3O5vnzTgb+VzzqV/5fOCtVmemT/s7AAwaXAcY5KpZmS5dwPXAfYCaFQAA7IoXrlytVMPvpuwgVml48UewQGXNG/FVoGBNybrUjFJk7GEkV9LT+ngGZIvS29ZzuUCsGh8fGx/HLRZwwODBFX5arEoa9fSDeSkgEV186F6zETqFmhUAAPTfYrG0WCwRuUs0kv3TWncyiVAfcxyzvzTqS1baIk8lSuvDqbVkdgSTa0y+yDxXrioWy135fN6MVepRYEQkZSJEDgUrOHBQsAq6vXBDfRYix6/+1Zw6eezUSTwatA9QswIAgD6rVOtPP3c51KuTMg512LkLWqkqJgK5WrqmpVDRh8GHhoZDXYhwkxUcQChY+a2vLq+vLmuNqmyVUsUrFKz6BTUrAADop+XV6v/8Ry/kc+KOU8nYCI2NiNFhGh1hPSTLDP5aEC/X8P5Wnuvu/Ff3kVFTiqlKuY5C62kdWWaH4kSrp6tC5f/MSSKi8YkJY4HF7Lk7Q10ABggKVkG8YBX00cceCHWBKEhWAADQN8ur1X/xBy8sr1aJaKGYtjWn/KMjNDpMYyNibIRmZ2hmKrocE8xFFNfHpbt1Y3Y/cmRP0CJjEBE9LBERTTiSlXZB4OTkuLUbwADCk9Zj8Jus+FMBk6RBxiNtULPqFyQrAADoDx6rTNVtqm7T6oYkonfmaGaKPvyQGBtlPXgFxlV3slaThNGure7KLeaYZk9eZXLtg3V8f/5x7TwZNSgtSpkVLdVNI4iIxsadkanBrgtyBTCAAYQnrQeZjwTUbrJqNNr5CjdZ9RHuswIAgD7wxyrT0op8+nKytNJJ/aW/YopOiivvufTlsGI2Z4Yuw9jYOLkfD1goDBUKQ5OTSFZwMOA6wBi35q41P0nJC1aC/Xcg12r/IApW/YOaFQAA9KrTWJWqbNMzL8uZKXroHpqZEpa6E48KWiVHa6fsUvMKOk6VfeKji2j1F9kV+V7x6paL64jMz8IYyrquv2xFREQTkxOVSpm3DA8PE1G9zmpW7tIWwODAdYAx1leL6ytFar10wUWSlInM5XIfefxBTzfoCJIVAAD0pLtYpSytyKUVmpmiDz8sxtSDLmIyD0V3IyKi+aKcu01plWzmpJg9Q+dmOlmf88Qnz5AdbS2y6hWRD48dP1FcWko/5wsFVrxqrzwxgWQFBwCuA4wx/+7boS4ZFx88H+oCsZCsAACgJ3/8p693HauUpRX59LfkA/eIsREaGRKjIzQyTIX0WhVrckhLOioamPUcIiKqbtPSqpy7TfPFTFK5eVvevE1E8ty0uOdOOjctMiUy1xZNrovxrLUmVYjzF5rMCpi/j0tru+oeqny+QJKSpKFdGTg8NDQ8NEQAgw3XAcZYX13eaD1sPWk08vn2VF+7FFCSJKKTJyZwk1UfIVkBAED3Xn+r9PpbpVCvKJVteuWtNA00M0EhTyPDNDpMI8NibJgmxmk4T4UCDRVouCCGCjRUoKEhqtWpVqNanXbqslaneoN26rSyTkursrrt2SAR0XxRzhcpjVgfuKuTJxamtFzH45lVZCVKCWYnwT6Tvf/Y2LgQIpcTSWLfPApWMPhwHWCkhXc7O0sffPDeUBfoAJIVAAB0aXm1+sd/+nqoV/fqDapXaKtCtkTSaUYJSCPWzBQ9dJ5mTrKAYq0+UTbJqHwl3f15BpNGBFKjqbqWydwi59ouERGNT4xXKxUppciJfKEg2xFLEgncZAUDbn1r50/+7DVcBxikvx1YmP+l0H3/Ry+GukAHkKwAAKAbPd5eNZjUTV/Nh2o4rG/R6oYsrtH6ltysEBFNjtHxCfHwvdnnyHuY4Yqyta++Gh+fqFYq6kftgkDUrGDA4faqSGnBij9gvdFopI9Wtz4VkIg+/qGHCfoHyQoAADp2KGOVovLV+Tvp5DFxfILWN2l1Q95epdUNub5lWaVUo9K6XCzJDz8sZk4KS2XJdbWeVq3y9ORi+jAnp06Vlov5fC5JpLGWRLKCQYbbqyJZClatv6zhbwbnEKv6DskKAAA6c7hjlZLmq44uO2w/R/58h7dsdbCRTrQuLDw5NZU28AlWoTBUr9eIaBLJCgYVbq+K57rDqtFo5HL2F9j+0PdfsrZD15CsAACgA0ckVvXC/hx5zn/Vn6pcqRuutLu5tM8u2cFPnJxaW11RP/ILAh+5+BABDCRcBxhJL1hlCZascCngrkKyAgCAWIhV8dLnyD94XoyN0NiIGB2i0RGqblN1hyrbsrJNc0tERB+YpXPTEdUt631ZnTg9PZMmK2k+ITDiNneAvYfrAOPN33gr83P2X+qk0X4tuHoOO2LVbkCyAgCAWH15ddXRUdmml99UTwO0Sy84PDct7jpD0yfFKH9XsnbnlXlvlet5gLa7uU6enJJS341CoUBEb1z97v0feJ+xDsB+wnWA8dZXiqsrS/nse+qUXC6nnmnBi1c/gKcC7gIkKwAAiNLHV1eBRr1Wa3SEZk6KO0/TjEpZ/bsF6+TUqbXVlUYjyReG0r/RThoNItoqlwNrAuwtPGa9I3M33iIpG416sx6V/uvt+E9HI2mkGeziQ/fae0APkKwAACBst19dBanqNt1clDcXSaWs6ZM0OUYTo2J8zLEOv1DQ9XRBQUQ0PXPn6krpOzdy+Rzxt4NubSFZwQBBrOrI+kpxfbWYfm406rlcjl8KaH12RSNpzJw6eerkMXMR9AjJCgAAAnB71b5gKYvStDQ+SuOjdGxcHJug4QIVClTIUyEn8nnKCyrkqTBEhTzVG1SvUz2hRkKNBtUbsp5QvU7DIv+t7xRq9QYRrW/S8cnmhlCzgsGBWNWpuXd9d1hlluRy6pLgCw+dd3WDXiBZAQCAD2LV4ChXqVyl4qp2lU/89YJjheHxndqaELmFYnJ8svmX2Vvl9kuEAfYRYlWn1leK6ytF3iKTRN1M5XrYOhH98KeecC2CXjjPOAAAAGLVITN2/JwQOSIqrbfzGK4GhAGBZ6x3Ki1YqUqU9XXAzUUsZV268P5HL7zf1RN6gWQFAAB2iFWHz8jY8eHRY1ImQuRLrcdZ12q1Wq3mXQ9g1+EZ650yC1Zt0lew+sIPf9y1CHqEZAUAABaIVYfVxPE70g8Ly4nINx/TjLIV7C88Y70L2h1WroKVeuS6gjdZ7R4kKwAA0CFWHWKjE1NC5KRM1jbk2kbzIiLcagX7CLdXdcFXsDLusOKXAiJW7SokKwAA0OGNwIfbyPjJ9MPcbUlE+XyhXEGygv2BWNWFne3K2995mbfwgpVM9CIVh0sBdxWSFQAAZOCNwIdeekFgPl/YrOQ3KwUi2tpCsoJ9gFjVne99+8rOdvPfWfX4CiVJGo1GXf2YeXbFxfdfwrMrdhOSFQAAtOGNwEfByNjxkbET6edbywnhlVawHxCrurO2srS2fJu38IJVkjRy+QIRNRr19E/SaKilX/gcCla7C8kKAACacHvV0XFsajb9sLKRI6K5uQVvd4A+Q6zq2nvXviulbNTbValUkjSSpB2iTFJK3GS125CsAACACLHqiBkePTY8ejz9vLJO780jWcHeQazq2trK0lrrwRVpuBJC8EyVFqyU9P11adkKsWoPIFkBAABi1VF0YvrefH6YiOaLjcXbzoeMAfQXYlXXdrYrb71xmbc06nV/nUpJGg1cCrgHkKwAAI46xKqjKV8YPjF9byNprG5IIkK4gj2AWNWLt964vLNdIfbICpF9urq1YJW6dPEDly7i2RW7DskKAOBIQ6w6yobHjo+OncjnCy9cla9/FxcEwu5CrOrF2srS2spSqJepGcN+8ouf8veDvkCyAgA4uhCrYPLkuUajXqs1bt74TqgvQPcQq3phXgdInoKVlGQpWH2AYPchWQEAHF14IzCoJ7D/f0/Ph/oCdOna3BpiVS+a1wEyWqzyw9uB90zmckwAADg68EZgSE3d8YHi3BuLS2vF0sb0qWOh7gAdWN/a+frT37s2txbqCE6Z6wD19wI3f/TcYUVE3/fhCwR7ooO8CwAAhwbeCAxKPj88NfOBQn745TfeDfUF6EB6BSBiVY/eu/am1tJRwQqxai918MUAAMDhgNurQDM8dnzi2Mmn/+q7oY4AsXBjVV/EPLjCX7DCpYB7CVcDAgAcLYhVYDV6/K4XX0aygv5ArOqL7Wrlu6+9oDV6ClbpG4EFy1p4dsUeQ80KAOAIQawCl3xh+OSdj7zw6q1QR4AAPK+iL7arlVeef2q7Um7Ua80mKc1YpUJUM1YJQURJo56u8P+zd69Bltz1Yfd/ffqcM9edndmdmb1LAt0QWrQCCzmJJBBXuxLnKfBT5vGDE17oqQoPeRz8AKrYpkiei10xdmEcU0TEfhFjUrGJcRynMLEBI9l6WBPEIiFpJbRiF2m195nZneu59+V50Ttne/r06e5z6T7/7v5+aoqaPfM/M7NXzlf/G4etJ4w5KwDIC7IKob7+7fP337M/bBTgj/Mqhujl559q1K+fB2gaLb1Y6jbSaapOTFgljzkrAMgFsgpRcGIk+sZ5FUO0dm1p7dqS50HfCSt3VjkTVg7LNJiwSh5lBQDZR1YhOm45Qx/YWDVEjXrt5Y7tVabR6nzzma3aPpb92FEmrEaAsgKA7OO1MqKjw9ErNlYNl3sdYFuhoAc/4p6wEpGff987BYmjrAAg41jfhV4RV4hoo9L8j1978T9+7UWyalh81wEWCrptW55HRMS2djzYduzorceOMmE1ApQVAGQZNwKjP8QVQjlTVWysGiLfdYCds1WdmLBSBGUFAJnFi2MMgj8/6Iapqpj4rgPsFNxaTFiNEGUFANnEy2IMjj9F6MQZgDHptg4w9JEbE1a2Pb939yc+8gHBiFBWAJBBvCDGsPBnCW4cVhGTRr126rnveh6MklUen/jIB+b37g4eg/hQVgCQNbwUxnDxJwrCCsA4NerVZ77zzXqt4n4wNKIclnXj4PVjR29jHeBoUVYAkCm8CEYc+HOVcxxWEZ9GvfrMd/66Ua+6H/RklXMwYKGgiyay46yKHX7+/e/o+jEkgrICgOzg5S/iw5+ufHrlwjpTVbF66bnverLKV8AUlmkaInLs7tdzNfDIUVYAkB3cCIxYEVe50l7+x1RVfNauXlm7esXzoH9EObNVtoh94zF7+wemafwv72PCavQoKwDICG4ERgKIq5xg+V8CGvXqSxFOrRCRgh6y5+reo7fde/S24DFIgGbbrvIFAKQTr3eRpL2z4//8g0eP3r4nbCDS55UL69/+wQWaKm6+26tERNO80x6apul6Ufw4c1YLe3f/zq//iwWOBFQAZQUAqUdWYSSO3r7nn3/w6N7Z8bCBSIeNSvO//c1pmioBnVllWZamFTTNp6wcxWKp80GnrH7zX3+YCStFsBoQANKNrMKonPzRNf7sZQbL/5LUPrXC2iYimt+hf+1bgA2j5fmQk1WsA1QKZQUAKUZWYbT4E5gBnP6XMOfUinZQOXynqjTf2Nrpf/3Zd4UNQXJYDQgAacWLWiiCbVcpxZaq5DXq1e8f/4Zne5WzDrD9/vY7moh4Xqi71wTaYt979Lbf/NcfFiiDsgKAVCKroBq2XaUITTUSjXr1+8e/3qjX3A86KRWlrLRCQWy7fZrF/N7dv/Prv8jBFUqhrAAglX7tsROcsQ7VMHmlPppqVBr16olvf71Rr7rX+HmyyvXI9YfaL9SdrBIRp6xssTm4QkH+ZzgCAFTG1VVQ09W1+q89duLo7Xve/57X01eqoalGqJ1V7ge7HQMYvL3KNA1dL3JwhZooKwBImatr9cf+6GTYKGBknPKnr9RBU41WcFYFZNSOCaudOLhCTZQVAKQJ26uQFu2+YvPVCL306rXvvXCZphqtF3/wnYizVeI3YXU9q1z7d+554+uYsFIT+6wAIDXIKqQRm6+S98qF9e+9cPmlV1kzPHqrK5ef+R/fcj9SKOjt9z0ZZVl2sXhj2sO27RuzVduv2Bf2zv7ub3x0Ye+sQLMOU94AACAASURBVD2UFQCkA1mFVGNxYDKYpFKKZx2gbVkiortOTm+XlW3ZIuK8KHfiynmJ7ikrskpxlBUApABZhWygr2LCJJWCGrXqieN/5ZyxbrsuBZbtuPJk1fX3XWW1Y3uVbYvIb/3fH3nzm24XqIp9VgCgOrIKmdHefPXTD9301jcthg1HOCap1NSoV098+6/qtUrYwB1Z5TAMo1gsdmbVm990O1mlOOasAEBpZBUy7K1vWvzph25iCqsPL7167bmXl5mkUlOjXn3qb7/WbAT9u10slTxN5f6BruuesmIdYCpQVgCgNG4ERuYxhRUdQaW+eq3yP574ar1WKZXKAcOcC3/bPC/HNW3HdiyxbdYBpgKrAQFAXdwIjDxo/zl/65sW3/7WgyRWJ4IqLdpZFTQo8CJguX7wuiu1bJt1gGnBnBUAKIp1gMgtEktENqvNsxc3XvzxVYIqLTxZ5TNn5Woq3XX2urhCyp1VzrTVwp7drANMC8oKAFREVgGSv8Ryaurl11bPXtzYrDbDhkMhvrNVO+KqY6qqHVfOa3HtxpgbL871Yum3/q//nQmrtGA1IAAoh6wCHN97ful7zy+JyE8e2/eeBw/dcnBm12TQ3pU0oqYyIGQRYNjyv+v8hh27+1ayKkUoKwBQC1kFdPrus1e2mlUR2TVZvvngzB03zd2c5spaXq1eXK6cOb9GTWVAUFZFaKrrE1Z+IxfmZ3/5ox/sfBzKYjUgACiErAJ8zewqHjk84XnQqaxbD88eXJhamJv0faIKag3j2np9abX62qWNi8uV5dVq2DOQGqFHVpTKY90+5KwGtL1Zdf2V+cL87Oc//fGFebZXpQllBQCqIKuAbg4eGJ+bdR1C7WdhbvLgwtThxV2zM2MzU+WZqbGx8o5DApKxttlY22xcW69dWNpaWq1eW6/XGkbYk5BKoVklgWUlIoWC3jFbZQtZlVqsBgQAJZBVQIDxMdetqV0sr1aXV6vPvrzcfmSsrM9Mjc1MlWdnxuZnJybGimMlvVzSS8VCqagXi4WirhX1gl7QdL2gF7RCwWdFlmXZpmWbpmVatmFahmkbhtUyzJZhNVtmo2XWGsbyau3qWm19q7G22ej8DMikKFkVyncRoIj8ykf/CVmVRpQVACjhsT86SVYB3ZTL4WXVqdE0l5tVVt9h6IaRVb6rxmwRefM9d7z5njv8PgrVUVYAMHrcCAwE0HVN18NPAgCScXXp4vMnnoyYVa1mY+eCQPcVwGIaLefSqraF+dlf+eg/EaQTZQUAI3Z1rf7YH50MGwXkV38TVsDQ1WuV5088eXXpYtjATpHONWB7VdpRVgAwSmyvAkJF2WQFxG2AFYBBWdWetlqY301WpR3/VAHAyJBVQBS7Z0JOBQTiNkBWSavpd2WZq7ZMoyWcWpEJlBUAjAZZBUQxNaVPTY3g8HSgbZCsiujeo7dxakUGsBoQAEaArAKiKJW0Qwe8FwQDSRp+VnWsDVycn/vVj/1Tv6FIGeasACBpZBUQ0aEDE6USpwJiZIaVVf4LAkVEZGF+7rHPPLqwl3WAWUBZAUCiyCogItYBYrSGlVVerv9WsDA/94XPPLowP9d9NNKEsgKARHEjMBDRwl73LUBAouLKKheyKnsoKwBIDjcCAxExYYURijerbBGyKqMoKwBICDcCAxFxcAVGKKas8my1+uTHPkRWZQ9lBQBJYHsVEB0HV2BUYsoqj7ccu/Mtx+4MG4X0oawAIHZkFRAd6wAxKslk1eL83Cc/9qGwUUglygoA4kVWAT2Z3V0KGwIMXwJZ1Wo2987tfoztVdlFWQFAjMgqoFdLy41KxQwbBQxTAlklIosLe37vs/+SrMowzbY7LoIGAAwDWQX0bWpKX9g7xrJAJCCprJr7/d/55OICWZVlxbABAIA+cXUV0LdKxaxUqlNTOqdZIFZkFYaI1YAAEAuurgIGV6mYr5ytsDgQMSGrMFyUFQAMH1dXAcPSatmvvlZ99bUqfYXhIqswdOyzAoAhY3sVEJO9e8r7942FjQLCkVWIA3NWADBMZBUQn13T7A/HEJBViAllBQBDQ1YB8eEGYQwFWYX4UFYAMBxkFRCfUkk7dGAibBQQgqxCrCgrABgCsgqIFWevY3DJZNV9995FVuUW65UBYFBkFRAr1gFicAlk1eLC3KcefeS+e+8KG4jMoqwAYFDcCAzEh3WAGNzVpYvPn3gy7qxiqgqUFQAMhBuBgVixDhCDqNcqz5948urSxbCBAyGr4KCsAKB/3AgMxIp1gBhEAisAhayCCydYAECf2F4FxIp1gBgEWYXkUVYA0A+yCogb6wDRN7IKI0FZAUDPyCoAUBZZhVGhrACgN2QVkIyNzVbYEMCLrMIIUVYA0AOyCkhMs2mHDQF2IKswWpQVAERFVgFJahlW2BDgBrIKI0dZAUBU3AgMJKnVYs4KUZFVUAFlBQCRcCMwAKiJrIIiKCsACMeNwEDyOHIdUZBVUAdlBQAh2F4FjESpyKsUhCCroBT+zQKAIGQVMCrlMnNWCEJWQTWUFQB0RVYBo1IqafN7x8JGIb/IKiiIsgIAf2QVMCqlkva6m6fYZ4VuyCqoibICAB9kFTBChw5MkFXohqyCsigrAPAiq4ARmprSp6b0sFHIKbIKKqOsAMCLG4GBUSmVtEMHJsJGIafIKiiOsgKAHbgRGBgh1gGiG7IK6qOsAOAGbgQGAAWRVUgFygoArmN7FTByG5utsCHIHbIKaUFZAYAIWQWowTDssCHIF7IKKUJZAQBZBaiCsoIbWYV0KYYNAICMI6sAdRgmZYXrri5dfP7Ek3Fn1X333vWpRx8hqzAUlBWAXCOrAKUwZwURqdcqz5948urSxbCBA1lcmPvUo4/cd+9dYQOBqCgrAPlVubb6m//2+NXNsvvBD1/8DfcPf+/grwoAICmsAER6abbNfxwCkFPf+/Vf3nz+qbBRxBWQnHK5cPutU2GjkFlkFVKNEywA5NTqyaejZBWAJBV1rgnOL7IKaUdZAcijxtXlFx/7dNio6zzrAwHEp1ikrHKKrEIGUFYAcqdxdfnEv/o/GleXwwYCSBpllU9kFbKBsgKQL2QVoLKZXaWwIcgasgqZQVkByJG+s4oFgUACpqb0qSk9bBQyhaxCllBWAPKi76wCkIyFvWNhQ5ApZBUyhrICkAuDZxXTVkCsmLDKG7IK2UNZAciFFx/79CBZ5SCugPjsmdtxZzeyjaxCJlFWALJv9eTTqyefDhsFYJRmdhXDhiAjyCpkFWUFION6uroqFNNWQBzIqvwgq5BhlBWALBt8e1Un4goYOpYC5gRZhWyjrABkVhxZBWDoOLsiJ8gqZB5lBSCbYs0qpq2AIdo9w+3A2UdWIQ8oKwAZFGtWOYgrYFjGx3g1knFkFXKCf8sAZE0CWeUgroChKJd5NZJlZBXyg3/LAGRKYlnlIK4AIABZhVyhrABkylBuBO4JcQUMqNm0woYglcgq5A1lBSA7RnUjMHEFDKLeoKwyiKxCDlFWADJiuDcC94q4Avq2tWWEDUHKkFXIJ8227bAxAKC6hLdXBfi9g78aNmRHhkUZD2Te3XftChuC1CCrkFuUFYDUUyer2nx7qdu8FnEFHDk8MbOrGDYKKUBWIc/4VwxAuimYVbIdUb938FdZJQhEcW21GVxW1UqzutXc2qxfOLum64W/9/DrAwZjVK4uXXz+xJNkFXKLOSsAKaZmVvWBaSvg9lsny2XdaJm1aqtWbVa2muvXalub9epWs1ppukfOzU+9/afu6PZ5MBL1WuX5E09eXboYNnBQ991716cefYSsgpooKwBplZmschBXyJtWs2U0jGaj1ag2Ws2Wrlm1astomWHPk3JZ/4c/d0/YKCQnsRWAn3r0kfvuvStsIDAyrAYEkEoZyyogD6qbta3VzWa9ZTRbrWb/5wE2m2azaZbLethAJCGxrGIFINTHqesAUin5G4Hjxo4sZJjRNC786MKFH11YX9mobdUGySpHZaMeNgRJIKsAN8oKQPqM6kbguBFXyCSjaZx7+Xx1sxY2sAcb65TV6JFVgAdlBSBlRnsjcNyIK2SMk1XGwJNUHqsr1bAhiBdZBXTiBAsAaZKr7VWcaYG0iymrRGR+3/SD7749bBTiQlYBvigrAKmRq6zyoLKQOvFllYhMTpXf+767w0YhFmQV0A1lBSAd8pxVbiQWUiHWrHK87xfeHDYEw0dWAQHYZwUgBciqNjZiDdG1S9difemfWwlklYh4rg9GAsgqIBhlBUB1ZJUHcTUU1c3a1UvXEgiA/mytVZxjytX89gIkk1UiUt2irBJFVgGhWA0IQGlkVTcsCxyE+9V/sVw8csfhYrkY9qQkbK1VNq9tbK3dePFaLBf33bxvctdEwLPUkVhWici9P3nkltvmw0ZhOMgqIAol/o8EALrJ3o3AUMGVs1far/6dGBhKXFU3a5vXNiZnJiemJ4qlHj5bdbO2vrzmDqo2547dyV0T+27eN/h3GKuttcry+eVkskpELpxdo6ySQVYBETFnBUBdqyeffubXPhE2Kr+YtupPdbN24UcXPA8OOHNlNI0rZ6+4L8MtlooT0xPTc9PTs1MBT9xaq6wvr0W5RVfZyauALIzbA++6bWH/rrBRGAhZBURHWQFQFOsAoyCu+nDhRxd8S6bvuApdAjc9OzW1e6o8Xi6NlUSk1Wg1683KeqWPGlFq8ip6FsZkYrL0tp+6c2KyFDYQfSKrgJ5QVgBURFZFRFn1ynfCqq2PuArNqqHr45scrhFOUnUiruJDVgG9oqwAKIes6glx5Wi/3J+endq1Z6bbGrxuE1ZtPS26q27W3Fu2EtPTNzlEnYseVbCwf9cD77otbBR6Q1YBfaCsAKiFrOpDzuOq25q06dmp6blp92ESwRNWbqGL7lRojNBvcuhCu3RU2HA1XGQV0B/KCoBCyKq+5TCuoq9Jcw6TmJyZvHrpavT5pYBFd8mvAOwmyZWB0bs0eawJHCKyCugbNwUDUAVZhYjat+hGySoRMVrG5upmr8v2nHzqnKKpbtYUySpJsPGcObqwUSNTq7ZeeEbR6ksXsgoYBHNWAFTxzK99YvXk02Gj0FXmp62iT1INV3vRnQorAH3FPXOVWL8NYnyi9NM/ezRsFIKQVcCAmLMCoITVk0+TVQP68MXfCBsiH774G1GGqcZZhxZ9kmq4nEmqjaubvlNYKuijfKqbtUs/vvSjp09f+vGl0J9Ur9N9SCOyChhcXP99CwCia1xdfvGxT4eNQrgPX/yNzpmrNKZUW3Wztnr5WuhL/7gpvhZOtuMqysyV55d0a62ytVaZ3DUxt3+P72GD1c3ayH/9o5jfNx02BF2RVcBQsBoQwIixvWronLgKDir1lw6O/BbaNApeFhiaqZO7JnYvzLoPrO9jNmxU7nvglsO38JK9H1eXLj5/4kmyChgcZQVglMiqEVIzroymsXx+eSSr/rLBN65Cm8pjenZq98KspGod4E//7NHxCc4G7E29Vnn+xJNXly6GDRwUWYWcYDUggJEhq+CRohkSZXmWBfbaVA5niWDYKIWMT5TIql4lswJQyCrkCXNWAEaDrFKBUtNW1c1aimZIFFcsF/ce2Lt5baPXpkqpw7fM3ffALWGjcENiWXXfvXd96tFHyCrkBGUFYATIKnWoEFfKnmaOtHjgXbct7N8VNgrXJZNViwtzn3r0kfvuvStsIJAdlBWApJFVKks+tFgBiMFxfEV0iWUVKwCRQ5QVgKRxI3BaJFBZZBWG6MCR3YdumpvfN82eq27IKiBWnGABIFHcCIw2sgrDdenc+qVz6yIyPlGa3ze9/9BuKsuNrALiRlkBSA43AqONrEJ86rXW+VdXz7+6KtuVtXhgZm7v5K7d42FPzSyyCkgAZQUgIWyvypLqZq2yXrEM07Is07As07JM0zQty7QKekHXCwVdL+gFvVgoFAqFoj42US6Pl0tjJRFpNVrNevPqpWtkFRLgriwR2bV7fG7v5F3HDk5M5mgui6wCkkFZAUgCWZUZofcjWaZlmZYI1QQVba7XN9fry5c33/L3b87JcYJkFZAYTrAAEDuyKo06j6/gbHRkzML+XXfcvS/bfUVWAUlizgpAvMiqbGBbFLJn+fLm8uXNDPcVWQUkjLICECOyKhvIKmRYu6/e8vdvztLmK7IKSF4hbAAA9ImsygayCnmwfHnzya+fWr68GTYwHcgqYCQoKwBxefGxT5NVaVfdrJFVyIlatXX8W6ePf+t0rdoKG6s0sgoYFcoKQCy4ETjtxhrrF3504cKPLpBVyBVn8iq9cUVWASNEWQEYPm4EzoCt06c4BhD5VKu2UhpXZBUwWpQVgCFje1U2FG2mqpBfaYwrsgoYOcoKwDCRVZnx87ufmtWZs0J+1aqtp79zNmyUKsgqQAWUFYChIauyZFav/fzup8JGAVnmHMgeNmr0yCpAEZQVgOEgq7LntvLSbeWlsFFAlj39nbOKrwkkqwB1UFYAhoCsyirWBCLnFN9wRVYBSqGsAAyKrMqwWb32i3u+RVwhz5SNK7IKUA1lBWBQ3AicbcQVoOBpFmQVoCDKCsBAuBE4D2b12vt2PRM2CsgypU6zuLp0kawCFFQMGwAAXXEjcH4cHb8QNgTIuKe/c/ZtP3XnxGQpbGCM6rXK8yeevLp0MWzgoMgqoA/MWQHoE9ur8oa4Qs6NfMOVswKQrAKURVkB6AdZlUP3jau1zwRI3gjjKpmNVUJWAQOgrAD0jKzKJ+asABlRXCWWVffdexdZBfRNs207bAwA3EBW5dkX1/7ByfqhsFFA9i3s3/XAu24LGzUcyWTV4sLcpx595L577wobCKAr5qwA9ICsyrk7ylfChgC5kNhRgYll1e//zifJKmBAlBWAHnB1Vc5xqxXQ9vR3zsa9JjDJrGIFIDA4ygpAVFxdhZkCZQVcF/eGK7IKSB3KCkAkXF0FEZnR62FDgByJL67IKiCNKCsA4dheBQdzVoBHrdp6+jtDvpCArAJSirICEIKsQtuGNRE2BMid4Z5mQVYB6UVZAQhCVsFtwxwPGwLk0bBOsyCrgFSjrAB0RVbBgzkrwNdQNlyRVUDaUVYA/JFV6LRmUlaAvwE3XJFVQAZQVgB8kFXw9Vprb9gQIL/63nBFVgHZQFkB8MGNwPB1vsVrMiBIHxuuyCogMygrAF7cCIxuLhszYUOAXOt1wxVZBWQJZQVgB24ERjdkFRCFE1eXzq2HDSSrgKwphg0AkCNsr0IAlgICEdWqre8++WMROXBk96Gb5ub3TY9PlDxjyCogeygrANeRVQh2qrE/bAiAHS6dW3cmr8YnSvP7pvcf2j2/b1pEVlfOn3r+u2QVkDGUFQARsgoRnGkuhA0B4K9ea51/dfX8q6vOD8fHY9/LSlYByWOfFQCyCuE2rAmuCQYGZxr16tb3w0YNiqwCRoKyAvKOrEIUTFgBgzON+vKl45WNlbCBAyGrgFFhNSCQa2QVolgzJ762eU/YKABBGrWV1ZVnTaNuGmFDB0BWASNEWQG5xo3ACLVmTnz+2rvWTJYCAn0yjfrqyrON2o2pqmbDKI8N/zUYWQWM1vD/VgNIC24ERiiyChiQswLQNOruBxv11tDLiqwCRo59VkBOcSMwQpFVwIB8s0pENtdrvuP7RlYBKqCsgDxiexVCkVXAgLpllYjUKo311Uq91rJMq/OjvSKrAEVotm2HjQGQKWQVQpFVwIACssqjoBfKZb00Vto1Mz4xNRY23IusAtRBWQH5QlYhin9/7e2nm4thowD4i55VHpPTYweO7AkbdcN99971qUcfIasARQx59yQAlZFViOJ0c5GsAvrWd1aJiNEyw4Zct7gw96lHH7nv3rvCBgJIDmUF5AVZhSjWzIkvr98fNgqAv0GySkSajUh3XbECEFATJ1gAuUBWIaKvbd7D9iqgPwNmlSM0rhb2zpJVgJooKyAXuBEYEZ1pLoQNAeBjKFklIo16y/dxwzCNplXWxv7D5/8VWQWoidWAQPZxIzAAxGpYWSUim+u1XbuvzxsbhlmvNiubjXq1KSJHjuz74y/+v3v37A78BABGhrICMo4bgdGTW8vLz9RvChsF4IYhZpWI1CqNa8ubraZZrzYN48aBFgcPzP/Zl3/jwP69Ac8FMFqsBgSyjO1V6NXtY0thQwDcMNyscqyubG1t1DxZ9bU//+2DB+YDngVg5CgrILPIKvRhf3E9bAiA6+LIqk5kFZAWlBWQTWQV+jOvb4UNASBCVgHoQFkBGURWoW+TheZkoRk2Csg7sgpAJ8oKyBqyCgNi2goIRlYB8EVZAZlCVmFwbLUCApBVALqhrIBM4UZgDO6NY5fChgA5RVYBCEBZAdnBjcAYiqPjF8KGAHlEVgEIRlkBGcGNwBiWk/VDYUOA3CGrAISirIAsYHsVhuil5v6wIUC+kFUAoqCsgNQjqzBcy8ausCFAjpBVACIqhg0AoDSyCkN3zZwMGwLkRaO2srryLFkFIArKCkgxsgpxWDWnwoYA2Wca9dWVZxu1lbCBgyKrgMygrIC0IqsQh2tkFZDUCkAhq4BsYZ8VkFZcXYU4rLIUELlHVgHoD2UFpBJXVyEmHF+BnCOrAPSNsgLSh6urEJ9XW7zOQ36RVQAGQVkBKcP2KsTqfGsubAiQTWQVgAFRVkCakFWI22VjJmwIkEFkFYDBUVZAapBViBtZhXxKLKseeuAYWQVkGKeuA+lAViEBLAVEDiWTVQcPzH/usx9/6IFjYQMBpBhlBaQAWYVknKjdEjYEyJTEsoqpKiAPWA0IqI6sQjJONxdPNxfDRgHZQVYBGC7KClAdNwIjGX+9dVfYECA7yCoAQ0dZAUrjRmAkgwkr5ApZBSAOlBWgLm4ERmK+Xb0tbAiQEWQVgJhQVoCi2F6FJJ2sHwobAmQBWQUgPpQVoCKyCkkiq5ATZBWAWFFWgHLIKiSMpYDIA7IKQNwoK0AtZBUSxtkVyAOyCkACKCtAIWQVksdh68g8sgpAMigrQBVkFZLHhBUyj6wCkBjKClAFNwIjeSdqt4QNAVKMrAKQJMoKUAI3AmMkfnr6+aPjF8JGAalEVgFImGbbdtgYAPFiHSBG7mT90In6zRy/jswgqwAkj7ICRoysglJO1g89Wz98prmwYU2EjQUURVYBGAnKChglsgrK2rAmXmrs/5P1+8IGAmpp1FZWV54lqwAkrxg2AEBcyCqobKZQ26NXwkYBCjGN+urKs43aStjAQZFVAHxRVsBokFVQ3Jo58eX1+8NGAapIZgWgkFUAuuNsQGAEyCoobs2c+Py1d62ZbLVCOpBVAFRAWQFJI6ugOLIK6UJWAVAEZQUkjRuBoTKyCulCVgFQB2UFJIobgaG4L6/fT1YhLcgqAEqhrIDkNK4uv/jYp8NGASNzurl4urkYNgpQAlkFQDWcDQgkhO1VUNmGNXGmufC1zXvCBgJKIKsAKIiyApJAVkFBTk29WD9wprmwYbECEKmRWFY99MCxz33242QVgIgoKyB2ZBWUcrJ+6Nn6YWoKKZVMVh08MP+5z378oQeOhQ0EgBsoKyBeZBXU8Z/WfvKZ+k1howB1JZZVrAAE0AdOsABiRFZBKVfN6bAhgLrIKgCKo6yAGHF1FZSyQlkhtcgqAOqjrIC4cHUVlFK1ylWrHDYKUBFZBSAVKCsgFlxdBdUwYYWUIqsApAVlBQwf26ugoMvG7rAhgHLIKgApQlkBQ0ZWQU2vNveGDQHUQlYBSBfKChgmsgrKYs4K6UJWAUgdygoYGrIKKmOfFVKErAKQRpQVMBxkFVQWejDgzaWr/2DyTMAAIDFkFYCUKoYNABCOrILiAiasjo5feHDytIj85ebRbmOAxJBVANKLsgKGgBuBobjOTVa3lZcenDx9dPyC88PTzcWzLY64wIiRVQBSjbICBsWNwFDf07Wb2u/fVl569/QPbysvuQf89dZdHU8CEkVWAUg7ygoYCDcCIxV2FeqyvfDP01Qicrq5eLq56Pc8ICGN2srqyrNkFYBU02zbDhsDwB/bq5AN//7a2ykrjIpp1FdXnm3UVsIGDoqsAhA35qyAPpFVyAYmrDBCyawAFLIKQCI4dR3oB1mFzGCHFUaFrAKQMZQV0DOyCpnBhBVGhawCkD2UFdAbsgpZwoQVRoKsApBJlBXQA7IKWcKEFUaCrAKQVZQV0ANuBEZmrJkTX16/P2wUMGRkFYAMo6yAqLgRGJmxZk58/tq71syJsIHAMJFVALKNU9eBSLgRGJlxurn45fX7ySokjKwCkHmUFRCO7VXIhtPNxb/euou9VUgeWQUgDygrIARZhQxwdlXRVBiJxLLqoQeOfe6zHyerAIwKZQUEIauQASz/wwglk1UHD8x/7rMff+iBY2EDASBGlBXQFVmFtGP5H0YrsaxiBSAAFVBWgD+yCmn3+co/Wm6MVZp62EAgFmQVgLzRbNsOGwPkDlmFlNIPHdIPHizs3q1N76pa5eU1uXjN/t4pOXWOf+qRKLIKQA5RVoCPZ37tE1xdhRTRDx0q3vI6/dChbgNOnbP/6gR9hYSQVQDyidWAgBc3AiMtQoOq7c4j2p1H5NQ5oa8QN7IKQG4xZwXswDpAqE9f3Fe8/fYoQeWL+SvEh6wCkGeUFXADWQXF6Yv7im+8S1/cFzYw3POv2F/4Kv/+Y5jIKgA5x2pA4DqyCiobYlM53vQ6Z30gcYXhIKsAgLICRMgqKEybnCzff/8Qm6rtntfJqXNhg4AIyCoAEMoKELIKCtMX95Xvv1+bnAwb2I/pibARQARkFQA4KCvkHVkFNQ19+V+nyfGwEUAYsgoA2igr5BpZBQUl0FSOqTFNhH1W6B9ZBQBulBVy7cXHPk1WQR3xbanyxZwVBtGorayuPEtWAUAbZYX84kZgKEWbnBx/57ti2lLla4qyQl9Mo7668myjthI2cFBkFYB0oayQU42ryy8+9umwUUBCcs6hFgAAIABJREFUks8qoazQl2RWAApZBSCFCmEDgAxiexWUMpKschBX6AlZBQABmLNC7pBVSIxzFoWINJ96yq5Wuw2L71z1UFPjUon9RTIygqwCgGCUFfKFrEIyPOf7jb/zXfXHv+UbV/rivsSOrOjEIRaIiKwCgFCUFXKErEICfM9Md9b7dcaVcxigjA4HryMKsgoAoqCskBdkFeIWfA+VE1fNp54yl664HxnVOkAHc1YIRVYBQESUFfKCq6sQn4j3UGmTk2MPP2wuXTFe/KGMdHtV2/RE2AjkG1kFANFRVsiF1Ree4+oqxKTXqafRbqzyePdbtB+ctle3wsYhl8gqAOgJp64j+7bOX/rv/9OHL59YDRsI9KzXrFLN3LR86D1a2CjkEVkFAL2irJBxW+cv/fmD7988e3Hj7Gp1qRY2HOhB2rPKcecR7c4jxBV2SCyrHnrgGFkFIDM02+ZUKGSWk1Vb5y85P5xcnDj80IHgpwARZSOrHKtb8pk/sVgTCEcyWXXwwPznPvvxhx44FjYQAFKDOStklierRKS6VGPaCsOiwvkTwzI3LY9+oDA3HTYOOZBYVn3tz3+brAKQMZQVsqkzqxzXTq35jgd6otQpFENBXEGSzSpWAALIHsoKGdQtq4RpKwzDyK/3jQmnWeQcWQUAA6KskDUBWeW4fGLZqBndPgoEy9L2qk6cZpFbZBUADI6yQtY88cgnArJKRIya8doTF5m5Qh+ynVWOD71HY01g3pBVADAUnA2ITLnw+PGvvveDYaOum1yc2HPn7OTiRNjAgZhNq7XVamw0K5eqWxcrc7fvXrhnb9iToKI8ZJWDowJzhawCgGGhrJAdoesAfQ29r4y6WVuuVZdqjY1ma6tlNq32h4oTxZvecbA4UQx4OtSUn6xyrG7Jn/yt/ewZ/g8i48gqABgiygoZ0V9WtQ3YV05NbV2q1pZrRt3sNuzwQwf6/hIYobxllduzZ+y/eU5OneP/KTKIrAKA4aKskAUDZlVbr321dbGyeb4SXFNt3FOcUnnOqrZT5+y/eU6SmcLaPSW3H9LeeLN89Ts2KxLjQ1YBwNBRVki9YWVVW3BfOdNTm+crWxcrvgN8sQ4wpcgqj/imsI7dqv3E7XL7IW331PVH2O4VH7IKAOJAWSHdhp5VbZ6+qi7V1l/djDg95UFWpRRZ1c2wprCc6amfuF2O3ep/1Pupc/bv/tdBvwo8yCoAiAllhRSLL6vaJhcnZm6a3nhta5BT2tlelUZkVRTPnrFfviDVutSb0mhJo2W3DKm3pN6UelNEZLws42UZL0mpKGMlbawk42WZHJfX7d8xPRXgd/+rHccUWW41aiurK8+SVQAQB8oKaZVAVg0F26vSiKxSB2sCh8U06qsrzzZqK2EDB0VWAcgtbgpGWoXeCKyC4kRx/30LYaOgFrJKKXPT8ugHClxePCBnBSBZBQCxoqyQShceP37h8eNho0Zv/30LbK9KF7JKQXPT8qH3+G/EQhTJbKwSsgpA7lFWSJ+t85eeeOQTYaOAnpFVyrrziHbnEeKqH2QVACSGskLKpGV7lePyiWWjZoSNghLIKsV96D0aawJ7RVYBQJI4wQJpkq6scmT4yPWxBx+Sot586im7Wg0bqzqyKhVWt+RL3+SowKjIKgBIGGWF1EhjVjkyGVf64r6xhx8WEbtabT71lLl0JewZ6iKr0uXUOftL37Q5LTAYWQUAyaOskA7pzSpH9uKq/Na3Fl/3+vYPzaUrKZ28IqvSiMmrYGQVAIwEZYUUSHtWOTJ2sdX4u99d2LPX/UgaJ6/IqlQ7dc7+qxNCX3mQVQAwKtn5L+jIqmxkVfZo07u8j0xOjj38cIomr8iqtLvziHbnETl1TuirNrIKAEaIOSuo7qvv/WAqrq4KlrHVgFq5PPG+93f7qF2t1h//luJxRVZlDPNXQlYBwKhRVlDahcePf/W9HwwbpbqMZZWIFPbsHX/3uwMGKL4ykKzKqjwfbkFWAcDIcZ8V1JWNG4Gzl1UiUti9O3iAszJw7OGHFawXsirD7jyiPfqBQg6vvUosqx564BhZBQDdMGcFRWVme9Xhhw5MLk6EjUqZsQce1A8dChslot7KQLIqD1a35DN/YuVn5iqZrDp4YP5zn/34Qw8cCxsIAPnFnBVUlJmsmlycyF5WiUjErBLFSkapbwbxmZuWD71HCxuVEYll1df+/LfJKgAIRllBOZnJquJEcf99C2Gj0id6VjnU6Zny/fer8G0gAXce0e48kv24SjKrWAEIAKEoK6glM1klIvN3z2Vse5WjePvtYUO8VIgrfXGfvrgvbBSy40Pv0bK94YqsAgDVUFZQSJaySkQ2XsvgPo+++8SJK3tqKmxgLLTJyfL994eNQqbMTUuGT7MgqwBAQZQVFPLEI5/ITFaJSHWpVl2qhY1KkwH7RJucHH/Xu5+/+Y6wgUOmwowZRiKrcUVWAYCaOBsQqsjG1VUek4sThx86EDYqHYbVJ61G4/vP/vCeV0+FDexKm5ws33OssLAgItbysnHxgrW8bNf8I3ZY3zbSa3VL/vIp+8qqfW1Trm6EjVYeWQUAyqKsoISMrQN0y8yp62MPP9zfOsBOg8SVvrjP9yAKu1brrCyyCp2ubsjVDXtpTc4ty9UNWd20V7ek3gx7mhrIKgBQGWWF0ctwVklWpq30xX1jDz8cNqoHrUbj+8+9dM8rL4UNvMFZixil7pzKMi9fKh19E1mFKOpNWd2S1U376oY8fVpOnVPx/xnJKgBQHGWFEct2VjnSPm0V08xPT3EV0/cA+Dp1zv7SN22l7homqwBAfZxggVHKQ1aJyLVTa2FD1BVf0pTGxn7injc897o3hA2M8XsAfN15RHv0AwV1bsQiqwAgFZizwsjkJKsc6Z22GuL2Kl+hM1dkFUZIhcmrRm1ldeVZsgoA1MecFUYjV1klqZ226vv2quiCZ67IKoyWM3k1qnPbTaO+cvm7K5e/S1YBQCpQVhiBvGWVpPNuqwFvr4quNDb2xjte972b7/Q8ri/uI6swcs6lWMmvDHRWADZqK2EDB0VWAcCwsBoQI/DV937wwuPHw0ZlTboOCUx+suj5H/7o2kblrWdPSS/HAAKJSXJlYDIbq4SsAoChYs4KSbvw+PEcZpWkbdrK986oWN1x6y3j5eJ3b7rDLhSKP/n3yCqoJrGVgWQVAKQUZYVEbZ2/9MQjnwgblVlp2W2VwPaqTmPl0p233qLrhe8dub1aHgsbDoxAAisDySoASC/KCsnJ4fYqj1RMWyW2varT7Mz07l1Ttm2/+ONzjWYrbDgwAnPT8kvv137p/Vock1dkFQCkGmWFhJBVjssnlo2aETZqlJJfB+j2htffPD5WrjeaT7/w8urGZthwYDTiuPCKrAKAtOMECySBrHJT+SgLfXHf2MMPh42KV6PZevqFl+uNpqZpszPTd91681i5FPYkYDSGdawFWQUAGUBZIXZkVaf1N01P7Z0YKxbGdX1cLzjvFAvD/O/ffUj+PMBu1ja2njt1xjQtTdPGyqW33H0HcQVlrW7JZ/7EGiSuyCoAyAbKCvEiq1piV8Wq2vaWmEtiLtmGiLQK9sQtM56RxYI2rutjxcK4XhjX9YliYbyoL06WFyfH9o6X/T73MKmTVY5nXzq9urZpixQ0rUxcQW2rW/Klb9qnzvXz/6dkFQBkBmWFGOUwq2piLdnGkphbYlZtuypWS3b8FXNPS+kTxfLsmD5RlA7t6Stt+xl7x8uLk2M3zYzHFFpjDz+c/HmAARrN1tMnX240m8QV0qKPlYFkFQBkCWWFuOQqq87brdektWQbNbGcR3z/Xvmu9tMniuMLE1rxxnEynasCtY6n7h0v75sau3V28tbdU97RvVNhe1Wn1Y3NZ188rRUKlmURV0iFnlYGklUAkDGUFWKRh6xypqdek9Z52/98cM9frYBNVFqxML4w4Uxeddts5Ymr9jBb5NbdU8cWZo7smvB5WgSqrQN0e+6lM9fWNtpxVSoVf+LoHWPl4U/ZAcMScWUgWQUA2UNZIRZffe8HLzx+PGxUKnVOTwVw/nZFOZjCFinPlMfnJ7TA0U5feerL+SpHdk0cW5jpdQpL5awSkbWNrZMvv2IYhlYo2LZt2/ZYuURcQX3BKwMTy6qHHjj2uc9+nKwCgGRQVhi+C48f/+p7Pxg2KmWu2MaPpNFteipAeH5tmz44XZwoiogV+LeyUNDE7yq69nN6msJSbXtVp+dPvbK+uWValohYliUiY+XSTxy9k2WBUFy3lYHJZNXBA/Of++zHH3rgWNhAAMDQUFYYsuytAzxvt34kjSt2b9f7tv9etaeXghOrOFGcPjjd/mG3uCr4LRZ0V1Z7luzIron79s0G95Wa26s8nGkrETEty7ZsW2y9UJjZNXXvXbeFPRUYsc6VgYllFSsAASB5lBWGKUtZ1d8kVedfp84S8k2s9oTVjpE7/3r6ZlUnd2gd3jXx1i59pfg6QLeTL7+ytrElIoZhiogTV/e84dbZmRstCiirvTKQrAKAbKOsMDSZyaortvGi1HuapAr4WxQQQ+3E8kxYeYfZdsSmku2ssnd+Xd++Un8dYFt72sopq4KumaY1MVZ+M0cFIiVePm/+2z/T1laermzG+y8kWQUAI9S5WQPoRzayask2nrC3nrC3ImaVvf3Wn8L2W2nqeh7YYne+aZrYtm253oI/rWxnVft7O79Z+7PTl/7s9KWt1vWfl764Ly1ZJSKzM9PO9JRW0ETEMm1dL9QazWdeeLnR7G1SERiJcX3jzrn/Lq14/4UkqwBgtCgrDEEGsmrJNv7WrvytXVmyDU0kypu43umD5Xqrr9TWz6xVL1eMStdOcH9da2dotd88f5/dfaWJnNus/edTF89t1kRE3vAGSZXD+xecd4pFXYgrpMpWtf7Nv/u+iFTiXAZIVgHAyLEaEINKe1Yt2cYPpbG0PUll9TIF1W2o+3F3enU7xMKTZ8WpUmm6VBzX3dcHd/L96kVNa3+o/Wndx2nYIvtnpv7nD//TmT1znU9X2XMvnVnd2BIRvVAwDLOgayIitpRLRZYFQllb1fp//stvb1XrIvLdF+2Y4oqsAgAVMGeFQT3xyCdSmlU1sdrzVO0HC/3PQt3gnl8S19xUREalVbtS3Ty7uXl2s3al2m0iy/NVOj/UXqzYnmFz/vfyRuVLv/+fNtc3/Z6qrpsOXl++aFpWsahbpi0iokmzZbx05mzQM4ERcWeViOyK57wYsgoAFEFZYSAXHj+e0huBl2zjW9aOpupDtwjz7L8quN66jfd/3LBaW63q5erGmfXq5apl+NdZt8RqP+j5/JrI5vrml77wh+mKq9mZ6T27Z9o/dMfV6vrm6kaafi7IA09WicjuqSH8hxsPsgoA1EFZoX9b5y898cgnwkYpp72lqtZlGqnvaasoB1oEJ5aH7XprVVqVCxXLsGzxO+bCFtsWscXoOODCsyawvVBwc33zS1/40tlUzfYc2re3VCyKiHNxsLPnyjQtXddPnXmNDVdQx7nLK56sEpGxcrfhfSKrAEAp7LNCn9K4vWpJjB/ajSjzVL3utuo2OmKiWduL90IVioXJQ1MF9/4rv6fphRu7rcR1FLu4ZrHa79x8683/+Of+8a7duyQN/u7pF0SkZRh6oSAipmlZtiUiRV0vFXU2XGHktqr1bxz/wbnLK50f2qzK916K8hc9ErIKAFQT8T+dAzukLquub6mKvPyvp2krbYC/SO59UFFYhlW9UNmxLLD7dqv2w84uL3cBulcJnj1z9g/TszJwz+yMiJSKRWfaSkSclDJMs2WYp868FvRkIGbOCkDfrBKRIVY/WQUACur7BSFyLV2nVtTEetyuLIuhRS+YHuNKIq/xs3e+uUX8ej5x5XAllmnd+Nye7HKe5p6/EpHN9c20xNWBhT3OO86yQBFptcz2PNX6VmVtY8v/mUDMOjdWeYwNqazIKgBQU5SXgsAO6Tq1YkmMx11bqmKNK+myjapbSnWK+PUsw6pcqBg1w3/DVZdsa39ya+eaQOf9tMTV7l1Tu3dNOe8XCjt+pQ3TFJGXXznHhiskLzSrRKQxjD+YZBUAKIuyQm9SdGpFTawn7cqT3U+qiFVhe+tUaE15RIwr27CqFyvVS0GXC19PLFd0eeav3GsCtfTEVfvWYNM0nXfc01aNZuvlV875PxOIR5SsEpHBk5+sAgCVUVboQYq2VzkrAJfEZ1dV3NNWbl02QIWIfn6gWTNqV6qbP16vXamatS5byFzfRPsIQcv233OVitPY3dNWpVKx/fhYueRMW61tbLEmEImJmFUy8JwVWQUAiovy4g24Li3bqzwrAAdUEK2PvnJPVfXUV+6R0RPLqLSqlyrVS5UofdV+QFwTVu49V3/xlb8QtS3unXUmrEzTdOKq1TJl+zQLEXnt4pWApwPDEj2rRKTRDBvRHVkFAOqL8poNEEnJ9qqIKwB7mrZy9NdXblqPieUWMbHMmuH0lVHtua/ae65skbNnXlX8nqv2nJXDPXOl6wURWV3fZNoKcespq0RkbavX1cHXkVUAkAqhL9UAkZRsrwpYAdipj7iSyH0V/OopoK9CP3Vh5w4u3zejZlQvV9ZOr1UuVZpbTbuD8x24jg+80VTOY7bIX3zlqyqvCSyXSpMTY877zuRVqVR0pq1kO65eu8C0FWLUa1aJyFpfsU9WAUBaUFYIl4rtVU5WDWsFYLCIfRWsp/kra+ebRJvFalVa1cvV9TPr1cvVluugi+3AsmXnGRueNYGKb7iamZ4qFnXfDxmGVSwWVzeYtkJc+siq/pBVAJAilBXCqb+9qr+s6m/aqq1bX/W03McdM+7P1ZlS3RS6VJb723AnluHaiGXatnu2qr0m0LG5vvmHX/iSsnG1d27G84h72srx0pmznMCOoes7q2anw0bsRFYBQLpQVgih/vaq/rLKMWBcyXZfDTiF5eRNxJQKEDqR1aq0KhcrlYuV1s6z2t2BZ7v+d2t94y++8lVR0p7dMyLiTFu1j18vlYqGYYmIaVrFYrHRbJ0681rAJwF61XdWicjiXA//UJBVAJA6lBWCqL+9arjHAA6i78RqTxYVurx5dPsCnnknZ5gldudbs3ZjCqu+2bSM7WuUfY630F49c1bZ0yzccdXmPs2iWCyubXICO4ZmkKwSkYXZsBHbyCoASKMbL0EAD8W3V9XE+p5di3heRYD2tJXd0zK+7nTRzLAlgT19KXdcWduzWxG1S8/a+TWdHzYqzUalqYtWKBaKE8XSZFEf0/WyLtcLzdZE00T7uyf+7uZbb+785CO3d27m2vqGiBSLuvPbZxjt0ywM07R0vaDr+rlLS7MzPS7DAjoMmFWOhVlZXgsZQ1YBQEpRVuhK5e1Vg6wA7MZJrKH0lS6aiHT2Vd+f2/Pz9ExkRflV6JZYzrdqGVZzs9ncvH7bjl7W9TG9NFnUJ4p6UT975uyrp1+95bZbRDEz0zfOXtc08WyyatvYqq5vbu3eRVyhf0PJKhHZv0dbXgv6l4CsAoD0YjUg/Km8vSqOrGrTtOtvg9O3Y6a9SK9XEbddBSwd7BRl1aLZNJubzcqV6sarGxuvrjevNb7yxa9srSu3pq5cKpZL/v95yFkTaJrXf/EuXrnqOwyIYlhZJWELAh964BhZBQDpFeWVGHJH5e1VsWaV21D6ShdNi7B1ym3Acyzan98WO/hNE9FEC+09y7Cq16pXT6388ef+OGzsCLSnrQzTau+warUM2bnhamV1vfO5QBRDzCqHb1wdPDD/p3/8b/70j/8NWQUA6UVZwYey6wBrYj2RSFa1DXEKyy3gpIrQ9OpkdbxJtLkpEbFFrJ2nX3SbXjvz3OkzJ0/7fWSU5nbvEhHDtETEMM3Sziks9w+vrm4I0KOhZ5WI7N/j/VvprAB86IFjvuMBAGnR60s4ZJ+y6wBrYj1pV4x+VtUNQd99Fdo2vnzTqx1dnR3l4f6S3fvqxoOdNdV+xP2hx//LE6IY91YrX4VCwbIsEbm4tBI8EvCII6ukY86KjVUAkBmUFXZQdh2gk1XObFW5r1YZiv7iaijcs0lRVhV6dExh+fxMPH3lHuF86PTJ06cVm7Yql4q67nPqurMg0G1tg+PX0YOYssrRjiuyCgCypKfXZsg+ZdcBPm3XamK1wyCTceX7iYNPv+gjsZzljb47r5wB9vVh/p5Qb9pq9y7vtJVnTWD79+zcpSUBIog1q0Tk8IImZBUAZE5PL8mQccquA1wWY7nj3qqyaKPqq/jiyhG838mXe7mg8911bp1yf0LfXVjtxGqfzN75PSg4bTU3M60Xrv9TZpjeg9edR5x5LaatEEXcWSUic7vkrtsPkFUAkDGUFW54+tP/LmzICNTEetqudfvoeObiKnpNebTbSRPRIv/dDj7owvlUnjY7/pd/5zt4VCbHx0WkHVcO57Jg9yNOXF1c4vh1BEkgq0Rkds/8n//pZ8gqAMgYbgrGdWpOWLm3V3kUnStuxR4Xrd5Lj7Qboofn+NG0qNcKF0SzIn81T+IEPy34o+7UCD1O0R1Xltim2O37uDy/Yi889YKoZHys7Pu4e02gaVl6oaDr+rU1TghEV+cur3zj+A/izqq98/P/z6c/MzsXeLMVACCFKCuIqHpwhW9WFXcGgPOOM3PVU1+Ja9VcAnqKKzff0OrjE/VUWQ6746u3f8VeeOqFu++/2+c5o1As6sWibhimXiiY1o6fXOfiwEKhcG1tY8/sjAAuW9X6N47/4Nzl2A+QdLJq7zyzVQCQQRFXDCHjFDy4ojOryqIVvS/1d+hvZaC2/daHntYE9nf8uoe2/b/9fa72Ke3OZ7DE9n1rj7f93kS9BYHtaSu9UGjXVMswbL9ZxaWra50PIs+cFYBkFQBgQJQVVFwHWBPr/3Odse57WIXvFFB/ceXoO1eiG0pctWmutwABN1/pojlvnc8K/lZVO8fC2WrlcDZctQzD/UO3q6vrAmxLZmOVkFUAkAOUVd6puQ7wWbtmiN3r6X/OjMq4aH33VR+r7HqatpKwYumbp7Ki3yPsCEisbpSatpqeulFW4soqhxNX7YWCtshVdltBRMgqAMBQUVZ5p+A6wGtibnXdCnS9fTwTVnZHFPURV31kVX/ax/F1VlbP37SLe7VeH/dcOZy+cnaFBW8MU+oci/HyjUMsDNMs6t4dpJ6Zq5VrTFuBrAIADFkfL72QHQquA6yLfdKuSeB1VZ0bgXz1FFeDZFWv01Zu7soKOP08mPsXwfP8zsTyDOi2k6rg6qtue7HUiatyueS8095k1S2uLMsSkfXNiiDfyCoAwNBRVrmm4AVWJ+2a+4i/bpuspEtTecb5rgzsfNYgWeUYJK48CjvfAthdfhF8tS8R1joiKvBZ/rHnPHjib7/f+aGRGCuVxJVVhnljNaD7eMD2gsBmq9VstQR5RVYBAOJAWeWXghNW18S8Jt5jsh3tvrLEjpIEbgGTV71+qgCaNsy+ausMrYAo8v367o5yBkTJNjfPfFr7HXXmrHTd52fTOW3lxrRVbpFVAICYRH9xhaxRbcKqvQ4wQK9nWrT5xtWwmsotjrhytNOoWxe5v7LvrFTnt9br5Jgmmiaa+3OeVCauxsf97wv2KGxvuGKrVT6RVQCA+FBWOaXahFVd7KfsSuhVv85arrF+48rdV3FklWO4k1cBM1SdURRxjV8Az1rBbp+t/aHnvvOc38dHYKxUKnQcsO6etmovBXSGcTxgDpFVAIBYUVZ5pOBJ657tVb7cxwWOidbZV1FyxomrQdojIqev+q6snhqpsP1zD/hSnR+ydr61RZnFajvzwo/DhiSkfVmwh++aQOIqh8gqAEDcIr58QqaodtJ6wPYqR7d7mXqdvHKCob/1hIPoqbKiB5UvbefFVu0HHcH3XHn0lFgjNzE+Jq7Ffm6GabYnrNwzVytcGZwbZBUAIAFBO7yRSQquAwzeXhXcAE5cNbrESOerbENEExkTrdtTRq6wfVBH2MBwTlC1P1GUmvLV/mV0PsPswvzc4vzs/Pzswvye/aq8gizquvNOoVCwrB0/16JeNC2fdN/cqnY+iOwhqwAAyaCscke1gyuC1wFGjAGnlEJnV24cxR2WZPHRNLEjfE3nLqmwUSFs1ztal9mnbr/C+2+5af/NNx2547bXv+mNe/bvczpqdnF+dmHHq8Zmvf7MX/2RbTa7fJrkeI4HNEyjvQ6wZbR0Xbc7ft2bLaPZMsol/hnMMrIKAJAYXlLki2oTVqtirnZfBxgxq0SkINqYiNF7iig+eRUxrjoHRXqaiGzn1t6D++9924P3vuOhI7fftv+Wm/bfclPI07aVx8df/+YHz5x4PGxg7HTXOsD2tFXLCLq0yrSs9c2thT2zAWOQamQVACBJlFW+qDZhdd5ujUtBRGodGRUxq9z32BZFC4gr94SVm+Jx5bwTMbGke1PZfodYPPi+n3nHz73/2NsfnD+43+c50UzPLYQNSYJnzqpQKHiyStO0zmmr1Q3KKrPIKgBAwiirHFFtwmpNzLXtCauJnUvVLLFDa8fdVO3w6BZX3bJKRLTtAwNDDycclogLAt18f7IeoZ/Siau9B/ff+/YH3/Fz73/wfT8T9oxIJmbmwoYkwXN2hWGYneeFOHFlWpZeKDhHWVRrDe8gZAJZBQBIHmWVI0pNWDXE/qFdN8XWu5zUF3Y0RXhptLmzyvfEPMe4aInF1SA8P3e7o6l8f0Hf8s63/6P/7UMDTk91MzEzV9tYDRsVr4IrpAzDFBG9oHceXOGZuao1KKsMSiyr7r7n2Ec++jGyCgDgoKzyQrUJq5fserdqMlxnUXT2VaFLibV5pq26zVb5fpae4sp9snnEtYttfUxb+XJ+NczA7/nB9/3Mz/7iP3vLO98eMGZA03MLoy+r7TkrJ6sc7bgyTVPfPjxQ07T22euGYRqGWSzqgqxIJqv2zs9/5KMfu/ueY2EDAQA5Qlny+c/sAAAgAElEQVTlhVITVgEHV/iu5XP6yvcsAt8Jq3Zc9ZRVjogrAz2fwXMueRTDiisR0UXrjKu3vPPtP/uL/2xYS/6CTc0uLJ99OWxUvJw5K3dWRVRrNHYVJ8NGIR0SyypWAAIAOlFWuaDahNVrds+HdFsiugReJ7xTsfvsU8icl4gETl5pHe+0Rc8qR0xxlcAklYdeHgsbEjtN00zT5w9I55pA07T0QsHe/uWq1hq7piirLCCrAACjRVnlQqonrAIE7LAqijbp11D1yPnjG1cBVRb18+40xLjaf/jQL37ut5KZpPLQi6WwIbHTCs7yzKi/mppoTlxtVqr75pU4hAODIKsAACNHWWVfNiasHO5pq27rAJ13DLE7d2SZYpdEa0V+8e1ZGTj0rHK0T14YJLHe/M63/fIXv7Bw+FDYwFioUFaFzqMAt7mnrUzzxu+VE1f1Rs9/IKEasgoAoALKKvvSOGFldd+55LsmsLizenznvtqL5XqKKxEZ97vwyv31Bskqt/4S683vfNsvfPLRN7/zbWEDY6RCWTl8L61qc2eVQxOt0Qo4kx8pQFYBABRBWWVcWias+lsHWAyaRhqmgNuEh5VVbk5ihfaVCk3lKOij/5fE2v718o0rvbDj9D/nSivn/WbT92wUpMO5yyvfOP4DsgoAoILRvx5CrNIyYdWNb7eURQuYZQiesHL0Om0lXe7X8nx7mut/fQf0JKCvFg4f+uUvfkGFpnKoUFa2deNXyjeuOies2o+bpqXrOy4ahvq2qvVvHP/BucsrYQMHRVYBACIa/eshxEe1CatzPU5Ydb4Qdq4VtsQudImWiHNfmkhZtGa0wW7uySvnGwieNXNerQ+3r0a7pcqXVhj9fVBW9zm+pmGISHuSysOyrXqzOTUx7vtRqCmZFYBCVgEAekFZZdnJf/eHYUOSsy5mRayxjhKxu9861ab79Uu3uOrkmbBqf66yaCLSa1+NidYU2+7SVIMfxe7L6at73/H2X/jkJ9SZqmpTYZ+VZ5JK29615mRVANuWZrNFWaUIWQUAUBNllWWv/Levhw1JznnbfzeLub3QTnautXOCpLOpAk5aD52w8m2h6JNX7SmPst/KQOn4/ENpKsfC4UP/8g8UWv7noUJZWZb31zu0qUTEtCwRqTWaHLueFmQVAEBZlFVmKZVV62KuiRm6kcU9oxX+onjntFW3rGpPWAUs2+sWV77fsLn9qTzHWrQ//xCDyrFw+NDnjn9DqeV/CjKtHb+DLcMo6kXLjvS7Ua01woZACWQVAEBloa91kVZKLQW8ZLfELzm65VO3Yy46J6ycP8HBWaWF7YYSkbJozkxUwfXWyfONeRY3WjFk1Zvf+Tb1s8o0Rn+8nnvOqrU9W1XQgv6JM7efYpi9HayCkSCrAACKY84qm1Q7u+Jqj0cCiogm0ZbohQltKocumil28H9p8P05OHFVDz8jvWeKrwB0U6Gs2pnUirAIUFzjRcSkrJRHVgEA1EdZZZNSh613y6rQCStPXPnusCqKZog97jfDVBcrSla5t3I5n813WPBL73HR6sMpwevStQLQtkZfJs6h6p1ZVdAKnWsCPcesdzuQHYogqwAAqcBqwAxSbcLqUpezK9r6e1VeFC3gpmBL7PYCvwDtrGpvx/L9nFG+w/GwrxVdKlYAullmpGmiWLUMw4g2W9XJ7Dj9AuogqwAAacGcVQYptcNqXcz1SGFynWdoe9rK6lI+oecBdjudwvckd0fAzFWw8e2VgWEDu0rRCkA3Rcqq26+7Z9qqc4aq81xBKIKsAgCkCGWVQUqdCthtwir6K/F2XAXMUHl41g167q3qbCqzo4XccdVDF4rIACsD07UC0E2FfVbVWiPK7jzfhX+ecwWhCLIKAJAurAbMGqWySjo2WQVPDfg2TEmk0CWrfGeWul14VRZNFy1KVu38aD/6WBmY3qwSNcqqVm8GfNQ5JLDbfirmrBREVgEAUoeyyhqllgL2enaFR0lkiBfQ2j3+cS+K1l9WOcZFi95Xqc4qUaOs6k2nrLr+mgccU2EP/2RHDISsAgCkEasBM0W1syuW7YgNJeKaHfLUVLdP0dOEVbcXzr4TVs68liX2xHaL1fq9pyrKysC0Z5WImM3R37TbaATVXbPVKhb1br8VFmWlErIKAJBSlFWmKDVhJSKbYrZP52tvc/ItJbPH6amessqtELgisduxFoMkVnBcZSCrRKS2uRo2JF6Gabpu+/Xutmq2tqOryz4sw+j5txUxIasAAOlFWWWKUpusVncuBQw+AN33+D6JvG4wmOdTt+PKPWHlaapukeYkVr2XvrK2bxNudHzObGSViDQqm2FD4tUxYXU9oW40VXemaWla1HWbiBVZBQBItZ42nkBpSmWViKzYhu/MUn9X8bp1fgZL7F7XATp0v2Mtgue+TLFDr8lyWCKWa9/P2M5npe7SqgCN2lbYkHhtb7LawT+rdv7WcUewOsgqAEDaMWeVHS9/6b+EDUnUhl8r9XRPVMQJK8+h6lE401YBV1q5OYOcz96e5gr+ou1X654vMCZaQ+yUXloVoFmrhA2JV+fBgEE7pzrWBBaYsxo1sgoAkAGUVXYoNWfVFDt66rRHmiJ68FCRgt/CQlukJFqr4yt2fgfOcw2xC13KLWDCyskq99fuvIY4dAZkTLRf+YMvHMtQVpmtptkKOvE8ARtbVfcPW4ZR1EP/KN2YsNIKlNUoJZZVd99z7CMf/RhZBQCICWWVEUpllXSZsOpJZ/YUtx/vtoa1JJqItPvKXTy+6/eKHV/FN6s8s1Ue7cmrzqbq/JJF0d70joeylFWiwISViFS2X5S3jBu/pZqmdT1OXduxDpA5qxFKJqv2zs9/5KMfu/ueY2EDAQDoH2WVEaotBbzay3nroXr6Y+qZvAreE9UZV/0ZE63WfbKrfc3x/OGD/+cXv9BtWEqNfJOViFTrddmZVcFaLaOo6+2DKwoFdpyORmJZxQpAAEACenrJCnWpNmd1bXvOyhC73RW+m6w8q+k8CwI9f0CdF87Wzmmrzk9aCqypbnu9PBNWmuuTdJuw2h4pIjKxPb62vWiwuPPbmD988DePf2P+8EHv81Nu5AcDtgyzZZi+WdWetioWb/yxarW8I5mzGgmyCgCQMfyX2ixQNqu6CT3HwhApDtD9umhR7rZyOF8ldHtVN50vySdEK4uWk6wSkc2Vi2FD4lWp1V2XWYVwZ1V7rSBzVskjqwAA2dP3a1coRLULgq8NthSwIFrRL2aifFL9+larrgdJ+EZdSUSTgu8tVQFZ1W2ao/M1foazSkQ2li+FDYlXpVLTRLO7/E65d1t1zlbZtq1pmq5TVok6d3nlG8d/QFYBADKGskq9C48fv/D48bBRiar4JUroPJWjJJozMvilruU3IOIp6h7a9sK/8Y5bgDuzSut4xyNvWdWsV5r1EZ9gcW3Du9HLczCgs5/KnVXuAbZt68xZJWWrWv/G8R+cu7wSNnBQZBUAIHmUVer98D98OWxI0qrhZ49f59lkFbw/ylf7+Z1ZZYld2PlgZ921s6ptfDvZAn4W0bNKRH7pDx7LalaJAhNWIrKxWRWRglawfA5ovK5ztsqNOatkJLMCUMgqAMCI8Hoi9S49+d2wIYmqiuUJjyizVSXRPFnleY3c+brYPcCdVQFLAd207oHkmBDNefM8HjH+nGH3vPNt92TrjHWP9SuvhQ2J3Va1Fjyg2WoJZ1SMGlkFAMg85qzSrXLxSuXilbBRiaqLNbZdH/XtpgqOq25TVb5L/joFLAJ0T1u5vwfXoj7/5xpit5eLueOqEXTQhdf84UO/9AeP+QzNkK3V5YCPFmpb+taa1mxorYaI2KUxuzxmlcdF121Nl0JBtIJdKEhBtwu69LUkz51VndNWzVar4xk+SiX+JYwXWQUAyANeT6SbahNWIrLlemk73pFYbYbYll9T+TZYt4Vche5NFSDiczznv4uI1XFZlnuwx75DB//N8a/vze46QEdtY9X38UJtq7i2XNh51ZXWqEqj6vlV3aFQsAu6FHS7HV2aLrpujU+ZUzO+z3CWAt74BK648maVponfxcGmZU5NjHc+jmEhqwAAOUFZpduZr/xF2JCkdUaU+BVUS+wou6o6p63cN/+2xPZMWHUuBXSmrYztO6bcAiasfB93ON+2u6/cWdX+9v7FFx/LZ1b5NlVUlqVZlkjL8xujr6+URMzp2dbiEc8zVlY3pIOnqYrFrv/QOce1j4+Vug3AgMgqAEB+UFbpptpNViLS7HJ2uSeBSqJF2g4lYu2sqb5F/BTd7xHeoT155WSV5zs8+s63Hc309irH/9/evQbJdZ93fn9O36bnjhkM7iAgECQIEhTJgAJF3WiJkkitbK+UKFx7XWtvknJWZqlKVcqLVOSqRMmLXF7Eb1yRk7xYe7OMo5UVr7XFXZqkU6JNmwRFChQoXgEQBDAgMABmMJeenp6e7j7n5MV/+szpc+/rnNP9/dSUNHP63z0gpnuqf3ie//N3tAK2lakiSBeX9fEpY3jMfnFxxXlOcUpLGX577RrLVtYpWEO5nPd6tIdYBQAYKCSrBIthrJL6TiR7oani3T6nikgheScjmt+JUvVgs5XZ/GZXGGK6v03otw6lwqG7t23nwf3f+bMfetyh71jjK7qdqSzZ+Y8r+4+amc0S00alulFpKE/VdN0xct2P/XDhoRw1q84jVgEABg3JKsFi2AroGaICmGLaE46jXpSp3+QueUU0JCkRqYqZauzf8xOxYGXRxOMO3/mzH/Z9H6BSmJ/rWaZStFo1d/2iFa7sBSt7UgqiaZlUyrGYZNVxxCoAwAAiWSVYDMdXbPhPPPdLR45wpWSayVGejzzkGito3x/lWbCKMh3eznP1gPQBiki1uJI+fyZVizR8r4Ps4Wr+9oq66EhKmXSmpvseYFXVdfuPn1jVccQqAMBgamXMMeIghvPWJXAoeXSescqvJ9BitQIOScoeqxylKvfBWaEi7geTQeoDFJHi1Qtmz2OVosJVtVxWNSt7rHK3AjrGV+iu0hbJqrOIVQCAgUWySqoYFqxEZN0MiiF+6cgUU+olI0esCt5k5VjmyFR+TK/NUS0XrOx/3MHpAxSR2796NWxJF2m1avbq+dJ62a8JMJP2KMhbscr+w2Z8RQcRqwAAg4xuwKSK4SYrsc0ft6alB4yvsDPFbKoD0GFINMPr7gF7q9Jeh1C5RS9YDU4foIgUZ88VZ8+FrequhXKtqTTsqFaZ9VScHyJZdQaxCgAw4ML/gR/xFM/BgKE9e36GJBWaqzwffEi0IdEqYjZbdBJb5crvvn7Ry7FaG7A+QBGZf/PvwpZ03Y2bt4cWroWt2uRuApT6z3HH+Kj7JjSLWAUAADWrRIpnrJIIFR73tAl7/55j1F5oK+BQYJnLs2DluJQWSXkdZKxUJLC70Wag+gBFZOXCW2FLuu7GcshAQmuOhT1WpVLOf06aGB8RtIdYBQCAULNKqEs/jW2yaqJw5LktKrhyZc9a7ljVQtkqJeI7Qk5EvCZeOL5HTrSHvjRAfYASl1i1pj6xl608x1d4VqsspsjYyHDAAoQiVgEAoJCsEmn+zNthS7aHJpq1XcoIPN4qyqgJP6oDMHhNlIJV8J/A/od3F7VyoqkPEfnGH/5XMkgW393+6SnXl7YKVgE9gcGxSkRGh4eCFyAYsQoAAAvdgIm09N75sCXbQ9WsMqL5lY+GJSUintMmLJ7H74qIijEVMVONd2/2eGIlSrCzNy5mRauKadb/GJb7Hv/CfY9/wXXXfhaHmtVicT3o5o2ylApSLmXyI7XJnX6rDMOYGGOTVeuIVQAA2JGskie2sUpsiUhVrmpiDrsiTNXnyGA7rd7alwtb6VCLNmPQ+jP5tQJ6pjXP7Vjf+P5gFaziEKvK1Vq52vCjG1q4VpnYKfkR2ViXUkE2Nt/rpyrl3Py1yq4D7gcxDENEZqYm3DchCmIVAAAOJKvkiW0roDROsEjVK1Ru7jkW7ua9jGh+ZaWqmMGn/Qa0AkYpVfkxXOWyASxYxaEV8LZXwSq9siDLDT/3dH1YhRWurPEVKlaJyCQ1q5YQqwAAcCNZJc/sC38btmTbOAJNxAqSWyrCmEE/aZGqz01+sarW+ErwLFipRkdHuBq0gpXEo2Y1t+ScClgzjEwqpZuR+kKtWCUiY6OMr2haz2LViQcefPq73yNWAQCSgmSVPHMvb3/RwI81G9DWbucdrtxlK4t1X8OVhdyZx3FlSLSNxoqWql+ZXrEqeCpgqAEsWMUhVoltMKCI1AxDRDKuWeoOuflr1Zl9IiliVZt6E6t2zsw8/d3vnXjgwbCFAADECMkqYdau31y7fjNsVTIEhKtQng2BngMD1bLo4+ADClZ20wf3f3uQjgZWYnFAsCtWRZRZuV3dsct+hVbAZvUsVtEBCABIonZ2nWAbxLlgJSKqU87xrGrqmCnHfaO/cQ6ew97En8DFEavUl9/+sx9OD9LRwCJSnD1XnD0XtqrrPl4sqE+CY1XaVcVyT6RkfEVTiFUAAASjZpUwcd5kJSJak2HdUbZq6r5W2crzyGB3C6LZeAyxZytgxAHuA9gHKCI3TsfifOoby2uOTGW1AqZTKd0nbhmmaQ6PaVrKNLcWULOK7uqNhRdfOUusAgAgAMkqYeI8GFD8J080O8rC/iDu3VaWipihRwaLiF7PS45wZVfzeTF4thF+9Tv/pftif4tJwWpuudhUB6BimKaImLkhEbGHK/ZZRVEslV985ezVGwthC9tFrAIAJB3JKmHifJiViKT9x0KEjrIILVg5CkrDktJdsWcjrOgUEK7cBSvD50ytT33z6zJgYlKw+ujmsuNK6OwKFasklZZUWl1R4YpYFUVvOgCFWAUA6AskqySJeawSEU201vY0Bb87dpet1ElZrc3A8AxXedHc+3BMr/+Wk4MXq2JSsJovlBZW1zXRPH8uimoItDZZGfU57KpgZUcrYChiFQAATSFZJUnMWwHFlViyotkP7fUsW+VFExFNtIiDLvxOH3YI7j/MiBblqa+LpF0XvzJ4rYAxKVhdurUStqSBYTveysw35ChNS+2dmXLdA1uIVQAANCvK20vExdwrvwhbss20wG1RdnlX7MmEhSvPTBVatnJ3DGZF23Bt0NpwjXH3/MPc+/gX7h2w2RUxKViJyNzy5gHBVtkqoBXQaDw12Bxq6P0zDHMPycofsQoAgBaQrJJk5cJHYUu2mQo5AeEq5ZWpRMQQMyWaqjLZI82wbXHowb6hm6zcR2DZeZ6R5UDBartYsSpUOpUKjlW6buzdRazyRawCAKA1JKskWb38cdiSbWYFKne4cs+B8JMRzd2DV3Z191XqEwRDy1ZKaGry5GgIHLRNVvEpWDlaATXR0qmtH2ilplufp1JaSmv4WdtbAXXdEJF9u6YFXohVAAC0jGSVJKtX4p6s7AnHHq7sscpvvnmoZke329fbY1VoaUt8WgEHLVZJbApW84XSfKHkuGhPU3aaaKYp9mxlja9QsUpEdu7gjGAPxCoAANoRZUcMYiH+BSsRyTfWCgyRnGjuapWjr0+NO7efHBVxmkUoXcysaKHVquCsZb1//9zv/nbAsv4T24KViFTrGckhVS9kbfUD1uetW7EqP5TND2U97jzYiFUAALSJZJUY8S9YichQ4zMqY4slHeGXuHQx3eloODBTBaQpv+8yUDWr6urSleeeCVvVI/ZNVlXdqOpGNp1Kh51kpcKVmRsS09RtSWyagpULsQoAgPa11paFbRD/8RXS2PVnPbc8Z5eH9gQ22/s37LU44FzgZg1UrBKRK889U11dClvVC45YFbAylXL+tE1TjFxeNxqi8v7dbLJqQKwCAKAjqFklxq1fxP0wK2lmTIUnI0IToLuglJdUXlJB77gD2YtXVd+amHx2kFoB49MHKCIf3VyReqlKXcmmPX5xuWOVoq2vOa5wkpUdsQoAgE4hWSVGImpWUg9XVj1KfeLZExg6RT2ANRgwH/YcdkSl0PEVnq2AWdEeHpiaVaz6AOcLpYXVUnCpKogmWnXDfoFYZUesAgCgg0hWiZGICRYikhPNs82vhQ1Xfvud1HVVqrJfb/Xdt5MaemH/+I8GJlZJnPoAReSD64tRYpVfwUrJLmy9dg7u4839JmIVAACdRbJKjERMsBCRIf+GQHe4arlsFVqqEtuD+1WpNhrnXuRFy/sMvTj11DfcF/tSrPoA5wulmyvOXj57K2DIEAvbT9IKV9SsFGIVAAAdF/72FHGQlIKViIxrad2/4y60cuXYauVZtsqL5lfO8qtuBLQAqkCVr78N9/zD3/PYZ90X+0+s+gBF5IPrt7UIG/eCC1Z2e2d2hC0ZCMQqAAC6gWSVDEkpWInIpKTNwAOp0iIZ20ezZat8e0My7EYlFeXRduzfu2P/3rBV/SBWfYC3CqVbrtOBPWdXeHP9YLO3rx2amfRaOliIVQAAdEnktynYVkkZX6FMSlp8wpV7/HpGJCWa54HCiv1x7EGohbKV6v0blZT6EFeFSs0GdFwckIJVrPoAReTc9dvqk+CyVfSClaEbM7sH/V0+sQoAgO4hWSXD4nsXwpbEyI76DAsVfqyBFlas8usJVPkqI+K52cldXwqojHmyAlVTHvzNJ8OWJF7c+gCjFKwqNb1S0x1nVW1qfKbouqHrxr6p8ZEr73ksHhjEKgAAuoqTgpNhY2klbEmMeKYXR7XKfnxwxuvgYCtcVcWsiRnctuc4h8pw/ZuBmqtRiXz6sC5mur5yEGpWseoDFFvBylOltpnNVcFKhau0T/FKr48WPLp7oFsBiVUAAHRb0/9+j21RKayGLYmRrG3CXrNlJcVe1Mr6zOtTQh9/SLSAcYXiM7LCMgibrOLWB+guWFkNgapO5XGfer4S2SpYqVKV+nzXxMiuiRERSa8VPO7c74hVAAD0AMkqGWpFZ2dUzNnLVn7hx/EGOXiURehQQYeMaKGZqhJ4ApZKXH1fsIpbH6D4FKxM0/TLVBYrXNkzlXJ0z+aw9VQxRqW53uhZrDrxwIPEKgDAIKMbMBmqawlLVju0zLK5+T5YtdXZ2/9SEU711QMbCO2s5OY3A8OuFrkhULn/a4+HLUmw6urS+T//o1j1AboLVuqk4HQqJWZDRPecXWEY4vnk2j81pj5JrxWq7pv7V29i1c6Zmae/+70TDzwYthAAgH5GskqGSqEYtiReJushKG2LMaFhyb3bysEzXA2J5pnT7Hulgvmt1MU8/HA/v1mM2/YqcRWstmJVBIZppr0mCVqxSkmvFfTRCfey/nP1xsKLr5ztQayiVAUAgIS9j0VcJGuflTIp6aKreuBXd3JIi+g+ix0XhzYLYlFDlPiXraqursUh0Q7cd9y9sj/EbXuVNBasqnpQXdNRsDIaylma42hoqxVQSRWX+j5ZFUvlF185e/XGQtjCdhGrAACwkKySoZrAZLVLyxbNDevLdH2vlCMaNVu2shtqKIh5hKvoics+x8J62P333eOzPPFiuL1KRN6/tiCuTLVVsNI0R0OgYsWqtOZR2rJmV1j6viGwNx2AQqwCAKBRpB4bbLvEdQOKyKikhn2eYHrjgUO6f5ryHFmgLgZPp7B4jv7zG6rhGHpx+OGHPJclXQy3V4nIzZW1ueW14FKVg2GahlfWsj+/HAUrpY8nBBKrAADYLiSrBEhirFJmtIxfhtHqH27BQwIVR6zK1nsCfZaHGJHUiKTcs92PfPphz/WJFs9YJSLvfuwxEtC5w0rTpN4K6MhUngUrcW2yUvp1QiCxCgCAbUSySoAktgIqk5I2bfuXrK4/9YkhptTzVcAEdnfZShW43NuixCdcBSQulan8bp26Y7/fTQkV21h1c2Xt5spa2KotPqUqO018YpX0ac2KWAUAwPYiWSVAEsdXWNSQQM8UlBbNqF/XRETMjEgmbJ9V9F1YwTIi7kzlaETrvzOCYzgMUERKleprF+ZEnLuovEcCah6xyq9gdadXK6DSZ+GKWAUAwLYjWSVAcrsBRWSXthmF3JUrh5StGS8jkrI9O62ylSNWtVC2youmPtxr3Cb27glbkiQxHAaovHZhrlQJHypR042abhiR92HtHB/e3Ti7wq6fGgKJVQAAxAHJKgESd0yw3bikx+thqiqm4Yo99iv2TVkq+tjzlWe1yjNceUqLOAKV533t79v7qWYVz2GA4uoDtMpR9oKVylQiktI02TwOOEhV16u6fu/+nQFr+qZmRawCACAmSFYJUC0mOFmJyB5tKxOlGvOMGonuF67s93JXuqyBE+6AZC9b5URTH9KkPotV8dxeZfUB+rEylYM9XDlaAau6LiJ7Jkd3T45KoD4IV8QqAADig2SVAMmdYKHYy1biClfRNXWvVD1T2S/6DSp0UG/a+6YVMLaxSnz6AE1T0qmUO1OpgpXFXblSpSr1+b0HggpWStIbAolVAADECskqATaWVsKWxJ0qW9mfbY6YpMpWaquVlX/cZSa/cKWuZ0WzPjyXufk9oNEvNas4xyq/eYBV3ajUPE8y86AKVvZMJSJ7Jkf3hBWsJOE1K2IVAABxQ7JKgKVzF8OWxN24pNOprbSjnnYq1aTrKSi0JzAjmvhnITfPc7Eilq2kL0auxzlWidcBVlXdqOqG/alicRSsFMNwZiolSsFKSWi4IlYBABBDnRphjS5avTQbtiTWcpP5w795/8N3zTz/9+8uvHa5UtwQkZSIUY9JVr53z7fwVBXTUZVSXX/uO9ciPMXdj6bc9flH3RcTJOaxylGwqro2Uxmm6ZmmLDXDyHiNZY9YsFJSxSV9dCJsVbwQqwAAiCdqVglQ/PhG2JL4yk3m73/68ztP7M0OZR7/7PE7vvHJzEjOscaeiKzZ66q45HhnnWmcWqESUa7xooO7chWlbJUT7Z7HPhu2Kr6Ks+fiHKtKleprF66rz1WdyropSsGqZhi1rV1WzvXRC1aSwJoVsQoAgEzq7ekAACAASURBVNgK/Qd9bL+1j6+HLYmpyaMzR596KDeZV1+OjgwNp9OH/tG9s3/9fq1USblO5hVXT2DGq5qkeNaa/ApQTWlhkGB8qOnq8Ty3ynL6/PVSpeauUzlilbtsZQtU0n7BSkmvFZJStiJWAQAQZ9Ss0BW5yfy9v//ovb//qBWrlIfvPjA0MnToH907vLfhvay9imSIaI2VKz9VMd0pyKpcWf9sEFq2she7rAe88PKrkjSqAzDmserG8tq1paI7VvlR4aqxTuWw9RxoqmClpAvO7V7xRKwCACDmSFYJMHowYaMUVAfg5FGPd2b5bOaRYweHRob2f/nY/i8fy9k6A61wkxLRxdREUx+OR3BUsTxDkZvnNAs3+yNc/vmbAStjKOYbq5S1jerfn/vY8ybPPkDDND0zVacKViKSWi+mSnE/2IBYBQBA/JGsEmDsYJLGf08enbn/6c87SlV2+Wzm/sN7RGR478SBJ497hiu70NKGe3tVlPmB7rKVI5iVlpYlORIRq0TkH859vLZRNUznD8gzVumG98/RK1Zp0lLBSsnduJybuxTbPVfEKgAAEoF9VgkwfuRQ2JJYyE3mjz71kGepymF6bHh6bHixuJ4ZyR148vit05dLNzbf1JoiWr1sZQ1kt8+rEJGMaI75Fu7tVe4rNZFc4z8lmI3hyhHhEpSskhKr5pbX5pY9DrByU5nKM275aa1gZUmtF1PrxayIPjphjE3FZ+cVsQoAgKQgWSXA1D1Hw5ZsP9UBGFCqcrjv4K5fXLxertayI7kDXz5WulG4efpyrVSxr7HCVVo0Xcwo0ylyolW8ClbqjhUx7OHKMZPdaKzhlhJyQHNx9tyV556Jf6xa26j+g60P0D6dwp6g/OpUFs8+wOFc5pG7OtM0m14rpNcKKmLpEzuN4bGwe3QRsQoAgAQhWSXA0NRk2JJt1mysEpF8NnPq6P43Ll7fqNZEZGTvxB1PHr95+nLpRsEqWxmNlSsJHP3nWbbSRAsNY3b2cBX/mlUixgAqaxvV585+tLZRDVjjyFQRC1YVXReRL951x0iuw7/NVMQyhsequw6amWzY8s4jVgEAkCzss0qAmCer0I1VfoaymVNH9w9lN98QZ0ZyB7587MCXj2VGcva32LqYIuLoDPScxu7YXpUTzXReSVUam/7cky2sm0vLsa5ZJWIMoEVtr3JcVLut0ilNN8yIscpesKrouopVe3e01QcYLLVezF2/qNWCMmE3EKsAAEgcklUCxDZZ+Y1Wj06Fq1w2bV1RxauRvRPucGWpiuk3o0Jdz4mmxlHkRKuEj8DYZJU81B1Ki/Htr4v5QcAOwdurQtv/LFassjKV8smDu3zu0RlardrjcEWsAgAgiTrcP4NuiGeyaqED0NNQNnPq6IE3Ll6rVDffK2fqO69unb5cqe+8Um2B9oiVcpWklND2v+DdVoohUi1vVNfL2eF2/wM7K0EdgIpje5WlWjNEJJ3SMmnnv+8E9AHaA5Wyd8fo3h3dKlhZtFo1O/9xZd+RsIUd0LNYdeKBB5/+7veIVQAAdArJKgFyO2KXrDoVq5R8NnPq6IHXP7xWrtbS9akGI3snDj55/OoLH1Qbx1ooqjlQr7cFWhFLfbkh5pAtXzmilCUrmqpxeYYrTaS0tDw5HKOR90mZAWjx3F6lMpXUE1RNN+zhyjNWVWp6OpUyTGesGhnKfu7uA+713aCGB3Z7oMXVGwsvvnK227Fq58zM09/93okHHgxbCAAAmkA3YALErWbV8saqAPls5tN3Hchl0rrtpKPMSO6OJ4+P7h1X77Ud0yzEtttKnSlsfZkTbaOetXL1qYD2O0ZsEYzVVqtkdQAq9u1V1ZqhPtSX9gRV071/HJWarj7SXvMAReRzdx8YGerdbIns/Mfd6wkslsr/9m9e+7d/81oPYtX/8L/8r8QqAAA6jppVAmSG85nhfG29u++3ooh+YlULhrKZR+8++Nr5jyu6LubmO+/MSO7Al++xZrI7plmISE1MK1DpIlsbtlwclavgnkD1ODEZD1icPXfj9AsJ6gBUrO1VVpoKZcWtSs1ZnhIR0xRt6yffoz5Au+71BPasA5CNVQAAdA/JKhmGpia3PVl1tgPQUz6befTYwdfOf1zVdftZsWqsxdUXPqi5OgPVqcFWuLL3ATp6AhX3eMAA236kVeJ2VVnWNqovvTvrl6ncLX+qJ9AzUPkVrLo9uMJTN3oCiVUAAPQHugGTYdu3WvUgVikqXOUyaU0TTdsaHKc6AzMjORExXIMrarYrG/XxgI7PJawn0CpbWYWv9W2tWan2vyTGquJG9a9+ccHv9CrPnVSa5t0T6Berel+wsnS2J5BYBQBA3yBZJcP2brXqWaxS8tnMp+8+uGM0rxuGClcqX9nDVU1MK02pglXNds7VhitoWaw0lRUtK1pw0Xa7ugGLs+c+/PEff/jjP07WriqluFH96Rvni+WKbnomJWesUhHabPgp+VLLejm4wk31BIatioRYBQBAP6EbMBm2MVlNHp05+tRDPYtVipoWeLtYemf2VqWmm6boppnWNBWuVFug0bjJSlxf5kSriCkiG2JaVzOiVcW0qlhm42ug1rhT69qv3pPeSuiWKstmrPKpVrlpHuWrLTEZXOHWkZ5AYhUAAH2GZJUM25KsujqvIoqdYyOfvvvg21duLqyW0qmULqaYkhnJ3fHE8asvNoQrtdtK6l/WxHRsssqJZhVQ7AdeaSKmiC13NYSruXc/kF5JeqZSXnr3ij1W6aaR1rwnqtszlVWwss+o8ItVeya3rQ/QLjv/cWX/UTPTYsAjVgEA0H9IVsnQ+2TV4w5AP/ls5tRdB26vlt6evVXRddFEN0xtOHvwieMfv/iBOkfYXblSn1ilqoxoui0+iUjFVrZys2YM3vrwI781HdQfmUpEri0Vry0V/W61YlVwncqPGm4xls99/ti29QHatTMnkFgFAEBfYp9VMkwdvytsSSfFJFZZdo6PPHrs4NRo3tANFYhSw9mDTxzPDm9WDBzhSn2eES1tO+Sq4txwtfWl/Qb1jw1qRF1pcbm02MWtVtZ+qj6IVcWN6kvvXnFft++2UluqHBw7rNSXVsHKOtJKffnY8YPb2wdop3oCw1Y5EasAAOhX1KySYfwTd4Qt6YzhPeNjBybveOJ4fGKVsrnzarX00a2lpbWymJIazh544vi1v/mgWqrKZriybAWtqpiq/S8rmlWqyopWFTO0ciUitz786BOPnPRb07KVC2/Nv/l3fRColNDtVemU5lmq8hxcoRumbniMX98/NbZ/qq2tTR3XbE8gsQoAgD5GskqGsYN7w5a0IjOczc+MjuwZHz+yc+zA5PCe8bB7bLOd4yM7x0cWi+sXby4urZUzI7kDXz0+/9rl0s1VcZ4UvLl/So2syNoqV55pyhTvjHX93Q86mKyKs+fm3/y7lQtvhS1MkuBYZRimbm7GpJEh31841frIdc+Z7CIyOpT9tXt79O8L0TXVE0isAgCgv2lmxGnH2FaVQvFPp0+ErYrqE//4/rGDO/Izo5nhqP/WHkOLxfXL88sLhZKmycat4tyrl6xzhFW+qtaHVaidV+rzav2Eq2q9BzAnmvUaUG/qa1vfRB765te//Zf/StrWZ0Uqi1+sMoytXyx+v2MyaY9uZM9kNTqU/ccP3zUamz5Ah8q+I6FzAolVAAD0PWpWyZCbGMtNjFUKTW/q8LT3M58IW5IA02PD02PDInJrZW12eGlo99iNlz4szq1IvXiVrbcCqmmB7sqVClcV23W3sz99zu+mKFYuvLX47s/7rEhlKW5U/+qN89aJwPY0FSp6rBKRX7v3jtjGKhHJLM9XApMVsQoAgEFAskqM0YP7K++dD1sVyeK7N6ZPdKW9cFvsnhzdPTl6e2XtzS/JxvL6+q/mFj5eCghXVqCyJgdaoUv1BGYay1Znf/rcQ9/8utd39lYtrhSvXlg+92a/BiplbaP6//78XLlaaypQKU3Fqhhur3IIPt6KWAUAwIAgWSXG2MG9Sx1KVpeffWfs4I64zaho087J0a8+cFREKo8ef/G1DzKzK7dmF8uFdbENsZB6N6Bi1lsEHXuxHH7+zF+EJiuVpgoX3y5evVAtrgQv7gPFcuXHp8+tljdyGfvRypF4xio/8dxe5eY3yoJYBQDA4CBZJcb4kUNhS6KqrJQv/uTsvb//aNjCRMrlMr/x2P3q81Jh/dql+dlzN25dW1q9WbA2XKl8lXaFrqxo7lEWng2Berm0sXSrvDC3euWDAUlTlmK58m9OnyuWKyJSqenB4cqxycovViVxe5Wd5ygLYhUAAAOFZJUYex89+d7/+X+HrYpq5eLCysWFyaN9/lZsZGL47gcP3f3gZiidv750+uxHUzWtUq7VytVqpVar1MobNaNcrZZrpY2Kls/khrIj+Wx6KJvJZbK5TC6fyc4cLhdW8hOTKxfeWrn4dnlhbmPpll4uBX/rfmWPVUpouLI0Fask9turHBw9gcQqAAAGDbMBE2PpvfM/fuCrYauaMHl0pl/LVugSV6xq+O3hma+sXzDNxqr9U2Nff+hOz5tiy8xkVU8gsQoAgAHUxIYHbK+p+46FLWmOKluFrQI2BccqEanUPI73VZraW1Wu1nKZVCK2VzlotWrq4w9XllcCYlVm+Zbn9RYQqwAAiJUm3u5g23U8XF1/6cOwJYCIVxOgp0pNt+crVbDyi1U13ajqerlac3yM5XP/yaljCeoDtNvYqPzFC68GxKrajt2eNzWLWAUAQNyQrJJk18OfDFvSHMpWiCJirLLYw5U9VtV0w/7hdVcZy+f+00eOjeVznrfG3Gq58qNX3i1VPGp3meVbVKsAAOhvJKskOfj458KWNO3iT85WVrq+GwTJ1WysUlTxKpNOhUYpu+THqvcLa2V3gupgphJiFQAAcUWySpKO16ykPoE9bBUGVAuxSjdM9SEipUo1bHmDr9x/ONGxatXrL8oeq9pvBSRWAQAQW0xdT5KO77NSBmQCO5pVLFd+9OoHaxsh6UiFKId0SlNXK7qeS3vNZFcTAW13PTg9fnB63GNl7M0uFJ5/61JorGrfiQcefPq73yNWAQAQTySrhJm679jSe+fDVjXt4k/O3v/053OT+bCFGBQBRZhQjkHqFV0XEe98VTeWz33l/sMBC+JptVx5/q1LswsFz1s7GKt2zsw8/d3vnXjgwbCFAABg29ANmDDdaAgUegLRqOVYlU5pfudTqXy1xdwqWCV0e5X6W/KMVZ7zKlpuBVQdgMQqAABijmSVMIee/GLYkhYxJxDK7EKh5Vhlfe55AHlF1535KuGxqoW/pWaxsQoAgKTQTNPzLRBiau36zWcOPRK2qkW5yTw9gYMsuLctmKNUFfxrxeoMHM1nByRWeRasHHUt9xpiFQAACUKySp5nDj2ydv1m2KoWEa4GVgtpweLuAAz9tZJLp8fy2W89cs9YPmEnArf2F1XbsTt025UjWRGrAABIFroBk2ffY58OW9I6NlwNptbSguK3sSpYPpcenFglzU+zIFYBAJA4JKvkOfrUb4QtaQsbrgZNy2lBfGJVQMHKMEzDMEeHsr/16PHBiVXNIlYBAJBEJKvkOfKNJ8OWtOviT85WVsphq9APWp5XEZ1KU+pDRMbzuX/62XsHYW9Va4hVAAAkFMkqkbodrior5Xf+938gXPW31XLlJz8/95Ofn2snLeiGaf+wrjvSlGU8n/unn7t3nFjlg1gFAEBykawSqdsNgUK46ncBZzG1Q+UrR5qyEKuC7ZicIFYBAJBcJKtE6uoQCwvhql/1oAPQjVgVbHr3nv/pj/6YWAUAQHIxdT2pujp73Y457P2knROr2kGsCja9a/cP/uRPp3d5nHkFAACSgppVUvWmbCVUrvpIlzoAQxGrghGrAADoDySrpOrBVisL4aoPbEsHoBCrwhCrAADoG3QDJtj/kTkctqSTaAtMqO3qABRiVRhiFQAA/YSaVYJ1e/a6A5WrJFKlKmJVdMQqAADQGpJVgh37vW+FLekwwlWCdOS4qpYRq4IRqwAA6D90AyZbjxsCFdoC4292ofD8W5fsCcHvda75XG8HsSoYsQoAgL5EzSrZetwQqFC5irPZhcJfvHbuL35+rlCumCLWR88cmpkgVgUgVgEA0K+oWSXbtZ+98uwTvxO2qityk/mjTz00eZSDTeNitVx57uzmpAotcikq8sJw4/nc1x48cmhmImxh7BCrAABA+0hWiffsE79z7WevhK3qlsmjM0efeojOwG03u1B47mxD+1+Pw1VCOwCFWAUAADqEZJV4l/7dCy9861+Ereoitl1tr9mFwukP59zT/3qZrIhVoYhVAAD0PZJVP9iWORZ2hKtt4ZepLBHDVbRVvg7NTHztwSPEqgDEKgAABgHJqh+88K1/cenfvRC2qrsIV71k31IVIGKyklbDVXI3VonX+MQuIVYBADAgmA3YD3p/sJVbZaV86xezYavQAbMLhT//B7/Df83Gj6iaWFqnOgCTGKt6edIXsQoAgMFBzapPbG9D4OTRmf1fuos5gd12ZaHw2oXrs7dDSlUiYlWhopetpJnKFR2AUdx38tS3v/8DYhUAAAMiE7YAyXDkG09uS0Mgs9d748pC4fSF61cWCiKSCglA0fNRKxLdAdizWDW9a/e3v/+D+06eClsIAAD6B8mqT9z/nX++LcnqE795P7Gqqy7cWDpz6eaVsC1VHQlUZtijJHcGoPQ2VtEBCADAACJZ9YkDj3/uwOOf6/3BVtMn9oYtQSuuLBTOXLp54cZS2EIJS0PNCQhXye0AFGIVAADoPpJV/zj533ynx8lq+j5iVefZG/88GabVENjJTBUg0R2AQqwCAAA9QbLqH70vW00/sD9sCZpwZaHw6oXrobPURaSrmcpRtkp0qUqIVQAAoFdIVn2lx2WriSPTYUs8fHD99vH9O8NWDZbzc4vRNlNtMsIWWNJNDQesU+Eq6aUqIVYBAIAeIln1lV6WrXIT+dxEK+cCq1hFvhKR83OLb19dOD+3qL7UWkpBnqwHMgxTRFJh8wTdDu2c+NpDCS5VCbEKAAD0Fsmq3/SsbNVawcqiYtWZSzdKG7U7d+84MD0Wdo/+4QhUzQoOYJ63RclX1sl2h2cmHr1736GdCS5VCbEKAAD0HCcF96Fnn/idHoSrY//sUx0ZDHhtqfjmpZvlau3BQ7uP7ZsKW55goYEqYs3Kc1mke4pI4HcZz+e+/lCy2/8UYhUAAOg9klUfuvazV5594nfCVrXr0f/5N8KWRLW6XvnrX11aLJaXiuvH9k1/8o6ZY/vaKojFR7FcmV1Yff/67SgVqtaSVaT7KJr6H+97HJqZ+HrC2/+UYrny/xCrAABAz5Gs+lO3y1bT9+099rufClvVnCsLhVfOX7s8vyIimmjH9k0lNGKpNHXh5tLswmqxXBERUyK9ylIRkpU9VoWvVlzrHOHq0MzEZ+7a1welKhEplis/evX9wjqxCgAA9BrJqj91u2x112+fnHmwKyPXVb66slBQz0wVsY7tm963Y3RmfDjs3tvGnabsIiYrP/bEpUUsbCk+S61k1U+ZSkSK5cq/OX2uWN4QEd1o6+88GLEKAAC4kaz6VlfLVie//5XWBgNGdGWh8OybHxbWK5qmmaapkoBhmrvGh/dOjR2Zmdg7NbZrW4PWeqW2tFaeXy1dvlWYve2RphzaDFdixSFNJMos9cDbNdH6ZkuVpR6rKlL/q+5SuCJWAQAATySrvlX8eO6nn/+Pix/PhS1sWm4if/L7Xwlb1a7V9cqzv7y42RyogoQpRuPTVQWtg1NjO0aHxoeHJoZzQ5m056O1aaW0sVzaWFwrX18szq+WltbK65VawHr3XqaWk1XDQ/nnpa2sFZa5ROTwzGR/bKmy2GKVSONfdWfzFbEKAAD4IVn1sy71BM48uP+u3z4ZtqozLs+vvHrhumoOVPnKNH2fs4ZpDmXSEyNDE/ncjtGhmfHhfDYzlE3n0ulsJpVNpzPpVCatZVKpbDqVy6QrNb2qG7ph1HSzqhs13ajoerWmb9T0ckWfXy0trpVXShsrpQ3v79dNHnMmIkSm0J1ax/ZOnTyy53AflaokMFYpnQpXxCoAABCAZNXnutET2Kl569FZm6+sK4Zhapq4n7xG2PNZJY+mNispzd+jaX5T+6ybQ/klq8MzEw8f2XP33j4cat8Yq8QzWSlt5itiFQAACEay6nPdKFt1cN56Uy4vFP79Ly+u1se+GfU3ylaasJ7LEfPV1pdtxKY27ropJFDVF0XhTlaHZyY+c/f+PitSWVyxSgKSlbQRrohVAAAgFMmq/3W2bNWNeevRra5X/v0vL15uLF6pTxyZQl0PeHIHRJUoQSvCkiAqTanNV11KVv2dqcQ7VklwslKazVfEKgAAEAXJqv91tmzVvXnr0V1ZKPzioxvnbyyJiP0JrD61woX1BtozlZiO6/7RJXTzUkRNjbWIOLjCQf1R+z5TiW+skoBkpW5Qf5fRwxWxCgAARESyGggdLFt1e956U87PLf3i0g01P9DBNEXTnG+g3QnFujk4PXmWlaIEruB6VOjAQHtpK5Smacf2TX3qyN7+zlQSFKvEM1lt/ZRtF6OEK2IVAACIjmQ1EDo1gb0389abdXmh8Or5a5fnVzSvt9Vqz5X7aW69yfZ8AbhTU6SePRFNi7pS/COT4xFCk9WxfdMP3DFzbN908LL+UCxXfvTqB2sbVa8bnX9Rjq/dP5iAfEWsAgAATSFZDYqO9AT2ct56s9R8dpWvpPEttd9Ai83uwQhbc1TQcgSeKDUr8Y9kjrzUQnVroAKVslqu/OiV91fLFRFJp1Ku282G/2vk9/frGa6IVQAAoFkkqwHSfk/gvb//6OTRmbBV2+ny/MqZSzfPzS3a30abYdMC1biLVCpSVGp/21XT4ysak9UABirFHqsc6inL98fs9bfckKnt+YpYBQAAWkCyGiBt9gROHd9zzz8/FbYqLs7PLb59dcEesQzTFNH8OuuMxsJFxJQlnQhabp5x6+59U4MZqJSAWGUJ+Kk13uDdCqrCFbEKAAC0hmQ1WFoLV7nJ/NGnHop5tcqPiljn5xZlq3LlsYvJ8NlvEz1iKZ0NWrvGh/fuGLtn3/SxfX14yG90swuF59+6FByrLO4fWZRYpUzN7Ppvf0isAgAArSBZDZxmN1zlJvP3P/353GRc5gG27Pzc4rm5xbnltflCqX6t4S23bhgivodZmaap3rJH7N+zNBW1xvK5wzMTd+6e3LdjbGZ8OGx5/1stV55/69Ks7QSzKOzhyvbX72gRddqxa/d/97/9S2IVAABoDclqEEXfcNU3scphfrV0Y2nt0sLKjaW1+dWS9Z5bhSvFM2JpDe/Tm8lMjeyPMzM+vG/H2J27Jw/PTIzlc/53GjhROgD9WOFKs/6nQWMfoGlO79rzgx8SqwAAQOtIVoMoYk9gv8Yqt/nV9RtLxauLq4vF8mJxfbm04VhgT1l+NagoQWsok54Yzo0PD+0YHTo4PUZhKkA7sUpJpbTQWKWb9b1VNAECAID2kKwGVGhP4OTRmaNPPTQIscrTcmljea28WCzPr5bWK7WNml6t6ZWaUdUN3TB006zphm6YVV0XkWw6nU5pmXQqndKy6VQ2nc6mU7lMeiiTyefSM2PDO0aHxoeHJoZzQ5l02HeGSCdilcU1nH3zN55e/9VHrAIAAB1Bshpc/+HX/1lx9nylUK6ublQK5dxEPjs+lJvI5ybz0/fvS+i8CvSBDsYqizWWXW/8jUesAgAAnUKyGlzVtbV3/+S/DlsF9FQ3YtWWxsZAYhUAAOggktVAq64unf/zP6quLoUtBHqhqenqrbAlK2IVAADoLJLVoCNcIQ5am67etHqyIlYBAICOI1mBcIVt1t0OQAeNWAUAALqCZAURwhW2T9c7ABtN7yZWAQCAriBZYVNx9tyHP/7jsFVAx/SoA9DmvpOnvv39HxCrAABAN2TCFmBQjB26Z+zQPcXZc2ELgQ7oaQegyPSu3d/+/g/uO3kqbCEAAECLqFlhCz2B6I1edwDu2v2DP6EDEAAAdBfJCg0IV+iq3ncAEqsAAEBvkKzgRLhCl/S4A1CIVQAAoIdIVvBAuELH9bgDUIhVAACgt0hW8Ea4Qqf0vgNQiFUAAKDnSFbwRbhC+3pfqhKmqwMAgO1AskIQwhVatl2lKqarAwCAbUGyQgjCFVqwLaUqOgABAMA2IlkhXHV16cpzz3CIMKLYllKVEKsAAMB2I1khquLsuSvPPUPxCgG2pVQlbKwCAAAxQLJCE+gMhJ/VcuX5s5dmb29DqYqNVQAAIA5IVmgO4QpuswuFv24sVWkBqzuHDkAAABAfJCs0jW1XsMwuFE5/ODe7UND8s1SXUhaxCgAAxArJCi1i29WAWy1Xnju7OakiIFYpYbc3jY1VAAAgbkhWaB2dgQNrdqHw3Nmt9r/QZCWdC1dsrAIAAPFEskJbCFeDxmr/s1+MkqykE+GKDkAAABBbJCu0i21XA8IzU0nkWCUiptnEYrcTdAACAIAYI1mhM9h21cfsW6rcgsOS/RdMy7FKdQCeoAMQAADEGMkKHUPxqi9duLH0/71zpViuet7qDksBv1FaS1aUqgAAQCKQrNBhFK/6w5WFwpuXbl64seS5O0qrX1VhKeJvkWaTFaUqAACQICQrdB7Fq0S7slB47cL1K1bvX2Ac0poZS9FUsqJUBQAAkoVkhW4pzp67cfoF8lWCODOV0vNkRakKAAAkEckK3UVzYCJ4ZyoJH5Te8WRFqQoAACQUyQpdR3NgnPlmKiUsC3UwWVGqAgAAiUayQo/QHBg3VxYKpy9c95ulviksNzWVrAKcOHnqD/6QUhUAAEgwkhV6inwVB+fnls5cuuGuU6UcRaUIoan9ZHXi5Klv/O5/RqkKAAAkHckK24B8tS2uLBTOXLpxfi7SnjdNwrr3GL/gqwAAB2BJREFURDStrWQ1vWv3H/wh7X8AAKBPkKywbchXPeNXpPLUcFJVGLVIi7bYjvY/AADQZ0hW2Gbkq+5pqkglju6/CGHJviJ6uKL9DwAA9CWSFWKhOHvu4rP/l1laCVuISM7PLZ65dLO5IpXzalgroPtK2F3IVAAAoI+RrBAX1XLpmT/6H987+8vP373nE1MjYcvh4fzc4ttXF87PLapXtXMihYvvzS3fUd3qujtbqgAAQN8jWSFezp0987Of/uQXp1/9xK7JB/bvOLxrIuwe2ApU6kvPl7Q9ZYX37QUmq/C7N7r/4VN/8If/PVuqAABAfyNZIY7eOfPGs3/+r86/86sD0+MP7J88tm867B6DyBGoLMEvafs0v5RnSOpcrDpx8tQ3f+8/p1QFAAAGAckK8aXy1bl33iqV1u/ZN/3JO2aIWMVyZXah8P71RXegUqLHqoBF4tNJGOHOmz71hS8++a1/QqYCAACDg2SFuHvnzBt/9a//9J0zb5hiisg9+6aP7995eGZ8LJ8Lu2ufUGnqwo2lK7dXi+WKBCacdpOV6/am2ghPnDz15Lf+yae+8MWwhQAAAP2GZIVksPKViKiINZbPHZ6ZuHf/dF8WshZW1+eWix/dWpldKKg0FfBCtQJP6Is5JFkF3pgO7BKk8Q8AAAw4khWSxJ2vlGP7pu/es2PXxMjUaH44l/F/gPhShamPbq3MLRcXVtfdC6IUo8zAVa3FKvdlR6MgmQoAAEBIVkgila/ePvO6JprKEvZn8XAuMzWa3zUxcnjn+N6psV3jw74PtK1WShvLpY3FtfLsQuHKQqFYrjTb4+dISsGxSppMVqGNfyLyyYdPffP3/gsyFQAAgJCskFzvnHnjr/71v3znzBv2Z7Dn03nX+PDeqbEDU6MTw0Nj+dxYPjvewz1aGzV9db1SWN9YLm3cXF67vVZeKW2slDb81rsjjf2/KSAdhSYrCbi75vj/EKe+8MUnv/Vb9z9MpgIAANhEskKy1fsDX3c/jx1Pbeuprv5vvB6xJkaGdo7l89nMUDadS6ezmVQ2ncqm0+m0lkml0iktnUqlNS1Vn1BuGKZumrph6IapG0ZNN2u6UdWNqq5XavpGTS9X9dur68uljcL6RmG9Uqnp0hL1/czQWlNdlGRlpzXGqSjf4/6HTz35rd86xYAKAAAAF5IV+kFAvlIMw+MW/6e+qQVOa7B4jia3c7y8wpZvsq/y+0M22woYIPS/QihSAQAAhCFZoX9s5qs333A/q436la0xerYljuKWNIqSsjzDScBry7G82R1Wdlv/RUGrGvglN/d/BUUqAACAiEhW6DfvnHnj+b/88esvv2S/aLie5x7bmTbrPr6viCgRS+r5xO+F5X6M4Af1r1l5CH4xB+/gsktpGkUqAACAppCs0Ldef/mll5//D/aIZT3Z7b1zjryhG6aEhago7XMSuffPwXEn++szyuM5Xs/NVsMeeexLv/a1Xz/12Je8bgQAAIAvkhX63+svv/T8X/5YnYIlPtUkU0wVQnTXjix3yrJ/HbGQJR0KWkroizb0Wzke4ZHHvvTY1379EQIVAABAq0hWGBSOLkG/J769b9D96lA5yi+3dDtlBbAPtHBMs/BrApya2XXfQyc/8/hXCVQAAADtI1lh4Lz+8kunf/Y37519c2lh3vPp796U5RYUjUy1IFJ4irbKl3sge/CQQE3k1GNf+szjX73voZNTM7sCVgIAAKApJCsMrqWF+Xd/+ebpn734xt//reN1ECVc2XkGpIjXmg1XwcdbeSarO47ceec99z3y2BfZQAUAANAlJCtAROT1l//2jZdfuvjBe1cvfbQVThpfHBFfKvakFCE0adJ8uFICClaq0++hRz975z333XHkTtddAQAA0GEkK8Dp6qWLFz94/50zr1/84P2rly6K+IYqU0yveNMgtXV7eH5qLWKJyPjE5N6Dh+44cucnT32aTj8AAIDeI1kBIVTQeu/smasfXZy7erVYWBGvprvgJj2JvPNKCV47NjGx7+Chg0eOHn/gwYNHju47eGhsYiLoDgAAAOgykhXQnGKhMHd1dvbSh5fOfbC4ML+8eHtl8fby4mJ5vSQR8pVEjlhD+fz45I6JHZPjkzvGJ3dM7Jj6xN3HyFEAAADxRLICOqO8XlpeXFxZvL2yuHh74daNq1eLq4X1tWJ5fb1ULJaKxbW1Yqm4KiKjY+Mjo2MjY2MjY2P5kZGRkdHRiYm9+w9OTE3VQ9SOsYnJoXw+7HsCAAAgLkhWAAAAANCuVNgCAAAAAEAIkhUAAAAAtItkBQAAAADtIlkBAAAAQLtIVgAAAADQLpIVAAAAALSLZAUAAAAA7SJZAQAAAEC7SFYAAAAA0C6SFQAAAAC0i2QFAAAAAO0iWQEAAABAu0hWAAAAANAukhUAAAAAtItkBQAAAADtIlkBAAAAQLtIVgAAAADQLpIVAAAAALSLZAUAAAAA7SJZAQAAAEC7SFYAAAAA0C6SFQAAAAC0i2QFAAAAAO0iWQEAAABAu/5/7nXxIPeOWasAAAAASUVORK5CYII=\" align=\"left\" width=\"350\"/>\n",
     "</div>\n"
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b706b055",
+   "metadata": {},
+   "source": [
+    "# License\n",
+    "\n",
+    "\n",
+    "\n",
+    "This notebook is part of the course [Programming Large Scale Parallel Systems](https://www.francescverdugo.com/XM_40017) at Vrije Universiteit Amsterdam and may be used under a [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/) license."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "87beee72",
+   "metadata": {},
+   "outputs": [],
+   "source": []
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Julia 1.9.0",
+   "display_name": "Julia 1.9.1",
    "language": "julia",
    "name": "julia-1.9"
   },
@@ -1330,7 +1542,7 @@
    "file_extension": ".jl",
    "mimetype": "application/julia",
    "name": "julia",
-   "version": "1.9.0"
+   "version": "1.9.1"
   }
  },
  "nbformat": 4,
diff --git a/dev/pdes/index.html b/dev/pdes/index.html
index ea96bdc..ae0384c 100644
--- a/dev/pdes/index.html
+++ b/dev/pdes/index.html
@@ -1,5 +1,5 @@
 <!DOCTYPE html>
-<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Partial differential equations · XM_40017</title><meta name="title" content="Partial differential equations · XM_40017"/><meta property="og:title" content="Partial differential equations · XM_40017"/><meta property="twitter:title" content="Partial differential equations · XM_40017"/><meta name="description" content="Documentation for XM_40017."/><meta property="og:description" content="Documentation for XM_40017."/><meta property="twitter:description" content="Documentation for XM_40017."/><meta property="og:url" content="https://fverdugo.github.io/XM_40017/pdes/"/><meta property="twitter:url" content="https://fverdugo.github.io/XM_40017/pdes/"/><link rel="canonical" href="https://fverdugo.github.io/XM_40017/pdes/"/><script data-outdated-warner src="../assets/warner.js"></script><link 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+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>- · XM_40017</title><meta name="title" content="- · XM_40017"/><meta property="og:title" content="- · XM_40017"/><meta property="twitter:title" content="- · XM_40017"/><meta name="description" content="Documentation for XM_40017."/><meta property="og:description" content="Documentation for XM_40017."/><meta property="twitter:description" content="Documentation for XM_40017."/><meta property="og:url" content="https://fverdugo.github.io/XM_40017/pdes/"/><meta property="twitter:url" content="https://fverdugo.github.io/XM_40017/pdes/"/><link rel="canonical" href="https://fverdugo.github.io/XM_40017/pdes/"/><script data-outdated-warner src="../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link 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multiplication</a></li></ul></li><li><a class="tocitem" href="../solutions_for_all_notebooks/">Solutions</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li class="is-active"><a href>-</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>-</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/fverdugo/XM_40017/blob/main/notebooks/pdes.ipynb" title="View source on GitHub"><span class="docs-icon fa-solid"></span></a><a 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     <header class="admonition-header">Tip</header>
     <div class="admonition-body">
         <ul>
@@ -14,4 +14,4 @@
     var myIframe = document.getElementById("notebook");
     iFrameResize({log:true}, myIframe);	
 });
-</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../tsp/">« Traveling salesperson problem</a><a class="docs-footer-nextpage" href="../solutions_for_all_notebooks/">Solutions »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="auto">Automatic (OS)</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.1.1 on <span class="colophon-date" title="Monday 16 October 2023 12:03">Monday 16 October 2023</span>. Using Julia version 1.9.3.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+</script></article><nav class="docs-footer"><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.5.0 on <span class="colophon-date" title="Monday 19 August 2024 14:06">Monday 19 August 2024</span>. Using Julia version 1.10.4.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
diff --git a/dev/pdes_src/index.html b/dev/pdes_src/index.html
index 93cd0be..50d14e0 100644
--- a/dev/pdes_src/index.html
+++ b/dev/pdes_src/index.html
@@ -7333,11 +7333,12 @@ a.anchor-link {
     if (!diagrams.length) {
       return;
     }
-    const mermaid = (await import("https://cdnjs.cloudflare.com/ajax/libs/mermaid/10.5.0/mermaid.esm.min.mjs")).default;
+    const mermaid = (await import("https://cdnjs.cloudflare.com/ajax/libs/mermaid/10.7.0/mermaid.esm.min.mjs")).default;
     const parser = new DOMParser();
 
     mermaid.initialize({
       maxTextSize: 100000,
+      maxEdges: 100000,
       startOnLoad: false,
       fontFamily: window
         .getComputedStyle(document.body)
@@ -7408,7 +7409,8 @@ a.anchor-link {
       let results = null;
       let output = null;
       try {
-        const { svg } = await mermaid.render(id, raw, el);
+        let { svg } = await mermaid.render(id, raw, el);
+        svg = cleanMermaidSvg(svg);
         results = makeMermaidImage(svg);
         output = document.createElement("figure");
         results.map(output.appendChild, output);
@@ -7423,6 +7425,38 @@ a.anchor-link {
       parent.appendChild(output);
     }
 
+
+    /**
+     * Post-process to ensure mermaid diagrams contain only valid SVG and XHTML.
+     */
+    function cleanMermaidSvg(svg) {
+      return svg.replace(RE_VOID_ELEMENT, replaceVoidElement);
+    }
+
+
+    /**
+     * A regular expression for all void elements, which may include attributes and
+     * a slash.
+     *
+     * @see https://developer.mozilla.org/en-US/docs/Glossary/Void_element
+     *
+     * Of these, only `<br>` is generated by Mermaid in place of `\n`,
+     * but _any_ "malformed" tag will break the SVG rendering entirely.
+     */
+    const RE_VOID_ELEMENT =
+      /<\s*(area|base|br|col|embed|hr|img|input|link|meta|param|source|track|wbr)\s*([^>]*?)\s*>/gi;
+
+    /**
+     * Ensure a void element is closed with a slash, preserving any attributes.
+     */
+    function replaceVoidElement(match, tag, rest) {
+      rest = rest.trim();
+      if (!rest.endsWith('/')) {
+        rest = `${rest} /`;
+      }
+      return `<${tag} ${rest}>`;
+    }
+
     void Promise.all([...diagrams].map(renderOneMarmaid));
   });
 </script>
@@ -7508,15 +7542,52 @@ a.anchor-link {
 </div>
 </div>
 </div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=a343cca6">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div class="alert alert-block alert-info">
+<b>Note:</b> Do not forget to execute the cell below before starting this notebook! 
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=821ac5e2">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Printf</span>
+<span class="k">function</span><span class="w"> </span><span class="n">answer_checker</span><span class="p">(</span><span class="n">answer</span><span class="p">,</span><span class="n">solution</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">answer</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">solution</span>
+<span class="w">        </span><span class="s">"🥳 Well done! "</span>
+<span class="w">    </span><span class="k">else</span>
+<span class="w">        </span><span class="s">"It's not correct. Keep trying! 💪"</span>
+<span class="w">    </span><span class="k">end</span><span class="w"> </span><span class="o">|&gt;</span><span class="w"> </span><span class="n">println</span>
+<span class="k">end</span>
+<span class="n">pdes_check_0</span><span class="p">(</span><span class="n">answer</span><span class="p">)</span><span class="o">=</span><span class="n">answer_checker</span><span class="p">(</span><span class="n">answer</span><span class="p">,</span><span class="s">"f"</span><span class="p">)</span>
+<span class="n">pdes_check_1</span><span class="p">(</span><span class="n">answer</span><span class="p">)</span><span class="o">=</span><span class="n">answer_checker</span><span class="p">(</span><span class="n">answer</span><span class="p">,</span><span class="w"> </span><span class="s">"b"</span><span class="p">)</span>
+<span class="n">pdes_check_2</span><span class="p">(</span><span class="n">answer</span><span class="p">)</span><span class="o">=</span><span class="n">answer_checker</span><span class="p">(</span><span class="n">answer</span><span class="p">,</span><span class="w"> </span><span class="s">"c"</span><span class="p">)</span>
+<span class="n">pdes_check_3</span><span class="p">(</span><span class="n">answer</span><span class="p">)</span><span class="o">=</span><span class="n">answer_checker</span><span class="p">(</span><span class="n">answer</span><span class="p">,</span><span class="w"> </span><span class="s">"d"</span><span class="p">)</span>
+<span class="n">pdes_check_4</span><span class="p">(</span><span class="n">answer</span><span class="p">)</span><span class="o">=</span><span class="n">answer_checker</span><span class="p">(</span><span class="n">answer</span><span class="p">,</span><span class="w"> </span><span class="s">"a"</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
 <div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=da4d45cd">
 <div class="jp-Cell-inputWrapper" tabindex="0">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<h2 id="Mini-project">Mini project<a class="anchor-link" href="#Mini-project">¶</a></h2><ul>
-<li>Simulating the temperature distribution in a closed room</li>
-</ul>
+<h2 id="Mini-project">Mini project<a class="anchor-link" href="#Mini-project">¶</a></h2><p>For the demonstration of different numberical methods we will use the example project of simulating the temperature distribution in a closed room.</p>
 </div>
 </div>
 </div>
@@ -7527,11 +7598,8 @@ a.anchor-link {
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<h3 id="Problem-statement">Problem statement<a class="anchor-link" href="#Problem-statement">¶</a></h3><ul>
-<li>Given the temperature at the boundary of a room (walls, window, heater)</li>
-<li>Predict the temperature at any point of the room</li>
-<li>Compute it in parallel</li>
-</ul>
+<h3 id="Problem-statement">Problem statement<a class="anchor-link" href="#Problem-statement">¶</a></h3><p>Given the temperature at the boundary of a room, predict the temperature at any point in the room. The illustration below shows the temperature at different intervals of the room boundary (including a window and a heater).</p>
+<p>We will discuss the serial implementation first and learn how to compute it in parallel afterwards.</p>
 </div>
 </div>
 </div>
@@ -7555,7 +7623,8 @@ a.anchor-link {
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<h3 id="Laplace-equation">Laplace equation<a class="anchor-link" href="#Laplace-equation">¶</a></h3><p>$\dfrac{\partial^2 u(x,y)}{\partial x^2} + \dfrac{\partial^2 u(x,y)}{\partial y^2} = 0$</p>
+<h3 id="Laplace-equation">Laplace equation<a class="anchor-link" href="#Laplace-equation">¶</a></h3><p>Assuming that the room is isolated, it can be shown that the temperature in the room can be described using the <a href="https://en.wikipedia.org/wiki/Laplace%27s_equation">Laplace equation</a></p>
+<p>$$\dfrac{\partial^2 u(x,y)}{\partial x^2} + \dfrac{\partial^2 u(x,y)}{\partial y^2} = 0.$$</p>
 </div>
 </div>
 </div>
@@ -7608,14 +7677,15 @@ a.anchor-link {
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<h3 id="Numerical-methods-for-PDEs">Numerical methods for PDEs<a class="anchor-link" href="#Numerical-methods-for-PDEs">¶</a></h3><ul>
+<h3 id="Numerical-methods-for-PDEs">Numerical methods for PDEs<a class="anchor-link" href="#Numerical-methods-for-PDEs">¶</a></h3><p>There are several methods for solving PDEs:</p>
+<ul>
 <li>Finite difference method (FDM)</li>
 <li>Finite element method (FEM)</li>
 <li>Finite volume method (FVM)</li>
 <li>Boundary element method (BEM)</li>
 <li>Meshfree methods</li>
 </ul>
-<p>Main idea: Transform a PDE into a system of algebraic equations.</p>
+<p>All of them follow the same main idea: to transform a PDE into a system of linear equations. The problem is first discretized into a computational mesh. The solution to the PDE at any point of the mesh is then given by the solution for vector x.</p>
 </div>
 </div>
 </div>
@@ -7639,10 +7709,7 @@ a.anchor-link {
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<h3 id="Finite-Difference-method">Finite Difference method<a class="anchor-link" href="#Finite-Difference-method">¶</a></h3><ul>
-<li>Pro: Easy to implement and computationally efficient</li>
-<li>Con: Difficult to handle complex geometries</li>
-</ul>
+<h3 id="Finite-Difference-method">Finite Difference method<a class="anchor-link" href="#Finite-Difference-method">¶</a></h3><p>To solve the temperature distribution in the room, we choose the Finite Difference method. The advantage of this method is that it is easy to implement and computationally efficient. On the other hand, it is not suitable for more complex geometries.</p>
 </div>
 </div>
 </div>
@@ -7666,11 +7733,8 @@ a.anchor-link {
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-<ul>
-<li>Goal: Compute the temperature at each grid point</li>
-<li>The (unknown) values can be stored in a computer using an array</li>
-<li><code>u[i,j]</code> is the temperature at point $(i,j)$</li>
-</ul>
+<p>With the finite difference method, we first model the room as a grid, which can be stored using an array. Each entry of the matrix <code>u[i,j]</code> represents the temperature in the room at point $(i,j)$. The goal is now to compute the temperature at each grid point.</p>
+<p>Let's set up the grid matrix for our problem.</p>
 </div>
 </div>
 </div>
@@ -7760,7 +7824,7 @@ a.anchor-link {
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-<h3 id="Data-Visualization">Data Visualization<a class="anchor-link" href="#Data-Visualization">¶</a></h3>
+<h3 id="Data-Visualization">Data Visualization<a class="anchor-link" href="#Data-Visualization">¶</a></h3><p>To illustrate the solution, we also write a visualization function that plots the temperature of the room as a heatmap.</p>
 </div>
 </div>
 </div>
@@ -7818,30 +7882,17 @@ a.anchor-link {
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-<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=8e683fe1">
-<div class="jp-Cell-inputWrapper" tabindex="0">
-<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
-</div>
-<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
-</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<h3 id="How-to-find-the-temperature-at-the-interior-points?">How to find the temperature at the interior points?<a class="anchor-link" href="#How-to-find-the-temperature-at-the-interior-points?">¶</a></h3><ul>
-<li>We have an unknown for each interior point</li>
-<li>We need an equation for each unknown</li>
-<li>How to define these equations?</li>
-</ul>
-</div>
-</div>
-</div>
-</div>
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-<h3 id="Finite-Difference-stencil">Finite Difference stencil<a class="anchor-link" href="#Finite-Difference-stencil">¶</a></h3><p>$\dfrac{\partial^2 u}{\partial x^2} + \dfrac{\partial^2 u}{\partial y^2} = 0 $</p>
-<p>$\downarrow$</p>
-<p>$u_{i-1,j} + u_{i+1,j} + u_{i,j-1} + u_{i,j+1} - 4u_{i,j} = 0$</p>
+<h3 id="How-to-find-the-temperature-at-the-interior-points?">How to find the temperature at the interior points?<a class="anchor-link" href="#How-to-find-the-temperature-at-the-interior-points?">¶</a></h3><p>To set up a system of linear equations, we have to find one equation for each unknown value in the grid. The Laplace equation can be approximated by the following linear equation:</p>
+<p>$$\dfrac{\partial^2 u}{\partial x^2} + \dfrac{\partial^2 u}{\partial y^2} = 0 $$</p>
+<p>$$\downarrow$$</p>
+<p>$$u_{i-1,j} + u_{i+1,j} + u_{i,j-1} + u_{i,j+1} - 4u_{i,j} = 0.$$</p>
+<p>This approximation computes the value at point $(i,j)$ by combining the values of its neighbors.</p>
 </div>
 </div>
 </div>
@@ -7859,17 +7910,49 @@ a.anchor-link {
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+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=406f9436">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="System-of-linear-equations">System of linear equations<a class="anchor-link" href="#System-of-linear-equations">¶</a></h3><p>We can now obtain this kind of equation for every unknown point in the grid (= all the interior points). All these equations can be arranged in array form</p>
+<p>$$Ax=b.$$</p>
+<div class="alert alert-block alert-success">
+<b>Question:</b> For a grid of size NxN, how many rows does matrix A have? 
+</div>
+<pre><code>a) N
+b) N²
+c) N-1
+d) (N-1)x(N-1)
+e) N-2
+f) (N-2)x(N-2)</code></pre>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=b52c8b2f">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">answer</span><span class="o">=</span><span class="s">"x"</span><span class="w"> </span><span class="c"># Replace x with a,b,c,d,e, or f</span>
+<span class="n">pdes_check_0</span><span class="p">(</span><span class="n">answer</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
 <div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=2a380c04">
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-<h3 id="System-of-linear-equations">System of linear equations<a class="anchor-link" href="#System-of-linear-equations">¶</a></h3><ul>
-<li>At each interior point we have an equation</li>
-<li>All these equations can be arranged in array form</li>
-</ul>
-<p>$Ax=b$</p>
+<p>Next we create the matrix $A$:</p>
 </div>
 </div>
 </div>
@@ -7940,6 +8023,18 @@ a.anchor-link {
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+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=1f4c98fd">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>We created the matrix $A$ of the system of linear equations $Ax=b$ for a grid size $N=5$. For a grid of this size, we need 9 linear equations since there are 9 interior points. Note that we are using two types of numeration: one that defines the coordinates in the grid, e.g. $(2,3)$. The other numeration simply enumerates the interior values row-wise (1,2,...,9). The latter numeration is used to construct the matrix $A$.</p>
+<p>For any grid size, the equations matrix will only contain up to 5 nonzero values per row. Therefore, it is useful to store it as a sparse array which only stores the nonzero values under the hood. This is essential for the implementation because a lot of memory can be saved in this way.</p>
+</div>
+</div>
+</div>
+</div>
 <div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=7e521df4">
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@@ -7972,9 +8067,43 @@ a.anchor-link {
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 <h3 id="Solution-methods">Solution methods<a class="anchor-link" href="#Solution-methods">¶</a></h3><p>Two possible solution methods have already been discussed in the course:</p>
 <ul>
-<li>Jacobi</li>
+<li>Jacobi method</li>
 <li>Gaussian elimination</li>
 </ul>
+<p>To determine wether any of these methods are useful solvers for our problem, we analyze if they are <em>algorithmically scalable</em>.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=f29c756a">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="Algorithmically-scalable-solver">Algorithmically scalable solver<a class="anchor-link" href="#Algorithmically-scalable-solver">¶</a></h3><p>A computation method is an <em>algorithmically scalable</em> solver if the total cost scales at most linearly with respect to the total problem size.</p>
+<div class="alert alert-block alert-success">
+<b>Question:</b>  Let $R$ be our problem size, the number of rows in our matrix $A$. Because we have $N$ points in each dimension of the grid, $R=O(N^2)$. What is the complexity of the Jacobi method and Gaussian elimination with respect to the problem size $R$?
+</div>
+<pre><code>a) Jacobi: O(N^2) = O(R) per iteration, GE: O(N^3) = O(R*sqrt(R))
+b) Jacobi: O(N^2) = O(R) per iteration, GE: O(R^3)
+c) Jacobi: O(R^2) per iteration, GE: O(R^3)
+d) Jacobi: O(N^2) = O(R) per iteration, GE: O(R) </code></pre>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=0244f525">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">answer</span><span class="o">=</span><span class="s">"x"</span><span class="w"> </span><span class="c"># Replace x with a,b,c or d</span>
+<span class="n">pdes_check_1</span><span class="p">(</span><span class="n">answer</span><span class="p">)</span>
+</pre></div>
+</div>
 </div>
 </div>
 </div>
@@ -7985,22 +8114,7 @@ a.anchor-link {
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-<h3 id="Algorithmically-scalable-solver">Algorithmically scalable solver<a class="anchor-link" href="#Algorithmically-scalable-solver">¶</a></h3><ul>
-<li>If the total cost scales at most linearly with respect to the total problem size</li>
-</ul>
-<div class="alert alert-block alert-success">
-<b>Question:</b>  Are Gaussian elimination and Jacobi algorithmically scalable?
-</div>
-<ul>
-<li><p>Answer: NO.</p>
-</li>
-<li><p>Problem size is R = O(N^2)</p>
-</li>
-<li><p>Gaussian Elimination: O(R^3) (more than linear)</p>
-</li>
-<li><p>Jacobi: O(N^2) = O(R) per iteration. Linear per iteration, but how many iterations?</p>
-</li>
-</ul>
+<p>To conclude, we find that none of the two solvers are algorithmically scalable. The Jacobi method scales linearly with respect to the problem size per iteration. However, the number of iterations might increase with the problem size, as we will demonstrate in the next section.</p>
 </div>
 </div>
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@@ -8011,7 +8125,7 @@ a.anchor-link {
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-<h3 id="Complexity-of-Jacobi-method">Complexity of Jacobi method<a class="anchor-link" href="#Complexity-of-Jacobi-method">¶</a></h3>
+<h3 id="Complexity-of-Jacobi-method">Complexity of Jacobi method<a class="anchor-link" href="#Complexity-of-Jacobi-method">¶</a></h3><p>Next we implement the Jacobi method to solve the PDE. In addition to using a fixed maximum number of iterations, we introduce a relative tolerance threshold. The iterations stop when the relative error in an iteration subceeds this threshold.</p>
 </div>
 </div>
 </div>
@@ -8049,6 +8163,17 @@ a.anchor-link {
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+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=a3b1b69d">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>Run the following code cell several times with different values for $N$. For instance, $N=10$, $N=20$, $N=40$. Compare the number of iterations that are needed to converge for each problem size.</p>
+</div>
+</div>
+</div>
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@@ -8057,7 +8182,7 @@ a.anchor-link {
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-<div class="highlight hl-julia"><pre><span></span><span class="n">N</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">40</span>
+<div class="highlight hl-julia"><pre><span></span><span class="n">N</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">10</span>
 <span class="n">u</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="n">N</span><span class="p">,</span><span class="n">N</span><span class="p">)</span>
 <span class="n">fill_boundary!</span><span class="p">(</span><span class="n">u</span><span class="p">)</span>
 <span class="n">u</span><span class="p">,</span><span class="w"> </span><span class="n">iter</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">jacobi!</span><span class="p">(</span><span class="n">u</span><span class="p">,</span><span class="n">reltol</span><span class="o">=</span><span class="mf">1.0e-5</span><span class="p">,</span><span class="n">maxiters</span><span class="o">=</span><span class="mi">1000000</span><span class="p">)</span>
@@ -8075,7 +8200,7 @@ a.anchor-link {
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-<h3 id="Convergence-analysis">Convergence analysis<a class="anchor-link" href="#Convergence-analysis">¶</a></h3>
+<h3 id="Convergence-analysis">Convergence analysis<a class="anchor-link" href="#Convergence-analysis">¶</a></h3><p>We can observe that the number of iterations scales with the problem size. In the next step, we plot the number of iterations needed for convergence against the problem size.</p>
 </div>
 </div>
 </div>
@@ -8124,11 +8249,7 @@ a.anchor-link {
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-<ul>
-<li>The number of iterations to achieve a relative error of $10^{-s}$ increases as $O(s N^2)$</li>
-<li>Remember: The cost per iteration is $O(N^2)$</li>
-<li>Total cost is $O(N^4) = O((N^2)^2) $</li>
-</ul>
+<p>It can be analytically proven that the number of iterations to achieve a relative error of $10^{-s}$ increases as $O(s N^2)$. Recall: The cost per iteration of the Jacobi method is $O(N^2) = O(R)$. Treating $s$ as a constant, the total cost of the Jacobi method will be $O((N^2)^2) = O(R^2) = O(N^4)$.</p>
 </div>
 </div>
 </div>
@@ -8139,7 +8260,7 @@ a.anchor-link {
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-<h3 id="Complexity-of-some-solvers">Complexity of some solvers<a class="anchor-link" href="#Complexity-of-some-solvers">¶</a></h3><p>Work to solve a Laplace equation on a regular mesh of $S$ points ($S=N^d$)</p>
+<h3 id="Complexity-of-some-solvers">Complexity of some solvers<a class="anchor-link" href="#Complexity-of-some-solvers">¶</a></h3><p>There exist several methods to solve a Laplace equation on a regular mesh of $S$ points ($S=N^d$). The following table compares the scalability of these solvers for different numbers of mesh dimensions.</p>
 </div>
 </div>
 </div>
@@ -8190,23 +8311,14 @@ a.anchor-link {
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-<h3 id="Conjugate-gradient-method">Conjugate gradient method<a class="anchor-link" href="#Conjugate-gradient-method">¶</a></h3><ul>
-<li>Idea: Transform the problem into an optimization problem</li>
-</ul>
-<p>$A x = b$</p>
-<p>equivalent to</p>
-<p>$ x = \text{arg }\min_{y} f(y)$ with $ f(y)= \frac{1}{2}( y^\mathrm{T}Ay - y^\mathrm{T} b )$</p>
-<ul>
-<li><p>We can use some sort of gradient descent to solve it</p>
-</li>
-<li><p>The <a href="https://en.wikipedia.org/wiki/Conjugate_gradient_method">Conjugate Gradient Method</a> is a gradient descent algorithm optimized for symmetic ($A^\mathrm{T}=A$) positive-definite ($y^\mathrm{T}Ay &gt; 0$) matrices</p>
-</li>
-<li><p>It is applicable to our problem</p>
-</li>
-<li><p>It is a type of Krylov subspace method</p>
-</li>
-</ul>
-<h3 id="Top-10-algorithms-of-the-20th-century">Top 10 algorithms of the 20th century<a class="anchor-link" href="#Top-10-algorithms-of-the-20th-century">¶</a></h3><p>According to IEEE Computer Society</p>
+<h2 id="Conjugate-gradient-method">Conjugate gradient method<a class="anchor-link" href="#Conjugate-gradient-method">¶</a></h2><p>In this section, we will discuss the <a href="https://en.wikipedia.org/wiki/Conjugate_gradient_method">Conjugate Gradient Method</a>. Combined with the multi grid method, it achieves the best scalability for solving Laplace equations.</p>
+<p>The idea of the conjugate gradient method is to transform the problem into an optimization problem of the form</p>
+<p>$$ x = \text{arg }\min_{y} f(y)$$</p>
+<p style="text-align:center">with</p>
+<p>$$ f(y)= \frac{1}{2}( y^\mathrm{T}Ay - y^\mathrm{T} b ).$$</p>
+<p>Thus, the goal is to find vector $x$, the minimum of function $f(y)$. This vector is equivalent to the solution of the system of linear equations, $A x = b$.</p>
+<p>The conjugate gradient method is a gradient descent algorithm optimized for symmetic ($A^\mathrm{T}=A$) positive-definite ($y^\mathrm{T}Ay &gt; 0$) matrices. The algorithm is applicable to our problem since the matrix $A$ is both symmetric and positive-definite.</p>
+<h3 id="Top-10-algorithms-of-the-20th-century">Top 10 algorithms of the 20th century<a class="anchor-link" href="#Top-10-algorithms-of-the-20th-century">¶</a></h3><p>The conjugate gradient method is a type of Krylov subspace method, which is listed by the IEEE Computer Society as one of the top 10 algorithms of the past century:</p>
 <ul>
 <li>Metropolis Algorithm for Monte Carlo</li>
 <li>Simplex Method for Linear Programming</li>
@@ -8222,7 +8334,18 @@ a.anchor-link {
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-</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=cb4068bb">
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=a9f516e6">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="Convergence-analysis">Convergence analysis<a class="anchor-link" href="#Convergence-analysis">¶</a></h3><p>For the following convergence analysis, we will use the implementation of the conjugate gradient method from the <code>IterativeSolvers</code> package.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=9f8dbf39">
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@@ -8245,31 +8368,6 @@ a.anchor-link {
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-</div>
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-<h3 id="Convergence-analysis">Convergence analysis<a class="anchor-link" href="#Convergence-analysis">¶</a></h3>
-</div>
-</div>
-</div>
-</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=100f1b77">
-<div class="jp-Cell-inputWrapper" tabindex="0">
-<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
-</div>
-<div class="jp-InputArea jp-Cell-inputArea">
-<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
-<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
-<div class="cm-editor cm-s-jupyter">
-<div class="highlight hl-julia"><pre><span></span><span class="c">#plt = plot(xlabel="N^2",ylabel="Iterations");</span>
-</pre></div>
-</div>
-</div>
-</div>
-</div>
 </div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=30c6e04e">
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@@ -8297,18 +8395,26 @@ a.anchor-link {
 </div>
 </div>
 </div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=5396554c">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>The number of iterations needed to converge is much lower with the conjugate gradient method than with the Jacobi method. However, the number of iterations still increases with the problem size, so there is still room for improvement.</p>
+</div>
+</div>
+</div>
+</div>
 <div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=92bfd7d7">
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-<h3 id="Number-of-iterations">Number of iterations<a class="anchor-link" href="#Number-of-iterations">¶</a></h3><ul>
-<li>The number of iterations to achieve a relative error of $10^{-s}$ increases as $O(s \sqrt{\kappa(A)})$</li>
-<li>$\kappa(A)=\dfrac{\lambda_{max}(A)}{\lambda_{min}(A)}$ is the condition number of A (ratio between the largest and smallest eigenvalues)</li>
-<li>In our example,  $\kappa(A) = O(N^2)$</li>
-<li>Thus, the iterations number scales as $O(s N)$</li>
-</ul>
+<h3 id="Number-of-iterations">Number of iterations<a class="anchor-link" href="#Number-of-iterations">¶</a></h3><p>It can be shown that the number of iterations to achieve a relative error of $10^{-s}$ increases as $O(s \sqrt{\kappa(A)})$. As a reminder, the condition number of A $\kappa(A)$ is ratio between the largest and smallest eigenvalues of A:
+$$\kappa(A)=\dfrac{\lambda_{max}(A)}{\lambda_{min}(A)}$$</p>
+<p>It can also be shown that in our example $\kappa(A) = O(N^2)$. Thus, the number of iterations scales as $O(s N)$ for the conjugate gradient method. Remember that the number of iterations scales as $O(sN^2)$ for the Jacobi method.</p>
 </div>
 </div>
 </div>
@@ -8319,9 +8425,7 @@ a.anchor-link {
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-<h3 id="Goal">Goal<a class="anchor-link" href="#Goal">¶</a></h3><ul>
-<li>Find an iterative method whose number of iterations is independent of problem size</li>
-</ul>
+<h3 id="Goal">Goal<a class="anchor-link" href="#Goal">¶</a></h3><p>The conjugate gradient method provides some improvement to the Jacobi method, since the number of iterations increases more slowly with the problem size. However, the ultimate goal is to find an iterative method whose number of iterations is <em>independent</em> of the problem size.</p>
 </div>
 </div>
 </div>
@@ -8332,19 +8436,19 @@ a.anchor-link {
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-<h3 id="Preconditioner">Preconditioner<a class="anchor-link" href="#Preconditioner">¶</a></h3><p>A linear function $M$ such that</p>
-<p>$M(b) \approx x$ with $Ax=b$ for any $b$</p>
-<p>$\downarrow$</p>
-<p>$ M(b) \approx A^{-1}b $</p>
-<p>$\downarrow$</p>
-<p>$ M \approx A^{-1}$</p>
-<p>$\downarrow$</p>
-<p>$ M A \approx I$ (Identity matrix)</p>
-<p>$\downarrow$</p>
-<p>$\kappa (MA) \approx 1$</p>
-<p>$\downarrow$</p>
-<p>Conjugate gradients will be fast when solving</p>
-<p>$(MA)x = Mb \Longleftrightarrow  Ax=b$</p>
+<h3 id="Preconditioner">Preconditioner<a class="anchor-link" href="#Preconditioner">¶</a></h3><p>To achieve this goal, we will apply a <a href="https://en.wikipedia.org/wiki/Preconditioner">preconditioner</a> to transform the original problem into a format that is easier to solve.</p>
+<p>A preconditioner is simply a linear function $M$ such that
+$$M(b) \approx x, \text{ with } Ax=b \text{ for any }  b.$$</p>
+<p>Once we have found such a function $M(b)$, we can solve the <em>preconditioned problem</em> $(MA)x = Mb$, which is equivalent to $Ax=b$.</p>
+<p>The way that preconditioning affects the number of iterations is that it reduces the condition number of $A$:</p>
+<p>$$ \begin{align}
+&amp;M(b) \approx x, \text{ with } Ax=b \text{ for any }  b \\
+&amp;\rightarrow M(b) \approx A^{-1}b \\
+&amp;\rightarrow M \approx A^{-1} \\
+&amp;\rightarrow M A \approx I \text{ (Identity matrix)} \\
+&amp;\rightarrow \kappa (MA) \approx 1 \\
+\end{align}$$</p>
+<p>Recall that the number of iterations to achieve a relative error of $10^{-s}$ is $O(s\sqrt{\kappa (A)})$. With $\kappa (MA) \approx 1$, the number of iterations will scale as $O(s)$. Thus, the number of iterations will be independent of the problem size for the preconditioned problem.</p>
 </div>
 </div>
 </div>
@@ -8355,11 +8459,12 @@ a.anchor-link {
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-<h3 id="How-to-build-a-preconditioner--?">How to build a preconditioner  ?<a class="anchor-link" href="#How-to-build-a-preconditioner--?">¶</a></h3><ul>
-<li>$M=A^{-1}$ (exact preconditioner, but as costly as solving the original problem)</li>
-<li>$M=I$ (no extra work, but slow convergence)</li>
-<li>We need a trade-off (maths + computer science problem)</li>
-</ul>
+<h3 id="How-to-build-a-preconditioner--?">How to build a preconditioner  ?<a class="anchor-link" href="#How-to-build-a-preconditioner--?">¶</a></h3><p>Many ways of building a preconditioner can be found in the literature. The solutions range between two extremes:</p>
+<ol>
+<li>$M=A^{-1}$. This is the exact preconditioner. The CG method will converge in just one iteration. However, it is exactly as costly to compute the matrix $M$ as it is to find the solution to the original problem.</li>
+<li>$M=I$. This is the other extreme where we do no extra work to find the matrix $M$. The preconditioned problem is identical to the original problem.</li>
+</ol>
+<p>The solution is to find a good trade-off such that we get a matrix $M$ that is accurate enough to approximate the original problem but also cheap enough to be computed quickly.</p>
 </div>
 </div>
 </div>
@@ -8370,7 +8475,7 @@ a.anchor-link {
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-<h3 id="Jacobi-Preconditioner">Jacobi Preconditioner<a class="anchor-link" href="#Jacobi-Preconditioner">¶</a></h3>
+<h3 id="Jacobi-Preconditioner">Jacobi Preconditioner<a class="anchor-link" href="#Jacobi-Preconditioner">¶</a></h3><p>Next we use the Jacobi method to construct a preconditioner for the CG method. The matrix $M$ is simply computed as the grid values after a certain number of iterations with the Jacobi method. In order for $M$ to be linear, we set a fixed maximum number of iterations in the <code>jacobi!</code> function and disable the relative error stopping criterion.</p>
 </div>
 </div>
 </div>
@@ -8404,6 +8509,17 @@ a.anchor-link {
 </div>
 </div>
 </div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=46b3883d">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>Run the following cell for different values of <code>niters</code>. The larger the value of <code>niters</code>, the more matrix $M$ resembles the exact solution. The fewer iterations we use, the less accurate the approximation.</p>
+</div>
+</div>
+</div>
 </div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=858ac6ba">
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@@ -8416,8 +8532,10 @@ a.anchor-link {
 <span class="n">u</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="n">N</span><span class="p">,</span><span class="n">N</span><span class="p">)</span>
 <span class="n">fill_boundary!</span><span class="p">(</span><span class="n">u</span><span class="p">)</span>
 <span class="n">A</span><span class="p">,</span><span class="n">b</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">generate_system_sparse</span><span class="p">(</span><span class="n">u</span><span class="p">)</span>
-<span class="n">M</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">jacobi_prec</span><span class="p">(</span><span class="n">N</span><span class="p">,</span><span class="n">niters</span><span class="o">=</span><span class="mi">10</span><span class="p">)</span>
+<span class="c"># Generate preconditioner</span>
+<span class="n">M</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">jacobi_prec</span><span class="p">(</span><span class="n">N</span><span class="p">,</span><span class="n">niters</span><span class="o">=</span><span class="mi">1000</span><span class="p">)</span>
 <span class="n">x</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="n">size</span><span class="p">(</span><span class="n">b</span><span class="p">))</span>
+<span class="c"># Compute solution as x=b/M</span>
 <span class="n">ldiv!</span><span class="p">(</span><span class="n">x</span><span class="p">,</span><span class="n">M</span><span class="p">,</span><span class="n">b</span><span class="p">)</span>
 <span class="n">u</span><span class="p">[</span><span class="mi">2</span><span class="o">:</span><span class="k">end</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="o">:</span><span class="k">end</span><span class="o">-</span><span class="mi">1</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">x</span>
 <span class="n">visualize</span><span class="p">(</span><span class="n">u</span><span class="p">)</span>
@@ -8443,6 +8561,7 @@ a.anchor-link {
 <span class="w">    </span><span class="n">A</span><span class="p">,</span><span class="n">b</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">generate_system_sparse</span><span class="p">(</span><span class="n">u</span><span class="p">)</span>
 <span class="w">    </span><span class="n">M</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">jacobi_prec</span><span class="p">(</span><span class="n">N</span><span class="p">,</span><span class="n">niters</span><span class="o">=</span><span class="mi">100</span><span class="p">)</span>
 <span class="w">    </span><span class="n">x</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="n">length</span><span class="p">(</span><span class="n">b</span><span class="p">))</span>
+<span class="w">    </span><span class="c"># Provide preconditioner to conjugate gradient method</span>
 <span class="w">    </span><span class="n">_</span><span class="p">,</span><span class="n">ch</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">cg!</span><span class="p">(</span><span class="n">x</span><span class="p">,</span><span class="w"> </span><span class="n">A</span><span class="p">,</span><span class="w"> </span><span class="n">b</span><span class="p">,</span><span class="w"> </span><span class="n">Pl</span><span class="o">=</span><span class="n">M</span><span class="p">,</span><span class="w"> </span><span class="n">reltol</span><span class="o">=</span><span class="n">reltol</span><span class="p">,</span><span class="n">log</span><span class="o">=</span><span class="nb">true</span><span class="p">)</span>
 <span class="w">    </span><span class="n">iters</span><span class="p">[</span><span class="n">i</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">ch</span><span class="o">.</span><span class="n">iters</span>
 <span class="k">end</span>
@@ -8454,13 +8573,24 @@ a.anchor-link {
 </div>
 </div>
 </div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=26f7e342">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>Observe that the Jacobi preconditioner achieves that the CG method needs fewer iterations. However, the number of iterations still increases with the problem size.</p>
+</div>
+</div>
+</div>
+</div>
 <div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=43fb5082">
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-<h3 id="How-can-we-improve-the-Jacobi-method?">How can we improve the Jacobi method?<a class="anchor-link" href="#How-can-we-improve-the-Jacobi-method?">¶</a></h3>
+<h3 id="How-can-we-improve-the-Jacobi-method?">How can we improve the Jacobi method?<a class="anchor-link" href="#How-can-we-improve-the-Jacobi-method?">¶</a></h3><p>We can optimize the Jacobi method to obtain a better preconditioner for the CG method. Run the following code cell again with a grid size of $N=10$ and $N=100$.</p>
 </div>
 </div>
 </div>
@@ -8472,7 +8602,7 @@ a.anchor-link {
 <div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
 <div class="cm-editor cm-s-jupyter">
-<div class="highlight hl-julia"><pre><span></span><span class="n">N</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">10</span>
+<div class="highlight hl-julia"><pre><span></span><span class="n">N</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">100</span>
 <span class="n">u</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="n">N</span><span class="p">,</span><span class="n">N</span><span class="p">)</span>
 <span class="n">fill_boundary!</span><span class="p">(</span><span class="n">u</span><span class="p">)</span>
 <span class="n">A</span><span class="p">,</span><span class="n">b</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">generate_system_sparse</span><span class="p">(</span><span class="n">u</span><span class="p">)</span>
@@ -8487,13 +8617,25 @@ a.anchor-link {
 </div>
 </div>
 </div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=bf76a64b">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>The main reason that the preconditioner performs badly for larger problem sizes is that it takes more time to update the interior values of the grid. The larger the grid, the longer the Jacobi method needs to propagate the values from the outer boundary to the interior of the grid.</p>
+</div>
+</div>
+</div>
+</div>
 <div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=c04df158">
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-<h3 id="Multi-grid-method">Multi-grid method<a class="anchor-link" href="#Multi-grid-method">¶</a></h3>
+<h3 id="Multi-grid-method">Multi-grid method<a class="anchor-link" href="#Multi-grid-method">¶</a></h3><p>The <a href="https://en.wikipedia.org/wiki/Multigrid_method">multi-grid method</a> is the second building block of the fast solver for our Laplace equation.</p>
+<p>The multi-grid method achieves a faster convergence of the Jacobi method by starting to solve the coarse problem first and then stepwise increasing the grid resolution. On each resolution level, a few steps of the Jacobi method are performed (only 2 steps per level in this example). Next, the resolution of the grid is increased and the Jacobi method is run again. This process is repeated until we reach the desired grid size. Since the Jacobi method converges after a few iterations on very small grids, the values are propagated to the center much more quickly than without using the multi-grid method.</p>
 </div>
 </div>
 </div>
@@ -8560,7 +8702,7 @@ a.anchor-link {
 </div>
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-<h3 id="Multi-grid-preconditioner">Multi-grid preconditioner<a class="anchor-link" href="#Multi-grid-preconditioner">¶</a></h3>
+<h3 id="Multi-grid-preconditioner">Multi-grid preconditioner<a class="anchor-link" href="#Multi-grid-preconditioner">¶</a></h3><p>Let's see what happens when we use the CG method in combination with a multi-grid preconditioner. In the following code cell, we use a multi-grid preconditioner from the package <code>Preconditioners</code>.</p>
 </div>
 </div>
 </div>
@@ -8593,16 +8735,13 @@ a.anchor-link {
 </div>
 </div>
 </div>
-<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=ab13519f">
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=63c406e0">
 <div class="jp-Cell-inputWrapper" tabindex="0">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
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-<h3 id="Number-of-iterations">Number of iterations<a class="anchor-link" href="#Number-of-iterations">¶</a></h3><ul>
-<li>The number of iterations to achieve a relative error of $10^{-s}$ increases as $O(s)$</li>
-<li>The cost of each iteration is proportional to the number of grid points</li>
-</ul>
+<p>The number of iterations is now constant for different problem sizes. Thus, we have finally achieved an algorithmically scalable solver by combining the conjugate gradient method and the multi-grid method!</p>
 </div>
 </div>
 </div>
@@ -8613,9 +8752,7 @@ a.anchor-link {
 </div>
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-<h3 id="High-performance-conjugate-gradient-(HPCG)-benchmark">High-performance conjugate gradient (HPCG) benchmark<a class="anchor-link" href="#High-performance-conjugate-gradient-(HPCG)-benchmark">¶</a></h3><ul>
-<li>Alternative to HPL benchmark to rank the <a href="https://www.top500.org/">top 500</a> computers</li>
-</ul>
+<h3 id="High-performance-conjugate-gradient-(HPCG)-benchmark">High-performance conjugate gradient (HPCG) benchmark<a class="anchor-link" href="#High-performance-conjugate-gradient-(HPCG)-benchmark">¶</a></h3><p>The HPCG benchmark is an alternative to the HPL benchmark to rank the <a href="https://www.top500.org/">top 500</a> computers. It is based on the CG + multigrid method, whereas the HPL benchmark is a Gaussian elimination type of algorithm. The HPCG was introduced because the CG + multigrid method is more commonly run on supercomputers than Gaussian elimination. While HPL gives a good indication of the peak performance, the HPCG benchmark is orders of magnitude below the peak performance.</p>
 </div>
 </div>
 </div>
@@ -8640,7 +8777,7 @@ a.anchor-link {
 </div>
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-<h2 id="Parallel-implementation">Parallel implementation<a class="anchor-link" href="#Parallel-implementation">¶</a></h2>
+<h2 id="Parallel-implementation">Parallel implementation<a class="anchor-link" href="#Parallel-implementation">¶</a></h2><p>In this section, we will discuss the parallel implementation of the CG method.</p>
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@@ -8651,7 +8788,7 @@ a.anchor-link {
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-<h3 id="Conjugate-gradient-method">Conjugate gradient method<a class="anchor-link" href="#Conjugate-gradient-method">¶</a></h3>
+<h3 id="Implementation-of-conjugate-gradient-method">Implementation of conjugate gradient method<a class="anchor-link" href="#Implementation-of-conjugate-gradient-method">¶</a></h3><p>First, let's analyze how to parallelize the individual parts of the serial implementation of the CG method.</p>
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@@ -8698,12 +8835,13 @@ a.anchor-link {
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-<p>The phases that are not trivially parallel are</p>
+<p>The algorithm performs matrix multiplications and additions which are trivially parallelizable. The phases that are not trivially parallelizable are</p>
 <ul>
 <li>Dot products</li>
 <li>Sparse matrix-vector products</li>
 <li>Preconditioners</li>
 </ul>
+<p>If we find parallel implementations for these parts, we get a complete parallel implementation for the CG method.</p>
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@@ -8714,7 +8852,9 @@ a.anchor-link {
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-<h3 id="Dot-product">Dot product<a class="anchor-link" href="#Dot-product">¶</a></h3><p>$\text{dot}(a,b)=  \sum_i a_i b_i$</p>
+<h3 id="Dot-product">Dot product<a class="anchor-link" href="#Dot-product">¶</a></h3><p>The dot product is defined as
+$$\text{dot}(a,b)=  \sum_i a_i b_i$$.</p>
+<p>Imagine we have our data distributed on two CPUs as in the picture below. How can we implement the dot product computation in parallel?</p>
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" 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+<h3 id="MPI-implementation">MPI implementation<a class="anchor-link" href="#MPI-implementation">¶</a></h3><p>For the parallel implementation, the processes can compute the dot product of their respective sub-vectors independently. But they have to send the result to the other processes so they can be combined for the final dot product. Each process needs the <em>global</em> dot product, because further computations in the algorithm depend on it. For instance, the stopping criterion depends on the result of the global dot product, such that all processes stop at the same time.</p>
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-<h3 id="MPI-implementation">MPI implementation<a class="anchor-link" href="#MPI-implementation">¶</a></h3>
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" width="550"/>
+<div class="alert alert-block alert-success">
+<b>Question:</b>  Which MPI directive best incorporates the communication of the local dot product among processes?
+</div>
+<pre><code>a) MPI_Gather
+b) MPI_Reduce
+c) MPI_Allreduce
+d) MPI_Bcast</code></pre>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=e0907af2">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">answer</span><span class="o">=</span><span class="s">"x"</span><span class="w"> </span><span class="c"># Replace x with a, b, c, or d</span>
+<span class="n">pdes_check_2</span><span class="p">(</span><span class="n">answer</span><span class="p">)</span>
+</pre></div>
 </div>
 </div>
 </div>
@@ -8762,7 +8934,7 @@ a.anchor-link {
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-<h3 id="Sparse-matrix-vector-product">Sparse matrix-vector product<a class="anchor-link" href="#Sparse-matrix-vector-product">¶</a></h3>
+<h3 id="Sparse-matrix-vector-product">Sparse matrix-vector product<a class="anchor-link" href="#Sparse-matrix-vector-product">¶</a></h3><p>Next we will discuss how to parallelize the product of a sparse matrix $A$ with a vector $x$.</p>
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@@ -8789,9 +8961,25 @@ a.anchor-link {
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 <b>Question:</b>  Which parts of $A$ and $x$ are needed to compute the local values of $b$ in a worker? 
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-<ul>
-<li>Answer: Only the entries of x associated with the non-zero columns of A stored in the worker.</li>
-</ul>
+<pre><code>a) The local entries of A and all entries of x.
+b) The local entries of A and the local entries of x. 
+c) All entries of A and the entries of x associated with local non-zero columns of A. 
+d) The local entries of A and the entries of x associated with the local non-zero columns of A. </code></pre>
+</div>
+</div>
+</div>
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+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">answer</span><span class="o">=</span><span class="s">"x"</span><span class="w"> </span><span class="c"># Replace x with a, b, c, or d</span>
+<span class="n">pdes_check_3</span><span class="p">(</span><span class="n">answer</span><span class="p">)</span>
+</pre></div>
+</div>
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@@ -8802,7 +8990,7 @@ a.anchor-link {
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-<h3 id="Ghost-(halo)-columns">Ghost (halo) columns<a class="anchor-link" href="#Ghost-(halo)-columns">¶</a></h3>
+<h3 id="Ghost-(halo)-columns">Ghost (halo) columns<a class="anchor-link" href="#Ghost-(halo)-columns">¶</a></h3><p>In our example, each CPU needs all local entries of $x$ plus two additional entries from another machine. If all entries in $A$ were non-zero, the whole vector $x$ would be required. Thus, the sparsity of $A$ allows to reduce the amount of communication. This pays off especially in larger problems.</p>
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@@ -8826,7 +9014,12 @@ a.anchor-link {
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-<h3 id="Latency-hiding">Latency hiding<a class="anchor-link" href="#Latency-hiding">¶</a></h3><p>A = A_own + A_ghost</p>
+<h3 id="Latency-hiding">Latency hiding<a class="anchor-link" href="#Latency-hiding">¶</a></h3><p>We can also use latency hiding for this problem. The computations are split into two parts:</p>
+<ol>
+<li>Multiplication with only local values of $x$</li>
+<li>Multiplication with the remaining communicated values of $x$</li>
+</ol>
+<p>The first part of the computations has no data dependencies, so it can be started immediately. During its computation, the communication of the values of $x$ can be started.</p>
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@@ -8855,7 +9048,7 @@ a.anchor-link {
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 <b>Question:</b>  Which mesh partition does lead to less communication in the sparse matrix-vector product?
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-<ul>
-<li>Answer: 2d block (as for Jacobi method)</li>
-</ul>
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" width="400"/>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=5e2926d0">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<pre><code>a) The 2D block partitioning
+b) The 2D cyclic partitioning
+c) Both are equally good</code></pre>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=7f67a66a">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">answer</span><span class="o">=</span><span class="s">"x"</span><span class="w"> </span><span class="c"># Replace x with a, b, or c </span>
+<span class="n">pdes_check_4</span><span class="p">(</span><span class="n">answer</span><span class="p">)</span>
+</pre></div>
 </div>
 </div>
 </div>
@@ -8892,6 +9110,7 @@ a.anchor-link {
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 <p>Remember:  The equation associated with point (i,j) is:</p>
 <p>$u_{i-1,j} + u_{i+1,j} + u_{i,j-1} + u_{i,j+1} - 4u_{i,j} = 0$</p>
+<p>Each equation for a point corresponds with a row in the matrix $A$. Each row will have only 5 non-zero values, and it reduces communication if they are on the same CPU. Therefore, the 2D block partitioning is more suitable, since only the boundary values need to be communicated.</p>
 </div>
 </div>
 </div>
@@ -8915,11 +9134,7 @@ a.anchor-link {
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-<h2 id="How-to-partition-unstructured-meshes?">How to partition unstructured meshes?<a class="anchor-link" href="#How-to-partition-unstructured-meshes?">¶</a></h2><ul>
-<li>FEM methods work on unstructured meshes</li>
-<li>One equation per node</li>
-<li>Non-zero columns are associated with nodes connected by mesh edges</li>
-</ul>
+<h2 id="How-to-partition-unstructured-meshes?">How to partition unstructured meshes?<a class="anchor-link" href="#How-to-partition-unstructured-meshes?">¶</a></h2><p>Finite element methods also work on unstructured meshes. The grid of points can be modeled as a graph. Again, there will be one equation per node in the graph. The partition can be computed as the result of a k-way graph partitioning problem.</p>
 </div>
 </div>
 </div>
@@ -8943,10 +9158,10 @@ a.anchor-link {
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-<h3 id="k-way-graph-partitioning-problem">k-way graph partitioning problem<a class="anchor-link" href="#k-way-graph-partitioning-problem">¶</a></h3><p>Given a graph $G$ (i.e. the mesh)</p>
+<h3 id="k-way-graph-partitioning-problem">k-way graph partitioning problem<a class="anchor-link" href="#k-way-graph-partitioning-problem">¶</a></h3><p>Given a graph $G$ (i.e. the mesh),</p>
 <ul>
-<li>Partition the vertices of $G$ into k disjoint parts of equal size (load balance)</li>
-<li>Minimize the number of edges with end vertices belonging to different parts (reduce communication)</li>
+<li>Partition the vertices of $G$ into $k$ disjoint parts of equal size (to achieve load balance)</li>
+<li>Minimize the number of edges with end vertices belonging to different parts (to reduce communication)</li>
 </ul>
 </div>
 </div>
@@ -8958,10 +9173,7 @@ a.anchor-link {
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-<h3 id="Example">Example<a class="anchor-link" href="#Example">¶</a></h3><ul>
-<li>Partition of a mesh into 8 parts</li>
-<li>Computed with <a href="https://github.com/KarypisLab/METIS">METIS</a></li>
-</ul>
+<h3 id="Example">Example<a class="anchor-link" href="#Example">¶</a></h3><p>The picture shows a partition of a mesh into 8 parts (computed with <a href="https://github.com/KarypisLab/METIS">METIS</a>).</p>
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ACA7pUr1eevXL2tbqlyzcip1c6ThjY7J/eKSjBvkDGazK6lFnnmwSbP3Noc35M6XNvqPQO4tq4ardkjhrnnZGzFeoY1rjTi+W3R+lh/T5SYsxp/PjnPtx/ZRxIR3iZ8+CFZAQAAQJcWl0ovXLlarlbtoUWbd7qm2krkXJwsc9aouXIwA1gn7q604Nk3EdpDV8bgtHU9SyNph+kaP+Zs+3vypa7z4NrzmHNiitkuX0rZPp7v3fN7JTvZFjWXjo/hgeyHGZIVAAAAdKz5pIolx5MqBJt3egTnzdrs1jOXDW6L4mbA5mientaN+mf5vA8/S+Z0LCaB+I9Cw08jhbbLxZw31VPY+sfsrXluY/YtZR3Zem4925WhveLUHlqPl1iLthYqV4cakhUAAAB0ZrFYeuHK1XKl2vzZP7P0zGut01Y1WhczFHM2H8OcYZOxq8Qa+R76c4iLq0/MTN3Voj57zqrJnzR4H39moFYfz/5zrqXdnc+U5zeNOtkfz9EpnvNGti1ml+Zy+R/93A+Mjw4RHC5IVgAAABCr+fLfpVJ45spn2NocXa3lyQCu0fxi5scmvicqG2ir+2fn8dtKufZQG1k7ar5j2v7w/aeIkZWOEoJw9DHPHl/LKuZMurZoZZ466nx//LTvwtpOUVu8tTFOuZH/4ouPHJ8YtiyGAwvJCgAAAMLsl/+55pfm7J+zToKDXONbaUlDNUrbPpujuVqItQvWwZ9POOtWRLadLyXHYQb32XUGyDEgZffZehQyO4LnW7aGjZizqjpb+b+7TpeS0cf80WwMniVPOxERlbfzN1dGiej4xPB/+XcRrg6VXKgDAAAAHHWLxdJTz7y0WCyRoOYfxTUJjuRKIIp//ODqHdFG8wwuQh064jlGVw7xN2p6/L4k+6e/j/l5D3S3OfM3WVvaC8/IRMtbzYsA17d2/uTPXlvf2nF2hYMGNSsAAABwapaq0hdVuf7mnlg7saXmFMNaH1Aiqx9W2tbNtSRb13MsMVUIz7aEt6eV2T94lrStqHazs7Xdv1f+b821xeBWpG1bvKf/WGK2FXPsrqXmOfG3cNpeeY+0vNMsWCmoXB0mSFYAAABgt1gsvXD5arlSzcwXzRkkn+tTayllW7R269TTOg/WBlFLtUEiZ72a7uboZmYwf+T7qRZZuTKDa8WYPVQtwe8lZhxXu78nOZZaqV117aHrLJGjxd9uLuXnKvgta2LOKhER1RviRmms3tAXH58Y/uKn73vf7AnrWnCAIFkBAACArl2qSrlmnCb//JhYu5k9zJ7mUrOPa87t3+eY2bB1BOtuu2b8nH8pOc4bGTN+s7/WqPWMOScxZ4yLP15q9eF7a55Mfzs5DpZC36znbJN3D7VunvNp/XYcW79ZGi3v5PXWlvfNnvjip+9D8epAw31WAAAAkLFYLH3zmRfbsSqSYLNMF+meCveLazRre7827T9qJRirrOeH94ncUMqc3wu2FeEOEh1tJYY2oLBtve8b7ejLdW09cq8itlXeyXtiFRFdm1v7+tPf83SAwVcIdQAAAICjIvMAQP53/1xMTUD7e30lJvZoI5s1AevUX7IPIttfazdn+byP2ajRDkdmPxDbELGllN26daPWrbtyjmT/TJlHrZ1Da5KJ+UasrOeTbyg4gsb/u0TGFrUjNfeHt2i/Ra5jN88nb/ecYeloZ5Y3w2+vuja3dm1uDZcFHlyoWQEAAAARUblSfeqZl/TnqvdOdD7J9rDGjFT8VjxxQrRm4dK958K9KCWzI0jW2KlOz562FdfnLvCR+/ItaHrcva632yPP74nqEFGwUr7+9PfwtMCDC/dZAQAAAC0WSy9cuVquVIlCf3NvctUBVItakf8dv9ZC2doC51/LpO2JtO2VxtyEtshzdOpH3pOM/qqbttTfoi3S8H0w95CMoVznzX90/vPpYt0fbSm1+li/I3PrwW/B2p+MPib/WjHjuH9vXQ+ucMHTAg8uJCsAAIAjTX9YheKas5piZr3m7JyM/toiJTi79czLTXzT/jm0q92fN9wz7HZP3m4dWUSMQ6E+MSOkYhKL2S7dA1JoBE54v0Fzi/7fQ2KjeX5nNOYWKTugJvK4iMo7+YW1kfhYlUK4OqCQrAAAAI6u9ArAZqmKHHNZz2e+Fhl9OhWzrisDcOYs3Nxns38veDBwnTE/z1GY7dqw/gzj2rpnn7se2TOO1lk7LmvPmK34e5pLY86z/zfcj21rs5pfKQ9FXgRoQrg6iJCsAAAAjqjFYun5y29UKtvtJjMP+Ge3ZCztNEuY65LRTsbUPDhXtk7rVU8RmjfHH4UpJhu4enL+JMDFJxDrUk+3TkeOP2/acVnPmH/H4n/rgr8tWrurJYak8k5+pTy0ud1loOIQrg4cJCsAAIAjx3IFoGv2aeaT7vB5fPwMWItA1Ns+cJ4ZvMy2U3apEpN5FNXZzANknBbXLN/6WduoeZ5dqcO/lU77WHeDbGu5zqprP8lxLJ7+Gte5TWn7oPX0n41sz/JOfnmz+yKVFcLVwYJkBQAAcLS0rwB0zWsjZ88dcc1KzT7W+bc2U++dmU/iZ9LmUlcfxbr/MVMwf6Iw91At9aQRk/97766P2eJaSkYfzvObKW39Tf4zELMPfCm1+rAzvLnd04V/fghXBwiSFQAAwBFieQagf24anO9qmcGfRqjVh0+OtZ7aPNjT09/OO8Sv5WnX9oRzpQ6KaCe2umscT7rQ+pDRk7fwnlof6wk0v2XzRxM/UZ0ehV/8GbaeDfOXyiNiD5sX/lV3JVBx75s98bM/eiHUC/Yf3hQMAABwJJQr1eevXL1tPgNQiZxxxuhonI46u3jmwfGN+0IYH3okuvoq/at0lEkUf1oLiu/Zuw4zWz0RC2sju1SkMuENwgcFalYAAACHn/0KQM4zs/RMbc1JhGtu6lpq6rQ/eUsoPBLEj2w9G9ZT4Z+Rm/zn3+zj32e+9b6MYB6yYvZxffv+Y3dklUwffztn7k/M70zMyCnr3gqaWx3dg1IVh2sCD4RcqAMAAAAcbPqj1U3BZBJDdNK5j2Rr056tC+8x+sWs6D+Bnh3TVtyXE8jJ1h9/n3h7cERqf0Tri/YchWfnI49LEBHtcawiovWtnT/5s9fWt3ZCHWE/IVkBAAAcZovF0lPPvlSuVttTfOu8kwcA//SaLxXsD19FW91TcNB+9LRI40/KTE2uY3HtrYn3USfNHFNmB+RLtbNNrEWRtv6qhW/dXKqNw8+GtSc/InN83sfcT7OFjH1WjTI7Dj92bc+t+2yOw1v4COqz53jNdYVjD/mOcbZx9j5Wpda3dr7+9PdCvWA/4T4rAACAwyl8Y1XKNaeMoU1traxLY1aMYZ3fpwTr4DrG+N1QM/Ldpu1tL99OjK7HN0+I5zyb4ntqPFvpelFQdt21ypCj367DDVcDDjUrAACAQ6hcqX7zmRdvL5Uyf2Gv/Y2+zH7W+lC2UVuXWKqRxmc/yT5YR1aftTG1SbDMLuXDKqL1T+sxCmMEc//51rWRrZNyYfRM8RY1oBpB2zftPJhkdhBtHGotsjLPs3b46o92fhR+xnijubfmtvhn17bMz6K1ljayNoi2FTUCx390HZfWQWT+9OUtwF37+tPfwzWBAwvJCgAA4LApV6pPPftSpbptXyyMD2YHbQZszlb5Z+Eeqo/MTVg32uPOBNc1Z+opz/RdUectuJVI/Rpn8GmBpy9ixjTO8H5dCqjghqtBhmcDAgAAHCpptaoZq/j/ybv+qt6VATyz9nSpNoMQrUX8M89jZPxI3q2kPD21MSm7S3x/tEYrz97yPor1eKl1ZsytZ/dzZ2dna2tra2trfX19dWV1e3u7tlOr1Wv1Wr1erydJ0mg0Go1G+iFJkiRJyFAo5EUul8/lc7lcPlXIF/KFwlBhaGhoaGhoZGRk6tTU8RPHj00cmzw2aY5gOQou2G5+cPUkx6+N4vpqrGeY3Fs0Wb81bUX+a+Y9lrnV0f2tWaXwhqvBhPusAAAADo/FYumFy1crle3mvNBMMoqaQcbPUDWeWTKxwf35xGx3JZMY/l0ix/70l7ED29vb62trpZWV4tLSxsbG5sbm5ubWzo6v5pDLha8qyuVEkiSUJHVZ93QTon1SJicnJ48dO3Hi+MzMmalTU8ePHx8ZHfGsG9DFt6M+xK/bUWcPM0p19Ts2CLGKcMPVoELNCgAA4DAoV6ovXLm6mD6vQssP1uzk+f9/f33AGtLI2Ip15mruFW/31gr00TwT7u72gS8198S1t7ylZWVlpbhUvLWwUCqtrK+tbW9nLstUUy/PFCwyWfEfXaMJwU+HbmRk5PiJE1NTJ8+dm73z3J3j4+N6j5hfHuHopvFPOeN/B1zt6rMM9bS1l3fyy5tDRDQ1XpscbVi/8c3t/NzqqDHE/sAbrgYQkhUAAMCB13xjVbX1xiptZmmdfarPJldPa6KQHfZX3MmkvdQzmsiOwPEoYT3S4LrmLNw2z1bKlfLC/MJ7771XvL20srJCXtrUyzoR6yJZkW0oFquaXfQeRPx4xsfH7zx79p7zd9959mwzZVkDiet8xnyPLtqZl9nROh3f3zPbvrmdXykPlXcyxajJkcaJsdrkSKO9lhyUSwEVXBM4aJCsAAAADjb7i4BdCYEc7Z78Y65OoZGJLfWMrPGMJkIjazxzfWIH1dHeZocql8sL8wvv3nj31sJCuVymLM/8yrpIa+suWaX4UEayotB5by8dHx+/8+yd73v/+8+fP2/vq/CvSf0Yk4LsR9BJRvL3NLF1N6v5tepQ8IkUkyONqYna+HCDiL57a8Lfee/97I9ewDWBgwPJCgAA4ABrPq+iYjwGUJu/asHAnNf6809wdqs6BLOKPw5pXKMFk1UqONUO7i3vKZpp6ua77y7MW9KUyRGinPutlvSSrIiNY0tWzS7ZH12/Ck33nD9///33n7/3fB+SFbFfA/9oZPSRxrrapoMklXfyK+WhTktP48ONyZHG7Y2Bu/QO1wQOFCQrAACAgyp9unq5Uu34b+45f1bx5w3OnPVSRI5yzYxjZt7+JOZiXcs7179x/ca1d95ZWFgob4XTlMm4/C+wl1L2mqxSUnqSFXm/VH0P1T6fv/f8/Q/cf/78ve1lrlUDYY310XZEhn4b/czf59Zam1XLVX+HAK4JHBxIVgAAAAdS5t4qc5Is46ahZEsU1tG0FhPfomcmrc28XXnGtVdq5m09wJhJTXSyunH9xltvvnXj+g0iUgmll4lTum7MhYIxyUqIXMQBC2+4IvcXQHxwc5/P33v+/vsfyFSxtC7ad8fPsDSWavqarOqJWNwYCV71d6DhmsABgWQFAABw8LSrVZw2p7SlBftE2jon5o3C0YeyPT3JKj5HmZHJmCs3f7Qencj2Ue3WtaRlWB6oFDOedD2DajQaoS7hZCUE7+Dck7SbdVezzwx0RZbmip6DPX/v+QsXL56bPdducvWN+R3gzP6ub1x9JsvIN0ujh69OpUHZakAgWQEAABww+pMAFdec1d/HP6NVLa7QQrZGbUxrwuFcacc1t+Y8c3TrnNv6WdKN6zfeeksPVIqr8BOcR7k6WN/8q3SYrMiaZnif4H6mHAUuSd4RpEzOnTv32BOPn5udbXW3cf3+pDpNVtIYxPb7X97J3ywNynPSdxXKVoMAyQoAAOAgydxbJdzz0ZSWjoI8s1vhHs2c0QZbzGkx51qqZa2Uayt8n11rSZqfn//2G9++fv06eQUuqWPBo6OZlStfdZ6syPzyzD724lXrfi2ZmCO0vzD/cUmZSCnPzc4+/sTj587NErmzk+tMxvw+u7i/5bnV0cN9HaCCstUgQLICAAA4MJz3VnEiIoG47Fmy0viXmn1i9iSUrG5cv3H19avz8/O8UOOaF/mTlVpJSl8lykXLV8FYRfZklWrvv7WPeYCCPQnDDFftRTLx3LKVHng6+LnZ2ccff/zcXbPZHq0PMd8yF/97a/uWB/A56bsHZat9h2QFAABwMOjVqpQ1k8hO5qOpmFzEeZZa84z2WWZb+Irx2+V9zG2ZJBHR/Pz81Teu8qv+rIFBmyDZ7rPSW9iiaZY83AAAIABJREFUjvMVD1fBZOWOVSnp76MfWvYZg9ZwlR5+kjjDFU9WqWb9ajabr6iT74scfTwt2d+fzWp+bvVIXAqYwhPY9x2SFQAAwAHQfG9V1XhvVcy809+THO3+hMM79CtZUbancC+lVh9rf8dMfX5u/pUrr8zPz2vt/qfnpTMl9mxAT9+MrvOVJ1mlO+PokDmK0CMBW8dle3S77bLA5od0Dx1ZVA9XZM1X/t8HU8xvuON7PwrPrtDgmsD9hWQFAAAw6JoXAVaqgb/p97dTdqmMmJt68k/KM4IZt8ixJxqzjzly8DxkG9WFf0ZXorgQIkQHmUoTGbFaUzJB+rnT5XJpWvB1EyLnvrKxebxSSmuyomy44qdH1dbMk6YOU9tukiSzs7OPf+hDs3cZ9avmCo5fBk872X4Hsp/LO/mbK0eoYKXgmsB9hGQFAAAw0BaLpecvv1GpbBNFJApPOzmW8j4xaUfRQlTMdiULDrwluFbwM9dqX5hf+PbVq9evXfdPdtxXuFnSRdfzJp6vvLMv7bRatJKVr5u6GtCzLZFjedFMSq1wpS3hFy5mb1GzHaAkIkpkQpJm75r9oc88OTE5SZF6SFbl7fzC+ki94fqFPsxQttpHSFYAAACD65nnX55fLBKF8ga1WqzTcjPDqKXWVKON6WqRbGQyhnLR5h3+cVxza7VU0+q8ML/w6iuvLMwvUDYJWGc9WrKyP0AvuxsdzZ74gBH1K+tXkpFNVvZuMY9cbxeszA5CEJFMpDV1ao/cSE+gdmjNjapkRUSSJiYnf+gzT87OzgZ+x7R27dfV+/tWb4iFtZGjdhGgBmWr/YJkBQAAMKAWi6Wnn7ucmU2mPDlEdTD7c66l2pjWKWx8svLsIdnW1T7zTVjZkhXPVCnXk81ZtUa0WpyTIvf7rFztvvmVN19Zt5QZzZas9D4xj1zPXAro2GEp7cceFa5aVS+VrFKZ4pWWmjj+7bt+T7LKO/mFtSNaquJQttovSFYAAACDqP0kQM6aiKwJp9O040lrwtFH2y7Z1uXt1v5kjE+sj7b/0tfHzFQp/zt5U8HZUPCp691NqGwRKxwlHckq08f1bMDMJY7aTVb2Q0gjkxq22RpzVolItrpp4apZvLqLvVnYetzmN27+ShCRQKlKh7LVvkCyAgAAGDiBJwGagslKOtr5UnPayjukeArqKFnxpWZ/c8/5UpfWDrgyVSoyA6Rc06LImlV306psvvIfMxFJb7Jq9ol56rr98RXS/gVohyaE/WkWWjc9WVHm+z03e/bJz3y2WbyKTFYp/otNVK6hVKVD2WpfIFkBAAAMFv1JgClrItKWkruPOSXli4TxgWwzWuu6lF2Ld+MZjIzPvLMrg5GxNLsP/kyV6ihZKdr8iCer4NSpu8lVK1+5znJbLpcLbiGXy8nsiiI7sufBgOwI9VXMrtrPSdIgyt7llSTEkxVbKUkaE5OTP/6ln5jUHmvh+sa130NJ5Vp+eXMIpSorlK32HpIVAADAAGnHKgr9bT0XTFZkzEpdfYStp5mgXJ+JrejKS+be8u3ydnL0J9ra2nr2mWcX5nimsk9puktWSjpR6u6p6/GzLNYzvEr6Piv/2M0+7tEEP+NmSU7af12MI7KM33m4mnjys5+76+67zKVEzt/DzWp+pYxM5fPQvad+8ocfDPWCfkKyAgAAGBTte6tc2YZa7cH/9/b8Tb/WTsZS6c5vWrs1WXnw0OU6Ot7THF8QES0sLDz3zHNbW1tEltfaatKJfi/Spzj0MmPKPh7QP1B4M/xNwa7BMn0cYwrPN9c8YMvvQXb/ncmKWLjyJysiklLedfddT372c5PHjGeyZ38HNrfza5WhzW0Eqii//l99X6gL9BOSFQAAwEDIPLIimKzIOqdlSxVPfOL8OcfsYzIHdOUlU3SyWri18Norry0stEtVu5qs1Cypo6sBDZJaa0XMu4IdMqkpZY6q9bGGK3Z9oHOjrZKdq3hlX5Gf8zRfySRJtMd1yExPKeXk5OSP/+SXrFcGbm7n16pDm1UEqs785A8/+NC9p0K9oG+QrAAAAPaf85EVZEkXGWmAiakaqT7W6bSWZGRo5Jj2XnKUobxVfvaZZ3mmSgWTFXUVrjz3Wbn6aAv1nyX/7FkzfDhmskrxUa19/HdeuTbNhzUeVhFOVuQNVzxZEdHk5OSTn/vcXXfdRYK267ntWm6jWkCFqmt4jsUeQ7ICAADYf//hry7fXioR2XJFMFkRC0IerpH5UrPF7MmXuvqTdynfW3MrtgyzsLDw7DPPlrfK5qK+JyvrzMjz1HV+oZ+zU7rYWB7zTAiTK1ml0iE9fVS+MpIVxYQrRQjheTGXGa4syYooabS7qbNx59nZC9//ZZErEPQMz7HYS0hWAAAA+2yxWHr6ry4HOpn5ikcpVz5xpTJ3TtD5cx1nhiV3Usp0IGNv2YYWFhZee/U1s1Sl9DFZeeZEu5SsWu18Qfhw/Mkq5XnqOrXClS1ZUUfhikimO29eLmg95+bTRJJGnf+KqFORFKZ+4G/952Pjxwh6g7LVXkKyAgAA2E/2Z6ybtISjVahc6+52srK2956siEhSeav87LOWy/80McmKYsNVc1/N2ZHz4Xl2HYUT3kESyTvumLnzzJm7Zs+eP3/XscnJ8fGxsbHR0ZGRkdGRkeHh4eGhoaGhoYJiv1KuXm/U6/V6vV6r12u1em1nZ3untr29Xa1uV6rVcrmysbl57frNGzfem1u4tbGxaQwQeQiSsqeLRyzznMvE8m0ljToRaSc/SRpyaPoHP49w1QcoW+0ZJCsAAIB904xV1Wq7yUwpWvzQenqqVZ6Eo6UsaQyu9YxZ6kpuqo802t1HVN4qf+PP/7y8VQ7OUyIfqh6RrPSDzAYG1UidyPQ21z12bHL23J33nr/74Qfvm509e8eZmTvvmNE77b6Njc25hVs3brz3xrffZFkrJlzJVqOls/VawaTR0HJqK1lR+hWoZEVEjcLpT33+p8cmEK56gsev7xkkKwAAgP3heyOwiytHeVpERE8z81CrQ7+SlbXdkaxuLdx67tnmXVXBeYp5644Vv5/HwXWQ9tjQIUlEUtL5e+564P73P/rBh+89f/fsuTuPmQ8ZHwwqa11++bXXXv/2cmmFL7VeAGk5S1KazySUSdLsyatbRrhKk9V6ZWh84tinf/RnEK56hMev7w0kKwAAgH2QeSOwyZzkuxKONbeo0KL9n7xw9Cfb+PGpydXHNcVQS4U+Qnmr/Nxzz95auKX6xsxTAuFKErF5v/uhC/Zkxe8j6mLWdPrU1KOPPPzhJy49cP/7z9/DXoZ7oCyXVl59/dt/8/y3VMpSp5N308+PlESkhav03VZauGLJKiUarZb1ytDYxLEfQrjqDR6/vjeQrAAAAPZaIFZRb8nKTDvC+MD7k7GWS3z6ImNb2iKy7AkvVSkx8xRnsmLrahMeW77KHLzr3iFrB02apj7+0Q89+sjDp09NubodUGnK+k/P/PVf/c1L5knItLTjlztcUTNfaeFKth7Ivl4ZIiKEqx7hgsC9gWQFAACwp5yxSssb1hTkSjLuKlCgv/pM3j6cP4+5+nv3qlwuP/dsplSlxMxT7MnKHatYu1pReHpak5WSrnK405TLc3/94jf//X967q9f5I3BcKUnKyISwihbUaN1ASfCVV/ggsA9gGQFAACwd3zVKk8WUhP7YFKyJivTICWrWwu3nnvO/q4q6i5ZGav4ZztSJv4ZkSdZfeLjH/7kD3z8SKUpKy1itU+mO1kRBcJVg90al4armbP3fPJv/X2CruCCwD2AZAUAALB32m8ETpkJyppVtIm92cfFTErWReZSym5X26L6MSabme2tpeUtZ6lKiZmntJOVo3NwtpMWr1y9zGT1iY9/+HOf+eQnPv5ha/+jTEWs5jln59QfriRJmX3Mo5mspEw++fkvnzl7nqBzuCBwDyBZAQAA7JHFYunp5y4Hazjtz9Rq2Y1kpTq4xnElq2AOVLzJqlze+saff8NVqlJi5imJTFyZKhVRs9JaMj+qZIVAFe+5v37xz/7fv3j55dd4owpXPESl3066iLc3so9zXK8MSZmMTRx78gv/ANcEdgcXBO42JCsAAIC9UK5Un3qWXQfoT1YaLeGYi8wUZO1G2W2RkayCGU+JXMua3CSVt8rf+MafB2MVxSUrKaVnPhOc6rifFpgupe//vo8gUHXnyiuv/+t/8/9ceeV11WImKJ6s+KKG8aB8hKse4YLA3YZkBQAAsOucbwSOSVaha+oyRSRrHzKijtpiv5JVZHIjIvYWYH2BTcw8hU9mAk+rs3Elq8cuXfziF37kEx//iHUpxNPylRmu+J1y/EJB7TXQabIiojNnz3/y818m6NAH75v+8SfvD/WC7iFZAQAA7K52tcr1f7lmIvLnGWt60fKVWkSdj88X2SpO7Z7BfCj09lu3LI9W94iZp7gf/Sc9S1k3PVk9dunil7/09x67dNHaH7rD85V5V1WSJOqXTT08MJFS+w1YK+fTD7jhqgvHxod/6Wc+FOoF3UOyAgAA2EWZalWnycrs78kz1mRFRu4y+1i3q33gtFxnbbfteczzKkwx85TQbVS+awUpm6w+8fGPfPELP4JMtXtUvkpfV6U0y1MsXKXfmhaupJTrlQIR4ZrA7vzSz3zo2PhwqBd0CckKAABgt9irVWZVh1iLaylnTVZEzq2Yn03+LcZz7EO53MEVgFxwnhKcyQSvD5QywYV/e+zKK6//6b/+t5dffpU3tq/9E9lkRe3fA5WsCOGqKz/+5P0fvG861Au6hGQFAACwKzKPrPBnHlP8Uk+y0sJS/JjxPImRtcQ/r8IUnKcEZzL+Dpceefjvf+nvoki1L668/Nr//W/+7RX2/EB+Y5UqavFwlX6bKlzhhqtO4dnru6oQ6gAAAADdeOHK1faTAM2r71xXzfnx/sF8JWzjWxOUdOci1YG3dLLb5fLWN74Rfrr63nvs0Ys/9aW/89ijyFT75vHHHnn8sUeuvPzab//eHy0Vl7WlUsr0efc5IRIpSQiSUohMVeD2wo3bCzdww1W871xn79ODfkPNCgAAoP8Wi6Wn/+pyqFcoopgVJDM1+a/6c6U4MyP5kxXn2mfbCHGPAfQc567UrJCpBs1Scfm3f++P0uJV0np8BRElSSMNV4n6Elt3zbWvCRyffPLH/sHYxHHbwGCBZ6/vHiQrAACAPitXqt985sVKZbvd5Kn/ECsZxetiFY6vrk0EgsPGpEFJRPGPAfRtUr3myLXd0NMpMkuRqQaZKl4lrZusyBau0icHqmQlZXLm3PlPff6nbUOCBZ69vnuQrAAAAPrJfntVMFlRRKRRXP2lUcvSlnraKbvUk9wiklWHjwH0HHlgmiKT2IIVMtWBsFRc/q3f/cPLV17lyYqI2uFKphUtola4kjIhkp/6/E+fOXevY1TIwLPXdw+SFQAAQN8E3gis6Si9+DOPP5u5shw52s3r+sye1OpjZLm4KwA5334Hk5O/TUqJTHXgXH75td/8nT9YWiqmP6pHWUiiNFmlpUyWrAhlq47g2eu7BMkKAACgP5qxqlKNrUe5MlLXdadgslJb7FeySrG1Oo9V5K+jdZGslEuPXPipn/jipUcvePrAYFpaKv7m7/7h5SvNx7K3w5V6+ZgerlC26gCevb5LkKwAAAD6IHNvlSuZpMzqk5aL1IrWKpPWzVzL1WguNZnJyp+ysn26fWmVtkOZjXWXrC49euGn/jNkqgPv8pVXf/N3/3BpqciSlWz+UrT+sV4ppHFrbOLYZ37sH+JRFjEuPTDzxU/fF+oFHUOyAgAA6JX+RmAtdWj/TxtTEdJSE7VimGSNfUxW0tgrkR1fshbVgTJ9uqpWpawJ0vGzvlhfPn361D/5H/5rZKpDY2mp+N/8j7+ytLSchqvWxLUdrtZayYpIzp5/8BOf/QnHSNA2MzX+j790KdQLOpYLdQAAAACf9kWARCRYTBDZyGC2iOyfIDPe8EXkHkprlNk/Jn4IMhvnyPgsiIgq5fJf/HnvL60KxCgLkTnaS49e+P3f/g3EqsNkZmb6j//gt2dmTudyedbc/t6Pj9VV49yN7xJEWFrp8V9VsEOyAgAA6En7jcCerLJ7gpsLZjbXCK4UZyiXy3/5F39ZqVRyNiIXOdmI25jDpUcvfO0r/+xrX/ln06fxop7DJg1Xjz/2SLZZpL/b2i84wlUkhKvdgKsBAQAAutd+I7B27VzkZ0WLMdY+ZjetRbD6klng8kcsvm/+PpQZuVIuf/PffbNcqdRrNcdq6ctdPfMNV4ZrHol/pjJ9euqf/Pe4/O9IuHzl1a/+1r+83XpmIFHzbWdrlbz6BZs5e8+n//bP2NcH5oufvu/SAzOhXtCZyL9GAgAAAF25Un3h8tXO6lTBClIqfkBr0IpfXdP5us//zfPlcpmICkNDob4usnVZofYnXWRflv659MiF3/8tXP53VDzx+KP/+7/6vTMz6qF2wvwXamnhxu3563orGN5+bzXUBTqGZAUAANCNzDPW1R+eTGS2gqQ+czxECNbB1dM6CGXXVaStXbb+GZmgeE+edwSRoMXFxcXFRee6vfLt4vTpU1/9yq9+7Su/isv/jpQzM9N6uEr/p33Hnbh65VlzRdDcmF8PdYGOIVkBAAB0LH3GevP2Ks4ab1yLyJsdXCEq5VkUXJpSfeJTVla5XH7hb57nLbxs1Q6YUlJm4hvJt0+XHrnwe7/165ceQanqKNLDlfGrtTj/zuL8NX01yNoo72yUd0K9oDNIVgAAAJ1Jn7FeqW43f5bsD7ECFMd/VPUrVYZyjaB+VJUiczRqLdKWWqtVqmDFFwn2h3fmS42YU9kqP/WX30yvA7TqNEhlOWNVWqr6KkpVR5sWrtLHA6r0Loi+9/qLzpWh5d2FtVAX6AySFQAAQAfar67y49HAUx0yE0SwTtVVfanNTFwm6yZYYzl9aoUtVnV7txXfpC9WoVQFKeOyQE68d+M7tnbIeP6l10NdoDNIVgAAALEybwR2xQ9ejxKsUbpTDW8361eubVGrg1ZrcvUXbDTzD+8jHNuVRJLKlfJTjliV7UhE1OEjiH2Hml4BiFIVKGm4mpk5TdmylcjliWjuOsJVwJtv3wh1gc4gWQEAAETJvBHYQ8skgv2zv8wxrakkPpVFqFQq//7fPaXHquyNLq6yVS7wYivnjuIKQHA5MzP9f/yr3zcrV4LE9Tdfta4CyspaJdQFOoNkBQAAEKX5RmBefVLJRKsaadUhyqYGf57RFknjAyfYB+2z2rTILuUcVakmc0xB33rppVrd+d4qxdxgxBMshPUPrgAEvzMz07/2q79Mxt1WuCAwaPYDj+F9wf2FZAUAABC2WCwtLpWIjNQk3aElhj9l7SWexHgLy1pLt5eWlpaIaHhkeHhk2DJIS1q2Uk8FVJPdUNlKhysAIcaHnrj0oScuZZqEELggMMLC0maoC3Sgs//AAQAAHEHlSvX5y280f+A1K9Vi5akjpXg9ylObMjdkrTVpXJlNsKX8j0trzyvlyrdeeokvCeYrophSld306VNf/cqvfPUrv4JYBTF+7Vd/eWZmOi1bteCCwLDnX8Ip6ickKwAAAB/9GesxggUrMxp1oS+DKCpf2casVCr/8emnKxXLXRmFQiGXpRb1Eqt+77f+Ba4AhHhnZqb/z//tX546dYrYL94cLggMefXq26Eu0AEkKwAAAKfMM9a1Co/M/pjSallaSlGVK62nv2rE+3t6WqthZOyDtI2g+tjG98QqqzRfDXX5HItmrEKpCjp1Zmb613/tn7bLVkIQibnr3/WudNStrW+trOKCwL5BsgIAALDzvbqq62JRRyv6E5eHym8xmwv1+dZLL7liVdJIrO0ysbencrl8Lpe3Lrr0yAXEKujah5+49NilR4hItP7NefdtvLLJRyby6lvvhnpBLCQrAAAAC0usst7dJG3tWn1JK2qZtJKRvzaldZPG6pIVptJ/anso2QdVeeMt1FpX0NLtpaXbS2QTjFWuslUql+fhSuDGKuiLX//n//Ses5PUClfFW4gNPju12itXr4d6QSwkKwAAAJ2vWmUyc44ryXioLGTmtB51XfgiqlT0p1YowVjlxG6+yuWbxSvcWAX9cubM9J/8X3905x3TRERCVMqblfJGaKWjK1/Iv319LtQLYiFZAQAAZFjeCMyrQClrZcmaiLQO1qqXP1MJ1oHYB62+RGw0swYlsp+JrWuSRJKqlep//A/226u0WJVrhSUzVlnKVvwoJJGgmZlpXAEIfXRm5vT/+uu/RK2y1dLCjdAaR1dhaGRuYTnUC2IhWQEAAGQ03wjMqXoUzycaV1CJKUDF9OGCNSh/QnN1yLryrcvxT60gW6yKMX166ne/9j8hVkF/fewjlz72kUtERELceg+Pv3MaGhohovfmi6GOEAXJCgAAoG2xWFosluzRxaw+8T+qj/rjTy+qvsTXIrauubpWiRK2FdVntYonhrm3VSwWS6XSkE1O5AoGT6zy3G01ffrU73wVsQp2xVd/45fuODMtSKyv2G8UBCIaGh5JpHz73YVQR4iCZAUAANDUfCNwRD0nSrCyREak4avErB5Jy34R3n7re9Z26+1VUnZzyqZPn/qdr/0aYhXskjvOTH/1N36JiDbXV0N9j67h0XGSycuvvxPqCFGQrAAAAIj4G4HT7OG66i+l1YsUvpZ/BBdVj5JxI5h1M3OplXXPBZGg5WKxWLRcHeSJVcPDw+YihZWtRPqP6ekpxCrYbek1gULkdrY7uK71SMkXClLSd773XqgjREGyAgAAsD21YlcFC0fBQKXwjBeTxBRHz2ql+vLLL9uXefnDFTd9egoXAcLe+Ec/95PDw4XN9ZVQxyMqnysQydLKOt4X3BdIVgAAcNQ1n7FerWbqP2ZW4e0ms4Rl9lQtkvW3JiJzKe+jjSyzY/r7u46ite7LV16u2hKmKlgJ9tj0+OsAVdkK91bBXvrYRy598vs/tl1eC3U8ovKFAhEJIfC+4L5AsgIAgCPN+eoqHkvixQQNVzbjHeJJ9s+eLReLyx1eB8gFy1a4twr23pf+3ueuffvFUK8jKp8vEFGjUX/5Ddxq1QeFUAcAAIBDyx6rtLqT9lna2nnVyIqv5f9MbBxtWzK0Lk86WrsaxHUUtusABQnZSWgTQuRylr+0TZKEiGamT//2VxGrYK99+PGLTzz+SKjXEZXLD6X/CXvn3VuhvhCGmhUAABxRfb63qoMAEs2T0zybM9eKK5G9EroOkFMFK8E0kobZk4hyudz06VO/g/dWwT75O1/8YqjLEZVeDUhE795c9PeEGEhWAABwRDnfCJySjj/WPhreqPoL2wi8v7WdE7Y+2iJtWylzJwXrI4mIlovLHT0PUKUp1ZjGqlzeMrU4fWrqa//Lr54+NWUuAtgD42Oxj1c5atKrAYXIEdHNebz4q1e4GhAAAI6i9huBeeTw13asRCsU0e6UrTjZwx6GvPP2O4WCPitoJI2CsEwVarWa2ehy+tTUV7/yK4hVsI9GhvKhLkdUo1FXn9+5cevuczOezhCEmhUAABw55Ur1hctXM5UirYYTjCK8HKSii7Ctq7ZCRsXJuhV/5YqPL9imzaW8UfvRqF+VSssrpWWKkySNvFGYcl0HiFgFg2AYycqhUa/JpEFEIpf77ttzoe4QgGQFAABHS+D2Kp5qXAUiXjsS7J+ditkWGdvqCM9p7sT4ztuWx4JZw1Jia0SsggE3VMCM165Rr6tnfC4sxv71CrjgakAAADhCmrGqWrVUe8gWk8zL/KTRn382+fuopdK2rWCBi0LjUzYH8saWUnG5tOyeUQn3pr0Qq2BwDBVQs7JrNNpX9i4tr3t6QgwkeAAAOCr6/DDASO5K0R4JVbreeaf/BSvEKhgoBdSsHBr19n1WS8t4n3Kv8HsGAABHQrlS/eYzLzZjFU87qtrjKexYl/KL9LTPolXqkbYW/sccwdqijcNpx8JLaqrF/NMaqlRqF6zUc/5iYlV6q5W1pxDiv/vFn0OsgsFRyIf+guGoShp1IqnutkK46hGSFQAAHH7pG4Er1W3LMh54etHL6n3ZAYUHNs42t7TeYRXJdXvVI488/MGLD1kXAeyLgu1lAECtZwOmT11Pksbt4mpoDfDBfVYAAHD4tV9dJWzBQ2RTDe8gWU+tiCRt5SOy9STbdvkWVQuvNWlLeTtvcf1dvHX87OfSsuUOq6iCVaFARAXJt9E0dfLEf/uP/qHZDrCP8jnUrOx2titprBIiR0Is3F65+OD50ErghGQFAACH3GKxtLhUsuQZD2F82A0dDR6550EsEFrvsFKGh4bSD7V6PZ8zXnXVsASwU6dOfuWf//KpUyfNRQD7yHxPAKTqrXfTNeq1/NDw9ZuL/v7gh2QFAACHWblSff7yG/Zl1qqOFsCs4UerLMVUkMxFnsqV1kKOqlpHwYz0ylipVFIFK/WO4CRJepmD/uLP/yxiFQwgPHXdpV7f4T8ur+DxgD1BsgIAgEMrfRhgpbrdTCZmFBGOJOOnrbXbgtuyHlrIjWvXVKBK1ev1XE6fgNbYo8OUtGCVy+WSJFGNFx9+4OLDD5idAfZdrd7+RQWuVmsnq0a9trq65ekMQUhWAABwOKVPrShXq5kSkzVckZFeXDUibQR/gct1/aE/CAXjnyaYu7jWpldKpVKpJIRnP5xc1wH+4s//rNkOMAgaDSQruyT7Vycr65uunhADtVEAADiEmrGqj6+uiqxTydY/PZ27iTNuImJAqe/SzXdvWjvyGhQ5ClYm3F4FA66RxPzbexTV6+03BRNRcXnF1RNiIFkBAMBho8cqwf7wgME/i+wfYh9UWFI/ymyeEcY/OW272tb5OJL94S2c2d/1WTuKrKXbt7WWuhGiPNcBanB7FQy4OmpWNknSSJJGkn3I58rqhqs/BCFZAQDAoZJ5I7CLv6akxHeLpMKVdGatEn0GAAAgAElEQVSeqBpUb8xYFckaq3B7FQy+eiP+39IjRCtYEZEQuZU1XBDYPSQrAAA4PJqPrKhsO+s/WmGKSO/J+1O2vzTW8ovpk3JVosyUxQfU6maqMmaulR3fvBQwsmBlOn166hd/AbdXwaCr4wkWNo1aJlmlL7ZaWUWy6h6eYAEAAIdH+43AQZGZh+NxxV9WEr2N71m353LWSqm0Uiqln6WU8Q+x4AWrQj6ffvjHP/+zp6ZwHSAMulrdUm4FVbNKZKL+Q1DEg9d7gGQFAACHxOISeyMwFxNyePFHVavI9tnFrCbxIhjfK604pmh5jFeuyLYPWget3dx/QUR082Y3BatcTgjKa40PP3T/ww/dTwADD09dt2qwl1mlBSsimr+17OgOYUhWAABwGJQr1ReuXLUvi6kgGQnELmaoTrnGjC0mdSb+Jqsh9rarRqL/lf+pqZO/8HNfJoCDYKeGmpVFvabfZ0VEm1sVsxEiIVkBAMCBlz61olLZ1lOKq+4kHHUe/llLWdJWO1It1vKR6ilC/dVa1jTlqn2Zfcy6VnZvi0tLlJXL5YaHh3lLvV4fyr5B2IxVRPQLP/dlXAcIB8U2kpVNpdx+DGAik5zIE1Gluu1eAwKQrAAA4GBLn7G+67MBTwXJX8XyV8C647oO0E/S4q1bhaECsfWSrt7zg+sA4WCpbEc9keWoqVa2LI3V9iWC0Ck8GxAAAA6wzKurXDFDtMpEMhRFpBGTVL1I+8PHTJktagRreFHVJJntY34W7I9al/9o3R9zZEHLxSJfz7zDqt6oa6dIFaxErrkA1wHCgXOraIkQsF3eJCL1GJskaRBRdcdyiSBEQrICAICDKurVVb0IJjHKxhtrOuJUe3DYeNYNaUTzUsDEuK7PbAnCdYBw4MwvIVnpGvUaf59VLpcnoqRR30Gy6gGuBgQAgAOpfW8VsfqPIrI5R8SFGd7HNRpntpsjmPtmhivrvkn3aK4Wjkc+IiK6tTDv6Opk3mGF6wDhIFpaKYe6HDnbVcs5ESKHp330AjUrAAA4eML3Vmm5yNquiexGxnV3VtL4kNKCkCsXBStRwQ4p1k17fIX9UsCQH/v8Z0NdAAYLYpVVtbxJRDJJiNqPXCeiWi383wFwQc0KAAAOnvYbgV2VHzN4+Gs+vLIkHEUq1Siz/TnrWvyzlrjMbflrXJ5AZa1xtZhPBfQRRNJSsLr48AMoWMGBg0sBrTY3Vq3tOzt4gkX3kKwAAOCAWSyWFoul5g+u2pRVzEV3LtasZeXpGRzBsyeR++lwe3GR/9hRwSqfa74j+AsoWMEBdH1+LdTlKLI+GJCIqttIVt1DsgIAgIOkXKm+cPlqO6K4KjlmCHHFEtWuRRetiqXVqTx1JGt84nHLU32Stm1x5lGYtS/bUayurqQNSdLItZKSRyNp5LPdHnrwvocevM/VH2BgoWZlpe6zkkkicu2rAfHU9V4gWQEAwIFRrlSfeualcjX6YYBm0tBoscrVP1hrSsXXtcjYihm91Aee7jRxVazt7e2d7dj3feXTOZaxrR/9kSfNzgCDD/dZmRr1WqOuPwMwl8uTlKOjmVeHQ0eQrAAA4GBoxirrM9Z5wDCvD3TlJXOpWSnytAhbuz/F8f7mdtMO1rpTMCK6Ep0kIlprFaxSrksB8+zvrUVOSPYSYRSs4IBCrLJqPxhQCJKZ/3yMDg9ZVoA4SFYAAHAA+GLVbvOEFmvmkUYEMls6ElMHMytaLBOWSiUiyueb/6efZ1f51Wq1JGnwTEVEidQ3iYIVHFC4FNAqfTCgIpNEtP67UBhCOugezh0AAAy69Bnr7YsAVUrRKjzWkKMtJaOPq5aVcqUawT5Io6e2Ld7ZpHKXNEbzH4trz42lW1tbKlZphoaGGkmDl6dMKFjBwfX2e/Yn4B1x62slykoajVw+T0TDSFY9wPusAABgoKVvBA5fBLjHVKhTP3an6xU7sbWxrj43Qi+tUgUrkWueXxSs4OC6Md/+5Qdl00hWRJQ0GoRk1RskKwAAGFzpRYCVSuvpC8KRpsx8IlslIFf68uQiyf7wEXia0ipRovXBha+rRtaYLXwfzNqXNqZJEgkql/WroXi4Sl9aJYRz11GwgoNro7yzUcaT7nS1ne3aTubvqvizAUdwn1UPkKwAAGBwPa/eCBwpsooVWSmKHE0JDttRmcuf0/xEu8/GRk9/Z4+CFRxcKFhZba5bClapRCYjI3g2YPdQ7wMAgAG1WCzdXipZ7jXi+FJrzccjXapVpYicW1SVIq1FWyqy42ifedVLLeV9eE//sXPasbN111ZWiUgmDWG8xiotWPGRtWdXXHjofhSs4OC6+s5yqMtRtLayRKS/xoqIRC4nZTI2OuJYD8KQrAAAYBCVK9UXrlzltZc2LeHIbIun1GMdTetgtlh3wDNOcDeCrIObuS7O1lb7IWCem6yEEJLFqvRpgX8bBSs4yL5z3VmcOco21zOvYdDgfVa9QLICAICBk3kjsJkotOhiBi2yBRtVBdKqRmop2bbF60jWlmDE0j5bV9SSodpJ/165ZEerVCrWXs2CVRZ//PqDD3zgwQc+YPYBOBAQq6xqO9u1neadq2bZiogmJ0aNlSAWkhUAAAyW9qur/PlBpQ6ZTSNBMaGI67T65NmTTofqWb1Wq9dq6Wdpi1Kc9hyLT//g97l6Agy+V99cCnU5ivwFKyI6e+aUvwN4IFkBAMAASZ+x3n4YoLrSz1O30eKKtVpF2cDjqgV56kiuz3xY0aqM8RFMZu7iIxP77NofMj6TsTlBRJmCVS6fb3cx3gVseuzRi6EuAIMLNSurtZXb/g6npo77O4AHng0IAACDohmrqtvk0d+yTzhfxBGd7Ji1Z/zqLjKb64iodZNVLp/P5fPpy2oiPfbohVAXgMGFWOWialZC5Mh2QeDJ4xOW1SAOalYAADAQ9GpVylqAclWQzP5mH606FMwz/g5mrcm61NxntQovo5k7bx6pa1vWE0VU3irn8vojAVP5XK6RJNZFRPTpH/yEaxHA4MOlgFb8Jisisv4H5cTxSbMRIqFmBQAAA+H5K1d91SqjGmMX0yfl6hk5gso5wWwWOeBuEFSv13iDjCtb4dkVcNChZmVlvckqrWarytXJE6hZdQ81KwAA2H+LS6XbS2wmZC09ae2CxS2tcqWqPdo4opOcw3t6Sme8xWTNXWZPR8XJcnRmT95iVLca3ijlKlvh2RVwoCFWuawUF7INzf8YJY2GyOWEEKOjw6N4U3APULMCAIB91nx1FRdZoepajwUriihVUVyfGD2cDX+youxj1hU8uwIOtBffuBXqckStLC+mH9KbrEy4yapHqFkBAMB+KleqTz3benUVGdUn9dlsp2y7eeeStScZlSujzuOsDpGx1FyXd3NVk0z+peY4HiIzmpmsZKMhsnde5bM/PvrBhwngwLo2t3Ztbi3U6yhaLS0SUZIkOfb3KSKXk63CdZIkuMmqR0hWAACwb5qxqlKlIH+iiE8sXdSRzAv/goL5Z5cY+5m4n1FB1HyBlfYA9o995HF7b4CD4NmX50Jdjqjl2/OhLqhZ9QrJCgAA9kc7VqXRxUwvZi6KafGkLLPARdlil7X6JIwP1Pn1hLzGxVtceOnJVRmLyG/2J61LyV8KnCSNXK5dtrr0CJ63DgcVClYea6XAm6yI6NRJvMyqJ7jPCgAA9oFerYoICTppW8sTV4RjlT6KGTym/KX2M6azl6pZqYiVy+d4rNIgVsGBhoKVyyqLVZ5S9n3vO+daBDFQswIAgL2WqVaRrZ7jwotOfC1XDuF9eFnM3K4wqkNqf6xrCaP2ZfbkJPsQs5/mccXESN5HEhElrUv9cvn236XyIpV2I9bjlz5IAAcTClYeK8X2Uz3U4yvUk9bVh/vuRbLqCWpWAACwp9I3AkfdW+UXLEDJiD4eIhvG/Kxb0Rpjhorpo0QcnUwkERUK+ZztGYCm++97X6gLwIDCIwE9NtfZk+hlkiT2p4bePTtjbYdIqFkBAMCeeuHK1Uplu1354SJzBV/XWn0iW+TQKk6K9pkXlyg0Mq8ymbT+5geRHVlbRNlt8XZyLDX6CCELhcyj/6zSKtaJ48dOHD8W6gswoPAaK5faznZtx/0e9hbEqt5F/Q0WAABAXywWS4tLHc5+IiozTfElJs5MSh0JbrG7vbLqZhz7Ota/sUbBCg4uxCoPXrBSlwKq/wjgUsA+Qs0KAAD2SLlSff7yG80frFUgrWLDP2u1HQ+zp79+Ze1A2Q6u/aGIfTaXmlw91TjCGFMb0JEPC4V8rda8Wz2Xy/kfwv7BCw95lgIMMlwK6FFcfM/anj7YJtd6o93FB89bu0E81KwAAGAvpE+tqFS3AxmjF11UnBRzr/z7yStRZlVKsjgUrFkFQ1en+8Y6eB4DaELNCg4oPLvCY2OttLFmKeipUpVsPefmntkzZjfoCGpWAACw6/RnrItQPce11JWdeAUpJkpY+2h7ZVbVzM/+fXNVz6zlJtdum+fKXyUTrVyXNmcfXMHLVknS4O8IPn5sAjdZwQGFh617LM5fTxqNtDClLgXkZOsFd2fvOGUuhY6gZgUAALtLj1VB8aWnmBA14GKKWvGMcXJCf3uVeUFgPp/P5/MP3P9+AjiAULDyW11eTD9I6fxva5IkkxNjkxNjrg4QCTUrAADYReVK9alnXipXq0S2gpK1NqU+uKYBnvIO2UpA1sqSZ0/UhXyaYHHJ2ocfNT80YZwQV6WOj0ysbOVqZ2vx11ilCoUh9ZmnrAcfuI8ADpr1rZ2vP/29UK+jS8UqjTBew4CCVV+gZgUAALulGaviq1V7xl8jCka7+KqaSUas3kUJy7FK+horVbbK5/P8762lbCers3feQQAHzdef/t761k6o19FVvD1HUhJR0mhYLwVUEevuc9PmUugUalYAALAr0jcCVyrZl6hooUKrugSZ+cEcQbD0YtaRhGMfNK6yFe/AWetI1sqVWYyyMsc3O5vnzTgb+VzzqV/5fOCtVmemT/s7AAwaXAcY5KpZmS5dwPXAfYCaFQAA7IoXrlytVMPvpuwgVml48UewQGXNG/FVoGBNybrUjFJk7GEkV9LT+ngGZIvS29ZzuUCsGh8fGx/HLRZwwODBFX5arEoa9fSDeSkgEV186F6zETqFmhUAAPTfYrG0WCwRuUs0kv3TWncyiVAfcxyzvzTqS1baIk8lSuvDqbVkdgSTa0y+yDxXrioWy135fN6MVepRYEQkZSJEDgUrOHBQsAq6vXBDfRYix6/+1Zw6eezUSTwatA9QswIAgD6rVOtPP3c51KuTMg512LkLWqkqJgK5WrqmpVDRh8GHhoZDXYhwkxUcQChY+a2vLq+vLmuNqmyVUsUrFKz6BTUrAADop+XV6v/8Ry/kc+KOU8nYCI2NiNFhGh1hPSTLDP5aEC/X8P5Wnuvu/Ff3kVFTiqlKuY5C62kdWWaH4kSrp6tC5f/MSSKi8YkJY4HF7Lk7Q10ABggKVkG8YBX00cceCHWBKEhWAADQN8ur1X/xBy8sr1aJaKGYtjWn/KMjNDpMYyNibIRmZ2hmKrocE8xFFNfHpbt1Y3Y/cmRP0CJjEBE9LBERTTiSlXZB4OTkuLUbwADCk9Zj8Jus+FMBk6RBxiNtULPqFyQrAADoDx6rTNVtqm7T6oYkonfmaGaKPvyQGBtlPXgFxlV3slaThNGure7KLeaYZk9eZXLtg3V8f/5x7TwZNSgtSpkVLdVNI4iIxsadkanBrgtyBTCAAYQnrQeZjwTUbrJqNNr5CjdZ9RHuswIAgD7wxyrT0op8+nKytNJJ/aW/YopOiivvufTlsGI2Z4Yuw9jYOLkfD1goDBUKQ5OTSFZwMOA6wBi35q41P0nJC1aC/Xcg12r/IApW/YOaFQAA9KrTWJWqbNMzL8uZKXroHpqZEpa6E48KWiVHa6fsUvMKOk6VfeKji2j1F9kV+V7x6paL64jMz8IYyrquv2xFREQTkxOVSpm3DA8PE1G9zmpW7tIWwODAdYAx1leL6ytFar10wUWSlInM5XIfefxBTzfoCJIVAAD0pLtYpSytyKUVmpmiDz8sxtSDLmIyD0V3IyKi+aKcu01plWzmpJg9Q+dmOlmf88Qnz5AdbS2y6hWRD48dP1FcWko/5wsFVrxqrzwxgWQFBwCuA4wx/+7boS4ZFx88H+oCsZCsAACgJ3/8p693HauUpRX59LfkA/eIsREaGRKjIzQyTIX0WhVrckhLOioamPUcIiKqbtPSqpy7TfPFTFK5eVvevE1E8ty0uOdOOjctMiUy1xZNrovxrLUmVYjzF5rMCpi/j0tru+oeqny+QJKSpKFdGTg8NDQ8NEQAgw3XAcZYX13eaD1sPWk08vn2VF+7FFCSJKKTJyZwk1UfIVkBAED3Xn+r9PpbpVCvKJVteuWtNA00M0EhTyPDNDpMI8NibJgmxmk4T4UCDRVouCCGCjRUoKEhqtWpVqNanXbqslaneoN26rSyTkursrrt2SAR0XxRzhcpjVgfuKuTJxamtFzH45lVZCVKCWYnwT6Tvf/Y2LgQIpcTSWLfPApWMPhwHWCkhXc7O0sffPDeUBfoAJIVAAB0aXm1+sd/+nqoV/fqDapXaKtCtkTSaUYJSCPWzBQ9dJ5mTrKAYq0+UTbJqHwl3f15BpNGBFKjqbqWydwi59ouERGNT4xXKxUppciJfKEg2xFLEgncZAUDbn1r50/+7DVcBxikvx1YmP+l0H3/Ry+GukAHkKwAAKAbPd5eNZjUTV/Nh2o4rG/R6oYsrtH6ltysEBFNjtHxCfHwvdnnyHuY4Yqyta++Gh+fqFYq6kftgkDUrGDA4faqSGnBij9gvdFopI9Wtz4VkIg+/qGHCfoHyQoAADp2KGOVovLV+Tvp5DFxfILWN2l1Q95epdUNub5lWaVUo9K6XCzJDz8sZk4KS2XJdbWeVq3y9ORi+jAnp06Vlov5fC5JpLGWRLKCQYbbqyJZClatv6zhbwbnEKv6DskKAAA6c7hjlZLmq44uO2w/R/58h7dsdbCRTrQuLDw5NZU28AlWoTBUr9eIaBLJCgYVbq+K57rDqtFo5HL2F9j+0PdfsrZD15CsAACgA0ckVvXC/hx5zn/Vn6pcqRuutLu5tM8u2cFPnJxaW11RP/ILAh+5+BABDCRcBxhJL1hlCZascCngrkKyAgCAWIhV8dLnyD94XoyN0NiIGB2i0RGqblN1hyrbsrJNc0tERB+YpXPTEdUt631ZnTg9PZMmK2k+ITDiNneAvYfrAOPN33gr83P2X+qk0X4tuHoOO2LVbkCyAgCAWH15ddXRUdmml99UTwO0Sy84PDct7jpD0yfFKH9XsnbnlXlvlet5gLa7uU6enJJS341CoUBEb1z97v0feJ+xDsB+wnWA8dZXiqsrS/nse+qUXC6nnmnBi1c/gKcC7gIkKwAAiNLHV1eBRr1Wa3SEZk6KO0/TjEpZ/bsF6+TUqbXVlUYjyReG0r/RThoNItoqlwNrAuwtPGa9I3M33iIpG416sx6V/uvt+E9HI2mkGeziQ/fae0APkKwAACBst19dBanqNt1clDcXSaWs6ZM0OUYTo2J8zLEOv1DQ9XRBQUQ0PXPn6krpOzdy+Rzxt4NubSFZwQBBrOrI+kpxfbWYfm406rlcjl8KaH12RSNpzJw6eerkMXMR9AjJCgAAAnB71b5gKYvStDQ+SuOjdGxcHJug4QIVClTIUyEn8nnKCyrkqTBEhTzVG1SvUz2hRkKNBtUbsp5QvU7DIv+t7xRq9QYRrW/S8cnmhlCzgsGBWNWpuXd9d1hlluRy6pLgCw+dd3WDXiBZAQCAD2LV4ChXqVyl4qp2lU/89YJjheHxndqaELmFYnJ8svmX2Vvl9kuEAfYRYlWn1leK6ytF3iKTRN1M5XrYOhH98KeecC2CXjjPOAAAAGLVITN2/JwQOSIqrbfzGK4GhAGBZ6x3Ki1YqUqU9XXAzUUsZV268P5HL7zf1RN6gWQFAAB2iFWHz8jY8eHRY1ImQuRLrcdZ12q1Wq3mXQ9g1+EZ650yC1Zt0lew+sIPf9y1CHqEZAUAABaIVYfVxPE70g8Ly4nINx/TjLIV7C88Y70L2h1WroKVeuS6gjdZ7R4kKwAA0CFWHWKjE1NC5KRM1jbk2kbzIiLcagX7CLdXdcFXsDLusOKXAiJW7SokKwAA0OGNwIfbyPjJ9MPcbUlE+XyhXEGygv2BWNWFne3K2995mbfwgpVM9CIVh0sBdxWSFQAAZOCNwIdeekFgPl/YrOQ3KwUi2tpCsoJ9gFjVne99+8rOdvPfWfX4CiVJGo1GXf2YeXbFxfdfwrMrdhOSFQAAtOGNwEfByNjxkbET6edbywnhlVawHxCrurO2srS2fJu38IJVkjRy+QIRNRr19E/SaKilX/gcCla7C8kKAACacHvV0XFsajb9sLKRI6K5uQVvd4A+Q6zq2nvXviulbNTbValUkjSSpB2iTFJK3GS125CsAACACLHqiBkePTY8ejz9vLJO780jWcHeQazq2trK0lrrwRVpuBJC8EyVFqyU9P11adkKsWoPIFkBAABi1VF0YvrefH6YiOaLjcXbzoeMAfQXYlXXdrYrb71xmbc06nV/nUpJGg1cCrgHkKwAAI46xKqjKV8YPjF9byNprG5IIkK4gj2AWNWLt964vLNdIfbICpF9urq1YJW6dPEDly7i2RW7DskKAOBIQ6w6yobHjo+OncjnCy9cla9/FxcEwu5CrOrF2srS2spSqJepGcN+8ouf8veDvkCyAgA4uhCrYPLkuUajXqs1bt74TqgvQPcQq3phXgdInoKVlGQpWH2AYPchWQEAHF14IzCoJ7D/f0/Ph/oCdOna3BpiVS+a1wEyWqzyw9uB90zmckwAADg68EZgSE3d8YHi3BuLS2vF0sb0qWOh7gAdWN/a+frT37s2txbqCE6Z6wD19wI3f/TcYUVE3/fhCwR7ooO8CwAAhwbeCAxKPj88NfOBQn745TfeDfUF6EB6BSBiVY/eu/am1tJRwQqxai918MUAAMDhgNurQDM8dnzi2Mmn/+q7oY4AsXBjVV/EPLjCX7DCpYB7CVcDAgAcLYhVYDV6/K4XX0aygv5ArOqL7Wrlu6+9oDV6ClbpG4EFy1p4dsUeQ80KAOAIQawCl3xh+OSdj7zw6q1QR4AAPK+iL7arlVeef2q7Um7Ua80mKc1YpUJUM1YJQURJo56u8P+zd69Bltz1Yfd/ffqcM9edndmdmb1LAt0QWrQCCzmJJBBXuxLnKfBT5vGDE17oqQoPeRz8AKrYpkiei10xdmEcU0TEfhFjUrGJcRynMLEBI9l6WBPEIiFpJbRiF2m195nZneu59+V50Ttne/r06e5z6T7/7v5+aoqaPfM/M7NXzlf/G4etJ4w5KwDIC7IKob7+7fP337M/bBTgj/Mqhujl559q1K+fB2gaLb1Y6jbSaapOTFgljzkrAMgFsgpRcGIk+sZ5FUO0dm1p7dqS50HfCSt3VjkTVg7LNJiwSh5lBQDZR1YhOm45Qx/YWDVEjXrt5Y7tVabR6nzzma3aPpb92FEmrEaAsgKA7OO1MqKjw9ErNlYNl3sdYFuhoAc/4p6wEpGff987BYmjrAAg41jfhV4RV4hoo9L8j1978T9+7UWyalh81wEWCrptW55HRMS2djzYduzorceOMmE1ApQVAGQZNwKjP8QVQjlTVWysGiLfdYCds1WdmLBSBGUFAJnFi2MMgj8/6Iapqpj4rgPsFNxaTFiNEGUFANnEy2IMjj9F6MQZgDHptg4w9JEbE1a2Pb939yc+8gHBiFBWAJBBvCDGsPBnCW4cVhGTRr126rnveh6MklUen/jIB+b37g4eg/hQVgCQNbwUxnDxJwrCCsA4NerVZ77zzXqt4n4wNKIclnXj4PVjR29jHeBoUVYAkCm8CEYc+HOVcxxWEZ9GvfrMd/66Ua+6H/RklXMwYKGgiyay46yKHX7+/e/o+jEkgrICgOzg5S/iw5+ufHrlwjpTVbF66bnverLKV8AUlmkaInLs7tdzNfDIUVYAkB3cCIxYEVe50l7+x1RVfNauXlm7esXzoH9EObNVtoh94zF7+wemafwv72PCavQoKwDICG4ERgKIq5xg+V8CGvXqSxFOrRCRgh6y5+reo7fde/S24DFIgGbbrvIFAKQTr3eRpL2z4//8g0eP3r4nbCDS55UL69/+wQWaKm6+26tERNO80x6apul6Ufw4c1YLe3f/zq//iwWOBFQAZQUAqUdWYSSO3r7nn3/w6N7Z8bCBSIeNSvO//c1pmioBnVllWZamFTTNp6wcxWKp80GnrH7zX3+YCStFsBoQANKNrMKonPzRNf7sZQbL/5LUPrXC2iYimt+hf+1bgA2j5fmQk1WsA1QKZQUAKUZWYbT4E5gBnP6XMOfUinZQOXynqjTf2Nrpf/3Zd4UNQXJYDQgAacWLWiiCbVcpxZaq5DXq1e8f/4Zne5WzDrD9/vY7moh4Xqi71wTaYt979Lbf/NcfFiiDsgKAVCKroBq2XaUITTUSjXr1+8e/3qjX3A86KRWlrLRCQWy7fZrF/N7dv/Prv8jBFUqhrAAglX7tsROcsQ7VMHmlPppqVBr16olvf71Rr7rX+HmyyvXI9YfaL9SdrBIRp6xssTm4QkH+ZzgCAFTG1VVQ09W1+q89duLo7Xve/57X01eqoalGqJ1V7ge7HQMYvL3KNA1dL3JwhZooKwBImatr9cf+6GTYKGBknPKnr9RBU41WcFYFZNSOCaudOLhCTZQVAKQJ26uQFu2+YvPVCL306rXvvXCZphqtF3/wnYizVeI3YXU9q1z7d+554+uYsFIT+6wAIDXIKqQRm6+S98qF9e+9cPmlV1kzPHqrK5ef+R/fcj9SKOjt9z0ZZVl2sXhj2sO27RuzVduv2Bf2zv7ub3x0Ye+sQLMOU94AACAASURBVD2UFQCkA1mFVGNxYDKYpFKKZx2gbVkiortOTm+XlW3ZIuK8KHfiynmJ7ikrskpxlBUApABZhWygr2LCJJWCGrXqieN/5ZyxbrsuBZbtuPJk1fX3XWW1Y3uVbYvIb/3fH3nzm24XqIp9VgCgOrIKmdHefPXTD9301jcthg1HOCap1NSoV098+6/qtUrYwB1Z5TAMo1gsdmbVm990O1mlOOasAEBpZBUy7K1vWvzph25iCqsPL7167bmXl5mkUlOjXn3qb7/WbAT9u10slTxN5f6BruuesmIdYCpQVgCgNG4ERuYxhRUdQaW+eq3yP574ar1WKZXKAcOcC3/bPC/HNW3HdiyxbdYBpgKrAQFAXdwIjDxo/zl/65sW3/7WgyRWJ4IqLdpZFTQo8CJguX7wuiu1bJt1gGnBnBUAKIp1gMgtEktENqvNsxc3XvzxVYIqLTxZ5TNn5Woq3XX2urhCyp1VzrTVwp7drANMC8oKAFREVgGSv8Ryaurl11bPXtzYrDbDhkMhvrNVO+KqY6qqHVfOa3HtxpgbL871Yum3/q//nQmrtGA1IAAoh6wCHN97ful7zy+JyE8e2/eeBw/dcnBm12TQ3pU0oqYyIGQRYNjyv+v8hh27+1ayKkUoKwBQC1kFdPrus1e2mlUR2TVZvvngzB03zd2c5spaXq1eXK6cOb9GTWVAUFZFaKrrE1Z+IxfmZ3/5ox/sfBzKYjUgACiErAJ8zewqHjk84XnQqaxbD88eXJhamJv0faIKag3j2np9abX62qWNi8uV5dVq2DOQGqFHVpTKY90+5KwGtL1Zdf2V+cL87Oc//fGFebZXpQllBQCqIKuAbg4eGJ+bdR1C7WdhbvLgwtThxV2zM2MzU+WZqbGx8o5DApKxttlY22xcW69dWNpaWq1eW6/XGkbYk5BKoVklgWUlIoWC3jFbZQtZlVqsBgQAJZBVQIDxMdetqV0sr1aXV6vPvrzcfmSsrM9Mjc1MlWdnxuZnJybGimMlvVzSS8VCqagXi4WirhX1gl7QdL2gF7RCwWdFlmXZpmWbpmVatmFahmkbhtUyzJZhNVtmo2XWGsbyau3qWm19q7G22ej8DMikKFkVyncRoIj8ykf/CVmVRpQVACjhsT86SVYB3ZTL4WXVqdE0l5tVVt9h6IaRVb6rxmwRefM9d7z5njv8PgrVUVYAMHrcCAwE0HVN18NPAgCScXXp4vMnnoyYVa1mY+eCQPcVwGIaLefSqraF+dlf+eg/EaQTZQUAI3Z1rf7YH50MGwXkV38TVsDQ1WuV5088eXXpYtjATpHONWB7VdpRVgAwSmyvAkJF2WQFxG2AFYBBWdWetlqY301WpR3/VAHAyJBVQBS7Z0JOBQTiNkBWSavpd2WZq7ZMoyWcWpEJlBUAjAZZBUQxNaVPTY3g8HSgbZCsiujeo7dxakUGsBoQAEaArAKiKJW0Qwe8FwQDSRp+VnWsDVycn/vVj/1Tv6FIGeasACBpZBUQ0aEDE6USpwJiZIaVVf4LAkVEZGF+7rHPPLqwl3WAWUBZAUCiyCogItYBYrSGlVVerv9WsDA/94XPPLowP9d9NNKEsgKARHEjMBDRwl73LUBAouLKKheyKnsoKwBIDjcCAxExYYURijerbBGyKqMoKwBICDcCAxFxcAVGKKas8my1+uTHPkRWZQ9lBQBJYHsVEB0HV2BUYsoqj7ccu/Mtx+4MG4X0oawAIHZkFRAd6wAxKslk1eL83Cc/9qGwUUglygoA4kVWAT2Z3V0KGwIMXwJZ1Wo2987tfoztVdlFWQFAjMgqoFdLy41KxQwbBQxTAlklIosLe37vs/+SrMowzbY7LoIGAAwDWQX0bWpKX9g7xrJAJCCprJr7/d/55OICWZVlxbABAIA+cXUV0LdKxaxUqlNTOqdZIFZkFYaI1YAAEAuurgIGV6mYr5ytsDgQMSGrMFyUFQAMH1dXAcPSatmvvlZ99bUqfYXhIqswdOyzAoAhY3sVEJO9e8r7942FjQLCkVWIA3NWADBMZBUQn13T7A/HEJBViAllBQBDQ1YB8eEGYQwFWYX4UFYAMBxkFRCfUkk7dGAibBQQgqxCrCgrABgCsgqIFWevY3DJZNV9995FVuUW65UBYFBkFRAr1gFicAlk1eLC3KcefeS+e+8KG4jMoqwAYFDcCAzEh3WAGNzVpYvPn3gy7qxiqgqUFQAMhBuBgVixDhCDqNcqz5948urSxbCBAyGr4KCsAKB/3AgMxIp1gBhEAisAhayCCydYAECf2F4FxIp1gBgEWYXkUVYA0A+yCogb6wDRN7IKI0FZAUDPyCoAUBZZhVGhrACgN2QVkIyNzVbYEMCLrMIIUVYA0AOyCkhMs2mHDQF2IKswWpQVAERFVgFJahlW2BDgBrIKI0dZAUBU3AgMJKnVYs4KUZFVUAFlBQCRcCMwAKiJrIIiKCsACMeNwEDyOHIdUZBVUAdlBQAh2F4FjESpyKsUhCCroBT+zQKAIGQVMCrlMnNWCEJWQTWUFQB0RVYBo1IqafN7x8JGIb/IKiiIsgIAf2QVMCqlkva6m6fYZ4VuyCqoibICAB9kFTBChw5MkFXohqyCsigrAPAiq4ARmprSp6b0sFHIKbIKKqOsAMCLG4GBUSmVtEMHJsJGIafIKiiOsgKAHbgRGBgh1gGiG7IK6qOsAOAGbgQGAAWRVUgFygoArmN7FTByG5utsCHIHbIKaUFZAYAIWQWowTDssCHIF7IKKUJZAQBZBaiCsoIbWYV0KYYNAICMI6sAdRgmZYXrri5dfP7Ek3Fn1X333vWpRx8hqzAUlBWAXCOrAKUwZwURqdcqz5948urSxbCBA1lcmPvUo4/cd+9dYQOBqCgrAPlVubb6m//2+NXNsvvBD1/8DfcPf+/grwoAICmsAER6abbNfxwCkFPf+/Vf3nz+qbBRxBWQnHK5cPutU2GjkFlkFVKNEywA5NTqyaejZBWAJBV1rgnOL7IKaUdZAcijxtXlFx/7dNio6zzrAwHEp1ikrHKKrEIGUFYAcqdxdfnEv/o/GleXwwYCSBpllU9kFbKBsgKQL2QVoLKZXaWwIcgasgqZQVkByJG+s4oFgUACpqb0qSk9bBQyhaxCllBWAPKi76wCkIyFvWNhQ5ApZBUyhrICkAuDZxXTVkCsmLDKG7IK2UNZAciFFx/79CBZ5SCugPjsmdtxZzeyjaxCJlFWALJv9eTTqyefDhsFYJRmdhXDhiAjyCpkFWUFION6uroqFNNWQBzIqvwgq5BhlBWALBt8e1Un4goYOpYC5gRZhWyjrABkVhxZBWDoOLsiJ8gqZB5lBSCbYs0qpq2AIdo9w+3A2UdWIQ8oKwAZFGtWOYgrYFjGx3g1knFkFXKCf8sAZE0CWeUgroChKJd5NZJlZBXyg3/LAGRKYlnlIK4AIABZhVyhrABkylBuBO4JcQUMqNm0woYglcgq5A1lBSA7RnUjMHEFDKLeoKwyiKxCDlFWADJiuDcC94q4Avq2tWWEDUHKkFXIJ8227bAxAKC6hLdXBfi9g78aNmRHhkUZD2Te3XftChuC1CCrkFuUFYDUUyer2nx7qdu8FnEFHDk8MbOrGDYKKUBWIc/4VwxAuimYVbIdUb938FdZJQhEcW21GVxW1UqzutXc2qxfOLum64W/9/DrAwZjVK4uXXz+xJNkFXKLOSsAKaZmVvWBaSvg9lsny2XdaJm1aqtWbVa2muvXalub9epWs1ppukfOzU+9/afu6PZ5MBL1WuX5E09eXboYNnBQ991716cefYSsgpooKwBplZmschBXyJtWs2U0jGaj1ag2Ws2Wrlm1astomWHPk3JZ/4c/d0/YKCQnsRWAn3r0kfvuvStsIDAyrAYEkEoZyyogD6qbta3VzWa9ZTRbrWb/5wE2m2azaZbLethAJCGxrGIFINTHqesAUin5G4Hjxo4sZJjRNC786MKFH11YX9mobdUGySpHZaMeNgRJIKsAN8oKQPqM6kbguBFXyCSjaZx7+Xx1sxY2sAcb65TV6JFVgAdlBSBlRnsjcNyIK2SMk1XGwJNUHqsr1bAhiBdZBXTiBAsAaZKr7VWcaYG0iymrRGR+3/SD7749bBTiQlYBvigrAKmRq6zyoLKQOvFllYhMTpXf+767w0YhFmQV0A1lBSAd8pxVbiQWUiHWrHK87xfeHDYEw0dWAQHYZwUgBciqNjZiDdG1S9difemfWwlklYh4rg9GAsgqIBhlBUB1ZJUHcTUU1c3a1UvXEgiA/mytVZxjytX89gIkk1UiUt2irBJFVgGhWA0IQGlkVTcsCxyE+9V/sVw8csfhYrkY9qQkbK1VNq9tbK3dePFaLBf33bxvctdEwLPUkVhWici9P3nkltvmw0ZhOMgqIAol/o8EALrJ3o3AUMGVs1far/6dGBhKXFU3a5vXNiZnJiemJ4qlHj5bdbO2vrzmDqo2547dyV0T+27eN/h3GKuttcry+eVkskpELpxdo6ySQVYBETFnBUBdqyeffubXPhE2Kr+YtupPdbN24UcXPA8OOHNlNI0rZ6+4L8MtlooT0xPTc9PTs1MBT9xaq6wvr0W5RVfZyauALIzbA++6bWH/rrBRGAhZBURHWQFQFOsAoyCu+nDhRxd8S6bvuApdAjc9OzW1e6o8Xi6NlUSk1Wg1683KeqWPGlFq8ip6FsZkYrL0tp+6c2KyFDYQfSKrgJ5QVgBURFZFRFn1ynfCqq2PuArNqqHr45scrhFOUnUiruJDVgG9oqwAKIes6glx5Wi/3J+endq1Z6bbGrxuE1ZtPS26q27W3Fu2EtPTNzlEnYseVbCwf9cD77otbBR6Q1YBfaCsAKiFrOpDzuOq25q06dmp6blp92ESwRNWbqGL7lRojNBvcuhCu3RU2HA1XGQV0B/KCoBCyKq+5TCuoq9Jcw6TmJyZvHrpavT5pYBFd8mvAOwmyZWB0bs0eawJHCKyCugbNwUDUAVZhYjat+hGySoRMVrG5upmr8v2nHzqnKKpbtYUySpJsPGcObqwUSNTq7ZeeEbR6ksXsgoYBHNWAFTxzK99YvXk02Gj0FXmp62iT1INV3vRnQorAH3FPXOVWL8NYnyi9NM/ezRsFIKQVcCAmLMCoITVk0+TVQP68MXfCBsiH774G1GGqcZZhxZ9kmq4nEmqjaubvlNYKuijfKqbtUs/vvSjp09f+vGl0J9Ur9N9SCOyChhcXP99CwCia1xdfvGxT4eNQrgPX/yNzpmrNKZUW3Wztnr5WuhL/7gpvhZOtuMqysyV55d0a62ytVaZ3DUxt3+P72GD1c3ayH/9o5jfNx02BF2RVcBQsBoQwIixvWronLgKDir1lw6O/BbaNApeFhiaqZO7JnYvzLoPrO9jNmxU7nvglsO38JK9H1eXLj5/4kmyChgcZQVglMiqEVIzroymsXx+eSSr/rLBN65Cm8pjenZq98KspGod4E//7NHxCc4G7E29Vnn+xJNXly6GDRwUWYWcYDUggJEhq+CRohkSZXmWBfbaVA5niWDYKIWMT5TIql4lswJQyCrkCXNWAEaDrFKBUtNW1c1aimZIFFcsF/ce2Lt5baPXpkqpw7fM3ffALWGjcENiWXXfvXd96tFHyCrkBGUFYATIKnWoEFfKnmaOtHjgXbct7N8VNgrXJZNViwtzn3r0kfvuvStsIJAdlBWApJFVKks+tFgBiMFxfEV0iWUVKwCRQ5QVgKRxI3BaJFBZZBWG6MCR3YdumpvfN82eq27IKiBWnGABIFHcCIw2sgrDdenc+qVz6yIyPlGa3ze9/9BuKsuNrALiRlkBSA43AqONrEJ86rXW+VdXz7+6KtuVtXhgZm7v5K7d42FPzSyyCkgAZQUgIWyvypLqZq2yXrEM07Is07As07JM0zQty7QKekHXCwVdL+gFvVgoFAqFoj42US6Pl0tjJRFpNVrNevPqpWtkFRLgriwR2bV7fG7v5F3HDk5M5mgui6wCkkFZAUgCWZUZofcjWaZlmZYI1QQVba7XN9fry5c33/L3b87JcYJkFZAYTrAAEDuyKo06j6/gbHRkzML+XXfcvS/bfUVWAUlizgpAvMiqbGBbFLJn+fLm8uXNDPcVWQUkjLICECOyKhvIKmRYu6/e8vdvztLmK7IKSF4hbAAA9ImsygayCnmwfHnzya+fWr68GTYwHcgqYCQoKwBxefGxT5NVaVfdrJFVyIlatXX8W6ePf+t0rdoKG6s0sgoYFcoKQCy4ETjtxhrrF3504cKPLpBVyBVn8iq9cUVWASNEWQEYPm4EzoCt06c4BhD5VKu2UhpXZBUwWpQVgCFje1U2FG2mqpBfaYwrsgoYOcoKwDCRVZnx87ufmtWZs0J+1aqtp79zNmyUKsgqQAWUFYChIauyZFav/fzup8JGAVnmHMgeNmr0yCpAEZQVgOEgq7LntvLSbeWlsFFAlj39nbOKrwkkqwB1UFYAhoCsyirWBCLnFN9wRVYBSqGsAAyKrMqwWb32i3u+RVwhz5SNK7IKUA1lBWBQ3AicbcQVoOBpFmQVoCDKCsBAuBE4D2b12vt2PRM2CsgypU6zuLp0kawCFFQMGwAAXXEjcH4cHb8QNgTIuKe/c/ZtP3XnxGQpbGCM6rXK8yeevLp0MWzgoMgqoA/MWQHoE9ur8oa4Qs6NfMOVswKQrAKURVkB6AdZlUP3jau1zwRI3gjjKpmNVUJWAQOgrAD0jKzKJ+asABlRXCWWVffdexdZBfRNs207bAwA3EBW5dkX1/7ByfqhsFFA9i3s3/XAu24LGzUcyWTV4sLcpx595L577wobCKAr5qwA9ICsyrk7ylfChgC5kNhRgYll1e//zifJKmBAlBWAHnB1Vc5xqxXQ9vR3zsa9JjDJrGIFIDA4ygpAVFxdhZkCZQVcF/eGK7IKSB3KCkAkXF0FEZnR62FDgByJL67IKiCNKCsA4dheBQdzVoBHrdp6+jtDvpCArAJSirICEIKsQtuGNRE2BMid4Z5mQVYB6UVZAQhCVsFtwxwPGwLk0bBOsyCrgFSjrAB0RVbBgzkrwNdQNlyRVUDaUVYA/JFV6LRmUlaAvwE3XJFVQAZQVgB8kFXw9Vprb9gQIL/63nBFVgHZQFkB8MGNwPB1vsVrMiBIHxuuyCogMygrAF7cCIxuLhszYUOAXOt1wxVZBWQJZQVgB24ERjdkFRCFE1eXzq2HDSSrgKwphg0AkCNsr0IAlgICEdWqre8++WMROXBk96Gb5ub3TY9PlDxjyCogeygrANeRVQh2qrE/bAiAHS6dW3cmr8YnSvP7pvcf2j2/b1pEVlfOn3r+u2QVkDGUFQARsgoRnGkuhA0B4K9ea51/dfX8q6vOD8fHY9/LSlYByWOfFQCyCuE2rAmuCQYGZxr16tb3w0YNiqwCRoKyAvKOrEIUTFgBgzON+vKl45WNlbCBAyGrgFFhNSCQa2QVolgzJ762eU/YKABBGrWV1ZVnTaNuGmFDB0BWASNEWQG5xo3ACLVmTnz+2rvWTJYCAn0yjfrqyrON2o2pqmbDKI8N/zUYWQWM1vD/VgNIC24ERiiyChiQswLQNOruBxv11tDLiqwCRo59VkBOcSMwQpFVwIB8s0pENtdrvuP7RlYBKqCsgDxiexVCkVXAgLpllYjUKo311Uq91rJMq/OjvSKrAEVotm2HjQGQKWQVQpFVwIACssqjoBfKZb00Vto1Mz4xNRY23IusAtRBWQH5QlYhin9/7e2nm4thowD4i55VHpPTYweO7AkbdcN99971qUcfIasARQx59yQAlZFViOJ0c5GsAvrWd1aJiNEyw4Zct7gw96lHH7nv3rvCBgJIDmUF5AVZhSjWzIkvr98fNgqAv0GySkSajUh3XbECEFATJ1gAuUBWIaKvbd7D9iqgPwNmlSM0rhb2zpJVgJooKyAXuBEYEZ1pLoQNAeBjKFklIo16y/dxwzCNplXWxv7D5/8VWQWoidWAQPZxIzAAxGpYWSUim+u1XbuvzxsbhlmvNiubjXq1KSJHjuz74y/+v3v37A78BABGhrICMo4bgdGTW8vLz9RvChsF4IYhZpWI1CqNa8ubraZZrzYN48aBFgcPzP/Zl3/jwP69Ac8FMFqsBgSyjO1V6NXtY0thQwDcMNyscqyubG1t1DxZ9bU//+2DB+YDngVg5CgrILPIKvRhf3E9bAiA6+LIqk5kFZAWlBWQTWQV+jOvb4UNASBCVgHoQFkBGURWoW+TheZkoRk2Csg7sgpAJ8oKyBqyCgNi2goIRlYB8EVZAZlCVmFwbLUCApBVALqhrIBM4UZgDO6NY5fChgA5RVYBCEBZAdnBjcAYiqPjF8KGAHlEVgEIRlkBGcGNwBiWk/VDYUOA3CGrAISirIAsYHsVhuil5v6wIUC+kFUAoqCsgNQjqzBcy8ausCFAjpBVACIqhg0AoDSyCkN3zZwMGwLkRaO2srryLFkFIArKCkgxsgpxWDWnwoYA2Wca9dWVZxu1lbCBgyKrgMygrIC0IqsQh2tkFZDUCkAhq4BsYZ8VkFZcXYU4rLIUELlHVgHoD2UFpBJXVyEmHF+BnCOrAPSNsgLSh6urEJ9XW7zOQ36RVQAGQVkBKcP2KsTqfGsubAiQTWQVgAFRVkCakFWI22VjJmwIkEFkFYDBUVZAapBViBtZhXxKLKseeuAYWQVkGKeuA+lAViEBLAVEDiWTVQcPzH/usx9/6IFjYQMBpBhlBaQAWYVknKjdEjYEyJTEsoqpKiAPWA0IqI6sQjJONxdPNxfDRgHZQVYBGC7KClAdNwIjGX+9dVfYECA7yCoAQ0dZAUrjRmAkgwkr5ApZBSAOlBWgLm4ERmK+Xb0tbAiQEWQVgJhQVoCi2F6FJJ2sHwobAmQBWQUgPpQVoCKyCkkiq5ATZBWAWFFWgHLIKiSMpYDIA7IKQNwoK0AtZBUSxtkVyAOyCkACKCtAIWQVksdh68g8sgpAMigrQBVkFZLHhBUyj6wCkBjKClAFNwIjeSdqt4QNAVKMrAKQJMoKUAI3AmMkfnr6+aPjF8JGAalEVgFImGbbdtgYAPFiHSBG7mT90In6zRy/jswgqwAkj7ICRoysglJO1g89Wz98prmwYU2EjQUURVYBGAnKChglsgrK2rAmXmrs/5P1+8IGAmpp1FZWV54lqwAkrxg2AEBcyCqobKZQ26NXwkYBCjGN+urKs43aStjAQZFVAHxRVsBokFVQ3Jo58eX1+8NGAapIZgWgkFUAuuNsQGAEyCoobs2c+Py1d62ZbLVCOpBVAFRAWQFJI6ugOLIK6UJWAVAEZQUkjRuBoTKyCulCVgFQB2UFJIobgaG4L6/fT1YhLcgqAEqhrIDkNK4uv/jYp8NGASNzurl4urkYNgpQAlkFQDWcDQgkhO1VUNmGNXGmufC1zXvCBgJKIKsAKIiyApJAVkFBTk29WD9wprmwYbECEKmRWFY99MCxz33242QVgIgoKyB2ZBWUcrJ+6Nn6YWoKKZVMVh08MP+5z378oQeOhQ0EgBsoKyBeZBXU8Z/WfvKZ+k1howB1JZZVrAAE0AdOsABiRFZBKVfN6bAhgLrIKgCKo6yAGHF1FZSyQlkhtcgqAOqjrIC4cHUVlFK1ylWrHDYKUBFZBSAVKCsgFlxdBdUwYYWUIqsApAVlBQwf26ugoMvG7rAhgHLIKgApQlkBQ0ZWQU2vNveGDQHUQlYBSBfKChgmsgrKYs4K6UJWAUgdygoYGrIKKmOfFVKErAKQRpQVMBxkFVQWejDgzaWr/2DyTMAAIDFkFYCUKoYNABCOrILiAiasjo5feHDytIj85ebRbmOAxJBVANKLsgKGgBuBobjOTVa3lZcenDx9dPyC88PTzcWzLY64wIiRVQBSjbICBsWNwFDf07Wb2u/fVl569/QPbysvuQf89dZdHU8CEkVWAUg7ygoYCDcCIxV2FeqyvfDP01Qicrq5eLq56Pc8ICGN2srqyrNkFYBU02zbDhsDwB/bq5AN//7a2ykrjIpp1FdXnm3UVsIGDoqsAhA35qyAPpFVyAYmrDBCyawAFLIKQCI4dR3oB1mFzGCHFUaFrAKQMZQV0DOyCpnBhBVGhawCkD2UFdAbsgpZwoQVRoKsApBJlBXQA7IKWcKEFUaCrAKQVZQV0ANuBEZmrJkTX16/P2wUMGRkFYAMo6yAqLgRGJmxZk58/tq71syJsIHAMJFVALKNU9eBSLgRGJlxurn45fX7ySokjKwCkHmUFRCO7VXIhtPNxb/euou9VUgeWQUgDygrIARZhQxwdlXRVBiJxLLqoQeOfe6zHyerAIwKZQUEIauQASz/wwglk1UHD8x/7rMff+iBY2EDASBGlBXQFVmFtGP5H0YrsaxiBSAAFVBWgD+yCmn3+co/Wm6MVZp62EAgFmQVgLzRbNsOGwPkDlmFlNIPHdIPHizs3q1N76pa5eU1uXjN/t4pOXWOf+qRKLIKQA5RVoCPZ37tE1xdhRTRDx0q3vI6/dChbgNOnbP/6gR9hYSQVQDyidWAgBc3AiMtQoOq7c4j2p1H5NQ5oa8QN7IKQG4xZwXswDpAqE9f3Fe8/fYoQeWL+SvEh6wCkGeUFXADWQXF6Yv7im+8S1/cFzYw3POv2F/4Kv/+Y5jIKgA5x2pA4DqyCiobYlM53vQ6Z30gcYXhIKsAgLICRMgqKEybnCzff/8Qm6rtntfJqXNhg4AIyCoAEMoKELIKCtMX95Xvv1+bnAwb2I/pibARQARkFQA4KCvkHVkFNQ19+V+nyfGwEUAYsgoA2igr5BpZBQUl0FSOqTFNhH1W6B9ZBQBulBVy7cXHPk1WQR3xbanyxZwVBtGorayuPEtWAUAbZYX84kZgKEWbnBx/57ti2lLla4qyQl9Mo7668myjthI2cFBkFYB0oayQU42ryy8+9umwUUBCcs6hFgAAIABJREFUks8qoazQl2RWAApZBSCFCmEDgAxiexWUMpKschBX6AlZBQABmLNC7pBVSIxzFoWINJ96yq5Wuw2L71z1UFPjUon9RTIygqwCgGCUFfKFrEIyPOf7jb/zXfXHv+UbV/rivsSOrOjEIRaIiKwCgFCUFXKErEICfM9Md9b7dcaVcxigjA4HryMKsgoAoqCskBdkFeIWfA+VE1fNp54yl664HxnVOkAHc1YIRVYBQESUFfKCq6sQn4j3UGmTk2MPP2wuXTFe/KGMdHtV2/RE2AjkG1kFANFRVsiF1Ree4+oqxKTXqafRbqzyePdbtB+ctle3wsYhl8gqAOgJp64j+7bOX/rv/9OHL59YDRsI9KzXrFLN3LR86D1a2CjkEVkFAL2irJBxW+cv/fmD7988e3Hj7Gp1qRY2HOhB2rPKcecR7c4jxBV2SCyrHnrgGFkFIDM02+ZUKGSWk1Vb5y85P5xcnDj80IHgpwARZSOrHKtb8pk/sVgTCEcyWXXwwPznPvvxhx44FjYQAFKDOStklierRKS6VGPaCsOiwvkTwzI3LY9+oDA3HTYOOZBYVn3tz3+brAKQMZQVsqkzqxzXTq35jgd6otQpFENBXEGSzSpWAALIHsoKGdQtq4RpKwzDyK/3jQmnWeQcWQUAA6KskDUBWeW4fGLZqBndPgoEy9L2qk6cZpFbZBUADI6yQtY88cgnArJKRIya8doTF5m5Qh+ynVWOD71HY01g3pBVADAUnA2ITLnw+PGvvveDYaOum1yc2HPn7OTiRNjAgZhNq7XVamw0K5eqWxcrc7fvXrhnb9iToKI8ZJWDowJzhawCgGGhrJAdoesAfQ29r4y6WVuuVZdqjY1ma6tlNq32h4oTxZvecbA4UQx4OtSUn6xyrG7Jn/yt/ewZ/g8i48gqABgiygoZ0V9WtQ3YV05NbV2q1pZrRt3sNuzwQwf6/hIYobxllduzZ+y/eU5OneP/KTKIrAKA4aKskAUDZlVbr321dbGyeb4SXFNt3FOcUnnOqrZT5+y/eU6SmcLaPSW3H9LeeLN89Ts2KxLjQ1YBwNBRVki9YWVVW3BfOdNTm+crWxcrvgN8sQ4wpcgqj/imsI7dqv3E7XL7IW331PVH2O4VH7IKAOJAWSHdhp5VbZ6+qi7V1l/djDg95UFWpRRZ1c2wprCc6amfuF2O3ep/1Pupc/bv/tdBvwo8yCoAiAllhRSLL6vaJhcnZm6a3nhta5BT2tlelUZkVRTPnrFfviDVutSb0mhJo2W3DKm3pN6UelNEZLws42UZL0mpKGMlbawk42WZHJfX7d8xPRXgd/+rHccUWW41aiurK8+SVQAQB8oKaZVAVg0F26vSiKxSB2sCh8U06qsrzzZqK2EDB0VWAcgtbgpGWoXeCKyC4kRx/30LYaOgFrJKKXPT8ugHClxePCBnBSBZBQCxoqyQShceP37h8eNho0Zv/30LbK9KF7JKQXPT8qH3+G/EQhTJbKwSsgpA7lFWSJ+t85eeeOQTYaOAnpFVyrrziHbnEeKqH2QVACSGskLKpGV7lePyiWWjZoSNghLIKsV96D0aawJ7RVYBQJI4wQJpkq6scmT4yPWxBx+Sot586im7Wg0bqzqyKhVWt+RL3+SowKjIKgBIGGWF1EhjVjkyGVf64r6xhx8WEbtabT71lLl0JewZ6iKr0uXUOftL37Q5LTAYWQUAyaOskA7pzSpH9uKq/Na3Fl/3+vYPzaUrKZ28IqvSiMmrYGQVAIwEZYUUSHtWOTJ2sdX4u99d2LPX/UgaJ6/IqlQ7dc7+qxNCX3mQVQAwKtn5L+jIqmxkVfZo07u8j0xOjj38cIomr8iqtLvziHbnETl1TuirNrIKAEaIOSuo7qvv/WAqrq4KlrHVgFq5PPG+93f7qF2t1h//luJxRVZlDPNXQlYBwKhRVlDahcePf/W9HwwbpbqMZZWIFPbsHX/3uwMGKL4ykKzKqjwfbkFWAcDIcZ8V1JWNG4Gzl1UiUti9O3iAszJw7OGHFawXsirD7jyiPfqBQg6vvUosqx564BhZBQDdMGcFRWVme9Xhhw5MLk6EjUqZsQce1A8dChslot7KQLIqD1a35DN/YuVn5iqZrDp4YP5zn/34Qw8cCxsIAPnFnBVUlJmsmlycyF5WiUjErBLFSkapbwbxmZuWD71HCxuVEYll1df+/LfJKgAIRllBOZnJquJEcf99C2Gj0id6VjnU6Zny/fer8G0gAXce0e48kv24SjKrWAEIAKEoK6glM1klIvN3z2Vse5WjePvtYUO8VIgrfXGfvrgvbBSy40Pv0bK94YqsAgDVUFZQSJaySkQ2XsvgPo+++8SJK3tqKmxgLLTJyfL994eNQqbMTUuGT7MgqwBAQZQVFPLEI5/ITFaJSHWpVl2qhY1KkwH7RJucHH/Xu5+/+Y6wgUOmwowZRiKrcUVWAYCaOBsQqsjG1VUek4sThx86EDYqHYbVJ61G4/vP/vCeV0+FDexKm5ws33OssLAgItbysnHxgrW8bNf8I3ZY3zbSa3VL/vIp+8qqfW1Trm6EjVYeWQUAyqKsoISMrQN0y8yp62MPP9zfOsBOg8SVvrjP9yAKu1brrCyyCp2ubsjVDXtpTc4ty9UNWd20V7ek3gx7mhrIKgBQGWWF0ctwVklWpq30xX1jDz8cNqoHrUbj+8+9dM8rL4UNvMFZixil7pzKMi9fKh19E1mFKOpNWd2S1U376oY8fVpOnVPx/xnJKgBQHGWFEct2VjnSPm0V08xPT3EV0/cA+Dp1zv7SN22l7homqwBAfZxggVHKQ1aJyLVTa2FD1BVf0pTGxn7injc897o3hA2M8XsAfN15RHv0AwV1bsQiqwAgFZizwsjkJKsc6Z22GuL2Kl+hM1dkFUZIhcmrRm1ldeVZsgoA1MecFUYjV1klqZ226vv2quiCZ67IKoyWM3k1qnPbTaO+cvm7K5e/S1YBQCpQVhiBvGWVpPNuqwFvr4quNDb2xjte972b7/Q8ri/uI6swcs6lWMmvDHRWADZqK2EDB0VWAcCwsBoQI/DV937wwuPHw0ZlTboOCUx+suj5H/7o2kblrWdPSS/HAAKJSXJlYDIbq4SsAoChYs4KSbvw+PEcZpWkbdrK986oWN1x6y3j5eJ3b7rDLhSKP/n3yCqoJrGVgWQVAKQUZYVEbZ2/9MQjnwgblVlp2W2VwPaqTmPl0p233qLrhe8dub1aHgsbDoxAAisDySoASC/KCsnJ4fYqj1RMWyW2varT7Mz07l1Ttm2/+ONzjWYrbDgwAnPT8kvv137p/Vock1dkFQCkGmWFhJBVjssnlo2aETZqlJJfB+j2htffPD5WrjeaT7/w8urGZthwYDTiuPCKrAKAtOMECySBrHJT+SgLfXHf2MMPh42KV6PZevqFl+uNpqZpszPTd91681i5FPYkYDSGdawFWQUAGUBZIXZkVaf1N01P7Z0YKxbGdX1cLzjvFAvD/O/ffUj+PMBu1ja2njt1xjQtTdPGyqW33H0HcQVlrW7JZ/7EGiSuyCoAyAbKCvEiq1piV8Wq2vaWmEtiLtmGiLQK9sQtM56RxYI2rutjxcK4XhjX9YliYbyoL06WFyfH9o6X/T73MKmTVY5nXzq9urZpixQ0rUxcQW2rW/Klb9qnzvXz/6dkFQBkBmWFGOUwq2piLdnGkphbYlZtuypWS3b8FXNPS+kTxfLsmD5RlA7t6Stt+xl7x8uLk2M3zYzHFFpjDz+c/HmAARrN1tMnX240m8QV0qKPlYFkFQBkCWWFuOQqq87brdektWQbNbGcR3z/Xvmu9tMniuMLE1rxxnEynasCtY6n7h0v75sau3V28tbdU97RvVNhe1Wn1Y3NZ188rRUKlmURV0iFnlYGklUAkDGUFWKRh6xypqdek9Z52/98cM9frYBNVFqxML4w4Uxeddts5Ymr9jBb5NbdU8cWZo7smvB5WgSqrQN0e+6lM9fWNtpxVSoVf+LoHWPl4U/ZAcMScWUgWQUA2UNZIRZffe8HLzx+PGxUKnVOTwVw/nZFOZjCFinPlMfnJ7TA0U5feerL+SpHdk0cW5jpdQpL5awSkbWNrZMvv2IYhlYo2LZt2/ZYuURcQX3BKwMTy6qHHjj2uc9+nKwCgGRQVhi+C48f/+p7Pxg2KmWu2MaPpNFteipAeH5tmz44XZwoiogV+LeyUNDE7yq69nN6msJSbXtVp+dPvbK+uWValohYliUiY+XSTxy9k2WBUFy3lYHJZNXBA/Of++zHH3rgWNhAAMDQUFYYsuytAzxvt34kjSt2b9f7tv9etaeXghOrOFGcPjjd/mG3uCr4LRZ0V1Z7luzIron79s0G95Wa26s8nGkrETEty7ZsW2y9UJjZNXXvXbeFPRUYsc6VgYllFSsAASB5lBWGKUtZ1d8kVedfp84S8k2s9oTVjpE7/3r6ZlUnd2gd3jXx1i59pfg6QLeTL7+ytrElIoZhiogTV/e84dbZmRstCiirvTKQrAKAbKOsMDSZyaortvGi1HuapAr4WxQQQ+3E8kxYeYfZdsSmku2ssnd+Xd++Un8dYFt72sopq4KumaY1MVZ+M0cFIiVePm/+2z/T1laermzG+y8kWQUAI9S5WQPoRzayask2nrC3nrC3ImaVvf3Wn8L2W2nqeh7YYne+aZrYtm253oI/rWxnVft7O79Z+7PTl/7s9KWt1vWfl764Ly1ZJSKzM9PO9JRW0ETEMm1dL9QazWdeeLnR7G1SERiJcX3jzrn/Lq14/4UkqwBgtCgrDEEGsmrJNv7WrvytXVmyDU0kypu43umD5Xqrr9TWz6xVL1eMStdOcH9da2dotd88f5/dfaWJnNus/edTF89t1kRE3vAGSZXD+xecd4pFXYgrpMpWtf7Nv/u+iFTiXAZIVgHAyLEaEINKe1Yt2cYPpbG0PUll9TIF1W2o+3F3enU7xMKTZ8WpUmm6VBzX3dcHd/L96kVNa3+o/Wndx2nYIvtnpv7nD//TmT1znU9X2XMvnVnd2BIRvVAwDLOgayIitpRLRZYFQllb1fp//stvb1XrIvLdF+2Y4oqsAgAVMGeFQT3xyCdSmlU1sdrzVO0HC/3PQt3gnl8S19xUREalVbtS3Ty7uXl2s3al2m0iy/NVOj/UXqzYnmFz/vfyRuVLv/+fNtc3/Z6qrpsOXl++aFpWsahbpi0iokmzZbx05mzQM4ERcWeViOyK57wYsgoAFEFZYSAXHj+e0huBl2zjW9aOpupDtwjz7L8quN66jfd/3LBaW63q5erGmfXq5apl+NdZt8RqP+j5/JrI5vrml77wh+mKq9mZ6T27Z9o/dMfV6vrm6kaafi7IA09WicjuqSH8hxsPsgoA1EFZoX9b5y898cgnwkYpp72lqtZlGqnvaasoB1oEJ5aH7XprVVqVCxXLsGzxO+bCFtsWscXoOODCsyawvVBwc33zS1/40tlUzfYc2re3VCyKiHNxsLPnyjQtXddPnXmNDVdQx7nLK56sEpGxcrfhfSKrAEAp7LNCn9K4vWpJjB/ajSjzVL3utuo2OmKiWduL90IVioXJQ1MF9/4rv6fphRu7rcR1FLu4ZrHa79x8683/+Of+8a7duyQN/u7pF0SkZRh6oSAipmlZtiUiRV0vFXU2XGHktqr1bxz/wbnLK50f2qzK916K8hc9ErIKAFQT8T+dAzukLquub6mKvPyvp2krbYC/SO59UFFYhlW9UNmxLLD7dqv2w84uL3cBulcJnj1z9g/TszJwz+yMiJSKRWfaSkSclDJMs2WYp868FvRkIGbOCkDfrBKRIVY/WQUACur7BSFyLV2nVtTEetyuLIuhRS+YHuNKIq/xs3e+uUX8ej5x5XAllmnd+Nye7HKe5p6/EpHN9c20xNWBhT3OO86yQBFptcz2PNX6VmVtY8v/mUDMOjdWeYwNqazIKgBQU5SXgsAO6Tq1YkmMx11bqmKNK+myjapbSnWK+PUsw6pcqBg1w3/DVZdsa39ya+eaQOf9tMTV7l1Tu3dNOe8XCjt+pQ3TFJGXXznHhiskLzSrRKQxjD+YZBUAKIuyQm9SdGpFTawn7cqT3U+qiFVhe+tUaE15RIwr27CqFyvVS0GXC19PLFd0eeav3GsCtfTEVfvWYNM0nXfc01aNZuvlV875PxOIR5SsEpHBk5+sAgCVUVboQYq2VzkrAJfEZ1dV3NNWbl02QIWIfn6gWTNqV6qbP16vXamatS5byFzfRPsIQcv233OVitPY3dNWpVKx/fhYueRMW61tbLEmEImJmFUy8JwVWQUAiovy4g24Li3bqzwrAAdUEK2PvnJPVfXUV+6R0RPLqLSqlyrVS5UofdV+QFwTVu49V3/xlb8QtS3unXUmrEzTdOKq1TJl+zQLEXnt4pWApwPDEj2rRKTRDBvRHVkFAOqL8poNEEnJ9qqIKwB7mrZy9NdXblqPieUWMbHMmuH0lVHtua/ae65skbNnXlX8nqv2nJXDPXOl6wURWV3fZNoKcespq0RkbavX1cHXkVUAkAqhL9UAkZRsrwpYAdipj7iSyH0V/OopoK9CP3Vh5w4u3zejZlQvV9ZOr1UuVZpbTbuD8x24jg+80VTOY7bIX3zlqyqvCSyXSpMTY877zuRVqVR0pq1kO65eu8C0FWLUa1aJyFpfsU9WAUBaUFYIl4rtVU5WDWsFYLCIfRWsp/kra+ebRJvFalVa1cvV9TPr1cvVluugi+3AsmXnGRueNYGKb7iamZ4qFnXfDxmGVSwWVzeYtkJc+siq/pBVAJAilBXCqb+9qr+s6m/aqq1bX/W03McdM+7P1ZlS3RS6VJb723AnluHaiGXatnu2qr0m0LG5vvmHX/iSsnG1d27G84h72srx0pmznMCOoes7q2anw0bsRFYBQLpQVgih/vaq/rLKMWBcyXZfDTiF5eRNxJQKEDqR1aq0KhcrlYuV1s6z2t2BZ7v+d2t94y++8lVR0p7dMyLiTFu1j18vlYqGYYmIaVrFYrHRbJ0681rAJwF61XdWicjiXA//UJBVAJA6lBWCqL+9arjHAA6i78RqTxYVurx5dPsCnnknZ5gldudbs3ZjCqu+2bSM7WuUfY630F49c1bZ0yzccdXmPs2iWCyubXICO4ZmkKwSkYXZsBHbyCoASKMbL0EAD8W3V9XE+p5di3heRYD2tJXd0zK+7nTRzLAlgT19KXdcWduzWxG1S8/a+TWdHzYqzUalqYtWKBaKE8XSZFEf0/WyLtcLzdZE00T7uyf+7uZbb+785CO3d27m2vqGiBSLuvPbZxjt0ywM07R0vaDr+rlLS7MzPS7DAjoMmFWOhVlZXgsZQ1YBQEpRVuhK5e1Vg6wA7MZJrKH0lS6aiHT2Vd+f2/Pz9ExkRflV6JZYzrdqGVZzs9ncvH7bjl7W9TG9NFnUJ4p6UT975uyrp1+95bZbRDEz0zfOXtc08WyyatvYqq5vbu3eRVyhf0PJKhHZv0dbXgv6l4CsAoD0YjUg/Km8vSqOrGrTtOtvg9O3Y6a9SK9XEbddBSwd7BRl1aLZNJubzcqV6sarGxuvrjevNb7yxa9srSu3pq5cKpZL/v95yFkTaJrXf/EuXrnqOwyIYlhZJWELAh964BhZBQDpFeWVGHJH5e1VsWaV21D6ShdNi7B1ym3Acyzan98WO/hNE9FEC+09y7Cq16pXT6388ef+OGzsCLSnrQzTau+warUM2bnhamV1vfO5QBRDzCqHb1wdPDD/p3/8b/70j/8NWQUA6UVZwYey6wBrYj2RSFa1DXEKyy3gpIrQ9OpkdbxJtLkpEbFFrJ2nX3SbXjvz3OkzJ0/7fWSU5nbvEhHDtETEMM3Sziks9w+vrm4I0KOhZ5WI7N/j/VvprAB86IFjvuMBAGnR60s4ZJ+y6wBrYj1pV4x+VtUNQd99Fdo2vnzTqx1dnR3l4f6S3fvqxoOdNdV+xP2hx//LE6IY91YrX4VCwbIsEbm4tBI8EvCII6ukY86KjVUAkBmUFXZQdh2gk1XObFW5r1YZiv7iaijcs0lRVhV6dExh+fxMPH3lHuF86PTJ06cVm7Yql4q67nPqurMg0G1tg+PX0YOYssrRjiuyCgCypKfXZsg+ZdcBPm3XamK1wyCTceX7iYNPv+gjsZzljb47r5wB9vVh/p5Qb9pq9y7vtJVnTWD79+zcpSUBIog1q0Tk8IImZBUAZE5PL8mQccquA1wWY7nj3qqyaKPqq/jiyhG838mXe7mg8911bp1yf0LfXVjtxGqfzN75PSg4bTU3M60Xrv9TZpjeg9edR5x5LaatEEXcWSUic7vkrtsPkFUAkDGUFW54+tP/LmzICNTEetqudfvoeObiKnpNebTbSRPRIv/dDj7owvlUnjY7/pd/5zt4VCbHx0WkHVcO57Jg9yNOXF1c4vh1BEkgq0Rkds/8n//pZ8gqAMgYbgrGdWpOWLm3V3kUnStuxR4Xrd5Lj7Qboofn+NG0qNcKF0SzIn81T+IEPy34o+7UCD1O0R1Xltim2O37uDy/Yi889YKoZHys7Pu4e02gaVl6oaDr+rU1TghEV+cur3zj+A/izqq98/P/z6c/MzsXeLMVACCFKCuIqHpwhW9WFXcGgPOOM3PVU1+Ja9VcAnqKKzff0OrjE/VUWQ6746u3f8VeeOqFu++/2+c5o1As6sWibhimXiiY1o6fXOfiwEKhcG1tY8/sjAAuW9X6N47/4Nzl2A+QdLJq7zyzVQCQQRFXDCHjFDy4ojOryqIVvS/1d+hvZaC2/daHntYE9nf8uoe2/b/9fa72Ke3OZ7DE9n1rj7f93kS9BYHtaSu9UGjXVMswbL9ZxaWra50PIs+cFYBkFQBgQJQVVFwHWBPr/3Odse57WIXvFFB/ceXoO1eiG0pctWmutwABN1/pojlvnc8K/lZVO8fC2WrlcDZctQzD/UO3q6vrAmxLZmOVkFUAkAOUVd6puQ7wWbtmiN3r6X/OjMq4aH33VR+r7HqatpKwYumbp7Ki3yPsCEisbpSatpqeulFW4soqhxNX7YWCtshVdltBRMgqAMBQUVZ5p+A6wGtibnXdCnS9fTwTVnZHFPURV31kVX/ax/F1VlbP37SLe7VeH/dcOZy+cnaFBW8MU+oci/HyjUMsDNMs6t4dpJ6Zq5VrTFuBrAIADFkfL72QHQquA6yLfdKuSeB1VZ0bgXz1FFeDZFWv01Zu7soKOP08mPsXwfP8zsTyDOi2k6rg6qtue7HUiatyueS8095k1S2uLMsSkfXNiiDfyCoAwNBRVrmm4AVWJ+2a+4i/bpuspEtTecb5rgzsfNYgWeUYJK48CjvfAthdfhF8tS8R1joiKvBZ/rHnPHjib7/f+aGRGCuVxJVVhnljNaD7eMD2gsBmq9VstQR5RVYBAOJAWeWXghNW18S8Jt5jsh3tvrLEjpIEbgGTV71+qgCaNsy+ausMrYAo8v367o5yBkTJNjfPfFr7HXXmrHTd52fTOW3lxrRVbpFVAICYRH9xhaxRbcKqvQ4wQK9nWrT5xtWwmsotjrhytNOoWxe5v7LvrFTnt9br5Jgmmiaa+3OeVCauxsf97wv2KGxvuGKrVT6RVQCA+FBWOaXahFVd7KfsSuhVv85arrF+48rdV3FklWO4k1cBM1SdURRxjV8Az1rBbp+t/aHnvvOc38dHYKxUKnQcsO6etmovBXSGcTxgDpFVAIBYUVZ5pOBJ657tVb7cxwWOidbZV1FyxomrQdojIqev+q6snhqpsP1zD/hSnR+ydr61RZnFajvzwo/DhiSkfVmwh++aQOIqh8gqAEDcIr58QqaodtJ6wPYqR7d7mXqdvHKCob/1hIPoqbKiB5UvbefFVu0HHcH3XHn0lFgjNzE+Jq7Ffm6GabYnrNwzVytcGZwbZBUAIAFBO7yRSQquAwzeXhXcAE5cNbrESOerbENEExkTrdtTRq6wfVBH2MBwTlC1P1GUmvLV/mV0PsPswvzc4vzs/Pzswvye/aq8gizquvNOoVCwrB0/16JeNC2fdN/cqnY+iOwhqwAAyaCscke1gyuC1wFGjAGnlEJnV24cxR2WZPHRNLEjfE3nLqmwUSFs1ztal9mnbr/C+2+5af/NNx2547bXv+mNe/bvczpqdnF+dmHHq8Zmvf7MX/2RbTa7fJrkeI4HNEyjvQ6wZbR0Xbc7ft2bLaPZMsol/hnMMrIKAJAYXlLki2oTVqtirnZfBxgxq0SkINqYiNF7iig+eRUxrjoHRXqaiGzn1t6D++9924P3vuOhI7fftv+Wm/bfclPI07aVx8df/+YHz5x4PGxg7HTXOsD2tFXLCLq0yrSs9c2thT2zAWOQamQVACBJlFW+qDZhdd5ujUtBRGodGRUxq9z32BZFC4gr94SVm+Jx5bwTMbGke1PZfodYPPi+n3nHz73/2NsfnD+43+c50UzPLYQNSYJnzqpQKHiyStO0zmmr1Q3KKrPIKgBAwiirHFFtwmpNzLXtCauJnUvVLLFDa8fdVO3w6BZX3bJKRLTtAwNDDycclogLAt18f7IeoZ/Siau9B/ff+/YH3/Fz73/wfT8T9oxIJmbmwoYkwXN2hWGYneeFOHFlWpZeKDhHWVRrDe8gZAJZBQBIHmWVI0pNWDXE/qFdN8XWu5zUF3Y0RXhptLmzyvfEPMe4aInF1SA8P3e7o6l8f0Hf8s63/6P/7UMDTk91MzEzV9tYDRsVr4IrpAzDFBG9oHceXOGZuao1KKsMSiyr7r7n2Ec++jGyCgDgoKzyQrUJq5fserdqMlxnUXT2VaFLibV5pq26zVb5fpae4sp9snnEtYttfUxb+XJ+NczA7/nB9/3Mz/7iP3vLO98eMGZA03MLoy+r7TkrJ6sc7bgyTVPfPjxQ07T22euGYRqGWSzqgqxIJqv2zs9/5KMfu/ueY2EDAQA5Qlny+c/sAAAgAElEQVTlhVITVgEHV/iu5XP6yvcsAt8Jq3Zc9ZRVjogrAz2fwXMueRTDiisR0UXrjKu3vPPtP/uL/2xYS/6CTc0uLJ99OWxUvJw5K3dWRVRrNHYVJ8NGIR0SyypWAAIAOlFWuaDahNVrds+HdFsiugReJ7xTsfvsU8icl4gETl5pHe+0Rc8qR0xxlcAklYdeHgsbEjtN00zT5w9I55pA07T0QsHe/uWq1hq7piirLCCrAACjRVnlQqonrAIE7LAqijbp11D1yPnjG1cBVRb18+40xLjaf/jQL37ut5KZpPLQi6WwIbHTCs7yzKi/mppoTlxtVqr75pU4hAODIKsAACNHWWVfNiasHO5pq27rAJ13DLE7d2SZYpdEa0V+8e1ZGTj0rHK0T14YJLHe/M63/fIXv7Bw+FDYwFioUFaFzqMAt7mnrUzzxu+VE1f1Rs9/IKEasgoAoALKKvvSOGFldd+55LsmsLizenznvtqL5XqKKxEZ97vwyv31Bskqt/4S683vfNsvfPLRN7/zbWEDY6RCWTl8L61qc2eVQxOt0Qo4kx8pQFYBABRBWWVcWias+lsHWAyaRhqmgNuEh5VVbk5ihfaVCk3lKOij/5fE2v718o0rvbDj9D/nSivn/WbT92wUpMO5yyvfOP4DsgoAoILRvx5CrNIyYdWNb7eURQuYZQiesHL0Om0lXe7X8nx7mut/fQf0JKCvFg4f+uUvfkGFpnKoUFa2deNXyjeuOies2o+bpqXrOy4ahvq2qvVvHP/BucsrYQMHRVYBACIa/eshxEe1CatzPU5Ydb4Qdq4VtsQudImWiHNfmkhZtGa0wW7uySvnGwieNXNerQ+3r0a7pcqXVhj9fVBW9zm+pmGISHuSysOyrXqzOTUx7vtRqCmZFYBCVgEAekFZZdnJf/eHYUOSsy5mRayxjhKxu9861ab79Uu3uOrkmbBqf66yaCLSa1+NidYU2+7SVIMfxe7L6at73/H2X/jkJ9SZqmpTYZ+VZ5JK29615mRVANuWZrNFWaUIWQUAUBNllWWv/Levhw1JznnbfzeLub3QTnautXOCpLOpAk5aD52w8m2h6JNX7SmPst/KQOn4/ENpKsfC4UP/8g8UWv7noUJZWZb31zu0qUTEtCwRqTWaHLueFmQVAEBZlFVmKZVV62KuiRm6kcU9oxX+onjntFW3rGpPWAUs2+sWV77fsLn9qTzHWrQ//xCDyrFw+NDnjn9DqeV/CjKtHb+DLcMo6kXLjvS7Ua01woZACWQVAEBloa91kVZKLQW8ZLfELzm65VO3Yy46J6ycP8HBWaWF7YYSkbJozkxUwfXWyfONeRY3WjFk1Zvf+Tb1s8o0Rn+8nnvOqrU9W1XQgv6JM7efYpi9HayCkSCrAACKY84qm1Q7u+Jqj0cCiogm0ZbohQltKocumil28H9p8P05OHFVDz8jvWeKrwB0U6Gs2pnUirAIUFzjRcSkrJRHVgEA1EdZZZNSh613y6rQCStPXPnusCqKZog97jfDVBcrSla5t3I5n813WPBL73HR6sMpwevStQLQtkZfJs6h6p1ZVdAKnWsCPcesdzuQHYogqwAAqcBqwAxSbcLqUpezK9r6e1VeFC3gpmBL7PYCvwDtrGpvx/L9nFG+w/GwrxVdKlYAullmpGmiWLUMw4g2W9XJ7Dj9AuogqwAAacGcVQYptcNqXcz1SGFynWdoe9rK6lI+oecBdjudwvckd0fAzFWw8e2VgWEDu0rRCkA3Rcqq26+7Z9qqc4aq81xBKIKsAgCkCGWVQUqdCthtwir6K/F2XAXMUHl41g167q3qbCqzo4XccdVDF4rIACsD07UC0E2FfVbVWiPK7jzfhX+ecwWhCLIKAJAurAbMGqWySjo2WQVPDfg2TEmk0CWrfGeWul14VRZNFy1KVu38aD/6WBmY3qwSNcqqVm8GfNQ5JLDbfirmrBREVgEAUoeyyhqllgL2enaFR0lkiBfQ2j3+cS+K1l9WOcZFi95Xqc4qUaOs6k2nrLr+mgccU2EP/2RHDISsAgCkEasBM0W1syuW7YgNJeKaHfLUVLdP0dOEVbcXzr4TVs68liX2xHaL1fq9pyrKysC0Z5WImM3R37TbaATVXbPVKhb1br8VFmWlErIKAJBSlFWmKDVhJSKbYrZP52tvc/ItJbPH6amessqtELgisduxFoMkVnBcZSCrRKS2uRo2JF6Gabpu+/Xutmq2tqOryz4sw+j5txUxIasAAOlFWWWKUpusVncuBQw+AN33+D6JvG4wmOdTt+PKPWHlaapukeYkVr2XvrK2bxNudHzObGSViDQqm2FD4tUxYXU9oW40VXemaWla1HWbiBVZBQBItZ42nkBpSmWViKzYhu/MUn9X8bp1fgZL7F7XATp0v2Mtgue+TLFDr8lyWCKWa9/P2M5npe7SqgCN2lbYkHhtb7LawT+rdv7WcUewOsgqAEDaMWeVHS9/6b+EDUnUhl8r9XRPVMQJK8+h6lE401YBV1q5OYOcz96e5gr+ou1X654vMCZaQ+yUXloVoFmrhA2JV+fBgEE7pzrWBBaYsxo1sgoAkAGUVXYoNWfVFDt66rRHmiJ68FCRgt/CQlukJFqr4yt2fgfOcw2xC13KLWDCyskq99fuvIY4dAZkTLRf+YMvHMtQVpmtptkKOvE8ARtbVfcPW4ZR1EP/KN2YsNIKlNUoJZZVd99z7CMf/RhZBQCICWWVEUpllXSZsOpJZ/YUtx/vtoa1JJqItPvKXTy+6/eKHV/FN6s8s1Ue7cmrzqbq/JJF0d70joeylFWiwISViFS2X5S3jBu/pZqmdT1OXduxDpA5qxFKJqv2zs9/5KMfu/ueY2EDAQDoH2WVEaotBbzay3nroXr6Y+qZvAreE9UZV/0ZE63WfbKrfc3x/OGD/+cXv9BtWEqNfJOViFTrddmZVcFaLaOo6+2DKwoFdpyORmJZxQpAAEACenrJCnWpNmd1bXvOyhC73RW+m6w8q+k8CwI9f0CdF87Wzmmrzk9aCqypbnu9PBNWmuuTdJuw2h4pIjKxPb62vWiwuPPbmD988DePf2P+8EHv81Nu5AcDtgyzZZi+WdWetioWb/yxarW8I5mzGgmyCgCQMfyX2ixQNqu6CT3HwhApDtD9umhR7rZyOF8ldHtVN50vySdEK4uWk6wSkc2Vi2FD4lWp1V2XWYVwZ1V7rSBzVskjqwAA2dP3a1coRLULgq8NthSwIFrRL2aifFL9+larrgdJ+EZdSUSTgu8tVQFZ1W2ao/M1foazSkQ2li+FDYlXpVLTRLO7/E65d1t1zlbZtq1pmq5TVok6d3nlG8d/QFYBADKGskq9C48fv/D48bBRiar4JUroPJWjJJozMvilruU3IOIp6h7a9sK/8Y5bgDuzSut4xyNvWdWsV5r1EZ9gcW3Du9HLczCgs5/KnVXuAbZt68xZJWWrWv/G8R+cu7wSNnBQZBUAIHmUVer98D98OWxI0qrhZ49f59lkFbw/ylf7+Z1ZZYld2PlgZ921s6ptfDvZAn4W0bNKRH7pDx7LalaJAhNWIrKxWRWRglawfA5ovK5ztsqNOatkJLMCUMgqAMCI8Hoi9S49+d2wIYmqiuUJjyizVSXRPFnleY3c+brYPcCdVQFLAd207oHkmBDNefM8HjH+nGH3vPNt92TrjHWP9SuvhQ2J3Va1Fjyg2WoJZ1SMGlkFAMg85qzSrXLxSuXilbBRiaqLNbZdH/XtpgqOq25TVb5L/joFLAJ0T1u5vwfXoj7/5xpit5eLueOqEXTQhdf84UO/9AeP+QzNkK3V5YCPFmpb+taa1mxorYaI2KUxuzxmlcdF121Nl0JBtIJdKEhBtwu69LUkz51VndNWzVar4xk+SiX+JYwXWQUAyANeT6SbahNWIrLlemk73pFYbYbYll9T+TZYt4Vche5NFSDiczznv4uI1XFZlnuwx75DB//N8a/vze46QEdtY9X38UJtq7i2XNh51ZXWqEqj6vlV3aFQsAu6FHS7HV2aLrpujU+ZUzO+z3CWAt74BK648maVponfxcGmZU5NjHc+jmEhqwAAOUFZpduZr/xF2JCkdUaU+BVUS+wou6o6p63cN/+2xPZMWHUuBXSmrYztO6bcAiasfB93ON+2u6/cWdX+9v7FFx/LZ1b5NlVUlqVZlkjL8xujr6+URMzp2dbiEc8zVlY3pIOnqYrFrv/QOce1j4+Vug3AgMgqAEB+UFbpptpNViLS7HJ2uSeBSqJF2g4lYu2sqb5F/BTd7xHeoT155WSV5zs8+s63Hc309irH/9/evQbJdZ93fn9O36bnjhkM7iAgECQIEhTJgAJF3WiJkkitbK+UKFx7XWtvknJWZqlKVcqLVOSqRMmLXF7Eb1yRk7xYe7OMo5UVr7XFXZqkU6JNmwRFChQoXgEQBDAgMABmMJeenp6e7j7n5MV/+szpc+/rnNP9/dSUNHP63z0gpnuqf3ie//N3tAK2lakiSBeX9fEpY3jMfnFxxXlOcUpLGX577RrLVtYpWEO5nPd6tIdYBQAYKCSrBIthrJL6TiR7oani3T6nikgheScjmt+JUvVgs5XZ/GZXGGK6v03otw6lwqG7t23nwf3f+bMfetyh71jjK7qdqSzZ+Y8r+4+amc0S00alulFpKE/VdN0xct2P/XDhoRw1q84jVgEABg3JKsFi2AroGaICmGLaE46jXpSp3+QueUU0JCkRqYqZauzf8xOxYGXRxOMO3/mzH/Z9H6BSmJ/rWaZStFo1d/2iFa7sBSt7UgqiaZlUyrGYZNVxxCoAwAAiWSVYDMdXbPhPPPdLR45wpWSayVGejzzkGito3x/lWbCKMh3eznP1gPQBiki1uJI+fyZVizR8r4Ps4Wr+9oq66EhKmXSmpvseYFXVdfuPn1jVccQqAMBgamXMMeIghvPWJXAoeXSescqvJ9BitQIOScoeqxylKvfBWaEi7geTQeoDFJHi1Qtmz2OVosJVtVxWNSt7rHK3AjrGV+iu0hbJqrOIVQCAgUWySqoYFqxEZN0MiiF+6cgUU+olI0esCt5k5VjmyFR+TK/NUS0XrOx/3MHpAxSR2796NWxJF2m1avbq+dJ62a8JMJP2KMhbscr+w2Z8RQcRqwAAg4xuwKSK4SYrsc0ft6alB4yvsDPFbKoD0GFINMPr7gF7q9Jeh1C5RS9YDU4foIgUZ88VZ8+FrequhXKtqTTsqFaZ9VScHyJZdQaxCgAw4ML/gR/xFM/BgKE9e36GJBWaqzwffEi0IdEqYjZbdBJb5crvvn7Ry7FaG7A+QBGZf/PvwpZ03Y2bt4cWroWt2uRuApT6z3HH+Kj7JjSLWAUAADWrRIpnrJIIFR73tAl7/55j1F5oK+BQYJnLs2DluJQWSXkdZKxUJLC70Wag+gBFZOXCW2FLuu7GcshAQmuOhT1WpVLOf06aGB8RtIdYBQCAULNKqEs/jW2yaqJw5LktKrhyZc9a7ljVQtkqJeI7Qk5EvCZeOL5HTrSHvjRAfYASl1i1pj6xl608x1d4VqsspsjYyHDAAoQiVgEAoJCsEmn+zNthS7aHJpq1XcoIPN4qyqgJP6oDMHhNlIJV8J/A/od3F7VyoqkPEfnGH/5XMkgW393+6SnXl7YKVgE9gcGxSkRGh4eCFyAYsQoAAAvdgIm09N75sCXbQ9WsMqL5lY+GJSUintMmLJ7H74qIijEVMVONd2/2eGIlSrCzNy5mRauKadb/GJb7Hv/CfY9/wXXXfhaHmtVicT3o5o2ylApSLmXyI7XJnX6rDMOYGGOTVeuIVQAA2JGskie2sUpsiUhVrmpiDrsiTNXnyGA7rd7alwtb6VCLNmPQ+jP5tQJ6pjXP7Vjf+P5gFaziEKvK1Vq52vCjG1q4VpnYKfkR2ViXUkE2Nt/rpyrl3Py1yq4D7gcxDENEZqYm3DchCmIVAAAOJKvkiW0roDROsEjVK1Ru7jkW7ua9jGh+ZaWqmMGn/Qa0AkYpVfkxXOWyASxYxaEV8LZXwSq9siDLDT/3dH1YhRWurPEVKlaJyCQ1q5YQqwAAcCNZJc/sC38btmTbOAJNxAqSWyrCmEE/aZGqz01+sarW+ErwLFipRkdHuBq0gpXEo2Y1t+ScClgzjEwqpZuR+kKtWCUiY6OMr2haz2LViQcefPq73yNWAQCSgmSVPHMvb3/RwI81G9DWbucdrtxlK4t1X8OVhdyZx3FlSLSNxoqWql+ZXrEqeCpgqAEsWMUhVoltMKCI1AxDRDKuWeoOuflr1Zl9IiliVZt6E6t2zsw8/d3vnXjgwbCFAADECMkqYdau31y7fjNsVTIEhKtQng2BngMD1bLo4+ADClZ20wf3f3uQjgZWYnFAsCtWRZRZuV3dsct+hVbAZvUsVtEBCABIonZ2nWAbxLlgJSKqU87xrGrqmCnHfaO/cQ6ew97En8DFEavUl9/+sx9OD9LRwCJSnD1XnD0XtqrrPl4sqE+CY1XaVcVyT6RkfEVTiFUAAASjZpUwcd5kJSJak2HdUbZq6r5W2crzyGB3C6LZeAyxZytgxAHuA9gHKCI3TsfifOoby2uOTGW1AqZTKd0nbhmmaQ6PaVrKNLcWULOK7uqNhRdfOUusAgAgAMkqYeI8GFD8J080O8rC/iDu3VaWipihRwaLiF7PS45wZVfzeTF4thF+9Tv/pftif4tJwWpuudhUB6BimKaImLkhEbGHK/ZZRVEslV985ezVGwthC9tFrAIAJB3JKmHifJiViKT9x0KEjrIILVg5CkrDktJdsWcjrOgUEK7cBSvD50ytT33z6zJgYlKw+ujmsuNK6OwKFasklZZUWl1R4YpYFUVvOgCFWAUA6AskqySJeawSEU201vY0Bb87dpet1ElZrc3A8AxXedHc+3BMr/+Wk4MXq2JSsJovlBZW1zXRPH8uimoItDZZGfU57KpgZUcrYChiFQAATSFZJUnMWwHFlViyotkP7fUsW+VFExFNtIiDLvxOH3YI7j/MiBblqa+LpF0XvzJ4rYAxKVhdurUStqSBYTveysw35ChNS+2dmXLdA1uIVQAANCvK20vExdwrvwhbss20wG1RdnlX7MmEhSvPTBVatnJ3DGZF23Bt0NpwjXH3/MPc+/gX7h2w2RUxKViJyNzy5gHBVtkqoBXQaDw12Bxq6P0zDHMPycofsQoAgBaQrJJk5cJHYUu2mQo5AeEq5ZWpRMQQMyWaqjLZI82wbXHowb6hm6zcR2DZeZ6R5UDBartYsSpUOpUKjlW6buzdRazyRawCAKA1JKskWb38cdiSbWYFKne4cs+B8JMRzd2DV3Z191XqEwRDy1ZKaGry5GgIHLRNVvEpWDlaATXR0qmtH2ilplufp1JaSmv4WdtbAXXdEJF9u6YFXohVAAC0jGSVJKtX4p6s7AnHHq7sscpvvnmoZke329fbY1VoaUt8WgEHLVZJbApW84XSfKHkuGhPU3aaaKYp9mxlja9QsUpEdu7gjGAPxCoAANoRZUcMYiH+BSsRyTfWCgyRnGjuapWjr0+NO7efHBVxmkUoXcysaKHVquCsZb1//9zv/nbAsv4T24KViFTrGckhVS9kbfUD1uetW7EqP5TND2U97jzYiFUAALSJZJUY8S9YichQ4zMqY4slHeGXuHQx3eloODBTBaQpv+8yUDWr6urSleeeCVvVI/ZNVlXdqOpGNp1Kh51kpcKVmRsS09RtSWyagpULsQoAgPa11paFbRD/8RXS2PVnPbc8Z5eH9gQ22/s37LU44FzgZg1UrBKRK889U11dClvVC45YFbAylXL+tE1TjFxeNxqi8v7dbLJqQKwCAKAjqFklxq1fxP0wK2lmTIUnI0IToLuglJdUXlJB77gD2YtXVd+amHx2kFoB49MHKCIf3VyReqlKXcmmPX5xuWOVoq2vOa5wkpUdsQoAgE4hWSVGImpWUg9XVj1KfeLZExg6RT2ANRgwH/YcdkSl0PEVnq2AWdEeHpiaVaz6AOcLpYXVUnCpKogmWnXDfoFYZUesAgCgg0hWiZGICRYikhPNs82vhQ1Xfvud1HVVqrJfb/Xdt5MaemH/+I8GJlZJnPoAReSD64tRYpVfwUrJLmy9dg7u4839JmIVAACdRbJKjERMsBCRIf+GQHe4arlsFVqqEtuD+1WpNhrnXuRFy/sMvTj11DfcF/tSrPoA5wulmyvOXj57K2DIEAvbT9IKV9SsFGIVAAAdF/72FHGQlIKViIxrad2/4y60cuXYauVZtsqL5lfO8qtuBLQAqkCVr78N9/zD3/PYZ90X+0+s+gBF5IPrt7UIG/eCC1Z2e2d2hC0ZCMQqAAC6gWSVDEkpWInIpKTNwAOp0iIZ20ezZat8e0My7EYlFeXRduzfu2P/3rBV/SBWfYC3CqVbrtOBPWdXeHP9YLO3rx2amfRaOliIVQAAdEnktynYVkkZX6FMSlp8wpV7/HpGJCWa54HCiv1x7EGohbKV6v0blZT6EFeFSs0GdFwckIJVrPoAReTc9dvqk+CyVfSClaEbM7sH/V0+sQoAgO4hWSXD4nsXwpbEyI76DAsVfqyBFlas8usJVPkqI+K52cldXwqojHmyAlVTHvzNJ8OWJF7c+gCjFKwqNb1S0x1nVW1qfKbouqHrxr6p8ZEr73ksHhjEKgAAuoqTgpNhY2klbEmMeKYXR7XKfnxwxuvgYCtcVcWsiRnctuc4h8pw/ZuBmqtRiXz6sC5mur5yEGpWseoDFFvBylOltpnNVcFKhau0T/FKr48WPLp7oFsBiVUAAHRb0/9+j21RKayGLYmRrG3CXrNlJcVe1Mr6zOtTQh9/SLSAcYXiM7LCMgibrOLWB+guWFkNgapO5XGfer4S2SpYqVKV+nzXxMiuiRERSa8VPO7c74hVAAD0AMkqGWpFZ2dUzNnLVn7hx/EGOXiURehQQYeMaKGZqhJ4ApZKXH1fsIpbH6D4FKxM0/TLVBYrXNkzlXJ0z+aw9VQxRqW53uhZrDrxwIPEKgDAIKMbMBmqawlLVju0zLK5+T5YtdXZ2/9SEU711QMbCO2s5OY3A8OuFrkhULn/a4+HLUmw6urS+T//o1j1AboLVuqk4HQqJWZDRPecXWEY4vnk2j81pj5JrxWq7pv7V29i1c6Zmae/+70TDzwYthAAgH5GskqGSqEYtiReJushKG2LMaFhyb3bysEzXA2J5pnT7Hulgvmt1MU8/HA/v1mM2/YqcRWstmJVBIZppr0mCVqxSkmvFfTRCfey/nP1xsKLr5ztQayiVAUAgIS9j0VcJGuflTIp6aKreuBXd3JIi+g+ix0XhzYLYlFDlPiXraqursUh0Q7cd9y9sj/EbXuVNBasqnpQXdNRsDIaylma42hoqxVQSRWX+j5ZFUvlF185e/XGQtjCdhGrAACwkKySoZrAZLVLyxbNDevLdH2vlCMaNVu2shtqKIh5hKvoics+x8J62P333eOzPPFiuL1KRN6/tiCuTLVVsNI0R0OgYsWqtOZR2rJmV1j6viGwNx2AQqwCAKBRpB4bbLvEdQOKyKikhn2eYHrjgUO6f5ryHFmgLgZPp7B4jv7zG6rhGHpx+OGHPJclXQy3V4nIzZW1ueW14FKVg2GahlfWsj+/HAUrpY8nBBKrAADYLiSrBEhirFJmtIxfhtHqH27BQwIVR6zK1nsCfZaHGJHUiKTcs92PfPphz/WJFs9YJSLvfuwxEtC5w0rTpN4K6MhUngUrcW2yUvp1QiCxCgCAbUSySoAktgIqk5I2bfuXrK4/9YkhptTzVcAEdnfZShW43NuixCdcBSQulan8bp26Y7/fTQkV21h1c2Xt5spa2KotPqUqO018YpX0ac2KWAUAwPYiWSVAEsdXWNSQQM8UlBbNqF/XRETMjEgmbJ9V9F1YwTIi7kzlaETrvzOCYzgMUERKleprF+ZEnLuovEcCah6xyq9gdadXK6DSZ+GKWAUAwLYjWSVAcrsBRWSXthmF3JUrh5StGS8jkrI9O62ylSNWtVC2youmPtxr3Cb27glbkiQxHAaovHZhrlQJHypR042abhiR92HtHB/e3Ti7wq6fGgKJVQAAxAHJKgESd0yw3bikx+thqiqm4Yo99iv2TVkq+tjzlWe1yjNceUqLOAKV533t79v7qWYVz2GA4uoDtMpR9oKVylQiktI02TwOOEhV16u6fu/+nQFr+qZmRawCACAmSFYJUC0mOFmJyB5tKxOlGvOMGonuF67s93JXuqyBE+6AZC9b5URTH9KkPotV8dxeZfUB+rEylYM9XDlaAau6LiJ7Jkd3T45KoD4IV8QqAADig2SVAMmdYKHYy1biClfRNXWvVD1T2S/6DSp0UG/a+6YVMLaxSnz6AE1T0qmUO1OpgpXFXblSpSr1+b0HggpWStIbAolVAADECskqATaWVsKWxJ0qW9mfbY6YpMpWaquVlX/cZSa/cKWuZ0WzPjyXufk9oNEvNas4xyq/eYBV3ajUPE8y86AKVvZMJSJ7Jkf3hBWsJOE1K2IVAABxQ7JKgKVzF8OWxN24pNOprbSjnnYq1aTrKSi0JzAjmvhnITfPc7Eilq2kL0auxzlWidcBVlXdqOqG/alicRSsFMNwZiolSsFKSWi4IlYBABBDnRphjS5avTQbtiTWcpP5w795/8N3zTz/9+8uvHa5UtwQkZSIUY9JVr53z7fwVBXTUZVSXX/uO9ciPMXdj6bc9flH3RcTJOaxylGwqro2Uxmm6ZmmLDXDyHiNZY9YsFJSxSV9dCJsVbwQqwAAiCdqVglQ/PhG2JL4yk3m73/68ztP7M0OZR7/7PE7vvHJzEjOscaeiKzZ66q45HhnnWmcWqESUa7xooO7chWlbJUT7Z7HPhu2Kr6Ks+fiHKtKleprF66rz1WdyropSsGqZhi1rV1WzvXRC1aSwJoVsQoAgEzq7ekAACAASURBVNgK/Qd9bL+1j6+HLYmpyaMzR596KDeZV1+OjgwNp9OH/tG9s3/9fq1USblO5hVXT2DGq5qkeNaa/ApQTWlhkGB8qOnq8Ty3ynL6/PVSpeauUzlilbtsZQtU0n7BSkmvFZJStiJWAQAQZ9Ss0BW5yfy9v//ovb//qBWrlIfvPjA0MnToH907vLfhvay9imSIaI2VKz9VMd0pyKpcWf9sEFq2she7rAe88PKrkjSqAzDmserG8tq1paI7VvlR4aqxTuWw9RxoqmClpAvO7V7xRKwCACDmSFYJMHowYaMUVAfg5FGPd2b5bOaRYweHRob2f/nY/i8fy9k6A61wkxLRxdREUx+OR3BUsTxDkZvnNAs3+yNc/vmbAStjKOYbq5S1jerfn/vY8ybPPkDDND0zVacKViKSWi+mSnE/2IBYBQBA/JGsEmDsYJLGf08enbn/6c87SlV2+Wzm/sN7RGR478SBJ497hiu70NKGe3tVlPmB7rKVI5iVlpYlORIRq0TkH859vLZRNUznD8gzVumG98/RK1Zp0lLBSsnduJybuxTbPVfEKgAAEoF9VgkwfuRQ2JJYyE3mjz71kGepymF6bHh6bHixuJ4ZyR148vit05dLNzbf1JoiWr1sZQ1kt8+rEJGMaI75Fu7tVe4rNZFc4z8lmI3hyhHhEpSskhKr5pbX5pY9DrByU5nKM275aa1gZUmtF1PrxayIPjphjE3FZ+cVsQoAgKQgWSXA1D1Hw5ZsP9UBGFCqcrjv4K5fXLxertayI7kDXz5WulG4efpyrVSxr7HCVVo0Xcwo0ylyolW8ClbqjhUx7OHKMZPdaKzhlhJyQHNx9tyV556Jf6xa26j+g60P0D6dwp6g/OpUFs8+wOFc5pG7OtM0m14rpNcKKmLpEzuN4bGwe3QRsQoAgAQhWSXA0NRk2JJt1mysEpF8NnPq6P43Ll7fqNZEZGTvxB1PHr95+nLpRsEqWxmNlSsJHP3nWbbSRAsNY3b2cBX/mlUixgAqaxvV585+tLZRDVjjyFQRC1YVXReRL951x0iuw7/NVMQyhsequw6amWzY8s4jVgEAkCzss0qAmCer0I1VfoaymVNH9w9lN98QZ0ZyB7587MCXj2VGcva32LqYIuLoDPScxu7YXpUTzXReSVUam/7cky2sm0vLsa5ZJWIMoEVtr3JcVLut0ilNN8yIscpesKrouopVe3e01QcYLLVezF2/qNWCMmE3EKsAAEgcklUCxDZZ+Y1Wj06Fq1w2bV1RxauRvRPucGWpiuk3o0Jdz4mmxlHkRKuEj8DYZJU81B1Ki/Htr4v5QcAOwdurQtv/LFassjKV8smDu3zu0RlardrjcEWsAgAgiTrcP4NuiGeyaqED0NNQNnPq6IE3Ll6rVDffK2fqO69unb5cqe+8Um2B9oiVcpWklND2v+DdVoohUi1vVNfL2eF2/wM7K0EdgIpje5WlWjNEJJ3SMmnnv+8E9AHaA5Wyd8fo3h3dKlhZtFo1O/9xZd+RsIUd0LNYdeKBB5/+7veIVQAAdArJKgFyO2KXrDoVq5R8NnPq6IHXP7xWrtbS9akGI3snDj55/OoLH1Qbx1ooqjlQr7cFWhFLfbkh5pAtXzmilCUrmqpxeYYrTaS0tDw5HKOR90mZAWjx3F6lMpXUE1RNN+zhyjNWVWp6OpUyTGesGhnKfu7uA+713aCGB3Z7oMXVGwsvvnK227Fq58zM09/93okHHgxbCAAAmkA3YALErWbV8saqAPls5tN3Hchl0rrtpKPMSO6OJ4+P7h1X77Ud0yzEtttKnSlsfZkTbaOetXL1qYD2O0ZsEYzVVqtkdQAq9u1V1ZqhPtSX9gRV071/HJWarj7SXvMAReRzdx8YGerdbIns/Mfd6wkslsr/9m9e+7d/81oPYtX/8L/8r8QqAAA6jppVAmSG85nhfG29u++3ooh+YlULhrKZR+8++Nr5jyu6LubmO+/MSO7Al++xZrI7plmISE1MK1DpIlsbtlwclavgnkD1ODEZD1icPXfj9AsJ6gBUrO1VVpoKZcWtSs1ZnhIR0xRt6yffoz5Au+71BPasA5CNVQAAdA/JKhmGpia3PVl1tgPQUz6befTYwdfOf1zVdftZsWqsxdUXPqi5OgPVqcFWuLL3ATp6AhX3eMAA236kVeJ2VVnWNqovvTvrl6ncLX+qJ9AzUPkVrLo9uMJTN3oCiVUAAPQHugGTYdu3WvUgVikqXOUyaU0TTdsaHKc6AzMjORExXIMrarYrG/XxgI7PJawn0CpbWYWv9W2tWan2vyTGquJG9a9+ccHv9CrPnVSa5t0T6Berel+wsnS2J5BYBQBA3yBZJcP2brXqWaxS8tnMp+8+uGM0rxuGClcqX9nDVU1MK02pglXNds7VhitoWaw0lRUtK1pw0Xa7ugGLs+c+/PEff/jjP07WriqluFH96Rvni+WKbnomJWesUhHabPgp+VLLejm4wk31BIatioRYBQBAP6EbMBm2MVlNHp05+tRDPYtVipoWeLtYemf2VqWmm6boppnWNBWuVFug0bjJSlxf5kSriCkiG2JaVzOiVcW0qlhm42ug1rhT69qv3pPeSuiWKstmrPKpVrlpHuWrLTEZXOHWkZ5AYhUAAH2GZJUM25KsujqvIoqdYyOfvvvg21duLqyW0qmULqaYkhnJ3fHE8asvNoQrtdtK6l/WxHRsssqJZhVQ7AdeaSKmiC13NYSruXc/kF5JeqZSXnr3ij1W6aaR1rwnqtszlVWwss+o8ItVeya3rQ/QLjv/cWX/UTPTYsAjVgEA0H9IVsnQ+2TV4w5AP/ls5tRdB26vlt6evVXRddFEN0xtOHvwieMfv/iBOkfYXblSn1ilqoxoui0+iUjFVrZys2YM3vrwI781HdQfmUpEri0Vry0V/W61YlVwncqPGm4xls99/ti29QHatTMnkFgFAEBfYp9VMkwdvytsSSfFJFZZdo6PPHrs4NRo3tANFYhSw9mDTxzPDm9WDBzhSn2eES1tO+Sq4txwtfWl/Qb1jw1qRF1pcbm02MWtVtZ+qj6IVcWN6kvvXnFft++2UluqHBw7rNSXVsHKOtJKffnY8YPb2wdop3oCw1Y5EasAAOhX1KySYfwTd4Qt6YzhPeNjBybveOJ4fGKVsrnzarX00a2lpbWymJIazh544vi1v/mgWqrKZriybAWtqpiq/S8rmlWqyopWFTO0ciUitz786BOPnPRb07KVC2/Nv/l3fRColNDtVemU5lmq8hxcoRumbniMX98/NbZ/qq2tTR3XbE8gsQoAgD5GskqGsYN7w5a0IjOczc+MjuwZHz+yc+zA5PCe8bB7bLOd4yM7x0cWi+sXby4urZUzI7kDXz0+/9rl0s1VcZ4UvLl/So2syNoqV55pyhTvjHX93Q86mKyKs+fm3/y7lQtvhS1MkuBYZRimbm7GpJEh31841frIdc+Z7CIyOpT9tXt79O8L0TXVE0isAgCgv2lmxGnH2FaVQvFPp0+ErYrqE//4/rGDO/Izo5nhqP/WHkOLxfXL88sLhZKmycat4tyrl6xzhFW+qtaHVaidV+rzav2Eq2q9BzAnmvUaUG/qa1vfRB765te//Zf/StrWZ0Uqi1+sMoytXyx+v2MyaY9uZM9kNTqU/ccP3zUamz5Ah8q+I6FzAolVAAD0PWpWyZCbGMtNjFUKTW/q8LT3M58IW5IA02PD02PDInJrZW12eGlo99iNlz4szq1IvXiVrbcCqmmB7sqVClcV23W3sz99zu+mKFYuvLX47s/7rEhlKW5U/+qN89aJwPY0FSp6rBKRX7v3jtjGKhHJLM9XApMVsQoAgEFAskqM0YP7K++dD1sVyeK7N6ZPdKW9cFvsnhzdPTl6e2XtzS/JxvL6+q/mFj5eCghXVqCyJgdaoUv1BGYay1Znf/rcQ9/8utd39lYtrhSvXlg+92a/BiplbaP6//78XLlaaypQKU3Fqhhur3IIPt6KWAUAwIAgWSXG2MG9Sx1KVpeffWfs4I64zaho087J0a8+cFREKo8ef/G1DzKzK7dmF8uFdbENsZB6N6Bi1lsEHXuxHH7+zF+EJiuVpgoX3y5evVAtrgQv7gPFcuXHp8+tljdyGfvRypF4xio/8dxe5eY3yoJYBQDA4CBZJcb4kUNhS6KqrJQv/uTsvb//aNjCRMrlMr/x2P3q81Jh/dql+dlzN25dW1q9WbA2XKl8lXaFrqxo7lEWng2Berm0sXSrvDC3euWDAUlTlmK58m9OnyuWKyJSqenB4cqxycovViVxe5Wd5ygLYhUAAAOFZJUYex89+d7/+X+HrYpq5eLCysWFyaN9/lZsZGL47gcP3f3gZiidv750+uxHUzWtUq7VytVqpVar1MobNaNcrZZrpY2Kls/khrIj+Wx6KJvJZbK5TC6fyc4cLhdW8hOTKxfeWrn4dnlhbmPpll4uBX/rfmWPVUpouLI0Fask9turHBw9gcQqAAAGDbMBE2PpvfM/fuCrYauaMHl0pl/LVugSV6xq+O3hma+sXzDNxqr9U2Nff+hOz5tiy8xkVU8gsQoAgAHUxIYHbK+p+46FLWmOKluFrQI2BccqEanUPI73VZraW1Wu1nKZVCK2VzlotWrq4w9XllcCYlVm+Zbn9RYQqwAAiJUm3u5g23U8XF1/6cOwJYCIVxOgp0pNt+crVbDyi1U13ajqerlac3yM5XP/yaljCeoDtNvYqPzFC68GxKrajt2eNzWLWAUAQNyQrJJk18OfDFvSHMpWiCJirLLYw5U9VtV0w/7hdVcZy+f+00eOjeVznrfG3Gq58qNX3i1VPGp3meVbVKsAAOhvJKskOfj458KWNO3iT85WVrq+GwTJ1WysUlTxKpNOhUYpu+THqvcLa2V3gupgphJiFQAAcUWySpKO16ykPoE9bBUGVAuxSjdM9SEipUo1bHmDr9x/ONGxatXrL8oeq9pvBSRWAQAQW0xdT5KO77NSBmQCO5pVLFd+9OoHaxsh6UiFKId0SlNXK7qeS3vNZFcTAW13PTg9fnB63GNl7M0uFJ5/61JorGrfiQcefPq73yNWAQAQTySrhJm679jSe+fDVjXt4k/O3v/053OT+bCFGBQBRZhQjkHqFV0XEe98VTeWz33l/sMBC+JptVx5/q1LswsFz1s7GKt2zsw8/d3vnXjgwbCFAABg29ANmDDdaAgUegLRqOVYlU5pfudTqXy1xdwqWCV0e5X6W/KMVZ7zKlpuBVQdgMQqAABijmSVMIee/GLYkhYxJxDK7EKh5Vhlfe55AHlF1535KuGxqoW/pWaxsQoAgKTQTNPzLRBiau36zWcOPRK2qkW5yTw9gYMsuLctmKNUFfxrxeoMHM1nByRWeRasHHUt9xpiFQAACUKySp5nDj2ydv1m2KoWEa4GVgtpweLuAAz9tZJLp8fy2W89cs9YPmEnArf2F1XbsTt025UjWRGrAABIFroBk2ffY58OW9I6NlwNptbSguK3sSpYPpcenFglzU+zIFYBAJA4JKvkOfrUb4QtaQsbrgZNy2lBfGJVQMHKMEzDMEeHsr/16PHBiVXNIlYBAJBEJKvkOfKNJ8OWtOviT85WVsphq9APWp5XEZ1KU+pDRMbzuX/62XsHYW9Va4hVAAAkFMkqkbodrior5Xf+938gXPW31XLlJz8/95Ofn2snLeiGaf+wrjvSlGU8n/unn7t3nFjlg1gFAEBykawSqdsNgUK46ncBZzG1Q+UrR5qyEKuC7ZicIFYBAJBcJKtE6uoQCwvhql/1oAPQjVgVbHr3nv/pj/6YWAUAQHIxdT2pujp73Y457P2knROr2kGsCja9a/cP/uRPp3d5nHkFAACSgppVUvWmbCVUrvpIlzoAQxGrghGrAADoDySrpOrBVisL4aoPbEsHoBCrwhCrAADoG3QDJtj/kTkctqSTaAtMqO3qABRiVRhiFQAA/YSaVYJ1e/a6A5WrJFKlKmJVdMQqAADQGpJVgh37vW+FLekwwlWCdOS4qpYRq4IRqwAA6D90AyZbjxsCFdoC4292ofD8W5fsCcHvda75XG8HsSoYsQoAgL5EzSrZetwQqFC5irPZhcJfvHbuL35+rlCumCLWR88cmpkgVgUgVgEA0K+oWSXbtZ+98uwTvxO2qityk/mjTz00eZSDTeNitVx57uzmpAotcikq8sJw4/nc1x48cmhmImxh7BCrAABA+0hWiffsE79z7WevhK3qlsmjM0efeojOwG03u1B47mxD+1+Pw1VCOwCFWAUAADqEZJV4l/7dCy9861+Ereoitl1tr9mFwukP59zT/3qZrIhVoYhVAAD0PZJVP9iWORZ2hKtt4ZepLBHDVbRVvg7NTHztwSPEqgDEKgAABgHJqh+88K1/cenfvRC2qrsIV71k31IVIGKyklbDVXI3VonX+MQuIVYBADAgmA3YD3p/sJVbZaV86xezYavQAbMLhT//B7/Df83Gj6iaWFqnOgCTGKt6edIXsQoAgMFBzapPbG9D4OTRmf1fuos5gd12ZaHw2oXrs7dDSlUiYlWhopetpJnKFR2AUdx38tS3v/8DYhUAAAMiE7YAyXDkG09uS0Mgs9d748pC4fSF61cWCiKSCglA0fNRKxLdAdizWDW9a/e3v/+D+06eClsIAAD6B8mqT9z/nX++LcnqE795P7Gqqy7cWDpz6eaVsC1VHQlUZtijJHcGoPQ2VtEBCADAACJZ9YkDj3/uwOOf6/3BVtMn9oYtQSuuLBTOXLp54cZS2EIJS0PNCQhXye0AFGIVAADoPpJV/zj533ynx8lq+j5iVefZG/88GabVENjJTBUg0R2AQqwCAAA9QbLqH70vW00/sD9sCZpwZaHw6oXrobPURaSrmcpRtkp0qUqIVQAAoFdIVn2lx2WriSPTYUs8fHD99vH9O8NWDZbzc4vRNlNtMsIWWNJNDQesU+Eq6aUqIVYBAIAeIln1lV6WrXIT+dxEK+cCq1hFvhKR83OLb19dOD+3qL7UWkpBnqwHMgxTRFJh8wTdDu2c+NpDCS5VCbEKAAD0Fsmq3/SsbNVawcqiYtWZSzdKG7U7d+84MD0Wdo/+4QhUzQoOYJ63RclX1sl2h2cmHr1736GdCS5VCbEKAAD0HCcF96Fnn/idHoSrY//sUx0ZDHhtqfjmpZvlau3BQ7uP7ZsKW55goYEqYs3Kc1mke4pI4HcZz+e+/lCy2/8UYhUAAOg9klUfuvazV5594nfCVrXr0f/5N8KWRLW6XvnrX11aLJaXiuvH9k1/8o6ZY/vaKojFR7FcmV1Yff/67SgVqtaSVaT7KJr6H+97HJqZ+HrC2/+UYrny/xCrAABAz5Gs+lO3y1bT9+099rufClvVnCsLhVfOX7s8vyIimmjH9k0lNGKpNHXh5tLswmqxXBERUyK9ylIRkpU9VoWvVlzrHOHq0MzEZ+7a1welKhEplis/evX9wjqxCgAA9BrJqj91u2x112+fnHmwKyPXVb66slBQz0wVsY7tm963Y3RmfDjs3tvGnabsIiYrP/bEpUUsbCk+S61k1U+ZSkSK5cq/OX2uWN4QEd1o6+88GLEKAAC4kaz6VlfLVie//5XWBgNGdGWh8OybHxbWK5qmmaapkoBhmrvGh/dOjR2Zmdg7NbZrW4PWeqW2tFaeXy1dvlWYve2RphzaDFdixSFNJMos9cDbNdH6ZkuVpR6rKlL/q+5SuCJWAQAATySrvlX8eO6nn/+Pix/PhS1sWm4if/L7Xwlb1a7V9cqzv7y42RyogoQpRuPTVQWtg1NjO0aHxoeHJoZzQ5m056O1aaW0sVzaWFwrX18szq+WltbK65VawHr3XqaWk1XDQ/nnpa2sFZa5ROTwzGR/bKmy2GKVSONfdWfzFbEKAAD4IVn1sy71BM48uP+u3z4ZtqozLs+vvHrhumoOVPnKNH2fs4ZpDmXSEyNDE/ncjtGhmfHhfDYzlE3n0ulsJpVNpzPpVCatZVKpbDqVy6QrNb2qG7ph1HSzqhs13ajoerWmb9T0ckWfXy0trpVXShsrpQ3v79dNHnMmIkSm0J1ax/ZOnTyy53AflaokMFYpnQpXxCoAABCAZNXnutET2Kl569FZm6+sK4Zhapq4n7xG2PNZJY+mNispzd+jaX5T+6ybQ/klq8MzEw8f2XP33j4cat8Yq8QzWSlt5itiFQAACEay6nPdKFt1cN56Uy4vFP79Ly+u1se+GfU3ylaasJ7LEfPV1pdtxKY27ropJFDVF0XhTlaHZyY+c/f+PitSWVyxSgKSlbQRrohVAAAgFMmq/3W2bNWNeevRra5X/v0vL15uLF6pTxyZQl0PeHIHRJUoQSvCkiAqTanNV11KVv2dqcQ7VklwslKazVfEKgAAEAXJqv91tmzVvXnr0V1ZKPzioxvnbyyJiP0JrD61woX1BtozlZiO6/7RJXTzUkRNjbWIOLjCQf1R+z5TiW+skoBkpW5Qf5fRwxWxCgAARESyGggdLFt1e956U87PLf3i0g01P9DBNEXTnG+g3QnFujk4PXmWlaIEruB6VOjAQHtpK5Smacf2TX3qyN7+zlQSFKvEM1lt/ZRtF6OEK2IVAACIjmQ1EDo1gb0389abdXmh8Or5a5fnVzSvt9Vqz5X7aW69yfZ8AbhTU6SePRFNi7pS/COT4xFCk9WxfdMP3DFzbN908LL+UCxXfvTqB2sbVa8bnX9Rjq/dP5iAfEWsAgAATSFZDYqO9AT2ct56s9R8dpWvpPEttd9Ai83uwQhbc1TQcgSeKDUr8Y9kjrzUQnVroAKVslqu/OiV91fLFRFJp1Ku282G/2vk9/frGa6IVQAAoFkkqwHSfk/gvb//6OTRmbBV2+ny/MqZSzfPzS3a30abYdMC1biLVCpSVGp/21XT4ysak9UABirFHqsc6inL98fs9bfckKnt+YpYBQAAWkCyGiBt9gROHd9zzz8/FbYqLs7PLb59dcEesQzTFNH8OuuMxsJFxJQlnQhabp5x6+59U4MZqJSAWGUJ+Kk13uDdCqrCFbEKAAC0hmQ1WFoLV7nJ/NGnHop5tcqPiljn5xZlq3LlsYvJ8NlvEz1iKZ0NWrvGh/fuGLtn3/SxfX14yG90swuF59+6FByrLO4fWZRYpUzN7Ppvf0isAgAArSBZDZxmN1zlJvP3P/353GRc5gG27Pzc4rm5xbnltflCqX6t4S23bhgivodZmaap3rJH7N+zNBW1xvK5wzMTd+6e3LdjbGZ8O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+<h1 id="License">License<a class="anchor-link" href="#License">¶</a></h1><p>This notebook is part of the course <a href="https://www.francescverdugo.com/XM_40017">Programming Large Scale Parallel Systems</a> at Vrije Universiteit Amsterdam and may be used under a <a href="https://creativecommons.org/licenses/by/4.0/">CC BY 4.0</a> license.</p>
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+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span>
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diff --git a/dev/search_index.js b/dev/search_index.js
index 64f1344..0c149fd 100644
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After studying this page, you will be able to:","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Use the Julia REPL,\nRun serial and parallel code,\nInstall and manage Julia packages.","category":"page"},{"location":"getting_started_with_julia/#Why-Julia?","page":"Getting started","title":"Why Julia?","text":"","category":"section"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Courses related with high-performance computing (HPC) often use languages such as C, C++, or Fortran. We use Julia instead to make the course accessible to a wider set of students, including the ones that have no experience with  C/C++ or Fortran, but are willing to learn parallel programming. Julia is a relatively new programming language specifically designed for scientific computing. It combines a high-level syntax close to interpreted languages like Python with the performance of compiled languages like C, C++, or Fortran. Thus, Julia will allow us to write efficient parallel algorithms with a syntax that is convenient in a teaching setting. In addition, Julia provides easy access to different programming models to write distributed algorithms, which will be useful to learn and experiment with them.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"tip: Tip\nYou can run the code in this link to learn how Julia compares to other languages (C and Python) in terms of performance.","category":"page"},{"location":"getting_started_with_julia/#Installing-Julia","page":"Getting started","title":"Installing Julia","text":"","category":"section"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"This is a tutorial-like page. Follow these steps before you continue reading the document.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Download and install Julia from julialang.org;\nFollow the specific instructions for your operating system: Windows, MacOS, or Linux\nDownload and install VSCode and its Julia extension;","category":"page"},{"location":"getting_started_with_julia/#The-Julia-REPL","page":"Getting started","title":"The Julia REPL","text":"","category":"section"},{"location":"getting_started_with_julia/#Starting-Julia","page":"Getting started","title":"Starting Julia","text":"","category":"section"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"There are several ways of opening Julia depending on your operating system and your IDE, but it is usually as simple as launching the Julia app. With VSCode, open a folder (File > Open Folder). Then,  press Ctrl+Shift+P to open the command bar, and execute Julia: Start REPL. If this does not work, make sure you have the Julia extension for VSCode installed. Independently of the method you use, opening Julia results in a window with some text ending with:","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"julia>","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"You have just opened the Julia read-evaluate-print loop, or simply the Julia REPL. Congrats! You will spend most of time using the REPL, when working in Julia. The REPL is a console waiting for user input. Just as in other consoles, the string of text right before the input area (julia> in the case) is called the command prompt or simply the prompt.","category":"page"},{"location":"getting_started_with_julia/#Basic-usage","page":"Getting started","title":"Basic usage","text":"","category":"section"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"The usage of the REPL is as follows:","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"You write some input\npress enter\nyou get the output","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"For instance, try this","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"julia> 1 + 1","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"A \"Hello world\" example looks like this in Julia","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"julia> println(\"Hello, world!\")","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Try to run it in the REPL.","category":"page"},{"location":"getting_started_with_julia/#Help-mode","page":"Getting started","title":"Help mode","text":"","category":"section"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Curious about what the function println does? Enter into help mode to look into the documentation. This is done by typing a question mark (?) into the input field:","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"julia> ?","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"After typing ?, the command prompt changes to help?>. It means we are in help mode. Now, we can type a function name to see its documentation.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"help?> println","category":"page"},{"location":"getting_started_with_julia/#Package-and-shell-modes","page":"Getting started","title":"Package and shell modes","text":"","category":"section"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"The REPL comes with two more modes, namely package and shell modes. To enter package mode type","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"julia> ]","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Package mode is used to install and manage packages. We are going to discuss the package mode in greater detail later. To return back to normal mode press the backspace key several times.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"To enter shell mode type semicolon (;)","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"julia> ;","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"The prompt should have changed to shell> indicating that we are in shell mode. Now you can type commands that you would normally do on your system command line. For instance,","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"shell> ls","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"will display the contents of the current folder in Mac or Linux. Using shell mode in Windows is not straightforward, and thus not recommended for beginners.","category":"page"},{"location":"getting_started_with_julia/#Running-Julia-code","page":"Getting started","title":"Running Julia code","text":"","category":"section"},{"location":"getting_started_with_julia/#Running-more-complex-code","page":"Getting started","title":"Running more complex code","text":"","category":"section"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Real-world Julia programs are not typed in the REPL in practice. They are written in one or more files and included in the REPL. To try this, create a new file called hello.jl, write the code of the \"Hello world\" example above, and save it. If you are using VSCode, you can create the file using File > New File > Julia File. Once the file is saved with the name hello.jl, execute it as follows","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"julia> include(\"hello.jl\")","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"warning: Warning\nMake sure that the file \"hello.jl\" is located in the current working directory of your Julia session. You can query the current directory with function pwd(). You can change to another directory with function cd() if needed.  Also, make sure that the file extension is .jl.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"The recommended way of running Julia code is using the REPL as we did. But it is also possible to run code directly from the system command line. To this end, open a terminal and call Julia followed by the path to the file containing the code you want to execute.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"$ julia hello.jl","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"The previous line assumes that you have Julia properly installed in the system and that it's usable from the terminal. In UNIX systems (Linux and Mac), the Julia binary needs to be in one of the directories listed in the PATH environment variable. To check that Julia is properly installed, you can use","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"$ julia --version","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"If this runs without error and you see a version number, you are good to go!","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"note: Note\nIn this tutorial, when a code snipped starts with $, it should be run in the terminal. Otherwise, the code is to be run in the Julia REPL.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"tip: Tip\nAvoid calling Julia code from the terminal, use the Julia REPL instead! Each time you call Julia from the terminal, you start a fresh Julia session and Julia will need to compile your code from scratch. This can be time consuming for large projects. In contrast, if you execute code in the REPL, Julia will compile code incrementally, which is much faster. Running code in a cluster (like in DAS-5 for the Julia assignment) is among the few situations you need to run Julia code from the terminal.","category":"page"},{"location":"getting_started_with_julia/#Running-parallel-code","page":"Getting started","title":"Running parallel code","text":"","category":"section"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Since we are in a parallel computing course, let's run a parallel \"Hello world\" example in Julia. Open a Julia REPL and write","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"julia> using Distributed\njulia> @everywhere println(\"Hello, world! I am proc $(myid()) from $(nprocs())\")","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Here, we are using the Distributed package, which is part of the Julia standard library that provides distributed memory parallel support. The code prints the process id and the number of processes in the current Julia session.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"You will probably only see output from 1 process. We need to add more processes to run the example in parallel. This is done with the addprocs function.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"julia> addprocs(3)","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"We have added 3 new processes. Plus the old one, we have 4 processes. Run the code again.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"julia> @everywhere println(\"Hello, world! I am proc $(myid()) from $(nprocs())\")","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Now, you should see output from 4 processes.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"It is possible to specify the number of processes when starting Julia from the terminal with the -p argument (useful, e.g., when running in a cluster).  If you launch Julia from the terminal as","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"$ julia -p 3","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"and then run","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"julia> @everywhere println(\"Hello, world! I am proc $(myid()) from $(nprocs())\")","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"You should get output from 4 processes as before.","category":"page"},{"location":"getting_started_with_julia/#Installing-packages","page":"Getting started","title":"Installing packages","text":"","category":"section"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"One of the most useful features of Julia is its package manager. It allows one to install Julia packages in a straightforward and platform independent way. To illustrate this, let us consider the following parallel \"Hello world\" example. This example uses the Message Passing Interface (MPI). We will learn more about MPI later in the course.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Copy the following block of code into a new file named \"hello_mpi.jl\"","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"# file hello_mpi.jl\nusing MPI\nMPI.Init()\ncomm = MPI.COMM_WORLD\nrank = MPI.Comm_rank(comm)\nnranks = MPI.Comm_size(comm)\nprintln(\"Hello world, I am rank $rank of $nranks\")","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"As you can see from this example, one can access MPI from Julia in a clean way, without type annotations and other complexities of C/C++ code.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Now, run the file from the REPL","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"julia> include(\"hello_mpi.jl\")","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"It probably didn't work, right? Read the error message and note that the MPI package needs to be installed to run this code.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"To install a package, we need to enter package mode. Remember that we entered into help mode by typing ?. Package mode is activated by typing ] : ","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"julia> ]","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"At this point, the prompt should have changed to (@v1.8) pkg> indicating that we are in package mode. The text between the parentheses indicates which is the active project, i.e., where packages are going to be installed. In this case, we are working with the global project associated with our Julia installation (which is Julia 1.8 in this example, but it can be another version in your case).","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"To install the MPI package, type","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"(@v1.8) pkg> add MPI","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Congrats, you have installed MPI!","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"note: Note\nMany Julia package names end with .jl. This is just a way of signaling that a package is written in Julia. When using such packages, the .jl needs to be omitted. In this case, we have installed the MPI.jl package even though we have only typed MPI in the REPL.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"note: Note\nThe package you have installed is the Julia interface to MPI, called  MPI.jl. Note that it is not a MPI library by itself. It is just a thin wrapper between MPI and Julia. To use this interface, you need an actual MPI library installed in your system such as OpenMPI or MPICH. Julia downloads and installs a MPI library for you, but it is also possible to use a MPI library already available in your system. This is useful, e.g., when running on HPC clusters. See the documentation of MPI.jl for further details.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"To check that the package was installed properly, exit package mode by pressing the backspace key several times, and run it again","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"julia> include(\"hello_mpi.jl\")","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Now, it should work, but you probably get output from a single MPI rank only.","category":"page"},{"location":"getting_started_with_julia/#Running-MPI-code","page":"Getting started","title":"Running MPI code","text":"","category":"section"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"To run MPI applications in parallel, you need a launcher like mpiexec. MPI codes written in Julia are not an exception to this rule. From the system terminal, you can run","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"$ mpiexec -np 4 julia hello_mpi.jl","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"But it will probably not work since the version of mpiexec needs to match with the MPI version we are using from Julia. Don't worry if you could not make it work! A more elegant way to run MPI code is from the Julia REPL directly, by using these commands:","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"julia> using MPI\njulia> mpiexec(cmd->run(`$cmd -np 4 julia hello_mpi.jl`))","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Now, you should see output from 4 ranks.","category":"page"},{"location":"getting_started_with_julia/#Package-manager","page":"Getting started","title":"Package manager","text":"","category":"section"},{"location":"getting_started_with_julia/#Installing-packages-locally","page":"Getting started","title":"Installing packages locally","text":"","category":"section"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"We have installed the MPI package globally and it will be available in all Julia sessions. However, in some situations, we want to work with different versions of the same package or to install packages in an isolated way to avoid potential conflicts with other packages. This can be done by using local projects.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"A project is simply a folder in the hard disk. To use a particular folder as your project, you need to activate it. This is done by entering package mode and using the activate command followed by the path to the folder you want to activate.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"(@v1.8) pkg> activate .","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"The previous command will activate the current working directory. Note that the dot . is indeed the path to the current folder.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"The prompt has changed to (lessons) pkg> indicating that we are in the project within the lessons folder. The particular folder name can be different in your case.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"tip: Tip\nYou can activate a project directly when opening Julia from the terminal using the --project flag. The command $ julia --project=. will open Julia and activate a project in the current directory. You can also achieve the same effect by setting the environment variable  JULIA_PROJECT with the path of the folder you want to activate.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"note: Note\nThe active project folder and the current working directory are two independent concepts! For instance,  (@v1.8) pkg> activate folderB and then julia> cd(\"folderA\"), will activate the project in folderB and change the current working directory to folderA.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"At this point all package-related operations will be local to the new project. For instance, install the DataFrames package.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"(lessons) pkg> add DataFrames","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Use the package to check that it is installed","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"julia> using DataFrames\njulia> DataFrame(a=[1,2],b=[3,4])","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Now, we can return to the global project to check that DataFrames has not been installed there. To return to the global environment, use activate without a folder name.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"(lessons) pkg> activate","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"The prompt is again (@v1.8) pkg>","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Now, try to use DataFrames.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"julia> using DataFrames\njulia> DataFrame(a=[1,2],b=[3,4])","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"You should get an error or a warning unless you already had DataFrames installed globally.","category":"page"},{"location":"getting_started_with_julia/#Project-and-Manifest-files","page":"Getting started","title":"Project and Manifest files","text":"","category":"section"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"The information about a project is stored in two files Project.toml and Manifest.toml.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Project.toml contains the packages explicitly installed (the direct dependencies)\nManifest.toml contains direct and indirect dependencies along with the concrete version of each package.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"In other words, Project.toml contains the packages relevant for the user, whereas Manifest.toml is the detailed snapshot of all dependencies. The Manifest.toml can be used to reproduce the same environment in another machine.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"You can see the path to the current Project.toml file by using the status operator (or st in its short form) while in package mode","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"(@v1.8) pkg> status","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"The information about the Manifest.toml can be inspected by passing the -m flag.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"(@v1.8) pkg> status -m","category":"page"},{"location":"getting_started_with_julia/#Installing-packages-from-a-project-file","page":"Getting started","title":"Installing packages from a project file","text":"","category":"section"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Project files can be used to install lists of packages defined by others. E.g., to install all the dependencies of a Julia application.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Assume that a colleague has sent to you a Project.toml file with this content:","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"[deps]\nBenchmarkTools = \"6e4b80f9-dd63-53aa-95a3-0cdb28fa8baf\"\nDataFrames = \"a93c6f00-e57d-5684-b7b6-d8193f3e46c0\"\nMPI = \"da04e1cc-30fd-572f-bb4f-1f8673147195\"","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Copy the contents of previous code block into a file called  Project.toml and place it in an empty folder named newproject. It is important that the file is named Project.toml. You can create a new folder from the REPL with","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"julia> mkdir(\"newproject\")","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"To install all the packages registered in this file you need to activate the folder containing your Project.toml file","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"(@v1.8) pkg> activate newproject","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"and then instantiating it","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"(newproject) pkg> instantiate","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"The instantiate command will download and install all listed packages and their dependencies in just one click.","category":"page"},{"location":"getting_started_with_julia/#Getting-help-in-package-mode","page":"Getting started","title":"Getting help in package mode","text":"","category":"section"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"You can get help about a particular package operator by writing help in front of it","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"(@v1.8) pkg> help activate","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"You can get an overview of all package commands by typing help alone","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"(@v1.8) pkg> help","category":"page"},{"location":"getting_started_with_julia/#Package-operations-in-Julia-code","page":"Getting started","title":"Package operations in Julia code","text":"","category":"section"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"In some situations it is required to use package commands in Julia code, e.g., to automatize installation and deployment of Julia applications. This can be done using the Pkg package. For instance","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"julia> using Pkg\njulia> Pkg.status()","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"is equivalent to calling status in package mode.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"(@v1.8) pkg> status","category":"page"},{"location":"getting_started_with_julia/#Conclusion","page":"Getting started","title":"Conclusion","text":"","category":"section"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"We have learned the basics of how to work with Julia. If you want to further dig into the topics we have covered here, you can take a look at the following links:","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Julia Manual\nPackage manager","category":"page"},{"location":"tsp/","page":"Traveling salesperson problem","title":"Traveling salesperson problem","text":"EditURL = \"https://github.com/fverdugo/XM_40017/blob/main/notebooks/tsp.ipynb\"","category":"page"},{"location":"tsp/","page":"Traveling salesperson problem","title":"Traveling salesperson problem","text":"<div class=\"admonition is-success\">\n    <header class=\"admonition-header\">Tip</header>\n    <div class=\"admonition-body\">\n        <ul>\n            <li>\n                Download this notebook and run it locally on your machine [recommended]. Click <a href=\"https://www.francescverdugo.com/XM_40017/dev/tsp.ipynb\" download>here</a>.\n            </li>\n        </ul>\n    </div>\n</div>","category":"page"},{"location":"tsp/","page":"Traveling salesperson problem","title":"Traveling salesperson problem","text":"<iframe id=\"notebook\" src=\"../tsp_src/\" style=\"width:100%\"></iframe>\n<script>\n  document.addEventListener('DOMContentLoaded', function(){\n    var myIframe = document.getElementById(\"notebook\");\n    iFrameResize({log:true}, myIframe);\t\n});\n</script>","category":"page"},{"location":"jacobi_2D/","page":"-","title":"-","text":"EditURL = \"https://github.com/fverdugo/XM_40017/blob/main/notebooks/jacobi_2D.ipynb\"","category":"page"},{"location":"jacobi_2D/","page":"-","title":"-","text":"<div class=\"admonition is-success\">\n    <header class=\"admonition-header\">Tip</header>\n    <div class=\"admonition-body\">\n        <ul>\n            <li>\n                Download this notebook and run it locally on your machine [recommended]. Click <a href=\"https://www.francescverdugo.com/XM_40017/dev/jacobi_2D.ipynb\" download>here</a>.\n            </li>\n        </ul>\n    </div>\n</div>","category":"page"},{"location":"jacobi_2D/","page":"-","title":"-","text":"<iframe id=\"notebook\" src=\"../jacobi_2D_src/\" style=\"width:100%\"></iframe>\n<script>\n  document.addEventListener('DOMContentLoaded', function(){\n    var myIframe = document.getElementById(\"notebook\");\n    iFrameResize({log:true}, myIframe);\t\n});\n</script>","category":"page"},{"location":"julia_async/","page":"Asynchronous programming in Julia","title":"Asynchronous programming in Julia","text":"EditURL = \"https://github.com/fverdugo/XM_40017/blob/main/notebooks/julia_async.ipynb\"","category":"page"},{"location":"julia_async/","page":"Asynchronous programming in Julia","title":"Asynchronous programming in Julia","text":"<div class=\"admonition is-success\">\n    <header class=\"admonition-header\">Tip</header>\n    <div class=\"admonition-body\">\n        <ul>\n            <li>\n                Download this notebook and run it locally on your machine [recommended]. Click <a href=\"https://www.francescverdugo.com/XM_40017/dev/julia_async.ipynb\" download>here</a>.\n            </li>\n        </ul>\n    </div>\n</div>","category":"page"},{"location":"julia_async/","page":"Asynchronous programming in Julia","title":"Asynchronous programming in Julia","text":"<iframe id=\"notebook\" src=\"../julia_async_src/\" style=\"width:100%\"></iframe>\n<script>\n  document.addEventListener('DOMContentLoaded', function(){\n    var myIframe = document.getElementById(\"notebook\");\n    iFrameResize({log:true}, myIframe);\t\n});\n</script>","category":"page"},{"location":"solutions/","page":"-","title":"-","text":"EditURL = \"https://github.com/fverdugo/XM_40017/blob/main/notebooks/solutions.ipynb\"","category":"page"},{"location":"solutions/","page":"-","title":"-","text":"<div class=\"admonition is-success\">\n    <header class=\"admonition-header\">Tip</header>\n    <div class=\"admonition-body\">\n        <ul>\n            <li>\n                Download this notebook and run it locally on your machine [recommended]. Click <a href=\"https://www.francescverdugo.com/XM_40017/dev/solutions.ipynb\" download>here</a>.\n            </li>\n        </ul>\n    </div>\n</div>","category":"page"},{"location":"solutions/","page":"-","title":"-","text":"<iframe id=\"notebook\" src=\"../solutions_src/\" style=\"width:100%\"></iframe>\n<script>\n  document.addEventListener('DOMContentLoaded', function(){\n    var myIframe = document.getElementById(\"notebook\");\n    iFrameResize({log:true}, myIframe);\t\n});\n</script>","category":"page"},{"location":"pdes/","page":"Partial differential equations","title":"Partial differential equations","text":"EditURL = \"https://github.com/fverdugo/XM_40017/blob/main/notebooks/pdes.ipynb\"","category":"page"},{"location":"pdes/","page":"Partial differential equations","title":"Partial differential equations","text":"<div class=\"admonition is-success\">\n    <header class=\"admonition-header\">Tip</header>\n    <div class=\"admonition-body\">\n        <ul>\n            <li>\n                Download this notebook and run it locally on your machine [recommended]. Click <a href=\"https://www.francescverdugo.com/XM_40017/dev/pdes.ipynb\" download>here</a>.\n            </li>\n        </ul>\n    </div>\n</div>","category":"page"},{"location":"pdes/","page":"Partial differential equations","title":"Partial differential equations","text":"<iframe id=\"notebook\" src=\"../pdes_src/\" style=\"width:100%\"></iframe>\n<script>\n  document.addEventListener('DOMContentLoaded', function(){\n    var myIframe = document.getElementById(\"notebook\");\n    iFrameResize({log:true}, myIframe);\t\n});\n</script>","category":"page"},{"location":"LEQ/","page":"Gaussian elimination","title":"Gaussian elimination","text":"EditURL = \"https://github.com/fverdugo/XM_40017/blob/main/notebooks/LEQ.ipynb\"","category":"page"},{"location":"LEQ/","page":"Gaussian elimination","title":"Gaussian elimination","text":"<div class=\"admonition is-success\">\n    <header class=\"admonition-header\">Tip</header>\n    <div class=\"admonition-body\">\n        <ul>\n            <li>\n                Download this notebook and run it locally on your machine [recommended]. Click <a href=\"https://www.francescverdugo.com/XM_40017/dev/LEQ.ipynb\" download>here</a>.\n            </li>\n        </ul>\n    </div>\n</div>","category":"page"},{"location":"LEQ/","page":"Gaussian elimination","title":"Gaussian elimination","text":"<iframe id=\"notebook\" src=\"../LEQ_src/\" style=\"width:100%\"></iframe>\n<script>\n  document.addEventListener('DOMContentLoaded', function(){\n    var myIframe = document.getElementById(\"notebook\");\n    iFrameResize({log:true}, myIframe);\t\n});\n</script>","category":"page"},{"location":"julia_distributed/","page":"Distributed computing in Julia","title":"Distributed computing in Julia","text":"EditURL = \"https://github.com/fverdugo/XM_40017/blob/main/notebooks/julia_distributed.ipynb\"","category":"page"},{"location":"julia_distributed/","page":"Distributed computing in Julia","title":"Distributed computing in Julia","text":"<div class=\"admonition is-success\">\n    <header class=\"admonition-header\">Tip</header>\n    <div class=\"admonition-body\">\n        <ul>\n            <li>\n                Download this notebook and run it locally on your machine [recommended]. Click <a href=\"https://www.francescverdugo.com/XM_40017/dev/julia_distributed.ipynb\" download>here</a>.\n            </li>\n        </ul>\n    </div>\n</div>","category":"page"},{"location":"julia_distributed/","page":"Distributed computing in Julia","title":"Distributed computing in Julia","text":"<iframe id=\"notebook\" src=\"../julia_distributed_src/\" style=\"width:100%\"></iframe>\n<script>\n  document.addEventListener('DOMContentLoaded', function(){\n    var myIframe = document.getElementById(\"notebook\");\n    iFrameResize({log:true}, myIframe);\t\n});\n</script>","category":"page"},{"location":"julia_jacobi/","page":"-","title":"-","text":"EditURL = \"https://github.com/fverdugo/XM_40017/blob/main/notebooks/julia_jacobi.ipynb\"","category":"page"},{"location":"julia_jacobi/","page":"-","title":"-","text":"<div class=\"admonition is-success\">\n    <header class=\"admonition-header\">Tip</header>\n    <div class=\"admonition-body\">\n        <ul>\n            <li>\n                Download this notebook and run it locally on your machine [recommended]. Click <a href=\"https://www.francescverdugo.com/XM_40017/dev/julia_jacobi.ipynb\" download>here</a>.\n            </li>\n        </ul>\n    </div>\n</div>","category":"page"},{"location":"julia_jacobi/","page":"-","title":"-","text":"<iframe id=\"notebook\" src=\"../julia_jacobi_src/\" style=\"width:100%\"></iframe>\n<script>\n  document.addEventListener('DOMContentLoaded', function(){\n    var myIframe = document.getElementById(\"notebook\");\n    iFrameResize({log:true}, myIframe);\t\n});\n</script>","category":"page"},{"location":"julia_tutorial/","page":"-","title":"-","text":"EditURL = \"https://github.com/fverdugo/XM_40017/blob/main/notebooks/julia_tutorial.ipynb\"","category":"page"},{"location":"julia_tutorial/","page":"-","title":"-","text":"<div class=\"admonition is-success\">\n    <header class=\"admonition-header\">Tip</header>\n    <div class=\"admonition-body\">\n        <ul>\n            <li>\n                Download this notebook and run it locally on your machine [recommended]. Click <a href=\"https://www.francescverdugo.com/XM_40017/dev/julia_tutorial.ipynb\" download>here</a>.\n            </li>\n        </ul>\n    </div>\n</div>","category":"page"},{"location":"julia_tutorial/","page":"-","title":"-","text":"<iframe id=\"notebook\" src=\"../julia_tutorial_src/\" style=\"width:100%\"></iframe>\n<script>\n  document.addEventListener('DOMContentLoaded', function(){\n    var myIframe = document.getElementById(\"notebook\");\n    iFrameResize({log:true}, myIframe);\t\n});\n</script>","category":"page"},{"location":"mpi_tutorial/","page":"Distributed computing with MPI","title":"Distributed computing with MPI","text":"EditURL = \"https://github.com/fverdugo/XM_40017/blob/main/notebooks/mpi_tutorial.ipynb\"","category":"page"},{"location":"mpi_tutorial/","page":"Distributed computing with MPI","title":"Distributed computing with MPI","text":"<div class=\"admonition is-success\">\n    <header class=\"admonition-header\">Tip</header>\n    <div class=\"admonition-body\">\n        <ul>\n            <li>\n                Download this notebook and run it locally on your machine [recommended]. Click <a href=\"https://www.francescverdugo.com/XM_40017/dev/mpi_tutorial.ipynb\" download>here</a>.\n            </li>\n        </ul>\n    </div>\n</div>","category":"page"},{"location":"mpi_tutorial/","page":"Distributed computing with MPI","title":"Distributed computing with MPI","text":"<iframe id=\"notebook\" src=\"../mpi_tutorial_src/\" style=\"width:100%\"></iframe>\n<script>\n  document.addEventListener('DOMContentLoaded', function(){\n    var myIframe = document.getElementById(\"notebook\");\n    iFrameResize({log:true}, myIframe);\t\n});\n</script>","category":"page"},{"location":"notebook-hello/","page":"-","title":"-","text":"EditURL = \"https://github.com/fverdugo/XM_40017/blob/main/notebooks/notebook-hello.ipynb\"","category":"page"},{"location":"notebook-hello/","page":"-","title":"-","text":"<div class=\"admonition is-success\">\n    <header class=\"admonition-header\">Tip</header>\n    <div class=\"admonition-body\">\n        <ul>\n            <li>\n                Download this notebook and run it locally on your machine [recommended]. Click <a href=\"https://www.francescverdugo.com/XM_40017/dev/notebook-hello.ipynb\" download>here</a>.\n            </li>\n        </ul>\n    </div>\n</div>","category":"page"},{"location":"notebook-hello/","page":"-","title":"-","text":"<iframe id=\"notebook\" src=\"../notebook-hello_src/\" style=\"width:100%\"></iframe>\n<script>\n  document.addEventListener('DOMContentLoaded', function(){\n    var myIframe = document.getElementById(\"notebook\");\n    iFrameResize({log:true}, myIframe);\t\n});\n</script>","category":"page"},{"location":"julia_intro/","page":"-","title":"-","text":"EditURL = \"https://github.com/fverdugo/XM_40017/blob/main/notebooks/julia_intro.ipynb\"","category":"page"},{"location":"julia_intro/","page":"-","title":"-","text":"<div class=\"admonition is-success\">\n    <header class=\"admonition-header\">Tip</header>\n    <div class=\"admonition-body\">\n        <ul>\n            <li>\n                Download this notebook and run it locally on your machine [recommended]. Click <a href=\"https://www.francescverdugo.com/XM_40017/dev/julia_intro.ipynb\" download>here</a>.\n            </li>\n        </ul>\n    </div>\n</div>","category":"page"},{"location":"julia_intro/","page":"-","title":"-","text":"<iframe id=\"notebook\" src=\"../julia_intro_src/\" style=\"width:100%\"></iframe>\n<script>\n  document.addEventListener('DOMContentLoaded', function(){\n    var myIframe = document.getElementById(\"notebook\");\n    iFrameResize({log:true}, myIframe);\t\n});\n</script>","category":"page"},{"location":"jacobi_method/","page":"Jacobi method","title":"Jacobi method","text":"EditURL = \"https://github.com/fverdugo/XM_40017/blob/main/notebooks/jacobi_method.ipynb\"","category":"page"},{"location":"jacobi_method/","page":"Jacobi method","title":"Jacobi method","text":"<div class=\"admonition is-success\">\n    <header class=\"admonition-header\">Tip</header>\n    <div class=\"admonition-body\">\n        <ul>\n            <li>\n                Download this notebook and run it locally on your machine [recommended]. Click <a href=\"https://www.francescverdugo.com/XM_40017/dev/jacobi_method.ipynb\" download>here</a>.\n            </li>\n        </ul>\n    </div>\n</div>","category":"page"},{"location":"jacobi_method/","page":"Jacobi method","title":"Jacobi method","text":"<iframe id=\"notebook\" src=\"../jacobi_method_src/\" style=\"width:100%\"></iframe>\n<script>\n  document.addEventListener('DOMContentLoaded', function(){\n    var myIframe = document.getElementById(\"notebook\");\n    iFrameResize({log:true}, myIframe);\t\n});\n</script>","category":"page"},{"location":"solutions_for_all_notebooks/#Solutions","page":"Solutions","title":"Solutions","text":"","category":"section"},{"location":"solutions_for_all_notebooks/#Julia-Basics","page":"Solutions","title":"Julia Basics","text":"","category":"section"},{"location":"solutions_for_all_notebooks/#NB1-Q1","page":"Solutions","title":"NB1-Q1","text":"","category":"section"},{"location":"solutions_for_all_notebooks/","page":"Solutions","title":"Solutions","text":"In the first, line we assign a variable to a value. In the second line, we assign another variable to the same value. Thus,we have 2 variables associated with the same value. In line 3, we associate y to a new value (re-assignment). Thus, we have 2 variables associated with 2 different values. Variable x is still associated with its original value. Thus, the value at the final line is x=1.","category":"page"},{"location":"solutions_for_all_notebooks/#NB1-Q2","page":"Solutions","title":"NB1-Q2","text":"","category":"section"},{"location":"solutions_for_all_notebooks/","page":"Solutions","title":"Solutions","text":"It will be 1 for very similar reasons as in the previous questions: we are reassigning a local variable, not the global variable defined outside the function.","category":"page"},{"location":"solutions_for_all_notebooks/#NB1-Q3","page":"Solutions","title":"NB1-Q3","text":"","category":"section"},{"location":"solutions_for_all_notebooks/","page":"Solutions","title":"Solutions","text":"It will be 6. In the returned function f2, x is equal to 2. Thus, when calling f2(3) we compute 2*3.","category":"page"},{"location":"solutions_for_all_notebooks/#Exercise-1","page":"Solutions","title":"Exercise 1","text":"","category":"section"},{"location":"solutions_for_all_notebooks/","page":"Solutions","title":"Solutions","text":"function ex1(a)\n    j = 1\n    m = a[j]\n    for (i,ai) in enumerate(a)\n        if m < ai\n            m = ai\n            j = i\n        end\n    end\n    (m,j)\nend","category":"page"},{"location":"solutions_for_all_notebooks/#Exercise-2","page":"Solutions","title":"Exercise 2","text":"","category":"section"},{"location":"solutions_for_all_notebooks/","page":"Solutions","title":"Solutions","text":"ex2(f,g) = x -> f(x) + g(x)","category":"page"},{"location":"solutions_for_all_notebooks/#Exercise-3","page":"Solutions","title":"Exercise 3","text":"","category":"section"},{"location":"solutions_for_all_notebooks/","page":"Solutions","title":"Solutions","text":"using GLMakie\nmax_iters = 100\nn = 1000\nx = LinRange(-1.7,0.7,n)\ny = LinRange(-1.2,1.2,n)\nheatmap(x,y,(i,j)->mandel(i,j,max_iters))","category":"page"},{"location":"solutions_for_all_notebooks/#Asynchronous-programming-in-Julia","page":"Solutions","title":"Asynchronous programming in Julia","text":"","category":"section"},{"location":"solutions_for_all_notebooks/#NB2-Q1","page":"Solutions","title":"NB2-Q1","text":"","category":"section"},{"location":"solutions_for_all_notebooks/","page":"Solutions","title":"Solutions","text":"Evaluating compute_π(100_000_000) takes about 0.25 seconds. Thus, the loop would take about 2.5 seconds since we are calling the function 10 times.","category":"page"},{"location":"solutions_for_all_notebooks/#NB2-Q2","page":"Solutions","title":"NB2-Q2","text":"","category":"section"},{"location":"solutions_for_all_notebooks/","page":"Solutions","title":"Solutions","text":"The time in doing the loop will be almost zero since the loop just schedules 10 tasks, which should be very fast.","category":"page"},{"location":"solutions_for_all_notebooks/#NB2-Q3","page":"Solutions","title":"NB2-Q3","text":"","category":"section"},{"location":"solutions_for_all_notebooks/","page":"Solutions","title":"Solutions","text":"It will take 2.5 seconds, like in question 1. The @sync macro forces to wait for all tasks we have generated with the @async macro. Since we have created 10 tasks and each of them takes about 0.25 seconds, the total time will be about 2.5 seconds.","category":"page"},{"location":"solutions_for_all_notebooks/#NB2-Q4","page":"Solutions","title":"NB2-Q4","text":"","category":"section"},{"location":"solutions_for_all_notebooks/","page":"Solutions","title":"Solutions","text":"It will take about 3 seconds. The channel has buffer size 4, thus the call to put!will not block. The call to take! will not block neither since there is a value stored in the channel. The taken value is 3 and therefore we will wait for 3 seconds. ","category":"page"},{"location":"solutions_for_all_notebooks/#NB2-Q5","page":"Solutions","title":"NB2-Q5","text":"","category":"section"},{"location":"solutions_for_all_notebooks/","page":"Solutions","title":"Solutions","text":"The channel is not buffered and therefore the call to put! will block. The cell will run forever, since there is no other task that calls take! on this channel. ","category":"page"},{"location":"solutions_for_all_notebooks/#Distributed-computing-in-Julia","page":"Solutions","title":"Distributed computing in Julia","text":"","category":"section"},{"location":"solutions_for_all_notebooks/#NB3-Q1","page":"Solutions","title":"NB3-Q1","text":"","category":"section"},{"location":"solutions_for_all_notebooks/","page":"Solutions","title":"Solutions","text":"We send the matrix (16 entries) and then we receive back the result (1 extra integer). Thus, the total number of transferred integers in 17.","category":"page"},{"location":"solutions_for_all_notebooks/#NB3-Q2","page":"Solutions","title":"NB3-Q2","text":"","category":"section"},{"location":"solutions_for_all_notebooks/","page":"Solutions","title":"Solutions","text":"Even though we only use a single entry of the matrix in the remote worker, the entire matrix is captured and sent to the worker. Thus, we will transfer 17 integers like in Question 1.","category":"page"},{"location":"solutions_for_all_notebooks/#NB3-Q3","page":"Solutions","title":"NB3-Q3","text":"","category":"section"},{"location":"solutions_for_all_notebooks/","page":"Solutions","title":"Solutions","text":"The value of x will still be zero since the worker receives a copy of the matrix and it modifies this copy, not the original one.","category":"page"},{"location":"solutions_for_all_notebooks/#NB3-Q4","page":"Solutions","title":"NB3-Q4","text":"","category":"section"},{"location":"solutions_for_all_notebooks/","page":"Solutions","title":"Solutions","text":"In this case, the code a[2]=2 is executed in the main process. Since the matrix is already in the main process, it is not needed to create and send a copy of it. Thus, the code modifies the original matrix and the value of x will be 2. ","category":"page"},{"location":"solutions_for_all_notebooks/#Distributed-computing-with-MPI","page":"Solutions","title":"Distributed computing with MPI","text":"","category":"section"},{"location":"solutions_for_all_notebooks/#Exercise-1-2","page":"Solutions","title":"Exercise 1","text":"","category":"section"},{"location":"solutions_for_all_notebooks/","page":"Solutions","title":"Solutions","text":"using MPI\nMPI.Init()\ncomm = MPI.Comm_dup(MPI.COMM_WORLD)\nrank = MPI.Comm_rank(comm)\nnranks = MPI.Comm_size(comm)\nbuffer = Ref(0)\nif rank == 0\n    msg = 2\n    buffer[] = msg\n    println(\"msg = $(buffer[])\")\n    MPI.Send(buffer,comm;dest=rank+1,tag=0)\n    MPI.Recv!(buffer,comm;source=nranks-1,tag=0)\n    println(\"msg = $(buffer[])\")\nelse\n    dest = if (rank != nranks-1)\n        rank+1\n    else\n        0\n    end\n    MPI.Recv!(buffer,comm;source=rank-1,tag=0)\n    buffer[] += 1\n    println(\"msg = $(buffer[])\")\n    MPI.Send(buffer,comm;dest,tag=0)\nend","category":"page"},{"location":"solutions_for_all_notebooks/#Exercise-2-2","page":"Solutions","title":"Exercise 2","text":"","category":"section"},{"location":"solutions_for_all_notebooks/","page":"Solutions","title":"Solutions","text":"f = () -> Channel{Int}(1)\nchnls = [ RemoteChannel(f,w) for w in workers() ]\n@sync for (iw,w) in enumerate(workers())\n    @spawnat w begin\n        chnl_snd = chnls[iw]\n        if w == 2\n            chnl_rcv = chnls[end]\n            msg = 2\n            println(\"msg = $msg\")\n            put!(chnl_snd,msg)\n            msg = take!(chnl_rcv)\n            println(\"msg = $msg\")\n        else\n           chnl_rcv = chnls[iw-1]\n           msg = take!(chnl_rcv)\n           msg += 1\n           println(\"msg = $msg\")\n           put!(chnl_snd,msg)\n        end\n    end\nend","category":"page"},{"location":"solutions_for_all_notebooks/","page":"Solutions","title":"Solutions","text":"This is another possible solution.","category":"page"},{"location":"solutions_for_all_notebooks/","page":"Solutions","title":"Solutions","text":"@everywhere function work(msg)\n    println(\"msg = $msg\")\n    if myid() != nprocs()\n        next = myid() + 1\n        @fetchfrom next work(msg+1)\n    else\n        @fetchfrom 2 println(\"msg = $msg\")\n    end\nend\nmsg = 2\n@fetchfrom 2 work(msg)","category":"page"},{"location":"solutions_for_all_notebooks/#Matrix-matrix-multiplication","page":"Solutions","title":"Matrix-matrix multiplication","text":"","category":"section"},{"location":"solutions_for_all_notebooks/#Exercise-1-3","page":"Solutions","title":"Exercise 1","text":"","category":"section"},{"location":"solutions_for_all_notebooks/","page":"Solutions","title":"Solutions","text":"function matmul_dist_3!(C,A,B)\n    m = size(C,1)\n    n = size(C,2)\n    l = size(A,2)\n    @assert size(A,1) == m\n    @assert size(B,2) == n\n    @assert size(B,1) == l\n    @assert mod(m,nworkers()) == 0\n    nrows_w = div(m,nworkers())\n    @sync for (iw,w) in enumerate(workers())\n        lb = 1 + (iw-1)*nrows_w\n        ub = iw*nrows_w\n        A_w = A[lb:ub,:]\n        ftr = @spawnat w begin\n             C_w = similar(A_w)\n             matmul_seq!(C_w,A_w,B)\n             C_w\n        end\n        @async C[lb:ub,:] = fetch(ftr)\n    end\n    C\nend\n\n@everywhere function matmul_seq!(C,A,B)\n    m = size(C,1)\n    n = size(C,2)\n    l = size(A,2)\n    @assert size(A,1) == m\n    @assert size(B,2) == n\n    @assert size(B,1) == l\n    z = zero(eltype(C))\n    for j in 1:n\n        for i in 1:m\n            Cij = z\n            for k in 1:l\n                @inbounds Cij = Cij + A[i,k]*B[k,j]\n            end\n            C[i,j] = Cij\n        end\n    end\n    C\nend","category":"page"},{"location":"solutions_for_all_notebooks/#Exercise-2-3","page":"Solutions","title":"Exercise 2","text":"","category":"section"},{"location":"solutions_for_all_notebooks/","page":"Solutions","title":"Solutions","text":"At each call to @spawnat we will communicate O(N) and compute O(N) in a worker process just like in algorithm 1. However, we will do this work N^2/P times on average at each worker. Thus, the total communication and computation on a worker will be O(N^3/P) for both communication and computation.  Thus, the communication over computation ratio will still be O(1) and thus the communication will dominate in practice, making the algorithm inefficient.","category":"page"},{"location":"solutions_for_all_notebooks/#Jacobi-method","page":"Solutions","title":"Jacobi method","text":"","category":"section"},{"location":"solutions_for_all_notebooks/#Exercise-1-4","page":"Solutions","title":"Exercise 1","text":"","category":"section"},{"location":"solutions_for_all_notebooks/","page":"Solutions","title":"Solutions","text":"@everywhere workers() begin\n    using MPI\n    comm = MPI.Comm_dup(MPI.COMM_WORLD)\n    function jacobi_mpi(n,niters)\n        nranks = MPI.Comm_size(comm)\n        rank = MPI.Comm_rank(comm)\n        if mod(n,nranks) != 0\n            println(\"n must be a multiple of nranks\")\n            MPI.Abort(comm,1)\n        end\n        n_own = div(n,nranks)\n        u = zeros(n_own+2)\n        u[1] = -1\n        u[end] = 1\n        u_new = copy(u)\n        for t in 1:niters\n            reqs = MPI.Request[]\n            if rank != 0\n                neig_rank = rank-1\n                req = MPI.Isend(view(u,2:2),comm,dest=neig_rank,tag=0)\n                push!(reqs,req)\n                req = MPI.Irecv!(view(u,1:1),comm,source=neig_rank,tag=0)\n                push!(reqs,req)\n            end\n            if rank != (nranks-1)\n                neig_rank = rank+1\n                s = n_own+1\n                r = n_own+2\n                req = MPI.Isend(view(u,s:s),comm,dest=neig_rank,tag=0)\n                push!(reqs,req)\n                req = MPI.Irecv!(view(u,r:r),comm,source=neig_rank,tag=0)\n                push!(reqs,req)\n            end\n            for i in 3:n_own\n                u_new[i] = 0.5*(u[i-1]+u[i+1])\n            end\n            MPI.Waitall(reqs)\n            for i in (2,n_own+1)\n                u_new[i] = 0.5*(u[i-1]+u[i+1])\n            end\n            u, u_new = u_new, u\n        end\n        return u\n    end\nend","category":"page"},{"location":"julia_basics/","page":"Julia Basics","title":"Julia Basics","text":"EditURL = \"https://github.com/fverdugo/XM_40017/blob/main/notebooks/julia_basics.ipynb\"","category":"page"},{"location":"julia_basics/","page":"Julia Basics","title":"Julia Basics","text":"<div class=\"admonition is-success\">\n    <header class=\"admonition-header\">Tip</header>\n    <div class=\"admonition-body\">\n        <ul>\n            <li>\n                Download this notebook and run it locally on your machine [recommended]. Click <a href=\"https://www.francescverdugo.com/XM_40017/dev/julia_basics.ipynb\" download>here</a>.\n            </li>\n        </ul>\n    </div>\n</div>","category":"page"},{"location":"julia_basics/","page":"Julia Basics","title":"Julia Basics","text":"<iframe id=\"notebook\" src=\"../julia_basics_src/\" style=\"width:100%\"></iframe>\n<script>\n  document.addEventListener('DOMContentLoaded', function(){\n    var myIframe = document.getElementById(\"notebook\");\n    iFrameResize({log:true}, myIframe);\t\n});\n</script>","category":"page"},{"location":"matrix_matrix/","page":"Matrix-matrix multiplication","title":"Matrix-matrix multiplication","text":"EditURL = \"https://github.com/fverdugo/XM_40017/blob/main/notebooks/matrix_matrix.ipynb\"","category":"page"},{"location":"matrix_matrix/","page":"Matrix-matrix multiplication","title":"Matrix-matrix multiplication","text":"<div class=\"admonition is-success\">\n    <header class=\"admonition-header\">Tip</header>\n    <div class=\"admonition-body\">\n        <ul>\n            <li>\n                Download this notebook and run it locally on your machine [recommended]. Click <a href=\"https://www.francescverdugo.com/XM_40017/dev/matrix_matrix.ipynb\" download>here</a>.\n            </li>\n        </ul>\n    </div>\n</div>","category":"page"},{"location":"matrix_matrix/","page":"Matrix-matrix multiplication","title":"Matrix-matrix multiplication","text":"<iframe id=\"notebook\" src=\"../matrix_matrix_src/\" style=\"width:100%\"></iframe>\n<script>\n  document.addEventListener('DOMContentLoaded', function(){\n    var myIframe = document.getElementById(\"notebook\");\n    iFrameResize({log:true}, myIframe);\t\n});\n</script>","category":"page"},{"location":"asp/","page":"All pairs of shortest paths","title":"All pairs of shortest paths","text":"EditURL = \"https://github.com/fverdugo/XM_40017/blob/main/notebooks/asp.ipynb\"","category":"page"},{"location":"asp/","page":"All pairs of shortest paths","title":"All pairs of shortest paths","text":"<div class=\"admonition is-success\">\n    <header class=\"admonition-header\">Tip</header>\n    <div class=\"admonition-body\">\n        <ul>\n            <li>\n                Download this notebook and run it locally on your machine [recommended]. Click <a href=\"https://www.francescverdugo.com/XM_40017/dev/asp.ipynb\" download>here</a>.\n            </li>\n        </ul>\n    </div>\n</div>","category":"page"},{"location":"asp/","page":"All pairs of shortest paths","title":"All pairs of shortest paths","text":"<iframe id=\"notebook\" src=\"../asp_src/\" style=\"width:100%\"></iframe>\n<script>\n  document.addEventListener('DOMContentLoaded', function(){\n    var myIframe = document.getElementById(\"notebook\");\n    iFrameResize({log:true}, myIframe);\t\n});\n</script>","category":"page"},{"location":"","page":"Home","title":"Home","text":"CurrentModule = XM_40017","category":"page"},{"location":"#Programming-Large-Scale-Parallel-Systems-(XM_40017)","page":"Home","title":"Programming Large-Scale Parallel Systems (XM_40017)","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"Welcome to the interactive lecture notes of the Programming Large-Scale Parallel Systems course at VU Amsterdam!","category":"page"},{"location":"#What","page":"Home","title":"What","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"This page contains part of the course material of the Programming Large-Scale Parallel Systems course at VU Amsterdam. We provide several lecture notes in jupyter notebook format, which will help you to learn how to design, analyze, and program parallel algorithms on multi-node computing systems. Further information about the course is found in the study guide (click here) and our Canvas page (for registered students).","category":"page"},{"location":"","page":"Home","title":"Home","text":"note: Note\nMaterial will be added incrementally to the website as the course advances.","category":"page"},{"location":"","page":"Home","title":"Home","text":"warning: Warning\nThis page will eventually contain only a part of the course material. The rest will be available on Canvas. In particular, the material in this public webpage does not fully cover all topics in the final exam.","category":"page"},{"location":"#How-to-use-this-page","page":"Home","title":"How to use this page","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"You have two main ways of studying the notebooks:","category":"page"},{"location":"","page":"Home","title":"Home","text":"Download the notebooks and run them locally on your computer (recommended). At each notebook page you will find a green box with links to download the notebook.\nYou also have the static version of the notebooks displayed in this webpage for quick reference.","category":"page"},{"location":"#How-to-run-the-notebooks-locally","page":"Home","title":"How to run the notebooks locally","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"To run a notebook locally follow these steps:","category":"page"},{"location":"","page":"Home","title":"Home","text":"Install Julia (if not done already). More information in Getting started.\nDownload the notebook.\nLaunch Julia. More information in Getting started.\nExecute these commands in the Julia command line:","category":"page"},{"location":"","page":"Home","title":"Home","text":"julia> using Pkg\njulia> Pkg.add(\"IJulia\")\njulia> using IJulia\njulia> notebook()","category":"page"},{"location":"","page":"Home","title":"Home","text":"These commands will open a jupyter in your web browser. Navigate in jupyter to the notebook file you have downloaded and open it.","category":"page"},{"location":"#Authors","page":"Home","title":"Authors","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"This material is created by Francesc Verdugo with the help of Gelieza Kötterheinrich. Part of the notebooks are based on the course slides by Henri Bal.","category":"page"},{"location":"#License","page":"Home","title":"License","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"All material on this page that is original to this course may be used under a CC BY 4.0 license.","category":"page"},{"location":"#Acknowledgment","page":"Home","title":"Acknowledgment","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"This page was created with the support of the Faculty of Science of Vrije Universiteit Amsterdam in the framework of the project \"Interactive lecture notes and exercises for the Programming Large-Scale Parallel Systems course\" funded by the \"Innovation budget BETA 2023 Studievoorschotmiddelen (SVM) towards Activated Blended Learning\".","category":"page"}]
+[{"location":"getting_started_with_julia/#Getting-started","page":"Getting started","title":"Getting started","text":"","category":"section"},{"location":"getting_started_with_julia/#Introduction","page":"Getting started","title":"Introduction","text":"","category":"section"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"The programming of this course will be done using the Julia programming language. Thus, we start by explaining how to get up and running with Julia. After studying this page, you will be able to:","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Use the Julia REPL,\nRun serial and parallel code,\nInstall and manage Julia packages.","category":"page"},{"location":"getting_started_with_julia/#Why-Julia?","page":"Getting started","title":"Why Julia?","text":"","category":"section"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Courses related with high-performance computing (HPC) often use languages such as C, C++, or Fortran. We use Julia instead to make the course accessible to a wider set of students, including the ones that have no experience with  C/C++ or Fortran, but are willing to learn parallel programming. Julia is a relatively new programming language specifically designed for scientific computing. It combines a high-level syntax close to interpreted languages like Python with the performance of compiled languages like C, C++, or Fortran. Thus, Julia will allow us to write efficient parallel algorithms with a syntax that is convenient in a teaching setting. In addition, Julia provides easy access to different programming models to write distributed algorithms, which will be useful to learn and experiment with them.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"tip: Tip\nYou can run the code in this link to learn how Julia compares to other languages (C and Python) in terms of performance.","category":"page"},{"location":"getting_started_with_julia/#Installing-Julia","page":"Getting started","title":"Installing Julia","text":"","category":"section"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"This is a tutorial-like page. Follow these steps before you continue reading the document.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Download and install Julia from julialang.org;\nFollow the specific instructions for your operating system: Windows, MacOS, or Linux\nDownload and install VSCode and its Julia extension;","category":"page"},{"location":"getting_started_with_julia/#The-Julia-REPL","page":"Getting started","title":"The Julia REPL","text":"","category":"section"},{"location":"getting_started_with_julia/#Starting-Julia","page":"Getting started","title":"Starting Julia","text":"","category":"section"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"There are several ways of opening Julia depending on your operating system and your IDE, but it is usually as simple as launching the Julia app. With VSCode, open a folder (File > Open Folder). Then,  press Ctrl+Shift+P to open the command bar, and execute Julia: Start REPL. If this does not work, make sure you have the Julia extension for VSCode installed. Independently of the method you use, opening Julia results in a window with some text ending with:","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"julia>","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"You have just opened the Julia read-evaluate-print loop, or simply the Julia REPL. Congrats! You will spend most of time using the REPL, when working in Julia. The REPL is a console waiting for user input. Just as in other consoles, the string of text right before the input area (julia> in the case) is called the command prompt or simply the prompt.","category":"page"},{"location":"getting_started_with_julia/#Basic-usage","page":"Getting started","title":"Basic usage","text":"","category":"section"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"The usage of the REPL is as follows:","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"You write some input\npress enter\nyou get the output","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"For instance, try this","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"julia> 1 + 1","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"A \"Hello world\" example looks like this in Julia","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"julia> println(\"Hello, world!\")","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Try to run it in the REPL.","category":"page"},{"location":"getting_started_with_julia/#Help-mode","page":"Getting started","title":"Help mode","text":"","category":"section"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Curious about what the function println does? Enter into help mode to look into the documentation. This is done by typing a question mark (?) into the input field:","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"julia> ?","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"After typing ?, the command prompt changes to help?>. It means we are in help mode. Now, we can type a function name to see its documentation.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"help?> println","category":"page"},{"location":"getting_started_with_julia/#Package-and-shell-modes","page":"Getting started","title":"Package and shell modes","text":"","category":"section"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"The REPL comes with two more modes, namely package and shell modes. To enter package mode type","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"julia> ]","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Package mode is used to install and manage packages. We are going to discuss the package mode in greater detail later. To return back to normal mode press the backspace key several times.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"To enter shell mode type semicolon (;)","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"julia> ;","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"The prompt should have changed to shell> indicating that we are in shell mode. Now you can type commands that you would normally do on your system command line. For instance,","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"shell> ls","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"will display the contents of the current folder in Mac or Linux. Using shell mode in Windows is not straightforward, and thus not recommended for beginners.","category":"page"},{"location":"getting_started_with_julia/#Running-Julia-code","page":"Getting started","title":"Running Julia code","text":"","category":"section"},{"location":"getting_started_with_julia/#Running-more-complex-code","page":"Getting started","title":"Running more complex code","text":"","category":"section"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Real-world Julia programs are not typed in the REPL in practice. They are written in one or more files and included in the REPL. To try this, create a new file called hello.jl, write the code of the \"Hello world\" example above, and save it. If you are using VSCode, you can create the file using File > New File > Julia File. Once the file is saved with the name hello.jl, execute it as follows","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"julia> include(\"hello.jl\")","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"warning: Warning\nMake sure that the file \"hello.jl\" is located in the current working directory of your Julia session. You can query the current directory with function pwd(). You can change to another directory with function cd() if needed.  Also, make sure that the file extension is .jl.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"The recommended way of running Julia code is using the REPL as we did. But it is also possible to run code directly from the system command line. To this end, open a terminal and call Julia followed by the path to the file containing the code you want to execute.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"$ julia hello.jl","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"The previous line assumes that you have Julia properly installed in the system and that it's usable from the terminal. In UNIX systems (Linux and Mac), the Julia binary needs to be in one of the directories listed in the PATH environment variable. To check that Julia is properly installed, you can use","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"$ julia --version","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"If this runs without error and you see a version number, you are good to go!","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"note: Note\nIn this tutorial, when a code snipped starts with $, it should be run in the terminal. Otherwise, the code is to be run in the Julia REPL.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"tip: Tip\nAvoid calling Julia code from the terminal, use the Julia REPL instead! Each time you call Julia from the terminal, you start a fresh Julia session and Julia will need to compile your code from scratch. This can be time consuming for large projects. In contrast, if you execute code in the REPL, Julia will compile code incrementally, which is much faster. Running code in a cluster (like in DAS-5 for the Julia assignment) is among the few situations you need to run Julia code from the terminal. Visit this link (Julia workflow tips) from the official Julia documentation for further information about how to develop Julia code effectivelly.","category":"page"},{"location":"getting_started_with_julia/#Running-parallel-code","page":"Getting started","title":"Running parallel code","text":"","category":"section"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Since we are in a parallel computing course, let's run a parallel \"Hello world\" example in Julia. Open a Julia REPL and write","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"julia> using Distributed\njulia> @everywhere println(\"Hello, world! I am proc $(myid()) from $(nprocs())\")","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Here, we are using the Distributed package, which is part of the Julia standard library that provides distributed memory parallel support. The code prints the process id and the number of processes in the current Julia session.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"You will probably only see output from 1 process. We need to add more processes to run the example in parallel. This is done with the addprocs function.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"julia> addprocs(3)","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"We have added 3 new processes. Plus the old one, we have 4 processes. Run the code again.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"julia> @everywhere println(\"Hello, world! I am proc $(myid()) from $(nprocs())\")","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Now, you should see output from 4 processes.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"It is possible to specify the number of processes when starting Julia from the terminal with the -p argument (useful, e.g., when running in a cluster).  If you launch Julia from the terminal as","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"$ julia -p 3","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"and then run","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"julia> @everywhere println(\"Hello, world! I am proc $(myid()) from $(nprocs())\")","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"You should get output from 4 processes as before.","category":"page"},{"location":"getting_started_with_julia/#Installing-packages","page":"Getting started","title":"Installing packages","text":"","category":"section"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"One of the most useful features of Julia is its package manager. It allows one to install Julia packages in a straightforward and platform independent way. To illustrate this, let us consider the following parallel \"Hello world\" example. This example uses the Message Passing Interface (MPI). We will learn more about MPI later in the course.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Copy the following block of code into a new file named \"hello_mpi.jl\"","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"# file hello_mpi.jl\nusing MPI\nMPI.Init()\ncomm = MPI.COMM_WORLD\nrank = MPI.Comm_rank(comm)\nnranks = MPI.Comm_size(comm)\nprintln(\"Hello world, I am rank $rank of $nranks\")","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"As you can see from this example, one can access MPI from Julia in a clean way, without type annotations and other complexities of C/C++ code.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Now, run the file from the REPL","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"julia> include(\"hello_mpi.jl\")","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"It probably didn't work, right? Read the error message and note that the MPI package needs to be installed to run this code.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"To install a package, we need to enter package mode. Remember that we entered into help mode by typing ?. Package mode is activated by typing ] : ","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"julia> ]","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"At this point, the prompt should have changed to (@v1.10) pkg> indicating that we are in package mode. The text between the parentheses indicates which is the active project, i.e., where packages are going to be installed. In this case, we are working with the global project associated with our Julia installation (which is Julia 1.10 in this example, but it can be another version in your case).","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"To install the MPI package, type","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"(@v1.10) pkg> add MPI","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Congrats, you have installed MPI!","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"note: Note\nMany Julia package names end with .jl. This is just a way of signaling that a package is written in Julia. When using such packages, the .jl needs to be omitted. In this case, we have installed the MPI.jl package even though we have only typed MPI in the REPL.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"note: Note\nThe package you have installed is the Julia interface to MPI, called  MPI.jl. Note that it is not a MPI library by itself. It is just a thin wrapper between MPI and Julia. To use this interface, you need an actual MPI library installed in your system such as OpenMPI or MPICH. Julia downloads and installs a MPI library for you, but it is also possible to use a MPI library already available in your system. This is useful, e.g., when running on HPC clusters. See the documentation of MPI.jl for further details.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"To check that the package was installed properly, exit package mode by pressing the backspace key several times, and run it again","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"julia> include(\"hello_mpi.jl\")","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Now, it should work, but you probably get output from a single MPI rank only.","category":"page"},{"location":"getting_started_with_julia/#Running-MPI-code","page":"Getting started","title":"Running MPI code","text":"","category":"section"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"To run MPI applications in parallel, you need a launcher like mpiexec. MPI codes written in Julia are not an exception to this rule. From the system terminal, you can run","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"$ mpiexec -np 4 julia hello_mpi.jl","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"But it will probably not work since the version of mpiexec needs to match with the MPI version we are using from Julia. Don't worry if you could not make it work! A more elegant way to run MPI code is from the Julia REPL directly, by using these commands:","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"julia> using MPI\njulia> run(`$(mpiexec()) -np 4 julia hello_mpi.jl`)","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Now, you should see output from 4 ranks.","category":"page"},{"location":"getting_started_with_julia/#Package-manager","page":"Getting started","title":"Package manager","text":"","category":"section"},{"location":"getting_started_with_julia/#Installing-packages-locally","page":"Getting started","title":"Installing packages locally","text":"","category":"section"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"We have installed the MPI package globally and it will be available in all Julia sessions. However, in some situations, we want to work with different versions of the same package or to install packages in an isolated way to avoid potential conflicts with other packages. This can be done by using local projects.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"A project is simply a folder in your file system. To use a particular folder as your project, you need to activate it. This is done by entering package mode and using the activate command followed by the path to the folder you want to activate.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"(@v1.10) pkg> activate .","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"The previous command will activate the current working directory. Note that the dot . is indeed the path to the current folder.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"The prompt has changed to (lessons) pkg> indicating that we are in the project within the lessons folder. The particular folder name can be different in your case.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"tip: Tip\nYou can activate a project directly when opening Julia from the terminal using the --project flag. The command $ julia --project=. will open Julia and activate a project in the current directory. You can also achieve the same effect by setting the environment variable  JULIA_PROJECT with the path of the folder you want to activate.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"note: Note\nThe active project folder and the current working directory are two independent concepts! For instance,  (@v1.10) pkg> activate folderB and then julia> cd(\"folderA\"), will activate the project in folderB and change the current working directory to folderA.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"At this point all package-related operations will be local to the new project. For instance, install the DataFrames package.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"(lessons) pkg> add DataFrames","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Use the package to check that it is installed","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"julia> using DataFrames\njulia> DataFrame(a=[1,2],b=[3,4])","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Now, we can return to the global project to check that DataFrames has not been installed there. To return to the global environment, use activate without a folder name.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"(lessons) pkg> activate","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"The prompt is again (@v1.10) pkg>","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Now, try to use DataFrames.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"julia> using DataFrames\njulia> DataFrame(a=[1,2],b=[3,4])","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"You should get an error or a warning unless you already had DataFrames installed globally.","category":"page"},{"location":"getting_started_with_julia/#Project-and-Manifest-files","page":"Getting started","title":"Project and Manifest files","text":"","category":"section"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"The information about a project is stored in two files Project.toml and Manifest.toml.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Project.toml contains the packages explicitly installed (the direct dependencies)\nManifest.toml contains direct and indirect dependencies along with the concrete version of each package.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"In other words, Project.toml contains the packages relevant for the user, whereas Manifest.toml is the detailed snapshot of all dependencies. The Manifest.toml can be used to reproduce the same environment in another machine.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"You can see the path to the current Project.toml file by using the status operator (or st in its short form) while in package mode","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"(@v1.10) pkg> status","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"The information about the Manifest.toml can be inspected by passing the -m flag.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"(@v1.10) pkg> status -m","category":"page"},{"location":"getting_started_with_julia/#Installing-packages-from-a-project-file","page":"Getting started","title":"Installing packages from a project file","text":"","category":"section"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Project files can be used to install lists of packages defined by others. E.g., to install all the dependencies of a Julia application.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Assume that a colleague has sent to you a Project.toml file with this content:","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"[deps]\nBenchmarkTools = \"6e4b80f9-dd63-53aa-95a3-0cdb28fa8baf\"\nDataFrames = \"a93c6f00-e57d-5684-b7b6-d8193f3e46c0\"\nMPI = \"da04e1cc-30fd-572f-bb4f-1f8673147195\"","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Copy the contents of previous code block into a file called  Project.toml and place it in an empty folder named newproject. It is important that the file is named Project.toml. You can create a new folder from the REPL with","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"julia> mkdir(\"newproject\")","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"To install all the packages registered in this file you need to activate the folder containing your Project.toml file","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"(@v1.10) pkg> activate newproject","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"and then instantiating it","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"(newproject) pkg> instantiate","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"The instantiate command will download and install all listed packages and their dependencies in just one click.","category":"page"},{"location":"getting_started_with_julia/#Getting-help-in-package-mode","page":"Getting started","title":"Getting help in package mode","text":"","category":"section"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"You can get help about a particular package operator by writing help in front of it","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"(@v1.10) pkg> help activate","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"You can get an overview of all package commands by typing help alone","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"(@v1.10) pkg> help","category":"page"},{"location":"getting_started_with_julia/#Package-operations-in-Julia-code","page":"Getting started","title":"Package operations in Julia code","text":"","category":"section"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"In some situations it is required to use package commands in Julia code, e.g., to automatize installation and deployment of Julia applications. This can be done using the Pkg package. For instance","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"julia> using Pkg\njulia> Pkg.status()","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"is equivalent to calling status in package mode.","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"(@v1.10) pkg> status","category":"page"},{"location":"getting_started_with_julia/#Conclusion","page":"Getting started","title":"Conclusion","text":"","category":"section"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"We have learned the basics of how to work with Julia. If you want to further dig into the topics we have covered here, you can take a look at the following links:","category":"page"},{"location":"getting_started_with_julia/","page":"Getting started","title":"Getting started","text":"Julia Manual\nPackage manager","category":"page"},{"location":"tsp/","page":"-","title":"-","text":"EditURL = \"https://github.com/fverdugo/XM_40017/blob/main/notebooks/tsp.ipynb\"","category":"page"},{"location":"tsp/","page":"-","title":"-","text":"<div class=\"admonition is-success\">\n    <header class=\"admonition-header\">Tip</header>\n    <div class=\"admonition-body\">\n        <ul>\n            <li>\n                Download this notebook and run it locally on your machine [recommended]. Click <a href=\"https://www.francescverdugo.com/XM_40017/dev/tsp.ipynb\" download>here</a>.\n            </li>\n        </ul>\n    </div>\n</div>","category":"page"},{"location":"tsp/","page":"-","title":"-","text":"<iframe id=\"notebook\" src=\"../tsp_src/\" style=\"width:100%\"></iframe>\n<script>\n  document.addEventListener('DOMContentLoaded', function(){\n    var myIframe = document.getElementById(\"notebook\");\n    iFrameResize({log:true}, myIframe);\t\n});\n</script>","category":"page"},{"location":"jacobi_2D/","page":"-","title":"-","text":"EditURL = \"https://github.com/fverdugo/XM_40017/blob/main/notebooks/jacobi_2D.ipynb\"","category":"page"},{"location":"jacobi_2D/","page":"-","title":"-","text":"<div class=\"admonition is-success\">\n    <header class=\"admonition-header\">Tip</header>\n    <div class=\"admonition-body\">\n        <ul>\n            <li>\n                Download this notebook and run it locally on your machine [recommended]. Click <a href=\"https://www.francescverdugo.com/XM_40017/dev/jacobi_2D.ipynb\" download>here</a>.\n            </li>\n        </ul>\n    </div>\n</div>","category":"page"},{"location":"jacobi_2D/","page":"-","title":"-","text":"<iframe id=\"notebook\" src=\"../jacobi_2D_src/\" style=\"width:100%\"></iframe>\n<script>\n  document.addEventListener('DOMContentLoaded', function(){\n    var myIframe = document.getElementById(\"notebook\");\n    iFrameResize({log:true}, myIframe);\t\n});\n</script>","category":"page"},{"location":"julia_async/","page":"Asynchronous programming in Julia","title":"Asynchronous programming in Julia","text":"EditURL = \"https://github.com/fverdugo/XM_40017/blob/main/notebooks/julia_async.ipynb\"","category":"page"},{"location":"julia_async/","page":"Asynchronous programming in Julia","title":"Asynchronous programming in Julia","text":"<div class=\"admonition is-success\">\n    <header class=\"admonition-header\">Tip</header>\n    <div class=\"admonition-body\">\n        <ul>\n            <li>\n                Download this notebook and run it locally on your machine [recommended]. Click <a href=\"https://www.francescverdugo.com/XM_40017/dev/julia_async.ipynb\" download>here</a>.\n            </li>\n        </ul>\n    </div>\n</div>","category":"page"},{"location":"julia_async/","page":"Asynchronous programming in Julia","title":"Asynchronous programming in Julia","text":"<iframe id=\"notebook\" src=\"../julia_async_src/\" style=\"width:100%\"></iframe>\n<script>\n  document.addEventListener('DOMContentLoaded', function(){\n    var myIframe = document.getElementById(\"notebook\");\n    iFrameResize({log:true}, myIframe);\t\n});\n</script>","category":"page"},{"location":"solutions/","page":"-","title":"-","text":"EditURL = \"https://github.com/fverdugo/XM_40017/blob/main/notebooks/solutions.ipynb\"","category":"page"},{"location":"solutions/","page":"-","title":"-","text":"<div class=\"admonition is-success\">\n    <header class=\"admonition-header\">Tip</header>\n    <div class=\"admonition-body\">\n        <ul>\n            <li>\n                Download this notebook and run it locally on your machine [recommended]. Click <a href=\"https://www.francescverdugo.com/XM_40017/dev/solutions.ipynb\" download>here</a>.\n            </li>\n        </ul>\n    </div>\n</div>","category":"page"},{"location":"solutions/","page":"-","title":"-","text":"<iframe id=\"notebook\" src=\"../solutions_src/\" style=\"width:100%\"></iframe>\n<script>\n  document.addEventListener('DOMContentLoaded', function(){\n    var myIframe = document.getElementById(\"notebook\");\n    iFrameResize({log:true}, myIframe);\t\n});\n</script>","category":"page"},{"location":"pdes/","page":"-","title":"-","text":"EditURL = \"https://github.com/fverdugo/XM_40017/blob/main/notebooks/pdes.ipynb\"","category":"page"},{"location":"pdes/","page":"-","title":"-","text":"<div class=\"admonition is-success\">\n    <header class=\"admonition-header\">Tip</header>\n    <div class=\"admonition-body\">\n        <ul>\n            <li>\n                Download this notebook and run it locally on your machine [recommended]. Click <a href=\"https://www.francescverdugo.com/XM_40017/dev/pdes.ipynb\" download>here</a>.\n            </li>\n        </ul>\n    </div>\n</div>","category":"page"},{"location":"pdes/","page":"-","title":"-","text":"<iframe id=\"notebook\" src=\"../pdes_src/\" style=\"width:100%\"></iframe>\n<script>\n  document.addEventListener('DOMContentLoaded', function(){\n    var myIframe = document.getElementById(\"notebook\");\n    iFrameResize({log:true}, myIframe);\t\n});\n</script>","category":"page"},{"location":"LEQ/","page":"-","title":"-","text":"EditURL = \"https://github.com/fverdugo/XM_40017/blob/main/notebooks/LEQ.ipynb\"","category":"page"},{"location":"LEQ/","page":"-","title":"-","text":"<div class=\"admonition is-success\">\n    <header class=\"admonition-header\">Tip</header>\n    <div class=\"admonition-body\">\n        <ul>\n            <li>\n                Download this notebook and run it locally on your machine [recommended]. Click <a href=\"https://www.francescverdugo.com/XM_40017/dev/LEQ.ipynb\" download>here</a>.\n            </li>\n        </ul>\n    </div>\n</div>","category":"page"},{"location":"LEQ/","page":"-","title":"-","text":"<iframe id=\"notebook\" src=\"../LEQ_src/\" style=\"width:100%\"></iframe>\n<script>\n  document.addEventListener('DOMContentLoaded', function(){\n    var myIframe = document.getElementById(\"notebook\");\n    iFrameResize({log:true}, myIframe);\t\n});\n</script>","category":"page"},{"location":"julia_distributed/","page":"Distributed computing in Julia","title":"Distributed computing in Julia","text":"EditURL = \"https://github.com/fverdugo/XM_40017/blob/main/notebooks/julia_distributed.ipynb\"","category":"page"},{"location":"julia_distributed/","page":"Distributed computing in Julia","title":"Distributed computing in Julia","text":"<div class=\"admonition is-success\">\n    <header class=\"admonition-header\">Tip</header>\n    <div class=\"admonition-body\">\n        <ul>\n            <li>\n                Download this notebook and run it locally on your machine [recommended]. Click <a href=\"https://www.francescverdugo.com/XM_40017/dev/julia_distributed.ipynb\" download>here</a>.\n            </li>\n        </ul>\n    </div>\n</div>","category":"page"},{"location":"julia_distributed/","page":"Distributed computing in Julia","title":"Distributed computing in Julia","text":"<iframe id=\"notebook\" src=\"../julia_distributed_src/\" style=\"width:100%\"></iframe>\n<script>\n  document.addEventListener('DOMContentLoaded', function(){\n    var myIframe = document.getElementById(\"notebook\");\n    iFrameResize({log:true}, myIframe);\t\n});\n</script>","category":"page"},{"location":"julia_jacobi/","page":"-","title":"-","text":"EditURL = \"https://github.com/fverdugo/XM_40017/blob/main/notebooks/julia_jacobi.ipynb\"","category":"page"},{"location":"julia_jacobi/","page":"-","title":"-","text":"<div class=\"admonition is-success\">\n    <header class=\"admonition-header\">Tip</header>\n    <div class=\"admonition-body\">\n        <ul>\n            <li>\n                Download this notebook and run it locally on your machine [recommended]. Click <a href=\"https://www.francescverdugo.com/XM_40017/dev/julia_jacobi.ipynb\" download>here</a>.\n            </li>\n        </ul>\n    </div>\n</div>","category":"page"},{"location":"julia_jacobi/","page":"-","title":"-","text":"<iframe id=\"notebook\" src=\"../julia_jacobi_src/\" style=\"width:100%\"></iframe>\n<script>\n  document.addEventListener('DOMContentLoaded', function(){\n    var myIframe = document.getElementById(\"notebook\");\n    iFrameResize({log:true}, myIframe);\t\n});\n</script>","category":"page"},{"location":"julia_tutorial/","page":"-","title":"-","text":"EditURL = \"https://github.com/fverdugo/XM_40017/blob/main/notebooks/julia_tutorial.ipynb\"","category":"page"},{"location":"julia_tutorial/","page":"-","title":"-","text":"<div class=\"admonition is-success\">\n    <header class=\"admonition-header\">Tip</header>\n    <div class=\"admonition-body\">\n        <ul>\n            <li>\n                Download this notebook and run it locally on your machine [recommended]. Click <a href=\"https://www.francescverdugo.com/XM_40017/dev/julia_tutorial.ipynb\" download>here</a>.\n            </li>\n        </ul>\n    </div>\n</div>","category":"page"},{"location":"julia_tutorial/","page":"-","title":"-","text":"<iframe id=\"notebook\" src=\"../julia_tutorial_src/\" style=\"width:100%\"></iframe>\n<script>\n  document.addEventListener('DOMContentLoaded', function(){\n    var myIframe = document.getElementById(\"notebook\");\n    iFrameResize({log:true}, myIframe);\t\n});\n</script>","category":"page"},{"location":"mpi_tutorial/","page":"-","title":"-","text":"EditURL = \"https://github.com/fverdugo/XM_40017/blob/main/notebooks/mpi_tutorial.ipynb\"","category":"page"},{"location":"mpi_tutorial/","page":"-","title":"-","text":"<div class=\"admonition is-success\">\n    <header class=\"admonition-header\">Tip</header>\n    <div class=\"admonition-body\">\n        <ul>\n            <li>\n                Download this notebook and run it locally on your machine [recommended]. Click <a href=\"https://www.francescverdugo.com/XM_40017/dev/mpi_tutorial.ipynb\" download>here</a>.\n            </li>\n        </ul>\n    </div>\n</div>","category":"page"},{"location":"mpi_tutorial/","page":"-","title":"-","text":"<iframe id=\"notebook\" src=\"../mpi_tutorial_src/\" style=\"width:100%\"></iframe>\n<script>\n  document.addEventListener('DOMContentLoaded', function(){\n    var myIframe = document.getElementById(\"notebook\");\n    iFrameResize({log:true}, myIframe);\t\n});\n</script>","category":"page"},{"location":"notebook-hello/","page":"-","title":"-","text":"EditURL = \"https://github.com/fverdugo/XM_40017/blob/main/notebooks/notebook-hello.ipynb\"","category":"page"},{"location":"notebook-hello/","page":"-","title":"-","text":"<div class=\"admonition is-success\">\n    <header class=\"admonition-header\">Tip</header>\n    <div class=\"admonition-body\">\n        <ul>\n            <li>\n                Download this notebook and run it locally on your machine [recommended]. Click <a href=\"https://www.francescverdugo.com/XM_40017/dev/notebook-hello.ipynb\" download>here</a>.\n            </li>\n        </ul>\n    </div>\n</div>","category":"page"},{"location":"notebook-hello/","page":"-","title":"-","text":"<iframe id=\"notebook\" src=\"../notebook-hello_src/\" style=\"width:100%\"></iframe>\n<script>\n  document.addEventListener('DOMContentLoaded', function(){\n    var myIframe = document.getElementById(\"notebook\");\n    iFrameResize({log:true}, myIframe);\t\n});\n</script>","category":"page"},{"location":"julia_intro/","page":"-","title":"-","text":"EditURL = \"https://github.com/fverdugo/XM_40017/blob/main/notebooks/julia_intro.ipynb\"","category":"page"},{"location":"julia_intro/","page":"-","title":"-","text":"<div class=\"admonition is-success\">\n    <header class=\"admonition-header\">Tip</header>\n    <div class=\"admonition-body\">\n        <ul>\n            <li>\n                Download this notebook and run it locally on your machine [recommended]. Click <a href=\"https://www.francescverdugo.com/XM_40017/dev/julia_intro.ipynb\" download>here</a>.\n            </li>\n        </ul>\n    </div>\n</div>","category":"page"},{"location":"julia_intro/","page":"-","title":"-","text":"<iframe id=\"notebook\" src=\"../julia_intro_src/\" style=\"width:100%\"></iframe>\n<script>\n  document.addEventListener('DOMContentLoaded', function(){\n    var myIframe = document.getElementById(\"notebook\");\n    iFrameResize({log:true}, myIframe);\t\n});\n</script>","category":"page"},{"location":"jacobi_method/","page":"-","title":"-","text":"EditURL = \"https://github.com/fverdugo/XM_40017/blob/main/notebooks/jacobi_method.ipynb\"","category":"page"},{"location":"jacobi_method/","page":"-","title":"-","text":"<div class=\"admonition is-success\">\n    <header class=\"admonition-header\">Tip</header>\n    <div class=\"admonition-body\">\n        <ul>\n            <li>\n                Download this notebook and run it locally on your machine [recommended]. Click <a href=\"https://www.francescverdugo.com/XM_40017/dev/jacobi_method.ipynb\" download>here</a>.\n            </li>\n        </ul>\n    </div>\n</div>","category":"page"},{"location":"jacobi_method/","page":"-","title":"-","text":"<iframe id=\"notebook\" src=\"../jacobi_method_src/\" style=\"width:100%\"></iframe>\n<script>\n  document.addEventListener('DOMContentLoaded', function(){\n    var myIframe = document.getElementById(\"notebook\");\n    iFrameResize({log:true}, myIframe);\t\n});\n</script>","category":"page"},{"location":"solutions_for_all_notebooks/#Solutions","page":"Solutions","title":"Solutions","text":"","category":"section"},{"location":"solutions_for_all_notebooks/#Julia-Basics","page":"Solutions","title":"Julia Basics","text":"","category":"section"},{"location":"solutions_for_all_notebooks/#Exercise-1","page":"Solutions","title":"Exercise 1","text":"","category":"section"},{"location":"solutions_for_all_notebooks/","page":"Solutions","title":"Solutions","text":"function ex1(a)\n    j = 1\n    m = a[j]\n    for (i,ai) in enumerate(a)\n        if m < ai\n            m = ai\n            j = i\n        end\n    end\n    (m,j)\nend","category":"page"},{"location":"solutions_for_all_notebooks/#Exercise-2","page":"Solutions","title":"Exercise 2","text":"","category":"section"},{"location":"solutions_for_all_notebooks/","page":"Solutions","title":"Solutions","text":"ex2(f,g) = x -> f(x) + g(x)","category":"page"},{"location":"solutions_for_all_notebooks/#Exercise-3","page":"Solutions","title":"Exercise 3","text":"","category":"section"},{"location":"solutions_for_all_notebooks/","page":"Solutions","title":"Solutions","text":"using GLMakie\nmax_iters = 100\nn = 1000\nx = LinRange(-1.7,0.7,n)\ny = LinRange(-1.2,1.2,n)\nheatmap(x,y,(i,j)->mandel(i,j,max_iters))","category":"page"},{"location":"solutions_for_all_notebooks/#Asynchronous-programming-in-Julia","page":"Solutions","title":"Asynchronous programming in Julia","text":"","category":"section"},{"location":"solutions_for_all_notebooks/#Distributed-computing-in-Julia","page":"Solutions","title":"Distributed computing in Julia","text":"","category":"section"},{"location":"solutions_for_all_notebooks/#Exercise-1-2","page":"Solutions","title":"Exercise 1","text":"","category":"section"},{"location":"solutions_for_all_notebooks/","page":"Solutions","title":"Solutions","text":"f = () -> Channel{Int}(1)\nchnls = [ RemoteChannel(f,w) for w in workers() ]\n@sync for (iw,w) in enumerate(workers())\n    @spawnat w begin\n        chnl_snd = chnls[iw]\n        if w == 2\n            chnl_rcv = chnls[end]\n            msg = 2\n            println(\"msg = $msg\")\n            put!(chnl_snd,msg)\n            msg = take!(chnl_rcv)\n            println(\"msg = $msg\")\n        else\n           chnl_rcv = chnls[iw-1]\n           msg = take!(chnl_rcv)\n           msg += 1\n           println(\"msg = $msg\")\n           put!(chnl_snd,msg)\n        end\n    end\nend","category":"page"},{"location":"solutions_for_all_notebooks/","page":"Solutions","title":"Solutions","text":"This is another possible solution.","category":"page"},{"location":"solutions_for_all_notebooks/","page":"Solutions","title":"Solutions","text":"@everywhere function work(msg)\n    println(\"msg = $msg\")\n    if myid() != nprocs()\n        next = myid() + 1\n        @fetchfrom next work(msg+1)\n    else\n        @fetchfrom 2 println(\"msg = $msg\")\n    end\nend\nmsg = 2\n@fetchfrom 2 work(msg)","category":"page"},{"location":"solutions_for_all_notebooks/#MPI-(Point-to-point)","page":"Solutions","title":"MPI (Point-to-point)","text":"","category":"section"},{"location":"solutions_for_all_notebooks/#Exercise-1-3","page":"Solutions","title":"Exercise 1","text":"","category":"section"},{"location":"solutions_for_all_notebooks/","page":"Solutions","title":"Solutions","text":"using MPI\nMPI.Init()\ncomm = MPI.Comm_dup(MPI.COMM_WORLD)\nrank = MPI.Comm_rank(comm)\nnranks = MPI.Comm_size(comm)\nbuffer = Ref(0)\nif rank == 0\n    msg = 2\n    buffer[] = msg\n    println(\"msg = $(buffer[])\")\n    MPI.Send(buffer,comm;dest=rank+1,tag=0)\n    MPI.Recv!(buffer,comm;source=nranks-1,tag=0)\n    println(\"msg = $(buffer[])\")\nelse\n    dest = if (rank != nranks-1)\n        rank+1\n    else\n        0\n    end\n    MPI.Recv!(buffer,comm;source=rank-1,tag=0)\n    buffer[] += 1\n    println(\"msg = $(buffer[])\")\n    MPI.Send(buffer,comm;dest,tag=0)\nend","category":"page"},{"location":"solutions_for_all_notebooks/#Matrix-matrix-multiplication","page":"Solutions","title":"Matrix-matrix multiplication","text":"","category":"section"},{"location":"solutions_for_all_notebooks/#Exercise-1-4","page":"Solutions","title":"Exercise 1","text":"","category":"section"},{"location":"solutions_for_all_notebooks/","page":"Solutions","title":"Solutions","text":"function matmul_dist_3!(C,A,B)\n    m = size(C,1)\n    n = size(C,2)\n    l = size(A,2)\n    @assert size(A,1) == m\n    @assert size(B,2) == n\n    @assert size(B,1) == l\n    @assert mod(m,nworkers()) == 0\n    nrows_w = div(m,nworkers())\n    @sync for (iw,w) in enumerate(workers())\n        lb = 1 + (iw-1)*nrows_w\n        ub = iw*nrows_w\n        A_w = A[lb:ub,:]\n        ftr = @spawnat w begin\n             C_w = similar(A_w)\n             matmul_seq!(C_w,A_w,B)\n             C_w\n        end\n        @async C[lb:ub,:] = fetch(ftr)\n    end\n    C\nend\n\n@everywhere function matmul_seq!(C,A,B)\n    m = size(C,1)\n    n = size(C,2)\n    l = size(A,2)\n    @assert size(A,1) == m\n    @assert size(B,2) == n\n    @assert size(B,1) == l\n    z = zero(eltype(C))\n    for j in 1:n\n        for i in 1:m\n            Cij = z\n            for k in 1:l\n                @inbounds Cij = Cij + A[i,k]*B[k,j]\n            end\n            C[i,j] = Cij\n        end\n    end\n    C\nend","category":"page"},{"location":"solutions_for_all_notebooks/#Jacobi-method","page":"Solutions","title":"Jacobi method","text":"","category":"section"},{"location":"solutions_for_all_notebooks/#Exercise-1-5","page":"Solutions","title":"Exercise 1","text":"","category":"section"},{"location":"solutions_for_all_notebooks/","page":"Solutions","title":"Solutions","text":"@everywhere workers() begin\n    using MPI\n    comm = MPI.Comm_dup(MPI.COMM_WORLD)\n    function jacobi_mpi(n,niters)\n        nranks = MPI.Comm_size(comm)\n        rank = MPI.Comm_rank(comm)\n        if mod(n,nranks) != 0\n            println(\"n must be a multiple of nranks\")\n            MPI.Abort(comm,1)\n        end\n        n_own = div(n,nranks)\n        u = zeros(n_own+2)\n        u[1] = -1\n        u[end] = 1\n        u_new = copy(u)\n        for t in 1:niters\n            reqs = MPI.Request[]\n            if rank != 0\n                neig_rank = rank-1\n                req = MPI.Isend(view(u,2:2),comm,dest=neig_rank,tag=0)\n                push!(reqs,req)\n                req = MPI.Irecv!(view(u,1:1),comm,source=neig_rank,tag=0)\n                push!(reqs,req)\n            end\n            if rank != (nranks-1)\n                neig_rank = rank+1\n                s = n_own+1\n                r = n_own+2\n                req = MPI.Isend(view(u,s:s),comm,dest=neig_rank,tag=0)\n                push!(reqs,req)\n                req = MPI.Irecv!(view(u,r:r),comm,source=neig_rank,tag=0)\n                push!(reqs,req)\n            end\n            for i in 3:n_own\n                u_new[i] = 0.5*(u[i-1]+u[i+1])\n            end\n            MPI.Waitall(reqs)\n            for i in (2,n_own+1)\n                u_new[i] = 0.5*(u[i-1]+u[i+1])\n            end\n            u, u_new = u_new, u\n        end\n        return u\n    end\nend","category":"page"},{"location":"julia_mpi/","page":"-","title":"-","text":"EditURL = \"https://github.com/fverdugo/XM_40017/blob/main/notebooks/julia_mpi.ipynb\"","category":"page"},{"location":"julia_mpi/","page":"-","title":"-","text":"<div class=\"admonition is-success\">\n    <header class=\"admonition-header\">Tip</header>\n    <div class=\"admonition-body\">\n        <ul>\n            <li>\n                Download this notebook and run it locally on your machine [recommended]. Click <a href=\"https://www.francescverdugo.com/XM_40017/dev/julia_mpi.ipynb\" download>here</a>.\n            </li>\n        </ul>\n    </div>\n</div>","category":"page"},{"location":"julia_mpi/","page":"-","title":"-","text":"<iframe id=\"notebook\" src=\"../julia_mpi_src/\" style=\"width:100%\"></iframe>\n<script>\n  document.addEventListener('DOMContentLoaded', function(){\n    var myIframe = document.getElementById(\"notebook\");\n    iFrameResize({log:true}, myIframe);\t\n});\n</script>","category":"page"},{"location":"julia_basics/","page":"Julia Basics","title":"Julia Basics","text":"EditURL = \"https://github.com/fverdugo/XM_40017/blob/main/notebooks/julia_basics.ipynb\"","category":"page"},{"location":"julia_basics/","page":"Julia Basics","title":"Julia Basics","text":"<div class=\"admonition is-success\">\n    <header class=\"admonition-header\">Tip</header>\n    <div class=\"admonition-body\">\n        <ul>\n            <li>\n                Download this notebook and run it locally on your machine [recommended]. Click <a href=\"https://www.francescverdugo.com/XM_40017/dev/julia_basics.ipynb\" download>here</a>.\n            </li>\n        </ul>\n    </div>\n</div>","category":"page"},{"location":"julia_basics/","page":"Julia Basics","title":"Julia Basics","text":"<iframe id=\"notebook\" src=\"../julia_basics_src/\" style=\"width:100%\"></iframe>\n<script>\n  document.addEventListener('DOMContentLoaded', function(){\n    var myIframe = document.getElementById(\"notebook\");\n    iFrameResize({log:true}, myIframe);\t\n});\n</script>","category":"page"},{"location":"matrix_matrix/","page":"Matrix-matrix multiplication","title":"Matrix-matrix multiplication","text":"EditURL = \"https://github.com/fverdugo/XM_40017/blob/main/notebooks/matrix_matrix.ipynb\"","category":"page"},{"location":"matrix_matrix/","page":"Matrix-matrix multiplication","title":"Matrix-matrix multiplication","text":"<div class=\"admonition is-success\">\n    <header class=\"admonition-header\">Tip</header>\n    <div class=\"admonition-body\">\n        <ul>\n            <li>\n                Download this notebook and run it locally on your machine [recommended]. Click <a href=\"https://www.francescverdugo.com/XM_40017/dev/matrix_matrix.ipynb\" download>here</a>.\n            </li>\n        </ul>\n    </div>\n</div>","category":"page"},{"location":"matrix_matrix/","page":"Matrix-matrix multiplication","title":"Matrix-matrix multiplication","text":"<iframe id=\"notebook\" src=\"../matrix_matrix_src/\" style=\"width:100%\"></iframe>\n<script>\n  document.addEventListener('DOMContentLoaded', function(){\n    var myIframe = document.getElementById(\"notebook\");\n    iFrameResize({log:true}, myIframe);\t\n});\n</script>","category":"page"},{"location":"asp/","page":"-","title":"-","text":"EditURL = \"https://github.com/fverdugo/XM_40017/blob/main/notebooks/asp.ipynb\"","category":"page"},{"location":"asp/","page":"-","title":"-","text":"<div class=\"admonition is-success\">\n    <header class=\"admonition-header\">Tip</header>\n    <div class=\"admonition-body\">\n        <ul>\n            <li>\n                Download this notebook and run it locally on your machine [recommended]. Click <a href=\"https://www.francescverdugo.com/XM_40017/dev/asp.ipynb\" download>here</a>.\n            </li>\n        </ul>\n    </div>\n</div>","category":"page"},{"location":"asp/","page":"-","title":"-","text":"<iframe id=\"notebook\" src=\"../asp_src/\" style=\"width:100%\"></iframe>\n<script>\n  document.addEventListener('DOMContentLoaded', function(){\n    var myIframe = document.getElementById(\"notebook\");\n    iFrameResize({log:true}, myIframe);\t\n});\n</script>","category":"page"},{"location":"","page":"Home","title":"Home","text":"CurrentModule = XM_40017","category":"page"},{"location":"#Programming-Large-Scale-Parallel-Systems-(XM_40017)","page":"Home","title":"Programming Large-Scale Parallel Systems (XM_40017)","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"Welcome to the interactive lecture notes of the Programming Large-Scale Parallel Systems course at VU Amsterdam!","category":"page"},{"location":"#What","page":"Home","title":"What","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"This page contains part of the course material of the Programming Large-Scale Parallel Systems course at VU Amsterdam. We provide several lecture notes in jupyter notebook format, which will help you to learn how to design, analyze, and program parallel algorithms on multi-node computing systems. Further information about the course is found in the study guide (click here) and our Canvas page (for registered students).","category":"page"},{"location":"","page":"Home","title":"Home","text":"note: Note\nMaterial will be added incrementally to the website as the course advances.","category":"page"},{"location":"","page":"Home","title":"Home","text":"warning: Warning\nThis page will eventually contain only a part of the course material. The rest will be available on Canvas. In particular, the material in this public webpage does not fully cover all topics in the final exam.","category":"page"},{"location":"#How-to-use-this-page","page":"Home","title":"How to use this page","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"You have two main ways of studying the notebooks:","category":"page"},{"location":"","page":"Home","title":"Home","text":"Download the notebooks and run them locally on your computer (recommended). At each notebook page you will find a green box with links to download the notebook.\nYou also have the static version of the notebooks displayed in this webpage for quick reference.","category":"page"},{"location":"#How-to-run-the-notebooks-locally","page":"Home","title":"How to run the notebooks locally","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"To run a notebook locally follow these steps:","category":"page"},{"location":"","page":"Home","title":"Home","text":"Install Julia (if not done already). More information in Getting started.\nDownload the notebook.\nLaunch Julia. More information in Getting started.\nExecute these commands in the Julia command line:","category":"page"},{"location":"","page":"Home","title":"Home","text":"julia> using Pkg\njulia> Pkg.add(\"IJulia\")\njulia> using IJulia\njulia> notebook()","category":"page"},{"location":"","page":"Home","title":"Home","text":"These commands will open a jupyter in your web browser. Navigate in jupyter to the notebook file you have downloaded and open it.","category":"page"},{"location":"#Authors","page":"Home","title":"Authors","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"This material is created by Francesc Verdugo with the help of Gelieza Kötterheinrich. Part of the notebooks are based on the course slides by Henri Bal.","category":"page"},{"location":"#License","page":"Home","title":"License","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"All material on this page that is original to this course may be used under a CC BY 4.0 license.","category":"page"},{"location":"#Acknowledgment","page":"Home","title":"Acknowledgment","text":"","category":"section"},{"location":"","page":"Home","title":"Home","text":"This page was created with the support of the Faculty of Science of Vrije Universiteit Amsterdam in the framework of the project \"Interactive lecture notes and exercises for the Programming Large-Scale Parallel Systems course\" funded by the \"Innovation budget BETA 2023 Studievoorschotmiddelen (SVM) towards Activated Blended Learning\".","category":"page"}]
 }
diff --git a/dev/solutions.ipynb b/dev/solutions.ipynb
index 1ea20d6..f0e4fe5 100644
--- a/dev/solutions.ipynb
+++ b/dev/solutions.ipynb
@@ -381,6 +381,315 @@
     "end"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "48e594e7",
+   "metadata": {},
+   "source": [
+    "## LEQ: Exercise 1\n",
+    "### Blockwise partitioning: "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "5d890006",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "function ge_par_block!(B,n,m,comm)\n",
+    "    nranks = MPI.Comm_size(comm)\n",
+    "    rank = MPI.Comm_rank(comm)\n",
+    "    # Init buffers\n",
+    "    T = eltype(B)\n",
+    "    if rank == 0\n",
+    "        buffer_root = Vector{T}(undef,n*m)\n",
+    "        buffer_root[:] = transpose(B)[:]\n",
+    "    else\n",
+    "        buffer_root = Vector{T}(undef,0)\n",
+    "    end    \n",
+    "    nw = div(n,nranks)\n",
+    "    buffer =  Vector{T}(undef,nw*m)\n",
+    "    # Send local matrices to workers\n",
+    "    MPI.Scatter!(buffer_root,buffer,comm;root=0)\n",
+    "    Bw = Matrix{T}(undef,nw,m)\n",
+    "    transpose(Bw)[:] = buffer\n",
+    "    MPI.Barrier(comm)\n",
+    "    # time calcultation\n",
+    "    t = @elapsed ge_block_worker!(Bw,n,comm)\n",
+    "    # Gather results\n",
+    "    buffer[:] = transpose(Bw)[:]\n",
+    "    MPI.Gather!(buffer,buffer_root,comm;root=0)\n",
+    "    Tf = typeof(t)\n",
+    "    if rank == 0\n",
+    "        transpose(B)[:] = buffer_root[:]\n",
+    "        ts = Vector{Tf}(undef,nranks)\n",
+    "    else\n",
+    "        ts = Vector{Tf}(undef,0)\n",
+    "    end\n",
+    "    MPI.Gather!([t],ts,comm;root=0)\n",
+    "    B, ts\n",
+    "end \n",
+    "\n",
+    "function ge_block_worker!(Bw,n,comm)\n",
+    "    rank = MPI.Comm_rank(comm)\n",
+    "    nranks = MPI.Comm_size(comm)\n",
+    "    nw,m = size(Bw)\n",
+    "    B_k = similar(Bw,m)\n",
+    "    lb = nw*rank + 1\n",
+    "    ub = nw*(rank+1)\n",
+    "    @inbounds for k in 1:n\n",
+    "        # If I have row k\n",
+    "        if k in lb:ub\n",
+    "            myk = k - lb + 1\n",
+    "            # Update just row k\n",
+    "            #@show Bw[myk,k]\n",
+    "            for t in (k+1):m\n",
+    "                Bw[myk,t] =  Bw[myk,t]/Bw[myk,k]\n",
+    "            end\n",
+    "            Bw[myk,k] = 1\n",
+    "            # Send k to other procs\n",
+    "            B_k .= view(Bw,myk,:)\n",
+    "            MPI.Bcast!(B_k,comm;root=rank)\n",
+    "        else\n",
+    "            myk = 0\n",
+    "            owner = div(k-1,nw)\n",
+    "            MPI.Bcast!(B_k,comm;root=owner)\n",
+    "        end\n",
+    "        # Do nothing if I only have rows < k \n",
+    "        if k <= ub\n",
+    "            for i in (myk+1):nw\n",
+    "                for j in (k+1):m\n",
+    "                    Bw[i,j] = Bw[i,j] - Bw[i,k]*B_k[j]\n",
+    "                end\n",
+    "                Bw[i,k] = 0\n",
+    "            end\n",
+    "        end\n",
+    "    end\n",
+    "    Bw\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "18c688ac",
+   "metadata": {},
+   "source": [
+    "### Cyclic partitioning: "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "6ba555b2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "function ge_par_cyclic!(B,n,m,comm)\n",
+    "    nranks = MPI.Comm_size(comm)\n",
+    "    rank = MPI.Comm_rank(comm)\n",
+    "    nw = div(n,nranks)\n",
+    "    # Init buffers\n",
+    "    T = eltype(B)\n",
+    "    if rank == 0\n",
+    "        buffer_root = Vector{T}(undef,n*m)\n",
+    "        # Fill buffer cyclicly\n",
+    "        for i in 1:n\n",
+    "            ub = i * m \n",
+    "            lb = ub - m + 1\n",
+    "            j = mod(i-1,nw)*nranks + div(i-1,nw) +1\n",
+    "            buffer_root[lb:ub] = transpose(B)[:,j]\n",
+    "        end\n",
+    "    else\n",
+    "        buffer_root = Vector{T}(undef,0)\n",
+    "    end    \n",
+    "    buffer =  Vector{T}(undef,nw*m)\n",
+    "    # Send local matrices to workers\n",
+    "    MPI.Scatter!(buffer_root,buffer,comm;root=0)\n",
+    "    Bw = Matrix{T}(undef,nw,m)\n",
+    "    transpose(Bw)[:] = buffer\n",
+    "    MPI.Barrier(comm)\n",
+    "    # time calcultation\n",
+    "     t = @elapsed ge_cyclic_worker!(Bw,n,comm)\n",
+    "    # Gather results\n",
+    "     buffer[:] = transpose(Bw)[:]\n",
+    "     MPI.Gather!(buffer,buffer_root,comm;root=0)\n",
+    "     Tf = typeof(t)\n",
+    "     if rank == 0\n",
+    "         for i in 1:n\n",
+    "             ub = i * m \n",
+    "             lb = ub - m + 1\n",
+    "             j = mod(i-1,nw)*nranks + div(i-1,nw) +1\n",
+    "             transpose(B)[:,j] = buffer_root[lb:ub]\n",
+    "         end\n",
+    "         ts = Vector{Tf}(undef,nranks)\n",
+    "     else\n",
+    "         ts = Vector{Tf}(undef,0)\n",
+    "     end\n",
+    "     MPI.Gather!([t],ts,comm;root=0)\n",
+    "    B, ts\n",
+    "end\n",
+    "\n",
+    "function ge_cyclic_worker!(Bw,n,comm)\n",
+    "    rank = MPI.Comm_rank(comm)\n",
+    "    nranks = MPI.Comm_size(comm)\n",
+    "    nw,m = size(Bw)\n",
+    "    B_k = similar(Bw,m)\n",
+    "    my_rows = [i*nranks+(rank+1) for i in 0:(nw-1)]\n",
+    "    @inbounds for k in 1:n\n",
+    "        # If I have row k\n",
+    "        if k in my_rows\n",
+    "            myk = findfirst(my_rows .== k)[2]\n",
+    "            # Update just row k\n",
+    "            for t in (k+1):m\n",
+    "                Bw[myk,t] =  Bw[myk,t]/Bw[myk,k]\n",
+    "            end\n",
+    "            Bw[myk,k] = 1\n",
+    "            # Send k to other procs\n",
+    "            B_k .= view(Bw,myk,:)\n",
+    "            MPI.Bcast!(B_k,comm;root=rank)\n",
+    "        else\n",
+    "            owner = mod(k-1,nranks)\n",
+    "            MPI.Bcast!(B_k,comm;root=owner)\n",
+    "        end\n",
+    "        # Do nothing if I only have rows < k \n",
+    "        if k < maximum(my_rows)\n",
+    "            cutoff = findfirst(my_rows .> k)[2]\n",
+    "            for i in cutoff:length(my_rows)\n",
+    "                for j in (k+1):m\n",
+    "                    Bw[i,j] = Bw[i,j] - Bw[i,k]*B_k[j]\n",
+    "                end\n",
+    "                Bw[i,k] = 0\n",
+    "            end\n",
+    "        end\n",
+    "    end\n",
+    "    Bw\n",
+    "end"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fe0bb4ab",
+   "metadata": {},
+   "source": [
+    "### Main Function to run code and test performance: "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "4d00c192",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "using MPI\n",
+    "using Test\n",
+    "MPI.Init()\n",
+    "\n",
+    "\n",
+    "function tridiagonal_matrix(n)\n",
+    "    C = zeros(n,n)\n",
+    "    stencil = [(-1,2,-1),(-1,0,1)]\n",
+    "    for i in 1:n\n",
+    "        for  (coeff,o) in zip((-1,2,-1),(-1,0,1))\n",
+    "            j = i+o\n",
+    "            if j in 1:n\n",
+    "                C[i,j] = coeff\n",
+    "            end\n",
+    "        end\n",
+    "    end\n",
+    "    C\n",
+    "end\n",
+    "\n",
+    "function ge_seq!(B)\n",
+    "    n,m = size(B)\n",
+    "    @inbounds for k in 1:n\n",
+    "        for t in (k+1):m\n",
+    "            B[k,t] =  B[k,t]/B[k,k]\n",
+    "        end\n",
+    "        B[k,k] = 1\n",
+    "        for i in (k+1):n \n",
+    "            for j in (k+1):m\n",
+    "                B[i,j] = B[i,j] - B[i,k]*B[k,j]\n",
+    "            end\n",
+    "            B[i,k] = 0\n",
+    "        end\n",
+    "    end\n",
+    "    B\n",
+    "end\n",
+    "\n",
+    "function main_check()\n",
+    "    # Create communicator \n",
+    "    comm = MPI.Comm_dup(MPI.COMM_WORLD)\n",
+    "    rank = MPI.Comm_rank(comm)\n",
+    "    nranks = MPI.Comm_size(comm)\n",
+    "    n = 10*nranks\n",
+    "    # create matrix B such that mod(n, nprocs) == 0\n",
+    "    if rank == 0 \n",
+    "        A = tridiagonal_matrix(n)\n",
+    "        b = ones(n)\n",
+    "        B = [A b]\n",
+    "    else \n",
+    "        B = tridiagonal_matrix(0)\n",
+    "    end\n",
+    "    # call parallel method \n",
+    "    B_block, ts_block = ge_par_block!(copy(B),n,n+1,comm)\n",
+    "    B_cyclic, ts_cyclic = ge_par_cyclic!(copy(B),n,n+1,comm)\n",
+    "    # test if results is equal to sequential \n",
+    "    if rank == 0\n",
+    "        B_seq = ge_seq!(copy(B))\n",
+    "        @test B_seq == B_block\n",
+    "        @test B_seq == B_cyclic\n",
+    "        # print timings\n",
+    "        println(\"No workers: $nranks| Blockwise: min $(minimum(ts_block))| Cyclic: min $(minimum(ts_cyclic))\")\n",
+    "    end\n",
+    "end\n",
+    "\n",
+    "main_check()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "cbbd3b8f",
+   "metadata": {},
+   "source": [
+    "## ASP : Exercise 1\n",
+    "Implementation of parallel ASP using only `MPI.Bcast!`. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "ec5f932f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "@everywhere function floyd_worker_bcast!(Cw,comm)\n",
+    "    rank = MPI.Comm_rank(comm)\n",
+    "    nranks = MPI.Comm_size(comm)\n",
+    "    Nw,N = size(Cw)\n",
+    "    C_k = similar(Cw,N)\n",
+    "    lb = Nw*rank + 1\n",
+    "    ub = Nw*(rank+1)\n",
+    "    for k in 1:N\n",
+    "        if k in lb:ub\n",
+    "            myk = k - lb + 1\n",
+    "            C_k .= view(Cw,myk,:)\n",
+    "            MPI.Bcast!(C_k,comm;root=rank)\n",
+    "        else\n",
+    "            owner = div(k-1,Nw)\n",
+    "            MPI.Bcast!(C_k,comm;root=owner)\n",
+    "        end\n",
+    "        for j in 1:N\n",
+    "            for i in 1:Nw\n",
+    "                @inbounds Cw[i,j] = min(Cw[i,j],Cw[i,k]+C_k[j])\n",
+    "            end\n",
+    "        end\n",
+    "    end\n",
+    "    Cw\n",
+    "end"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "19641daf",
@@ -401,7 +710,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": null,
    "id": "a4d5ab70",
    "metadata": {},
    "outputs": [],
@@ -424,21 +733,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": null,
    "id": "bcee99f0",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "tsp_serial (generic function with 1 method)"
-      ]
-     },
-     "execution_count": 14,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "## TSP serial \n",
     "function tsp_serial_impl(connections,hops,path,current_distance, min_path, min_distance, node_count)\n",
@@ -482,21 +780,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": null,
    "id": "327f5349",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "tsp_dist (generic function with 1 method)"
-      ]
-     },
-     "execution_count": 15,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "## TSP distributed\n",
     "@everywhere function tsp_dist_impl(connections,hops,path,current_distance,min_dist_chnl, max_hops,jobs_chnl,ftr_result,node_count)\n",
@@ -597,134 +884,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": null,
    "id": "706242f2",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "n = 4\n",
-      "n = 6\n",
-      "n = 8\n",
-      "n = 10\n",
-      "search_overhead_perc = [0.75 0.16666666666666666 0.3333333333333333 0.2727272727272727 0.14285714285714285 0.07692307692307693 0.0 0.16666666666666666 0.4 0.16666666666666666; 0.01092896174863388 0.005154639175257732 0.031578947368421054 0.05384615384615385 0.4672897196261682 0.10434782608695652 0.09917355371900827 0.06666666666666667 -0.0056179775280898875 0.2736842105263158; 0.0 -0.009295120061967466 -0.0032278889606197547 0.01906318082788671 0.028241335044929396 0.0011111111111111111 -0.008201892744479496 0.004958047292143402 -0.005873715124816446 -0.009497336113041464; 3.87551835057939e-5 -0.014818818265230451 7.133685261806249e-5 -0.03200184183262346 -0.01696773663002659 -0.004075168167420009 6.629541235746487e-5 -0.0033114074608037486 -0.016359150396910535 -0.0025293711126468557]\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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-       "</svg>\n"
-      ]
-     },
-     "execution_count": 16,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "using Distributed\n",
     "using Plots\n",
@@ -800,18 +963,6 @@
     "xlabel!(\"Number of cities\")"
    ]
   },
-  {
-   "cell_type": "markdown",
-   "id": "47d88e7a",
-   "metadata": {},
-   "source": [
-    "# License\n",
-    "\n",
-    "TODO: replace link to website\n",
-    "\n",
-    "This notebook is part of the course [Programming Large Scale Parallel Systems](http://localhost:8000/) at Vrije Universiteit Amsterdam and may be used under a [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/) license."
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -823,7 +974,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Julia 1.9.0",
+   "display_name": "Julia 1.9.1",
    "language": "julia",
    "name": "julia-1.9"
   },
@@ -831,7 +982,7 @@
    "file_extension": ".jl",
    "mimetype": "application/julia",
    "name": "julia",
-   "version": "1.9.0"
+   "version": "1.9.1"
   }
  },
  "nbformat": 4,
diff --git a/dev/solutions/index.html b/dev/solutions/index.html
index af1cdff..eef7e46 100644
--- a/dev/solutions/index.html
+++ b/dev/solutions/index.html
@@ -1,5 +1,5 @@
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diff --git a/dev/solutions_for_all_notebooks/index.html b/dev/solutions_for_all_notebooks/index.html
index 01918fa..cfbc4e7 100644
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@@ -1,5 +1,5 @@
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class="tocitem" href="#Julia-Basics"><span>Julia Basics</span></a></li><li><a class="tocitem" href="#Asynchronous-programming-in-Julia"><span>Asynchronous programming in Julia</span></a></li><li><a class="tocitem" href="#Distributed-computing-in-Julia"><span>Distributed computing in Julia</span></a></li><li><a class="tocitem" href="#Distributed-computing-with-MPI"><span>Distributed computing with MPI</span></a></li><li><a class="tocitem" href="#Matrix-matrix-multiplication"><span>Matrix-matrix multiplication</span></a></li><li><a class="tocitem" href="#Jacobi-method"><span>Jacobi method</span></a></li></ul></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a 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class="docs-heading-anchor-permalink" href="#Solutions" title="Permalink"></a></h1><h2 id="Julia-Basics"><a class="docs-heading-anchor" href="#Julia-Basics">Julia Basics</a><a id="Julia-Basics-1"></a><a class="docs-heading-anchor-permalink" href="#Julia-Basics" title="Permalink"></a></h2><h3 id="NB1-Q1"><a class="docs-heading-anchor" href="#NB1-Q1">NB1-Q1</a><a id="NB1-Q1-1"></a><a class="docs-heading-anchor-permalink" href="#NB1-Q1" title="Permalink"></a></h3><p>In the first, line we assign a variable to a value. In the second line, we assign another variable to the same value. Thus,we have 2 variables associated with the same value. In line 3, we associate <code>y</code> to a new value (re-assignment). Thus, we have 2 variables associated with 2 different values. Variable <code>x</code> is still associated with its original value. Thus, the value at the final line is <code>x=1</code>.</p><h3 id="NB1-Q2"><a class="docs-heading-anchor" href="#NB1-Q2">NB1-Q2</a><a id="NB1-Q2-1"></a><a class="docs-heading-anchor-permalink" href="#NB1-Q2" title="Permalink"></a></h3><p>It will be <code>1</code> for very similar reasons as in the previous questions: we are reassigning a local variable, not the global variable defined outside the function.</p><h3 id="NB1-Q3"><a class="docs-heading-anchor" href="#NB1-Q3">NB1-Q3</a><a id="NB1-Q3-1"></a><a class="docs-heading-anchor-permalink" href="#NB1-Q3" title="Permalink"></a></h3><p>It will be <code>6</code>. In the returned function <code>f2</code>, <code>x</code> is equal to <code>2</code>. Thus, when calling <code>f2(3)</code> we compute <code>2*3</code>.</p><h3 id="Exercise-1"><a class="docs-heading-anchor" href="#Exercise-1">Exercise 1</a><a id="Exercise-1-1"></a><a class="docs-heading-anchor-permalink" href="#Exercise-1" title="Permalink"></a></h3><pre><code class="language-julia hljs">function ex1(a)
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src="../assets/iframeResizer.min.js"></script><link href="../assets/custom.css" rel="stylesheet" type="text/css"/></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../"><img src="../assets/logo.png" alt="XM_40017 logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="../">XM_40017</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li><a class="tocitem" href="../">Home</a></li><li><a class="tocitem" href="../getting_started_with_julia/">Getting started</a></li><li><span class="tocitem">Notebooks</span><ul><li><a class="tocitem" href="../julia_basics/">Julia Basics</a></li><li><a class="tocitem" href="../julia_async/">Asynchronous programming in Julia</a></li><li><a class="tocitem" href="../julia_distributed/">Distributed computing in Julia</a></li><li><a class="tocitem" href="../matrix_matrix/">Matrix-matrix multiplication</a></li></ul></li><li class="is-active"><a class="tocitem" href>Solutions</a><ul class="internal"><li><a class="tocitem" href="#Julia-Basics"><span>Julia Basics</span></a></li><li><a class="tocitem" href="#Asynchronous-programming-in-Julia"><span>Asynchronous programming in Julia</span></a></li><li><a class="tocitem" href="#Distributed-computing-in-Julia"><span>Distributed computing in Julia</span></a></li><li><a class="tocitem" href="#MPI-(Point-to-point)"><span>MPI (Point-to-point)</span></a></li><li><a class="tocitem" href="#Matrix-matrix-multiplication"><span>Matrix-matrix multiplication</span></a></li><li><a class="tocitem" href="#Jacobi-method"><span>Jacobi method</span></a></li></ul></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li class="is-active"><a href>Solutions</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>Solutions</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/fverdugo/XM_40017/blob/main/docs/src/solutions_for_all_notebooks.md#" title="Edit source on GitHub"><span class="docs-icon fa-solid"></span></a><a class="docs-settings-button docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><h1 id="Solutions"><a class="docs-heading-anchor" href="#Solutions">Solutions</a><a id="Solutions-1"></a><a class="docs-heading-anchor-permalink" href="#Solutions" title="Permalink"></a></h1><h2 id="Julia-Basics"><a class="docs-heading-anchor" href="#Julia-Basics">Julia Basics</a><a id="Julia-Basics-1"></a><a class="docs-heading-anchor-permalink" href="#Julia-Basics" title="Permalink"></a></h2><h3 id="Exercise-1"><a class="docs-heading-anchor" href="#Exercise-1">Exercise 1</a><a id="Exercise-1-1"></a><a class="docs-heading-anchor-permalink" href="#Exercise-1" title="Permalink"></a></h3><pre><code class="language-julia hljs">function ex1(a)
     j = 1
     m = a[j]
     for (i,ai) in enumerate(a)
@@ -14,30 +14,7 @@ max_iters = 100
 n = 1000
 x = LinRange(-1.7,0.7,n)
 y = LinRange(-1.2,1.2,n)
-heatmap(x,y,(i,j)-&gt;mandel(i,j,max_iters))</code></pre><h2 id="Asynchronous-programming-in-Julia"><a class="docs-heading-anchor" href="#Asynchronous-programming-in-Julia">Asynchronous programming in Julia</a><a id="Asynchronous-programming-in-Julia-1"></a><a class="docs-heading-anchor-permalink" href="#Asynchronous-programming-in-Julia" title="Permalink"></a></h2><h3 id="NB2-Q1"><a class="docs-heading-anchor" href="#NB2-Q1">NB2-Q1</a><a id="NB2-Q1-1"></a><a class="docs-heading-anchor-permalink" href="#NB2-Q1" title="Permalink"></a></h3><p>Evaluating <code>compute_π(100_000_000)</code> takes about 0.25 seconds. Thus, the loop would take about 2.5 seconds since we are calling the function 10 times.</p><h3 id="NB2-Q2"><a class="docs-heading-anchor" href="#NB2-Q2">NB2-Q2</a><a id="NB2-Q2-1"></a><a class="docs-heading-anchor-permalink" href="#NB2-Q2" title="Permalink"></a></h3><p>The time in doing the loop will be almost zero since the loop just schedules 10 tasks, which should be very fast.</p><h3 id="NB2-Q3"><a class="docs-heading-anchor" href="#NB2-Q3">NB2-Q3</a><a id="NB2-Q3-1"></a><a class="docs-heading-anchor-permalink" href="#NB2-Q3" title="Permalink"></a></h3><p>It will take 2.5 seconds, like in question 1. The <code>@sync</code> macro forces to wait for all tasks we have generated with the <code>@async</code> macro. Since we have created 10 tasks and each of them takes about 0.25 seconds, the total time will be about 2.5 seconds.</p><h3 id="NB2-Q4"><a class="docs-heading-anchor" href="#NB2-Q4">NB2-Q4</a><a id="NB2-Q4-1"></a><a class="docs-heading-anchor-permalink" href="#NB2-Q4" title="Permalink"></a></h3><p>It will take about 3 seconds. The channel has buffer size 4, thus the call to <code>put!</code>will not block. The call to <code>take!</code> will not block neither since there is a value stored in the channel. The taken value is 3 and therefore we will wait for 3 seconds. </p><h3 id="NB2-Q5"><a class="docs-heading-anchor" href="#NB2-Q5">NB2-Q5</a><a id="NB2-Q5-1"></a><a class="docs-heading-anchor-permalink" href="#NB2-Q5" title="Permalink"></a></h3><p>The channel is not buffered and therefore the call to <code>put!</code> will block. The cell will run forever, since there is no other task that calls <code>take!</code> on this channel. </p><h2 id="Distributed-computing-in-Julia"><a class="docs-heading-anchor" href="#Distributed-computing-in-Julia">Distributed computing in Julia</a><a id="Distributed-computing-in-Julia-1"></a><a class="docs-heading-anchor-permalink" href="#Distributed-computing-in-Julia" title="Permalink"></a></h2><h3 id="NB3-Q1"><a class="docs-heading-anchor" href="#NB3-Q1">NB3-Q1</a><a id="NB3-Q1-1"></a><a class="docs-heading-anchor-permalink" href="#NB3-Q1" title="Permalink"></a></h3><p>We send the matrix (16 entries) and then we receive back the result (1 extra integer). Thus, the total number of transferred integers in 17.</p><h3 id="NB3-Q2"><a class="docs-heading-anchor" href="#NB3-Q2">NB3-Q2</a><a id="NB3-Q2-1"></a><a class="docs-heading-anchor-permalink" href="#NB3-Q2" title="Permalink"></a></h3><p>Even though we only use a single entry of the matrix in the remote worker, the entire matrix is captured and sent to the worker. Thus, we will transfer 17 integers like in Question 1.</p><h3 id="NB3-Q3"><a class="docs-heading-anchor" href="#NB3-Q3">NB3-Q3</a><a id="NB3-Q3-1"></a><a class="docs-heading-anchor-permalink" href="#NB3-Q3" title="Permalink"></a></h3><p>The value of <code>x</code> will still be zero since the worker receives a copy of the matrix and it modifies this copy, not the original one.</p><h3 id="NB3-Q4"><a class="docs-heading-anchor" href="#NB3-Q4">NB3-Q4</a><a id="NB3-Q4-1"></a><a class="docs-heading-anchor-permalink" href="#NB3-Q4" title="Permalink"></a></h3><p>In this case, the code <code>a[2]=2</code> is executed in the main process. Since the matrix is already in the main process, it is not needed to create and send a copy of it. Thus, the code modifies the original matrix and the value of <code>x</code> will be 2. </p><h2 id="Distributed-computing-with-MPI"><a class="docs-heading-anchor" href="#Distributed-computing-with-MPI">Distributed computing with MPI</a><a id="Distributed-computing-with-MPI-1"></a><a class="docs-heading-anchor-permalink" href="#Distributed-computing-with-MPI" title="Permalink"></a></h2><h3 id="Exercise-1-2"><a class="docs-heading-anchor" href="#Exercise-1-2">Exercise 1</a><a class="docs-heading-anchor-permalink" href="#Exercise-1-2" title="Permalink"></a></h3><pre><code class="language-julia hljs">using MPI
-MPI.Init()
-comm = MPI.Comm_dup(MPI.COMM_WORLD)
-rank = MPI.Comm_rank(comm)
-nranks = MPI.Comm_size(comm)
-buffer = Ref(0)
-if rank == 0
-    msg = 2
-    buffer[] = msg
-    println(&quot;msg = $(buffer[])&quot;)
-    MPI.Send(buffer,comm;dest=rank+1,tag=0)
-    MPI.Recv!(buffer,comm;source=nranks-1,tag=0)
-    println(&quot;msg = $(buffer[])&quot;)
-else
-    dest = if (rank != nranks-1)
-        rank+1
-    else
-        0
-    end
-    MPI.Recv!(buffer,comm;source=rank-1,tag=0)
-    buffer[] += 1
-    println(&quot;msg = $(buffer[])&quot;)
-    MPI.Send(buffer,comm;dest,tag=0)
-end</code></pre><h3 id="Exercise-2-2"><a class="docs-heading-anchor" href="#Exercise-2-2">Exercise 2</a><a class="docs-heading-anchor-permalink" href="#Exercise-2-2" title="Permalink"></a></h3><pre><code class="language-julia hljs">f = () -&gt; Channel{Int}(1)
+heatmap(x,y,(i,j)-&gt;mandel(i,j,max_iters))</code></pre><h2 id="Asynchronous-programming-in-Julia"><a class="docs-heading-anchor" href="#Asynchronous-programming-in-Julia">Asynchronous programming in Julia</a><a id="Asynchronous-programming-in-Julia-1"></a><a class="docs-heading-anchor-permalink" href="#Asynchronous-programming-in-Julia" title="Permalink"></a></h2><h2 id="Distributed-computing-in-Julia"><a class="docs-heading-anchor" href="#Distributed-computing-in-Julia">Distributed computing in Julia</a><a id="Distributed-computing-in-Julia-1"></a><a class="docs-heading-anchor-permalink" href="#Distributed-computing-in-Julia" title="Permalink"></a></h2><h3 id="Exercise-1-2"><a class="docs-heading-anchor" href="#Exercise-1-2">Exercise 1</a><a class="docs-heading-anchor-permalink" href="#Exercise-1-2" title="Permalink"></a></h3><pre><code class="language-julia hljs">f = () -&gt; Channel{Int}(1)
 chnls = [ RemoteChannel(f,w) for w in workers() ]
 @sync for (iw,w) in enumerate(workers())
     @spawnat w begin
@@ -67,7 +44,30 @@ end</code></pre><p>This is another possible solution.</p><pre><code class="langu
     end
 end
 msg = 2
-@fetchfrom 2 work(msg)</code></pre><h2 id="Matrix-matrix-multiplication"><a class="docs-heading-anchor" href="#Matrix-matrix-multiplication">Matrix-matrix multiplication</a><a id="Matrix-matrix-multiplication-1"></a><a class="docs-heading-anchor-permalink" href="#Matrix-matrix-multiplication" title="Permalink"></a></h2><h3 id="Exercise-1-3"><a class="docs-heading-anchor" href="#Exercise-1-3">Exercise 1</a><a class="docs-heading-anchor-permalink" href="#Exercise-1-3" title="Permalink"></a></h3><pre><code class="language-julia hljs">function matmul_dist_3!(C,A,B)
+@fetchfrom 2 work(msg)</code></pre><h2 id="MPI-(Point-to-point)"><a class="docs-heading-anchor" href="#MPI-(Point-to-point)">MPI (Point-to-point)</a><a id="MPI-(Point-to-point)-1"></a><a class="docs-heading-anchor-permalink" href="#MPI-(Point-to-point)" title="Permalink"></a></h2><h3 id="Exercise-1-3"><a class="docs-heading-anchor" href="#Exercise-1-3">Exercise 1</a><a class="docs-heading-anchor-permalink" href="#Exercise-1-3" title="Permalink"></a></h3><pre><code class="language-julia hljs">using MPI
+MPI.Init()
+comm = MPI.Comm_dup(MPI.COMM_WORLD)
+rank = MPI.Comm_rank(comm)
+nranks = MPI.Comm_size(comm)
+buffer = Ref(0)
+if rank == 0
+    msg = 2
+    buffer[] = msg
+    println(&quot;msg = $(buffer[])&quot;)
+    MPI.Send(buffer,comm;dest=rank+1,tag=0)
+    MPI.Recv!(buffer,comm;source=nranks-1,tag=0)
+    println(&quot;msg = $(buffer[])&quot;)
+else
+    dest = if (rank != nranks-1)
+        rank+1
+    else
+        0
+    end
+    MPI.Recv!(buffer,comm;source=rank-1,tag=0)
+    buffer[] += 1
+    println(&quot;msg = $(buffer[])&quot;)
+    MPI.Send(buffer,comm;dest,tag=0)
+end</code></pre><h2 id="Matrix-matrix-multiplication"><a class="docs-heading-anchor" href="#Matrix-matrix-multiplication">Matrix-matrix multiplication</a><a id="Matrix-matrix-multiplication-1"></a><a class="docs-heading-anchor-permalink" href="#Matrix-matrix-multiplication" title="Permalink"></a></h2><h3 id="Exercise-1-4"><a class="docs-heading-anchor" href="#Exercise-1-4">Exercise 1</a><a class="docs-heading-anchor-permalink" href="#Exercise-1-4" title="Permalink"></a></h3><pre><code class="language-julia hljs">function matmul_dist_3!(C,A,B)
     m = size(C,1)
     n = size(C,2)
     l = size(A,2)
@@ -108,7 +108,7 @@ end
         end
     end
     C
-end</code></pre><h3 id="Exercise-2-3"><a class="docs-heading-anchor" href="#Exercise-2-3">Exercise 2</a><a class="docs-heading-anchor-permalink" href="#Exercise-2-3" title="Permalink"></a></h3><p>At each call to @spawnat we will communicate O(N) and compute O(N) in a worker process just like in algorithm 1. However, we will do this work N^2/P times on average at each worker. Thus, the total communication and computation on a worker will be O(N^3/P) for both communication and computation.  Thus, the communication over computation ratio will still be O(1) and thus the communication will dominate in practice, making the algorithm inefficient.</p><h2 id="Jacobi-method"><a class="docs-heading-anchor" href="#Jacobi-method">Jacobi method</a><a id="Jacobi-method-1"></a><a class="docs-heading-anchor-permalink" href="#Jacobi-method" title="Permalink"></a></h2><h3 id="Exercise-1-4"><a class="docs-heading-anchor" href="#Exercise-1-4">Exercise 1</a><a class="docs-heading-anchor-permalink" href="#Exercise-1-4" title="Permalink"></a></h3><pre><code class="language-julia hljs">@everywhere workers() begin
+end</code></pre><h2 id="Jacobi-method"><a class="docs-heading-anchor" href="#Jacobi-method">Jacobi method</a><a id="Jacobi-method-1"></a><a class="docs-heading-anchor-permalink" href="#Jacobi-method" title="Permalink"></a></h2><h3 id="Exercise-1-5"><a class="docs-heading-anchor" href="#Exercise-1-5">Exercise 1</a><a class="docs-heading-anchor-permalink" href="#Exercise-1-5" title="Permalink"></a></h3><pre><code class="language-julia hljs">@everywhere workers() begin
     using MPI
     comm = MPI.Comm_dup(MPI.COMM_WORLD)
     function jacobi_mpi(n,niters)
@@ -152,4 +152,4 @@ end</code></pre><h3 id="Exercise-2-3"><a class="docs-heading-anchor" href="#Exer
         end
         return u
     end
-end</code></pre></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../pdes/">« Partial differential equations</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="auto">Automatic (OS)</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.1.1 on <span class="colophon-date" title="Monday 16 October 2023 12:03">Monday 16 October 2023</span>. Using Julia version 1.9.3.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+end</code></pre></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../matrix_matrix/">« Matrix-matrix multiplication</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.5.0 on <span class="colophon-date" title="Monday 19 August 2024 14:06">Monday 19 August 2024</span>. Using Julia version 1.10.4.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
diff --git a/dev/solutions_src/index.html b/dev/solutions_src/index.html
index ffbe16d..c17c01d 100644
--- a/dev/solutions_src/index.html
+++ b/dev/solutions_src/index.html
@@ -7333,11 +7333,12 @@ a.anchor-link {
     if (!diagrams.length) {
       return;
     }
-    const mermaid = (await import("https://cdnjs.cloudflare.com/ajax/libs/mermaid/10.5.0/mermaid.esm.min.mjs")).default;
+    const mermaid = (await import("https://cdnjs.cloudflare.com/ajax/libs/mermaid/10.7.0/mermaid.esm.min.mjs")).default;
     const parser = new DOMParser();
 
     mermaid.initialize({
       maxTextSize: 100000,
+      maxEdges: 100000,
       startOnLoad: false,
       fontFamily: window
         .getComputedStyle(document.body)
@@ -7408,7 +7409,8 @@ a.anchor-link {
       let results = null;
       let output = null;
       try {
-        const { svg } = await mermaid.render(id, raw, el);
+        let { svg } = await mermaid.render(id, raw, el);
+        svg = cleanMermaidSvg(svg);
         results = makeMermaidImage(svg);
         output = document.createElement("figure");
         results.map(output.appendChild, output);
@@ -7423,6 +7425,38 @@ a.anchor-link {
       parent.appendChild(output);
     }
 
+
+    /**
+     * Post-process to ensure mermaid diagrams contain only valid SVG and XHTML.
+     */
+    function cleanMermaidSvg(svg) {
+      return svg.replace(RE_VOID_ELEMENT, replaceVoidElement);
+    }
+
+
+    /**
+     * A regular expression for all void elements, which may include attributes and
+     * a slash.
+     *
+     * @see https://developer.mozilla.org/en-US/docs/Glossary/Void_element
+     *
+     * Of these, only `<br>` is generated by Mermaid in place of `\n`,
+     * but _any_ "malformed" tag will break the SVG rendering entirely.
+     */
+    const RE_VOID_ELEMENT =
+      /<\s*(area|base|br|col|embed|hr|img|input|link|meta|param|source|track|wbr)\s*([^>]*?)\s*>/gi;
+
+    /**
+     * Ensure a void element is closed with a slash, preserving any attributes.
+     */
+    function replaceVoidElement(match, tag, rest) {
+      rest = rest.trim();
+      if (!rest.endsWith('/')) {
+        rest = `${rest} /`;
+      }
+      return `<${tag} ${rest}>`;
+    }
+
     void Promise.all([...diagrams].map(renderOneMarmaid));
   });
 </script>
@@ -7921,6 +7955,341 @@ a.anchor-link {
 </div>
 </div>
 </div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=48e594e7">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h2 id="LEQ:-Exercise-1">LEQ: Exercise 1<a class="anchor-link" href="#LEQ:-Exercise-1">¶</a></h2><h3 id="Blockwise-partitioning:">Blockwise partitioning:<a class="anchor-link" href="#Blockwise-partitioning:">¶</a></h3>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=5d890006">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">function</span><span class="w"> </span><span class="n">ge_par_block!</span><span class="p">(</span><span class="n">B</span><span class="p">,</span><span class="n">n</span><span class="p">,</span><span class="n">m</span><span class="p">,</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="n">nranks</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_size</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="n">rank</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_rank</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="c"># Init buffers</span>
+<span class="w">    </span><span class="n">T</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">eltype</span><span class="p">(</span><span class="n">B</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">rank</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">        </span><span class="n">buffer_root</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Vector</span><span class="p">{</span><span class="kt">T</span><span class="p">}(</span><span class="nb">undef</span><span class="p">,</span><span class="n">n</span><span class="o">*</span><span class="n">m</span><span class="p">)</span>
+<span class="w">        </span><span class="n">buffer_root</span><span class="p">[</span><span class="o">:</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">transpose</span><span class="p">(</span><span class="n">B</span><span class="p">)[</span><span class="o">:</span><span class="p">]</span>
+<span class="w">    </span><span class="k">else</span>
+<span class="w">        </span><span class="n">buffer_root</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Vector</span><span class="p">{</span><span class="kt">T</span><span class="p">}(</span><span class="nb">undef</span><span class="p">,</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span><span class="w">    </span>
+<span class="w">    </span><span class="n">nw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">div</span><span class="p">(</span><span class="n">n</span><span class="p">,</span><span class="n">nranks</span><span class="p">)</span>
+<span class="w">    </span><span class="n">buffer</span><span class="w"> </span><span class="o">=</span><span class="w">  </span><span class="kt">Vector</span><span class="p">{</span><span class="kt">T</span><span class="p">}(</span><span class="nb">undef</span><span class="p">,</span><span class="n">nw</span><span class="o">*</span><span class="n">m</span><span class="p">)</span>
+<span class="w">    </span><span class="c"># Send local matrices to workers</span>
+<span class="w">    </span><span class="n">MPI</span><span class="o">.</span><span class="n">Scatter!</span><span class="p">(</span><span class="n">buffer_root</span><span class="p">,</span><span class="n">buffer</span><span class="p">,</span><span class="n">comm</span><span class="p">;</span><span class="n">root</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="n">Bw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Matrix</span><span class="p">{</span><span class="kt">T</span><span class="p">}(</span><span class="nb">undef</span><span class="p">,</span><span class="n">nw</span><span class="p">,</span><span class="n">m</span><span class="p">)</span>
+<span class="w">    </span><span class="n">transpose</span><span class="p">(</span><span class="n">Bw</span><span class="p">)[</span><span class="o">:</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">buffer</span>
+<span class="w">    </span><span class="n">MPI</span><span class="o">.</span><span class="n">Barrier</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="c"># time calcultation</span>
+<span class="w">    </span><span class="n">t</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nd">@elapsed</span><span class="w"> </span><span class="n">ge_block_worker!</span><span class="p">(</span><span class="n">Bw</span><span class="p">,</span><span class="n">n</span><span class="p">,</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="c"># Gather results</span>
+<span class="w">    </span><span class="n">buffer</span><span class="p">[</span><span class="o">:</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">transpose</span><span class="p">(</span><span class="n">Bw</span><span class="p">)[</span><span class="o">:</span><span class="p">]</span>
+<span class="w">    </span><span class="n">MPI</span><span class="o">.</span><span class="n">Gather!</span><span class="p">(</span><span class="n">buffer</span><span class="p">,</span><span class="n">buffer_root</span><span class="p">,</span><span class="n">comm</span><span class="p">;</span><span class="n">root</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="n">Tf</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">typeof</span><span class="p">(</span><span class="n">t</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">rank</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">        </span><span class="n">transpose</span><span class="p">(</span><span class="n">B</span><span class="p">)[</span><span class="o">:</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">buffer_root</span><span class="p">[</span><span class="o">:</span><span class="p">]</span>
+<span class="w">        </span><span class="n">ts</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Vector</span><span class="p">{</span><span class="kt">Tf</span><span class="p">}(</span><span class="nb">undef</span><span class="p">,</span><span class="n">nranks</span><span class="p">)</span>
+<span class="w">    </span><span class="k">else</span>
+<span class="w">        </span><span class="n">ts</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Vector</span><span class="p">{</span><span class="kt">Tf</span><span class="p">}(</span><span class="nb">undef</span><span class="p">,</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="n">MPI</span><span class="o">.</span><span class="n">Gather!</span><span class="p">([</span><span class="n">t</span><span class="p">],</span><span class="n">ts</span><span class="p">,</span><span class="n">comm</span><span class="p">;</span><span class="n">root</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="n">B</span><span class="p">,</span><span class="w"> </span><span class="n">ts</span>
+<span class="k">end</span><span class="w"> </span>
+
+<span class="k">function</span><span class="w"> </span><span class="n">ge_block_worker!</span><span class="p">(</span><span class="n">Bw</span><span class="p">,</span><span class="n">n</span><span class="p">,</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="n">rank</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_rank</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="n">nranks</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_size</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="n">nw</span><span class="p">,</span><span class="n">m</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">size</span><span class="p">(</span><span class="n">Bw</span><span class="p">)</span>
+<span class="w">    </span><span class="n">B_k</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">similar</span><span class="p">(</span><span class="n">Bw</span><span class="p">,</span><span class="n">m</span><span class="p">)</span>
+<span class="w">    </span><span class="n">lb</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">nw</span><span class="o">*</span><span class="n">rank</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="n">ub</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">nw</span><span class="o">*</span><span class="p">(</span><span class="n">rank</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@inbounds</span><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">k</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">n</span>
+<span class="w">        </span><span class="c"># If I have row k</span>
+<span class="w">        </span><span class="k">if</span><span class="w"> </span><span class="n">k</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="n">lb</span><span class="o">:</span><span class="n">ub</span>
+<span class="w">            </span><span class="n">myk</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">k</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">lb</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">            </span><span class="c"># Update just row k</span>
+<span class="w">            </span><span class="c">#@show Bw[myk,k]</span>
+<span class="w">            </span><span class="k">for</span><span class="w"> </span><span class="n">t</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="p">(</span><span class="n">k</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span><span class="o">:</span><span class="n">m</span>
+<span class="w">                </span><span class="n">Bw</span><span class="p">[</span><span class="n">myk</span><span class="p">,</span><span class="n">t</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w">  </span><span class="n">Bw</span><span class="p">[</span><span class="n">myk</span><span class="p">,</span><span class="n">t</span><span class="p">]</span><span class="o">/</span><span class="n">Bw</span><span class="p">[</span><span class="n">myk</span><span class="p">,</span><span class="n">k</span><span class="p">]</span>
+<span class="w">            </span><span class="k">end</span>
+<span class="w">            </span><span class="n">Bw</span><span class="p">[</span><span class="n">myk</span><span class="p">,</span><span class="n">k</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">            </span><span class="c"># Send k to other procs</span>
+<span class="w">            </span><span class="n">B_k</span><span class="w"> </span><span class="o">.=</span><span class="w"> </span><span class="n">view</span><span class="p">(</span><span class="n">Bw</span><span class="p">,</span><span class="n">myk</span><span class="p">,</span><span class="o">:</span><span class="p">)</span>
+<span class="w">            </span><span class="n">MPI</span><span class="o">.</span><span class="n">Bcast!</span><span class="p">(</span><span class="n">B_k</span><span class="p">,</span><span class="n">comm</span><span class="p">;</span><span class="n">root</span><span class="o">=</span><span class="n">rank</span><span class="p">)</span>
+<span class="w">        </span><span class="k">else</span>
+<span class="w">            </span><span class="n">myk</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">            </span><span class="n">owner</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">div</span><span class="p">(</span><span class="n">k</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="n">nw</span><span class="p">)</span>
+<span class="w">            </span><span class="n">MPI</span><span class="o">.</span><span class="n">Bcast!</span><span class="p">(</span><span class="n">B_k</span><span class="p">,</span><span class="n">comm</span><span class="p">;</span><span class="n">root</span><span class="o">=</span><span class="n">owner</span><span class="p">)</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">        </span><span class="c"># Do nothing if I only have rows &lt; k </span>
+<span class="w">        </span><span class="k">if</span><span class="w"> </span><span class="n">k</span><span class="w"> </span><span class="o">&lt;=</span><span class="w"> </span><span class="n">ub</span>
+<span class="w">            </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="p">(</span><span class="n">myk</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span><span class="o">:</span><span class="n">nw</span>
+<span class="w">                </span><span class="k">for</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="p">(</span><span class="n">k</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span><span class="o">:</span><span class="n">m</span>
+<span class="w">                    </span><span class="n">Bw</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">Bw</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">Bw</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">k</span><span class="p">]</span><span class="o">*</span><span class="n">B_k</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+<span class="w">                </span><span class="k">end</span>
+<span class="w">                </span><span class="n">Bw</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">k</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">            </span><span class="k">end</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="n">Bw</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=18c688ac">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="Cyclic-partitioning:">Cyclic partitioning:<a class="anchor-link" href="#Cyclic-partitioning:">¶</a></h3>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=6ba555b2">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">function</span><span class="w"> </span><span class="n">ge_par_cyclic!</span><span class="p">(</span><span class="n">B</span><span class="p">,</span><span class="n">n</span><span class="p">,</span><span class="n">m</span><span class="p">,</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="n">nranks</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_size</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="n">rank</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_rank</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="n">nw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">div</span><span class="p">(</span><span class="n">n</span><span class="p">,</span><span class="n">nranks</span><span class="p">)</span>
+<span class="w">    </span><span class="c"># Init buffers</span>
+<span class="w">    </span><span class="n">T</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">eltype</span><span class="p">(</span><span class="n">B</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">rank</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">        </span><span class="n">buffer_root</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Vector</span><span class="p">{</span><span class="kt">T</span><span class="p">}(</span><span class="nb">undef</span><span class="p">,</span><span class="n">n</span><span class="o">*</span><span class="n">m</span><span class="p">)</span>
+<span class="w">        </span><span class="c"># Fill buffer cyclicly</span>
+<span class="w">        </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">n</span>
+<span class="w">            </span><span class="n">ub</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">m</span><span class="w"> </span>
+<span class="w">            </span><span class="n">lb</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">ub</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">m</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">            </span><span class="n">j</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">mod</span><span class="p">(</span><span class="n">i</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="n">nw</span><span class="p">)</span><span class="o">*</span><span class="n">nranks</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="n">div</span><span class="p">(</span><span class="n">i</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="n">nw</span><span class="p">)</span><span class="w"> </span><span class="o">+</span><span class="mi">1</span>
+<span class="w">            </span><span class="n">buffer_root</span><span class="p">[</span><span class="n">lb</span><span class="o">:</span><span class="n">ub</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">transpose</span><span class="p">(</span><span class="n">B</span><span class="p">)[</span><span class="o">:</span><span class="p">,</span><span class="n">j</span><span class="p">]</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">    </span><span class="k">else</span>
+<span class="w">        </span><span class="n">buffer_root</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Vector</span><span class="p">{</span><span class="kt">T</span><span class="p">}(</span><span class="nb">undef</span><span class="p">,</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span><span class="w">    </span>
+<span class="w">    </span><span class="n">buffer</span><span class="w"> </span><span class="o">=</span><span class="w">  </span><span class="kt">Vector</span><span class="p">{</span><span class="kt">T</span><span class="p">}(</span><span class="nb">undef</span><span class="p">,</span><span class="n">nw</span><span class="o">*</span><span class="n">m</span><span class="p">)</span>
+<span class="w">    </span><span class="c"># Send local matrices to workers</span>
+<span class="w">    </span><span class="n">MPI</span><span class="o">.</span><span class="n">Scatter!</span><span class="p">(</span><span class="n">buffer_root</span><span class="p">,</span><span class="n">buffer</span><span class="p">,</span><span class="n">comm</span><span class="p">;</span><span class="n">root</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="n">Bw</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Matrix</span><span class="p">{</span><span class="kt">T</span><span class="p">}(</span><span class="nb">undef</span><span class="p">,</span><span class="n">nw</span><span class="p">,</span><span class="n">m</span><span class="p">)</span>
+<span class="w">    </span><span class="n">transpose</span><span class="p">(</span><span class="n">Bw</span><span class="p">)[</span><span class="o">:</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">buffer</span>
+<span class="w">    </span><span class="n">MPI</span><span class="o">.</span><span class="n">Barrier</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="c"># time calcultation</span>
+<span class="w">     </span><span class="n">t</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="nd">@elapsed</span><span class="w"> </span><span class="n">ge_cyclic_worker!</span><span class="p">(</span><span class="n">Bw</span><span class="p">,</span><span class="n">n</span><span class="p">,</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="c"># Gather results</span>
+<span class="w">     </span><span class="n">buffer</span><span class="p">[</span><span class="o">:</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">transpose</span><span class="p">(</span><span class="n">Bw</span><span class="p">)[</span><span class="o">:</span><span class="p">]</span>
+<span class="w">     </span><span class="n">MPI</span><span class="o">.</span><span class="n">Gather!</span><span class="p">(</span><span class="n">buffer</span><span class="p">,</span><span class="n">buffer_root</span><span class="p">,</span><span class="n">comm</span><span class="p">;</span><span class="n">root</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">     </span><span class="n">Tf</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">typeof</span><span class="p">(</span><span class="n">t</span><span class="p">)</span>
+<span class="w">     </span><span class="k">if</span><span class="w"> </span><span class="n">rank</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">         </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">n</span>
+<span class="w">             </span><span class="n">ub</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="o">*</span><span class="w"> </span><span class="n">m</span><span class="w"> </span>
+<span class="w">             </span><span class="n">lb</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">ub</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">m</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">             </span><span class="n">j</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">mod</span><span class="p">(</span><span class="n">i</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="n">nw</span><span class="p">)</span><span class="o">*</span><span class="n">nranks</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="n">div</span><span class="p">(</span><span class="n">i</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="n">nw</span><span class="p">)</span><span class="w"> </span><span class="o">+</span><span class="mi">1</span>
+<span class="w">             </span><span class="n">transpose</span><span class="p">(</span><span class="n">B</span><span class="p">)[</span><span class="o">:</span><span class="p">,</span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">buffer_root</span><span class="p">[</span><span class="n">lb</span><span class="o">:</span><span class="n">ub</span><span class="p">]</span>
+<span class="w">         </span><span class="k">end</span>
+<span class="w">         </span><span class="n">ts</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Vector</span><span class="p">{</span><span class="kt">Tf</span><span class="p">}(</span><span class="nb">undef</span><span class="p">,</span><span class="n">nranks</span><span class="p">)</span>
+<span class="w">     </span><span class="k">else</span>
+<span class="w">         </span><span class="n">ts</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="kt">Vector</span><span class="p">{</span><span class="kt">Tf</span><span class="p">}(</span><span class="nb">undef</span><span class="p">,</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">     </span><span class="k">end</span>
+<span class="w">     </span><span class="n">MPI</span><span class="o">.</span><span class="n">Gather!</span><span class="p">([</span><span class="n">t</span><span class="p">],</span><span class="n">ts</span><span class="p">,</span><span class="n">comm</span><span class="p">;</span><span class="n">root</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="n">B</span><span class="p">,</span><span class="w"> </span><span class="n">ts</span>
+<span class="k">end</span>
+
+<span class="k">function</span><span class="w"> </span><span class="n">ge_cyclic_worker!</span><span class="p">(</span><span class="n">Bw</span><span class="p">,</span><span class="n">n</span><span class="p">,</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="n">rank</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_rank</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="n">nranks</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_size</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="n">nw</span><span class="p">,</span><span class="n">m</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">size</span><span class="p">(</span><span class="n">Bw</span><span class="p">)</span>
+<span class="w">    </span><span class="n">B_k</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">similar</span><span class="p">(</span><span class="n">Bw</span><span class="p">,</span><span class="n">m</span><span class="p">)</span>
+<span class="w">    </span><span class="n">my_rows</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="n">i</span><span class="o">*</span><span class="n">nranks</span><span class="o">+</span><span class="p">(</span><span class="n">rank</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">0</span><span class="o">:</span><span class="p">(</span><span class="n">nw</span><span class="o">-</span><span class="mi">1</span><span class="p">)]</span>
+<span class="w">    </span><span class="nd">@inbounds</span><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">k</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">n</span>
+<span class="w">        </span><span class="c"># If I have row k</span>
+<span class="w">        </span><span class="k">if</span><span class="w"> </span><span class="n">k</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="n">my_rows</span>
+<span class="w">            </span><span class="n">myk</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">findfirst</span><span class="p">(</span><span class="n">my_rows</span><span class="w"> </span><span class="o">.==</span><span class="w"> </span><span class="n">k</span><span class="p">)[</span><span class="mi">2</span><span class="p">]</span>
+<span class="w">            </span><span class="c"># Update just row k</span>
+<span class="w">            </span><span class="k">for</span><span class="w"> </span><span class="n">t</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="p">(</span><span class="n">k</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span><span class="o">:</span><span class="n">m</span>
+<span class="w">                </span><span class="n">Bw</span><span class="p">[</span><span class="n">myk</span><span class="p">,</span><span class="n">t</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w">  </span><span class="n">Bw</span><span class="p">[</span><span class="n">myk</span><span class="p">,</span><span class="n">t</span><span class="p">]</span><span class="o">/</span><span class="n">Bw</span><span class="p">[</span><span class="n">myk</span><span class="p">,</span><span class="n">k</span><span class="p">]</span>
+<span class="w">            </span><span class="k">end</span>
+<span class="w">            </span><span class="n">Bw</span><span class="p">[</span><span class="n">myk</span><span class="p">,</span><span class="n">k</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">            </span><span class="c"># Send k to other procs</span>
+<span class="w">            </span><span class="n">B_k</span><span class="w"> </span><span class="o">.=</span><span class="w"> </span><span class="n">view</span><span class="p">(</span><span class="n">Bw</span><span class="p">,</span><span class="n">myk</span><span class="p">,</span><span class="o">:</span><span class="p">)</span>
+<span class="w">            </span><span class="n">MPI</span><span class="o">.</span><span class="n">Bcast!</span><span class="p">(</span><span class="n">B_k</span><span class="p">,</span><span class="n">comm</span><span class="p">;</span><span class="n">root</span><span class="o">=</span><span class="n">rank</span><span class="p">)</span>
+<span class="w">        </span><span class="k">else</span>
+<span class="w">            </span><span class="n">owner</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">mod</span><span class="p">(</span><span class="n">k</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="n">nranks</span><span class="p">)</span>
+<span class="w">            </span><span class="n">MPI</span><span class="o">.</span><span class="n">Bcast!</span><span class="p">(</span><span class="n">B_k</span><span class="p">,</span><span class="n">comm</span><span class="p">;</span><span class="n">root</span><span class="o">=</span><span class="n">owner</span><span class="p">)</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">        </span><span class="c"># Do nothing if I only have rows &lt; k </span>
+<span class="w">        </span><span class="k">if</span><span class="w"> </span><span class="n">k</span><span class="w"> </span><span class="o">&lt;</span><span class="w"> </span><span class="n">maximum</span><span class="p">(</span><span class="n">my_rows</span><span class="p">)</span>
+<span class="w">            </span><span class="n">cutoff</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">findfirst</span><span class="p">(</span><span class="n">my_rows</span><span class="w"> </span><span class="o">.&gt;</span><span class="w"> </span><span class="n">k</span><span class="p">)[</span><span class="mi">2</span><span class="p">]</span>
+<span class="w">            </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="n">cutoff</span><span class="o">:</span><span class="n">length</span><span class="p">(</span><span class="n">my_rows</span><span class="p">)</span>
+<span class="w">                </span><span class="k">for</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="p">(</span><span class="n">k</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span><span class="o">:</span><span class="n">m</span>
+<span class="w">                    </span><span class="n">Bw</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">Bw</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">Bw</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">k</span><span class="p">]</span><span class="o">*</span><span class="n">B_k</span><span class="p">[</span><span class="n">j</span><span class="p">]</span>
+<span class="w">                </span><span class="k">end</span>
+<span class="w">                </span><span class="n">Bw</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">k</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">            </span><span class="k">end</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="n">Bw</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=fe0bb4ab">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="Main-Function-to-run-code-and-test-performance:">Main Function to run code and test performance:<a class="anchor-link" href="#Main-Function-to-run-code-and-test-performance:">¶</a></h3>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=4d00c192">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">MPI</span>
+<span class="k">using</span><span class="w"> </span><span class="n">Test</span>
+<span class="n">MPI</span><span class="o">.</span><span class="n">Init</span><span class="p">()</span>
+
+
+<span class="k">function</span><span class="w"> </span><span class="n">tridiagonal_matrix</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
+<span class="w">    </span><span class="n">C</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">zeros</span><span class="p">(</span><span class="n">n</span><span class="p">,</span><span class="n">n</span><span class="p">)</span>
+<span class="w">    </span><span class="n">stencil</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="o">-</span><span class="mi">1</span><span class="p">),(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">)]</span>
+<span class="w">    </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">n</span>
+<span class="w">        </span><span class="k">for</span><span class="w">  </span><span class="p">(</span><span class="n">coeff</span><span class="p">,</span><span class="n">o</span><span class="p">)</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="n">zip</span><span class="p">((</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="mi">2</span><span class="p">,</span><span class="o">-</span><span class="mi">1</span><span class="p">),(</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="mi">0</span><span class="p">,</span><span class="mi">1</span><span class="p">))</span>
+<span class="w">            </span><span class="n">j</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">i</span><span class="o">+</span><span class="n">o</span>
+<span class="w">            </span><span class="k">if</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">n</span>
+<span class="w">                </span><span class="n">C</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">coeff</span>
+<span class="w">            </span><span class="k">end</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="n">C</span>
+<span class="k">end</span>
+
+<span class="k">function</span><span class="w"> </span><span class="n">ge_seq!</span><span class="p">(</span><span class="n">B</span><span class="p">)</span>
+<span class="w">    </span><span class="n">n</span><span class="p">,</span><span class="n">m</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">size</span><span class="p">(</span><span class="n">B</span><span class="p">)</span>
+<span class="w">    </span><span class="nd">@inbounds</span><span class="w"> </span><span class="k">for</span><span class="w"> </span><span class="n">k</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">n</span>
+<span class="w">        </span><span class="k">for</span><span class="w"> </span><span class="n">t</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="p">(</span><span class="n">k</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span><span class="o">:</span><span class="n">m</span>
+<span class="w">            </span><span class="n">B</span><span class="p">[</span><span class="n">k</span><span class="p">,</span><span class="n">t</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w">  </span><span class="n">B</span><span class="p">[</span><span class="n">k</span><span class="p">,</span><span class="n">t</span><span class="p">]</span><span class="o">/</span><span class="n">B</span><span class="p">[</span><span class="n">k</span><span class="p">,</span><span class="n">k</span><span class="p">]</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">        </span><span class="n">B</span><span class="p">[</span><span class="n">k</span><span class="p">,</span><span class="n">k</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">        </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="p">(</span><span class="n">k</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span><span class="o">:</span><span class="n">n</span><span class="w"> </span>
+<span class="w">            </span><span class="k">for</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="p">(</span><span class="n">k</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span><span class="o">:</span><span class="n">m</span>
+<span class="w">                </span><span class="n">B</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">B</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">B</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">k</span><span class="p">]</span><span class="o">*</span><span class="n">B</span><span class="p">[</span><span class="n">k</span><span class="p">,</span><span class="n">j</span><span class="p">]</span>
+<span class="w">            </span><span class="k">end</span>
+<span class="w">            </span><span class="n">B</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">k</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="n">B</span>
+<span class="k">end</span>
+
+<span class="k">function</span><span class="w"> </span><span class="n">main_check</span><span class="p">()</span>
+<span class="w">    </span><span class="c"># Create communicator </span>
+<span class="w">    </span><span class="n">comm</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_dup</span><span class="p">(</span><span class="n">MPI</span><span class="o">.</span><span class="n">COMM_WORLD</span><span class="p">)</span>
+<span class="w">    </span><span class="n">rank</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_rank</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="n">nranks</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_size</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="n">n</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">10</span><span class="o">*</span><span class="n">nranks</span>
+<span class="w">    </span><span class="c"># create matrix B such that mod(n, nprocs) == 0</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">rank</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span><span class="w"> </span>
+<span class="w">        </span><span class="n">A</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">tridiagonal_matrix</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
+<span class="w">        </span><span class="n">b</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">ones</span><span class="p">(</span><span class="n">n</span><span class="p">)</span>
+<span class="w">        </span><span class="n">B</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">[</span><span class="n">A</span><span class="w"> </span><span class="n">b</span><span class="p">]</span>
+<span class="w">    </span><span class="k">else</span><span class="w"> </span>
+<span class="w">        </span><span class="n">B</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">tridiagonal_matrix</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="c"># call parallel method </span>
+<span class="w">    </span><span class="n">B_block</span><span class="p">,</span><span class="w"> </span><span class="n">ts_block</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">ge_par_block!</span><span class="p">(</span><span class="n">copy</span><span class="p">(</span><span class="n">B</span><span class="p">),</span><span class="n">n</span><span class="p">,</span><span class="n">n</span><span class="o">+</span><span class="mi">1</span><span class="p">,</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="n">B_cyclic</span><span class="p">,</span><span class="w"> </span><span class="n">ts_cyclic</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">ge_par_cyclic!</span><span class="p">(</span><span class="n">copy</span><span class="p">(</span><span class="n">B</span><span class="p">),</span><span class="n">n</span><span class="p">,</span><span class="n">n</span><span class="o">+</span><span class="mi">1</span><span class="p">,</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="c"># test if results is equal to sequential </span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">rank</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="mi">0</span>
+<span class="w">        </span><span class="n">B_seq</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">ge_seq!</span><span class="p">(</span><span class="n">copy</span><span class="p">(</span><span class="n">B</span><span class="p">))</span>
+<span class="w">        </span><span class="nd">@test</span><span class="w"> </span><span class="n">B_seq</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">B_block</span>
+<span class="w">        </span><span class="nd">@test</span><span class="w"> </span><span class="n">B_seq</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">B_cyclic</span>
+<span class="w">        </span><span class="c"># print timings</span>
+<span class="w">        </span><span class="n">println</span><span class="p">(</span><span class="s">"No workers: </span><span class="si">$nranks</span><span class="s">| Blockwise: min </span><span class="si">$</span><span class="p">(</span><span class="n">minimum</span><span class="p">(</span><span class="n">ts_block</span><span class="p">))</span><span class="s">| Cyclic: min </span><span class="si">$</span><span class="p">(</span><span class="n">minimum</span><span class="p">(</span><span class="n">ts_cyclic</span><span class="p">))</span><span class="s">"</span><span class="p">)</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="k">end</span>
+
+<span class="n">main_check</span><span class="p">()</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=cbbd3b8f">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h2 id="ASP-:-Exercise-1">ASP : Exercise 1<a class="anchor-link" href="#ASP-:-Exercise-1">¶</a></h2><p>Implementation of parallel ASP using only <code>MPI.Bcast!</code>.</p>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=ec5f932f">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="nd">@everywhere</span><span class="w"> </span><span class="k">function</span><span class="w"> </span><span class="n">floyd_worker_bcast!</span><span class="p">(</span><span class="n">Cw</span><span class="p">,</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="n">rank</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_rank</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="n">nranks</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">MPI</span><span class="o">.</span><span class="n">Comm_size</span><span class="p">(</span><span class="n">comm</span><span class="p">)</span>
+<span class="w">    </span><span class="n">Nw</span><span class="p">,</span><span class="n">N</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">size</span><span class="p">(</span><span class="n">Cw</span><span class="p">)</span>
+<span class="w">    </span><span class="n">C_k</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">similar</span><span class="p">(</span><span class="n">Cw</span><span class="p">,</span><span class="n">N</span><span class="p">)</span>
+<span class="w">    </span><span class="n">lb</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">Nw</span><span class="o">*</span><span class="n">rank</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">    </span><span class="n">ub</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">Nw</span><span class="o">*</span><span class="p">(</span><span class="n">rank</span><span class="o">+</span><span class="mi">1</span><span class="p">)</span>
+<span class="w">    </span><span class="k">for</span><span class="w"> </span><span class="n">k</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">N</span>
+<span class="w">        </span><span class="k">if</span><span class="w"> </span><span class="n">k</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="n">lb</span><span class="o">:</span><span class="n">ub</span>
+<span class="w">            </span><span class="n">myk</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">k</span><span class="w"> </span><span class="o">-</span><span class="w"> </span><span class="n">lb</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span>
+<span class="w">            </span><span class="n">C_k</span><span class="w"> </span><span class="o">.=</span><span class="w"> </span><span class="n">view</span><span class="p">(</span><span class="n">Cw</span><span class="p">,</span><span class="n">myk</span><span class="p">,</span><span class="o">:</span><span class="p">)</span>
+<span class="w">            </span><span class="n">MPI</span><span class="o">.</span><span class="n">Bcast!</span><span class="p">(</span><span class="n">C_k</span><span class="p">,</span><span class="n">comm</span><span class="p">;</span><span class="n">root</span><span class="o">=</span><span class="n">rank</span><span class="p">)</span>
+<span class="w">        </span><span class="k">else</span>
+<span class="w">            </span><span class="n">owner</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">div</span><span class="p">(</span><span class="n">k</span><span class="o">-</span><span class="mi">1</span><span class="p">,</span><span class="n">Nw</span><span class="p">)</span>
+<span class="w">            </span><span class="n">MPI</span><span class="o">.</span><span class="n">Bcast!</span><span class="p">(</span><span class="n">C_k</span><span class="p">,</span><span class="n">comm</span><span class="p">;</span><span class="n">root</span><span class="o">=</span><span class="n">owner</span><span class="p">)</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">        </span><span class="k">for</span><span class="w"> </span><span class="n">j</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">N</span>
+<span class="w">            </span><span class="k">for</span><span class="w"> </span><span class="n">i</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="mi">1</span><span class="o">:</span><span class="n">Nw</span>
+<span class="w">                </span><span class="nd">@inbounds</span><span class="w"> </span><span class="n">Cw</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">min</span><span class="p">(</span><span class="n">Cw</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">j</span><span class="p">],</span><span class="n">Cw</span><span class="p">[</span><span class="n">i</span><span class="p">,</span><span class="n">k</span><span class="p">]</span><span class="o">+</span><span class="n">C_k</span><span class="p">[</span><span class="n">j</span><span class="p">])</span>
+<span class="w">            </span><span class="k">end</span>
+<span class="w">        </span><span class="k">end</span>
+<span class="w">    </span><span class="k">end</span>
+<span class="w">    </span><span class="n">Cw</span>
+<span class="k">end</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
 <div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=19641daf">
 <div class="jp-Cell-inputWrapper" tabindex="0">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
@@ -7947,7 +8316,7 @@ a.anchor-link {
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea">
-<div class="jp-InputPrompt jp-InputArea-prompt">In [13]:</div>
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
 <div class="cm-editor cm-s-jupyter">
 <div class="highlight hl-julia"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Distributed</span>
@@ -7969,12 +8338,12 @@ a.anchor-link {
 </div>
 </div>
 </div>
-</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell" id="cell-id=bcee99f0">
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=bcee99f0">
 <div class="jp-Cell-inputWrapper" tabindex="0">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea">
-<div class="jp-InputPrompt jp-InputArea-prompt">In [14]:</div>
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
 <div class="cm-editor cm-s-jupyter">
 <div class="highlight hl-julia"><pre><span></span><span class="c">## TSP serial </span>
@@ -8020,24 +8389,12 @@ a.anchor-link {
 </div>
 </div>
 </div>
-<div class="jp-Cell-outputWrapper">
-<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
-</div>
-<div class="jp-OutputArea jp-Cell-outputArea">
-<div class="jp-OutputArea-child jp-OutputArea-executeResult">
-<div class="jp-OutputPrompt jp-OutputArea-prompt">Out[14]:</div>
-<div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain" tabindex="0">
-<pre>tsp_serial (generic function with 1 method)</pre>
-</div>
-</div>
-</div>
-</div>
-</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell" id="cell-id=327f5349">
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=327f5349">
 <div class="jp-Cell-inputWrapper" tabindex="0">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea">
-<div class="jp-InputPrompt jp-InputArea-prompt">In [15]:</div>
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
 <div class="cm-editor cm-s-jupyter">
 <div class="highlight hl-julia"><pre><span></span><span class="c">## TSP distributed</span>
@@ -8140,24 +8497,12 @@ a.anchor-link {
 </div>
 </div>
 </div>
-<div class="jp-Cell-outputWrapper">
-<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
-</div>
-<div class="jp-OutputArea jp-Cell-outputArea">
-<div class="jp-OutputArea-child jp-OutputArea-executeResult">
-<div class="jp-OutputPrompt jp-OutputArea-prompt">Out[15]:</div>
-<div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain" tabindex="0">
-<pre>tsp_dist (generic function with 1 method)</pre>
-</div>
-</div>
-</div>
-</div>
-</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell" id="cell-id=706242f2">
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=706242f2">
 <div class="jp-Cell-inputWrapper" tabindex="0">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea">
-<div class="jp-InputPrompt jp-InputArea-prompt">In [16]:</div>
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
 <div class="cm-editor cm-s-jupyter">
 <div class="highlight hl-julia"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Distributed</span>
@@ -8237,90 +8582,6 @@ a.anchor-link {
 </div>
 </div>
 </div>
-<div class="jp-Cell-outputWrapper">
-<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
-</div>
-<div class="jp-OutputArea jp-Cell-outputArea">
-<div class="jp-OutputArea-child">
-<div class="jp-OutputPrompt jp-OutputArea-prompt"></div>
-<div class="jp-RenderedText jp-OutputArea-output" data-mime-type="text/plain" tabindex="0">
-<pre>n = 4
-n = 6
-n = 8
-n = 10
-search_overhead_perc = [0.75 0.16666666666666666 0.3333333333333333 0.2727272727272727 0.14285714285714285 0.07692307692307693 0.0 0.16666666666666666 0.4 0.16666666666666666; 0.01092896174863388 0.005154639175257732 0.031578947368421054 0.05384615384615385 0.4672897196261682 0.10434782608695652 0.09917355371900827 0.06666666666666667 -0.0056179775280898875 0.2736842105263158; 0.0 -0.009295120061967466 -0.0032278889606197547 0.01906318082788671 0.028241335044929396 0.0011111111111111111 -0.008201892744479496 0.004958047292143402 -0.005873715124816446 -0.009497336113041464; 3.87551835057939e-5 -0.014818818265230451 7.133685261806249e-5 -0.03200184183262346 -0.01696773663002659 -0.004075168167420009 6.629541235746487e-5 -0.0033114074608037486 -0.016359150396910535 -0.0025293711126468557]
-</pre>
-</div>
-</div>
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-<div class="jp-OutputPrompt jp-OutputArea-prompt">Out[16]:</div>
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-</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<h1 id="License">License<a class="anchor-link" href="#License">¶</a></h1><p>TODO: replace link to website</p>
-<p>This notebook is part of the course <a href="http://localhost:8000/">Programming Large Scale Parallel Systems</a> at Vrije Universiteit Amsterdam and may be used under a <a href="https://creativecommons.org/licenses/by/4.0/">CC BY 4.0</a> license.</p>
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diff --git a/dev/tsp.ipynb b/dev/tsp.ipynb
index 43cd651..1ad09d8 100644
--- a/dev/tsp.ipynb
+++ b/dev/tsp.ipynb
@@ -14,7 +14,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "1e74dfd9",
+   "id": "5d49d8e7",
    "metadata": {},
    "source": [
     "## Contents\n",
@@ -28,7 +28,37 @@
   },
   {
    "cell_type": "markdown",
-   "id": "bf3dd0e6",
+   "id": "480af594",
+   "metadata": {},
+   "source": [
+    "<div class=\"alert alert-block alert-info\">\n",
+    "<b>Note:</b> Do not forget to execute the cell below before starting this notebook! \n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "7e93809a",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "using Printf\n",
+    "function answer_checker(answer,solution)\n",
+    "    if answer == solution\n",
+    "        \"🥳 Well done! \"\n",
+    "    else\n",
+    "        \"It's not correct. Keep trying! 💪\"\n",
+    "    end |> println\n",
+    "end\n",
+    "tsp_check_2(answer) = answer_checker(answer, 2)\n",
+    "tsp_check_3(answer) = answer_checker(answer, \"d\")\n",
+    "tsp_check_4(answer) = answer_checker(answer, \"a\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e1d637cb",
    "metadata": {},
    "source": [
     "## The traveling sales person (TSP) problem\n",
@@ -36,22 +66,21 @@
     "\n",
     "### Problem statement\n",
     "\n",
-    "- Given a graph $G$ with a distance table $C$ and an initial node (i.e. a city) in the graph\n",
-    "- Compute the shortest route that visits all cities exactly once, without returning to the initial city.\n"
+    "Given a graph $G$ with a distance table $C$ and an initial node (i.e. a city) in the graph, compute the shortest route that visits all cities exactly once, without returning to the initial city."
    ]
   },
   {
    "attachments": {
-    "g22650.png": {
-     "image/png": 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"
+    "fig-tsp-intro.png": {
+     "image/png": 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"
     }
    },
    "cell_type": "markdown",
-   "id": "dad0547d",
+   "id": "bf3dd0e6",
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img 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\" 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+    "<img 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\"  align=\"left\" width=\"450\"/>\n",
     "</div>"
    ]
   },
@@ -60,12 +89,11 @@
    "id": "c303dddf",
    "metadata": {},
    "source": [
-    "### Branch and bound algorithm\n",
+    "### Sequential algorithm (branch and bound)\n",
     "\n",
-    "- The root is the initial city\n",
-    "- The children of a node are the neighbor cities not visited so-far\n",
-    "- **We sort the children using the nearest city first heuristic**\n",
-    "- A node will be a leaf of the tree when all neighbor cities are already visited\n"
+    "The sequential algorithm finds a shortest path by traversing the paths tree of the problem. The root of this tree is the initial city. The children of each node in the graph are the neighbour cities that have not been visited on the path so far. When all neighbour cities are already visited, the city becomes a leaf node in the tree.\n",
+    "\n",
+    "The possile solutions of the problem are the paths from the root of the tree to a leaf node. Note that we assume the children are sorted using the **nearest city first heuristic**. This allows to quickly find a minimum bound for the distance which will be used to prune the remaining paths (see next section). "
    ]
   },
   {
@@ -88,53 +116,68 @@
    "id": "9da5f5ae",
    "metadata": {},
    "source": [
-    "- Number of possible paths might be up to O(N!)\n",
-    "- Visiting all paths is impractical (even in parallel)"
+    "Of course, visiting all paths in the tree is impractical for moderate and large numbers of cities. The number of possible paths might be up to $O(N!)$. Therefore, an essential part of the algorithm is to bound the search by remembering the current minimum distance. "
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "ecf89636",
+   "id": "8a40faff",
    "metadata": {},
    "source": [
-    "### Pruning the search tree\n"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "239b7362",
-   "metadata": {},
-   "source": [
-    "- Only 3 out of 6 routes need to be visited"
+    "### Pruning the search tree\n",
+    "\n",
+    "The algorithm keeps track of the best solution of all paths visited so far. This allows to skip searching paths that already exceed this value. \n",
+    "\n",
+    "For example, in the following graph only 3 out of 6 possible routes need to be visted when we cut off the search after the minimum distance is exceeded. (The grey nodes are the ones we don't visit because the minimum distance had been exceeded at the previous node already.)"
    ]
   },
   {
    "attachments": {
-    "g23181.png": {
-     "image/png": 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"
+    "fig-tsp-pruning.png": {
+     "image/png": 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"
     }
    },
    "cell_type": "markdown",
-   "id": "d8218eaf",
+   "id": "ecf89636",
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img 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\" 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+    "<img 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\"  align=\"left\" width=\"700\"/>\n",
+    "</div>"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f3c78a1d",
+   "metadata": {},
+   "source": [
+    "Note that it is not necessary that the graph be fully connected. Variations of this algorithm work for sparse graphs or directed graphs as well. \n",
+    "\n",
+    "In the previous example, the shortest route was also the leftmost path in the graph. Although it is more likely that the shortest route be found in the left part of the graph when using the nearest city first heuristic, the solution can be anywhere in the search tree."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "85d771de",
+   "metadata": {},
+   "source": [
+    "<div class=\"alert alert-block alert-success\">\n",
+    "<b> Example:</b> Look at the following graph and its corresponding search tree. If $x\\leq 15$, the shortest route is the leftmost branch of the search tree. If $x > 16$, the route is situated on the right side of the search tree. \n",
     "</div>"
    ]
   },
   {
    "attachments": {
-    "g23549.png": {
-     "image/png": 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"
+    "fig-tsp-question-1.png": {
+     "image/png": 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"
     }
    },
    "cell_type": "markdown",
-   "id": "0fbe1ee0",
+   "id": "d1df7878",
    "metadata": {},
    "source": [
     "<div>\n",
-    "<img 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\" 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\"  align=\"left\" width=\"800\"/>\n",
     "</div>"
    ]
   },
@@ -143,7 +186,9 @@
    "id": "4fe017a4",
    "metadata": {},
    "source": [
-    "## Serial implementation"
+    "## Serial implementation\n",
+    "\n",
+    "Let's implement the serial algorithm. First, we sort the neighbours according to their distance. "
    ]
   },
   {
@@ -187,6 +232,14 @@
     "]"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "f769627c",
+   "metadata": {},
+   "source": [
+    "The data structure we will use for the connections table is a matrix of tuples of the form (destination, distance). The tuples are sorted by their distance in ascending order (per start city). "
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -197,11 +250,21 @@
     "C_sorted = sort_neighbors(C)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "51ed8312",
+   "metadata": {},
+   "source": [
+    "The connections matrix can be indexed by a city. This returns a `Vector{Tuple}}` of all the destinations and their corresponding distances.  "
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
    "id": "00608e1d",
-   "metadata": {},
+   "metadata": {
+    "scrolled": true
+   },
    "outputs": [],
    "source": [
     "city = 3\n",
@@ -209,26 +272,34 @@
    ]
   },
   {
-   "attachments": {
-    "g25091.png": {
-     "image/png": 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"
-    }
-   },
    "cell_type": "markdown",
-   "id": "7384a305",
+   "id": "44025bd5",
    "metadata": {},
    "source": [
-    "<div>\n",
-    "<img 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ZJIkSUOucf/Z6TNWGUdj8cqutbwySdIoCp/PJEc3Tx1RTabbZOku4orSdZJEOR5MjtZjDWLJiFvpfJN5NnF7/hjUdgpHZ66B70sdkSRJ0pBaH/gWsIzpJzcXApcCfyaWhjqd2PfhEuD+LsZZDvyQkdwNJUmqWPhmJjEwL3VEFWrUY/wLnd9cryEmkuYkiXS8mByt12xiQ6bL6HweXDj5s7OSRFqLMBvCvU3XwPNSRyRJkjRkZgD/j87JzKXAmcBHgecQt913sh6wL/BB4Ld0Xo36EHErv58nJEnTFa5oSgrcmjqaiqxOTHTexPRWzNlkqV4mR9OYAPYjrqDudF7cTlxBPaLNm8LPm66Dj6SORpIkaYisD/wvnT9jvRVYq4T55gFvAM6g/S7As4FNS5hPkjTawrMzq0a/nDqikm1ATOjcR+ctGKcCeyaJUiZH09uF6TVvepBYP2rEbjTDd5qugysg+PcnSZLU2bOID9GL7htXAD8H9qhw/p2A/6L1Nv57gQMqnF+SNNzCbAiXNiUElkLYKnVUJdkROJHpbbk4kdiUSemYHB0cWwDHAQ/Q/tx5FDgF2D1JlKULv226Ft6XOhpJkqQhcAhxm3zRveJfgafWGMsOwFktYlkGHFZjLJKk4RG+lFk1elzqiEow3SZLdxJXlK6dJEplmRwdPPMYm+ZNYW0IDzddC89JHZEkSdKAO5y4+y57X7gEeDuxBmndJoA3Enc6Fd2zHp0gJknS4ApvySRGz40rSYfSLGKN0HPpnMS5GpssDSKTo4Or0bzpUjqfXxeRvHlTt9vhwwSEkzPXw6OqiU2SJGkkvI7ixShXEbe5p7YNsalo0f3q+xLGJUkaHOHlEB5rSgTcBmGL1FH1oNFk6WZGfmXbyDM5Ovi6ad50B3FldhkF97sUfgXh4xC2nMbPbgLhx5nE6D1xJakkSZIKvJTi+p6/Je48GhRzgF+Qj3MF8Pp0YUmSBkB4PoRHMomAp6SOqkvdNll6WpIo1Q2To8NlZ7pr3rRZfaGFc5qubxdD+AaEIyG8CcIhEA6D8CkIp0NYlkmMLoPwsvpilSRJGio7EbfNZ+/5TgFWThhXKysBJ5GP9zFiOTZJ0vgJ+zG1rt5CCHUWye7XTsSEzKO0T8g8REzIbJ4mTPXA5Ohw2oLYvOl+2p+TjeZNVXYqnTQlOdrN8QCEg6uPT5IkaSjNBa4gf593KoN93z4BfJN83LcA8xPGJUmqX3gmhMVNiYCHIOyVOqppssnS6CsxORq2gLDn5MOAPRjOkhHDptG86Rban6M1lLgIb4bw+8wK+XbHQggnQtiomngkSZJGwsnk7+vOYjh6OcwCfkVxYleSNB7C0yE82JQMWAxh39RRddBoAnMxnZMtFwOHAaskiVRl6CM5GjaD8HYIp0G4r0UC7G4I341JU1Wocd5eQufz9m9Uet6GVSG8AMIHIXwTws+JW+l/Mvn1B4hlRlatZn5JkqSRsT/FC1M2KHGOGcR69c1HmfdpqwNXkn8d7hySpNEXdskkjB6B8MLUUbXRWIFmk6Xx0kNyNGwC4QwIy6e5QrBxfBPC6pW/Ik13xXfC5k2SJEnqYDb5pOJy4Ll9jrsR8bPcMcR7xnvJ3yd+rc85snYkXzP1dgarkZQkqVxhZwh/b0oKLYXw4tRRtbAh8Y2xU+3CRpOlGmoXqka9JEd3b5H8XArhJgjnT/7fop85yxWDtem2VnCNzZskSZLUwXvJ37f9W49jHQP8HnigYMyio+zkKMBHCub5eAXzSJLSCztCuLcpGfQohJekjqpAo+t1p8RJgq7XqlG/ydHbIRwPYR8ImW3aYUMIH588B5oTpJ+v5JWolW4fgDwtSZSSJElqWIW4sjK762eNHse7m/b3gXUkR1cmvxJ2IbBmBXNJktIJT4JwZ1MSaBmEQ1JHldHYctvpDdEtt+Oh1+To5RD+CcI06pOG/SdXlTbOi8di4lQ1Wx1LZ0iSJA2Dw8nfn72uj/EGITkKcFDBXB+uaC5JUv3CthDuyCRGX5U6qkkD1KxFA6aX5OgqEGZ0N034bGb16GE9RasyzCIWwD+XzteDq4kJVa8HkiRJ9bmKqfdk1zPtpqmFmpOjS4BzgC8Brwd2AG7KzFdVcnQCuCgz1x3099okSYMjXJZJ/twC4ZQuj11LDqrRZOkWXCmmYn10q+9G2DlzfvRaL0nlmm7zpjuJK8nXThKlJEnS+NiT/L3Y2/oc81PAG4iNkYru9W/IzFdVchTgFeRf3yA3LpYkTV+4meIGNN0cZTVt2gI4js4Ftx8FTgF2L2leDZ+6kqNrZP7Wv1X+HOrDjsCJwCO0v2Y8NPlzW6cJU5IkaeR9man3X4uJ5ZGqVGdydCXig/fm+X5Q4XySpPoMRHJ0F2KTpcdon+BoNFnatM/5NPzqSo5unflbP778OVSCDYgrRO+j/TWk0bxpzyRRSpIkjaYJ8o2YvlvDvHUmRwG+mJnvIWLpJ6lW1nOQyncUMLfPMS7u4XcmgOcSt893Sq7eQXyj+wJxValUl2dnvv5bkijUSWP7/OeANwLvBjYr+LkZxOvNi4E/AscD/028uZUkSVJvngxkG5f+MEUgFfsh8Pamr+cCexDvKyVJmrZGk6VLab/CKxCLXr8On8Ypr4aVo2ElCBc3rRpdAmGtcudQRRrNm/5C5+vMNcSHNHOSRCpJkjT8jmDq/dVjxD4SVat75ehKwMLMnEdXPKckaYSsQUxA3ErnZIVNltRJHcnR92a21B9b7viqyXSbN91FXH26TpIoJUmShtd3mXpfdU5N89adHIXHdx01jtNqmFOSNOSeQKwTuoj2iYmlxLqj26cJU0Om4uRoeAaER5oSozdAWKO88ZXADsSmTA/T/lq0aPLntkkTpiRJ0tA5l6n3U1+sad4UydGPZea8toY5JUlDalem12RpITF5ukmaMDWkKkyOhs0g3NGUGH0UwtPLGVsDYH3iCtG/0/7a1Gje5P/2kiRJ7d3P1Puow2uaN0Vy9FWZOZcBK9cwryRpSMwgboc/nc5b528A3g+smSRSDbuKkqNhQwhXNyVGV0B4c//jagDNJZb6uJHplfo4GJiZIlBJkqQBtjb5e6f9a5o7RXJ0N/Kv94k1zCtJGnArExsnXUbnJMOFkz9bcn1IjZkKkqNhXQiXMrXO6JF9R6pB13io82c6X79s3iRJkjTVE8jfM+1c09wpkqObk3+9u9UwryRpQDWaLN3G9FZeHZgmTI2gkpOjYU0I52USox8pJVINE5s3SZIkdWdH0q2kTJEcXYv8631WDfNKkgbMlsQ6oYtpn0BoNFnaLk2YGmElJkfDGhDOzSRGjy8tUg2jrYnXuE7Nmx4hXuO2TROmJElScnuSv0fasKa5UyRHZ5N/vS+uYV5J0oDYDZssaTCUlBwNcyH8MZMY/XypkWqYddu86RlJopQkSUpnF/L3RlvUNHeK5Og88q93vxrmlSQl1EuTpTWSRKpxUkJyNKwK4YxMYvTrECZKj1bDbi5wGHAVna+D5xHrKtu8SZIkjYMnkr8f2qGmuVMkRzcm/3r3qGFeSVICjSZLl9M5GXABNllSvfpMjoY5EH6XSYx+A8KMSqLVqGg8LPoTna+L1xJrMq+aJFJJkqR6rE/+PmifmuZOkRzdjvzrfUoN80qSarQucfXn7bT/4L+CuJrUJktKoY/kaJgN4bRMYvTbJkbVpb2BU4BltL9W3g0cR321tyRJkuo0k3yd9tfXNHeK5OhB5O/35tUwrySpBlvRXZMln44ppR6To2E2hFMzidFTILjqWb16IvHauYT2185G86YnpQlTkiSpMpcx9b7n2JrmTZEcPTIz5+01zClJqlijyVKn1U8PEBMAG6cJU5qih+RomAXhF5nE6I9NjKok6xGbN91L+2tpo3nTXkmilCRJKt9PmXq/c1pN86ZIjn43M+cZNcwpSapAo27e2XSum3c9sW7eakkilYr1khw9NJMYDRD+BuG8Lo6TK39lGnarEZs3XUnn66vNmyRJ0ig4mqn3OAuppx9FiuTorZk5P1/DnJKkEjWaLF1B5w/t52OTJQ2uXpKjbypIjnZ7nFv5K9OoaDyEOofO19vrsHmTJEkaXnuTv7/Zs4Z5606Obkv+ddqDQ5KGxLrE7Z73ML3tnvsliVKaPpOjGibTbd50D7F500ZpwpQkSerJbGARU+9rjqth3rqTo0dl5lsGrFnxnFLOROoApCGzFfAvwFuAOW1+binxg/uxxFWl0qB7MTGR32wW8QalhbAR/TcSexAmTJCqV16TJUnSqPoZ8NKmr28DNicuwKnKDcAWTV9/nVjeqCqXAts1fX0m8KwK55Mk9cFVShp1PXarlwaCq/klSdKo+Qfy9zIvrHjOOleO7kH+9b2pwvkkST2wvp3GiclRjQLrQEuSpFExG7iXqfcvZ1Q8Z53J0Z9m5noYt9QrEbfVS3mrAa8G3k0sEN3O+cAXge9T7fYGqWo9bKuXBtYM4EXEOlbP6PCzNwAnACcBiyuOS5IkqRufI34ubbYXcQFPL7YADmnz7+8H1mr6+lxiErOV43uMY3vgYqbmpL4FvLHH8SRJJVmPuC0z+3TObZkaB64c1ajaDTiZzmVRHiAmSTdOE6YkSVLOBsQVlc33LH8hPgjuxX60vx/q5ljRYwwAp2XGWkbnhUmSpAo9kfiBeAntL/6PED9gPylNmFKlTI5q1G1FvNYvpv21finxWt9vszFJkqQyfJX8/UqvKywHITlaVEv1Bz2OJUnq03SbLN1NbLK0YZowpVqYHNW4WJe4Zex2Ot/wn06sPS1JkpTKxsCDTL1PuRfYpIexUidH1wFuyYzzMHHBkpSMNUc1bhp16D4I7NnhZ68DvgR8nbiqVBpl1hzVuFmZWHPrKODJHX72QuALxFUNnhOSJKlu7ybWH232Z+CZwGNdjLP+5O+U5Udd/OwE8DPgoMz3P0YsbydJqthc4DDgKjo/ATuP2MF4ZpJIpTRcOapxNYO4OvR0Or8/3EBcdbpGkkglSdK4Won4sDZ7b/JvKYPq0tHk478GmJMyKEkaB+sTn0L9nfYfeBtNljp1NZZGlclRafrNmxZi8yZJklSvrck3ZwrAe1MGNU2vJW7Db477UTrv5pQk9WFrbLIkdcPkqPS4LemuedN2acKUJElj5PXkE4yN2p9vTRdWR4cQt/5n4357yqAkaZTtTVwBWvSm0XzcRVxRuk6SKKXBY3JUyptP3EZ/GzZvkiRJ6RxC550tH04WXWtvJ+7SLIr3iIRxSdLIadSL+zOd68VdA7wD65pIWSZHpdZWJtaivozO7zMXTv6s548kSSrDa+icGG0c3wJWTRPmFLOBL9L54fLbUgUoSaNiLjHReSOd3yTOBg7GJktSKyZHpc56ad60ZpJIJUnSKDiY4i3p/wP8suD7AbiUtCV/tgL+WhBXqwTp4WnClKTh1m2TpacniVIaLiZHpe7sSqw3WvSBpfloNG/aJE2YkiRpSP0jxfcZvwFWIS78ObHg3wOx2dEJwOo1xjuLuHjpoRYx/Rz4YcH3TZBKUhd2IF78izr0NR+LJn9u2zRhSkPJ5KjUmycQP3wsov17U6N50/ZpwpQkSUPkH2ifGG2YIC4calXX82bi1vWVK4x1FvAG4NoWMQTg34g7cGYCPyj49xXA/6swRkkaejZZkqpnclTqzxrE1RK3Mr1SLwcSP9BIkiQ1ezlx5Wf2/uF/ad074/nEz8Ot7j1uIzZs2rzEODcGjiSWEmo17/2Tr6fZTOA/C37WBKkkZcwi1lf5C50/ZNpkSeqfyVGpHLOJDZkupfP710WTPzsrSaSSJGnQvIzixOiZwGodfncj4BcFv9t8LJ8c6yhgD7rryTGDWFbovcT6652aRJ1O3GFTxASpJLWxOjHReRPTW3lzMPEiLak/Jkelck0A+xF3PnR6P7uduPPB5k2SJI2vA4BHyN8nnEVsRjxdBwLXF4xTdCwGLiTWAv00cDTwTuJn8g8BxxO3wZ9P61qi2eNW4JBpxDkL+GnB79vFXtLY2oD4wfA+Oj/pOhXYM0mU0ugyOSpVZxem17zpQWL90k3ThClJkhJ5IcWJ0T/QXWK0obGT5eqCMas67gTeD6zasQRb3gAAIABJREFURZyzgJ8VjGWCVNJY2ZHpNVl6aPLntkkTpjTyTI5K1dsCOA54gPbveY8CpwC7J4lSkiTV6QUUfx4+m94So81mAa8Gfkvrpk39HCuIK1vfRO9Nn0yQSmNuFWLX2n2JS+gPnjxeCDwTeDLxic8omm6TpTuJK0rXThKlNNomiEXZn04s0J49/56K555UhXnE7Wq30PlDx6g3b1oL2JlYguAlPH4vtB/x2rQFls+RJI2u51OcGP0jseRcmTYh1gv9H2BRwZzTPZYQk61H0bqmaLfaJUj/uaQ5JA2AmcSCx+8HTiPWAJnOk5tlwLXEwsrvJm7NG9YPCY0mS+fS+XVfTfzguEqSSKXRtBlwKPAdYiOYJUzvBuhu4hPhTxMf3vT7BFtS1Njydgmdz8O/AYcx3O+Lc4mrY44nNoO4m+ldgx4mvv6TgTdQbqddSZJSeR7FidFzKD8xmjUbeAbwFuAzwP8CC4lJ04cnjysmYzkV+BzwVmAfqrsXmY0JUmkkTRBXSH4NuJ/ylq7fDXyR4dlu12iydDOukJHqtgnxqe5llHcNepT4kOeVwJz6Xoo00ho7Kjqdf3cQd1SslSTK7q1CfDB6KsXdd3s9Lgc+iPVZJUnDaX9aJ0bnJYhn24JYnpwgjtnAzwtiWUFMzkoaIisTV3fUUfz4EuA1DGZtwA2JH+A6JYYbTZaeliRKaTQ9g3heVVFbqPl4gLiidP16XpY08namu+ZNm6UJs6P1gGMp9+Fwq3uI04C96nlZkiT1bT+Kd3CdT7qHn4OSHAUTpNLQmwkcDtxKbzf4S+l9VcV1xO2yg7DicifiB7tOr+Uh4ge7zdOEKY2kpwG/p/dEQ6/1h5YQV7SvU/1LlMbC5sTmTZ2Si43mTXukCTNnbeALwGJ6vwZ1qkfe6lhArFMqSdKg2ofi++3zSVvrf5CSoxATpL8oiGk5Me8haUDtCVxA5xv3xcBvgKOJ28x2Il4EZzWNNZuYYNiVuG31Y8RkR6eO7oG4LX3Hyl5lezZZktJZGziRzitFVxBr930BeDPxBm0DYLXMeGsBTyTWGH0X8H3idt5O16B7iN0qB+FBjTQKhqV50wTweqZXR/RO4D+JtdQPIF5rsitlViNem/YmXlM+T6yVPJ1r3EnA/CpepCRJfdibuEAo+951Aek/Gw9achRMkEpDZRaxgHG7m/UHgW8Bz6W/7vNziB8ifkD7RiqPEZOvdTRuGrdmEtIgej5wF+2TBWcSEwzr9jnXDsAngBvbzBeAM4CN+pxL0uMa77cX0/n99mLqfb/dADi9Q0w3A58kPsDtJ3k7H3gjcZVou3uve4AX9TGPJEll2ovixOiFDMbOq0FMjkL7BOnrEsYlqcnmwJ9ofWN+I3AEsGoFc88DjqT9Sq7Tqa4O4LCsZJFG2UrEmn6tEgSPAF8Ftqpg7hnEVaVntZg7EBO2z69gbmncDdJOjf0m52kVwx+JScoqHthuCXyZ1jtrVhBrIs9qNYAkSTXYi7hgKvs+dRGDkRiFwU2OQkyQ/pJ8fMswQSol91Rabx27l1gouI6b8VWA91B8sQ3ATZR7UduC4ayBJo2a1YBf0Toh8C1g45pieRbx5q4oluXEWsySype6xvdbiR9MWq1efU7J87WyIXErfatk8W+AuTXFIkljLKwN4SAIH4XwbQg/hfBfEP4DwlshDEqyrU7PoHVidJBKwAxychTGJkEatoFwOIRvQPgThKsgXAPhXAg/gPAOCBumjlJq2I/iJfGBmJBIcZHbGPhxi5juJdZE7ceodM+VRsHatF61fhlxVVndVgLeSesmLB/H1eNSVTYgrhDt9OByOXHF6dNKmPPoFnMsIT60XamEObr1dFqX+fkr/ZcVkSTlhPUhvBPCORCWQQgdjj9A2Cd11DV5OrCQ/HvS3xisxCgMfnIUYoL0VIoTpK9NGFefwhYQjoFw9TTOnwDhUQgnQVgzdeQab88lblXNnpALgUMSxtVwGMX1SB+i+1WcE8REcNEFKHvcQfxglm2oIKlcaxBrExWdh9+gmjIe3XgKcCnF8R2fMC5pHKxOLHlzM53ft/spefOxFmNeTqxLnNIcYnO6ovguJX3DC0kaMeHeaSZ0mo/lEI5OHXnFdgPuI/9edAXxoeagGYbkKIxkgjR8vYdzKEC4EcITUkev8fRUipfEXw1snTCurJ2AW8nHeQ/xotdJo+lDqwRH83HR5M9az0uq3irEJiTZ8/AxYoOSQbEqrVeyvythXNK4mAUcDJxL5/fxq4kJ1TnTHPuIFuP8jFjuY1AcSnG5gbOZ/muVJHUU7sskbG6C8F0IH4RwGIQjIHwZwl0FyZ1RvS/cleFKjMLwJEehfYL0NQnj6lEuOfpXCJ+GcDCEfSDsCeEVEL4DYWnmZ6+FMEj3XxoDm1JcY/Q8YL2EcbWyOfHim433BloXfW40WSpKrBZ9uLDJklSvH5I/FxczmB2ZZxIbpWTjXQH8Q8K4pHFTZvOmgyhuAPd14jk/aF4ALCIf70/w/kWSShLug7AYwlchtCnbEuYQa482J3aWQNi8vlhrsQvwd/LvPVcSa2QPqmFKjsJIJUjD1yEsgvA5OtblDTtBuCVzHh1TS5gSsW7W2eRPvPOJCcVBtR5wFfm4T2Xqh4ItiE2WHij42eaj0WRp91qil9TscPLn5CPU1/CkVyeQj/sBYpdpSfXZkbjdvFVn98bx0OTPbZP5/S0oXgXzZQY70fhMissNvTNlUJI0OsK/QuhiNWT4Tiax89HqYqvdzhQnRq8CNkoY13QMW3IUYGXgvxn6BGl4HoQuFtyFXZha3/dGCIN8L6YRciz5E+4aYP2UQU3TFsBt5ON/D/GpVjdNljatN3RJk3YhX+t4GcOxAnMG8APy15W/Ep/4SqpXo3lTUaKz+Wg0b9qTuE2/qAncKQzmitGsg4jXzObYl+LDXklKIGxIrDnaSOz8IXVEJdmZ2Ag5+155NYOfGIXhTI5C+wTpqxPGVbHwy8xDBhtiq3K7kb+hfpD8ioperU7s7L4W1a282J18YqVoW1z2uIlYH3D1iuKS1NlM4ALy5+f7UwbVpdnAX8i/hg+mDEoac/OID0qn07zp2oLvnUf8QNKP+cDTiPVRDyOu5nwr8Eriis8y7z/eQ/41XEzcHSRJqlW4rCmpc0PqaEqwE60ToxsnjKsbw5ochbFMkIajM8nRbptvS12ZQfFKiV6XaK9DvOE/kdgkoWib143EVVZvpNyu0+8omKvVYZMlaXAUnbu/Il6fqrIDMfGRPb7ax5ibkd9mtASww6KU1gxiDfGiBxitjoeYXoPHZisRV8EfDnwPuG4a8ywnljB6B/Ehcj8miE2jsnO8u89xJUldC+eNUHJ0R2Lj4+z7yzUMT2IUhjs5CrHZ4umMTYI0fCSTHN0xdUQabW8hf3J9t8sx1gDeDJxJfgVqp+N+4sqqMlY1TAC/7jCfTZakwbIusJCp5+m9k9+vykrELe9F14jf9zn2qwrG/EmfY0oqz3SbNx3aw9gHdhiz03E38NreXtb/WYd8c80HGY4ySZI0IsJMCPc3JXXOSh1RH54E3EHxgqctkkXVm2FPjkL7BOmrEsZVgfCjpnNoGYQ1U0ek0TULuJ6pJ9VCuu8wdyH5k7Pb41xijbB+bUW+EcMKYt3R7UsYX1K5PkX+evCWiuf8QMGcZSVHAX5H/hrkk05psOxA3OWSLckTgD/Q20PUfpOjjeMzPc7f8IaCMY/vYzxJUlfCixiNhkytEqM3MXyJURiN5CjEBOlvGekEaVgHwsOMXt1eDahDyZ9Q/9LDOH8rGKdx3AycA/ySeALf0OZnLyGueOjXJwrGflEJ40oq15rEru7ZByVVbqfflvadrMtIjj6Z/Cr6/yphXEnl+yn5Dxa9PkzNJkcfJF5TvgK8j1hz9HXAPxOTlWfSuj76u3qMAWJiNVsy6SHKuceSJLUVVoJwflNSZymELVNH1YNtgdspTowOa8moUUmOQixP2CpB+k8J4ypJ+HrmAcPBqSPSaLuEqSfS7cAqPYzTnBx9FPgF8YlFq/ojWwMnUbylrdst/UXWIr9N94wSxpVUriPJXwNeXOF8M4A/Ns11D3BpZv4ykqMA3yd/ozKsN5LSqNoEeIyp5+oP+xjvAGL5nvcRO/pOp8v9VsQay9lr4SL6q+P2goIxP9THeJKkaQkfzCR1TkgdUQ9aJUZvBoYx0dswSslRGNkEaTgAwoqmc+gcCJZFVGWeSv4kek+PY/0NuA/4CN3VtDqY/IeSFZOx9evYgnGH+UIujaLsA5qLqLYe8Lsy870GWJD5XlnJ0SeTXxF2dEljSypHUYmNXRPEMZO4ujwby5F9jntuZryrsea6JFUoPI9YG7GR1LkGwuqpo+rSNsBtFCdGt0oYVxlGLTkKMUGaLenVSJC+MmFcPQrbMrVe70MQtkkdlUbbCUw9eR4mbnHtxaHEpky9OIr8ifzZHsdqtjH5ba0mJqTBUfSApspao08gbittzPXrye8vyMRQVnIU8k9yr8HEhDRIsg9ozkwYyzrAkkw8v+tzzNeTv87u2eeYkqRCYRcIDzQldZbE7w2VrSlOjN7C8CdGYTSTozAyCdKwCYTrms6h5RBekToqjbYJ8oWV+9lG1o+Vgb9nYrmopLGziYlLShpXUv8+TXkPaDqZYGpXx8U8vpJ8QSaOMpOjryN/k5JiVZqkvB3In59vThpRfGjTHM9VfY43l7g9v3nMz/c5piQpJ2wL4c6mpM6jEIat58UTgVvJvzfeQWzMNApGNTkKrROkjwIvSxjXNIX1IFzO1JIU/dRfl6ZlO/InzYEJ4/lxJpZ7Sxo32611BbBBSWNL6s/5TD0/f1ThXP8vM9c7m/5tQebfykyOziW/EqzfbbKSyvFOpp6bS+l9F0xZvsbUmG4rYcxs/eOLSxhTkvR/wtYQbm9K6CyDcEjqqLq0OcWNk+9kdJKHMNrJUYgJ0t9TnCB9acK4OgjzIVySSYwelToqjYd/YerJ8hiQshbKFwriKcNG5C8MQ1yYWBoZa5Ive1HViq3NiB2jG/Ocy9QmKQsycZSZHIX8CvZft/9xSTX5JVPPzZRb6huydUcvKGHM12fGXEF39eElSS2FLSHcwtRtwIemjqpL7RKjT0kYVxVGPTkKQ5cgDWtBuCCTGP1E6qg0Pn7I1BPlj2nD4XtMjef2Ese+MjP2V0ocW1JvXkz+DbuqOkbN21QfA7K1nxZk4ig7OfrBzPgPYd1RaRDcx9Rz85ik0cAMYk235pj+o4RxNyN/vX15CeNK0pgLm0C4vimhswLC21JH1aXNgOvJv0/cxeglRmE8kqMwNAnSMA/CnzOJ0c+kjkrj5WKmniSfThsOlzI1nrNLHPubmbHPKHFsSb15L/kn01V4Y2aejxf8zILMz5SdHH0W+RuTzUqeQ1J3NiB/Xj4vaUTwz+Rj2q2ksW/OjPuhksaVpDEV1odwRSYxekTqqLrULjG6XcK4qjQuyVGICdIzGNgEaVgVwoJMYvSE1FFpvMwgNj5pPkHemDCeoo7VHyxx/Pdnxi5zVaqk3pzE1PNyQQVzbMjUlWFXAasU/NyCTCxlJ0c3JH+N26/kOSR1Z1/y5+WmiWKZARxG/LDSHM9JJc7R3JAuAN8pcWxJGjNhPQiXZZI6708dVZc2Ba4j/154N7B9wriqNk7JUYDVKE6QLgUOShdWWBXC7zPn0EkQ3F2nWhVtr9o7YTynZmJ5jNgprywHkX+9c0scX1L3sm/SX6tgjp82jb8CeE6Ln1uQiaXs5CjAA5k5hm3LlTRq3sTUc3IxMUlZhbWBLZuOrYgrQg8kbuW/nPx9yqkUP8zp1b9nxj+nxLElaYyEdSFcmknqlLmwpw6bANdSnBjdIWFcdRi35CgMXII0zIHwu8w59E0IVd2HSS3tTP7EeEKiWF5REEvZNUF3L5hjk5LnkNSdvzH1nPxoyeO/KjP+V9v87ILMz1aRHL0iM8ew3URLo+ZIpp6T11Y417Hk70NaHfcA76L8RG229vEVJY8vSWMgzIdwcSap8+HUUXVpE+Aa8u8/9wG7JoyrLuOYHIX2CdKX1BdGmA3hvzPn0LdNjCqVvcmfFOsmiGNr8s0Q7qb8DqpPIv96R7G4tDRMsvWN3lPi2POJtZIaY98OrNXm5xdkYqkiOfqXzBzHVjCHpOn7GFPPyQsrnGs6ydFlxNWda1QUw9sz891a0TySNKLCmhDOyyR1PpY6qi6tT/Fuhfspr8b1oBvX5CjEBOkCkiVIw2wIp2bOoVMgrFT93GrwP/ZUqxd8b1GCGH7G1IRFIG5zu6vkuR5sMb+kdLKlLcq8Bn0ZWK/p68OJN30pPZT5el6SKCQ1VHkN6sVM4rXqH4DPAScQywyVJXsv5DVIkqYtzAF+x9SVlWcCf4DQTR35M2GizGt7N9YnLgDIJgIfAPYHzq89ItVtMfAi4DRi7fWG2cCPgIOBX1Y4/9eBFzd9fTcxWfvGmAqalrNg4sqS4xorJkenWl7wvTqXMa9CrAWY7YD3WWKNrbLNLPhe0X8DSfVZkfm6rGvQS4hv7A0/IT6ISS17HfIaJKVV1TWoyLnk6yqvSmyGsStTH9huAHwGOIRYk/TOkmLwGiRJvZtPfsv5vkxNME3H2qR5YL8eMTGa3T35APA84LzaI1IqjQTpr4BnNn2/kSD9R6rJyUDc0dtsPeA/uhzjLYDJUZXmGeSXUpe9lb2VWcSnEdn5v0t1H0y2K5hv24rmkjQ92VpHR5Yw5trAHU1jPgBsPI3fW5CJpYpt9edl5vhEBXNImr6PMvWcvDhRHLOIq0UvIX+vcinlNZB8Z2bsm0oaV5LGQNg0sxW416NdmaeqrEd8P8m+xzwA7JEgntTGeVt9s9WIq5+LttgfWM2U4S8lnENvria28eHK0amy2zsh1rgqezt71kxiEjR7sv0CeAP5VRxlKdpCX/TfQFJ9qthm/gXiqquGI4HbShi3DNnXl3oLrzTuBmWb+WPEFe6nEleXHtr0b9sBxwFHlDBP9l7I+yBJmr5HKWfbed2r9tcllgPI7thcCDyfuLNB42kxMS/zG2DPpu/PBn5MNStIf0f/D2evLyMQqWF98k8I9q94zhnA9wrmPZ24zb5Kr8zMuQxYueI5JbX3P+RXj/fjgMx4C4CJaf7ugszvlr1ydAbwcGaON5Y8h6TuvIap5+SjxFWcKc0AzmJqXI8w9aFPr06i2uucJGmwrEvcFZH9/L0QeFrCuFJz5ehU84A/UesKUmmw3M/UP/7DK5xrBvAt8ifcWcSaW1XLbp27roY5JbX3Jaael3/pc7wLm8Z6lHjTt9Y0j7Mzsfyh4Gfm9BHbE8hf//bqYzxJ/duD/Hm5TdKIomeSj6uMLWTZ69xXSxhTkjSY5lOcGF3E1DqT48jkaN4atE6QvrjN70kj4S9M/cP/ckXzTEyOnT3RzqG+jvH/lZn7VzXNK6m1I8g/xe6n7vBV5K8zZR791AjNrmoNxKf5ktJZg/x5+bKkEUUziHXgykxkTgD3ZsZ8V59jSpIG01rka903EqP7JoxrUJgcLbYG8GdMkI68OjuxD4vLMl9X9QTpOOBtme9dSOyQVke9qwnyr+3SGuaV1F72PJwH7JwikBpkb0TvAu5JEYik/7MQuCXzvUFYTbOCfK3kfh+mbAesk/me90KSNHrWBP4X2C3z/SXEBNeZtUekYdGoQ5vdzdeoQfqi2iOSanIoU58IrKCcmlbNjiX/5OFCYkfpujylIIYDapxfUrFVyNfhfG8f4w3yytG/Zsb6zz7GklSe7zL13LwobTj/5xqmxvW9Psd7R2a8pcQutZKk0bEmscFS9h52MfDshHENGleOttdqBekjmCAdCXarz/td5usJ4IXE2qBl+ARwVOZ7FwP7AfeVNMd0ZBOhjxHrCUpK6xFibZvmm7UDgM/2ON45wM09/u5uxC1IDfeT70jaa63iDYFdMt87o8exJJXr98TGTA07ApuSX1Fap1WAjTPfu6vPMbP3QucSPyxLkkbDGsQVo7tnvr+E2FTHe09NV2MF6f8S67M3rAz8BPgH4LQEcUmVupypTwPK6lz6r+SfNFxJ+StTp+NvmTjOShCDpGJHMfX8XA5sliCOBVRzLQR4T2bsFcQGTZLS25R4Tjafox9IGlGse5q9h3pTH+NtCCzLjHd0nzFKkgbHGuT7iQRiYvQ5CeMaVK4cnZ52f1f7JYxLqsSHyCcmNu9zzI+QP4GuJt6c122ngljemiAOScU2J153ms/RDyWIY0EmhjKTo9kHNH8scWxJ/VvA1HP0CuJumhTmTM6fvTdbv48x35sZbwWwVX9hSpIGxDyKt0CbwGrN5Oj0mSDV2ChKTPxbH+NlV0gFYt2s7PawupyciWUp+YYEktJawNTz9A7ittKUMZSVHN2f/DXRBzTSYHkz+fO019rkTwfeQmxe0K01gd8WxPKLHmMBmAXcmBnv7D7GkyQNjtWIDZasDdkdk6PdaVXL1gSpRs7pTP0jX0RvXVHfSf6EuQnYopQou7cVsb5oczw2QZEGz+vIXzv+ueYYFmTmLys5mh13EVNrm0pKbx7wIOUkEF86+fu3Eh8270PnROlGxIfLd5O/Fj4MbNljLFCc+H1jH+NJkgZDq8ToUmJXerVmcrR77RKkz00Yl1Sq/cj/kX++yzFWLRgjAPcSm5j0evRzkfpeJpYVwM59jCepGkUrm26m3k7KCzLzl5EcfT75a2KvzaYkVes4ylk92kiONh+PEhtS/hz4DnAi8G3iitBrydc8bRyPAf/Y4+uBeG92Q2bMW+htVaskaXCsRmywVJQYPTBhXMPC5GhvWiVIF2OCVCPkj+RvyLtJJK5G8Y19v0evycx9yH/Y+GWPY0mq3uHkz/9ja5x/QWbufpOjs4lN6JrHfIS4QkzS4FmfuPqh+Zy9lu5LfBQlR3s57gNe3s8LAj5RMO6/9DmmJCmtVWmdGH1JwriGicnR3rVLkNr8SyOhqC7eOcBK0/z9QUqOzgEuy4yzDNi1h7Ek1WMV4HryN3k71jT/gszc/SZHjyF/PXPVqDTYjid/3n6yyzF2Ja4S7fW+5xHiqtJ+GjABbDc5VvPYNxLvkSRJw2lV4j2qidH+mBztz5rAXzFBqhH2Q/J/4J+Y5u+uSlzlUPaxQw+v42sFr+NLPYwjqV4vIH/uXg2sXsPc7yFudW0c7+5jrH2JD2SaX8cdxG6PkgZX0Tb05cQHyN3aEjiMmOi8lHyiMpu0/CnwdsppGjkHuKhgnoNKGFuSlMaqwO/IX9sfJe5a0PSZHO2fCVKNtI3JNyRYDrwwZVBdeg35E/RO4skrafD9jPw5/D1gImVQXdgAuI38azgkZVCSpu3l5M/fO+i/JMYMYBPiQ9/diKvitwDm9jlukW+Tfw2nVjCPJKkec4DfYmK0LCZHy9EuQfrshHFJpXglxX/cT08Z1DQ9i/zKjBW4xUAaJusBt9P/1tYU5gEXkI/9hymDktS175A/jy8B1k4Z1DR9jHzsd2O9Y0kaVisDp5G/ti8jfnZX90yOlmct4DxMkGpEfZPiG+tBvmA8FVhIPu7jUwYlqSfPIa5az57P/Wx1r1qrGlBXUU9ZAEnlmQtcQf58/gPVrPQsyxHkY14OPC9lUJKkns0G/pvixOg/JYxr2JkcLZcJUo2sVYHzyf9x3ws8LWFcrexHvhxAICYqZiWMS1LvPkD+nA7EVVGDZh1iA7tsrAupr6GUpHJtDzxA/rw+F5ifMK5WPkzcLZON9yMpg5Ik9Ww2sSRKUWL01QnjGgUmR8tnglQjaz3gGvJ/3IuI9bgGxRuI3fmycV6IzU+kYffvFCdITyJ2tx8E2wCXk49xKfDchHFJ6t++wMPkz+8rgScljKvZysQmckXXyhMTxiVJ6t1s4JcUJ0ZfkzCuUdFjcjSsBGE3CEdA+DaEX0O4AMItEG6CcDGEH0M4EsKmVb6AAbUu8DeKE6TPSheW1L8tgVvJ/3GvAE4gXrRTWY3ihgOBmNTdMFlkksoyA/gBxef5hcDW6UID4FUUr1p/DHhFwrgkledlxIYX2fP8IeC1CeMC2IriVRoB+DEwM11okqQezQZ+QXFiNPX7zqjoITkaXg9hMYQwzWM5hO9AWLfqFzNg1gUupniR3bPShSX1bwviComiG++LgX0SxPRCile1BmIzlA0SxCSpGjOBr1J8vj8EHEn95TM2AX7UIqYlwIE1xyOpWi8k3tQXnfM/ATarOZ5ZwHsofjgTgG8AK9UckySpf7OAn5O/ri8HXpcwrlHTS3L0yC4So83HTRBSL+iomwlSjax1gT9TfAO+Avgu8MQa4tgB+FmLOAJwOrFbtKTRcwzF9fQCcBlwEDBRcQzziHX9HmoRx73AMyqOQVIaTyM2pyw69xcRa3tWXc5ngvjw5ZIWcawAPkH110JJUvlmUfxZdwVwWMK4RlE/ydGHIJwK4X0QDiJus98ewu4QXgnhWxAeySRIL4WQctdtCu0SpPsmjEvq28rAF2mdmFwGfB/Yo+R5J4irU39G68TIcuDjuH1MGnUHAn+n9XXob8QC9XNKnndT4F+B+9rMffbkz0kaXRsDZ9H6OvAAMTlZ9krSVYhdiS9sM/d9wEtLnleSVI+ZwH9SnBh9a8K4RlUvydHdIOwDYRo71sK2EK7LJEjf0nfUw8cEqUbay2m9cqJxXAkcTUyU9pKwXAnYi/gB44YOc90C7N/zq5E0bDYDFtD+urCQuK30QHpfybUl8Sn974kPYFrN9RjwKdzCKo2LlYgPZIvqkDY/tD2D+IG2150184AXExvQPdBmrgD8gVgGSZI0fGZSXGN/BfC2hHGNshq61Yc9MsnRX5c7/tBYl+IdL4uAZyaMa6y5xag8axGTAYcRG6a0s5C4Jf8K4Cpig6dFxG2pAKsDc4kJjycRL0p7Tn6vk3uJHzoWdhe+pCE3QSxI/wXi9aid5cR72du4AAAgAElEQVTVVhcDVwPXA/cTrxsriKvi5xJrFW8zeezO9BIN5wNvIL7hSxov2wFfYXq1128GziVeg64G7iLeBz1CvJ6tSXyQsxXxGrQDsCudH7osAY7g8QaVkqThMhM4mdjks1kgXt+/XHtE42Fb4oKuZk8h5ixKFK7m8QayV8PEtuWOPzTWA34HbJ/5/mLgAOKuHGmoHUT7FVV1HBamlsbTBHARaa8/P6n8VUoaZO8m7TVoMbB+5a9SklSFmcD3KF4xenjCuMZBDStHAcJZTStHbyx//KGyHq4g1QgrWv5f1bGQuDLi/sz3byCu/JI0Xl5B/jrRaetpP8dyikuK7Fn1C5U0kOYSV4A2Xw8eptqHxtn5ArEevCRpuMwkNjUuSowekTCucVFXcvSGpuTo78sff+isB1xKca7Hz1QaWjuQ/wDwa+DQyf+7iOnd6HdKiP4ceCWPN1g5suDnfLImjZeZwOXkE6PziVtcTyTWI+73GrQM+CvwQWLpj22INUabf+b0il+rpMH0UfLXjDcQG7MdRdxGv6zgZ7o9bgG+RlxVMQH8MfPvS4k1kiVJw2EGcSt9UWL07QnjGid11Bx9NlNrjv5LueMPLROkGjn/zdQ/5uXAzk3/PpuYpPgQcYXpecCDtL75vx/4C/GN4v3EE6Oo1tYq5JMedxFrl0oaD28mfw35cMHPbU1siPIVYp2bWwt+rznBcAXwM+B4Ytfnonqm3yz43eeW87IkDYn5xJv45uvAVeTvW9YkliA6nnhtuYJ4rWl1HbqV2ATuK8A/Ex/IZO1T8HvfLuuFSZIqNYPH60Rnj/elC2vsVJwcDXtDuLMpMXolhFXLG3/otUqQPgA8LWFcUtf2Iv+H/P1p/u5KxITDFsDmk/9/p6ZOWW8tmP8DXY4haTitQmxu0nz+3013D0jmARsRV1vNnxxzujYjNlFpnv9cbPonjZPPkb8P+Ycufn8V4rVnS+K1aF6X8/8mM/cyYoMoSdLgmgC+SnFi9KiEcY2jEpKjYTcIBzcdb4HwcQh/gLCiKTF6OYQtyn4BI8AEqUbCGUz9A36U2DW+LisRu8tlV56uXWMMktIoaoBS9zaVLxTE8NKaY5CUxkbELvHN5/951PuAZDfi9svmGH5a4/ySpO5MEHcFFCVGXeRTvzKSo19l6rb57HE1hPe5YrSt9YHLMEGqIfVC8n+8X0kQxz8VxHFsgjgk1aeoAcqN1N+UbT75MiFXUlwKRNJo+Tr5+4/9E8Txo4I4rNUlSYNnAvgyxYnRDyaMa5xVnRxdAeEiCB+AsGbp0Y+WdgnSPRLGJbU1AZzP1D/ah4FNEsVyQSaWJcDGCWKRVI9jyL9xvj5RLP9aEMvrEsUiqR5bk2/KdmaiWIoaxC1IFIskqdgE8B8UJ0Y/lDCucVdGcvQwCKc0Hb+GcBVTt9QHCLdB2Kv0VzBaTJBq6BxC/g/2+ITxvKggnv9IGI+k6hQ1QEm5WnN1BmMVq6T6/JD8fcfTE8bzjYJ4BrRBXNgIwnGZ46DUUUlShSaAf6c4MXp0wrhUaUOmsDmEEyAsa0qQPgRh+3LGH1kmSDU0ZhK7rGb/UNdJGRRxlURzTI8CW6UMSFIl/o38m+XLk0YE7yUf0xFJI5JUlR2B5Uw933+eNKK4WyZb//SvDGSDuPDTgm2H/546KkmqyATwRYoTox9JGJeiirvVA4SXQ1je9J53Trnjj6T1gcvJ/29zPyZINUDewmBuBdibfFzfTRqRpLINagJgFeBmpsZ1N3FVqaTR8mumnuvLgZ2SRhR9nvx90MuSRpQTXlWQGDU5KmlUTQAnUJwYPSZdWGpSQ3IUIHwj8763S/lzjJwNaJ0g3T1hXBIw+AmAXzFQH1jCCwu2jm2ZLh5p6J1E/g1yv6QRPe4w8rFZXF8aLUUPYk9OGtHjBq3kSEZYD8I9kx8Kl5gclTQGjqM4MfrplEFpirqSo8/JvO+9vfw5RpIJUg2soq2jg3RiF211+0WaUMJGEO4rWB3xrDTxSEOvqOlIqgYoRQa15Iik8pzN1HN80Er4fIz8fdrrUwb0uHBK073Q+0yOShpxx1KcGP1MyqCUU1dy9AmZ971PlD/HyDJBqoEzLE1H/ov8ifOM+sMIPytIjJoclXr3I/LndsoGKEVeST7GlM3qpBER5kGYkziIA8mf34OW1JvLQN6rhZc03QedCWEtk6OSRtgnKU6MfjZlUCpUV3J0+8z73gfKn2OkbQJcQ3GC9KkJ49KY+lfyf4yHJo2o2NbElRzNcZ5VbwhTamotMjkq9W03YAVTz+ufJY2o2ARwAVPjfJj4hi6prTADwnYQ3gzhmxDOh3ArhKVN76FLJ7//RQh1FuSfAVzI1HN7CbEO8qB5D/n7tX9JF05YG8Idk//7PQLhyRDWNDkqaUR9guLE6OdSBqWW6kqOvinzvvfa8ucYeSZINRDmAw8y9Y9wgOpY5XyN/Enz/HqmDvMh3D150XsQwsdMjkp9+w1Tz+dBaYBS5ADy15+vJI1IGgrhKxTvuGh3nAqhjocPryZ/Xn+qhnl7MWD14cPJTf97TTbwNDkqaSR9nOLE6L+lDEpt1dGtfhaES5re81ZAGMSHq8NgE+BaTJAqoS+Q/wMcsA6oU2wELGZqvBcRV35ULPyo6cJ3OHEFjMlRqXf7kL/+fCdpRJ2dwdR4HwWemDQiaeCFr/WQHA0QboGwdYWBzSJ/I34/sHaFc/brLeSvmx+uP4xwQNP/ThfHD4hgclTSCCraZRmAz6cMSh11mRwNO0F4DYRpLhILq0P4aeY979d9Rz3eNqU4QXofcbehBltYG8LzIHwAwolNxzDUmtgMeISpf3jnErePDrLPkD9hDq52yik1tf5M3CJoclRDIExA2AbCP0H4TOY6tW/i4P7I1PN4KbBl0og6K+po/f2kEUkDL3wNwmMQziHuung+sYHB3Ml/XwvC0yB8EsLCzHvrXyHMrCiwt5E/n4+qaK6yzCTfvKDmBnFhHoSbJ//3WQ6hqUa0yVFJI+UYihOjX2DwPzOPu26To8+bfN+6DcKXILwMwpYQZjf9zGqT9yvH8HhZmcaxBMKTqnxBY8IE6fAIm0J4P7Ez5/W0Xu1w7v9n77zD5SauPvxeV1xwAUwzYFNNIHRC753Qewi9EwihJZQAARJqgIQeOiQQktD56J1QQw0hmGKK6d1gYxt36/vj3I2lmdm9u6uRRto97/PogbvePXMkjUbSb86cE9rTOrgGu9NtGNSj+hiMXBxxv98is1QA0ZwQfc6snGhLd36u4qhSUKKNOoXQRyEaW2Oc+llAJ7fGHn8uDOhPI9xN0u8ZwPLZN/u/vI27QnQ4RKd1itwXdgpOO0A0X/Z+KEqjREtCNLDO7w6D6F1jrNomA6f6AB+RvJY/Bfpm0JZvdsYeP3+fX/PRlbFzYywpVXFUUZSW4RjcwugVqDBaBpoVR13bRIim1vj37+X9S/GECqTlINqlxkVRJnF0CWAayc72UFCPGuMk7Itlv2yaiq6PndeTY5+rOKoUlOj+OsepUOJoNyQdRvz6nQDMG8ifRlkGEUTj/t+VXXPRnp3ntJbQXdmmQ3QvRPrgoJSYaFOjX1+eQSPHYj9HhJwwaoQO4CWSvudUIC7aAMmpFkH0Pv+L/v3fv6s4qihKK/ArVBgtO42Ko2uQLBRZ7/YoRCNy2aP2YkHgXVQgLTJVxdF3SVYvL7o4egt2R1stqEeN0R/4nKT/HyORIB5J5NR6A6LesX9TcVQpKE5xdDJEbxVEHN0de/w5LZAvzXIj9j6sm01T0e1NPKhNh+jYbPxRlKyJuiNRGpX+7DuH10BgDMnrdzTQq9aPCsZm2GPQZdk2GfWD6J3YednS8R0VRxVFKTu/xC2MXkUudS4UTzRRkCkaCNHOyLL6F7BT/USdms8zEJ0H0QqZ70V7sxBugfRLJFhFCUu0C0SfIlVUT4FoK4iGdP7bayURR1cCZpLsYLcG9ag5Dse+UI70Z97KqbWm8e8qjioFJbobopFIJeHDIVoLotmQHDmhxdFqBVAGB/AlDQsjOVLj+/FkNk0lxNFvIHpABIfoFBFAo7MhutMQkyrbIdn4pChZ8790NlmIo6djPz/s5rmNPHiU5D5MQ14GMyK6KHZOrq/yHRVHFUUpM0fhFkavRoXRsuGpWn00EEn5swBEs3v1UKkHFUjLSWnE0QdJdqzpwFJBPWqOXsB7JPflK2CAH/OJnFoXOf5dxVGlZBRCHD0E++Z2TAA/fHAZ9r5s5r+Z6ESITug8fzUK00QDILrUOMfj+d8EnqKUhWgOJPq50o99VgQeAnxH8rr9L+V86V0Fe7L7xmyaitZAJoojiL6GaO4q31NxVFGUsnIkbmH0Gsp5j2h3PImjSgFQgbR8lEIcXQe7U10b1KN07IO9PyenN5vIqfUJzkISKo4qZSO4ONoHSX8Rv17LUgDFxXzARJL78x+CP0BH1xjn+aCw/ihKo0SnGH14VY/GL8J+btjKo/28uYvkvswEPC/zi/pANCp2Pnav8V0VRxVFKSNH4BZGryX4c53SJCqOthYLYQfGqUBaXEohjj5DsjNNARYJ6lE6ugMjSe7TeKBKREM9RP1IVsqtUiVXxVGlbAQXR4/DvqEdnLMPvvk99j7tHNQjqQweP89/CuuPotRLNBsSKT0j1n99TuAOAyaTvF6fo9zFNVwF4u7220R0bux8dJHiQMVRRVFKhytVWwT8DXnXVMqJiqOtRy2B9IcB/VJsCi+OboPdkS4I6pEfdsDer/OaNxddHDuPf6vxPRVHlZIRVBwdhF0A5T3KVQDFxWCkamJ8v0YBPcK5FHUjuST57+F8URQX0QEQnRXbzkPy5o41xqirIOrpseE/Yz8vrO/Rfij+ir1f6/oxHS0VG08mQDS8i++rOKooSpk4EDs9SQT8naDPcooHVBxtTaoJpF+gAmmRKLQ42g14hWQHmgDME9IpT3QA/yK5b5OABRs3lcipNQaiGsdHxVGlbAQVR8/Avon9NMf2s+RE7H3bP5w7UX/jPF8YzhdFcRE9YvTR+DZdBP1oLc+NjkAKFsWv0/s9txGKDAvERZvGzs1EZGVNrW20cT7HGf++rx+/FEVRUnMAbmH0H6gw2gqoONq6DEMF0qJTaHF0D+zO87ugHvllY+z9u7IxE1ZOrb27+L6Ko0rJCCaOzo1dAOVVWieHUz/gc5L79wmSYzUA0U7Ged4ujB+KUo2a4mgE0VcQXQDRfB4bvZ3kNToTKWjUKvwJ+zlo8/RmE+Koj+3I9D4piqKkZn/cwuhNqDDaKqg42toMA0ajAmlRKaw42hN4h2Sn+QZZDtpKPEJyH6fT0AAYnRQ7fw9B1EUOMhVHlbIRTBy9GPvGtWVObefFL7D38aj83YgWhuij2DkeCZE+5CsFw1pWfz5E9yPLtuNj1NcQreuhwR9hvwTf5MFukcioQJyKo4qitBz7YedqjoCbUWG0lVBxtPWpJZAuHdAvpcDi6KHYHeZXQT3KBtfLzz/q/3l0Rez8TYTomy62icYD/3fGvw/NZC8VpWmCiKPDab0CKC56Ae+S3M+vgAH+m4oGQDQ4ts0vkzPRORCNj53fzyFayn/7ipIV0QCIfgPR1Fg/Hg/RiJSGHyZ5bTY4eVoazsZ+3tslncmoD0SLNLAtb9xnrjf+fWDqvVQURWmefXELo7cgAUVK66DiaHugAmkxKaQ42gf4mGRH+RToG9KpDLmD5L7OBFas76cJcdTH1kTOU0XJkiDi6F+wb1atUADFxd7Y+3qK/2aiV7sYe6ZDdCN+lyQrSo5E20M0M9an701hbCPs6/IqH14WkEG4C8Tl+MKvBZkURSks++AWRm9FhdFWRMXR9kEF0uJRSHH0eOxOclBQj7JlaSQiJL6/99X3UxVHlVYnd3E0xfVYSroDI0nu73gk56pHaoqjUyE6G6J5/bapKHkT3R7r1zNTiP3PkrwmJyGVTluVE7Cf+w7Ir3kVRxVFKSR74RZG7wF6B/RLyQ4VR9uL4bgF0s8BXUmXP4UTRwcBY0h2jveQ5Z+tTJORatEQGls6dpzxArCr8e+as0YpGLmLoykiuUvL9tjjzx/8NhE9xaz0HVOqiKSTIToFou5+21aUvIj2Mvr0Vk0YyeF6LBz9gM9I7vMn5LZiSMVRRVEKxy7Yk/URcC8qjLYyKo62H4thr5pWgTQMhRNHz8TuGLsG9SgfhpNLjkMtyKSUjVzF0ZQ5gEtNzpFqUR+IVoboVKSATfwcX0+XxeUUpYhEGxt9ea8GDeQUyV1IDsN+/js6n6ZVHFUUpVDsDEzDHhPvQ4XRVkfF0fZkcVQgLQKFEkfnAyaQ7BCvkrpqaWnIoTq2iqNK2chVHH2E5PXXqgVQXATMcRjNDdGzxnneJ5+2FcUn0c5GP96mQQN7Y1+Hp/j1sbC4CsR9TSYF4kxUHFUUpTDshFsYvR+YLaBfSj6oONq+qEAankKJo5dgd4YtgnqUL3MD35GpOKziqFI2chNHN8Yef67MqK2iErA6djQXRGNi5/ntfNpVFJ9Elxrj1fIN/NglDn5FLuJgYdgLexw+Nftmoz4QnRXbGhW1FUVpHXogK2eWBVZHJo/XAVYCFiHbdB874hZGH0CF0XZBxdH2Jm+BtBuwILAMsCoy3q2LjHeLArNn0GaRKYw4OhyYQrITPBXQn1CcgX0x/NSfeRVHlbKRizjaAfyL5HU3CblZtBOutAI35dd8dIFxrhfLr21FSUu0GEQTY/33ExpLD/EL7Pv/UVl4WmC6A6+RPAbjgXlCOqUoSsvSHVgFOBa4HXgd+33U3GYCHwAPAr8HNgf6e/BlB9zC6IOoMNpOqDiqLI7kXXcJpGn6QjdgBeTZ8hYkCM9M6+jaPkZWV54PbA0MTOFD0SmMOHo99olYL6A/oci4IJWKo0rZyEUc3QF7/Dkvg3bKwO3YLwGr5NN0tI9xrjfOp11FMYl2hOhIiOp84Y1+BNH7Rv89sYEG+yEPvfFr7xOgT2N+twTbYY/HfwzqkaIorUQ3ZLXQ9cA4uhYG6tmmIatv9qK5SKvtgakOuw/SnveBdkbFUQVgCdwC6Wc01h86gLWRVGmmxtTsNh0JYjwIGNz8LhaSQoijPwRmkDzo9wbypQgch90JD/ZjOvoRyaVji/ixqyhZkbk42s4FUFyMwI5cuD+fpq1K3yqOKoGIDu3sg99DdDtER0G0IUQ/hGhhiBaFaE2IDoLoHohmGH33VYgaifQ5Efu+v38We1YSzAJxU4CFg3qkKErZGYC8Y7mWrPrcJgJXIEtS62E73MLoE8jEmdJeqDiqVEgjkPZFViSZ6Zp8b5OBGxA9rxUohDh6J8mDPBNYMZAvRaAP9o37U7LNcaMoBSVzcXQf7IH+ZM9tlI0/Yx+T9bNvNjrDONfLZN+morj4nzjazPYqRI0sAx8MfEPyehuF5L1rV9bFHoOuDuqRoihlpT/wW+BbshUJzG068Fdqi6Sb417W+gR+luor5UPFUSVONYH0I8CVfqw3kibkC8dvstxmIqsPyy6SBhdHV8HOcff3AH4UjUOwO90xQT1SlCBkKo72QtJWxK+zdiuA4mIY9sP6c8jSjIyIZoNodOw8j4XIUzoRRWmU6McQfdigKDoWolMg6t1gY7/Hvt/v7HmHykjAAnGKorQIOyAiQlcv9hOQVTKnA3sihZgWQVYRDUImsRYBluu0eTzwNySCqyvbk5BJd3M1QTVh9ElUGG1nVBxVTOoVSDdBJtfrGZMeBc4C9gXWQiZx5mHWeDccETq3RTSov1DfWDoVOJfij2HRiRBd7ti+iT3Yf1nlO1mKco9gP/wumWF7ZaEn8A7JY/MtrZfXQVE6iRaqMv7cbggQT1b53lpNNHo49qB+pM+9KjEXYR+brer7aTQCogZyZEXdILrWOM9/bthjRfFONAKin0P0D4he7nxO+h6ib5Eco88iFep3bazP/4/5kCWY8evsP0hOvHZnZezJ85uDeqQoSlmYE3tlormNAS5FItXTTMYujaRGeauL9t5i1srIzRCBwvzOU7RfdWgliYqjiosRVBdIl8G96i++jQOuQarRp8ljvDjwS6SYU632PgTWSdFO1kT/prEIiPj2dEZObYJ9IK/IqK0ysjv28TktqEeKkhnRiinGqAiiRvPz9ccugPIxmvi+whDgO5LH57/UJdpEp0D0ObJMfiURP53f6w7RZp0CU/xcToRomKf9UJQicxn2fX6zoB4Vi9tIHpuZwKpBPVIUpeisibyYV3tpfxX4KbL8NIu278Se2Klsk4FLcAujT6PCqKLiqFKdpbDfXaMqn1W2t5Ec9lm8366IRNBPr9L2NOAEijnhXzhxtAP4F8kDOAlYMIO2yko34BWSx2gCMG9IpxQlG3IXR0/CHsT3871XJed07GO0W9c/i05xiJ3PQ3Q3RDdBdFunIDrOcR6nQrR9ljulKAVhYaTQUPz6ejKoR8XDVSDugaAeKYpSZPbEXdyoIhJsS6Ypgv7HMsgy/WqChQqjSjVUHFVqMQKpRVPpG9XGu4+RQLvuOfi0OHBLFT8iZKK77iKleQzQQLQPzVdf/gQ6bvDpDbAj9vKo85AwXWUWWyMzkHEuQqqPKUoLEc0D7J3CwH3Q8Wqd3x2MVO+Lp6kYhSyNmp7Ch1ZjIJKTdY7YZ+8jN+ap1X8WnUJzRa1GAwdCx8NN/FZRysaNwK7GZ+sB/8zflUJzHbCX8dmGSL4sRVGUCkcD52C/W08FzkTy603O2acdgQuA+Wt851/ApshqHUUZAbxpfLYU8EYAX5RiMgIZNwZgR2XOAC5E3sPG5+zXZkhk/CKOf3sC2AYYm6tHJaE78DpJRXk8zYu3rc7TJI/VFNydTlGU+jgHe1Zrp6AeFZdjsY9VF0WxonkgOrgzUjSe19q1Te+MIj0Yor6Z742iFINlkAfY+HV1V1CPisswci8QpyhKyTgBd8TSu8CPAvoFkqboXtz+fYeuCFSSaOSo0hUH4k7d8SmwfkC/QATbv+Me715EI+Sd7It9sH4T1KNiszb28boupEOKUmLmxy6A8grFzIdSBPpgVyf8FKhTyIw6IFoUok1lBUN0KEQHQrQTRGtA1C8rxxWlwNxN8pqaASwf1KNicyH2c9DWQT1SFKUoHIj7Rfw+ZAVMEehA3nVdgsbN5LP0VSkHKo4qtdged47Pp5Fq80XhMNx+Pkw2+Z5LSy9kmWb8IH2FqMxKdR4gecymI0uAFUVpjMuxB+pNg3pUfH6GfcyODeqRopSXNbGvp78G9aj4pCgQpyhKC7Ml7hfw64GeAf2qxv64/T0/pFNKoVBxVKnGGtgraSJkwr2Iq+92wO2vPvPGOAL7AB0R1KNysBL2bONtQT1SlPKxOHbi6ieCelQOegLvkDxu35LMRaooSn08RvJamgosFtSjcnAa9vPj7kE9UhQlJAsBY7DHhaspdtqNn2CnVYmQ/KSKouKo4mJO4EPsvnE70COgX12xCXbx0Qg4OKRTRaE/8DnJA/MxsmxT6ZqbsTvWakE9UpRy8Tfsa2iNoB6Vh92wj93pQT1SlPKxOfZ19KegHpWHgcDXJI/daGRFkqIo7UVP7JoMFaGgDEvUD8X2fSxaU0JRcVSx6cBOxxQBj9NAFfiAuCaEJgHLhXSqCPwG+6TuG9SjcrEEMA37olAUpWtcBVD+L6hH5aIb8G+Sx28CWkhAUeqlA3gJ++FwgZBOlYxjsJ8jDwnqkaIoIfgV9ljwMn6FgqyX5Z+PvQ8PZ9ymUnxUHFVM9sHuE+8Ag0I61SCuonkvU47JrEyYExhH8oC8RbHDgIvI1dgda8OgHilKObiH5HWjBVAaZyvs8eeioB4pSnnYBfv6OTuoR+VjNtwF4rSwm6K0DwsC40mOA+MRUakZ5gJ2BS4GngS+ZFZe0EnAZ8D9wCnIRLsvegLPYN8XfuKxDaV8qDiqxJkDGZPi/WEq2a8evhh4yLENbdJeN2QcNfv2Yak9LSnnYh8Mza3SOEOB70kexxcodm4dRQnNWtjjzw1BPSov5jK2qegyMEXpiu7AG9hLKOcM6VRJORh7PD8uqEeKouSJK83YXg3amAv4OfAs7vyftbZ/Aiun3YlOFgEmGvZ1wqe9UXFUiXMpdn/4VcZt7uFos7ItnsLu3NjpkcZ2ft5WzI898L+ICnrN8kfsjrpdUI8Updg8hi3oLRrUo/KyNvb48+egHilK8TkA+7o5IahH5aUn8DbJY6kF4hSlPVgKW8x8ksbeKYdhF+dsdJuGvzHctdz0aE+2lfKh4qhSYQHsYkavkW3KjyHYkaq+xFGAAx02z0xps3RcgX0QNgnqUbmZCztFwZtoigJFcfFj7PHn0qAelR9zWcQMNKm2olRjNuwKo18Cs4d0quT8FHtcPyOoR4qi5IFZWHM6sHSDNhbDHj/i29fA60ggzxvY9R7i26mp9kbojT3h8ynlKLSi+EfFUaXChdh9Ye2M27zF0aZPcbQb8LxhcxwwOKXd0rA49uzcE0E9ag1Oxe6sewX1SFGKRweS7Dl+nXyPFkBJy3LYkRu3B/VIUYrL0dj367bNseQJV4G472k+F5aiKMVnOLNygVa2G5uwY4qjkxDRdXckn6lJ/85/ewt7LI+AjZvwwWQvh90DPNhVyoeKowrIahgzleJDGbe5o9HeC9h9Ma04Cu7ApV97sFsK/o6982sE9ag16A98QfK4vo/MPiqKIvwEe/w5K6hHrcNN2Md29aAeKUrx0Ht1dmyJPQZdHNQjRVGy5Dckr/eZNFcgqSKOfohMVNUbsdQPuAN73BlJ+lRxPYH3DLtPpbSplBMVRxWAn2H3g/UzbG9O4PNYW/8G9nb44EMcBVt4HUUbpNxcFju66M6gHrUWGo2iKNWpVgBF89L5YQnspWb/DOqRohQPXeWRLY+TPLaaT1pRWpMO5OU5fr0/0qSt+YBDaW6SajbgP9jj+kpN+hLHfK+biQi5SjlHlhYAACAASURBVHuh4qgC8AzJPvBqxu39NdbWNGBFJGI+K3HUFS2/mifbheVekjuseen8onnMFKU6roTPbROynxNXYR/jjYJ6pCjFQfODZ89a2GPQX4J6pChKFqxMcSaatnH44uP5cj7stAEnerCrlAsVR5XhyORIvA/8MsP2tjDaquRwz1Ic7Q9MMGxf4Ml2IXE9sF4f1KPWRCvgKoqNThzkw1DsfDgv0AbLIhSlDv6IfX/eLqhHrcl96ES8orQ6x5G8ziciL9chmA27nsafPNl+wLD7uCe7SnlQcVTZD/u5Zr6M2hoIfBRraxTQp/PfshRHAW4wbL/m0XbheBxd6pQH1ZYOzxnSKUUJzC+xB/OfB/WodfkD9rHePqhHihIenTjID1cKpzuCeqQoim8eJHmNPxDWnYSYEAH/8GT3KMPuFKCvJ9tKOVBxVIkvcY+Q4sJZcXWsnZnAhrF/y1oc3cOwPROY16P9wmCG5kbAJUE9am12wT7eZwf1SFHCMTtaACVPdOmwotjEHzYr24Y1f6Gk4R/Yx1sLxClKa9Ade/nlcUE9gvFk8567PPZYlmURFqV4qDiqmKsfz8uonQ1ILt+/0vj3rMXRoQ77O3u0Xwg6EHU7vpPfIzuvZEMH8BLJYz4JWCCkU4oSiN9iD7R7BvWo9TkF+5jvHdAfRQmJq1jZ4yEdagMWRwvEKUqrsgj2M8baAf0Z7vDnGE+2u2FPOB/iybZSDlQcbW9mx843msWKvH7Au7E2PgMGG9/JWhwFeM+wf7Jn+8HZFfsgnhnUo/Zgc+zj7iv/jaKUhbmA79Aoxrzpj0brKkqFm7Hvxy1fgbMAXIl93DcO6pGiKD5wvePMFdCfkxz+LOvR/ouG7ZYuUqJYqDja3riKz2Vx/i8x2tjR8Z08xFEzb/yNnu0HpQciRMR38FtgjpBOtRGPkTz2U4HFgnqkKPlyPvYgvm1Qj9oHM09WBPwiqEeKkj8rYc/43xbUo/Zhfuw8ry+ieV4VpewcRvK6HhPQl0FIhFXcn9c9t2EWKbnXs32l2Kg42t78hOS5nwb08tzGuiSfVe+u8r08xFGzeOkLnu0H5SDsA3h8UI/aizWxj/9fg3qkKPmxEDCZZP9/Hn0xzovZsHPkfIksD1GUdsGsNDwdWDqoR+3FedjPQTsE9UhRlLScQvKafiWgL1dgjzG+J+HPMuw/59m+UmxUHG1vDiV57j/xbL8vUpG+Yn8c1VMx5iGOHm3Yf69VlnvOBpxofPYlcHEAX9qVp4F7kIJYFX4CnEPYBwlFyYNTsJdxH48MtEr2TEbyvcaTeQ8BDgdOC+KRouTL2sAmxmc3ACMD+NKunAnsDwyIfXYGcCciVCuKUj7MSdbxQbyAnZDxJc4jwB2e2zH3b0X8CyRKcXFpQ4+j97B2ob/xt+/x7nckBc5jgY89t9EI5v61TFDNMdjK8qFBPWpPlgFmkDwPdwX1SFGyZwR2MY6HgnrUnnRHlpfFz8NYYM6QTilKTjxNsu9PQQqJKPlyMvbz6L5BPVIUJQ1mtOZ9AXxYDphg+DEGWbXkGzONgG666da+24v4Y1VEZK/YfhYpAleNPCJHzTQCUzzbD8JA4GuSOzYaLcYRihuxO/K6QT1SlGy5FbvPawGUMOyMfS7OCeqRomTPNtj9/sKgHrUvrgJxHwN9QjqlKErTXE7yes5bHB2GnTZoBrBlRu39Avt+optuurXn5ksc7Q28FrM7GViqi9/kIY6axdwne7YfhNOwD9weQT1qbxZGVPf4+XgyqEeKkh0rYxdAuTWoR+1NB/ASyfMxCVgwpFOKkiHdkNQ18T4/AZg3pFNtzpHYz6VHBPVIUZRmOZfktfxUjm0PBd4x2p8JHJxhmydgj1+66aZbe25v4YczDLsn1fGbPMTRAw37X5Y95+gQ7IrEI5HoRSUMo4FrkQJZFdYCNifMUhRFyZIzSRZdmkF9A76SDRHyYB8fayo5qQ9y/kJRys1uyJLLOOcDnwfwRRH+hIih8SWvJwDXAN8F8UhRlGYJlZNuCPAgsKjx+XHAZRm2a+7f+4hArLQH82C/x5yGPlO0C+sgq/Aq+Bjvlgd+Gfv7NeBsD3Z9UJSc0t64EFtR3iaoRwrAfMBEkuflP9TOK6EoZWMd7PHn2qAeKRUeJXlepgNLBvVIUfzTEzuq6FtgcEinFAD2w74//CaoR4qiNINZvfnbHNocBLyMPYacmkPbZnq0u3NoUykOWq2+vdkF+/1pthT2epBc0TcDWKPO3+YROXqBYf85z/ZzZRiSF8DcoY5aP1Jy42zsDr1LUI8UxS/PkOzfWgClOKyCne7gb0E9UhT/mC/tEVKgUgmPq0DceGDukE4pitIwm2CPs1lex4Ow0wNFwB8ybDOO2XZe7SrFQMXR9mYF7PO/dAp75kTxBQ38Ng9x9H7D/vWe7efKddgHbIOQDikJBgHfkDw/o5BIF0UpO9tijz/nB/VIMfk/kudnJnLTV5RWoA9S6Cfexz8F+oZ0SkmwI/Z9QpenKkq5GIZ9Ha+XUVv9gCcc7V1JPsE/3ZFJnHjbmpKovVBxtL3phx1cslMKe780bH2H6EP1bBOw++JY4zujUvgG8IFh/8S8c44uAiyBLG9cFKnq2Q8R0ibGto+QnR0FvIFEZMUZgeTZivMgspRSKQZjgfOQPCUVFgf2Rm7yIC9xSzKrT8yH5H7oi7z4jUNu0hORvvBW5/Zh5t4rrcpg5CZf6XeDkfGnH/LgORHpu+OQvjYKyWM8JmajG3CKYXcCkn9UKQ6/BrZgVjqPDmQ82iL2nQ7kvjQC6ROLIH2hH9I3xgPfI+f3Q5L3pWmZ74HSivRk1vgzAslLWelzsyPjz0Skz40G3kTGoveQB9YKRyDFOuKcivRXpRjciqxoWjX22aFI5MRHsc/mRKq2jkD6xUBk/OmHPKx/jyzlHcus56A3kBcDRVGy5SPkWSCem24t4HHP7fRD8qWvbXx+JSJQRp7bc7EC8m4e5/Uc2lUUpRhMRATD4bHP1gJu9mQ/bQ7Tgcbfad7FhpHMDQ85jHfzIlWg/oYk8jXV33q2ScAjSEGNlTrt3mZ8ZybJh0+lGPQDPiN5rr5CKpY9iV3Vvt7tI+AviNA6R147o5SSXogY9kekorM5G1bvNhK4CIkYdeWS+21eO6Q0xA3Y52pH4GfATcCXjn+vZ5sIPIAURlg2t71RysoywLHI8h3XTHg921fALcAhyBKnMca/v4eMd0qxcC3JvRrJj38hUpigmfvSTOBVZMXClui5V5QsuYfk9feIZ/t9Om2a1/l15Fuv4Vij/UmkyzdYUqI5IdoEol9D9FeIboptpnjcamjkqHIdyfP/agpbZuSo7+2LFL7ta9iaiRTC804vJLfkPYia6/sgVKIn4p/5UrMV/xxGthfFFEQs3wZZDqIoACsiL55f4b/PzTD+/gYtgFJUhtP8JEwj2yvAUWR0U1VKyVxIdOe/8d/fXGLarvnsltIELtHD9zYGuBhYOad9UpR24miS19tk7AimZumNLb5GyARu3is8HzN8eCjn9gMR9YToOIhuhug9iKIaW6sH5ag4quyJ/cxpRljWy+7Ai01u72H3xf8a33mwSb9AxljzXc4rvZEo0Q+xdyTLbTp60RaVRZHlIM1G6zW6vQccTlvOciqdrAXcRb5j0DVoIbii0g94ivz6wmTgcmDBPHZOKSTzIGk3xpFfv/sCXUVRZA4g33vSU8BWueyZorQHy2FfZ/t7sNsLqQZv2r6F/IXRBbEn/9ukwF80iNqCaHxr9XutiqPKUGzt5vgAfmRZkGkgEhkft30O+Hmh7wD2QKqTz1vnb8Ygedu+RJaYTUTycPVHoi2GI3kA6llKMBO4BDgJeRlRwjME6Q97Ud85nI7kt3gficIb3/lZ/85tHmblh6yHD4AjgdsbcVopNUshUTPr1/n9KcDbSIqGCUg+N5D8o/2RG8MSyFKnevgXkkvu5Tq/r2RLNyT9wRnIPaUevkLuS18hfeJ75MWlcl9aGJk5ree+ORXJK3gqcn9TWp9+SPqfI5HJ4q6IkPFnNNLnJiLjUt9OW0OQMajeqshjkOegy0nmJlXCsTzyfLpGnd+fhIxBnyBj0NjOzwcj49ACyItBvRPA/wR+jizdVxQlHSORZ80KTwLrpLDXCxFBzYmMO4CdyT+v+fHIM1OFmUge9g9y9iMA0SBmvQfEeRd5nlw49tmc0NHK+Z5HILnO4yyF5LlW2ofHgXVjf79J/iL57tjV45dA3t/Tsj+zauBUWAkP7/E/QA5eV7PYLwG/BzZDEs/XQ+9OJ49GlhuY6q65fQb8NO0OKanoQKKHzVxo5jYeufn/AsnXV2+urLmRh4g/Ig/7XfW7e0gmFFZajz7AWYgYVasvfM6sPLWLUp9o34H0n92QHHEfddHGdCQv6QAP+6U0z3LAs9Q+VzORQilnABtT/8RLH2AVJC/XA0ikaK12PgS287BPSrHZCpncq9UXpiDLf45DcqTXO/EyCNgQOB2ZhOlqJcbzSFoRJRz9kcmR6dQ+Vx8jKw/2QO419Uy8dEMEiz2BP2PndTe3qcC5iOiuKErzHId9fTWbxqIn8h5k2ruP+ibXfNMTu2pzGxU5jgZB9A5E/4DoGIg27BRMgeg8jRzVyNE2xFVfY7OcfcgqcrQDyaMatzvSg132RSIdaj30/Q5ReH0wEDlRXS2RvB670p6SPXMAd1L73DyMdPR+ntpcBgmB/qJGm2OBHTy1pxSLJbEHN1OMuBHYHD/5aLsBGwDXIlGF1dp9G6n4qeTPYdQWLN8HTkbEBR/MgRR3er5GmxESzVevGKaUh9mQyMBa5/5FJKrc1wvVcCRC1JWLKT72HYGm+wjBckiERbVzMwkRNTfET6GV7sCmSPG5WmPfSKSQl6IozTEUeyL+1ibsdEcKFZvX6AOESwt2oMOfPQP5UjBUHEXF0XZkAPAdyX7wRM4+ZCWObu+we3Qag7MhAmS1B7B3kPxKWVbOXBN38urK9ibJpQ9KtvwIe8axss1Alo1kGcnSF4lCrRXZdxH55+9RsuOnVK/6PBGJ2sky7+M8SOoI88ZR2SYDB2XYvpKkP/KSUu36fx150O+ZoQ/rIxNA1Xz4DxK1rLQGC1O72NKjwEYZtt8DeXCstYriDmD2DH1QkuxH9VVO45HJ3PkybH8osrKm1r1xjwzbV5RW51rsd5yVGrSxK+7r8zWaL1xyZ4p96ou98uEDsn1eKhEqjqLiaLvye+y+sEmO7WchjvZA3sfiNr8hxarP/kjlumoPXaeQ73KAdan+YvANUpxFyZYNqC4Q/RtYPUdf+iB9sNrLyV3o0rJW4HDspPHxczwsR1/mRZbrV1vqegEavZU1cwDP4D7+Y5H+4iNyuF42QHIzufz5HF3y3AosjayOcZ3jj4Adc/SlGyL8f13Fn1eB+XP0p105luoi9V3kW6RtfuS+5PJlJvKcpChK4yyGnS7jBRqLAjcrQfvY3k2xT6c77B2awl6LoeIoKo62K/Ngr5QcRX4R7lmIo0c4bJ7SrLG5kRL3rkH5UaRQRQh6IUUvXLmdJgJbBPKrHdgFWb5nHvcpwC/JV5CIswTVl7k+jeRwU8rJ2bjP61fA1gH92pDqYslV+Fk+qdgsSHUh8h6yjdKqRR8kSswlmo+j/sJhSvFYCync4BKd/kC49AnzAP/n8CtCUn0MD+RXq9NB9dQKnyI5jUOxBdXTDp2PTtwpSjO4Jh4OaeD3RRJHf4CdjuN9wi3vLyAqjqLiaDtzHnZ/ODmntn2Lowsg72Bxe19Tf92JBAOQ6k2mg9MRtTWUCBZnA9yJ6SeRrpqg4mZLpJKiebxHIwVLQtMLefh3iRP/RPP/lZGTcT8UPoEsJwzNECSZvsvHiwL61arMhSyXN4/1NOAYivHivwXuiL7xNF/IQQnH8kg0snk+xxB2cqZCB5I3yVWgbhQyya345VzcY/6DFON4zw88htvHM2r8TlEUN/NgT5BNQu4P9VAUcXQ23KlhtmnCVguj4igqjrYzs2MH/0wD1s6h7bWBm4yt2aCXHoheYPbt/Zsx1gt5yDONTQZ2btLBrJgfO49AhKjEWiDFH6vhzmn1AsV4GYizJ24R9//QHKRl4mDcD4Q3UKy8SB24Z9ki4MSAfrUafZEocPMYTwB+HNAvFwsjwpTp61dIUTGlHCyKewL2feRlokhsgD07HiHPR7pywh+u6tURkpewSM8X3YErcPt6ZEC/FKWs/Bz7WnqDcuV4vhp7H+4K6lEhUXEUFUfbnV2w+8THFE/zqcVZ2PvwDE2u7HQ9UH1HcZcFzgn8C/cLTFNhs0qCocCX2Mf3YSQnbRHZBnce0jNDOqXUzXq402b8kWJEB7r4Dba/M4FtQzrVQvwd+/iOAVYN6VQN5sWdluZNijtuKrPoi1T7Ns/faxQ3n+fKiABv+nxLSKdaiC1xr0z5XUinatCBu7jCDLItHKYorUg33IFDj5Jv7Y1mOQH3M1SoFHkFRsVRVBxVJBjJ7BevAANDOlUnB+AOpmmqX+/sMDaFfCtVNcNA3EsF7qK4YkoZ6AY8gn1c/wX0C+hXPWyNHUE6E9gqpFNKlwwBPsHuc5eFdKpOzsD2+1skklBpHlcU8URgzZBO1cFciBhq+v63kE4pdXEN9nl7l3A5betlZSSFg+m7FttIxwK4hecLQzpVJ3/E9vsLiivyK0pRmRf3aoKbKFbkuMkB2BM7M4DNQzpVXFQcRcVRRVJsvo3dNx6i2DmKt8cdYLV7M8YWxq5CPhPYyYenOTAU+AB9KfCJKxrudaRadBk4CNv/LylXWHi7cS/2ObuVYuQ57ooO3KJK02H8CkthR4FPozwP9YsgFevNPrFHSKeUmvwE931jsZBONcAm2BODk4FlQzpVYrrhzlv1F8ox+d4NEW9M/x+kHP4rSpFYH3dh2jspZm2Do3FHvP82pFPFRsVRVBxVhBVwT7g/TjEjSPfBnVrxT80adFU9PSu1m7VZBFjJsTWbU/BH2Det7yhG8ZaysTi2KDEBESuaZSiwI3JT/gsy+/A88CKyNOU24HRgO2TGwgdXYffraz3ZVvziynHyNun6QjekL+8A/Aw4Fsm5tg+Sp893vqjeSH829+Ngz+20Ax3IuGAey1+nsNkPWBf4FXApcDfwFHLOnkIq3l+GJOxeIkU7cdbDnsX8GoksVYrFAKTiuBlhk/XqmeWwn4PS3GuPxb5unkLFsGbYH/tYvko6IaQ78kK6E1L1+ljgCGBvZHzyvTKnH+40Ebt5bkdR2oFdkfuCeT09iRRvKgI9cEeNR8gkvt4LqqLiKCqOKrPYFPeE0H+A4eHcStCBBPS5JoLupMkAq20dxp4i22UC82NX/6tsaW4uRzrs3ZjK0/bElVtnzybs/ATJF/ihw16tbSJwHekvvD7Afw3bM8mn6ppSPwOwl9NPQkSDRhmKCKF3YEfDm9t0JLJzL/wtE1gUuzjKN0jKAKV+XBVeH6DxKNwfABcBL+GeUay1PY2fvLEnO2yXIVVEu3EJ9nk6LeM2t3a0WXnwbJYOROg3be6bytP2Yy5kIiN+DL+juYmTYUhRl3twF7iMb9OQaNVdkSKpPvgh8lwVb+czihn9oShF5zDc1+6nhK/RsSDyDl/tmXfjcK6VARVHUXFUSfJT3EvVvyF8bY0hwH24x7snaHIiuwfwjmFsMv6iZqpxB+4dSSuOdkPEDtNmUQt3FJEtsI/f3U3acuUsbWSbQPqoux9hz/I+n9Km4pffYZ/7Rqu9b4NEI7tm9OvZ3gHWSrkfFQ512L/Ik+12YDbsCL7xyEN/o+xDc/0hvt1GuijjHojYFbc5g3TRgYpflsR++BtJ8ytZ6mEO3DnsItKJoyAT0Obk0GcUc+lnUTkf+7wc3qCNnZElaM3el15HnmF8cJzD/hmebCtKu3EAbsFgOjJ25D3x0K3TpzEOn8z3qvVy9q1EqDiKiqOKzQ6IPmj2lZlINHqIAKBdsd8VK9s9pFiFs7vDYNbVN10RQfEt7bKEZbAjhO5MabOdMGccv0dSIDRDWnG0sh3fZPsVLnPY3DSlTcUPA7CjyN+m8UhO1xLsRrcZyNLGtHQDnjNsT0KLYNTLIdjn5ldN2vIhjkZIIbo0LztrYi/5uD6FPcUv12Gf86wjgP7iaLOypRVHQfLNmXYP82C3HZgTO8LzVRpfUeVKs9LoNg0/+f97IWJr3PY4YLAH24rSjmyLvCO5rttPkWj9LCfYKqyDPKPUO6ZMJHyEa0FRcRQVRxU3x1N9TBmDPF/mUaxpZWrrS9eSYvV7N+A1w+DnQN9ULtdmXpKzWlOxd8pHzhYz1+RMmlui226sj30+zkxhr9J5xyFhzychEX5LIg/kHUguiLk72z4bd1XYmcjNv1nmwk4q/GQKe4o/XIPtNk3YcYmjk5Gw+jOQaM5dkGI4JyLRPK5BdTqwVbM7E2Ndh+1zPNhtdXoCo0ket9E0/4JREUdnIEvrL0Qm6FZBxp3end8bgNwjfoZElrv6xpVN+lDBLIwynfIU+mllhmM/i9yacZvmCg2zfR/iqGtl0If4W6rdypyBff1v2IQdlzj6PfAYkrLhUCS6dE8k/cbTju9X+scGTe/NLLZ02P6NB7uK0q4sC7xJ9Rf10chzhe8c992BHwP/rNH2eCSa9AXHv6lA6kTFUVQcVWy2xB05am6fIhPzviddO5DxqtoS+so7/yFpG9rAYfjYtEa74FaSO3GBwwcf4ugi2NGjl3uw2+rcQvKYTUIE7WY5ANiIxoSNOYC7sPvFCyn8APi9w6YK5mHphp2PdiTNVXeviKMzgIeRYhNdLSFdGTuSJgI+wk9RDLPK8dg6fGp3XDmwf5bC3uqIQNrIko+OzjbNJXMzgaVT+LIcdvSoCubhcQlhK2fY3gCS496r2Pc8H+IoyD3Y3DcfUYitTE/sSdp/NWmrIo5OB+5FhNCuIivWwha1I2AUsyZz0mAKtp+TbY0BRWl1+uNefWCKkTcgeaabLTTaA1gDeW4w8/Sb20uI8AUiVLgmaiaiS+wNVBxFxVElyc64gxlrbZMRzW9HRNdphu7Is/jvsINmzO1NYMUm20lwrWF4LP6qhLswq1Efh7yAZiGOAvzVsPst+YT7lpU5sGcFQuVJ7An8G7tvpImymhd7/85N56aSkg2xz/HuTdp6BPgHjYtXg7DzQUZI8Yy0bO6wq8JEbeITaJUX91Dj9jHY5++3KW2aItinNFlJUfGCa4LmgYzbvDLW1gxEwDf7vS9xtBfwsWH7/zzZblVcEzTNrGYASa/yF2DxBn83BBFDTT+aKYxpspPD7mYe7CpKu7Mh8AZdCwfTkAmXi5GlqJsAKyEFPedGAnyWRSZK9gXOQnLomSvgXNtY4BfYzxWDEcHU/P4EZKWTAqg4quKokmBn3MVsn0KCLF1jirlVVu79CSmcvjky3i2GaDMLIykx10AKJJ+OpMOsVrg9vk0ETsDPxDH9sJP1X+HDcBXmRF5y4w/+PclWHHVFxqowUR3XuVg+oD+uB/hdU9o0I2NVmAjLdSTPR5oJjLlT+LEcdpTgIynsVXAJLypMVMc1QRNyAqM38qIR9+felDa3wR7XNP9xOFwTNDtn2N4GJKOH/9D5eVbiKNiRsVMJkzy/LJjn4lOaj6xMc19y5Sm+PYW9Cr2wI2P/6sGuoihyfR1B15GdvrdJiNhaa7XfEGSlggqkVVFxFBVHFeEnuIXRJ5mVJqQ7skLpPcf3stymIoWghvvcYVfeIV+Vml3cGGtnOrOWrGUpjrqEib94st2K3EvyWP03rDvMh903jkpp0yVMrJbSptIc3bBf0C4L6I+Zt2msJ7tnGnYnoUvrq/FT7Otz2aAewUMk/fl3SnuuJbsXp7SpNI9ZkTzL1Bf9SC6Xfh9ZjgnZiqM/wL6ufEQgtiK9sAsxhUx98bLhy4ee7F6M3e91olhR/NEbOBh36iaf29fIGFVvCrRaAmma2g4tgoqjqDiqSDCaSxj9J7OeW+P0QJ4rXat+fW5jkeeXYX53VzjPaOwTJM9aFphCbPxBM0txFCQqw9xPxaYn9nKNE4N6JBef2TcOT2mzF/Z+npDSptIcy2Of340C+nOOwx8fIsmKDrvNFPZoB+LLjSMkh0xoTNEqbe5jsAsGvuHBptIc5ktilhOoFxltbRn7tyzFUZDJzrj96zzbbxXWxh6vVw3oz2WGL1Pw86y+LvZ+ruLBrqIoNj9CikGaKU6a3b5DVsJtQ3MF9oZg3xMipHhumweMqDiKiqPtzr7IUnizXzyOWxg1WQZ5p/YVTToRSUm2CxkHF5nK7g0ZtTMQKW5SaWc0yQObtTi6lcP+kh7ttwprYh+n1YN65I528VFF3Kx09rAHm0rjHE3yPEwmbETlydj9ra8Hu64I2dM82G1F3iV5nC4N6w5gV3m9yYPN3bD72lAPdpXGmBt72fJeGbW1OsmHTVOEzVocNYtffuzZfqtwCsnjFDqi8lzDn6k0V7DQxBUhe5wHu4qi1GYEElF6HZJ39BtqCwOTkPvBzUgwx+r4KaA2N26BdCxhJ4RyItoNopsc21uGOHpHle+1ygowFUeVOPvjFkbvp7l39IWB/ZCgkKew34fNbQpSmPk25HlsHZqbAGqY3tj59fbLqK1rjHY2Mf49a3F0AHZY8B4e7bcKh5M8RuNprMJ8FpxE0qfvkeI5afmVYXecB5tK4/yN5Hl4PKg39lj1rUfbpvDxoEfbrcIc2PeC0DmiF8Z+SNjfg11XypBmC74ozeMqmLZQBu30Jrm08mvsXJRZi6OulDL1LsNsJ+4meYzuCusON5P05wOPth80bN/q0baiKPUzAHne+CFSqGQFpCjTXPiZDKnG3MBrtKVAGp1liKCNbrN33UYpUHFUqXAgbmH0PvwWxp0dWRa/NDLerYiMd0MIOBm9NPaOr5BBOxuSjMq41vGdrMVRgLcM+7/zbL8VuJTkMXomn5LEygAAIABJREFUrDssh738/UJPtjfC7nP6kpg/Zi61P9T+eqZ0Q6La4/485tH+iYbt9z3abhVWx74uFw3oz2xIUa64P5/gJ5oY4DPD9q882VXq5wiS52BMRu2YKTt2c3wna3F0IezrS/PL2bxN8hidGtCXXsAXhj93erR/tmE7dJ55RVHyZ24kUsslkLZwqg0VRztRcVQBiWY3V1JFwD34FUYLRyUMf4TxeYQ8EPqkH3AFs3IjfQ0c47mNenkLWCL2t7n/in1M3grihfSbfRABO55+4U385QZ17dsI4HNP9pWu6QAWNz4L1edAItqHG5/5rCpv7tuCiMj2vcc2yo45Bk3Fb5RUvXQgeQfPRfKEVZiG5OHxdc7eIjkpo/el/DGPeRY5blcBjoz9fT9hKoN/hPTduLg/AngigC9FpRf2fSDkfWlb7AjjLO9LiyNRGzM8tqEoSrH5EtgAeBRYKvb5QCS6fGP85FovGrcjORGbZbIvRxQlMEcitYjMfOb3ADsgS91bloo4ai4b+wzJPeSTc5EQ2QqHIXkGQjDK+HtYEC+KjdknfIvlcU7DzpczGHkwXxU7MutpYEckktQHH2NXDB+OVGBT8mFO7KTOWfa5WvRCbgpxxuK3MIu5b90QgTTki3fRMMeg95D0L1mwPXZERB9gAUQQXdD4t2+QXJQPePRhFFIUpYLel/In6/teb+BqZi0T+h441HMb9RIB7wDLxj4bHsaVwjIU+9kk1H2pL3Cm8dmX+Ml5XMHct97Iyq1PPbahKErx+YLaAukmtJxA2vEc8FxoLxQlMEcjmp3JLcBPkcCQlqby0DfA+Nz3UrL1gINif98H/N1zG43wjfG3uf+KfUzMY+aTXyIP4V3xKlJE4s/4jWSIkHyScXG0VZZHlAXX8c6yz9XiJJIPgwBn4XdcdNnSPpck6/tSnM2AA+r43hjgeuD3yCSiT/S+FJ6s+9xJSA65Cr8mXaRKWsw+p2NQkiLdl84kGWAAUpzA1yQx6H1JUZRZVATSx0guqx7ErAjSFwP4pShKNvwKeb8xuRlJ/9TywijMSupsPvz4jBrtC1zJrNDciYSLlKhgPkzqw5+NeUx8PoA3wwfIxfkQ2Szx+s74W4WJfHFdgyH63DaIYBHnJeCPnttx7Zv2uSRZ3peaYRqy7Oou/AujoPelIpBln1uOZCqh54GLPdpvBvO+p30uSVHuS7sDvzA+exJJVeUTvS8pihKnIpCaKWYGIe9jK+fukaIoWXAsbmH0H7RJxGiFijjax/jcZ96704HFYn8fhxQ6CclE4+9+QbwoLh3YyXYnhXAkxjAk7+i7SPSo2WfTYvZ5X0VWlPpwHe+8+9wPkajAeCXQ8cBPkHyXPjHHINA+Z5LlfakZeiKV6R8BnkUKGfpE70vhMfucrzGoB7Kcvmfn39OR1TShczma15T2uSRFuC+tggQYxPkGeVnx3X/0vqQoisnnSJToO8bnlQjSlXL3SFEUnxyLrJA0+TsyOZtVSrNCUllWbz7s+RKeVkNyi1Z4DviTJ9tpMB/2Qr90F40ISSwd7we+xcg4a5BM+tsXyWuzDFJJfv3Yv/dEIihWR3LejPXkg/aJsLheOLPscyaLIfkj45FCM4C9sR8IfeB64dQ+lySr+5KL04HLY3/3QCKmFkbGmu1JRlCthkT+bYXk5PKBjkHhMfucr4qcx5N8gTwLeMWT7TRon6tNtftSXtGjP8SuDDsVEUY/zqA9vS8piuLiY+Rd7HFg0djng5EI0o2RVVaKopSLU4HfOD6/EdiT8JP4wTgZEcQq26sebPYGRsZsTqG+SJufGb5ESEJ4nxxv2H/Ds/1W4EuSx+ig2l/PlB8gS8jMfnEfdiW1ZvnYsH1Y7a8rnlkE+/wul1PbCyLR7PG2ZyJRglmxAPb+/qjmL9qP80gen6cC+tIPEbSmGz6Nx84D2CxnGra1MED+PEXyHJiF2ZphSURkq9h8i/pE11sNX/7jwReTR402LsygjTKzHPY47et674rFkUJI8banIysZsuIH2Pu7ZIbtKYpSLhZEAgbMceJLJKBFKT8jsM/vD2r+Qikrv8M+1xFwFclVlG1FZcfNvFNzeLB9CsmiJmciYmkRMPcvdD7NIpJFn2iWN5CcN3can28G7OzBfgcy+xnH3H8lW1zHO48+NxRJNj/c+PyXyM0hK1z7puNQkiKNQRORlDB7Ig8OFfrjT1DS+1J4fPe5bshy+ooYGiETwJNT2vWF9rnahLovLYREY80X+ywCDibbYqZ6X1IUpRYfIRGkZiHBIUjKIRVIFaUcnA6c6Pj8SuBAJEiordkRO2oqTe6p5ZGlPxV7b1L/8rQ8IkfvMOzf7Nl+K2BGlFwd1h1ABEwzotVHNNlQ7D63nge7Sv10IMVP4ufgwIzbnBt4HfvcmwWZsmAH/I65rci+JI/RZKB7UI+Ea7DP3aI1f1EfRRxz243LSJ6DJ1Pa+5Vhr5G0QllHjnYgwleeY27Z6IUdLb5rxm0ugAgP5n3p6IzbBUkjE29zCsUYcxVFKRYLITUgXBGkPwzol5IejRxtbTqQIsOuiNHL8bcit7RUco6+ZXzegeTga/ZhfDtmFR4AEbD2rPO3azk+24PkDP53pJs9H2H8be6/AqOQ2cEK5jELwbfADcCRsc9WQ3IBpon0dO2b9ol8iZClOvGl9Etk2N5cyCy3ecM/HTgjw3YrmH3uI9zFMNoZ8xrsjTyQjw7gS5yLgX1if3cg+bbeTWlX70vhGWX8nfa+t13s/2ciole9AuTCxt9zOn77Bs0LuEORyOc42ueSTAU+ILmUPsv70vzISgbz3B+HnxQPXWH297dp43xjiqJU5UNm5SCNj1eVCNINgdfyd0tRlBp0AOcjtVtMLgMOIbk6rq2ZDXkAiqvH+9T8RW1Oxa1I+9reTuFbf5JRrRH1C7ftxBEkj9E4ZonpIdkJuz+skNLmUYa979CZkxD8neR5eCSjdgYDL2P3o99n1J6Lm4y2H8qx7bIwF/Y52iGoR0IHyRySEfCHlDbnRsSzuM1tU9pUGmcL7D63QAp7zzjs+dzSFLjc0mFvvpq/aE/uIXmM7sionWorGU7KqD0X9xlt35Zj24qilI+FcEe6f0F9dUaU4qGRo61JB3AR7mfJPCZfS0Ml5+hk7Hyg6+XrSm6sQzKqFeDFEI4UnJeNvweQrLYbijGOz2Z3fNYIGxh/v4jOnITA7HNr4L9C+UDgfmxB/ULgGM9tVaMDe3x9Iae2y8TXwPvGZ+vl74ZFhD0ODXB9sQE2wJ6Q0ftS/rjG/vVdX2wBzPvep8BnIRwpOGYF5nXxv9R8LuBh7BfQc5CCCXnQE3vllo5BiqLUohJB+r7x+dxIqiAVSBUlPB3IqrefO/7tXPJJ21NKziepIn9E89FzRY4cPdew9RkaJeiiF3YOyOODeiS4IkfT3Hx7IpGioSI1lFmshH1uzRf4NPQDnnC0cSX5jgGuCsgb59h+mTDze74e1p3/8T1Jv85Kae8Kw54ubw7HayTPxbUpbBU5cvQ/hq3rU9hqZdbDPu4/8mh/ELNE+ZCRHGs5fFgtZx8URSknw5CUR+YY8jnJ4sxK8dHI0daiG/a7VGU7O6BfhSW+TPox4PDY3wsgD0bPNmH3JprPNbIJsL/x2QHIsu4KE5q03UEyBxjMKoKhJJkKPI2cjwo7AmeGced/uKJXP09hbxPsyNOslnMrtXkFySs7OPbZDsg1mpa+yPLItY3PrwUOIt8xYEfj76mIiKLYPEYyxcsPkGqo/w3jDiDFBsyI5i9S2OsBbG185qPPK83xGMkJt62RfLdTmrB1IpIrtBl+CawS+/sDpMBTnGbz3C6GXVVY73tunkXSaMSv+R3wE+0/EHgQ+7nmAvKP5DDvS+Oxo2YVRVFcfIBEkD4GDI99Pg/yPLMBxZncVpR2oTtS3HUvx7+djeQzV2rQHztS8NIAfmRZrX5th+2sK4+WmZ9jH6+QVQj7Iks4fEaSmXkuv6AYuVXblRtIno8xiDCRhr7YlcAj4DpmpRbJiw7s/Ez35OxDmZgLO0d02ijNtJirLNJGkrnyXG6R0keleTbBPh/bB/Ajy2r1vzVsTwPm9Wi/1biT5PH6mPRL6wcCz2H3tSvIfzVTD2SSOe5HmqKniqK0J4sh46MrglSjD8uBRo62Bt2BP+OOGD05oF+l43qSB+8bZClqnmQpjl5n2B2H/5yGrcRcSLRM/Jj9MYW9NCJXB1JJzewbaSJZ58JeHnt+CntKelzCxC4p7PVBIqJMmzcRRgTf0OHLTwL4USZMYeITJO1HM6QV2tdHhKS4P2lS0IAUPTFfInSCJhzdkT4WPyd3B/AjK3G0B5IfLm77Xk+2W5UdsMftH6ewVy3Fy9XkP2EHUvxNJ2gURfHB4rgF0s9Qka0MqDhafrpja3qVTVMHNohLmDgqZx+yEkcXwhb6rvJgt9W5g+Qxm4CIis1wN5LzdcEGfzcEO6KwIm6nqa57usPmiinsKenphohN8XPyCs2JT72QPmee41sIJz6ZQu04JLJVqc6O2OfQTL1SL/sBDyAiZyMiRDckvctEhy8HN+kLyAPnDMPeH1LYU/zwe5LnZCZ2EbesyUoc3Ru7D+sETW16IQXi4sfsn03a6gs8jn0OriWMMArwvOHLF9iFSxVFUeplcexJxspk8mIB/VK6RsXRctMd+CtuYfSEgH6Vlu7Am9hROrPl6ENW4uifHHZX9mC31XEJ5r9t0tZjzHrR/BeSj20LRLiO97EewMLANkgkxTiHDxFwaJN+gOS1HGvYaya/ruKf3+AnSscljL4NbA5s1OQ2R5P7BLCGwx+NVO6aXtiC+ds0J3DvF7PxMVK9cXdgWeyK83MC6yDj1Bu4x6CnSSdomJM+M4AlU9hT/LAYMJ3kucl7mXEW4qjrGe9T8n3GKyvnYF//Zg7rruiGWxj9L/Ks1ex9yRy7GmFThz+/S2FPURQFYAmqC6SLBvRLqY2Ko+WlJ/azY2UrQlHt0rIP9gHNMwQ3C3F0aey8dbqMrH7MqIKJJBNu10tFHK22TcFe5l5tS/vwfqHD5pYpbSp+GIgtXI+k8UiWSdTXlxrZNmxyn7phV66eDAxt0l67cTj2uTi85i/cxMXRapvZ96ptL5NOLF8ZO2pU8/wVhxtJnpuZyARHXmQhjrryiOe9OqiszIv9fPIijeUe7UV9Y0ujW7xwVyP0QFZmxG1NQFbrKIqipKWaQPohKpAWFRVHy0kv4HbsczeT5t6XlBg9sfNRfQ8sklP7vsXRDmT5k2lzrXRuthWufFS3NWHnMYedRrevSVavboblsaOC/k3+RRCU6pyFfe6PadBGkcTRAxy2LmvSVjvSF1nqGT9+44D5G7RTjzja1TYTSckyKMX+dEcqQZt2l0thU/HLD7HF61fILyWHb3F0HuBbw+ZX5J9Xvsxcgj0e/KyB3xdNHD3KYeucJm0piqK4GIGsUDDHmg/JT1tQ6kfF0fLRC7s+Q+W94rCAfrUUO2Mf4MdIX52zHnyLo4c67N2S0sd2owP3UrBG85StjaQ3cCXq7mr7EIkWTRvR0BuJ+DLtb5DSruKXQdjVcycCSzVgoyji6DCkuF3czljS5cttR/bHPh930dikxvzAr5Eq0abw1dU2CfgbfqIHj3fYv8aDXcUvV2Kfp7xW0vgURztwRxQclNLHdsMlMI+l/hf8IomjI4Dxhp0vSRcNryiK4qKaQPoBKpAWDRVHy0Vv4P9wC6Np0g+2LbVeKu9FcvPF+S1wcnbuALAAds61J5Bl8Y2yLJLbMl6R/ntkmf37zTjXxiyFRM3ElzZPQJaGvtWEvUUQkeGHSH63oUD/TvvjgO8QQfQVZOnac8iFnpZLgEOMz24EdvNgW/HLnsCfjc9GIi+C39fx+9PwH+V1FfBOA9/viUwsmILa4UhqB6V+ugFPAasbn/8SOK8JewOB1YCVkOIBCwOzI8L8WGQM+gZ4FZlQebLz87SshtzT4mPpt8h970sP9hV/zIHk6IxPys1E8kM+knHbywJzx/6egDzPNMMRwB+Nz15E+uKMJm22K4ciuYrjvIisRprSxW+7I4UgfXMJksevXmZD0ryYRcb2RQpDKYqi+GZJJNBqXuPzD4H1gNF5O6Q4GYE898RZCsm9rxSLPkjE6MbG5xGSRunS3D1qcRbHrsw7A9g6pFMNMA/wLraSrvm1msdV3f0/iMhQBvbG9n8MGsFXVDqAh7HP2d8IV9W3UVyF4F4gnyj8VmQ5RICIH8+pNJ/uIG8WxB05v39Ip5Sa7IV9vj6lubzbIVgX9zWzYkinSkx3pHij2SeuDOlUA3QA12P7/080tZCiKNmyJPAZ7gjShQP6pcxCI0fLQV/gIexzNQPRO5SMcBVn+p7GK3TmzezY+dwiJBq2LKJKEemBRG6Zx/Vxil/tdgtgGnbI+bYhnVK6ZB7cD1KXhHSqTk7G9ns88uChNI+rONN3SARokZkTeB3b95tCOqXUhUtMepv0xSKzZhnslB4RcHRIp1qAhZCJVfO4lqHK+zm4J4mHhXRKUZS24Qe4n+vfRwXSIqDiaPHpi6xeMs/TdGRCX8mYP2Mf/G/Jt2prIwzEnR/zY7QCpw+G4X4puBu5WIvIJthR0BHwh5BOKXWzKe78kKdT3EiXo7H9jZB8zko6quVP/AJ7mWhRmAt4HtvndyhP5H07MzuSPsY8fy+TXPpeJJbB/QLaaJ5exc32uMf440M61QWuCbuZwI9DOqUoStuxLFIQ0CWQDg/mlQIqjhadfsCjuIXRPQL61Vb0BZ7GPgkTkWi8IjEfkqPSFVW0ckC/Wo0NgMnYx/kpYHBAv1zshr2kMEKiiHvW+J1SLFxVdSPgCoq1RL0Dd2ROhORAVfwwAHdhtXHA+gH9cjEMydXkitZaOqBfSmMsiftlbhTFi3ZZB7twUITkzx0U0K9WwyU2Rkh+1yKtUuqO5B5z+XpsQL8URWlflkMF0iKi4mhx6Y87AHA6Wjsld+YAXsM+GdOQB6siRCGsgSR1Nn2cgp2oVknPjsjFaB7vt5AbXmh6AGcgURGmj/9CZl6UcnE27pe7BylG9NZg3BGNEZKPrgjjZCsxLxJ5aR7ryUgi8iKwIe7ove+BNQP6pTTHqkhhJPN8fkFxnjN+BkzC9nE0MH9Av1qVaqLj/1GMyu9DgPupLuIqiqKEYjnga+yx6W2kUK+SPyqOFpOBuPOdT0VWsigBGIo7+qUShWdWn8uLHohAa+aTrLwk7xDIr3ZgH9wC6SSkInwoMWg4Ug3a1VdfRJa4KuWjA6kS7DqvnwIbhXONNRDxweXbX5FxSvHPIsB7uI/7LUiezxD0BE7FPT5OBDYP5JeSno2Q3MHmeZ2BpProFcivOYB/OPyKkGIXSwTyq9XpDlxH9eMeMkf/BrgLwEXIqosiRbcqitKeLI9bIB2FCqQhUHG0eAxCArtcAYDbBfRLQSKjXAV5ImAsUigjTxFgZdx53CLk5WWTHH1pV7ZCoqCqCZGr5OhLT6QPul5cIyR58YAc/VGy4Vjc5zdC8uktmKMvg4ELcOdEjYAL0RfQrJkX9xL7CClGczj5pl5YF/dKi4o/GjFaflZGokVd5/htYLMcfekA9qzhz0jyHRPbkQ7gFNzHfybwF/Jd3TBvZ5uulTMRcBa6kkFRlOJQSyDVFQ/5ouJosRiEW+uaAmwT0C8lRj/gZqqLEyORvAdZvoyuANxK9Qe/d5GBVsmHNZHIPde5mI5U+s1yYO0FHICc92r98irCRfQo/tkX99LRCMkxfBbZvowORl6GXZWgI2SZwxEZtq8kGQjcQ/Xr/xVgJ7IVqldDxPlqPryB5K1UWoMlkOedauf7HrItXNkNWUpVbWIgQpZTFy0PeCvzc9w5ziMkB+xvyTaafQiSTui7Kj5MQp6VFEVRisYKuAv+voUKpHmi4mhxGAy8gFsY3TqgX0oVfo67KE9lewc4Dn8RC32AXYEHqC6KRohoqgUH8mdu5NxUOy8zgDuR8G9fIuWiiED1UY12xwO7e2pPKRbLAW9S/dxPRHJ9ro2/KJlVkaX91V4+IySZ/Gqe2lPqpwM4BneKlbhAeTRSvM8H/ZGovcdqtBkhUVz9PbWpFId+wLXUPvf/BPbC3/mfFziS2sLsNODXaNR6CFaheqqPyjPJJfi7R3QgE9SX486HW9neRsQHRVGUoqICaXhUHC0GQ4D/YJ+LycCWAf1SumB53DkQTFHsSaSq59qIyFkP3ZAL9GDgJqQKca12vgb287BPSvN0Q5awdnWuxiB5GPcDFqN+4ao/kkPrNOA5aovkEfAommet1emPLF135XaMb6OBPyHRg43kR54L2LazjVFdtDETuJpiFOFoZ1YF/k3tczUdGR9ORKL7ZqvTdndgKWRy8DZqixERUozppx72SSk2u1B99URlm4AUbPsFsDT1pyDqjQhpv0ZSw3Q11r0KrO5hn5TmGYTk9KyWbiUuWF6ERAA3stJhHqQo5qXUFmIrY90laEohRVHKwYq4BdI38TexrVRHxdHwzI08y5nnYSJh62u0BT6iqboB+yNLeepZLhQhVeVHIYLmeGS5UT9E6BiMFNlYAnkp6IqZwDVIlOqYBn1XsmF+4FzgJ9TXxyYh/WE0krt2fOdng4DZkUFiCeqPQv4U+BVwY0NeK2VmBeQFsF5RYCzS5z5kVp+LmDUGDUUeEOpdAvkKcCjwTP0uKxnSAykK91tkyX1XzESKp4xC7iPjkX7Rn1l9YrHOrZ7I9+mIGH8SMlmktD4DkP52CJL/uiumIsLWKKSvTUD63SCkz82J3PeGUV+aou+QlRQXIf1PCc+qiIC5Yp3f/wbpDx8x677UgfSHQcgz0AjqT5XwHHJfeql+lxVFUYKzIvAw9lj3FrA+MvGsZMMIRIiOsxSy8krJnnmQifCljc+/R5bSP5K7R0rT9EeiBj+h9iy2r20GElGqsxnFZRlkOWlXkS6+tg+QPtg3j51TCslayI0jj/4WIUse9iTfgj9K/cyOjAmfkU9/mIKMeRqx3r4MQ4q0VStU6Hsbh+RY1oj1YtKBFK7sapWVz+1lZJWEFl1SFKWsrIQ7r/8baARplmjkaDjmxZ0yaQIyKaCUlD7APkgOtq6WFDWzvYdEZwzPaX+U9IwAzgY+xn9/mA7chyxd1YJLSoW1kCXuXaV4aGabgBQZ06UN5aE/cCDwFF2n42hmewuJEl0grx1SCs/8wAnUzoucZnsG+BkyAaCUgw2QyZOu0nE0s32H5L9dN7e9URRFyZbVcT/Hv0FjKbKU+lFxNAwLIql2XO+c64VzS/HNMCRq505kiVAzD3zTgGeB0xHBQ2fCy0s3YEPgHGSZV7Pi+dfAzciLoc4eKrXog0TQXI77plPvNhoRW3dFC+uUnUWBo4C7qV1Yq9Y2FRFaT0WWzipKLVZB+sqTSN9pps+NB+5BCootlq/7imf6I2mHrqLrnKG1tneQ3KY7oytmFEVpTVbH/aymAmk2qDiaPwsh93PzuI9Fc8jnTp5CY6WQxQhkyeGRSLGTCqORvH0TkKX5o5CIi5HIoKi0HoOAZZH+sAQSadMf+CEiYFT4Fok8HYXcDEch0V+K0ihDkXHoJKRAXIVvgf8iAsQE4CvkRvUm0uc+zNdNJSd6IHl9KvelhZHKzyNi3/kGEVI/JnlfmpCrp0qr0A+5x43o3Bbs/GxjklGgrwC3In1uFPAamku0VVkIefkcgQjf8yD3qjWN712N9ItRwOvImKQoitLqrAHcj71S4lUk6Obr3D1qXTTnaL4shKy2XsT4fBywKZI7XGkTXiSpjp8W1h2lQJxAsm+MDOuO0oJcQrKPPRTWHaVAnE2ybzwb1h2lTXiJZL/7XVh3lMCshh1FolFSiqK0K2vgjiD9D8lgKyUdGjmaH8Nwrx75FllxpASgW2gHFEVRFEVRFEVRFEVRHDwDbI6s8IqzLFLZfs7cPVKU5hkOPI6sWIvzLbAJ8HzO/iidqDiqKIqiKIqiKIqiKEpReRr4MXZao+VQgVQpD0sgdQuGG59XhNEX8nZImYWKo4qiKIqiKIqiKIqiFJmnkAhSUyBdHhVIleIzAskxOtT4/EtgXSTtpBIQFUcVRVEURVEURVEURSk6T+GOIK0IpHPk7pGidM2SiDA6v/H5l0hhsf/aP4n6Q7QIRKtBtDJEi0HUM3NP25geoR1QFEVRFEVRFEVRFEWpgycRgfReoH/s84pAuhHwTQC/FMXFD4BHgPmMz79AhNGREM0BrA2s3rmtBPRz2JoC0UvAX4G/QIc5SaCkQCNHFUVRFEVRFEVRFEUpC08CWwATjc9XAB5CI0iVYrAc8AS2MPo5sAEwsvPvnwN3AMcC6+AWRgF6A2sAlwCvQ7SJb4fbGRVHFUVRFEVRFEVRFEUpE08A2wGTjM9XRATSwbl7pCizqEQyz2V8/hESJfp6F7+fAnwIvNv53xnGvy8I3A3RduldVUDFUUVRFEVRFEVRFEVRysdDwDaoQKoUixVxC6MfAusD7zh+8zlwA//f3l2HSVJdfRz/1rrCLsFdlsUluCV4cAgEggQnIQR4seBuQQIECcEhQLAAIRCCbpBggeC+LLqwuCxrsF7vH6c7U33rdk93l3XP/D7P089u18zcutN9p6rr1Lnnwp7AYsBACBaCYJj9yyzYzYAXIj/TG7gawrnS7X73pOCoiIiIiIiIiLSjEcBPgcnO9pWBe7CgkkheVsbG5A+c7aOxwOi7np85H4J5INgNgusgeA8CJ1M0+A6CO4E1gH9GvjAU2DutzndnkQWZwgBbRWsNYEEsyj0n0B8Yh6X/PgeMgGBC3h0VEREREREREXE8iGWQ3gX0i2xfE7gf2BQYX0C/pHtZC7iPeED+A6zG6Pv+H2skvhZMg3A/LNjas7RxI+DMRjoqcb0gnA+4Ajtw1JN2PgnCa4ETIBibZedERERERERERDrxIJZBeifxAOl9WICZRlnEAAAgAElEQVRUSV6SlbWBe4kHRt/GAqNj0ttV8DGEbwFLlza4Cz5JE3pgGaKbU389joHAAcBrEC6bVcdEREREREREpDsKe0G4PYQ7RB5rdvJDD2B1Gd0p9mthGaSDs+ipdHvr4M8YHYVNpU8xMPo/U6r8X5rUy3k+CXgSeA1L/Z2IFXmdF4uEr09H6u68wL8sQBp8lUtvRaQbCodjpT6iHodAJwFpE+EiWGH1qGdUokZERESkqqOB05xttwM7dPJz92MB0juBvpHt5SnPm6EMUknPj7HatoOc7W9hGaOfpL/LsD8wPLLh5fT30f30Ar4FfoetpvUUBFOrf3u4LHALsExpw1zAycCBWXZSRLqr8AfAY9ixJmoBsrkDJ5KycAA2zWuY84WVgBfz74+IiIhIqwuXBI5L0EA5QPp3KgOka9MxxX5igvZFANbFFkdyA6MjscDopxnt9xhsRnfZNRntp1vpAcFoCI6H4NHagVGA4DVgEyqLGe8IYc8qPyAiksQFxAOjIu3kdOKBURERERHxCnsCf8bqhoalRzPuA7YjPuW4HCB1A1oijdgE/zh6E5txnUFgNJwPwouA4yMbr4DgsfT31f240+rrEHwM4d+BPUobZseCFxmkC4s0IuwFLAusgU1hnQMbn/2wkhGfAM8D90Kg8drywi2AXYvuhUjzwjWBg4ruhYiIiEgbORS7ngPLiNuVyuzPRtyLBUjvcNoo14jcDGWQSuM2xbKS+znbXwI2BhKWnQwPxKbrl80CLAwsjq0bBDAdOJfKQKkk0ERwFIB3nOezoOCoFCYcgp3wVqW+O4AzILwT+K1lTkvrCWcBLi09mYIVV9+6uP6INCrsC1yJ1emeidW92q7QLomIiIi0tHARrGwfwGfAESRPlrgX2AUrD9g7sn2d0tc2RwFSqd/mwN+IB0ZfxAKjX6ewj1WpXls3xMby8RC8l8K+pKRH59/iNVvk/zPJrpaCSD0GYKnr9U6N6An8DHgNwg0y65UkcR5WVxTgFGx6gkg7OYmO+twXAP8psC+SinAQhD+C8FAIb4DwvxA+V3r8pejeSXcX9oVwNQh/A+FVED4dGZ+PF907EZHOhT2Aa+mopXgQBGNTavwOYCdgmrP9R9hiOgNjPyEStwU2ltzA6AvARqQTGO1MAOwM3AThhjnsr9toInM07A1sGdnwLATj0uqQSELjgEeB14APSs8B5gdWw7IPB5S2DQLuhnBFCN7Ot5tSXbgBsE/pySvYdAF3pUqRFhauCBxeejIaC5TuV1x/pHnh0thquasAS9D8TWWRDIRzYIuqroKVFepd5Rsn5dYlEZHmHUDHVOJ7ILgt5fbvwIJKN1N5vPwxNkV6G+D7lPcpXcf2wE3Ez7XPAz8BvklxX3/CFnoqG4KtYbAx8MPSttWBERAeB8GZKe5b6hP2hvByCMPIY4smG3uOjgLLIbZohQjYyoTRsfF67W8Ph0J4gtX3CzsJ+IfzQviIM4b/nk63JblwIITvlt6XGaWajUB4lvOezZ9wR3+icoyNSNiedB1nUzk2Gsz4DHtB+EJkrG5S2n64M4Z/WLsdaQ3h9s77Vu3xXMIdPU/luNMNoe5tDSrHQwjMHf+2cLk6x6emi4pIiwsXgnB86Zg1rvKzfjg5cjxLI2C6PZZB6h5nHwT6p9B+u1qC+GuyVKE9ah07AFOJvz5PYiUmcxRuCOFHznm+2hR8aYAnAyIcCOGikcdypTfgGCwbb9/yNwLHQXBPft0V8QnGQnAaBP+BYHon3/sJlj06JrJxc6zGpRTvbGDR0v/Pt/dUpK0cT8cd3esheKDIzkgmPgb+QT5Tp0Qa9TV2gf9u0R0REalPGABXAINLG46BYEyNH0jqdiyD1L1u3BirEe9OmZbubUf8GaNPYAszjc+3O8FDwLrOfs/tPElMOuN7ATfFDhi1/BcrAKtsK2lDwQQIbwSOKm3og61u/2JxfRII1wJ+U3oymo5i7CJtIlwOOKb05Gs6ptZL+xoH3I1ldj4PPAfBZ/al8BXgB4X1TMQWLByBzcYqjdHgA/tSeCv22UZEpNX9EpuWDPA0cFkO+7wdq914E5UxkZ8Ad2FT7Cfn0A9pbTsBfyEeN3scqz86IfceAbYQU3gBcGJpw4LYAmOPFtOfrqGZ6PIr2AFLxd2lnb3vPK93MSfJRNgfK8Bezmb/NQSaBihtJOwFXI3dbAE4GIIvC+yQpCIYgcpuSMsKRtERUBARaUPhvNjMMbBpy/tAMDOnnd+GBUhvJB4gvRP4KQqQdmd7A1cSn239GBYYLfpa9UE6gqMAK6DgaCK+hQUmAe9FHp9iB6qy5YFrgFEQrpd1B0UyMofzPMupG9K504DFS//XVGRpR4cDq5b+fz8ENxbZGREREZE2cAkwtPT/30HwRs77vxX4BfEp9ptgizRpin33tA/+wOiD2EzrogOjEF8AarD3u6RunuBocD8Ei0Ue82Iv9DpYZlf5Ts4CwP3YytIibSTsAfwssuEtCNxMUslNuDpwSOnJV2gqsrSdcAk67tx+h622KiIiIiJVhbth09cBRtKRQZq3W4FdiQdIN0UB0u7oV1gNXDdWdj+WTfx97j3ycxdq/KqQXnQhvsxRj2AqBE9CsBeWQlweEH2Bv9giTiLtIOwNXAisGNl4cjF9EQj7YlORe5Y2aCqytJmwB3AVHaubHmt1gERERETEL5wDOK/0ZCbwSwimFNihvwK7ATOc7ZsCd2BxD+n6fg1cTjxOdh+wLa0TGAXYzHn+diG96EKaqDka3A/hCcC5pQ3zYqnoV6TXLZEkwkHAEpENPYG5gJWxsTqs/I3AaRDckm//JOIEYJnS/++D4KYiOyPShIOwmRVgixVeXGBfRERERNrBpXSUOfuTJWIV7hYsS/RqKoNjm2EZpNtiC+FJ17QfVuYhcLbfg806zei9DwMIwgZ/ZkkqZ6qNQ2sCJVZn5mjMVcC0yPONUuiLSFpWwlZuLT+eAf4BnERHYPQpYBMITiqkhwKEKwBHlp5MQlORpe2EC2P1csGmYv0aAjfjQERERET+J/w5HSXOPgSOK7AzrmuBX9JRSrBsM5RB2pUdhgXs3cDoP8k0MArAlhD+FcI1LFDamXAr4BFgQGTjBTbbW5JoZrV6IBgH4RhgkdKGBdLqkEgO3sFWIHy+6I50X/9b2bt3acOxqvsq7SUMsBkTg0obzoTgpQI7JCIiItLiwiHARZEN+0MwoajeVPHn0r9XUZlMtjlwM7AjlYli0t4OB87xbL8d2IXs3+sewM9Lj48gfAR4xf7PeKAPMBuwLDYGl3J+/nmKq9fbpTQZHI39rA4O0komUBn4HATMScdKiMOA3wPHQfgbCG7OuX8CR2FlDsAye/9UYF9EmvErYOPS/0cCZxTYFxEREZF2sDBW7gxgMnAIhIdU/3agI5kC4McQjog8vwWCq1PsX9mfsSxCd8XybW2f7IRiIF3BkfgDi7di5fjcRbqytgCwewPf/wSwNQStVAu1bTUZHA2HAvNENnyeRmdE0hG8CKwS3x4uCewJHIzVk5kVuBHCnhDckGMHpbIUx0TgEisBW9XqzvOzIJxU+v80CA5Ms3MidYiO4W+ACzsZw8s7z4+HMLqq5MEQTE6rcyIiIiItrh+Nl+eb0/mZ59LrTsw1WIDUXbl8OyyDdGcUIG1nRwFnebb/FdiV/AKjo4AHgfWwLNF6f+YPwJUQuCUgpEnNZo7u4/zsEyn0RSRjwUjgaAhvAUYAs2MnvEshfAiCTwvtXve1YenRiF9E/j8ZUHBUirRW6dGI7Zznh2NjWURERERaQzkr1Q2Q/gwLkO5E/tmFktzJ2HokrpuxzM0c39PgTWCT0qLSawCrAcOB+YEhpb6MAz4FXgb+A8HT+fWv++gF4WYQ3Ff/j4QbAqdENkzFihOLtIngJQgPxKZEgE2735fKcS0iIiIiIiLp+QCrrdiIG+mYWv80ljFXNjKFPnXmajoySKML5pQDpDujAGk7ORU4wbP9GqxsVkGZmMFE4F+lhxSgF3AvhC9hf9j3ACPjq+2GPbAVwH8N7AX0jHzxDxB8lEtvRdLzN2wq7Gyl5xug4GiergDub+D7NwPWjTw/E7uDBvowIsW4kcYWdfsxVkS97CLgk8jzLFfBFBEREWkBwbfAbY39TPiXyJMxEDT486m4CguMXk5lgHR7rK7SLuiapB2cDhzn2X4VFuvSFPVurDw1fsXS42zgewjfw1bGmobVZRwGDPT8/F3405FFWlwwHcK36ahlOX+Rvel+Gl0EKxxKZXD0EgjGpNkjkcYEd2HnwDqFM6gMjl5bqo8sIiIiIq3vytK/boB0ByxAWsQCPlK/M4BjPNuvBPZDgdFuz1dztD+wTCc/NwUrXnsGBFNT75VIPqIFj5W1JSIiIiIiItVciQVGL6MyQFouFaAAaesJgPOxRZldlwO/oZNVVaV76IVlhW6Mrfq2ATC0yvfOwGp63IZlvIzOo4Mi2Qj7AYtHNnxWVE9ERERERESkLVyBJZSdTzxAGpLvSudSWwBcCPyf52vnA79FgVEp6QXBu8C7wGUQBtj04kWwlbH6AmOBr4FREEwqrKci6dodW4ip7LGiOiIiIiIiIiJt40I6MhKjdqQjQDrD/SHJVQD8ETjA87XzgMPz7Y60OmdafRACH5UeIm0i3B64C4JpdX7/usC5kQ0zgL+m3y8RERERERFJ4GE6Vqt/tciOOC4o/esGSHfCSrbtjepYFiUALgb293ztHODIfLsj7cBXc1Sk3VwCnAfhLcDdwEsQTKz8lrA3sCp2ktoT6Bn54mUQvJlLT6VZH1O5MrhqHUu7+YzKMfxdUR0RERERaR/B5p1/T2EuwAJxf3C274FlkO6DAqR56wFcjV3zu84Gjs61N9I2FByVrmJB7A7QkcBMCD8GxmF37YYAC1C5AFPZfVitEWlpwR+xaREibSq4Abih6F6IiIiISKrKtUfPc7bviQVIf4kCpHnpiQVG9/B8TYFRqUnBUekK3CLKPbBg6AI1fmYKdoA8AwKtVC8iIlWENwBLer4wLPL/pSB8zvM9r0KwVzb9EgEITwc29Xxh0cj/+1cZnxMgWD+bfomIdCt/wAKk5zrb98KuVX+FAqRZ6wn8GdjN87WTgFPz7Y60GwVHpStYGtgA2Kj0WLTK900FXgHuBK6DYEw+3RMRkTa2FLBSJ98zAFjZs73OWtgiTVsE/9iL6lHle75NvzsiIt3WeViA9Bxn+96lfxUgzU5P4DrgF56vnQCcnm93pB0pOCpdQPA1cFvpAYSDgYWB2bED5STsAuCd+hdtEhEREREREanbuViA9PfO9r2xDNJ9UYA0bb2BW4DtPF87Djgj3+5Iu1JwVLqgYAKttZKhiIi0r/2BwU3+7Lg0OyLicSY2jbAZ09PsiIiIAB2Zo26AdB8sQPprFCBNSx8sMLqtsz0EDsMWzBKpi4KjIiIiIlUFzxTdA5HqgteA14ruhYiIVDgHyyA929n+SzoCpO66GdKYPsCtwDbO9hA4BLgo9x5JW+tRdAdERERERERERLqQ3wOneLb/CrgcC55Kc/pgJfV8gdGDUGBUmqDMURERERERERGRdJ2MBUFPdLb/Cgvk7YcySBvVF7gd2NLZHgIHApfk3iPpEpQ5KiIiIiIiIiKSvpOA0zzb9wXORxmkjRgA/BN/YPQAFBiVBJQ5KiIiIiIiIiKSjXLm6AnO9oOxwN6h+XanLQ0A/gFs6GyfgS12dV3uPZIuRcFREREREREREZHsnIhliR7vbD+k9K8CpNUNBO4G1ne2zwD2Bq7PvUfS5Sg4KiIiIiIiIiKSrROwAOlxzvZDsAzSw3LvUesbiE2lX8/ZPgPYE7gh5/5IF6XgqIiIiIiIiIhI9o7HAqTHOtsPxQKkv82hD/MBSwDDgQWwKevzer5vSyw4OQoYn0O/XLMC9wFrOttnALsDN+XeI+myFBwVEREREREREcnHcViA9Bhn+2FYgPTwlPe3MLApNi19PWDOOn/u95H/vw48AjwMjAAmptc9r1mBB4DVne3TgJ2AOzLev3QzCo6KiIiIiIiIiOTnWCxAerSzvZw5mjRAOhj4OZZh+aPSvpJYpvQ4EAuM3gH8BXgIC+imaQgWGF3N2T4V2BG4M+X9idCj6A6IiIiIiIiIiHQzxwBne7b/FjinyTZnB04GRgNXAT8meWDUNQgLuo4AXi39P63Eu6HAg/gDozugwKhkRJmjIiIiIiIiIiL5K2eOHuVsPxzLyDyyznb6lb73SKxOaD0mAO8D3wDfl35uYKmtWYG5gN6dtLEMcB1WKuBQ4N469+0zB/AvYHln+xQsMHp3grZFalJwVERERERERESkGMcA/YGDnO1HYAFSN3Dq+glwMbB4je+ZCTyH1Qx9FMv4/KSTdnsDi2BZnBsAGwILVvne4cA9wN+Bg4GPOmnbNScWGF3O2f49sA2WpSrSJT2H/aGXH6cX2x1pIcdROTZeL7Y70gX9icoxppOtlJ1N5dj4T7HdkW7ieSrH3WnFdkcKtgaV4yEE5i60RyIikrUAuIj48T/Epsn79AHOxwKfvp8LgTex7NT5U+rjWsClwLc19vkNFtCs11xYsNZtZxKwUQr9FumUao6KiIiIiIiIiBQnxDIuL/Z87aTSI2oh4AngEPw1Rf8L/BRYGjgLGJNSH58CfoNlkB4DfOH5vqFYBun5dD5beS5sUadlne3fAVth2aQimetZwD6HAisAu5X+XzYdW1FtGazWxAxgfO69k7z1ABYGVseKRa+DTQtYLPI9U4DHsVXxpuTcP+l6+gA7UzllIwRmAVbGatwsgE0jGYcdi6Rrmw1YEVgXO/4Mi3xtGnZnfHbsPKXzkqRhfmAV7Ly3NrAZdgwqGwt8iF0YfJ977yRvfYGlgDWx49D6WPZo1GvY8UjnJRGRru1+7HOnuyDRetg1y7+xgOcj2LnD9Sm2ovz/AW9l1ku7Ln8CuAT7jLwWlfGlADuX/RC4CzuHuebGpvkv42yfhAVGH0m3yyLFCbBAw8HYH8TnVE+99j0mYXcmfoelU/fPt/uSgUHYReA52N2syTQ2Jj4GbgP2B5bMue/SnuYEdgQuw6aVTKP+8TYDeBu4GtgVmCfnvkv6AuxD2mFYUfcvaewYNAG7WXMK9iG1b669l3bUFwt4nQw8ho2hRsbcV1gNr8OBldCsn65gHuAX2CrCo7CLynrHw3RgJHAFdqNvrpz7LiIi2QuIlwErP67Epq37vvYnLOGsCMsQLxNUfjwBDHG+fwHsOsv93onYZ2yRLmER4ET8gz3JYxxwDXaRoYuD9tET2AS4AQt4pzkmXsNW5Jsvt99G2sEA7MLzARq76KwnWPoosBeVWV7S+hYHTsVW5EzzGPQNFnhfG/+UJum+1sRqclW7gGn28QFWp32J3H4TScNgYE8sQ2YG6Z6XRmAzsupdnVhERFpfrQCpL06yUzHdrNAXuBB/H5+m4zy1IPCO53u+JT5zQqQtrQhcT7rBiGqPd4F9samv0pr6ALtjWRFZj4cZWBbYyrn8ZtKqZseys74m+zE3ETv5KzDf2tbGjg21CtWn9XgVO+Z1VltJuq4e2DSwZ8l+vIVYJsZWufxm0qw5sPPSWLIfD+Ox85JmOYiIdA0BNm291rF/NK03o/KX+GNCd2Hl8971fG0sVmpPpK0tg2VoNfIBbgo2zf5dbOX6kcBHWMChkXbeB3bJ/leUBvTAAtef0PiH+g+BN4AXsLHxBY1Ng54J3AEsmvlvKa1kIHAGjR8/xgLvYUGtl7Ex9w2NBdK+By4AZs38t5RG/BDL8m1kPEwGPqPyvDSGxsfVKGC7zH9DaTXbYLW9Ghkrk7Ax9hY25t7BxmCjJWceQzcHW80swB+wc0Qj7+U32DHoldLjPRrPPp4EnI2VMhIRkfbWA7gW//H+DdJZhT4L2+A/B/pWuR9LvMaqSFsZiH34mkrtD2lTsA/uJwObY4td1MqsmRNbpGB/rL5kPTXhHsZfkFjytRKWMt/Z+/UpcBMWRF0Ly/irpjc2fXBrrP7sf+g8YPodcAKqB9gdbIvdMe1szL2FTX/+BTZOa100DsAy4XcE/gi8Xkf7n2J1STW1ulizYplTnc1g+B47bxwPbIrdUKm1SOE8WP2j/8NW36wnWHEvlYvLSde0CJad3Nl4GAvcCRyELbgzb402e5ba3QQ4DlvFtbMg23Rs+p1b00vytzP13SB+A1uVeCfshk6tafGDsHPXLlgW0cg62v8I2D7V30xERIpwHfFj/Ae0/kyBrej8uv1L7LpLpG2tRO2aouUaSLuT/M51DyxYehX+Ow3lx2RsZTbJXw/gWGof/L7CLgLSSJcfAvwKWxilVpbfy6guW1c1CPgLtU+272I3ZYb5m2jIgtgYf7OTfd4JDE1hf9K4NakdKJ+OBSx3JvkCfz2BDbEPq7UW2JmE1aiVrml3ar//E7FyQxtRO/hej/5YEO2f1D7XfgSsk3Bf0pwhwN+ofY4YiQW8F0phf4tSX43/mylugQ4REUlmN+LH9S9I5/omD7+i+vnpC2wBb5G2dQDVp3xNwVZ2XjyjfQ/CVhn+uMr+Q+B2NMU1T3NQu6zC+1gWcL+M9r8cloVaLVNsApYtKF3H8tTOmnkGm8qRVRbnT6g9ZfsDVDMnTwFwBNVnMXyPZVotnNH+ZwGOwUrFVBsT16PFUrqSAcCfqf5+f4llJWeVxbkgltX+XZX9T8PGpDLZ87MqNgW+2ph4HNgso30HwJbAUzX2Pwpl5oiItJvZsABi9Hg+A9g4QZv9sJuoBwDnYjfQ7sYS227DEtKOADYgvev3S/F/Pl8upfZFcteD6quPhVitxzTuhNejL/bBv9rq5y9Te8qapGNRqmcsfItNQc1r0awlgAer9CUETsqpH5KtDbH6tL73+F3sAjEvG2DTIqsF5H6aY1+6q17YDblqf/c3kt+5YABwCtVvHj5N7RIi0h5mA57E/x5PxlaSzysQPg+WQV9tBsV1aOHKPGxJ9UD1SJJdxDZqc/wrAJdvFm+SY19ERCSZK4kfy09uop31sDUSnqbzkojRx1isZE/SuqZ9gec97W+asF2RQvTGLjJ9fzRjsA9jRVgIuL9Kv94HhhfUr+5gBarX1LoNmLugfu1I9Tq1l5B8aqMUZwf8gafpWD3apFOlm9EHm27v+6AxHZtKItnoh5Ux8P2tv4cFr4uwONUzi0eS301ESd98wGv439vHKa6My3pUD4jdg7KWs7QH/jIH07Da530K6FM/4DT8M2qmotk0IiLtYAUsSzR6DH+J2mu3VPNX/J8R6n2Mw1agT2IF4ufLV7EEPJG2EeAvAhwC/6K4IFhZAByMPzjxMdlNpezOFsc/hXQy9l4UbX7sQtU3Zi8rsF/SvK3xX4B+jk1zL9oqWOaq27+ZwD4F9qur6onNVvD9jbdC3dee2J19X3DiXVq/gL7EzY6/5vBMbFZN0Rmag7Gpcb6/iYfQAoVZ2IX4hWsIfAisXWC/yn6MJTC4/ZsB/LzAfomISOfcgOZMYN2U2mr2cWyT+y+7wNPmtgnbFMnVH/H/cZxFa9WzWh//gk1voqmMaZof/6Inn2MBolbRC7gC/9g9ubhuSRPWxb9S8wsUf3Mmajb8Qflp2GqNko4AuBZ/kOr44rrltQW2KI/b1xexWqXSHgYDzxJ/H7/Dbty0kqPxT7O/EWVnpGkz/DflnwJ+UGC/XHPhH7uTKS67XkREahtO/Ab7jQnaKwdHZ2DlBy8B9sXiJ8Ow66m5sRkw25W+Xm0h7CSlYmYFvnHae57WiimJVHUI/gvQQ4vsVA0rAp8S7/PjNJeCLpX6YwdU9/V9j+wW4UrqNPwH9t2K7JTUbTGs3o37/j1MawaX+gN3Ee/vJLQaY1pOJP76tnIJgzWAr4j3+T4UrGoHAbZQgfv+fUPrrgq/J/5M+1ML7FNXsgz+mx73YLWHW80g/DXZx6HyUyIirchd52Umdu5p1v5YGZhGEsbmBP5J/NzxRoJ+gCUpuW226ucpkf9ZFVt93h28hxXZqTpUm/J9ZpGd6iJ8RaHboXTBqcT7PRFYqshOSad6A/8h/t79h9auodcT+Dvxfo+iNQO67WRd4nfS26F0wfL4g/zHFNkpqcsR+G92rFVkp+rgm/I9g9YoQ9LOqt0kbvXSBX3wB0hfoZh63SIi4teb+Ar1dxbYl6eJnzt+mKDN2bAFAqPtXZ6smyLZmgXLBnT/EH5XZKcasAbxlex1UZDMTvgzZ5YtslMNuBz/RUG/IjslNfnq0rwMDCmyU3UagE2vdPt/XZGdanNz4F8E7qgiO9WADYkvKDaN1qhNKH6rE586PYX2+SzxW+J/L59hU62lOVcTf02fwbIzW92sWEkPt/8XF9kpERGpsDXx4/QWBfZnU09/DkjY5rVOe9+iG3XSwi4i/kfwT5LVg+gPrIlNZz4Bq1l6OXAeNk1yH2wVs7Smv+9I/HcYTWtnnLWq2Yhn486k9Wqt1dILeIz4mDixyE5JVasSz3oaCyySoM0AyxbeFisNchZWU/mPwOmlbRuQXvB1Tiyz2h1zm6fUfndzLfHX8pYU2u2D1VhaAwtgroytKJ/FlPf9if8Or1P8Yj4S1wtbFdZ9v/4vhbYHY9Pj1sGyoVcA5k2hXZ9rif8Of8loX13dusTruX5Odu9dFhYAviT+eW7dIjslIiL/496E+5xiPyf2J37uOz1hmxsS/2yyScI2RTKxPPFaVR/SeIH5ocDOWM2M/+IvXO97fI0FZ9Oog+SbBp70j7k78mVdZl2mYBvPPkPgtgRtzkd8msJ3wKKJeipp64kttuRevDWzmuEG2M2Ye4gXAK/2mA7cC/w0yS9Rsi7xaeBvo4zlRq1D/INZs2UKBmPHl0uxTORq56ZvgQewWqZp3lS7wbOvI1NsX9JxOPH36R80d5N4bqzW143Y379vwaQQy4y+Dbvx2DNZ9/9nIBaAd8hngJsAACAASURBVPelxXga0wersxZ9DfOYkeT7/BUCv07Q5ubEx+Cr6CaNiEgreJ/K4/Ofiu0OYNfLacZTehBPvDo7YZsimfCtttzMh+ifedpp5DEZy+pLcoEwgPgBZjKtXyOzlaxIPIPvFbJd4OoH2NS/tIOjADt42rwjYZuSrn2Jv0fXNNmWb9GMRh4PAgs2ue+y8zztKhhWv4B4Bt8MYLUG2ugFbAXcCnxP4+NgLBaMSGM1zSHEj28T0VTnVjIHMJ7K9+gLbBZFvQYDe2GLx7nn0Hoe72KZFWlYifhNmlfQgmCN8JUouDDjfa5P9UB6kuAowBWeNn+TsE0REUlmUeLH5u0K7ZElvLl9SmMR1FucNp9NoU2RVK1PfPDf2GRbSYOj5cdfSXY325eBeEmC9rqb26l87fKYfuXLrEorOAqWFej+TlpJvDX0Jl7v+BssWNGMpMHREPiUZCtEDgbGOG1+SXvUqGsFvmP4pQ22sbSnjWYed5LOoiu7edo+K4V2JR1nEH9/9mywjb09bTT6mAmckug36XCxp/2iL7jaRT/i9Y4/I9v61wOAd6g+NpIGR2cjPpPmQyxDVkREiuGu8TGDxmfvpm0P4p9NFkuhXTcZZjqtvbChdEMjqByk3wHzNNlWNDg6DZsmeylW128rLBC7KrARdvfhavyr+YYkT91+wGlvMjbFWmpbinjGyw0Z73ML/GMgzeDoksSzaNKoXSjJ7U78PU9S4y8aHP0Iyxw8ESv5sRGWfbgedrw6Hf/00xCbwp1kKvyunjYPSdBed/IMla/bWBrL4IPawdEPgL9jmVS/B64Cnqd6tt/fSZ5xFxBfsGs8jf9ekr4hWEmF6HvzDI1nDVcLjs7EpjDfigUs/wBcj023rzZGj0nyC5UMwcoWRdt9nnSyobu6A0geLG/UhZ59phkcBcsUddvdJ4V2RUSkOSdReUx+t9juMC92/RTt010ptb0y8XPQUim1LZLYcsQH6EUJ2tsIu8jchvozpGbBAqhuP6aS7A7F2p42f5egve7CfS9mkO1Ba1YqD8AvAyOdPqQRHAXLiHbvVi2QUtvSPHcl3U9IFpS8E7uwXbiBn/k58eBICByXoB89sQCrG5TTtNbafMfuZm6WucHRZ7FxsVCNn1kc+Jtn/yEW+EpqM0+7R6XQriRzKPH3Zasm2okGR8t1jHekdgbIj7CApbv/aaQzu8G96Aqxm0NSXUA8cP0u2ZYWWpPKG7g3E3/f0giO9iV+0ftaCu2KiEhzbqLymHxvQf3ogX32cWfzfUHycmNlg4mXjkljvQeRVJxDPCBZVLDId8f8+IRtPuK0NxoFJmrpS3wBm79lvM+rIvuaDqyCZdhkERxdhvgB+eiU2pbmLE/87/6IgvqyBvGF6d5K2KYvk2y9hG12de5iJJNorsTC0tjf+21YHeVGnEL8ffuUdIIjzzntvp5Cm5KMW9/2ZZrLrtwbm31zPo3NVOkL3E18zN3dRB9csxGvpdpsPefuwneDZr8M99eXyhkMo7EbNVkERwEO9rS9ckpti4hIY56k8nicZW3rX2BT28uP32KfeW8mfuMsxEq9LJtyHz529nFoyu2LNKUH8Zp4RS5SMxCY4PTnoYRt7kj8j3z9hG12Zb6FizbKcH8bUBmsPLe0PavgKMC/nbbfSLFtady5VL4fU4DZC+zPdcT/BpKU4+hHvHTI1Qn72JX5Xq9rm2xrdpJl3t1HNuePX3naVWCiOMsSfz/2b7KtpbDpaM0YRPzCZAo2uyKpK512x2H1LcXPvUEzkWzrRZ/t7G8rrLxVVsHRWYivQnxBSm2LiEhjXqPyeHxChvtyYz/VHp9jM08GZ9CHV5x9nZTBPkQa9iPifwjbFtqj+KI5byZsz3ehfXHCNrsydxrXR2SXaTsQm6ZW3tcHdFx8ZBkc3Yf4uF86xfalMe/TOjdoIF4UPcTqJCfhBia+wabcS5yv/nBaq3c3al1PX9L4ADcr8cDEGSm0K805lXhAsqiFEI4gPuY2SaFd3+c9TWPz64Etnhd9ra7LcH8/xGZtlff1l9L2LIOjEF8xeEyKbYuISP1GU3k8znJ9gnqCo59h2ZxzZtSHJ5z9nVv720WyEw10beB8bTxwT4598fnCeZ509bLJWP3BqKIutFtdQDwr6q9YZmcWzgYWjTzfF8vOyNrt2NTpKPdvQfKxKPG6oDcV0I8o9xgEyVfyvdl5PhS7IJY492/xM6w8ShGewIIWUc0uVhg1DstKjdJ5qTjumHsAW8SoCI96tqUx5p7AbnZG6bzntxzx2QtZnZf6YIHX3qXnX2NTHPPgnpfmA5bIad8iItLBncnxXSG96DAXtnDkB9j1etqryU9ynmc5M0OkplrB0X8TvxDMm5ut8XEKbf7Leb4kWrXeZ1nsYBjlvnZpWQtbMbXsOuDBjPblGoctzBKlUgvFcANCM/EHB/Lkm9Kf9Dj0BPEPOgpM+Lmvy0Nkd4OmMzOwLN+ogSm17R5bV8ZWFpd8DSSeGZ7Vea8eX3q2pTHmQuJlinTe83PPS1OxY3gWjsOCsWWH4L9Bl4WHsTrvUToviYjkb7LzPMmitJ3ZGdg48tgO2Atbh8a9Pu4PHAk8RrqfUfs7z79PsW2RpvTEBmI0pbnoYrj9ia8Wncbq8vMQX4Rn+xTa7Wr2pfI1mko2d3IGULmC95fEF1vJclo9wGnEpw9I/q6h8n14odjuAPEp8KNTaneE0+5dKbXblQzEApLR12mfAvvTm8rVo0Pg9ym1vYTTbgj8JKW2pX7rEX8f0l54oBFrefqzXUpt7+a0OxMF5H1upfJ1+ndG+1keK+FQ3o+bTZ71tHqAp532b0i5fRER6dybVB6Ljy2wLysRPzeE2HVMMwtV+rzotH1KSu2KNKycObow8bsSz+TblZhTqFx4YBoWqEjqU+LTyTR1KM59TV4nm2nup2GrsJYdhD9bJkvuWJ8Lm+os+XLHXNHHoJWA3Z1tl6bUtvu76RgUN5x4jeMix8QqxGvDjkqp7bewethRGhP5c1/zSdi5ryi++sZpjbn/Os8DNOZ8lnSeZ3EM6oXdHCyXbPkOOCCD/XRG5yURkeKNd54XeU36Alan3C1LuBGwR0r7cG/M5lFWT8SrfOHp+wD0Vp4diRiMrZJ5hLP9VKzWRRrciwt9AIxzX5MsxsPqwMGR5/cRr3uVB9/F5vDceyF5jLl6/Qwr7RCtL/oKcH5K7btjblE66syJccfDTOCdIjpSspfzfCbp1uV+23mu81L+3Ne8PKuhKHs7z9/HVrFNw3vE623rvFepBzDM2ZbFeekorJRG2XHY+5M332fjtDKDRESkPu6CeIsV0osO07BA6CfO9jRmGfcFFnC2fZhCuyJN6VX6d1Fn+9dktwDBcGDByPM+WEB0AezD4ZZUTt8ur1qWxpT6spHYHY+yog86rcgdE2lfEPQFrqYjE2sSxWRKQMdFYjQ4tRjFZy52J7MSrzGcVoaUazAWmI8aWnosA2xO/IL4pdL2KSn1wf176o0dA4u4IG5V7jFoNPE6THlZmvgd8vuwmQhpGQmsFnmu81L+3Ne8yBs0u2JTraP+nGL707DjTTQgrDFXaV7itdDSPi8tCRwfef4s8MeU91Evd7wPxupu5z2bR0SkO2vFJK7x2AzekyLblsfOk27QtBHDiM/KKvKzl3Rz5eCom878eYb7/DVwWJ3f+wJ2B/3+lPvgFrif1ftd3VvWY+JELBBVdgyWFVOE6dhCK9EFqDQm8uWrdZdV7dfFsFo59fgGuBBbnTGtwCj4/5405iq5r0eW56VaegJXUJlFPAM7ZqVJ56XitcqYmwNbGTbqM9LLXC/7gsqLLo25Slmfl3oAV9FR1mo69hl5Ror7aES185KCoyIi+XGDg4tja3QUvWr9455tS5MsOLqC8zwkPpNKJDflafXuQjsT8u6IYzpwEZaplXZgFOK/3+AM9tHu3NckzfofK1BZNuEZ4JIU22+GW99llkJ60X35FvsquubM08BWWEmPNAOj4D/GasxVco9BRZ2XzgLWdrb9EVsoLk06LxWvFcZcb+CvxBcmPIz0j4nueU9jrlLW56VDqTy2nIUtTFEUnZdERIrnLkjbG1iniI44fDfKkt5UXd95PgqbTSpSiGrB0aIHZS9sYZ7R2AIoaa+gqovQ2gLsDlVUWmOivPBAeQr7VGwF6qIyJcrcMeG7KJLs+F7voo9DawBPAk+V/p8m30WojkOVWuG8tCtwuLPtVdLPGgWdl1rBQOd5EWPuAuIXC9eQTT1ujbnasjwvLULliryjSLd8VDN0XhIRKd6rxAORGxTREYdvYSh3MdFGub/XwwnbE0mkPK1+qrM9y4VBbqcyXbw/dmd6QSwAsWzka32B/YAtgI1JrwZFH+e5+/t3dyGWvRt9ndIaE8diq4CXnUmxqwGX9XWea0zky/d6Z3Uc+gibuljWEzsGzQmsCKxFxzRHgDWxqSSHAH9KqQ/uMQjSz05td3mel3w2waa8Rn0DbE82tU91Xiqeu0CR7+80S0cB+zvbXsFuFmdB573asjov9cDqx5aD8SHwG4qrqVym85KISPFC4FFgh8i27bAb80UuEulOgYdkpWZWJL6+gIKj0hJOwf7Yyo8ip/WsANzr9CfEVm5zp5k16yin7awWfmlnX1H5Gv0yhTaXAr6PtDmSyiBUNa86fbkthb64Rjv7OCSDfUh1ixP/m1+25k9kZzasJm50rIbY6uQ7pbSPeYn/vmlnp7a786l8ff6d477XxqbPRvc/kfj0+jSd7uzvuQz3JX5PUfke/D7Hff8f8WPC28A8Ge5zhLO/tG7+dBUrEX9PFkqh3QOcNi+r42fm8fTl1zV/onFLePaxTM2fEBGRLOxBa10n9MA+l0b78zUdiXbNOM9pbzLpzxYWaUh5Wr07labIovwvY7VGT3W2z0d6ixG4NZSKrrHaitIeEz2B6+gIhs7EAq5FZ0qUub+fxkS+fK93USfIb7Djz4+pnC4SYLVxZ0thH76/J425SkWdl9bEVqKPTrH+HtgSK7OQFR2DilfUmNsbW/gtagw2Y+bTDPfr/n5F13luNVmclxbCZsyUfUo2ZTqa4asvquOQiEj+7iBexmXvBO316PxbavotsLKz7R5spmkz+gK7ONvuBr5tsj2RVJT/UNyU6AXIfwqj6yTgH862nUjnrv1izvMsLz7alTsm3LT3Rv0WWDXy/DLgiYRtpmU24heJSVbek8Z9RXxK6yJFdCTiWWBfZ9tQz7Zm+P6edByq5DsGBRnvc0Xsw160zt40bGrToxnvW+el4qV93qvH7sCVVI7tL7DA6AcZ79v9/XTeq/QZ8SmMSc5LAXA5lceXA0hesy0t7jFoJjYWRUQkXxOAO51tu2Mzz5pxOZb4MXuDP9ev9HNnO9unY5mfzdoLmNvZdn2C9kRSUU6Fdmt59sI+NKdV47NZpwNbR573BDbF/sCTGO48L/r3bEVvUZm+v0TC9g6L/H8iVnvWvQNVTX/n+VDPz44BPm+uayzp2aYxka/pwHtUjrOkYy4N5RrJ0b5sha0qnIT7u32JZaxKB/dvcDD2QSqroOEKwENUFpyfjt3ZviejfUbpvFQ89zXP+hi0I7bYUjSj4ytgI6zsTJZmB37gbNOYqzQBO95EL0aTjInlsFrGZc8CH1LfZyHfBe2Cnp99A8t0b4b7u31A68zuERHpbi4DfhF53he7nnYXCq3HEGzG5jHAI1gC2otYXXN3hsBA7Hy1GTa935eYdhE227cZvYEjnW2jgfubbE8kdbMSr2uxfaE9MgGWXh3t1yUJ2+yNpalH20wjE6yrKRd9Lj8+I1nWllvDNO3HoQn69iunrclYIF7ydReV74N7x7QoFxOvPZnU1U6bj6fQZlczP/G/859ktK+lsQyp6L6mAztntD/XoNL+ovvPa9/S4WfE6wxnVd7jp9iCP279rhUz2p9rXeJ/X3lkyrabh6l8jf6SoC1fDdO0H8sl6N+tTlv3JmhLRESS+zfxa1T3Zno9bqP6eWMiNnPkAyxRY0aN7w2Bm0l2nXyYp013MUqRQpSzFcYRn761br5d8QqJZwklrfe3GjDA2fZKwja7Ivc1mQt/hmVXsJ7z/DXsxCD5cu9A/pjkNXLS4B6DBhJf5blR6znPdQyK+xgLFkWtl8F+FscWpoku+Bdiq0ffnMH+fH5E/INms3fkpXnu32FANp+FNgVuobJ80bjS9pcy2J/P+s7zcVjmhlRy/w7XK6ITOfCNdZ2XRESK9TvneV8sazNNA7FF/xbCZk9Vu/aaCpwG7Ebz18lzY4veRn0G/LnJ9kQycw2VEfzXi+3O/4yhsl9XJGzvRKe98RRfX7UVDSae1ZLkrk6rZo4GWPAr2laeKxRLhw2Iv68rFdojcybxu7ZJsqgXIv57/ixhH7uq26l8nf6TcvvDiJ9jZpL+KtCdOcfpQ9JMfWneR1S+Fxek3P5PsGnPbtbGj1LeT2cec/rQKpn6rWYb4sfrxZtsq5UzR5f3tJVVpr6IiNTvAeLH590abGMD4EasxnWj55WJwLXAUsl+DQJsOr/bfpKFpkRS1Svy/4ex4rhlS2EfAN/OtUeVhmIZi1FJi8Nv5Tx/jPhCMGL1R56nsu7oNjRf1uB6Kld/bsT2VGYMv49lekW92mTbqxEvCP1Ik21JMk9hgcd+kW3bAC8U053/cT8MfI6dzJv1U+f5TLJf7KddPUxl4HhVrP5fGgvHLIgdR+aLbAuBA0le17pRWzvPy1N5JX8PY4selG2N3XxL4/3YCAtCRo9x3wFbkG9pjTmpPLeDznvV/BvLkIlmdm8DnNtEW1/R/A3+AcCuzrbHgTedbc3WrnY/G08FnmyyLRERSc8B2HVu9LPDpcBzxM8B1TxcevTCboatVfp3GLYQ92CgD1bOcBx2k/4FLBYwgnhd0mYcRvxc8yTKGpUWNTfxmmenFtojqwWaZobVUp72DkzYx67sJCpfq+k0v0peEq86/bgtxbbdepKTsPp/Uoz7qHw/3qXYDLofEK9RfFfCNp912ns6YXtd2WJY8Dj6ejVTiN61ALYAmHs+OCKFthu1uqcfu9f8CcnSzsTfjzSyOtfBLi7c8407vT0PBxH/HVthAbxW9QSVr1UR083nIf6epZnhPtJp270BLSIixXGvyUPs+jiruuhpW4/4jNQp2GKoIi3LDUy8T3EL08xNR4ZW+fE9yQJXZzntTaWyzpxUGkY8MHFUAf3IKjjaD1slPNr2DSm1Lc35BfGT/7oF9SXAFt9w+7NXrR/qxLKe9nSDprYniX8YTBIwnx94h/j7cHSybjbtEqcfE7E7+FKMAVi5neh7cnXCNtcmHhidjK0EW4Tnnb78t6B+tIv9iB8v8i75kmVwdE1P23uk1LaIiCTXi3g5nBArN+WupdJqlsNmNbh9P6TITonUwxeY2LHJtjYDzsambzVqKeJ3sUMshbxZsxCvs5E0A6w7cAMTn1KZ1p+HrIKjBxAfY6qxVSxfYOKfCdq7A7vwa9RAbPqjOz4+IVng6nqnvanA7Ana6w5+Q/x9aDaoNBc2Bclt77jk3Wy6P25mcpLVsCUdfyYeyJyv5k9UtybxY9oUYMvk3WzKxsTHv27Q1DYUGwPR1yyvxdrKsgyO/t1pdxK6QSMi0mrmJ57UU75O6l9gv2pZBrt2cvt8J6qtL21gAPE/updpbvDuQMdFxd1YttVwqmei9sVSrq8innYdYrVGk6xUf5ynTbfuhcTtSXYfyOuVRXC0N/CB0+57FJcpLR0uo/J9mQms2GRb5YVPXsYWY1uD6rVvA6zO8tHAh8THfQjs0mQ/ABbF6htH2/trgva6iyHEg0tPNNHO3Phvup2PBT+aeczS5O9UdranP+smbFOSW4v4+3JeE+2sjtXuirYzHSub0OyYa7Z2d9mjTn8mYuVDpLYbiL+PzS7M1IysgqPLEZ8hdFUK7YqISPrWI76oY4jVoB5aXLe81safMfoK7VMOQMQbRHSLwNejHBx1H5OAN7A08BGlf98kHjSIPsZiC3E0a07if5zNBn27G18Q8SPyzSrIIjh6CPFxlnfQV/x8QcT7m2zL9wFiBjamnwP+hS248QLxIIb7SFqD+RanvSRB3+7GF0R0FzHqzD6eNpI+6i2E77MgFphKGvSVbDxK/LPLwg224cs+T/q4ttlfCNjc014zQd/uyBdETLP+eWeyCo7e47SZd9BXREQasx3xdWJCLL6ybIH9itoHW3DS7eMHFLN+iUjTfNPPP6PxCH+14GijjzeAlZP8QtjFhNvuzxO22Z34pp+fk+P+0w6Ozo2txhdt8xPyLxcg1flqfW7fRDu+4Gijj0nYatVJbOhp9+6EbXYncxH/kDWaxrLoWi04eoenvU0TtCfp8k0/v7fBNlopONoXeMtpazK6SGnEncTfj81z2ncWwdGfetq8KWGbIiKSvb3wB0gnAb+kuASwWfBfw4VYcpUWf5S2dDTxAX1Fg20shV38uZkx9T4+LPWjT7JfhY2I3+1/FuiRsN3upB/wNpWv4TRglZz2n3Zw9G/Ex9s+CduUdC1GPLA5hsanf/4BW1iumWPQ99hUykWS/SoMIh6UmIZWaGzUGcTfo3Mb+PlWCo5u62nr0Sbbkuz8i/j71MiN1VYKjp7paevsJtvqrpYjPqvhHZKX16hH2sHRodgNpmh7k7HyVyIi0vq2xp+dGWKz4vLOIt2K6mXJ3sBmTIm0tGp3FfoAL2EBzqhdgRsb3Ed/rM7f2lgG6HAs8NE38j1TsGzVV7DprQ8BD2NBzSTmAl7EPlSWzSz15emEbXc3PwEecLaNxlZs/Sbjfe9D5aI1b2EZHM04EPijs+1ZbIwmHW+SrpOBk5xt92ILmYQNtrUM9ne/BrA0MIzKQGuIZRO/ix2DnsFu7nzbaKc9rsNqDEZdQPJs1O6mP/A6lcHqEAs01rO43qbAb1Pu00fA3g3+zALYeSk6/qZj58dXUuqXpGNx7OZc9PPKOOy8914dP38o6WcWjgB+3+DPbAA8SGVN7Y+wY+HElPrVXZxL/DhyK80vXlqvQdgsnqgHsM/qjQqwm8TbOttPw2pzi4hIe/gRljQ0l+dr07AFJs/CEkWysglwAnad5fMwNqM463iBSKbWI55xOQ77MJ2GPtid66ymMvcBHiF+5yLJivfd3a3EX8+/0z5ZuKsTX3F2Gqr72Kr6AaOIj7ljUtxHGovq1LIf8f5/nPE+u7KtiL+eX2F1attBfyzwrgy+9nE68ffrOZIvjJSXhbEFLd3fYbsC+9TOBuHPjDmwyE416Aji/X+X1l3tWEREqpsHSyyrNuNkGpbctjHpXbPPik3ff7bGfqdjiS5a7Fi6jHOID/QxwEJFdqoOAZat5fb9LfJdSKirGUp8caZ2CTgPAz4n3vejiuyUdGoV4gHtmTSerVeErYhPwZyBfTiR5l1O/O/4HayWcCvrib+kx8soKNHKegNPEX/fRpC87E/WZsdKP7h912rkyfwY/7F9hyI7VaedsL5G+z4VWKvITomISCI9gSPpvJzhGOAS7Hw1u7el6pbCZjDcQedrOozEEu1EupRqFwVvUDlVvZUEwMXE+/wdrbOCWztbm/hFQYhl17SqRfAHde+luILVUr+D8N8FdacEtpIN8NcBOrnAPnUV/bGAovvavkDjNWnz0hP/DbtxWJkZaW2LEF+oMsQWr+lVYL9qGYo/S/lVYECB/eoqjiP+2k7Gphe2qi2xMlZuv9MuNyIiIsVYEJvVWStwGX18gs20vQZLijsJSxw6HSsBdhM2W2Z8ne1NAo6l9W8eizRtAaw2lTv438PqcbWSPljauNvXmcAuBfarqzkQ/wHxElpviv2K2IHf7etbNH7HTIoR4F/5cDo2paPV7EA82zUE/oGmlqRlGP6pwm/SegXf++Nf5Xo6Vkxf2sPm+G8M/pPWCzbOD7xGvK9foZVi09IDy55xX+MpwM4F9quaPfCP35vRTWIRka7mh1g5PLdEYlaPicCFwLx5/HIiRVsG+Jr4H8LnWIZUK5iL6vU2DiuwX12Vrw5biAUBhhTYr6htsAV13D5+jNVhk/bRG7gP/42PM2iN7K0AOJr4lMUQeJLWC6C0u1Xw38keA6xZYL+i5sc/+2ImrRnYl9r2wH+h8TStE5RfHX9NzInYgnSSnn7YisDuaz0DOJ7WuFncEzgV/7hth9IQIiLSvBWBP+GP46TxeBWbzt+qM7dEMrMWNgXQl/1yEsVmRK2PPzswBH5XYL+6sgDLFPW95u8BqxXXNfoA5+O/GPgCWL64rkkCA4HH8Y+5fwPzFdc15sDKNPj69hIwW3Fd69I2wqbwuK/5VGzRkSIzojYHvsQ/JlTruH0div/c8jVWZ7goAdY337Tp74HNiutalzYrNuXQ93f+ADBncV1jHmyVYF/fnkY1+EVEuos+wE+xuv1v03wwdBqW8HEqlp0q0q0ti2Xl+P5YXiT/bJ2hWAq3L1NrJroAzcNRVD94Xkj+q3Kvi386YQi8j6YUtru+wO34399vgYPJN4s0AHbHv9hXCDyKXTxLdlajehDyOfK/UTM3cD3+ANp0YL+c+yPp2x0LwPvG3N1YOaI8LQ88UaU/Y7EFhCQ7g4D78b/+32DnpTwTCHpgY/SrKn0agQKjIiLd2QJYaacjgCuxc9jjWDxnFPb5+SHgLuA84NdYMtqgIjor0soWw7/6aYgFKa8Dhmfch0HYH3O1FPHvgF9k3AfpsD/VLxQ/wVa265dxH5anetCsHCRp1UXEpDG9gCuo/l6/hN0dzTprcFMs+6ZaP27GgrmSvaWxjHXf+zAdGy+LZNyHWbGptL5SHiEwARuX0jVsRfUFCsYBJ5J9iZmFgEvx15IMsYUItRBlPvoAN1D9fPBfLJs8y/NSgF3svlijH1djZWpEREREJAWD8C+QEr0YvRlYj3RrLi0KnEL1u+EhMBJYIcV9Sn3WBEZT/X3531vWQAAABKNJREFUBDgGq8GXlp7YVMG7qF1w+mIUpOqKdsfq6FV7318F9iHd7OWBwK7AszX2Oxm7ISD5GgL8jervyzTs5t06pBugGA6cSfWgaAi8DCyZ4j6lNSxO7UDUOOBs0n3vA6zM0Z+pflMyxOp/q5xH/vbDyhhUe1+ex85daWbfzALshd0YrLbfSaXvEREREZEM7EnnBX5HA78HNsECC43ogRUSPgxL9a4VAJuJpYUr3bs4s2FB8VrjYQY2pesgbKGvRoMUswBbYlP2q9WZLT8+BX6W5BeSlrcUtbM3QyyT/BZsMZVmprvOg2WiX49l/9Xa18vASk3/NpKG/fHXx44+3sEW8toIW02+ET2xxaCOBP7TyX6mAxc1sQ9pH/2wGtfTqT0WnsHK0KxG41Os+2GLX/6OzmuFjQf+D61AXqQVgBeo/T5NxJIMdqW51X3nx4KsN+Ovuxx9PIt93hIRERGRKtL48DwHlhmxZx3tTQNex2pZjMIWx5mAfbDrjQU258BWEh8OLIfVFe3MS1im1lONdl4ysRGWrVlPfc+vsBqho7ApgF9jY2I6Nh4GYTX8hpfaW4rOa0rOwFbmOxELkkjX1gNb+fsM6lstcTRWGuQt4CNsvI0tfW0INubmw7K9lgCG1dHmeGxhuouxsSvFmhc4F9i5ju+dQuV56UtsTHyHTZUtn5cWwcbDstRXR/YZLFD7QoN9l/a0IrZIYT2118dj5723sHIQX2HBsilYIH0wNuaGlx7LUF9pmluxm8kfN9h3SV9P7O//NOo7XryHjYeRWG3/CVg2Otjn4EHYzb0lsHNTPWVCxgLHYQtwzGyg7yIiIiKSwMrAHfgXR8rq8QawG/kuwCL16QPsC7xLfuNhOlbza+kcfj9pPbNhZTe+Ib8xNx7LjJ8rh99PGrcm8E9qzzpI+/ES8HPSLSkj7SEAtqf2VPssHvcBa+fw+0nj5sTKblSrT5vF41ssKFvPzUIRERERyciy2F3qsWQXAHsAuwDRxWfr64VNG/s32QUovsCmrtaT4Sdd3yzA4Vg2YFYXn29ji++opl97+CFwDdkFKKZhQdit0HRmsTGwBbZyfa26oEkeE7Aauivn9DtJMkOBY7Hs0KzOS29gpRvqyVQVERERkZz0A3bA6iF9RrIPfN8DD2EBj2ZqM0lrWBi7OHic5BeMH2EXhluhlVelupWx6dUvkzw4/zpW63atXH8DSdMAYBds+vGXJBsPk7AbdQejzGGpbk6sxvYDdF4bsrPHl8Bt2A3HRmu4S+tYA7gAK62QZDzMBF4BzgNWzfU3EBEREeli8spwCbCaWWvSUTtyGB01JYdi9bbKj4/oqP/2IrboxeSc+ir5GIhNA1yBjjExHx1joh9WL3Q8liHzNjYeRmK1ZUfl32Vpc3MAP8KORUti4242rM7oQCwTvVznbSw25t7CsnEew27ySNcRAMtjgYrh2JhYlI5j0BDsfDSByvPSW1gd0aexmzwi9eoDrI4t2rYENu4Wwo4/g7Bao9/SMe7ex855o7Aatq+g2pFdzdzYeWlp7Bi0OPaZeCgdAfAJ2Oehr7Hz0kjsvPQ4NnNGRERERBL6f4q84qeT02aBAAAAAElFTkSuQmCC\"  align=\"left\" width=\"525\"/>\n",
-    "</div>"
+    "### Loop over all paths"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "4f8cf018",
+   "id": "6c91a99f",
    "metadata": {},
    "source": [
-    "### Loop over all paths"
+    "Next, we write an algorithm that traverses the whole search tree and prints all the possible paths. The tree is traversed in depth-first order. Before we go to a neighbouring city, we also have to verify that it has not been visited on this path yet. If we reach a leaf node, we print the complete path and continue searching. "
+   ]
+  },
+  {
+   "attachments": {
+    "fig-tsp-output-1.png": {
+     "image/png": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "987a0273",
+   "metadata": {},
+   "source": [
+    "<div>\n",
+    "<img 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\"  align=\"left\" width=\"600\"/>\n",
+    "</div>"
    ]
   },
   {
@@ -238,29 +309,30 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "function visital_all_paths(C_sorted,city)\n",
+    "function visit_all_paths(C_sorted,city)\n",
+    "    # Initialize path\n",
     "    num_cities = length(C_sorted)\n",
     "    path=zeros(Int,num_cities)\n",
     "    hops = 1\n",
     "    path[hops] = city\n",
-    "    visital_all_paths_recursive!(C_sorted,hops,path)\n",
+    "    visit_all_paths_recursive!(C_sorted,hops,path)\n",
     "end\n",
-    "function visital_all_paths_recursive!(C_sorted,hops,path)\n",
+    "function visit_all_paths_recursive!(C_sorted,hops,path)\n",
     "    num_cities = length(C_sorted)\n",
     "    if hops != num_cities\n",
     "        city = path[hops]\n",
     "        next_hops = hops + 1\n",
     "        connections = C_sorted[city]\n",
     "        for (next_city,distance_increment) in connections\n",
+    "            # Check if next_city is already on path\n",
     "            already_visited = (next_city in view(path,1:hops))\n",
     "            if ! already_visited\n",
     "                path[next_hops] = next_city\n",
-    "                visital_all_paths_recursive!(C_sorted,next_hops,path)\n",
+    "                visit_all_paths_recursive!(C_sorted,next_hops,path)\n",
     "            end\n",
     "        end\n",
     "        return nothing\n",
     "    else\n",
-    "        #@show path\n",
     "        println(path)\n",
     "        return nothing\n",
     "    end\n",
@@ -275,32 +347,32 @@
    "outputs": [],
    "source": [
     "city = 1\n",
-    "visital_all_paths(C_sorted,city)"
-   ]
-  },
-  {
-   "attachments": {
-    "g25091.png": {
-     "image/png": 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"
-    }
-   },
-   "cell_type": "markdown",
-   "id": "8cbc8597",
-   "metadata": {},
-   "source": [
-    "<div>\n",
-    "<img 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\"  align=\"left\" width=\"525\"/>\n",
-    "</div>"
+    "visit_all_paths(C_sorted,city)"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "65e654df",
+   "id": "0f68093d",
    "metadata": {},
    "source": [
     "### Serial implementation without pruning\n",
     "\n",
-    "- Now, we add the computation of the minimum distance"
+    "Now, we add the computation of the minimum distance. At each leaf node, we update the minimum distance. Furthermore, as we add another node to our path, we update the distance of the current path. That makes it necessary to include two more parameters in our recursive algorithm: `distance`, the distance of the current path, and `min_distance`, the best minimum distance found so far. "
+   ]
+  },
+  {
+   "attachments": {
+    "fig-tsp-output-2.png": {
+     "image/png": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "881076fa",
+   "metadata": {},
+   "source": [
+    "<div>\n",
+    "<img 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\"  align=\"left\" width=\"600\"/>\n",
+    "</div>"
    ]
   },
   {
@@ -328,6 +400,7 @@
     "        for (next_city,distance_increment) in connections\n",
     "            already_visited = (next_city in view(path,1:hops))\n",
     "            if ! already_visited\n",
+    "                # Add new city to path\n",
     "                next_distance = distance + distance_increment\n",
     "                path[next_hops] = next_city\n",
     "                min_distance = tsp_serial_no_prune_recursive!(\n",
@@ -336,6 +409,7 @@
     "        end\n",
     "        return min_distance\n",
     "    else\n",
+    "        # Set new minimum distance in leaf nodes\n",
     "        min_distance = min(distance,min_distance)\n",
     "        #@show path, distance, min_distance\n",
     "        return min_distance\n",
@@ -356,12 +430,27 @@
   },
   {
    "cell_type": "markdown",
-   "id": "3c160cf9",
+   "id": "cb9b8353",
    "metadata": {},
    "source": [
     "### Final serial implementation\n",
     "\n",
-    "- Now, we add pruning"
+    "Finally, we add the pruning to our algorithm. Anytime the current distance exceeds the minimum distance, the search in this path is aborted and continued with another path. "
+   ]
+  },
+  {
+   "attachments": {
+    "fig-tsp-output-3.png": {
+     "image/png": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "3c160cf9",
+   "metadata": {},
+   "source": [
+    "<div>\n",
+    "<img 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\"  align=\"left\" width=\"600\"/>\n",
+    "</div>"
    ]
   },
   {
@@ -381,6 +470,7 @@
     "    tsp_serial_recursive!(C_sorted,hops,path,distance,min_distance)\n",
     "end\n",
     "function tsp_serial_recursive!(C_sorted,hops,path,distance,min_distance)\n",
+    "    # Prune this path if its distance is too high already\n",
     "    if distance >= min_distance\n",
     "        return min_distance\n",
     "    end\n",
@@ -392,6 +482,7 @@
     "        for (next_city,distance_increment) in connections\n",
     "            already_visited = (next_city in view(path,1:hops))\n",
     "            if ! already_visited\n",
+    "                # Add city to path \n",
     "                next_distance = distance + distance_increment\n",
     "                path[next_hops] = next_city\n",
     "                min_distance = tsp_serial_recursive!(\n",
@@ -400,6 +491,7 @@
     "        end\n",
     "        return min_distance\n",
     "    else\n",
+    "        # Set new minimum distance in leaf nodes\n",
     "        min_distance = min(distance,min_distance)\n",
     "        #@show path, distance, min_distance\n",
     "        return min_distance\n",
@@ -423,7 +515,8 @@
    "id": "7f0a5d5c",
    "metadata": {},
    "source": [
-    "### Performance"
+    "### Performance\n",
+    "Let's have a look at how well our code performs. In the following block, we create another random matrix and time the execution for both versions with and without pruning. "
    ]
   },
   {
@@ -433,7 +526,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "n = 12 # It is safe to test up to 12\n",
+    "n = 12 # It is safe to test up to n=12\n",
     "using Random\n",
     "using Test\n",
     "Random.seed!(1)\n",
@@ -445,12 +538,20 @@
     "@test min_no_prune == min_prune"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "6088ddc9",
+   "metadata": {},
+   "source": [
+    "You can observe that, especially for larger numbers of cities (n=11 or n=12), the performance of the algorithm with pruning is much better than the performance of the algorithm without pruning. "
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "733ce76e",
    "metadata": {},
    "source": [
-    "## Parallel implementation"
+    "## Parallel algorithm"
    ]
   },
   {
@@ -458,7 +559,8 @@
    "id": "c6375465",
    "metadata": {},
    "source": [
-    "### Where can we extract parallelism ?"
+    "### Where can we extract parallelism ?\n",
+    "Unlike the previous algorithms we studied, in this problem we don't know beforehand how much work is performed since we don't know where the pruning cuts off part of the search tree. Still, we want to divide the workload among multiple processes to enhance the performance. "
    ]
   },
   {
@@ -483,8 +585,7 @@
    "source": [
     "### Option 1\n",
     "\n",
-    "- We assign a branch to each worker\n",
-    "- Pros? Cons?\n"
+    "The first idea how to parallelize the TSP algorithm is to assign a branch of our search tree to each process. However, as mentioned in an earlier section, the number of branches in the search tree can be up to $O(N!)$. This would require an unfeasibly large amount of proecesses which each do only very little work. "
    ]
   },
   {
@@ -508,8 +609,7 @@
    "metadata": {},
    "source": [
     "### Option 2\n",
-    "- We assign a fixed number of branches to each worker in advance\n",
-    "- Pros? Cons?"
+    "Instead of assigning one branch per worker, we can assign a fixed number of branches to each worker. This way, each worker can perform the pruning within their own subtree and less workers are needed. \n"
    ]
   },
   {
@@ -527,15 +627,27 @@
     "</div>"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "e3af7def",
+   "metadata": {},
+   "source": [
+    "### Performance issues\n",
+    "\n",
+    "#### Load balancing\n",
+    "However, this approach has a problem with load balancing. Since we don't know beforehand how much pruning can be done in each subtree, some workers might end up doing less work than others. This uneven distribution of workload leads to some workers being idle, which impairs the speedup. \n",
+    "\n",
+    "#### Search overhead \n",
+    "Another disadvantage of this kind of parallel search is that the pruning is now less effective. The workers each run their own version of the search algorithm and keep track of their local minimum distances. This means that less nodes will be pruned in the parallel version than in the serial version. This is called **search overhead**."
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "d9edf5c1",
    "metadata": {},
    "source": [
-    "<div>\n",
-    "    <br>\n",
-    "    <br>\n",
-    "    <br>\n",
+    "<div class=\"alert alert-block alert-success\">\n",
+    "<b>Question:</b> How many nodes are pruned in total when we assign two branches to each worker? Look at the illustration below.\n",
     "</div>"
    ]
   },
@@ -555,49 +667,116 @@
    ]
   },
   {
-   "cell_type": "markdown",
-   "id": "7d340c63",
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "95e952af",
    "metadata": {},
+   "outputs": [],
    "source": [
-    "### Main performance issues\n",
-    "\n",
-    "- Dynamic load imbalance\n",
-    "- Search overhead"
+    "answer = -1 # Replace with any integer value \n",
+    "tsp_check_2(answer)"
    ]
   },
   {
    "cell_type": "markdown",
-   "id": "c6d51e00",
+   "id": "d0bc4fdd",
    "metadata": {},
    "source": [
-    "### Dynamic load balancing with replicated workers model\n",
+    "In this example, the parallel algorithm prunes less nodes than the serial version because not all workers are able to use the global minimum distance as a pruning bound."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "95643cd8",
+   "metadata": {},
+   "source": [
+    "<div class=\"alert alert-block alert-success\">\n",
+    "<b>Question:</b> The previous example described positive search overhead. There is also negative search overhead, resulting in superlinear speedups. Can there be negative search overhead in this parallel TSP algorithm? (Provided the workers communicate the minimum distance with each other)\n",
+    "</div>\n",
     "\n",
-    "- The coordinator searches up to a certain depth in the tree\n",
-    "- When the maximum depth is reached, the coordinator delegates the search to a worker\n",
-    "- Worker processes repeatedly get work and execute it\n"
+    "    a) No, because we use the nearest city first heuristic. \n",
+    "    b) No, because each worker has to search the whole subtree before the algorithm completes. \n",
+    "    c) Yes, because the parallel algorithm does not need to search the whole search tree.\n",
+    "    d) Yes, because the global minimum distance can be found more quickly, enabling the parallel version to do more pruning."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "fff58498",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "answer = \"x\" # Replace x with a,b,c or d\n",
+    "tsp_check_3(answer)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6190b00a",
+   "metadata": {},
+   "source": [
+    "### Option 3: Dynamic load balancing with replicated workers model\n",
+    "In our parallel implementation, we will use a coordinator process and several worker processes. The coordinator process (or _master_) searches the tree up to a certain maximum depth _maxhops_. When _maxhops_ is reached, the coordinator creates a job and delegates it to a worker. The workers repeatedly get work from the master and execute it. This is an example of **dynamic load balancing**: the load is distributed among the workers during runtime."
    ]
   },
   {
    "attachments": {
-    "Screenshot%20from%202023-09-25%2013-03-57.png": {
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"
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+     "image/png": 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"
     }
    },
    "cell_type": "markdown",
-   "id": "a8f431d1",
+   "id": "c6d51e00",
    "metadata": {},
    "source": [
     "<div>\n",
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\" 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\" 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     "</div>"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "497bad13",
+   "metadata": {},
+   "source": [
+    "This avoids the performance issues of the previous approach: the workers are not idle since they get new work every time they finish a job. To avoid the search overhead, it is also important that the workers communicate the minimum distance each time they update their local minimum distance. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "81219a27",
+   "metadata": {},
+   "source": [
+    "<div class=\"alert alert-block alert-success\">\n",
+    "    <b>Question:</b> To find the right <i> maxhops </i> level is a tradeoff between...\n",
+    "</div>\n",
+    " \n",
+    "    a) Communication overhead (large maxhops) and load imbalance (small maxhops). \n",
+    "    b) Search overhead (large maxhops) and load imbalance (small maxhops). \n",
+    "    c) the number of workers (large maxhops) and the job size (small maxhops). \n",
+    "    d) buffer for the job queue (large maxhops) and idle time of the coordinator process (small maxhops)."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "0cf1ec88",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "answer=\"x\" #Replace x with a,b,c, or d\n",
+    "tsp_check_4(answer)"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "5e4fdbe1",
    "metadata": {},
    "source": [
-    "### Code"
+    "## Implementation of the parallel algorithm \n",
+    "\n",
+    "First, let's add our worker processes. "
    ]
   },
   {
@@ -629,7 +808,7 @@
    "source": [
     "### Visit paths in parallel\n",
     "\n",
-    "- We follow a produce-consumer model using a remote channel"
+    "Next we will write a simplified version of the algorithm which visits all paths in parallel. The communication between the workers and the coordinator is implemented using a `RemoteChannel`. The coordinator calls the function `generate_jobs` which recursively traverses the search tree until _maxhops_ is reached. Then, it copies the current path to the channel. The workers repeatedly take jobs from the channel until the channel is empty. The workers receive the path from the job and continue the search. When they reach a leaf node in the search tree, they print the path."
    ]
   },
   {
@@ -729,24 +908,24 @@
   },
   {
    "cell_type": "markdown",
-   "id": "d85c8e7c",
+   "id": "d3bbf609",
    "metadata": {},
    "source": [
-    "### How to track the global minimum distance?\n"
+    "### How to track the global minimum distance?"
    ]
   },
   {
    "attachments": {
-    "Screenshot%20from%202023-09-25%2013-03-57.png": {
-     "image/png": 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"
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+     "image/png": 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"
     }
    },
    "cell_type": "markdown",
-   "id": "973ba501",
+   "id": "d85c8e7c",
    "metadata": {},
    "source": [
     "<div>\n",
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/CGRkZHD+lgvXrzInj17fCrdAYKDg1mzZg3PPvssW7duJSoqqs/bOhwOjh8/zqFDhygqKuLixYs+de8ai8XCwoUL2bhxI1lZWSxZsoSkpKRh71IaKx6Ph6bGJuwOe/9HxHpNBQ0nsNT0rpM3TgXFxsZis9n0IMhms0mdvBBCCDEByaSPEEKIKc1Yma4dmSkvL9cneMrKyqiqqhr0qExvWmW6FvJoUzzGRq2oqKi7Mg0x0rBn7dq1g06wjPeRrsHMnz+f57/7/KCV7s3NzezcubPPxxgfH8+OHTvIWpvFqdOnyM/P58iRI5w7d46amhr99Vwul173/uGHH7J+/Xqys7NZvnw5ycnJ474M2Ww2E2WLIsoW5fP30LtO3nhErPdU0Ejr5IODg33+/09ISPCpkzfepE5eCDFhtDbiLXwH9VJL/y/3D0GZm4Ppvoz+Xz5UHS68x99HPe3s/+XBEZg2PIYyVxoWxd0h34WFEEJMGVpluhbwOOwOKiorfI5plZaW0tTUNKzK9GhbdM8vuQk9v+hqAY8W8gynMn20aMe4jhw5Qm5u7qhM9mgmypGuwaSlpw1a6f7zn/9cr3SfMWNGn7e3RdvYsmULK1eupLi4mLy8PA4fPsyZM2f61L0XFxdz4cIFPv74Y7Kzs8nOzh5x3ftY669OXlVVWppbqLJX3XYqaCh18u3t7X3q5M1mM+Hh4SQmJvY7FWQMgmw225hOvQkhRH9UTxeq4zrqqZvQWAvVlVBtCIBMAaiLHZiW/j9gG+k76UJ1FuP91x/Dae0IsQL+FpiVDuFhKImzYcXQfgYRYjRI6COEEGLSam9rp6a2xmfprXGKp7S0lOrq6kFrsI2Mlenarfey5dTUVMLCwsbtmM9Iw57bTfZotMBn9+7dEzbw0WiV7hEREezevdun0v38+fP86le/0ivd09PT+32M8PDwPnXvhYWFnDlzZsC69/3795Odnc26detYtWoVs2fPHrUF3GNBURTCwsMICw/zrZN3u6mr61sn33txdF1dHQ0NDXR0dAz4PjweD/X19dTX19+2Tj4xMVGvkzceEZM6eSHEWFKs0Zi/+reoG6tR7TdQ899A/XU+aPmLtwtu5OEtfBLTzr5PFgxJhwvv8ffgnKHJUzFD5DJMf/siSpwNomNQIi13/PEIMVQS+gghhJgUjJXp2s1Yma792dIywNh2P7TKdC3g0SrTjQFPbGzshGgw0sOew0fIzRv9sAcm9pGugURHR/PYY49hs9nYtWuXT6X79evX+1S6DxTWhYaG6nXvDzzwAPn5+RQWFnLy5Mk+de/l5eW89dZbet37+vXrWb169ajXvY+1gID+6+RbW1v7BEF2u73fxdEjrZO3WCx6AGQMhPqbCrJarVInL4S4c4oCQRaUFAtKXCTe+nx6ZhoVQO25tVei/ulD2PIcDPf0ldqNWncF9fefQJcCitrzsCgQkoIp616YDDvwO1vwFv4R6tIwPZoFE2OVnbgDEvoIIYSYkFwuF06nk+rqan3Zcu8pnpqaGrq6uob0eHplelw8cfFxPsuWjUe1LJaJ9eybcbInLy+P3NzcAcOe2bNnk52dzaZNm4YV9sDgR7oeeeQRXnjhhQkX+GisVivbt20nKmrgSveWlhaeeuopMjMzBw3xAgMDWbhwIRkZGdx///0UFhbqde83btwYtO59w4YNrFmzhgULFoxp3ftYCw0NHbRO3tgg5nA4qKmp8ZkKGkqdfHNzM83NzVy+fFm/PyAgAJvN1v8RsZhYbNG3poJs0URERhAUFDSmnwchxDSgmCAgAkKaobEbujtRz+xD/fwRlLXDPOPV6cJ7ai8UN0NYHLgdMPCA5MTk7UK1H8P7038E959heiRrvK9IjAIJfYQQQow7rTLdYXfgqP6iMt0Y8JSXl/v8wn07WmW6NsVjXLacmpJKSmrKmFSmj5bhhD1z5swhKytrRGEP3P5I1wsvvMCiRYvu+GMaSwGBAeTk5BAWFobFYuHdd9/Vd/M4nU7eeust6urqePrpp/VK98EY6943b97M4cOHOXToEMeOHRuw7v3o0aMsWbJEn7DKzMy8a3XvY22gOvn29na9Ca+qqqrfOvm6uroh1cm73W49UDIy1skbAyFtcbTxiJjUyQshhkUxQ/gCyLbDu9cBLzRfxfvHQ5hXfnnovy2r3agN11H/+yNQw1C2PICat3vyhT6dzXgP/idca4OU8b4YMVok9BFCCHHXaZXp2jEtrTLd2Kg10sp07db7mNaMGTMICZn4TRlaG9dQd/bcSdgDk2uHz1AsWbKEF7//IhaLxafSvampib1791JXVzdopXt/ZsyYwVe/+lXWr1/P8ePHyc/P5+jRo33q3hsbG8nPz+fkyZMTuu59NAUHBzNz5kxmzpyp3+fxeGhqauoJcKrsPguknU6nHgINtU6+tbWVa9euce3aNf0+bXLPGAIlJiQSn+BbJ2+z2YiKipoU//aFEONBAUsspu3L8X78c2hTobsN9fAfUa/dj5IxxK8d7lbUz/fBqQZI2oLyUCZq3nCvRQV3B2pDA7Q0Q1sbqtsDij9KiAWi41Bihrg/zutBrXdATS1quxvwQwkKgtAwlIgosAb3Pbbl7UKtPo36VtEXe46Gc+3dHahOB9Q3o3Z0oZgDITwKJS4eQu8gjFe9qPUVUN0IUfNQ4sf/yP1kI6GPEEKIMdXZ0Ult3ReV6dWOasrKewIe7Wa320dcma5N8WhV6dpRrcjIyEn1jP/dDntg6gU+moz5GTz//PNYrVZee+21fivdW1pa2LFjx7A+d3rde1YWp06dIi8vjyNHjnD+/PlB6943bNhAdnY2S5cuJSUlZcovKzabzURFRREV5Vsn39nZSU1NjT4RZDwiZpwIGkqdfHd3NzU1NdTU1PSpk4+Li/OZDEpMSCQuPs5nT5DUyQshdP6hKBkb4d7/hEN1oHqgthjv+2cwz1vTs/JnUB7UxhK8f9gLngiU+x9HSWm+3Rv56mjBW/h71DMOcNb0BD8uF3T2hD5YwlGS0lCWrkRZuxYlcYDmSG8XatU5vAXH4Oxl1CoHtHaC4gfBwSjWKIhOQElfjukrmyGInrCm5CLqtYuoRe/BjQ5QTVB/Gs8v/v1WOKRASALmHQ9DjPETokJ3K97iw6ifFcPlG6jORmjvBHMwSlQcpM9DWboS05qloA/ZelHbbuL974+g2bAXzhyA6Z6HUNYmQlcL6uWzeM+eh3PnUO1NmHb+BGVn4vA+t0JCHyGEEKNHVVUaGxv7TPEYj2mNqDI9Opq4uDifKZ6ZM2fqAU9CQsKk3e9xt3b29DZY4PPII49M2sBHk5aWxlNPPUVoaCh79uzh4sWLeDwevdL9X//1X3G5XDz22GP9VroPxmbzrXvPzc3lyJEjg9a979u3j5ycHHJycli5cuWErHsfa4GBgcyYMcPn862qKi0tLX2Oh2mLo7UdQVoo1NLScts6+Zs3b3Lz5k39Pq1O3ng8TGsQ0xZHGyeDpE5eiOnGjBKZjLJzI2rR76EL6GpGPfAu6jdWoiTe5gkkdyvq+U/geA0kbMW0cxmQN6wrUF0NeP/zp1DQAdZ4SE9DiY2HYD/UFidcOIx6aD/qvgMoX34W8wuPgq3XdXncqNcP4d31Muonp8ETCfPnotgiUOmCpjrU05+DowU16j5MD26GIC9qpxPv/t+jHjsLZy/cmvLxgusq6n86boVeJghfgLr2YZQY/aqhowbvR2/h/e0f4EwFBMTD/LkQHQ7ttahnPoFP30dNvhf1K09h/voWCL/1tp42KL+GerkUzn4OTd1g9sf78AxM8eV48/NRD+bDmSvQ0gXmAMgcelmH+IKEPkIIIUasra2NmpoaPeQxVqZrt+FWpkdEROgBT1xc3BfLlm/t4UlNTSU8PHzSt/kYJ3vuZtgDU3fCpzet0j0yMpJXXnnFp9L9woULPpXuaWlpw358Y937Aw88wMGDByksLKS4uLhP3fvVq1e5evUq+/fv18OfyVD3PtYURSEsLIywsDDmzZun39+7Tt44HVRTU+MTBA2nTv78+fP6/YGBgcTExPgEQVoYZAyBpE5eiGkgKAzTsgfxzPkQLrSBtxvKD6MeuI7yzbmDvKEXtakc7zvvg9uKsvkxlFn+qKXDfP+qFzq6ISQd5Tvfw7R2CUpqIlj8URtK8X70KupPX4eGa6hv/wfeecsxfWW24QG8qC0lePf8DPWd8xA4A+XbL2J6cDVKUgSq2gm1VXhP5qP+5jfQ0A3eW91lZj+UlAUQkoJqqoY8R8+C6/BMlBd33mocM6EE2lDiDD97uV14c1/H+0+/AUcXhM9FefI7mLauhvgQaKnEW/AB6i93wc0i1F/V4A2Jw/TNTDCZUayLMP/Pn6CWnMPzd9+GwmbwelHPvo/335pQz5aDNxBSMqD+OjiHduRf9CWhjxBCiCHpXZleXV2tV6Ybby6Xa8iPaaxMj4uLIzExsc8xrYlSmT5ahhP2jNYxLqPpEvhooqOjefTRR/VK9/z8fH0J87Vr13j55Zf1Sve5c+eOaO+Ose79wQcfJC8vj8LCQk6dOtVv3ftvf/tbDh48yJo1a1i3bh1r1qxh3rx5k6rufawNVCff1tbWZyLIWCdvDIOam5sHrZPv7OykoqLC599ff3XyiQmJJCQm+E4F2aKxRUudvBBThhKAEr0QZecq1Eu5PYFIZw3q3r2w868gbIC362pFvXAACh0Qm43pkTUjrzj3D0CZ+wDmp78MhoxZiZmJ6YEn8Bz8I+Q1QkcV6gdH4LHZXxw983Sglhagvn8BVD+Y/RDm73xFv24FICIGc1IynqaTqL/RHt0EQYmYHvoGtNXhadyLmufouT88A/PXn+i/Zl7tQrWfwPuLV8HeCX5WlJ1/hfm7939x7RERmB9OwNNUjPp/CqD1Bt7du1A2/QtK8q0YwhSIEp8OEVos4YWaMli8GuUbX0JJjIPIUNSrv0f9pz+N8BMrJPQRQgjRL2NlenV1tV6ZfvPmTT3gqa2tHXZleu8pHuMxrdTU1Cl7tEI7xlVUVERubu6QJnu0RcCj1QA1UOATHR09JY50DcRqtbJt2zaioqKIiIjoU+n+6quv0tzcPKRK98EY6963bdtGQUEBBQUFHD9+vE/du8Ph4N1336WgoIAVK1awfv36KVH3PtZCQkL61Ml3d3fT0NDgGwZV2bE77HqdvHZMrL6+ftAWwNvVyfc+IpaQkOCzK8hmsxEZGTlpj5sKMa2FhKNk7UBNKITKLvB0oV7+GO/RxzFtTejnDbyozZV4//QOtAejPPQVlHnBwNCmm30EhKAsy0EJ3+QT+PQwoQRGoCxKRc1r7JmGKb3acwxLC2S6O1Gvn4A2L5gCUGbM6T+oCgzFtPnreMvLIfgOAmt3O97Db8OlFsAEYZmYnujn2gMtmO7fgedXheDygKMANb8S5YnUAR7YjJJ6P+b/9Zc9+4YA8KLOD8NbXAVxspR/JCT0EUIIQVdXF3V1dfoxrerq6j7HtO6kMj0uLo6kxCRSUnumeLSgx2azTdjK9NEyEcIeGDzwefTRR/mLv/iLKRn4aAICAsjOzsZqtQ5a6f7MM8+wdu3a21a6D8ZY975lyxYKCwvJz8/n+PHjferea2tr2bdvH0VFRdxzzz1s2LCBrKwsFi9ePGXq3sean58fMTExxMTE+NTJd3R06MdOq6qq9JtxKkibDGpubh40wDbWyZ86dUq/PyQkpM/xMK1O3nhEzGazERYWNqmWywsx7ZgCUZKWoWyfh/rKuZ4jV62lqO9+Auu/Bb2fD+huQ72SB7kVELUK0yPZPVM+A68dG5ASGonpsR+gBM8c4NpMEH7rSTFVhY5eU9VetWfxswqoHlT7VWji1v6cXh9j2ibMP+g0LFUeLhW1sw7101stXyYzSloWSno/P88pfhC1AJL94aIbultQi07DQKGPAgRZDIEPgAnFOhfT838FijwpMhIS+gghxDRkrEzXpniMi5ZLS0tpaGgYUWW6NsmjVaZrt+QZyQSHTJ/FtdoxruGEPaN5jMvodkubp3rgY7RkyRJefHF0K90Hk5SUxFe/+lU2bNjAsWPHyM/Pp6ionseQwgAAIABJREFUiEuXLvWpe8/Ly+PEiRPs27ePTZs2kZWVRWZm5pStex9rQUFB/dbJNzc36wGQ8ZiYz1RQbR21dbW3rZNva2sbsE6+dxCUkJBATEyMfjRM6uSFmGgUFEs0yn07UP/7AjR5oduNenIv6rmdKMuNR3BV1JZq1D+9A65AlE2PoSy+g/1sfv4oM2YP/jqDfRswm1Gi41FN9OwjurwPzxuZmB5aizKz19Fhkz9E3MkTbt3QfgPO3XoCQzHBrLkDXJ8JzDGQGNQT+qgqaumVW2HRMN6lyQ8l/d47uObpTUIfIYSY4jo6OvQpHu1WVlamN9yUlpZSVVU16CLU3sLDw4mLi9NvWmV6amqqPsUz2SrTR4vb7abkRglHinp29hw8eHDQsEfb2TPakz2a8rLyaXmkazAZGRl897vfJTQ0lDfeeGPUKt0HExcXp9e9nzx5Uq97v3DhwoB17x988AEbN27U696Tk5NlmfAdMpvNREZGEhkZOWCdvPHmcDj6NIgNp06+uLhYvz8oKIj4+PgBF0cbJ4OkTl6IceIXgpKeA9mvwgdVgAcaL+F99xjme+43HKdqR71egPppCUQswvTo+tH9zVpVocsN3T17ydTW9p769gGvOwhmZ0Hce2DvgrZS1Jf+P7xXtqOsyYTZczHNmgVRo/A9xOtBbSmHxlstrIoCMbEDvrqi+ENYKNAMqNBQN/zQR9wR+W4ihBBTSO/KdG2KR5ve0UKe5ubmEVWma7eUlBTSZqaROnPyV6aPFnenm5KSnrBnKJM9Yx32QE/g89rrr03bI12DSU9P55lnnsFqtbJnzx4uXbpEd3f3qFS6D8Zms7F161ZWrVql170fPnyY4uLiAeveP/zwQ9atW0dOTg4rVqyYlnXvY22gOnmXy+UTAmmTQVqdfH19/ZDr5Ds6Ovqtkw8LC9MDoMTERBITEolP6KmTN4ZBUVFRd3TsUAgxFCaUsARMD27D++ke6FR7jnEVvIt6cyPKrABARXXZUT/8L2jyR7n/UZRlkXf2br3dqPXlqBcug92J2tAMbR3gvjVx3dmGen6QSjBTAKak1ajf3Iz60gFo7oLWStS9r6AesMHcxaj33IuyZD7KontQZttGfq2qF5rqQMugvN2oJ9/F86vD/b9+ZxtcunUcTQW6RrDzSNwRCX2EEGISM1amV1dX65Xpxime6urqQZ+VNjJWpms3vTLdMMUTFhYmjTW3DPcY190Ie0B2+AzFWFe6D2Ykde8ff/wx69atY926daxcuXLa172PNUVRsFqtzJs3z6dOvsvdswOtyt7/ETFtMmiodfINDQ00NDQMWCevTQYlJSX5TgXdOiYmdfJCjLJAK0rm/bD4HTjRCGo3OD9D/eAcyovLwNOOevMI6odXwTof01e29rN8eRi62vFeOIj6xw9Rj5wBZysEWyEyAoICevbceNzgaBnkQRQIicX01b/C64lA/agISqqgrQvaauHzXNQzh1AjU1BWbUZ5+MuYNiwaWRqgqtBhOPqqeuDCh6ilg013WyHBCoo/JMi+urtNQh8hhJgkPB4P9fX1Pse0ei9bvnnz5m13UBiFhoYSHR2t7+JJSEjwqUtPTU0lLi5OfqHoR++w5+DBg1RWVvZ5vbuxs6c32eEzdMZK95dffplDhw6NeqX7YIZT915RUeFT975+/XpWr14tde93mX+AP/EJ8cQnxLNs2TL9/vb29j7Hw3rXyWu3kdTJK4qCxWLxCYK0/zbWyWs3qZMXYqT8UCJno3w5B/X0+z0TLe5mvJ+8g/J4JgTUoH78B6j3Q1n/ZygrYkb+rrxu1LIjeH/2D1BYDqYwlHWPoWxZCjMTUSxBYAK1oxH1g5+gvlI88GMpZpSouZif+1u8Kw6jFh1HPXsJbpaBvQbau6C+BPXjPahXSsHv/8a0YebIrtts+F5oCkDZ8CzK+qHswTNBaLoc7brLJPQRQogJqndlelVVlb5sWZviGWllunbTli0ba9OnamX6aNGOcRUd/SLsmQiTPZryctnhM1x6pXtkFJGRkQNWuj/99NMsXrx4xJXugzHWvW/fvp1Dhw5x6NAhPvvss9vWvW/YsIE1a9Ywf/58qXsfR8HBwXprm6a7u5vGxsZ+w6DeU0G3q5NXVZWWlhYuX77sUyfv7++PzWYjMTGRpMQkEhK/mArqHQRJnbwQQxQchmnVDjwz98P1DvB2wc1DqJ9ehoXnUf90EUJnoTy2vVfT1DC1N+M9+BoUlAF+kLoR0//8a5R03yO8SlstntNDOd6pQEAEplUPwor7UZ0lqMVnUM98jnqkAM6XQpcHSvJQX8qApX/dt+HrdkwmCA3vmUCCniXL8zdgenjOMB9I3C0S+gghxARgrEw3TvFo4c7NmzcpLy/Xj54MhdVqJSYmRg94EhMT+xzTirZF4+cv3wqGYiLu7OmtvLyc116THT4jERAQQHZONtawsa90H4zZbCY9PZ309HS2bNlCQUEBhw4d4tixY1y7dm3QuveNGzeydu1aqXufQPz8/IiOjiY6OprMzEz9/oHq5O12e58gqKmpadBwv6urC4fDgcPh8KmTDw4O9t0VdOum1ckbb1InL0QvSgDELEZ5aAnqz4/dOtLkwPv26yj3XoMaUNZ+CVNWwh28ExW1vR710KmexcZ+/ihLt/YJfEbM5IcSPwclfg5s+hLe+z7G+5t/g4+v9ezhOfcR6uXvo6wc5hMZigklPLrnSFs7oHaj1tePzjWLMSE/6QshxDhoamrymeLRKtONIU9DQ8Og4/9GAQEB2Gy2noAnNo64+J4pHi3cmTlzJjNmzJDlryPQ2dnZM9kzxGNcWtiTnZ1NbOzAbRajTXb4jI6hVLo/99xzbN2ylcioO1zceRtJSUl87WtfY+PGjRw9epT8/HyOHj3K5cuXqTf8gG2se1+4cKH+/9/ixYul7n2CGkqdvM9UkLOGuvo6n0DI5XIN+j7a29u5fv263k4HPSFUREREnyBIq5M3BkFSJy+mOyU0HGXDl1DfPAm13T17dc7vRS3rguAUlEcegjsajvZAVwPYbz2hZzKjJIywOMDbjdpoh5YwlNR+Rnf8AjFlboXvteI99rfQoEJ3DWqpawShjx8Ez4I4M9z0gNcLV6+AuuqL6R8xoUjoI4QQY6x3ZbrT6dSDnTutTI+NjdUr041TPDNnziQiIkKeub0Dbre7T9gz0SZ7NHKka3RlZGTw/HefJzQ0lNdff50bN24AfSvdv/SlL92Vv+u4uDh27txJdnY2J0+eJDc3l6KioiHVvefk5HDPPfdI3fskMFCdvNvtxul0+gRBlZWV2O126uvrfYKgpqYmnz1QvXV3d1NbW0ttbW2/dfLawuj+6uS1ICg8PBx/f/8x/VwIMSGYg1FS1qBsnon69jVAhW4XNAeirHgI07rkO38fqvpFCxagDvHJvj66O1DPf4iaG4P5bx7uf7G0ORAl4V5I8YOGW9ODgz0pMGAZoRklKBWWxsBNB6he1Ev5qKVfQZk5+sefxZ2T0EcIIUaRsTLdOMXTO+QZTmV6cHCwPsWjhTypKanMTJupT/IkJiaOyZ6R6cjd6abk5hdhz4EDBybkZI9msCNd2tLmRYsW3fXrmuzS0tN45plnsFgs7Nmzh8uXL/tUuv/sZz/D1eLi0cceHdVK98H0rns/ePAghw8f5uzZs4PWva9fv56cnBzuvfdeqXufhAICAoZUJ6/dqqurfcKg+vp6mpubR6dO/tZUkLFOXguDpE5eTD0KijUW5YEdqHt/Bq0qPS1Z8SiP7Bj+Lpw+TOAXBpF+cLMbvN1w4yp0L+v/t3T3IIGQ141aeQr1/UbUxx5Emd/fz4Re8DRDu7fn4/CLQkk2/rtVwE9Li1ToaOo5vtXfP+2gUExbN+Pd+2bPjqC6z/C+8SnmF7dBuDzhONFI6COEEHdAq0zXjmo5HA7KSssouVkyKpXpsbGxemW6NsEzc+ZMaWUZA70XNE/0sAduv8Pne9/7ngQ+dyApKYlvfetbREVFsWvXLk6fPu1T6f7LX/2SFlfLmFS6D8ZY9/7ggw9y4MABCgsLOXv27IB17x999JFe975q1SpmzZolde+T2IB18rf2w/V3RKx3g9hI6+QDAgKIjY31CYJ618lrQVBERIQ8ISEmN/9QlIwNsPINyK0Bkz/M2YJpc/ooPLgJAiNRFiWjnr4Kni7Uk3/A+1E6ytI0CDFBewtqbQXqhbOoh/tOG/vwuqH5PN7ffYLpOxtREo1pjQruJtTPPoAKT8/HMWszylzD1J7ZDHHxPUe0VC80FePdfw7Tljngr6K2u8DtjxIbDv7BKCsehuxcyKuCribU//5nPKEtmNYthZQ4lLCQnpYvdydqRws0N0NrF0rqQpBvP3eVhD5CCDFEnm4P9Q31+hEtY2W6cYpnJJXpWsijVaYbd/HExsbKsYwx1NnZyc2Sm5Mq7AFZ2ny3aJ9PLfi525XugzHWvT/00EPk5eZRUFjAqVOnKCsrG7TufcOGDaxatUrq3qcYf39/4uPjiY+/fZ18VVUVDoejzxGx29XJu93ufuvkQ0ND9QCo9+LoqKgoqZMX409VoasDtbEBakpRb1T33NfmQC2+AFGRKOFWsFpAH1Yxo4Qlo+zYgnr4LfCPxbTzUeiz0k2F7k7UpmZodKJeug5dhpe1V6OevQxRYSgREWANBgWUECvK5i+h7v33niNXtSfw/uP/Rlm5CKxmaG1AdVRAYzeEhtwKZFTodOA9cQ5lRiJKvKEqvbsV9d3/g7f9MsrKDIgOB38TtDei3jyP+s7vocMMifdg+tZjYPzy7xeIMn8tauRHUN8NnWV4f/6PqJeWQqAKbS6IWI35e/f31MOHL8b0wvfxNv8SzlRCy3XUX/9vPIdXosxLAVtYT5DU2QauemhogsAUTN9fgGK99e+/qwO1ugJaPPrfkdpajVpWhRIRqX+exJ1R1MFmPYUQYhpraWnxmeKxV9kpLfsi4Ll58ya1tbV0d3cP6fH8/PyIiorSj2jFxsbqy5aNIY8szrw7hnuMa+3atWzevHncwx74YofPK6+80u+Rru9///sTLvC5ceMGP/rRj3jzzTf1+37wgx/wwx/+kMjIsV2IPBrcbjfHjh3jN7/5Dfv27dMr3QFiY2N5+OGHx7TSfSg8Hg+lpaXk5+dTUFDA8ePHKSkp6bcGPDo6mhUrVrBx40bWrF5DxvwMqXufZnzq5CurqKyq1KeCnE4n9fX1eiB0uzr5gfjUyRvCoISEBL1OXguEpE5ejLnWBrz5b6MWXkd1VkLJJSiphwAbLF2MEhsLM1IxbfoqynLD10O1C7X8KJ7/8T+gaxvml/9flLheSURnC97P3kHdfxlqHKiVN+BCCXRDT416FNy7FCUmGpLnYNrxDZQ5wYAXtaUC72v/gvqHw+BoAHc3YIKAQIiIhfR7UDZtRllQhffbPwG3An6hsGgZyqKlmJ58ESW5E+/xPXj/6X2oqYM2NwSHQ7i1Z8yj0wWNLeAXAbMzMT30OKYvr+61+0dFba3E+5v/hfr2EahrBY8KZn8ItkLsTJTNz2L+v7aD9vxGdyfeMx+g/tcHqKcvgbMe2jqh29PzcZv9ISgEImwwIw1lxRbM3/oa2LyobaV4f/cOXLiKWvApOLtAUSAsHWX9cohPRElbgemr2RL83CGZ9BFCCHp+oauv7zvFYwx47rQyPSEhoc8xLZvNhp+ffCm+myZz2AO33+EzEQOfqSAgIICcnBzCwsKwWCy89957/Va6P/vss6xZs2Zc9psY6963bt1KQUEB+fn5HD9+fEh171lZWSxcuJD4+Pi7fu3i7huoTr6zsxOHw+GzNFoLg3rvChqNOnljGKTXyUfZiLJFSZ28GFWqpxu1zg6tnSih0bAoG3xOQHdAfQ1qU7tvxqD4o0QvxvSd58G1sm/gA+DphgYnNLrA34IyMxNmZvZ9PbUD6h3g0p4wNKFYZ2B+8m/xzj2Aevoy1LrAFAhR0Siz5qPcsxplthW1/gLK43/W07zVc2HgaYUOFfyCMS19HH60BEpLUe0OqG+A5vaeACYgFKLjUWZmoCxbgTKrvydbFJSQRExP/RBv4l44VwbtHggJh4RklNmLMC1f8kXgAz2tYMv+DOatxXvqGOqla2Cvh2YXqP5gCYeYeJTUdJQFi1Fmaz9HqeBpgdIy6ApAWf1Ar2vphOpyVDW5Z6G0hD53RCZ9hBDTkrEy3el09lm2fPPmTRobG4ddmW6c4tGOaWm35ORkeRZzHA33GNdEC3tgch/pmuyTPkaXLl1i9+7d/O53v6O8vFy/Pzg4mDVr1vRUum/dOiE+rurqao4ePUpeXh5Hjx7lypUrPnXvGovFInXvYkBer1evk9dCIO1WU1PjEwQNpU6+P1p7We8wyFgnr00FSZ28EEIMnTy9LISY8oyV6U6n06cyvaSkZ+FyVVXVoDW3vRkr02NjY/XKdGPII5XpE4NWvX706FEOHjw4aNgza9YssrKyJlzYA7evZZ/Igc9Uk5GRwfPP377SfceOHeP+/1B/de9Hjhzh4sWLg9a9b9q0iZycHJYsWSJ170IvGYiIiGDBggX6/W63m5qaGj0Iqqys9KmTNx4Pa2xsHPT7rMfj6bdOPjAwkPj4eD0I0sOg+ASibFE+QZDUyQshRF8S+gghphRVVWloaOgzxWOc4Ll58yYtLS3Drkw3TvGkpqaSlpamBzwJCQnSUDLBaMe4JnvYA5Nzh89Ul5Y2hEp3l4tHH717le6D6V33fuDAAY4cOcK5c+ew2+366xnr3vfu3cuGDRvIyclhxYoVzJw5U+rehY+AgAA9iNGoqkpra6vPVJD2p7FOXguFblcn39nZSWlpKaWlpfp9JpNJr5PXQiDtz/6mgqROXggxnUnoI4SY1IyV6U6nE4fD0WeKp7q6etCdA0Ymk4nIyEh9gkerTDdO8Ehl+sTW2dnJzZs3OVp0lIO5g4c9E/UYl5EEPhOXVukeGRnJK6+80qfS/Re/+AUul4tvfOMbd7XSfTBa3fvy5cu5ePEin376KQUFBZw7d65P3fu1a9e4du0a+/btY8OGDaxbt46VK1dK3bsYlKIoWCwW5s6dy9y5c/X7u7q6qK+v7xMEGevktUCosbFx0B16Xq+XxsZGGhsbuXDhgn5/QEAAMTExfaeCEhL6BEFSJy+EmC5kp48QYtLo7u6moaHB55hW72XLN2/eHFbDiLEyPTY21qcyXbvFxcXJuPgkoIU9k3VBc3+m0tLmqbTTp7eWlhYOHjzIyy+/TEFBgc/C5OTkZB5//PFxqXQfCrfbzdWrV8nNzaWgoIDTp0/3qXvXxMXFkZWVxfr161m9ejVz5syZ9H93Yvx1dHR80R5maBEz1slrU0FNTU1D3rWnURSF0JBQEpP6TgVpdfLGMCgsLEye1BFCTCky6SOEmLCMlelOp5OqqirKysr0CZ47qUzXbsbKdO24lhxfmFz0yZ4hHuNau3Yt922+j+yciRv2gOzwmUysVivbt28nKiqKyMhIn0r38vJyXn31VVpaWnjqqafGtdK9PwEBASxcuJCMjAweeOAB8vPzOXToEJ999lmfuvfq6mreeecd8vPzWblyZU/d+5o1ZGRI3bsYuaCgINJnpZM+K12/z+Px0NjYqO8I0iaDetfJ19fX09DQQGtr64CPr6oqrlYXV65c4cqVK/r9fn5+2Gw2n4mgpKQkvU6+91SQ/GwghJisJPQRQkwIvSvTnU4n5WXllNz8IuApKyujo6NjyI+pVaZru3i0ynTjLh6pTJ+8hhP2TJbJHo0c6Zp8blfp/tvf/pba2tpxrXQfjLHu/f777+fQoUMD1r3X1dWxb98+jhw5wtKlS9m0aRNZWVksWLBA6t7FqDCbzT3V7TbbgHXyvcOg3oujb1cn393dTXV1NdXV1T518kFBQT4hkHEqSAuBtFt4eLgUNgghJjz5TUcIMS60ynTtplWmG6d4RlqZrt1SUlL0gCctLY0ZM2ZIZfoUMJXDHpDAZ7JbsmQJf/mXf4nFYuHtt9/WK92bmprYu3cv9fX1PPfcc2zZsmXCHo1KTEzka1/7Gps2baKoqGjAuvempiby8vI4ceIECxYs4L777iM7O5tFixZJ3bsYE4GBgaSmppKamqrf5/V6aWlp6TMVVFVV1WcqqL6+npaWlkHfR0dHB9evX+f69ev6fWazmYiIiD5hUO86eW3aLzQ0dMw+B0IIMVwS+gghxpxWmW4MebSARwt5KisrcbvdQ37MiIgIYmNiiYmN0SvTjXt40tLSiIiIkF86ppARHeO69UvoZAh7YAiBz19I4DMZaJXuFoulT6V7bm4ujY2NtDS38KUdX5rQ/2/Gxsayc+dOcnJyOHHiBAcPHqSoqKjfuvfjx49TXFzM3r17b9W9r2PJkkypexdjzmQyER4eTnh4uE+dfFdXl340XAuEKioqfKaCtNtQ6uTr6uqoq6vzqZMPCAggISFBD4GMi6ONE0FSJy+EGE+yyFkIMaqMlenGKR5jm1ZJSQkul2tElenaTTumpU3yJCYmyi8WU1TvsOfTTz+lqqqqz+v1DntycnKIiYkZhysemSEFPosmb+AzlRc5D6SyspLf/e537Nm9h8tXLvvsH1uwYAHPPvvshKl0H4rm5mbOnDnDgQMHOHz4MOfPn/epe9f4+fkxc+ZMNm7YSM66HO69917ZlyYmhN518pWVXyyP1urkjbfb1cn3x2QyYbVafYIgY5187zBImvCEEGNNJn2EEHektbWV2tpaPeCprq72OaZVUlJyR5XpMTExemW68aiWxWKRdo0pbrhhT1ZWFps3b550YQ9M/cBnurpdpfsvf/nLCVfpPpiwsDCfuvf9+/dTUFDA+fPnB6x7/3Dfh2zYsIH169ezYsUKqXsX42qgOvnu7m7q6ur6XRxdW1vrsytoKHXyTU1NNDU1+dTJ+/v7ExMT028Y1DsIkjp5IcRokkkfIcSQaZXpTqeTGmcNzpqeynRjwFNSUjLoD0O9aZXpWsCjLVvWwp20tDRiY2NlJHoa0cKeY8eOcfDgQfbv3z8lJ3s002WHz3Sc9NG0tLRw4MABdu3a1W+l+9e//nWefPJJ5syZM6mOpGp17wcPHqSgoIDPP//8tnXvGzduZNWqVcyePXvK/72Lya+zs1MPgow3rU6+oaHhjuvkQ0JC+gRBSUlJxMbG9gmDpE5eCDESMukjhBhQS0sLtTW1OGt6pnjsdrvPLp6SkhLq6upGVJmutWolJyf7HNNKS0uTZcvTlHGyJzc3d8qHPTB9Ap/pzmq18sADD2Cz2YiIiOCjjz7yqXTfs2cPzc3NPP300yxatGjSPMOv1b3Pnz+fhx56iNzcXA4dOsSJEyek7l1MCYGBgXqrnaZ3nbx20+rkjUHQUOrkW1tbb1snb5wK6t0gJnXyQojbkdBHCKHr6OigoqKCsrIy7HY75eXlPhM8Az2DOxBjZXpsbCwJCQk+i5bT0tKIioqSynTB9evXKSwsnDZhD0jgM90YK92tVmu/le51dXU888wzE7LSfTAmk0n/mr5t2zby8/P1uvfr168PWPd+zz33sHnzZql7F5PKQHXybrcbh8PRbxjUe1fQSOvkAwMDB5wKCg8PJyEhgeTk5Am9IF4IcffJb1pCCDo6Orh06RLHjh3DbreTm5tLcXExzc3NQ162HBgY2GeKJyUlhfS0dGam9YQ8ycnJk+YZbHF3nT59mn/+53/m7NmzfV421cIezeeff8677747LQKfjo4Obty4oYccmtLSUq5cuUJmZua0eab6dpXukZGRzJs3b1KFPkaJiYk8/vjjbN68maKiInJzczl69ChXr17tU/een5/PiRMn2LlzJ3/zN38joY+Y1AICAkhJSSElJUW/r3edvHFnUO+poKHUyXd2dnLjxg29ERB6Qiir1UpaWhrZ2dmEh4eTlZXFPffcI/+mhBCAhD5CTGsdHR1cu3aNoqIiPvroIw4cOEBiYiIVFRW3/cEjIiJCD3e0xYTGZcvp6emEh4dPqv0UYvykp6cTHx/P+fPn9aBxqoY9msTERBYtWkRJSQn19fVTMvDp6OjQ9zP98Y9/5PTp0z4vLygowGw2s23bNpYvX64vaZ/qMjIyeOGFFwgNDeWNN97Qf4GLj49n7ty5hIaGjvMV3rnede8HDhygqKiIS5cu+dS9+/n5kZiYSGpq6jherRBjY7A6+ZqaGr1G3hgGGY+GDbVOvrGxkRs3bmA2mykuLmbu3Lns2LGD9evXM3/+fJKTk+/GhyuEmKBkkbMQ01BnZydXrlzh6NGjfPrpp+zfv5+Ghgb95Yqi9FtRGhwcTGpqKpmZmcydO5f09HSpTBejoru7m3/4h3/gF7/4Ba2trVM67DE6efIk//7v/05RUREbN26cMoGPMew5cOAAeXl5+kSLtoTU+DUmKSlJX/K7YsUKZs+eTXh4+Lhc+92kVbrv3r2b1tZWvv3tb/Pcc8+RmJg43pc26ox174WFhVy4cAG73c6qVav4+7//e+6///7xvkQhxpWqqrS1tfW7OFqrk3c6nZSWlvZbJa8oCmazWd+zGBgYSEZGBps3bWbjpo0sXLCQtPSJ3xIohBh9EvoIMY3cLuy5nbCwMJYsWcIjDz/CmrVrWLRoESEhIWN4xWI6OXXqFLt27QKY8mGP0cmTJzl79iwrVqyY9IGPMew5ePAgubm5etgzFLGxsaxcuZLNmzezatUq5s2bR1RU1Bhe8firra3lT3/6E/X19Tz88MM+C2Onora2tp6690/2c6jgEEuWLOGv//qvsdls431pQkxI3d3dlJaWsm/fPj75+BM+O/EZTqdzyMfv/f39SUtLY/PmzWzevJmFCxcya9YsaUUVYhqR0EeIaaCzs5OrV6/qYc8nn3wyrLCnt6ioKFavXs327dtZtmwZCxYsIDw8fFrXiKqqSnNzM62trQQEBBAeHj5qP1B1d3fT1NTHA2xMAAAgAElEQVRER0cHFosFi8WC2Wwelcdub2/XdzeFh4cTHBw8bn+P3d3d3Lhxg8jIyGkR9kwlHR0dlJaW6pM9ww17eouMjGTZsmVs2bKF1atXs2DBgin9/0RLS4v+b3C6cLvdXLt2DbfbzT333DPelzNq3G43zc3NuN1uLBYLVqt1VL6mqqpKR0cHTU1NQM+TMKP1pIvX68XlcuFyuUb9+5cYOVVVcblcnD17lqNHj/LBBx9w9OhRn1a84TCbzSQkJLB502Y2bNzA8uXLmTVrljx5J8Q0IKGPEFPYaIc9vYWGhrJy5Uruu+8+Vq1azeLFi7DZbKMWSEwWTqeTkydPUlxcTE1NDcHBwcyePZvVq1eTlpY24mNvqqpy7do1PvvsMy5fvozL5SIqKoqFCxeyevVqYmNjR7wzqaOjg7Nnz3LyxElult7E6/WSlJTEsmXLWLJkCWFhYSN6XDG9jHbY05vFYiEzM5OtW7eydu1aFi5cSFxc3LT7GiMmPrfbTUlJCUePHuXatWu0t7cTExNDZmYmy5cvv6M2pZaWFs6dO8fJkyf1f1/Jycncu/xeMpdkjviXdlVVqamp4fjx45w7d46amhpCQkKYO3cu9957L/PmzZO9fONgtMOe3hRFISoqio0bN7Jx40ZWrlzJnDlzplXoLMR0I6GPEFOQMezZv3//sI9xaWJjY2lqarptTbufnx/Lly9n06ZNZGdnk7k4k/iE+GlRxe50OnnzzTfZvXs3ly9f1itYbTYbO3f+Gd/73gssXrx4RM+anjlzhl27dvGHP/wBh8Ohn9+fO3cu3/rWt/jmN7/JjBkzhv0sstvt5tNPP+Wll14iPz9fr1MOCAhg9erVvPDCC9x///1EREQM+5rF9DCSsKe/XT5hYWH6lMFgAgMDmT9/Pvfdd1/P15jMTJKSkmSPmJgQurq6OHPmDC+99BJ/+tOf9EXV/v7+ZGRk8NRTT/G1r31tRE1Kzc3NHDhwgF/96lcUFhbS0dEB9ASia9eu5fnnn2fbtm0EBQUN+7Grqqp466232LNnDxcuXEBVVRRFISYmhp07d/Kd73yH5cuXD/txxchoYU9xcTHHjh0bctijKAqKoujHvQICAoiIiMDpdN72fVqtVtatW8eGDRtZu3YN8+bNk6OWQkxB5r/7u7/7u/G+CCHE6Ojs7OTSpUt8+OGH7Nmzh1//+tecPHlS/yFxMIsWLaK9vR23263ft2PHDiIiIqitrfW5vzev10tlZSWFhYWcO3cOu91OZ2cngYGBhIaGTtln5b1eL//1X//Fv/zLv3D58mWf8/Xt7e2cO3eOgIAAFi1aNOwApb6+np/97Ge8+eabPk03AHV1dVy4cIGUlBTmzJlDYGDgsB67uLiYn/zkJ3z66ac+P0x6PB5KS0uprKxkwYIFpCSnyLO8wkdHRwfXr1/nk08+4fXXX2f37t0UFBToweFATCYTqampWCwWn9fNyspi/vz51NTU0N7ePuDbezweHA4Hx44d49SpU9jtdtra2ggICCAkJESOoohxVV5ezq9//Wv27Nnj8/+31+vF6XRSUlJCXFwcmZmZw/qa6vV6OXnyJD/+8Y/Jzc3VF/RCT3hfWlqK0+lk4cKFzJgxY1jX7HK5+OCDD/jxj3/M9evXfV7W2trK9evX6ezsZNWqVVOiTW4i08KekydP8v777/PrX/+aN954gytXruhPJA3EYrEwe/ZsGhsb8Xg8AERHR3PfffcB3Db4cbvdXL16lSNHDnPlyhXq6upQVZWgoKBp0aQoxHQhoY8QU4Ax7Hn11Vd56aWX+g17Bgpfli5dyvPPP8/Fixepra3V73/yySd58MEHaW9vp6Ki4rYTPwDV1dUcO3aMM2fOUFFRQUdHB35+flgslik3+VNfX89Pf/pTPvvss34XKnq9Xux2O1lZWaSlpQ1rIufw4cPs3r2bkpKSfl/ucrnw9/dn2bJlwz428Oqrr/LHP/5R3w3Rm91uZ/bs2SxaLIu6RY+hhj3aM85GJpOJ+fPn89hjj2Eymbhy5Yr+socffpgnnngCr9dLRUUFra2tg16HqqrU1dVx4sQJTpw48f+z957Rbd733f51AyABggD3prgpLlGiKIoSqb0syZLs+HEcOXGaxJZtya7d9mnjNE3S0/PvSJonOUntPHZWY1tyE/ep29jxSGxrb5KSqEVNkuIU917YxP1/AeEmwAEOceu+zvELSyAAShCI33V/v58Pd+/epbe3F5VKhVarlSd/ZKYdURQ5e/Ysr732mtvPT1e6urrw8vJiw4YN4zpId3d389FHH7F///4Rf8b09PTg7+/Pxo0bx/W8Kysrefvttzlz5sywv282m7FYLKSmppKamjqu+5YZG8PJnnfeeWeI7HG2cg1eztDpdGzdupXHHnvMTQqGhYXx9a9/nfXr13P37l23SeGRsFqtVFZWUlBQwLVr12htbaW/v1/KeJKRkZnbzK8TmIzMA8ZYM3ucQZIWi2WIuMnOzuZv//Zvyc3N5a233hrytWvXrmXBggX4+vry4YcfDnv/Go0Gq9UqXWUCuHXrFrdu3eLgwYOsXbuWzZs3k52dzcKFC/Hx8ZmE737mqampoampye3q62Bqa2tpbGzEarWOayLn9u3btLW13fdthsN5NW8k+vv7KS8vp729XR7zfsAZ6xqXr68vCoUCs9mMzWaTDhhO4fPSSy+xfPlyqqurh3xtdnY2ERER6HQ63nvvPe7evSv9nlMgqVQqRFF0+7dWXV3N/v37OXTokFT3vmLFCpKSkuRDisy0YbfbaWpqGva17cRms9HU1ERNTQ3h4eFjvu/29nYqKio8Tnu0t7dTXl6OzWYb14WVtrY2bt++Perj37p1i0ceeWTM9yszOq6ZPUVFRXzyySfDrnEplUp8fHxQKpVDhLhOp2Pb1m1885VvDntByc/Pj507d+Lv78+rr75KQUHBkGlKpVKJt7e3268bjUYKCwu5dOkSH3/8MVu2bGHTpk1kZGSQkCDXvcvIzFVk6SMjMwcZa2aPn58fiYmJCIJAc3Mzzc3Nbld7nMLHOc0zEsuWLePv/u7v0Ol0fPDBBzQ2NroJHi8vL0JCQqRQSNdVsKqqKqqqqjh8+DCrVq1i27ZtZGdnk56ePudHxkVRHPXqGTDmWtXxfo3dbh/T4w9mLM97rN+bzPxkrLJHr9ezYMEC1Go1zc3NmM1m6bXrKnx279494mQZQEZGBi+99BI6nY7/+I//oKqqyu01qFAoCAwMRKlU0tHR4XY4qqur47333uP48eMuwfIrSUlJmfd17zIzz1jfK0VRnLKfBRN5v5Z/Dkw/45E9wcHBxMfHYzAYaG5qdnv/dAqfV771Cnl5eRQWFg77eL6+vjz00EMEBgby+uuvD7kwKAgCOp2OoKAgRFGkvr5e+j2z2czVq1e5efOmJH+2bNlCRkaGXPcuIzMHkaWPjMwcwil7ioqKOHToEJ9//jmdnZ1Dbufn50dKSgorVqxArVZz8uRJ2tra3K4WZmdn8+2//TY7du5Ar9d7lD4AqampfPvb3yYsLIx3332XO3fuSPfX09NDREQECQkJqFQqqqqqqKiocFsva2ho4Pe//z3Hjh2bN3XvUVFRhIaGolKpRpz2CQ8PJzw8fNwfkJKSkggICPB49TgpKYnAwMBx3S9AQkICgYGBQ7KCnCiVSuLj4+Ug5wcQp+w5d+4cR44c4eiRo9TeHV72JCYmSk1vFy5coL29XRK+g4VPcHCwR+kDkJiYyN69e9HpdBw4cMBtxcFsNqNUKklJScHb25uGhgYqKyvp6emRvr65uZlPPvmEM2fOkJOTI9W9p6enz+u6d5mZRaVSERoaSmRkpNuU2nC3iYqKGtd9+/v7ExcXh5eX14jTPq63GQ+BgYEkJiZSXFw84m0CAgJISkoa1/3KDGU8sicoKIilS5eSlZVFT08Px48fp7llIJfHudL1zVe+SV5e3qiPrdFoyMvLIzAgkJCQEKkYAhwTaL29vaSlpREdHU1qaip37tyhpqZG+nqr1UpZWRkVFRV89NFHbNmyhY0bN7Js2TK57l1GZg4hZ/rIyMwBnJk9n376Kfv37+cXv/jFsJk9fn5+LF68mC984Qt87WtfIy4ujg8//JCLFy+6rXVlZ2fz7W8PCB9wBDe+++67bld6nFM5znUsPz8/srKy0Ov11NfX09bWJk38tLe3o9Fo2LBhA2vWrCE4OBhBEOjq6nITIkajkbKyMk6ePMmtW7foaO/AarPi6+uLRqOZU8HBvr6+tLS0cP369WGDbNVqNV/84hf5whe+MO41KT8/P0pLSykvLx82Syk0NJRnnnmGtWvXjntdzsvLi5s3b1JXV+c2seVk8eLFPPPMMyxatGhO/X3ITJzBmT1v/uZNTp46OeR1rdfrSU9PZ8eOHXzlK18hISGB06dPU1BQIL0fDSd8ADo6Ojh27BglJSXS/a1atYp169a5vcekpaURHBxMc3Ozm6zu6elBpVKxcuVKNmzYIAXXGgwGt/dCk8lERUUFhYWFlJSU0NnZidVqRaPRoNVq5de0zJTQ1NTEzZs3h1wAEASB2NhYvvzlL7N58+Zxvf7UajU2m00qSBiMl5cXOcty2LNnD4mJieN6vs61ngsXLgzbnqfT6di8eTNf+9rX5HXJCTLWzB6lUklISAj5+fk8+eST7N69Gy8vL9599123FTyn8HnllVfIz8+Xfv3u3bscOHBAeu0FBgayZcsWFi1aBDjek0NDQ8nKysJut1NTUyNJeJvNRldXF0FBQWzfvp2srCx0Oh39/f10dXVJk16iKNLT08PVq1c5efIktbW1dHV1oVAopM9vMjIysxdZ+sjIzGImInueffZZnnrqKVpaWvjpT39KYWHh8MJnx4DwgbFJH3BcNcrKyiI4OJjGxka3TJuWlhZqa2tZvHgxTzzxBNnZ2ej1epRKJV1dXW5rX1arlaqqKk6cPMHNmzdpbm7GYrHg4+Mj7bDPdpwf5k0mE83NzfT09NDf348gCISEhLBp0yZefvllFmUsGvf34xy57unpobm5GaPRiCiK0hTOk08+yVNPPUV0dPS4n3dkZCQqlYrW1la36QwfHx+WLFnCiy++yObNm+XmjgeAIbLnzTeHDWh2lT3P7nmWJ770BCaTibfeeosjR46MKnxgbNIHQKvVkpKSQnR0NO3t7TQ2NkrvYe3t7VLQ+OOPP87KlSsJCAhAoVBgMBjcJhYtFgt3796loKCAS5cu0dzcjMlkmvetgjLTj7+/P8HBwbS1tdHW1ia9Dr29vUlOTuapp57iq1/96rinJwVBICAgAH9/f+rr6yWB6VzLycnJ4emnn2bnzp3jLkrQaDQEBQVht9tpbGyku7sbu92OQqEgJCSErVu38uyzz7J06dJx3a/MxGXP3r172b59O4WFhfz4xz8ek/CB0aUPOF5Lzs+KKpWKmpoaKdvPZrPR0NBAa2sr69atY/fu3SQnJ+Pj4yOFhbteIDIajdy4cYOTJ09SWVlJR0cHgiCg1WrlyR8ZmVmKLH1kZGYh45E9mZmZfOELX+C5557j6aefJiUlhbNnz/Kv//qvQ4TP0qVL+bu/+7shwgfGLn3A8UFl0aJFhIeH09LSQkNDgyQOOjs7KSkpQaFQsGnTJh599FHS09PR6/V4eXnR29uL2WyWrh45695PnTrFtWvXaGxsxGKx4O3tPScOZnq9nszMTMLCwqQd/KysLB5++GFefPFFsrKyJtwoFBsbS3JyMsHBwYSFhZGcnExubi67d+/mG9/4BnFxcRNai1MqlaSlpREbG0tAQADR0dGkp6ezbt069uzZw44dO+QslHmOU/YcOnSId955h9/85jceZc/DDz/Mnj17+PrXv86izEVcunSJn/3sZ0OET1paGi+//PIQ4QNjlz5w77CclExsXCxdXV00NDRIB+nu7m5u376N1Wpl7dq17Nixg6ysLPz9/VEqlRiNRre1CWfde2FhIcXFxdJ9yXXvMpOFUqkkKiqK9PR0/P39iYiIICUlhby8PL7yla/wla98ZUKCHhwyPjExUQooj4mJISMjg40bN/KNb3yDRx99dMLlCIGBgaSnpxMeHi79/Fq6dCk7d+7k6aefZvXq1RO63wcVp+y5ePEiH3/8Mb/85S9HlT27d+9m7969fPnLX8bX15ff//734xI+MDbp48TX15eMjAz0ej01NTVSpbvdbqe5uZnr168TGhrKY489xs6dO1mwYAF+fn7Y7XZ6e3vdvg9n3fuZM3Ldu4zMbEcQ5YQ2GZlZw3gyexYuXMiaNWvYunUra9euRa/XY7FYOHbs2LiFDzjyMHbt2sX58+elX/vJT37CM8884zE35uTJk7z++ut8/vnnbgdGHx8fHn/8cV544QVycnIAuHDhAocPH+bs2bNSJehwWTipqals2LCBjRs3kpWVRXx8/JwYHe7r66O7uxsfHx9pwmkyEEWRrq4ujEYjfn5+aLXaSctAslqtdHZ2YrfbCQgIGFfDmMzcY3Bmz5EjR4bNIXFm9uTn5/PQQw+xevVqwsPDMRqNnDp1atzCB6CiooJ/+Id/4He/+530a9/85jf53ve+5/E95uLFi/zqV7/iww8/pKmpSfp1Pz8/HnroIZ5//nlWrVqFQqHg2rVrHDx4kDNnznD9+nUaGxuHfY+Ji4tj48aNbNiwgZycHOLj4+VDisyk0N/fT09PDyaTCb1eP6mFBRaLRVq5CQgImPAFhcGIoojRaKSrqwu1Wi1Nz8mMjYlk9qxbt45t27aRm5sLOC6YTUT4ABQWFrJp0yZJjCckJPDDH/6Q3bt3j/icu7u7+eijj3jttde4ePGiW2B4aGgo+/bt4+mnnyYpKYmuri4p0L+oqIiysrJhP5v6+PiQlZXF5s2b2bBhA2mpaSyIWTD2P0gZGZkpQ570kZGZBdzPZE9mZiZqtfq+hA+Mb9LHlbi4OJKSkujp6aG6ulp6zjabjZKSElpaWggPDycmJobk5GQ2bNhARkaGFG5sNpsxGAxuHzja2tooLi7mwoUL1NTUYDQapdHk2XxV3tvbG71eP+nZRIIgoNFo0Ov1eHt7T2rotVKpxNfXF51ON+71AJm5w3gne3bs2CFN9uTm5qLT6e5L+MD4Jn1ciYyMJCkpCZvVRk1tjRTebDabpdDRgIAA4uPjSU5OJj8/n2XLlhEeHo6Pj4/0HuO6ntDV1cXly5c5f/48lZWV9Pb2olAo0Gq1c0Iwy8xeFAqFNOkwWVLGifP9erKnYAVBwMvLC71ej4+Pz5wsVpgJ7meNy3X6636ED4xv0seJWq0mKSmJ2NhYGhoa3Fb1DQYD165dw2g0EhcXR0xMjDQNnJSUJE0Cm0wmN7Fls9m4e/cu586do7i4mJaWFmw2GyqVioCAAPl1JSMzg8jSR0ZmBplIZs9g2QPct/CBiUsfcBzK0tPTMZlM1NXVYTAYpPWt0tJS6urqCA4Olqqdo6KiWLNmDUuWLCEqKgq1Wo3VaqWvr8/tYNbZ2cnVq1cpKiqioqJCul9/f/9J/zAtIzMfcZU9Bw4cGJPsefbZZ/na174myR7gvoUPTFz6gOPK88KFCxEEQQoQBcdURVVVFZWVlej1eqKjo/Hz8yM8PJy8vDyWL19OVFQUWq0Wq9WKwWBwO4z19PRw/fp1ioqKKC8rl/5ctFrthFdmZGRk5jfOUGPnGpcn2RMaGuome7785S+7rfrdr/CBiUkfcFyoiouLIzU1lc7OTurq6qT3dqPRyK1bt2hvbyc2NpbIyEgpo2r16tWkp6cTEhKCIAiYzWa3MPD+/n6ampq4cOEChYWFNDY2YrVaUSgU0hqujIzM9CJLHxmZGcBsNnP71m0+/exT3n777TFP9jzz9DMsylzktoJjsVg4fvz4fQkfuD/pAxASEsKSJUtQKBTU19fT1dUlTe9UVVVRVVXlqJaNjZOupIeFhbFy5UqWLVvGggUL0Gg09Pf309vb67aS0dvby82bNzlz5gzl5eWSHNLr9KjVavnqkYzMIMYz2ZOWluY22bN8+XK3VSej0cjp06fvS/jA/UkfcBxkUlJS0WjU1NXVSWuJAA0NDVRUVKBWq4mJiUGv1yMIAkFBQeTk5JCbm0tsbCy+vr7Y7XYMBoNbsLzBYKC0tJSioiJu3rwpvX9ptdpJXc+RkZGZu7hm9nzyySejZvbk5eW5ZfYMznWaDOEDE5c+ACqViqioKDIzMzGZTNTU1NDX1wc4PquWl5fT0NDAggULCA8LR6lS4uXlRXx8PPn5+WRlZREaGopCoZCawJzY7Xba29u5dOkSp06dor6+nr6+PhQKhZTzKCMjMz3I0kdGZhoxm83cvn2bTz91yJ6f//zn45I93mr36ZbJmPBxcr/Sx/m8nXWfgyvd6+rqKC0tRafTsWDBArdcmuDgYJYtW0Zubi7x8fHS4/X09Lh9kHLWvZ84ccJR997Rga3fNifr3mVkpoJxr3E9vIM9z7qvcbliNBo5feo0r/3stfsSPnD/0gfAz08/YqV7c3Mz5eXlCIJAXGwc/gEDNdP+/v5kZWWxYsUKEhMT0ev1Uo7J4Lr3yspKCgsLuXr1Kp2dndhsNjRqDVpfue5dRuZBxDnZc+nSpVEDmkNDQ8nLy+PJJ59k3759I4Z4T5bwgfuTPuBe6d7f3091dbUkbywWC1VVVZSVlRESEkJkZKR04VGlUhEdHc3KlStZvnw54WGOtX1Pde8nTpyQ695lZGYAWfrIyEwDE5Y9zzzDokVDZQ8MCJ8f/OAHFBUV3ZfwgcmRPjBQ6R4UFDRspfu1a9cQBEFaw3A9RPn7+7N48WLy8/NJTk7G19cXhUJBT0/P8HXvJ05w48YNmpubsVqtc6ruXUZmMpmQ7Nmzh2984xtDJnucTKbwgcmRPjB6pXtZWRkWq4UFCxYMCaTV6/VkZGSwcuVKUlJS8Pf3RxAEjEajx7r3lpYWzGYzam81Wl+t/B4jI/MA4Cp7Pvn4E37xi1+Mvsa1+0n27tvrsbFtMoUP3L/0gYFK96ysLFQqFdXV1bS3twMDWT03btzA19eXmJgYtwlIpVJJWFgYy3OXs3r1aiIjI9FoNNKf33B17ydOnKCyspLOzk4EQcDHx0eue5eRmUJk6SMjM4W4yp79+/ePKnseffRRnnvuOfbs2eOQPSPk1riudA0nfL797W+zc+fOMQsfmDzpA2OrdDeZTERFRREUFDTkAKXT6UhLS2PNmjWkpKSg1+tRqVT09fWNWPdeUlJCU1MTVqt1ztS9y8jcL07Zc/jw4XGvceXm5o64uuRc6Zos4QOTJ31gaKV7fX39kEr3rq4uIiIiCA4OHhJSrtVqWbhwIXl5eSxatAh/f38UCsWQYNLBde+NjY2YjCa8vL3kuncZmXmKm+xxWeMqKysbfY3rK0PXuFzxJHweeughvvWtb41L+MDkSB8nWq2WRYsWodPphq10v3r1Kl5eXsTFxeHn5+f2tQqFgsDAQLKzs1m3bh3R0dHo9XppbX+4uvfTp09TWlpKe3s7oiiiVqvlJkUZmSlAlj4yMlPAYNnzxhtvjGmyZ8+ePWRmZnoMKXYKnx/84AcjrnSNV/jA5EofJwsXLiQmJob29nbu3r0rPVeDwcCVK1fo6OggMjKS0NDQYQ9PGo2G5ORk1q9fT0ZGBsHBwXh5eWEwGDCZTG6NX01NTRQWFnLp0iXq6uowm80olUq5lUpmXjJY9vz7v//7qLLn2Wef9TjZ40QSPq9NnvCByZU+zucTFxdHYmIifX191NXVSVkUBoOBsrIyGhsbCQkJISwszC0LzYlGoyE+Pp5V+atYunQpQUFBw7YKiqJIW1sb58+f5/z589y9exeDwYBSqUSr1crB8jIy84CRZI+nzJ7R1rhcmQrhA5MrfcBRvZ6amkpoaCi1tbU0NjYiiiKiKNLZ2cnly5cBR3urs8nLFUEQ0Ol0LFmyhA0bNhAbG4u/vz+iKEqf35xYrVYqKys5e/Ys165do62tDVEU8fb2HiKVZGRkJo4sfWRkJpGRZI+rmAEPa1yjHBzGJHx2jF/4wNRIH3B8KEhOTqa7u5uampohle6tra2Eh4dLzRDD4byqtGHDBhYtWkRYWNiY695NJpMcGigzbxi8xjVe2TNaKPFUCR+YfOnjxFnpbrVaqa2tHbHSPSoqasTH8fL2Ijo6mvz8fEc2RXg4Go0Gi8UyYt37uXPnqKqqkoJJ5bp3GZm5yURlzwsvvDBsQPNwjLbSNVHhA5MvfcC90r2+vt5jpXtoaOiI96PRaKS69+TkZAIDA4GR696dU5UtLS309/fLde8yMpOELH1kZCaBwZk9ky17YOzCR6ef2FjsVEkfGFule0hIiFTpPhKCILjVvTsDBT3VvRcWFlJRUYHRaJTr3mXmLBNp4xqP7IEB4fPqq69y9OjRSRU+MHXSB9wr3WtqajxWunv6s3BmU+Tl5ZGbm0tkZCRarRabzea57r28XJJNct27jMzcYDyyx5nZs3v3bkn2REVFjelxJjvDZzBTIX3AsUYbHx9PamoqHR0d1NfXD1vpHhcXR2Rk5Kj3lZyczJo1a0hPTyc4OBiFQjFi3fv58+cpKCiQ1vYFQZDr3mVk7gNZ+sjI3AdO2fPZZ5+NKnsWLVrEo48+yvPPPz8u2QOehU9WVtaEV7pcmUrpA+6V7nV1dXR3d7tVuldWVuLv709sbOyYrpYPrntXq9Wj1r2XlZVJV+19fX3luneZWc9EMnvGK3vAfcJnOOHz0ksv8eSTT05Y+MDUSh9wHHRSU1PRaDRjqnT3hLPuffny5axYsYKYmBi0Wi39/f0YjUaPde/d3d2IooiPj49c9y4jMwuZyGTP7t272bd3H1/+ythlDziEz/vvvz/pK12uTJX0gdEr3cvKymhoaCAmJobw8PBRpczguveQkBCPde8XL17kxIkT1NfXSyu1Op1OntyWkRknsvSRkZkAg1Z6IzYAACAASURBVGXP66+/7nGyxyl7RgtoHo7RhM93vvOd+xY+MPXSB+5Vui/JQqcfX6W7J5x17ytWrCAuLm5Mde83b96UqpidV+XlKmaZ2cT9ZvaMRzaMZaXrfoUPTL30gYE/j+DgYJqbPFS6x8Xh7+8/yr05cNa9563MIyExAZ1O57HuvaCggKtXr9LV1UV/f78ULC+/x8jIzCzjneyR1rj2veCQPdFjlz1wT/j8/n1+9OMfTZnwgamVPjBQ6b506dIhle7OTJ6ysjJCQ0OJiozyOLHtxLXufcWKFYSGhqJUKrHb7SPWvR8/fpza2lq6u7sdde9aX9Sa0R9LRkZGlj4yMuNiOmUPTJ/wgemRPgAan4lXunvC39+fJUuWsCp/FUnJSWi1WhSCYoj8GVz33tLSIte9y8waBsueX//611Mme2BqM3wGMx3SBwYq3aOiomhvb6epqWlopbvFQkxMjNTaNRZ0eh0ZGRnk5eWRmpqKXq/3WPd+9uxZLhZfpKW1BYvFglqtRquV695lZKabwbJntOp152TPRGUPeBY+95vhM5iplj4w9kp354W7sf4scq7U5ubmsmbNGiIiIlCr1cPWvZtMJm7cuMHx48cdde9dct27jMxYkaWPjMwYMJvNlN4uHZPsca5xjaV63RMWi4UTx0+MKnwmq9pyuqQP3H+luyd8db6kpaWxdu1aUlJTpPYug8Ewprp3tVot173LTDsmk4mKioohAc3OnBgnTtnz8MMP35fsAc/CJzU1ddImfJxMl/SBgUr3+Pj4kSvdO7uIjIwcttLdE8669/z8fBYtWoSfnx9KpXL4uvcmR937hQsXHHXvJhNeXnLdu4zMdOAUB5cvX3aTPcNVr4eGhrJy5UrHGte9Nq6JyB4YWOma6gkfJ9MhfZyMVul+5coVaYVrPO1bzrr3ZcuWsX79eqKjo9HpdNjt9iF171arlbKyMk6ePElpaSkdHR0Act27jIwHZOkjI+OBicge52TPaNXrnnAKn3/5/r9QVFQ05cIHplf6OLnfSndPOOveN2zYINW9q1QqaSVjpLr3+vp6zGYzKpVKrnuXmXJcZc+BAwdGnexxyp6nn356wrIHpm+ly5XplD7g+F5iY2NHrHQvLSuVKt3Dw8LxVo/v/Vqqe1/lqHsPDAxEpVJJjV/D1b2fO3dOyqZQqVRy3buMzBQwnOw5cOCAx8meL33pS7zwwgtjql73hCR8fjQ9wgemV/qAe6V7TU0NTU1NbpXuly5dAiA+Pl5q6xorrnXvGzduJDY2Fj8/P+x2+5CVWpvNRmVlJWfOnKGkpESue5eR8YAsfWRkhmE8a1yDZc9EJ3uczITwgZmRPuCodE9KSrqvSndPuNa9Z2ZmSgJppLr3CxcucOHCBaqrq+W6d5kpYyTZM9pkz/3KHpgZ4QPTL32cREZGkpycPGyle3l5uaPSPdBzpbsnvLwcde+rVq1y1L2HhaPWqMdU997b2yvXvcvITBIzKXtgZoQPTL/0AcdUTXJSMrFxsdTV1dHc3OxW6V5SUoLRaCQ+Pt5jpftoj5Gens6GDRtITk4mICAAQPr85mS4une73Y5SqZTr3mVk7iFLHxkZF8xmM6WlpXz++eceZY9eryczM5NHHnlk0mQP3BM+J07w/R98f2Thcx+17J6YKekDEBUVRXp6OkajUboK7lrpXl9fT3Bw8KiV7p5wrXvPysqSJJLVah1yMHOte6+srJQOxX56P/mqvMx94ZQ9gzN7hpM9qampkyp7wCF8zpw5M20rXa7MlPSB0SvdKyoq8PPzG1cWxWAG171HRETg4+OD1WrFaDR6rHvv7e2VsinkuncZmfExHtkTEhIydI1rHG1cIzGa8HnllVdYtWrVfT/OcMyE9AHw8nascaWlpdHe3u5W6W4ymbh58yYdHR3ExcUREREx4cdx1r2vXbuW9PR0goKCAMdnZk91783NzfT390t5RPLavsyDjCx9ZGRwlz1vvfXWmCd7nnvuuUmRPeAifL7/fc8ZPlMgfGBmpQ8MVLoLgkB9fb1bpXtlZSVVVVUEBASMudLdE8PVvdvtdvr6+obUvd+4cYPTp0876t6Nct27zMQYLHt+9atfjTrZ89xzz02a7IHpz/AZzExKHxi90v3OnTtjrnT3hGvd+8qVK4mJicHX19dj3XtBQYFc9y4jM04mKntefPHFSZnscTKTwgdmTvrAQKX74sWLMRgM1NbWDql0r6urIy4ujrCwsPsSL86soNWrV7vVvVutVreVaGfde3FxsVT3bjQaUSgUct27zAOLLH1kHmjGK3seeeQR9u7dy7PPPjtpsgfGIXymMKBupqUPIDVD6HQ6GhoahlS63759e9yV7p4IDg4mJydHqnvXaDTSh0hPde9dnY4qZudVebmKWWYkXGXPdK9xuTLTwgdmXvrAoEr35qGV7mVlZeOudPeEVPeel0dCQoIUTDqWune73S41fsnvMTIyA4x3jWuw7JmMyR4nY1npmkrhAzMrfWCg0j07OxubzeY2Tela6R4WFkZkZOSEJ7adOOvenVOVYWFhKBQKRFEcse796NGj3L17l56eHkfd+72LdzIyDwqy9JGZvdgsYDWCuQ8QQaEC5yG/34rYXA6dDdDdDN3NCEpv8FIP3MbUg1hzCdqqoasRepoRvLWgUmO2WLh9+zZnjn7O4f9+m3f//XXKrhaj7Ddj6ge74+fFlMseGBA+//Iv05vhM5jZIH3AERC4dOlSqdK9ublZ+hB3P5XunnDWva9evZqkpCRJ5IxU9378xHGuX79Oa2srNpsNjUYj173LuDFbZA/MXIbPYGaD9IGBSvfo6Gja2tqGVLo7D47jrXT3hE7nqHvPz8+X6t4Bj3XvxcXFtLa0YrFa8Pb2luveZR54Bsuen//856NWr3/pS1+aEtkDM5fhM5iZlj4wUOm+dOlSFAoFNTU1Qyrdr127hl6vJyYmZlIq1oere/f29vZY937s2DEqKyvp6uqS695lHihk6SMz7YjtNdBSAW010FoFxi4EbSAoBj7M2q8fRCw/jVh5DrGiCAQQ/CNBea9JydiF/eBPEUs+Ryw7jVh2GiEwCiEgWrqN2HwH+8ffR7z6GWLZGcQ7BViDEylt6OTzg4d4++23Ofa7n5NjKmNViMDyMDU5od5cabMgaAYye557ZC17NiwiI0iBV1ct9LYg6IJB6TIeau6DfqvjsccxfeJJ+CxZsoTvfve70yJ8YPZIH3CvdG9ubvZc6R4YhFI1OQchX19f0tPTWbt2Lampqeh8dSiVylHr3p1iynkwkxu/HlzGs8Y1FZk9gxktw+cv/uIvpkX4wOyRPjDGSveuiVW6e2K4uneFQjEkmNSZTVFQWMD58+dpamrCZDJJ7zHyeoLMg4Sr7PnjH//Iz3/+cw4cOOCxen0qZQ8MCJ8f//jHM7LS5cpskD5OtFotmZmZ+Pr6Ul1dTUtLCzBQ6X758mW8vb2Ji4ubtIYt17r3DRs2EB0dLa3U9vX1jVr3LggC3t7ect27zLxGlj4yk4rY3QQNt6CpFLH+BmJb1T1ZM/ABVSz4LWLB7xCvfY547TBi510UiStBPXDYsR94EfHMx4g3CxFLi0HviyI+F7wdBwPR1I340f9BrCyHpjpoqkNIzESIygDVvSmc9lrEk+8gNjZBeyu0NHKo3sAv/vszXvu/b1BcXExWQD//OyuEtdE6csO1rIzwpUQTS/7WL0iTPRntRXgd+gXi5YNw4xhiSxnCwjUI2oCB53vzMGLpKcSmUsSWCrD0IfgGuoshUw/Y+x1ySxBmlfCB2SV9nIxW6d7Z2TnhSndPDK57DwoKQqlUjlj3XlBQINW9WywWue79AWQisue5557jmWeemRLZAwPC59VXXx1R+OzevXtahA/MLukDY6h0L3VUuoeGhhIeHj6pE57D1b0rlcph697b29s5f/48RUVF1NXVYTQa5bp3mQeCIWtcP5+5NS5XXIXPrVu3pF+fCeEDs0v6gOP9LS0tjdDQUKqrq4etdHeu0Y630t0TrnXvmzdvJjY2Fr1ejyiKI9a9nz59mpKSEtrb2xFFES8vL7nuXWZeIp9IZMaHuQ/R2AXGLjB0IixYfE/WOKZbxIpziGfegY4G6OsBHy3iy+8hBA2MTorNdxBLr4DF8cNJUCgQbRbc5mPUWlAI0C9Kj4s4MKYpDDdRY7fBvUkMxwP1M5hf/fpNDtZYMN/7LR+VgMLlbkSFgv/9139D+qbHpUNYv6ED0WIBkwXRaEEwdINod7tf8fx/I149C9Z+0Hgj5GxBsfM7CP4DBxn7xQ8c34ePH6Jax5VGEz/8P29QVHRuxoXPbGbdunX4+vqi1Wr5+OOP6ejoABwH2t/+9rd0dXXx8ksvs3rN6kk/OPv4+LB27VrWrFnDxYsXOXToEKdOneLatWs0NDS4fei8ffs2t2/f5tNPP2X9+vU89NBDLF26lMTERHl0eB5jMpmoqanh/PnzHDp0iMOHD1NXVzfkdnq9noSEBPLy8ti2bRtr166dcI3tWBgtw2e6hc9sJjs7m7/+679Gp9Px3nvvSX9/3d3dfPTRR7S1tfHiiy+yZcuWST2ggOOq+IoVK8jOzubxxx/n4MGDnDx5kpKSEurq6tx+NtTU1PD222/z2WefsW7dOjZv3kxubi4JCQmTkj8kIzNbcMqeGzduUFRUxEcffkRhUaHbNBw4ZE9wcDCLFy9m/fr1PPzwwyxfvnxKn9towme6VrpmO3q9nscffxx/f39+8pOfcO7cOWmasrW1lddff53u7m727dtHenr6lD3+9u3bOXnyJIcOHeLs2bOUl5fT2toq3c5sNktV73/4wx/Ytm0bW7ZsISUlhfj4eLmwQ2beIEsfmeGxGB0TKSovnEKH3jbsl/7gmGTprIf2ehS7f4iwYMnAapaxE7H6JvTds+lGM9jcQ5EF30BE14yEvm6HsHHFW+sudcy9iKJ9QAwpvcHXH8Ho8gFA6SU9VbPZzN2qGtTdZpRGG9xzQUab3c0L+Ws1KF2sj9LHm5zlyxFc5YGhC1wmO/Dxc1tFA6C7Bfrv3cZkuSefXJ6/xYB4/E3Ee4cJ0cebP1zs4/KFBsxmhzgIVMPKKB+ee3IdWzMj8DU0gbcSvDXu9/UAkpOTw3e/8110Oh1/+MMfaGpqkna1P/74Y/r6+vgL41+wefPm+2rdGQlBEMjJySEnJ4ddu3Zx5MgRjh8/TklJidsEEkB1dTXvvPMOhw4dYvXq1Tz88MMsXbqUlJQUWeLNI5yy58KFCxw6dIhDhw6NKHvi4+PJy8tj+/btUy57YGy17LLwcSc9PZ2XX34ZX19ffvvb31JdXY0oilgsFo4dO0Z3dze9vb3s2rVrSv7+vLy8yMzMZNGiRTz22GMcPHiQ48ePc/nyZWpra90Ouw0NDfzXf/0XR48eJS8vj61bt7Jy5UqSkpKkKmMZmbmIU/bcvHmToqIiPvzwQwoLh5c9QUFBLFmyhHXr1rFjx44plz3gED4ffPCBxwkfWfgMoNVq2bp1K4GBgdLEaWdnJ+CY/Hz77bfp7u7mr/7qr8jKypqy57B9+3bWr1/PuXPnOHToECdPnqS8vJyGhgbpdlarlZKSEm7evCnJn23btpGamkpCQoK8Uisz55Glj4yEePcq9LYhGjodwcjxOQgxWdKKktjTjPjp/0Xs6h34msbbCJFpoLg30eIf6Zjccd7AagND58BaE4AuGMHbC1EhIHh5ga//EIkixGcDomOiRumFELsUQeWSsq9SI6x4AvraB74mOhOzzc6dOzc4f/48BZ/+D/7VjXjZzNIEUGV3P/2i4yCWnJzM6h3Z+MYJCMp7wkbrDz4Da1sAQtACiEkEQzdYzBC0wCGdpO/RfE9cDdgkwS8MwXWlrb3GEUzt/H2jhTt3GzGaByZFti6O5Z+WepNgPY/iSC32wCgUD/0VQvjCAQFmM4OguJdb9GCJoNS0VL7zne8QFhbGf/7nf1JRUSFN2hw9epS+vj76+vrYuXMnAQEBo9zbxMnMzCQzM5OdO3dy7Ngxjhw5wpUrV6iurnYLZG1oaOB//ud/pIPZrl27WLZsGSkpKZMWDisz/bhO9hw+fHhWyR6YfStdc4nExERefPFF/Pz82L9/v1teSHFxMT/96U/p7e3liSeeIDIyckqegyAIJCYm8sILL7Br1y6OHj3K0aNHKS4uprq62m1dsKWlhY8//phTp06Rk5PDtm3bWLVqFSkpKdPyWpORmSxmu+yB2bfSNVdQq9Xk5eXxj//4j4SGhvL+++/T3NwMOKYp33vvPbq7u3nllVfIzs6eskYtHx8f1q9fT15eHiUlJXz++eccO3aM0tJSamtrpdvZbDbKy8upqKjg/ffflyZ/li5dSmJCIj7amYk7kJG5X2Tp8yDS24bYb0HQh7mHJx/7JVRdQWxvA4sNYeufoQxPAR+HvBCCYsBrUH5AS4UjwNjL8SYo+EcienmBxgvByxu8vR0NXKIdcDyWEL0YMXcXgsrbEeDsF44wWLTkfw1hxZcRvNSOqR9vrUN2OFF5o1i/V/pfs9nMnTt3OP8/H/DZZ5/xpz/9ie7u7iHful6vZ8nSZNasWSOZ/9FWgoSVTyGkrEXsbYPeNgiKRdC4TGz0myElHyHgjmNCymKC8BRHk9g9xPZacFkFsttFGvr6sdxbM1uyZAl7vpBNdMd5hOZWxOZWUN2E1V93ey5i7RXHpJVG7/j7849A8I9wzw6axyxYsIC//Mu/JCwsjLfeeouSkhJpyqaoqIje3l4MBgOPPvoooaGhUypWkpOTSU5OlkaHDx48yOXLl7lz546UCwKONqA//elPnDhxgtzcXLZv305eXh5paWmEhITIbTxzhNkue0AWPpNBVFQUe/bsISQkhN/85jdcvnxZOnheu3aNn/3sZ/T29vLVr36V2NjYKX0uCxYs4Otf/zpbt27l9OnTHD58mPPnz1NRUSFdLQfHYfTIkSMUFhayZMkSduzYwZo1a0hJSSE8PFx+j5GZtbjKnsLCQj766KMRZY9zjWu6ZQ/Iwud+UalUZGRk8Pd///cEBATwu9/9ThItfX19/PGPf6S9vZ2/+Zu/Yf369VMyse1ErVazfPlysrKyeOyxx/j88885dOgQpaWlVFVVSXlqdrudhoYGDhw4wAcffMDWrVvZsmULubm5JCUlybk/MnMOOcj5AUHsrIPqi4hV5xGvH4K6awgxS8BlekY8/TZiTSXYHCZC0HqjWLzNIVwAVN6IF38PXR2gUiL4+kB0CoqkPPDSOL5GqULsa0WITUNYmIeQvg4hNhvBx1+SNkJwHIr0zShSNyAkrkSIzhwIX76HoNE5vkbt6/i9EXZqzWYzpaWlHDx4kLfeeouf/exnFBcXu63bgOMgtmjRIh599NFxV68L2gCE4DiEyDSEuGUIYUnuz1elRrFwNULaBoSFqxAScxFishxBzve+Z0vrXUoKjlFR30anqZ92cz//cauHZqMoZfhsDOjGp6ncMR0FCEGBCHlPIviFSQ9lP/ErxM9+6QiUvnsJzL0QmYrgEoKNxeB4XGF8wmM2BjkPh7PSPTAwkMbGRlpaWtwq3UtKSlAoFJNa6e6J4ereBUGgt7d3+Lr348e5du0abW1t2Kxy3ftsZ7wBzdu3b5/ygObhmAsZPrMtyHkkxlLpbrFYJrXS3RNude8pqej0josOJpPJbbrQarVKde8XLlygtbUVi0Wue5eZfThlz5UrV/jkk0944403PFavT0cb10jMBeEz24Kch8NZ6Z6dnY1SqaS6utqt0r2urm7SK9094ax7X7FiBWvXriUiIkIq3xhc9242m7lx4wZHjx6V6t4VCgUajUbObJSZM8jSZ77Rb0XsrEdQ69wO/eL1Q4if/Ajx9B8QSy9CcynCii8i+AyYarGuBGpvStk0gt2EsPJLCBoX495ZBzotQkImQtpqFMmrEELiB6rUvX1QpG9Ckb4ZIXmVQ/hoA8YtIEbDKXsOHTrEm2++OarseeSRR9i7dy/PPffcmGXPuFB6Ifj4IfiFI4QkuEkui8XCqWuV/OT9E3x4uYILTb1cbDFyqbWf5PTFfO+732Pnrp1oawoRWqvBZgW7iBC7EGHpTsc0FIC9H/H4r6GxzpEb1N4KGhVC6rqBJjF7vyN3qf469DSDqcexZualHrVKfq5IH3D8sM7MzCQsLIzm5mYaGxvdKt2vXr0qVboHBgZOS4uWs+593bp1pKam4uvri0KhwGg0Dlv3fvLkSa5cvUJzczM2m02ue59lOGXPkSNHOHDgwKyVPTC2DJ/pqmX3xFyRPuBe6d7Z2TlipXtUVBRBQUHT8u/Wte49MzMTvV6PIAgj170XDNS9m81mvLy85Lp3mRnFVfaMpXp9xYoVMyZ7YGwZPjMtfGBuSB8nzkp3nU5HVVXVsJXuarV6UivdPaFQKAgICGDZsmVs2rSJqKgofH19sdvtI9a9nzhxgtLSUjo7OxEEAbVaLWc2ysx6ZOkzH+i3IjbfgboSxLIziJc/RohIuSce7rVqNZcjnvtIaszCZEGxbKtjNcgpZHpbofE6gl6PEBYJIQtQLNnhVqUuRKahWPYYiqxdjtrykIQB4TMNTET27Nu3j+eff35qZM8oWCwWTp48yT//8z9zvOA8VR1mbnXaudLWz8KMJZLw0el0joaAgDAICkMICkZIWYMifvnApFVvK+KJt6BrYG1Nkb0FRfJq6TZiTwvi//s24tmPoOKsQ+T5hyMERI26AjaXpI+Tmap094Sz7n3jxo1kZGRI0mm4uvfm5mYKCgq4ePGiXPc+S5hLsgdGX+maLcIH5pb0gYFK96SkJPr6+rh7965bpfvt27enrNLdE86699WrV5OdnU1AQAAqlcpj3XthYSH19fWYTCZUKhU+Pj5y3bvMtDFY9rzxxhseq9edsufP//zPZ0T2wIDw+dGPfjSrhQ/MLekDo1e6X7x4EUEQiI+Pn/TGxJEQBAFfX1+ysrLYsmULMTEx6HQ67Ha7x7r3q1evShNLct27zGxGlj5zEZsZBOXA5IaxG/uffoh4+reIRZ9C1U2E6HhHwLLzoO/tA0XvgdklTDhh0aDbaME/FGHRFhTLH0exYjfogt0nRLy191qypjdEeLxrXK6yJyMjY0aubLoKn6KiouFr2XcN1LILIQkISXkoFm9HkbkVIXoxuEwMib2tiC13EBRWBKUA9n6E1U8iRC8aCNu+UwBXPoc+g+O/5nqEtBUIkekDt+lqgJpL0NUANguCUgVKL/oMhjknfQDi4uJISkqiq6uLmpoa6QezzWbj6tWrtLa2Eh4eTmRk5LQeclQqFXFxcWzcuJHMzExCQkJQqVSYzWaMRqOb/Glra+PChQucO3eO2tpaLBYLCoUCnU4nX5WfJuaa7IGxZfjMFuEDc0/6OImMjCQ5ORmr1Uptba30mrBYLJSXl1NdXU1gYCCRkZHT+n14eXkRHR3N6tWrWb58OWFhYXh7e2OxWDAajW7rCd3d3Vy+fJnCwkKqqqowGAwoFAp8fHzQaDTT9pxlHixGkj2jTfbMpOyBubHS5cpckz7gyNZJTk4mLi6O2tpaWlpapOdvMBikie34+HhCQkKm9bl5e3uTnp7Opk2bSE5Oxt/fH1EUMZlMQ6Yq6+rqKCgokFZqAZQKJf4B/nLdu8ysQpY+cwVDJ2JTGWJVMWJ7LUJgzMCEjd3mWN1qbpGqydF6o0jbOJC14+OPeP0zBLUSIXwBQmwKQnIeQmgiKBz3I/gGOrJoIlIcE0CDa9NnALPZTFlZ2bhkz969e2dU9sC9la6Tp4YVPosXL+Z73/seO3fuHHkcVOXt+LtzWYsTtAEIsVkIMYshPAECQ1As2ekIdHZOdBW/D+XFAxNdPt4oNuxBCI4fuM3ljxA/exXx9knEplLoa0cIiqPPJs5J6QOO8NX09HQMBgN1dXUYDAZpnaq0tJT6+npCQkKIjo6esmaIkRAEgaioKNauXUtWVhbh4eF4eXlhs9kwGAxuB7Ouri6uXLlCQUEBlZWV0iFer9fLV+WnCJPJRGVlpSR7fvnLX44oe1JSUti+fTvPP//8jMoe8Cx8UlJSZp3wgbkrfQBCQ0NZuHAhANXV1VJRQH9/P1VVVVRUVODv7090dPS0vyac2RR5eXmsXLmSiIgI1Go1VqsVo9Hodrju7e3l+vXrFBQUUF5eTl9fH4Ig4OPjM+v/DmTmDuNZ4woJCZk1sgfmzkqXK3NR+oBDXMfHx5OWlkZbWxv19fXS52WTycTNmzfp6OggPj6eiIiIGXl+ycnJrF+/XprcFkURi8VCb+9Ak7FzNe3cuXOcOXOG5pZm6TOon5+fnKcmMyuQpc8cQKy7hnjpA8TCdxFPvgsNN1As3eUSsKxGrDoHTTVSbbggmhByv+ge8KvxRVi4CsXK3SjWPosQkSIJn9nGYNnz2muvjVn2LFq0aEanIzxN+IxJ+HhA0PghhMQjxOWgWPQQgm+Qm5gT666BqRNBBQJ2hJgUhOxHEXQDBz/7iX9HLLsCra1wtxy6ahDS12NQaCXpE+bjuM9ND21j6RyQPgAhISFkZWUhCAL19fV0d3dL0zSVlZVUVVUREBBAbGzsjF3Zdh7Mli9fTnR0NN7e3vT399PX1yd9WAPHwezGjRucPn2a0tJSTCYToiii1WpRq9Xy1aNJYDyyxznZ8/zzz7Nnz54ZlT0wN4UPzG3pA46DVFpaGhqNhrq6Ojo7O6X3mIaGBsrLy9FoNMTGxk5p+8xICIJAYGAgy5cvJz8/n5iYGHx8fOjv78doNEq5Z+C4kl5aWkpBQQE3btyQXvcajWZGX9syc5uRZM9wa1xO2bN79+5ZIXtgbq10uTJXpQ84pqKjo6NZsmQJBoOB2tpaaY3WeRaor68nLi6OsLCwGREozsntNWvWkJ2dLf1stdlsbk3Bdrudjo4OiouLOXbsGA0NDZhMJhQKBXq9Xp7ciicxeQAAIABJREFUlplRZOkzyxC7GhBUarcqdfH8f2H/0y+g/q5jgqO3CyFnB4I+ZODAb+qGltuOLJjoBIhKRZGxWZr0ARAiUh3/6cNgittGJoqr7HnzzTfHJHtcM3tm+g11KoXPWBAiMxDilkJUKkJINEJyPoqYJY71PoDeNkcYdFvrwNdkb0RI24ShX8G7775LR3M9T6f5sCTEi+UZiSQuiEDtq3M0vc1y2eDn50dWVhY6nY6Ghgba2tqkSZq6ujpu376NXq9nwYIFaLXaGZMnQUFB5OTkkJeXR1xcHGq1GlEUh4QGGo1GysrKOH78ODdu3KC7u5v+/n7pqvxUtwbNRyYie2Z6jcuVubbS5cpclz7geF2kpaURHBxMU1MTra2t0kGrpaWFsrIyRxZFXDz+/v4z9jyd74WrVq0iISEBrVaL3W7HZDK5ZVM4/z2cPXuWK1eu0N3djSiKUrC8/B4jMxbGI3uca1yzSfbA3BU+MLelDzh+foWGhpKTk4PVanWbprRarVRWVnL79m3CwsKIjIyc9oltJ0qlkqioKPLz81m5ciUhISEIgoAoinR1dUnTPaIo0tvby5UrVzh8+LCUB6dUKqWLdzIy040sfWYDva2IjbcRqy4gXvoQwS/CMZnhXO0RBMSLH0tV3thFhMhYhKiBLBd8AiAwHEX2owj5f4Yi5/GBg/4cwCl7nAHNr776KhcvXnS7MgmOD9wZGRmzZo3LFavVyqlTI690ffe732XXrl1Tm/Cv8kLwC0OITHcEbS9Y4vY6EDvrEOtvIPQbHC1hoohi3Z+hiMmiz2Th3XffJdDUyP+3IoyvpwUS01+Ppr0MRUgsgn/ktIZ2T5TBle7OdiwYqHR3/uCejkp3Twyue3dO8YxW997e3k5/fz8atVz3Plach9ujR4+yf//+EWWPTqeT1riee+65WTHZ48RoNHL27Nk5N+HjZD5IHxiodI+Kihqx0t1ms01bpbsnnHXvq1atIjU1FZ1OJ2VTeKp7b2trc2sVlN9jZIbDKXuuXr06akCzc7LniSeemFWyBzwLny1btvCtb31r1gofmPvSBxyTinq9nuzsbBQKBVVVVXR0dADule5+fn7ShbuZwlVerlu3jvDwcOk9sre3d9i698OHD1NZWUlPT4+UpzaXfu7JzH1k6TPT2G3Yj/8a8ex/IB7/Tyi9guDnixCf48h1AQRdMOLF34Ohz/F74REI0RkIMVmS9BG0/gjRixGC4xA0ulk/keFkONlTXFzsUfa88MILs2ayx4nVauXkyZP80z/904gTPlMufMaA4BuMEJXhyATyC0AICESx/EsI/hFSe9d63w42L9Ch81biZbUidLUiZK5DCE+W1gHF7iboakRQqEA1/cHeozGWSnez2UxkZOS0Vbp7wln3vn79elJTU6VDlse69ytXpOBDue59ZAbLnl/84hejyp7ZssblilP4/Nu//ducFD4wf6QP3Kt0Tx650v3WrVvTXunuCWfd++rVq6W6d0Bq/HLirHsvLCykqKiI5uZmue5dZgiusueTTz7hjTfeYP/+/R5ljzOz56mnnpo1sgfmvvCB+SF9nGi1WhYvXjxipfulS5dQq9XEx8fPyBqtK65175s3byYqKgqtViut7bv+W7DZbNLktvPng0KhwNvbe8bPBjIPBrL0mU6sJsTeVgS1S0CyzYL9/X9ArCwH2z0zbO1EkfO/BiY0lCowdzsO6Ys3o1j5JIqMLaCeO3JnMPcje2bLZI8Tq8XKyVOehc9UrnSNF8E3CCEqA0X6ZhSpGxD8wkChlKTPFn03y0J98FY6rk4L0QtQ5H8VISBSug/xwu8RL74P7TWIpl5QKBC8fd3WEmcDs7HS3RPOuvdNmzZJoYFKpVJayRiu7r24uJiGhgasVisqlUo+mN1jrLJncEDzbJM9MD+ED8wv6QPule69vb1DKt1LS0tpbGwkLDSMsPCwWRHG7jwsuda9K5VKrFbrsHXv586dk+veZSQGy57XX3+d/fv3jymgebbJHhh9pWsuCB+YX9IH3Cvdq6qqaG5ulirdu7q6KC4uRqFQTGuluydc6963bt0q1b0789RczwU2m42qqipOnjzJ1atX6ejoQBAEVCqVXPcuM6XI0meqsfcjdjZAXQli6QnEG0dQxGYPZO0oVdDXilh5GfrvHeh6ehBWPHJvxcshdYTIdBTLHkNIykcIib/X7DT3hM/gzJ7RZM+jjzzKvhdmtnrdE1bLvQmff54bwmcIXhpJ1Dilj6ntLjYRTDY7el9v1Ct3okjbgKC+9z1YDNgP/Qzx8inEG4VQWQAqBUSmugeHzxLGUukeERFBRETErDnIuNa9L1myhODgYKnu3WQyuY0Ou9a919TUYLFYUCqVD2zd++DMnrkse2DuhjYPx3yTPk4iIyNZuHDhkEp3s9nsVukeFRU1a+rRXeveV6xYQUhICF5eXlLj13B17wUFBVRXV2MwGFAqlXLd+wOEJ9njWkIwXPX6bJQ9MLczfAYz36QPeK50NxqNXLlyZcYq3T3hrHvfvHkzycnJ+Pn5IYoiZrN52Lr3s2fPcu7cOdra2hAEAaVSib+/XPcuM/nI0meKEbsasZ/4FeLJ/YgFf4SKawgZeQiB0QOZPdoAuPIJgpcSISQEISYZIWklgl/4wG3mqORxMpHMnn379vH83tkpe+DeStepkYXPtGT4TCJO6fPp1RoO1xq50W4kedlyFjz0DbwiXFa7aq8iFvwndN87RBuMEJuKkJA7IIasZjB2OaTmLJj+cVa69/X1UV9fP6sq3T0hCAKRkZGsXbuW7OxsR927yku6Kj9c3fvZs2epqKjAYrEgCAI6nW7WyKypZD5k9gxmrmf4DGa+Sh8YW6W7n5/fjFS6e8JZ956fn09+fj7h4eFoNJpR697LysowGAwoFAo0Gs2c//uTGZ7BmT2vv/66VL0+WPaEhISQm5s762UPzI+VLlfmo/SBgUr39PR0WlpaaGhocKt0v3HjBh0dHSQkJBAeHj7Dz9YdZ937hg0byMjIICAgALvdjtVqHbbuvaioyFH33twMOD7/yXXvMpOJLH0mG5vlXjPWPUHTcRfxgx8gNreCCIgieNlRpKwbyOzRh0JvE0LSMoSc/4Vy0wsIIYmz4rB8v7jJnt+MbY1r37597N27d1Zl9gxmrmT4jAen9Kmvr8dih+oekaVP/DmL127Dx3fg+xCvfQ63z4Lx3vfs441i03MoohZJr1mx/hrilY8R22vB3u+QQcqZzf4ZS6V7YGAgMTExs/LqtVT3nuuoe/fy8qK/vx+DwTBs3fupU6coLS11ZALZ52/d+0Qye2a77IH5s9LlynyWPuBe6X737l26urrcKt3v3LmDRqMhJiZmxrMoBuOse8/NzWXVqlUsWLAAHx8fbDYbJpNp2Lr3s2fPSnXvgiDIde/ziOFkz0hrXKGhoZLseemll2a17IH5J3xg/kofcEw+R0VFDVvpbrFYKC0tpa6ujoSEBEJDQ2edJHFObjsv3gUFBQGOCwKude+iKEp170eOHKGhoQGLxYJCoXhgJ7dlJhdZ+kwSYlcjVBcjNtxECEmQDr+CPhSx7AS0NTqEDyDYDY52LfVA8ryQuh4heTVCRAp4a+f0VA+MIHsujp7Zs3fv3lk72eNkLMJnVq90jYCr9HGybds2srOz3Q9khk5EuwnBCwTRihCfjmL5FxH0YdJNxFNvYj/2DuLVY9B8ExARgmNmvFHOWWPs6+tLfX291IIFs6vS3ROD6969vb3HXPdut9sdKxlqzZyvYp5oQPOzzz47q2UPzE/hA/Nf+oB7pXtjY6PUggWOHC6p0j1+ZivdPeFa956YmDimuvfLly9LBxhn6PNcf495EPEke0Za43riiSfmhOyB+ZPhM5j5LH1gaKV7VVXVsJXu4eHhM1rp7glna+yqVavIy8sjNDTULadouLr3gwcPUldXR19fHwqFQq57l7kvZOlzn4idDYjlZxEvfoB49Fdw+xTCku0IPv4D4kYUEW+cQPDXI8SlQNJKFMmrwFuDNBE0T3DKnsOHDw9k9niQPbt27WLfvn3s27dv1sse8Cx8MjMz5+SEj5OxSh8hJAFF2maE2CXgH4yQsg5F9CIpp0rsbkI88nNoanSEk7c2gqkJITnfMdU2w7hWujc0NIxY6R4dHY1er5+1Bxdn3fuaNWukundwXIV3/fc2uO69o6MDW79NWsmYbVfFRsNV9owls2fbtm1umT0zWfM6Fuar8IEHQ/rAQKV7dHQ0ra2tNDU1Sf8mXSvdY2Nj8feb2Up3Tzjr3levXk1KSgq+vr5SNsVIde/nzp1zvMfIde9zCqfsKSkpcVSvv/4Gb+9/2+Ma11ySPTA/J3yczHfpAwOV7suWLUMQBKqrq4etdPf39ydmQcys/VnvFFgrVqxg/fr1hIWFoVAopH+Dg+ver1+/LtW99/b2olQq5ZVamQkhS5/7peoC4u++hXjjAvQZoM+AEJWAEJUmZaAI/uGIraUIOY+ieOivUCx9xDHNM4+Ez2DZ89Of/tRjZs+uXbt44YUX5ozsgfktfGAckz4ACiWCfwRCwgqEiNSBYHJALDsNlz+DXsf4LYKAYvUTKBauufe6B8x9iHevgsXoWP2a5lVGZ6V7eHj4iJXuJpOJqKioWVHp7gnXuve0tDR8fHxQKBQj1r2fOHFCqnvv7+/H29sbn/+fvfOOj6s68/733JmRZiSNmmV1yZIluQp3G8sGywabYjtAqAEW8sJmgVCSdyHZJPuSstm0TYFQN2RJNiGEQEJCNeAqGyz33iTZalbvdTSjafe8f1zNaMa2qsfCluf7+cwfmjlz5ozm3lN+5znPz2S6qL8jjC83roEYz4IPXD6iD/RbumdmZg5o6d7R0UFyysVh6T4YJpPJz+7dM8YNZPe+c+dOdu3aRVNTEw6Hw9vHXArj/OXGWZE9L7w47sQeGN+CD1weoo8Hk8nErFmzCA8Pp6KigpaWFqA/N86BAwcuGkv3wfC1e1+1apU30b+qqgPavW/ZssVr967T6YJ270FGRFD0GQnOXnD0gD60P4pH0SP3vg0+u17Ym1Hm3tS/EA4JQ5lxLWLyYv8IoHHA5SD2wPgXfGCEos+gFbUh3TaE4gKnFREVibLiYURCtvfalxV7UD/6ObL2KLjtWt4fo1nL+zOG5OTkkJqaSmtrK7W1tRe9pftg+Nq95+bmEhWlRRAMx+7d5XJdtHbvoxV7/vmf/5n58+dfEmIPjH/BBy4v0QeGtnQvKSnRLN3j44mPvzgs3QfD1+59/vz5REdHoyjKoHbvO3bsoK6uDrvdHrR7v4gYyTEu3wTNjz/++CUl9sD4F3zg8hJ9QJvvTJ8+nfj4eCoqKs6ydN+3bx86ne6isXQfDF+79xtuuIG0tDTCw8NRVfUsu3ePMcCnn37K4cOHaW9vR1EUDAZD0O49yJAERZ/hYOtENpQgT2xC1hcjkmf0R/GYopCtpVB9Egx6RFIyTEhFueJGTRzyoA8Zl2LPxo0befXVV3n22WeHdOO6FMUeGFrwefrppy95wQcCJ/qImBSUGSsRqTMRoaGIrEWI7CWaqAPgcqAWvIw8sRMqTyJPFUJ3HSJtDiI8NtBfa0gyMjK8lu7V1dXe3fiL2dJ9MPR6Penp6VxzzTXDtnvfvXs3VVVVOJ3OiyZp4Jliz8svv8z27duHLfZcrKHd52IowedrX/vaJS/4wOUn+njwWLo7HA6qqqq817DD4bhoLd0HYzR27zt27OD06dPYbLag3fvniJSSrq6uYefs8RV77r777ktK7IHLQ/CBy0/0AU2EzsnOYVLGJKqqqvyO6vtaumdmZl5Ulu6DYTAYmD59OitXriQrKwuz2YyqqgPavRcWFvrZvSuKErR7DzIg5x1PLCsrke3t3iTFY4Fma54WcBFFNjVBXR3SZ0ccuqHtMLLkU2TxEURsFKouBUL6J98iZDpSbEIY4yB9JSIrD/XEqeF9l7AwRHY2BDq022JBlpcjfQbxQKC63XR1d1NTU8369Rv48MMPsVgsTEEiheCElNjRFmKTJ09m6dKlrF69mmuuuWb0k3q3G1lSjOy1D102gIjJk3GZTHxWWDik4DOSaAJZVobs7gJ1DO+ZxEREfHzArzNZXw/NzQNfZ8k3grMXWVqDFH1iUm89FO0AW59A2NMLFeXIw4eREzp9a+dcRyBFVBQiJQUCuGCYP38+33nkESY0NbG3sBCbtcd7LKp23YdssFpJuO8+pk2bFlAxRBiNiPR0CLRgaLNBdTVzgDk33MBN6Wls2LCRPXv20NDQgNXa47cwo7qKY6//iZZNmzh91VJWrVxFRkYGkZGR6If7fYVAZGQgznNXrbe3l+rqavbv38+GDRvY+Mkn6BsaSBKQpPRfDwaDFtack5PDtddey7Jly7SJXVUValXVebUBQCQlISbGgz6wRw9lXZ12z/T9/91uN1Xl5Wx57Y+0b93GDIcdFAFobkp3rljBF7OziTl9GvX06VF9poiJQSQlBfSeAZBtbdDQgPRJ7jsYhtpaJrW3M8/nd0xuakI5cgR1mGH4Ijxc+y6B3tW0WJD19cgzRMVAMRV4/KqriK2qYtOmTVgsFhxS0uBwUFBQQFdXFxaLhbVr157/AsXhQDY0IPuOPVwodMB0YPry5XwxM5NP9u9n66lTHD58mJqaGr9FSkNDA2+99RabNm1iyZIl3HD9DVy5+EoyMzO9bjbnRFWRzc3I2toL+l3ORERHa/PMAIvfsqMDqqoCPjcbDBEeDsnJdEtJSUkJu3bt4p133mHXrl1+uZlAE3tiY2PJzc1l2bJlrF27lgULFpy74p4eZE0Nsi96bSwQoaGQkIAYxj0ylODzjW98o1/wsdu1e6a19UI1/SyETgexsdp1FkB0QJTDQXRlBeqBAwGte0CE0PrmKVMCW6+UYLGgnjr3mioUWDVxIjF33cUr7e2cKivD6eibp3d1cugPf+Djjg4m/NM/Dd7PnIEIDdXWZoFOmuxwIEtKkD5Ht85FCHBdfDzL77qL3RkZbNiwnoMHD9LV1Y3N1t+vorrhxHG2lpRQ8c4/uP76G1i1ahVRUVFERESgKApCr4f0dER0dGC/i9uNrKhA+jiQXWiEokB8PCLQ4rOU2vjf0BDYegdDCEREBCInZ+w+UsrzU2vc//UzZGHh2C5gV61E99XHICSwg7H67juor70GDp+bUWmCpDZ/ecyWCC1RoPouSDuASGBkCRlFZga6H/8k4BNYefQo7p/+FAJ8MzqcDuoaGqhqasTpcvu9piL5vw4XpszMwIg9Hnp6cP3fr0P9GN6MgPrUU2y32/mPn/40YIIPgPsHP0AeOgRjOem7/XaUW24ZtNNvampi7dq17N271/vcr371Kx544IEBw2Pdr72G/PhjGMlCSdcE5naIUEEnwCmhJQYccXhvtFAgxg1OBboFONE0IEAsXIjy4IMBnyip27Zh+e1vObVrJ22WbtQz+rT4qCgmp6cTHhbA40LJSeie+BriiisCVycgy8tR//u/kUVFfs93dXdR19RIc2cnDufA11+owUB8dDSpSUmEmYYZMaNTUP71SZTly0fVZl+xZ/369axfv576+npMwNdNRpafcZ+FhYaSNGECifHxGEMDHzEg7roL3S23QIBzArhfew35wftg04QSu8NOZXU19e1tuN39Gw5CCFLj4piUknrebh3iqqtQ7r4bMWnSedVzJurmzahvvgn19cMqb+u1UV5VRUNf8k2A9Ph4MtPS0OuHN56LnBzEvfeiDLQQHSXy2DHUP/8Z6ROFdCGw2qxUVlfT0NFOi8vFG10W1vUJgDNnzuSRRx7htttuIykpadSfIRsaUN96C7lxY6CaPTSKQKxZS8PatWzevJlNmzZx4MABv8gmX6KioliwYAE33ngjS5cuJSsri4kTz5Ho3+FA/eAD1P/93zH4Ev2IK69EefRRRICj69TCQtQXXgCLJaD1DkZvaioV+flsbWkZttjzhS98gfnz5w9arywuRv3Nb5ClpRey+f7ET0S5/Q6U1asHLTbSCB9ZX4/6xp+RBVsvVMvPJsyEWL4C3aOPnndVu3bt4pprrsFmsxEB3GI281/TpxE/MX7I9w4b0fdQ6F/qeIL7hUBMnYLul78K3OeBJiwcPYr76acHLSalSmdXFyWVlVjO2ITQ63SkTJhAdubk4X9uQjy6H/1Y22AIILKxEfeTT0Jn59CFfVBVlbaOdmoaGmgdZL4tBBhDQkidGE9yQqKWKy4iAuWJJ1CWLj3f5vvT3Y37Zz9DHj4c2HoHw2BA3HIzui//n8DW63Ti/vOfkW+/Hdh6B0MIRG4uup/+dMw+8vwjfU4UwbEj3gXZmJCeBn7ROIFBVhRD8WGw+YgZCmDUwQSlv5PrroPj1RCAJsiOdqTTGfCUzrKzEw4egF7b0IVHQAiQAWScY8fYDdy/8jrmfvGLrFixInDh+i6X9l3GcAcG4OD69fzntm3sPngwYIIPgDx2FI4eviDX8IDMmwdnHL0LCBUVcOgADHOnH9DuoyggQYEoARYJp5rB0dxfJhYw6cAmoV5ChwQ7IEGaTOCzgxwwmpoIO1nMbNUN5zoa5HZBRXlgP7OxHtnREfiU7t3dyCOH4WSJ39ORfY9poaFD72DZrFBeNvzPFAIaG0fcVA9Hjx7lD3/4A++88w71PiKCDsg1hnJtxDnuta5O7XEhqFh4Qfpmysvh8CHo2+kLRYsCmXqu/tJmhdKT5/2RckIsXIDdeNnQ0Nc3Dy+ixATMBGb6/pbWHigpHugtZ3+mtQdx440ja+hw6u3sQB49AsePBbxuX8KAGcCM8HDqXS6299q9c47jx4/z3HPP0dvby3333UdCQsLoPqS3V/ufHr+wApYfQsCUqaSkpHD//fdz/fXX89lnn7Fhwwb27t1LZWUlHR0d3uKdnZ1s3ryZXbt2ccUVV/DlL3+Zu+666+wNBrcbWVU1tt8FkOHhYL8A0cXNzdqYeSHqHoC64iJeLizkj2Vlg4o9+fn5rF27dkixx4Ps7EQePgSVFRei2eemJhq5ZPDF66iOdNlsyKIxvmcMIZCSet7VSNWN224lTKcSEgJhqiDe6SC+qRGaGjWhJoR+0UaiiTW+U1AD4DvEuoAe+td2njoi0Dbr9IBDgk/XL7s7kFUHkS2Vfe8RCPNERLbP7+WwIqsPIXvaQGdAGEwQnYKIz/L5bAeyvVr7UCmQtaVw4uig60wBRANX6nVwrrmCtWdkv21djH+u1kBhs2n3/wjnsAoQ1/c45/c7k4527QHaXK+5efDyo0C6XH1j5hjeMzodBHiTFNAiysrLxn6ckWO4DiQAos+4oLdbcxLq3AvpwCn6O0MVqHBDdF+0gUVCx9j+SJcKihD8+3e+g5g8AjX9IuZE0QlvklsPM2fO1ASfNaMTfIKg3VPtQKeqrYDcaBMMDzogWYEIAVEKTJRQqUK5qt2DQcYl5eXlbNu2zU/wAW2iHmq4+HMpDRdVVZFSjjAmNMh4JCwkhISJ8Zjb273RMM3NzRw9epT6+vrRiz4XAQkJCdx+++1cc8017Nq1i08++YSdO3dSUVFBq88GTk9PDwcOHCAzM5Prrrvuok+6einS3mPhZE0tNh+hySP2zJw5k/z8/GFF9lwqtLe3s3//fpp9FrrnPNJ1KaC6NaHEYQOXHWEwglmLiJOqxNHVhHqqkMiSndwzWY9TFZQ3O8F3L8QATFG0FZ9OgF1CmQoe3UFBW+Ms9FkStqmwz90/N1OABAG5PmVaVWh194sxvd2on/0euePjvvcoiCm56J7oF31kVxPqR79AlhchQgxIcxRi4S2I67/RX6a7CXXjcyBV0IVCTYu2O+K7t6gARrTPlmjzShcB2YwPEmS8EhR9uptR9/8duf3PyJYGyBBQC/hG3rYBtSpYJTRLTf0OchbjLW3YnXfcSdO8+fzPn/5EZWUl06ZN47vf/e6oI3wudkJDQ1m2bJnfsYKsrKwLl9BXxf8+82BGm4Do+q4onQC3HNtowiBjztVXX83ChQupqKjAarViNptJT09n2bx5ZJ84PuxokouVlpYWysrKiDh1igy3mwBnCghyCRJpCuPaBQsp6u1l48aN2O12Vq5cyVe/+lXmzJnzeTcvIMTGxrJ69WquuuoqDh48yLp169i+fTtlZWU0NzcjpSQlJYX8/Hwmj5MNo4uNCKOJxEQTnD7dH9kzM5dl+cM7xnWpkZmZyVNPPQXAm2++6b2vvvGNb7A00EdczgchQTrA0qKJOoqCiE7pf73Xgjy9H1l7DHpakQ4bIuUKxKK76eruori4mPo9n7Dg6GtMNwieuSqRRquL14600dLpE9mtA1KUvlxxQLd69urvzEwfnqigESHB7bMzJwDljJx4UgWHDRwupMMFbjdYz4jWtbYjd68HTwoJq9SikHxFnxBglk4TelxSE7BOq1pEuAcDmjCk9j3c9B9HCxLkMuSyF31key3quhfB2teb6ARkKnBc9Y/2KVaDCvIQSMDhdBIi5bjIHG8ymXj88cfBaOSTTz7hkUceGbeCD0BUZBQ//vGP/ay9DQYDOl1gE9kOiQ5tkDdKMAjtiFeD9IsGkl1NUGWFyAREZLzXTS/IpUtycjI33HADxcXFdHd3s3jxYlavXs2yefOI/v734NNtn3cTR4VH7Nm6dSvvvfcet546yVfCTIQqwVifyx0hIG9JHhGLrsRsNtPW1sZXv/pVFi9e/Hk3LeBERkaSn5/PooWLOHb8GOvWrePTTz+ltLSUuXPnsmzZss+7ieOWxNhY5k/KYHNvLzOmzxi3Yo8vHuHHYDBQWVn5+Qk+nhw4Ak108DsuJZGuUtRtv0X2tCMi4xHXPwVCGxtkVwNqwW+QR/vyLIbo6ZlSS5HIYueOnbz3/nt0nCjkf/InkjhROx5sUCAyRMFvi0SiRUmH+ny27ozXz9xUG43oI6V2DN5bhwDdGXMy/grrAAAgAElEQVQz6Qan3a+MMPiki5ASXI5+wcfTPt9ocM9Rs1ifMbRbBV//BgWIFZCr0yKb7GinNE7Js+vRo/02bvrFoSBBxiGX30qpuwUiJnidv0TSNMSkqciSI/3JqCcooFf9FeGg4DMkUko+/PBDJuXnk52dTWRkJMolvrAJDw/n8ccf55prrmHGjBnjVvABQHDeCWMDQhtgUyFJQpwCDar/Dg8SeeRDZE8JpOUipi5HpF6BiIg7e1cpyCXF1VdfTU9PD9HR0f1uXBYLY5fyPHC0trRSWlbKtm3beO+99zh8+DA9PT3cEG6CsPFrTx5k5MyZM4cnn3wSq9XK7NmzP+/mXFBMYSYWLlzInDlzuOOOO1i/fj0JCQlMnz79827auCUqMpJly5ZhmTOHNWvWjGuxx5fMzEy+/e1vU1paOvaCjw4tOsUAhAltDdEo/Y9LRblBlqF+1Jc7LyMT8h8CU5T2tz4UInwcp1xuTp84wrf/+m22b9+Oy+ViWoygy9mvUuiFIDLkzOgatI00j95xrmgXJ9Cu9h+V6j4julqibcA1+iyGus9QinR6RPxkyOpz2tMZECkz/MsoBoiciIjt1o6uGcP8v6PqBtsZBjRSni3EnHni+1zCkBEIFdrDawZ7Rs7WTAUmCi1SyCKhRQXf9KEuO7KpVBPijJEIUyQYA2vuECTIWHHeoo+IikSGRYypZTvmyBEr0LKtGtlQDBX7UPIf6utkBBiMKCsfR635OrLXCT0CugREyDMWmheImBi4EMKIwQBRUQPWrUoVq8OB1eFAHcZvF6LTYTKEYLHbcQ+QeMotJd/81rfIzM9n9Y2ryVuSR05ODhMmTDg/8UcIiI7xut2MGUYjIAgPD2fhwoWBqzcqWrPodo3hdkJExIW5zsLDITLqwogtjWgTkR60HSrPIB+mIosLoLcDSo7BsQJY8c+IuV+E8PPIB2E0ateZ9QIk7xuI6BgIuQD5agwGiI6GQDqNDYWinLcleHJyMg8++KD/k0IgIqOQY/ldAMJHd8/4ij3vvvsuR44coccnibJFlTS6XFgUBQGYDAaEEPQ6nbiH0RfrFQWj3oApxIBumPediIwCfeD3eITRiIyOvjAJLwciOgZCL8Q9E6L1zWN5nUVFQ587XkBFD51OcwQd0/tfjMjpzmAwMHPmTGbMmDF4QSG0xPpjff8PMn86L0JDtTFzDG3OiY5m3uLFLAh0BNnnMc5ER8MITEISEhKGlxtLp0NERg5znJGguECo2hEtJKh6UPuOwgs0QWeGC0I8R6rQ3Egtff2wIsFwRliJ04HsrEf0iT5SZ8BtjEZB21R1OFVqa+v5bNth3H1DhdUFRW12okN0SKGghBsJiU+kV6mgwdchtszdP4fy5Cd1abk4TQYDJkLQN/Qdl3LTHxnkOd0v+p6r9vk3uNGy84N2nyamI5bcj5h7S/9zZwgkIiIWcdWXobMBHFYQCiJ9rv+/1xSFyJ2vRQ25XdDUjTxR3++YrJNgVrVj/wLtN1AUMBn7/516FSJ9w8MBVQdhPnOUEBWinWAWWlqBOMCkB5sBomJAp0Na2lA//oVmvBKTjJg4GTH9Wv/E01KCyw6GYcx/dDrt/h/LhBjh4YG3nkdzGB3z+7/PjeyCEBExtt9FoM0BxpDzF31WrtKyz4+h6CNmz9ZunOGgupGV+1D3/x32fYy02CBuEsqCO0Cn9WZi2gqYfyPC4YZGIzjDYeEY3ZAJCYjzXCidC5GcjLjn3rMyxNvtdioqKykuLqauoZ6mjk6/RMXnIjY6mvy8pUyaNInSkyXs3reP9s5Ov2NAoPWp7W43FVu2sGXLFvLy8rj++uvJz89nypQpJCQkjO6oUGgo4s47oa196LIBRGRlgT7wYoZy443IadO0s8xjhLjySsS5HKnOt95FiyDEMHZCiXRD7wFkR7fX/Uw2NyPaapBux3kNoyI7G3HHndDWFpi2DofYWERycuDrjYtD3HQzzJ0X+LoHQlEQOTmBr9dgQKxcCSkpQ5cNIGLRIsQIJkqeY1wesefw4cNYz+HQsdvuwN3WjlGnI2vSJK5cdCXh4WEcPnyEY8VFWIZYDBpDjcRERZEaM4HMzAwyMjKJHGKxLaZPh9jYQcuMBjF1KuLOu8b2nklORqSlB7xakZSE8oW1yAvhDDIQZjMiNzfg1YrISET+ck0gGysUBTFv5P3NkEfB9XrEnDlw3/2jbNjoEFNyEBcgsldkZSHu/aexFUqTkxAXoP8UiYmIL34R6uqHLhwooqIQM4cQCkdb7zXXQLyPxbnqAluntr6JiOt/3t6GrN8FzjbQuUCvQ5inQsyi/jKOGmTrxv7NvagQxLWzIbIvkk9IsFciGzf3/S004aKnHVVV6e7u5uSR41QfrMBU1U2PS6XT7uZIa683zSFAa6/ktZIuNtTaSUibxKq1tzAxMZOw5jf4w7Gj9HjGoAGMNfV6AxOio0kKiSRr4mQmZWQQO5pk6kJASjIiJhUGe7sxEmXWmoFf1+kR6XPRfeWPWgJrew+yugoit4HsE2GFBL0FQjpAcWoPqYPp2f31SCs4DoC7QZtrSwGJaTA/r7+Msw1Z/x5epcigQ1wxA668UhMzIiOhtxF5Yg/0auFRMtyIouj6RR+pIjvqkSc2QkwKInwCmOMQUclnH22jr2++596xFX1NpgtjsGM0oqxZg5wxM/B1D4RejwjkJrwHnQ5x5eL+Ez9jgRCI9MDPZQb9SCnHMkTnc8Blx/3b+5BFB70/pkhLR3noj1rn5Jlw9HZDaET/3+MMu91ORUUF+/fvZ926dbz//vt+u88DERsbyz333MP/+3//j4SEBKqrq3nuued4++23qa2txT0M4WL27Nlcf/31XHvttUydqlm66i/ArnOQywCXA/dHP4WDnyDbWsGlIlJSUO7+BSJjQf9Z+I56hCFUC5MOHvkKcgHxij1bt/HuewOLPb4IIZgyZQpf+9rXuOuuu5gwYQJbtmzhhRdeoKCggM7OoW3oJ0yYwOLFi1mzZg0LFy4kKyuL6OjocZFPLUiQIEE+F1wOZEcttJ5GdjVCcwVExKEs+4q3iKw9hvrmN5DlpdoTYaGIvFvQ3frj/jKn96P+/hFki7ZZKczhiGu+jHLdk/1lao6i/v1pMIRCaBgyPhtLzipKOmHnzp188P57HN69HT1u2nolzgHSTOj1erKzs3nkkUd46KGHUBSFAwcO8Otf/5qNGzfS3j70hml4eDh5eXnccMMNXH311WRmZjJx4sRR/AMvEhxWZNkuZGulFlEkJSIlV9vk70M2laL+9z+BzYp0OhFGI2Ltkyh592kFVBeybCfuXz/gfY+IikC571eI6df2fY4N9dB7qK99FxFugoQ0yJyL7rqn+iPPpQq2Lm1jMizGG3AQJMhYo/vBD37wg8+7ERcURY+sPgSnT/RHI3V1IiZNRSRO7V8Q6kPHpeBjt9spLS1l8+bNvPrqq/zqV7/iwIEDOJ1De1/HxMR4BZ/ExESEEERFRbF48WIURaHqdBUdnR1nRfycSWNjI4WFhezdu5fGxkaEECiKMi5y/gQZYxQdSupsMMeCqwvhtCCuuhdl6nII6YtksluQhX9Anj4I+hBEeHCQDRJ4WltaOXbsGO+88w7PPfccb/31LSoqKobsW88l+ICWfyJjUgYdnR3U1tZiGyISwGazcerUKT799FOOHTvmFZpCQ0MxGo3BvjVIkCBBzoXqAmuHJu5YWhBGc/9aoKcNuf9t5Ae/RO7+GHnqADg7UObe1D+PcPQga45AXWVffRIRYUaZd0v/OsJhRbaUIXQqYmICJGYi0uciUvsjCYUpCjF9BSy8A8vUGzjWG80HBTt56aWX+N3vfkdZeTk2p0qPc+AABI/g8/DDD/Pwww9jMpnQ6/UkJycza9YsLBYLVVVVQ27yOp1OysvL+eyzzzh8+DBdXV3odDoMBgPmERzbvGjQGRAT+/7nmYsQk69ExGX2vy4lQkowhiGSsyE+DRIno0y7BhHd52DrtCNP70Me3epdP4rwMMSKh7V5JYC9B/XIOig9DA4ntLciLA0oS/8JDH1n3xxW1BMb4dh6ZHcT9LSBy4GImDB2/48gQRiHoo9sq9JuZEMonjOTInEqFK8HiwUiTIj0LET6HETS9HEbBeARe7Zs2cL//M//DCj2GI3Gc0breASfp59+2iv4+L5nyZIlhBpDOX36NK2trWcJPzqdjjODyFpbW9mzZw+fffYZtbVaojeBIDIqcuwdooJcuoSYtMTNk+ZARDTiihv8bE7VkgLkpt8gD2yD1hIwhGgOXyGmcSnsBhlbfMWeX//617z11tlij6Io3j7Ntx8cSPDxkJqWSlZWFlarlerq6mFFYzocDiorK9m2bRuHDh2is+/ordFoxGg0BvvWIEGCBAHtKE5XA7Jos/Y49AGy6hAieUb/It5pQ5bvQR7Z4U1kLMKMiJw8hFk7+iXcLmgpR54+iogIQ0RGQkImyoxV3jWF0IUg4iYhpuUj5t+KMv9WxOQr/ZqjCoVuJxw5XswHH3zAiy++yO9+9zvKy8v95tSKohASEnLWXP1cgo/ve+Li4pg/fz52u53Tp0/T1eWfINmzAes7RrlcLqqrqyksLGTPnj10dHSg0+nQ6XSYzebxE0kqBISGISbNQ+RchTJzFcrM6/oFH9BSCPS0g7sTERWFiAiHCckoS+73Ht2Stk7krr9AY432Hp2CSJ6EcnV/bkJp60Bu+DVy+zrkkQIoL0S6bCjTlvt8lhvZ2eizfg0SJPCMH9HHbkFWHUTd/r+acp9yRX/na4qEkFCwNqDMuQ7lhm+i5CwdlzbPZ4o9v/zlL88p9pjNZm+OHZvN5tfp+wo+CQkJ5+zkhRDMnz+fmJgYqquraWpq8huQDAZtRyQ6Ohqn0+lXf1dXF4cOHWLz5s1UVVWhqipSSiIiIjD0JTUNEmQoRHgsInMhIrw/V4nsbECufxZ5+qS2NdbaBLVHEJNmISake49/BQkyUlpaWoYl9sTFxREREYGUErfb7Z28DyX4eEhMTGTKlCk4nU6qq6uxWCxnCejh4eEYDAbcbrf3NbfbTW1tLdu2bWP//v20trbidrsJCQnx7v4GCRIkyLhHdUFPO7KjXouoMPYlfpVuZGkh6p++peVpqa1A2NshdToiYYpWRuiQ3U3Iw1u81QlTCEyag0joy1knFG1PWa8ipucjZt+AMn0lIjKhP/m3PgQRnYKITdecRUP6cyqqqkpXVxdHjhzhgw8+8Eb2nCn26HQ6YmJiiI2Nxe12Y7f3W537Huk6U/DxxWw2M2vWLPR6PRUVFX5HvYQQ6PV6r6DjW7/b7aaxsZGdO3eyfft2Wls1SytFUYiIiLg8NhN0ekRcBsrstSi51yMmL0JkzENM9IkYsluRJz/Vos51IAx6mHIlyszr+sv0tCLXv6yZ0UjA6UAkZfiXsXagFrwEjaeQPW1g60CEhA8vOXSQIMNkXIg+svU08uB7yE+eRR7dC3VHEdOWIcxx/dbsCTmIzAUo877o9/x4wW63U1ZWxubNm4cUe6ZNm8acOXOIjo7m1KlTfmWGI/j4kpubS3JyMjU1NdTV1XmFH7fb7Q0xjYuLw2w2Y7FY/AY0q9XK8ePHWb9+PeXl5fT2au5cYWFhhISEBMWfICOn6iDy0DroaO/fpUvNRMz9AiIq8fNtW5BLktbW4UX2JCYmkpubS05ODk6nk5aWFhwOLfnjcAUfDxMmTGDmzJno9Xpqa2vp6ury6ztjY2NJTEwkLi4OnU6H3W73e725uZkdO3awZ88empqacLlcGAwGTCaTV5APEiRIkHGF04ZsPIUs34U8vhF5bD04LP3uUEIBSzMc2wi99r6nBGJCMiJ7iVZGpwe7BSoKtaS7iamQfgVKxkJEbGpfGQMiLhMl9wZEVp4WKRSVOKTbm0fsOXr0KB9++OGAkT06nY6JEyeSm5vLtGnTAKioqPC+PliEz7kIDw9n5syZmM1mysvLaWlp8b4mpcRoNJKWlkZMTAyhoaF0d3f7tbmtrY09e/awZcsWGhsbcTqd6PV6wsLCLo/xRAgtwjwqERHrn3hX6PSI2DRIykEkTIL4SYgpVyMS+0REqUJ7DeqmP3rnpBhDUK68DZE221tGNp5Cff17yBO7kEc2QsMxRPpsRLSP0YfbBaggFKQqsXRb6OzUzHhCQ0MDtmZyu910dHR4r4OQADrM2u122tvbsdlsXsExyNgxPkSfU9tR3/wPaO/QnrD1grMVJefqfpVUp0eYJ467nf6Rij1r1qzhpptuQlVV3n//fb+EoyMVfDzk5OSQk5NDbU0tdXV1Xjcwz2CxePFiFi1aRFxcHHq9nu7ubj/HMIfDwcmTJ/noo48oLS3FYrEghMBoNGIymYLiT5BhI0LCQLrA1gLWLkS4CXH94yiTr+w/j+/s1WxRdYZgrp8gAzISsWfBggXcfPPNLFmyhOLiYg4cOOAVsUcq+HiIjIxk5syZREVF0dDQQFtbm7ff7OnpYcKECeTl5TFr1iwiIyNxOBz09vb6RVy2tbWxd+9edu/eTXV1tXeybjKZAjqRCxIkSJAxRXWD2+kXsS8761G3/Rb50X9rkTwNFRAiUGat7k/l0NuNrD4ILY2ae06oASamocy4tr9uRQfRCYhZ16MsvR9l0Zf6BZ/RNPUcYs+rr746oNgzf/58br75ZpYuXUptbS2bNm3ylhmp4OPBZDIxbdo04uPjKS8vp62tzfvZTqcTVVVZvnw5ubm5mM1mpJR+UaZSSrq7uzlw4AAbN26kvr4eu93uHU9CL4Al+CWBokdEJ2spB3KuQplxbb/gA5rjrKUZLDXafDTUgIiIQll6f/9GpNOGPLEJeeRT7W+3ipAOxFX39Ueyu53I+mLkqULsnc2Ulpxgw5YCNhV8SlFREV1dXYSHh59X/iW3283p06fZtm0bGzduZOfOnVRUVOBwOIiNiT2vOYPD4eDw4cMUFBSwadMm9u/fT0NDAwBxcXHBHIRjxLgQfUTEBOSpAm133/OcvQsxby3CFDXuonrgbLHnF7/4BQcPHhxU7Hn00Ue56aabKCgo4De/+Y2fmj9awcdDWloas2bPoqWlhbq6Onp7e72DxcmTJ0lISODBBx8kLy8PY59FvdVq9WuvlJKKigo2bNhAUVERHR2aiBcSEkJYWFiwUxgCh8NBZ2cnFovFewY7UIKZ1Wqlo6PDO8gHSp33WJN2dXV5o8PO63cODdeS9k1IA0c7YtpViNlr/RLmydLtqHve1Bz7IuIQIaZxJwYHGT3DPcblEXvuuusuHn30USZOnMjrr79OQUHBeQs+HsLCwpg5cyYJCQk0NTXR1NTkjR5qbW2lvb2d/Px8brnlFjIzMwkJCcHpdNLb2+snrHd2dnLo0CEKCwspLy/H4XCg0+ku78n6JUpvby+dnZ3YbDZ0Ol3Aju2pqorVaqWzs9MrDgZqzHW5XHR3d9Pd3Y2UEr1eH9zMCTJy3E4tEW5zGbLqELKlUouy8Fhj91qQ5buh9Jj2tyq1Rfb05Yiw6L7n3GBtB2c7Ii0HshcishZruT/7EEaz5vQUn9X/vlEwGrHnzjvv5F/+5V+YNm0ab775Jm+//ba33GgFHw+hoaHk5OQwOXMyNTU1NDc3e8c1m81GTU0Nc+bM4cEHH2TatGkoioKqqvT09PhtJtjtdo4ePcrmzZupqKjw9kWejdogPggFEZmAMmctImepdpQwcQrKlKv7Nx17LagH/g6ni7W/FYFISEG57uv99dgtqNteQb77PJbjBexe9zc+fv8fvPCPLWzcuJHNmzejqipTpkwhMjJyxM10u90UFxfzq1/9ih/96EesW7eObdu28cknn7Bv3z6iY6KZMmXKqCK7nA4nBQUF/PCHP+S5555jy5YtFBQU8OGHH1JdXU16ejppaWnBMWEMuPREn542ZPXBvrOzfQvPkDCIToCSrSBApE5CLPkSyuS8cZcQy263U1ZaxuYtIxN7Hn30USIjI3nllVd48cUXAyr4eIiPj2fBggX09vZSU1Pjt0tw8uRJGhoaWLVqFV/5yleYNm0a4eHhgDbY2O12v7wVNTU1bN26lUOHDtHS0uI9exwREREUf87A7XZTUlLCp59+yqZNm9izZw/V1dW43W6io6PPK/zWYrF48y8VFBRw+PBhmpqaCAkJOe9z3Q0NDezZs4eNGzfy2WefUVJSQmdnJ2azGZPJdF6/s4jL0I5zZi/1O84p26pRP/klct8mqNgDbiuY4xBhUeMyx1eQ4TNSsedLX/oSTz75JNdddx3l5eU8++yzbNmyJWCCjweDwcD06dNJTU2lubnZu8MKmphz/PhxTCYTt912GzfccANpaWno9XpcLhc2m82v/RaLhRMnTrB9+3ZKSkqw2+0IITCZTBiNxuCk6yKmp6eHoqIiCgoK2LJlCwcOHKC+vh5FUTCbzaPv5yW0trWyf/9+tmzZwtatWzl+/DhtbW0YjUbMZvOo+2KXy0VtbS3bt29n06ZN7Nixg9LSUnp7ewkPCycsPGzoSoIEAS3RbeNJ1O3/i9z1JnLH37RUDtl5WhQ/2lEbLM3IY59p71EEIioaMWmultMPEPoQiE1FTMtHuerLKFfc6Cf4BKSpPmLPBx98wAsvvDDoMS6P2PP4449z22230dDQwDPPPBNQwceDwWBg0qRJzJgxg9bWVu8mLWhz8ZKSElRV5a677uKuu+4iKSmJ0NDQc44nDoeDkpIStm7dSnFxMRaLBb1eT0hIiHd+H6QPoSDCY7RUI2mz/aPMVSe0VAK9WtJwkwmmLkGZ3h99Jq0dyA0vQEcHoQ47OeEKsUYdfyrp8UZhHT10gCkxOnKnTEYJMfWLoUMhob29nf/8z//k1Vdf9cvtpKoqjY2N7Nu3j7lz55KVlTWir62qKqdOneKrX/0qO3bs8Fvnud1uysrKOHnyJNdff/2oxKogI0ReQqgNJ6V7/TPS9Z9LpVryqZRul9/rrne+K11vfVOqpw9Iqbo/p1ZeGHp7e2VxcbF844035N133y3DwsIk2glRv4fZbJazZs2SjzzyiPzwww9lb2+vlFLKmpoa+Z3vfEeazWa/8jExMfKxxx6T9fX1UlXVgLS1o71D/uxnP5NTp06Ver3e7/Pmzp0r3377bdne1i5VVZXbtm2T//Zv/yaXLl0q4+PjpU6nO+f3mjp1qnziiSfkunXrZGlpqXQ4HAFp66WO2+2WO3fslHfffbeMjIz0/r90Op1csWKFfPfdd2V3d/eo6rZYLPIvf/mLXLp0qTQajd66IyMj5QMPPCD37dsn7Xb7qOquqamRP/3pT2V2drbfb56RkSF/+MMfytOnT0u3O8D3sN0q3R/+WLq+dYV0PpqlPZ7Ike5PfiFld0tgPyvIJUNLS4vcs2eP/PnPfy7z8vLO2bcqiiKTkpLkihUr5I9+9CN5/Phx6XQ6pc1mk5s3b5Zr1qzxu0eEEHLKlCnypZdeki0tgbu2du7cKe+9914ZGxt7Vr9/zz33yK1bt0qLxSKrqqrka6+9Ju+99145Y8YMGRERMeB4sXz5cvnMM8/InTt3ysbGRulyuYZuSJAxxdJtkevWrZNr1qyR4eHhfn3xrbfeKjdt2iRtNtuo6m5oaJAvv/yynDt3rl9fnJKSIp988kl5/PjxUc0NXC6XLCoqkt/85jdlamqqt169Xi9nz54tX3jhBdnQ0DCqNgcZx7idUnY3S7WpTKqdPteHs1e69/5VOr8+xTt+u763ULp3vu73drV0h3T9+Grp+ukK6frvu6X7419Itb54bJrudsuOjg65e/du+etf/1ouX778rDmwZ34WHx8v8/Pz5fe//325d+9eKaU2z9+5c6e84447/Mrr9Xo5bdo0+eyzz0prjzUgbXW5XLK4uFg+8sgjMj4+3u/zwsPD5a233ip37NghbTab7OjokG+++aZ88MEH5RVXXCGjoqLOOZ6YTCa5ZMkS+aMf/UgWFhbKurq6gLT1skBVpbR2SLVsl3TveUuqpTt9XnNLtfqw37Xf9pUM+b0F/eO6AJkULuSHt6dL25+ekO6dr0u1dIeUlrYhP9rpdMrCwkK/OcyZj5CQEHnzzTePeCywWq3yv372XwPW67neXnzxxZH+x4KMgksm0kfWHEHd8Cxy69+g2wLtpYipyxBGs3cXX8lYgDJ7DSIqadwc6fIc49qyZQu//e1vRxTZM336dG8i0JdeeokXXngBi8XifU+gInzOxGg0snTpUoxG41mW7g0NDezfv58IcwSpqanMmDGD6667jtzcXGJjYlGlitPpxGq1+inCvnbvdXV13raazebL2pWmurqab3/n23z00Ud+9s5SSiorKzl58iTz588nKSlpxLu1W7du5emnnz7rerPb7Rw+fBiXy8W8efOIjh5Z+LPD4eC3v/0tzz//PFVVVX6/c0dHB/v27SM5OZmpU6cGNlTY2oF66ANkXQW4tFBlER2JWHALIml6ML/PZUZrayvHjx/nH//4x7CPcT311FPcfPPNJCQk4HA42LFjB8888wybN2/2i/DJycnh61//+nlF+JyL1FTN0r2np4eqqipvTjaHw0HRiSLq6uuYOHEiU6dOZdGiRSxdupTs7GxCQkJQVdUbVenBY/e+detWDhw4QGdnJ1JKQkNDg3bvFwlSSvbs3cPPf/5zPvnkk7P64pMnT9LR0cGMGTNISkoapKazsdlsvPfee/zsZz/jxIkTfn1xd3c3xUXFCEUwd+7cEe/cNzY28vvf/56XXnrJL3GsZ+e4tLSUiXETyb0iN3idBdFy7TWXIct2IY+tRx77BOw+SZgVPdh7oGIHeCLVVRdERKDMXNU/59cZYEIqytybUK5+ADH9Gs096wJy5jGu4UT23HHHHTz++OPcc889JCcnY7fbOXjwIM888wx/+9vfvO85K8InLDBzIl9L997eXj9Ld6fTSUVFBSUlJSQkJJCRkSvzd7EAACAASURBVMH8+fO55ppryM7OJiwszOsmZrPZvHV67N63b9/utXs3GAzeaMRgJOkgCAEGIyImFZEy0z+HlOpCNlfQW7aLmvpWDIrA6pI8e6iNym6tzzYoMHeijv+YPwGl5hTy2Dao3ofImIeISemrSGrJoBX//ra3t5f169fz3nvvDdg8zzG/xx57bERrLqvVyosvvkhxcfEgX10QGRnJrbfeOux6g4yOS0b0UTc+h9z5sWbDDNDajAg3IDIX9V/A+lA0H8VLn0CIPcCYCz4eBrN0b29vZ+/evShCIS09jaioKNLS0shfns/8+fOJj48HtNC/Mx2/urq6OHjwoNfuHbRJscfC+HIbVN544w3eeustPxtOX+rr68nIyGDWFbMICxt+KL3L5eKHP/whO3bs8OYQOZOysjLy8/PJyMgY0aS9srKSn/zkJ5SUlJzzdYfDQUdHB1dffTWJiQF03AoN15wX1B6EpREUgZJ/L8qcmyAsSiujqsj2au060oWMG/E4SD8tLS3nJfYoikJvb++YCz4eEhMTmTp1Kk6nk6qqKnp6tPBuVaqUlpZSVVVFTEwMKSkpxMXFMX36dPLz85k+fTqhoaFIKent7fU7Uut2u6mrq2Pbtm3s27ePtra2oN37RYLVauWvf/0rr7/+ul+eJg9SSlpbW0lOTmbx4sUjEvfLysp47bXX2Lp16zlf7+3txel0kpOTw5QpU85ZZiAKCwt55ZVXOH369Dlfb29vJyQ0hLzFeUTHjD5vSpDxgexuQi38I/KD55BFe6G+AhQXSu4q0PclkFVdyLbT0FSJiIpERE+AhCyUqfnevHzCGIFImq7l+rnAdtcDiT0VFRWDij1PPPGEV+wBbb5/4MABnn322cEFnwuQL8dsNjNnzhwURaGystI7l3S5XNTU1HDkyBEiIyO97l5Tpkxh+fLlzJw5k4iICFwuF06n02/T0dfu/dNPP6W1tRUhBIqiEB4eHhR5R4qig8gEGo0J/Px3r9NodVDb4+L3RT3Y+1ItRRjgy9MiWJrUJ85LNAv5Zf8HER6jPedyIqsOIutOgNOmHYcMMeF0Otm3bx+ffPLJoM0wm8089thjI0ro3Nvby9tvv82pU6cGLKPT6cjJyeGOO+4Ydr1BRsclI/qguqD0M6/NIiF6MCgoc28a/rnFSwCP2FNQUDCk2DN16lRWr17NY489dpbYA5rg8/LLL59T8Ln77rv53ve+d0EEH188lu7V1dXU19d7hR+r1cquXbtwOBxMmjSJCbETUHQKCQkJLFmyhLy8PBITE1FV1XtedSC797KyMm9uisvN7v3VV19l//79AwozoP3e+cvziYmJGXa9HR0dvPDCC1RWVg5Yxm63s3DhQmbOnOlNzj0cCgsLef+992lpbRmwTFtbG7feeisZGRnDrnc4iMgEzckrNBTi01AW3aVNDvuQDSWo238PnfVarp/Q8GCS53GCJ7Ln3Xff5dlnnx1U7Jk/fz5f+tKXzhJ7gM9V8PEwmKV7dXU1FRUVmM1m0tLSCAsLw2g0kp2dzfLly5k1a5Y3asPhcJzT7r2wsJA9e/bQ2NjoJ/5cFva8Fxn19fV88MEH7N69e8AyVqvV+/uOJDH34cOH+cc//kF1dfWAZYQQzJgxgyuvvHJE7f7000/5y1/+4hdZdiYxMTHMnjObyZMnj6juIJcoUtXcs1rKoaNWc9vsy7spXA6oPaa5bgFIiTCASJvljXoQOoO2uWsKQcy+EWXRnZozl3H0jkWjYaAEzUOJPb6RPR48ET4DCT4PPfQQjzz8SMAifM6Fr6V7WVkZra2t3u/Z3NzM/v37CQ8PJyMjw5s/LDMzk2XLljFv3jyioqJwuVy43e4B7d43b97sHU88jl/B8WT4CJ2ebhHO06/8lb8cbqCg1kaHz7Q/XA+3Z0eQERlKqE6ATkGk5aBc89X+QrZO1Pf+A7npf6GpCKxtmqAalUhHRwd///vf/RJ2+6LX67niiit46KGHRrS+crvdFBUVUVhYOGCZ0NBQbr31VvLz84ddb5DRcXGKPm4nsqVCy5rfd3GJ+GywdyBPH0VEmhG5V6Gs/hYiMn5c7MafGdnz85//fNRiD/QLPs8///yAgk98fPyYiCM5OTlkZ2dTW+tv6e52u9m7dy/d3d2kp6czceJE7w5AbGwsCxcuZHn+clJTU5FSIoTAYrEMaPd+6tQpenp6vHbvRqNx3Cd9fueddzh+/Pigok92djbXX389sbGxw663q6uLN954g7q6ukHLrVy5krlz545oB+rEiRNs3LiRtra2AcsIIbj33nvJzMwcdr3DxmBEZMxHyVqsuXp5RJ3uZtRNzyP3fIgs2QmubkR0EiIs5qxw2CCXDh6x55133jkvsQcuDsHHg6+le319vZ+le319PadOnSI0NJT09HQiIiIQQhASEsKkSZNYvnw58+fPJzo6GkVRBrV737lzp9fu3WAwYDQag3bvY0hbWxvbtm3j4MGDA5YRQjBv3jyuvfbaEQnwHgfQ2traAcuEh4eTl5dHXl7eiNq9f/9+Pvroo7PmML6kpKSwbNkysrOzR1R3kEsQaweyYrdmTb3zdWRRASI2BRHXN8brQ5G93cjjm7Xj1zoFERkDSVMQyTP6yoQg4rNRZqxCpM/VNmxCxy5h8GiPcZ0Z2eNhOEe6LrTg48HX0r2srMzP0t0TYS+EIDMz03ukX6/Xk5qaytKlS8nLyyMmJsY7Bp1p926xWDhw4AAbNmygrq4Oh8MRtHsfBV1dXezdu4/uXv+oTwmoej3T584kJT0JYQpFzFmDmNwn1ktVMzJZ9zzY7NBcjyzbD2oP+tlrMJvN7Nmzh6rTpzHowN1/0hchBBMnTuRrX/saCxcuHFF7PdFdmzZt8h4fPPP1nJwc/v3f/z2wkf1BzsnFJ/rYe1CLtyA/+50Wohke2y/8pM9Ftp1CzFuD7sZvIqIv/dw9IznGNXXqVNasXjOo2AODH+kaa8HHQ3p6OrNnzz6npfuRI0doamoiLS2NpKQkv+9kjtRCT1etWkVGRobX6nUwu/fjx4/T2dnpXeSMZ7v3EydOsH//fr/Q2jNZs2YNK1asICIiYtj1GgwGPv74YyorKwdU/k0mE/fffz8zZ84c0Y6NzWZjw4YNNDQ0DFgmJyeHu++++6xJUkDR6fsFH7cTdfdfYOffobsHnG6oKtZ2FJNnIIzD/98FuTgIpNgDF5fg48Fj6Z6YmHiWpXtLSwtFRUUIIUhLS/NzYdLpdCQlJZGfn8/ChQuJi4tDp9N5xZ/B7N6dTmfQ7n2MOXLkCLt37x6wL46IiGDVqlWsXLlyREcnurq6OHToEEVFRQOWycjIYO3ateTm5o6ozVVVVezZs8cbNXAmQgjmzJnDLbfcQkJCwojqDnLpIWuOoL79XeSu9dBYC9ZOCI9AmbJMm8cLBVx26KhA6EFMzkXMuh6RladtznyOBOoYly9jncNnOHgs3bOysqipqaGpqck7Xvb09HD06FFsNhtZWVl+45xOpyM+Pp7FixezYsUKJk6ciBACt9uN1Wo9p937pk2bvHbver2e0NDQoN37EBgMBiZPnkxVVRUtLS3enH6KohAZE0vq3GVc98RPSMy/A+ImIbIW9+ezctmRxzcg92/urzA0BGXZfSgpuYSGhpIxKZ3qkiMsNLUTrpdIwIGO1LR0vvjFL/Kv//qvIx7zFUXxbuh78kZ57hmj0Uhubi6PPvooa9asCcS/KMgQXFSij2yvQR75CPnuT5BlxeBoRZm8CELDAAH6EJRpKxBZeZd80lW73U55efmQx7giIiL6I3sefYxHHxtY7AGoq60b9EjXd7/73Qt+pGsgPJbuNpuNmpoaby4KgJKSEiorK0lNTSUlJeUsEcFkMjFjxgxuvPFGsiZnERYWhpQSm82Gw+E4y+69oKCAgwcP0traiqIo6PV6wsPDx534E2YKY8/ePTQ0NPhNPjykpaXxxBNPMGPGjBHl5dDr9ZoF5NGj3uSuviiKwlVXXcUDDzwwYmEmJiaGEydOcPLkSe/C2e87hYVx3333sWrVKszmMQrbdtpQ9/0dWVMCzr4FrykEJWehZvc6hruJQc6P1tZWTpw4MaTYk5CQMCyxBzTBZ+fOnReV4OPhTEv3hoaGsyzdrVYrycnJxMTEnNUPxMXFkZeXx+LFi72iu8vl8uZz8eCxe//ss88oKSnB4XCg0+m8UZWXy5HascZoNGKxWDh27BhNTU1nva7T6ViwYAH33nsvU6eOzHo6LCyM5uZmDh486F1AnPn6qlWruPPOO0d8bQshqK2tpaio6Jy5iBISErjttttYs2ZN8JjHeEF1gaUV2VQKPW1eK3VAe75sB7T2XcMuF0InEdOXa4YsgNAbtES2M69FWfbPiOwln6vg4xF7jh07xocffsjzzz8/oNgTFxfHvHnzhhR7YHDBJysryyv4jCQPY6DwtXRvbm6mvr7ez9K9qKiItrY2srOziYuL8+v3FUUhJiaGhQsXsnLlShISEjAYDOccTzx27wUFBRQXF9PT04PBYMBgMATt3gdACEFUVBSLFy/2RkmlpqYybdo0Vq9ezTe+8Q1m5l6BMEUhkqb5JzB32bX7r60C3E5wqYjoKJS130YYI9DpdKQnJ3JVjI37xSnmxxuZaBLERYdz+8NP8eRT3xi1pbrBYGDevHneYIP4+HgmT55MXl4ejz76KPfcc8+FmT+4baiHtiEPFiFPnkKe6nuUnYbwdIT58ovgv7hEn+2/R33vWejpywZfWwbRkYj0eeCZiOsv7cmBr9jzyiuvDHiMyyP2rFkzdGSPh7raOl56+aVzHun60pe+xPe///3PTfDxEBUVxZVXXomiKFRVVdHZ2ekdPCsrKzl+/DjJyckkJiZhNIae1Va9Xk9OTg6rV69mypQpmM1mpJTY7Xa/6CHQ3EMKCwvZvXs3TU1N3kRyZrN53CSS87i1NDQ00N7e7p1ce3YEHn74Yb7whS8QFRU14ronT55MW1sbjY2NWCwW725NREQEs2fP5lvf+hbz5s0b8YRdr9eTkpLijUzw/G6eENKVK1fy+OOPk5WVNXbXqj5EyxvgsiA6a0FVEbOXo1z9z345f1DdgLjkIwzHI8MVe4Yb2ePBI/j88pe/ZMuWLReV4ONLZmYmkyZNorOzk9raWq+rSk9PDydOnKClpYWEhATi4+PPec/GxMSwYMEClixZQnp6up/443t81GazcerUKbZt2+bd+VWE4nX8Gm/C+ueNp180GAxUVVX5HXEOCwsjNzeXBx54gLVr14742J3RaCQ6Ohq73U5tbS1WqxVVVb2Lt/z8fB544AEWLVo04r44JiYGs9lMQ0MDra2t3vtGr9eTnJzM7bffzpe//OURO44FuQhR3cjOBmRpobZxW/gnZO0xlClXgUGL3hA6PfS0Ik8d0I5umSMgIQOR+v/ZO8/4qM4zb1/Pc2ZGfdQLqAsVikwHU4xtTDXY2LiC099NSHNN9Xr3zWYTp7nGm7VD+uvNOu4lGAymF9N7r+qAkFDvmnKe98PRjEZtJLBQgfn/fvqg0ZSjMzOnXOe+7+smRGhLW4c5ABGZjIhMah3e3B//Tiewx9vMnvHjx/PQQw/x+OOPe4U9MLCBj+eyDB06lHHjxlFbW0tRUZG7mtxlDCwsLCQlJYWoqKgO5yVCCIKCghg3bhxz584lISEBf39/HA4Hzc3NbeZ82e12cnNz2bJlC4cPH6a2thaTyYTJZOq7i36DKC7wc9ttt3HPPfcwf/58li5dyl133UVUlBdLnWaCmGEQmQgB/gh/MySPRk58wH0XaasnbM9fkKUXGRJkZtrQIBZPSGDqU/+Ff9DVAR9XXDOB7r33XubOncv999/PF77wBUaMGHGNjvMV2KvR33kZ9c/NqM2rUP94B/XJKtSatYjMLyNG3XiVZQML+uTtRuUdNForAEwa0Iwcf6+haxzE8RzQ/Ic//IHf/OY33tu4WmDPd7/7XYYPH95tlYa3GT4u4NPXLV1dxaV09/Pzo7CwsFOlu9UaQnx8PEFBQV0uc0pKCnPmzGH06NGEhYWhlMJut9PY2Nhmx9yZ7l0IcV3o3oUQjBkzhvih8ZjMJiIiIkhOTmbChAl8/etf55FHHrnqk9GAgAAmTpxIeHg4FouFmJgY0tPTue222/je977HjBkzrvrAJC4ujuzsbAIDAwkKCmLo0KGMGDGCRYsW8dRTTzF8+PA+B3MiJBqZMgmUDYICkbcvM2YJuD5/DZWovD2gO40rk745PwMinrDnpZde6jXYA4MH+LiSmJjYpdL9xIkTXLx4kZiYGOLi4ros07ZarYwZM4YZM2a4de9Op7Nb3burX9+ne+/9BAYGkpmZ6YZxUVFRpKWlccstt7Bs2TLuvffeK2rf9Ux0dDQjRowgPDwcf39/hgwZQlZWFvPnz+eb3/wmt95661WBPCkliYmJDB8+HD8/P/dg8TFjxrBkyRK+9rWvkZGRcVXL7MsAi9OOOrUZ9c5PUMd2G3ZdvQGikxBxLdVnZn9AQfkpRGIGYtxC5KQHEfGjBsy+tLWN6xgrV37cI9jz4IMP9gj2QM9buvoT+LjiUrpPnDiRpqYm8vPz3UOa7XY7+fn5nDp1iri4OK/7Ez8/P7Kzs5k1axbp6ekEBATgcDiw2Wxd6t537dpFdXW1T/fuJUII/Pz8CA0NJkBVoG/ehjrlUc3S4eccXKpDjpyPnDDHqLCLz0aEtIAi18yfj38LjpbPuklDjLoFOX5x6ws7bMZxcGMNlOaidh7u+jVz80FEIyJaPxuapmG1Wtu0m1+jNQSmQOTURchFc2GsGfXRdnAC0oSY/fUbEvoI1b5voz/jaMb5zg9Ruz8Fs4YYMRk57/vGTmGQGnSam5vJz8/n4MGDrFixgo8++qjNhs6VkJAQUlJSmDZtGosWLWL27Nk9vmrnbYbPQAM+7fP222/zyiuvdDBQRUdH853vfIcvfvGL7lk+3eXYsWOsWbOGdevWcebMGc6fP99pWXlUVBSzZs1i8eLFjBw5ktTUVK9wabDE4XBQVlaG0+kkKiqqV+dtNDQ0GIpdi6XTFpHPk6qqKurq6rBarQQHB/d/pYCtAdVYYwySdylfm+vR97+P2vhH4+rI9C8jEsaA5cbbaQyUlJeXk5eXx6ZNm/jggw84cuRIhxYVVxtXVlYWs2fPZvHixWRmZvbo8zvYgI9nzp49y/Lly3n77bcpLi5uc8Iyffp0HnvsMebOndsjo19lZSV79uxhxYoV7N69m7y8PKqqqjq0kwohGDFiBHfddRe33347I0eO9Hoy4MvVpampiaqqKoQQhIWF9dr6VUpRX19PdXW1uwKot8Cd0+mkpqaGhoYG9wG/L4M0jmZUXTkIgQhtrdJSp7eg//17qMpq4wZ/C+LmBWj3/cIwboExzLm6GBGR1KcDmLuLruvU1tZy+vRpdu7cyYcffsj27ds7HD9qmkZkZCTDhw9n5syZ3H333UyYMKFHr9ET4LNs2bIBAXza5/Lly/zpT39yAzBXTCYTI0aM4KmnnuLuu+/2XmnSkoaGBnbv3s0nn3zCli1bKCgo6LRt1WQyueeJzZ8/n4yMDBISEnwSgQ6xoS59hvPxX0BRFVRUgK1l3ywEBEWCNRD8AyEuC+3fXkGM7ORcR3egCg6if/gfUF6MqqiDYAvyKy8hs+cZ91E6quQs+h+/BpFD4XIJakWx8RoOBbWVUG8DYYaIaIgZivyXF5H3p/TZ2ug8DlTFxzhveRIaAc0f+atdyAd7bjS+XtJ/lT7N9ajCg0bPoUu5Lk2IlAlw4QAiawra4p8holIGZSuFrdlGTm4OmzdvblPZ034nEhwcTGZmJgsWLODRRx91V/b09GDr4sXOZ/iEhYWxdOnSAQ18oHulu91uJzk5mYiIiG7XSUxMDNOmTWPatGnExsailPKqe1+zZg05OTnYbLbrQvcupSQ4OBir1drrFUxmsxmr1XpN5iL5+/tjtVrx8+vYztcv0czG4GbXdslhQz+5AbX2d6hLxXA+B6pzDbNXaOygny822HIlM3vGjx/Pww8/zA9+8IMeVfa44gI+L7744qADPtCqdNc0jfPnz3dQuufm5rZRuntLQECAWwc+ZswY9zw1b7r33bt2U1Jagq7rmM1mn563F2MymQgODiY4OLhXt/Mu8YHVau11+YGUkoCAAPd23pdBFqWguQ5VmoM6twN1aAWU5yOSxrVW4esOVEU+XMgDKRD+fhCThMy4pfXiidnfmPPTj61bnrnamT09rexxZTC0dHlLUFAQ2dnZBAcH90jp7i2euvcJEyZgtVqx2+04nc425zCeuvf169dTWlrq1r0HBgb69ifuaIiABMTUSYisJFT5ETjfcvHLZEHcugz56JeQ9z+EvP9uRJI/dHaYLSQidAgi/Wbje3z4MmJEBtr8J1q/r/ZG1J63Ufs3QeklqK9HjIxCLvtXxM1TUM0nIacGrKOQP/oR8otfQE5NgX5vqNCh8Qzqr2vAwQ1d6dM/0Ke+Av3gP1Erfg0RQxDRae7yTuEXhEgeZ/QZWgbmBtBbXLBn46aNVwR7Hn300Stuabl48SKvvtpxhs9gAT6uuJTu58+fp7i4uI3Sfc+ePZ0q3b3FrXu/3dC9u3bennNpoK3u/cyZM9TX1yOlbzaFL+3SUIW+9mVU3mnQWwojKy+D1YpIyHYPofTl2qanbVwu2LN06dIrhj3QFvgMtKHNVxKr1Up2dna3Svfk5OQeVTq6dO8zZ850696FEO4ZDW1075Vtde8OhwOTyeTTvfviy2CMvRE9ZxdqzYuobW/DmSNgq0CkTkRYYwAQJj+wN0HJcURSJmL8nchJDyMik/t54TvmSmb2uGBPT2f2tM9gBz6uuJTusbGxnDt3roPS/cCBA0gp2yjdvcU12/GW6bcwffp0wsPCsdvtbr17Z7r3NWvWUFxcjM1mw2w24+/v74PIAFJDhMYgklNRAYWw7oThcBcmRPJctMfuRsRFIoK6AD6uCEA1oz59A7aFIL/4NCJrmPE3pVB1ZagVv4SaGuO+mkAMiUV7+CeQEIna9AbkNCHGP4L29AOIoZEDAPiAD/q0ps+hj6ooRO3+B/qKV6CqGvL3IBJGGIPbXGp2D037YIlrQPPGTRtZvny5e0BzV7Bn4cKFVw174PoBPq64lO6etoD2SvekxCTihsT1+OpmSIihe587dy6pqanuddyZ7j0/P9+te6+pqUFKaejeA65f3bsvV5C6MijPhUbjCopIyzTsIrEZg7b1dLDkSmCPa2bP1cAeGNwtXZ2lJ0p3MLa/Pe2x99S93zz5ZqKiopBSYrfbe6R7d8Ef38G6L74M0CjdkBa4tgfN9aiTG1A7Pgab8f0Wug2CghFpNxvH6yYLBIZCXDry1n9BZs9HWGP78Z/oGE/Y8/HHPZvZc7WwBwbXDJ+exFPpXlhYyOXLl9374YaGBo4ePUpTUxNpaWk93ke6dO9Tp03ljjvuIDo6GpTxXnWle1+3bh15eXk0NTVhNpt9undXNIkIUqhPPoU63QA/dQ7EgrsQoT04x1QOuLQX/Td/g+o6GHofcnq8649QU4La/yHYmsGpg8WMvP1LiLRJULIL9eJ7YPNDTBkGkeWgFMIS2Nre2W/xQR9X+h76HF+L/u5zrcOaG5ug9Dhy3KLWEtBBFJvNRk5O2zauQ4cO9Xobl2dcLV2dAZ8lS5bw05/+dFABH1diYmKYNGnSVSndvcWle1+wYIF7kFxPdO8VFRVITWI2ma9L3bsvPYxmRiSNBT8/qMxDWK2I+U8ih01pLXt12sHRbAAgHwTqlZSXl3Py5Ek++OCDHlX2LFmyhB/+8IcsWrToimEPeG/pSk9P58knnxxUwMeV9kr34uLiDkr3+vr6LpXu3tJe965pmhv+eNO92212NJOGv58/fp1YGn3xxZd+iKMZVVEEF45BU42HVcvfgED5u6BlmC8oCItEDp/pbnEWAaGIuKwBV/16NW1cDzzwwFXDHugG+AxLZ9k3lw0q4ONKe6X7xYsX3fsTT6V7RkYGkZGRPd62SykJCwtj0qRJzJkzh9jY2DYGyc507xs3buTkyZM0NDRgNpuxmC0EBg2u9dmrERIIhMJ1cLwaUOCsRSQtQIzpvvoKWx36llfhw5aq9hoz8p5Z4Icxw8s/BGJTwaQQwo4ICEQu+BHCbEHf8Wf48BQExEPMbtTxDVByDHQHhMcj/K5ONNA78UEfV/q+vcvsD7nboKaq5XcNMSQFMXKWMUfDa+3ZwIkL9mzatInly5fz61//ukew52ore1zxVuEzmIGPKy6luxCiU6X7iRMnGDpkKEPihlzxyYJL975w4UKysrK61b27LAIlpSVIKdE0jeDgYJ+V5kaM1BCJYyDQihg1GzlsausgSqWjCg6gcnaC2YIICB0wNpLBGE/Y8+KLL/YY9lxNZY8r3lq6BjPw8UxqaiopKSlUVVV1qXSPi4tz68GvJC7d+/Tp00lOTu6R7v3IkSM0NTX5Wmp98aW/47Sjqi6izmxD7Xgdte3vqIYKYx6P68KGZkI1ViJKziLihiIyJyGy5yGiUwfsXLuraeO6mpk97XO9Ah9X2ivdPU2RLqV7QUEBqampnSrdvcVT9z5//nwSEhLw8/PDbrd71b0fPHiQ2rpazGaze+7ZjRdhcB95AbXmMOgAOuiJyLvGgtfdq46qLkB/5QUoaAYUNFTC6PsQaS0FGVJDRKchR85GpE6EqCRkxnRUw2X0v74IpxtgaCzElBlzwMpLUXn7kcOnIyISjdsaalDll6Gswhg6XVMHNqfRHmrqhfNWexOq7BJUNCFCXcPi+wD6OJpQZaVwuQzKK6C2ARw6ws+/m/Xeg9SVo0pKEHowBLQ/t7CjqiqM1y0rh6paqG8w1qnUWizorbn20Ed3tLnyLYIiELHpkLcd7DbETVORD/4aETZ0ULR0uWb29DXsgVbg88oryehsBgAAIABJREFUr1BfX+++3dXSNdiBjyvelO7FxcXs27+PkB4o3b2lve5d13UcDkeXuvetW7dy4cIFpJTXje7dlyuPGDLCmEFmbi1XVcUn0Fc/j/rsXbBVIiKSEEHhPvBzhblS2LN06dLPDXvgxgA+riQkJJCent6l0v3ChQvExMQYUP0q2q/a697NZjNOp5OmpqZude8CgcXP4tO9++JLX6epBnXgQ9Q/n0flnoL6BgRNiPgRhmkLEJZA40p/QCDy9q8jb/kqYujIAQl82sOeV1555ZoMaO4s1zvwccWldHdV5xcUFLRRuufl5fVI6e4tLt37nDlzyEjPwD/Av0vd+/nz59vo3l1SlhtO965pEGBBrV0J1a4WrybEvHsQ4V72q85G1OkPUK9uBNchl2oGspBzstqCCyER1hhEfLbREnZ5L+qld6DJD7LsENCyr5cCkZSGnPM4qqwQdegg+pZ1qE/XoNZvRt+6FfbsR53MgdIqVLMDEWCFgHbnVroDlb8ftesI6ty5lp8cVGE1ImEoSAV1pajTJ1B7tqJWrkDtqEDOHt9SR9IT6KPAXoG+bQvq5DmP1zmHysmFen9EnLXjerNVo04dRu3ajlq9ErV2PfqWLbDnMOpMHtQ0g7AgwkPa1rQ4y9C3bUOdPNvmf8IRjogOBL0ZdSEXdewQ+oaVqFWrwTQJkemCmU5U8RnU/u2oNWtQn65D37gRduxFHTqEOnUWzhejGvwRCa2WsmsLfRw21Jlt0FyHCIlpndkTkQhBVvAzo933rGHAGeBfSjfs2dz3sAduHODjihCCCRMmEB4eTlFRkXtyP7QqhKWUJCYmYrVar/qELz4+nttvv52JEycSFRWFrus4nU4aGhraHBzU1NRw8OBB1q9fT0FBgXs9uywC18t69+XKosoL0D99AXViNzTa4MI5aC4zStyDB99ssv6I58yeK4E9V9vG5RlvM3yuN+DjSlxcHMOHD8dut1NYWOhuo1VKkZOTQ0FBAREREcTHx1/1nISgoCBGjBjBbbfexshRI7FYLOi67r5S66qqdDqdXLx4kS1btrBn7x4qKytRSmGxGPDHB9Z98aWXo5QxcNnR7NGe7ERdPIE6/pkxqwOM+/hbkJkz3G3LImwoInMGIjyh1do1gHIlsMc1s6e3YA/cOMDHM8HBwYwbNw4hBLm5uVRVGV0cTqeTCxcucPjwYcLDw3tkiuwqFouFzMxM7rjjDkaNGkVQUBB2ux2Hw9HmfMjpdFJSUsLOnTvZvHkzFRUVmEwmpJQEBQXdIBcTJIIAVPFGOFwOKHDUIYbMR4yP6PphjRXo/3gOdl9ue3tlM+LOBV3PBHI0onb/P9R7JyB0HOL+TITFBk4bCIGc/X9Qdc2ov/836nd/gPW74dRROH8OivOh9DwcP4BasxK16xTKHoSIjUOEeYx7cTSjf/Y31B/eQ635APXO+6hVq1DrTyPumo86fwB9zdvoy3+P+sdHcPAkFAUgv3FXC6zqGfRRTTnoz/0S9e67qHc+QK3+FLXvCOrYCSANOTWtzf2pL0bf+Db6y8+j/uefcPoSNDVDUwNcPAvbNxrPkVsLQ1IQQyNalkehbGfRX3gFtXot6v03UR99jPpkFTSMQ4wXqL2bUf/7J9TyP8DaXXDqLCTfh5weDcqJyt2B/sfnUS/9DfbnQ32j8brVl6HwLOzajPp0NeqIFfmlae6lvnbQx2k3NMfv/QSVvxeRNBoRHN0KfoaOQmbdBgGhDOSWLvfMni2bewZ77lzAo489ymOPPtYrsAdaZ/h0BnyWLFnCf/7nfxIdHX1dgofeVLp7i6fuPS4uDqfTia7r1NXVdap7X716NTk5OdjtdoQQBAQEDGrduy9XF3ViPexbAVU1LTcoRGM5pI5HRKX6qn285Epm9owbN+5zz+xpn+6AzxNPPMGSJUuuK+DjSm8q3b3FP8Cf9PR0Zs6cydixYw3du66w2bvWve/atYuSEkP37oI/Pj2vL770QprrDLhz9jNUdQkieljrEGYhoPgIlF8Gk4awtgxlHjZtQFbzeMYFe44fP96jyp5x48b1KuyBVuDz8ksvdzq0+RvLvsG3vvWt6wr4uBIYGMhNN91EUFCQ2+wFrUr3vXv3EhwcTHJycrdKd29x6d5vu+02t+7dZrN1qnt3XRxet24dpaWl6Lp+4+jepQKtDPXJvtYWL0cc8u6J0NkhqXKgSg6jv/BXqDFBuB802jGAUTUifh5ibGfASKEay4zWrlNNiNufQPu3pxAJo8BiRlg0RMpo9N88C6uOgtMKmSkwpAyGaZBuQUwbgZgyFcovQu452LsNKsMQY0YgQlreJ82MzLoVsfB2SKyCtcdACWObFaJQ7/0ZVu+HRgnB/tDUCOZ05DevBPoIhDkaMX08XNoDJ6shaw7y6WeQy75hVDt5xlGNc81rqJ/8HvJqISwT8bUn0B77DvJLDyOmjwTnJTiZB3lHUfsuIyZOR8QGGK9likMuvAcxfRzqzCdQ2AwI8A+HyxtRf3obTl0GPytoNmh2IiZ+ATk9ClV/Duezj8EHJ0AORXz5B2jf+y7yy0uQd89HTBsP1gY4dg4CxyG/MsO92NcG+ugO9NObUW89gyqvhPJSqM5DJI5ua+YawDsSzwHNv//973tc2dObsAe8V/hc78DHle6U7nV1dVekdPcWl+595syZbXTv9fX1bSwCdrudM2fOsGrVKs6cOUNDQwNSSreVxjeb4gZJcBSqoQxRng82OyIsBDHza8hR82CADbMcKLmSNi4X7PnRj370udu4PNOTCp/rFfi44lK6W63WXlG6e4vZbCYpKYmZM2cycdJEwkLDQBj72fa698rKSvbu3cuOHTsoKirC6XS69bw+3bsvvlxFdIcxs+foGtT6/0Zt/wAaLiHSpxoz6ABhDgTdDuXnEOljELd+Fe3mRyBg4O7H2sOe3/72tz2CPU888USvwR5oC3zeefcd9+0u4LNs2bLrFvi44hKmxMTEdFC619bWcuDAATRNIy0tjdDQ0M/1Wm7d+y0tuvfwcPfsuK5076tXr6a4uPjGMEhqEvzNqE0roMJpVPfVNSDm3ouI6KRCz16Hvn05vHsSIicivjYW9pwygJFyQFMM8u5JHfXrygFle1Avvw3NkchvP40YEYIIT0BmzUDEp6K/9gvYeAFkAOLmLyPGngWqwSxA6AizA/nlnyGmJKO2fQZVjXDuIIhs5NTU1rYyIYz5OKY81P9+ZrStqWaoaEQk3oSYfRfy7kWI2eNQObuhJukKoY8CWyVq29uov26A+DvQfv4r5K1piOB2xx3KiZ63GvWDF6HMCeYo5HdfQXtsNiI6FBEQgIhNQdx8E+rISihohJo8KEtGzs9uBW/ChLBGoW//G5xqaVesLwd7KGLqLMSdC5CL7oa0etidixj/BeS0KNSBV1HPbwFdIKb+K9pzSxAxLa8bHIoYkoKcOhH98HtQmd0H0MfWiP7GE6ji4tbbSi4gwsMRqZMGtN3mqmHPY70Le8AHfDzjUrqXlpa6bQEdlO5JScTF9Vzp7i0u3fu8efNITU1FSuk2fnWme//00085duxYG917QECAD/5c5xF+QcjEMeCsh+ZKxOT7EDcvRVhjWu/UVGcUM97gVT9XM6C5t2EP3JgtXV3FU+leUlJCaWmp+/24WqW7t7TRvd98s9vu0pnuvaamhkOHDrFt2zZyc3NxOBzX/8G6L75ci9gaUIc/Rv/oebh0CZw6wtEIwVZE8njjQqzZH0IiIX4E2ox/QaRMAMvAtNu0b+PqDva42rh6G/ZAz4DP9dbS1VVcSvf09HQKCgooKytro3Q/fPgwTU1NDBs2jIgIL61GPYxb9z51KrNmzSIqKgqlVKe6d5vNxtGjR1m7di15eXk0Nzcbxq+WY/XrKxKBP6riM9hXCijQaxGxcxATo9vdV0fVFKL/9/OQD2L+95FfGo36dBXUtMwEqq5G3LoYEdeuUMPRiNr3Ouqd4xA9E+1HD0Bgy/mosxF18HXUb7eAU0DQcOQPlkHhe9DcbIAos4aYuhg54QFEeCpK7IfPigz4nHsBMetuRKTnazpRlQdboY/Zivz3D9GevAs5eSwiaxgiOQNlLYPTQchHZvYQ+hgVTfpnb6M/+0cIvgXtP36OmBLV+ep11KH/+cewtRQQkLgY7ddfMixn7giEKRQCc1CrT4LSobgEseBhRITHcZTuRF/35xboIyDtEUz/eAE5expyzChEWgpi1DDU4R3IzPsR40PR3/wl7C0HTMgHnkFMCadjgiCwEiqTkXeOdt96baCPAFWehyg5BzbjIE4MHYIYfy8iJmNAzrmw2Wzk5uayebPRxvWrX/2qS9iTkZHBggULeOyxx64J7AHjSqu3lq7rbYZPT+JSutfX13PhwoVOle6JiYkMHTq018o32+ve/f390XXdbaXxNH5duHChje5d0zTMZjNBgUFIzQd/rttYAhCJYxDxIxEjZrZqbgFqS9GPrYHGakRwVOsMhRso5eXlnDp1qkczezzbuHob9oABfHbt2tWllv16bunqKp5K99LS0i6V7vHx8VesdPeWqKgopk2bxtSpU73q3l12sa1btxq693ZXam+kfaAvvvQoSgflbL3AKgSqvAhObYXmFpuezQZmkCPuMIAPIALDELEZAx72HD9+nFWrVvW4sqc327g84wY+L3cEPsOGDbshKnzax2w2k5KSwqhRoygpKWmzP2lqauLEiRNXpXT3FpfuffLkycybN4/Y2Fg0TetU92632zl9+jQbNmxw694tFgtms/n6ep8kYKlEfbwbnBiQpDkGuWhy24odZxPq3ErUf60DUxLa959BpEaiyjbDwTLjgXo9BE5Dzoj3mMaiUA0VqP/3ApxoQsz6LnJxlvtvNFTgXP5zOF4HwgRpi9F+dCeERRktY3oTIjAIufinRgeQJhCRTtRbG8ChwF4GMgE5MRYsrvelHfTRQpAPPoZI9vgMSYlMToeYIYj0hJ5BH2cD+v6P0P/ztyAmI//vr5C3xnaxYnVUwwn0ny6HGgVCQ8z7HnJhSud3t1aj/me98R7o1Yj0JYgxHma5dtBHJM1BfnGixxMIhCkKMhMQiVmIaDP6it/BiQZAQPIs5MzkjoYwIRDJ4xFThiMCW887rg30kRpy+ExUQymi9BwiJg5530+RI2fDAKt88IQ93VX29AXsAQP4vPrqq/z2t7/tssLnRgM+roSGhjJlyhTAmD3RqdJ96FCGDBnSqycEnrr34cOHExQUhK7r2Gw277r3khKk1qJ7D/Lp3q/bmP0RkUkIP4+NeV05+u5/oNb+HpW3F8JijQGYNwj4ccGe/mzj8owL+Dz//PM+4NNJUlNTSU1NpaqqivPnz7vXT28o3b3FpXu/5ZZbSEpKanOw3pnuffPmzRw5coTm5mZ3VaVP9+6LLxhtXDWlUHQYakoQoUMM8CM1MPuj6kuMAap+ZkTcEETKeIjPNow5AzidtXF5U69fqzYuz7QBPu/cmC1dXUXTNIYOHcr48eOpqamhqKioU6V7WloakZGRvXYhoTPdu8ViweFwdNC9OxwO97nfwYMHqa2txWKxXD+6d6mBnx9q+8dQajcqa+qbETPvRcR4rO/GCvR3X4Cd5ZD1ANqTdxgVK0F1qBU7W4CRgmoL8p47wDVfWTmh/BD6S29AczTyu/+KSHfBYh1VcxL10v8YYEQzIWZ8FblwFCJ+JHLUHLBGIoZkIrPnGw8RArCg3v8H1CnACee3QYYJkTS2ZRxMe+gThFz0jbbQBwGmUERGggcI8QJ99Cb0Y5+i//QFaBiB/MmvkHd42V4oJ6rwn6jl24xlkH7Ih/8NMboTUC4A2Yh68z1oAFAQcwtydkrrfdpDnyG3IB+e2O55BCImDRFjAaVQh96FfRXG8xWXw4gsRLgV/Nt9j6SlDfCB3oI+Dhuq8KDRG+xxQiMzpoO9Fjnzm4j0qQOqretK2rj6CvZA69Bmb8DnRmnp6ioupbvFYqGgoKBN73BxcTH79u3DarV+LqW7tyQnJzN37lxGjx5NaGgouq5jt9u7171rGlIKgoODfVaa6z2NNeh730Zt+n+oymqoroLKXERUMiJ86IA0n/RWBhrsge6Bz40ww6cn8VS6ex6od1C6D7k6pbu3eOreMzIyMJvNbvjTme5906ZN7Nu3z60J9vPz8+nefblx01SHKjiAvudN1PrlqItHEakTjavogPAPQZj8oCYfkTEBece3kZMfRgR11howMDJQZva0jw/4dB+X0n3y5Mk0NDSQn5/fQene/iJtb6aN7j0jA39/f+x2u/tY3RWn08n58+fZtm0bO3fupLq62j2XMzg4eBCfa0kEFlTVLthdjLvFK3oW4uaW8QPKgSo9gv7Cn6E2CPnlZ4y/SQ0CglF7VsBFm/HYxgrIvrcV7DgaUAf/F/XWEYibi/ajezyAkB1Vshn1h43GXCDNjLj9X5DT4gCjlVQk3IRIndy6uErB5VLUe2+Aaya3wwkhhYjJixH+wfQM+nSWLqDPCBP6qU3oz/4HHLUjv/1fyAfTu3kqB2r/m6iVp1pWcyByyVOItM6XQagm9A/egAq9Bd5MR94z0uP5egB92seZi1p1xFi3jQWoHWdQygTKBk6J8A8EU+fL8/mhj9OOfnI96v2fQEAgIjqtFfxIrUXvGD9gWrpclT1btmxh+fLl/PKXv+Tw4cP9DnugtaWrM+Dz8MMP87Of/eyGBz6uCCGYOHEioaGhFBYWcvny5Q5Kd03TPrfS3Vva696dTicOh6Nb3btrWYKCgny69+s0qjwftemPqAtFxs4MoL4GEROPGDLSo1z1+olnG9cLL7zgFfaMHTuWpUuXXnPYA63Ap7MZPsOGDfMBn3aJi4sjKysLm83WpdI9MjKS+Ph4/P39u3/CK4xb937bbYwaNcoNf1xDn9vr3jdv3syePYbuHfDp3n258aIUqugQ+j9/jtq3GeobEM11RkVPykTjIoOQiOBIRNYM5Lh7ETHDBuzFhytt4xo7dmyfwB7wDnxu1JYubwkODmb8+PFupXt1dTXQqnQ/dOjQ51a6e4un7j07O5vAwEBsNpv7WN0VXdcpLS1l586dbNq0iYqKCsxm8+DWvWuAXw3qnzsM2IGC5gjkPVONFi97PWrnX1FvHoXwSch/XYYIE4BACAvKfgy25rUMTW4CRxpy/ijDDtZYgf4/L8KxBsT8x5ALPWCJbkPlbUS9s7elGsYfOfsbiPFeBnjrDtSZ7agtG6Cq5TsuNcTSryInzG25Uwv0+XsvQJ9ZX4GAw+i/+b+wowQQkDIdOTW948Dqdsup73kLNha2LKMfJA+D2hxUTic/Z8+gNm6CWmVAn7hpyPvHejzfFUIfAcTGoU58BkXVBvipvwg7N6C27IOCUmhoBrsT4RcCAW3/mc8NffTTm1FvPoMqvYw6uwMiY9uCnwEST9jz+9//nl/+8pccOnSozaAv6B/YA923dPmAT+e56aabulS679y5s9eU7t4SExPD9OnTmT59OnFxcTgcDpRSHYxfnenepZQ+3ft1GBFgBVs9lJ+DhgawmBAjJiJvXoqIShlQVY+fNwMV9kBb4LNhwwYf8OlhXEp3k8nE+aLz1NReG6W7t/j7G7r3O+64g3HjxhEYGIjT6XTDn8507zt27KC0tBSllE/37suNE6Wjik/AodVQ33Ii22wDGg1DV0u1D2Y/RGA4aIMH9vS0jesLX/jCNYU94AM+V5vAwEBGjx7tVekeEhJCSkrKNWutcuneXRdqrVarez/Sle79008/de9PBqXuXUowB6D2/RMu2g1QUteIuPVeRJwJVXMe/ffPQa4DcfvjyEdGeDxWIKwCtXI9NCrj4mVVA+LOuxFWhao4hP7y36EpFvnYDxGpHu1Nug2Vsxn10SHjd82CmPV/EKO9vLdCgn8Qat8HkGccp2EJRHviFURUy/dJOVAFW1Dv7muBPgHIRcuuAvpoMHwM+tpfwaZicDqNdrVzZ+Cm2YhUL8ZC3YHa/RZ85hJV2eHYFtT6tah1nfxs2A42C/j5QUAAInMWcuEoj+e70kofgTBHIcanoi7kGLYzmx10HRoq4Owh1MY1qL1nUY0mRFQsIrJ1e/T5oE9zHfpflqEulxm/O5yoczsRWVMRYQOjuscT9rz22msDDvZAz2b4+IBP18nIyCAjI4PzRV0r3ZOTk3tF6e4t7XXvruVobxHw1L2fPn2ahoYGNE3z6d6vp0gNkXCT0VNcdxExbAxy3vcQiaOvG4tXe9jz1ltvkZ+fPyBgD/iAz+eNW+keauXixYvXVOnuLZ6690mTJrl1v95079u3b+f8+fM4nU4D/vj5dO++XEdprkfVVyDMFmN/IiT4B4O9DlVwFKREhIdBUrbRRuEpFxiA+Tyw51pX9rjiAz6fL/7+/owcOZLY2FjOnDlDZWVlG6X7/v37kVL2itLdWzx17zNmzCA0NLTN/LrOdO+rVq1yn1uYzeZBZJCUCEyo+oOGFQsFqgHCbkFOjUDlfYp6ZSXIocgn/xWR5gFuhAbmcFT+KjhZazzWXo2InocYG4g6+A/UG4chfiHa9+9qa67SHaiinagVB1vgjAUx44uIMV5gihAIIVBHP4LDVYAASzzya99GhLYcWzTXo3/yaitwkRri1vmIrO5McO2gD0D5SThag5h3J1SfgzoHOCpRuRJxx2REcBdgXHeijnwI2y4av2vBiIe/azxmUg9+bp6MSI9q83xX3N6FQFhTkHPugDgrSjlAl8YAf4cDdCdUFsGejVDoh5g8BhFiwMrPBX1UzSXU2W1QVQa68UUR1hBIm4CIy+xX6NMZ7Dl8+HC3sOfxxx4na3hWn5Xy+YBP7yQpKYnRY0a3sc94Kt1LSkp6VenuLZ6697S0NGND1o3u/ejRo9TU1KBpmk/3fr2kBfyIyETEhPsNK4rre+y0o0pzQDkRloABAch7Gs+ZPZ6wx7NFtq9n9rSPb4ZP78SldI+NjfWqdE9OTiY4OPiavreeuvcpU6a4zS8u+NOV7j0nJwen0+nTvfsy+OO0o6ouok6uh5MbICjCDXSEX7Bh4arMRUREI277Gtrty4zK0gGagTigubP4Zvj0TlxK92HDhnlVuqenp/eK0t1bNE0jOjqaadOmMWfOHKKiotB13avufc2aNeTl5WGz2bBYLIND964JCLChVmwGGxhmLSti3ijUqpdhawkMuxftqTuhzXURgZACLJdQqw8bbUToUB+KmJOFevsVOFqHWPAkcn5K29dUDlTlIdR7e1rau0yIyQ8hJnbzntqbUOtfh+O1gAT/UWhfv8/QwOtOVP5+9Hf/Ankt+3rphBQLcvqt3ayE9tBHQb1A3PMM2k+WoQJPwY5ccCooPw2WcchJyUZ7XIencqLOrIaNBcbvpki0Z5YjF01CTpzo/WfChLbAp+X5rhz6tMQUbHQQLFyEmDoWEmLB4oTaGmiwGRCocB/ok5C3poD4nNBHBIQihk2B0uNQWYIICzU+ABPv77f2hSuBPenp6dx55508/vjj7sqevlRr+2b49G5iY2P7XOnuLe11735+fiilvOre9+/fT0VFBSaTyV1OOih7iX0xIjVEdFpbO4qjGVWwH/3Tl6C6GKJTjd7bAf49Ly8v5/Tp0z2CPa7Knh//+McsWrSoz2APeAc+w4YN46mnnvIBnyuI2Wxm5MiRJCYm9qnS3Vtcuvdp06YxZMgQpJTY7Xaam5u71L2fPHkSp9OJ2WzGz8/Pp3v3ZXClqc7Yb2x/HTa/jso7DMKBTJsMJgNkioAQRPwoxMhZhi3XPDBPSF2w58SJEz0a0NyXM3vax1fh07txKd2zs7O7VLqXl5eTmZnZa0p3b/HUvc+fP999rNLZ/sSle1+3bh0nT56ksbERPz+/ga17FxqY/FFH/gkFzQaEaahBZGSg3vobVPkjlz6NmDGk42M1CcH+qE0fQ7mzxeJVihg+DPXOW9A4FO3J7yOS2lXRCh2ai1BvbjDsX1LCqIXI6d18b5tr0T/6E+Q2GwwhfDLy2/MM+GJvQt/yRzh5DAo9Zv7ccR9ywk3drIR20EeYEFMeQ/vFlyFUQ6SmoY58CkUNoNvhbB5i0mxEfCfvqdLh8k7UqpMtQEsY84rSrvI87fNAH1eEhoiMR469GbnwTkiQqKOHodpu/O95jcgv3Q2Wq4E+Tkcb7boIDENkTIeKs4gpDyKnfKFf2heuFvY88cQTZGX1XWWPK94qfHzA5+oTFhbG1KlTUUpRWFjYZ0p3b3Hp3u+66y637t01m8Kb7r20tBRN09A0bfAOkvOlbWyNqJyd6J88hzpzGFV0DBEUbFQBWQbmAfrngT0xMTF9WrHWE+Dz8MMP+4DPVaS/lO7e4ql7T05ORtM098F6Z7r3TZs2cfjwYZqbm91VlT7duy+DIaq8AH3TctSO1dBsNwZ12iohKsnYfwCY/BChQxDWmP5d2C7SHva8/PLLXit7XLDnySef7JOZPe3jAz7XJi6l+4QJE6iurqawsLCN0v306dMUFBQwbNiwXlW6e4sQgsDAQMaNG8eCBQtISEjAbDa79yed6d43bdrEgQMHqK+vd5sjB57uXSCECdV8EjbnAAqctaiSi3CiCELHIn/8LURkZ+cXEiGCUbXbYXeJcZNeg7p4Ec4VQ9I9aE/Nhfa7eyHA2Yxa/QFUKWOIfNQU5MLhXpZTRzXkof7ydyjXDaBz0wPIB8cZf1YKakuh/AQcaZnBpPmjfeW/EKktnw+loy7nQGO1MbvM47nbQB/Ngvz2bxETA4z1YwmDZB21dg806dB8Gc5bkTPHQUC79SIUSi9EvbmtpfpJIYYvRkwK6/ad6PzfvnLooyouImz+4N/JeyYsiPTJEJePWnPCAFMOJ2LRVxCR4gqhj70J/cQGo/cuKBxjjLShgpQj7kCk3dznFT7tYc8vfvELr21c7WFPfxzsuYDPyy+/3GZ6vA/49E5cSnc/P7+mGuP0AAAgAElEQVTule6BQUYJYx/FpXsfM2YMoaGhOJ3OLnXvu3fvduveTSaTWyHps9IM3qjyAvSPf4k6ewKcOtgdcPkMxA1DRKYMqHk/nrDn+eefH9CwB3zApy/iqXT3PFDvC6W7t7h077feeisZGRmYTKYude8FBQVs3LjRrXsXQvh0774M+AiTHzRWoXL3GfsNAOVAhEUjMmf078J1k85gz5/+9Cfy8/PbHPeYTCYiIyMZO3YsDz30EE8++WSfV/a44gM+1zZSSiIjI7tVusfHxxMXF9en+xOLxUJ2djbz5s0jIyMDPz8/bDZbl7r3rVu3smPHDmpqavD390cIMbB07xIIsKNWbIBmZQwtvnQBhB9i6neQXxnjOp3vGA0IaUJ99BnYMeBLSTEIf8Q930fOSuj0BYUyoXI/gWM1gAAVi3zo9q7NWLodVbQW9ceNLWAmEPnwDxCTWtqhpIaIHw5R9ai3dxswwxSMvOc7xiBnpVC1l9E//AkqdxfCGmtU2Jv86NTeNefriFEtF1qFRESloxr3w4ELxriaS6cgcipizBBj/bkiAD8n6qOPoKZl26USkXeN92796ipXCn2Ujr76FTgzFJEd1fl9hIAEUH/5uOX/DUMu+Soi+kqgj+5EP7ke/X9+CBU5iKgURHB0a9WPqW/75G02G3l5eW4blzfY01llT39d2XO1dLUHPqGhoSxZsoSf//znPuDTC+mJ0t1kMpGYdO2U7t7i0r1PmjSJqKgoHA4HTqfTq+49Pz8fTdMQQhAQEODTvQ/GNNWi8vdC2XkD+gDCz4xIGGlcrTX3vgL7SuOCPR9+8CHPv+Ad9owZM4YlS5bw9NNP9xvsge6Bj2+GT+/FU+leUFBAQ0NDnyrdvcWle7/99tvd9jGHw+G+WtuZ7n337t1UVVUhhPDp3n0ZGLE1oiqKoKkGEdhyBdlkMYY1116Ay4WIMCti+BTkhPsQ4Z2dePV/vMEezwrnzip7HnnkEYYM6aTlpA/iAz59l54o3SMiIkhMTOzz+Tlms5nMzExmz57t1r275sd1pnvfvn07GzdupLKy0m3kHRBV+kIDLRB16mPIcUErAf5xyMeeRmQFeX+sJRR17J+Q39z62KAktKd+iIjv4n+TmqGL/3Qf2BU0NSGmLEQkdPYeKmiqRH/3VWPgtJAQdTPyh19HRHie4zhRdcdQb7iU7SGtynanHbXvfdS6N+BiHpzbAv6BiKhUMFs6Qp/ZHtAHAdIPkR6P2r4WLttAb0KdLkXcMhMR7XkcIxAiFHVpHRwqNyBY2UXInoFIDm8LiHqSq4A+6s1nUCt15AMzOlZZudZnw0nU3z4xQJ3/CLTvPgBBPYU+Skfl7ES9/QxU10JxIVzYjxiSaexs+vDE02azkZebx5atRmXPs88+OyhgD7QCn5deeqlL4BMVFeU7ke/FuJTuhYWFXLp0qYPS3eFwkJycTHh4eL9smDvTveu63qXu/ZNPPuHs2bM4HA638cunex88EYFhxjazMhdqyhAR4YiZX0OOvw+C+xdIXEllz5gxY1i6dClPP/0099xzT7/BHvABn/5IZGQk2dnZmEwmioqKqK2t7aB0t1qtJCUl9cuJUXvde0BAgLuqsr3uvayszKd792VgROmousuoU5tQn/0NVXwSmTQWLMZ3SASGIfxDQK9H3Pwg2sxvt7Z2DaBcLex56qmn+q2yxxUf8On7eCrdz54920Hpvnv37muudPcWk8lEamqq2yAZEhJCU1NTB927Usp9UXnNmjWUlpa6H++6UNs/aTFj2c/CxjMGMBEmSF6A9sN7wOu1GYEQZpSeBxtOtT42bTHa43d0Xd0iTRAVjyrcCmcrwVkF1ZGI8ZkIq+cMIAXNlegH1qBeegNqdfCPQnzx35B3Jbd7Uieq8iDqf13QJ8iAPkkKVZaHeutfobFF917fAIUHEKPnIKxR3UAfjGqfgDiIqURtPGyAqobzUDYEedtN4OdxjiU1iBWodduh3gnOStSxEkhKAJNEaNK4j3KCrRkaalFVlVBejwgNbltVdcXQR6E2/hW2n4OsWxAJ4WBud/5nr0Xf+Dp8fAKUREz8MvILE0H2dKaP047+5lOowoLW26qrIEBDDp/ZJy1dnrDn1ddeHTSVPa501dLlAz7XPhkZGaSnp1NUVNSvSndv8dS9JyYm4nA4UEp1qns/e/asW/fe2NiIpmnuwaT9/Tn3pfuIsJaZC9KOmP5F5LjFEOTRf6w7AdFnMP1qYU9/Vva44hva3H9xKd1DQ0M7VbqfOXMGf39/UlJSrqnS3Vs8de+TJ0/GarWilOpS975nzx62b99OUVERuq679bw+3bsv1zxKocoLUTteR63/AyrnFKLuEgSGIIaONE6ihESEJyBHzUWkTBhwc+A+L+zpr8oeV3zAp//iqXQ/ffp0B6X7vn37MJlM11zp7i2aphEfH8+tM251695d7V7tde/19fUcOHCAlStXUlxc3EEi0PcLLxBBOurjddCgwByMuP+HyNk9qBLUJMKqoT5ZA3U6mAMQ9/8YeZs3OCsQpiBEVgLq5CEoqYHcw1ATCCFAbTVUXEadz0XtXYX+8u8gvwmCYhGz/gXtB/e3hVFKGe2t+XtQ77usYP6IGfdBrI4q3A8nN7dCH00iJs1DTvsyNNejLh1CvbmpFfrc/ABiRCiYPGGORAxNQz/2CeTWAToUnoDEqYjEYLBYDGAjJCIsHRVYCIcLoMkOledQm/fApXLU5Utw/jwq5xT6kUOoPZ+hNm9GHaxFzhjTWg3ktKOqy1Hr/hfONQECIm9CzB2JEBqYtI5td0qhNv0FDl9AHckFfyvKUQc1NVBxGS4WoPavRb34OlTpED0a+fQziDRjX9Ez6CM1w/leluNeoSI5Fbn4PxBBEXTdDPj545rZs3XrVl597VWeffZZjhw5MmhgD/iAz0BIUlISY8aM8ap0T05O7hOlu7e0170DPdK919bW+gaTDqKIyGRk5q2IISPA0rpnU9XFUHQYNBPCP/iagp/BDHvAN8NnIMRT6X7p0qUOSvcTJ04AfaN09xaX7v32229n6tSp7s9ET3Xv/Xqw7suNEd2JOrMF9elrqCpjtgkNjdBcjkiZgAiJNm6TGmgDqwKtPex56aWX+POf/+wV9jz04EM8+VT/tnF5xgd8+j9+fn5kZmaSnp5OXl4eZWVl7m1zW6V7BhER4d0827WL1KRb9z53zlwioyJxOp3ouk5jY2OHC7Weune73Y7FbOje/QP6sP1ZaCBCUOdWwpkGCM1G+/FjiJgeXOgWErQQKF4PR6sgaBja959ExHXzWKEhQpMQE1OhuhQqq+DYFtTGnagDu1FbN6BWfmTo5OsCICELce830H7wVWgzh9lhmAvXfgrrt8Kp4pY/KGi2o8ovIvQQiBqGEJcQzmZEdCzyoeegKh+1biNq3Xo4UtgyfBmwS8COiE2BoJbjEmcz+oEtqNMn4ExZy2vXo47mopQdmgMQyVEG8pAW5KhpqLBGKKkAhw6N5XByP2zZgFq7GrV2HXy2E46dg7JmRNok5IwRBvRxlqNvXodavxY+2w9VLccg9gZorEZduARVApEc3RaxKIXK+QzO1kPdedS2Najte1F7d6O2rEOt+Qj1wXposkLaGOR3f4ZcmOR+eI9n+oj06WDW4PIZhJ8Z+chziPibrtlJiefMHlcb15EjR9qUZUMr7Jk/fz5PPPHEgII9AJcuXepyhs/DDz/Ms88+6wM+fRRPpfv58+c7KN3z8vL6VOnuLS7d+8KFC8nMzMRisaDrepe6940bN7J//34qKysxmUyYzWYCAgL6v5fYl66jmVtnoindKE/d/jpq3WuAHRGXBX5eeq2vMuXl5Zw5c4YPP/yQ5557rkvYExMTw9ixYwfEzJ72aWpqYvfu3bzwwgu+lq5+Tk+V7gkJCYSFhfX7vJzIyEi37j0uLg4hhBv+dKZ737Jli1v3brFYfLp3X65NpATNjKothuI8Y5iovwURm4gYMtyYTTHA4gl7Vq1aNegqe1zxAZ+Bk+6U7sePH6eiopysrCwiIiL6dTsspSQ0LJTJkydz5513EhsbixDCLRHoSvd+4sQJGpsa3fPj+uZzJRASFAWw4Sxi3FeRX5/Uwxk0whDeBFWhVh2EtAfQHr3VGPLc7UM1RHgacuZ8GBUPEWFgdhoFJDYHhMQhRk9HLHgAbdmjyPtuhvYFjPYm9M3LUW/sgAodYmKNn+hIqL8A506ijp9BTn4cuWghmDXExPuQCdmog39HX74GLtSCrQpMulFB5ChG5eYjhi9CJJoABfZq9L/+Ek6q1teIiYEgO+SegXwzcsHE1nUm/ZGjZiBm3QxDohBh4RAaDhERkJACWdmIaXcg712K/NYTyHtcVT4KZTuF/quX4VgRWCJbX88q4Hw+HD8KZxTy7intBklLRPpoRGYGpCQjhkSCxQnN9dDghJAYxJgZiLuXoj35OHJqfNu3Q3lumT3jaAZd71A+qh9ZCXUVyKlfvCZtXTabjcLCQg4dOsT777/P+++/3+aL40pwcDBJSUlMnTqV++67j3lz56GZBtYJ7qVLl3j11Vc7neHjAz79l6qqKl577TVef/11cnNz25zsjh8/nn//939n5syZhIaGDqj3ZuvWraxYsYLt27eTk5NDRUVFh4o3gMzMTObPn8+CBQvIzMwkPj7e154wwKMuHkdf/zvUka3QaDOGdC76AXLsIvDrnR728vJyioqKWL9+Pe+99x5HjhxpY6IA4yAmOjqajIwM5s6dy4MPPkh6enq/n6h7xgV8nnvuOR/wGWDZtWsXv/vd71i9ejWVlZXu20NCQrj77rv51re+xYQJEwbUyZMLmn/yySccPHiQCxcutJnT4EpwcDATJkxg8eLFTJ8+neTkZCIiInxg3ZerS1MtqqYE/K1tFOsqZxf6imeh8hKMuAU5/SuIpHH9uKAdo+s6tbW1nDt3jh07dvDuu++yY8eODscjmqYRERFBVlYWM2fO5N5772X8+PH9tNSdxwd8BmacTic5OTk8//zzfPTRR5SVlbn/FhgYyLx583jmmWfIzs7uc2GAt9TX17Ny5SpWrVrJvn37uHDhAjU1NR3uZ7FYGD9+PIsWLWLOnDkkJiYSGxt7bRdO2VElu3D+7K/IBT9H3nUlA+CdqJpT6M/+BjHyR8ivZl+zxez16E5U7i70v3wHVVNvwPTbliBv+SoiIqn7x19H6bLSRz+xAVV0CGGNbXO1WcRmIhLH9HqFj2dlz6uvvtrjyp4nn3hyQFX2uNId8PFZuvovLqW7xWKhsLCwU6V7aGgoQ4cO7XOlu7e4dO9jx44lNDQUh8OBw+HoUve+efNmLly4gNlsRkpJUFDQgDp596U1avdbsG8l1LVAmKZmaC5DJI5BhMZ9rud2VfZ88MEHParseeSRRwbEgObO0h3w8c3w6d/0ROkeGxvb5wpeb3Hp3m+77Ta37t018Lkr3fvevXupq6tDSuluqfXBH196FKcDVX0RdeQT1PbXoaEKET/KsHMBIjgCIhMQQ7PQ7vj2gKrw6enMHk/1+kCs7HHFB3wGblxK9ylTplBfX09+fr4bxruU7sePHychIWFA7U8M3fso5s+fT0ZGBhaLxa17dx2vQFvd+/bPtlNTU0NgQCBCXkPdu9AQwcnIhfciMq1X+GCJ8ItBzlmMGBvT/d0HUhqr0d/+EeriBeN3hxPOn0DEZxjb3hsonUIfdTkX9cZTqN2fgFlB6BBEUDjXYnaPC/Zs3bqV1157jZ///Oddwp5hw4Zx5513DmjYA96Bz0MPPcSzzz7rAz79nO6U7rt37+5Xpbu3DB06tFX3HhmFw9k5/HHp3tetW+fWvUspfbr3gRhrLKr0NJRfBKeOCA6AIcMQmbcgQq5uB1tRUWGo13vQxjUQZ/a0jzfgk5aW5gM+AyRxcXEMHz6c5ubmLpXuUVFR/aJ095bOdO92u73Tg/Xi4mI2b97Mzp07qa6u9unefelZdAeq5IzRqrDpdSjMg7qLEJ2MiEppmZ1hRkT/f/beMz6u8k7Yvu4Z1VHvdVSsYknuGHfTS4CYEkNoIaQt7IZNwHhD2CVZYgIGXCDJPhhI2LBPssmbsJDdTV4CJMGAjXuVm5rVR72OumY0M/fzYXxGGnVZI82MdK7fjw+MbM2xysw51/nf97XAPt3j6xm/H4rsKSwsnNQyrmXLlnHPPfd4rOwBu/DJz89XhY+HExQUxMqVKwEoKysbkXQ/deoUUVFRbkm6j8fQ3PuSJUsIDAx0xAPGyr1/vPdj2tvbHVEWj8i9eztSIrtbkKf+CL2dYLWBRiCylqD9wpMe8xo7W4yUPv3d2P77B8iS82CzIS+egu4qNAuvdekXZzTZc+bMmYllzxbPlT0wKHxeeeUVp6UTQ5d0qcLHc/D0pPt4DM29JyQkMDAw4HhDGSv3XlpaitVqRaPRqLl3D0Lowu13eJsKEVoJq29Hc/OTl5XjVWTPZCZ7FNnzzDPPeKzsAVX4eBsTJd3LysrcmnQfj6G595UrVxIQEIDFYhkz937gwAEOHjzoyPOquXeVMTH3Ic9/iNz7a+i7NEXW0wUD7YgFqxGBU737PrMMlz2vvvrquJM9y5Ytc0z2fOUrX/FI2QPqhI+3odPpWLZsGcHBwZSUlDiWDttsNlpaWjhy5AihoaFuS7qPh4+PD2lpaU65d+UG7fDcu9Fo5NixY3zwwQc0NzcDOPbnVN9PLhMhEAGhiOyN0NuE6GlChIaieWA3ImpIEt5qQbYbELpw9x3rLDBC+siaM9j+5yf2PNolRH8HYunNiJBopjvtM1z2/PjHP55wsmfLli0eL3tAFT7eipJ0V8SPJybdx0PJvV9//fXo9XoGBgbGzL2XlJTw/vvvU1RUhMlkUnPvHoSISrVnJvOuQ7vqPkTY1E6Yp7KMy1tkD6jCx1sZmnSvra2lvb3dKeleXFzs9qT7eAzNva9Zs4bQ0FBsNtu4uffPP/+cmpoapJQO+aPup6biwMfP/p+xAppr7efZAX6ImGREYi4iPGnizzELTFX2ePoyrqGowsc7CQgIYFHeIuLi4ygqKsJoNDquG7u7uzl+/Ljjexga6lnyFIbk3q++mquvvpqwsDDHxM9oufeTJ0/ypz/9ifr6emw2m1NEQGWKCIHQhaNZdAME6BDZ69Hk3jD4cZvVXgf79HVEpB4RFDUYWZljjJz0MdZDSxH0GO3r3vx90Wx6HE3eTdPauNlsNlNZWcnnn3/Onj17JpQ9t9xyi0P2ZGdne+wFiYJS6RpN+Nx7771s375d3bTZg0lJSWHp0qVOtYChSfempiZSUlLcnnQfDyX3fsstt5Ceno6U0lH8Gi33/tFHH3Hu3Dm6u7vx8fFRc+8egEhajEjIcd5A32JGNpeDzYrwDRjxOtzW1jZl2fMv//IvHrlnz3BM/SZV+HgxStI9Pj5+zKS7RqNxe9J9PLRaLfHx8Vx77bWsX7+eyMhIpJSOyZ/Rcu/79++nvLwcm82Gr68vAf4B6sn6fMRigr5OwAZaZc+eKERQJDReQGglYvlNaK7/R0TKcvceK5OXPVqt1jHZ4+nLuIaiLunybvz8/cjOziYrK4vy8nKnpHtfXx/5+fmYTCays7OJiHBf0n08lFjG+vXr+cIXvkBUVBQDAwPj5t4/+OADKioqsFgs+Pv7O87VVaaIRotIWW4vjytIiWypwPbuPyPPHQPDcUSU3j55PweXfo2QPiI8Ec2im5B9zYjuRkTOarSbfgCay7vQHS57nnvuuUnJnieffNLjJ3sUxpvwUYWP9zBR0r2yspKUlBSPSLqPx/Dcu6+vL1arFZPJNGbu/cSJE2ru3RPpbsVWegj5t59BRx3EZiICQgBn2bNjx445M9mjYOo3ceTokTGFz9atW1Xh4wUoSfeUlBQaGxtpaGhwSrqfP3+e7u5uj0m6j4eSe9+4cSPx8fYN1hX5Mzz3fuHCBT777DMKCwuxWAdP1tXc+zzB3IusOoU89wFyoB8RnWoX9kJj36dN2az5un9AROrdeqiXu4xr69atHr2MayiK8Hn11VdV4ePFKEn3pUuXUl9fPyLpfv78eVpbW8nJyXF70n08NBoNYWH23PsXv/hFR7lL2UNu6PuJxWKhuLiYv/zlLxQUFGAymRxLiNWf12nS14Htw53I/MP2/ze2Q8k+SFmMiFng3mObAezSx2pxHmXy06FZdBOERqDZ8HVEYNiUP/HlyJ4nn3zSK5ZxDUUVPnOL8PBw1q1bB0B1dTUdHR2On9nKykouXLhAUlKSoxbgyd9XHx8fMjMz2bRpE3l5eeh0OqxWq2N5wtCTucbGRg4cOMChQ4doamrCx8cHHx8fdDqdKn/chOyoRx5/B/nBT5CVpVBfCFEJtGkjuFheOSXZ4y2TPQoTLenaunUr9913nyp8vIj09HTS09Npb2+ntrbW8T3t6emhoKCA5uZmEhISiImJ8WipDvb3iVWrVnHVVVeRmpqKEMIhf8xms+PP9ff3c/HiRT799FPy8/Mxm834+vo65I83/C6qXAb9XdhKPkd+/H+Qhz+AnjpEYt6lNLsAHz9EbAYi1b2bNQ+XPa+88sqc2LNnOKrwmVtotVoSEhK48sorMRqNVFdXO66/zGaz4yZtVlYWUVFRHn0jQQiBTqdjxYoV3H777SQn6/Hx8cFsNjvO1RWsVisVFRXs3buXkydP0tPT47hB62l7GXkFUiKNdci//Bv0Dl6/i5BgRN61iNgMNx7czKDdtm3bNll2CHpaEboI0A7+cojEPETA1H6QFNmzf//+ScmeoXv2eMMyrqGMu4fPvfepwsdLGZp0r6qqGpF0P3nypCPprtPpvOJndmjuPTQ0FKvV6rijMPR3s62tzSn37ufrh0arQafTefQb51xEFn+G3PtzZFOL/QGzBWtnNX84XMBzP32L301msudfnuGOO71jskdBFT5zl+TkZLKysuju7vaapPt4DM+9a7XaCXPvyj5xQ/dTU8X6HMJmRZYdRn6wC1labN+3p7MFzEZE6hVTPqeekUOchuzxhmVcQ1H38JmbKEn3devWTZh0j4uL84r3E19fXxYvXsStt9zqyL0rU6Sj5d737dvHgQMH6OzsdOyLN2O597mIEPbN86OSob0MejoQwTrELd9Fs/Ju5z9rs0xrixtPQfujx7+1zfbrf0Se+QhCIkEX7lg+MBUmu2dPUFCQ02TPk08+6XWyB6CxoVHdw2cOoyTdw8PDRyTdFTHi6+uLXu95SffxSExMdFQEoqKisFgml3v38fGx594D1Nz7bCGCo5H1BdBUDVYb3WYr58sb+Nn7n3OoyIB5YKTsWbp0KQ8++KDXTfYomEwmjh09pu7hM4eJi4vzyqT7eAzNvS9ZssRxp1YRQAqj5d41Go1j8kcV63OAAROy6iSc3wt9ly7UhED4+yLis+1pdjehyJ6ioiLef//9cZdxRUZGOvbs2bp1q9fJHph4D59HHnmEb3/726rw8WKCgoK48sorkVJSWlpKZ2cn4Jx0j46O9rik+3j4+PqQnZ3NTTfdxJIlSwgICKC/rx+rbZzc+8f23HtAQAAaoUEXpE7pTwqhQcRmIrI3QE8DInsNmhsfH/y4lEhjLVSfsk9qar07zKD91xVymzx/Erq6kOc/A0sHmgVr7YWBSTDZZVyK7Ln11ludZI83Xjwqmzbv3r1bFT5znCVLlpCYMHrS/dChQ1gsVo9Nuo+HknvfuHHjpHPvFy9exGqzotVq1dz7LNDW3c/Fxg76qs9gbOvkb4ZuXjjRypEGKwOXXl6Hyx5v2rNnOCaTiaNHjrJj5w51D585ztCke3V1tVcl3ccjICCAjIwMp9y7MlU5Vu79wIEDNDU1IYRwyB9PX96mMg5aX0RYPGgF1F4AJCI1E7HhIXsxRjv7Ym+47BlvskeRPd62Z89wJrOkSxU+c4PAwECWL19OcHAwxcXFXpV0Hw8l937DDTewarU9997b2ztm7v3o0aP8+c9/pqm5CY1Gg4+Pj5p7nwxCIHQRaJZ9EZG+evA1WkpkRwO2v7yC/MsbEBGLiEwBX8+fGhsL7b8mtW3DdulF32ZDGA2IKzYhgibe+bysrMwhe7Zt2zbnZQ+oe/jMR7Kyx0u6H/X4pPt4jJZ7H6sioOTeCwsLMZlM+Pj4EBQUpMofF2M0GikpKeEPf/gDO3/+nxQWl/BptZFfFPRQZLRhlXNL9oBdLh49epSdu9QlXfOFySbd09PS0QXpvOo1Rsm9X3/99axds5aQ0JAxc+9Go3FE7l2n0xEYGKhO/ngDFhPS2AD9nfalAgB+OohIBq0EXQCaG76LZukX3SJ8uru7KSgomDeyB9QlXfORgIAARynSG5Pu4zE0937ttdcSFhZGT08P4Jx7B/u51KlTp/jjH/9IQ0MDUkr8/PwICgpS308mg+M1WkJvO3L/W8i974BpAHnxIISEImIzvVb8aH90R942envs6459NGhu+8dLefaJT7B+9atf8Q//8A+cOXPG6YcORi7j2rp1q1fLHrBvdvuf//mfvPTSS6rwmWcoSfeGhgZHfWZo0j0kJIQrr7ySoKAgNx/p5TE0956xIAObzebIvVssFse/dWjuvaGhAYCYmBiPzS17IyUlJWzfvp233nqLiooK8ptMnG210j0wRPYsXsQDt9/IM8/8gDs33+O1sgfsJ+gHDhzgZz/7Gfv27XOMLwshSE9PVyd85jBDk+719fU0Nzc7Jd1ra2tJT08nJyfHK99Xh+beN2zYQEREBFJKxyado+XelZJiUFAQUVFRXrEXxbzF3IesOolt/y+R1fmIxFzH9ggiMBSRtBiRtQGhX+q2Q6yqquKVV15hx44dY6bXly5dOidkD9jfT86dO8frr7/O7373O8fjPj4+LFiwQJ3wmcP4+Q0m3cvKymhtbXVKuhcWFqLX61m5cqWbj/Ty0Gg0REdHs2HDBm655RYiIyMxm3NfaWIAACAASURBVM1YrdYRN2otFgvnzp3jo48+or+/H41GQ2JCovp+MlmkRFbnY3vnebBeGmYZsIIhH7Hkhkub8nsf2m2//MM2jBWIPiMiOR3tPS+BdnKjYNHR0bz33ntOY2ZDZc/WrVvnhOwBu/DZs2cP7777rtP+LkIIbr/9dnbv3k1MTIzX/ztVxiYuLo7Vq1fT3d1NbW2tw7CnpKTwwAMPsHTpUvz8vHu9p5J737RpEwsXLsTHx2fU3LsQgoSEBD766CN6enrQ6/WEhYV53aSTJxIXF0dxcTH5+fmOuzmK7FmyZAkP3n0n//L1O7k9touY2Bi0UcmTfs32NEwmE0eOHGHXrl2cPXvWqX4UHR3Nk08+yUMPPaQKnznMWEn3oKAg1q9fz2233UZSUpK7D3PaKLn3q666ivj4eCf5MzTPGxERQUtLC8eOHUOn06FP9p69KOYVph5sZYeQH7+GPLkf0VoJtn5EYh74X7r54xtwWfVbVxIQEEBnZyf79+93TFDOtckeBWVJ15tvvsnevXsdS2HAvqT9m9/8Jk888YQqfOYwQ5PudXV1jqS7n5+fYzJar9e7+zCnhRDCkXvftGmTU+5d2fhZwc/Pj+joaH79618TGRVJamqq+vM/WQb6oe40GFvsgzF+vojl16FZdZ/XnnNrt/30F9s0S28FYUGz6suXEmWTExdRUVG0trZy6NAhdDrdnJQ9MCh8du/eTW1tLYGBgY5fKh8fHzZv3szSpUsJDQ2dE/9elbFRku5SSgwGAzqdjqeeeop7773X60ZGx0PJvd9+++3k5eVhMpmorKx0TLhpNBoqKytpaWnh6NGj9PX1kZKSQlRUlCp+XEBISAinT5+mrq6O6OjowWVc//hNbs8MIPrErxFnDw5JAcdNajrTkzCZTBw9epQdO3bw6aef0tXV5TRVtnDhQm699VZyc3PVu1PzgKFJ99bWVtauXcvWrVtZt26duw/NpSi592uuuYakpCTHRJNycdrb20tzczOlpaVcvHgRXZCO1NRUr50inavIxhLk3teQ50/YHzANQGcNhIQjkpd5zOuxsk9UdXU1JSUlREZGzqnJHoWhe/j89re/pbe3Fz8/PwYGBhBCkJiYyG233UZWVpYqUec4StJ91apVtLW1UV9fT1ZWFs8++yzXX3+9uw/PZQghCAwMZMWKFdxxxx0kJibS1tZGWVmZ489YrVYuXrxIW1sb+/fvJyQkhAULFnjV3kZuQQhEUCQiaz00noeeNkTeGrRf3gFDY1deVvXSbtu2bRs+fojM9ZeqAlN7o0pJSeHTTz/l5ptvZsuWLXNK9oBd+Lz22mtOe/god6LBvlHYvn377GtFF2QQHhE+Z/7tKqMTEBDAxo0b8fPzY8OGDTzwwANERka6+7BmjLCwMDo7Ojl67CgdHR0ATiPiNpuNU6dOYTQa0ev1xMbGqmuHp0lCQgIGgwGtVsvdd9/t2LMnunof4i+vIevq7Hce2psQMQmI+Bzw9Y7SEYwUPsomt0P3hGtoaKCmpoaoqCj0er3XlJxULp/k5GSyMrOIiIzgjjvu4IYbbnD3Ic0YOp2OoKAgKisrKSgocFS+rFarY5K4qamJoqIix9IUNcfrQfR1IOsKoKkSLFbQaBDBwQj9YkTKco+6EAgKCsJqtdLQ0DDnZA+MvmmzzWZzmnhobW3l/Pnzjg19VYk6t1GS7uvXr8fPz4/bbruNL33pS+4+rBlDq9USGhqKwWDg0KFDjseVMiZAf38/hw8fRghBVlYWYWHunUL0eIRABIYhFl4FAx1obv8hIjh68ONWM7LsMFhMiGDvmEa3S59pEBUVRUZGBlu2bJlTsgecJ3yUsdixOHToEL29vWRmZhIVFeW1+2uoTA4l6b5q1ao5PSppNBp599132f7idqqqqsb9sxcuXKC+vp7k5GQSEhLUYsA0CQ4O5t577+W2225z7Nkju1qg8jhcypJik6AdQKQus0/7eAFDhc/QTZtHo7a2luLiYsLCwhziZy69x6iMJC4+jpUrV5Kenj5nX0OsVitlpWW8+eab/OY3v8FoNI75Z9vb2ykoKGBgYID09HRCQkLU8wsPQARHIaJSoKcO2usQ0bGIa7+BZt1XJ12/nS38/PyIjY3lqquumlOyB8bOso9Ge3s7Z8+exdfXl4yMDEJCQsb98yreT1BQEBs3bmTx4sXuPpQZw2azUV1dzeuvv86uXbvG/bNms5mTJ0/S09NDTk7OnL5h7RKEQAQEo8m9AeE/ZDrKakGWHsT2/z2FrD6FSF6MCIlx33FOEu2PvvP1bUIXPq1PkpGRMedOxBXhs2vXrgmFj8Lp06dpbGwkOzvbqzdWVVGBIcJn+8TCR6G0tJSysjISExNJSkry+j2O3ElCQgLh4eFOryMiKhXZVgUNJSBAREdD9jrEgjVM93V8NpiK8FFoamri3Llz+Pj4oNfr1U3D5wG+vr5zXvi88eYb/PrXv6atrW3Cv9PV1UVBQQFtbW3o9XoiIiLUacrZxtQDfR12oaOxL2EWITF28aOViCVfQLP2K+DjmUtRQ0JC5pTsAWfh884770zq73R2dnL+/HnMZrM67aDi9UxF+CgMDAxw7tw56uvrWbRoEREREeo51VSQNmTFcWy/fxrZ1AItDdCQj9Av9fgNnrXPfiFzm0hf5THrjz2BsYRPQECA0+7oWq2W8PBwx1g2QGFhIaWlpSxcuFBd5qLitSjC54UXXqC6utrxuJ+fn9O4KNiXfw1dmmMwGLhw4QKxsbEkJiaq0xmuRKOxj5F2GBDxqWhu3Ypm1b2IkOiJ/66bUYTPyy+/zKeffuqUZR/+86Hsj6aUN4xGI2fOnMFkMpGcnEx4eLi6d5SK1zEV4aPT6fD393csJ+/r66OoqIi6ujoSEhKIjY1Vpfps0d+Nrfgz5LkPwS8QERI7KH7C4tHkXItIWuS1m3t6I6Mt6QL7sh5fX1+nc3VfX1+Cg4Md5+rd3d0UFhZiNBpZuHAhoaGh6kWvitcxlvARQuDn5+f0O6DRaIiMjHRsU2KxWCgpKaG4uJicnByioqLU69XJYjFje+d7yIrBvZNobwGLEc3S29x3XJNAu23nT7c5rVGb5zQ2Njp+gYYKn9DQUJYtW0ZDQ4Pj4tbf35+vf/3rNDY20tXV5bgQrqio4PTp06SlpREXF4efn5960aviNYwlfJSyV29vr5PovOeee9BoNLS1tTneZBobGzl58iQ6nY7k5GR1OsOFiNA4RMJCNCvuRCTmesWFxvA9fIYKH71ej0ajcXq9vfbaa0lMTKS1tdVx0dvT00N+fj4dHR0kJSURHR2tnqSoeA1Wq5WysjLe/PmbI4RPVFQUISEhjlofwJIlS1iyZAnt7e309vYC9ju0xcXFVFZWEhcXR2KimuCdcUw92Io+Qf7135D5+6CtDBGdar+jq7n0+iOER+3hM9cZa0mXj48P8fHxJCcn09TU5Hg8LS2Nm2++GYPB4Ljo7evro7i4GIPBQHp6unrRq+JVKMLnjTfeGCF8QkNDyc3Npb6+3vF4SEgIDz/8MNXV1Y7ittVqpaqqitOnT6PX60lISFDfTyaFhKZS+8S92X5jUiQkoPnCk4hIzy7Dabft/Ldt6pSPnbEmfEJDQ7n33nvZuHEjn3/+uVO5609/+hNBQUGUlZXR3t7uED/19fUcPnyY6OhokpOT0el0qvhR8XjGEz5XX301d911F8XFxbS2tjo+tnPnTlatWkVtbS1NTU1O0xnHjx8H7Bu0qkl31yGCo8FvyF5SNiuyox56OxA+/qD1nJPXsZZ0CSFIT0/n7/7u7+jv76eiosLxd+6++27uu+8+LBYLBoPB8XcGBgY4c+YMzc3NJCUlqdMOKl6BInzeeGPkhE90dDQPPvggCxYs4PTp047HV65cyTe/8U3i4uIoLy+np6fHMWVZVVVFaWkpkZGR6PVq0n3GuDTGL//6M2RFqX0PtdYm6K5G6Jd5xR4Oc42xlnQpm51v3ryZxMRETpw44fjYmjVr2L17Nz09PVRWVjrkqslkory8nIsXL5KYmEh8fLz6fqLi8Yw34RMREcGmTZu4+eab+etf/+r4WFRUFG+99RYhISFcvHjREWWx2Ww0NDRw5MgRoqKiSE1NVd9PJkKjRWSuh4EuaCxBREahuecFRPZV7j6yCZn2Rs5zhYmEz0svvURFRQV/+ctfnKTP1q1bue666wgLDaO0tJTW1laH+DEajXz++ecEBgaSlpZGSEiIKn5UPJaJhM+2bdsIDw/nr3/9Ky0tLY6PP/TQQ2zatImUlBRqa2upr693/I709fVx5MgR+vv70ev1atJ9JuhuRRrOYPv8P5AXDyCi0y6tK3b/a81Ewuef/umf2LRpEwcPHqSwsNDx9zZs2MDmzZtZs3oNnZ2d1NTU0NfX53htLS4upramVp12UPF4JhI+X/3qV3nssceoq6vjk08+cXwsOzubzZs3c8MNN6DT6aiqqqKzs9MxaVxXV0dxcTFBQUGkpaXN6aCA27CYkeVH4dSHYLpUbfXRIMKj7Bt3Rqe59fDmGxMJn0cffZQHH3yQ06dPc+TIEcfHMzMz+c53vsPSpUuRUlJWVkZXVxdgX+ZSXV3NuXPnHDdp1YteFU9lPOETGRnJ5s2befbZZ2lsbOSPf/yj4+MhISE88cQTbNiwgfDwcAoLCx3vRVJK2tvb1aT7VNBoERnrQFgRq+9BkzukNCql/SZsZyMiyLM2ylalD/aNQsda0vXlL3+Zl19+maioKE6fPs1HH300QvrodDqWLV9GUlISxcXFNDU1OSXy9u7di1arJSMjg/BwNemu4nl0dHQ4Nm0eS/isXLmS2tpaPvjggxHSJyMjg8zMTLKzsx3iR1mWY7PZOHnyJB0dHej1emJiYtQxalfR1Yzt+O+Rf34FWXgKGisQCWmIuIVuL8iYTCaOHTs2qvBJS0vjn/7pn7j//vsJDAzk/fffHyF91q5dS3p6OsuXL0dKSU1NDV1dXY6L3oqKCsrLy4mOjlaT7ioeiWNJ15sjl3RFR0fz0EMP8fjjj5OWlsbBgwdHSJ/rr7uerKwsFi1aRHR0NLW1tbS1tTmmKZubm52S7kFBQer5hSvR+iDC4sHPFxoKwWJBpGUibvyO80m+yowzGeHz7W9/G4vFwuHDh0dIn4ceeojQ0FAWL15MQEAAJSUldF6qYCrTDvn5+YSFhZGamqom3VU8DpvNhsFgGHVJV0REBJs3b+b5558nOjqa8+fPj5A+3/72twkLC2PxosXoU/ScP38eo9HoOKdSku4ajUbd5HwyaDT2iEpMxuBjUiJbK7HtfQ2Z/ydEygpEUIT7jnEY8176NDU1sWfPHnbu3Dmu8BFCcOrUqTGlD8DChQvJzc2lqKiIlpYWx4kZ2JPufX19atJdxePo6Ojgv/7rv8ad8Fm5ciW+vr5UVlaOKX00Gg3JycksW7aMtrY26urqnKYz1KS767GVHULu/TlSWbtttYHstt+FDovDXdM+ivB5+eWXx5zwuf/++4mKiqK3t3dM6RMSEkJYWBjLly9Hp9NRW1uL0Wh07B1VW1tLUVGRmnRX8TiGCp9f/epXYwqf9PR0bDbbmNInPiGegIAAcnJy0Ov1NDQ00NjY6JDqatLdxVgH7P8pS2T9gxBxWaALAvoR6x9Es+x2tx7ifGOywken09HZ2Tmm9AF7wjsvL4/o6GiH+FEuetvb2zlz5oyadFfxOBTh8/rrr7Nz507H48OFT3x8PBaLZUzpo9Pp8PHxITMzk8WLF1NaWkpzc7PjelVJund3d5Obm0tEhOcIC49HSmTTRWwf7UYe/DM01UH7RUTGOkSAZ7yWzGvp09TUxGuvvTbhhI9yETGR9AFITU1lzeo1GGoMNDQ0OG14e+rUKTXpruJRTEX4ABNKH4CYmBiuvPJKzGYzNTU1dHd3O06qlKR7UlISiYmJ6vr5aSJCYpHVp6Cp2r7fhFaDwAKZaxDR6W6pMk5F+AATSh+w/zwuX76cyMhIamtrnaS6knT39fVFr9cTFBSkvraquJWJlnQNFT7AhNIH7Ocb2dnZZGZm0tTURF1dneP8oquriwsXLtDW1kZKSgqRkZHqNOXlYB1A1hciK0/YZU9AiP011C8QEZuFyL0OTdpKddPmWWQqwgeYUPqA/f1k4cKFpKenU1VV5fR+0tnZyblz5xgYGCA7O1uddlBxO0M3bZ5I+AATSh+w16f1ej2rVq2irq7O6f1kaNJ98eLFatJ9stgGsL3/IvLwR4OPNdci/IXH7Pczb6WPInx27tzpJGbGEj4wOekDEBsXy4YNGzAajRgMBqcih5p0V/EUJrOHz1DhA5OTPmD/PVqzZg0+Pj4YDAanEVI16e5ClE2bGy4ghBWRthCx9n5E9lVuubMwVeEDk5M+YH+9XbJkCfHx8dTV1dHY2Oh4LVaS7mazWU26q7iVqQofmJz0UdDr9WRlZdHZ2Ul1dbVTjaioqIja2loSExPVTc6nis2GbC7D9unP4ZP/QPY02kWPLswueXz9L0kg9eJntpiq8IHJSR8APz8/FixYQG5uLg0NDU43aXt6eigoKMBoNJKTk6Mm3VXcxnjCR9nDZ6jwgclJH7Bn3GNjY9m4cSPt7e1UVlY6SpFK0r2oqIjc3Fy1bjcZpIS6C8jaCzBwqeoVrIP4dI9ZDjwvpc/QJV2TFT4weemjfK5rr72W/v5+KisrR026p6enq0l3FbfQ0dHBe++9N0L4BAQEcM0114wqfGDy0gfA39+fdevWodPpqK6uVpPuM4SI1IOlF5GzAc3NT6LJvhrhP/ub8I0nfJQ9fB64/wEio5w3tpus9FHIysoiJSXFMe0wPOluNBrVpLuKWxhvD5+oqCi++tWv8t3vfpcFCxY4/b2pSB+AhIQEFi5cSF9fn9OJ+sDAACUlJVRUVBAfH68meCeNRBrrsB38FfLwn6DPBE2V0NOASMz1uM045wOXI3xg8tJH+Vx6vZ5ly5bR0tLiVIocmnRfsGCBOj2nMusM3cNnMhM+CpOVPsrnCg0N5ZprrqGnp4eysrIRSfdTp06RkpKivp9MhEaDSF+D7G8BQwEiJAix8X60d/7I3UfmYN5JH0X47NixY1Ths2PHjlGFD0xN+oD9TsJ1112HEILS0lKMRqNT0v3QoUPExMSQlJSkJt1VZg1l0+bnn39+SsIHpiZ9wP6GsmLFCqKioqipqRkz6a5P1qtJ98tF64NIX41IucItsgcGhc9LL73Ep59+OmnhA1OXPgBpaWlkZmbS1tY2btI9Li5O3TtKZVYYbw8fRfg8/vjjI4QPTF36gH0ZbW5uLlJKNek+XaQNWXIAPnsbui5NZlusiIFOiExEJC917/HNMy5X+MDUpA/Y36NiY2NZsWIF3d3dI5LuZWVllJSUkJSUpCbdVWaNqezhM5ypSB8F5SatVqulpKRkRNL98OHDREdHq0n3idBo0GRtQDYVIFbchubmrc4flza3bLugMK+kz0RLunbs2EFkZOSY8mWq0kdh7dq1hIaGcvHixRFJ9/3796tJd5VZYzrCB6YufRTy8vJITk6mpqaGhoaGUZPuKSkpatLdVQz0I421YOpB+PqDZubuUE4kfL73ve+NKXzg8qQPQGJiIosWLRoz6V5TU6Mm3VVmhckKn6FLuoZyOdIHICIigsWLF6tJ9+kiNGA1I4010FEPZgvoAhBXfAHtuofAXy05zRbTET4wdemjEB4ezrJly5BSUlpaOiLpfvbsWWJjY0lOTlZLkSozylT38BnO5UgfsA8qXHHFFYSHh1NQUEB7ezswmHT/7LPPCA0NJSMjQ026j4dGiyb3OkTmBufHB/qR1adhoN9t06PzRvqMJ3zuuecedu7cOa7wgcuXPgDLly8nOTmZ4uJimpubnRJ5e/fuxcfHR026q8wo4wmfq6++mh8/9+NxhQ9cvvQByMjIcCTd6+rqHL9HStLdaDSqSffpMmBCGuuQZYeR+95C1p5DxGQggqMm/ruXwdAlXWMJn/vvv39M4QOXL33AvkeKmnRXcSfj7eHjED7ffZz0BaMLH7h86QMQHBzsSLrX1NTQ2tqqJt0vAxEai0haDJgR3Q2I3LVobvgOIiLZ3Yc2bzCZTJw5c+ayhQ9cvvQBHEn3wMBAiouLRyTdT506RXh4uCpRVWaMiZZ0felLX+KFF14YU/jA5UsfAF9fXxYvXoxer+fcuXNO+3GaTCYOHjyIRqMhOzub0NDQaf5r5zA+wyYCe43YCvci3/kB0nDavu+mGybz54X0mWjCZzLCB6YnfWAw6V5YWDhq0r23t5esrCwiIyPV/U1UXMpkhM8VK6+YcCnMdKQPoCbdZxhZcxbb3v+D3Ps2VF5EtFVB6hJEbIbLNyCdaA8fh/CJHP+OxnSkDzDppHtKSoq6abiKS3GF8IHpSR/AkXRPSUm5tCltIwMDatJ9XGxWe5odHK+NQheOJnkJImMVIvtqRFy2Gw9wfjHdCR+F6UgfcE66K+JHueg1Go3k5+fj5+enTjuouJyJlnRNRvjA9KQPDJYilyxZQklJidP16sDAACdOnKC7u5u8vDw16T4ZTN3YjvwG27svQmc3NNeD6EeTvmqkHJph5rz0me6SrqFMV/qAPem+evVqDIbxk+4xMTHqiZmKS3CV8IHpSx9Qk+4ziSzcC8f/F4z2O5SYBiAqGpG4CBHguhPUySzpmozwgelLH1CT7iqzz6SEz+MTCx+YvvSB4Un3Rmpra0ck3dvb29Hr9eqmtGCfiCw/Cv1dCF0EaC+9//npEBHJiJAY9x7gPMJVwgemL31gMOm+YMGCcZPuCxcuVKcdVFzCZPbwmYzwgelLH7An3VNSUli9ejW1tbVO7ycWi4WzZ89SX1/PkiVLCA+PQKNRb6aNipTI9hrkr79nDwQoVF1ALFyNiEqd1cOZ09LHlcIHXCN9AOLi4hyJvJqaGnp7ex3TDkrSPTc3V13mojJtFOHz4x//GIPB4Hhc2cNnKsIHXCN9YHJJ97i4OBISEtTpjKkQHIGsOgEt9SABXy1Cp0OkrUCExrnkKVwpfMA10gcmTrrn5+erSXcVlzBp4TPGHj7DcYX0UdDr9WRnZ2M0GjEYDGMm3ef1Juf9nciT/4384w5k9UkIiUSExoKvukHpbONK4QOukT4wMuleX1/vVIq8cOECHR0d5OTkqNNzKtNiOps2j4YrpA8MJt03bNjgSLor7ydWq9WRdM/Ly1VvJIyFEIjAUBjoQladA6vNXvmKj4fMNYi4rFk9nDkrfcYSPiEhIVNa0jUUV0kfsF/0XnfddfT391NeXj5q0n3BggXExsaqSXeVy2I84XP11Vfz4x9PTfiA66QPqEn3mUAEhkFHA3QYEEE6RMZSxOKbEMnLEC7YjNRkMnH8+PHxhc994+/hMxxXSR+FsZLuvb295Ofn09HRQXJyspp0V7ksJpNln4rwAddKH7An3XNycujr66OiomJE0r28vJz4+Pj5ucn5QD+2gr8hP/kFsqUV2lrBcAqCwxCJeaBRZfBsYTabp72Hz3BcJX2U49Dr9SxfvnzcpHtGRoZ60atyWbhiD5/huEr6KMehJN17e3spLS0dkXQ/efIkaWlpJMQn4OevTuePQGgQqVcg6/PB2IhIz0Zz7w402VfN+qHMSekzE8IHXCt9wDnpXlZWRkdHx4iku1ILUJPuKlNhUsLniqkJH3Ct9AHnpLvBYBg76a5Xk+6TJjQGYtPQrHsQzcZvIFJXulT4vPjii5e9afNouFr6gHPSvbq62vE+MDAwQH5+Po2NjWrSXWXKuHrCR8HV0geck+5lZWWOiWIl6X7x4sV5mXSXxlrk8feQBSfs05AAA2YIDkaTsRb85s/Xwp2YTWbyz+Tz6quvukz4gGulD9jf32JiYrjiiivo7u52kqhK0r24uJjk5GTi4uLUJekqk8ZVe/gMx5XSR8Hf35/169ej1WpH3eT80KFDxMTGkJKSMq/eTyaNjy8ibRWY29Deu9O+z+ZQbBaX77s5GnNO+syU8AHXSx+FiZLuQUFBpKamqkl3lUkxU8IHXC99FPLy8tDr9WrS3QUIXQQiIRcRlgBa19x5dPWSrqHMhPQBe9I9Ly+Prq4uxx1a5bW1pKTEkXRPSkpST9RVJmSmhA/MjPQB56R7ZWWl06a09fX18zLpLoSA/m5oL4febvv4fdZiNNf9AyI2092HNy8wm8yczj/t0gkfBVdLH4XhSXdl2sFisWAwGNSku8qUcOUePsOZCekD9rLXFVdcQUREhGOPOLAn3Y1GI59++ilhYWHqJuejIhCBYWgW3QxDb8LarMjmCqi9gIhMnnHxM6ekT3NzM3v27BlT+OzateuyhQ/MnPSBwaR7UVHRiKT7xx9/PJh0DwtHqBtmqYxBR0cH7733Hs8///xI4XPV1fz4+csXPjBz0gcml3RPSUlR97qaKtJm38Oi14jQ+kxZBI23pCs1NZXvfe97PPDAA5clfGDmpA/Ypx2WL18OMGbSPSoqipSUlPm3zEVl0litVsrLy126pGsoMyV9YDDpHhMTg8FgoK2tbdSke0ZGxvxIuvsGIBJyELELoLsGERCAWPcAmiW3uPvI5gVms33CZyzh88gjj/DYY49d9nn1TEkfcE66FxUV0dXVBTgn3SMiIkhLnT8SVWXqzMSSrqHMlPSBwaR7SkoKZ8+epaOjwynpfuDAAbRarbrJ+WTo70JWnsD2/ovIz/4TsXAdIjxhRp9yzkif5qZmXtvzGjt27BhT+EREREzrhGYmpQ84J91bW1sd+5uAPene19dHZlammnRXGRVF+Dz33HOjT/hMU/jAzEofGEy6t7a2UldX5zSdceHCBerq6tSk+2SxmJAdDdBQjDz3EfLC3xBh8YiwOGByr4PjLelKTU3lqaeempbwgZmVPuCcdK+pqaG9vX1E0j08PNw+lhwQOPcvelWmhCJ83njjDX71q1+5R4q8YwAAIABJREFUXPjAzEofcE6619fXO21yriTdzWaz4w7tnDu/kDaQEpTfbY0WEZ2G0C9DpCxFk3vDrKdz5yNms5n8/PGXdE1H+MDMSh8YTLrHxMSMmXT39fNVpx1URmWo8NmxY4fjcVcJH5hZ6QP239esrCyWLl1KcfHIpPvx48fp7u5m0aJFhIeHT/v55iQ2G7bj7yDf+VdkTTWYB6DxPJqlt87oEuM5IX1mQ/jAzEsfmDjp3tTUpCbdVUYwofCZxpKuocy09AH7dMaqVaswmUzU1taqSffLRLZWYfvkDeSff4rM/xyqCxH6LERC7qSmfSYjfC53SddQZlr6wMRJ97Nnz6pJd5URzOSSrqHMtPSBYUn3xiZq65yT7gUFBbS2tpKamkpERMTcmqbsbkY2lgA2hF+QY4ReBEchotNV4TMLTEb4uOKidKalDzgn3SsrK2ltbVWT7ioTMlN7+AxnpqUPOCfda2pqqKurG5F0r6urY+nSpS65/p5z2CzY3vsBsqFh8DFjK0THIlKWz9jTer30UYTPyy+/7Ki0gOuFD8yO9AHnpLuSXFWmHQoKCigtLSUnJ0dd5qICzJ7wgdmRPjAk6a71odpQPWrSfWh9Rn1DGYXORuSR3yHrau3/LyWE6BBJixFBEeP+1QmFz/ee4v4Hpi98YHakD0ycdD9z5gxms1ndNFwFcJ7wGU34PPTQQzzx+BOkL5ie8IHZkT4KQ5Pu1dXVTjWioUn32NjYuTFNOdCP7eyfkf//y8jmMvu0Y2CIKnpmEUX4zNSSrqHMhvSBwaR7Xl4e9XX11DeMnnTPy8tTk+4qM76kayizIX1gMOl+1VVX0dLSQlVVlVPSvbi4+FLSPY+oqCj1enUoQoOIy0Se/RAG7MJYhIdBZDyahdfO2NN6tfRpbh5b+Nxzzz3s3r3bpYZxtqQPOCfdKyoqRiTd8/Pz1aS7Cp0dnWMKn6uuuornn3/eZcIHZk/6wMRJ9xMnThAUFERSUtLcXJIwTURQFLLqBDSUgdUuzITGgshcg4hIHvPvzabwgdmTPgrZ2dmkpqaOSLr39PSoSXcVYFD4vP7662NO+LhK+MDsSh8YTLor5xdDk+7FxcWUl5eTkJDg/Ul3aUPWnEV+/n+RFwuhphRqT0JYLCJmgZpnnwUmmvBxpfCB2ZM+MJh0v+KKK2hubh6RdC8qKqKqqorMzEwiI9Sk+3xlNpZ0DWW2pA8MJt2vu+46uru7KSsrc2xybrPZqKqq4vjx46Snp5OQkKBO5ysIgQhPQPa3Qk0BIj4B8YXvor3huzP6tF4rfZqbm3nttdkTPjC70gcmTrofPnzYUZ9Rk+7zj86OTt59791ZEz4wu9IH1KT7tBACetqgsRChkYioKNAvQmRuRITGjvpXZlv4wOxLH5g46d7U1KQm3ecpkxE+jz/+uMuED8y+9IGJk+4lJSVERUWh1+u9t0bUZ0Se/APy8J/BJu3Tjr1d4KdFk7kefNW08Ewy28IHZlf6wGDSfeXKlSOS7maz2ZF01+v1xMfHqxe984zZFj4wu9JHwc/Pz5F0Lyoqckq6NzY2cuDAAeJi40hNTVWT7gpCgyZpEbKzBs29L6FZeM2MP6VXSh93CB+YfemjMFbSvb29nX379jmSq8HBwar4mSeMJ3yuvurqGRE+MPvSR2Fo0r2+vt4hftSk+wT4+IEAkXs1mlueRLP6fkTY6CcXk9rDx8XCB9wjfcCedF+0aBGdnZ0jku7FxcXU1NQ4lhCqJ+rzg0kLn2nu4TMcd0gfcE66KxPFoyXd09PTvbJGJDubkBXHES3lMDBgfy1MX4jm2kcR8QvdfXhzmtnYtHk0Zlv6KISHh7N8+XJsNtuoSff8/Hzi4uK8W6KqTAmbzYah2sAbb86e8AH3SB+wl71WrlxJREQE58+fx2g0AoNJ908+/cSRdA8KCprgs80T/HRolt6KCBp2Xt3fCX2dznl3F+B10sddwgfcJ33AnnRPSkqiuLh4RNJ97969juRqWFiYusxljtPZOfsTPgrukj5gT7pnZWVRW1tLfX39mEn32JhYdYz6EiI4GpG5AZG60v6mMsb3yGQyceLEiRnftHk03CV9AKKjo1m+fDlSSgwGg9Om4WrSfX4xnvCJjIzk4YcfnhHhA+6TPjBx0r2wsNBrk+5CF45GvxQiYqGnHhEYgFj1JTQrN7v70OY0E+3h8+gjj/Ltx2bmAtRd0gfs1yFLliwZNemuLEmPiIggLU1Nus91HBM+syx8wH3SBwb3TkxJSeHMmTNjJt1zcnJm/PzOK7Gakc3lyLN/RhZ9ishc79plyNKLaGpqks8++6z08/OTgOO/kJAQ+Y1vfEO2trZKm802Y8//1ltvyaCgIMfzBgQEyJaWlhl7vtHYt2+fXLt2rQwMDJRCCKevwyOPPCIvXLggLRbLrB6TyuzR0dEh//3f/13q9Xqn731AQIC86aab5JEjR6TZbJ6x5//kk09kbm6u03N/+OGHs/ozd+HCBfnwww/LmJgYqdFonI7l1ltvlXv37pW9vb2zdjxeidUipc0qpZSyv79ffv755/LWW2+VAQEBjq+lEEKmpaXJPXv2yNbW1hk7lObmZrl582an7+P3v/99WVdXN2PPOZzW1lb5s5/9TC5dunTE+8vixYvl22+/bX9/sc7c+4uK+7BYLLKkpERu2bJFRkZGOn3/IyMj5ZYtW2R5efmMPf/AwIB84YUXnJ5306ZN8vSp0zP2nMPp6+uT77//vrzxxhudznMAmZSUJH/wgx/IyopKOTAwMGvH5EpszRXSVviJtHU0uPtQ5jQmk0kePXpU3n///U4/Qz4+PjI7O1vu3rVb9vT0zNjzGwwGuWXLFqfnvuWWW2bs+Uajva1d/uIXv5BZWVnS19d3xO/Szp07ZUOD+nM4V7FarbKyslI+/fTTTt97IYSMjIyU3/rWt2R9ff2MPX9vb698++23nZ47MTFRNjc3z9hzDsdsNstPPvlErlu3TgYGBo64XnnsscdkZWXlrB2PV9DfLa3nPpSWn94uBx7LkANPLJS2yhMufQqvmfSZaMLnlVdemfEsnDsnfRRSU1NZs2bNuEn3hQsXEh0drU78zDE6Ozt59133TPgouHPSR2Fo0r2mpoaenh6npHt5eTlJSUkkJSapy3IUbFbo60R21ENrFXQ2Ivx0mGxiVrLs4+HOSR+F4Un35ubmEUl3Hx8fUlJS1KT7HMOdEz4K7pz0UVCS7llZWTQ2NjoleLu6urhw4QKtba2kpaV5dtLdZoX+LhjoB9/BZTRCF46ITkf4B7vx4OY2Ey7pmsEJHwV3TvooBAQGkLMwh4wFGZRXlDsl3bu6ujhz5gwDAwPk5OSoSfc5hjv28BmOOyd9FJSku3K9OjzpfubMGerq6li2bBnh4eFeNUE6M0hkaxXy53+HrK+3P2SzQWclmqW3gdY113VeIX2am5vZs2fPqMLn7rvv5tVXXp1x4QOeIX1gMOne1tY2atK9rKyMvLw8tT4zh+jsvFTp2vYchhr3CB/wDOkDg0l3rVaLwWBwSrpXV1dz/vx54uLj1KT7JWRTKTL/j8jP/wP5t7eQ1Scxx2VzsrR+VOGTkpLCU089xQMPPDCjwgc8Q/rAyKR7Q0PDiKS7yWRSNw2fQ3iC8AHPkD4K4yXdCwsLqa2tJSkpyWOT7rKzyT4aX3UKgqMQvgEuO2FWGZvJ7OEz08IHPEP6gH1j2/QF6eTl5VFXV0d9/ciku9FoVJPucwhF+Lz55ptuEz7gGdIHBpPuV199NS0tLVRWVo5IuhcWFrJ40WIiI+d73U4gdGFIw0morx58uKMZsfQGRGicS57F46WPInxeeumlcYUPs3BN5ynSBwaT7n19fSOS7uXl5Zw+fZqMjAzi4uLUpLuXowifbT/aNqrweeGFF2ZF+IDnSB8YmXRvbW0dNemenJw876cz5LHfI/f+ElldAeYB6O8mv8eX7W+9wyejCJ/vf//7syJ8wHOkj8Jkku56vZ6oqKh5fpLi3XiK8AHPkj5gT7rn5uTS29dLeXm540RdSbqXlZV5ZtLdZkEWf4b88KfIM/ug/gzoQhEhseCnFmNmikkJn1m64PQU6QMjk+7DJaqSdM/KylIver0cT5jwUfAU6QP2f39ISAjXX389XV1dlJaW0tPTA9i/ZpWVlRw/fpwFCxaodTshEIm5yBN/AAkiKhKRfSUieyMiJMYlT+HR0kcRPi+++KJDtIB7hA94lvQB+52E66+/fsyk+6FDh4iNjbUn3QPVpLs3Mhnhs2LFilm74+pJ0gcmn3RP0acQGhY6f6czBkzIiqPQ0XHp/y28/bfD/PFYER299pHbocJnppd0DcXTpA9MnHRvbGwkOTlZTbp7KZ4kfMDzpA9AdEw0ixYtwmazjZp0Ly4u9riku2yvsQvugtNgtUFzAzQXQkw6IjbT3Yc3J/Ek4QOeJX1gMOl+5ZVX0tXVNWrSvaioiJSUFMdNWhXvwpOED3iW9FHw8/Nj48aNaDQap6S7lHIw6R4335PuAqGLQPY1IoKD0HzxKTQ3PeEy4QMeLH3GEz733HPPrAsf8Dzpo7B27VpCQ8ZOugcHB6tJdy/EsYfPGEu6Zlv4gOdJHwUl6W4wGEZNuvf195GamkpkZOS8FD/CT4cs3gctDXQN2GjoGeB0fRdnm/vpGnCf8AHPlD7gnHRX7tAqr60lJSUYDAY16e6FeJrwAc+UPmDPUC9evJjg4OBRk+5FRUUEBwd7TtK98iTy8Dtw6YICrQaRtRzNqvsQgereKa7G04QPeJ70UQgLC2PF8hXYpI2LFy+qSfc5gqcJH/BM6QP2pPuVV15JREQE586dG5F037t3LxEREWRmZs7fpLvQoElbhWbN/Yho15+DeKT0aWlpGVX4BAcH24XPq7MvfMBzpQ9MLumemZlJaGjovF7m4i04Jny2baOmpsbxeEBAABs3bpzVJV1D8VTpA/ake3Z29sRJ99h5mHT3D8Jce4HyqnI+LO/gF+fa+FNFH429EmZ5D5/heKr0gckl3aOjo9Hr9Z61zEVlVKxWKxUVFR4lfMBzpQ/Yz7vy8vKIiYmhurp6zKR7ZmYmOp2bJ4oHepFdjQhTO1jMiKhoxPqvoMlY575jmqOMK3zSF/DIo4/w2GOPzfr5sadKH3BOuhcWFo5Iuh8/fpzIyEjS09IJ1M3XaQfvwVP28BmOp0ofGNw7MTU1lfz8fDo7Ox3nVGazmf379+Pj48PChQvdfv7nNnyGnUtKG7K7GdoNiOAopiM/PE76tLS08Nprr3mc8AHPlj4AOTk55ObmUlBQ4LS/CcDBgwfp6+sjOzubyMhIt1+gq4yNInx+9KMfeZTwAc+WPgDJycksW7aM1tZW6urqnKYzLly4QF1dHXq9nvj4+Hm1LMdsNnO6cYAf/O9p3thfwtkm+4QPbtjDZzieLH3g0h3aFSsIDAykpqaG9vZ2x2trbW0tRUVFhIeHk5qaSkBAgDpN6aF44oSPgidLH7C/9+Tk5JCamkptbS1NTU2O86D29nYKCgowmUxkZmYSHBzstvcCERKLJucaRNpykP2QlIN2zf3g5xnnaHOFiYTPo3//qFuED3i29AEICgpi0aJFxMTEOMSPctHb0dHB6dOn8fP3Iysra/5OO3gBQ4XPyy+/7Hjc3cIHPFv6gL3slZ2dzbJlyygsLHSq21ksFo4dO0Z3dzdLliwhLCzMzUfrXmRXE9QXYTv4f5F/ex2x7IsI/2m8Lrg0AD9Nmpub5Y9+9CPp6+srAcd/ISEh8utf/7psa2tz6/G99dZbMigoyHFcAQEBsqWlxa3HNBpnz56Vd955pwwPD5dCCKev5T333CNPnz4tBwYG3H2YKqPQ0dEhf/nLX8rk5GSn71tAQIC88cYb5dGjR6XZbHbb8X3yyScyNzfX6dg+/PBDabFY3HZMo2EwGORTTz0lU1NTpY+Pj9Pxbty4Ub7//vuyu7vb3Yc5K5hMJnngwAF56623yoCAAMfXQQghU1NT5Z49e2Rra6vbjq+5uVlu3rzZ6Xv0/e9/X9bV1bntmEajv79f/va3v5Xr1q1z+joCMj09Xe7atUtWV1err60eiMVikSUlJXLLli0yMjLS6XsXGRkpt2zZIsvLy912fAMDA/KFF15wOq5NmzbJ06dOu+2YxuLQoUPyrrvukqGhoSO+jo8++qjMz8+X/f397j5MKS0mKc297j6KOYfJZJJHjx6V9913n9P338fHR2ZnZcvdu3fLnp4etx2fwWCQW7ZscTq2W265xW3HMxbd3d3yf/7nf+SaNWtGvJ/ExsbKZ555RtbW1rr7MFVGwWq1ysrKSvn00087fd+EEDIyMlJ+61vfkvX19W47vt7eXvn22287HVtiYqJsbm522zGNhsVicVyvhoSEOB2vn5+fvP/++2Vpaam0Wq3uPlT3MGCSlv/+V2l5eokceCxDDvxjprR+uGtan9L9t+YvMd6Ez9133z044aMyIUuWLOG1117j3nvvJTY21umu23vvvcdTTz3FqVOnHJuTqngGE034bN++fdb38PFWkpOT+eEPf8h3vvMdsrKynL5mBw4c4JlnnuH999+nvb3dcZdtLmI2mzl+/Djbt293yrJrNIK0pDiefuIx7v/y3W6Z8PE2/P39efDBB/nhD3/Ixo0bne6YVVRUsGvXLl577TUuXrzoVJpUcS+euqTLW1m3bh3PPvssd955J+Hh4Y7H29ra+M1vfsNzzz3H0aNHHZvVzjg2K/R1QK8RLk11AqD1A191iYwrUSZ8fvKTn4yY8ElPT+eRRx/xmGkCTycoKIhbb72V3bt3c/311xMcHOz4WFNTE2+88QYvvvgiVVVVTlP7Ku7FU5d0eSNarZbFixfz+uuvc9999zmdh5rNZt577z0ee+wxzp49Oz+vV809cOJ9ZNel91IpkQd+B/1dl/0pPWJ516SXdLkZT1/eNZTQ0FCuv/56NenuJXiL8PH05V1DUZLuQUFBVFVVjZp01+l0czbprgifF154gc8++4z+/n5C/CA5SLAw0o/vf/la7lmTRXhSBkIXPvEnnCE8fXnXcLKyskhNTaWxsZHa2lqnpPvp06cxGo1q0t1DUITPnj17PFr4ePryruEkJCSQm5tLX1/fiKR7SUkJZWVlJCYmkpiQiJ//zG5yLjsakGf/jKw8Bv7BCF9/+54I6jmNSxlvSVd6ejqPPuq+JV1D8fTlXUPx8fEhOTmZlStX0tTUhMFgcNyY6e/vdyTds7OziYiIUN9P3IwnL+kaiqcv7xqKknS/8cYb6erq4uLFiyOS7seOHSMjI2P+Jd19/MHcgSw5NfiYAJG1ChGVclmf0u3Sx1uED3iX9AHnpHtpaemoSfe42DiSkpIIDAxUxY+b8BbhA94lfWAw6R4dHU11dTXNzc2jJ91TUggNnTtJ99GED8C1ST78cFU0z1wRyUpa8G8uggVXIGIy3Has3iZ9wJ50z8rKUpPuHoy3CB/wPukD9k3OlaR7aWkpfX19Tkn3kpISIqMiSUlJmbkakZTI8iPIj36GPPkJVBwEISE8Qa11uZCJhM/f//3fe4TwAe+SPqAm3b0FbxE+4F3SR8HX19eRdB+6ybm8lHTfv38/8fHxjr0T5wVCQMwC5NHfIfx9EVExiCXXILKvRgRHX9andKv0mWhJ109+8hOPET7gfdJHYe3atYSGhlJcXExbW5tT0n3//v1q0t2NdHV18Yc//GGE8PH392fjxo28+OKLHiN8wPukj8JESff+/n7S0tLmRNLdbDZz4sQJtm/f7iR8hBBcmx3HXWk64gMu/RtNZkTOakRiLgj3fP+8UfqAc9K9qqoKk8k0IumekJCgJt3dwHjCJyIigocffpgnnnjCI4QPeKf0gcGku06no7y83KluNzzpHhg4A0ut+ruQ+X9CntpnX9rV2QENBRAcjki9wvXPNw8xm82cOXNmzCVdnjLho+Bt0kdBCQZYrVZKSkoc0w5Dk+4JCQlqKdINTCR87rrrLrZv3+4Rwge8U/qAXfysWrWK8PBwzp07R0dHB2AXPx0dHXz88cdERkY6SpHzAeEfBAOdiIyVaO74IZrV91628AE3Sh9F+Gzfvt1xAQaeK3zAe6UP2JPuycnJFBUV0dLS4jgx6+vr4+OPP1aT7m6gq6uL9957j2effdYrhA94r/QB56R7XV3diKR7e3u71yfdFeHzwgsvOO3hI4RAr9fztYce5Mqwbvx6Orn0AURqDiJpkdv2v/BW6QP2aYcVK1YAUF1dPSLpXlZWpibdZxlvEz7gvdIH7OdsixYtIjY2lqqqKtrb252S7gUFBfj4+JCVleXypLtsKkGe+iM0GOwPCBBpOWjWfQURGuey55mvKMLn1Vdf5fe//73jcU8VPuC90gfsF+bLli0jMDCQgoICuru7gcGk+7Fjx+xJ95mSqCoj8DbhA94rfWAw6Z6WlsapU6dGJN337duHj48POTk5Hn9+6BKEQGRfhchc75JtGNwifbxR+IB3Sx+YOOne399PVlaWmnSfBbq6unj33Xe9ZsJHwZulD8ztpLvZbObE8RO8sH104fP0009z9wNfJdRYguhvR4SFIWITEelXIuIXgp8qfS4H5Q6tTqfDYDBgNBrVpLubmEj4fO1rX/M44QPeLX1gZNK9sbHRKel+4cIFzGYzmZmZrt0/ra8D2VKJMLcjhA0R4I9YdjOalXe75vPPY4Zu2uwtwge8W/oA6HQ6R9K9oKBgRNL95MmT+Pv7q0n3WWAyS7o8TfiAd0sfGEy6L1++3HG9OjTpfvToUXp6eli8ePH8TLpLG/S0gsU09Zu10+uJTR0lyz48oxwcHCy/9rWvyfb29tk+pEnjLcn2iRgv6f7lL39ZTbrPMJ2dnfKXv/ylTEpKcvra+/v7yxtuuMHtWfbx8JZk+0SMm3Tf4H1Jd5PJJA8eOChvueWWEVn2lJQUpyy7rfyYtBXvk7a2Gikt7v8585Zk+0SMl3RPS0uTu3btkgaDwet+V7wFi8UiL168OGqWPSIiwu1Z9vHwpmT7RBw+fFjeddddIxK8StL9zJkzrk26Wy3S1lwurft+Ia3vb5e28mOu+9zzlPGy7FlZWXLXrl1uzbKPh7ck2ydCSbqvXr16xPtJTEyMfOaZZ2RdrXe9R3oTSpb9n//5nz0yyz4e3pJsnwirxSrPnTsn77jjjjGT7mVlZfMn6W4xS1tbjbSVH5WW/90mrXtfm/KnmFXp09LSIrdt2+aVwkfKuSN9pLS/MT7yyCMyLi5OajSa/8feecc3Ve5//POcdDcdtE1boAtKFy2lLUUoUwX1KlIVvYpe11WvA1mKIqDolSkbvbTgwo0LxAE/ZSpTWS2rtLSle6V7Jm0znt8fMYdmtyVtkpPzfr3y4sVpkj5pknOe8z3f9/PReD+mTp1KT506Zd6JGQ+lVFXw2b59u00WfCjlTtGHUkqbmprounXraExMDHV0dNR4TfHx8fTbb7+l9fX1Vn9A6ejooCdOGC74pKenswUfa4QrRR81e/fupVOmTKFubm46E/WFCxfSK1euWPV33BYxVfCZN2+e1RZ8KOVW0YdSSjMzM+ljjz1Gvb29NV6Tm5sbve++++iRI0eoRCKx9DB59NDR0UFPnz5NZ86caXMFH0q5U/ShVHUh4dixY/TOO++kQqFQZ7/24osv0uLiYpucf1kzpgo+Tz31lNUWfCjlTtGHUkqVSiWtqKigTz/9NB0wYIDOPun222+n58+f5/75qlJJlUUZVP7Jf6js5RgqmxVO5f8dS2lnz46j/eZj1NXVYcuWLVixYoVepWvz5s3w9rZcbLC9ERQUhE2bNuE///kPgoKCNNqtDx48iFmzZuHIkSMaUe88N4Z6DZ+lS5eivLyc3W7tShdX8fT0xIIFC/Dqq69ixIgRGovtXrx4Ea+99hq++OILVFRUaKiQ1oR6DZ/ly5frLNocHByMRYsW4aGHHoKPj4+FR2o/3HXXXVi6dCmmTp0KoVDIbq+pqcGWLVuwdu1aZGZmsolfPDeGLa7hw3USEhKwZMkSPPLII/D19WW3SyQS/PTTT3jjjTdw6NAhds2SHqOQAZ0SQCE3fV+ebmOLa/hwGWdnZ4wbNw4bN25EamqqhsrS0NCAzz//HAsXLsTlS5f544mZsMU1fLgMIQQDBw7Ee++9h2eeeQYikYj9mVwux6FDh/DUU0/hyJEj7OLn3ISCZu0DPXMYaO9UbampBS0826Nn6Zc1fbhS8LH1NX20UUe6AzAc6R7AR7qbA64UfGx9TR9tbDnSvdcFH0qBzjagvRlU0gi01YEAgIOTKiKyn7H1NX300Z1I9+CgYAQE8pHuN4KtruGjja2v6aMPY5HuJSUluHr1Kvz8/HoV6U7rikHzjgOttQAoCGEstv/iCra6ho82tr6mjzaEEPj5+eGmm25Cc3MzCgoKIJVKAVyPdL+SfQWhoaE2uRahNcGVgo+tr+mjD0dHR0ycOBEMw7BrXQGqZK+qqiocPXoUAwcO5G6kOwHgGQh68htA+XcjBiGApxBM9M3dfpo+L/oYK/jMmDED7777rk0UfADuFX3UpKSkmIx0HzJkCB/p3ku6pnTZcsEH4F7RR83w4cMRFBSEsrIym4h0N1bwCQoKwqJFizBz5kz9HT6ydiivHIAy8yfQS7+CnvsREAhA/MIAx/4/WHKx6AOoIt2HDx9uNNI9MDAQgwcP5iPde4FCoUBRUZHRgs/cuXOtvuADcLPoA1yPdHd3d0d+fr5OpHt2djaEQiGGDhna/TQiqgTNPgT6wwooz/wMlJwFqALwHgTiYrv7C0vSNZbdlgs+APeKPmq8vLyQlJQEpVKJq1ev6kS6Z2Rk8JHuN4BSqURZaZnNF3wAbhZ9ANX+6KabboK3tzcuXrzIRroDqkXO9+/fD19fX45GuhMQN2/QqwcASROIpweIfyDIsDEgYcndfpY+LfpwqeC0X3JkAAAgAElEQVQDcLfoA5iOdHd0dER4eDgf6d5DuNLho4arRR9AFekeFRWFsrIyg5HuoaGhEIlEFo10706Hj8GCDwB0SqH8vzWgf/4GlBUANVWArx9ISAKIq2c/vhIVXC36AIBIJOpWpHtISAg/Ue8B3enwsZWCD8Ddog9wPdI9ICAAxcXFqK+vZ3VZdaS7wEHQ/Uh3SaOqWJ11GpArgLpqoKUMCIwE8Q/vh1fELbimdHG16ANcj3R3c3NDVlaWTqT7qVOn4Ofrx0e69xB1wWfrtq02X/ABuFv0AVTJXvHx8QgLC8O5c+c00u1kMhl+//13ODg4ICYmRkOv5wYEYAjg7g5y67MQTFsCEj62R8/QZ2dpXCv42AP33HMPNm/ejOTkZA2di1KKNWvWYM2aNcjNzbXa9U2sDVMFn9WrV9tUwcceGDNmDNasWYP77rsPvr6+GoWsb7/9FsuWLcPJkyfZ9ur+5oYLPgDg4qm6dS3Stdap1sjgMTvBwcFYsGAB5s+fj+joaI2unlOnTmH58uXYuXMnGhoa+PXTugHXCj72gLe3N2bOnIlly5Zh/PjxGiceBQUF2LRpE959912UlZVpzBf1QeuKQcsuX99ACCAKBQke2VfD5yxcK/jYA35+fnj22Wfx9ttvY8iQIRoXoEpKSvDWf9/CRx9/hJqaGguO0nZQK11cKfjYA46Ojrjnnnvw8ccfIykpSUPn6ujowJo1a7BixQqUlpZacJR9ACFgxjwMwUMbwMTeATj1vDO/T4o+6oLP8uXL+YKPjTFp0iR88MEHuO222+Dl5aVx1e2DDz7AW2+9hcuXL5ucmNk73Sn4JCQk8AUfK2T48OFYtWoVnnzySQQHB2tMqn799VcsXboUvx/+vd8XjTNLwQdQucHu3oDT35oaQ4CONkDGLwTZV/j4+OD555/H4sWLdSYply9fxrJly/Dxxx+jvLycL6obgS/42C4uLi646667sHLlStx+++0aXXwVFRXYunUrVqxYgStXrqCzs9PwE3VKAKoA8XAHHAWAmzNIQASIp38/vAruwBd8bBcvLy88/PDD2LBhAxITEzWOJxUVFVi3bh02b96MyspKC47S+uHKGj72iIODAyZOnIiPP/4Yt912m0ZXT2dnJz744AMsXLgQhYWFbCcQZ6FKQNm9eaPZ9a6uBZ+uk1cuFHy4rHd1JSAgABMnTkRtbS1KS0vZBRgB4MqVK8jPz8fw4cPh5+dnUc3FWjFW8Bk/frxNd/hwWe/qiqenJ8aOHQuBQICSkhI0NTWxB47S0lJcvnwZgYGBGDRoEJydnft8ravOzk6cO3vO6Bo+D898GAN8BnTvCavzgZYqEDcXEP9BIKGJIGGjQNy7+XgzwmW9qysODg4YMWIEBg0ahPLycojFYvZY0tjYiPPnz6OzsxMhISHw8vKyirWjrAkuF3y4rHdpExQUhOjoaNTX17NrXQEqlTw7OxtlZWUIDg6Gv7+/3mMk8fAHCRkJ+AQCjgDxGwgSdwevdvUALhd8uKx3dcXJyQlDhw5FXFwcSktLUVlZyR5PJBIJLl++jMbGRowYMQJCoZBT8zNzwKU1fLThst7VFUIIRCIRbr31VojFYhQWFrJzY6VSiZycHGRlZSEhIQEDBgzg1pxK3gm01YM2VQHiXEApA3HvRkqvOWPka2tr6X//+18qEAgoAPYmFArp448/ThsbG8356/qdDz/8kLq7u7Ovy8XFhdbW1lp6WH1Ga2srff3112lISAhlGEbjPR01ahTdt28fbW5upkql0tJDtRqam5vp9u3b6eDBgzX+Xs7OzvTWW2+lp06dop2dnZYeZq85fPgwjYmJ0Xhtv/76K5XL5ZYeWp+gVCrp9u3baVJSEnVyctJ43WFhYfS9996jZWVlffr6Ozo66MkTJ+k//vEP6uLiwv5+QggNDg6maWlptL6uvmdP2lJDlQ3llHZK+2bQPaCmpobOmDFD42+7cOFCWlFRYemh9Rl//PEHTU1NpUKhUON1u7m50SeffJKePn2atre3W3qYVoNcLqd5eXl0/vz51MfHR+NvNmDAADp//nxaUFBg6WH2GplMRlesWKHxuu6++26amZFp6aH1GdnZ2XTWrFk67yfDMHTixIl0z549tKWlxfQTydop7Wjr+wFzhI6ODnr69Gk6c+ZMjb+7g4MDjYiIoOvWraNtbbb79ywtLaXz58/XeG3/+Mc/LD2sPkOhUNCcnBz6yCOPUC8vL51zr4ceeoheuHCBP550QaFQ0OKiYrpo0SKNvxchhPr4+NCnnnqKVlZWWnqYvUYikdDt27drvLZBgwbRmpoaSw+tz5BIJPTVV1+lIpFI43ULBAKalJRE9+/fT1tbWy09TPOgVFJl9mEq37mIytdMobJZ4VTxy/JuPdRsnT6mOnzee+89eHl5meNXWQx76fRR051Id3X6jIuLi90ne3G5w0eNvXT6qNGIdC/WjXQ/ffo0ALDdGeb+G6g7fJYtX6a3w2fx4sU96/BR4+SmSroRWL5Tz146fboSFhaGyMhI1NXV6Y10r6qqQnBwMAIC+Eh3Lnf4qLGnTh816kh3QJVmpx3pnpOT8/ci56FwcTGyyDnjAAjs+zvSXbjc4aPGXjp91GhHul+7dk030v3KFYSFhfHHE9iH0mUvnT5dcXR0xKRJk0AIwZUrV9hFzunfke5HjhzBoEGDuBHpTpVQfvo8aOYJoKlRtU3RAmbco1Ct32AYsxR96uvrkZaWplPwcXd3x4wZM/C///3P5gs+gP0VfdQYi3Q/cuQIPDw8EBYWZteR7i0tLdi1a5fBgs8777xj8wUfwP6KPmqGDx+O4OBglJSWoKqqSm+ke2hoqFkj3Ts7O3HunPGCz8yZM3te8LEy7LHoA6gi3WNjY9Hc1Iyi4iI+0l0PbMFnSxo+/0K34PP4449j3rx5Nl3wAeyz6ANcj3QXCoXIz8/XSGLRiHQfOhSuLs5AewuopB4EFCACzcXoeYxiqOAjEAgwdOhQThR8APsr+qjx8vLCqFGjoFAokJubqxHpXlJSgoyMDAwaNMiuI93toeAD2GfRB9CMdL9w4QKam5vZnzU1NWHfvn3w8/PjRqR7Qylo/vnr/29rBnPzk4CD8e/2DRd96uvrsWXLFixbtozTBR/Afos+wPVI9+zsbD7SXQt1weeNN94wWPDhyqLN9lr0AVSR7pGRkf0S6c4WfJaZKPgM6GXBRyFT+cCttUBLDdAsBmEEgKOLKg2nH7HXog+g6nZQR7oXFxejra2Nj3T/G1MFnyeeeIITBR/Afos+QDcj3QUCRIYMhEveIdCTnwPNYkAmBQQOIM7Cft9n2Rr2UvAB7LfoA6i+S+pI98uXL7OFH0qpKtL9r1Pw9fO1y0h3eyn4APZb9AGuR7oPGTIEZ86cQWtrq06ku6OjI4YPH27bke4MA/rXj6pjn4sjiKsLSMwkEK+BRh92Q0Ufeyr4APZd9AGA6OhoDB8+HFlZWairq9N4z0+cOIH29nZERkZiwIABnC8AqDGldHGp4APYd9EHUC1CmpCQgLq6OpSXl6O9vZ3tzsjKykJFRQVCQkIQGBjY6/e8zws+AGhTBejRj0GPfAR68msoj34JePmADIrud1XCnos+gOoKbWJiItzc3FBSUoLGxkZ231peXo6cnBx4eXkhLCzMbjTa7hR8bF3p6oo9F30AVbJXdHQ0wsLCdBY5b2hoQFZWFpiGMiR0XoXj+WOgV/4EPbcXaK8BEzUJcLDPTrjuoC74bNiwAd9++y27nYsFH8C+iz4A4Obmhri4OAQEBODSpUsaJ71NzU04e/YsXFxcEBkZyZn33BT2VPAB7LvoA6j2bVFRUUhKSsKlS5dQX1/PducrFAqcPHkSbW1tiI+Ph6enp4VH2wsIAXEfAHrhB5CAwSDDJ4CMvg9MaBLg7G70ob0+S5NIJNi6davdFHx4VEyaNAkffvghbr/9dnh6eupEur/55psoLi7mfkQeVO2CP//8M9588027KPjwqOga6R4UFKShc/36669488038eeffxqPHTZCVlYWVqxYgd9//71PCj4AAGkLaP5foLlXQKvEQFs70NECKOQ39rw8vcLHxwcvPP+C0Uj3r776Cg0NDWyRkctUVFTg/ffft4uCD48KFxcXTJs2DatWrdKJ4K2oqMDRvTtx7dTJ6w8QMICrl8lJrj3T0dGBCxcu4N1337WLgg+PCnWk+6ZNm3Qi3SsrK7F27Vq89957aGpqsuAo+wdKKerq6vDJJ5/YRcGHR4VAIMDEiROxfft2TJ06VeN4IpPJ8P7772PhwoUaF7BtChcPMLO/heDl/4PgwXVgUh4DPEQmH9brok9BQQH27t2rcXWf6wUf9ULGDMOAYRgoFAqNK/32wogRI5CWloYHH3wQIpFI4zNw/PhxnDt3rtcnvLYCpRQ//PAD3n//fTQ2NrLFL64XfAghEAgEGjd76DzQJigoCEuXLsXs2bMRERGh8T5nZmbio48+QmZmZq++B2fPnkVxcTFbTDd7wQdQaVzaizjLOgClZYo+DMNofKbsoWtMGydnJzzyyCNYunQpxo0bp3EiVllZid27d+PAgQNobGy04Cj7h+zsbGRmZkIikbDbvL298fjjj3Oy4COTydDZ2QlCCBiGASEEHR0dbNHXnhgzZgzefvtt3HvvvRrzSHcih7cAAKM63hAPIYhfmGUGaQNQSnH16lWkp6fj8OHD7D5VIBBwZtFmQ2jPU+zxeOLu7o4777wTmzZtwuTJk+Hufr042tDQgO+//x5fffWVxronXESpVKKyshJHjx5lFWl7KPjom6vbGwzDIDY2Fh9++CH++c9/wtvbm/2ZQqHAwYMH8d5776GmpsaCo+w9xCekx4/ptd7l7++PMWPG4Ny5cxCLxXB1deV0waelpQUrV65EYWEhnJycQAiBTCbDTTfdhMjISLv7Qnl6euLWW2+FRCJBYWEhWltb4efnh2XLluH+++/n5ESiK5WVlXj77bfR3t4OuVzOrsURHx+PjRs3YlTSKM4VfADVZKGoqAienp4ICQlBSEgIpk+fjkGDBtndxMrZ2Zk9Ob98+TIaGhoAAHFxcexCvDExMfD39+9RYSwpKQlOTk7Iz89HY2MjBg0aZN6CDwDI20Gv/gE01QBODoCTI8iw0SDBIwGn/nX9ZTIZcnNzQSllP1MTJkxAfHw85/cj+oiIiEBYWBgKCgpQUlLC/l0UCgUuXboEkUiE8PDwG143ypoJDw/HwIEDUVJSgsrKSgiFQk6t4aNNbm4ufvjhB2RnZ8PJyQkMw0Auk2No+FCMHDnS7uYXgYGBiI2NhVQqRX5+PuRyOWKHheLWcSMwQOQN4gAgcCiYEXeA+IZaerhWSXNzM3755Rd899138PHxQVNTE2QyGQICAvDvf/8b8+fP5+T+taOjA+Xl5WhtbWWPJ4mJibjtttssPbR+RyAQICgoCKNHj2YT8QDV/D0kOAQHDhyAr48v4uPjOTt/YxgGvr6+GDFiBHJyclBVVQVPT09OF3yUSiWqq6tRUlLCfgcihkVgxowZtp9c1UMIIRAKhbjjjjvYxF1KKbvo82+//QaJRIKJEyfa9pxK1g50tAKgxpdouNG4+EuXLtGUlBT6+OOP08bGxht9OutESennn39OhUIhVf1Fr9+SkpJoXl4eVSgUlh6lxdi4cSMdNmwYfeedd2hTU5Olh9PntLa00ldeeYV6e3vrfB5mzJjx9+dBaelh8vQTlRWV9K677qICgUDjs0AIocuXL6c1NTU9fk6lUknff/99OmnSJJqenk7r6+vNO2hpM1X8sY3Kv19IFT8vo4p9G6jy2l+UdkjM+3t4ekVraytdsmQJ9fLy0ruPyTiXQZVK7u9j9u/fT6dNm0bnz59PCwoKLD2cPqG1tZVu2rSJBgQE6LzXqamp9MKFC5YeosUoKiyir732Gh0zZgzdtm0blcvllMraqbIqjyoLz1DaWmvpIVolHR0ddN++fTQ5OVnnMxUVFUU/++wzKpPJLD1Mnn6itbWVfvHFF9TJyUnjs8AwDB09ejS9fPmypYfY58hkMnrmzBk6bdo0+tRTT9HKykpLD4mnH1EoFDQnO0fvnMrNzY3u27fP0kPsFcrqAqosvUAVZ3dRxW/rqDLnD6P3v+H0LnXHz6OPPsrZRTcrKirw4osvory8XEflqqyshEwmw7hx4+Dq6mqXqos60v2xxx7jZJdXVyil+PmXn7Fx40ZUV1fr/Dw7OxsxMTGIiYm2u7Qde0QikSB9azp++eUXvW3SYrEYcXFxCA0N7dHVekIIkpKSMGHCBNx0003m6/BR4+AMEpYMZvhtIFGTQcJTQAYE9fsizjy6yOVy7N+/H59++ikKCgp0fl5WVoaAgACMGDGC8wks4eHhGDNmDMaOHcvJDh+ZTIZ9+/Zh69atyM3N1fl5XV0dBgwYgMTERLs8nqgj3adMmYLx48erPu+MA4jQB8R7EODEvU6VG4VSiry8PKSnp+O3337T+XljYyMkEgnGjh0LX19fC4yQpz+Ry+W4dOkSVq5ciaKiIo2fUUrR1taGjo4OTJw4kdP7GIZh4O/vj1tuuQVTp07lZIcPj34opaitrcVrC1/DuYxzOj9XKpUoKirC9OnTbav7kSqh/OjfUP60BTTzAOjVs4CrA5hYw12NN1z0AVSFHycnbqYntLa2YvGSxTh8+DC7+rd2Yefs2bNISkqyS81LTUJCgl20DVZWVmLx4sXIzs5m11zRfs9LS0uRMjYFAYEBnG2Z5VEdSA4cOIB3330X165d03ufmpoaSKVSxMbG9ljzIoTA19eX8yf2PJoUFhZi8+bNOHToEHuRgRDCfnY6OztRW1uL4OBgzmtegGqRa7MXPa2E3NxcpKenY9++fXp/LpFIUF9fj8DAQLudXwiFQgQEBNjF/MIcNDc348cff0R6ejo6OjoAgF0rilIKSimam5tZvYGrc3ce1RyloqICaVvSsOuHXXrv09HRgcrKSvj7+3Na8wJUhR9PT0/bjurm6TEymQxffPEF1q1bp/fnlFJUVlZCqVTamOZFQTN+BGoq2S3EiYAZ+7DBR3D3220mdu/ejR07drAHTwAIDQ2Fh9BD4wRu3bp1KCkpsYvUKnulra0NmzZt0ligVyAQICIiQmNCevHiRWxJ26Jaj0NpX4t82xNisRifffoZ8vLy2G1CoRAikUjjitnu3bvxyy+/aKQQ8fDoo62tDbt27cKJEyfYY4mjoyMGDRqkUfi4ePEivv76a2RlZdldkABXaGtrw759+zRi2p2cnODr66sRI3vhwgV8/fXX7Hocdom0CbQ6H7SuGLSpCpA2W2zReWtGJpPh1KlT+Oyzz9jOU4Zh4OPjg+DgYPZ+1dXV2L17N/bs2cNezOThHlKpFMePHccXX37BbnNwcICvr6/GoraVlZV4//33cfXqVUsMk4enz1B38axfv57dRgiBt7c3/P392W2dnZ343//+h6NHj1pimL0nMELz/+JSo3c3S6cPV1FrXRUVFezE2tPTE+vWrYODgwOuXr3Kdnvwmhe3oZTil19+wfr16zW0rvDwcLz11lsoKiqCWCxmT9QuXryI6OhoRPOaFyeRSCRIT0/Hrl272DQlgUCA6dOn48EHH0RNTQ2qq6vZ/YZYLEZsbGyPNa8+gypBG0qB+lKgpVp1o0oQR2eAsYLx2SEKuQL79u/Dtm3bNE7wo6Oj8dxzz8HDwwO5ubnsMae8vNxuNC+uIZPJsH//fqSlpWloXbGxsXjyySfh7++vMb+or6+Hl5cXRo0aZZedGcrzP4N+vRA0+xBo2XlA2gR4+IO4clsn7wmUUrZzrKvWNWDAANx///2YMmUKzp49y17ArK+vR3NzM695cRS5XI6LFy9i+YrlyM/PB6A62Q0NDcULL7yA8PBwnD9/HgqFgtW82tvbOa958dgPaq1r4cKFOHHiBLvdxcUFzzzzDO655x4cOXIEMpmMvX9xcTHuvvtu29G8miqBorMg7q4g7u6AswuYyU8bvDtf9DFAa2srFi9ejEOHDrFXQgQCAZ588knMmzcPI0eOxG+//YaGhgb2xI7XvLhLVVWVjtbl4eGB119/HQ888AACAgKQkZGBxsZG9vNQWlqKsWPHIjAwkNMts/YGpRQHDx7U0brCwsKwZMkS/Otf/0J9fT2ysrLQ2toKQKV5tbe390rz6hM62qD8ah6UuzaAHvsG9Ng3AG0FGRwH4sLNtdmsnaKiImzatElD6xIKhfj3v/+NZ599Fr6+vsjLy2MvQnR0dLCa17DwYRA48MccW0Gf1uXh4YFHHnkECxYswIABA3DlyhVUVFQAuK55BQQE2N/8QqkAvXYS9PQBoKEOKCsApGKQkJG9iqzlKi3NLTpal5OTEyZNmoTXX38dI0aMQF1dHbKysqBUKkEpRUtLC695cRBW60pLw65d17UuDw8PTJ8+HatWrcLQoUPx559/svuYjo4OVFVV2YXmxWMf6NO6GIbBiBEjsG3bNqSkpODixYvIzs4GcF3zopRiwoQJ1q95EQK4eQIDh4EZ+xDIhMfA3PIc4Gi4aMsXfQzw3XffYfXq1Whvb2e3RUREYMuWLfD394e/vz88PT1x/PhxSKVS9j6FhYW4/fbb4e3tbfkTOx6z0NbWhtWrV2Pv3r1oa2sDoCoAPvjgg5gzZw5EIhFiY2NRVFSEK1eusJ8ZsViMjo4OJCUlwduL/zxwBbFYjNWrV+PPP/9kC8Lu7u6YPXs2pk+fDk9PTwQFBeHy5csoKipii4Q5OTkYPHgwYmNjLX8VoVMCev4XoLqC3USGxYMMGQPiwvvu/U1bWxs+//xzfP/996yW4ejoiOnTp+O5557DsGHDEBoaioaGBly6dIndD4nFYigUCsTExCAwMJDfx9gAbW1t+O677/DFF1+w76OTkxPuuusuzHphFoYMGQKRSITm5macO3eOPYEXi8Xo7OxEfHw8AgICLPkS+hdJE+jVP0Dzz7ObyKBQkJHTQYR8hwqgOrk5fvw4Nm7ciMLCQgCqk5vhw4djzpw5uPXWW+Hn5wdfX1+cPXsWYrEYgOqzWFdXh4EDByI6Opo/0ecIUqkUBw4cwKpVq9j9h4ODAxISEvDmm28iODgYrq6ucHNzw9GjR9k5a2trK8rLyzFp0iSIRCJLvgQenhtCqVSioKAAs2bNYrvxCSEICAjAhg0bkJSUBIFAgPDwcPz000/ssVihUCAjIwMpKSkIDw+35EvoFsTNG2TQcBCfYNXx0EjBB+CLPnqpqKjArFmzdLSud955B+PHj2erfwkJCcjOzsaVK1c0NK/Ozk5e8+IIxrSuVatWISIigp0oDRkyBCdPnmQXBANUmldUVBSveXEEY1rXiy++iLCwMACqlnpPT09cuXLFOjWv9hbQC3s1F4CLSAQZchOIs7vlxmWHqNO69GldL7/8MiZPngxANWn38/NDaWmphuZlT2leto4xrWv2i7Nx65RbAajaz319fVFbW6uhedXV1cHb29uuNC8qbQQtPAOU56iubBKABEeASUzl07tgXOt66KGH8Pzzz7NzVqFQCKVSiVOnTvGaF0dhta7lulrXSy+9hGnTpgEAnJ2dERAQgJaWFh3NSyqV8poXj81iSOtydXXFs88+ixdffBGA6nshEvnD3d1NR/OyyTSvbsAXfbRobW3FkiVLcPDgQQ2t64knnsD8+fN1JtWRkZH49ddfNbSes2fPYtSoUfbXhs1BDGldS5YswdSpUzV2CL6+vvDw8NDRvMrKypCSkoKAAD7Ny5YxpHWFhoZiyZIlGD16tMb3PTIyEjU1NVapedGOVtDcoyAtNSBOjqpbVAqY0ETAiS8c9CdFRUXYvHkzDh48qKN1zZgxQyNpxM/PDy4uLhqaV9c0r2HDhvHHHCsmNzcXW7du1at1PfbYYxrzC39/f7i4uBjRvKLs4r0mVAmAAEJ3kAG+IO7uIKEJING38OuPQX9al1rreumllzB48GD2vm5ubvDz80NtbS2uXLnCa14cg1KK8vJy9sKUGrXWtXjxYo19hoeHB0JDQ3nNi4dTyGQyfPnll1i7di27Ta11paWlwd39+oVNgUCA+Ph4Hc1LPb+yCc1L1g50SgCZFOhsA5QKwEF/wZYv+mihT+saNmwYq3Vpn6SJRCKDmtdtt93Ga142THe0Lm1iY2NRXFyMrKwsjbb8jo4OJCYm8pqXDSMWi7Fq1Sr89ddfGlrXnDlzWK1Lm8GDB+PSpUsoLi7W0LyCgoIsqnkRAHARggRFg0TcpLoNGwfiPRgQWPkBjkNI2iT49LNPsXPnTjQ1NQHQ1bq0CQ0JRX1DPS5evMhrXjaEIa1r2rRpeOGFFzBkyBCdx4hEIjQ1NRnQvEbYh+bl6ALiPwxMzK1gElLBjJkJEjGBL/hAdXJz7NgxbNq0yaDWpY2vry98fHxw5swZHc1r0KBBvOZlwxjSuhITE1mtSxsXFxe4uak6HdSP4TUvHlulO1qXNvo0L6VSiYyMDIwbN866NS9Kocw+DJpzGDT/JJS5x4C2OpCgeL1354s+XaioqMALL7ygo3WtXbtWQ+vSxpDmJZPJkJKSwmteNoghrWvo0KF45513NLQubYYMGYITJ06gqqpKV/OK5jUvW6S7Wpc2Pj4+8PT0RHZ2NsRiMbtfqaqqsqzm5eAEEhABEpZ8/eY1kC/49CNyudxgWteCBQtYrUsbBwcHiEQilJaWIi8vTyPNy9/fn9e8rBBDWldcXBxefPFFvSfngOqETN2ZYe+aF48mhrQunwE+OlqXNmrN66+//kJnZycAXvOydQxpXWFhYZg/fz6rdWljTPPi07x4bImuWtfx48fZ7dpalzaEEPj7+7PFT23NKzU11Yo1LwrlrtdBj/4ImpcJFFwGaCuY5Af03psv+vyNWuvqmtbFMAyrdbm4uBh9vCHNK3lUMq952SBisVhH6xIKhXj99dcxdZwQAcQAACAASURBVMpUuLoZPqlSa16ZmZl6NS8+zcu2UGtdmzdvRkFBAbs9NDQUr7/+uo7WpY01a148lkNfWpe7uzueeuop3HfffRpalzZ+fn5wcXYxnObFa15WRV5eHtLS0nS0rocfflhH69LGlOYVFWUfmhePJi0thtO6tLUubdzc3ODr68umTPKal21jLK0rNTUVixYtMrqPMKR5VVZW8poXj80g65Thy690ta64uDikpaUZnVOpNa8LFy6wF+FsQ/OioFcOAhWF7BYidAMz7lG99+aLPn/z/fffY+XKlTpaV1paGkQikcmTMmOaF5/mZVu0tbXhnXfe0at1zZ07F34iP5PPYTTNKzGJ/zzYENXV1Vi9enWPtC5tggar0rwKCwutI81LqQAUMtW/FH8vkMp/HvsLiUSCzz77zGhalyl4zcs2MJbWZUjr0kad5nX27Fm2M8Nu0rw6WkEbyoDWGkDSAHS0gRAB4GC/RYnupHWZQp3mxWtetk930rpMoU/zamtr4zUvHptAqVSioNCw1jVq1CiTz6HWvH788UdIJBL2eTMyMjB+/HgMHTq0T19D76CguUeA4qvsFuLiBGbSU3rvzRd9oFKxnn/+eVRWVmpoXWvWrDGqdWnDp3nZPjeidWljMM0rOgrRUbzmZQtIpVL26llXrevuu+/G7NmzDWpd2gzwsa40L9pQBlp0DrQ6H2gWAx2tIE6uBhd/4zEfCrkC+/bp17q6pnWZQq15lZWV8WleVopa60pPT9dN65o9u1sn58D1NK+6ujrk5OSw73V9fT28vb2RlJTE2c4MZfYh0B2vQHn4E+DcbtDCvwD3ASCBkZYemkUwqHX5mNa6tOE1L9tHrXWtWLECeXl5APSndZnC2dkZgYGBBtO8Jk2axM9ZeawSU1rX7Nmzu/U8XTWvo0eP2k6aV9VVoLEIRCgEEQqBAYFgbnpI713tvujT1taGxYsX69W6XnrpJZNalzZ8mpdtY0zrmjJlSo++8IbSvEpLS5Eyjk/zsnZYrWvTZlwr0Ezr6o7WpU1kZCSqq6utQvOil34F/Xk16NEfQE/9DJz/GRgcBRIQ0S+/354xpnVpp3WZgk3zys1DRSWf5mVt5ObmYmv6Vvy27/rJuaG0LlOoNa+srCxUVlYCsA/Ni1ZmA5cPAc2tQHsHCKMACR1pcKFKrnMjWpc2ptK8xowZw9liIhdQp3Vt3boVO3fuZLcbSusyhYeHB8LCwnDixAl2H9M1zWvEiBH8nJXH6jCU1tUdrUsbm9O8CAEZOgbM5Kev3wwUfADArr+9lFL8+OOP+PLLL9mrHICqq+OVV17pccEHAGJiYrBkyRL4+vpqnMCtXbsWpaWlbMcHj/UhkUiwceNGZGRksJ8HgUCA++67D/fffz+8vLx6/JwPPvggUlNTNRSgixcvIi0tDaWlpexJH4/1UV1djU8++QR5+XnsNvXJeXJyMhwdHXv8nA8//DBGjx6tMZHevXs39uzZg/r6erOMu1tIGoG/r2IAANzcVZ0+PH2KRCLBzp07cfLkSfZY4OjoiLvuugv3339/rzSdqVOmIvWeVPj5XddOL168iK+//hpZWVn8PsZCSCQS/Pbbbzh46CC7zcnJCbfffjseeughDBgwoMfPmZKSgnvuuQceHh7stgsXLmDHjh0aXWOcgipVGqoahrHbBedlMhn+/PNPfPbZZ6wWyjAMoqOj8cQTTyA+vueFsMjISDz99NOIiYlht1VXV7PHJfXFUB7rQyqV4sSJE/j888/ZbQ4ODoiNjcVzzz3Xq4JdUFAQZs2apTHfraiowNatW9lOIh4ea0GpVKK4uBjr169nt6k7dv773//2ak7l7OyMJUuWaCiNMpkM7777Lo4dO2aWcVsKu+70qaqq0tG6PDw8TKZ1mSIhIQFXrlzR6BZRp3mNHTuW17ysEHNqXdroS/O6cOECoqKiEBUVxbfMWiHm0rq08fHxgYeHB7KzszU0r8rKyn7VvOiVA0DBeaBTNaEn/gNB4m4DGRDU57/bXlEozKN1acOneVkfXbWuridKsbGxePHFFzFlypRePa86zauu1n40L1pzDSg4AyjlgJMjyAB/kGEpIIFRlh5av2JM65o5c2aPtC5teM3L9lDIFXq1rrCwMMybNw933313r57X2dkZgQGBaG5uRmZmJtv9pU7z4jUvHmvBmNb1n//8p9talzaEEIhEIri7u2ukeSmVShtI8zKO3RZ92trasGjRIh2t68knn+yV1qVNVFQUfvvtNzQ0NPCalw0gFouxaNEijYm0UCjEG2+80WOtSxtDaV6lpaV8mpcVQinFgQMH9KZ1vfHGGz3WurTRl+ZVW1vbr5oXLTgD1JeAODIgTo5AUDRI1GQQT/8+/b32TFFRETZu3GgWrUsbfZoXn+ZlOdQn59ppXb3RurTx9/eHi6sdpXkxDoC3P8iQBJCIm0AixoOEjARx97H0yPoVQ1rX5MmT8dL8lzBo8KBeP7cxzUsgEGDs2LGcKybaMpRSlJWXIT09XW9aV0+1Lm08PDw01qQErqd5iUQiPs2Lxyowp9aljUAgwMiRI21D85JJAUkT0ClR3WRSwEn/OatdFn0opfj++++xatUqjbSu8PBwpKendyutyxQikQgeHh44efIkuwo4wKd5WSMSiQSrV6/WSOtiGAYPPvgg5syZY5bUgtjYWBQXF+ukeXV2dvJpXlaGvrQuNze3HqV1mWLw4MEWTfMiQ5JBEu4CGX4LEDkWzNAxIP7hgCPfEdIXqNO6du7c2eu0LlOEhISgoaGBT/OyMBKJBN999x0+//zzXqd1mcKe0ryI+wCQoHiQsGTVbXCs3RV8zJHWZQpfX1+9aV61tbUYNGgQYmJi+BN9K8FYWtfSpUu7ldZlChcXF7i7u+OPP/5gf0drayvKysowefJkPs2Lx6IolUoUFhbeUFqXKRiGQXh4OHbv3q2R5nXu3DlMGD8BQ8OtIc2LguafgPLoR6B5x1S3wjNghuvvJrbLoo8xrcuc1TtDaV4ymQwpKSm85mUFUEqxZ88erF27FjU1Nez2IUOGYM2aNTekdWkTFhamk+Z14cIFREXzmpe1oE/rYhjmhrUubQxpXlVVVf2jeTECEBcPEO+BIAERIL4hfMGnj1AoFNi/fz+2bt2qoXVFRUVhwYIFvda6tHFwcICfn59BzSs+Pv6GO1h5jGOutC5TmErzGjVqFHc6M9r/jmxvEQOttYC0GYRhAEf7+Cyrta6tW7fi119/ZbcPGDCgx2ldplBrXn/++SdbTGxoaEBTUxNSUlJ4zcsKUCj0a12hoaGYP39+r7UubZydnREQEICWlhYNzUsikfBpXjwWRa11vfbaa2bVurTpmuZ15MgR9iKwWvO65557LK/OU4Ce2wV64Cug5KrqVn0NzG2z9N7d7oo+htK6nnzCPFqXNnyal3UjFovx2muvITs7my3EqNO6pk6datYvNK95WTfqtK5Nmzb1idaljTVoXjx9j7G0rvvuu++GWpC1EYlEKs0rL49tQ+Y1r/4jLy8PaWlpfaJ1aWMvaV7KrP2gn82B8rePQY/uALL+DxB6gwTbR3qXOdO6TKHWvOrq6vRqXnyal2VRp3Wlp6frpHWZQ+vSxpjmFRAQwKd58ViEzs5OfPXVVzpa14gRI25Y69LGmOalVCoxccJEi2te9OofoHnn2f8TNxcwU57Xe1+7+rZSSvHTTz/pT+t69RW4upi/YseneVkv6rSuzMxMdqEuhmFw77334v777zeLxqPNgw8+qKMIXbx4Eenp6Xyal4WpqanBJ598gvz8fHabm5sbnnrqKYwaNapXaV2mmDlzZv+neXVKVFfM2+qBjlZAIQPAf+76AolEgl27dmmkdTk4OODOO+/sdVqXKaZOmYrUVD7Nq79Rp3UdPnyY3XajaV2mSElJwb333svtNC+BA+DQZd+rVALyTsP35xAymQx//fWXWdO6TKFO84qOjma3dU3zUneV8fQ/xtK6nn322T4pyKnTvLrOWSsrK/k0Lx6LoFQqUVJSgnXr1rHb1B05b731Vp/MqZycnLB48WKNOZVMJsPmzZtx7Ljl07yoXAY4CFTJloQAToY78Oyq00csFuO5554zqHUJHPrmqhif5mV99KfWpc2QMD7Ny9roL61LG2OaV1xcXJ9oXsrsw1Ce/By04C+goRxQykBcvQFH/nNnTvpL69LGwcEBIj/dNK+ysjIEBATwmlcfYEjriouLw4svvmg2rUsbteZVW1vLXc2rrgQ07yTQ3AQAIM6OIGEjQYaMtuy4+hhDaV19oXVpIxQKQSnV0LzUaV685mUZDGldN5rWZQpnZ2cEBhpO85o8ebLt72N4bIL+0rq0MaR5UUqtQ/NqKAcUrSCeXiDu7oB/KJhRM/Te1W6KPoa0rieeeKJPtC5tDGleycnJvOZlAaqrq/tN69LG10+leWVkZPCalxVgSOsKCQnB0qVLza51aaNP86qpqUF7ezuGDx9uds2LZuwG/voRNOc8aNYJoOAESHAsiF+Y2X4HT9+mdZnCT6RK88rNzWUvcnR2dvKaVx+hT+sSCoV9onVp4+/vD1dXV+5qXi1i0NILIO1NIC5OgNATJDQBJOzGF+q0ZvRpXY6Ojrj55psxf/58s2pd2vCal3VBKUVZWd+ldZnCmObl7+/Pa148/UJnZyd27NiBNWvWsNvMldZlCoFAgISEBJw/f15D8yovLwcATJxoIc2LEJDgeDDJD4AZ+zCYCY8bLPgAdlL0Uad1rVixgj14Aqq0rq1bt8Jf1PdrZ/BpXtZD17Qu9XuhTuuaO3euRgtfX2EszSsxMZH/PPQjNTU1WLlypU5a19y5c82W1mWKfkvzohTKs9+DFl1VaRIASPBQkLjbQbwGmud38EAikeDTTz/VSOtycHBAamqq2dK6TBEaEsqnefUDEokE33zzDb744os+S+syhaE0r46ODowcOdK207wEjoD3QJBho0ES7wSTcDfI0DEgLh6mH2ujGErrio2NNVtalykMpXnV1dVh4MCBfJpXP9IfaV2mMJTmVV5ezqd58fQ56sWTn3/++T5L6zIFwzCIiIjQSfM6c+YMJkyYgKFDrSHNyzh2UfQRi8U6aV1CoRBr167F+PHj+0zr0saY5pUylk/z6g8Mal1hQ7B27VoMGzas3yYyYWFhejWv6OhoXvPqJyyldWljKs0rLCzMPFfy5B2qTh9xKVTL/gMkchRIzC0gbuZfc8QeUWtd27Zt61etSxtDaV5lZWUI8A9A/Ehe87pR5DI59u3fh61bt/ZpWpcpDKV5NTQ02LzmRZyFIP7DQAbHgQREgviEcLrg059pXabQl+ZVX1/Pp3n1I/2V1mUKY5qXVCrlNS+ePsOY1vXMM89gzpw5/TIOU5rXvffea/k0LxNwvuij1roOHjzIToTUWtfLL7/c7yfWBtO8kvk0r/5An9bl7u6OpUuXYsqUKf36hfXz8+PTvCyIpbUubQyleXV0dJhP85JJVTdHAuJEQBwZkBG3gRmSzEe2mwljWpe507pMwaZ55eahorLiuuZVx2te5iA3L9diWpc29pLmxXUMaV2TJ082e1qXKXjNy7IYS+uaPn16n2td2nh4eGDo0KE4fvy4Xs0rfkQ8P2flMTv60roEAgFiY2ORnp7er3MqhmGQkJCAzMxMXL16FcD1NC9KqUU0L1qdD7Q3Ax1tgEwKInAEGANjoBxGqVTSr776irq6ulKo4mkoABoeHk7z8/OpUqm0yLg++eQT6u/vTwkh7JhGjRpF8/PzqUKhsMiY7IG2tjb66quvUm9vb/bvzjAMffTRR2lFRYXFxvXyyy9rjAkAffzxx+m1awUW+4zaA2KxmP7zn/+kLi4u7N/dzc2NLlu2jIqrxBYZU35+Pk1NTaVOTk7smAghdPny5bSmpsb8v7C5mlJJI6VKfr9jDiRtErp27Vo6ePBg9v1zcHCgDzzwAM3MzLTImNql7XT1qtXU399fYx8zY8YMmpGRwe9jeklbWxvdtGmTxt/V0dGR3n///TQjI8MiY2poaKDLly+nQqFQ471OTU2lFy9etMiYzIJSSalcRmmnhFJpM6XtLZQqZJYeldnp7Oyk+/bto8nJyRpzlPj4ePrtt99abFzHjh2jI0aM0PhMxcTE0G+++YbK5XKLjYvrtLW10R07dlBPT0+N48nYsWPpmTNnLDKm5uZm+vHHH2uMiWEYOmrUKJqdnW2RMfFwF4VCQXNzc2lYWJjGnDgwMJD+9NNPFhvTmTNnqK+vr8Y+0dnZmR44cKB/B9MppbJ5UVT+ZjKVr7+Dyj98jCqLzhq8O6c7ffSldQmFQqxbt06ldVnoqpchzUsulyMlhde8+gJKKfbu3aujdYWFhfW71qWNIc0rJiYa0dHRvObVB7RL25GWnoadO3dqaF3Tpk3DnDlz+k3r0saQ5iUWixEXF2c+zUuNszvg6KKKeeS5IRQKBav6dNW6IiMj+1Xr0sbBwQG+fr4oLS1Fbm4un+ZlBuRyucG0rv7UurThbJpXay1oyXnQkgzQvOOgNYWA0A/E1cvSIzMb1Iq0Lm3c3d110rwaGhrQ1NSEcePGwcfHxyLj4jLWonVpY0jzkkgkvObFY1aolWhd2liT5kWr80D/+AqQtAMN9UBVKZikO0D89K8lyNmij0QiwaJFi3S0rscffxwLFiyw+Il0ZGQk/u///k9D6zlz5gySk5MxbNgwix3cuUpNdQ0WLlyoV+vq67QuU/j5+UEoFOqkeZWVlSElJQUBAQF8y6wZoVamdWnTZ2lelAJUCYDwRZ4+QJ/W5ebmhqeffrrP07pModa8+DQv85Cbaz1alzbG0rwCAwNtTyOnFMoz30K5fSFo5kHQ7FNASylI0HCDE1tbxJJpXaZQa161tbV6Na+xY8fC0dHRYuPjGvTvtK6tW7dahdaljSHNq6Kigr2QwM9ZeW4UY2ld/a11aWNI8yovL+8/zYtS0KIzoGevXyQAAZh/zAZx11+I52TRh1KKnTt36qR1DR06FNu2bYNIJLJ4Jw2f5tV/SCVSrFq9Sm9a17x58/olrcsUcXFxetO8ZDIZEhIS+M+DGbGGtC5TDB48GJcuXUJRUZH50rw6WlXub1sDoOgEUcgAgQPA2NAJoJUilUotntZlipCQEDQ0NODChQvsfpBP8+o56rSuL7/8kk3rcnR0xLRp0/otrcsU6jSvM2fOaKR5dXZ2Ij4+3rbSvAgBrbkG5J0AOmWqTS5OQMgIkMFxFh6cebCGtC5T+Pr6ws/PD6dPn0Z1dTUA1ZqZtbW1GDRoEKKjo/kTfTOhTutauXKlxdK6TOHs7Ax3d3f8/vvv7D6mra0NpaWluPnmm61iXs1ju1hDWpcp1GleP/zwA6RSKYDraV4TJ07slzQveu0v0MLTgHrfyzAQ3LfI4Lyek0UfsViMZ599FlVVVRpa1/r16y2qdWmTmJiI7CvZyM7JZk8+KyoqIJPJMHbsWF7zMgOUUvyy5xesWbNGR+tat26dRbUubcLCwnDy5ElUVlbyaV59RLu0HVvStuhN67Kk1qVNX6R50ZJMKL97DcqDHwN5R0BrroH4hoB48FGrN4JCocC+fSqtS33FB1B1bL3yyisW07q0Uad5lZWV6aR5+fv7Y+TIkbzmZQK5XM6+19akdWljKM2rvr4eXl5eSE5OtikFgzZWAAWngJYWAABxEKg6fYaMtvDIbhxjWtfMmTMtqnVpIxQK9WpejY2NvOZlJgxpXWFhYZg3b57FtC5t1JpXS0uLjuYlkUh4zYun11ir1qWNMc2rsLCw7zUvQgA3bxBRECAaDCJ0A/ERgblppsGHcK7oY0zrskRalykiIiP0pnklJycjIiLCag72tkpNjUrrysnJsXhalynUmpd2mpda8woM4NO8bgRKKQ4dPIRNGzW1ruDgYLz55ptITk62moIwYP40L3p5P5B9HGhuVbm/lXkgw5JAAiMB8MXl3lJcXIwNGzbg8OHDOlpXf6d1mUIkEsHZ2VlH86qrq+M1r25gzVqXNsbSvGxO85I0glblgEgbQNzdAJ8AkKE3gQSNsPTIbhhjaV2W1rq06ZrmlZWVxWteZoZSivKycqRvtY60LlN4eHhg6JChOH5CN82L17x4eos+rUsgEGD48OEW17q0UWteGRkZOpoXAEyYMKFPz+OJmzdI8EgwUTeDSboPzOh/Gr0/t4o+FNi5ayeWL1+uoXUNGTIE77//vlVoXdqIRCIIhUIdzauoqIjXvG4QqVSKVatWYc+ePVardWkTFxeHoqIiXvPqA2pra7FixQr8dcp6tS5tzKZ5UQrlqW9ACy4DClXxkwwOBpM4HcTH8q3itoohrWv69OlWo3VpExISgsbGRl7z6iFSqRTffvstvvjiC6vVurQxpnmNHDkS/v7+Fh5h9yCOziD+Q0AS7gJzx1wwNz/LiYKPMa1r9uzZmDJlioVHqAuvefUdtqB1aePs4gyhUIjDhw/zmhfPDWNI6/L398f69eutQuvShmEYREZGYteuXRbTvLoLp4o+4mox/vOf/1i91qVNYmKiTppXRUUF5HI5r3n1Ekop9uzZgzVr1qC2tpbdrta6IoZFWO3ExFCaF6959Z729nZs2aKrdVk6rcsUXTUvsViskebVI81L3gGaewSkoRxgAICCxIwBGT7V4IJvPMbpqnVpp3VZk9aljYODA/x8/VBappvmxWte+lFrXdaW1mUKY2leas3LJjoznFxBBgSD+ISoEgc5gKm0rhdeeMFqO73VaV4nT56ETKZaZ4nXvG4MW9G6tDGkebW1tfFpXjw9wpDW5ebmhmeeth6tSxtjmldBQUHfaV7yTqBTAtXqzd2rb3Cm6CORSLB48WKb0bq0MZTmNXr0aEQMi4DAwToLVtaKPq3Lzc3NKtK6TGEqzSswkNe8egKlFIcOHdJJ61JrXZZO6zKFoTSvHmleAgcwMbeCxE0B8Q8BHAlIzC1ggkcCDta9b7RW1FqXvrQua9O6tPET+cHZ2Rl5eXkamld9fT2CgoIQERFh1d+J/kaf1uXu7o5//etfVqd1aWMszSsgIMC2NC8O0dLSgt27dyMtLY3tkFBrXS+99JJVaV3adE3z4jWvG0ed1rVt2zab0Lq0Uad5HTt2DFVVVQB4zYun5xjSumJjY5GWnmbVcyqGYZCYmKijeVVUVADoA81Lndx1cQ+otEm1kLOsHcTFw9TjOICS0h07dlBXV1cKgL0NHTqU5ufnU6VSaekRdovt27dTkUhECSHsa0hOTqbXrl2jCoXC0sOzGSQSCX311Vepl5cX+3dkGIb+61//ohUVFZYeXrd5+eWXqbe3t8Zn+oknnqDXrl2zmc+0NVBdXU0feOAB6uLiwv4dXV1d6dtvv02rqsSWHl63yM/Pp9OnT6dOTk7sayCE0BUrVtCamhpLD8/ukEgkdM2aNTQoKIh9PxwcHOgDDzxAMzMzLT28biGVSumqVauoSCTS2MfMmDGDZmRk8PuYv5FIJHTjxo00ICCA/Rs5OjrS+++/n2ZkZFh6eN2ioaGBLl++nAqFQo33OjU1lV66dMnSw+s+Chml7a2UttRQZUMZpa11lh5Rr5DJZHTfvn00OTlZY44SHx9Pv/nmG0sPr9scO3aMxsXFaXymYmJi6Lfffkvlcrmlh2cztLW10R07dlBPT0+N48nYsWPpmTNnLD28btHS0kK3b99OPTw8ND7To0aNojk5OZYeHo+Vo1AoaG5uLg0LC9OY4wYGBtIff/zR0sPrFgqFgp49e5b6+Pho7BOdnJzowYMHzfvLlAoq//YVKpsVzt7k795j8mGc6PSxVa1Lm8TERGRlZSEnJ0cjzUuhUGDMmDG85tUNqAGtKzQ0FOvXr8cwK9a6tOE1rxvHkNZlbWldpvDx8YGHUFfzupE0L57eYatalzZd07y0Na+AgACMjOc1L1tJ6zKFMc3L09MTo0ePtv7ODHkHaFUu6IU9UP61A/T3j0CbysFETQaIbRzTAdtK6zIFr3ndOLaqdWnj5OSEwMBANDc34/z58zqa180338xrXjx6oX9rXYsWLdLRup5++mmr1bq06ap5/fHHHzppXvfdd5/55lRKBej/rQWamq7//pBIMEn3Gn2YzRd9jGldCxYssLkTY2Oa17Bhw2xmMmApamtr8corr+hoXW+++abVpXWZws/PD+7u7jh//jyvefUC+rfWtXHjRh2t66233rK6tC5TREb1UvPqaAWVNIDIO1URj4xA9S9Pr7CltC5TqNO8tDWvuro6XvOCbWtd2pjSvKIio8AIrPd4QuvLoDy8BfS3z4DyAqC5CcRDCBI+FsTV+hbhN0Rra6tBrcva0rpMwWteNwb9W+vaunWrTWpd2hjSvCoqKnjNi8cgHR0d+Prrr/HOO++w2xiGscq0LlMwDIOkpCS9aV6EEEycONE83+n2Zij3bAbkqvNcEIAZ/wDIkNFGH2bbRZ+/07qWLVvGHjwBVYfEBx98AD8/P5vrjBGJRPDw8NBJ8yosLMQdd9wBLy8vm3tN/YVUKsXKlSuxd+9ejbSuf/7zn5g/fz58fX0tPMKew6d59Z662josX7Ecp06dYivurq6umDdvntWmdZlCneZVWFjIFjVNpXkpT+0A3f8uaNFZQCEHHF1BnN0Ahi8g9xRbTOsyhbE0r+joaLtN87LFtC5TqNO8Tp8+zXZmiMVidHR0YGSCdad5EQdnoLYI9Orp69tcHIHBMSAi60lHMYZcLsexY8ewadMmnbSuOXPm2EznWFd8fX0hEolw6tQpPs2rh0ilUhw8eFAjrUsgEFh1WpcpXFxcIBQKcejQIY00r5KSEtxyyy18mhePBkqlEoWFhXjhhRd00ro2bNhglWldpiCEIDIyEjt37mTP25RKJU6dOoVJkyaZZe5AW2qAhmsg7U0gDgxACJg754F4DTT6OJsu+lTXVOtoXe7u7tiwYQPGjRtnUxXyq79CkQAAIABJREFUrqjTvHjNq/uY1rqG2ezEg9e8ek57ezu2pOnXuubOnYvQ0FALj7B39DjNSyGD8vinoJf+BIpzQTMPAOJLIIOHg3gFWuhV2CZqrSs9PZ29ggPYntaljYODA3x9ffVqXvaa5iWXy7F//36bS+syhVrzqqurQ3Z2Nns8aWhogJenF5JHW3Gal8ARtLECuPYnIJMDzo4gbm4gAyNAguItPTqTUEqRl5uH9K3petO6bEnr0saQ5tXQ0IDx48fzmpceFAoFLl26ZPNalzZOTk4YOHCgfs1LwmtePNfpqnUdO3aM3a7unJ47d64FR9d7+kPzIq5eYBLvATPhX0BQDODqAiblUZOPs9mij0QiwaJFi3S0rieeeMImtS5teM2rZ3BJ69LGz88PHkIPZGZm8ppXN1BrXRs2bOCE1qVNT9K8aFUO6KnvgNoa9vFk+FiQ6JtBXL0sMn5bhUtalzYikQguLi7Izc3V0byCg4PtTvPiktaljVrzunLliu1pXh0S0OZyEHdXMEl3gpn4b9WaPjaQQNjS0oLdP9pmWpcpDGlera2tvOalh65a1/fff89ut1WtSxuhUIjw8HBdzauS17x4rtPR0WEwrcvWtC5tjGlelFJMmjjJPKncAicQ/3Aww6d07+62WvTZuZNbWpc2IpEIQqEQJ0+ehFQqZbfzmpcuUqkUq1atwp49e3S0rnnz5nGinTQ2Ltag5pWYmMhrXl2oq6vD8uW6WtfcuXORmppqk1qXNt3VvGjuMeDaX4CkFaAUEDBgJs4EM2SMam0fnm7R3t6OTz75REfruvvuu/H888/bpNalTUhICBoaGuxe8zKkdd11112YNWuWTWpd2hjSvDo7OzFypPVqXsTdB0zc7WDGPwESOQnEN8QmCj76tC5CCGJjYzF79mxMmdK9Cbs1Y0zzGjx4MK95dUEqleLAgQN6ta433ngDISEhFh7hjWNM87r11lttcrkFHvOhVCpRVFSkV+tav369TWpd2hBCEBUVhe+//15X85p8A5qXUtHr8AKbLPpUV+vXumwtrcsUhtK8lEolr3n9DaUUe/fsxTvvvKNX64qIsJ20LlPwmpdp2tvb8b///U+/1jVnLkLDbFPr0sbHxwdCoRA5OTlGNS/iEwL4BgMCBYisBSQwGEzSvSC+3Pg79Add07q0ta5XX33VZrUubYyledmL5qVO6+Ka1qWNIc2rvr4eXl5eSE62Us1L4AA42JYaYiity8fHx+bSukxhLM2L17xUqNO6Vq5YySmtS5uuaV6ZmZkamld7ezsmT57Ma152iimty1bSukxBCEFAQICO5gUABQUFmDFjRi/mVBS07BIg7wBRqPaxEDh0O5zF5oo+UqkUr732mt60rldeeYVzJ776NK/Tp08jOTkZERERnJks9BYua13a+Pn5QSgU6tW8xo4di4EDB3KmwNUbDKV1BQUFcULr0iYqKsq05uXoDOI/DEz8XSCJ00CGjQMRDQEcuX3ybk6Ki4uxfv16Da3L1dUVzzzzjM1rXdoYSvOqr6+3izSv3NxcbNmyRUfrevTRR/Hoo49y6nhiUvOKirL+44lSAXS0AfLOv1MJrW+8ra2t+OGHHziR1mUKY2leDMMgZWyKdRYT+wm11rVt2zZ8v1NT60pNTbV5rUsbDw8P/ZoXn+Zl1+hL6xIIBDaZ1mUKhmEwatQonD17lr2QpNa8APQ8zUshg/LDJ6H8dSto2TlA0gB4D+r2cg02V/QxpHV99OFHnNC6tFFrXn/++adGmldRUZHda17t7e0GtS5bTesyhbE0r8QE+9a8DGldtpzWZYqepHkRZyGIpz9f8OkB7e3tetO6UlNTbTatyxT2qnm1t7fjm2++wZdffsmZtC5TGE3zsmLNC7J20NYaoCoHNPNH0OIMwDMQxN26OknUWtfmzZt1tC5bTesyhVHNa5B9a17qtK4VK1bopnW9sRTBIbaX1mUKXvPi6YpSqURxUTGef+F5Da1LJBLZbFqXKRiGQVRUFL777jv2vI1SilOnTmHy5Mk9mlvQumIof/wfIFcA1ZWg2X+BCF1Aho3v1uNtquhTU1ODp59+WkNnYLWuCdzRurThNS9dKKXYu1dX6woJCcGGDRtsOq3LFAY1rxj71bw6OjqwZQv30rpMYSjNq6FGjIThkQgJCQHTg9ZPnusYSuuKiIjglNaljSnNKyEhgXOal71oXdoYS/Py9PTETTfdZJWdGTTvGJRfL4By/3bQ7NNAYzHgGwQSNMLSQ2OhlCIvLw/p6ek6Wpetp3WZQq15nThxQifNa8KECXapeXE1rcsUxjQvqVSKW265xSr3MTzmh9W6FnMrrcsUrObl6oY/jtyA5kWVoCc+Bb165vo2BwGYB94E8RB1ayw2U/RRa10HDhzQq3Vx3Q01pHnZa5pXXV0dFixYoKN1vfXWW5g6dSrnTkq6Ykzzssc0L0opDh48qJPWxVWtSxt9aV5DmXrESHMQ5OMGVw9vEIYBBI5WqT9YKyUlJXajdWljKM2rvo6bmldebh62pOlqXVxI6zKFOlr28uXLtqN51RaB5hwBGlQFfnS2A16eYKJvsZoF6ltbW7F7NzfTukyh1rzq6up00rwYhkFKin1pXmqdg6tpXaYwpHmVl5cjMDAQI0aMsL59DI/ZMaR1cSGtyxT/396dx0dVXg0c/z3Pncm+AAHCvu+CIIiIgCBuuCvuVmvtYsW6tHV5X9tqbavd1C4uVd9aW5dWtFr3HUUUZbEIArLv+xYgIWSd+5z3j5tkMgEUleQmk/P9fPy088zN5DBJZu6c+5xzDlTmtWHDBuBgy7wEN/spzO7NYAAnmA4dsKfcdNBxNJmkz3PPPccvfvGLhLKurl278te//jUpy7rq+qJpXi1ym09ZT1lZGXfeeec+ZV3nnXceP/rRj5rFdtGBAweyevVqFi9enFDmFYvFGDJkSLMq89q5c+c+ZV1paWlcf/31STOt64vULvMy4rjysCzObwctl38In70GFUXQpoeOaT9IB5rWdcYZZyTNtK4vUl3mNW/evH3KvPr3709+fn5SvMZUl3XVndaVzGVddbVu3Zo9e/Ywa9asfcq8hgwZ0gjLvAxSsBrWVe3KMgaTnYPpfDgmK/xpnbFYjOkfTN9nWteAAQO49tprk2Ja1xfJy8ujbdu2zJgxg+3btwPNd5rXgcq6Bg8ezK233poU07q+SHWZ15QpU2peY7TMq/n43Gldd93NsCOTr6yrLmstffv05Zl/J5Z5zZw5k3Hjxn3xuYYx2IETMD2HQYrFlOzAHH0epseIg46hSSR99lfWlZGRwT333MPo0aOTOkNe2+eWeR3dPMq8Pq+s6w9/+ENSl3XVVV3mVX0lHmDevHnNappXeXn5fqd1nXbaaVx//fVJW9ZVV+0yr4zSbXxvQC4DWlXtdisphawMTI+jDnoLaHPWXMu66vq8Mq82bdokRZnXgcq6qkdpJ2tZV12fV+aVm5vL8OHDG9XODJOWBUVbkVWzMRnpmM69MINPxXQahEkN92px9bSuvzy4b1nXRRddxKRJk5rNzuzMzEyA/ZZ5jRkzhpYtW4YZXoOomdZ15/6ndZ1xxhkhR9gwUlJSaN++PYWFhfud5jVu3LhG9RqjDp3qsq5bbrlln7Kub3/720lb1lVX7WleU6dOrTmnEpGDL/MyBtOyE7b/8dhR38B0HATRg/+s1+iTPpWVlfzsZz/jzTffTCjruuyyy7jpppuSvqyrrgOVeY0aNYoePXokfQKsqKiIG264IeHEND09ndtuuy3py7rqqi7zmjdvXsLvw+bNmxk9enTSXIn/PB988AF33303K1eurFnr1KkTt99+e9KXddVVXebVZc8yRrUytE73MMYQE7DHXoLXZ0xQ4qU+16ZNm7jnnnt45513ml1ZV10HmuZVWFhIt27dmnySffWq1TzwlwcSPpw3l7KuuqqneX322WcJZV5FRUV06tSJPn36NJ73E2Mhmo7p0BM77jvY46/BdDsy9IQPBM/ZSy+9xP3331+zq6OmrOuHyV3WVVftaV6LFi1K+KCfkpLCMccck/Tv0Vu3buWRRx5h8uTJNWvJOq3ri2RlZdGrVy/ef//9hDKvzZs3061bNwYOHBhyhKo+VFRU8Pzzz3PHHXfUrFVP63rwwQeb1TlVdZnXnDlzEi40bdy4kYyMDMaMGbP/91nn79uewUa+VMIHoNGfrS1fvpzVq1cnfJjv0qULP/nJT5rFToa6BgwYwC233EJeXh7GGCKRCNnZ2UyfPj2h7CtZvfXWWxQUFBCJRDDGYK1l4sSJnH/++WRnZ4cdXoO78MILOf3002tKmFJSUiguLuajjz6q2fmSrJxzLFq0iIqKCqLRKMYY0tLS+N73vsewYcOa5VWjiy66iOzeQ3l3Sxmf7SynsFJY6VLYkdoOF2k+CdGvY+HChWzZsoXU1FSstXiex6mnnsq5555Lfn5+2OE1uBNOOIGzzjqrZvt9NBpl7969LFmyhK1bt4Yc3VcnIqxes5rNmzeTnp6OtZZIJMKECRO48MILm8UuhLpGjhzJOeecU7NDIxqNUlJSwpo1a9izZ0/I0SUy7fthj74U03UYRBrPxb/169czZ84cgJrzlH79+nH55Zdz+ODDQ46u4fXp04crr7ySvn37AsGHveor2wsXLgw5uvolIuzevZsVK1aQkZGBMaamh8mVV17Z7C5aQ1CKft1119W8xlQnvZYsWVJzYV8ll/LycmbPnk1WVhaeF1yMbN26Nbf//PZmeU4ViUT4+c9/TosWLYBgB1BGRgaLFy+uaSeQQATZshTZvQnK9kDVxcivotHv9Fm0aBEQrwcEuPfee5tVWVddRxxxBDNnzmTlypW0bt2a0047jXbt2jF06NCaN5ZkNW/ePFq0aFFTG56bm8uf//xnevfu3aSvOH8d3bp145133mHr1q307duXk08+uebKbO2R3cmmYEcBq1atIhKJsHv3boqKihg/fjzXX399s+jDsT+tWrVij83kj6/P4cGZq9mVkk1px8OR9gNold+xWe2E+yqqSzOqSxEKCgpo27YtN910E8cdd1zI0YWjusyruodYt27dGDduHP3796dTp05NNjlSVlbG2rVrKS4uRkQoKCiga9euXHXVVZx00klhhxeK6jKvrVu3snDhQrp06cLYsWPp17cf+fn5NSepjZNArBIqy4JphSE1dN62bRubNm0iOzubgoICRISJEydy7bXXNpuyrroyMzPxfZ+pU6eSm5vL6NGja4ZOdO6cfGPKq5WVlbFmzRoKCgrwPI8tW7aQn5/PNddcw1lnnRV2eKGonuZVUFDAvHnzyM/P5/jjj6dPnz5N4DVGfVnOObZs2cLKlStp2bIlGzduxDnHxRdfzA033hB2eKGoLvNKT0/nzTffJBqNcuKJJzJ06FDy8vJo37594hfEynD/dzky7TGIlUBuO0w07avt3JdG7rbbbpNoNCqAAJKbmyvFxcVhhxW6hx9+WHJzc2ueF0AWLFggvu+HHVq9Gj9+fMLvw4QJE2TDhg1hhxW6yy67TDIzM2uelxEjRsiiRYvCDqteffbZZzJ8+PCEv4E//elPsnvX7rBDC5Xv+3LeeeclPC9XX321rF69OuzQGr1YLCbf/e53E5670047TT7++OOwQwvdL3/5S8nIyKh5XkaOHClvvfVW2GF9ZQUFBXLdddcl/KwnTpwo8+fPDzu00N13330SiURqnpdRo0bJlClTwg5r/5wvUr5X3K4N4n/6ivjv3Cdu3dzQwpk8eXLCe3GvXr3kkUceCS2exmLKlCnSoUOHmuelQ4cO8tvf/jbssOpVQUGB/O53v0t4jRkxYoRs2rgp7NBCFYvF5L333kt4Xrp37954X2PUV1ZZWSlTpkxJ+Fnn5ubK1KlTww4tdGVlZWKtrXleIpGIPPTQQ4kHOSdu+XSpvLpn/L8f9xN/7otf6Xs2ucsOzWFS18Ho0qVLs93pVFuPHj2a5RbZurp06UJaWlrN9JnmKiszi0i0yb2sHRolVeV80XSC9xB1KLRp06ZZTID7Irk5uWRnZ9dM8kpG2dnZzbJMuK6UlBRSU1NrBkY0ant34ha+gXz4JLJ2FSYjDSpKMR0HBj0PQpabm7vvldtmKDMzk3bt2rFp06awQwmVtZZoSvMrPVeqmrWWVq1ahR1GoxCJRBKmku9DHG7qw4lrTjD5fb7a9/tKX6WUUqrxqCzDf+23UFEKQyeS5pcSsRBzYQemlFL1R7avRGY/i6xaEdzeUwIrZyHbVmLa9Q05OqWUUuorEoFNyyAtBcorQQTTZzCmfb+v9HDNswmKUkolEVnxISyfiXz4KvLXSZxS/gl9Wlh0T6RSKpmZdv0xfceAV3U6awxsW4csez/cwJRSSqmvw4vg3fga9rSrMR07YbLSseOv/soPp0kfpZRqymLluHmvINurJimVVXBax3SGtomQohWgSqlklp6D6T4c07UnpEYx7dphjjwT02982JEppZRSX09mK+z4a/D+913MZXdh+o79yg+l5V1KKdWEyealsH01xOLjTt/dUMynO2KU6wRUpVSSMx0HYY75BmbHGsyIizFte4YdklJKKfXVOB/EJU7oMgY7cMLXelhN+iilVBNm2vbCHHMpyBPIxpXgO17fUMaKQm3oo5RqBjJbYkdeGnYUSiml1NcjgmxZhuzegO0yFNJzvtp49v3QpI9SSjVlqRnYI8+DgSfj5r+KbF3OzlmTKY0tCjsypZQKh/ODxvYuBqlZ4OnprlJKqUbOr8C9cRcy531kwBDsCddiug6FtK8/WVTfBZVSqikSIejUXNWuOS0be9RFOOcwj88HNOmjlGpmxEFFKbJjNfLJ80jhVuyx38V0GRJ2ZEoppdTnEGT9p8icYBCBLJqHv/i72LN/gD3hh1/70TXpo5RSTY04ZNdG8KKYzJYQSQGd1aWUauakaBvy8dPIB/9CdhRAWgouswVe+/4QTQ07PKWUUmr/nI97/Z7EtYiH6Tb8kDy8xa88JA+klFKqYUjhFtwzN+Ee/W5Q0lW0PShjUEqp5qxgDbJwSpDwASirgCUf4ha/E25cSiml1OcykNcZstLBBhdyTf+hmF6jDsmjW1n+ASCH5MGUUkrVMxdDZv0L1i5GVizBPXYL7tn/RbYuDzsypZQKlek4CDPoZIh4wULEQnkJ7FgVbmBKKaXU57Ee3gV34V31KKZHX0x2Bvb0nxy6h3fP3Q7lew/ZAyqllKo/sn0Vsug9pKjqdTvmw9KPg6SP7vZRSjVnqZmYfuMwg0dhstIxhx2FvfQP2PHXhB2ZUkop9fmMwXQfjvfDl7Hfvg/TceAhe+iIbNqE++hx7LhJYLQnhFJKNWaycx0gEI1AZSzYAjr0JEznwWAj4HRUu1Kq+TIdB2JPuBYZvAp72MmQlhV2SEoppdR+tUoFZ+t05jQG02fsIf0+ESIeMuvfMO4qtBGoUko1brb/CUhed9x7D8GCdyE9Czv0bExe17BDU0qpRsF0OQLT5YjERXHU9LGMaFNnpZRS4cpJgcdOaMvCXRVkVOyGWEXVcJZDL2KOOBZ75m1gbL18A6WUUoeWadsT74K7kMHTwFhMp8PDDkkppRovvxLZuR5ZPRtSs7CDTgHrhR2VUkqpZirFwrf7ZjChazYTusKe1U/g5vfBDjmzXt6fIt63/nrIH1QppdQh5Pyq7H80KOGqYvoe2q2fSimVVESgsgxZNRP39n3IkvmYfoOQNt0xHQagO9yVUko1NGOgd67h9qPya9ayy8tw//wppvtRmJYdD/n3TNzeIxJ8sFBKKdVoyJYluBmPIWs/CRrvi/btUUqpLxQrx819AffPG5El8wGQ1Utw0/8OZXtCDk4ppVRzZIHxHVOodIJIMEVdrMGMOb9eEj7V3zNQWYoUrMEtfEMnwCilVGNRUYp772HcC3/C/d/3cO/ej+xcH+z+UUopdWDRNMhuDanp8bWKGKyZh1s2Pby4lFJKNVu+wAOflXP1tE2sKqqg3Bd2pWXiTbix3r6nRRzs3Ymb8STurjNx/7gJ2bAQkHr7pkoppQ6C83Gz/gVLZkBFDCnai3vlr7ipf0EKN4cdnVJKNXq250jMqIshNQrWYtq2wQw/F9tvXNihKaWUaqacwLMrKjj+hY28vHYP0zueDmnZ9fb9LKVF+H+7Avf075DiUqj0cZNvhFLd9qqUUmGSoq3IZ1OQ3YU1ayYnE9NzJCanbYiRKaVUE5Gahel/Ambo8Zhe/TDn/RI7bhKkZIQdmVJKqeaktAgqSmpuCrBxr3DZlF1sT+9cr9/aktEiyCrV6mUn69biPnxU+0YopVSITIsO2BOvw/QbDGlRiHiYMRdhe40Cr35GOiqlVLIx7frinXU79hv3YgecED/nre5lqf0slVJK1aeyYvxnb8FNuRdKdjf4GIEIgL3wbtyaCUhhMUQ9TH57TI+RQWtppZRSoTE9R+J982Hcew8iO9ZgBk6A7DZhh6WUUk1LdmtMduv4becjhZuR1f+FaCr2sJN0jLtSSqlDL1aB+/gZZOabiAG3fDads2DVrqDMqyFEAExuO8xZ/4M8eyfmqFPxzri1XmvKlFJKHYC44KqzF41/AMlqhT39p8GWUC8abnxKKdXU+ZXI5sW49x5GZr+N6TUAadkR03GQXvBUSil16IgE7zf/+X3VbYgs/ZRnTmzDSS9uYkdZw2R9ItX/x464GJPXDdPraKi74civ1A8aSinVAKRgLbL4XUzXIzAdByaWcWkPCqWU+tpk7RzcS3ciyxcHt1cFCSDv7F9AVusv+GqllFLqIImPm/NcwowsMYZlhRUNlvCB2iPbAdNrJAkJH+dDcQFu0Tvg6xh3pZSqV5WluCn34V64G/fUjbiFb0N5cdB3Qiml1CEhpUWwpyC+UOnD8v/i5r4UXlBKKaWSj43gnXkb5rgLIS0FDMTatOHa6YVf/LWHMowD3hOrQDYswP/T2bi/XY9smK8fPJRSqr64GO6jx+GzaVBWiaxbh/zrluDqQPnesKNTSqmkYXuPxoz7DmSmgTGY7EwYfAJm8Olhh6aUUioZ1M6b2AjeGT/HXvIrTKuW2G/8kcIGnh8QOdAdbsHruH/+BErLg9uPXYN346uQ0bLBglNKqeZCtq9G5r+B7CqKr5WVY4q2Q6wcyAovOKWUSiYpGZjBp2N3b0I+fRMz+lLsqG9BNC3syJRSSjV1fgWycyOmZUeIVLVpsBY77FwYcCIxm9rgIR1wp4+88vuahA+AbN2G/9KvgpIvpZRSh5TJ74055jJMp87gWbAGM/Q4zNCzISsv7PCUUiqpmJx8zNjvY6/8B3bcVYkJn1h5UFqr57xKKaW+DL8St/hd/N+djvvkeagsS7w/PSeUsA6Y9LHfvBcyqt4AjcFkZwQ9f3SqgVJK1Qs7bCL2krsx/YZguvfGjv4Wpm2vsMNSSqmkZHLa1nmNFSgrxn3yPP5/bkXWf6qJH6WUUgfH+ciGBciTN0NpOe6Jn+GmPwqVpWFHduDyLtN1GPasH+P+cxemRUvs5fdjuhyhSR+llDpUKsuCEe2R1Jrx7KbLUOwlfwQbwWS2CjlApZRqJkSgtBD3338jbzyAFO3F7dqEPed2TLt+ev6rlFLqcwiyexPu0auQPSXBkhPc83+ClEzsqMtDje6ASR8AO/rbULoHe/QlkN0m8c6KEoim65ugUkp9FX4F7oO/QWkhZujZmPy+8cRPi44hB6eUUs1MeTFu9mTcq/dBSdDeQJbOw025D2/iHaBJeKWUUp8nkgK5bWDXbvAdACY7E9NjRMiBfd70ruoDTrx+34RPaRH+679Hdq4jYei8UkqpL+Z83MK3kI+ewr32KO7FXyLrPgE/FnZkSinVPImDWAU4V2tNYO9OpHBzeHEppZRqAgwmJx/v+09i+h8BEQ8y0zCX3oVp3y/s4L446ZNABIoL8B+/CnnrSdw/roK9u+opNKWUSk6yeTHyzl+QzVuC2wv+i3vuVmTd3MQRj0oppRpGei7myHMxo88LTtY9ixkwDHvGzzAdDgs7OqWUUo1RRUlw0aBaZku8K5/EDD8Be9ld2P4nhBdbLZ9b3rWPvTvx/+8yZOUyAGTVcvzJP8a77C+QklEf8SmlVNKReS/Djk1gCDZLGqCiLGgYqiWzSikVCtOiI/bY7+IAirZhT7kZ07Zn/AAXC16nIykEL9xKKaWarZJduCn3YY6+BNOmB5iq/TReFO/SB8KNrY4vlfRxy95H1q9KWJOFM3FL38MOnBD/hyqllDoge+L1OGPho2eQwiJMi1zMqTdiug0NOzSllGrWTF5XvDNvC8ptU9Ljd/iVyOqPkW0rsINPh8yWaOJHKaWaqb078Z++EZnzPmbua9jvPYppF+/P2dh8qSyNHXoOZuQZwbZXgJQI9tSrsIedrAkfpZT6PLXLtlIysKfchJnwA0z33piz/gfb/3jwUsKLTymlVMCL1kn4xHBLp+H+cxvu+d/hv3kPlBSGF59SSqnwVJbiT/4xMud9AGTbDtyDlyFbl4cc2IF9ufIuwLvgLvyyYmT+NOzE/8WOvDQx4SOi5QlKKVVbZRlSsguTlgOpGYABY4MJicMvCEa2e9Gwo1RKKVWXOGTlh8hrdyFr1wRrs17CpWZhJ9yor91KKdWciCA718OKuYnLe0uQRW83iqbN+/OVtud433wQ7+q/Y0delpjwiVUgBWvBrzxU8SmlVNNWWYab+iDu4W/i5r0IZcUkTD1MzdIPDUop1UhJ4RbcZ28j61bH1/aWIUs/QFbNCjEypZRSDc4YTNte2O/8BZNd1dM4NYo96Qrs8deGG9vn+Mo1WabHiMQdPZVluFlP4f/2VNyC14Oxl0op1ZzFynHvPYRMexxZuxr5z29wc56D0iISEj9KKaUaJdOiA3bExZgho8GzwQl/fhvM0Rdieh0TdnhKKaXqmwhUlMZvG4vpORL77ft5ByiFAAAgAElEQVQxOZmY0ROxE24OL76DcGga8cTKce8/gpt8B5RW4P5xE27Z+8GUA6WUaqbcJy8gH01Gdu8BQIpLcS/dg1s0RRPjSinVRJgOh2FP/V/M8BMxHTpgTroGe8zl8d3uIuBcYu82pZRSTZ84ZNcG3Bt3Qfne+LqxmN6jsZMew5t4Z3jxHaQv3dNnf9x/n8O9eC+4qje7Sh957EfIDc9j2vTUHj9KqWbJ9B2LLH4HCj+A8krwLKbXYEyHAUEfH6WUUk2CadcHe9ZtUFqIye9T6x5BirfD7s1QXKDzvJRSKlk4H9m6HPfod5EtW5GirXgX3B1v9G8spsuQcGM8SIdkp4/pfxymY+d4cscYaNUWouk6zVIp1czEr/Sa3HZ4E+/EHDEeMtMwhx+NPf2nmPb9Q4xPKaXUV2Fy8uskfICS3cisybgHLydj2v20TResnvsqpVTTJoJsW4F76DJk0xZwgsx6G//VX4Pzw47uSzs0SZ/c9thJT2HatQuuZHftjp30L0zLjmjWRynVbFSWwZ4dwf9Wy26Dd+4d2Atux551uyZ8lFIqWZTvxc35D+7tvyKFxRyXUc6dwzLok6vnvkop1aS5GLLwDWRXYa01h8x4vlGPZj+QQ9PTBzA5bbHffwwzYBjepKcwOfnxO0WgbE+TzIoppdRBKS/Gf+13+A9filvybmLPnoyW2CPPw7TpEV58SimlDim34iPk3b9CcdDgM82zHJOfwend00OOTCml1NfiRbHjrsKMOJma7ZuZadiL7mi0Y9k/zyFL+gCYNj3wrnoKsvLii+KQHavw/3IhsnKGjnNXSiWf0kL8V3+NfPhvZPVK5KXfICs/0mb2SimVxEyngZihp0FqFIDCSse/VxXx0MKSkCNTSin1pVWUQqw8fjuSinfebzH9j8C0yMa78mHs0LPDi+9rOKRJn32IQ7atxD14KbJyGf5D38MtmapTa5RSScVNuReZ+TLsDcq6ZNNm3Mu/QdZ/GnJkSiml6ovJbY897mrsqZMweS35sNjjvsUVFFdf3xTB+BVQUQLiQo1VKaXUAYjA3p34//kZbvrfEy/apmbifedR7KTHML1GhRfj11SvSR8p3Ip76JvI1u3BQlkl7q/XIcs/0Dc/pVTSMIediGnbId7M3rOQkQtelNqNnZVSSiWZrDzsuO9jf/gfSsZcyY6yeD+fFCknfcGL+P++GdmyVHd/KqVUY+N8ZOc6/Me+j3zwIu75PyLLPwwSQdVSszCdDg8vxkOgfnf6WAtZLYL/rUUqS/VzkFKqCUt8ATM9jsacfD2mYweIepghY7AT76h6g9CGnkopldQiqZhWnTF5XWqWUjzoG9vAkC0zkI/ewD1xLbL0ffA18aOUUo2CCLJjNe7e85HP5gZrMR/3xI+QXevDje0Qq9ekj8nJx7v6aUzPfkEDpKiHvfBn2IGn1EoEafZHKdWEiAsmdJXtSdixaAedihn/fezpP8CedSumXZ/PeRCllFLJygBH53t8r08GWVVJHlm7Bvfyr5EV08MNTimlVMAYTIuO0LJtwrLsLUE+fDykoOpH/e70AUjPwfvePzCdu2LPuAY74iKwXvz+4p1QXpy4hUoppRoj5yNbl+E/fjX+C7cj21cnvHbZEZdgT7gOk9ctvBiVUkqFKjcVhrdNZXDrtPiiMZDTGvT9QSmlwiMOXK02M9E07KX3YVrmBrdTo5gRp2DP+Fk48dWTSIN8l8xWeNc8CxktEtcrS/GfvAZKirDfegjTokNiQkgppRoL5yMrZ+BevANZuxLcXFxqOnbcVcFVAqNlXEoppWB3OTy1vJRWGbv54dDWpCCYrj2wx03CtO4WP1Ak+ACi575KKVX/YhVIwRooK8Z0PQIwwW6fVl2wl96De+LHmNN+iD3mm2FHesjV/06fanUTPrFy/Gf+B1n4X2TlUtwDFyPr54HzGywkpZQ6WLJpEe7FXyGrV4ALdvfI1GeQT16A0sKQo1NKKdWYbNorvFzSgVkdx2L6DsYcfSGm79j4Ac5HCtYi6z7RqbZKKVWfRKBsD+7jZ/DvPgf3xPVBq4Zq1sP0G4v3s6lJmfCBhkz61OGmPYzMfKOmNEK2bMF/4HKkeAfa50cp1diYToMwA8ZhsjOrFsBkpkN6rl6lVUoptY9KL43Sw8/Bu3oy9uhL43eIIBsX4p77Ke7Rq3EfPAJlRTrZViml6kNpIf6/b8Y9eTuUlCNbt+D/+3/qJNxNcE6fpEJL+tCiE6TWqi6zFnv8FZjMPHTajVIqdM4PpqzU7tlzwvUwaCykpWBa52EuugM7/HxIyw4xUKWUUo2ajUAkpeamFG3BzXkOmT8LKdiFe/k+/GduRnYm17QYpZQKnyCVZbBiTnzJCTL/I9zsyeGF1cBCS/rYYRPxvv8wJicLrMEcMRp7/LXg1UoExSowetVDKdXQYhXI8g9w815ECjdTs/swJQN76s2Y0ROxl9wVTCKMpn3uQymllFI1YhXIkneRD5+Lr1VUwo51sHtzeHEppVSyqO6XBoDBZLfBXvoHiFbtzI94mPYdMF2GhBZiQwtvpw9geo/BXvsvzIBheBfek3AVBD+Ge+9BOlZsJNVquZdSqoFUluGm/R/u8R/jnvgpsvB1KCuuudu07IR3zh2YPscmJqmVUkqpL2I9TJvemO6HQSQ4DTd5rTDDz8X0PDp+nPPBrwwpSKWUaqJi5cj2FciGBfE162G6D8ee/G1IT8EcOxHvhy9jOh0eXpwNLPRPLKbDALxJdbZWicMteA338l+4IuYzv0+UfyyJUazvfUqp+lRZiv/KnciMF2BvGQDyxgNIXndMv3FgQs2TK6WUauqsh+lxFPaSPyHT/47MfgEGjcce/Y34Mc4h6+Yimz7DDjkL0nP0/UcppT5PTbPmp3Ev/RHTOh/v+heD10+ASCr25BsxvUdjeo0KN9YQhJ702R/Zuhz31E8hFkzy+uOYDnTL2cFPZuqEHKVUPfJjsHtLsNW+iuwqwr3/N2yLDpj2/UIMTimlVLIwLTpgJtyIjLo8WKguFRZBNszDvfpbZPlCZOHb2FNuwnQ4THeXKqXU/ogghZtxk29AFnwcLG3aiP/yr/DO+03QVw2CpHszTPhAyOVdB+KeuRlKymtuiwj9WqQ2zmCVUk1Ydc1vVQlpWjb21JswXXuBMUG/sTZ5mKMvwrTuFmagSimlkk0kFdOyE6Zlp/ja3gJkwevIonlQGUM+nYn7x9W4T18KL06llGrUBIp3IMs/jS/5Dpn5CrLsg/DCakQa5SUDe9EfcP+8Dlm9HHzHjpjhpjllpGRkk5lZNS7Z+c16TLLneWRlZVFZGd+RYG3yp8XS09PJysoiFosBkJqaijE67S0lJYXMzEwqKoLRgxkZGUn/+2CtJSMjg+zs+OSsSPRLvKQ5H9mzHfZsw+R1rRnTaPL7YsZPgtK7ILsV9vRbMF2HNanXm7S0tITnRf9ODl5qamrCc5eWlpb0f0sHI5oSJSsri5KSEiB4jfG8pvM3UZcxZr9/J/qzhmg0+FlXPxdN/WfdkCKRyD7PXSTyJd6XRHCrP0ZmPJe4HkmBlIxDGGnDqvt+nZmZSUpKyhd8VdNmjCEajSa8xmRkZOh7McHfSe3nJTMz88v9nagmo+7Puvbr49cWq4BIFDBgLKZdP+ypk3DP3xuUeqVEMD0HQn7vQ/P9DiFjTMLneM/z6v010YhI4+ySXFmOP/nHyNx3cVf8Cel9bPADNYaUaARZOg3TbRikZDapD2OHinOOWCxG7R9fSkpK0r+ZVFZWIiI1/27P8/A8L+n/3V8kFovhnKt5Xqy1RCKRpH5eRKTm310tGo0e3JuJX4msmol76dewayvmot9g+x+fsHVe1s3FtOoMWa3rI/x6FYvF8H2/5rb+nRw8fe72z/d9fN9PeI3xPK9JJ0n0Z71/vu/XXFiB5PhZNxTn3D4X477scydbl+Pe/hPy8RTwfUhPw4y5AO/M22p9Iz8oR7YWvOih/CfUi7rv18aYmr+3ZLa/v6VkPzc7GCJSc5ESqhJkkSjGNu/nJRnt92cdjX69vwHnQ2khbuqD2LFXQnab+H3le/Ef/gayYQX2zB9jR3/7a0Rfv8rLyxNuRyKRen1NbLxJnyqycgam+1EJiR3ZsAD/7vMxuTnYS+7C9BihY5OVUgcnVo5772Fk6t+R3XsAMIcNxZ71c0yHAUFZl1JKKRWWsj24+a8ibz0AeR2w5/8uXmIsgqyejfvocUyXIdhh5wWNSpvhBVClVDNTvhe3+B3khTuRnbswx5yGd8Hd8dc/ccjuTRArx7TpGW6sjUyjT/rso6wY/4+nIxs3Blu3PIs96VvYk3+siR+l1BcrL8Z/4mpkwayaZvEA9uxrsaO+CRktQwxOKaWUCkjRVijeETRxrlnbhnvvQeTNJ8CzmF4DsKfejOk5Ui9aKKWSV0Up/ku/QKY+G19LjeJd/Uizbc78ZTS5vbr+679FNm8KEj4QNGla8l5VM1allKpDJP56AZCahR33fUz7DsFtA0Q8pGQnUlkWRoRKKaXUPkxOfkLCB3HImo9hxn+C275Dli3ETbkPigvCCVIppepL7fN3L4rpdxzULgOsiOFe/nXDx9UENbmkj+l7LKZlblDHDMFOn4vvSdzlIy7xl0Qp1Ty5GLJjNbJtBVSU1CybXqMwQ07FtMjGtGuHveIuvFP+B5PbPsRglVJKqQOTgrXIZ1OQ4lrvZ63zMIefAtm1+s+J6MVQpVTT5XyoKEF2bYiveRFs79GYIaOD29ZAeipm+LnhxNjENL3yLoDiAvznfoJ8+j72nBuwx1ye0MhO1s2F9FxMq07gJfd0AKXUfoiAX4H75HnktT9Cehb2wt8FU7iqt7+XFuLmv4bpeTSmdfdw41VKKaUOgmxejHvjbmTedDAGM3Qs3gX3QFpW1QEO2bkedm/CdB0anB+bJneNVynVHIkL+vYsnYa89Wfwfbyb3ox/zheHbF2B+/P5MGgs9uQbMXldwo25iWiaSZ8qsvhdTN9jwdYa81e2B/+e05CdO7Bn/Qh71EWQmqlveEo1I1K4GffKb5C5U6A0mBpgTrgIO/4HuptHKaVU01ZWjFvyLrJ8OnbQKUHJQxXZtAj32u+QpXMwg8dix14ZlIh5OhJbKdWIVSd0nr4RWbYoWItGsGddjx13VfyirQiU7IZM7cH5ZTTppM8+nMN//qfItOfArxoL2bkz9tI/YzoO1MSPUs2ErJmDe/pmZN3a+GJaCvabv8cOPLlJjLhVSimlvpSKEtzMf+KevSt+HpzXEnPSpEY9ulgp1VwJQXNNgsmEuzfhfjsBKS6tOcLkZuHd8nbiaHb1pSVVFkRWz0Y+fKHmjQ5Adm6HtBxqfqGUUslFBPzKhP4FptswzJFnY1pkBwvWYDIyoLIUYhXhxKmUUkrVI9m0CJnzYsJ5MJk5mDY96hyovS+VUiESB5VlyO7N8dciYzBZeZjjvhk/zlrwfdy6ueHEmUSSKulDm26YAcMhWrWF1RjsqddiWnZI3BIWKw8aRCmlmjABP4bsWo97535k85KEk1g7+tvQYwikpWCOPA579ZPYYecG5Z5KKaVUsommQ04bSI0G572pUegxDNN3XPyYsj3IpsXIjtXgxzT5o5RqWJVlyMaF+I9Pwr/zxOC1qFo0FXPMN4OLtmkpmLETsT+dgj3spPDiTRLJVd5Vxc36F/LiXZCXj3fNcwkf8mTrctyT12LGfAs7+HSIZsQngSmlmo49O3AzHkemPYHs3oMZeTJ2wk2Y1t1qDpGty8BLwbRoD5HU8GJVSimlGkKsHFk5A/fmH6GyAnvWrZhex9TcLStn4p67FQoLMKMuxBz9DUyLDnourJSqf+XF+E/fiMyaEtyOeJgRE/Au/lN8g0asArfwDUxOO0yPo8KLNckkZdIHQIq2QFlxsKW1upeP8/H/eimy8L/gBNO1G+aMW7B9xyY2g1ZKNXr+k9cgc6ZARSxYiHjYy+7ADj4DomnhBqeUUkqFac92pHgHpn3/+FppIW7633Ev3F+zZDp3wZ7zc0zfsSEEqZRKbrV69gCUFuLffz6yZlV8LT0V7+YXMW17NXh0zUnSpvVNTrvgl6dW82Y3/1VkyVxwQZ5L1q5BPvg7VJaHFaZS6mCI7LMF3Q4/D9O6VlM330c++ieyfWUDB6eUUko1MtltEhM+gGxegsx7LfG4jBzI61r7qKoeeUl5TVgp1RBEIFaBFG1PbKmSkoE54erEVrsiyMf/bvAQm5ukTfrsj0x5ILG5nTHYCTdASnp8zTnt96NUYyFVfXu2LUc2L4aKkpq7TN9x0H1o0LPAGkynzpijL8a07BxevEoppVRjVbEXineDDT5xmZxMTJ/RCWXR7NkRDEYp3KI9f5RSX16sHNmxCv+lX+B+exJu3ovx+7wotu84TKcuQWlXxw7YC27FnnZLePE2E0lb3rVfxQX4796PTJsM5THMyJPxzr8rIenjPn0Findgh02ElEywXogBK9WMOR/ZuQ73waMw80Vo1RZ78d2YLoOpvkQg6+biXvglptcIzOgrMDn54caslFJKNWKycz3y4T+Q2S9Am87YC+/C5PeuulNwC17DPX4zJiUKR52JHXExpl3fhJ3zSim1X2V78J/9X2TGm8FtazDd++D96OX4a4hfiSx7Hynahh1xcXixNjPNK+lTRbYuxT37M+wFvw+ublQ3jnIx/DvGItu2Ylq1xJw0CXvURZCSEWq8SjVHbt5LyAu/RrbvqFmzZ12NHfUtyGwVP7CsGKKp4EUbPkillFKqCZKirVC4BdN5cHxt+yrcm/fEP7ABpktX7Lm/xPQaFUaYSqnGSiSojrFe/LN0+V78N+5C3noyflxaCt5378P0Pz6cOBXQzMq7qpn8vng/+DemTff4Lyngpj6I7NwRlDMX7MI99Wvcew8HI96VUvWrTv7ZtOsLGVmJh3z0NLJtReLXpWVpwkcppZT6EkxOfkLCBwhKqRe8H1/wLLTpguk6rNZBAn4lOC39UqpZEheMXd+yBPf675Eti+P3pWRgR14K0VoDkpzDffJCw8epEujIqmolu5Fpj0GsVs+fzHTM8AvAS4mv+ZVBosh6JHahUkp9eRL00SrZjWxfhcnvBRktgaqkT9/RsGML7C0LTj7zu0EkJX5lQSmllFJfn1+JScnEdOiBrFwMzmHyWmEGTkiYiCnr5+LeexjTpgfmyPMxrbokXulXSiWvWAVuybvI+39DPpsLUQ9Tvgfv3N8E9xsTJJSHn4DMfhvTpi1m3BXYoy8JN27VPMu7DsTNegp58z5kxw5wDnv697HHXxt/sxPBf2IS5OZjx16JyW4LXgRN/ij1FYhDdm9C5vwHmf5PpGQv3ncfxPQeXXPyKFuW4p64FgBzyg3YPscmNl5XSiml1KFTvhe37ANk6kMQTcO7/MGaizFUluE+fhr3z18FtzPTMcNOwo79PqZdn/BiVko1jOIC/D+fjWzaXLNkWuTg/fRdyGgRLFT15GT3ZkyvY0IKVNWlSZ/9cDOeRGY+hTfpKUjLqVmXtXPx7/0GlFVAegpm9Hl4J1wHmXl6hUOpL0nWzcU9+UNk48aaNXPMKdhTbgquHFYft/7T4HZmyzDCVEoppZofvwJiFZAaL7OWzUtwr/4GmfthzZrp3gN7wW8xXYZWHVQ18t0Ybf6sVFPl/KCEs7QQslrH/5YrS3HT/4579g/xY9NSsGffgB3znXBiVQdFX433w468FO9HryYkfBDBTX0AKmPB7dIK5O1/IRsWgNQe8a45NKUSiARvHH5lQv2/6Xw4tO0GkXiZlnzyDmxdEZww1hw3WBM+SimlVEPyUhISPgCycx2ybE58ISUCHQfEEz5Vx7gPHgl6eJTs0t4/SjUpAqWFuI8ex3/gfGK/OA638I343dE0zOAzICMtSOxGI5hOPYI+uapR054+B0m2rUQWzQS/1ofRnr2D5nY2/jTKrk2YrLygsaz2HFHNWtDVXzYtxs2eDJuXYc/8WbxxpPEwwybChiXIjgIwFtO5B0RTwI8FvXuUUkop1SjYLkfAmT9GPnoKWb8W07oN5rATah0hQVn2K/dBSRmSnQHDTsGOvgLTvl9ocSulDkSo3aZEirbj7joV2bk7WIh4yMfPwqBTqo4zmMyWmDEXwJ5twd927UbvqtHSpM9BMnmdsGf8EJnyf8iu3UGDu2O/Aynx5naIw/3lIqgoxxx1NmbUFZictpr8Uc2S7NyAe+Nu5JO3obQiWBs0G9OmB6RlA2AHnow/azImrwNm7PewfcdCamaYYSullFJqf7LbYEd/G466CFk5A9m+Ctt3fM3dUrQNWTkDSsqC23tKMMtnIIedmJj0ERfs/rEW7YupVEOrGqLiVyLFBZgWHWralJhoGhw2Bj54OTg05sPS/yK7NmJadgrWUrPwzrwtpNjVV6VJn4MVScOO+S6MvCzo+fPpq9jDTkqY7OXmvYwU7IDySuS1R2HqP7FX/BHb7zgdKa2Sn0id3lYGNnxWk/ABkLkvI71HY9r3DxaiaXiXPxw0Z9a/EaWUUqrxS8nA9D8e0//4xPWd62Hph4lrufnYnrWaue7Zjlv6HpQWYQaejMltF/QL0f4/StU/5wdDVOa9hHz8H9i1Hfuj5zD5vYP7UzOwR56PX530MQYRh6z4KJhorZosTfp8WZHUoFHVPs2qBJn+GFTW6u9TVo5p3S1xp4+r6gmkb3AqGYgLpnAVbYPtKzEdBtb03zGtOkHP4bBtM5SWB4cvX4xsXopp0zNevpWec6BHV0oppVRTkd0aegzD7NqGFO3F5GRieh8DqRk1h8iu9ci0R5FVyyH9HkzfIzGjLsMOODHEwJVKQtW9tKovyDofWTsH/+5a49NTo8jcFzATbgpu2wimXV9Mzz6wdzfmyLMxw8/HtNaePU2dJn0OEdm5HjauSGxUO/RYTG77WskdwX/8anA+Zvh52L7HQjRdkz+qaaoowS1+F5k1GVn6CRjwJv0N03NkzSF28Bm4xdOR8i2YnCzMyPMxPY/Wfj1KKaVUkjF53fDO/Q1y4g+ROc8hW5Zh+hwbP8D5yM71yLpVwe3SClg5DzodBrWTPuKC8pPqCWA6IVepg1M9PS9WjmxeAiW74jvyrAd5XTFtWyPbdgRrFTFk3mtw8o3xv7OMlnjfewyy24Tzb1D1QpM+h4hp1QV740u4Kfcis16Hyhhm5DeCpE4VKViHLPoI9pYhc6YhOZmYC+/ADjxZPwSrRk6qer3Vava2dg7y0q+RLdvia8umYfL7QFYeAKbXMZhjLsJktQ7KIXUKl1JKKZXUTE4+5rir91mXPduQ1XOCPiHVWuRheo+J364sxX36KvLuQ5iBJ2AOOxHTeYj2x1Tqi/iVyPpPcdP/Dos/QgqLMR064PUbH+/Zk5IBQybAW0/Gv65oF7JteXD+DkGvLU34JB1N+hxCpnU3vIv+AOf8CvfZW9heo8CrNdlr1lPxke+AFO3FZudVNbKrXnTx3ii6A0iFrbp8a9tKKC0MevFUNWE2vcdA686wbUdwRQ6Q+W8jh58eTLCrYsf/IJTQlVJKKdWIiGBS06FlDlK4JzjXzeuM6T48fkjRNmTZ+8jaNcjaR+D1v2EGDse74m9B/79ajxX0gNZdQKqZESG4GFvn86LzkS1LkBlvxo8t3Ims/QTTrWrCVkoGdsiZ+O9NxvTojznqfOzhp2urhWZAkz71ITUTO/ScfZZl7qsJVzdMhw6Ydn0TRr67N+9B1nyCGXwa9oizISUjMSmkVEPZsx03/xVk9nPI2hWY/HbYb96P6Tiw5hDT/zhYvwwpKq6a5KgnX0oppZTal2nRAXPqLXD89ciG+ciajyGva+Igh6KtsHpe/HZKFFp2TEj4SNFWZP18TNuemLwutUrA9BxEJbnKUmT9p8hnbyOr52AGn4ode2VwXzQN03ccpESgIthkIJUxZPEUapI+1sN0Hkzklx/obp5mRpM+Dche+ifcf5+F2a8iJaWYI05JKP9CBPn0DWT9OmTBx7hn7sSOvwR70o91jLWqP9VXDDAJSRs3+2lkyl+Ror3BYRs2IFuXBx3+I6kAmEGnICtnYlp2wA6/MNgJpKWKSimllDqQ1AxMz6ODHn+1uRiyawOyeXPNksnOTtgJBCAbF+L+dh04h2nfCTP4FMywiZg2PRoieqXqX/W5ea2qDynahvvbFciKpcFCxIOMHKhO+gAmmo7pdTiy6JPgnF4E2bIs8bGtpwmfZkiTPg3IdB2G13UYnPI/uOmPYo44C6JpNffL+k+RHVvizaArKvct8aooCf5Lzw3+aPXKhvqqqkoJZe0cZOGb0OsYbM+jISVIMJq+Y5GZT0NV0gdAlryHdB+OadkpOCavK953/hFG9EoppZRKJiKYtr0wYyfC4g+QbdshJy8x6VNaCJsXQ3ll8CXr1kLlC9BlcGLSp3a7hDoXtZRqlGqaMFcgGxYgO9dijzy/5m4TiULbHlCd9In5sHoBlO2pab1ASjrm8JOhshQz6ETMgBODC7Kq2dOkTxgyWgS7d+qQBa8nNrcDzOGnJSSG3NJpuMduxOS1wQwcjxk4AdPliMStsUodBPfyHcjsF5Dde4ITrZFbkPw+mFZVSZ9Og6p69mwD3wXbRSFhQp1SSiml1CHhRTGdDsc7/3DwK4J+grs3J4yLluIdyLpPE78uqyW267D47T3bcTOeRD59DXodjelxFKbrkZgW7RvoH6LUF6jbk8qvRNb8F/fyr5H1K6CsEtMiG+kzBpPTLjgmmo7pPQr56PX448RiuFUzsdXT71IysGO+A2O+05D/GtUEaNKnETG9RmI2LUYWzYZKH9OlKyavc8LEAln6HsT8oNRmw+MwbTLere9ictvFH8j51FzV0CsbzVf1VS5Adm3A5LRNnCZXuhspLYsncVZ+AiW7oFXnmmPMgOODGuFeIzGDT8fk5GuDcaWUUkrVLy8l2KFQd+pL5H0AAAJKSURBVJdCeQkUbqs6v5Wg509+D8hsVXOI7N2JrP4vsmY1rFmNeE9jBo/C+87f449TvasCU6snoZ4zq3okLmi2vHdn0JMqo0V8F5ux4EWQ5Yvjh1dWIitnBZUhUHU+PgpSo+A7TPuOmMPGY1prWaP6Ypr0aURM33F4fcdB+d6guZ2NQGp24kFLZyQ2g+5/FKbWTiAA/4HzILMlZsDxmP7jMdltddRlMyOFW5D5ryBL34dV85GivXjXPoLpM6YmaWN6jICF05CyiuBrtm1Hdm4ITrKqdo7p1QKllFJKNRam0yC8SZORjQtw81+DrSsxtXf5AOzdCRvjfUxMZjqm08CEQ2T1LNwzP4G23TE9R2B6jgwGVejFUvW1SVWrzFq/SyW7cVMfQOa8gmzdDikRzJEn4lUnfawHue0xeS2Rgl3BWmUMWTULqpM+gMnKw15xD6bT4TWtFpQ6GJr0aYxSM4Pu63XIxoVQtJvglSRQvROj5pid62DjSmRPCTLnfeDn2PNvwB5zeTAJLDiqaneH0XGXTZbEd+iU74XKcsjIjZf57d6MTH0U2bot/hWbFwelgFVjGU3PY5DMHNhVCBhM+/bBVQi/UssFlVJKKdU4paRjuh+F1/2ofe9zMWTPtvgHZ4CMLOg0KH47Vo7sXI+sXwfr1yFzpmHy22LOuRU76JTgGD8GZUXBhbKacda6g14dgEjwu1e0Ddm4APZsx468LH6/iyHb1wQJH4BKH9Z/lvAQJpoO3Q+Hgmnx37PigsTvk5KBHXRqPf5DVLL6f+tGcAJGEVNUAAAAAElFTkSuQmCC\" 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\"  align=\"left\" width=\"600\"/>\n",
     "</div>"
    ]
   },
@@ -758,7 +937,7 @@
     "\n",
     "### Simplified example\n",
     "\n",
-    "- Each worker generates a random value and updates a globally shared minimum"
+    "We will demonstrate how the workers communicate the minimum distance with each other with a short example. Each worker generates a random value and updates a globally shared minimum. The variable for the global minimum is stored in a `RemoteChannel`. The buffer size of the channel is 1, such that only one channel can take and put new values to the channel at a time."
    ]
   },
   {
@@ -777,8 +956,8 @@
     "         min_distance = take!(min_distance_chnl)\n",
     "         @show min_distance\n",
     "         distance = rand(5:10)\n",
-    "         min_distance = min(distance,min_distance)\n",
     "         @show distance\n",
+    "         min_distance = min(distance,min_distance)\n",
     "         put!(min_distance_chnl,min_distance)\n",
     "    end\n",
     "end\n",
@@ -792,7 +971,8 @@
    "id": "1fabefcb",
    "metadata": {},
    "source": [
-    "### Final parallel implementation"
+    "### Final parallel implementation\n",
+    "Finally, we add the communication of the minimum distance to the first simplified version. Like in the serial implementation, the workers stop the search if the distance of their current path exceeds the global minimum distance. In total, we need two channels: one to communicate the jobs and one to communicate the minimum distance. "
    ]
   },
   {
@@ -901,6 +1081,15 @@
     "min_distance = tsp_dist(C_sorted,city,max_hops)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "48b54da1",
+   "metadata": {},
+   "source": [
+    "## Testing the parallel implementation\n",
+    "Next, we will test the correctness and performance of our parallel implementation by comparing the results of the parallel algorithm to the results of the serial algorithm for multiple problem instances. "
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -927,17 +1116,21 @@
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "edbea7ac",
+   "cell_type": "markdown",
+   "id": "c789dc7a",
    "metadata": {},
-   "outputs": [],
-   "source": []
+   "source": [
+    "# License\n",
+    "\n",
+    "\n",
+    "\n",
+    "This notebook is part of the course [Programming Large Scale Parallel Systems](https://www.francescverdugo.com/XM_40017) at Vrije Universiteit Amsterdam and may be used under a [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/) license."
+   ]
   }
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Julia 1.9.0",
+   "display_name": "Julia 1.9.1",
    "language": "julia",
    "name": "julia-1.9"
   },
@@ -945,7 +1138,7 @@
    "file_extension": ".jl",
    "mimetype": "application/julia",
    "name": "julia",
-   "version": "1.9.0"
+   "version": "1.9.1"
   }
  },
  "nbformat": 4,
diff --git a/dev/tsp/index.html b/dev/tsp/index.html
index a64b127..1901a44 100644
--- a/dev/tsp/index.html
+++ b/dev/tsp/index.html
@@ -1,5 +1,5 @@
 <!DOCTYPE html>
-<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>Traveling salesperson problem · XM_40017</title><meta name="title" content="Traveling salesperson problem · XM_40017"/><meta property="og:title" content="Traveling salesperson problem · XM_40017"/><meta property="twitter:title" content="Traveling salesperson problem · XM_40017"/><meta name="description" content="Documentation for XM_40017."/><meta property="og:description" content="Documentation for XM_40017."/><meta property="twitter:description" content="Documentation for XM_40017."/><meta property="og:url" content="https://fverdugo.github.io/XM_40017/tsp/"/><meta property="twitter:url" content="https://fverdugo.github.io/XM_40017/tsp/"/><link rel="canonical" href="https://fverdugo.github.io/XM_40017/tsp/"/><script data-outdated-warner src="../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.050/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL=".."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../assets/documenter.js"></script><script src="../search_index.js"></script><script src="../siteinfo.js"></script><script src="../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../assets/themeswap.js"></script><link href="../assets/favicon.ico" rel="icon" type="image/x-icon"/><script src="../assets/iframeResizer.min.js"></script><link href="../assets/custom.css" rel="stylesheet" type="text/css"/></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../"><img src="../assets/logo.png" alt="XM_40017 logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="../">XM_40017</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li><a class="tocitem" href="../">Home</a></li><li><a class="tocitem" href="../getting_started_with_julia/">Getting started</a></li><li><span class="tocitem">Notebooks</span><ul><li><a class="tocitem" href="../julia_basics/">Julia Basics</a></li><li><a class="tocitem" href="../julia_async/">Asynchronous programming in Julia</a></li><li><a class="tocitem" href="../julia_distributed/">Distributed computing in Julia</a></li><li><a class="tocitem" href="../mpi_tutorial/">Distributed computing with MPI</a></li><li><a class="tocitem" href="../matrix_matrix/">Matrix-matrix multiplication</a></li><li><a class="tocitem" href="../jacobi_method/">Jacobi method</a></li><li><a class="tocitem" href="../asp/">All pairs of shortest paths</a></li><li><a class="tocitem" href="../LEQ/">Gaussian elimination</a></li><li class="is-active"><a class="tocitem" href>Traveling salesperson problem</a></li><li><a class="tocitem" href="../pdes/">Partial differential equations</a></li></ul></li><li><a class="tocitem" href="../solutions_for_all_notebooks/">Solutions</a></li></ul><div 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docs-navbar-link fa-solid fa-gear" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-article-toggle-button fa-solid fa-chevron-up" id="documenter-article-toggle-button" href="javascript:;" title="Collapse all docstrings"></a></div></header><article class="content" id="documenter-page"><div class="admonition is-success">
+<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>- · XM_40017</title><meta name="title" content="- · XM_40017"/><meta property="og:title" content="- · XM_40017"/><meta property="twitter:title" content="- · XM_40017"/><meta name="description" content="Documentation for XM_40017."/><meta property="og:description" content="Documentation for XM_40017."/><meta property="twitter:description" content="Documentation for XM_40017."/><meta property="og:url" content="https://fverdugo.github.io/XM_40017/tsp/"/><meta property="twitter:url" content="https://fverdugo.github.io/XM_40017/tsp/"/><link rel="canonical" href="https://fverdugo.github.io/XM_40017/tsp/"/><script data-outdated-warner src="../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.050/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/6.4.2/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.16.8/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL=".."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../assets/documenter.js"></script><script src="../search_index.js"></script><script src="../siteinfo.js"></script><script src="../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/catppuccin-mocha.css" data-theme-name="catppuccin-mocha"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/catppuccin-macchiato.css" data-theme-name="catppuccin-macchiato"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/catppuccin-frappe.css" data-theme-name="catppuccin-frappe"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/catppuccin-latte.css" data-theme-name="catppuccin-latte"/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../assets/themeswap.js"></script><link href="../assets/favicon.ico" rel="icon" type="image/x-icon"/><script src="../assets/iframeResizer.min.js"></script><link href="../assets/custom.css" rel="stylesheet" type="text/css"/></head><body><div id="documenter"><nav class="docs-sidebar"><a class="docs-logo" href="../"><img src="../assets/logo.png" alt="XM_40017 logo"/></a><div class="docs-package-name"><span class="docs-autofit"><a href="../">XM_40017</a></span></div><button class="docs-search-query input is-rounded is-small is-clickable my-2 mx-auto py-1 px-2" id="documenter-search-query">Search docs (Ctrl + /)</button><ul class="docs-menu"><li><a class="tocitem" href="../">Home</a></li><li><a class="tocitem" href="../getting_started_with_julia/">Getting started</a></li><li><span class="tocitem">Notebooks</span><ul><li><a class="tocitem" href="../julia_basics/">Julia Basics</a></li><li><a class="tocitem" href="../julia_async/">Asynchronous programming in Julia</a></li><li><a class="tocitem" href="../julia_distributed/">Distributed computing in Julia</a></li><li><a class="tocitem" href="../matrix_matrix/">Matrix-matrix multiplication</a></li></ul></li><li><a class="tocitem" href="../solutions_for_all_notebooks/">Solutions</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><a class="docs-sidebar-button docs-navbar-link fa-solid fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a><nav class="breadcrumb"><ul class="is-hidden-mobile"><li class="is-active"><a href>-</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>-</a></li></ul></nav><div class="docs-right"><a class="docs-navbar-link" href="https://github.com/fverdugo/XM_40017/blob/main/notebooks/tsp.ipynb" title="View source on GitHub"><span class="docs-icon fa-solid"></span></a><a 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     <header class="admonition-header">Tip</header>
     <div class="admonition-body">
         <ul>
@@ -14,4 +14,4 @@
     var myIframe = document.getElementById("notebook");
     iFrameResize({log:true}, myIframe);	
 });
-</script></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../LEQ/">« Gaussian elimination</a><a class="docs-footer-nextpage" href="../pdes/">Partial differential equations »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="auto">Automatic (OS)</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.1.1 on <span class="colophon-date" title="Monday 16 October 2023 12:03">Monday 16 October 2023</span>. Using Julia version 1.9.3.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+</script></article><nav class="docs-footer"><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.5.0 on <span class="colophon-date" title="Monday 19 August 2024 14:06">Monday 19 August 2024</span>. Using Julia version 1.10.4.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
diff --git a/dev/tsp_src/index.html b/dev/tsp_src/index.html
index f80a560..f688c36 100644
--- a/dev/tsp_src/index.html
+++ b/dev/tsp_src/index.html
@@ -7333,11 +7333,12 @@ a.anchor-link {
     if (!diagrams.length) {
       return;
     }
-    const mermaid = (await import("https://cdnjs.cloudflare.com/ajax/libs/mermaid/10.5.0/mermaid.esm.min.mjs")).default;
+    const mermaid = (await import("https://cdnjs.cloudflare.com/ajax/libs/mermaid/10.7.0/mermaid.esm.min.mjs")).default;
     const parser = new DOMParser();
 
     mermaid.initialize({
       maxTextSize: 100000,
+      maxEdges: 100000,
       startOnLoad: false,
       fontFamily: window
         .getComputedStyle(document.body)
@@ -7408,7 +7409,8 @@ a.anchor-link {
       let results = null;
       let output = null;
       try {
-        const { svg } = await mermaid.render(id, raw, el);
+        let { svg } = await mermaid.render(id, raw, el);
+        svg = cleanMermaidSvg(svg);
         results = makeMermaidImage(svg);
         output = document.createElement("figure");
         results.map(output.appendChild, output);
@@ -7423,6 +7425,38 @@ a.anchor-link {
       parent.appendChild(output);
     }
 
+
+    /**
+     * Post-process to ensure mermaid diagrams contain only valid SVG and XHTML.
+     */
+    function cleanMermaidSvg(svg) {
+      return svg.replace(RE_VOID_ELEMENT, replaceVoidElement);
+    }
+
+
+    /**
+     * A regular expression for all void elements, which may include attributes and
+     * a slash.
+     *
+     * @see https://developer.mozilla.org/en-US/docs/Glossary/Void_element
+     *
+     * Of these, only `<br>` is generated by Mermaid in place of `\n`,
+     * but _any_ "malformed" tag will break the SVG rendering entirely.
+     */
+    const RE_VOID_ELEMENT =
+      /<\s*(area|base|br|col|embed|hr|img|input|link|meta|param|source|track|wbr)\s*([^>]*?)\s*>/gi;
+
+    /**
+     * Ensure a void element is closed with a slash, preserving any attributes.
+     */
+    function replaceVoidElement(match, tag, rest) {
+      rest = rest.trim();
+      if (!rest.endsWith('/')) {
+        rest = `${rest} /`;
+      }
+      return `<${tag} ${rest}>`;
+    }
+
     void Promise.all([...diagrams].map(renderOneMarmaid));
   });
 </script>
@@ -7490,7 +7524,7 @@ a.anchor-link {
 </div>
 </div>
 </div>
-<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=1e74dfd9">
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=5d49d8e7">
 <div class="jp-Cell-inputWrapper" tabindex="0">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
@@ -7506,28 +7540,62 @@ a.anchor-link {
 </div>
 </div>
 </div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=480af594">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div class="alert alert-block alert-info">
+<b>Note:</b> Do not forget to execute the cell below before starting this notebook! 
+</div>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=7e93809a">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="k">using</span><span class="w"> </span><span class="n">Printf</span>
+<span class="k">function</span><span class="w"> </span><span class="n">answer_checker</span><span class="p">(</span><span class="n">answer</span><span class="p">,</span><span class="n">solution</span><span class="p">)</span>
+<span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">answer</span><span class="w"> </span><span class="o">==</span><span class="w"> </span><span class="n">solution</span>
+<span class="w">        </span><span class="s">"🥳 Well done! "</span>
+<span class="w">    </span><span class="k">else</span>
+<span class="w">        </span><span class="s">"It's not correct. Keep trying! 💪"</span>
+<span class="w">    </span><span class="k">end</span><span class="w"> </span><span class="o">|&gt;</span><span class="w"> </span><span class="n">println</span>
+<span class="k">end</span>
+<span class="n">tsp_check_2</span><span class="p">(</span><span class="n">answer</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">answer_checker</span><span class="p">(</span><span class="n">answer</span><span class="p">,</span><span class="w"> </span><span class="mi">2</span><span class="p">)</span>
+<span class="n">tsp_check_3</span><span class="p">(</span><span class="n">answer</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">answer_checker</span><span class="p">(</span><span class="n">answer</span><span class="p">,</span><span class="w"> </span><span class="s">"d"</span><span class="p">)</span>
+<span class="n">tsp_check_4</span><span class="p">(</span><span class="n">answer</span><span class="p">)</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">answer_checker</span><span class="p">(</span><span class="n">answer</span><span class="p">,</span><span class="w"> </span><span class="s">"a"</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=e1d637cb">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h2 id="The-traveling-sales-person-(TSP)-problem">The traveling sales person (TSP) problem<a class="anchor-link" href="#The-traveling-sales-person-(TSP)-problem">¶</a></h2><h3 id="Problem-statement">Problem statement<a class="anchor-link" href="#Problem-statement">¶</a></h3><p>Given a graph $G$ with a distance table $C$ and an initial node (i.e. a city) in the graph, compute the shortest route that visits all cities exactly once, without returning to the initial city.</p>
+</div>
+</div>
+</div>
+</div>
 <div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=bf3dd0e6">
 <div class="jp-Cell-inputWrapper" tabindex="0">
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-<h2 id="The-traveling-sales-person-(TSP)-problem">The traveling sales person (TSP) problem<a class="anchor-link" href="#The-traveling-sales-person-(TSP)-problem">¶</a></h2><h3 id="Problem-statement">Problem statement<a class="anchor-link" href="#Problem-statement">¶</a></h3><ul>
-<li>Given a graph $G$ with a distance table $C$ and an initial node (i.e. a city) in the graph</li>
-<li>Compute the shortest route that visits all cities exactly once, without returning to the initial city.</li>
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" 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" width="450">
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@@ -7539,12 +7607,8 @@ a.anchor-link {
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-<h3 id="Branch-and-bound-algorithm">Branch and bound algorithm<a class="anchor-link" href="#Branch-and-bound-algorithm">¶</a></h3><ul>
-<li>The root is the initial city</li>
-<li>The children of a node are the neighbor cities not visited so-far</li>
-<li><strong>We sort the children using the nearest city first heuristic</strong></li>
-<li>A node will be a leaf of the tree when all neighbor cities are already visited</li>
-</ul>
+<h3 id="Sequential-algorithm-(branch-and-bound)">Sequential algorithm (branch and bound)<a class="anchor-link" href="#Sequential-algorithm-(branch-and-bound)">¶</a></h3><p>The sequential algorithm finds a shortest path by traversing the paths tree of the problem. The root of this tree is the initial city. The children of each node in the graph are the neighbour cities that have not been visited on the path so far. When all neighbour cities are already visited, the city becomes a leaf node in the tree.</p>
+<p>The possile solutions of the problem are the paths from the root of the tree to a leaf node. Note that we assume the children are sorted using the <strong>nearest city first heuristic</strong>. This allows to quickly find a minimum bound for the distance which will be used to prune the remaining paths (see next section).</p>
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@@ -7568,10 +7632,19 @@ a.anchor-link {
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-<ul>
-<li>Number of possible paths might be up to O(N!)</li>
-<li>Visiting all paths is impractical (even in parallel)</li>
-</ul>
+<p>Of course, visiting all paths in the tree is impractical for moderate and large numbers of cities. The number of possible paths might be up to $O(N!)$. Therefore, an essential part of the algorithm is to bound the search by remembering the current minimum distance.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=8a40faff">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="Pruning-the-search-tree">Pruning the search tree<a class="anchor-link" href="#Pruning-the-search-tree">¶</a></h3><p>The algorithm keeps track of the best solution of all paths visited so far. This allows to skip searching paths that already exceed this value.</p>
+<p>For example, in the following graph only 3 out of 6 possible routes need to be visted when we cut off the search after the minimum distance is exceeded. (The grey nodes are the ones we don't visit because the minimum distance had been exceeded at the previous node already.)</p>
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@@ -7582,45 +7655,46 @@ a.anchor-link {
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-<h3 id="Pruning-the-search-tree">Pruning the search tree<a class="anchor-link" href="#Pruning-the-search-tree">¶</a></h3>
+<div>
+<img align="left" alt="No description has been provided for this image" 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-<ul>
-<li>Only 3 out of 6 routes need to be visited</li>
-</ul>
+<p>Note that it is not necessary that the graph be fully connected. Variations of this algorithm work for sparse graphs or directed graphs as well.</p>
+<p>In the previous example, the shortest route was also the leftmost path in the graph. Although it is more likely that the shortest route be found in the left part of the graph when using the nearest city first heuristic, the solution can be anywhere in the search tree.</p>
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+<b> Example:</b> Look at the following graph and its corresponding search tree. If $x\leq 15$, the shortest route is the leftmost branch of the search tree. If $x &gt; 16$, the route is situated on the right side of the search tree. 
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" 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-<h2 id="Serial-implementation">Serial implementation<a class="anchor-link" href="#Serial-implementation">¶</a></h2>
+<h2 id="Serial-implementation">Serial implementation<a class="anchor-link" href="#Serial-implementation">¶</a></h2><p>Let's implement the serial algorithm. First, we sort the neighbours according to their distance.</p>
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+<p>The data structure we will use for the connections table is a matrix of tuples of the form (destination, distance). The tuples are sorted by their distance in ascending order (per start city).</p>
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+<p>The connections matrix can be indexed by a city. This returns a <code>Vector{Tuple}}</code> of all the destinations and their corresponding distances.</p>
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+<p>Next, we write an algorithm that traverses the whole search tree and prints all the possible paths. The tree is traversed in depth-first order. Before we go to a neighbouring city, we also have to verify that it has not been visited on this path yet. If we reach a leaf node, we print the complete path and continue searching.</p>
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d9LMj8iYuoYbxX+4kOPYriaV+LP6zsRIiIiIiIiIiJ6kmR+RMQUUTXSebhpeIlRxDJESzUd3zuSKCIiIiIiIiIiprgk8yMippa7m46fPpIohkDSkpQ+AXX3jCKWiIiIiIiIiIipLsn8iIip5eqm47VHEsVwrDPO2D+HHkVERERERERExDSw0KgDiIiIOVwOvLR2PF7Ce17R/KDiceZ+mBERERERERERg3MxsE3t+O+jCiQmlmR+RMTUcnnT8caSFqrq6c9rNm06vsb2oyOJJCIiIiIiImI+ZPsu4MxRxxGdSZmdiIip5fdNx0sBG48ikCF4ZdPxrJFEERERERERERExDSSZHxExtfwReKBpbJvxJk5nklYG1m8a/s0oYomIiIiIiIiImA6SzI+ImEKqMjPnNg2/fRSxDNiOgJrGfj2KQCIiIiIiIiIipoMk8yMipp6fNh2vL2leK7WzU9PxebZvHEkkERERERERERHTQJL5ERFTz9lAc8Pb/xxBHAMh6cXAhk3DPxpFLBERERERERER00WS+RERU4Sk50k6GrgEWKjp7XdLWmUEYQ3CJ8YZO0DSIVUt/YiIiIiIiIiIaJJkfkTEiEnaXNIpwF+ADwCLjjNtBrDvUAMbAEmbANuN89ZylM93taTjJK033MgiIiIiIiIiIqY22R51DBER8x1JC1OawO7F3CVnWnkceKHti3u853LA0i3ePgx4U+34NODDLebeafvuHu6/AKW570s6mD4bOBk43Pasbu8VERERERERETGvSTI/ImKIJC0J7AJ8FFh1gumXAs9tGpsFvNz27B7uPRPYvdvzxnGA7YN6uP+uwLeahu+h9QOGhguBmcAJtpt7CUREREREREREzBdSZiciYggkPV3SgcB1wJdpncifDZwKvMT284CTmt7fDNhnUHEOiqQ1gSOahu8DngfsAPy+zekbAd8DrpC0h6TFBxNlRERERERERMTUlWR+RMQASXp+1dT2GuDTwDItpt4PHAOsZ3t723+oxvegrF6v+5yklw0k4AGQtAjloUTzCvxP2b7B9im2NwM2AY4HnmhxqWdRHoTcJGlmmuVGRERERERExPwkZXYiIgZA0uaUhq7bAWoz9VbgG8BXbN/Z4lr/CXytafhfwOa2r+oipnWAVTqd38ZVtq/p8J4LUBL072h664+U+Ocqm1Ot4t8deB+wWJvLPwr8CDjE9t87iSciIiIiIiIiYrpKMj8iok+qprZvAPYGXjjB9CuBo4CjbT/cwbV/wNwJ8auBzWz/q4dwh0LSF4GPNA3fDWw00QMBSStQ+gvsAazUZqqBsygPRE6ZRLgREREREREREVNWkvkREZNUa2q7FxOvfJ8FHAqc6i7+Apa0NPBn4NlNb/0D2Nb29Z1HPHjVivwjgD2b3jLwH7Z/3sW1FgF2BD4OrDvB9IsopXjSLDciIiIiIiIi5ilJ5kdE9EjSSsBulJXjT20zdTbwC+Ag23+cxP3WAs4FVmx660bgNbYv7fXa/VQl378LvH2ct/ey/cUer7sApWzRvpRGwO1cA8wEvmX7gV7uFxERERERERExlSSZHxHRJUkbUFbhvw1YuM3U+4HvAF+0fV2f7v184LfM/fDgIWB329/qx316JWk14IfAi8d5+1Db+/XpPhtTHqK8A1iwzdR7gWOBw2zf1I97R0RERERERESMQpL5EREd6mdT20nG8VLgFGDZcd4+Dvio7Tv6fd8JYhLwHkqJm6XHmXI4sE83pYU6vO8alKR+p81yD7X9t37GEBERERERERExDEnmR0S0IWkGZQX+3sBzJ5j+V+BI4LhOmtpOMq71gdMYv0b/HZT68t+x/cQg46hi2RD4KrD5OG8b+FivpXW6iGF5YFdgd2DlNlPTLDciIiIiIiIipqUk8yMixiFpKWBn4GPAMyeY3lNT28mS9AzgROBlLaZcCRwCfN/2owO4/0bAJ4HXAwuMM+VuYGfbP+v3vdvE1GiWux+w3gTTLwa+RJrlRkRERERERMQ0kGR+RESNpNWBD1Ia27ZravsY8DPgcNt/Gnxk45O0EPAZSvJ6vIQ6lLI/J1B2DFw8yfstR0mWvwt4SZupfwLeZvuaydyvV7VmubsDW08w/VpKWaSjbd894NAiIiIiIiIiInqSZH5EBE+Wivko8HZgoTZT7wO+Cxxh+/phxNYJSS8BvgZsOMHUG4FfU5ro/g24wvZdLa65MLAGZYX7psBWwMa0bzh7P+Xhwkzbj3XzGQal2kGwJxP/2Taa5X7B9o1DCG2+IrEa8DRgKWA2pRzUVTb3jzSwiIiIiIiIiGkiyfyImG9VTVtfSWmg+roJpv8LOJqSpB43+T1q1Sr9DwGfAFbs4tR7gTspDyoepexIWAJYjvbJ77rZwA+BfadqIlzSsyhJ/V2BxdtMbTTLPcz2pcOIbV4ksTawA/AqYBNgmXGmGbiE8v0+yube4UUYERERERERMb0kmR8R851aU9t9gOdMMP0S4Cjge7YfGXRs/VDVjX8PcAAT1/ufrMcoSfz/sX3ZgO/VF5KWBt5LaWr8jAmmj6QfwnQncTLlAZm6OO124J02ZwwmqoiIiIiIiIjpLcn8iJhvTIemtv1UlcnZFng3sD2waB8vfxFwPHCi7X/18bpDU3uosy+w/gTTG81yT5wq5YOmMolbgKeP89a9wL+BpSk7P5o9Dmxrc9YAw4uIiIiIiIiYlpLMj4h5Xq2p7QcpScRWGk1tv2D7/MFHNjySlgS2pNS935KSvJ7RxSVupDzg+DVwlu2r+hziyHRZbukW4Bjgy2mW21otmf8Q8GPg58DvbG6vzXkK5WHT55hzh8yNwLNsHh9exBERERERERFTX5L5ETHPkvQC4CN03tT2cNs3DCO2Uavq668OrA2sDLwW+I/alLsoDz+uojTJvW/YMY5C/pvpD4mrge8DX7Rp+9BDYnHgPOB5teHX2vxygCFGRERERERETDtJ5kfEPCWrrHsjaXdgZm3oBturjiqeUctujsmRWM7mji7mv5XSBLdhb5vD+x9ZRERERERExPS1wKgDiIjoB0kzJO0EXAqcQftE/l8oDWJXs33g/J7Ij7nZvtb2fsCqwJ7ATS2mLgy8BfiTpHMlbV89UJqvdZPIr/y96XjJfsUSERERERERMa9IMj8ipjVJS0vaA7ga+B7tG5nOAnYAXmD7uDQyjYnYvtf2TGANygOgv7WZvhlwMnCRpJ2qBsTRmeWbjv85kigiIiIiIiIiprCU2YkYIonFgEWAh2weHnU805mkZ1FWTO8KLN5m6qOU8h2H2b50GLFNRymz05kuyzj9CzgamGn7rkHHNp1JHAl8uDq8H1i9h9X9ERERERHRB5KWANYddRwDtiKwXO34ceDKEcUyKGtQclANd1PKDc8rZgBrNo3dQPmdcp6VZH7EgEisALwa2ArYAHgu5S+ahnuBPwH/B3zPJsm+DkjaiJLEn6hB6b3AsZRa5jcOIbRpLcn87knaEPgonTfLPcL29cOIbTqReAPwE2DBauijNl8aYUgREREREfM1SVsAZ486joiYW5L5EX1WJfG/SVm1u+AE0xvuBfawOXZQcU1nkhYAtgN2B7aeYPq1wDeAo1MLv3NJ5veu1ix3N+CpbaY2muUebvtPg49s6pJYHNgUeB+wI2Nl/w4H9rHJDycRERERESOSZH7E1JWa+RH9txLwejpP5AMsBXxXYv/BhDQ9SVqk1tT2ZNon8i+m1DRfy/ahSeTHsNSa5a5G2TXSaidIo1nuH+fHZrkSu0pcJXEnZbfCWZRdDQtQ/j/+epu9k8iPiIiIiIiIGF+S+RGD9QRwGiXBtynwDGBZYHVKEuv3TfMPlthimAFORZKWl7QvY01t12sx1cCZwA62G01tHx9WnBF1tWa5a1IeLLXr0dBolnuxpA9IWnQYMY7YUyk1G5cB6g8xvg282ubkkUQVERERERERMU2kzE5En0k8Hzgf+CrwZbvlKl0kFgC+RCkf0/Bbmy0HGuQUJWkNSmPR9wGLtZnaaGp7qO2/DSO2eV3K7AyGpM2BfSllotqtwr+VUh7qK7bvHEZswyaxF6WMzngaD+b2s7lweFFFRERERESzFmV23g9cMfxoBuYYYJ3a8WzgFSOKZVDOpOwQb7gO2GlEsQzCJsARTWPHURaMzSveCny4PtCuYV9E9OZGYH2bqyaaaDO7SnBtC6xdDW8usazNPJnQG4+kjSlJ/HfQvjxRo6ntYbZvGkJoEZNi+1zgXEkbAHsBb2POH6YangZ8GthL0neAL9q+bniRDsW3gP+l/OyxAvB0yg6FnSmr9rcBtpB4p81PRhZlRERERESM5yLbF4w6iH6RdF/zmO1zRhHLoEhqXsH90Lz0GSUtMs7w9fPYZ9ykeSxldiL6zObOThL5tfmPU5piNixIKUUxT5O0QFUz/Fzgz8C7aZ3Iv4ZSqmhl23skkR/Tje2/2N6JUlf/M0Crng5LUHbqXC3pFEmbDivGQbO5x+ZqmytsZtn81OajwLqUnhcAM4DjJdYcXaQRERERERERU1NW5kdMDbc0HS89kiiGoHpyuiPwcUoSr52LgC8DJ6QWfswLbN8CHCjpCGAXymr9VcaZugDwOuB1kmYBhwKneh6sjWdzq8Q7gb9SPveiwP7AriMNLCIiIiIiog8kLUHpHTaDUmL0buCueeH3O0miLFpbG1ieskAN4H7gDkppputszx5NhJMnaWlK/qrxGRenlGV6ALgNuBy4zPaDw4gnyfyIqaE5ed9q1e60JWkFSvJyD2ClNlMNnEWpHX7KMGKLGDbb9wEzJX0NeAOwN/DCFtMbzXKvlHQUcLTth4cT6XDY/F3iz8CLqqHXjTKeiIiIiIgYLElLUZKjqwHLURb1PEwpr3s9cLntO0YXYW8kzQC2BLYCXgKsRykz2uxBSVcAFwC/AU6bLp9X0tMoizS3AV4OLDXBKfdJOgc4AzipWuQ2pUnakFIKemtgAyaubvOYpD8Bp1MWpHZcsaNbSeZHTA0b114/QXmqN0+QtCalbEinTW0Psf33YcQWMWq2HwN+DPy4g2a5a1F2qnxc0rzYLPdKxpL5K0o8xeahUQYUERERERH9IWkBSuL3jZRE9/qM/3tP/ZyrKYnun1OS3Y8NOs5eSVqLkvt4G2X19kQWAzasvnYFHpX0S+Drtk8fWKCTIOmlwD6U31m7ySkvWZ2zHXCEpF8Ah9qe1f8oeydpQUrD2b2BF3R5+sKUhXibAZ+R9Fvg87Z/1d8ok8yPGDmJZSlPMxv+aHP/qOLply6a2t4DfI/yF/nNw4gtYiqqNct9PqVb/U6U1SnN6s1yTwCOsH3F8CIdmkUhyfyIiIiIiOmsKjGzG/DflFX43Vij+toVuF3SMcCXbf+7v1H2TtKqwCGUJPB4uY8ngOuAuyhVGJaglGl5NnP+vjcDeD3wekkXAPvY/vUAQ++YpLWBrwCvHuftx4FLKYtSb6CUnoHysGJVYB3guYzloBcEtge2l/QrYHfbI1/QKukVwJGUh0zN7gT+RPmMt1DyWAtSHlKsSinB80LGSgyJsjtjS0m/A/7L9iX9ijXJ/IjR2485/wL/1qgCmazqSft2lM/00gmmXwPMBL5l+4EJ5kbMN6p/5HeT9Gngg5TVHcuMM3UJ4APA+6qVDQfb/sPwIu27+g/2jzAPlhuLiIiIiJhfVPmB9wMHU8roNLsVuIRSU/1u4D5KkntJSvmd51ISpQ0rAJ8A9pR0CPAF248M7ANMoKoV/1HgM5S46/4A/Iyyq+Av48VZfX/WoOxWeA2l1GgjN7QxcJakEymJ4JHsyK4+497AZ4FFam89BPwvpbrCb6oysu2usySwBWXXwn8wVrXhVcAlkg6kLPAcel19SU+h5Kbex5w7RW4Gvk/5jBdPFJukhSh5sLcBbweeWr31MuACSQcBB9l+YtIxzwO9FiKmLYmtgdMYe3r7D+D5NtOq2Wutqe3+lKeu7VxI+YsyTW2nEEm7U/5cGm6wvWqr+TE81Q8+u1B+UJzoz2QW5c/xp9OpwZDEysC1lK2JAH+wecnoIoqIiIiImH9J2gI4u2l4E9sXdHj+6sAJMNfP9P8AjgdOtv0mXcERAAAgAElEQVS3Dq7zLMqCwXczVpKz4XLgHbYv7CSmca59PrBJbWi27XZVBernLkf5HK+pDT8KHAcc3stKc0lPpTz82IuyG7vhOmBH23/s4ZqPUFb8N1xme70Oz10KOBF4bW34fkrp15m97o6ovne7Ax+hPLhpOJ3yOe/p4lrbAM1lbA6yfUCH568GnAI8rzZ8A+XhxXG2H+00lqbrLgl8iFJGt74w7yzgzbY7Xrgm6aPAEfWxiYr3R8SASKxG+Yux8Y/Fw8C7plMiX9KK1RPUmyilclol8mcDpwLb2N7Y9nFJ5Ed0xvZ9tmdStmG+lbK9r5XNgJOAyyXtUa0yGCqJ/5R4fhfzBXyVsUQ+wE/7HlhERERERAycpNdQFvHVE/l/pCTln2P7850k8gFsX2P7SNubUlY9/7L29jrA7yW9r0+hd6Qqq3MucybyT6N8tvf3WjLG9t22vwCsCRwKNPoDrAb8RtL2kwi7K5JWpOwqqCfyfw6sZ/uAyZQ5sn2H7U9TGgPXf+97NfBbSSv1eu1uSHoOZTFcI5E/G/gi5TN+q9dEPjz5O/yhlPI7J9beeiV9+IxJ5keMgMTylOR2vSnKHjY9PVEeNknPljSTspL204y/ZQ5KqYzjgefa3t72mUMKMWKeY/sx2z+ufpB9GeXvkFbb655NWTFxraQDq9UPw7INcJHEjyS2llr/rCGxHGXFzhtrw7cA3xhwjBERERER0WeS3kVJ+jZWI99DKV/yEtu/8CTKg9g+z/ZrgR2AG6vhRYBvSvrUJMLumKRVgN9RkrRQFmV+2PZrbP+zH/ew/YDt/SgLta6php8C/D9J/9GPe7RT7RA4A9ioGnqUUurnDbZvbH1md2zfZPvNlNKyjTJEGwBnSlq2X/cZj6Q1gDOBZ1RDdwLb2d6rn2Wgbd9m+x2UnfaNz/h84AxJ45XS7UiS+RFDJrE05antc2vDX7Y5ZkQhdUzS5pJOAi6jbItqter335QnyWvY3sn2P4YVY8T8wPa5tren/LBzDOWHyPGsSHngdp2koyVNVAarXxag7CI4A/iXxE8l9pfYWeLtEntJ/JjyQ/jbauc9Drx3XmgCHhERERExP5G0I2XHfmPH7YXARra/PZkkfjPbpwAvoORVGj4j6RP9usd4quTraYyVPr0TeKXtrw3ifrbPpzRVPa8aWgg4QdLLB3E/AEkLU2r9N3Za3w9sb/uoQd3T9tGUHQD3VkPrAydLmtH6rN5VDytOB55eDd0IvNz2aa3Pmhzb3wW2pTzcAngO8LPq+921JPMjhkhiKUo9r41rw0fZfGREIU1I0gKStpf0e8oT6Lcwfod2gKuBPYHVbO9n++ZhxRkxP7L9V9u7AatTGi+1aoy0OKVZ7t8lnSJpmPXoV6CsvD8Y+A5lJf7hwJuZs/n3/cA77blqHkZERERExBRW1dg/jrE846+ALWxfPYj7VWVeXgd8qzb8OUk7DeJ+VSPYYymJZoC7gFfY/v0g7tdg+w5ga0ouBsrvTydJenrrsyblYEqjWigr8t9oe+C/n9n+NaUZbmNV/GbAIQO63bcpO9mhLETdptOyT5Nh+2xKQv/BaujlwOd6uVaS+RFDUpWT+BVzNm35BvDfo4moPUmLS/oApUHNyczduKbuAuA9wNq2Z9p+sM3cmMdJLCmxjsSmEi+SWFtiIE/Vo7B9q+0DKfUU96Q0SRrPApQfen8v6VxJb5HUUZOnLnySUuLn+g7nz6as/tjE5qQ+xxIREREREQNU1Vc/gbFGq2cDr7c90N22tp+gLFj6diMU4GhJGwzgdh+mlPeBkuTewfYlA7jPXKr8yuspuRkozXG/1+/7VCv+P1Ybeq/tM/p9n1aqBr8714b2lLRVP+9RPexplHh9jPLneFk/79GO7T9Qyk417CNps26vs1D/QoqIViRWpmzHqnfIPhT4uN2y5vVIVP8Qfwj4L1rXwoeSgPsFcIjtWcOILaYmiWUo2+K2BV4MrMHcD4sfkTif8kPHD2weGm6U84fqB+aZkr5KaTD1CWDTFtM3q77+KelI4Bjbk/5zsfk78BHgIxLrUR4EbkD572JpSnmuO4GbKY2wfmUzkBU7ERERERExcN8AVq5eX0ZJ5LcqA9pXti3pg5Sdyq+krFw/VtILbT/ej3tUq+APqg3tbfvcHq6ziO1HJp45N9t3SXoL8CdgMeBVkt5m+4e9XG+c2BYGjqI8EIHyu+GJbU7p9LqLM/aQ5x7bs9vNt/1jSUdRHp4IOErSBpNpRluLZRngC7WhT9g+r9X8pnMXpvQQ2IiygG4ZSqnb24BLgLM6XdRq+0RJrwDeT/mMX5O0cTf/vSaZHzFgVTLrdGCVasjAvvYcf4mMnKS1KAn899O6Fj6Uph0nAf8zzCeYMTVJ7EXZGtbuvxkojYk2r772lninzZ8HHd/8qvoh6RTgFEmbA/tSkvsaZ3qjWe7+kr4OHFltW+1DHPyDsRUkERERERExD5G0HdBoyvowsKPte9uc0uo6CzFWi/7mbh4G2H68arx7MWXV+oaUZPDMbuNo4SDKoiQouw6+OtEJkp5F2RG9RRXPKsAMSQZuoCxqOg74v077Cdj+m6QDgCOqoS9I+t9eHxA02Ymxvo63APtM9oKSngPMYux7txqd7d7eh/K76+qURsPvhb70mNyT0lMOSnWJL050gqQXA3sAr2Hsc4znPklfAg6y/VgHsXyM8hlXpvQn2BH4QQfnASmzEzFQEi8DzmUskf84sPNUSuRXTW1PAS6nfVPb2yk1uZ9ZNbVNIj+gPJke77+Z2ZSn1HfCXLtP1gbOkthkwLEFczTLXQf4CrTcFdFolnujpOMkrTusGCMiIiIiYnqp6sh/vjZ0yCRKz2wEXFV9tdpZ3JLtfzFniZhPSVqyx1ieJGlV4N3V4RPAhydKvldJ3asov3u9CViTsdXpojy0eAtl8dXpkpbvIqSvAI367s+klDuelKrs6r61oX1t39NqfofXXIlSyaFdAnxc1Qr3/evxVA97JhPPksxZ4vojVZmmiewFvI2JP8eSwKeAX3TS1LZ64PWp2tD+1f+fOpJkfsSASLwLOANYthq6D9jB7n9ts27VmtqeR2mk8jrGX7EL5R+hPYHVbR/YrxW7MU+aRXkgtAGwsM3TbJaj/H/gPcC1tblLAcdL9NS9Pbpn+0rbewDPon2z3EUoP7D+rWqW+9JhxRgREREREdPG9oyVEr6RUkq4a1USc68+xPMDoNGQdllgtz5c8z8ZS8T/yPbfOzhnbcbyK7OBS4ETKavLT2bO1enbAL+U1FGPuaoUS71p6h6dnDeBrYC1qtdXUWLtmaSnUHqirTrR3DZOoiw4hVKu9VWTiQl4M6U0DsA5tn/XbvI4bgEOA14NrAQsTNkFshXw49q8rYGPdnjN4xjrdbc+pQRuR5LMj+gzCUnsS/k/5iLV8E3AFja/HF1kIGmJqqntZZR/RF7cZnqjqe06aWobEzgFeK7N5jZftbnE5slaeDZ32xwHbAzUf/hZl7EtmTEkTc1ydwOuaDG10Sx3lqQ/S9ppAM1yIyIiIiJievpg7fXh3ZTGkbSUpLUkvRc4C3jrZIOpVszXa9t/oJvVzs0kLQC8szb0pS5OvxHYG1jZ9vNsv8P2brZfT1lc9QFK5QaATejuwcNPGHsgsL6kjbo4dzzvrr0+ejK9BqrfF38IvIjy+VotIGurWjX/9drQu3qNqVL/jF9vOWtuN1Ea1q5qe1/bv7L9L9uP277N9m9sv5VStrbhvZ1cuCrH8+3aUMefMcn8iP77OnAIY09izwdeaHPRqAKS9DRJB1Ke+h3N2FPXZrOBU4HNbG9i+7gOtx7F/Gtvmx3sJ7f6tWRzJ3OvHHjNYMKKidi+3/YxwHrADsAf2kzfmNK8+HJJe0habBgxRkRERETE1CPpaZRV5QAPAt/t4ty3APdQFhV9F3hFH0M7jbK6HEreo+uSPTUvZKxk8t9sd9rz7UjKosjDbd/a/Kbt2ba/SVnp3fD2ToOqcjQn1Ibe2Om5zaoHFo3fyWfTRd32Fg6n/G4J5Xf/VgvHOvFDSmkjgG17XVgmaQlK7z4oFTN+3um5tve0/e0OHnDU+yis0cVDpPr3+7WdxpUGuBH9t2XttSl1w2f28Dz4OzanTSaQWlPbD1C6urfSaGp7sO3L28yLmIPNzV2e8htKzfZGnf3V+xpQdG2cZrm7U34gHO+HpTUpqw4+Iek7wEzbtwwt2IiIiIiImApezVhO8ee9NL0dBNuWdAJwQDW0He0XLbWzVe11NwngTisy/Iix2vDd9is7Gdiver1Vu4kTeB7QqNl/ie1uf79/kqT3U0o0Axxm+2uS3t3unHZs3yrpIsrOhWUofRXO7+FSL4Mny/v+znarHnKTcV/t9UNdNDW+WtKVlAdPq0hay/aVE52XZH7EYInyj0cvzun5piUht29173aPEW6j7CT4qu07er1fRKdsnpC4h7FkflZ4TyG2zwXOlfRsSoOg9zN+g+MVKH/H7CnpJODztv8xvEgjIiIiImKE6qvpT+/y3J8z1luw4ZuUZrH9cBpjyfytaq+7VS9LfPZkAmqh/gCk3eLL8ZxPSSAvCWwiaeGqbEu36iV6uq0j/yRJrwG+Vh3+FPh4r9dq8ltKMh96T+ZvWHt97qQjGt/mtddndXnu7xirnrEhMGEyP2V2IuYRtaa2f2Diprb/ZM6mtknkx1BILMRY4xmA/Lc3Bdn+Z9Usd3VKs9xWf06NZrmXVs1ytx5SiBERERERMTr1JHBXCxFtP2r7rvoX8GgfYzufshsc4AVVKZle1FfL/2VyIY1rzdrrf3VzYlX2pdGPbmFKk9herFN7PWHp3PFIei6lae5CVL0Xq93f/VDvubd2j9eo/zl20sC4K5JWoZQXglJy6lNdXqK+KG6dlrNqsjI/ov+OYO6nzL34/cRTnqz/tSulY/ZE3cJnATOB/5da+DEiGzLWGBrgklEFEhOzfRtwoKRDKE2p9mf8HzAazXJfJ+kC4CvAD/L3TERERETEvKVKjjdWEj9I6c03Zdh+rCpd8nzKLuNnMtYwthurV/97T/V7Ub+9sva6l1JAVzDWE2ANoJeSyc+ovb6625MlrQz8AlgauBbYzvYDPcTRylW116u0nNXeSrXX10wiFiQtRMm7LVXF83LKbvalgVuBHW13+1Ck/n1fuZMTksyP6DObbw7jPpKeTukevztzrnRuNpvyl+v/2D5vGLFFtLFT0/Gk+kLEcNh+GDhO0vcp5bs+DrykxfRGs9xPS/oK8E3bDw4n0oiIiIiIGLBlGSvFeU0fV2H301WUZD6UpGtXyXxJTwFmVId39jGuxvWXouRzGr7fw2Xqu6eX7jGUpWqv7+nmREmLAT+jfH/vBXYYr+HvJNVjWrLHa9TPm2xvh1WY8wEDwM3AF4FjbHe1w2KcmDr6jCmzEzHNSHq+pKMpTxQ/TetE/v3AMcB6trdPIj9GTWINylPrhn9QauDFNGF7tu1TbL+U0kjox0Cr1fdrUJrlXifpkGrVRkRERERETG/9TI4OymSTwPXeboNYmHQ0Y7mcWUCnTXPr6ivgF+8xjhm11x3X3K92Z5wAvLA67822/9pjDO08Unu9SMtZ7dUXsj8+iVhaWZry4OjFktr1rGylXmJqRstZNUnmR0wTkjaXdApwMfABWjdIuY1S43p127vZvmJYMUa0IvEU4CfM+d/tPjYddXmPqcf2ubbfSim78xVa/5C7PKVZ7tWSjpO0/rBijIiIiIiIvqsnHPtZ676fJpsEfrj2+iktZ/VA0seAt1WHdwHvst3L78X1uB5qOau9+gOBxVrOmtuXgddXr3e3fUaP95/IErXX9/d4jfpnXKLlrM78G9gN+BBwIPBdyu/BbwL+F/hltWOhG/XdER09HEsyP2IKk7SwpLdI+hMTN7W9kjS1janrKOAFteMjbU4dVTDRP7avamqW++8WUxvNcv+aZrkREREREdNWfRHPZJOjg1JfjX9fD+c/yNgO5KdOPpxC0nuBQ6vDxymJ/Gt7vFy9SkOvOyTurr1esZMTJL0H+O/q8BDb3+jx3p1Yofb67paz2rur9vppk4gF2/fZPsb2121/xvYulB3pP6+mvBro9vtR/7539BlTMz9iCpK0JLALnTe1PRQ4tcenuREDJXEQsHNt6HzgYyMKJwbE9u2UZrmfB3ak1NVfd5yp9Wa5F1Kacp9gexBbHiMiIiIior/qCccVWs4arUklgW1b0g2UBUvLSlrW9qRq50t6M/BNyu9Ds4H32v7FJC65Vu31tT1eo958de0Oz3lO9b/XABdLekubucvVXm8nqbHw6xLbnTTsrf8++c8O42tWP29t+lzq1/b91QOO6ygld94l6UDbnTYUXqf2+spOTkgyP2IK6aGp7cG2e+l6HjEUEgcAn6gNXQnsYM+x7THmIbYfYc5mufsCm7WYvhGlWe6BkmYC37L9QIu5ERERERExYrbvk3QbZUXxMyUtZnsQdeUno54Ebm5Y2qnLKMl8gOcC5/QajKR3UH7vWYiy4v8Dtn8wiestADTKl86m98/4j9rrjbo891nAD7uY/7Xa672BTpL59d39l3Vxr7q/115vQnmg0le275F0NqX0kIAtmfNBSTub1F539BlTZidiCpC0gaTjKB3WJ2pq+xVgjaqpbRL5MWVJ7Al8tjZ0PbCNTS8d3mOaqTXL3ZzyA8rxtG6W+yxK3cWbJM2U9IxhxRkREREREV1rJEgXADYcZSDNJK0IPLM6vNn2Pe3mt3F+7fWWk4jnvyi/Cy1E6THwDtvf6fV6lQ2AZavXl9jutWb+LHiyj92WPTZwHYgqlq1qQ7N6vNS5tddbtZw1efVys8t3coKkpwAvrQ4fBv7UyXlJ5keMUK2p7UWUWtILt5h6K6UW9Wq297B93bBijOhFtSL/S7WhK4GX2+S/3fmQ7Qts78TEzXKXpuxMajTLfU6LeRERERERMTr1xOorRhbF+F7BWK/Bc9tNnMCva6+36/ZkFQcCX6XkXx8AdrB90iRianht7fWvW86agO3bgL9VhysCm3dw2iHAmh1+XVw772W18U5Wx28KrFy9vsz2TR2cMxfbV1IWFgI8W9IGvVynA/XSTp32MNgOWLR6Pcv2w+0mNySZHzFkkmZUTW3PZ+KmtlcwZ1PbSdVoixg0CUkcwZwr8i8FtkwiP5qa5e4H3NJi6gzGmuWeIWn7IYUYERERERETqyeQ3zSyKMb3xtrrsyZxnd8zttr6RZLWaTe5TtIilLI6n66Gbge2sn36JOKpe1ft9cmTvFb94cJ7Jpps+07bV3fyRVlt3nB97b1OdkvUY/lxh5+llfpn3LnlrB5VfS9fXhu6tMNT31t7/aNO75dkfsSQSFpS0h6U5hsnMWddrGazgB2AdW3P7PTpXMQoScwATqA0bm44B9jc5ubRRBVTke3bbR9KKa/zHuas1VgnYGvgZEkXStpJUvr9RERERESM1jnwZPnUF0h6/iiDaZC0DCWXAvAY8LNer2X7UeasCb97hzEsC5xGWZwEZZf65rY7KqHSwfVfw1hPgOspi0Qn4/uUuvsA75S00iSvN2mSngbsVB2aEuNkfK/2eldJy7WcORbDlpI+Vj2YmcgRwFOr19cD53Vw/ecxtsPiIeAnHdwHSDI/YuAkrVRtrbqeUhN6lRZTZwOnApva3ryqNe0WcyOmFIllKD+wvK02fDKwrU2vNQpjHmf7EdvHURpK7QCc2Wb6Cyg/hF0paV9JSw8jxoiIiIiImJPtxykLuRr2HlUsTXZnrGzJ6VUZmcn4OmOJ7l0ktcrnACBpZUoid8tq6CzgRbavmGQcjesLOKA29DXbs1vN74Tta4D/rQ4XBT45mev1yf7AYtXrUyb7/bN9KSVfAbAE8PEOTlsW+AJwvaQvVGWyn0zsV1U3NpN0KvD+2nn72W7VK67uYMaqdHzL9l0dnAMkmR8xMJI2rJraXkfZWvXUFlPvo9SQflbV1LYvT2sjhkXiWZTdJPVaiccAb7LptRFPzEdqzXK3YaxZ7uMtpq9OqdN4fdUs95kt5kVERERExOB8hbL6HeBtkp47ymAkrQDsURs6YrLXtP135kx0f3GCU54DrF29foKS7zlG0kkdfH2v9WWf9G7gJdXrO4GvdfeJWjqYsYcWu0lqV0lioCRtCHyoOjRwUJ8u/TnGmv3u3sVukhWBj1F2QNwj6QZJV1F6IJzLnP0UDrV94kQXlPR6oFFK9iHgsA5jAUon5YjoI0mbA/tS/g/drhP4v4CjgZndPIGLmEokXgz8nPIPHJQfWD5hc+jooorpzPYFwE7VjqY9gPcxtiqjbinKypsPSvoRcFi14iIiIiIiIgbM9nWSjgd2oeQXj5K05UQVBqoyMUc2Da9Ye32CpHqp4Sttb9tBSIcCy1Svz7F9dgfndGJ/Sq/DRYA3S9rRdif1zRcE3tDFfdo2Ta12BdQfJnza9n1dXL8l2xdJ+jZlhfmClD+DTWx32si1LyQtDvyAsXz1sbbP78e1bf9e0vcpD0QWpnzGF9l+sMUpf6GU99keaOwKXwQYbzHZLcA+ticsB1SVEPpGbejztm/s8GMASeZH9IWkGZTyIntTykW0cwlwFHBcauHHdCaxMfAbxrYx3g+83ebU0UUV84qqYdIekj5FaQy0D7DyOFMbzXLfLWkWZTXEKUMLNCIiIiJi/rU/peHsUykNQPeBCRd2LQGs0eb95p/5J9ztLWl7xpqJPgHsOdE5nbJ9haRDgU9VQ8dIusT2eH2/HgKu7vFW97d6oyrv8kOgUev9AkoJoH76OOWhxUrAWsB3JL11kmV8DmXsQc2d7SZKWgD4NrB+NXQrZaFsP30MeBXwNMouimMlvW28z2j7KsrvmDOArYAXVbEtDywO3AFcRekfcUrVY6EtSYtRdno8vRq6lC5X5UOS+RGTImkpSifsjzH+07m6WZS/yE5NLfyYR6zKWCIfyjazAyUO7PI6D9pzdH6PeJLte4CZkr4B7Ej5gW79FtM3ozTLvRj4EnBCVc8zIiIiIiL6zPatkvalVB0AOEjSxbZPb3PaBcBuXdymbSWDqrzP8YxVRviS7Yu6uH4nDgK2Bl5K2SF8mqTNmldU2z4XWLOfN5a0IGWF+EurofuAd3RYl71jtu+Q9A5KH7MFgTdRdlt8qNcclu2OGhBXvQC+TPl9D0rJn3fZvr2X+7aJ5zZJ7wJOp5Sefwtwh6QPt3poUSXpT2Os5n5PJC0KnMRYmaQHgLfafqTbayWZH9EDSasDH6y+2jVhbHRP/0K/tgZFTGFPq7661XIFQkRD9UPOcdXWyO0oJXa2bjF9Q0qz3M9K+jpwtO27hxNpRERERMT8w/Yxkl4JvJWSZ/yJpFfZPq/F/KspPdYmTdIalCRrIy/zJ+AT/bh2ne3HJL0N+ANl58CqwDmSXm37yn7fr6FKAP+AsvsBSpJ7l3411G1m+2xJH6H0Q4CS81pS0i6drDzvRbXy/ZvATrXhfWyfOYj72T5T0kcpDw+gyutVn3Eg1TMkLUtZkd9YxPgE5YHMeLs7JpQGuBFdkPSCqqntlZTVoa0S+Y2mtmvafmsS+RER/dHULHdj2jfLXY3SLPe6NMuNiIiIiBiY91FW3EMpo3OGpNcO8oaSNqZUQHhGNXQD8KZBJZ1t3wC8BmgsEnoWcJ6k7Vqf1btqEelvGUvkA+xp+yeDuF+D7a9SmsU2vBOYVT046avqM57DnIn8Q21PunlxO7ZnMudnfDvlz3LtFqf0TNJLgAsZS+TPBt5v++Rer5mV+RETqLb7vJLSiPF1E0xPU9uYn8wCtunDdfq6PTDmH7YvpDTL/TSlLuaulPqFzdIsNyIiIiJiQGzfVyXvfwusS/mZ/BRJBwOf6XdJGEkfAGYyVvb1dmDbbhuJdsv2JZK2An5BqXu+HOVzHg3s3488UFU7/gPA5ym9CKAkgHe3fdRkr98J25+SdC+lnruATYBLJH2OUsZoUg9MqtX4e1D6ECzRuC3wSdv/M5lrd6r6jHcDh1M+44bAXyQdAhxu+4HJXF/S8sBnKSWlGovpHwHebfvHk7p2SndHjK/W1HYfSmOMdv5C6Sp+ou3HBh1bRL9J2p3yw1DDDbZXHVU8Eb2QtDSl8dXejK3QaSV9TCIiIiIixiFpC+DspuFNbF8wzvT6eSsA/we8sDZ8MfBh27/vQ1zrAV+lLLhsuBZ4dbelZySdT0lSN8y2vWCH564B/JSSAG74N6V0y1G9lPisauO/kVImaIPaW/cA7+20/nzTNR8BZtSGLrO9XhfnvwH4DrBMbfhG4AjgONttm9qOc71lgXdR+k6uUnvrHuB93e46kLQN8Kum4YNsH9DFNV4HHMtYc2EoD4e+Ahzb7QMiSetSdqrsxtiDCoBrgB27rdxRlQSaY6dCyuxENJG0lKQ9KB3Iv0f7RP4sYAfgBbaPSyI/ImJ0bN9TbZlcA3gP8Lc20zcDTgYukrSTpIWHEWNERERExLyqalj6CkoupWFDSpmWX0rapkpad0XSiyWdAPyVORP5vwI2HVQN+Vaquv8vAY6krJoHWJ7SKPdmSSdK2lHSiu2uI+kpkl4p6fD/z959h0lSVW8c/77kHCVKRrKA5JyTqCAgWYI/A8FAUBAQEVAQEFABAyCCJEkSlKgsLBIVJYMSJOe45LALe35/3Gq6uqZnprs6TXg/zzPPdt+uvnV7Z6am6tS95wBPkQqk5gP5twDLlwnkt0O23+WpLf46D/AL4HlJV0jaW9JKkmYovl/S9JJWlLSXpMuB50iTCPOB/GtJn7Gj6YP6ExFXkH5G8//Hs5HS8Dwp6SZJh0raWNICkj7OciNpSkmLSNpM0tGS7gD+C3yPaiB/IimDx/LtSsHtmflmGUkLMnCahorxwAWkorb3dWNsZp3mmfk2EpVMk/ZLF8s1MzMzs9Gs7Mz8Qh87kDIYzFl46Vngiqz/u4DH8j4cVksAACAASURBVBMjs2D//MCnSTcGPg8sUujjLeBQUorjiZTQysz8Qj8rka6lV+tnk6dJdRdfJeXbny77WpQ0CanepKLngEOAM1pZRdzqzPxCX1sChwNLD7DZ66TvDcD0VNME1XM/cFhEXFxmPNmYWp6ZX+jvs8BhwCqDbPo+aYL8FINsdzVwaCtB/Hoz850z30Y9ScuTgvg7MPDvxJukpTfHZYVPzMxsCMtOfMcAYyQtB+xL/8f6OUkXBN+VdAY+1puZmZmZlRYR50m6GjgI+CbVmcqfJKUg2T17PlHSG6SYywykIHB/sZnxwFmkIPCznRp7M7JA7eqSNiBdb2xC7fjnpXYm+kDuBU4GTo+ID9o60BZFxKWSLiPdXPm/7N8pC5vNxMAB/PGkegNnkNKdlroR0ykRcQ1wjaR1SelbtyL9PBZNVaet4mXgfNKNmLvaPUZwMN9GqSZnaz4PnIpna5qZDVvZidQukn4E7JF9zVhn0+lJxXL3zE5Wj23XckgzMzMzs9Eki6EcIOlnwFeBnek7s3sSUk72menf48A5wGkR8VQnxtqqiLgOuC5LrbMFsD6wOgMH8l8H7gCuJwW37+34QFuQTZa6ArgiS6uzDmn1xKdJKw1mA6bJNn+PFNh+mDQLfyzw94h4o9vjblZE3ADckBVaXpX0OZcCFgNmoRrgf51UK+Eh0o2YscBd7S74XORgvo0qkqYEtgMOAJYcZPO7SXnAXNTWzGyEiIgngAMl/ZQ0o2Q/Ut7HosmBbYBtJLlYrpmZmZlZSRHxKnAscKykRUiB7lWBJYAFSZNspgQmkGboP0EKAt9OCnTfN1zOwyPiJdKE0FMBJE1HSqczM2lG90fAOOCZiHixV+NsVUS8CVyefX2sUhOh0wHtboiI8cCN2deQ4WC+jQqSZiQtkfk+MPcgm98CHBMRlw+ynZmZDVPZyecJkn4LbA/sT5pRUk+lWO69kn4NnBUR73dnpGZmZmZmI0dEPELKIX9Kr8fSDRHxNmnW9qgwEoL4Q90kvR6AWSdJWkjSCaQCK7+k/0D+eOBsYOmIWNOBfDOz0SEixkfEWRGxNLAWadlof7N+liFddDwu6TBJAy0FNjMzMzMzM2srB/NtRJK0gqSzSHmr9gKm7WfTN4ETgYUjYpeIuL9bYzQzs6ElIm6OiM2A5Uk3ePtLsVYplvukpBMkzdetMZqZmZmZmdno5WC+jRiSJpG0maRrgX+TCqv0l0rqCeBAYL6I2DsinunSMM3MbIiLiLsjYhdgfuBwUmGjeirFch+XdLmklbs1RjMzMzMzMxt9nDPfhr1cUdsDScVTBnIXKd3OHyPiw06PzczMhq+IeB44TNLPScVyvwfMW2fTSYAvAF9wsVwzMzMzG6G+LemFXg+ijeYpPJeko3oyks6ZtPB8thH2GReo07beCPuMKxUb5OtMG64kzQZ8FdgbmGuATQO4DjjRufDN6pO0F3BCrunpiHDqELMcSVOQiuXuByw9yOb3Ab/CxXLNzMzMbJiRtA5wQ6/HYWZ9Oc2ODTu5orZPAEfTfyA/X9R2IwfyzcysFbliucsweLHcpUnFcp/IiuXO0q1xmpmZmZmZ2cjkYL4NG7mitg+TchRP08+mb5CK2i6UFbV9oFtjNDOz0SFXLHc5Bi6WOwe1xXLn79YYzczMzMzMbGRxmh0b0iRNAnweOABYY5DNHyelCTktIt7p9NjMRhKn2TFrjaQ5gT1IN5tnHmDTicBVwBER8c9ujM3MzMzMrBmSVgP+0utxdNg0wFS55wGM69FYOmUmaidyfwCMpHjZpMCMhba36H+i1YjgYL4NSbmitgcBiw+y+Z2kIKSL2pqV5GC+WXtImp5Uz6W/Yrl5LpZrZmZmZmZmDXOaHRtSJM0m6TDgGeBM+g/kTyTlKt4oIlbIchg7kG9mZj0VEW9FxAnAwsC2wL8G2HwN0oynhyTtLWnqbozRzMzMzMzMhicH821IkLRwrqjtocAn+tn0A6pFbTeLiDFdGqKZmVnDImJCRFwUESszeLHcRYBf4mK5ZmZmZmZmNgAH862nJK0p6ULgIQYuavsKKRVBpajtf7o1RjMzs1bkiuV+BjgVeL+fTWenWiz3FEmLdmuMZmZmZmZmNvQ5Z34PSZqGtAx/BmBaUtGGCcDbwOvAy8BTIy2Pbq6o7YHA6oNs/hhwIvC7iHi302MzG00kCZiftBLm/4Bv5l5+CdgAeDQi3uvB8MxGrBLFco+MiH90Y2zdJmlGYAHSOdC0wHSkmx3vAG8Az0TEiz0boJmZmZmZ2RDiYH6XSJoCWAVYnxTAXgyYD9Agb30XeBi4DxgLjI2IJzo30s7JFbX9AenzD+QOUhDfRW3N2kTSQsB62dengUWBwXJ0B/AkafXMLcD1wO0RMaKrw5t1Q65Y7ndJ5wQDuYVUpPqSiPio02PrBEnTkVIOrQesTKqLM0cDb32DdAy6i+q50EudGqeZmZmZmdlQ5WB+B0maFNgY2Bn4Iv2nkGnWw8A5wNnDIbAvaXbSjN9vA7MOsGllBuIJzoVv1h5ZAH9nYCfgU23q9m3gMlL9iuuGa2DRbKjIrVg7mHTjfyD/A34FnDocVs1kRX23IB2HNgIma0O3AfybdAw6PyJebkOfZmZmZmZmQ56D+R0gaQZgT9Ly+bk7uKsAxgBHRcTYDu6nFEmfAr4DfIOBZ/9+AFxI+hz/7cbYzEY6SRuRUlmtx+ArgFrxLKlw58kR8XYH92M2KkhaEziAFNwf6Hf3JeC3wEkR8Wo3xtYMSXOTVhx8nZRCp1MmABeTziHu7eB+zMzMzMzMes7B/DbKcuDvD+zNwDlwO+E24AcRcUOX99tHFojYC9gKmHSATV8GTifNxH++G2MzG+myIP4RpBQW3fQq8Avg+Ijor7inmTVI0iKkFW27AVMNsGnlhviREfFQN8Y2kGw13mGk9EFTdnHXAVxOOhd6oIv7NTMzMzMz6xoH89tE0uakXLYLDLLpG8CNpOD7w9nX88A7leXykmYiFYFbmJTTeilgXWAZYJIB+g7gj8B+EfFCyY9SSi5FwA+AVQfZ/FHgJFzU1qxtJH0S+Dmw7SCbTgTuBv4OPEA6Bj1GOga9nvU1NekYNDfpGLQY6fd6HWD6Qfp/FNgrIq4q90nMLE/SHKTVft8BZhlg00qquqMi4tZujC0vOw/YHTiSwSc0vEDKfX8nKRf+/7K2dyJifNbXjMBMVM+FliWtNFpkkL4nkM7HDvdqITMzM7NyJM1JivGMZAsC8+SefwDc3qOxdMoK1Kb8fp507j1STA2sWGh7AHitB2PpGgfzW5Sl1DmVVNi1P68A55MC7beXzS8taVbgC6S8s+vRf2D/DWC3iLiwzH6aHNN0wI7A90gX2wOpFLU91zm2zdpH0peB3wAz9LPJR8B1pPzSV0VEqT9skiYjBfV3ALZn4MDiOcA3I+KtMvsys1rZ39uvAfsC8w+yeVeL5Uqaj3SOs8YAmz1BOgZdGBH3t7CveYEtgV1IFyf9eRLYsRc3NszMzMyGO0nrADf0ehxm1peD+S2QtAJwAWnWWD33A0cBF0XEhDbvez5SLtpv0H9h3d8C3+1EyosSMwWPjohb2j0Os9EsS+11IinAV8/bpJuNv4iIZ9q87ylINzEPApboZ7OHgO0i4p527ttsNBtqK+GylYln0P+5wA2kc6Fro80nnZKWAb5PurlYL63fh6Siwse2e99mZmZmI5mD+WZDl4P5JUnakjQLrV4e2ydIM9Uv7fTFo6TZgB+RAuv1LmRvBTYrOxO3zv4qOXwbLWr704h4sB37NrMqSZ8g3Shbqc7LH5ICeEd2ujBmFljcGjgOmLfOJu+SAvpXdHIcZqNRE8VyXyat3vlVRLzSxv3vDxzTz77/DezTjRv5khYGfkaq1VPPecBXImJ8p8diZmZmNhI4mG82dDmYX4KkrwMn0zd4/iHpYvLIbueCl7Q8cAp9c0UB/Af4bEQ83UL/PQ0YmFmVpPmBv5Jy2Rf9A9g9Iu7t8pimJRW93Jf6x8ZvRMQfujkms9Gi2zfaJQk4ljRxoegt4EDglG6n1JO0KekcZIE6L18LbOU8+mZmZmaDczDfbOhyML9JknYnpa8pBrSfAXaIiJu7P6pE0uTA0aRgWnF8jwNrRMTzTfRXWcp/MLDKIJtXlvKfWinka2btJ2ke4Gb65swO0gzZQyLiw64PLCNpPeBcYK7CS0EK6P+++6MyGx0kzQ58kxTYn3WATVtKgSfpRFKavaK7SCtxHmm2z3aRNBPwe+rP0r8Z2NjnKWZmZmYD6yeYvy5wd9cH0zljgeVyzycycBrp4eglYIrc84eBlXs0lk5YF7is0HYscGT3h9Ix36LweSbr0UCGJUlbA7+mb6D8JtJsr57ORM/y8n9P0i2k4pP52XkLAtdIWiciXh+on6FcZM9sNJM0C3ANfX8v3wG2HwqpbCJirKTlSH9Q8/m8BZws6ZWI+HNvRmc2skXES8Bhko5j4OL0kwBfAL4gqani9JIOoX4g/2xgt07U6WlGdo7zJUn7kVZL5s/Z1gTOl/SlXt70NDMzMxum3o6IN3o9iHaR1OfcdyR9PoC0oLbGxJH0GSXVy4rywQj7jH2urybpxUCGI0mrkwLkxfQRfwE26XUgPy8iLgE2BsYVXloGuERS3Zs4kuaQdBjwJPBL+g/kTwSuAFaPiDUj4iIH8s06K1t582dgqcJLrwIbDIVAfkVEvAhsSJr5mzcZcJ6kenn+zaxNIuLtiDiVVJx6c+C2ATZfATgTeFjS3llh7bok7Qr8uM5LxwO79jqQnxcRxwE7AxMKL21OunlhZmZmZmY27HhmfgMkzQqcD0xZeOlSYNuhOLsrIm6WtAFp2dCMuZfWI+W1/mGlQdLSpCX5u1C/oG/FO6T0GT+PiIfaPWYzG9BPSbNK88YB60XEfT0Yz4Ai4h1JWwCXkGYAV0wNXCBp+cFWCZlZayJiInA5cHlW+2YvUvqZ4sQEgIVIN/IPlnQ6cGJEPFd5UdJSpHz0RUdFxA/aPvg2iIhzs9k6F1H7mfeUdFNEnNejoZmZmZnZKCFpLmARYHpgGtJkk7eAp4DHh2JMsVGSlgDWBpYmrQieBZg5e3kc8Boptc99wN9bqds1lGQ1A9/v1cRmB/MHkRV5+wMwb+GlG4Adh/IvXUTclQXTrqY2SH+QpBuBd2msqO1LpDoBJ0XEq50ar5nVJ+nz9C00+R6w2VAM5FdExARJ2wF/A9bIvbQgKaf1l3oyMLNRKKvpc7OkT5HS5PRXLHc20rnBPpIuBI4irdi7kHTxkXcaqa7OkBURl0raAziV2nOdUyT9u5f5/c3MzMxGq2w16HLA4qTrw5mAyYGPgDdIge6HgTuG2yQwSQuRrnXXA1andoJt0QRJd5Mm4l4B3BxDvLippMWBr5DSehZjpfVslHvv06RJwmcOh8C+pIVJ38c1SaueFyRdL1Vefx94DngIuJMUK76l0zW6XAB3EJJ2IS0/z3sMWGG4HFCyZfF/KDSPp7YIRj3/AX4OnBMRH3RgaGY2CEkzAP8F5i68tENEnN+DITUtW910JzBf4aXtI+KCHgzJbNSTNAcpqL8HgxfLfZQ0myhvLLDRcEmzJ+lYYL9C899Jq5t8MmxmZmaW008B3BUj4o4W+pwd2IEU6F6FwWNSkIL7d5JWm54dEU+U3X+d8fwLWDHXNDEi6q1gbaSvSYAvkmpPrsnAE2YH8jhwMvDbiHirZB/5cX1A7f/zgxGxRMm+lgN+REpb2Wra9omkOns/joh7ynYiaSPS5MG8IyLikBb6nI50s2JXan8+GvUm8CfglIi4vew4cuP5LimtabXN1y/9kzQjKYg2V655ArB2RPyjN6MqR9IZpB/GRriordkQIemXwN6F5pMjYs9ejKcsSasAN1J7IvECsPhIKk5jNtxImhLYDvgBsFiDb3sJWC6fhqcN45iBNCNrMuB94PWIqFfQqmz/k5EuSNcovLRTRJzbrv2YmZmZjQTtDOZLWhI4ENieNPu+rACuBI5sR0yuXcF8SeuTYmifrvPyBOAR4H/Ai6QV9lMBMwALk1YmTF/nfeOAn5AyZJTOCNKOYH4WGz2SNAmo+P/zEDAG+AfwIPAMKQtIANMC85A+42rABvS93viIlAnk4Ih4s5lxZWNrWzBf0tSkjAj70P9kp/GklSNvka5bZiJ9L/szhvTZSgf1HcxvkqQTSbPW8g6MiGNa6HM60g/xZ0g5peaiupzoTVI+qbtJvwjXR8T4svsq7HdaUo6qBfvZZCKpWGVbDopm1jpJnwbuojYl2sPAst0oNClpXdKMiYpnI+KcFvo7lFSzI+9nEXFA2T7NrD2y2USfJ11orT7I5ptHxOUt7Gtm0nLbtUnLq5clnewXPQXcQyr+fUlEjCu7z2y/CwD3F/b1ArBIRLzdSt9mZmZmI0k7gvnZOd8RpCBwcSb3u6SJpPeQrnFfJwVJZyAFtxchBcfXIsXMiv4E7BsRzzQ6njrjaymYL2l64NfAzoWXxpFSVF5GSpvT73mmpElJ58ObAjuR8s7n3UtK8f1Ao+Mq9N9SMF/SisAFpPpaFe8BZwCnRcRdTY5nOeDrwFepTQf+KLBdszeL2hXMl7Qx6abCQoWXXiJdi4wF/k2dGgeSZgGWJP2sbpL9m/95n0hKT7p/yRsWDuY3StKcpHQ6+Xyy/wE+ExETmuxrJtIv9xak5TaNLCWCdNfuFOCYdsxOk/RZUv78vAmkX8LjI+LhVvdhZu0j6XzSjNm8z0VE8fe4E/tegZSCIh/0ujUiirNam+lzStLJWv5u/DvAghHxctl+zay9st//vYEv0/fC69KI2KpEn5MDWwK7AetSvwjvQN4Afka6AdjK7KSDSAXF8/aLiOPrbW9mZmY2GrUazJe0Hik3ejHTxSXAWcCYRiavZsHu1UkxtR2pvT59C9g9Is5rZEx1+i4dzJe0FHAptakonwGOAX5fNme6pE2AH5JihxXvAntExNkl+isdzJe0NXAOMGXWNJFU++6QiHix2bEU+p6TtPLgq1SvNz4grZr9UxP9tBTMz1bvHgF8n9rUSLeQrj2uavbaQ9J8pBtY36J21v4jpBsWzd4A6RPMbzXH0Ui2H30Lw327RCB/fuBZ4ERgfRoP5APMQcpHdaekZZvZbz0RcQ2poEbRUQ7kmw0tkhYFti40/6lLgfxPku4+15spW1pWe+O7heZpScvYzGyIiIg7ImIX0kls3vuU/31dijSrZwOaD+RDKhx2JHB1NkmirONJs7/yvidpqnobm5mZmVlzJH0PuJZqIL8yM3nRiNg+Iq5qNAtFRHwUETdFxG7AAsDRpKAvpBn8f5R0YrbKtCskrQ7cRDWQ/yEp8Lt4RPyqleKnEfHXiFiLdOOiEjCfBjhT0oEtDLspkr4KnE81kP8UsE5E7NZqIB8gIl6IiG8A6wBPZ81TAudn++64LK3OpcABVAP5/yNNoFwzIv5SZhJRRDwVET8g/bz+hpRKCNLPy02SNm117A7m15Hlbd290Pz3iBhborupSL94rVgMGJPd+WvVYYXnk5MKdJjZ0LIvtQGvAA7v9E6zpYJXAZ/sRP8RcRXwz0LztyS1epw0szaStDRpiWje6RHxVAd29x4px+ZNpBVB/yHNxK9nQ+BcSaWKimUXjkcWmuei7/JoMzMzM2uSpGOA46heyz4IrB4R32i1eG1EvBIRBwHLUDvp5DukIHAr+fgbImll4K/AzFnTc8AGEXFARLzTrv1kqw0+A1xf2TVwVLbKtKMkbQmcSvV7eCOwfETc3O59ZX0ul+2DbJ+nZmPomCyQfzXwhVzzqcAy7ZpAGRHjIuJbwHqkVRuQJjP+udXP52B+fVsD0xXaikuyW/EfUnGMrUk5wOYEZiEVv9gGuJh05zLvE8AF2RKQ0rIlUcUfzC9LambFgJl1UDZDdPtC858j4v4O73dS4I+kk6NOKgbSZiSlITOzoWPXwvMJwLFt7P8p0pLWtYGZI2KJiFg7ItaNiKVIF0irklYJFX2ONFuprHNJs27ydmmhPzMzM7NRT9JhpHQlFRcCK0VEcTJXS7LMEuuSbhpUbAOcUXbCRyMkfYpUgLcSL/wvsFpE3Nj/u8qLiBeAz5LSElUcKalj563ZhJ5zqQbyrwQ2iYhXO7XPrO9Nsn2R7fucrIZg22Vxj/NJqwIgzZzfLSJ2b2VVRX8i4iZgBeBfWdPkpBUl6/T/roE5mF9fcXbWI6QlQq2YQMottWpELBUR+0TExRHxQES8mN2xeSwi/hQRW5OWoRcLvS1FyifVqpMKz2clHSDMbGjYnL5Ffn7Vhf3+hto7050qqnIFqSZJnmfFmg0R2QluMVh+eauzqTL/IgXjF4yIQ7Jl0x8UN4rknxGxBX1vAEIqnFVKRHxEmnmTt2aW3szMzMzMmiRpV+DQXNOJwA4DFX9tRUR8GBH7A3tRvW79MvDjTuwvq/92IWmiLaQ44bodWrX6sSzV91eAMytDAU7Ogu5tla2Wv5BqyvGbgW0i4v1276so28c2VFdcTANc2KEV/IeRYi6QAvk7RMTvOrCfj0XES6TU65XVDVMBF0mau0x/DuYXSJqLNEss78woXyn4I1LgapmI+HqjdyQj4gbSD3LRDiXHkXct8EKhrVhk08x6Z9vC86dJ1dM7RtL3SYUpKx4nFcduu+x4ek6heSNJs3Zif2bWtHWoLVYG0HTBrYJXSTftVomIqyOiuAJxID8CiiuTVm8xN+q5VPNXVnyphf7MzMzMRiVJSwK/zjX9DtinyfO9UiLiJFLO84ofZEVk2+0npHQwAK+RZqu/1IH99JFdP38dGJM1TU2a2d3utEI/BBbPHr8IbNuJmer9yfa1FfB81rQE8IN27iMrzJzv81sRcVE799Gf7MbW5qRsLQCzUTJ9qIP5fa1H3/+XYtCpYRHxv4jYLCIeLPHe60i5Y/PWbDUlTlbA4fxC8wadXI5kZo3JglPrFZrP6+SJkKStgKNyTa8Bm1ItuNMJ5xaeT0paKmlmvbdB4fk4Ui2N0iLi6Yg4p8zkiOz4V0y3MwXpBLjseJ6j703SDcv2Z2ZmZjYaZdevZ5BygUM6v9qzhQmxTYuIY0mZMCDF807LasG1RZbuZZ/K7oCvRMTjTbx/eklLSFpB0tJlJrFlcbydqE7MzY+pZVkKoe/lmnaNiOf72z73vukkbZEVIb5Z0nOS3pX0mqRHJV0m6WtZKuFBZTdI8hlJ9pe0cHOfpt+xTkHKRlCJ+Z4eEae0o+9GRcQ4Uorht7Kmdemb3nRQDub3VQyiPRgRT/ZkJMn1heeTAbO3od+/FZ7PASzZhn7NrDWfIdXQyPtrp3YmaQVSDr7K34MJpDvwD3Vqn/BxnsPiCVDx+GtmvVH8Xbw+KxzbS/XydH7YYp/Fc6HVs2JYZmZmZtaYbwArZ49fAb6cpTRsiqRpJG2TfZWZsLEXKYc9wDyklZ3tcjQpzznAORFx+UAbS5pM0hclnSbpEeAN0mzsfwP3Aq9IelDSwc3cdIiIF4G9c00/lDRzf9s36SDSZBmACyJi0BiEpD1Js+gvJRUhXoO0undqUv2rhYAvAqcBD0tavZGBRMQ1QGW2/BTAgY1/jAF9h+rKgydJPzMtkfQpSRdIulDSiY28JyIeofYzHSNp2v62r8fB/L7WKjzvaGqLBtSbGTtjG/q9iRS0yyumFzKz7iseg94HbuvEjiQtQCoyU/nDEcDXs1VB3VC8WeljkFmPZbNmVio09/pcCOCThecvk1YRtaJ4DJoKWLHFPs3MzMxGhSzNSz5lyQGNzObux2qkfO0XUmKiaUS8C+xONX/+t8vmI8+TtCyp3hPAO8D+DbztfOAy4GvAp0h57osWA44A7snSFDUkIi4EbsiezgB8q9H39kfSnKRZ/5DSUP6wwbd+hmoxYEjn59cCF5DiDI/mXpsXGNNEUduDqabE3CUbY2nZNc5+uaZ9IuKdFvuchZRWfVtSmvRNm3j7KcAd2ePZST+7DXMwPydbclFcvnFrL8aSM12dtjda7TTL1XRPoXmJVvs1s5YtXnh+Zyfy1EmaAfgLaVVOxY8j4qx272sAxeProlnhTTPrnUVIqwDzenoulC3f/nyh+ZI2LN++C3i30OZzITMzM7PG7ArMlz2+l5I11yRNRxsK10bETaQgOqRJGnsPsHmj9qQajD81mx0/mPxKz2dJKWYPBPYg5d6/nGqgekHgr5KambSb/7/asw3X0DtSnZV/cUT8r4n3vgOcBKwAzBERG0fE9hHxBdJ1xQak/wNI/y9HN9JpNnv94uzpFLReP3RHoHJD4M6IuGygjQeT3ci6iHRTpmnZ6pV8wei9m6kH5mB+rYXpewH733obdlHxB+N92pfHuphGY9E29Wtm5RWD+U3X2xhM9ofnT8DSueYLgMPbva9BFD/blMD8XR6DmdUqnncE8HAvBpKzN7XHxndo8EJgIFku/kcKzT4XMjMzM2vM13KPj250ooWkmSWtLelLkn5OSkHTUAqWBhyZe7yrpGKMr2GSpiTNuoZ0TvzrATYvGgtsAswXETtFxDERcUpE/CgiNietSq9M1J2H2nz1A4qIscB92dO5ab323Pa5x6c38b7LgUUjYq+IuLP4/Y/kempz4G/URNA6f3NouybGVc8uucfHtdJRVm/0dGB9qitByriKajHc+Wji++hgfq1P1WkrXuR1TfYDUsxbe3dEFNPjlFUM5i/Spn7NrLzicagTQbQTgI1yz28mFbjpWpGiTL28/A6kmfVW8Rj0dKtLUMuSNJWkQ4Hjc80Tga9FxBNt2o3PhczMzMyalBVMXTV7+irVWdSN2BD4O2mC2b6kFCxtERF3UE1fMgdpZnhZa5JyvwPcGhGPDrRxzncjYv2I+Fs2eaTeOG+ldmb2F5sc2zm5x5s1+d6PZTn3l8+evgaMafS9EXFFRDzXwKbXk87hIc2yn6HBXYwBpOnmawAAIABJREFUXs8eryhppkbHlidpDqopfd+gunqjrEOppiUqvaIki7/kMyNs3eh7HcyvVSw6+WZEvNmTkSTr0Pei+i9t7P/ZwvPi5zez7isWsCn+nrZE0oGkpYIVjwFbRcQH7dxPIyLiVdJqozwfh8x6q/g72NZjUD1Z0H5mSXNLWjwrGHYs8D/gMKpLm98BdoyIC9q4e58LmZmZmTVv49zjiyJifBPvfZt0HZr/eruNYzsv9/izLfSzfu7xlY2+KSLqTVqr5+rc4wUb7b/Oe1u5YbEGUEnTc2OZ4sUNmJ5q/Pl1GkwdHhEfkm76QBrjmiX3vy7V64mrW0ljLGk7qsWVTwd+VravzKW5xw1/Hx3Mr1WsIt3Og0lTsln5RxSaP6D2rk2r3io8b7iKtpm1X5brbppCc/H3tJX+t6Z22eFrwKYR8XK79lFC8Thbr06ImXVPL86F9iQdj54lpTe8jFSgqlL09kNSIbFl2xzIB58LmZmZmZWxbu5xw7O5ASLi6ohYOP9FStnSLtfmHhezXTRjhdzjG1vopz/5lfH1iuQO5H7glezxkpKKcYRG5Yvv/qtkH4PZKff4j01mBLg997jpwsiZNXKPx5bsA0lrAWeSvlc3UDtJspSIeBh4Jnu6qKTZG3mfg/m1ikGktgXRSjiQ2h84gN9ERDtnyBVXHUzawgHAzFo3HX3/iLclkCZpRdIfnspxfzywdfbHo5eKx6FGl9yZWWcUz4V6NrEh829gyYjYoYmlzc0oHoMczDczMzMb3DK5x7f0bBT13Ud19veSLeTNz9dseqC1IdWVT+/4dDNvzALilXzrk1A/bXizY2hrvT4lX6E6e/1B4OAmu8mPqWw6zCVyj+8q04GkhUmppKYk/b9v2eRqlIHkx9RQQV0H82sV7w715P9H0gakCtd5j9L+4pT1Kl53YkmNmTWmXj69lo9DkhYArqA66z+Ar2eFc3qteBzyMcist4rHoWZnCbXbisB/JY2VtGO2gqmdiv3VzWtqZmZmZomkyYGFsqevR8QLvRxPURborqS6yY+1YVm2jHmyp69ExOsDbV/SlrnHZWb+/y/3eP6SY8inmGzp+yhpSkkHSDpO0gXAE6QitlMBlwCrlvh/zI+pbDrM/Pe/6cmMkmYlFaudLRvP59r885BPy9TQTZnSVZ1HqJ4vtZa0IHABtReX7wPbRERDeaWaUPx8E3qRN9vMPvYOKZCUD+C3lHZG0gykWhtz5JoPi4izW+m3jYrHoV6uiDKzvjPxu3Eu9DBwUfZ4OmDO7GuurG1S0lLudYG9JW0fEY+3ad8+BpmZmZk1ZxZSkBzgqV4OZABPAitnj+eg+SDuNFTjcu2OxSFpXmDnXNPvS3STDyiXPWfPxxtaXZE7JXB0oe1pYPus4G8Z+XPzsp+xUjh3QrNxVUlTkK5TFgXeI83If7LkOPrzSu7xjI28wTPza/U0mC9pHlKusVkLL+0TEaWWggyimM7CF7BmPZRVun+n0Fw67Uw2Y+JiYOlc8/n0XfnTE9lsh6GU3szMepB2JiKujIhts6/PRcTyETE3aRbN0dQWyl4ZGCtp7jbt3sF8MzMzs+bkz5+K545DRatB4Klyj9s66VXSlMCFpOA3wHkRUSZffb6Q69Qlh5NfGd/uFbAA8wI3SrpK0jKDbt1XfhL6hyXHUMlQUIy1DCiLV5xGqrswEdgpIv5RcgwDafpn1cH8WsUikNNK+kQ3dpwVOfgbfZf/HB4Rp3Rot8VlOC91aD9m1rjicajscjmAbwMb5p7fAOzaZMGZTpoLmKLQ1stivGbW3mNQSyLi8Yg4iHQcezf30vzAyW3ajc+FzMzMzJqTjyUOlWvLolaD1Plzz7bVlswCxL8GVs2aHqV8IdV2zKrPB5IbmhXen4h4MyJEurEwH7AO8EvS92JT4J+S1m2y2/zkxrKTbiZk/0454FZ9HU519cT3I+KSkvsfTP7G0fv9bpXjYH6testuFu30TiXNBlxPbVEGgBMi4rAO7rpYWOGhuluZWTc9UnjeyjEo/8f4SeDrpJuUMzfyRd+7+5PV2a6VNED1irv4OGTWW8Vj0BySZqq7ZZdExC30XVG0maSV2tD94oXnPgaZmZmZDSwfOG4pLWwH5YPATa8eiIj3gEqB02L2jFYcC3wtezwO2KqFlNr5cZXtI5+Tvi2TeCLi/Yh4OiJujIh9ge2yl6YCzpbUzCqC/JjK5vSv3ASYOkubMyhJ2wM/zJ6eFhHHl9x3I/Jxm4ZuWDiYX+tJ+t4FWaqTO8xm5F9bZz+/Afbt5L7pe/Og6UIQZtZ2xUDSkm3qd35SgZzXmvjap9DHynW2+VMLYyoeg94GnmuhPzNrXb1gdruOQ604jb5La7est2GjsiXOxRWRPhcyMzMzG9g4qjPy5xpowx7Kj+u1kn08lv07vaSWP6ekI4DvZU/fBTaPiHtb6DI/Oe7Rkn3kz/2L1+dtERGXAbdlT+cBPtvE2/NjKjvp5pnc4wUbfM9+gIC/Un7lRKMWzj1+upE3OJifExEfAQ8Wmtfq1P4kLQDcBCxbeOlE4NudTIWRpQ8q/qI+0Kn9mVnD7i88X6bXs2I7aO3C8weGUAogs9HqMWqXFUMHz4UaFRGv0PciZel62zZhFfqm+vK5kJmZmdkAslnrlaDjnEP0erUS6J5ImtRWRj4++JmyA1FyFHBw1vQGsGlE3NxCn1NQnXAzHni8ZFf5mwlrlB1PA/6de9zMOXz+OuSekvvOfx+bnbC9BvCSpNfqfQHP5rZdqPB6ozUC8mNqaGKRg/l93VB4vkEndiLp08DN1KbQCOCAiNi7CwGt9ej7/f97h/dpZoMr/h5OSt+g97CX5Qpct9B8Q/dHYmZ5EfEhcEuheb1ejKWOYj7/2Vvsr3iO9wZwd4t9mpmZmY0G+QkQK/dsFHVIWhCYI3v6eHbzoYzbco/XLTmWSYFTgAOzppeA9SPixpJjqlgFmDZ7fHt2Dl/G7VQLw64sqaW8+QOYkHvcUA2C7CZR5WfrbdJYy7gz93idJt87HTDzAF/5G1mTFF6bjEFImgWoBP3HUV0NMqBBOx6FxlKbWmJuSctGRNk7QH1IWgf4M7V5kT4C9oyI37VrP4P4XOH5oxHxRJf2bWb9iIiHJT1DWn5W8TngLyW6uxk4poXhrEO1MA+ku87nFLYpm5JiRaonWBVjS/ZlZu01Ftgo93xtSdNHRNmiU+1SzMn6Ud2tGlc8F7ohW6VpZmZmZgO7kVTUFGB94G89HEtRfsJGK5NWr8893gI4oJk3Z7nhLwA2y5qeADaOiGKNqjK+mHt8XdlOImK8pOtJY5wC2IaU3rLd8hOZG819vw0wefb4uoiYMNDGA8h/HxtN8XMSMGcD201OtbbXq6SaCBXP9t28j42pTrRu+FrEwfy+/g58QG2V450pv5yjhqStgbPpW614hyyPVMdJmgbYqtB8bTf2bWYNuRb4v9zzbSXtHREfNNNJRIwBxpQdhKSfUhvMfzIiDuxv+ybtXHj+Hunmg5n13t+An+aeTw1sDZzRm+GApEmAeQvNZYtgIWlx0k3FPJ8LmZmZmTVmDHBU9nhbSQcNoZSp2+Yet3J+dwcpfc2CwKKSVouI2wZ5DwCS5iBN4l0la7oH+HxENBLgHazvyYAdc00Xt9jlOVRvOOxOA8H87EbFhEZWBGQrJTbMNTV6g2W33ONzG3xPPfeTaqTOT/o+rhwRA87yj4gzG+k4i69WgvnjIqLZyZRfzj2+otE3Oc1OQVZF+spC847ZL0tLJB1AuiuXD+S/Bny2W4H8zBbUVvYG+GMX929mAyv+Ps5M9Y/rsJfl99u+0HxZRLxTb3sz666IuIO+BaZ26cVYclYFZi20tZLfvvh5JgAXtdCfmZmZ2WhyB1CZYb4gQyQto6T5SSsFIKWPubxsX9nNibNzTfs1OIalgH9QDeT/FVi7HYH8zJepFvi9JyLua7G/vwAvZo9XlLRJA+9ZBbhP0nbZ9X1dkuYE/kQ1DvpPGkhrKemzVCfevEjr38d8hoFvl+2rnSQtTHWlwPvAJY2+18H8+oppJOaib+CpYZImk/Qb4Ghq/88fA9aIiG7nqt+n8PwJPCPWbCi5nr5VzBs6cRgmdgZmK7SdXW9DM+uZ4rnQupKKM9kbImkqScXf+WbeL+CwOi+VOqmXNC3w9ULzNRHxUpn+zMzMzEabLED6h1xTu1Zwt+r7pLpzAH9qw4Sxk0mBVoAtJC030MaSFiPVn1ogazqJNCP/zRbHUel/SqqFdAF+0WqfEfE+8Mtc0/GSJu9v+5zFgfOBZySdIelrktaTtJKkLSWdCPwXWD7b/l1SevEBV3Bkk6nzM9x/no2xFadRzdu/g6RPtdhfOxxMNWPOeRHxeqNvdDC/viup3pWqOChb4t0USdOT7nLtWXjpNmC1iHiw77s6R9KmwEqF5tOH0HIos1EvIiYCZxWaV5E0JGY7tCL7w1w80XsGp7cwG2rOAorLZstepM0HPCbpR1kgvVmHUpvDH9KMnn+VHM836XtDsWcphMzMzMyGqd8ClZpKG0naYKCNKyRNIWnm/BcpX3vF9IXXi5kl+ut3UeBr2dOJ1OYvLyUingd+nz2dBPjNILHB+ajWx/wI+DzwsKRHG/hqJL33/sAi2ePHaC39TN6vqeZ4X4p0U6RRswFfIQXMrycVqr0E+A7VArGvAVtGxF0N9Hcg1aKwzwK/aWIsdWU1QisZECYj3WTpmWySVGWl8Eekyd8NczC/jogYD/y80LwksEOJ7m6lWhSk4lxgvW7PAMsOOD8pNL9F+qU1s6HlRNKd67yfZDNUh7OvAMW74Mc1kmvPzLonIp6ib8qvLSWtULLL6YDDgWcl/VbSyoNNkpC0kKTzScH8ou+WmYggaSb6rnT6LymnqZmZmZk1KCLGASfkmn6d5VIfzBdJwd3815dyr19eeO3WwTrMrpN/TbX+5UUR0UpKxrxDgVeyx6vS+ASXSYGFmvhaYKDOsvPwH+aa9m3XdXREvAV8N9d0mKS1BnjLTcC6pKD4MwNs9w7pps+yETFokWRJa1N77r9vRLw92PsadBjVGMtnJX15gG07Jvsd+T3VFSS/i4iHm+nDBXD79xvSnah8ftbjJV3ZzNIHYLHC89dJPzwnthiTuzEimr0DtztQvAj/TUS81spAzKz9IuIlSb8n3c2uWAPYldrljMOGpFmoLaoJ8BLwux4Mx8wGdxSwE9XJH5MAJ0taJVtBVMaMwB7Z16uSbgbuJB0LXgWmBRYG1gbWpP7Ek6MjYmzJ/R8BzF5oO6qFz2NmZmY2mh1FyuG+ICn+9UtS7Knbvk+1yOq7wAHt6jgiXpX0feD0rOlwSf/uJzj9Kqk4cBnFyXwfkzQ7qb5T5WbFZRHxl5L7qSsiLpS0Oen7ORlwqaS1IuK/dbb9iFTI9u/AXpLmBT4NfAKYGniTtHLgroiYUHx/PVnqm4uoxqovjIi21bSKiCckHQkcmTWdLOnOep+vCRNJ9SOgb6rk/pxEdeXBS8APmt2pg/n9iIi3JR1HtTo3wBykQNQ3W+h6JuAbrYwtEzSxnEbSXKQL2LzX6bsCwcyGjmOA/yPNaK34maSrhmlu52Ppm9ripxHR70mLmfVORDwo6Y+kgH7FiqTUge1Y1TcraWbWF5t4z+8occILIGll0k2EvP8A55Xpz8zMzGy0i4h3Je0JXEWahLGbpHsjYqBzxTFUi5s24r2BXpT0OWrjXftHxJNN9D+oiDhD0kakjB2TARdL2jAi/lnY7k76podsiaQZSf+/C2ZNT9O3/lO7fJP0vVmMdK7+N0mbRMR/BnpTRDxN48HsPiQtCVxDddLNQ7Qndlr0M1LR2bVIcZa/SVojW5XctCyXf8M/y5IOppoKKoBvZCtcmuI0OwP7OWnpdd4ekrbqxWDKypaxnwXMUnjph8M0IGg2KmTV7g8vNM8GnCdp0jpvGbIkbQt8tdB8P23If2dmHbUf6eZ/3nGDFf8qeIVUj+ijFsbxJrBrROzWQnqd86guZ634jtN8mZmZmZUXEX+ltmDpiZJ2GWD7cRFxRxNf/QaSJa0LXEh1svKfIqJT15i7k1aUQgoEj5G0cYf2BYCkuUmz3ytZNt4GtoqIVzuxv6xQ76bA81nTPMBN2Y2Mjsj+D28C5s2angc2bVfR4LzsvH9H4LmsaR7gOkkLtXtfRZIOoTb1+ZFlV1c4mD+ALHf+t0l3SyoE/F7Swr0ZVSmHU11uVHEnqSq3mQ1tvwTuK7StDxzUhX2PIy2Nq3w9N/Dm9UlajFQMJy+APRpdcmdmvRERLwKHFJqnIt1UbKgYWUS8FhFfIBUE2wO4lHR8acRjpLyk80dEsTB4Q7IcqqeTcpHmnRsR15fp08zMzMxqHAJcnD2eBPiDpAM6WfNN0g6k2dzTZk23k2q0dUSWV35ToJLffDrgSkkHDVYLqgxJ65NSuCybNX0AbB0R/273vvIi4nHS6oJKQdxZgGskHSNpmnbtR9I0kn4GXE118vGzwEbZGDoiIp4hfR8rE5Y+BdzaaAHnZkmaVtKZwI9JMWVIqZN/VLrPEpObRh1JJ1KbtxrgUWDNiHhhkPcuT/Wb1U4vN7IMRNLOwJmFMbwPrBoRjVTKNrMek7Q08E9S7rmKAL4WEWf0ZlSNyWYS3ELfYj7HRsT3uz8iM2tWdnFyNVCceXQDadbM+yX7XYCUL3J+UhrCaYHxpEJnzwK3ZiuUWiLpeGoLekEq1LVcRLxS5y1mZmZmo5qkdUjnenkrRsQddTavvGdK4M/AJrnmPwNfb+c5l6RpSelS8imw7wU2aGY/kv5FbYqUiREx6Ap4SXOQ0t4sn2u+DfhmRNzd6P4H6L9Sa+4bVCdhvwls2exEFEkfAFPkmh6MiCUafO/8wBWkXPgVT5CC0OeVXd0qaTLS7Pgfk64DKu4HvtBMiqRsxUCxdsEREVGcjFTvvSuSvo+VVMATSRlaDm9X0d2soO/JQP7//Axgt0b//yR9Fzi+ps3B/MFlB6Sb6ZsH6U7SwaKZgrhdI2lLapcbVXx1qAcAzayWpD1IVeDzJgBfiojLezCkQWUnIWOpFnepuA1Yx7PyzYaP7KLlLmCuwkuXANsP1d9nSQfRt/D2BGDdiLi1B0MyMzMzG/LKBPOz901BClbumGt+DTgYOD3LgFF2TJMAXyLVYssHgW8EvthsbK5sMD977/SkWk7b5d9PWp1wXETc3sxYsj4/SapN9W1gxtxLDwLbRMT9JfosHczP3j8NqWBrMWXu46SJw+dHxEMN9rU4sD2wK30n+/0e2KvZenqtBPOz9y8KXEZtsP0ZUv3U01uYtLQM6Wd+G6qTqyeSbmD8uJm0oQ7mtyDLn/QP+hZvvA/4bESUSj/RKZL+DziVvoH80yKiE0UkzKzDJJ0F7FxonkC6QXdOD4bUr6ya/TXAkoWXXgBWKVtgxsx6J7uo+yswZeGlq0kXGO90f1T1ZUu6f0pK0VO0T0Sc0OUhmZmZmQ0bZYP52XsF7AMcTW0g+SlSYPiPzcTQJM1MCop+h9pZ4kGaSX1QmYklrQTzc318jbRKoFij8r+kIPH1wF31ctxLmop0vbwO8DlgPWrrO00ETgG+X3ameKvB/Fw/G5O+d4vWeflp4FZS0dpnqaavmQn4JKmY7upUc+LnPUSqYXVts2PKxtVSMD/rY1rSZ/sKtVlNXgEuIN2guW2wwH62kuGzwJeBNQt9PUeq/zWm0XHl+nUwvxXZEozrgekLLz0BbDEU0tZkdyoPAQ6lb3qfK0jLclzozWwYkjQ5cDm1yxYhncQcDBxdpjBku0lagXTiMk/hpTdIs2FbXnpoZr2RFbM+j751l/5ByuHZclqcVkmamnThU7z5CWmm1P5dHpKZmZnZsNJKMD/Xx2dIq8tXLbz0EfAv0iruu0k56F8nXS9OB8xAChp/mhTgXp2+k0keAr4VEdc1Op4642s5mJ/1MxupVuVX64yz4hXSCoW3sm1mAuam/1qm1wMHtJofv13B/KyvyYGdgANIAfpWPES62XNuKyt82xHMz/W1Limo/+k6L79HSgP0MPAi6fs4FSk+vBBpZv/8dd43HvgVcFhWc6FpDua3gaQNScG0qQovvU+a6XVK90eVSJodOJu+OW0hpQnapNklK2Y2tGR3jcfQ94QI4ErS3d6OVLZvhKRvA8fR9yTmPeDzETG2+6Mys3aStCfwa/pOGngZ2Dki/tr9USXZ8t0LgaXrvHwW8JWhcNPTzMzMbChrRzA/62cSUmqVHwBLtWFoT5Nmwp/aSsqebGxtCebn+vskKY//TsB8Jbp4G7gUOLld6SDbGczP9SnSDZYdSPHHRRp868PAtcAfSTPdWz4nb2cwP+tvEmBLYD/qx1wa9Trp2uPYrOBuaQ7mt0l2UPsztTmsKq4k5Xl6rIvjEWn22c+AOfoZ07YO5JuNDJKmIy31qnfj7nngexFxXpfHtAjpLnZx1QCkGQibR8Qt3RyTmXWOpK+Q8oQW0/lNBE4jLXd+rYvjmYJU5PaHpEK6RSeRJl1M7NaYzMzMzIardgXzc/1NAmxIil1tTpp936j3SAHbc4C/tBrEz42prcH8XL+TACsB65OC3kuQcsQX+36RlA//DtJM/LHtjtt1IphfZx+fJN2oWQyYnbS6QqTZ6y+RZuE/0IkVvO0O5hf6XpSU3mkDYDX6TuoueoL0fbwKuLJsvv0643Awv10kLUv6Bs1d5+X3SDNTf9npC1lJa5AKM6zVzyZNVUk2s+EhC1ydTsrHVs/1wA8i4p8dHsespLvW+1J/SeFTwOci4oFOjsPMuk/SF4DzqR88fwU4DPh9u05k+xmDSBeERwOL19kkgIMj4qhOjcHMzMxspGl3ML/Q92SkIPqqpPO3BUg556cGPgDGka4jHwZup4F85SXH0ZFg/gD7m5mUluVt4K1W0ss0sc+OB/N7qZPB/MJ+JiP9nC5GuhE1Pal+4duk1SIPRcS4du4zt+8+wfzibCprUETcI2k50p3BjQovT03KW7+PpN+Qlsg80a59S5qUNCN3f1L+sHreB/aNiJPbtV8zGzqy2Qg7SfoncCx9A+nrA/+QNIZ0c3FMRHzUrv1LWpC0hHAP0p33eq4ipf15pV37NbOhIyKukLQSKa1NMbfkJ0j5IQ+W9HPgD+08FmQFw74EfB9Ypp/NXgF2iYir27VfMzMzM2tNNtn0H9nXqJEFezsS8LXOyn5m/5d99Vx/hRasARHxEqlS8cGku4dF05MKQzwm6QZJu2UBsKZJmkLS2pKOI931uYr+A/n/AVZzIN9s5IuIk4A1SEvX6tkQuAZ4UtLPJK2ZzepvmqSFJe0h6UbgUdKM/HqB/PdJAbYvOJBvNrJFxH+BVYBTSbPgi+Yi3XB8VtJlknaQVC8l4KAkTSfpc5J+B7xAmlDRXyB/LLCcA/lmZjbcZNf+R0m6XdLpkjbI0naYmZk5zU67ZLmUfkXfWfr1PEG6A/lQ9vUSqThCpar1dKTK1guSlnAsRcrPNE0Dfd8NrNyN5TpmNnRkAfr9gEOpXUZXzzvAbcADpGPQ48AbpCViH5BuRM5Eyne3OOk4tCr1q7MXjQH2iIhHm/8UZjacZan/TmHw4mZBmnjwb9Ix6GFSbY03SedD05POhWYEFs2+lgFWZvBVpW8C3wLOdaFbMzMbjiQdSSoWmvc06Sb22dmNdLOO6mSanaGi22l2esFpdoY/p9npoIh4GNhY0k9IxdcGskD21QnLAEsC93SofzMbgiJivKRfAN8B5hxk82lJM/Y37MBQ7nQg32x0iohbJP2ZwYP5yrYZbLsy3gcudSDfzMyGsXXqtM0LHAQclAUgzwLO9ypYM7PRxzPz2ygrwnYHsFyXdvkKKd3OTtSmTLoiIjbr0hjMbIiQtD/ws0LzuzS2qqeMj7L+p8+1vQ8sEhHPdGifZjZESZqNlIKreEyYqoO7fY1UMC3v4Ij4aQf3aWZm1jGSjge+28Cm44GrSYH9KyOiXupfs1L6mZl/C2kV5EixOmklaEWQUtSOJJtQGy98B7ixR2PphFlJq3fz/gc80oOxdMoCQM1qCgfz20jSDsAfC82/JVXh3poU5G811904UhqLc4Brstm45wHbF7ZbNyL+3uK+zGyYkDQjKYg2a675SdJqnQ2AL5Nm4s/Y991N+Qi4E7iIdLxbFriysM3JEbFni/sxs2FG0omk1UF5W5BOqHfOHi/Whl09TzrunAPcCtxX6PcNYKGIeK0N+zIzM+sqSbOQ0mEOtto27zXgfFIanlFVVNQ6o59gvpkNAQ7mt4mkyYD7GeBiMvujvA6pWGUlD/UC9J/u6A1SHtmHSGlzbgDuioiPCvtehPTHfvJc880RsVZLH8rMho1+UnztGhFn5baZFFgBWJcUhK/kop6hn24/JOXTfwh4ELgZ+HtEvF7Y99isz4oJwJIRMSQqvZtZ50man3SsmDLX/C9glXzKG0mfBNYnFc1djHQMmpeUeqeel6nWGLoLuL6YK7ifyRTHRMSBpT+QmZlZD0naDPhLybc/SQrs/87pL60sB/PNhi4H89tE0u7AyYXmhpZ5S5qZVOhtWtJSubeAtyPivSb2fwqwW6F504gYaUuEzKygn9QWDwGfjogPG3j/NKRj0HSk4jhvk45Brw/4xur71wRuKjT/MSK+3Mj7zWz4k/QHYNdC8wYRcX0D752UdFNxRlJKnvGkQrhvR8T4Bt5fL83he8CiTvllZmbDlaTzge1a6GIicBvV/PojKT2KdZiD+WZDl4P5bSBpKlI+pnlyzS8DC0fEW10aw9zZGPK5se8FlouIid0Yg5n1hqQTgL0KzVtGxGVdHMOVwOdyTROBFSLi7m6Nwcx6Q9JipNWJ+ZWG10bExl0cw+eBKwrNv42Ib3ZrDGZmZu0kaXbSNX5/q2ib8S5wKXA2MKa42t+sSNIywM97PY4O+yQwe+75BNI57UiyJLUrZ18lpQJvzHYyAAAgAElEQVQfKaYkfca8x0iZTkYsB/PboJ+ik9+JiF91eRzHAvsVmreLiAu7OQ4z655GU1t0YRxLA3fjYtxmo46kS4Atc00BrBYR/+zyOG4gpTOsmAAs4RQDZmY2XEk6CGh3UffnSOnpzoyIkRa4NDMb8RzMb9EARScX63Y1+Sxdz6PAzLnmR0i5qwdNtWFmw4+kM4CvFJo3jIjrejAWF+M2G2UkrQjcTm3O+4sjYusejKVeyq9zI2Knbo/FzMysHbIsAA8B83VoF/8hpeE5MyJe6NA+zMysjSYZfBMbxH7UBvIBftTtQD5ARIwDflFoXoS+gT4zGwGy1BbFINWYXgTyMz8izYTNO6IXAzGzrjma2kD+R6RjQddFxM3A1YXmHSR9phfjMTMza1VEvE9n/64uSfpb/rSkKyRtm91AMDOzIcoz81vQatHJDo1pOuB/wBy55ueATzVTUNfMhj5JFwNbFZpXi4h/9GI84GLcZqNJP4XRzoiIr/ZgOMDH+V3vonbCyuURsXmPhjQoiR2onks+EsHYXo7HzMyGlqxQ/MPAQl3a5RvAX0gz9q/rZupOMzMbnGfmt+aH1AbyAQ7sZUqbiHgbOKrQPDewZw+GY2YdkqW22LLQfEkvA/mZw0kFtvKOkeS/N2Yjz9GF5+OBn/RiIBURcS9wUaF5M0mr92I8g5E4iJS3+JTs6/96OyIzMxtqsmK1J3VxlzMCOwPXAo9IOlRSt24kmJnZIDwzv6ShUnSyHklTAA8CC+aaXwEWjog3ezMqM2snSdcCG+aaPgKWiYj/9GhIH3MxbrORT9KWwCWF5hMiYp9ejCdP0iLAA8DkueabImLtHg2pLomtgQuonVxzdgS79GhIZmY2REmaHngKmKmHw7gDOJtUj+aVHo7DzGxU80zJ8g6jNpAPcFCvA/kAEVFvZtwngO/2YDgfk1hQYrfc12y9HI/ZcCVpbWoD+QBnD4VAfuanwLhC2xGSJuvFYMysvbLl/sXzjHorA3siIh4B/lBoXkvSJj0YTl0SKwFn4nNxMzNrQES8BZzR42GsAPySlF//Akmf9/m9mVn3eWZ+CVnRyfuB/B+uMRGxUY+G1Ed2oX0vqaBNxduk2fkvdX88zALcCiyWa145gn91eyxmw52kW4HVck3jgSUi4rEeDakPSYcAPy40fyMiTuvFeMysfSTtSt9g+U8ioieFb+uRNDfwCDBNrvkeYPmImNibUSUSCwG3AbNnTUG1iLBn5puZWV2SlgPu7PU4Cl4D/kSaWHRzrwdjZjYaeDZQOT+lNpAPcEgvBtKfLK9e8aJ6OuDAbo9FYnJS/trFBtvWzAYmaQtqA/kAJw+lQH7mF8CLhbbDJU3di8GYWXtkqfyK5xfjSL/zQ0ZEPAf8ttC8LPClHgznYxIzAH+mGsi/kHTTwczMbEARcRdpUuFQ8v/snXe4JFXRh98fKzkuoCCSZMlBQckZCYIigggoGQEBARFQco5LEFABAQUkSRYkqGQUQUQQESRnJElYwvIRlt36/qgzTE/P3Hsn9KR7632eeXamuvucmjuz0911qn41M/B94A5J/5b047SgHgRBELSJyMxvkNR08h7KGVTgTSe7enNYC0nCM7+Wy5g/ABYys+c74wPCy8i3qrE5MvODoAFSE9l/4gGpEu/hFTf5wHnXkbQHXoqbZW8zO6kb/gRBvyExO/BVYEXgS3gvnNF4MsZ7wAvAv4Brgd+Z8UH7fdLuwM9z5p+Y2YntnrtRJM0CPA3MkDE/DixmZh933h8mB/5AWSbtr8DawP3AwskWmflBEATBgEjaBziu234MwUS8ee4FwNVm9n9d9idoAkljgD267UebmQ+YM/P6I+DuLvnSLpYBsgl1LzO8Ekmmxt9jlofwqqFhSwTzG6SXm07WQtLawI0589lmtkNn5udQvL8AVJaRQwTzg6AhBpC2OMrMeqoyqEQ04w6C5pBYCdekX53K8+ZgPA/sbsY17fNL0wJPArNnzC8BC/TqjbqkQ4DDc+auSH5JnAHslF4+Daxgxv8kHiGC+UEQBEEdSFoQeKzbfjTA+8B1eGD/D0lBIOgDJK0G3N5tP4IgqCZkdhog/Zj1ctPJKszsJuDWnHlbSYu0e26JzYBD08sPqG6WFwRBnQwibdGzWe6DNOPeuwvuBEE/8Q1gDeoP5APMDVwl8f32uATAnlQG8gEO79VAfuIkekDyS+IgyoH8N4GvmdHxHkZBEARBf2Nmj+MLwv3C1MAmwDXAs5LGpgWJIAiCoEm6GsyXWEJibHqs201f6mRs7nWtQFUvsh+eFV9iFNWNKQtFYhVcXkdp7h2BO9s5ZxC0A4nNM79Tn+uiKzvhZYBZjjWzcd1wpgHOB/ILnntJmq0bzgRBH/IBcBVe5rwy3n9mEWBVYC8qy2QnA34usWjRTkganebL8gRwbtFzFYmZjaf6+m0OYJdO+SCxCeXrrgnAJmZ9lVUZBEEQ9Bb5yvt+YU5gX+AxSX+T9ANJM3fbqSAIgn4j38S102yM/5gDTAL+1EVfBkXSRsDyOXMvNp2swsz+Ieka4JsZ88aSljOzvxc9n8QY4EpgymQ62IwLJdYpeq4g6AAHAIul55cBL3bagSRtcUDO/DJwWqd9aRQzm5hkLq7ImEvNuPds9/wSo/Dg51LAXMBMadN7wDPAP82qFhuCoBd4HTgG+I0ZtRbtHgXukPgl/tv0jWSfEtgZ+GHB/uyP6/VnOcTMJhQ8Tzs4Hf97ZCW/9pf063ZLfkksi8ujlZIbtjerqpgMgiAIgka4CT/X9zPLp8dJkq7HE4D+mCp7g97lZTypdbjwWWCKnO25bjjSRuamstp3Ai6TOVyYCsgnCr4NvNUFX9rFDOTuw7oWzJeYmw5mRbWCpFFUZ+C/h99k9wsHAuvjWfng/5mPwBvrFYbELHhzt08n02/MOLrIOYKgU0hsSTmQ301+RP9JW2T5HfB3Kptx/0DSz83smaInS00mvwl8G28uOWjGj8TjwAnAuWaEjmfQC/wOGGs29EWoGR9IbI83wy0toq9QpDOSPgvsmjM/iC8i9Dxm9pGko4CzM+ZZ8UqDw9o1r8Tn8ebE0yTT4WZc0K75giAIghHDPd12oECmBL6VHuMkXY7r699p0eCxF/mGmd3XbSeKQtI/gKUzpklmNm+X3GkLkj6kcsHiKTNru+x2pxigT+gverWvYDNI2gv4adbWcZkdiTkldsZPQJ/p9PxNUiugd7KZ5TVYexYz+w/w25x5HUlfKWoOiSmAy4GSBt5f6P+MgWCEITFKYkmJn1HdbLYL/mgmqjXmn6HHpS2ypAvx/Ml0CuCgNk35K/y3aDOGCOQnFkzH/FH6JHM/CLqGGffUE8jP7P8anqlfoujrq0MpB6RL7Gdmkwqep52cBzySs+0tqS3XohIzA3+k/FlcSpslDoMgCIKRgZn9l+p+MMOB0cD3gTuAhyUdJunzQxwTBEEw4uhIMF9iH4lnJd7BM8d+SXUZRE/Sj00nB+EQ4MOc7VhJjTTYq4mEgF/jDfvAgwobmlXNFwQ9icTtEi/hVTf345IMowY/qiPUkrY4sN9KUFMz7lty5m3a1Ix78hq2p4Df479T5+Gybm/k9lkbuCj9ngVBv5HNuCnsBj/dRG+XM//VzP5Q1BydwMwmUn09V5L8KpRUHXQZLvEFHpTYxozIMAyCIAiK4v5uO9BmFsaTCZ6UdLOkrSVN122ngiAIeoFOyezMCczTobmKplbTyWP6oOlkFWb2rKRfAbtlzMviOrvXtDj84cBW6fnrwDcG0PgNgl5lIaqlbLpKkrbYLWd+EM/w7Ef2x+V2SsHyUjPuTdo032N48P4SM/6b35gCbt/HS9ZK8iRfA9bFM2qDoC9IzbkXzJiK7EF0NNVaou2qqmk3V1It+bWLpFPM7PkiJsgkN6yZTE8BG0dyQxAEQVAw/8avWYc7k+Hn1DWB0yX9DtfXv7XPKgSDEYyk2YBVccWP+fHk5mnx3qHvAa8AjwMPAX/px3gjgKRpgEXw2Mrn8Pc4BWUN+yeAR8zs5a452SAp+XlxYDVgUfy9zZQehr+v1/HYw7+BP5vZk+32q1PB/H/hkgd5NuqgDw0zQNPJl/BGav3KEcA2wPQZ29GSrmv2ZCjxHco39h8AG5jR9i9vEBTMtVAlsTI7sEoXfClxCP0vbfEJqRn374ENM+Z2NON+EfgecJ4ZA/6tzJgAnCZhVDYT3pgI5gd9Qmry/AvKlUT/A35ezNhaAperynK9mf25iPE7jZmZpIOp1NWcCv+t3aGgaQ4Atk7PXwfWTTJIQfAJqfJ31W77EQRBXzN1tx3oAtPiCYRbAS9JugI418z+1V23gkZJfSmXxJsgL4In0E6H3/t+CLyLN6J9HE/EuKffKtMlfQ7/rn4X+EIDh05MWv4XARebWb6avKeQNA8uTb4uniycTwKqdcyTeNX+JfjiRc/FNyR9Aa9O/g71JX1+0o9U0lP453eemT3dDv86Ekg34xzgnLxd4l38P2yv0u9NJ6sws9ck/YLKRYrFgc2BCxsdT2JVXFdc+KrU9mb8rQBXg6CjmPH9vE1iPboUzE/SFt/Lme/sN2mLGuyHN+MunX8Kb8Ztxj4NHnI2Lp1Wys7PV2MFQU8isSKeOb96Mr2LZ4G/XtAUx1IpyVir/0VfYWY3SboVyPYM2lbST80sr6nfDOulfz8CNo3khmAARgM3dduJIAiCPmYOXBb1h5IexrP1f9NPfQ1HGinDeXU86WFDqhPpBuM9SX/CmyP/wcwmFO9hMUhaEI+3bU5t+dehGIUvciwPHJfUNY43s5eK87J1JK2GV96vTeMS7vOnx07As5J+CpxtZu8X62XjSFoBT/RppfJpTBrjQEmXAEeZ2aNDHNMQPZsV320GaDr5BH3UdHIQjscb02YbQx4p6bJGVjslxuAl66UA2P5mVU12gyBojqMYPtIWn2Bmj0n6LeXMVUjNuM3s1u74xIepp8unS6Zu+BEEgyExHS4JNQN+/l4cv5EtcTewgxn/KWY+rQR8PWe+xMyGg0bvflRLfh0ObFrgHJMBV9bZlWiGzPPNJNbPvL7cjJ0K9CsIgiAIhhuLAmPxmMYf8cD+dWYWEnc9QArib4oHuBvJUM8yLV49vTHwjKTj8eBvzwT1k8TMwXgcMR/EfxW4Fb/+fBSX1Xk3bZsRlyZfGFgRl3Mp9cybBtgD2F7S4cDPuv2eJS0AnAqsU2Pze5Tf43O4BA14JdFsuETN0sDcmWPmxauM95O0t5l1RVJY0qzACbiSSf4K/iG8kuBuXE6n1GtxFP4ZzY1XmKwArEU5OXAUsAWwqaSTgCOKSg6PYP7A1Go6eUi3/+MUgZm9nX78xmbM8+Il5nVJCEnMBNwAzJpMvzbjuCL9DIKRSpK2+E7O/Aczu70L7rSDQ3DpjikztmMlLW9mHQ+kS4wGZsmYolQ36EWmguoKIuARYBczipa+OSr3+mM84N33JMmva4BvZszflrSsmd1T0DSfovo6sh6moHIhd9pi3AmCIAiCYc/kwAbpMS5lxF5gZqEc0CWSVMnpwEq5TZOAfwK34/deT+FSkR/i94ij8ezmxfFs/uUoXx99HvglsLukXXvhHlnS4sBleEC3xMd4r7uzcR31waRk7sdlf5E0OZ4VviNe0S5c0eQEYCNJ3y2q11MjpEWZPfA4YvY+/l38fV6EKwkMGTOVND/eN28bPMAPrrF/iaStgG3NrKhK4yFJVQYXJR9KjAfOwheNHh7k8LeBl/FFjN+k8ZbHP78t8e/t5MC+wPqSNh1ivLpotBRiRDBI08nLuuBOu/g5VDWEPCj1CaiHMekB/gO8a0F+BUEAx1AtbdH3WfklzOw54Fc5c6kZdzfYifLfeyJ+wRUE/cIiwFUSv5FYrIgBJa1HWbqnxNlm9lgR4/cIB+L/30uUJL+CIAiCIOh/RgO7AHdJelzSwZJmGeqgoBjk/BC4h8pA/ot44uw8ZraMmf3EzC4ys7vN7GkzezH9e5+ZXWZmh5jZqng16m54xneJRYFbJR0nqWuJypI2wAO52UD+JcCCZralmd3WiCa8mU0ws2vNbAPgi1TK8q0I/DMFizuGpKmBK4CTKQfyxwOH4Z/ljmZ2e73Jz2b2pJkdi3+G38Iz30t8Hbhf0peK8n8wJG0P3Ew5kP8xcAr+vvZuJvCevs/bAwsAF2c2LQb8XVLLEsMRzK/NsGo6WYukRXVMzvxZYPcmhlsaeEXizcEeuCRPllty+3TkP2sQ9DKSlqVa2uLSYSJtkeUIyqWFJY6W1LHzkoQktqMy2/hwM1peKQ+CNjAeX3jaCfgxLrnzR7zx/Gg8s+V+iV1amSRl3eSz8j+oYetrzOw/UCUN+FVJa7Q2LiuboUYeVN6YXpDbvmUr/gRBEARBwAL4vcdDkuYYauegNVJm+XnAzygHfsfhwfgxZjbWzPKJpYNiZm+Y2Wl4MPS7wAul6YB9gBslzTDQ8e1C0pZ4nKsUP3wF+KqZfdfMnml1fDN70MzWwTO830nmWYCbJa3d6vj1kCTIb8SD7iWuAxYxs8PNbFyzY5vZJDO7ClgK+AlemQEuO3Rbq9flQyFpLzzJsLQY9DiwnJntaWZvtjq+mT1vZpvjlRb/S+bpgGskbdzK2BHMzzGMm07W4td4OVOWfSXNXGvnQZgODyQM9cg3O54+tz1kn4LAy9ayGm0TGSbSFlnM7DVcGy9LqRl34UhMI/Hl9PiqxL7AfXhz9inwv/MhZhzZjvmDoFXM+MCMs9Ljp2b82Iyv4Teot6XdJgdOkyrkYxplU6haXP9FozddfcIhlG8aSoxNCxpBEARBEAwvZqdN9xqBI2kK4Cpgq4z5OmBhMzut1T4GKfh7CZ7RfWZm0xrA7Z2svpD0DbynZimOdTewlJndWPRcZnYR8GVcrx1chvGqlAjYNlJG/rXAysk0Ee8JsEGR9wZm9rGZnYhXHpQWQWYArm1XFYKk7YATKcdergeWNrN/Fj2Xmd0ALInHH8DjDxdJWrPZMSOYX82wbDpZi1QCc2jOPBOe8TcUH+Orq408xufGeDe3/eNm3kcQDBckrYtfiGQ5u+jO5z3E8UB+xfvIdBFYNAsB96bHn/BFk6XwDIdLgGUjkB/0I2b8F9eGLWlnCjhFavwaT9IovFw2y9swPHvimNmzeGJDlmWhogFtEARBEATDh3xMIiiIVGF9AeUq85JU7AZm9r8BD2wCMxtvZjvjiwYfJfNSwHWpEW1bSRr5l1AO5N8IrGVmr7RrTjN7Eg+ql4LN0+LB7rZUm6TklgspB/I/ADYxs5Pa1ecuBdJXAh5Ipmnxz/TzRc4jaUV8MagUyL8Y2NDM8soBhWFmL+Oxnr8k05TAFc2+twjmZxgBTSdrcTHVzR5/JOlztXYuYcYDZszcyAPvPJ5lzdw+ha+ABUG/kE6WR+fMw07aIouZvY0H9LPMizfj7hT/xVfIWy6jC4JuYcZ4KoPS8+KNwhrle8DCOduJZvZGk671A7Ukv47ppORXEARBEAQd4W94cDJoD0fgFZ7gDW53NLOj2xX4BTCzC/HFg/eTaXm88rptpMWCyyhL6/wN2MjM3mvnvACpKey6wBPJ9Bk8w7sd160/oiytMxHYKknitJUU9F6LsgzlLMClRSX8SRqNL8RMnkx/ALYxs7YnF6fFgg0oL1bMhL+3hlVK4kalkmHddLIWqQ/AITnz1HhTkiAIOscmVEtbnGpmL9TaeRjRajPuevkQeDo9soH7RYETgCclzpbouNZiEBREvq/GIjX3GgBJUwEH58yv4Xqnw5aUKXZqzrw4rscaBEEQBEF/8wFwKV51t7KZRWZ+G0j67dkY0l5mdnYn5jazm4HNKCs9bCZppzZOeQjl6+xXgY3N7P/aOF8FSa52fcrJKKsD3y9yDkkLAcdmTD8xsyuKnGMw0qLF14G3kmkZiotRHgvMlZ4/BWxeb+PeIkgJjRtQjkksA+zR6DgRzE+MoKaTVZjZtcBdOfP3JY3phj9BMNIYQNriXTzIPKwpuBn3IPPwsBlj0mMWXE5tGby8bhIwCs9KvlGqaoAeBP1APhtopgaP35XyhW2Jo9pZbtpD1JL8OqpNkl9BEARBELQXA/6KBzhnN7PvmNn1KZExKJikq34m5fji2WbW0WSQFNPKJqmeMJTaRDNIWhDYM2PaOmWStzKmJG0p6fvpMflQx5jZ47h2fYljCu4XcCrl5sXXAqfUe6Ck+SRtIGlbSTtK+pakRRrtSWVmTwM7Zkz7tRqjlPSlzJiTgC1ScH2o42aUtImk0yXdLellSe9LelPSE5IuS5/hkJ8deGNcvCF0iUMlzdbIe4lgfpkR0XRyEPbLvZ6caj39IAjaw3ZUZ9GeULS2YA9TVDPuujFjghn3mrEzlRcJy1GdnRwE/UD+ArBuaRxJ0wH75MzPUdlYbNhiZm9RvXg6L7B9570JgiAIgqBJnsITpOY3s1XM7Ff1BOqCltkfKOl+PwH8sJlBJM0saWx6NKMjfhxwW3o+Pe1JjDuAco/NSwpqdnsE3mvgzPSYqs7jfg3cmZ6Ppons7lqkpqxrpZfvArsMJpUkaTJJ60m6UNL/8P+Hv8ebA58FXAk8DDwtaY+UyFgXqRrg9+llrSriRjmIchz8TDP7+1AHSNoXeAWXVtoFjxfMnvwZDcyPqyxcAPxH0hfrccTMLgZuTi+nB/aq/21EMB8YkU0nqzCzO4AbcuYt6v0iBkHQHEnaIi919ToNrH73Oy024y5gfs6hfCEEsItU1Qg9CHqdNXOvH2/g2J/gmptZDjOzD1tzqa/4GfBiznZwJ5qo4TcHZ6XHbUPsGwRBEARBmbfxINrawAJmdnjK6A06gKSZqAwi79aC5MzqwL7pMXejB6fKi10oN8TdTFJDspODIWlOYPP08mM8sN/qmN8BDmzm2BRg3zdj2q2g69asnM3xZpa/Ps6zOK47vwXw6UH2mxePcdzQoJ97UZZQ2kLSvA0c+wmpqmLD9PJ9fBGlHpamcoHlZTx2ejn+vp/PbFsAuL2Bxajs33oXSdPXeRwNi+wPN0Zi08lB2Bc/CZYWeSbDqxM2HPCIIAha5QeMXGmLLBfjwfslM7YfSTqtjguIIrgOWCk9nxH4Mt7MKAg6isS8wKfMeLKBYxYGtsqY/gcMmWnix2pWvMFVlscYYQ3izOx9SccAp2XMJcmv49o7d1RCjkDeptwkMAiCoBnWomCd7D5iIr74fQFwRSf1yoMqdoZPeo7d3GymepJPOb5VZ8zsMUnnJL8mw+8vi6q03JJy09TLzOyZVgaTtCrwGyoVQhrCzO6U9BdgVTxLfEPgty34NAb4Snr5DtV9pYbiJeBqXMb7eVzKdgywEWVZ8zXxvnk71DOgmT0t6bfA1ngMe1uqJYrrYWvKf+vzzOyVBo59Czgb+I2ZPZTdkJoPr4d/lrPiSYmHp/kGxczulXQz/ns+Pd5w+Lx6HBrxwXxGbtPJKszsAUlX4n+TEt+UtIKZRVArCAomSVvsmzM/D5zRBXe6iplNknQIcE3GXGrGvVvtowrlpdzrhjTrgqBAlgQulTgLOM2MQasEJRbF/99MmTGfZEa9urAHQlXj5wPM7ONaOw9zfoVn/2T1OPeT9Cszy2vqB0HTmNkHeEZXEARBU4zQCvr7gfOB344gOdJeZ9vM87qTHyTNhwd3P40nVK0MhVVGH4fLqI4CNpG0e0ELPt/NPG+pua+khfGg95TAg3ggfs4mhzsHD+aD+9h0MB/Pri8FvC9OUpT18CheqXCNmU3MbbsdOFvSXsBPk207SUea2XN1jn8G5eD4ljQXzP9O5vm5DRx3CS419Hqtjaki5HpJu+MJigBfbWD8cynLGm1GncH8ES2zM5KbTg7CQZRLWEqMLWjsZ/Af1tKjpUYhQTAM+DEhbfEJXW7GPW3udf4iJAg6yRT4ItYjEndJHC6xtsQiErNKzC+xkcR5wD+pDD7fj0vGDElqDLZTznwvcFUB76HvSJJfh+XMM1HZYCwIgiAIeoEvdNuBDvESHp9Zwsy+ZGanRCC/N0jNRBdKL58Fbmng8C/j2dkH45nghUmcmtmzVGrnr9/qmKk56RLp5St4gLrZsWbBE3FG4zGx9YH3WnDvKmBCer56vU1YB2C9zPN6q3QfBb5gZlfVCORnORn4d3o+Ga4KUi93AyX5rDFJMqdukjRP6X7pWTO7p95jzezKgQL5ObLf/1kaaPj7e8rSUKtKquv/wogO5hNNJ6tIXbHzK0GrSmrkP9oAY/OEGftlHv9tdcwg6FeStMWeOfPjeLnoSKZbzbgXzb3OZ+oHQbdYAe+rcSPePOo1vLnY7/AMlWxG/mPA+mZ8UOfYR+AVMFn2H6zJ1Qjgt8ADOdsekmbvhjNBEARBMABf7rYDbaRUvbQBMI+Z7ZOXtgh6grUyzy9r8PrxBfwzzj6eH/SIxrgs87zlWBae+V4Kzt6esrEbJvXLuwbXVn8f2MjMWnrfZvYOUApOT0eTvw1Jr33p9PIdPIBez/wfpYSYofYzKhP3Plevb+nYrITTVwbadwBWzTy/tcFj6yVb6fx8vf8fzOw9yvKo01L+DAZlxAbzo+nkoByK/7BkObaBlaUgCIbmAELaoopuNOOWmJ5KebFxlLMGgqDT/BsP1H801I4ZJuLlvkub1bcQlTJa8lqOfzGzmxuYd9iRbs7y14fT0mRzsiAIgiAompQlPEe3/SiYScCdeMXgbGa2qZldO9LvjXqc1TLPGwqQmtnd6TP+5IF//kWRzZJevYDxFss8ryvInSfF034NrIh/3zc3s7p6XNVB1qfFBtxrcBajLMV+d5v+72Wr4Ru51wG4I/N8yQH3qk02ifsfDR5bL1tmnl/U4LHZSoF8kmFNOqKZL7EQ1Q0ewTWsSnxeqljZK3GbWVvkDqLp5ACY2YuSzqAya/jLeDOGK7vjVRC0F4lVqS7vy58klpOYOWd73Yx/NfT3BrkAACAASURBVDaXPoc35clyHx7AC1poxi2xA/57dZgZr9ax/2S4Bl9WI/9SM4bMLgiCdmDG08DGEjPgDaLWwH+LFsGbKpV4Cw/8/wU4x4xGm3AdTfV1YL4yZkRiZtdIugu/2Sqxk6STzezpgY4LgiAIgg6xXLcdKJDH8MrkC1rNUA46TjZoXFRQuhBS09T/4ZK280ma2szyCauNkJV1eazJMY7CNekB9jazq1vwJ0/Wp4YkaDIslHn+cAu+1DvHUw0e+0jmeaPvsYjPryZJvn0Xyok/9wLHNjhMtkfaAvUc0KkGuLsCuw+xz3eobEhQYlqg0O7k0XSyLo7Bu35nM4ePkfT7WB0PhimXAkPJKJxew3Y9jevwHU5IWwxIi824p8YXSraV+B3eJOsOs+rziMSy+G/dmhnzO7j0SBB0FTPewTUwK/TrJUYD75pV9bepG0lfBjbOma+OZvcV7IcvlJQoSX5t0x13giAIguATipAN6SZv4k0lLzCzprKcg+6SlC5KybGvNtAotZM8hgfzJ8P10luRasom1LzY6MGStsMr8wF+ZWZFK4JkK3NnaXKMz2ae19uYtm4kLQosk15+TON9B7KJS41WJmUTMlvq3SlpRjzeMBswNy6JOgdg+MLkzk00XH4l8zyfPFqTTgXze41oOjkEZva6pJOp1KpeENiKxjo/B0GQIUlb5INBfzGzm7rhTw9zELARleepsVSWcw7GVMDm6TFB4n78IucN/GJsKfzkm2UisLlZNOcOehczxhUwzDGUdT/BS30PK2DcYYOZ3SHpRmCdjHlLSSeZWV5TPwiCIAg6yVe77UATTMSbkl4AXN5ilnTQfUZTrqJuOLjdIYoIcJeYLvN8fCMHSlqVcuLwH3GVkKJ5J/M8L+VbL9MPMF5RHEb5/uOKJnqVvosHzEWlr/WQlfdppdkweLB9bM72BLCpmTWk2JAhqxBT13vrVDD/ZprPri9U6iCaTjbEiXi5SHbh4zBJv42Fj2AYciqNnxSgsiSqHo4ipC2GxMwel3QeXiFUYlVJaw+x8FHrXDM5sOwQU74GbG3Gnxp0NQj6CkmrUBmgBrgwAtQ1OQDPfizdeEyG34hs1C2HgiAIgpGNpHmpU4ahR3gYr5Q9t4ngXdC7ZO+bWw2OtosiAtwlshX0dfeSlLQwcDUu5/sQ8N02KV1k+6E21ZyXyhhFoT5K2pVy1f1bwP6NjmFmEyVNxP3MyyMPRfZv0o7esQsA90i6DtjXzJ5o8PiG//YdCeabcQ3esbkXiKaTdWJm4yUdB/w0Y54bLyn5WXe8CoL2YMbR7Z4jNXHNS1v8PqQtBuRQPLM+K0l0rKSbB5IkMuNsiXuB7+JZS19k8AuuN4EzgVPMiBuMYCSQzySZgEt/BTnM7L4k+fXtjHnDOiW/giAIgqAdfKvbDtTBC8CFwPlm1mjiU9AfZIOjdQe3O0y2R2erfTizmdN1LQykROJr8SqGl4CvmdnbLfoxENnFlWb7gGaT4qYbcK8GkbQmcHJ6acD3zOzZJsaZhnIMu9HKgezfZMZG585iZs+4O5oGT3wegy9U7IAn/KwlaQ0zu6+BYbPfqbo+vxElsxNNJ5vidOBHVDYLPkjSOdEsOAga5jiqV80PHWDfEU+zzbjNeAB4ANhPYkY8oL8QXhI3GhiHZ+L/E3iwTU3Wg6DnkLQBlU1dAc6Mpq6DciDefLtZya8gCIIgKJKtu+3AAIzHr8/PB243s2azg4P+ICs102rWe7soIsBdIpv0NRdQj5zKYcD8+N9qfTN7oUUfBiMrH9tsgtqbmeezteDLJ0haGfg9XikPcLCZXTXIIYOR9alR2dGsJv08wL+b9OETki7+s+lxi6R7gLPx790FkpYws3rjDPMM4OuAjKhgPtF0smHM7ANJRwC/yphnxQP8R3bHqyDoP5K0RV7f8qKQthiSlppxm/E23sTyL0PtGwTDGUmTUd3c+T1of1VSP5Mkv84HvpcxryppLTO7uVt+BUEQBCMPSYvjSSq9wiTgb3gA/7dm1pCWeNDXvIHLgXyKysTPXqKIAHeJxzPPF8Yz7odiyvTvy8D+0qAFDNmGrudJKt3nnmFmt9Yx18KZ54/VsX8tstIwCzU5xidIWg64nrJe/bFm1sp9R/Y9Nipjk/2b1Pv5NYSZnSNpH/xvtwiwMvDnOg9fJPO8rs+vHVpBPUk0nWyJc4FHcrafSMo3EQ6CYGBC2qIJzOx1ymV5JUrNuIMgqJ/NqQ4A/MzM6sr+GOEcAuQb9R2rIe7KgiAIgqBgvjf0Lh3hYbzn1zxmtrKZnRWB/JGFmU0AnkkvR0uavZv+5EnXaKXg7wSg1SrUbCb3Sg0euwAuwzLYI1tFsFHG/vk658j69GCD/pXIxvyWbnIMACStAdxIOSHvGDM7oJUxcz7l45NDkf38Vm7Rj8G4N/N8iQaOWyXzvK5kzxETzCeaTjZNKg05LGeeHvhJ570Jgv5D0jeolrY4y8ye6oY/fciJVGdTHCZpylo7B0FQiaTJqT6Pv0VlT5xgAMzsRby3RpaliUa4QRAEQYeQND2wXRddGAecBaxiZouZ2XFm9t8u+hN0n2yANH+v220Wp6yN/mhafGiFOyjr7q+Wrq2H4hHg5jofWb362zL2F4eaRNKngSXTyzepMxicx8yeA55PL8dImmew/QfxZ0PgD3gg34B9zOzAZsbKsWbmeaNV93+h8vNrVxwh+z2bpp4DJM1FeeHpZaCuPiMjIpgfTScL4XJcXzrLbumLFwTBAAwgbfE+cGwX3OlLUqbPcTlzqRl3EARDsyPenCnLWDN7s9bOQU2OprrZ1jGSRppkZRAEQdAdvg/M1OE5PwSuADYAZjOznczsrx32Iehdbs88X6tbTgzA2pnnt7U6mJmNA/6RXs4ErFfHMSeZ2dr1PPCm0SW+mdn2pzrc24xybPemFvtV3JJ5/u1GD5a0C/6bMRUuw7StmZ3Qgj+lcWennFH/Hi7vVTdm9hZwd3o5I/D1Vn0agAUzz+utfv4u5SbSf6pXBn5EBPOJppMtk75Q+dW0qYCDuuBOEPQT36W8Ul7ilJTpGdTP6VRe5IA3456+1s5BEDiSpgbyZa0vA7/ogjt9S5L8OiVnXgjYsgvuBEEQBCOIlAX8ww5OeR/eI28uM9vEzK4tILM5GH7cmHm+SZ3Z6p3iu5nn9QTE6+GizPMdCxqzJZKc0A4Z029bHPLSzPNt65WUlDSZpBPxe/ZReNPfDc3s/Bb9KbFVGhc8MfvDJsa4MPN8p3oOkDRtSs6sZ98lgOUypiGrBySNosnPb9gH86PpZHGkVcH8qub2khautX8QjHTSBU1eF/8tXDYmaAAz+4DqCodSM+4gCAZmD+BzOduRZvZ/tXYOBuUEQvIrCIIg6Dzfo7KZZzt4FjgSWNDMljazn5nZa22eM+hjzOxx4J70clZ6RH5Q0lKU9dX/h8vVFMHFlOVwvp4UQLrN1yn3xHqZ1hcubgZK8lmLU0cGu6Sp8CD03sn0ErCamV3foi+l8aek8p6/2QWCS4F30/N1JC1TxzFfBe6T9M0UeB/Ix3lwNZPSPn80s2frGH8zvKcCeF+HepodAyMgmE80nSya/XDdqxKjiCqHIBiIHaiWtjgupC2aJppxB0EDSJqJ6v42zwJnd96b/idJfh2fM89Dndk9QRAEQdAoqQr1sDYN/w5wAS5JMp+ZHWJmT7RprmB4kr2m3L/eTO42k1WUuKCoqhIzewP4VXopupygl6Qej8mYTjCzj1oZM/XLPDljOmKwIHbiN3hQGlzvfR3gGUmj63hMVYdbuwNzpOcPUFkRUjdJKumMjOnkOr+vSwJXA89LOkvStpJWl7SipO0knYE3HV4o7f8WdSQcSpoG7+1a4thGJJKGdTA/mk4Wj5ndA+RX2DZLq59BECRC2qJ4ohl3EDTMPsDMOdtBrV7oj3BOIyS/giAIgs6xPzB7geNNBP4IbA7MbmZbm9nN9eo0B0GO8yg3aV0S2KaegyTNJmmt7IPK7/mXc9tXqHPclYFvpZcfUhmYLoLjKWd3ryVpq4LHb4T9gCXS8//iDaqL4Ezg1fR8KWC3IfafNfN8YeAhvBFvPY+9Bhs49ejMJg8f0eJv1Ql4M2+AlWgsIWcOXF7pXFyx5E7gnDRG6T7gFWD9VLUyFEcCn0/PH6PBioNhG8yPppNt5QC870AJUbmiFASB61rOmbMdZWbvdcOZYUQ04w6COkgVK/mL74fwEuGgSZLk15E586dxOaMgCIIgKAxJ8wF7FjTcv3EZjLnM7GtmdrGZvV/Q2MEIJWmXH50xHS9ptjoOXRW4KfdYI7P9p7ltv8oPkCdleZ9BuZnoaUX3qTOzl6hU+jhN0oID7d8u0qJFNsi9Z1FxhjRONllubDeSd1PlwUXAdMl0s5n9rpUxk3RYtnLjpCHkkq7BKw2yCxy1eAdfOFrSzO4cyo+UeJ79bd+t0WSrTzWyc58RTSfbhJk9KOkSfDW/xNckrW5mt3fJrSDoGSTNiGfEZnkW+HXnvRlemJlJOhDPKCpRasYdUhdBUOYQylkiJQ5opHwzGJBz8EyibM+gH0v6ZSrBDoIgCIKWSMmJZ+PXuc3yJnAFLjXy10IcC4JqzsL7OiyNJzhcKGndVFXdSX4GLJae54PuRc+zIbAyfq19naSVzSzfV6kRlqWstz5+sB0lLQBcSTmee5mZXdHC3LW4ENgC14yfCrhc0kpmViugfQlwb5Pz/G2QbacAq6Tn44EfNDlHnjOBb+LvbWrg+vTensvvaGYfU15Q2lnS5/Hv2CzAlMDbwJPAA2nfIZH0BVzerLTo9Esza7ivg4ZjNVVqOvkIlVrVbwFjQqu6GNKX+FFgioz5TjNbuUsuBUHPIOloqiV2tjKzC2vtHzSOpFupzN6YCCxuZo92yaUg6BkkzYufo7ONWe8Blo8y+mKQtBl+85LlBDPLL+QGQRAEQcNI+iEeNGyUD/HA0/nA1UXphQcjD0mrAbfnzEub2X019l0C+DseHAUPUA4YfJU0BTBtA+5MNLN3BhnvR5QldQyXOvnDUINK+gflZrkAk8xsKI14JM2JV4t/Opn+Baw7QLC7MFIg/0Zg3mR6Av9MBvvbfEhl3O5RM1ukjrk+A9xPWa/+n8A6nUhckXQYlZUHW5rZRQPsuzbVOvpHmdnBg4z/GeA+ykoKjwNfrbNpbdNIWhr4A+XvzX3Ayqnyd7Dj9sKrVT5huMrs7Eg0nWwrZvYMnpmWZSVJQ3a7DoLhTDox7J4zP4R3eA+KI5pxB8HAHEFlIB9gvwjkF8plVEt+7R6SX0EQBEGrSBpDZWPLoTDgDjwOMpuZfcPMLo9AftApzOxBKuUdd5F04kANRs3sIzMb18BjsGD1LlQGOo+rJ5DfCmb2X2B9yln0SwJ3Slq8XXNKWgXXaZ83mV4F1hvsb9MKqdLgm5Tf45eAO1LSUFuQ9ClJp1J5Xz92oEB+s6T3ti5l/fwF8c8v33O1MCRthGvtlwL5T+OLToMG8gdi2AXzo+lkRzkC+L+c7dhUEhgEI5Va0hYHhrRFsQzSjPtL3fAnCHqFdBOxRc58g5nd1g1/hitpYeSgnHmqGrYgCIIgaJSDqS9r+Uk86DXGzFY1s1+b2dvtdS0IamNm51Cpn783LrkzTTvmkzRK0ljgdMqxzUup1ERvG+l+9JuUG+KOAf4uaZciY2KSppB0CHAr5UDwq3gm+VNFzVMLM7sX2Ihy3G8R4J8pMF0oKSHmNmDXjPlXVMd3C8HM/oMH9EuVBnMAt0s6KFWOFIKkGSSdhksjlfT/nwLWNrNXmh13OAZd9wA+l7NF08k2YGYvA6fmzEsAm3XBnSDoOmmVeoec+R7g2o47MzKIZtxBUM3RVF7fGb7IGBSMmf2R6vLz7SUtXGP3IAiCIKiX+QbZNg7XfF4ZWNDMjkhV80HQCxxMWe4GvM/iP5K8SGGk6pVbgX0z5quBrTuZRGdmtwJfAUpB2WnwxYW7kkxR08j5JvAArv9f0sh/AljJzB5oZfx6SXrua+M9OABGA7+TdGURWfqSppL0E+Bh/HetxHHATu2sLE4LMivjWfIAkwNHAg9I2riVRZm0CPN9XPr0B5Q18u/BpXWeHvDgOhhWwXxJM1HZdRmi6WS7OZZyaUqJo4tcyQqCPqKWtMX+IW3RHlI5Z16zej1Jq3fBnSDoOpKWBb6RM1+RLlSD9pDPxA/JryAIgqBV8pISE/DkoE2BOcxsZzO7M+4xgl7DnL1wSdRSUH1R4G5Jv2xVjlDSzJKOwmVsV81sOgP4tpl91Mr4zZCy15cCbsmYl8OzvO+StH2KVdaFpNkl7YEH8a8Gskkil+Aa+W3NyM9jZnfhTXqz/RK+BTwu6VxJyzc6pqTPpiD+U8DxlLPW38U18jsiEZp67n0JbxZeYuH0+j+S9k09Q+tC0hKph+LT+MLrZ0tT4X1QVmklI/+TeYbT77+kY4D9c+ZoOtlmJB1IdTbszmZ2Zjf8CYJuIGkx/ISbbZhzo5l9tUsujQiiGXcQlJF0C54dVGIisISZPdIll0YEkq4Dsj2DDPiymd3fJZeCIAiCPkfSJvg5/WHg0qTxHAQdo5EGuAMcvxZwITBbxvwR3nfoAuBWM/u4jnEmw4PjWwJbUSlpOx7Y1czOr8enGmM31QB3ED+/B4wFZsltngjcC9yN37u+jAetJ8Pfz5y4hM2KwBcoZ3GXeB74kZld1YRfTTXAHWCsKfHq+H1wecksT+GNaP+Cv8fnzGxcOm4a/HuwIL4osCaeEZ//W98E/MDMnmzAp4Yb4A4y1kbAKcDcNTY/hTd5fgSvxHgb/5xmAuYCFsLf02drHPtv/Hv610Z9Sn5VNcAdNsH81HTySSr/Yz8EfDG0qtuLpGnxv/3sGfPLwPxmltfUD4JhiaSrcc28EgasYGZ/75JLIwZJvwR2zpnXN7O8pn4QDFskrQPckDOfbWZ56a+gYCQtAfyLyorXP5jZ1wc4JAiCIAiCoKdpNZifxpgZD25vT7UyyLt44PffwGO4jMv7eKX7TMACwOLAasCsNYa/Gg9wP1evPzX8KyyYnxlzNLA7LgE+cytjAS8CJwBnmdn7TfpTWDA/M+b8uIzndynL/7TCv4AjmlysKCyYn8abCv++/phys+FmeRBvZn65mU1sdpDhHsw/lcpGCQDfNLNruuHPSEPS7sDPc+Z9zOyEbvgTBJ1E0jL4Km12Bf1yM9u0Sy6NKCR9Fl9QzDZXehBYMhZzg5GAJAF/w7OWSnwALGRmz3fHq5GFpItwXdgsa5jZ7V1wJwiCIAiCoCWKCOZnxloCz+jehOps7Ea5EQ/W3tHiOG0J5mfGngrYAA94rwHMWOehr+EZ6r8FbqinemEIPwoP5mfG/jywHV41UbcUTeI9fEHmfOCmZiV1ig7mZ8adDFgd//zWBuap89BH8ASr35rZP1rxIePL8Azmp6YLj1KpVX0PsHzoyHUGSZPjn0G2Wc84YEyptCYIhishbdF9JI2lsgESwOZmdnE3/AmCTiLp28DlOfNJZrZ3N/wZiYTkVxAEQRAEw4kig/mZMefAkx++BSxDfVndk/Ds/WuAC83siWbnr+FP24L5uXlGAUvilQYL4pUGM+Lv7V1c2eIxXF3koSLjmO0M5ufmWQiPiXwRl5yZA1dOmQKXpHkTT8B7GK/IuNvMPixg3rYE82vMMw+wGP75fRp/b6XP7xXgceDBIvTwa8xdFcwvohyiF6jVdLIjzRICx8wmSDocOC9jHg3shXc0D4JhSTp5fCVn/k0E8jvOWGBHKksZj5Z0ZTcaIQVBp0g3B0fkzOOB47rgzojFzJ6RdA6Vkl8rSfqamf2hW34FQRAEQRD0Cmb2EnAicKKk6fGA/kJ4VveMuLzO2/i17HN4osR9ZvZ6dzwuhiSxch+VDWSHFWb2GL4gMSxJck7PAT1xXd/3wfzUdDJf1nyDmd3WDX9GOBfiwfsvZmx7SjrVzF7tkk9B0DaStMWROfMHVAfWgjZjZm9J+ilwdMZcKvuLZtzBcGYbvGFWlhOjUV5XOALYmkrJr7GS/hSSX0EQBEEQBGXM7F3g1vQIgqAB8g0o+pGjqdTcMrwRQ9Bh0o3qYTnztLg2WhAMR75FpUY1wC9Do7pr/AwvcctyqKRpau0cBP2OpCmAg3Lm14GTu+DOiMfMXgZOzZmXAKJ/ShAEQRAEQRAEhdDXwfzUdHKDnPkKM7unG/4EYGZX4034suwsab5a+wdBvzKItMXYLrgTAGb2HpWZ+QCfpbo5ehAMF35AdbOpY8zsnW44EwBwLN4zKMsRqbdQEARBEARBEARBS/R1MB8PminzeiJwaJd8Ccrsl3s9BaGbHww/tgYWzdl+GtIWXedM4OmcbX9Jo7vhTBC0C0nTUX2+fRE4owvuBAkze4tcgypgAVzyKwiCIAiCIAiCoCXUrz1iB+hYfLaZ7dANf4JKJN0ErJUxTQS+YGYPd8mlICiMJG3xKJUZsa8DYyIjtvtI2prKZtzQho72QdBNJB0CHJ4z72BmZ3fDn6CMpGmBJ4HZM+aXgAXM7P+641UQBEEQBEH9SFoNuD1nfg2Y0Hlv2sangXz15EvdcKSNfJbKJOiPgeGUgDgFMGvO9m56DBemA2bIGvoymJ+aTv6NSq3qD4CFQqu6N5C0NHAPlT8avzOzjbvkUhAUhqQ9gFNy5r3N7KRu+BNUImky4J9UNuN+D19siWbcQd8jaRa8AiV7Ufc4sJiZfdwdr4IsknYHfp4z/8TMTuyGP0EQBEEQBI0wQDA/CIIeoGPB/BSAnxtYCFgQmAuYCV9hmBz4CA+2jANeAB4DHq8VnJe0MXBFznyyme3VtjcQNIykK/EGoVlWMLO70/ap8e/Cgvj3Yla8Ye6Mad/x+HfiTTxI8TjwWGQ+B80iaUb8u7YQMD8wM/6dmy7t8jb+nXuN9H3Df4c+yIwxHZ5xOVtm6JeA+c3s/Xa/h6A+JG0IXJUz/9zM9sjsUzovlX6H5qbyvDQB/x16C3ie8u/Q89aPK+FB15H0KbyiZ2H8d2h2YHr8vDcZnphQOu89i/8GPZqX75J0IrB3bvhNzezydvof1E+q4HoEyPYMGocvKo7L7DcD5fPSAgx8XnqddE7Cr4U+IAiCIAiCoE1EMD8Iepe2BvMlzQ18DVgDWB34TBPDvIL/gNwK/CG9/jeVWtXj8Zuj4VQq0vdIWgh4CPhUxnwf/jmugVdWNNoQbhLwAHAbcAtws5l91Lq3wXBE0pTA2sCa+HduCRrvFfIR8Hf8N+imNFZe2mJHM/t1a94GRSPpLmCFjOkjyt+D0nlptuojh+RV/Lx0G3C9mf23JUeDYY2kxYB18e/cqnjwvlGexr9vt+JVJ/cB02S2PwB8ycwmteZtUCSStgF+kzMfA9xJ+bz0RRo/L02gfF66GbgzPvsgCIIgCIokgvlB0LsUHsyXNA2wCd4ccnWKbbI7EdepXixnP9zMDitwnqAgJJ0LbNvGKd4ALgHOM7N/tHGeoI+QtBywDfAdoOjGp5Oo/F17Alg0pC16D0mrAn/OmY1K+a9WmYQH1C4ALo/qjABA0qzAFvi10JcKHn4iMCpnW9fMbih4nqBFJI3CF1qy161F/waBVw5dgF8LPVHw2EEQBEEQjEAkzQfs2m0/2sx8uGpIiQ+Bu7vkS7tYhsokoJfxSs/hwtTAsjnbQ3iscNhSWDBf0vTA94B98QYLneINYL6QXuk9JH0BOJRqqZ12cSdwnJld26H5gh5D0sr4d26tofYtkP3NbGwH5wvqJEki3YdL6HSC14DTgVPM7K0OzRn0EJJmA/YEdqfyormdPI0vKH7YofmCBpB0AHB0h6abhFc/HhEJDkEQBEEQBEEwPGk5mJ/0X3fHA2gzDrF7iXH4StA7uBbxB8BUuFbxTLhm6Ex1jvV/wD7AGWY2sX7Pg3YhaR7gZGCjOg+ZhGeVPYtLJo3HMw+nS4+5cI3heiV57gR2M7N/1e910M+khsunUtkUezAm4AGwF3At4vG4HFRJp3heXD+9nsoiw3t47BVyK71ByobdDTiM+s8lb+HnpbepPi/NiC8I1DvWuDT3aXFeGhmkhaPD8OuhKeo87FX8O/ce8C7+nZsG/77Nin/n6l0QeAb/Dbq6fq+DdiJpKeA0KqW+BmMC/jm+QPlaaBTla6F5aey89Dv8O1HVeyoIgiAIgiAIgv6lpWC+pBWBXwJfGGS3ScC9uAzBbcD9ZvZaHWN/Bvgyrif6FbxMfbCy5PuAnc3s3vq8D4omLez8GDgID4oOxNuUtX/vAB4ZKqNQ0uR4CdRK+PdhLQbXup6I30QfZGbv1vsegv4iNbQ9BtiJatmJLC/jusK3AncBTw8liyNpKmARXOP6K/hv0WBa1+PxYN4pEcDtHkli6QxgyUF2M6rPS0P2XEnnpaXw78NX8HPUYOel+4FdzOzv9Xkf9COSNgZOAeYcZLeP8IXm0nfuITN7e4hxhS9mL0P5vDdUlcn1+GL2s3U5HxROamh7FPADBj8vvYr3YbkN/248bWYThhh7Krx58iqUf4dmGOSQ94AjgJNCCi4IgiAIgiAIhgdNBfMlTQYciGfjD3Sj8iRwHnCBmT3XtIflOccAW+E62PMOsNuE5NeJ1s7OvkEVkuYCLsaD7bWYBPwROB+4xsw+aHG+UXhj0y2BbwNTDrDrE8BmZnZ/K/MFvYekZfB+CfMNsMsHwOW4jvAtrTYHlDQ1sCGugb0OA2dH/hnYwsxebGW+oDHSeWk/vDnxpwbY7WnK56VnCpjz85TPSwN9Dz8GDsElwKJB5TAi9Qg6FdhukN3uxb9zF5tZy7qNkr6E/wZtgWfv1+JtYAczu6LV+YLGSJ/PpcD8A+zyIV7JdQFwc6sLv+m8tAH+nViXgc9LfwU2N7MXWpkvCIIgCIIgCILu03AwPzV1uwRYc4BdHgCOBa5oR3Zqyv7+DrA/sOgAu10PbBmacHd8TgAAIABJREFUxZ1B0nr4jeksNTZPAH4LjDWzR9s0/xzA3sD38VL0PB8APzKzM9sxf9B5JO0OnEhtOYt38Yqhk83slTbNvxj+G7QZtQPHr+GBk5vbMX9QiaSZ8cXEdQbY5UH8vHRZm85Lo/Dvwv7A4gPsdgP+nXiz6PmDziNpIVzGZKDrkFuAY8zs1jbNPy1+ztsb+NwAu50G7DlUtndQDJJ2wSUGayUXjAfOBH5qZi+3af5F8AXNzal9XnoDvzb+UzvmD4IgCIIgCIKgMzQUzE9a6DcAC9XY/CZeyvuLTmQfpvLzrYCfUjs77T/AuqFh3V4kbQWcTW09+78APzCz/3TIl9mB4/Fs/VrSFz/Hg/pRtdGnpP/3Y/E+GbW4HNjdzF7tkD8L4QGzWoubHwM7mdk5nfBlpCLps8CfqC33Ng7P1O/0eelE4NM1dnkEPy+FhnUfk6qCrqf2Z/wU/hv0xw75MjWwLx7ErRVEvhn4VsjNtY/0//7Q9KjFdbjcVkeuRyUtiFeMrF1j88Tky6864UsQBEEQBEEQBMVTdzBf0qLAjdTOALsY12jteMZh0jA+g9rNVp8F1jGzJzrq1AhB0k+A46gOnL+LNwE8vxuBc0lrA78B5qix+Rxgx5C76D9S9vM5uJxAnheArc3s9o46xSeBnO1xzex8rwgD9jazkzvt10ggLabciDeFzHMZsKuZvd5Zrz6pYDsd2KTG5hfw81JbKpWC9iJpHTwjP/9/fRJ+PjyiVRm5Jv1aEK+QW7bG5ruBr0dVSPEkea+z8HNAnheBbczsls569cl5aVs8iSFfsWjAvmZ2Qqf9CoIgCIIgCIKgdeoK5ic99DvxRmxZPgD2M7OftcG3hpD0ffymJZ+Z9l9gpciELJZUTn56jU0PA5t2Kht/IFIw7XxgvRqbzzSznTvsUtACKTBxFrBDjc3XAdsWoUfdCpIWxrWSa2WI/9DMftFhl4Y1kubEdaDnyW36EA9U9cJ5aWtc8mma3KYX8fNSy/1kgs4haXk80z0fyH8dX0zsSDb+QCQZwoOAg6nWTr8H+IqZvddxx4Yxkn4G/LDGpltwSZu2SL3VS1rkuQz4Yo3Ne5rZKR12KQiCIAiCIAiCFhkymJ+Con+lWlpnHPANM7uzTb41jKTVgN8DM+Y2/QdYNbLSikHSd4CLqA4W3ISX84/vvFfVpADwCbimcJ7DzOzwDrsUNImkY3A98jw/xwMSPVFpkXSsL6d6EWkS8B0zu7zzXg0/JM0C3AEskts0DtjAzP7aea9qI2k5fMEpLwf3BLCymf2v814FjSJpcby59cy5TU8BXzWzpzrvVW0Gkb+7HtgoNPSLQdLheHPrPKcCe/TQeWkaPKD/9dymSXgfj0s771UQBEEQBEEQBM0yaDA/ZXndAqya2/QCfvP6SBt9awpJX8T1k2fPbboRWK9Xbq76FUlfAu6iugLifGB7M/u4814NjqSDgCNrbNo0gqu9j6QtgAtrbNrXzI7vtD9DIWkKXObpu7lN7wPLm9m/O+7UMCLJLd0IfCW36SX8vPRQ570anBQIvoFq6a9bccmdwpvyBsUhaTRwP9VVIPcCXzOz1zrv1eBIWh8P4E6d23SKme3ZBZeGFZI2xSux8hxkZkd32p+hkDQ5vsCzVW7Th8AKZnZ/570KgiAIgqCXSbG1n3fbjzYzB5V9sCbgahPDiYWAqTKv38AVTIYLUwIL52zPAO90wZeOMVQw/2jggJz5dWCVXtb7TYGTvwCjc5sONLNjuuDSsEDSdHjwIl+lcTXw7V4OSEk6EpcfyPIusIyZPdYFl4I6kLQA/p2bIbfpYDM7qgsu1UUKOF8KbJzb9ASwtJkN6xNLO5F0GNWNJt/Gq696dqEk9Z25g+rM7qgS6mFShdeVVPfleRi/FurZir8U0L8K+FTGbMDGZnZVd7zqfySNAe6jugr0CDMbqAlu10n6/pdQ3cvjSfy89HbnvQqCIAiCoFdJyhe3d9uPIAiqGTCYL+kruGxKVkrlPVxz9Z4O+NYSklbBszezK1Af4wGfv3XHq/5G0kXA5jnzrXhm4oddcKkhJJ0F7Jgz34tnpfVcRcFIJ2US/oNqrd/TzGy3LrjUEJKmxrOxV8lt+o2ZbdcFl/oeSavivzmjMub3gTX74Xdd0gp4tVs2W3oisIaZ3dEdr4LBkLQbkO938QKwopn1fEaLpO3wxuFZxgFLmNmLXXCpr0kVq3cDX85tOsvMduqCSw0haUq8enX13KaLzGzLznsUBEEQBEGvEsH8IOhd8prnwCcyEafX2P6DfgjkA6TASF4r/VPAWSlIGDSApLWpDuS/CGzWD4H8xK5APuC3dLIHvcfeVAfy7wb6QiLCzN4Hvg28nNu0bVosDRognZfOoDKQD7BbPwTyAZKfe+TMo4Az4rzUe0iaHchXAE3A+1/0fCAfwMzOpbpZ/WjgpC64MxzYg+pA/j3A7l3wpWHS9dqm+PVbli0k5Xu9BEEQBEEQBEHQg9TMzJd0MHBEznyumX2vI14ViKRL8RuXLHuZ2cnd8KcfkTQV8G9ggYz5Y7xKo+Vs0tSc7YvAgsBMeOn6h8B4/IbzIeApG6pbc31zzYtrH8+UMb8DLGxm+aBr0CUkzY3LWEybMb8OLFVEEC3JDcyUHtPiMi3jzOzdVseuMVetKqeHgSWjEWX9SNoPODZnvtDM8hrQzYwtYAzwBeAzeLDzU3g12hvAI8B/zOy9VudK810IbJEz92QPiJHMANcPe5tZXwXC0zn8LmCp3KZ1zOymLrjUl0j6HP5bMH3GPA4/Lz1XwPjCz0mjKZ+X3mqHLNsAVU6PA1/oowSNIAiCIAjayACZ+X/Gr1GGC6tSGRsy4Nou+dIu1qcyFjEevw4cLnwaWCFnexzoWWn4JhgDLJY1VAXzUyba01TKALyEBzsLD3TlkbQxsH/OvFqzQRRJs+Af4qwZ89vAvGb2VnNejiwk7Q2cmDOfbGZ7NTneKLzEez3gq8AiVGfb5nkBuAI4qdVgrqQdgbNy5l+bWV6CJ+gSAwQ7tzazC5ocb2Zgbfx7txSwBDBNjV2fw6s3rgB+X5T8kqRTqa4A2c3MTiti/OGOpE/jTWyyizuvAIs0+zsuaT78wmY9YEWq+zLk+RCXbjvLzK5rZs7M3DMBj+ELByXG4+elN1oZOygGSSsCd+bMdwErF7GwXMf8+1C5kPCqmX29hfG+iMvKZfXzHwK+aGaTmh13JCHpXGDbnHl7M8vLGNU73miqz0vT1tj1efy8dCVwdVGLwJJOobpSaE8zO6WI8YMgCIIg6G8GCOYvbWb3dcGdtiDpH7haQ4lJZjZUbKqvkPQhMEXG9KiZLdItf4omqYjcmDMfZWYHd8OfdiBpL+CnWVstmZ29qAzkg2eydyKQvzRwPl7CnH00/Z8pBUbyiwMz0icl0d0m6avmg/avAE01bJS0A/AscDMuo7I49X2+c+HyKo9L2j9lsDXL2VTL7WwjaZ4WxgwKIgVZN8uZ7wAubHAcSdpY0o3A//DGfzsDy1E7kA8wD/AdPJj/jKRvNjLnIBxAtdzOvkk6JhiaH1Ed5PpJM4F8SWMk3YQ3ffwZsC5DB/IBpgS+AVwr6faUpdsUye99cubpqA6sBd0j3zB9IrBrhwL5mwJjqbwOWqKVMc3sASC/eLg4UNRv3LAmVYvlpQbvBM5tcBxJ2kjSn4DX8EbpuwDLUzuQDzA3fk68DHhW0rcamXMQDsaTdbLsmyo5giAIgiAIgiDoUSqC+Sl7defcPnea2aXtdiTJn1zHwEG2VjgH+FfOtoek6dow13Dje8AcOdt+ZtZsadW3gDlb8Gdq4BjgvGYD+ikLMb9AMTnw4xb8CopjPyqzRw34YRNBtKnxoPzaNLcgOCdwtaSWJTWSTEJ+AWwuoGWJmOGOpBmprmr4O3BRk0MuAqwFtLIguBpwj6SFWxjjfDxTOsvu6f0GXUTSUvgiT5Zfm1n+OqIdc6+Mfzda+X4OxKG4LMz/s3fe4ZJURR9+f8sSFwEJoiA5I0EQFeFDkmRUJMgiLKIoIoKAgEgQkKAIKooElaSCgGTJApIEQUGC5ChRkLAEWRYWduv7o84wPWfm3juhZ+bu3XqfZ547fab7dPVM3z7ddap+VeSALuxnJLIvtRFNAHu0MS6NBi7AsxLbGZfmA86XdGyHQQ2kIJ08YumD1GcfBEEQBEEQBEEwjMgj83egVgsU4IhuGyFpNuBiYN5u9J+ctz/MmueiPsoqqGeXbPkp4MyS9zEJuAkvyLc3sBPubD8KuBKXt8gZB3y73R2a2a24jnmRr8QET39JjsztsuZLu+BEexu4D9f8uxw//wbSJd5T0iEl7PNU/P+nyK4l9DvS2R7Ppirywy5ESD8O/BY4CI+U/RZwCP675cUiwZ1qf2w3ijXZn4+vc1B//ge9Z1dqnemTqZeaK52UlXQBngVSOmkS/tis+WNJUigYgHRfsH3WfKWZ5ZNxnTKJ5sel3agvztwOp+PZknnfQRAEQRAEQRAMU0Zny7kT4S7cmdo1JE2PR892lELeBOfj2vnFSMrtqddODxJJ9mi5rPmokvRap+BSOyfjztqJg9ixAHACrm9d5AeSfjPYtkPwQzxqu8IYPHPg9232F3TOF6mX+TqypL7/g/+2lwO3mdlbxQ9TUdz1cAfJKtm2B0g6z8zubXfnZvaOpGOAYvHtj0pawcz+1W6/0wD5uHQv5RUlegp31v/OzJ4YaCVJo/FJxp9R62hdIdl3cpv7/xN+PMXr7PbUy6EEPULSzMCWWfPZZvZol/c7J3AFXsCpmxyLS9wVJ663x+sBBI3ZktrvC8obl57DHeqX4eNSzf1MGpfWxcelT2Tb7ivp3E4mu9O49BPguELzspI+NpL0cIMgCIIgGF5IWgRYGy9cuiSwOO6PmR34HzABr2f3EHAbcK2Z3d8fa9snPUcuivshPwi8P330Fl7L8xFcw36qrZuW6kCtACyFH+MYPKN1AvAyLm97v5k91jcjSyBlxS6GH+ei+HHOgQffVM7XB4FHzGxyt+15z5kvaXm8AFeRk3ugD3sitQ7V5/EToFTMbIqkU/Fo7wqrSVpsaj+pukgeiTaRFnXLB+BKYG8zu6+Zlc3saUmb4UUt1il8NDuwCT4Z1A434BfPJQpt4whnfj/Jz7n7zaxTJ9MDuJTExYNdVFMGz58lXYtLuGxV+Hh06mObDm35Pe4EKjqEtycknhqSZGxyB9YpJYxLz+HyEqc1U/wzFUI+QdJLuMZ1kW1p05lvZibpFGoneD4haSkze6idPoOO2Yz6GgondXOHqTbNRfiDTIVu3QuNl3QBtdfaL0ra3cwaZcEF9ePSw2Z2Q4d9PoSPKYMWWk/Xp6slXYePH8UxaDq8tkM++dQqZwBHUzuRvj0QzvwgCIIgCEpD0hy4Gsj21Psei7wvvT6I17vbPm3/CH7fcrKZ5XV/hg0pSGcssBHwaZqozybpAeAveI2km3pRp6sTJC2LB7VtCKxI43qs+Tb/wY/xj8CfB7sHHi6kQK/P40G/a9Fc4NWrkm7En+/OT5LLpVP8wjfLPptEvdOiVCTtB+xYaHqM7qb3/gFPl3/PBOBzXdzf1E7+3fypA638CruY2UbNOvIrJCdsI23ftqtwpwtkPjmxdhpkgh4jaS4gl3voZGLlXVwmagUzu7DZ2dGUefIV6qVVNuq0YK2ZjccjMIvENWhg8nHpXbyQcSfcCixpZqc048gvYmbnAHdkzW1fgxJnAnm2UxQl7R/5d/8kXoC7K6QIj5OANQrN11MbeFA2p2fL78cfNIKMdD+Qfzf599cKU3AZp+XN7PxmH2LSejtSL9W2QacFa9N93cVZc37tDYIgCIIgaAtJs0k6Ar+vPoaBHfkT8PpOAzk/l8Dr0D0u6URJHyrd2A6QtLykP+CBY8fjyhJDOvITy+D3iDcCj0raNTmShw1yNpF0Ey4NuR/+Ww7pyE/MhwfPXgo8JWkfSbnM+7BA0ockHY3/lmfhgZ7NZlDPgft4TgWeT+fqImXbWPzS18o++4uZvVT2DitI2pJavc+XgY2BF7u1zzR7d3PWvE6jdad1JC0GLJQ1n9tpv4NJWTTBbbgzr0indRbOyZano9apEvSOtakfCPLfp2nMbJKZndjOjK+ZTaB+ImF2PK2qU/JjWiJJSQX1rJUtX29mz3fSoZm9ZGZvdNDFrdnyPJ0UojSzF/CbtiIxLvWB9DuulTWf2+qkT4scTG0h7AeAL+ABFd3iWiC/v4tzrjFrUl+otpNxabKZHd+OXGGS4Plt1jwrtRkd7ZIf04KphkMQBEEQBEHbSPoiLj2yP7WO7eeBU/Do7hWAmcxsVjOb08xmx2ValsadqL/E65tVmBHYGXhQ0rc7eRYrA0kflHQ6cDdel7MYAPgucDvuWzgYz8j/FvA9XML1MtxhXGRR/JgfldSpMkApSFoBD3C6FFg9+/hlXAb3KDyYchwun/wNPIv0dPwZp8iH0vqPSfpKv3/DCpJmSvUSH8d/q2LtPgPuwYPED8YD0b+B/57fx+/T76A2gHxm/Fx9WNIxqV5sKYyuGIxrVRW5tqyd5Ej6OPA7qo67ScBWZvZwD2bXrqM2ympNSaOnhhSPHpM/2E/BZWn6SaNUo1c66tDsQUnPAvMXmtemPE3uoHnWzpYfN7N/98USp5EO8QepH4ha5Tr8XC4OWOvg18QgkbIg/i9r7tq41AK5Y/eVEtIgr8N1sSusIWkGM+umQzeo5yPUTxD/pVs7kzQWL7hc4SXgs2b2ajfvZ5Ps4PXUyrPk19/Ayb+XZ83s4b5Y4gw0LnVad+V6/NpWnFBfh9oH5yAIgiAIgqaQNAvukP5q9tE1eHT+n4eQwH0HlyV8CDhP0u54Fv/uwBb4PctswC/wDPrtzaxrgcEDIWlr4Fd4NHaFSbjT+wzgGjP7XxP9LIMf1ziqgRrzAWdK2h74cgoC6ympftP+uPO6WHP1ZdxJ/wfgjmaCnyTNhz9/fAX4aGqeB49g307Stp0G7nWCpJVwFYA8UOZ6fDLm0mbOMUmz4xJL43AZolH4d7cHsJWk7czs+k7trdy0r0B90cnrOu28ESm94BJgltRkwNfMrCv7a0D+YP4+aoviBs7Hs+W7hkFRjiWpL9qcR8m2Q+4g/GQJfQatk2uj9+qaMBATGrTlEZotkwbhvJBufuyBO1bHZG39PicAls2W/15Cn/m4NAt+/EFvyce9d4CburEjSWvg0RsVr/1E4HM9rOGTj3srS5q+R/uemsivzV2b3GmSbo1L46mfKIhxKQiCIAiClknyuddS68j/F/BpM1vPzC5vtUCoOTeb2Rdx/+X1hY83BG5N6hI9QdJ0ko7Dnb8VR/47wHHA4ma2RZL6HdKRD2BmD5jZ4bjczuZ4BHiFDYE7JfXUT5UkcC4HDqPqh3sFj1hfyMz2NLPbm81iNrP/mNmxZrYSfky3Fz5eB7hL0qrlHUHzSPoy8DdqHfmXAB8zs7XN7LRmJ4vM7DUzO9vMNsF9B2dQDUyeH7hG0j6d2lxx5i+Vtb9L51E+daSUgoupjXw72Mw60R9tlTuoj/AuI0V5pJGfE7lOdD/YMVt+Cp/Z7ZQ7s+WY3OkP+f9hv8+5uRu0jS+p7/ycy//fgvrvZAqNo1J7hqQlqNfPPq2Eru+iNh0PYlzqB/k593CHkkwNSQ8a51MthG3AjmZ2S9n7GoT8+jo9ULqW4whguN0LxbgUBEEQBMGwRdLcuIRoxfE8Bfgh7hQtpQ5Vqr+4Di7p8lZqXhS4WVLXfTmSZsQlCr9VaL4VWNnMdjOzp9vt28ymmNmFwMrAXlSPbz7gL5I2aLfvVpA0Dx5IV9zf2cDSZvbTJEvcNmb2Z/wc+RbwZmqeF3d0b9hJ362SHOunAZU6VM8Cm5rZ58yso3t/M3vIzMbhPoSHUvN0wFFJdqftdOyKMz93Gjzejp7nYKSIrwuA5QrNZ1Orm9910kmXV76OB5Z68u/koYZr9QhJG+NpKRUM2NPM3i6h+/zY5kyzyUGPSPJauX5YX885fAAtMhkoS14hP7Zw3NaTfydPmtlbDdfsAZLej6cRFrODrsGdsh2Rjiu/6Ytxqfd0fdxLY8sV1BZQ2tfMzip7X0PQ6NjinCuQHkbnzJqH27g0BdehLYMYl4IgCIIgaBtJs+KR3JVM5jeBL5jZAWXLWqdI/RPxeocV+Zl5gSslzT/wlp0haTrgTDx6vsJP8ayDPPu+bczsXTP7GbAq8GhqHgNcJGnNsvbTiEJE/sdS0yTgG2a2TZlSP2ni4gQ8G7TiZxkDXCgpD6DrCpK+jWv3V5zqVwMrmdllZe7HzG4CVsF94BX2AH7cbp8VZ35e6LQbeqC/pFYT+EZghxK0htshf2BZuA82DFtSDYVcN/iRPtkyb6oifRG1TrSDzOyCknbT6HxfuKS+g+ZYuEFbX845eK8Q5mez5rtLjNLNz7kPS8olpKZ1ejEuDYmk0ZK2wAtwF2VY7gG2KXEMi3Gp/3T1nEt1IM4Flig0n2JmR5e5n2Yws1epPvhUWLjXdgxzFm7QNtzGpfvM7LWSdpGf7x9M94NBEARBEATNcBLV56UJwAZmdnE3d2hmt+N11ipFZBfCNfa7JR95DFVH/hRgVzPbu+xg6ApmdjdeK6AiSTMT8KduZSAkjfxzcMcz+O/4OTP7TTf2B+9lWvwf/rwN1WNcvFv7BJD0Bfz3rHAGsEm3ai8kX9KXgJ8UmveRtEs7/VWcR7Nn7aVqo0s6EK/yW+FBYLOSoqrbIT++9/XFiuFLowrLL3V7p5J2xP9xZ8O1pFbAL1xFPdjXgd3N7Lcl7rrR+V5alemgKfpyzg3CZ6mXnCgzcjY/54Rfhzoq6DzC6Oq41AhJnwKWT/ueA5fcWoPaKGqA84CvJ4doWcS41H+6ds4lR+wp1BZU/TOwc1n7aIOXgQ8UlmPcq2W4jUsbUh8t381xCfw76FtGVBAEQRAEUwfJlzM2Lb4LbJWikbuOmT2SpFn+it+7rIrrvH+vzP1I2grYrdD0HTM7vsx9NMLMXpT0GbxOwEfxZ5ZzJX3SzN4cdOPW2Q+/5wSvAbBVksTpKukY1wNuAFbEn8XPl7SqmU0se3+SFgJOphrgfhEebN5SLYdWSYGA+6QMjz1T888l3WFmLdUDrTjzZ83amyrS0AzphD+00PQyPrPTT6dVfnzxAFtLIydS6brBDTiOqk5VzkN4RONxZvbfkvfb6HwPR1pvyb/vKXhByJ4jaWbgyKz5dbxYZVm83qAtnPm1dG1cGoQtge8M8NnrwFXACV0q2B7jUv/Jz7kyx71Dge0Ky/cDY8tOOW6R/JyLca+WRt9HR/qg7ZIi5PM03DeAU0vczUDjUmnp1EEQBEEQjDwkzQsUM00PMrMremmDmf0rTSicm5r2knS2mZVScy0d468LTT8zs1+U0XczmNlrkj6L12+aB5cv/wHQcSHVCpKWBw4pNO3ay98xHePn8GOcCw/u3R/4fpn7SUFWv6Mqp/kP/Lmsq478jL3xbO1N8dplp0r6qJlNaraDyizELFl7KU40SZ/AHWAV/aG3cEd+39KUE/nD2Ji+WDF8yc8HqBal6BdX4PrUpUfFJWdKHnkW50RvmTlbfrNPElwAv8KryBc50szKPPcaOYTinKulK+NSB9wPXIrL63SDGJf6T37OlTLuSdoBOLDQ9DywccmZHe0Q59zg5OPS232cfDkOzxoqcnTJwQ0xLgVBEARB0A6HA+9P72+mTR1wSfNJOie9lh16i1rM7Dzg92lxNLUSKp1yNNVj/DslRP1Lml3Souk1ZFCNmT0DbI/XjwTYXdJyg2zSKidQDfg+p1lpnSRLu5qkb0s6QdKZ6fVLSbtKWmLoXhwzewr4aqFpn1a2b5LtgErdgdeArZtVjUm/2aclbS1pJ0ljJa2eAkKbxsymADsAz6SmZahG6jdFxZmfOzI71siUtAhwCdWHYwO+ZmZ/67TvEqhzHPbFiuFLI6dZv3VT98DTip5KF4nphli/aVJfM2bN/XYcTmuUfg1qB0m74QNkkRuojTQog0YTZnHO1TIszokCq+KT089LOiONcWUS41L/6ca90KfxCcIKE3GZwSc77bsE4pwbnPx8mKHMe49mkbQzsGPWfCvwo5J3FeNSEARBEAQtIWlB4MtpcTLwzeSobIdNgK3SK5c5bZZ9gErAzFqS1mizn/eQtAywbVp8Fy8G25FGvqQ58Yjwx9Jr88G3cMzsSuAPaXF6alVQOrFnI1y3Hjxbc48mtllc0u/wgNubgV8A3wS2Sa9d8dqpD0u6TNLCzdiS6iyclxZnBA5q+kCGtnl6PKOhwoFm9sQQ2ywm6XBJd+FKCjfghWx/jUte3gS8LOkUSR9q1hYze5na73k/SXM0u33FmZ+nWuep5i2RTswrqNViPcDM/jDAJr0mly/ohXzD1ES/ZGc2AdbDpS52xf/JzqZWx3U+/CJxraSyZChmpZo9UqFRunnQPfJzbnSrs5udkjTafpo1vwB8qQvRmI3+n+Kcq6XUcalJfo1fgzYFvoJHXPwSuLuwznT4zdxdSZuxLGJc6j+lys6kwlQXUZ0sngJsa2Z/76TfEolzbnDy70P0OFJd0tr4PU+Rl3D90rILrcW4FARBEARBq+yGO5UB/mhmLWcxSxolaVNKCKAzsxeovXfaq9M+camXiu/0N6kobdtImgF3Vue1kJrlu1QDLjaT9JFO7EnsV3h/uJk9N+CaVTbAAyHzumMT8YmdIhsD/5DU7DHvjWv2A4yVtGiT2w3FWKq1ER8ETmxim/OAA3At/9xvWGFmPKPgHkkfH2CdOszsfHxyAPx7/Gaz2w7kzJ8zX7FZ0kzHOcBShebTzKzsCKJOyGc74gG2lkbfx/sbtJWKmV1rZteY2flmdryZHWJm2wAL4LNxxRneT+NVygf6Z2qFRscW50Rv6cs5VyFFz15E9UYEPCpzazP7TxcYrSz7AAAgAElEQVR22ejYelGXYmoiPyd6cQ16OF2DLjOz35rZj83s22b2Ufya81hh9dnwojwfLWn3MS71n9xx2fY5J2ku4OKsj73N7MJ2++wCcc4NTr/HpdXxc2iGQvMkYJuUZl02cS8UBEEQBEHTpIzFbQtNTTvjJa0o6WRJF+ESlJdQ7xRul2OpZlhuLGnudjuS9H48UwDcuXxUJ4Yl/9XJwNrt9pEc7SdXugS+3qFNSwGVDIbx1GYVN8PLwM9x5/4cZjYL7ldZBJ8IqdxPzgM0Jd2TspjPSIujcUmaMtip8P7IFnXyJ+H35nsCGwGr4xkIP6Pqy5kLuKSVCHtcpqrC15r1cVac+U9n7Yu3sOOcjwHrFpZvAHbuoL9ukGsuPdUXK4YpqSL2y1lzJ+dER5jZRDM7DPh29tF61EuitEMjDa44J3pLfg2CHp1zklbFtdCLEgPvAF80s+u7tNv8nHu+lWIn0wj5OVG2Vl5LmNlf8dTDYjHIWYBflTSpGONS/8kdpJ1cg75A7W96kpmVqdvZEZLGAHkaaJxztfRzXFoJf6gtZiRNBsaZ2TVd2m1+DRqf7geDIAiCIAgasQbV+8m7Wiw2uyQuI/h52pfUaYiZjcfvo8Cdypt10N0XqWbZXl6CVOYhwLj0vpN776LDfWyHUpDbFd6faWbNBnOMxzPZP2xme5rZVWb2GoA5T6Sg7qKE0JqSFmiy/2LB4W0HXKtJkkzu6mnxFeCPTW76JnAYML+Zfd7Mfm5mV5rZ38zsbDPbC/gEVR/qvMC3mrUr3dtX6souCnyqme0qxQ0eytoXlzRdCdV83wEuB3ZowdfRKO1iB0m5dulJ7RTIlDQjsGDWnB9/AA9TexItNdCKPeQEfCZthULbrngl6k7Iz7nXSi4qFwzN0/hFsuhQXwq4sZs7TVHVl1MrLzAZ+LKZXdJ4q1LIz7m4BtWTfyeLSpq+C9ISTWNmz0s6BL8WVfgk8HFc87AtUkZbrsEf50TveQiXe6tQ1rj3Mi7LtNOQa1ZZPVuetcH2r5jZuW3atCT1aaJxzhUws+ckvU6tHNFSwF+6uV9JKwLXUBspPwUfl87p4q7zcenBLu4rCIIgCIKpn3UK789vcdsHqS+U+zm8EGgZXEA1ov4zVCPZW2WjwvszBlyrCSSNBb6fFk8BXqTNQrpmdr+kO4GVcOfxx2j/eXSDwvumpdHN7Kwm17tG0r+pPu8uTOOgmXy7v0t6FA+mWVTSUmbWyfPKhlSff84zs9zHPBDrm9mEIWx9QNKPqWZurA8c0YJtZwIHp/cbAUPWmh3ImT8jsDRwXws7b8T0tFnJOiPXCwX/Z2zZmY87gvNZq4fb6Gek8xC1zvyypCTaxsxM0nnUOvM/JmneDp3vK2bL4dDoMem3fYTa36Kr55yk1fCI/KLD5F3gq80OTB0Q59zQ5N/JaOAjQCsRH93gXOB4ah2hG9OBMx8/rumzthiXek9+zi0taaYWbvQGYi78nOmE91MbnQJwP34+tkN+fZ1MrYxU4DwMrFJY7va49EngMmrlLicDX+9B3akYl4IgCIIgaIX/K7y/rpUNk7Z+jSM7FdMty5l/He4vFLV2No2kUcCaaXEyHmzRFqkQ72+TPX/G1Us6LV57Je7MB1dHafl5VNLswMpp8VXgtg5tGoji81QrNZmuppoZuw6d3Z+uVXh/VbMbDeXIL1B0wH+42f4TV1F15q9DddJnQCoyO/+iWlygQtsaTsOc/LjeBB7ohyHDnH9my6tI6kUByqHIHVzCNfU7YZ1s+Y4O+wvaIz/nunYNSgV2rqbWkf82MNbMTu/WftO+56A6YFaIc66e+/DfpEjfxyUzewlPyyuSZ3u1Sn5cbwP3dthn0Dr5/+FMwKr9MKQH5OfcvWaW/78FvR2X1sXHpbkKzRWN/NO6td+07/fhGUZFYlwKgiAIgmAwlk1/pwB39tOQnBTsWZHQnF/SbIOtPwCLUK0xdY+ZvdqOLZIWwzMXZsSDccaa2bvt9JXx18L7dgNOlqMa7HxLCeosdUj6MNUM0Gdp7Tn3psL7PPCkVYrf0U0DrtU+RZWJVp+rbqM64bFiMzK+owDM7A3qZ2ByB+dIYd1s+eZ4gG1IPrM6PV4Ast800u+aq0FbU0haCFgsa7623f6CjsjPuaUl5ZrOHSNpHJ52V7zYvgFsmqqJd5s1qc8OinMuI2k135o1D5dxqbSi8Yl8XLrFzCZ22GfQOndSP1EzXM65ssmPq6VoqmmI/HtZPEWNlYqkbYErqJV8mwB8tgMppVZYg/rsoBiXgiAIgiBoSAr0nDctPjNM6+wUo7hzn08zFCU372/HAElz4fd48+CFfjdud1KgAUWb2pUHLW5XepBzChj5HVX/x14tThgUbWokyd6sHUVZ2/Fm9ny7fQ1C8bt8vJUNk5RwRTd/DDD/UNuMLry/DlitsLyBpPe1UPygwp20949S4RNALnGxItXqwACY2ZRWO5Y0J9U0mQrxsNKY+/GLzQcLbZvj+uL9pFEl8k4uhltkywZc30F/QfvkOsTCf5/jytqBpN3xauOjCs0vABuaWa+iCfJz7mkze6ThmsF11F6zPyNpjhJvgNoln0Bs254UJZI7VmNc6gNmNlnSjXghrgpbAge10d0f6ex33A74QWH5OepThNsqmp2Kfuc3iF3VgZ+KKaZoV9gCKK2YsaRvp/6K49J4YBMzyyc0u0U+Lv2XyFoNgiAIgmBg5ii8f6FvVgxO0a73D7jWwMxXeP/vVjeWNANwHrAEMBHYrIQCukWexmWCR9OE83cAiv6+jm2TtDwenLIALo/91bSPN4GdzazZorMVnii87yTQcx6qgStPDLJeJ2xfeN+OJNO/geXT+/mpZpY0pOjMvxQ4oLA8C35z/9tW9p6i3FuahSgyQGXjJ8ysFV2lgdiaaiXqCpeV0O+II2mYX4ZXGK+wlaTd+hwx2ii1ppNZtXHZ8q1m9mIH/QVtkooN3kGtBM04SnDmp+ruxwC7ZR89gRc06YkzXdIY4AtZ86W92PdUyqXAIYXlmfBCRif1xRreS5PMJcc6uQZ9EZg5a4txqX9cSq0zfxlJq5jZ7a10kgIhWg2GeA9JL2dN75pZ2/dWGfm4N4GYxG6Imb0g6R94oesK4yjBmZ90WH8C7Jl99DQ+LvWkAK2kmfFJqyKXmFk7damCIAiCIJg2GFN436ymeK8p3ou/b8C1Bqa4TUv39Ukm5RRcp30KsK2Z/b0NGwbEzKZIegOfWGnn+KD2ubYMn+vFeIHbChPwQrCntvksU7Sp3WPMt237GW0gkoxzRbLyddorltzSsb4XBZSif3I98q+2YcBwJj+eu1LhjaAxuXb4bNQ/8PWMNLOZR489lV7t9Lcy9dpiXdVLD4Yk//4/kWZ32yalAF5IvSP/LmCNHkfFf5F6R3CccwNgZv+kPqWx3+PSNg3aOtHcy4/nPjMLrer+cS4eOVOk3+dcaUiaBQ9sKHJhklsMGpNfo1eStFLDNZskTexeQL0j/1/A6r1y5Ce2wO/visS4FARBEATBYBRrbs7QNysGpxjI2460dlGCMK8xOhSH4pm2AHub2YVt7L8ZKsc1fTM66w0oBniXrpePT/p8FviSpHayI6akF9Ta2irF37KMegXvkaS7i/Wtvp/q7LVK8RzL5S/rGJUt57MHa0havQ0jhh2S1gdWyZp/3w9bpiJupD6daL8UTdYykraWtMjQaw7IvsBCWdufOoge2y9bngSc02ZfQTmcSf1A+d12O5M0Hx5x+tnsowtxh8mgqUtlkrID9s2aH6VeFz6oJXcqrSopl0trCkmLS9qizRsd0vVrn6z5DdqUKJG0NvCprDnGpT5iZq/hESVFvtKN+h19YmfqZaLinBucs6h/AMyv5U2TzqXrqc0AAbgSn2B+ut2+27BF1B/Lk9QWVAuCIAiCIMgpRjfP3jcrBqdoVzvR2MWMgzEDrpUhaQfgwLR4kpmVJs/YgEpAxhtt+sWKx5gHHbbDt/AAxl2Aw4B/4HI7hwH3Smq1UO8Yqn7rTiLqyz5OACTNjvuWKnLgFwK/bLO7lrIHcqfsqdQ/sOzfpiHDjQOy5QlE5NGgpIvBb7LmZYDPtdnlVsADkn7aqlNf0k7Uym2AV3tu68IoaVm8BkCRP5pZLm0Q9BAzewG/ABYZm6RNWkLSCrij/GPZR8cCW/ahSM9W1BemOTGkDIbkNOojpfPrebMshOsW3ixpo1YmJiUtitcMySNYf96B9Fh+HBPxAkFBfzkxW54J2KMfhpSJpJmAvbLmh4kaDYNiZuPx60aRLSW1XGgsZZrdSn1wybF4EfYy0ptbYXNguawtxqUgCIIgCIbiZdwfA7BQu8FSXWbRwvt2gvheKbyfd8C1CkhaDvh1Wrwcd2p3hVRctiLX+spg6w7C+ML7joOXzOxyMzvXzE40s4PM7JNUv4P5gIuTckKzFG0aP+BaQ1PctqnfcijScVwOVDJ2bwd26OA+umjXkL9njSPDzJ6l3pGwsaQN2zRmWCDpC8Cns+ZftZn6MK1xAvUn0lGS8toDzTIj8B3gUUlXS/r6QA/EkqaXtKGkK/ALYu54O9rMWi5Ekjgq628K8OM2+wrK5Yd4wcEKo/Hfq1XOwwuvVHgH+LqZ7d5OAe1OSJrER2TNL1M/WRZkmNl/8YnmIutJ2qSDbj+FD7xPSDpc0lrpN6pD0mKSjsBlmZbOPn6SNq8baVxdN2s+KR1v0EfM7AbqpZN2SxM6UzP7UFvIC+BHZtaNlNqRxhFUU3wBpgN+3kY/ZwMLFpbfBb6ZxqWe/g5JujAfl14DftVLO4IgCIIgmPpIz9MVudox1Cso9BVJo/HCs+ABU+1kPj5aeL9kk9ssiMsOvY0HzHxV0k6NXlSdwABrFT5r1v9a9KM9OuBag1OUWm85UKUZzOxEPAMV3D+z3SCr5xRtalseOWVfV2pjLjjQs3+zpO0vAVZLTfcAG3YYmFPxNUwBHhtq5UZRiT+mXkPo5x04b/tK0ofNo7ffAn7aB3OmOtLJmBcgXYL66L5WGQV8BndmPijpBUl/l3SppIsk3YI/VF4BNLqYXQz8oJ0dp8md3BF4gZnd105/QbmY2d3UFwDdXNJGLXaVa6pND5wkyTp8tVOc9HvURgYAHBM61U1zFPXyS79IkcadsAAeHX8d8IqkeyRdJ+kcSddIega/Mdqf+iI0rwOfbec3TIP/8VnzJLwYZjA8+GG2PDPwi34YUgYpGy6XlnsS+EMfzJnqMLMHgD9lzRtKajVTMR+XRgMnljAuXdXGYX2X+oe2n6eHnSAIgiAIgqG4s/A+D57tNx8HZknv724zmO9BqsEcK7coNz0j/mz360FeRT/XDoX2XZvcR1GB4IEWbCtSrE/38QHX6pwrCu//r4XtPlF4n9fSa5XK9qOonUhpCUlzAH/GixuD/x98phOVj6S7P09a/LeZvTXY+tDAmZ8qDOdOhqWolziZWjiS+lnCn5rZc/0wZirlJ0D+fR0o6SMl7mMe/B91E1xHdlWqKUM5vwO2aSeKTdLceDp7kbcZOXJSI4XvUe+8PVHtFU3pK0kXLtf9f5r2ojqnSczsKeodqYsBh5e4mxlxuYm1cEmkdYH5B1j33/iA3W4B9cOpn9z5eS+1soPBMbMrgGuy5k0lbdsPezohPXj8hvox9Xtm1moxr2mZ/fFJtyLHScprEAx7Ugp4ft/zHyLQJQiCIAiC5rmu8H6DvlnRmKKjvK36ZimwtfK8Nxeu/T6cKGZ5t1XvKD1/PpEWF2lVDrsFijI3c7awXfEYb+zQhmLm9TrtdCDpg/h5v0bBprWTXHQntPxbDjSz9H3g2axtX0l5EclhTbI3n9V6CvhRH8yZakkXsb2z5pmBC5JOV7MchDvk2j3RHwe2M7Md2tE7TzpupwAfzj46yszaTtkJyidlSeTO7oWA3w9TPb6GJB21s3DN7SJ7mNmEBpsEA3MwHklc5DuS8iKSg3ErXgD0VmqlnJrlbdwpurKZ3dbG9iR5oD2z5qfxokDB8GIX6usI/UrSMv0wpgMOxDPhitwA/LEPtky1mNmD1GfPLMDUNy6NwX/7fHLnO2bWSWGxIAiCIAimLf4MVAIsP9+ib6hrpPuyLxWaLu+gu+JEwBZNrH817qxu5lX0d+xSaB871E7S/VxlwmIKtRMrrVI8xq066GcwPlh4/2ozG0haAA/yBc+K/3uHNhSPc8tWN5a0NHALUCniezGwQUlZrcVzKw8oa0ie7guAmf1P0p7AOYVmAadK+pSZtavH1AxPUa9BnD9MD4m8wOnvcbsrGLBLONFax8zOlFflXq/QvCTwG0nbNpO2ZGb3A3tI+g6e1rIBnsqzIjDQDOC/8Rm0i4ELO9SUPZj64r2PEpM7w5VD8cFk4ULbpnjUfjO/2dO057AdiuebWUnSdHgWSa6zfpmZXVC6VSMcM3tT0h7UFkiujEurmdlDTfQxgZS+KGleYH08JfSjeFR+I9meN3Dn//XAKWbW1O/fiFQfJB+XAHYLyaXhh5k9IunH+ER0hVmBcyStYWZN3Yi2yR3U3gu1dZOY5MkOyponAt+IIqdtcQSwNZ4ZVGFjPAjm0Ca2f5oB7r07pKls05SlcSqwbPbRVWYWkztBEARBEDSNmT0n6RrcrzMG+DL1Es39YH1g8fT+MdwB2y7n4DUfAcZJOmQwn1TKem2qGK2kiYXFN82slSK2m1OVgb3OzF4cbOUhOBvYMb3fQdLRXXhOKAbg3d3kNl+mGoB+QQkZxTfi98wfAlaUtLKZ3dHMhpLWAi4AKkoRvwG+ZWa5RH3LSJoPP2fBn9MuaWa7AR8ozOxcSadQ/VEB5gaukrR6t2RqUkHT73XSh6T58dm3ObKPjjWzdvSuA2ccrgdVrCg9Fk+Z+VaznSTH/z/TC3hvZnFO/DebHi8OOr6sKLFUYOTgrPltYKyZTWywSdBnzOwNSVvjaUYzFD46QtILZnbKENuv2VUDh+Zn+CBb5L/A1/pgy4jAzC6S9Cs8ur7CnMA1aVx6qoW+/gucnl6VIkmVa9D7gAlUr0MdF6ZMg/SV1KcVnmBmuRZ3MHw4DE/DLGo7LgdcIWnddrLEmsHMbqGzBw8kfQJ/AJku+2j3Zia/gnrSpOJYPMigWEvqB5JeMbNfDrF9niHRa34CfDFrewH4Sh9sCYIgCIJg6ufXVCV29pF0kpm1HIxbMt8vvD+pE8e0mf1d0oN4gN5CeFDHmR3a1xEp86Ao4/v7Dru8Fg+qXhBYBne8XzSEDbMDJwIHJqn2wdb9JtVnqXeAc4cySF77dLdCU6fHiJlNlnQGsE9q+i7NZUHsgJ/nM+DBooea2SGd2lNgb6q++YuaLaI7VAGHbwP3Zm2LAH9OWkHDjpSKcQ31Ovm3A/v23qKRQ3J+fZlqEZAKu0jqSLvazCaY2dNmdo+Z3WFmT5boyB8HnNDgo73N7J8N2oNhgpn9g3pdX+FSF9v0waQhkfNj/PpZZDKwdSeR3QHgEjV3ZW0fxp2r87XbqZm9a2YvmNnDZvZPM3vQzF4s0ZF/FbVZJuDH0Wkx8aCLpGiLL+ETO0VWBc5NxYyHHZJWwYMaZs0+OsvMTuqDSSMGM7ud+jooAMek+41hSbpPyyW+pgBfMrP/9MGkIAiCIAimfi6i6jNckKqjdFAkLS1p3+KL2szBbbLPdxyor6zfbYDV0+J4GvuBWqUos3iQpBkHXLM3bIMHFwE8Q4fSmSnYtlg36dAU6DYYo5IdD0u6RNI4SQtWPpQ0i6RVJZ1KbU3WXw7l/E98B/hAev8PM+tERqjIsVSVX7aUtPJgKyeJ3NNwR/4kPNj9F5Le38RrtqGMSYVvv5EWDTi62QMZ1JmfIs42w6NJiywP3Cxp8fqt+keS1rmZelmLZ4AthsEM4VSPmV1N4wv0AZJ+laRFhg2S9salTnK7Tjaz4ZACFgzNz6ifiR0NnCFptwbr94006J1CY0fP7mZ2Q49NGnGkyu6bUy8rsSw+Li3Ve6sGJtnzNyAvGP4c8IVmKtUH/SUVhtoSyH+rjYGrNcwKc0taD9fNzAuz/gPYqfcWjUh+iV/ri0wH/C5JCQ4bJE0n6TfAAQ0+3svM2ioKFwRBEARBkKLei/cY+0vKn3sasTxwZPZasfD5N7LP8oCEOiR9APcdVDiipADR06kWiV2KJicsukGKiC9OLhxZkp/zJKAS3LE8sEeT202HSyH/HnhS0kRJ/8Wlam/Bsz8rErOX0oQKi6TFqA3o/EGTtgyJmT2DS06C237CED7MuQvvZ0jbjm/y1YzG/7HALOn9JWZ2Z3NHMnRkPmb2GLARXnCgyKLA3yQNi6rV8iKIN+HFyIq8AmzYivxCMDhm9jPgqAYffQO4VNI8PTapDkkzSzoJn9nK9an/RK1MRzCMSTcIXwNyiaxRwLGSjh8Gs+MkDfYraSxXcLiZHd+gPWiDJMe2IfXFcxbGHfqb9NyoBkjaFHfk55lir+Hj0hM9NypoCzO7HtiWapGvCqsDt0haoedGZaSsoN3xG+U8Iv8hYNOozVAOaVzaGa/nU0TATyX9WlKjGhw9JT3UXg58vcHHPzazvNB8EARBEARBS5jZxVTviWbG60sNVQz3DeDxFl7PDNZZcsieQbXQ6j24o7RjzGwStZMJB0larYy+2+AEqrLX9+La7R2TpKeLGeOHS/rYIJtMwGWsc/37mfCI+qIPbjzuxP/8ULr3kqbHJ08q2c9XmlknBYwbcSDwUnr/Serri/UESTtTren5Ni1OEqlZ+ShJa+L/oHmqwBS8SNsh6STvKelh6UfA7tQ7bV8BNknas0GJJJ2u44FvNvj4WWC75PzoOSlD4yygkXPlz3g0bOjkT2Uk3bSLgXUbfHwHLhXQFx3oFAn7e2qrtFc4Ftgjik2Wj6TV8Ume2bOPDI9Y+H4/MrLS5NLh+A1RPi69hjtVb+q1XUHnJM3Ek6nP9pqI3+T/ph//65LmSnZt1uDjx4B1zezJ3lo18kkySxdRLVpV5G5gGzN7oLdWOZLWwR+GGsmPnYgX7YpxKQiCIAiChiQf4PVZ8yqNpIpTYFuxvuJ1wEa9ehaTdBzVOo5vAas1E+Us6TZglULTFDNrGKkt6Txgi7T4NPApM3u2A5uXp6oqcttQgV5JiujItPgO8Gkzu7WJ/bxNbQ3CB81smQHWvQSPtAd4Ev8eB5VjTIotn8alf+bDn81fxf2CtwJXmNmEJuwUHvm+Q2p6FfjoUM8wyRdzVdZ8uJl9v9H6aZvtSLXzcJ/2VmZ2QYP1Vqa+3lSzvGhmP230gaT/A67GJz8A9jOzIxutm9b/DrVSSGBmTb/wdItncUdJ/noY2KCV/jp94U69Bwaw5z/Air20Z1p84XUIGn3/U3Dn5rw9tGUW4BD84t3IpjOAGfr9ncWro994BnyiptHvOwn4BTBrD+35YDrPpwzwP3BIv7+zkf7C5WueHuCceAS/ieylPesA9w9gz3PASv3+zuLV8W/8WeDNAX7jG4Hle2iLgO3xIqaN7PkXMF+/v7OR/Erj0h+G0bg0F16kq9G4ZHg6dt+/t3jFK17xile84jW8X8CaDe4jPjbI+mune5/KupcBs3TZxunwIIWijV9tYfvbsm0nD7LuHHiWQGXde4AP9Oi32DG7t/tuC9u+nR3jA4OsOxdeDLd4jF336aVnmp9mvpQvNLnteg3O08Oa2O60wvoTgfV69FuujGcrVPZ9JTBqiG2+kx/jkDI7RczsHnzGJS+KC7AEcGUqfrBqK/22iqQ1JP0ZL3Sb6+ODR+muamZ5ykdQMmb2Y1yDN59xFTAOeEjSoSlqsCskSZ1v4xNKBwO55IoBPwTGWR+yR4LySL/ftlQv9EWmx4vO3ifpW92UOJA0t6Qj8HNuHPXR1xOBr1i5Vc6DBpjZffi49K8GHy8OXC7p8m6nQkpaTdLlwF+ARpEOd+PRG03r4AXDEzO7BI/EblTMeg3gDkmnSlqyWzZIGiVpc+CfeF2YRvJ2lwCrWxQ37SppXBqHZ6kONC49IGk3dbFgsqS5JB2GZ2LsRP249BbwNTMbUqs0CIIgCIKgVcyLlH6F6v3QxsD1khbuxv4kzUm9hPIPzOzUATbpCDN7Fc+CrUi9LgfclDTeu0KS0dwP17Sv3NudQQuFUlvBzF7GA5deS03L4TK23XyumRF3rBfrTh1kZhd2a5+JXYC/pvcz4ZLh23Rzh5LWx7NWKjXX7scVJqa02ldLznx4T0P/k1SLBuRsiuvHXitp2ySN0TGSZpW0vaQb8ci3RinN4NIvq1lo5PcMMzsJ+BTwaIOPZwe+Dzwh6ThJnyhrv5KWSg+u/8Yj3+ZvsNpLuKTFAZamtIKpGzObYmZ74wPp+AarLAgcB/w7TSQtUda+5RXZT8AL4OwPNNICfBCfTPxdWfsNBsdcQ39VBtYM3Ai/Cble0jhJY8rYr6Qxqb/r8eLrGw2w6q/xc+KJMvYb9B9zmaSP4kEFOaPxB5n7JZ0raRN5ceyOkfSBpIv/L+B8YKUGq70D7I3rUpZR9CsYgjQufQ9/+Hm5wSofxiXX/i3psDIfiCR9IqWWP4FrgOayY+BZSp8ys7xobxAEQRAEQWmY2R/wKPJ3U9PH8UCXHZKMSilI2hiX9SnWSju828F0ZvYvXOe8UodqCeCfkrYse1+S3g+chwemVr67y/DMg675tlJQdPEYFwNul7Rt2ftKvpqbgS8Xmo8xs8PL3leOufT25/DzCDzb9kxJvyw7MFTSaEkH47WsKtL1/8br6DXyaQ3dZyfngKQvAj+nqovViP/hBl8LXG9mD7fQ/9J4qs46uJNkMAfM08BuZvanZvsPykXSbHhk2k4MPlH0ENVz4q9m9tog6xb7nxl32K0DbIAPDIPxJ2BX84rVwQhE0oJ4EZihCp7+Ha+XcB1wq5m91WT/c+CRtuvikQWDTQxMxlP89rMoMtk3JG3BwJN7Fd4ArsCvQddZC7UWJLtJqv4AACAASURBVC1F7biUFxot8iywu5md32z/wdSFpFG4Vv4hDH4u/Be/+a6cc01Fy6diXivi59tn0t/pB9nkbmAnM/tHM/0H5SPpw3hgyeeGWPUfuL7ntfi41FQtH0mzUx2XNgKWGmT1Kfhk4r4xsRMEQRAEQSu0opnfYNtN8QjyYpDB33AZ2qs7sGkVXI1h00LzJPyZ61dt9Ne0Zn623cdxn9bcheYLge90GsCVni+2A44C5i18dAbuyB+0iGyD/prWzM+2WwV/fvlAoflKYE8ze7AVGxr0/T48+Oi7VHXjDa95d0SLfbWsmZ9tPxteA2vtQvNjeN3DS1uxZYD+P40H9axYaL4blwN+rsk+6jTzO3Lmp05nAw7Fi000E3n2Bi5N8QienvIqrj07C65BNQewZHo1Ez05CZ9QONSaKKoQdJ90YTuB2oviYDyLnxNP4JM//8Mdo+/DnSML4ufDQjSXTfI4fjHv+B8vmDqQtBl+HVioidUn48VcHgaeoXrOjcbPt1mBRXAHSaPCgY24FS8meEdrlgfdIN0cHALsxuCOzwoT8PPhYRqPS7NTHZcGc9hWeAcfsH8QDrRpg+TAPQZoNipnPNV7oco16E38/Jodl81ZCpeKmmGAPoq8hj/YHG9m7w61ctB9JH0Wn1hcpInVp1Adl57Gz4c38Hueyr3Qwvg5MdhEZZHbgF3M7PaWDA+CIAiCIKAzZ37aflG83l2uznAPXnfu4maCfdN99qa4g3v17ONHcZmS25qxqUHfbTnz07YLA3+k9vjewZ3uJ7R6D5aeYbfCndxFZ/s7uCrAT9uJyG/XmZ+2XQD/DYvf+xQ8Y+BXwA2tSMSkc+LLuP+4KMX9Ci5T3HJwdqfO/NTHDHhx4T2olaq8DfgZ8KdmA28K/W2Y+ls7+/gM4JutBIB2xZlf6HxhPDptJ6ozK91kEv6Pc6iZNZJ3CfpISqHaFDgAl2XqBRW5nV83G3kdjBzSBXMsLjNQmrTOENwJ/Ag4L2Schh+SFsK1974OdE2rukBlXDrMzB7pwf6CYYakFYG98NoeLUsZtsHreEbQUe2maAbdQ9L0wDb4vVDXtEYz7sLTsWNcCoIgCIKgbTp15qc+psM17Q+jqhNe5Bk8SvkRXCJ5Eh5kNzceELE8HtySMxGPXD+yE99PJ878tP0MuKN9X+r9oA/hkew3AvcBjxej6lNdySXT/tfBpcRzmfI7gW+0O1mR9tO2Mz9tPxp/vvk+9QHX/wGuxrXnH6AaoDsJD0aZDz/GT+BZpStTX9fpQjwY9+lmbcrs69iZX+hrQzzDdtHso9fx47yOwvlqZpOT73Me/HxdAVgLVxLJ64Y+B+xlZme1YVf3nPmFnSyAa2SNo/4LKIOHgdOBU5pNSQj6S/rn2gHXOC+lhkKBd3H5lN8BF5jZ5JL7D6Yy0mCzJbA9PiA2PRg3yQTgAuC0VOQnGOZImh/4Gh7N0ehmsFMewWfYT45iowGApOXwc24balNTy+If+L3Q7yL7Y/iTxqXN8Uik9Wkuk7UV3sQfhE4zs7+U3HcQBEEQBNMgZTjzC33Nhkdj70rz2e+NeAU4GY9S/28H/VTs6siZX+hncTwzfCyD+x8mAm/h2d+D1RB4Ag8aPKVTH1enzvxCPwviExc7ADN2YlPiZjyTvW3ZpWRXac781N/MeIb/Xgz9HPcuQ9/Xvwb8EvhJsxLjDWzqvjO/sDMBq+HFwNbBZ2Dacaq9i6c2XAtcYmZ/L83IoKektKHNgPXwc6LZVPGcl/FB5S/A+Wb2QikGBiMOSR8EtsC1ptekcTRAMzyNX4OuwtMBQxN/KkXSanjW0Dr4jVu749I/qY5Lt5RnYTCSSE7c9XFt83WAZdvsaiJ+w3stPnHddJ2HYHghaV58XFoXj9yZs82unsHPh6vx1N+Y1AmCIAiCoDTKdOYX+pwOvyfePP1tJnOxcs/zJ+AyM3u73f03sKcUZ36hv8WAr+JBZAu2uPm7+H3d6XiGZUva+IPYVIozv9DffHjg5LbAci1uPh6X6Pmdmf2tXRsye0p15hf6nQWfnBkHfJrWs67/jgf8nWFmr3ZoS++c+Q12PgewElXd4T2pnYl6GNcLfQV4iqp+8R3xgDIySbOXy+EasEviqVSzAh+l9uH2SXz29WE8dee+VnS5ggDeu3H4CK4/dwRelb3Ci/h151Vcp/hFqtege8zs8d5aG/SCVEiyOC4tiA/UxUJDz+OpkU9TOy693ltrg5FAmmBcER/3lgI+hGuir0ltfYfb8ZvSh4EHgbvKfHAJhgepwFllXKpch+bEr0XLZ6ufhp8LlXHpsR6aGgRBEATBNEY3nPkN9jEX1TpRs+L3xW/iUi1P4o7nrilylO3ML/Qr3Ne1Du7fWobqff/M+PGNxwut3g/chOvPd+T0HcCWUp35Wd8L4JrwKwJL48/RlQDKCbh/t+LHuxG4s2w1jW4587N9zIUH4ayKH+diVOstvon7kP6NSyv9A7jWzJ4vcf/9c+Y3MGYytTMbW5rZ+X0xJhhWSDoLnwGrcI6Zbd0ve4KRh6Sr8AyRCiea2S79sicYPkg6Gyheb/5oZmMHWj8IykDSs9SmHO9qZsf3y56gv0jaGLgsa57RzCb1w54gCIIgCKY9euHM7zfdcuYPJ7rpzB8O9MKZ328aOfN7UZwtCIIgCIIgCIIgCIIgCIIgCIIOCGd+EARBEARBEARBEARBEARBEAxzhqq6GwRBEARBEARBEARBEATBtM0ckubutxElUucTHWHH14jpRtgxztagbeYRdoxj8oZw5gdBEARBEARBEARBEARBMBjX9NuALjMKeLHfRnSZJRj5x7hXeo1YQmYnCIIgCIIgCIIgCIIgCIIgCIY54cwPgiAIgiAIgiAIgiAIgiAIgmFOOPODIAiCIAiCIAiCIAiCIAiCYJgTmvlBEARBEARBEARBEARBEFR4EPhyv43oMgsD8xeWJwG39ceUrrEyMHNh+XngsT7Z0g1mAj6WtT0AjO+DLT0jnPlBEARBEARBEARBEARBEABgZv8Fft9vO4KOid9wBBIyO0EQBEEQBEEQBEEQBEEQBEEwzKmJzJcQsBSehrEsMBcwBpgIvADcC1xnxgs9tjMIgiAIgiAIgiAIgiAIgiAIpllGA0isgWthbQTMN8Q2kyUuA/Y3474u2xcEQRAEQRAEQRAEQRAEQRAE0zyjJT4J3NjCNtMBnwPWl/iKGWd3x7QgCIIgCIIgCIIgCIIgCIIgCMAj89Wg/RngJuA5YAIwD7AEsAYwfVpnJuB0iSfNuKUHtgZBMI0iMT0wa6HpVTOsX/YEQatITAfMVmh63YzJ/bInCIIgCIIgCIIgCIKpj6Jm/kvAb4HTzLi/0coSC6Z11i5sfwSwTvdMDIJgWiY58i8D1is0zwtRuyOYOkj1aE4DxhWaVwH+2R+LgiAIgiAIgiAIgiCYGhkFvAUcDSxuxj4DOfIBzHgK+DweuV9hTYk5umtmEATTMMdS68gPgqmNg6l15AdBEARBEARBEARBELTMaDPuAu5qdgMz/idxHrBHahoFLAC82gX7gqAlJEYBywEfA1YA5gRmBiYDLwL3AzeY8UDfjAyaRmJ/YOd+2xEE7SIxFjio33YEQRAEQRAEQRAEQTD1M3roVRrySrb8TqeGBEEnSKwBfBXYGPhAE+vfDnzPjL9027agPSS2BA7rtx1B0C7puvRbGtemCYIgCIIgCIIgGJZIWh2Xux3JzATMUFg24H99sqVbzIoHYVeYhCu0jBRGUVtfEeBN4N0+2NIz2nXmL114/yrwaAm2BEFbSHwYuLHFzVYBrpY4yIzDu2BW0AESnwJOxy/MBlxH1OYIpiIklgQuAmZMTdcS5/CIQmI54Ji0eLUZR/XTniAoIjEL8Ke0+LgZ3+inPUEQBEEQTHWMBmbvtxE9Roz8Y56R6jPqSGVMvw3oNi078yUWwXXzK/zabGTPeARTJY8DNwNPABOAuYCFgPXhvRoPAg6TeNyMM/thZFBPusZciM+Sg0fnP0M4QoOpBIm5gEtwmS/w6Pw/EufwSGN94DPp/X/6aUgQNGA1qufn3f00JAiCIAiCIAiC8mjJmS+xInAuMEtquhM4tGyjgqBNXgZOAU4146FGK0jMhhdU/XKh+XCJs8ywHtgYDEL6fS4G5k1N5wCHAF/rl01B0AoSM+Dj5JKp6Ua87sPafTMqKB2JJYB9+21HEDRCYg7g6H7bEQRBEARBEARB+QzozJdYBY9gHgMsgUf3rEdVa+lqYKwZb3bbyCAYgknAz4DDzerqOdRgxusSXwWWAT6RmhfBi+be01Urg0GRmB64AP8tAG4CtjfDFIrjwVSAhPAJxYrj/kFgMzPejnN46iZN0syF3w+tD+wGzNZXo4IgITEdfn4uCKwFfBtYoJ82BUEQBEEwIjkZeK7fRpTIjsB8hWWDESfDvD8wXWH5JeDEPtnSDRYFts3a/gpc33tTusaquD/+PQaLzD8G+L+s7V3gKvwf+IKIZA6GA2a8AOzVwvpTJM6k6swHfwAOZ35/OQ5YN71/HNjcjLf7aE8QtMqhwHbp/UvAZ4eaYAyGPxJ7E1HOwTBFYj383jwIgiAIgqDb/MrM/tlvI8pC0kZkznwzO6hf9nQDSfuSOfNH0jFKWo96Z/4NI+wYv0PmzB81wLqD8T9cy3qmoVYMgmFMXqE8nMZ9ROJAYKe0OB7YyIwX+2hSELSExFjggLT4FvA5sygOP0Joub5QEPSQOD+DIAiCIAiCYBpisAeA23EH5zyF12hgq/R6TmJnMy7uupVBUD4fKbx/F7ijX4ZM60hsRbX2xiRgSzMe7qNJQdASEp/Gi9wKT83c0Yxb+mpUUCa3Aj9u0P51qkWOg6BfPE7j8/PzwNI9tiUIgiAIgiBogKRReBbAPLic+SRgAvCcmY3vp21lIWkG4P348Qk/vlfMLIJnS2ZAZ74ZexaXJWYBNgB+iD8cfAi4UGJrM87rqpVBUCISHwC2LzSdYcaIuHhObUisDvyeqhP0a2Zc11+rgqB5JJYGLgJmTE37mXFmH00KSsaM62mguSixGeHMD/qMGQ8B38vbJRYhnPlBEARBEEwFSJoTr9k5K/BGer1oZlOttLekmXAf6rrAGvh9WUOFE0kvAXfizxxXmNmdPTKzIyR9BJd/WQuvfbgwtZI+AJMlPQncix/f1WZ2b++s7BxJwo9vLTwweClgbnzSAnzS4iXgYarHeW83z9+mU3NTodsLJa4F/gYsi8v0/FriOjNe7pKNQVAaEssBZ+H/eOD/bN/pn0XTLsnRcAHVAe0HZpzeR5OCoCUk5gIuxqMPAE41axghGwRBEARBEARBMM0jaRZgfWBt4FPAksDsDVadKOkh4DbgOuBKMxv29cgkLYn7mLbGJyiaYW7cKb4ecISk+4CTgJPNbEJXDG0TSWOAr+LFg1dsYpPp8CK1iwKfS33cA5yKH98bXTK1YyQtB3wF2AYPaB+KtQrvn5N0FnCqmd1Xtm0t62ya8ZrE/ngkInhU2ljg+DINC4JOkfgkXth2emARfLBYm2qtiL8CX4wClb1HYk7gCuADqelsqlI7QTDskZgJd+QvkZquB77ZN4OCIAiCIAiCIAiGKZJWAr4NbAG8r4lNZgY+ml5fB96WdBlwnJkNu2x+SR/GpQ/H0rg+6QQ8mPQl4FXcTzU7sFB6FSPaPwL8HDhA0hHA8Wb2bvesHxpJ0wN7AN+lGhyb8xLwFH6s4JHrCzZYf3ngGOBASUcDx5jZpNKNbhNJHwcOAjbBVSTa4UP4pM6eki4FflBm8eh2i2ZdhUtiVA5qDcKZHww/dsdn0HIuxaVdzjdjSm9NCiSmB87BU5PAJ1V2MGOqTaELpi0kBJwMrJaaHgC+YMawuQEJgiAIgiAIgiDoN5KWAX4CbERjx+gk4DHcwT0Bd+LPDiyW3leYEdgc2FzSLcDeZva3LpreFEmC5VvAj3CZoAqG+zrOA64F7h9IdkXSzPiz5fq4D2uB9NE8uFP/K5K+bGZ3d+UghkDSqngk/TLZR/8BzgX+AvzNzBoqtiQZpdVwyaGtgPnTR3MBR+LHt6OZ3dwF85tG0vuTPV+jfkLmXtJxAg8BT1M/abEUnm2yLi7LA37OfxbYRNJJwPfM7NVObW3LmW/GRInXqKaMzNupIUHQQ2YFPoxfOF7ssy3TIhvjFzfwmenNzIiCKMHUxErAtun9f4GNzeh4QA6CIAiCIAiCIBgJpEjuQ4B98Cj0ClNw2ZyLcSf3g42izlPB2MWANXEfwibADOnjTwE3SToN2MPM/telwxgUSbMBvwW+UGielNqONrNHm+nHzCbijuK/SNoPP9YDgE+mVVYEbpW0m5mdXI71zSFpL3yiovgb3pLaLjezyUP1kQr8XgpcKmlvYENgP2D1tMpSwPWSDgSO6kethDRhcTaeJVFhAh7Ed/IQOv9vA+OBu4A/pv6WwzNKdsSd/aOAbwAbSBprZn/vxN62nPkpKnFMoSkcccFw5F7gGvyCPw8++zcbrmO1FnCYxAFm/KJfBk6jFGc4nwR+pKETl/Iifj+RmFhY3seM10uwLQiaoXgOPwbs18Q5vEC2vL/ES4XlH5nxROemBUEQBEEQBEEQ9A9JC+DZ+KsWmicAvwZ+bmZPD9WHmU0BHkmvkyXNBeyMS73MjUc8fxVYQ9JWvY5al/QBXDp45ULzX4BdzOzhdvtNx30JcImkLwE/BT6I1xo8SdJCwEHddnhLmg44Dv/OKzyDT56c326/yfl/GXCZpM2AX+BR7aPxqPglJO3cS1khSdvgEzCVyaLJ+Ll6sJm9NNB2g5Gc/7tLOhz4Ae7IH4UXCb4xZVqc3a7N7crsfITaWZln2zUgCLqFGT8EflhZlhiFz2z+EHfmjwF+LjGzGUf2xchgvTa3G5ctHwzhzA/6wmpU5XZaYfNs+WQIZ34QBEEQBEEQBFMvkj4CXImrIVQ4C9jLzJ5rt98k4XKEpF/i9fZ2xXXml8Cdo18ws2vbt7x50sTCdcCyqekdPNL8Z2U62c3sTEnXAKfjEjwAB+KSQ98taz85STroNGr9LhcAO5YhEVPBzC6SdC1e7PeLqXlHYIykbdPERleRtBNwItWAvSeAbczs1jL6N7MXgV0k/R7/P1gYnzT4g6TZzOw37fQ7KulXt8rO2XJP/mGCoBPMmGLGLbgD+arCR4dKddpfQRAEQRAEQRAEQRAEQRNIWha4gaoj/3VgazP7UieO/CJm9rqZ7QGsQzWweDbgckmfKWMfg5H07S+l6sh/A9jUzH7ajWh5M3sBlxk6sdC8j6Q9y95XgaOpdeQfbmZblOnIr5B+z63xAM0KY/ECuV1F0lbUOvKvBVYqy5FfJPW5MlX/+SjgxGRDy4wGHpE4ADirmWKgEptR68yvaB8FwVSBGe9K7A3/z955h0tSVH34/S275IxIzjmoSFRyRtJHkCRRFEWRoJjIqKgoCKKIoCioZAUlSc5IkJxzzkhmWTJ7vj9ODbenZubeCT0z9+6e93nmud013VXVM3Wnuk+d8zvclYrG4Kt/3+tfryYqrqN1j/wNgOJktSVUaZS/2mmngqAFHqL1MbwchUghYDc8ZLTCg512KgiCIAiCIAiCoB9ImhO4GM9NCC7J8gUzu7cb7ZnZNZKWw6VuPoN7q/9T0upmdls32kwcxYB80NvA+mb2ny62V5Gm2U3S+8BeqfgwSbeY2bVltiVpa+C7haJ9zazrShZm9hNJY4EjU9Gekm42s5O70Z6kpYC/MWDIPwdfeOqajLyZvSZpA1xXf5PU9t8kPdSqTNRoXNz/ZFy3+gRcm+kOM6qSGEjMB+wJ7IGHslQ4yIw32r6aIOgDZtwt8QKuPQYDiTeCLmPG//BcBk2Tfn+KXJPqCYKek/IztDqGc1m7m8y4tbxeBUEQBEEQBEEQ9J6U7PYMBjzynwFWMbMnutmumT0vaTVc8uazwDTAmZKW7oYXuaTNgK9XmsflWLpqyM/YG88FuQVuzz1V0uJlJQBOevxF2Zff9MKQX8HMfi1pdgYcbY+VdL2ZPVZmO5Kmwsfr5KnoamCbbhryK5jZe5K2waWoVkt9+Hsas+OaraeYxG8uPKzhFuA1iVslLpC4WOIx4DE80UTRkP834PcdXksQ9IuXCtsz960XQRAEQRAEQRAEQRAEI5ODGMgj9ibukf9ELxo2szeA9YEnU9F8wHFltyNpajxZa4XDzOzcFs4fLWlJSetJ2lLSxpKWlTRls3UkDfmvMhDhPSeeXLUsfoNLFgH8F/h+iXU3yw8ZkKKZGjimC20cBCyctl/ADfnvdqGduqS2tmRAJmphPBdC04wGXsYzQReZhuqMzDnjgZ8BPzajqxmUg6CLTFPY7tk/bhAEQRAEQRAEQRAEwUhH0sJUG31365a0TiPM7MWkPf4fPLno1pL+ZmYXlNjM3rgTNMD9uEF4UFKi3O2BjXA1iCnqHPaepAuAQ8zs9qHqNLM3JX0V9yYXsIek33XqvS5pTVz6Bdw+tp2ZfdBhndPjHvAV6aWNzOyFwc4xs/Hp+u4FpgS+IGldM7tksPNa6NPCVEs47zBUn9J5M+F5GpYBFgWmx23jrwJ3AOeY2d3N9sPMXpK0MwP5PPeWdIKZPTzYeRVG4SEamwF/Bp4e4vi3cUmepc04KJfiCYKRgsTMwNyFoqHGfhAEQRAEQRAEQRAEQTDAEbhePcAZZnZKO5VIWkjSo+m1fKvnm9nNwGGFosMljWp0fIt9mxqXHa+wp5m938Sp5+Ma+2tT35AP/tltBtwkaZdm+pN08k9Nu6Nxb/ZO2a+wfZiZPdpJZUl66R/AurgBfBl8oWVIUlRHUd5n/076krEvnjcT4FQzG1Q+V9ISki4BXgT+jn/Wm+ASOWsAXwQOAe6SdK6kWRtWlmFmlwKnp91JU9+aYpQZ75txthm7mDE38Ek8sd+O+GDdHdgWWAGY3owdzGhJmD8IuonU3A9Cxjeolpm6vKTuBEEQBEEQBEEQBEEQTNCkJKIbpt1xuPd6u3wJmD+9Ghm+h+LnwFNpe3Fg8w76U2RbBrzLbxzKAFxA6a8B1+FG322B9XCP/V/jaingRvljJa3QZN0/go8drHdMXvBtIWlJYK20+0bqV6ccjS9itMtRuNc7wKqSPttph5Ie/3Zp90PgwCZOWwa3kRcl58cBj+AG/iIbA9dKmqWFbh2Q+gKwvaTZmjmpZpXKjJfMuMyMk8w42oxjzDjNjJvM6CjEIgi6xK0SP5RoSmtMYi2q9ajeYWA1LAiCIAiCIAiCIAiCIBicPRgwWB9vZs+1WoGkuSTtT3OG1UExs3eo9ujes9GxLbJDYfuIFs77ENfvX9jMVjazg8zsNDO7xMxOMbO9gUWAu9Lxo/FcpUNiZo8AF6bdyXEP8XbZsbB9QqfJgyXtB+yadj8c7NhGpKS+xxeKdmh0bAtsy4BX/pktShM9jHvOfwqYxswWMrNZcbmd7+B2RYAFgV81W2mKgDgz7Y7BF7WGpJSQkyDoM9PhP9jPSxwnsZ7E1PlBEgtKHIFnjS568x9mxjM96mvQHm/Cx4m4H4OQ+ApGHG9TPYbf6293giAIgiAIgiAI2kPSFMAWaXc87knd7LmrSrpJ0pO4J/1PcUN2GZwIvJa2V5Y0XyeVSZoZ17sn1XteC6dvYmbfTIb3upjZq7iXfYWlWqj/pML2pi2cl7NZYftvHdRDyl1wSNr9C3BrB9UVr6+MKIutC9snNnnOi8AuwKJm9gszu8fMPs4da2ZvmNlRwM7FdiTN0EK//lLY3qaZE8KYH0xITIuv/l0EvCbxkMR1Ev+ReAZfSdub6kniXAZ+aIJhihlnmLFA4fVKv/sUBK1gxjXZGL6n330KgiAIgiAIgiBok7VxGwzA1Wb2ZAvnzgIsR3Uew1Iws3dxrXbwqIFOjNwAqzMQfXCpmTXtlGVmzdotHi9sj2l4VC0XMuD5vlrSqW8JSXPh3uQAT5nZHa3WUahrOdwwPQq4Bpe3tsHOGYyUSLmi3T+PpAU66NuMwNJp9xWalNo2s4vN7M9mNn6I486Aj52Ex9DaosxlDCxALd3MQkBZK19B0E+eZiCreIXRwELpVQ8DjgT2jUTOQRAEQSMklgLqJeEq6lIuLPH1OsecYcYb3elZEIDEXMD6dd4qPuzM1GB8XmpW9fAYBEEQBEHQLGsWts9p8dwbgK2ysr0Y8IDvlPPg43ufNelMA774HHB1B/UMxiKF7VuaPcnMxkq6De/jNMCiwN0ttv35wvaVLZ77MSkC4nxgSuABYFMze0/S4CcOzZUM3Nd+ngHjfqusxIBD+zVm1g074JPAnGm7ac98M/tI0tX4wtMkwMoMEQESxvxgxGPGShIr4skm1sM1rBqN7Tdxb/wjzGh7xTEIgiCYaPgCcOgQx3wuvXKuhDDmB11lSeAPQxwzZ4NjtoAw5gdBEARB0BbFRK0tGbnN7BkGvOcBkLQZ5Rnzr8GleScBVuywrkUL23c1PKpNJE2Na7GDe9m3oskPbryvLDgsTOvG/OL13dniuQBImg63s30ST+i7sZm9NvhZTVPs0yINjxqaxQrbN3dQz2DMUdhu9fpvYiCKZHHCmB9MDJhxPXA9sK/EZPjD7Zy4nv4oPAv2k8A94YkfBEEQBEEQBEEQBEHQNhXD6ofAff3sSI6ZvSnpcVw+ZkZJnzCzl9usbp7CdkPt+1aRNA2wLq6XvySeU+0bZtaqofmhwnY7+QGK5zzc6slJ2ucs/BrexfMElPY5UX1983dQT1G148EO6qmLpFkYkI0yWl/4KfZpwYZHJcKYH0xwmPEenmSjk0QbQRAEQQBwNu2Hcz5fZkeCoA63Uxum3iz/LbMjQRAEQRBMHEiaHpgx7T5hZu/3sz8NeIgBo+j8uMd4O0xb2O7I21zS8sBp+GdXkez8CLgA+LGZ3dRGta8Xtqdp4/zi9b3axvnHA2vhBuyvmtn1bdQxNqogyQAAIABJREFUGMU+TdvwqKGZsbD9Qgf1NGIPBmR8rmohX0KFYp9mbHhUIoz5QRAEQRAEDTDjAVz3MQiGHWa8QBamHgRBEARB0GU6NQD3grKMwFOkv+NbSX7bgMmp9S6/E7+Xa9dbfFxhe6o2zp+ysP12KydKOhDYKe3ub2anttH+ULxV2J66g3qK577V8Kg2kLQYsGehaCiJ1nqMLWwPuSgzaqgDgiAIgiAIgiAIgiAIgiAI6MAA3EM6NXJXeCf9HSVpsg7qAXgJN9yfDVyHe2MvDZwIPCFpp0HObUTx2sY1PKox7xa2J2/2JElbAT9OuyeaWTsG7GYoa6x9WNguzbE9ySWdyYAB/ngzu7SNqop9+rDhUXUODoIgCIIgCIIgCIIgCIIgaETRADxFw6P6S1lG4DcL2zMBz7VbkZndT0EeUZKA9YETgFmAEyW9Y2Z/b6HaGRr0tVmKHuEzNDyqgKSVgL8CAi4Hdm2j3WaZvrA9tuFRQ1P0xu8kUuNjJE0O/BNPWAtwB7BXm9UV+zTkdYZnfhAEQRAEQRAEQRAEQRAEzVA0GjdlAO4DZRmBnyhsD5mYtBXMuQDYOhUJOEpSK47XCxe2H2+jG08Vthdo8pxNcC/+x4GvAVNLmqHei2on8ukK7zUbBVBMXPtEk+fUo6hJP28H9QAgaVI8ymLtVPQwsIGZvdP4rEEp9mnIvGthzA+CIAiCIAiCIAiCIAiCYEjM7FUGDPrztmh87hVlGYGLubM+3UE9DTGzq4FH0u5swHItnF7s00NtNF+8vk+1eO58wGN4foJGr2ULx99VKN+9yTaWLGy3c30Vite5aAf1kOSWzgA2SkWPA2uZ2ZBG+EFYrLA9ZP6EMOYHQRAEQRAEQRAEQRAEQdAsFcPqpFR7h/cdSVMy4GX+hpm9MNjxQ3BTYXv1DuoZiicK23M1c4Kk6YHPpt03gPvbaPfmwvZqbZzfbdYobN/U8KihubOwvXK7lUiaGjgH2DQV3Q+samZPd9A3gFUK23c2PCoxHFfPgiAIgiAIgiAIgiAIgiAYntzMgNf16sB9/etKDSsDY9J2JwZggCuB8bgz9NqSpuhASmUwihr/QyZATWwATJK2rzKzj1pt1MwelPQsMAewiKSFzOzhIU47mepFgMH4GQNRErsBL6ftu4Y6UdJ8DOjRvwjc22Sb9bgZ182fGlhe0vRm9norFUiaBbgAT1pcqXMDM3u58VlN1TsDA9EYY2nisw1jfhAEQRAEQRAEQRAEQRAEzXIF8M20vSHw+z72JWfDwvYVnVRkZq9Iuhb3Wp8O14s/vZM6c1IkwVKFoseaPHWHwvbZHXThXAa+y+2Bgwc72MzuogljPICkvRkw5v/bzJ4a7PiM7fA8AgDnmpm1cG4VZvaBpMvx728Mnoj4j82eL2lh3JBfifi4GPiimY1rt08FtmJg8ekyM/tgqBNCZicIgiAIgiAIgiAIgiAIgma5BKh4qK+bvJb7jqQxwDaFonNKqPZvhe3vNNmPFSQtNPSRAOzPgGf+UzQhsyJpCWDdtPs2cFaTbdXjpML2rpKm6KCuUki69N8oFJ1cQrXFOnZtoS8rAv9hwJB/ArBxGYZ8Scr6ckoz54UxPwiCIAiCIAiCIAiCIAiCpjCzNxkwlI8GvtXH7hTZFvhk2r7VzNrRkc85Hfhf2l5e0vpNnPM54F5Jf5G0sqQa+6ukaSQdAuxbKP5pkx7oBzNg0/2LmY1t4py6mNkNwK1pdxbg6+3WVSK74NI/4FEA15ZQ53lAJX/C0s18j5K2Bi4HZgYM+LGZfbUZ7/km2YCBvAcvAOc3c1LI7ARBEARBEARBEARBEARB0Aq/Y8ALfg9JR5nZq/3qTPLKLxrGjymjXjN7W9JRwM9T0W8kXWFm7w1x6hhgp/R6XdINwPO4Bv+iuBF3qsLxfwf+NFR/JK0FbJl23wd+2ey1DMLPGfDu/5Gk083sxRLqbRlJMwM/KRT9rBOJnQpm9p6kI4HDUtGvJA0la3MMMHnavhB4TlKzix0XDSYrJGlS4PBC0a+aGFNAGPODIAiCIAiCIAiCIAiCIGgBM7tO0lV4AtzpgUNpQr5E0jLUen8vX9j+rqRtC/vPmdmPm+jSt4FF0vYTlCPNUuEo3Ft8flwD/hcMLrnzOPAKMFPanx5o5Ak+HjgS2G8oo7Wk6YHjC0VHtqhD34h/4d7vq6S+/kHSZmUY0dvgWGDGtH0DcGbJde8JzIkn192X6oWDwdggvZplI1w2qRH7AYul7aeB45qtOIz5QRAEQRAEQRAEQRAEQRC0yveBG4FJgF0knWVmlwxxzvwMLuWycbZ/LzCoMT9pyP+oUPTDEqVQMLN3JO2By6AI2EvSDWb29wbHnytpVjxx7ibAcvhCwwzpkLeBB4CrgOPM7OGh+iBpEly/f75U9Djw07Yvqrq/Jmk3XG5n0tTn71HtOd4OV+CGavBrHhRJ3wa+mHY/AHYzs/Ed9uFjzOyt1EZlgeAgSdeY2VVltdEMktYADigUfbsVDf4w5gdBEARBEARBEARBEARB0BJmdoukY4HdcQ33kyQtb2ZPDnLa08A/Wmjm6cHelDQtLlFTSSJ7cSMjeyeY2QWSjsY9uwX8TdLLZnZFg+M/xPXWLy/0dRQwmZm9U++cRqREqccwsNDxAfClMpKwVjCzeyT9AI9CAPiFpGfN7NQO6ty/2WMlbQEcUSja38zuaLftQfp0lqSTgB3wRaizJa1qZnfVOXyZdEw7vFCvUNLi+GJCpd4zzOyfrVTcc2O+pKmAhfGBX2QdSZMD4/BwmIfMbMhVm2DkI2l2fEzMDEyTtovMKmle4KkyV+SCiZM0eebZ2T+dVtnHAWPx5DYPmdnzve5f0HskTYl7ScyTXkXmkbQp8CTwYMxLQRlImgGf6+bCHzqmyg75lKRFgcfM7P1e9y/oLWlemgcP2Z4OD2/OWVXSfWb2XE87FwRBEARBMDQ/xD3QP4Unn71I0ipm9nK9g83sRmCrMhqWNBlwNi6ZAvAisHMZdTfg+8BSwKrAZMD5krYxs3ObOTnZtFo15I/BpXV2KhTvaWb/baWeJvktnrx3G3xx5q+SpjCzP3ehrY+RtCOeL6CS1Pcs4FddbHI33FC/OH7/faGkL5jZ3cWDhliUahlJnwIuYkBG6D5cvqm1eropf5RWjpYA1gTWwD+ouZo83XBtoVuAK4Erzey+bvQz6B1pMWdlfDyshv/jTNvk6e/iYUjX4mPi6n4mVwlGBpJmwjX81sDH3qL4pNsMbwL3AFfjY+66MOaObNK8tDi181K+wFwPw71CbsXDBa80s3u71NVgAkHSaGBZfLytjie6mrnJ0z/Ew2dvYGDMlaGJGfQRSTPi90Br4Ib7RRlIrDUUb+Kh5pV56T8xLwVBEARBUDaSVsMlYIosa2a3Njh+EeB6qo2UXzCzQb3qO+zjdLjW+xqp6P3U5pVNnn8zfp9eYbyZDemFndq9GvhMKvoI113/adkOqJLmAE6j2tnjJ2Z2cJPnv4fL5lR4wMwWa3R8OmdS4AJgrVRkwK+Bfct2NEoLFT/DJX0qz+RX49/ju02cvw6Qyzr91MwObOLcuYHrcP18gNeB7czsgia73xKSNsTzOEyfip4FVhzq+U7S3lRHLHTHmC9pQTxcYQcGtJzK4BHgJOAkM3u8xHqDLpJ0vdYFdsR1t3Kv6Hb5CP+nPQk4u9UwpWDCJXlab4b/Bq1N+2FROW/jNwsnAZeZ2Ucl1Rt0GUkLMDAvzV9i1Y/i4+FkM3u0xHqDEY6kZfHx9iWaN943wy34mDvNzF4qsd6gi0iaAtgUHxPrUt689A7ujXYScEnMS0EQBEEQlEGrxvx0zueByxiQu3keN442ZVxvsX9L4tI6FcP0eGBbMzujhTraMuanc2cEzgNWLBRfD3yzgVxLS6TIza/iiXYrCyQGHGBmP2+hnpaN+em8KfHPd8NC8W3AN8zs5mbbH6KNZfCkr8Xv4BLgi2b2VpN1tG3MT+cvClwMzJ2KDJcZOrAsCSNJUwOHAHsxsGDxNLCumT3QxPk1xvxRDY5tt4OrSboYeAg4iHIN+QAL4kkvHpV0vqQVhzoh6B+SppS0Fy6bdAEeplOWIR/8QXh94FTgOUmHSPpEifUHIwxJn5T0c+A5fMVzPcozmIDflGyHh0U9Jmn3ZKAJhimSVpZ0AfAwcDDlGvIBFsATLT0s6QJJK5dcfzCCkDRK0haSbgVuxvU0yzTkg9/s/gZ4VtKJyQsqGKZImlnST/F56VT8vqXMeWkKfMHoAuBxSXulh68gCIIgCIKeYmY34E4Lr6Wi2YBLJf066dp3jKRJJe0L3MSAIf99WjTkd0pSiVgHtztUWBG4VdLJSU6lZSSNkbQ1cDvwRwYM+W8B27diyO+EFPm5KfC7QvHSwI2STm33+sCTFUs6Gfgv1Yb844CNmzXkl0Eypq8E3FnpHvAd4H5JX0mRA22RxupXgfuBbzNgyL8D98gf0pDfsO4yPPMlrYCvEqzU4qlvpdfbuF7sVMDULdZxJfA9M7utxfOCLpEG+x7APrRmxBgPvIGHkI/HQ0+mBlr55xmHJwU5pJc/AEF/STcGBwPfYMALoBk+wH+DXsNziEyD66W1stD5IvBz4PcpwU0wDJC0HK6xt2qLp76F/46Mw8fS1LQ+L12Nz0u3tHheMIJJuRV+zsBDRbO8gY+793DZualobeF7PO41s0/Zmo5B+0iaBjgQ1+PMcyIMRmVeeh2fi6al9Xnpf7gX19ExLwVBEARB0A7teOYXzl0c1zxftFD8Iv589gczG9tGfyYDtgf2xR2qKryAJ4LN+9pMnW175mf17IzbRGfI3roFT3R6OXBHo/sySdPjMjrr4bkEcjvajcCXzezBNvrWlmd+VscXgWMb9OsM4NKh5GfTmFgH2Br4fPb2y8Du7SzGdOqZX6hnctwjf9fsraeBvwJ/z/X0B6nrU/h17sSAhA+41/8fgO80IyFUqK9cmZ0UVnIoLtY/2EPGB/iKyxX4aseDwCNm9l6dOifDk8ItjCeVWBNYnsGT9X6ED6wDzOyN1q8kKAtJq+DG9KFW6f6HL8Rci69SPWRmzzSoc2Y8OeUi+ILRmtQmqcx5BtjbzFrJkB6MQCR9Cf9hm22IQx/Hf4Oux3MvPNQoIY+kufDfoMVwY/AawFBRH3cAuyVvhKBPpMSiP8Mn4aHmpZvwMXEHHlH28CDz0kLUzkuDLTSOxyfq/c3stUGOC0Y4kubHE0VtOMSh4/A572rgLnzMPVHvpj4Zgiv3QsvjY+5TDJ7bYRzwU+DISJrbXyRtBRwJzDHEoU+Q8rEwMC/VlU6SNCe189JQDhN34/PSf5rufBAEQRAEAZ0Z89P5U+PRpDtTfQ87DpcIPBfPB9VQNjLdE68GbARsyYCXeoULgK+a2QvN9KlO/aUY81Ndn8SfQ3ei/nPiB8BjuPTQW7iBfWpc0aSRLeNZPAr8hHa1+Msw5qd6ZsCfNXbJ6qvwBm7rfQq/PsOdJefG72Gnr3POB8Cf8WfmtvJhlmXML9S3Bm7TrPcZvYDbkx7EjfyVRalp8Dx8i+DRGbPWOfc+4FttLjqVZ8yXtDYeTjJLg0M+Ai7FNTzP6URrKP0DV/Sv16SxgeYZPLTm2nbbCtojJcg4FA9HaWRseAk4HR8Tt1gHK0lJ12o7fGV23kEOPRPYJRZ5JjzSYuIJeB6GRjyGj7dTzOzhDtoSsAI+3rYBZmpwqAGH4QuL4Q3ZY9LEewqNb4Y+wr0iKnk22o7eSTenFf3rtWgsm/EcrhN5VbttBcMXSV8BjqZxRNA7wDn4mLvUzD7ooK1ZcA+PHah+6Mi5A9jazB5qt62gPZJX1Z+BzQc57AkG5qWWvasKbQlYDh8P29B4wdnwhYV9Oxl/QRAEQRBMXHRqzC/UswqePHWZBoc8gz+3v4irdkyJG+3nx50469n/HgF+YGb/aqUvdfpWmjG/UOc8uKTKtsAn26zmFuB44K/1nM1a7E8pxvxCfXMDe+O2kUZ2kaF4FX9uP6LTyOKyjfmpztH4/fU+wBIddA/gHjxi9vR2c1uVYsxPyUwPBvan/j/VO/iDzOFDZeRth+QB9wPgy8BkdQ75MPXv0E6MxUHzSJoXD61ZvsEhDwG/xBNElp35WsDGwH64sbUej+GGjZC8mECQ9Dl8YahRhMb1uNzFBWX/DiQv7R2BH1Id3lfkOjzU7+ky2w7qk5IDHZhe9W6+3sUXfg43sye60P68wPeBrwCT1znkIzzfy8/a9agIhhdpMedY/Ca2Hq/g3vpHdyMyIyWL2g9fUKp3LzYW2NXMTiu77aA+kpbH56VG+aJuxJ0ezuvCvDQpbtT/IR5F1Kj9bUKKKQiCIAiCZijLmF+ob308n9Q6tJc/yIAbgN/TgWE061PpxvxC3aPxSMq18KjKxajvnW64N/tduOPZRZ04fNTpR6nG/EK9k+Lf5br4dS5K48j1D3Bv9itxp++Ly7INdsOYn9W/PJ6fal1g8SZPuzf16XQzu6mEPnRmzE9GrFOp73FkwInAfmb2Ygf9bLYvc+AG4u0aHHIKsHN4IXUXSUvjoU31IjT+h69k/bUXBixJG+BhXAvWefsd3KB/Xrf7EXQXSZvjv0P1FvMeAPY0s0t70I9JcOPtodRfkX4e+EIZmeyDxqSbiJNwbcEcA/6Ge6Q+34O+zIbPS9tTP0LpDGDHkEAZ2STptwuo7x3/Hh6dc1gv8rZIWhKPDFi9wSEHm9lPut2PiR1JmwCnUT/XwcP4vHRRD/oxCR7a/QvqS/C8AGxgZrd3uy9BEARBEIxsyjbmF+qdDfg/XHXj87g8SSP+h0ujXo47RDzaSdt1+tI1Y36D9mbBcyFNw0DOyBdSstlutdkVY36ddkbjTi0z49cHLrfzEvB4t2yz3TbmZ219ElgSlw2amYHcepXrfAi4x8z+V3K77RvzU4LJs/EVl5z7ga+Z2XWddrJVkqzC8dT3kL0Y2CISoXaH9NmfjSdny/kTHvbUU63olLRiHzxyJM+z8CHuqXhCL/sUlIekr+Mr8fkE+z7wE9zzuqeGUkmfwBP57FTn7deBTczsml72aWIheUf/C1i7ztsP4fNSzz/7dOP7R3ySz7kc2KydpE9B/0lhs5dQ/7u9Gvh6r+VtUoTadvhidq4jCv6buUdEhXSHlPDsj9Tec3yA64r+stPw6Db6NCO+qPTVOm+/CWxqZlf2sk9BEARBEIwsumXMr9POVLg9bxrcMeJ9/H7lCTN7vcy26rTdU2N+P+iVMb9f9NKY3y/qGfMHSw5YPHEK4HzqG/JPApbvhyEfID2MfBb3iMpZDzgvGXiDEkkyJ+dRa8gfi8uLfK0fSR/N7F0z+xGeKPfx7O3RwJ8k1Xu4DYY5knYEjqPWkP8UsIaZ/awfHs9m9rKZfRnYAl9ZLzI9cJGklXvdrwmd9Lv+b+ob8s/C56W+LKKY2dX4TeEpdd5eC7hEUiON9WCYIml2/IEmN+QbHpGxVj906s05GU/OXO9ebDdcEigoGUnb49KSuSH/aXxe+kmvDfkAZvaqme2CR9LmD8HTAhdIWrXX/QqCIAiCIMgxs3FmdpeZXWdml5nZNWZ2R7cN+UEwkhnSmJ9CJf4OrJK99RGeiXfHfnu+m9lYM9sW1yzOQw1WB05KocdBCUj6NHAhMFX21qPAMmZ2eu97VU3SpVoe104vIuA4SRv1vldBu0jaDNc8z6VLrgaWMrP8e+45ZnYWHiaY6xFPAZwjqVl9tWAI0u/5abj2YJHxwLfNbIt+J71O89L2eFLw3CP6c8ApMS+NHCTNAFxEbcL1t3DZkn3K0O3shJSjYw08Mi7n65J+3OMuTdBI2hiXl8znpeuAz/bLyaVISgq3ArXODZPj89Knet+rIAiCIAiCIAg6oRnP/N8CueHzPdz7+vfld6l9zKwidZFrMW2B64cGHZI0vi6kNnHHHcDKZvZw73tVHzN7GU/I8e/srdHAGZKW6n2vglaRtCyukZ8bPs/GNel7HgHSCDO7H48KuSd7a0bgwiTJE3TOkXjizyLvA9ub2W/60J+GmNlRuIZ+HjWyKVmoXDA8SYsu/wRyw+fLuDd+17XQmyVpUX4d+Fmdtw+S9OXe9mjCRNJn8RwYuUf++cC6ZvZK73tVnxQtshJwZ/bW9Pi89Mne9yoIgiAIgiAIgnbJH0KqkLQ18M2s+EM8keg5XetVB5jZSZLex41/xcWK70q6JhKgto+kUbis0uzZW/cAaw4no2oFM3s7eXWfA6xfeGtK3KC/bGhXD18kTYcbTHKprHOBLc3sw973anDM7NmUT+JaPKN7hbmBv0rayFrJPB5UIemLwJ5Z8UfAtik6YthhZqeleekMqhel9krz0j/71LWgOX5EbYLZ14G1zSw3kPad9PtygKSPgIOyt4+RdLOZ3duHrk0QSJoG/1/Ok91eAGzereRenWBmz0taE7gGWKLw1hx49Or6kVMhCIIgCIImWE5S7tg5kqnJ/yhprX50pIvkTtxTTmDXWM9Jd94J7BoXygsaJsCVtABwG9WD24BdRkICUUm7A0dnxa/ikhxP96FLIx5J++PJ3Io8CaxkZs/2oUtNk5KqXIbLWxQ51cy260OXgiaQ9A88sqbItcB6ZvZOH7rUNJLmxuUW5sze+oGZHd6HLo14JM0L3E5tZNCuZvbHnneoRSTtiud9KPI6LsnxRO97FAyFpLWBi6m+CX4Hjwoa9omtJR0LfCMrvg9Yzsze7kOXRjySTgW+lBVfD6wz3D9TSXPi89Lc2Vv7m9nP+9ClIAiCIAiGKQ0S4AZBMAwYTGbnaGpXqX41Egz5AGb2O2qNJjNSa+APmkDSQkCeDfpdYLPhbsgHT6oCbAI8l721bejnD08kbU6tIf8Z3PNxWBvyAczsKVxKJU9+eIikPIFm0By/o9aQf9RIMOQDmNkfqJ2Dpqd2rgqGAZKmAP5A7b3SN0eCIT/xLeDyrGxxYL8+9GXEI2l9ag35LwBfHO6GfAAzewaXzszn0IMlLVrnlCAIgiAIgiAIhhl1PfMlfQmXqSlyE7CKmeW6v+017NrrM+OGjEmBN3APxcfLCvWVNBnuLbV09tbGZnZ+GW1MLEi6DMjDVEaEN2yRtLp8OdVSF08Ci4+EB/GJBUlTAvdSnWzyQ2D1spIKJkPdnPhv0HTAuPR6rMyk3pL2BHId94vN7AtltTExIGkL4B9Z8S14ZFAp81IvkDQGl7rIo4Q2M7Oz+9CloAGSfgrsnxX/xcx27kd/2iXdb90BzFoofh/4jJk90J9ejTzSnHEvMF+heDzukX9Ff3rVHpK+CeR5ry4zs3X60Z8gCIIgCIYf4ZkfBMOXGmN+elh5hGpd9HeAJc3ssbYakQR8FtcsXwk3rs/S4PB38IfOfwInm9kL7bRZaHtxXJZh0kLxo8Biw1HXdDiSNKrPzIrPN7ONe9T+zsAihaK7zCxfbGqlvsOA72fFB5hZvYSBQR9oYEQ7xMxy/edW6vwksB6wNv4btCj184YY8AQurXGqmV3bbpupXQEXAetmb8WiYpOkhdmHgbkKxe8Cn2436XbKAbIcsAKus7cYvsA8HW6gex33uL0FN75fUNackSIz7gImKxQ/CSw8khYmJmQkzQfcT+13tESK9GqnzsmAlYFl8XuihYAZ8AXFd/Ex9zTwX3zR+Zqy8mtI2hT4V1Z8gZltWEb9EwOSDsbzJxT5hZnt24O2RwHfwyNMK1zSySKCpH8DG2TFm5tZPk6CIAiCIJgICWN+EAxf6hnz62nNH2hmuVb60JVLMwF7AF+lVje6GcYBR+BGvLYTXUr6JfCDrHhnM/tLu3VOTEi6leroho4Wd1psexs8SkSF4jPMbJsO6pwS1wyep1D8KjBvJMPtPynp7RNUy6m0HT2REiB/C1iDwaXFGnEF8K1OPFglLQjcTXUi39uAZSMZ7tA00Jr/sZn9qMV6BKwGfAVfXP5EC6c/DxwFHFlG4uUGC1ZfN7PjO6076BxJxwG7ZsUtR0+kSIz/A3bEo9umauH0B4CfmNlprbQ5SF/OwyVWiixvZjeXUf+EjKRp8XlphkLxU/i81NbiTovt13NCOMjMDumgznnwe6EpC8V3AEvHvBQEQRAEQco7uGC/+9FlPkG1s8SHQNftXD1mXqqdm98AXuxPV7rCGKojZwGexe3JEyxVxvz00PkI1YmxHsMfVnLd56ErdyPaPzvtJJ649Itm9mY7J6cfoYeB2QrFD+HX9VEJ/ZtgSXry52XFLRvR2mx7VeASqj0joUNjfqp7a+D0rPiHZnZYJ/UGnSPpQOAnWfGmZnZOm/U9R/X/fju8DmxhZrn2dCv9OBTYJytez8wu6ahnEziSRgMPAvMXip8CFjGzd1usazfgmA67dBM+Hp/vpJIUBfcg1dEGjwKLlrFYELSPpNnxe5/i3NOWNJakPwJf67BL/wB2bHW81+nLAni0wZhC8dlmtlkn9U4MSNoHODQr3tLM8qjFbrT9VeBPdd7qyJif6v4JtfmQNjKzf3dSbxAEQRAEQRAE3SP3Ut2SakM+wC/bMeQ3wSO49MRJwCm49+sjDY5dG2jbWzF5Tf0qK16YWg+1oJa9s/03ce/UrpISsZ1NrSG/LP6Be6QV2UvSJPUODnpDWlDcIyu+Azi3C829AVwLnAWcAJwP3IzLXeRMD5wlaf467zXLEUCuxf/dDuqbWNiMakM+wGFtGjYnHfoQxlGbHLLI8sClKfKsbVIS58Oz4gXwpMlBf/kWtXNPvsDYLGOGPoQ3cQ37RmwJ/D0tbLWNmT0KnJwVb5Iih4IGpM99z6z4Hnzu6Hbb69HdBNm/xsdfkZiXgiAIgiAIgmAYkxvzd8z2nwX+WlJb43Ev6+2B2c1sITNb38x2NLPtzWwtM1sI1y3OkxwCbCUp15xuhT8AL2Vl+fUGBVII9mpZ8e/N7PUutzsTbrydYahj2yUlWc697GYHIvlsbohxAAAgAElEQVRbf9kA1y0vcmiJIf9P4ZrHywIzmdmqZraFmX3VzDY2s+XxULs9qDVwTAcc2W7DZvYy/jtUZC1Jc7Rb50RC/jv9Ir74UgZjcePmV/EcClOa2dRmNiX++7Mx9ReSlsAXZzrlT7guf5GYl/pI0ibfISu+2syuL6mJF/DokC/hUm+Tmdl0ZjYZMAd+j3RTnfM2BnYvof1DgWJEoqi93qCadamN7vpFt6VoUs6n06mf26UUzOw1ahPhriYpd+wJgiAIgiAIgmCY8LExP4WVr529/+cSvPLHA38GFjSz9czslMHkCczsATPbivqGkp3b7UTyzs8XJjbq1LtyAmcHqhd8DPhjNxuUNDluPFuoUNythJBnAC9nZdt3qa2gOXKj0ouUI9V1H65bPZ+Z/djMbm0ksWVm48zsd8Aq1OqsbZgS6bbL7/D/owqTANt2UN8ETSFpcZETkld7JzyEG/BnN7MdzOwEM3uwWK+ZvW5m55vZJsB2uH5ikR0lLdFJJ1J7J2bF60tqlCA+6D5rUC19BJ1LMwH8B4+6mMvMdjez083sqWLCYzN7zsxOAT4P1EvIfnDK+dI2KWH0pVnxjimfRFCffF56hfpOJ6UhaVbgQqpzx3TrXuhY/F69wijiXigIgiAIgiAIhi1FQ+3muGGpguESOJ3wILCMme1iZo+3eO6+wHNZ2XId9ie/nklxb7egPltk+1e18T02TTIm/AlYsVB8MfCvbrRnZh9Qq5u/qaRmpDiCkkka4htmxaeUoB/+beAzZnZeishoCjO7i1p5rtHAZ9vtiJk9AVyXFW/Zbn0TAZtRK1PSybz0Mj4elkwG/Fz2qC5mdipwUFYsan8j2yG/ntH4wlPQH/Lv9HVq88a0wiO4tvoqZnZOM79nZjbezA4A/p69NT3lRI/lY25ePFopyJA0GbX/j6cWF2G60OYU+H1P0Tv+KGqlAUvBzJ4Crs6KY14KgiAIgiAIgmFK0Zi/ZvbezWbWSMO+KczsPjO7o81zP8AT3xaZvcP+3IXrnBZZq5M6J1QkzQx8Ois+tcvN/hT3gK1wH7AN8EEX2zwt258KWKGL7QWNWQmYPCvreMyZ2d87WBC4qE5ZR79D1I65pSVNX/fIIJ+Xbjez+9utzMxONrPfpPmlVY4C3s7KVm23L4U+3Q/cnhXHvNQ/8jH3z04Sz5rZzzpIkppLwUEJYw7PR5OP5fy6A+dzQB4N0bV7oSTzdEpqt8IFwPe61WYin5c+LekTXW4zCIIgCIIgCII2GAUfPzzkD4iX9L47NYzN9tt+oC6Qh5fHA2x9Vsc9T4vkiyulIWlnYL9C0fPA+t3W5wf+i3teFokx0R/yz/0Vao2cvSbXzYfBk6M2Q/4bNAm1uSkmelKkTv659G1eSpI4t2TFuY52u+RjYo2QPek9SW5w4aw4/256yZ3U/gbN2mmlZvY2tRFCa3Ra7wRKPi+9gSdK7xaH4xFJFW4Dtm4kC1ciF2f7o/D7wCAIgiAIgiAIhhkVz/zFgFw7/soe96Ue82T7uVd9O+TXNbuk+Uqod0JjpWz/sSQRUjqSVgWOKxS9A2yWQr+7SnpAvjYrXrnb7QZ1ycfcVa3I4nSJ/DcIOvwdSprVT2fFMeZqWQjIteP7PS+9mu1PVVK9+XV9kuq8IUFvWCXbN/o45lKC1XzMTV1S9Vdk+yvFAlJd8nnp6m4Z1iXtAuxdKHoO2KRZObBOSPdbj2XFMS8FQRAEQRAEwTBkdPq7aFZuuMdy35A0I7VSA7l+bDvcUKdsUaBrWvAjlHxM3NiNRiQtiof8V3TqxwPbmlkvx9+NVOdOWKSHbQcD5J97V8Zci+T62feZWRmLijdSnWQz/38L6n8mfZ2XgGmz/bIih+qN9UXxRL1B78jH3ONm9mJfejLAdNn+ayXVm4+5qYE5qV1onNjpybwkaT08EW2FscAGZvZMN9prwI3A/IX9mJeCIAiCYCIm5Q7qOCp0mDMtME1h/yPghT71pVvMwoDtF2Ac5T3HDgdGU+sE+ArlKLsMWypfaP6w8oyZjet1Zyok2Z9jgCkKxQ8Bx3dat5m9LOkVqiMRFgYu7LTuCYx8TDxQdgNJj/U8YIZC8XfN7Oyy2xqCB7P9OSVN3QtvuMBJmvH5D3DpY64VJK0J7FQoMuCHJVWfj7lc2iOo/Q16oQeyW0OxeLZfyiKwmb0u6UWq/wdiTPSefMzl/6c9Jcn+zJAVl+V4UO/aFiaM+R8jaSpgjqy4G/dCSwBnMHBP/hGwnZndWXZbQxDzUhAEQRAERT4HXNXvTgRBUEtFZmeBrLxvD7CS5sE9tbcpFL8GfNHM3iupmdzbccGS6p0gkDQGmDsrLtVDVNLkwLlUf/bHm9lRZbbTJPl4F9XeaUH3yX+DoE9eyZJGS9od+DeuZ1/hUDM7v6Rm8jE3f1rEDAYYNvMSgKRPU+uZUmakQH59MS/1nnzM9TsyYp06ZaWMOTN7nlo9/hhz1SxAbe6gsu+FZsMT3BYjMPYys/PKbKdJ8t+gedL9YBAEQRAEQRAEw4iKF1Du+dX1sBJJc+G6wKOBGXHd/jWA9YDiw8PDwOYlSVtUeD7bn77EuicEpmVgoadC/pm1TdLl/TPw+ULxhcBuZbXRIvXGey5tEHSX/DcIShxz9UgLSkuk3Wlx2ZvlgM2B2QuHfgDsb2aHl9h8PuZG4/rredLviZmez0tDsGudsn+WWH/MS/0nH3Nd/Q1qgq9n+69Rrob/C1RLR8WYq6ar85KkKXDnlaLzxK/M7Jiy2miR/Dd2FB52nudtCIIgCIIgCIKgj1SM+XlCtV4YlL4P7DHI+88Bvwd+bWZvl9x2fn3T1D1q4qXe51Gm5MyhwLaF/XuAL5nZhyW20Qq5dyLUamMH3SUfc4ZruXWT+YBbBnn/fVwG6pAuyB00GnNhzB+gH/NSXSQtCOySFV9pZmVGC8S81H/yMdc3qTVJmwArZsV/KTFCEWLMDUXX7oVSJNapwPKF4vOBfcqov00azUthzA+CIAiCIAiCYUQjY37f9PITlwD7mdmtXao/f4ANw201+XiA8h5gv0K17vjzeJK3N8qovx3M7H1J7wGTFYrDqNFbpsr23zaz8X3pifMG8C3gnC7lTqhnmI4xV82wmJeS9+wZDCTpBl9s2q/kpmJe6j/DwpifIhf/mBW/iS+El0mMucHJ56X3zez9kuo+Ati0sH8rsI2ZfVRS/e0Q81IQBEEQBEPxA+CxfneiRH5JtdTmeGCrPvWlW5xOdQLcZ4G9+tSXbvBp4KCs7Ez8uicUNqY6n+PHX2juET2a/rIusK6kB4AjcW+0D0qsP9cALbPuCYF6n0fHY0LS6sCxhaK3gU3NrK8J95LsT359MSZ6S/4b1G+d3umAk4G3JJ0C/MLMniix/nrXF2OumuEyLx0DLJ2VHWlmN5bcTsxL/afvYy7Jf52FyxAW2cPMXiq5uRhzg1MzHiTJzKyTSiV9Dfh2oehZYBMz67cjTcxLQRAEQRAMxRVddLrtOZJqoiLN7Kx+9KVbSMqdJMdOSNcoqV506QMT2DXOk5dVHlRzb5x6ntllcxluzB0FzJxecwJLMpB0clHcO21XSVuUaEzLPY3qffkTM6V7Z0laDPgXA96t44FtzeymTuotiamoTnQKIXfSa/LPe1JJk5boBVmPV/CVePDfvFlxA9qSDGglT41rpe8gaXczO7Gktut5wMaYq6Yf81IVkvYCds6KbwD27UJzMS/1n7FU66T31Cs5LSwfi+fuKPInM/tbF5rMry9+g6rJP49RwJR0ECUkaX1cQrLYxgZm9my7dZZIzEtBEARBEARBMAJoZMzvevJPMzsXODcvlzQjLm+xHzB5Kl4GuFTSiiV5puXXFw8r1dSTFmg7/F7SJ3Dt8WJyvW+b2Tnt1lky8QDbf+p93tMCL3erQTP7H3X0iSVNAqyDG/o/nYqnBP4s6X0zO6WE5mPMDU3P56Uikr6MR4YV+R8uhdENb9WYl/pPv2VnjgC+nJXdBuzZpfby64sFpGoazUttGfMlLQmcRnVU7BZmdld73SudmJeCIAiCIAiCtpE0JbAYsAgwB+44OykuY/w68DBwv5k937dOTiBUHihezMrn63VHKpjZq8Ahkq7GvfcrYb8LAodT+6DbDvn15dc/sTMWf1gt6sV2MiZ+TLUO2W/N7OgO6iubetf2Qs97MXFT739wPrpozG9E0iy+SNK1wEXAyuktAb+XdEUJk08+5t4ws3c6rHNCo2/zkqQtgONxT9wKbwDrm9lTXWo25qX+8wKwRGG/l2PuZ8B3suKHgA278dsgaVI8GrJIjLlqGs1L7f7+H0P1ot1uZnZJm3V1g3y8jyOM+UEQBEEQdBFJo4B5gHlx58/ReH6y14Cngce75EgVlESSgNke+AKwPNW55hqd8whwOa5rf02f8yWOSCrG/Iey8kV63ZEcM7tG0lHA9wvFO0o6qBNjSvK6nT8rfqDd+iZEzMwkPQwsVSheuIMqi4ll7wZOkbRMC+fPlO3PWOf8l83sybZ6Vzve3wW6ZbAL6vMYrs1b1OxdBLi5P90BMxsnaWf896EiwzQt7iXbqcxKPuYe7LC+CZF8XlpY0qhuT/SSNqPaexbcY3ldM7utS20KWCgrjnmp9zwErFXY72TeaxpJB1ObUPkpYB0z69bC8vzU5gSIMVfNE/j9wOSFskWA69usr3gvdB5wW4v3QlNm+7PXOf8ZM2t3USaflx7qND9AEARBEARBTopW/CKwBm78nWKQwz+QdDtwJXCumbV7H9YXkqf6isAqDHisT4s7eHyIO048h9sD7gKuAO4dCfdgklbD7SLrUO0E1wwLpteuwBOSjgD+HA6OzVN5kMsNSdNImruLHojNciLVxnwB/wf8roM6F6T6wQxqjUaBj4miMX/Jkur9FPDfDutYJ72K/An4Wpv1LZHtP5K8s4MeYWYfSHqcauNZ/r30HDN7RNI1+I1GhU3o3JifX1v8BtWSz0tT4J6jj3arQUlfBE6l2sj5FrBRl/N7zEetoS7GRO/Jx9zi3V5AknQg8KOs+Elg9S7fg9X7fX24i+2NOMxsvKRHqf6sypqXNk6vTvhGehXZG/h1m/XFvBQEQRAEQVeQNAbYFtgL+GwLp47BDf7LAz9MHt3HAH80s7dL72gJJEet9YGdcPtlbn8sMjPuZLNyoexpSScDJ5jZI13raJtIWgi3ya5b5+1xuL3vAfyZ5vVUPgUwC76YsSwwd+GceYGjgX0kfdfMzuhOz8tB0mj8+X1uYEY8EuF94FXcIetxM/uw2/2oGCzuxkNZVHhvNeCkbndgMMzsfkm5V9SiHVa7erb/EXBfh3VOiNwNbF3YX1HSmAk0xGm1bH+46NdObNxNtTE//176xR1UG/M78hCXNBnwuaw4xlwt9+CJsour/KvRJWN+isL4I9WG/NdwmZMbutFmgdWz/fH49Qe95e5sf3rgM8DtZTeUbvIPB76bvXU/sJ6ZPV12mxn57+sTZhaa+bXcTbWRe7jMS6WSHrBXzIpjXgqCIAiCoGOSw9SvcKNtzju44fdBPBr6NdxrfSrc8LsYME3h+AVxx4X9JB2EG/WHhURLur/fGtifoZ1hP6Q2SrbCXLjz4A8k/QP4sZn1PYI2Xd9ewC+ojjgdC5wBnAJc14zNUNKCwJb4gkclOnQO4HRJOwBfNrOeSy43QtJywKa4XWgZBpcS+kDSLXg0ydlm1hW1iVEAKST3/uy91bvRYBu8mu3P3GF9a2b7t5rZGx3WOSFyVbY/Db6CNkEhaXqqIxDA/+mC3nNVtr+cpF4noKzHK9n+JMAMHdT3eWq9sGPMZZjZK9QaV1fvRluSfgicQPUN1fPAaj0w5EPtvHRnyh8T9JbrcVmVImvUO7ATkl79qdQa8m/Bx1y3DflQLScEHtIb1HJVtv9ZSZ38/g9Xlqf6QRliXgqCIAiCoAMkzSzpfOBMqg35zwNH4k4SM5jZ0mb2JTPb1cz2MbNvmtmOZrYC/ty9PJ6HsejUNTNwLHBDMgz3FUmL4fdOp1FtyP8AuBSX1FwH9+ae1MzGmJnw+69PAVsBv6Va9nISYBvgTkk/lzSYh39XkTQF/j3+mgFD/lt4hPE8ZvY1M7uqWedfM3vEzA4FFgc2p9qRbUPgdklLl9X/dpA0uaTdJN0H3IR/h59n6JwAY9Jx+wE3Sbov1VPq91c0XFyBf5AVNpA0uhfhAUOQG/PyB+2mSR6xuTxLPKzU5yb8n3PqQtnGQDuGrZNSfe3yFWCFwv4teHLKIu2uVG7EgB56hRgT/SE3Jo0G1gP+0Ye+FKm3oPBeB/VtlO2/Thc8fycQrsA9oyusX2aEUMqhcjTwzeytx3CN/K5J+hT6MAYf50XiN6gPmNm7km6ketFoY/xhoxQkTY3fCNf7zjcxs64nHJW0AO7llLcf1JLPS5PgYdOntlHXL4BPdtCXA3BPrQrnAv/Ojml38TGfl8bi91pBEARBEAQtI2lF/Dl+9kLxg8DPgVObtTMm+eObgZsl/Rg39B6IG/hJf2+VtLOZ/bOs/rdCivD+HdUOe08BRwEnm9lLjc41s7dwQ/Y9JLtHyon0DWBH3HA8Ke6pv76krc2sp1KIyQH2PKqlgM4Hvmlmz3RSd4qq+Jek84BvAz/FFwvmBK6UtKmZ9fQ5JUUg7ISP1dnqHDIWd4Z/CI8mGYsvykzLQDRJ0Y66GC4NdYCkfYG/lZEToWjMvxjYvbA/K274vrDTRtpF0qxUfwgA7Sb2An9YyT2qLu6gvgmWpGF+Ba7xVWF7SQe0GsZkZlcDV7fbF0mrUG3Mf9TM/thufRk7ZPsP98KAF9TlfnzSK+qn7Uj/jfn5Sv+4NOm2TDIefykrvixyNDTkYuA7hf1P4Ia0czutOHkXnIQnXypyK7D+YDddJbM+fl1FYl7qHxdTbcxfVdI8HSRY/xhJs+E3wnnS0jOB7c2sk0XCVtiealnFj4DLetT2iMLMHpb0GK5lWmFH2jDmm9nZnfRF0jepNubfUsa9kKRRwHZZ8RUTqKxiEARBEARdRtJGuOxKxbj9Lu5Zf0Qn9xfJAHq+pH8DX8ale2bEjaj/kLSHmf2+k763QjL6/grPWVThDeAg4Dgze7+des3sVuBrkn6Cy3JW5K+XAv4raRMzu6b9njdPemYuGvI/An4A/LrMJL1pcedXyQZ5Jq5JPy1wnqS1zezGstoaDElz4TaCXFrzSeBkfBHjlsEWo5Km/rK4/Xl7YJ701mzAX4CvSNqh0/xoRS3ii4Fck2inTiovgU3qlN3RQX359TxDB0bmiYBTsv25qJWDGLFImoNaqYH8moMekSaD/PNfLy3q9YXkRZuPkU5+g9ah2jsBfFII6nM58EJW1vG8JGkW3BM5N+RfBKzZQ0M+1F7P8/h1B/3hVDxnQYVRuPG2IyR9GriRWkP+b4FtemXIT4bbfBH7cjPL/8+CAfLf6LXT/cOEwhpULxJAzEtBEARBELSBpC8A/2TAkP8w8Dkz+0VZjgLmnIgn0q1EJY4CjknOD10nGfL/RLUh/0pgcTP7bbuG/CJm9rSZbYNHClekf6cHLk6fc1dJ13gyA4b8d4EtzezIMg35RczsNmAl4M5UNBW+gDNfN9orImk9XDGhaMi/E9gCmN/MDjCzG4eKKjGzD9NxB+AOQVswcD0AqwK3pfba5mNjfvrHOj17f4t29ackzSpp7qGPbHj+NLjGUJEPgAvarG8xPCSnyMnDJVnGMOVcBrJPV8g1fkcye1MtsWPEA2y/yZNujwH2bLeylKikE/bBE/AUOaeD+r6f7b9KH6OfhjtpojwtK95E0sL1jm8GSUvgRtUVsreOB/6vl0lAk9zJ/2XFp0akRv9IHhK5p8u3kldKW0haJ9VZvCf6CNjLzPbq8fe9ObBAVva3HrY/EjkJvz+oMAkeBjyhkM9Lb1Ar3xMEQRAEQTAoSR7mTPwZHuC/wOfN7M7GZ7VPum9fE188qHC0pE270V7G4bgcdIWjgHXM7LmyGzKz8/GFi4qu/OTAmZLy59my+Tb+7AD+7LKDmf2ry21iZs8DazMgpT0TcEbKO9YVJG2HRyDMlIrG4so1y5jZWe3ajc1svJmdhTt0fQuX5SG1c15K9tsWo7L9P1P7wNKu8XYp4AFJh0qasZUTU2KA06l+8AU3cuTG5WbZj+rrHQ+c2GZdEwVm9i61ntJfSD/SIxpJMwO7ZsVXhsROfzGz+4HrsuJvJZ22djhd0tWSPt/qiZK2wrXpioylTcNX0g3MI1v+Wsaq/QROvXnpB+1UJGlt4D9UJ2D6CNjHzL7eB1mJA6iWuzM8EW/QX/6U7c9C9c1600jaBTeMFhcF3wI2M7Pftte99kjeNftnxa8CHcm/TOiY2SPULvB8Q9JM9Y4fSaQF79wr6CQze6cf/QmCIAiCYGSSntf/jntSg+feWcfMXml8Vuckm9VWQMXIPAnwF0nzNz6rMyTtRLWd9GAz+043HXTM7Gnco/vmVDQVcHaKOC8dSYsAhxaKvm9mZ3ajrXqY2cu4M3bF/rsctbaZUpC0DW7jqSxC3Ykb8Y8p6zs1s4+SBNSyDCg9jMHH6rbt1FllzDezO6j1Et25Ay/IKXDP1mclnSJp3cG82ySNkrQB/o+/Qfb2OGofQptC0meo1ak+q9eJI0Yov8IjIor8vB8dKZkDGZhoKhxa78Cg5/wi25+Wzn64VwWul3S7pN0lzTnYwZLmk/R7fEExX/A81MxaztuRjGj5+HoPOKLVuiY2zOxefJW8yI4p2qppJC2FR3YVF4YqRtVfdtbL1kkRAttnxeeY2X297ktQwxl4EuQi+6WIwaZJHh7HM3BjCPA0sLKZ5WO6F2yNO1oU+Y2ZjetDX0Ya+e/31LR5TzrMyK/rA/y+LwiCIAiCoBV+y0COoaeADcxsbC8aTgbXbfFIAHAnmpOSvGSpJCP3MYWio8zsJ2W3Uw8zew03cD+cimbFr1ONz2qb3+GJaMGfxY9q9sRkT9lY0k6SviZpc0mLtdpPM3sM+FqhaJ8U2V4aktYA/sqA3edS/Fnt4cZntU+qdxXgklQ0CjfotyxnPrpO2SFUG9Inw7/IdVutvMDk+D/XtsD7km4G7gL+h4fzTgssihvdcj1pcC/67c3s2VYbTgPmt1TLqUCtwTCog5k9IelUqnWd15W0pZn1OzFpW0j6FJBrqd1kZpEAcBhgZudLug1YulC8t6STzezuDqpeCjgaD717DNfXex7XZJ8E1wxeAQ+BqjfxXwAc1mbb2+O/b0X+0s5v2kTKz6iWoxkDHCdp9Rb0+j5BtVEV4CVgT0ltSzklfmRmeUTJUBxN7Rw8ISyUjnjM7ENJhwHHFYpnB35Ea9GKs9Upew1P7tR+B53tW1lYTAsRuZH2TXwcBkNgZhene9eidNsekv7ardDxbpO8kPKcMCeVkew5CIIgCIKJB0mrM+Ck9CGeD6rlHGTJ+F6JZh07lDZ5ETN7N93b3I47b60I7IxHeZfJ7xlwCr0a+F47lUiatJ0IfTN7SdJmwE14XoJ18HxYpclmSloLl7kBVyb45mDP3Ol7Ww/YDrcbz9zg0CckHQX8rlmPdzM7U9I5eD7VyXGn3C83c+5QpNyMpwEV+Z4rgI27ncvMzN6StDEevb02bqM4VdJnk8RQ0xXVvPAMvZa9tq93bKMX8IU6dbTzegfYuZW2s37sWqfO09utb2J84Sus72Sf4TPAjD1q/6Syvr/0j3JjnTGxVr8/53hVfU8b1vmOrgEmabGeR0v6HboQmLrNa5kZXzQo1vcWMFe/P+eR9MJDJ/Pvpem5AZ8oyxgL9V6btXgtX6lTx1n9/ozjVfUdTQY8mH1HHwDLtlDH97o45uZt8XqOrlPHAf3+nEfSC384yT/D64HRPWr/9qztAzuoaybg2ay+t4H5+v05xyte8YpXvOIVr+HxwhOB5vc+y9Q57qbC+4d30N5nC/Ws1mYd3yjU8TwwxRDH35xd30eDHLtV4bg3gDma7NP8wB54PoFH8Qj9Sj3P4vbXLwNjWrjOPQp1vMggtoqsPQPuH6Luy1p5XgA+3eJzzGXAlC1c6/z4c1jleWze7P116rRxSBP1/rtw/L3ANN36X2rQ/jR4HoRKHy4Y5Ni982tsFHbyLfymvsixkhZtcHw97sVXOd5t4Zycu/GEGSe2c7KkJfn/9u483ta5/P/4620mkaOBVGZCg0IZv5FMIaLMkqZfKKLwlUiGvmmSBhpoEBkakIRkHsuUIZxDDhpI5nk8798f12e17r32Wmuvce8zXM/H4364173u4bPPXva97uvz+VwXfLNh8xPMXEVch84xvaVxJsNiwAlDmtIzTIczuvDlKbYvmIjGpOZsn83oPM7rAAd3earvMTpdRjeeIlKFvdf2k90eXHqpTyCmwFUd5sh7lzq3F/H7qPqOpBUnojG9KmnrGqcpPk3el6YrjhEZn2rYPAdRbKqrOkATTdJmxPe6qjvJdCpdsf0HoHFG4hrAuEytHpTyve14Rs+E/bLtqRPQpJRSSinNoCRtQH3m4gPAl/o4XeP31V78kHpO8kWI0fl9K9+fvlDZ9EV3MMte0vHE9+5vA1sTgelqIdfXEgMZfwLc0sWz7THA9WX91YyuB9mTksamlvLlcSJLSzf+Vdq2M9EZtD6RKufsyj7rE/8eHSnxyF+Ul3MwgJH5krainpHmaWAbj1NaqJpyvW2ox943kbR1p8c3DeY7ptg2Bm/nJ4pJzt9hw/5uewfif6APEgXlphApc9p5khgFuznwVkce/65JWpB46Jqv4a2O/qdLoxxJPTdXzabAvuNw7buB6ypLTw+bkt7H6PY+TgbRplfNgrdfkLRxpyew/U1gGaID52Ci+OlYQflaz+xBwOK2j3TpDu3BgcQspapbgaN6PN8sy/a9RGdc1cuIyvZd5TKfKJIWAH5D9MJXfcn23ePfotSO7fOJ/PlViwPHDSMH5xCqS5wAAB/ZSURBVDBIWoboUGzseN/DUTAsdWdvYlBI1f5lquyw3cbI70KdT8MdaX9iqnLVFOBrvTctpZRSSrOo3SvrR3U7AE7SQpI2lfRL4KP9Nsb2NEY+Mw6igwAijcyby/o/iIB1J1ai/j18GtHRcBLR6XAqMVK/ZjngwpL+pS1HmpqDKpv2ltSYWrwXO1bae7LtR9vtXHE7sBXwBtt72D7R9qW2L7R9nO3NGBl321XS4l20q5r+tLHuXFfKv1O1btRhjjp9fZH0XUkuy486OcZRL6/6eT1SUrN0+KOv1ypGVU5wMbBWw1sXEqNUe8ojVDoDViLyUy9YlseAh4F7gJvcRW6sFteYi3r+oaqLgfd4iFWmZ2aSViOCodWeRAMfsf3TCWlUhyS9g/jsNha93dn2iRPQpNQBSbsCP27Y/DSwge0rezznbMDSRJ2OBakXRH2IGE1wvaO4TF8k7cToINpzwJq2r29+VGqn3Hj/QH20QM1FxH2pZXBS0pxEp/QwPGm7sVB44/XnIooHNdafuZRI89XXfS8Nh6SFiPQmjV82j7W9e5NDqsfOA8w7pKY9Vh5W2l3/VcQ9e7mGt75ju986EbMsSdsSBdKrngE2tH35BDSpY5K2B05k5GCeF4ip7FdNTKtSSimlND2S9C4ihla1qu3ryvsLEyOx5yKec19r++EOz70FMfi2saZZzbq2L+mx3bMRA0JfXza93fYNLfa9Bli1smma7VFBcUknA9uVl/va7miGq6SribS73wZOsv1gw/siBsmeRNQSBfi67TEHzZZjb6TeybCx7fOa7PccI2N4t9teocU5rwJWLy/X6eS7bXnOdQfPwyI6M95SNn3c9nFjnb9y7J3Uiywvb3tKeW8D6gVlaw63fRBNlNoKJ5eXfwNWdA/1CxrO+VlGzno+zvbHW+3fcOxcxIDPWnHfHWyf3LDPPsA3qttaRvwdBeC2Jx5iF6689W7gZ5J26iX4UHrq/kS90vRAlX+IUxkdyL8f2D4D+b2zfY2k/Rk5qljADyU9aPt3E9S0tiS9lShe2hjI/2EG8qdvtn9SvkTsUtk8H3CGpPV66UEtAbA7GD3TZGAkbUlMlWscDbt3BvJ7Z/slSR8i7kvVwjrrASdK2r7Vl4iyve9Oml6UjoSTGB3If4C4L2Ugfzpl+xFJOxIPMtXvTLtJesD2IW2OfZb+Ug32rDxcncfoQP51jM+MupmW7VMlvQf4WGXzvMR96d22b5qgprVV0i39jNGzcj+XgfyUUkop9WBD6kHiszsN5Bdz0TqQ3xfb00rwfb+yaXPi+bEnZYDO+8rLF4majp06AjivVbC4ZAD4naSDgKPL5sZYZlO2Lemn1IO82xDf/3tSZrvXOjYeJ2pNdtKOjgLhpb1XUg/mL9Zp28qxfyBqIkDEpad0enyD6oCsIwcQyN+UyGTSE9vPS/oKUBvNvxv1zoaW2k4TLzmddyRG7VRtSzy0NKawmVDlw3c2sGXDW88B29q+f/xbNdM5mtEfrDmB30jaeQLa01alN3nhhrf+BHxm3BuUerEHEYCqehVwqaQ1J6A9bUn6KDHKoLGz9Ge2j52AJs1USpq07YHGm+7WwFmSGjvtJlSZjXYW8IGGt54nAvn/Gv9WpW7YvoIoOtToi5KOnt5S7kh6A3AZUUSs6t9EPsieZlamEfYkir1VLQxcIul/JqA9bUnahUjx1fjQ/AuiOHJKKaWUUreqs6V/3+WxvydGIleXswbULojU3TWNs7q7tQb19N2X2v53pwfaPqvDYPFllfWFumjbryvrHXUCtLES9RjG1UMacFZ9Vu82iF79N1q5l4tLWgJYu7x8lO46Zpqdb1XgNGB2+hs4+PPK8WtLWnKsA8Z8AC3TND5CpFOp2hS4QNLrum3lMJQf9hJGf4BfAna0fen4t2rmU3oOPwyc3/DWnMSMjYOml8BGGcF7LvU0KjW3A5vafmb8W5W6ZfspojhJ40j6ScD5ZZrUhJM0u6TDiR7VxkD+OUThlzQApWD1LoyuwbIRcFEJZk64kgfwIqJdVdOAXWxfOP6tSr2w/R1G1xKCCOpON3UbJK0OXAk0Tp19gkhF1U9B8FSU7w+bEt8nql4BnFfSrE04SbNJOoSYKdYYyD8f2LWPmjAppZRSmrWtUlnvKt5m+ynbd1UXxq5t142riEG9AKuUNC29WqeyflEf52mnOvi04+/rjnqntbz7b+gyD32j5Svrt/Zxnk6v8beWezV3W2W9cfZxpzalnj3hl/3UEJO0GHA60dEzleaDvzpSBlv9qnbq0s62Ogq6llQkezM6oL86cIOk944+avwoKhFfz+hRaNOIIm+/Hn1U6lXpWdya0dNuBBwKnCvp1ePesFojpPkk/ZiYTj5Pw9v3ABvZfmj8W5Z6ZfsBIiD694a35gNOlvT9Mv1tQkhaFPgjUfC28YvCFcAHx8ohl7pj+xTg04y+L61G3JfeN/qo8VPyQN7AyByMEO3ds7Q/zVg+TxSravQB4DpJPY0QGQSFfYgHqcYpq08D788UX4NVcp5uTHyvqJoH+Lmk4yQNq2bCmCS9hsgf+kVG35euBrbqd1pxSimllGZNJTi+bHn5LF0EoMdDCY7eWV7OD7y2j9NVB8lc28d52vlIZf2nXR5bbVPTXPgdWrSy3vj9tm+SViSe1SHSFV3c5SmmVtZ7/X1WZ2mc03KvMZSBXL8HXkfUf92ESKHbj3Mr62POJul4BLXto4kR2Y0BqVcCZ0s6rTw4jBtJi0o6gejBaBx9/TxR3PQH49mmWYXtJ4hZEM3+B9gAuF3SXuM9Sl/S+kRKll2bvH0rUcTj3vFsUxoM21OJDsRm+Yj/H3CzpE3Gs00lgPah0qZ1m+zyO6Io4lPj2a5Zhe1jgA8x+r40CThT0lnjPXtM0iLlvnQ6o6dIvkgU+vneeLYpDUYZwfxJ4EtN3l4W+HNJuzOsQstNSVqeCNp+g9Gjrx8hOrAvGM82zSrKaKg1iOJjjT5K3JfGdcBL5b50M7B+k10uIO5Lgxz9llJKKaVZyyQiSA4wdTqtTXlnZb2fmdvLVNYn93GeUSQtKOnbRBpZiPqf3aZ+qc4UXbblXmOrzjR+vI/ztHII9QEmvyoDNrvxBPWBfL3Oiu55NkmNpNmJVJVvIeIQH7Q9iM/FxZX11VrtVNNVoNX2CcSI7GYPAB8kArj7D3u6efnAf4H4H2lnRo84egzYzPYvhtmOWV0JUG4BnNDk7YWAbwFXlOrSQyXp7ZLOIkZHv7HJLhcBa5U6EGkGVfKLv5sY7d5oGeD3kn5Tih4PVek4+DMxA+SVTXY5jhgN+/Sw2zIrKzPHtqD5F47NgFskHSBpgWG2Q9ICkj5P6/vS48Dmto8fZjvScDkcQsxWbHxomZNIu3OLpF1L4eOhkfQ6Sd8BbqF5jsy7gbVtXz7MdszqbN9HFOG+pMnbSxMDXs6U1Dh7dOAkbUiMuv8ZI4uE1/wU2KQMyEgppZRS6lU15vfYhLWivUcr6/08C06qrHecL78ZSUtKOlLSCZIuAe4jZps/DRwM7NBDCsRqULybfPuNqqmCB5ovX9IeRMwY4vdyQLfnKB1Gteevudrt26IN8wKvLy/v6yNbx7eJOIOBjw0qdW4pIH1febnYWAPEuh41bfssIm1As9GxryByyt4t6dA+8zWNImkpSUcQUz4Oo3lvzLXA22035nRPQ2D7Bdu7EKMVm+WbWh34g6Q/Sdp2kKlQSo7yjST9jvi9b9Zkt2nAl4lRaI82eT/NYMof3fWArzM6xQrA+4k0K7+VtMEgZ4dImlfS9pKuIaZVNaZQgbgRf8T2x4dUNCY1sH0O8bu4ocnbCxJ/A+6WdHgnxWS6Ub6QHUYETo+g+RfF64FVbJ/b5L00A7L9LWLUc7MCxosDPwbuKDPUmnX29ax0Xv+AGG30KUbX6AA4k/guNKx8l6nC9iNEh8pXaH5feh+Riul35XvL7IO6tqR5yverPwHnAe9ostszwCds75op31JKKaU0ANW4znMt95pY1fhUP3GoWtHWacR3qn68HtiPGPz1P8C8wDXAW2wfZruxJlwnqoPa+hlYXR2EOLCZxiV7xlHlpYlYyd09nGc+6s89vcwceB31GHhPaaEk7QfsXl4eWga8D1JtNomI9rbUU5CrTCFYHfguowsQQvRcHQRMlXSxpD1KfqSulKnCbyoPw5cRP9jnieBMoxeJKeZrZYG38VfSGa1O86nmEA+XpwD3S/qRpPdLmtRi35ZKPvyNJH0DuJfIK1UtYlH1d2IE2oEZVJ25lE6kfYHNgX822UXlvT8A90r6Wgnsz9dk37YkLSxpa0nHA/cTU6qaBfEhgrbvsP2Tbq+T+mP7DmBN4GhGj5iGGKVwIPA3SZdK+rSklXq5lqSVJO0p6VKicM8XaD4K4iVihtKatu9s8n6agdm+BFiZCJw3szjx+/+npDMkfVg9FGeWNIek1SUdKOkWIpXcJ4C5m+z+JLAXMSvokW6vlXpn+0XbBxA5M5vNAqwVszqXuC99Q9KGPd6XJknaStJxxH3pFJoH8QH+Aqxu+0fdXiellFJKqYVq4PdlLfeaWNWAdD/pBWuxpNmAfgdkvEikwawOrlgNmFxmci7dwzmro9T7qYf0cGV9ICnUJa1NPCvVZiwfZPv0Hk9XbVMvzznVjo6uB/oqarX+X3l5Ks1Tr/ar2q62HTPNRnN1xPYzwKcl/Qw4lubBLQHvKguS7iceKqYQgfkHibxHzxI9ZfMT04KXJaocv5XOPkRXArvbbhVITuPA9o2SViVGCn6J5iNUFwQ+VpZpJTBxG/GZuIfoYXuU6LFbkPhMLEZ8Ht5IBE7GmlLzAtHzd2jmKp+52T5b0gpE/rU9af43bTHgc2V5TtJfiLxyU4hRtU8QUwNFzC56ObAEUSF9RWAlxu74fJTowDx2Os0XOEso1eg/U3LWHwO8s8luAtYpC5L+TdyXJtP+vrQM9fvSIh0052qiAHsWHZ2J2f4PsKWkzYmOpGYzP+YiUkFtASBpKjG7cQoxo6P2mXuBeBian/jus1xZVqGzqcG/BvbOdHITy/Z5ZQDLwcBnGF3HAKJo1z5leb5yX5pM6/vS4sTfoBWANzH2fekxovjt93JAQ0oppZQGrJpaZ+EJa0V71dmx/aQCqqYnXICRQe+u2L6SkrZH0sJE7PNDRKaL9wFrS1rb9m1dnLb6nNBPKsXq4LPl+jgPAJLeCZxNvbPn/2wf0ccpq+m07+jh+OpAqK46PSStQqQXnw24HNilh3RIneh4NknPwfwa29eWX9IORN6jdiPwFwE2Lssg3EikT/jlkP4hU5fKA+O3JJ0C7EsUJm3VUzsbUTTiLQO6/IvAScCXbU8Z0DnTdK7k/v1sGaF4ILAdrXvM5yYCvM2CvL14gujM/EYPBVzSkNi+XtKaxGfhACLw1cprgI3KMgg3E/el03qcJplmQLbPkvRH4ov454hgbStL0jzo36sLgMPKTIE0HSjFZfcrM7oOJIqatfrOPRcxqr7VyPpuPQn8APia7b7yuqaUUkopNWP7MUkPEYH8xSXNUwZWTU+Wr6z3k73jPuqB5CXoI5hfVdIHPwRcLelvRBrhSUTtvbW6OFX1uaJZCtBOVdNzjlmAtR1J6wFnUO9o+LLtA/s5JyMHkHfT2VHT02wSSUtQ75S4C9jK9rBSS3U8m2QguaRtTytFCN8MfAC4kObpdwbhJSIn6BbA22yfloH86Y/t+21/lvhjdyiREmdYHiSKUCxn+8MZyJ812b7N9k7EjfYYBnSTbWEqMepyCdv7ZyB/+lPuS78gRtJvRRTHHtZ9aRpwPlGv4a22T8lA/qzH9jO2jwKWAnYj0m4Ny7PE9M41bb8nA/nTJ9uTbX+IeJj8LvHANiz3ELPUlrT9uQzkp5RSSmnIagHV2YhY4HSjpHSupbd8oBQX7dXkynrX6cM7dDT174lrSlq+3c4NVqis9xwLs30P9bjd0r3WQJW0JVFfcAEi48Z+AwjkQ9Qrq7msh+OrszM6qmkmaQ7gd8QAwIeAjcvM7GHpeDbJwApDwn+DJ7+2vT4RxD0AuIL+KyE/D1xKjHZ7g+2Nbf82g/jTP9sP2v4i0Vu4HvAjIq1Av/4NnEx06ixmey/bUwdw3jSDs32n7T2IkbFbEQGvQfzBvQv4PlGoZulSoGaYHQZpAMp96XTbGxBpKvYnpsb1WwTyhXKe/Yj70oa2z8j7UrL9nO3v216FmBXyFWImYb+fjSeBc4CPA4vY3s72VX2eM40D23fZ/jRxX9qSyHE/iE7gqcAPgXWJIP6XbD84gPOmlFJKKY3lysr6ehPWiubWpR7vvKLPc/2lsr52n+dqqmS4uKWyaYVW+1ZJmhNYo7x8oeEcvbigsv6Bbg+WtBvwKyJFzIvAh21/rc82IWkR6rMVngJ6eQb6B/VizctKalZ3s9G8RNpliIE5i0t6T7OFSAles1jlvXW7aOOy5b8v0LwG13/1nWanlZKz9SvAVyTNTwTA3k58KJcjgirzE/84NU8TaSvuIXq/JhOVnS+3XZ0SkWYwZZTqxWVB0lJELYWViBFryxO9UAsyspPpESIf+R1EL+OtRC/cXzNoltopU59OB04vf6jfTORJX4H4vC1LfN5eUTnsJaJuwwPE520y8Ffg4l4qrqfpi+1/AF8FvirpZcTnYVViNsdyRCd0s/vSk0Qn5BQir/V1wGVZkyONxfZfiYENB0h6JfFgsTLxeVseeB3xmavWgnmC+MzV7nuTiS+sf7bdbydUmkC2nyeKgJ1Z7ktvIv4OrUi9RkK7+9IdxN+gW4n7Ug5iSCmllNJEuYgY2AQxWOGrE9iWRltW1i9ouVdnLqqsbyhJQ4pFVWd2t82XXrEW9dQs15RUj/04Fdi1rH9Y0jc7+VklzUb8/j9bNj0JbGf77D7bU7MT9fj1mb2kdLL9YklntCJRj2ppRtYJGMsXu9h3k7JAfI9fcKwDSoy09gxw51jPfUML5leVD9TvyzKCpNmJ6RePZVqCWYftu2iRt0zSfMBsA/hDlBIA5QZ0U1lGkfRy4MVS2DvNAkog/tyyjFC+jCxI3pfSAJUR078qywiS5gLms/3ouDcsTYhyX7q5LKOUgTAv5X0ppZRSStOpC4nUIwsDq0tabnpIeVye7d9fXr5E5G7vme0pku4EliEyTqxJ/6P9RyiDPKoFXjvNfb9DZX1UvLUHfwT+CSxGDDp5L5EvviVJ8wA/BbYtm/4FbG57IClHJc0NfKay6ed9nO5K6qmS1qO7YP6wvbuyfmXLvYqBptnphe2XbD+SAZNUY/vpDOSn8WT7iQyYpJqSmifvS2nc2H4+A/mpyvaTeV9KKaWU0vSqzDg8tbwU9VHZE+2T1EerX2T7nwM454mV9d06OUDSK8sgsU68H1i0rD9FZCgZ6/yTgO3KSwO/6PBaLdl+CfhmZdNhZQB2Oz+lHsi/HdgQmCppoQ6WTmYgfIroXIBIXXpe5z/RKBdW1rdsuVfdU8QI/k6Wj1aOO62y/a0dtq2r2SQTHsxPKaWUUkoppZRSSinNUL5NjH4H2EXS0hPZGEkLMrJT4agBnfon1GuubStpmQ6O2RG4TtJWJbd9U5LWIGpL1hzX4YCOPYl0MQB/HGD6xR8QNSoB3gbsMcb+1aKtbyTy9j/c4bJPuxNLej0j09sc1meKo7OB2r/thpIWbbdzGeR3VycLcH/l0Mcr7909VqNKTYCNystnGGM2BGQwP6WUUkoppZRSSiml1AXbk4FflpdzA9/p5LhSGPTa6kI9mAnww4b3T+uwSYcBrynr19oeROoZbN8LnFRezkF0YnRiZeDXwD8k/VzSHpK2KMt+ks4iakJOKvvfAXxprJOWIHe10+LwDtszppKOdr/KpiMlvW1Q5++UpDmIf/Nqh8Wv+zmn7cepp12aA9irn/MN0Geop8H/bWlnW+OSMz+llFJKKaWUUkoppTRT2R/YHHgZsImkT9r+/hjHLASs0ub95Rpej5mORdJ6wO7lpRl8oPZQIp3MvMTPua3tU9vsX03Z+mqiiOtObfa/EXi/7UfaNaLk1/8B9VRC59i+dKzGd+nnxMyCDYl/+9MkrWX7gSb7ngJc2+N1rmrz3lHAOmX9Seq/234dBWxf1neXdLTt+wZ07q6V2QHVn62j2SQZzE8ppZRSSimllFJKKXXF9r2Svgh8vWw6StKNttsFam8G/reLyzzY7k1JSxFB5Vp+9x/ZHrOIaDdsT5V0BPVR8D+UdL3tO1occgwRoN8a2AJYvMV+dwDHAsfafraDpuwHbFLWnyXS7QyUbUvaGbgBeC1R/PccSRvafqhh3+MGff3yefpUZdNubf6du2L7GknnETNBXk58bnccxLl79HXqsw/Os/2nTg7KYH5KKaWUUkoppZRSSqkXRwHvATYmRnKfJWld27c029n27USx1L6VfOPnEqPfIXK27z2IczdxJBFIXwtYADi3jFi/v3HHUkz20rLsJelVwIrErIQ5iZzxt3dToFfSFsARlU372r6z1x+mHdsPSNqSKBo7P/B24DJJ7+0kD3wvSmqdoxgZyD/S9oktDunVPsBfiN/DDpLOGcI1xiRpG2CH8vJFRqY3aitz5qeUUkoppZRSSimllLpmexqRQqYWoF8YuETSWsO8rqTlgCuBZcum/wBb2356GNez/SIRfP1P2bQU8EdJi3Vw7H9sX2L7DNu/tH1Bl4H8bYBTqc8+ONX2d7v8Ebpi+xpgK+pFY1cgivpuOehrlToAFzIykH8ccMCgr2X7VuCrlU3HSHpLn6e9nZht8r/Ab8baWdKbGVn4+Ku2b+r0YhnMTymllFJKKaWUUkop9aSkX9kY+HvZNAm4QNKeJc/7QEnaGvgzsGTZ9ASwme0pg75WVSmG+95yPYCVgCslvWMY11M4ADiZKDIMcAnw4WFcr5Ht84ENgFou/0nA6ZJ+JWmJfs8vaW5JnwNupZ4jHyLY/gnb7vcaLRwCXFHWX07Msli615PZvsv2kWU5p92+JS3UOcTsDogOqUO6uV4G81NKKaWUUkoppZRSSj2zfQ+wNnBb2TQ3cDQR1F9hENeQtJikU4BfAQuWzf8G1rX950FcYyy2rwU2BR4tm95ApKD5vKS5BnUdSUsSKYS+TD1+ewmwRYf59QfC9hXAasB1lc1bA1Mk/UTS6t2eU9KikvYF7gK+Rr2g75PAzrb3H2IgvzbLYhvgnrJpUeBySW8b1jUByvkvB2qzOe4FtrH9QjfnyWB+SimllFJKKaWUUkqpL2Xk+trAWZXN6wE3STqx12CppGUkfZsoGLtt5a0/A6vbvr7XNvfC9mXAu6gHg+ci8tnfKGkbST3HWyW9shTb/SuwYeWtU4CNbT/W67l7ZftvRK2Aw4DnyuY5iRkCV0m6U9IxkraTtLKkhWrHSppP0pKSNpJ0kKSLiRkcXyUK7Nb8EXj7eOWvt/0vYjbJA2XTIkRA/yPDuF457+VExwFEuqaNu0m3VJPB/JRSSimllFJKKaWUUt9sPwxsAewJPF42zwHsCFwv6WZJh0taX9LCzc4haQFJa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@@ -7749,29 +7856,30 @@ a.anchor-link {
 <div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
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-<div class="highlight hl-julia"><pre><span></span><span class="k">function</span><span class="w"> </span><span class="n">visital_all_paths</span><span class="p">(</span><span class="n">C_sorted</span><span class="p">,</span><span class="n">city</span><span class="p">)</span>
+<div class="highlight hl-julia"><pre><span></span><span class="k">function</span><span class="w"> </span><span class="n">visit_all_paths</span><span class="p">(</span><span class="n">C_sorted</span><span class="p">,</span><span class="n">city</span><span class="p">)</span>
+<span class="w">    </span><span class="c"># Initialize path</span>
 <span class="w">    </span><span class="n">num_cities</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">length</span><span class="p">(</span><span class="n">C_sorted</span><span class="p">)</span>
 <span class="w">    </span><span class="n">path</span><span class="o">=</span><span class="n">zeros</span><span class="p">(</span><span class="kt">Int</span><span class="p">,</span><span class="n">num_cities</span><span class="p">)</span>
 <span class="w">    </span><span class="n">hops</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span>
 <span class="w">    </span><span class="n">path</span><span class="p">[</span><span class="n">hops</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">city</span>
-<span class="w">    </span><span class="n">visital_all_paths_recursive!</span><span class="p">(</span><span class="n">C_sorted</span><span class="p">,</span><span class="n">hops</span><span class="p">,</span><span class="n">path</span><span class="p">)</span>
+<span class="w">    </span><span class="n">visit_all_paths_recursive!</span><span class="p">(</span><span class="n">C_sorted</span><span class="p">,</span><span class="n">hops</span><span class="p">,</span><span class="n">path</span><span class="p">)</span>
 <span class="k">end</span>
-<span class="k">function</span><span class="w"> </span><span class="n">visital_all_paths_recursive!</span><span class="p">(</span><span class="n">C_sorted</span><span class="p">,</span><span class="n">hops</span><span class="p">,</span><span class="n">path</span><span class="p">)</span>
+<span class="k">function</span><span class="w"> </span><span class="n">visit_all_paths_recursive!</span><span class="p">(</span><span class="n">C_sorted</span><span class="p">,</span><span class="n">hops</span><span class="p">,</span><span class="n">path</span><span class="p">)</span>
 <span class="w">    </span><span class="n">num_cities</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">length</span><span class="p">(</span><span class="n">C_sorted</span><span class="p">)</span>
 <span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">hops</span><span class="w"> </span><span class="o">!=</span><span class="w"> </span><span class="n">num_cities</span>
 <span class="w">        </span><span class="n">city</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">path</span><span class="p">[</span><span class="n">hops</span><span class="p">]</span>
 <span class="w">        </span><span class="n">next_hops</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">hops</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="mi">1</span>
 <span class="w">        </span><span class="n">connections</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">C_sorted</span><span class="p">[</span><span class="n">city</span><span class="p">]</span>
 <span class="w">        </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="n">next_city</span><span class="p">,</span><span class="n">distance_increment</span><span class="p">)</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="n">connections</span>
+<span class="w">            </span><span class="c"># Check if next_city is already on path</span>
 <span class="w">            </span><span class="n">already_visited</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="n">next_city</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="n">view</span><span class="p">(</span><span class="n">path</span><span class="p">,</span><span class="mi">1</span><span class="o">:</span><span class="n">hops</span><span class="p">))</span>
 <span class="w">            </span><span class="k">if</span><span class="w"> </span><span class="o">!</span><span class="w"> </span><span class="n">already_visited</span>
 <span class="w">                </span><span class="n">path</span><span class="p">[</span><span class="n">next_hops</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">next_city</span>
-<span class="w">                </span><span class="n">visital_all_paths_recursive!</span><span class="p">(</span><span class="n">C_sorted</span><span class="p">,</span><span class="n">next_hops</span><span class="p">,</span><span class="n">path</span><span class="p">)</span>
+<span class="w">                </span><span class="n">visit_all_paths_recursive!</span><span class="p">(</span><span class="n">C_sorted</span><span class="p">,</span><span class="n">next_hops</span><span class="p">,</span><span class="n">path</span><span class="p">)</span>
 <span class="w">            </span><span class="k">end</span>
 <span class="w">        </span><span class="k">end</span>
 <span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="nb">nothing</span>
 <span class="w">    </span><span class="k">else</span>
-<span class="w">        </span><span class="c">#@show path</span>
 <span class="w">        </span><span class="n">println</span><span class="p">(</span><span class="n">path</span><span class="p">)</span>
 <span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="nb">nothing</span>
 <span class="w">    </span><span class="k">end</span>
@@ -7790,38 +7898,36 @@ a.anchor-link {
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
 <div class="cm-editor cm-s-jupyter">
 <div class="highlight hl-julia"><pre><span></span><span class="n">city</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">1</span>
-<span class="n">visital_all_paths</span><span class="p">(</span><span class="n">C_sorted</span><span class="p">,</span><span class="n">city</span><span class="p">)</span>
+<span class="n">visit_all_paths</span><span class="p">(</span><span class="n">C_sorted</span><span class="p">,</span><span class="n">city</span><span class="p">)</span>
 </pre></div>
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+<h3 id="Serial-implementation-without-pruning">Serial implementation without pruning<a class="anchor-link" href="#Serial-implementation-without-pruning">¶</a></h3><p>Now, we add the computation of the minimum distance. At each leaf node, we update the minimum distance. Furthermore, as we add another node to our path, we update the distance of the current path. That makes it necessary to include two more parameters in our recursive algorithm: <code>distance</code>, the distance of the current path, and <code>min_distance</code>, the best minimum distance found so far.</p>
+</div>
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JIkSUOucf/Z6TNWGUdj8cqutbwySdIoCp/PJEc3Tx1RTabbZOku4orSdZJEOR5MjtZjDWLJiFvpfJN5NnF7/hjUdgpHZ66B70sdkSRJ0pBaH/gWsIzpJzcXApcCfyaWhjqd2PfhEuD+LsZZDvyQkdwNJUmqWPhmJjEwL3VEFWrUY/wLnd9cryEmkuYkiXS8mByt12xiQ6bL6HweXDj5s7OSRFqLMBvCvU3XwPNSRyRJkjRkZgD/j87JzKXAmcBHgecQt913sh6wL/BB4Ld0Xo36EHErv58nJEnTFa5oSgrcmjqaiqxOTHTexPRWzNlkqV4mR9OYAPYjrqDudF7cTlxBPaLNm8LPm66Dj6SORpIkaYisD/wvnT9jvRVYq4T55gFvAM6g/S7As4FNS5hPkjTawrMzq0a/nDqikm1ATOjcR+ctGKcCeyaJUiZH09uF6TVvepBYP2rEbjTDd5qugysg+PcnSZLU2bOID9GL7htXAD8H9qhw/p2A/6L1Nv57gQMqnF+SNNzCbAiXNiUElkLYKnVUJdkROJHpbbk4kdiUSemYHB0cWwDHAQ/Q/tx5FDgF2D1JlKULv226Ft6XOhpJkqQhcAhxm3zRveJfgafWGMsOwFktYlkGHFZjLJKk4RG+lFk1elzqiEow3SZLdxJXlK6dJEplmRwdPPMYm+ZNYW0IDzddC89JHZEkSdKAO5y4+y57X7gEeDuxBmndJoA3Enc6Fd2zHp0gJknS4ApvySRGz40rSYfSLGKN0HPpnMS5GpssDSKTo4Or0bzpUjqfXxeRvHlTt9vhwwSEkzPXw6OqiU2SJGkkvI7ixShXEbe5p7YNsalo0f3q+xLGJUkaHOHlEB5rSgTcBmGL1FH1oNFk6WZGfmXbyDM5Ovi6ad50B3FldhkF97sUfgXh4xC2nMbPbgLhx5nE6D1xJakkSZIKvJTi+p6/Je48GhRzgF+Qj3MF8Pp0YUmSBkB4PoRHMomAp6SOqkvdNll6WpIo1Q2To8NlZ7pr3rRZfaGFc5qubxdD+AaEIyG8CcIhEA6D8CkIp0NYlkmMLoPwsvpilSRJGio7EbfNZ+/5TgFWThhXKysBJ5GP9zFiOTZJ0vgJ+zG1rt5CCHUWye7XTsSEzKO0T8g8REzIbJ4mTPXA5Ohw2oLYvOl+2p+TjeZNVXYqnTQlOdrN8QCEg6uPT5IkaSjNBa4gf593KoN93z4BfJN83LcA8xPGJUmqX3gmhMVNiYCHIOyVOqppssnS6CsxORq2gLDn5MOAPRjOkhHDptG86Rban6M1lLgIb4bw+8wK+XbHQggnQtiomngkSZJGwsnk7+vOYjh6OcwCfkVxYleSNB7C0yE82JQMWAxh39RRddBoAnMxnZMtFwOHAaskiVRl6CM5GjaD8HYIp0G4r0UC7G4I341JU1Wocd5eQufz9m9Uet6GVSG8AMIHIXwTws+JW+l/Mvn1B4hlRlatZn5JkqSRsT/FC1M2KHGOGcR69c1HmfdpqwNXkn8d7hySpNEXdskkjB6B8MLUUbXRWIFmk6Xx0kNyNGwC4QwIy6e5QrBxfBPC6pW/Ik13xXfC5k2SJEnqYDb5pOJy4Ll9jrsR8bPcMcR7xnvJ3yd+rc85snYkXzP1dgarkZQkqVxhZwh/b0oKLYXw4tRRtbAh8Y2xU+3CRpOlGmoXqka9JEd3b5H8XArhJgjnT/7fop85yxWDtem2VnCNzZskSZLUwXvJ37f9W49jHQP8HnigYMyio+zkKMBHCub5eAXzSJLSCztCuLcpGfQohJekjqpAo+t1p8RJgq7XqlG/ydHbIRwPYR8ImW3aYUMIH588B5oTpJ+v5JWolW4fgDwtSZSSJElqWIW4sjK762eNHse7m/b3gXUkR1cmvxJ2IbBmBXNJktIJT4JwZ1MSaBmEQ1JHldHYctvpDdEtt+Oh1+To5RD+CcI06pOG/SdXlTbOi8di4lQ1Wx1LZ0iSJA2Dw8nfn72uj/EGITkKcFDBXB+uaC5JUv3CthDuyCRGX5U6qkkD1KxFA6aX5OgqEGZ0N034bGb16GE9RasyzCIWwD+XzteDq4kJVa8HkiRJ9bmKqfdk1zPtpqmFmpOjS4BzgC8Brwd2AG7KzFdVcnQCuCgz1x3099okSYMjXJZJ/twC4ZQuj11LDqrRZOkWXCmmYn10q+9G2DlzfvRaL0nlmm7zpjuJK8nXThKlJEnS+NiT/L3Y2/oc81PAG4iNkYru9W/IzFdVchTgFeRf3yA3LpYkTV+4meIGNN0cZTVt2gI4js4Ftx8FTgF2L2leDZ+6kqNrZP7Wv1X+HOrDjsCJwCO0v2Y8NPlzW6cJU5IkaeR9man3X4uJ5ZGqVGdydCXig/fm+X5Q4XySpPoMRHJ0F2KTpcdon+BoNFnatM/5NPzqSo5unflbP778OVSCDYgrRO+j/TWk0bxpzyRRSpIkjaYJ8o2YvlvDvHUmRwG+mJnvIWLpJ6lW1nOQyncUMLfPMS7u4XcmgOcSt893Sq7eQXyj+wJxValUl2dnvv5bkijUSWP7/OeANwLvBjYr+LkZxOvNi4E/AscD/028uZUkSVJvngxkG5f+MEUgFfsh8Pamr+cCexDvKyVJmrZGk6VLab/CKxCLXr8On8Ypr4aVo2ElCBc3rRpdAmGtcudQRRrNm/5C5+vMNcSHNHOSRCpJkjT8jmDq/dVjxD4SVat75ehKwMLMnEdXPKckaYSsQUxA3ErnZIVNltRJHcnR92a21B9b7viqyXSbN91FXH26TpIoJUmShtd3mXpfdU5N89adHIXHdx01jtNqmFOSNOSeQKwTuoj2iYmlxLqj26cJU0Om4uRoeAaER5oSozdAWKO88ZXADsSmTA/T/lq0aPLntkkTpiRJ0tA5l6n3U1+sad4UydGPZea8toY5JUlDalem12RpITF5ukmaMDWkKkyOhs0g3NGUGH0UwtPLGVsDYH3iCtG/0/7a1Gje5P/2kiRJ7d3P1Puow2uaN0Vy9FWZOZcBK9cwryRpSMwgboc/nc5b528A3g+smSRSDbuKkqNhQwhXNyVGV0B4c//jagDNJZb6uJHplfo4GJiZIlBJkqQBtjb5e6f9a5o7RXJ0N/Kv94k1zCtJGnArExsnXUbnJMOFkz9bcn1IjZkKkqNhXQiXMrXO6JF9R6pB13io82c6X79s3iRJkjTVE8jfM+1c09wpkqObk3+9u9UwryRpQDWaLN3G9FZeHZgmTI2gkpOjYU0I52USox8pJVINE5s3SZIkdWdH0q2kTJEcXYv8631WDfNKkgbMlsQ6oYtpn0BoNFnaLk2YGmElJkfDGhDOzSRGjy8tUg2jrYnXuE7Nmx4hXuO2TROmJElScnuSv0fasKa5UyRHZ5N/vS+uYV5J0oDYDZssaTCUlBwNcyH8MZMY/XypkWqYddu86RlJopQkSUpnF/L3RlvUNHeK5Og88q93vxrmlSQl1EuTpTWSRKpxUkJyNKwK4YxMYvTrECZKj1bDbi5wGHAVna+D5xHrKtu8SZIkjYMnkr8f2qGmuVMkRzcm/3r3qGFeSVICjSZLl9M5GXABNllSvfpMjoY5EH6XSYx+A8KMSqLVqGg8LPoTna+L1xJrMq+aJFJJkqR6rE/+PmifmuZOkRzdjvzrfUoN80qSarQucfXn7bT/4L+CuJrUJktKoY/kaJgN4bRMYvTbJkbVpb2BU4BltL9W3g0cR321tyRJkuo0k3yd9tfXNHeK5OhB5O/35tUwrySpBlvRXZMln44ppR6To2E2hFMzidFTILjqWb16IvHauYT2185G86YnpQlTkiSpMpcx9b7n2JrmTZEcPTIz5+01zClJqlijyVKn1U8PEBMAG6cJU5qih+RomAXhF5nE6I9NjKok6xGbN91L+2tpo3nTXkmilCRJKt9PmXq/c1pN86ZIjn43M+cZNcwpSapAo27e2XSum3c9sW7eakkilYr1khw9NJMYDRD+BuG8Lo6TK39lGnarEZs3XUnn66vNmyRJ0ig4mqn3OAuppx9FiuTorZk5P1/DnJKkEjWaLF1B5w/t52OTJQ2uXpKjbypIjnZ7nFv5K9OoaDyEOofO19vrsHmTJEkaXnuTv7/Zs4Z5606Obkv+ddqDQ5KGxLrE7Z73ML3tnvsliVKaPpOjGibTbd50D7F500ZpwpQkSerJbGARU+9rjqth3rqTo0dl5lsGrFnxnFLOROoApCGzFfAvwFuAOW1+binxg/uxxFWl0qB7MTGR32wW8QalhbAR/TcSexAmTJCqV16TJUnSqPoZ8NKmr28DNicuwKnKDcAWTV9/nVjeqCqXAts1fX0m8KwK55Mk9cFVShp1PXarlwaCq/klSdKo+Qfy9zIvrHjOOleO7kH+9b2pwvkkST2wvp3GiclRjQLrQEuSpFExG7iXqfcvZ1Q8Z53J0Z9m5noYt9QrEbfVS3mrAa8G3k0sEN3O+cAXge9T7fYGqWo9bKuXBtYM4EXEOlbP6PCzNwAnACcBiyuOS5IkqRufI34ubbYXcQFPL7YADmnz7+8H1mr6+lxiErOV43uMY3vgYqbmpL4FvLHH8SRJJVmPuC0z+3TObZkaB64c1ajaDTiZzmVRHiAmSTdOE6YkSVLOBsQVlc33LH8hPgjuxX60vx/q5ljRYwwAp2XGWkbnhUmSpAo9kfiBeAntL/6PED9gPylNmFKlTI5q1G1FvNYvpv21finxWt9vszFJkqQyfJX8/UqvKywHITlaVEv1Bz2OJUnq03SbLN1NbLK0YZowpVqYHNW4WJe4Zex2Ot/wn06sPS1JkpTKxsCDTL1PuRfYpIexUidH1wFuyYzzMHHBkpSMNUc1bhp16D4I7NnhZ68DvgR8nbiqVBpl1hzVuFmZWHPrKODJHX72QuALxFUNnhOSJKlu7ybWH232Z+CZwGNdjLP+5O+U5Udd/OwE8DPgoMz3P0YsbydJqthc4DDgKjo/ATuP2MF4ZpJIpTRcOapxNYO4OvR0Or8/3EBcdbpGkkglSdK4Won4sDZ7b/JvKYPq0tHk478GmJMyKEkaB+sTn0L9nfYfeBtNljp1NZZGlclRafrNmxZi8yZJklSvrck3ZwrAe1MGNU2vJW7Db477UTrv5pQk9WFrbLIkdcPkqPS4LemuedN2acKUJElj5PXkE4yN2p9vTRdWR4cQt/5n4357yqAkaZTtTVwBWvSm0XzcRVxRuk6SKKXBY3JUyptP3EZ/GzZvkiRJ6RxC550tH04WXWtvJ+7SLIr3iIRxSdLIadSL+zOd68VdA7wD65pIWSZHpdZWJtaivozO7zMXTv6s548kSSrDa+icGG0c3wJWTRPmFLOBL9L54fLbUgUoSaNiLjHReSOd3yTOBg7GJktSKyZHpc56ad60ZpJIJUnSKDiY4i3p/wP8suD7AbiUtCV/tgL+WhBXqwTp4WnClKTh1m2TpacniVIaLiZHpe7sSqw3WvSBpfloNG/aJE2YkiRpSP0jxfcZvwFWIS78ObHg3wOx2dEJwOo1xjuLuHjpoRYx/Rz4YcH3TZBKUhd2IF78izr0NR+LJn9u2zRhSkPJ5KjUmycQP3wsov17U6N50/ZpwpQkSUPkH2ifGG2YIC4calXX82bi1vWVK4x1FvAG4NoWMQTg34g7cGYCPyj49xXA/6swRkkaejZZkqpnclTqzxrE1RK3Mr1SLwcSP9BIkiQ1ezlx5Wf2/uF/ad074/nEz8Ot7j1uIzZs2rzEODcGjiSWEmo17/2Tr6fZTOA/C37WBKkkZcwi1lf5C50/ZNpkSeqfyVGpHLOJDZkupfP710WTPzsrSaSSJGnQvIzixOiZwGodfncj4BcFv9t8LJ8c6yhgD7rryTGDWFbovcT6652aRJ1O3GFTxASpJLWxOjHReRPTW3lzMPEiLak/Jkelck0A+xF3PnR6P7uduPPB5k2SJI2vA4BHyN8nnEVsRjxdBwLXF4xTdCwGLiTWAv00cDTwTuJn8g8BxxO3wZ9P61qi2eNW4JBpxDkL+GnB79vFXtLY2oD4wfA+Oj/pOhXYM0mU0ugyOSpVZxem17zpQWL90k3ThClJkhJ5IcWJ0T/QXWK0obGT5eqCMas67gTeD6zasQRb3gAAIABJREFURZyzgJ8VjGWCVNJY2ZHpNVl6aPLntkkTpjTyTI5K1dsCOA54gPbveY8CpwC7J4lSkiTV6QUUfx4+m94So81mAa8Gfkvrpk39HCuIK1vfRO9Nn0yQSmNuFWLX2n2JS+gPnjxeCDwTeDLxic8omm6TpTuJK0rXThKlNNomiEXZn04s0J49/56K555UhXnE7Wq30PlDx6g3b1oL2JlYguAlPH4vtB/x2rQFls+RJI2u51OcGP0jseRcmTYh1gv9H2BRwZzTPZYQk61H0bqmaLfaJUj/uaQ5JA2AmcSCx+8HTiPWAJnOk5tlwLXEwsrvJm7NG9YPCY0mS+fS+XVfTfzguEqSSKXRtBlwKPAdYiOYJUzvBuhu4hPhTxMf3vT7BFtS1Njydgmdz8O/AYcx3O+Lc4mrY44nNoO4m+ldgx4mvv6TgTdQbqddSZJSeR7FidFzKD8xmjUbeAbwFuAzwP8CC4lJ04cnjysmYzkV+BzwVmAfqrsXmY0JUmkkTRBXSH4NuJ/ylq7fDXyR4dlu12iydDOukJHqtgnxqe5llHcNepT4kOeVwJz6Xoo00ho7Kjqdf3cQd1SslSTK7q1CfDB6KsXdd3s9Lgc+iPVZJUnDaX9aJ0bnJYhn24JYnpwgjtnAzwtiWUFMzkoaIisTV3fUUfz4EuA1DGZtwA2JH+A6JYYbTZaeliRKaTQ9g3heVVFbqPl4gLiidP16XpY08namu+ZNm6UJs6P1gGMp9+Fwq3uI04C96nlZkiT1bT+Kd3CdT7qHn4OSHAUTpNLQmwkcDtxKbzf4S+l9VcV1xO2yg7DicifiB7tOr+Uh4ge7zdOEKY2kpwG/p/dEQ6/1h5YQV7SvU/1LlMbC5sTmTZ2Si43mTXukCTNnbeALwGJ6vwZ1qkfe6lhArFMqSdKg2ofi++3zSVvrf5CSoxATpL8oiGk5Me8haUDtCVxA5xv3xcBvgKOJ28x2Il4EZzWNNZuYYNiVuG31Y8RkR6eO7oG4LX3Hyl5lezZZktJZGziRzitFVxBr930BeDPxBm0DYLXMeGsBTyTWGH0X8H3idt5O16B7iN0qB+FBjTQKhqV50wTweqZXR/RO4D+JtdQPIF5rsitlViNem/YmXlM+T6yVPJ1r3EnA/CpepCRJfdibuEAo+951Aek/Gw9achRMkEpDZRaxgHG7m/UHgW8Bz6W/7vNziB8ifkD7RiqPEZOvdTRuGrdmEtIgej5wF+2TBWcSEwzr9jnXDsAngBvbzBeAM4CN+pxL0uMa77cX0/n99mLqfb/dADi9Q0w3A58kPsDtJ3k7H3gjcZVou3uve4AX9TGPJEll2ovixOiFDMbOq0FMjkL7BOnrEsYlqcnmwJ9ofWN+I3AEsGoFc88DjqT9Sq7Tqa4O4LCsZJFG2UrEmn6tEgSPAF8Ftqpg7hnEVaVntZg7EBO2z69gbmncDdJOjf0m52kVwx+JScoqHthuCXyZ1jtrVhBrIs9qNYAkSTXYi7hgKvs+dRGDkRiFwU2OQkyQ/pJ8fMswQSol91Rabx27l1gouI6b8VWA91B8sQ3ATZR7UduC4ayBJo2a1YBf0Toh8C1g45pieRbx5q4oluXEWsySype6xvdbiR9MWq1efU7J87WyIXErfatk8W+AuTXFIkljLKwN4SAIH4XwbQg/hfBfEP4DwlshDEqyrU7PoHVidJBKwAxychTGJkEatoFwOIRvQPgThKsgXAPhXAg/gPAOCBumjlJq2I/iJfGBmJBIcZHbGPhxi5juJdZE7ceodM+VRsHatF61fhlxVVndVgLeSesmLB/H1eNSVTYgrhDt9OByOXHF6dNKmPPoFnMsIT60XamEObr1dFqX+fkr/ZcVkSTlhPUhvBPCORCWQQgdjj9A2Cd11DV5OrCQ/HvS3xisxCgMfnIUYoL0VIoTpK9NGFefwhYQjoFw9TTOnwDhUQgnQVgzdeQab88lblXNnpALgUMSxtVwGMX1SB+i+1WcE8REcNEFKHvcQfxglm2oIKlcaxBrExWdh9+gmjIe3XgKcCnF8R2fMC5pHKxOLHlzM53ft/spefOxFmNeTqxLnNIcYnO6ovguJX3DC0kaMeHeaSZ0mo/lEI5OHXnFdgPuI/9edAXxoeagGYbkKIxkgjR8vYdzKEC4EcITUkev8fRUipfEXw1snTCurJ2AW8nHeQ/xotdJo+lDqwRH83HR5M9az0uq3irEJiTZ8/AxYoOSQbEqrVeyvythXNK4mAUcDJxL5/fxq4kJ1TnTHPuIFuP8jFjuY1AcSnG5gbOZ/muVJHUU7sskbG6C8F0IH4RwGIQjIHwZwl0FyZ1RvS/cleFKjMLwJEehfYL0NQnj6lEuOfpXCJ+GcDCEfSDsCeEVEL4DYWnmZ6+FMEj3XxoDm1JcY/Q8YL2EcbWyOfHim433BloXfW40WSpKrBZ9uLDJklSvH5I/FxczmB2ZZxIbpWTjXQH8Q8K4pHFTZvOmgyhuAPd14jk/aF4ALCIf70/w/kWSShLug7AYwlchtCnbEuYQa482J3aWQNi8vlhrsQvwd/LvPVcSa2QPqmFKjsJIJUjD1yEsgvA5OtblDTtBuCVzHh1TS5gSsW7W2eRPvPOJCcVBtR5wFfm4T2Xqh4ItiE2WHij42eaj0WRp91qil9TscPLn5CPU1/CkVyeQj/sBYpdpSfXZkbjdvFVn98bx0OTPbZP5/S0oXgXzZQY70fhMissNvTNlUJI0OsK/QuhiNWT4Tiax89HqYqvdzhQnRq8CNkoY13QMW3IUYGXgvxn6BGl4HoQuFtyFXZha3/dGCIN8L6YRciz5E+4aYP2UQU3TFsBt5ON/D/GpVjdNljatN3RJk3YhX+t4GcOxAnMG8APy15W/Ep/4SqpXo3lTUaKz+Wg0b9qTuE2/qAncKQzmitGsg4jXzObYl+LDXklKIGxIrDnaSOz8IXVEJdmZ2Ag5+155NYOfGIXhTI5C+wTpqxPGVbHwy8xDBhtiq3K7kb+hfpD8ioperU7s7L4W1a282J18YqVoW1z2uIlYH3D1iuKS1NlM4ALy5+f7UwbVpdnAX8i/hg+mDEoac/OID0qn07zp2oLvnUf8QNKP+cDTiPVRDyOu5nwr8Eriis8y7z/eQ/41XEzcHSRJqlW4rCmpc0PqaEqwE60ToxsnjKsbw5ochbFMkIajM8nRbptvS12ZQfFKiV6XaK9DvOE/kdgkoWib143EVVZvpNyu0+8omKvVYZMlaXAUnbu/Il6fqrIDMfGRPb7ax5ibkd9mtASww6KU1gxiDfGiBxitjoeYXoPHZisRV8EfDnwPuG4a8ywnljB6B/Ehcj8miE2jsnO8u89xJUldC+eNUHJ0R2Lj4+z7yzUMT2IUhjs5CrHZ4umMTYI0fCSTHN0xdUQabW8hf3J9t8sx1gDeDJxJfgVqp+N+4sqqMlY1TAC/7jCfTZakwbIusJCp5+m9k9+vykrELe9F14jf9zn2qwrG/EmfY0oqz3SbNx3aw9gHdhiz03E38NreXtb/WYd8c80HGY4ySZI0IsJMCPc3JXXOSh1RH54E3EHxgqctkkXVm2FPjkL7BOmrEsZVgfCjpnNoGYQ1U0ek0TULuJ6pJ9VCuu8wdyH5k7Pb41xijbB+bUW+EcMKYt3R7UsYX1K5PkX+evCWiuf8QMGcZSVHAX5H/hrkk05psOxA3OWSLckTgD/Q20PUfpOjjeMzPc7f8IaCMY/vYzxJUlfCixiNhkytEqM3MXyJURiN5CjEBOlvGekEaVgHwsOMXt1eDahDyZ9Q/9LDOH8rGKdx3AycA/ySeALf0OZnLyGueOjXJwrGflEJ40oq15rEru7ZByVVbqfflvadrMtIjj6Z/Cr6/yphXEnl+yn5Dxa9PkzNJkcfJF5TvgK8j1hz9HXAPxOTlWfSuj76u3qMAWJiNVsy6SHKuceSJLUVVoJwflNSZymELVNH1YNtgdspTowOa8moUUmOQixP2CpB+k8J4ypJ+HrmAcPBqSPSaLuEqSfS7cAqPYzTnBx9FPgF8YlFq/ojWwMnUbylrdst/UXWIr9N94wSxpVUriPJXwNeXOF8M4A/Ns11D3BpZv4ykqMA3yd/ozKsN5LSqNoEeIyp5+oP+xjvAGL5nvcRO/pOp8v9VsQay9lr4SL6q+P2goIxP9THeJKkaQkfzCR1TkgdUQ9aJUZvBoYx0dswSslRGNkEaTgAwoqmc+gcCJZFVGWeSv4kek+PY/0NuA/4CN3VtDqY/IeSFZOx9evYgnGH+UIujaLsA5qLqLYe8Lsy870GWJD5XlnJ0SeTXxF2dEljSypHUYmNXRPEMZO4ujwby5F9jntuZryrsea6JFUoPI9YG7GR1LkGwuqpo+rSNsBtFCdGt0oYVxlGLTkKMUGaLenVSJC+MmFcPQrbMrVe70MQtkkdlUbbCUw9eR4mbnHtxaHEpky9OIr8ifzZHsdqtjH5ba0mJqTBUfSApspao08gbittzPXrye8vyMRQVnIU8k9yr8HEhDRIsg9ozkwYyzrAkkw8v+tzzNeTv87u2eeYkqRCYRcIDzQldZbE7w2VrSlOjN7C8CdGYTSTozAyCdKwCYTrms6h5RBekToqjbYJ8oWV+9lG1o+Vgb9nYrmopLGziYlLShpXUv8+TXkPaDqZYGpXx8U8vpJ8QSaOMpOjryN/k5JiVZqkvB3In59vThpRfGjTHM9VfY43l7g9v3nMz/c5piQpJ2wL4c6mpM6jEIat58UTgVvJvzfeQWzMNApGNTkKrROkjwIvSxjXNIX1IFzO1JIU/dRfl6ZlO/InzYEJ4/lxJpZ7Sxo32611BbBBSWNL6s/5TD0/f1ThXP8vM9c7m/5tQebfykyOziW/EqzfbbKSyvFOpp6bS+l9F0xZvsbUmG4rYcxs/eOLSxhTkvR/wtYQbm9K6CyDcEjqqLq0OcWNk+9kdJKHMNrJUYgJ0t9TnCB9acK4OgjzIVySSYwelToqjYd/YerJ8hiQshbKFwriKcNG5C8MQ1yYWBoZa5Ive1HViq3NiB2jG/Ocy9QmKQsycZSZHIX8CvZft/9xSTX5JVPPzZRb6huydUcvKGHM12fGXEF39eElSS2FLSHcwtRtwIemjqpL7RKjT0kYVxVGPTkKQ5cgDWtBuCCTGP1E6qg0Pn7I1BPlj2nD4XtMjef2Ese+MjP2V0ocW1JvXkz+DbuqOkbN21QfA7K1nxZk4ig7OfrBzPgPYd1RaRDcx9Rz85ik0cAMYk235pj+o4RxNyN/vX15CeNK0pgLm0C4vimhswLC21JH1aXNgOvJv0/cxeglRmE8kqMwNAnSMA/CnzOJ0c+kjkrj5WKmniSfThsOlzI1nrNLHPubmbHPKHFsSb15L/kn01V4Y2aejxf8zILMz5SdHH0W+RuTzUqeQ1J3NiB/Xj4vaUTwz+Rj2q2ksW/OjPuhksaVpDEV1odwRSYxekTqqLrULjG6XcK4qjQuyVGICdIzGNgEaVgVwoJMYvSE1FFpvMwgNj5pPkHemDCeoo7VHyxx/Pdnxi5zVaqk3pzE1PNyQQVzbMjUlWFXAasU/NyCTCxlJ0c3JH+N26/kOSR1Z1/y5+WmiWKZARxG/LDSHM9JJc7R3JAuAN8pcWxJGjNhPQiXZZI6708dVZc2Ba4j/154N7B9wriqNk7JUYDVKE6QLgUOShdWWBXC7zPn0EkQ3F2nWhVtr9o7YTynZmJ5jNgprywHkX+9c0scX1L3sm/SX6tgjp82jb8CeE6Ln1uQiaXs5CjAA5k5hm3LlTRq3sTUc3IxMUlZhbWBLZuOrYgrQg8kbuW/nPx9yqkUP8zp1b9nxj+nxLElaYyEdSFcmknqlLmwpw6bANdSnBjdIWFcdRi35CgMXII0zIHwu8w59E0IVd2HSS3tTP7EeEKiWF5REEvZNUF3L5hjk5LnkNSdvzH1nPxoyeO/KjP+V9v87ILMz1aRHL0iM8ew3URLo+ZIpp6T11Y417Hk70NaHfcA76L8RG229vEVJY8vSWMgzIdwcSap8+HUUXVpE+Aa8u8/9wG7JoyrLuOYHIX2CdKX1BdGmA3hvzPn0LdNjCqVvcmfFOsmiGNr8s0Q7qb8DqpPIv96R7G4tDRMsvWN3lPi2POJtZIaY98OrNXm5xdkYqkiOfqXzBzHVjCHpOn7GFPPyQsrnGs6ydFlxNWda1QUw9sz891a0TySNKLCmhDOyyR1PpY6qi6tT/Fuhfspr8b1oBvX5CjEBOkCkiVIw2wIp2bOoVMgrFT93GrwP/ZUqxd8b1GCGH7G1IRFIG5zu6vkuR5sMb+kdLKlLcq8Bn0ZWK/p68OJN30pPZT5el6SKCQ1VHkN6sVM4rXqH4DPAScQywyVJXsv5DVIkqYtzAF+x9SVlWcCf4DQTR35M2GizGt7N9YnLgDIJgIfAPYHzq89ItVtMfAi4DRi7fWG2cCPgIOBX1Y4/9eBFzd9fTcxWfvGmAqalrNg4sqS4xorJkenWl7wvTqXMa9CrAWY7YD3WWKNrbLNLPhe0X8DSfVZkfm6rGvQS4hv7A0/IT6ISS17HfIaJKVV1TWoyLnk6yqvSmyGsStTH9huAHwGOIRYk/TOkmLwGiRJvZtPfsv5vkxNME3H2qR5YL8eMTGa3T35APA84LzaI1IqjQTpr4BnNn2/kSD9R6rJyUDc0dtsPeA/uhzjLYDJUZXmGeSXUpe9lb2VWcSnEdn5v0t1H0y2K5hv24rmkjQ92VpHR5Yw5trAHU1jPgBsPI3fW5CJpYpt9edl5vhEBXNImr6PMvWcvDhRHLOIq0UvIX+vcinlNZB8Z2bsm0oaV5LGQNg0sxW416NdmaeqrEd8P8m+xzwA7JEgntTGeVt9s9WIq5+LttgfWM2U4S8lnENvria28eHK0amy2zsh1rgqezt71kxiEjR7sv0CeAP5VRxlKdpCX/TfQFJ9qthm/gXiqquGI4HbShi3DNnXl3oLrzTuBmWb+WPEFe6nEleXHtr0b9sBxwFHlDBP9l7I+yBJmr5HKWfbed2r9tcllgPI7thcCDyfuLNB42kxMS/zG2DPpu/PBn5MNStIf0f/D2evLyMQqWF98k8I9q94zhnA9wrmPZ24zb5Kr8zMuQxYueI5JbX3P+RXj/fjgMx4C4CJaf7ugszvlr1ydAbwcGaON5Y8h6TuvIap5+SjxFWcKc0AzmJqXI8w9aFPr06i2uucJGmwrEvcFZH9/L0QeFrCuFJz5ehU84A/UesKUmmw3M/UP/7DK5xrBvAt8ifcWcSaW1XLbp27roY5JbX3Jaael3/pc7wLm8Z6lHjTt9Y0j7Mzsfyh4Gfm9BHbE8hf//bqYzxJ/duD/Hm5TdKIomeSj6uMLWTZ69xXSxhTkjSY5lOcGF3E1DqT48jkaN4atE6QvrjN70kj4S9M/cP/ckXzTEyOnT3RzqG+jvH/lZn7VzXNK6m1I8g/xe6n7vBV5K8zZR791AjNrmoNxKf5ktJZg/x5+bKkEUUziHXgykxkTgD3ZsZ8V59jSpIG01rka903EqP7JoxrUJgcLbYG8GdMkI68OjuxD4vLMl9X9QTpOOBtme9dSOyQVke9qwnyr+3SGuaV1F72PJwH7JwikBpkb0TvAu5JEYik/7MQuCXzvUFYTbOCfK3kfh+mbAesk/me90KSNHrWBP4X2C3z/SXEBNeZtUekYdGoQ5vdzdeoQfqi2iOSanIoU58IrKCcmlbNjiX/5OFCYkfpujylIIYDapxfUrFVyNfhfG8f4w3yytG/Zsb6zz7GklSe7zL13LwobTj/5xqmxvW9Psd7R2a8pcQutZKk0bEmscFS9h52MfDshHENGleOttdqBekjmCAdCXarz/td5usJ4IXE2qBl+ARwVOZ7FwP7AfeVNMd0ZBOhjxHrCUpK6xFibZvmm7UDgM/2ON45wM09/u5uxC1IDfeT70jaa63iDYFdMt87o8exJJXr98TGTA07ApuSX1Fap1WAjTPfu6vPMbP3QucSPyxLkkbDGsQVo7tnvr+E2FTHe09NV2MF6f8S67M3rAz8BPgH4LQEcUmVupypTwPK6lz6r+SfNFxJ+StTp+NvmTjOShCDpGJHMfX8XA5sliCOBVRzLQR4T2bsFcQGTZLS25R4Tjafox9IGlGse5q9h3pTH+NtCCzLjHd0nzFKkgbHGuT7iQRiYvQ5CeMaVK4cnZ52f1f7JYxLqsSHyCcmNu9zzI+QP4GuJt6c122ngljemiAOScU2J153ms/RDyWIY0EmhjKTo9kHNH8scWxJ/VvA1HP0CuJumhTmTM6fvTdbv48x35sZbwWwVX9hSpIGxDyKt0CbwGrN5Oj0mSDV2ChKTPxbH+NlV0gFYt2s7PawupyciWUp+YYEktJawNTz9A7ittKUMZSVHN2f/DXRBzTSYHkz+fO019rkTwfeQmxe0K01gd8WxPKLHmMBmAXcmBnv7D7GkyQNjtWIDZasDdkdk6PdaVXL1gSpRs7pTP0jX0RvXVHfSf6EuQnYopQou7cVsb5oczw2QZEGz+vIXzv+ueYYFmTmLys5mh13EVNrm0pKbx7wIOUkEF86+fu3Eh8270PnROlGxIfLd5O/Fj4MbNljLFCc+H1jH+NJkgZDq8ToUmJXerVmcrR77RKkz00Yl1Sq/cj/kX++yzFWLRgjAPcSm5j0evRzkfpeJpYVwM59jCepGkUrm26m3k7KCzLzl5EcfT75a2KvzaYkVes4ylk92kiONh+PEhtS/hz4DnAi8G3iitBrydc8bRyPAf/Y4+uBeG92Q2bMW+htVaskaXCsRmywVJQYPTBhXMPC5GhvWiVIF2OCVCPkj+RvyLtJJK5G8Y19v0evycx9yH/Y+GWPY0mq3uHkz/9ja5x/QWbufpOjs4lN6JrHfIS4QkzS4FmfuPqh+Zy9lu5LfBQlR3s57gNe3s8LAj5RMO6/9DmmJCmtVWmdGH1JwriGicnR3rVLkNr8SyOhqC7eOcBK0/z9QUqOzgEuy4yzDNi1h7Ek1WMV4HryN3k71jT/gszc/SZHjyF/PXPVqDTYjid/3n6yyzF2Ja4S7fW+5xHiqtJ+GjABbDc5VvPYNxLvkSRJw2lV4j2qidH+mBztz5rAXzFBqhH2Q/J/4J+Y5u+uSlzlUPaxQw+v42sFr+NLPYwjqV4vIH/uXg2sXsPc7yFudW0c7+5jrH2JD2SaX8cdxG6PkgZX0Tb05cQHyN3aEjiMmOi8lHyiMpu0/CnwdsppGjkHuKhgnoNKGFuSlMaqwO/IX9sfJe5a0PSZHO2fCVKNtI3JNyRYDrwwZVBdeg35E/RO4skrafD9jPw5/D1gImVQXdgAuI38azgkZVCSpu3l5M/fO+i/JMYMYBPiQ9/diKvitwDm9jlukW+Tfw2nVjCPJKkec4DfYmK0LCZHy9EuQfrshHFJpXglxX/cT08Z1DQ9i/zKjBW4xUAaJusBt9P/1tYU5gEXkI/9hymDktS175A/jy8B1k4Z1DR9jHzsd2O9Y0kaVisDp5G/ti8jfnZX90yOlmct4DxMkGpEfZPiG+tBvmA8FVhIPu7jUwYlqSfPIa5az57P/Wx1r1qrGlBXUU9ZAEnlmQtcQf58/gPVrPQsyxHkY14OPC9lUJKkns0G/pvixOg/JYxr2JkcLZcJUo2sVYHzyf9x3ws8LWFcrexHvhxAICYqZiWMS1LvPkD+nA7EVVGDZh1iA7tsrAupr6GUpHJtDzxA/rw+F5ifMK5WPkzcLZON9yMpg5Ik9Ww2sSRKUWL01QnjGgUmR8tnglQjaz3gGvJ/3IuI9bgGxRuI3fmycV6IzU+kYffvFCdITyJ2tx8E2wCXk49xKfDchHFJ6t++wMPkz+8rgScljKvZysQmckXXyhMTxiVJ6t1s4JcUJ0ZfkzCuUdFjcjSsBGE3CEdA+DaEX0O4AMItEG6CcDGEH0M4EsKmVb6AAbUu8DeKE6TPSheW1L8tgVvJ/3GvAE4gXrRTWY3ihgOBmNTdMFlkksoyA/gBxef5hcDW6UID4FUUr1p/DHhFwrgkledlxIYX2fP8IeC1CeMC2IriVRoB+DEwM11okqQezQZ+QXFiNPX7zqjoITkaXg9hMYQwzWM5hO9AWLfqFzNg1gUupniR3bPShSX1bwviComiG++LgX0SxPRCile1BmIzlA0SxCSpGjOBr1J8vj8EHEn95TM2AX7UIqYlwIE1xyOpWi8k3tQXnfM/ATarOZ5ZwHsofjgTgG8AK9UckySpf7OAn5O/ri8HXpcwrlHTS3L0yC4So83HTRBSL+iomwlSjax1gT9TfAO+Avgu8MQa4tgB+FmLOAJwOrFbtKTRcwzF9fQCcBlwEDBRcQzziHX9HmoRx73AMyqOQVIaTyM2pyw69xcRa3tWXc5ngvjw5ZIWcawAPkH110JJUvlmUfxZdwVwWMK4RlE/ydGHIJwK4X0QDiJus98ewu4QXgnhWxAeySRIL4WQctdtCu0SpPsmjEvq28rAF2mdmFwGfB/Yo+R5J4irU39G68TIcuDjuH1MGnUHAn+n9XXob8QC9XNKnndT4F+B+9rMffbkz0kaXRsDZ9H6OvAAMTlZ9krSVYhdiS9sM/d9wEtLnleSVI+ZwH9SnBh9a8K4RlUvydHdIOwDYRo71sK2EK7LJEjf0nfUw8cEqUbay2m9cqJxXAkcTUyU9pKwXAnYi/gB44YOc90C7N/zq5E0bDYDFtD+urCQuK30QHpfybUl8Sn974kPYFrN9RjwKdzCKo2LlYgPZIvqkDY/tD2D+IG2150184AXExvQPdBmrgD8gVgGSZI0fGZSXGN/BfC2hHGNshq61Yc9MsnRX5c7/tBYl+IdL4uAZyaMa6y5xag8axGTAYcRG6a0s5C4Jf8K4Cpig6dFxG2pAKsDc4kJjycRL0p7Tn6vk3uJHzoWdhe+pCE3QSxI/wXi9aid5cR72du4AAAgAElEQVTVVhcDVwPXA/cTrxsriKvi5xJrFW8zeezO9BIN5wNvIL7hSxov2wFfYXq1128GziVeg64G7iLeBz1CvJ6tSXyQsxXxGrQDsCudH7osAY7g8QaVkqThMhM4mdjks1kgXt+/XHtE42Fb4oKuZk8h5ixKFK7m8QayV8PEtuWOPzTWA34HbJ/5/mLgAOKuHGmoHUT7FVV1HBamlsbTBHARaa8/P6n8VUoaZO8m7TVoMbB+5a9SklSFmcD3KF4xenjCuMZBDStHAcJZTStHbyx//KGyHq4g1QgrWv5f1bGQuDLi/sz3byCu/JI0Xl5B/jrRaetpP8dyikuK7Fn1C5U0kOYSV4A2Xw8eptqHxtn5ArEevCRpuMwkNjUuSowekTCucVFXcvSGpuTo78sff+isB1xKca7Hz1QaWjuQ/wDwa+DQyf+7iOnd6HdKiP4ceCWPN1g5suDnfLImjZeZwOXkE6PziVtcTyTWI+73GrQM+CvwQWLpj22INUabf+b0il+rpMH0UfLXjDcQG7MdRdxGv6zgZ7o9bgG+RlxVMQH8MfPvS4k1kiVJw2EGcSt9UWL07QnjGid11Bx9NlNrjv5LueMPLROkGjn/zdQ/5uXAzk3/PpuYpPgQcYXpecCDtL75vx/4C/GN4v3EE6Oo1tYq5JMedxFrl0oaD28mfw35cMHPbU1siPIVYp2bWwt+rznBcAXwM+B4Ytfnonqm3yz43eeW87IkDYn5xJv45uvAVeTvW9YkliA6nnhtuYJ4rWl1HbqV2ATuK8A/Ex/IZO1T8HvfLuuFSZIqNYPH60Rnj/elC2vsVJwcDXtDuLMpMXolhFXLG3/otUqQPgA8LWFcUtf2Iv+H/P1p/u5KxITDFsDmk/9/p6ZOWW8tmP8DXY4haTitQmxu0nz+3013D0jmARsRV1vNnxxzujYjNlFpnv9cbPonjZPPkb8P+Ycufn8V4rVnS+K1aF6X8/8mM/cyYoMoSdLgmgC+SnFi9KiEcY2jEpKjYTcIBzcdb4HwcQh/gLCiKTF6OYQtyn4BI8AEqUbCGUz9A36U2DW+LisRu8tlV56uXWMMktIoaoBS9zaVLxTE8NKaY5CUxkbELvHN5/951PuAZDfi9svmGH5a4/ySpO5MEHcFFCVGXeRTvzKSo19l6rb57HE1hPe5YrSt9YHLMEGqIfVC8n+8X0kQxz8VxHFsgjgk1aeoAcqN1N+UbT75MiFXUlwKRNJo+Tr5+4/9E8Txo4I4rNUlSYNnAvgyxYnRDyaMa5xVnRxdAeEiCB+AsGbp0Y+WdgnSPRLGJbU1AZzP1D/ah4FNEsVyQSaWJcDGCWKRVI9jyL9xvj5RLP9aEMvrEsUiqR5bk2/KdmaiWIoaxC1IFIskqdgE8B8UJ0Y/lDCucVdGcvQwCKc0Hb+GcBVTt9QHCLdB2Kv0VzBaTJBq6BxC/g/2+ITxvKggnv9IGI+k6hQ1QEm5WnN1BmMVq6T6/JD8fcfTE8bzjYJ4BrRBXNgIwnGZ46DUUUlShSaAf6c4MXp0wrhUaUOmsDmEEyAsa0qQPgRh+3LGH1kmSDU0ZhK7rGb/UNdJGRRxlURzTI8CW6UMSFIl/o38m+XLk0YE7yUf0xFJI5JUlR2B5Uw933+eNKK4WyZb//SvDGSDuPDTgm2H/546KkmqyATwRYoTox9JGJeiirvVA4SXQ1je9J53Trnjj6T1gcvJ/29zPyZINUDewmBuBdibfFzfTRqRpLINagJgFeBmpsZ1N3FVqaTR8mumnuvLgZ2SRhR9nvx90MuSRpQTXlWQGDU5KmlUTQAnUJwYPSZdWGpSQ3IUIHwj8763S/lzjJwNaJ0g3T1hXBIw+AmAXzFQH1jCCwu2jm2ZLh5p6J1E/g1yv6QRPe4w8rFZXF8aLUUPYk9OGtHjBq3kSEZYD8I9kx8Kl5gclTQGjqM4MfrplEFpirqSo8/JvO+9vfw5RpIJUg2soq2jg3RiF211+0WaUMJGEO4rWB3xrDTxSEOvqOlIqgYoRQa15Iik8pzN1HN80Er4fIz8fdrrUwb0uHBK073Q+0yOShpxx1KcGP1MyqCUU1dy9AmZ971PlD/HyDJBqoEzLE1H/ov8ifOM+sMIPytIjJoclXr3I/LndsoGKEVeST7GlM3qpBER5kGYkziIA8mf34OW1JvLQN6rhZc03QedCWEtk6OSRtgnKU6MfjZlUCpUV3J0+8z73gfKn2OkbQJcQ3GC9KkJ49KY+lfyf4yHJo2o2NbElRzNcZ5VbwhTamotMjkq9W03YAVTz+ufJY2o2ARwAVPjfJj4hi6prTADwnYQ3gzhmxDOh3ArhKVN76FLJ7//RQh1FuSfAVzI1HN7CbEO8qB5D/n7tX9JF05YG8Idk//7PQLhyRDWNDkqaUR9guLE6OdSBqWW6kqOvinzvvfa8ucYeSZINRDmAw8y9Y9wgOpY5XyN/Enz/HqmDvMh3D150XsQwsdMjkp9+w1Tz+dBaYBS5ADy15+vJI1IGgrhKxTvuGh3nAqhjocPryZ/Xn+qhnl7MWD14cPJTf97TTbwNDkqaSR9nOLE6L+lDEpt1dGtfhaES5re81ZAGMSHq8NgE+BaTJAqoS+Q/wMcsA6oU2wELGZqvBcRV35ULPyo6cJ3OHEFjMlRqXf7kL/+fCdpRJ2dwdR4HwWemDQiaeCFr/WQHA0QboGwdYWBzSJ/I34/sHaFc/brLeSvmx+uP4xwQNP/ThfHD4hgclTSCCraZRmAz6cMSh11mRwNO0F4DYRpLhILq0P4aeY979d9Rz3eNqU4QXofcbehBltYG8LzIHwAwolNxzDUmtgMeISpf3jnErePDrLPkD9hDq52yik1tf5M3CJoclRDIExA2AbCP0H4TOY6tW/i4P7I1PN4KbBl0og6K+po/f2kEUkDL3wNwmMQziHuung+sYHB3Ml/XwvC0yB8EsLCzHvrXyHMrCiwt5E/n4+qaK6yzCTfvKDmBnFhHoSbJ//3WQ6hqUa0yVFJI+UYihOjX2DwPzOPu26To8+bfN+6DcKXILwMwpYQZjf9zGqT9yvH8HhZmcaxBMKTqnxBY8IE6fAIm0J4P7Ez5/W0Xu1w7v9n77zD5SauPvxeV1xwAUwzYFNNIHRC753Qewi9EwihJZQAARJqgIQeOiQQktD56J1QQw0hmGKK6d1gYxt36/vj3I2lmdm9u6uRRto97/PogbvePXMkjUbSb86cE9rTOrgGu9NtGNSj+hiMXBxxv98is1QA0ZwQfc6snGhLd36u4qhSUKKNOoXQRyEaW2Oc+llAJ7fGHn8uDOhPI9xN0u8ZwPLZN/u/vI27QnQ4RKd1itwXdgpOO0A0X/Z+KEqjREtCNLDO7w6D6F1jrNomA6f6AB+RvJY/Bfpm0JZvdsYeP3+fX/PRlbFzYywpVXFUUZSW4RjcwugVqDBaBpoVR13bRIim1vj37+X9S/GECqTlINqlxkVRJnF0CWAayc72UFCPGuMk7Itlv2yaiq6PndeTY5+rOKoUlOj+OsepUOJoNyQdRvz6nQDMG8ifRlkGEUTj/t+VXXPRnp3ntJbQXdmmQ3QvRPrgoJSYaFOjX1+eQSPHYj9HhJwwaoQO4CWSvudUIC7aAMmpFkH0Pv+L/v3fv6s4qihKK/ArVBgtO42Ko2uQLBRZ7/YoRCNy2aP2YkHgXVQgLTJVxdF3SVYvL7o4egt2R1stqEeN0R/4nKT/HyORIB5J5NR6A6LesX9TcVQpKE5xdDJEbxVEHN0de/w5LZAvzXIj9j6sm01T0e1NPKhNh+jYbPxRlKyJuiNRGpX+7DuH10BgDMnrdzTQq9aPCsZm2GPQZdk2GfWD6J3YednS8R0VRxVFKTu/xC2MXkUudS4UTzRRkCkaCNHOyLL6F7BT/USdms8zEJ0H0QqZ70V7sxBugfRLJFhFCUu0C0SfIlVUT4FoK4iGdP7bayURR1cCZpLsYLcG9ag5Dse+UI70Z97KqbWm8e8qjioFJbobopFIJeHDIVoLotmQHDmhxdFqBVAGB/AlDQsjOVLj+/FkNk0lxNFvIHpABIfoFBFAo7MhutMQkyrbIdn4pChZ8790NlmIo6djPz/s5rmNPHiU5D5MQ14GMyK6KHZOrq/yHRVHFUUpM0fhFkavRoXRsuGpWn00EEn5swBEs3v1UKkHFUjLSWnE0QdJdqzpwFJBPWqOXsB7JPflK2CAH/OJnFoXOf5dxVGlZBRCHD0E++Z2TAA/fHAZ9r5s5r+Z6ESITug8fzUK00QDILrUOMfj+d8EnqKUhWgOJPq50o99VgQeAnxH8rr9L+V86V0Fe7L7xmyaitZAJoojiL6GaO4q31NxVFGUsnIkbmH0Gsp5j2h3PImjSgFQgbR8lEIcXQe7U10b1KN07IO9PyenN5vIqfUJzkISKo4qZSO4ONoHSX8Rv17LUgDFxXzARJL78x+CP0BH1xjn+aCw/ihKo0SnGH14VY/GL8J+btjKo/28uYvkvswEPC/zi/pANCp2Pnav8V0VRxVFKSNH4BZGryX4c53SJCqOthYLYQfGqUBaXEohjj5DsjNNARYJ6lE6ugMjSe7TeKBKREM9RP1IVsqtUiVXxVGlbAQXR4/DvqEdnLMPvvk99j7tHNQjqQweP89/CuuPotRLNBsSKT0j1n99TuAOAyaTvF6fo9zFNVwF4u7220R0bux8dJHiQMVRRVFKhytVWwT8DXnXVMqJiqOtRy2B9IcB/VJsCi+OboPdkS4I6pEfdsDer/OaNxddHDuPf6vxPRVHlZIRVBwdhF0A5T3KVQDFxWCkamJ8v0YBPcK5FHUjuST57+F8URQX0QEQnRXbzkPy5o41xqirIOrpseE/Yz8vrO/Rfij+ir1f6/oxHS0VG08mQDS8i++rOKooSpk4EDs9SQT8naDPcooHVBxtTaoJpF+gAmmRKLQ42g14hWQHmgDME9IpT3QA/yK5b5OABRs3lcipNQaiGsdHxVGlbAQVR8/Avon9NMf2s+RE7H3bP5w7UX/jPF8YzhdFcRE9YvTR+DZdBP1oLc+NjkAKFsWv0/s9txGKDAvERZvGzs1EZGVNrW20cT7HGf++rx+/FEVRUnMAbmH0H6gw2gqoONq6DEMF0qJTaHF0D+zO87ugHvllY+z9u7IxE1ZOrb27+L6Ko0rJCCaOzo1dAOVVWieHUz/gc5L79wmSYzUA0U7Ged4ujB+KUo2a4mgE0VcQXQDRfB4bvZ3kNToTKWjUKvwJ+zlo8/RmE+Koj+3I9D4piqKkZn/cwuhNqDDaKqg42toMA0ajAmlRKaw42hN4h2Sn+QZZDtpKPEJyH6fT0AAYnRQ7fw9B1EUOMhVHlbIRTBy9GPvGtWVObefFL7D38aj83YgWhuij2DkeCZE+5CsFw1pWfz5E9yPLtuNj1NcQreuhwR9hvwTf5MFukcioQJyKo4qitBz7YedqjoCbUWG0lVBxtPWpJZAuHdAvpcDi6KHYHeZXQT3KBtfLzz/q/3l0Rez8TYTomy62icYD/3fGvw/NZC8VpWmCiKPDab0CKC56Ae+S3M+vgAH+m4oGQDQ4ts0vkzPRORCNj53fzyFayn/7ipIV0QCIfgPR1Fg/Hg/RiJSGHyZ5bTY4eVoazsZ+3tslncmoD0SLNLAtb9xnrjf+fWDqvVQURWmefXELo7cgAUVK66DiaHugAmkxKaQ42gf4mGRH+RToG9KpDLmD5L7OBFas76cJcdTH1kTOU0XJkiDi6F+wb1atUADFxd7Y+3qK/2aiV7sYe6ZDdCN+lyQrSo5E20M0M9an701hbCPs6/IqH14WkEG4C8Tl+MKvBZkURSks++AWRm9FhdFWRMXR9kEF0uJRSHH0eOxOclBQj7JlaSQiJL6/99X3UxVHlVYnd3E0xfVYSroDI0nu73gk56pHaoqjUyE6G6J5/bapKHkT3R7r1zNTiP3PkrwmJyGVTluVE7Cf+w7Ir3kVRxVFKSR74RZG7wF6B/RLyQ4VR9uL4bgF0s8BXUmXP4UTRwcBY0h2jveQ5Z+tTJORatEQGls6dpzxArCr8e+as0YpGLmLoykiuUvL9tjjzx/8NhE9xaz0HVOqiKSTIToFou5+21aUvIj2Mvr0Vk0YyeF6LBz9gM9I7vMn5LZiSMVRRVEKxy7Yk/URcC8qjLYyKo62H4thr5pWgTQMhRNHz8TuGLsG9SgfhpNLjkMtyKSUjVzF0ZQ5gEtNzpFqUR+IVoboVKSATfwcX0+XxeUUpYhEGxt9ea8GDeQUyV1IDsN+/js6n6ZVHFUUpVDsDEzDHhPvQ4XRVkfF0fZkcVQgLQKFEkfnAyaQ7BCvkrpqaWnIoTq2iqNK2chVHH2E5PXXqgVQXATMcRjNDdGzxnneJ5+2FcUn0c5GP96mQQN7Y1+Hp/j1sbC4CsR9TSYF4kxUHFUUpTDshFsYvR+YLaBfSj6oONq+qEAankKJo5dgd4YtgnqUL3MD35GpOKziqFI2chNHN8Yef67MqK2iErA6djQXRGNi5/ntfNpVFJ9Elxrj1fIN/NglDn5FLuJgYdgLexw+Nftmoz4QnRXbGhW1FUVpHXogK2eWBVZHJo/XAVYCFiHbdB874hZGH0CF0XZBxdH2Jm+BtBuwILAMsCoy3q2LjHeLArNn0GaRKYw4OhyYQrITPBXQn1CcgX0x/NSfeRVHlbKRizjaAfyL5HU3CblZtBOutAI35dd8dIFxrhfLr21FSUu0GEQTY/33ExpLD/EL7Pv/UVl4WmC6A6+RPAbjgXlCOqUoSsvSHVgFOBa4HXgd+33U3GYCHwAPAr8HNgf6e/BlB9zC6IOoMNpOqDiqLI7kXXcJpGn6QjdgBeTZ8hYkCM9M6+jaPkZWV54PbA0MTOFD0SmMOHo99olYL6A/oci4IJWKo0rZyEUc3QF7/Dkvg3bKwO3YLwGr5NN0tI9xrjfOp11FMYl2hOhIiOp84Y1+BNH7Rv89sYEG+yEPvfFr7xOgT2N+twTbYY/HfwzqkaIorUQ3ZLXQ9cA4uhYG6tmmIatv9qK5SKvtgakOuw/SnveBdkbFUQVgCdwC6Wc01h86gLWRVGmmxtTsNh0JYjwIGNz8LhaSQoijPwRmkDzo9wbypQgch90JD/ZjOvoRyaVji/ixqyhZkbk42s4FUFyMwI5cuD+fpq1K3yqOKoGIDu3sg99DdDtER0G0IUQ/hGhhiBaFaE2IDoLoHohmGH33VYgaifQ5Efu+v38We1YSzAJxU4CFg3qkKErZGYC8Y7mWrPrcJgJXIEtS62E73MLoE8jEmdJeqDiqVEgjkPZFViSZ6Zp8b5OBGxA9rxUohDh6J8mDPBNYMZAvRaAP9o37U7LNcaMoBSVzcXQf7IH+ZM9tlI0/Yx+T9bNvNjrDONfLZN+morj4nzjazPYqRI0sAx8MfEPyehuF5L1rV9bFHoOuDuqRoihlpT/wW+BbshUJzG068Fdqi6Sb417W+gR+luor5UPFUSVONYH0I8CVfqw3kibkC8dvstxmIqsPyy6SBhdHV8HOcff3AH4UjUOwO90xQT1SlCBkKo72QtJWxK+zdiuA4mIY9sP6c8jSjIyIZoNodOw8j4XIUzoRRWmU6McQfdigKDoWolMg6t1gY7/Hvt/v7HmHykjAAnGKorQIOyAiQlcv9hOQVTKnA3sihZgWQVYRDUImsRYBluu0eTzwNySCqyvbk5BJd3M1QTVh9ElUGG1nVBxVTOoVSDdBJtfrGZMeBc4C9gXWQiZx5mHWeDccETq3RTSov1DfWDoVOJfij2HRiRBd7ti+iT3Yf1nlO1mKco9gP/wumWF7ZaEn8A7JY/MtrZfXQVE6iRaqMv7cbggQT1b53lpNNHo49qB+pM+9KjEXYR+brer7aTQCogZyZEXdILrWOM9/bthjRfFONAKin0P0D4he7nxO+h6ib5Eco88iFep3bazP/4/5kCWY8evsP0hOvHZnZezJ85uDeqQoSlmYE3tlormNAS5FItXTTMYujaRGeauL9t5i1srIzRCBwvzOU7RfdWgliYqjiosRVBdIl8G96i++jQOuQarRp8ljvDjwS6SYU632PgTWSdFO1kT/prEIiPj2dEZObYJ9IK/IqK0ysjv28TktqEeKkhnRiinGqAiiRvPz9ccugPIxmvi+whDgO5LH57/UJdpEp0D0ObJMfiURP53f6w7RZp0CU/xcToRomKf9UJQicxn2fX6zoB4Vi9tIHpuZwKpBPVIUpeisibyYV3tpfxX4KbL8NIu278Se2Klsk4FLcAujT6PCqKLiqFKdpbDfXaMqn1W2t5Ec9lm8366IRNBPr9L2NOAEijnhXzhxtAP4F8kDOAlYMIO2yko34BWSx2gCMG9IpxQlG3IXR0/CHsT3871XJed07GO0W9c/i05xiJ3PQ3Q3RDdBdFunIDrOcR6nQrR9ljulKAVhYaTQUPz6ejKoR8XDVSDugaAeKYpSZPbEXdyoIhJsS6Ypgv7HMsgy/WqChQqjSjVUHFVqMQKpRVPpG9XGu4+RQLvuOfi0OHBLFT8iZKK77iKleQzQQLQPzVdf/gQ6bvDpDbAj9vKo85AwXWUWWyMzkHEuQqqPKUoLEc0D7J3CwH3Q8Wqd3x2MVO+Lp6kYhSyNmp7Ch1ZjIJKTdY7YZ+8jN+ap1X8WnUJzRa1GAwdCx8NN/FZRysaNwK7GZ+sB/8zflUJzHbCX8dmGSL4sRVGUCkcD52C/W08FzkTy603O2acdgQuA+Wt851/ApshqHUUZAbxpfLYU8EYAX5RiMgIZNwZgR2XOAC5E3sPG5+zXZkhk/CKOf3sC2AYYm6tHJaE78DpJRXk8zYu3rc7TJI/VFNydTlGU+jgHe1Zrp6AeFZdjsY9VF0WxonkgOrgzUjSe19q1Te+MIj0Yor6Z742iFINlkAfY+HV1V1CPisswci8QpyhKyTgBd8TSu8CPAvoFkqboXtz+fYeuCFSSaOSo0hUH4k7d8SmwfkC/QATbv+Me715EI+Sd7It9sH4T1KNiszb28boupEOKUmLmxy6A8grFzIdSBPpgVyf8FKhTyIw6IFoUok1lBUN0KEQHQrQTRGtA1C8rxxWlwNxN8pqaASwf1KNicyH2c9DWQT1SFKUoHIj7Rfw+ZAVMEehA3nVdgsbN5LP0VSkHKo4qtdged47Pp5Fq80XhMNx+Pkw2+Z5LSy9kmWb8IH2FqMxKdR4gecymI0uAFUVpjMuxB+pNg3pUfH6GfcyODeqRopSXNbGvp78G9aj4pCgQpyhKC7Ml7hfw64GeAf2qxv64/T0/pFNKoVBxVKnGGtgraSJkwr2Iq+92wO2vPvPGOAL7AB0R1KNysBL2bONtQT1SlPKxOHbi6ieCelQOegLvkDxu35LMRaooSn08RvJamgosFtSjcnAa9vPj7kE9UhQlJAsBY7DHhaspdtqNn2CnVYmQ/KSKouKo4mJO4EPsvnE70COgX12xCXbx0Qg4OKRTRaE/8DnJA/MxsmxT6ZqbsTvWakE9UpRy8Tfsa2iNoB6Vh92wj93pQT1SlPKxOfZ19KegHpWHgcDXJI/daGRFkqIo7UVP7JoMFaGgDEvUD8X2fSxaU0JRcVSx6cBOxxQBj9NAFfiAuCaEJgHLhXSqCPwG+6TuG9SjcrEEMA37olAUpWtcBVD+L6hH5aIb8G+Sx28CWkhAUeqlA3gJ++FwgZBOlYxjsJ8jDwnqkaIoIfgV9ljwMn6FgqyX5Z+PvQ8PZ9ymUnxUHFVM9sHuE+8Ag0I61SCuonkvU47JrEyYExhH8oC8RbHDgIvI1dgda8OgHilKObiH5HWjBVAaZyvs8eeioB4pSnnYBfv6OTuoR+VjNtwF4rSwm6K0DwsC40mOA+MRUakZ5gJ2BS4GngS+ZFZe0EnAZ8D9wCnIRLsvegLPYN8XfuKxDaV8qDiqxJkDGZPi/WEq2a8evhh4yLENbdJeN2QcNfv2Yak9LSnnYh8Mza3SOEOB70kexxcodm4dRQnNWtjjzw1BPSov5jK2qegyMEXpiu7AG9hLKOcM6VRJORh7PD8uqEeKouSJK83YXg3amAv4OfAs7vyftbZ/Aiun3YlOFgEmGvZ1wqe9UXFUiXMpdn/4VcZt7uFos7ItnsLu3NjpkcZ2ft5WzI898L+ICnrN8kfsjrpdUI8Updg8hi3oLRrUo/KyNvb48+egHilK8TkA+7o5IahH5aUn8DbJY6kF4hSlPVgKW8x8ksbeKYdhF+dsdJuGvzHctdz0aE+2lfKh4qhSYQHsYkavkW3KjyHYkaq+xFGAAx02z0xps3RcgX0QNgnqUbmZCztFwZtoigJFcfFj7PHn0qAelR9zWcQMNKm2olRjNuwKo18Cs4d0quT8FHtcPyOoR4qi5IFZWHM6sHSDNhbDHj/i29fA60ggzxvY9R7i26mp9kbojT3h8ynlKLSi+EfFUaXChdh9Ye2M27zF0aZPcbQb8LxhcxwwOKXd0rA49uzcE0E9ag1Oxe6sewX1SFGKRweS7Dl+nXyPFkBJy3LYkRu3B/VIUYrL0dj367bNseQJV4G472k+F5aiKMVnOLNygVa2G5uwY4qjkxDRdXckn6lJ/85/ewt7LI+AjZvwwWQvh90DPNhVyoeKowrIahgzleJDGbe5o9HeC9h9Ma04Cu7ApV97sFsK/o6982sE9ag16A98QfK4vo/MPiqKIvwEe/w5K6hHrcNN2Md29aAeKUrx0Ht1dmyJPQZdHNQjRVGy5Dckr/eZNFcgqSKOfohMVNUbsdQPuAN73BlJ+lRxPYH3DLtPpbSplBMVRxWAn2H3g/UzbG9O4PNYW/8G9nb44EMcBVt4HUUbpNxcFju66M6gHrUWGo2iKNWpVgBF89L5YQnspWb/DOqRohQPXeWRLY+TPLaaT1pRWpMO5OU5fr0/0qSt+YBDaW6SajbgP9jj+kpN+hLHfK+biQi5SjlHlhYAACAASURBVHuh4qgC8AzJPvBqxu39NdbWNGBFJGI+K3HUFS2/mifbheVekjuseen8onnMFKU6roTPbROynxNXYR/jjYJ6pCjFQfODZ89a2GPQX4J6pChKFqxMcSaatnH44uP5cj7stAEnerCrlAsVR5XhyORIvA/8MsP2tjDaquRwz1Ic7Q9MMGxf4Ml2IXE9sF4f1KPWRCvgKoqNThzkw1DsfDgv0AbLIhSlDv6IfX/eLqhHrcl96ES8orQ6x5G8ziciL9chmA27nsafPNl+wLD7uCe7SnlQcVTZD/u5Zr6M2hoIfBRraxTQp/PfshRHAW4wbL/m0XbheBxd6pQH1ZYOzxnSKUUJzC+xB/OfB/WodfkD9rHePqhHihIenTjID1cKpzuCeqQoim8eJHmNPxDWnYSYEAH/8GT3KMPuFKCvJ9tKOVBxVIkvcY+Q4sJZcXWsnZnAhrF/y1oc3cOwPROY16P9wmCG5kbAJUE9am12wT7eZwf1SFHCMTtaACVPdOmwotjEHzYr24Y1f6Gk4R/Yx1sLxClKa9Ade/nlcUE9gvFk8567PPZYlmURFqV4qDiqmKsfz8uonQ1ILt+/0vj3rMXRoQ77O3u0Xwg6EHU7vpPfIzuvZEMH8BLJYz4JWCCkU4oSiN9iD7R7BvWo9TkF+5jvHdAfRQmJq1jZ4yEdagMWRwvEKUqrsgj2M8baAf0Z7vDnGE+2u2FPOB/iybZSDlQcbW9mx843msWKvH7Au7E2PgMGG9/JWhwFeM+wf7Jn+8HZFfsgnhnUo/Zgc+zj7iv/jaKUhbmA79Aoxrzpj0brKkqFm7Hvxy1fgbMAXIl93DcO6pGiKD5wvePMFdCfkxz+LOvR/ouG7ZYuUqJYqDja3riKz2Vx/i8x2tjR8Z08xFEzb/yNnu0HpQciRMR38FtgjpBOtRGPkTz2U4HFgnqkKPlyPvYgvm1Qj9oHM09WBPwiqEeKkj8rYc/43xbUo/Zhfuw8ry+ieV4VpewcRvK6HhPQl0FIhFXcn9c9t2EWKbnXs32l2Kg42t78hOS5nwb08tzGuiSfVe+u8r08xFGzeOkLnu0H5SDsA3h8UI/aizWxj/9fg3qkKPmxEDCZZP9/Hn0xzovZsHPkfIksD1GUdsGsNDwdWDqoR+3FedjPQTsE9UhRlLScQvKafiWgL1dgjzG+J+HPMuw/59m+UmxUHG1vDiV57j/xbL8vUpG+Yn8c1VMx5iGOHm3Yf69VlnvOBpxofPYlcHEAX9qVp4F7kIJYFX4CnEPYBwlFyYNTsJdxH48MtEr2TEbyvcaTeQ8BDgdOC+KRouTL2sAmxmc3ACMD+NKunAnsDwyIfXYGcCciVCuKUj7MSdbxQbyAnZDxJc4jwB2e2zH3b0X8CyRKcXFpQ4+j97B2ob/xt+/x7nckBc5jgY89t9EI5v61TFDNMdjK8qFBPWpPlgFmkDwPdwX1SFGyZwR2MY6HgnrUnnRHlpfFz8NYYM6QTilKTjxNsu9PQQqJKPlyMvbz6L5BPVIUJQ1mtOZ9AXxYDphg+DEGWbXkGzONgG666da+24v4Y1VEZK/YfhYpAleNPCJHzTQCUzzbD8JA4GuSOzYaLcYRihuxO/K6QT1SlGy5FbvPawGUMOyMfS7OCeqRomTPNtj9/sKgHrUvrgJxHwN9QjqlKErTXE7yes5bHB2GnTZoBrBlRu39Avt+optuurXn5ksc7Q28FrM7GViqi9/kIY6axdwne7YfhNOwD9weQT1qbxZGVPf4+XgyqEeKkh0rYxdAuTWoR+1NB/ASyfMxCVgwpFOKkiHdkNQ18T4/AZg3pFNtzpHYz6VHBPVIUZRmOZfktfxUjm0PBd4x2p8JHJxhmydgj1+66aZbe25v4YczDLsn1fGbPMTRAw37X5Y95+gQ7IrEI5HoRSUMo4FrkQJZFdYCNifMUhRFyZIzSRZdmkF9A76SDRHyYB8fayo5qQ9y/kJRys1uyJLLOOcDnwfwRRH+hIih8SWvJwDXAN8F8UhRlGYJlZNuCPAgsKjx+XHAZRm2a+7f+4hArLQH82C/x5yGPlO0C+sgq/Aq+Bjvlgd+Gfv7NeBsD3Z9UJSc0t64EFtR3iaoRwrAfMBEkuflP9TOK6EoZWMd7PHn2qAeKRUeJXlepgNLBvVIUfzTEzuq6FtgcEinFAD2w74//CaoR4qiNINZvfnbHNocBLyMPYacmkPbZnq0u3NoUykOWq2+vdkF+/1pthT2epBc0TcDWKPO3+YROXqBYf85z/ZzZRiSF8DcoY5aP1Jy42zsDr1LUI8UxS/PkOzfWgClOKyCne7gb0E9UhT/mC/tEVKgUgmPq0DceGDukE4pitIwm2CPs1lex4Ow0wNFwB8ybDOO2XZe7SrFQMXR9mYF7PO/dAp75kTxBQ38Ng9x9H7D/vWe7efKddgHbIOQDikJBgHfkDw/o5BIF0UpO9tijz/nB/VIMfk/kudnJnLTV5RWoA9S6Cfexz8F+oZ0SkmwI/Z9QpenKkq5GIZ9Ha+XUVv9gCcc7V1JPsE/3ZFJnHjbmpKovVBxtL3phx1cslMKe780bH2H6EP1bBOw++JY4zujUvgG8IFh/8S8c44uAiyBLG9cFKnq2Q8R0ibGto+QnR0FvIFEZMUZgeTZivMgspRSKQZjgfOQPCUVFgf2Rm7yIC9xSzKrT8yH5H7oi7z4jUNu0hORvvBW5/Zh5t4rrcpg5CZf6XeDkfGnH/LgORHpu+OQvjYKyWM8JmajG3CKYXcCkn9UKQ6/BrZgVjqPDmQ82iL2nQ7kvjQC6ROLIH2hH9I3xgPfI+f3Q5L3pWmZ74HSivRk1vgzAslLWelzsyPjz0Skz40G3kTGoveQB9YKRyDFOuKcivRXpRjciqxoWjX22aFI5MRHsc/mRKq2jkD6xUBk/OmHPKx/jyzlHcus56A3kBcDRVGy5SPkWSCem24t4HHP7fRD8qWvbXx+JSJQRp7bc7EC8m4e5/Uc2lUUpRhMRATD4bHP1gJu9mQ/bQ7Tgcbfad7FhpHMDQ85jHfzIlWg/oYk8jXV33q2ScAjSEGNlTrt3mZ8ZybJh0+lGPQDPiN5rr5CKpY9iV3Vvt7tI+AviNA6R147o5SSXogY9kekorM5G1bvNhK4CIkYdeWS+21eO6Q0xA3Y52pH4GfATcCXjn+vZ5sIPIAURlg2t71RysoywLHI8h3XTHg921fALcAhyBKnMca/v4eMd0qxcC3JvRrJj38hUpigmfvSTOBVZMXClui5V5QsuYfk9feIZ/t9Om2a1/l15Fuv4Vij/UmkyzdYUqI5IdoEol9D9FeIboptpnjcamjkqHIdyfP/agpbZuSo7+2LFL7ta9iaiRTC804vJLfkPYia6/sgVKIn4p/5UrMV/xxGthfFFEQs3wZZDqIoACsiL55f4b/PzTD+/gYtgFJUhtP8JEwj2yvAUWR0U1VKyVxIdOe/8d/fXGLarvnsltIELtHD9zYGuBhYOad9UpR24miS19tk7AimZumNLb5GyARu3is8HzN8eCjn9gMR9YToOIhuhug9iKIaW6sH5ag4quyJ/cxpRljWy+7Ai01u72H3xf8a33mwSb9AxljzXc4rvZEo0Q+xdyTLbTp60RaVRZHlIM1G6zW6vQccTlvOciqdrAXcRb5j0DVoIbii0g94ivz6wmTgcmDBPHZOKSTzIGk3xpFfv/sCXUVRZA4g33vSU8BWueyZorQHy2FfZ/t7sNsLqQZv2r6F/IXRBbEn/9ukwF80iNqCaHxr9XutiqPKUGzt5vgAfmRZkGkgEhkft30O+Hmh7wD2QKqTz1vnb8Ygedu+RJaYTUTycPVHoi2GI3kA6llKMBO4BDgJeRlRwjME6Q97Ud85nI7kt3gficIb3/lZ/85tHmblh6yHD4AjgdsbcVopNUshUTPr1/n9KcDbSIqGCUg+N5D8o/2RG8MSyFKnevgXkkvu5Tq/r2RLNyT9wRnIPaUevkLuS18hfeJ75MWlcl9aGJk5ree+ORXJK3gqcn9TWp9+SPqfI5HJ4q6IkPFnNNLnJiLjUt9OW0OQMajeqshjkOegy0nmJlXCsTzyfLpGnd+fhIxBnyBj0NjOzwcj49ACyItBvRPA/wR+jizdVxQlHSORZ80KTwLrpLDXCxFBzYmMO4CdyT+v+fHIM1OFmUge9g9y9iMA0SBmvQfEeRd5nlw49tmc0NHK+Z5HILnO4yyF5LlW2ofHgXVjf79J/iL57tjV45dA3t/Tsj+zauBUWAkP7/E/QA5eV7PYLwG/BzZDEs/XQ+9OJ49GlhuY6q65fQb8NO0OKanoQKKHzVxo5jYeufn/AsnXV2+urLmRh4g/Ig/7XfW7e0gmFFZajz7AWYgYVasvfM6sPLWLUp9o34H0n92QHHEfddHGdCQv6QAP+6U0z3LAs9Q+VzORQilnABtT/8RLH2AVJC/XA0ikaK12PgS287BPSrHZCpncq9UXpiDLf45DcqTXO/EyCNgQOB2ZhOlqJcbzSFoRJRz9kcmR6dQ+Vx8jKw/2QO419Uy8dEMEiz2BP2PndTe3qcC5iOiuKErzHId9fTWbxqIn8h5k2ruP+ibXfNMTu2pzGxU5jgZB9A5E/4DoGIg27BRMgeg8jRzVyNE2xFVfY7OcfcgqcrQDyaMatzvSg132RSIdaj30/Q5ReH0wEDlRXS2RvB670p6SPXMAd1L73DyMdPR+ntpcBgmB/qJGm2OBHTy1pxSLJbEHN1OMuBHYHD/5aLsBGwDXIlGF1dp9G6n4qeTPYdQWLN8HTkbEBR/MgRR3er5GmxESzVevGKaUh9mQyMBa5/5FJKrc1wvVcCRC1JWLKT72HYGm+wjBckiERbVzMwkRNTfET6GV7sCmSPG5WmPfSKSQl6IozTEUeyL+1ibsdEcKFZvX6AOESwt2oMOfPQP5UjBUHEXF0XZkAPAdyX7wRM4+ZCWObu+we3Qag7MhAmS1B7B3kPxKWVbOXBN38urK9ibJpQ9KtvwIe8axss1Alo1kGcnSF4lCrRXZdxH55+9RsuOnVK/6PBGJ2sky7+M8SOoI88ZR2SYDB2XYvpKkP/KSUu36fx150O+ZoQ/rIxNA1Xz4DxK1rLQGC1O72NKjwEYZtt8DeXCstYriDmD2DH1QkuxH9VVO45HJ3PkybH8osrKm1r1xjwzbV5RW51rsd5yVGrSxK+7r8zWaL1xyZ4p96ou98uEDsn1eKhEqjqLiaLvye+y+sEmO7WchjvZA3sfiNr8hxarP/kjlumoPXaeQ73KAdan+YvANUpxFyZYNqC4Q/RtYPUdf+iB9sNrLyV3o0rJW4HDspPHxczwsR1/mRZbrV1vqegEavZU1cwDP4D7+Y5H+4iNyuF42QHIzufz5HF3y3AosjayOcZ3jj4Adc/SlGyL8f13Fn1eB+XP0p105luoi9V3kW6RtfuS+5PJlJvKcpChK4yyGnS7jBRqLAjcrQfvY3k2xT6c77B2awl6LoeIoKo62K/Ngr5QcRX4R7lmIo0c4bJ7SrLG5kRL3rkH5UaRQRQh6IUUvXLmdJgJbBPKrHdgFWb5nHvcpwC/JV5CIswTVl7k+jeRwU8rJ2bjP61fA1gH92pDqYslV+Fk+qdgsSHUh8h6yjdKqRR8kSswlmo+j/sJhSvFYCync4BKd/kC49AnzAP/n8CtCUn0MD+RXq9NB9dQKnyI5jUOxBdXTDp2PTtwpSjO4Jh4OaeD3RRJHf4CdjuN9wi3vLyAqjqLiaDtzHnZ/ODmntn2Lowsg72Bxe19Tf92JBAOQ6k2mg9MRtTWUCBZnA9yJ6SeRrpqg4mZLpJKiebxHIwVLQtMLefh3iRP/RPP/lZGTcT8UPoEsJwzNECSZvsvHiwL61arMhSyXN4/1NOAYivHivwXuiL7xNF/IQQnH8kg0snk+xxB2cqZCB5I3yVWgbhQyya345VzcY/6DFON4zw88htvHM2r8TlEUN/NgT5BNQu4P9VAUcXQ23KlhtmnCVguj4igqjrYzs2MH/0wD1s6h7bWBm4yt2aCXHoheYPbt/Zsx1gt5yDONTQZ2btLBrJgfO49AhKjEWiDFH6vhzmn1AsV4GYizJ24R9//QHKRl4mDcD4Q3UKy8SB24Z9ki4MSAfrUafZEocPMYTwB+HNAvFwsjwpTp61dIUTGlHCyKewL2feRlokhsgD07HiHPR7pywh+u6tURkpewSM8X3YErcPt6ZEC/FKWs/Bz7WnqDcuV4vhp7H+4K6lEhUXEUFUfbnV2w+8THFE/zqcVZ2PvwDE2u7HQ9UH1HcZcFzgn8C/cLTFNhs0qCocCX2Mf3YSQnbRHZBnce0jNDOqXUzXq402b8kWJEB7r4Dba/M4FtQzrVQvwd+/iOAVYN6VQN5sWdluZNijtuKrPoi1T7Ns/faxQ3n+fKiABv+nxLSKdaiC1xr0z5XUinatCBu7jCDLItHKYorUg33IFDj5Jv7Y1mOQH3M1SoFHkFRsVRVBxVJBjJ7BevAANDOlUnB+AOpmmqX+/sMDaFfCtVNcNA3EsF7qK4YkoZ6AY8gn1c/wX0C+hXPWyNHUE6E9gqpFNKlwwBPsHuc5eFdKpOzsD2+1skklBpHlcU8URgzZBO1cFciBhq+v63kE4pdXEN9nl7l3A5betlZSSFg+m7FttIxwK4hecLQzpVJ3/E9vsLiivyK0pRmRf3aoKbKFbkuMkB2BM7M4DNQzpVXFQcRcVRRVJsvo3dNx6i2DmKt8cdYLV7M8YWxq5CPhPYyYenOTAU+AB9KfCJKxrudaRadBk4CNv/LylXWHi7cS/2ObuVYuQ57ooO3KJK02H8CkthR4FPozwP9YsgFevNPrFHSKeUmvwE931jsZBONcAm2BODk4FlQzpVYrrhzlv1F8ox+d4NEW9M/x+kHP4rSpFYH3dh2jspZm2Do3FHvP82pFPFRsVRVBxVhBVwT7g/TjEjSPfBnVrxT80adFU9PSu1m7VZBFjJsTWbU/BH2Det7yhG8ZaysTi2KDEBESuaZSiwI3JT/gsy+/A88CKyNOU24HRgO2TGwgdXYffraz3ZVvziynHyNun6QjekL+8A/Aw4Fsm5tg+Sp893vqjeSH829+Ngz+20Ax3IuGAey1+nsNkPWBf4FXApcDfwFHLOnkIq3l+GJOxeIkU7cdbDnsX8GoksVYrFAKTiuBlhk/XqmeWwn4PS3GuPxb5unkLFsGbYH/tYvko6IaQ78kK6E1L1+ljgCGBvZHzyvTKnH+40Ebt5bkdR2oFdkfuCeT09iRRvKgI9cEeNR8gkvt4LqqLiKCqOKrPYFPeE0H+A4eHcStCBBPS5JoLupMkAq20dxp4i22UC82NX/6tsaW4uRzrs3ZjK0/bElVtnzybs/ATJF/ihw16tbSJwHekvvD7Afw3bM8mn6ppSPwOwl9NPQkSDRhmKCKF3YEfDm9t0JLJzL/wtE1gUuzjKN0jKAKV+XBVeH6DxKNwfABcBL+GeUay1PY2fvLEnO2yXIVVEu3EJ9nk6LeM2t3a0WXnwbJYOROg3be6bytP2Yy5kIiN+DL+juYmTYUhRl3twF7iMb9OQaNVdkSKpPvgh8lwVb+czihn9oShF5zDc1+6nhK/RsSDyDl/tmXfjcK6VARVHUXFUSfJT3EvVvyF8bY0hwH24x7snaHIiuwfwjmFsMv6iZqpxB+4dSSuOdkPEDtNmUQt3FJEtsI/f3U3acuUsbWSbQPqoux9hz/I+n9Km4pffYZ/7Rqu9b4NEI7tm9OvZ3gHWSrkfFQ512L/Ik+12YDbsCL7xyEN/o+xDc/0hvt1GuijjHojYFbc5g3TRgYpflsR++BtJ8ytZ6mEO3DnsItKJoyAT0Obk0GcUc+lnUTkf+7wc3qCNnZElaM3el15HnmF8cJzD/hmebCtKu3EAbsFgOjJ25D3x0K3TpzEOn8z3qvVy9q1EqDiKiqOKzQ6IPmj2lZlINHqIAKBdsd8VK9s9pFiFs7vDYNbVN10RQfEt7bKEZbAjhO5MabOdMGccv0dSIDRDWnG0sh3fZPsVLnPY3DSlTcUPA7CjyN+m8UhO1xLsRrcZyNLGtHQDnjNsT0KLYNTLIdjn5ldN2vIhjkZIIbo0LztrYi/5uD6FPcUv12Gf86wjgP7iaLOypRVHQfLNmXYP82C3HZgTO8LzVRpfUeVKs9LoNg0/+f97IWJr3PY4YLAH24rSjmyLvCO5rttPkWj9LCfYKqyDPKPUO6ZMJHyEa0FRcRQVRxU3x1N9TBmDPF/mUaxpZWrrS9eSYvV7N+A1w+DnQN9ULtdmXpKzWlOxd8pHzhYz1+RMmlui226sj30+zkxhr9J5xyFhzychEX5LIg/kHUguiLk72z4bd1XYmcjNv1nmwk4q/GQKe4o/XIPtNk3YcYmjk5Gw+jOQaM5dkGI4JyLRPK5BdTqwVbM7E2Ndh+1zPNhtdXoCo0ket9E0/4JREUdnIEvrL0Qm6FZBxp3end8bgNwjfoZElrv6xpVN+lDBLIwynfIU+mllhmM/i9yacZvmCg2zfR/iqGtl0If4W6rdypyBff1v2IQdlzj6PfAYkrLhUCS6dE8k/cbTju9X+scGTe/NLLZ02P6NB7uK0q4sC7xJ9Rf10chzhe8c992BHwP/rNH2eCSa9AXHv6lA6kTFUVQcVWy2xB05am6fIhPzviddO5DxqtoS+so7/yFpG9rAYfjYtEa74FaSO3GBwwcf4ugi2NGjl3uw2+rcQvKYTUIE7WY5ANiIxoSNOYC7sPvFCyn8APi9w6YK5mHphp2PdiTNVXeviKMzgIeRYhNdLSFdGTuSJgI+wk9RDLPK8dg6fGp3XDmwf5bC3uqIQNrIko+OzjbNJXMzgaVT+LIcdvSoCubhcQlhK2fY3gCS496r2Pc8H+IoyD3Y3DcfUYitTE/sSdp/NWmrIo5OB+5FhNCuIivWwha1I2AUsyZz0mAKtp+TbY0BRWl1+uNefWCKkTcgeaabLTTaA1gDeW4w8/Sb20uI8AUiVLgmaiaiS+wNVBxFxVElyc64gxlrbZMRzW9HRNdphu7Is/jvsINmzO1NYMUm20lwrWF4LP6qhLswq1Efh7yAZiGOAvzVsPst+YT7lpU5sGcFQuVJ7An8G7tvpImymhd7/85N56aSkg2xz/HuTdp6BPgHjYtXg7DzQUZI8Yy0bO6wq8JEbeITaJUX91Dj9jHY5++3KW2aItinNFlJUfGCa4LmgYzbvDLW1gxEwDf7vS9xtBfwsWH7/zzZblVcEzTNrGYASa/yF2DxBn83BBFDTT+aKYxpspPD7mYe7CpKu7Mh8AZdCwfTkAmXi5GlqJsAKyEFPedGAnyWRSZK9gXOQnLomSvgXNtY4BfYzxWDEcHU/P4EZKWTAqg4quKokmBn3MVsn0KCLF1jirlVVu79CSmcvjky3i2GaDMLIykx10AKJJ+OpMOsVrg9vk0ETsDPxDH9sJP1X+HDcBXmRF5y4w/+PclWHHVFxqowUR3XuVg+oD+uB/hdU9o0I2NVmAjLdSTPR5oJjLlT+LEcdpTgIynsVXAJLypMVMc1QRNyAqM38qIR9+felDa3wR7XNP9xOFwTNDtn2N4GJKOH/9D5eVbiKNiRsVMJkzy/LJjn4lOaj6xMc19y5Sm+PYW9Cr2wI2P/6sGuoihyfR1B15GdvrdJiNhaa7XfEGSlggqkVVFxFBVHFeEnuIXRJ5mVJqQ7skLpPcf3stymIoWghvvcYVfeIV+Vml3cGGtnOrOWrGUpjrqEib94st2K3EvyWP03rDvMh903jkpp0yVMrJbSptIc3bBf0C4L6I+Zt2msJ7tnGnYnoUvrq/FT7Otz2aAewUMk/fl3SnuuJbsXp7SpNI9ZkTzL1Bf9SC6Xfh9ZjgnZiqM/wL6ufEQgtiK9sAsxhUx98bLhy4ee7F6M3e91olhR/NEbOBh36iaf29fIGFVvCrRaAmma2g4tgoqjqDiqSDCaSxj9J7OeW+P0QJ4rXat+fW5jkeeXYX53VzjPaOwTJM9aFphCbPxBM0txFCQqw9xPxaYn9nKNE4N6JBef2TcOT2mzF/Z+npDSptIcy2Of340C+nOOwx8fIsmKDrvNFPZoB+LLjSMkh0xoTNEqbe5jsAsGvuHBptIc5ktilhOoFxltbRn7tyzFUZDJzrj96zzbbxXWxh6vVw3oz2WGL1Pw86y+LvZ+ruLBrqIoNj9CikGaKU6a3b5DVsJtQ3MF9oZg3xMipHhumweMqDiKiqPtzr7IUnizXzyOWxg1WQZ5p/YVTToRSUm2CxkHF5nK7g0ZtTMQKW5SaWc0yQObtTi6lcP+kh7ttwprYh+n1YN65I528VFF3Kx09rAHm0rjHE3yPEwmbETlydj9ra8Hu64I2dM82G1F3iV5nC4N6w5gV3m9yYPN3bD72lAPdpXGmBt72fJeGbW1OsmHTVOEzVocNYtffuzZfqtwCsnjFDqi8lzDn6k0V7DQxBUhe5wHu4qi1GYEElF6HZJ39BtqCwOTkPvBzUgwx+r4KaA2N26BdCxhJ4RyItoNopsc21uGOHpHle+1ygowFUeVOPvjFkbvp7l39IWB/ZCgkKew34fNbQpSmPk25HlsHZqbAGqY3tj59fbLqK1rjHY2Mf49a3F0AHZY8B4e7bcKh5M8RuNprMJ8FpxE0qfvkeI5afmVYXecB5tK4/yN5Hl4PKg39lj1rUfbpvDxoEfbrcIc2PeC0DmiF8Z+SNjfg11XypBmC74ozeMqmLZQBu30Jrm08mvsXJRZi6OulDL1LsNsJ+4meYzuCusON5P05wOPth80bN/q0baiKPUzAHne+CFSqGQFpCjTXPiZDKnG3MBrtKVAGp1liKCNbrN33UYpUHFUqXAgbmH0PvwWxp0dWRa/NDLerYiMd0MIOBm9NPaOr5BBOxuSjMq41vGdrMVRgLcM+7/zbL8VuJTkMXomn5LEygAAIABJREFUrDssh738/UJPtjfC7nP6kpg/Zi61P9T+eqZ0Q6La4/485tH+iYbt9z3abhVWx74uFw3oz2xIUa64P5/gJ5oY4DPD9q882VXq5wiS52BMRu2YKTt2c3wna3F0IezrS/PL2bxN8hidGtCXXsAXhj93erR/tmE7dJ55RVHyZ24kUsslkLZwqg0VRztRcVQBiWY3V1JFwD34FUYLRyUMf4TxeYQ8EPqkH3AFs3IjfQ0c47mNenkLWCL2t7n/in1M3grihfSbfRABO55+4U385QZ17dsI4HNP9pWu6QAWNz4L1edAItqHG5/5rCpv7tuCiMj2vcc2yo45Bk3Fb5RUvXQgeQfPRfKEVZiG5OHxdc7eIjkpo/el/DGPeRY5blcBjoz9fT9hKoN/hPTduLg/AngigC9FpRf2fSDkfWlb7AjjLO9LiyNRGzM8tqEoSrH5EtgAeBRYKvb5QCS6fGP85FovGrcjORGbZbIvRxQlMEcitYjMfOb3ADsgS91bloo4ai4b+wzJPeSTc5EQ2QqHIXkGQjDK+HtYEC+KjdknfIvlcU7DzpczGHkwXxU7MutpYEckktQHH2NXDB+OVGBT8mFO7KTOWfa5WvRCbgpxxuK3MIu5b90QgTTki3fRMMeg95D0L1mwPXZERB9gAUQQXdD4t2+QXJQPePRhFFIUpYLel/In6/teb+BqZi0T+h441HMb9RIB7wDLxj4bHsaVwjIU+9kk1H2pL3Cm8dmX+Ml5XMHct97Iyq1PPbahKErx+YLaAukmtJxA2vEc8FxoLxQlMEcjmp3JLcBPkcCQlqby0DfA+Nz3UrL1gINif98H/N1zG43wjfG3uf+KfUzMY+aTXyIP4V3xKlJE4s/4jWSIkHyScXG0VZZHlAXX8c6yz9XiJJIPgwBn4XdcdNnSPpck6/tSnM2AA+r43hjgeuD3yCSiT/S+FJ6s+9xJSA65Cr8mXaRKWsw+p2NQkiLdl84kGWAAUpzA1yQx6H1JUZRZVATSx0guqx7ErAjSFwP4pShKNvwKeb8xuRlJ/9TywijMSupsPvz4jBrtC1zJrNDciYSLlKhgPkzqw5+NeUx8PoA3wwfIxfkQ2Szx+s74W4WJfHFdgyH63DaIYBHnJeCPnttx7Zv2uSRZ3peaYRqy7Oou/AujoPelIpBln1uOZCqh54GLPdpvBvO+p30uSVHuS7sDvzA+exJJVeUTvS8pihKnIpCaKWYGIe9jK+fukaIoWXAsbmH0H7RJxGiFijjax/jcZ96704HFYn8fhxQ6CclE4+9+QbwoLh3YyXYnhXAkxjAk7+i7SPSo2WfTYvZ5X0VWlPpwHe+8+9wPkajAeCXQ8cBPkHyXPjHHINA+Z5LlfakZeiKV6R8BnkUKGfpE70vhMfucrzGoB7Kcvmfn39OR1TShczma15T2uSRFuC+tggQYxPkGeVnx3X/0vqQoisnnSJToO8bnlQjSlXL3SFEUnxyLrJA0+TsyOZtVSrNCUllWbz7s+RKeVkNyi1Z4DviTJ9tpMB/2Qr90F40ISSwd7we+xcg4a5BM+tsXyWuzDFJJfv3Yv/dEIihWR3LejPXkg/aJsLheOLPscyaLIfkj45FCM4C9sR8IfeB64dQ+lySr+5KL04HLY3/3QCKmFkbGmu1JRlCthkT+bYXk5PKBjkHhMfucr4qcx5N8gTwLeMWT7TRon6tNtftSXtGjP8SuDDsVEUY/zqA9vS8piuLiY+Rd7HFg0djng5EI0o2RVVaKopSLU4HfOD6/EdiT8JP4wTgZEcQq26sebPYGRsZsTqG+SJufGb5ESEJ4nxxv2H/Ds/1W4EuSx+ig2l/PlB8gS8jMfnEfdiW1ZvnYsH1Y7a8rnlkE+/wul1PbCyLR7PG2ZyJRglmxAPb+/qjmL9qP80gen6cC+tIPEbSmGz6Nx84D2CxnGra1MED+PEXyHJiF2ZphSURkq9h8i/pE11sNX/7jwReTR402LsygjTKzHPY47et674rFkUJI8banIysZsuIH2Pu7ZIbtKYpSLhZEAgbMceJLJKBFKT8jsM/vD2r+Qikrv8M+1xFwFclVlG1FZcfNvFNzeLB9CsmiJmciYmkRMPcvdD7NIpJFn2iWN5CcN3can28G7OzBfgcy+xnH3H8lW1zHO48+NxRJNj/c+PyXyM0hK1z7puNQkiKNQRORlDB7Ig8OFfrjT1DS+1J4fPe5bshy+ooYGiETwJNT2vWF9rnahLovLYREY80X+ywCDibbYqZ6X1IUpRYfIRGkZiHBIUjKIRVIFaUcnA6c6Pj8SuBAJEiordkRO2oqTe6p5ZGlPxV7b1L/8rQ8IkfvMOzf7Nl+K2BGlFwd1h1ABEwzotVHNNlQ7D63nge7Sv10IMVP4ufgwIzbnBt4HfvcmwWZsmAH/I65rci+JI/RZKB7UI+Ea7DP3aI1f1EfRRxz243LSJ6DJ1Pa+5Vhr5G0QllHjnYgwleeY27Z6IUdLb5rxm0ugAgP5n3p6IzbBUkjE29zCsUYcxVFKRYLITUgXBGkPwzol5IejRxtbTqQIsOuiNHL8bcit7RUco6+ZXzegeTga/ZhfDtmFR4AEbD2rPO3azk+24PkDP53pJs9H2H8be6/AqOQ2cEK5jELwbfADcCRsc9WQ3IBpon0dO2b9ol8iZClOvGl9Etk2N5cyCy3ecM/HTgjw3YrmH3uI9zFMNoZ8xrsjTyQjw7gS5yLgX1if3cg+bbeTWlX70vhGWX8nfa+t13s/2ciole9AuTCxt9zOn77Bs0LuEORyOc42ueSTAU+ILmUPsv70vzISgbz3B+HnxQPXWH297dp43xjiqJU5UNm5SCNj1eVCNINgdfyd0tRlBp0AOcjtVtMLgMOIbk6rq2ZDXkAiqvH+9T8RW1Oxa1I+9reTuFbf5JRrRH1C7ftxBEkj9E4ZonpIdkJuz+skNLmUYa979CZkxD8neR5eCSjdgYDL2P3o99n1J6Lm4y2H8qx7bIwF/Y52iGoR0IHyRySEfCHlDbnRsSzuM1tU9pUGmcL7D63QAp7zzjs+dzSFLjc0mFvvpq/aE/uIXmM7sionWorGU7KqD0X9xlt35Zj24qilI+FcEe6f0F9dUaU4qGRo61JB3AR7mfJPCZfS0Ml5+hk7Hyg6+XrSm6sQzKqFeDFEI4UnJeNvweQrLYbijGOz2Z3fNYIGxh/v4jOnITA7HNr4L9C+UDgfmxB/ULgGM9tVaMDe3x9Iae2y8TXwPvGZ+vl74ZFhD0ODXB9sQE2wJ6Q0ftS/rjG/vVdX2wBzPvep8BnIRwpOGYF5nXxv9R8LuBh7BfQc5CCCXnQE3vllo5BiqLUohJB+r7x+dxIqiAVSBUlPB3IqrefO/7tXPJJ21NKziepIn9E89FzRY4cPdew9RkaJeiiF3YOyOODeiS4IkfT3Hx7IpGioSI1lFmshH1uzRf4NPQDnnC0cSX5jgGuCsgb59h+mTDze74e1p3/8T1Jv85Kae8Kw54ubw7HayTPxbUpbBU5cvQ/hq3rU9hqZdbDPu4/8mh/ELNE+ZCRHGs5fFgtZx8URSknw5CUR+YY8jnJ4sxK8dHI0daiG/a7VGU7O6BfhSW+TPox4PDY3wsgD0bPNmH3JprPNbIJsL/x2QHIsu4KE5q03UEyBxjMKoKhJJkKPI2cjwo7AmeGced/uKJXP09hbxPsyNOslnMrtXkFySs7OPbZDsg1mpa+yPLItY3PrwUOIt8xYEfj76mIiKLYPEYyxcsPkGqo/w3jDiDFBsyI5i9S2OsBbG185qPPK83xGMkJt62RfLdTmrB1IpIrtBl+CawS+/sDpMBTnGbz3C6GXVVY73tunkXSaMSv+R3wE+0/EHgQ+7nmAvKP5DDvS+Oxo2YVRVFcfIBEkD4GDI99Pg/yPLMBxZncVpR2oTtS3HUvx7+djeQzV2rQHztS8NIAfmRZrX5th+2sK4+WmZ9jH6+QVQj7Iks4fEaSmXkuv6AYuVXblRtIno8xiDCRhr7YlcAj4DpmpRbJiw7s/Ez35OxDmZgLO0d02ijNtJirLNJGkrnyXG6R0keleTbBPh/bB/Ajy2r1vzVsTwPm9Wi/1biT5PH6mPRL6wcCz2H3tSvIfzVTD2SSOe5HmqKniqK0J4sh46MrglSjD8uBRo62Bt2BP+OOGD05oF+l43qSB+8bZClqnmQpjl5n2B2H/5yGrcRcSLRM/Jj9MYW9NCJXB1JJzewbaSJZ58JeHnt+CntKelzCxC4p7PVBIqJMmzcRRgTf0OHLTwL4USZMYeITJO1HM6QV2tdHhKS4P2lS0IAUPTFfInSCJhzdkT4WPyd3B/AjK3G0B5IfLm77Xk+2W5UdsMftH6ewVy3Fy9XkP2EHUvxNJ2gURfHB4rgF0s9Qka0MqDhafrpja3qVTVMHNohLmDgqZx+yEkcXwhb6rvJgt9W5g+Qxm4CIis1wN5LzdcEGfzcEO6KwIm6nqa57usPmiinsKenphohN8XPyCs2JT72QPmee41sIJz6ZQu04JLJVqc6O2OfQTL1SL/sBDyAiZyMiRDckvctEhy8HN+kLyAPnDMPeH1LYU/zwe5LnZCZ2EbesyUoc3Ru7D+sETW16IQXi4sfsn03a6gs8jn0OriWMMArwvOHLF9iFSxVFUeplcexJxspk8mIB/VK6RsXRctMd+CtuYfSEgH6Vlu7Am9hROrPl6ENW4uifHHZX9mC31XEJ5r9t0tZjzHrR/BeSj20LRLiO97EewMLANkgkxTiHDxFwaJN+gOS1HGvYaya/ruKf3+AnSscljL4NbA5s1OQ2R5P7BLCGwx+NVO6aXtiC+ds0J3DvF7PxMVK9cXdgWeyK83MC6yDj1Bu4x6CnSSdomJM+M4AlU9hT/LAYMJ3kucl7mXEW4qjrGe9T8n3GKyvnYF//Zg7rruiGWxj9L/Ks1ex9yRy7GmFThz+/S2FPURQFYAmqC6SLBvRLqY2Ko+WlJ/azY2UrQlHt0rIP9gHNMwQ3C3F0aey8dbqMrH7MqIKJJBNu10tFHK22TcFe5l5tS/vwfqHD5pYpbSp+GIgtXI+k8UiWSdTXlxrZNmxyn7phV66eDAxt0l67cTj2uTi85i/cxMXRapvZ96ptL5NOLF8ZO2pU8/wVhxtJnpuZyARHXmQhjrryiOe9OqiszIv9fPIijeUe7UV9Y0ujW7xwVyP0QFZmxG1NQFbrKIqipKWaQPohKpAWFRVHy0kv4HbsczeT5t6XlBg9sfNRfQ8sklP7vsXRDmT5k2lzrXRuthWufFS3NWHnMYedRrevSVavboblsaOC/k3+RRCU6pyFfe6PadBGkcTRAxy2LmvSVjvSF1nqGT9+44D5G7RTjzja1TYTSckyKMX+dEcqQZt2l0thU/HLD7HF61fILyWHb3F0HuBbw+ZX5J9Xvsxcgj0e/KyB3xdNHD3KYeucJm0piqK4GIGsUDDHmg/JT1tQ6kfF0fLRC7s+Q+W94rCAfrUUO2Mf4MdIX52zHnyLo4c67N2S0sd2owP3UrBG85StjaQ3cCXq7mr7EIkWTRvR0BuJ+DLtb5DSruKXQdjVcycCSzVgoyji6DCkuF3czljS5cttR/bHPh930dikxvzAr5Eq0abw1dU2CfgbfqIHj3fYv8aDXcUvV2Kfp7xW0vgURztwRxQclNLHdsMlMI+l/hf8IomjI4Dxhp0vSRcNryiK4qKaQPoBKpAWDRVHy0Vv4P9wC6Np0g+2LbVeKu9FcvPF+S1wcnbuALAAds61J5Bl8Y2yLJLbMl6R/ntkmf37zTjXxiyFRM3ElzZPQJaGvtWEvUUQkeGHSH63oUD/TvvjgO8QQfQVZOnac8iFnpZLgEOMz24EdvNgW/HLnsCfjc9GIi+C39fx+9PwH+V1FfBOA9/viUwsmILa4UhqB6V+ugFPAasbn/8SOK8JewOB1YCVkOIBCwOzI8L8WGQM+gZ4FZlQebLz87SshtzT4mPpt8h970sP9hV/zIHk6IxPys1E8kM+knHbywJzx/6egDzPNMMRwB+Nz15E+uKMJm22K4ciuYrjvIisRprSxW+7I4UgfXMJksevXmZD0ryYRcb2RQpDKYqi+GZJJNBqXuPzD4H1gNF5O6Q4GYE898RZCsm9rxSLPkjE6MbG5xGSRunS3D1qcRbHrsw7A9g6pFMNMA/wLraSrvm1msdV3f0/iMhQBvbG9n8MGsFXVDqAh7HP2d8IV9W3UVyF4F4gnyj8VmQ5RICIH8+pNJ/uIG8WxB05v39Ip5Sa7IV9vj6lubzbIVgX9zWzYkinSkx3pHij2SeuDOlUA3QA12P7/080tZCiKNmyJPAZ7gjShQP6pcxCI0fLQV/gIexzNQPRO5SMcBVn+p7GK3TmzezY+dwiJBq2LKJKEemBRG6Zx/Vxil/tdgtgGnbI+bYhnVK6ZB7cD1KXhHSqTk7G9ns88uChNI+rONN3SARokZkTeB3b95tCOqXUhUtMepv0xSKzZhnslB4RcHRIp1qAhZCJVfO4lqHK+zm4J4mHhXRKUZS24Qe4n+vfRwXSIqDiaPHpi6xeMs/TdGRCX8mYP2Mf/G/Jt2prIwzEnR/zY7QCpw+G4X4puBu5WIvIJthR0BHwh5BOKXWzKe78kKdT3EiXo7H9jZB8zko6quVP/AJ7mWhRmAt4HtvndyhP5H07MzuSPsY8fy+TXPpeJJbB/QLaaJ5exc32uMf440M61QWuCbuZwI9DOqUoStuxLFIQ0CWQDg/mlQIqjhadfsCjuIXRPQL61Vb0BZ7GPgkTkWi8IjEfkqPSFVW0ckC/Wo0NgMnYx/kpYHBAv1zshr2kMEKiiHvW+J1SLFxVdSPgCoq1RL0Dd2ROhORAVfwwAHdhtXHA+gH9cjEMydXkitZaOqBfSmMsiftlbhTFi3ZZB7twUITkzx0U0K9WwyU2Rkh+1yKtUuqO5B5z+XpsQL8URWlflkMF0iKi4mhx6Y87AHA6Wjsld+YAXsM+GdOQB6siRCGsgSR1Nn2cgp2oVknPjsjFaB7vt5AbXmh6AGcgURGmj/9CZl6UcnE27pe7BylG9NZg3BGNEZKPrgjjZCsxLxJ5aR7ryUgi8iKwIe7ove+BNQP6pTTHqkhhJPN8fkFxnjN+BkzC9nE0MH9Av1qVaqLj/1GMyu9DgPupLuIqiqKEYjnga+yx6W2kUK+SPyqOFpOBuPOdT0VWsigBGIo7+qUShWdWn8uLHohAa+aTrLwk7xDIr3ZgH9wC6SSkInwoMWg4Ug3a1VdfRJa4KuWjA6kS7DqvnwIbhXONNRDxweXbX5FxSvHPIsB7uI/7LUiezxD0BE7FPT5OBDYP5JeSno2Q3MHmeZ2BpProFcivOYB/OPyKkGIXSwTyq9XpDlxH9eMeMkf/BrgLwEXIqosiRbcqitKeLI9bIB2FCqQhUHG0eAxCArtcAYDbBfRLQSKjXAV5ImAsUigjTxFgZdx53CLk5WWTHH1pV7ZCoqCqCZGr5OhLT6QPul5cIyR58YAc/VGy4Vjc5zdC8uktmKMvg4ELcOdEjYAL0RfQrJkX9xL7CClGczj5pl5YF/dKi4o/GjFaflZGokVd5/htYLMcfekA9qzhz0jyHRPbkQ7gFNzHfybwF/Jd3TBvZ5uulTMRcBa6kkFRlOJQSyDVFQ/5ouJosRiEW+uaAmwT0C8lRj/gZqqLEyORvAdZvoyuANxK9Qe/d5GBVsmHNZHIPde5mI5U+s1yYO0FHICc92r98irCRfQo/tkX99LRCMkxfBbZvowORl6GXZWgI2SZwxEZtq8kGQjcQ/Xr/xVgJ7IVqldDxPlqPryB5K1UWoMlkOedauf7HrItXNkNWUpVbWIgQpZTFy0PeCvzc9w5ziMkB+xvyTaafQiSTui7Kj5MQp6VFEVRisYKuAv+voUKpHmi4mhxGAy8gFsY3TqgX0oVfo67KE9lewc4Dn8RC32AXYEHqC6KRohoqgUH8mdu5NxUOy8zgDuR8G9fIuWiiED1UY12xwO7e2pPKRbLAW9S/dxPRHJ9ro2/KJlVkaX91V4+IySZ/Gqe2lPqpwM4BneKlbhAeTRSvM8H/ZGovcdqtBkhUVz9PbWpFId+wLXUPvf/BPbC3/mfFziS2sLsNODXaNR6CFaheqqPyjPJJfi7R3QgE9SX486HW9neRsQHRVGUoqICaXhUHC0GQ4D/YJ+LycCWAf1SumB53DkQTFHsSaSq59qIyFkP3ZAL9GDgJqQKca12vgb287BPSvN0Q5awdnWuxiB5GPcDFqN+4ao/kkPrNOA5aovkEfAommet1emPLF135XaMb6OBPyHRg43kR54L2LazjVFdtDETuJpiFOFoZ1YF/k3tczUdGR9ORKL7ZqvTdndgKWRy8DZqixERUozppx72SSk2u1B99URlm4AUbPsFsDT1pyDqjQhpv0ZSw3Q11r0KrO5hn5TmGYTk9KyWbiUuWF6ERAA3stJhHqQo5qXUFmIrY90laEohRVHKwYq4BdI38TexrVRHxdHwzI08y5nnYSJh62u0BT6iqboB+yNLeepZLhQhVeVHIYLmeGS5UT9E6BiMFNlYAnkp6IqZwDVIlOqYBn1XsmF+4FzgJ9TXxyYh/WE0krt2fOdng4DZkUFiCeqPQv4U+BVwY0NeK2VmBeQFsF5RYCzS5z5kVp+LmDUGDUUeEOpdAvkKcCjwTP0uKxnSAykK91tkyX1XzESKp4xC7iPjkX7Rn1l9YrHOrZ7I9+mIGH8SMlmktD4DkP52CJL/uiumIsLWKKSvTUD63SCkz82J3PeGUV+aou+QlRQXIf1PCc+qiIC5Yp3f/wbpDx8x677UgfSHQcgz0AjqT5XwHHJfeql+lxVFUYKzIvAw9lj3FrA+MvGsZMMIRIiOsxSy8krJnnmQifCljc+/R5bSP5K7R0rT9EeiBj+h9iy2r20GElGqsxnFZRlkOWlXkS6+tg+QPtg3j51TCslayI0jj/4WIUse9iTfgj9K/cyOjAmfkU9/mIKMeRqx3r4MQ4q0VStU6Hsbh+RY1oj1YtKBFK7sapWVz+1lZJWEFl1SFKWsrIQ7r/8baARplmjkaDjmxZ0yaQIyKaCUlD7APkgOtq6WFDWzvYdEZwzPaX+U9IwAzgY+xn9/mA7chyxd1YJLSoW1kCXuXaV4aGabgBQZ06UN5aE/cCDwFF2n42hmewuJEl0grx1SCs/8wAnUzoucZnsG+BkyAaCUgw2QyZOu0nE0s32H5L9dN7e9URRFyZbVcT/Hv0FjKbKU+lFxNAwLIql2XO+c64VzS/HNMCRq505kiVAzD3zTgGeB0xHBQ2fCy0s3YEPgHGSZV7Pi+dfAzciLoc4eKrXog0TQXI77plPvNhoRW3dFC+uUnUWBo4C7qV1Yq9Y2FRFaT0WWzipKLVZB+sqTSN9pps+NB+5BCootlq/7imf6I2mHrqLrnKG1tneQ3KY7oytmFEVpTVbH/aymAmk2qDiaPwsh93PzuI9Fc8jnTp5CY6WQxQhkyeGRSLGTCqORvH0TkKX5o5CIi5HIoKi0HoOAZZH+sAQSadMf+CEiYFT4Fok8HYXcDEch0V+K0ihDkXHoJKRAXIVvgf8iAsQE4CvkRvUm0uc+zNdNJSd6IHl9KvelhZHKzyNi3/kGEVI/JnlfmpCrp0qr0A+5x43o3Bbs/GxjklGgrwC3In1uFPAamku0VVkIefkcgQjf8yD3qjWN712N9ItRwOvImKQoitLqrAHcj71S4lUk6Obr3D1qXTTnaL4shKy2XsT4fBywKZI7XGkTXiSpjp8W1h2lQJxAsm+MDOuO0oJcQrKPPRTWHaVAnE2ybzwb1h2lTXiJZL/7XVh3lMCshh1FolFSiqK0K2vgjiD9D8lgKyUdGjmaH8Nwrx75FllxpASgW2gHFEVRFEVRFEVRFEVRHDwDbI6s8IqzLFLZfs7cPVKU5hkOPI6sWIvzLbAJ8HzO/iidqDiqKIqiKIqiKIqiKEpReRr4MXZao+VQgVQpD0sgdQuGG59XhNEX8nZImYWKo4qiKIqiKIqiKIqiFJmnkAhSUyBdHhVIleIzAskxOtT4/EtgXSTtpBIQFUcVRVEURVEURVEURSk6T+GOIK0IpHPk7pGidM2SiDA6v/H5l0hhsf/aP4n6Q7QIRKtBtDJEi0HUM3NP25geoR1QFEVRFEVRFEVRFEWpgycRgfReoH/s84pAuhHwTQC/FMXFD4BHgPmMz79AhNGREM0BrA2s3rmtBPRz2JoC0UvAX4G/QIc5SaCkQCNHFUVRFEVRFEVRFEUpC08CWwATjc9XAB5CI0iVYrAc8AS2MPo5sAEwsvPvnwN3AMcC6+AWRgF6A2sAlwCvQ7SJb4fbGRVHFUVRFEVRFEVRFEUpE08A2wGTjM9XRATSwbl7pCizqEQyz2V8/hESJfp6F7+fAnwIvNv53xnGvy8I3A3RduldVUDFUUVRFEVRFEVRFEVRysdDwDaoQKoUixVxC6MfAusD7zh+8zlwA//f3l2HSVJdfRz/1rrCLsFdlsUluCV4cAgEggQnIQR4seBuQQIECcEhQLAAIRCCbpBggeC+LLqwuCxrsF7vH6c7U33rdk93l3XP/D7P089u18zcutN9p6rr1Lnnwp7AYsBACBaCYJj9yyzYzYAXIj/TG7gawrnS7X73pOCoiIiIiIiIiLSjEcBPgcnO9pWBe7CgkkheVsbG5A+c7aOxwOi7np85H4J5INgNgusgeA8CJ1M0+A6CO4E1gH9GvjAU2DutzndnkQWZwgBbRWsNYEEsyj0n0B8Yh6X/PgeMgGBC3h0VEREREREREXE8iGWQ3gX0i2xfE7gf2BQYX0C/pHtZC7iPeED+A6zG6Pv+H2skvhZMg3A/LNjas7RxI+DMRjoqcb0gnA+4Ajtw1JN2PgnCa4ETIBibZedERERERERERDrxIJZBeifxAOl9WICZRlnEAAAgAElEQVRUSV6SlbWBe4kHRt/GAqNj0ttV8DGEbwFLlza4Cz5JE3pgGaKbU389joHAAcBrEC6bVcdEREREREREpDsKe0G4PYQ7RB5rdvJDD2B1Gd0p9mthGaSDs+ipdHvr4M8YHYVNpU8xMPo/U6r8X5rUy3k+CXgSeA1L/Z2IFXmdF4uEr09H6u68wL8sQBp8lUtvRaQbCodjpT6iHodAJwFpE+EiWGH1qGdUokZERESkqqOB05xttwM7dPJz92MB0juBvpHt5SnPm6EMUknPj7HatoOc7W9hGaOfpL/LsD8wPLLh5fT30f30Ar4FfoetpvUUBFOrf3u4LHALsExpw1zAycCBWXZSRLqr8AfAY9ixJmoBsrkDJ5KycAA2zWuY84WVgBfz74+IiIhIqwuXBI5L0EA5QPp3KgOka9MxxX5igvZFANbFFkdyA6MjscDopxnt9xhsRnfZNRntp1vpAcFoCI6H4NHagVGA4DVgEyqLGe8IYc8qPyAiksQFxAOjIu3kdOKBURERERHxCnsCf8bqhoalRzPuA7YjPuW4HCB1A1oijdgE/zh6E5txnUFgNJwPwouA4yMbr4DgsfT31f240+rrEHwM4d+BPUobZseCFxmkC4s0IuwFLAusgU1hnQMbn/2wkhGfAM8D90Kg8drywi2AXYvuhUjzwjWBg4ruhYiIiEgbORS7ngPLiNuVyuzPRtyLBUjvcNoo14jcDGWQSuM2xbKS+znbXwI2BhKWnQwPxKbrl80CLAwsjq0bBDAdOJfKQKkk0ERwFIB3nOezoOCoFCYcgp3wVqW+O4AzILwT+K1lTkvrCWcBLi09mYIVV9+6uP6INCrsC1yJ1emeidW92q7QLomIiIi0tHARrGwfwGfAESRPlrgX2AUrD9g7sn2d0tc2RwFSqd/mwN+IB0ZfxAKjX6ewj1WpXls3xMby8RC8l8K+pKRH59/iNVvk/zPJrpaCSD0GYKnr9U6N6An8DHgNwg0y65UkcR5WVxTgFGx6gkg7OYmO+twXAP8psC+SinAQhD+C8FAIb4DwvxA+V3r8pejeSXcX9oVwNQh/A+FVED4dGZ+PF907EZHOhT2Aa+mopXgQBGNTavwOYCdgmrP9R9hiOgNjPyEStwU2ltzA6AvARqQTGO1MAOwM3AThhjnsr9toInM07A1sGdnwLATj0uqQSELjgEeB14APSs8B5gdWw7IPB5S2DQLuhnBFCN7Ot5tSXbgBsE/pySvYdAF3pUqRFhauCBxeejIaC5TuV1x/pHnh0thquasAS9D8TWWRDIRzYIuqroKVFepd5Rsn5dYlEZHmHUDHVOJ7ILgt5fbvwIJKN1N5vPwxNkV6G+D7lPcpXcf2wE3Ez7XPAz8BvklxX3/CFnoqG4KtYbAx8MPSttWBERAeB8GZKe5b6hP2hvByCMPIY4smG3uOjgLLIbZohQjYyoTRsfF67W8Ph0J4gtX3CzsJ+IfzQviIM4b/nk63JblwIITvlt6XGaWajUB4lvOezZ9wR3+icoyNSNiedB1nUzk2Gsz4DHtB+EJkrG5S2n64M4Z/WLsdaQ3h9s77Vu3xXMIdPU/luNMNoe5tDSrHQwjMHf+2cLk6x6emi4pIiwsXgnB86Zg1rvKzfjg5cjxLI2C6PZZB6h5nHwT6p9B+u1qC+GuyVKE9ah07AFOJvz5PYiUmcxRuCOFHznm+2hR8aYAnAyIcCOGikcdypTfgGCwbb9/yNwLHQXBPft0V8QnGQnAaBP+BYHon3/sJlj06JrJxc6zGpRTvbGDR0v/Pt/dUpK0cT8cd3esheKDIzkgmPgb+QT5Tp0Qa9TV2gf9u0R0REalPGABXAINLG46BYEyNH0jqdiyD1L1u3BirEe9OmZbubUf8GaNPYAszjc+3O8FDwLrOfs/tPElMOuN7ATfFDhi1/BcrAKtsK2lDwQQIbwSOKm3og61u/2JxfRII1wJ+U3oymo5i7CJtIlwOOKb05Gs6ptZL+xoH3I1ldj4PPAfBZ/al8BXgB4X1TMQWLByBzcYqjdHgA/tSeCv22UZEpNX9EpuWDPA0cFkO+7wdq914E5UxkZ8Ad2FT7Cfn0A9pbTsBfyEeN3scqz86IfceAbYQU3gBcGJpw4LYAmOPFtOfrqGZ6PIr2AFLxd2lnb3vPK93MSfJRNgfK8Bezmb/NQSaBihtJOwFXI3dbAE4GIIvC+yQpCIYgcpuSMsKRtERUBARaUPhvNjMMbBpy/tAMDOnnd+GBUhvJB4gvRP4KQqQdmd7A1cSn239GBYYLfpa9UE6gqMAK6DgaCK+hQUmAe9FHp9iB6qy5YFrgFEQrpd1B0UyMofzPMupG9K504DFS//XVGRpR4cDq5b+fz8ENxbZGREREZE2cAkwtPT/30HwRs77vxX4BfEp9ptgizRpin33tA/+wOiD2EzrogOjEF8AarD3u6RunuBocD8Ei0Ue82Iv9DpYZlf5Ts4CwP3YytIibSTsAfwssuEtCNxMUslNuDpwSOnJV2gqsrSdcAk67tx+h622KiIiIiJVhbth09cBRtKRQZq3W4FdiQdIN0UB0u7oV1gNXDdWdj+WTfx97j3ycxdq/KqQXnQhvsxRj2AqBE9CsBeWQlweEH2Bv9giTiLtIOwNXAisGNl4cjF9EQj7YlORe5Y2aCqytJmwB3AVHaubHmt1gERERETEL5wDOK/0ZCbwSwimFNihvwK7ATOc7ZsCd2BxD+n6fg1cTjxOdh+wLa0TGAXYzHn+diG96EKaqDka3A/hCcC5pQ3zYqnoV6TXLZEkwkHAEpENPYG5gJWxsTqs/I3AaRDckm//JOIEYJnS/++D4KYiOyPShIOwmRVgixVeXGBfRERERNrBpXSUOfuTJWIV7hYsS/RqKoNjm2EZpNtiC+FJ17QfVuYhcLbfg806zei9DwMIwgZ/ZkkqZ6qNQ2sCJVZn5mjMVcC0yPONUuiLSFpWwlZuLT+eAf4BnERHYPQpYBMITiqkhwKEKwBHlp5MQlORpe2EC2P1csGmYv0aAjfjQERERET+J/w5HSXOPgSOK7AzrmuBX9JRSrBsM5RB2pUdhgXs3cDoP8k0MArAlhD+FcI1LFDamXAr4BFgQGTjBTbbW5JoZrV6IBgH4RhgkdKGBdLqkEgO3sFWIHy+6I50X/9b2bt3acOxqvsq7SUMsBkTg0obzoTgpQI7JCIiItLiwiHARZEN+0MwoajeVPHn0r9XUZlMtjlwM7AjlYli0t4OB87xbL8d2IXs3+sewM9Lj48gfAR4xf7PeKAPMBuwLDYGl3J+/nmKq9fbpTQZHI39rA4O0komUBn4HATMScdKiMOA3wPHQfgbCG7OuX8CR2FlDsAye/9UYF9EmvErYOPS/0cCZxTYFxEREZF2sDBW7gxgMnAIhIdU/3agI5kC4McQjog8vwWCq1PsX9mfsSxCd8XybW2f7IRiIF3BkfgDi7di5fjcRbqytgCwewPf/wSwNQStVAu1bTUZHA2HAvNENnyeRmdE0hG8CKwS3x4uCewJHIzVk5kVuBHCnhDckGMHpbIUx0TgEisBW9XqzvOzIJxU+v80CA5Ms3MidYiO4W+ACzsZw8s7z4+HMLqq5MEQTE6rcyIiIiItrh+Nl+eb0/mZ59LrTsw1WIDUXbl8OyyDdGcUIG1nRwFnebb/FdiV/AKjo4AHgfWwLNF6f+YPwJUQuCUgpEnNZo7u4/zsEyn0RSRjwUjgaAhvAUYAs2MnvEshfAiCTwvtXve1YenRiF9E/j8ZUHBUirRW6dGI7Zznh2NjWURERERaQzkr1Q2Q/gwLkO5E/tmFktzJ2HokrpuxzM0c39PgTWCT0qLSawCrAcOB+YEhpb6MAz4FXgb+A8HT+fWv++gF4WYQ3Ff/j4QbAqdENkzFihOLtIngJQgPxKZEgE2735fKcS0iIiIiIiLp+QCrrdiIG+mYWv80ljFXNjKFPnXmajoySKML5pQDpDujAGk7ORU4wbP9GqxsVkGZmMFE4F+lhxSgF3AvhC9hf9j3ACPjq+2GPbAVwH8N7AX0jHzxDxB8lEtvRdLzN2wq7Gyl5xug4GiergDub+D7NwPWjTw/E7uDBvowIsW4kcYWdfsxVkS97CLgk8jzLFfBFBEREWkBwbfAbY39TPiXyJMxEDT486m4CguMXk5lgHR7rK7SLuiapB2cDhzn2X4VFuvSFPVurDw1fsXS42zgewjfw1bGmobVZRwGDPT8/F3405FFWlwwHcK36ahlOX+Rvel+Gl0EKxxKZXD0EgjGpNkjkcYEd2HnwDqFM6gMjl5bqo8sIiIiIq3vytK/boB0ByxAWsQCPlK/M4BjPNuvBPZDgdFuz1dztD+wTCc/NwUrXnsGBFNT75VIPqIFj5W1JSIiIiIiItVciQVGL6MyQFouFaAAaesJgPOxRZldlwO/oZNVVaV76IVlhW6Mrfq2ATC0yvfOwGp63IZlvIzOo4Mi2Qj7AYtHNnxWVE9ERERERESkLVyBJZSdTzxAGpLvSudSWwBcCPyf52vnA79FgVEp6QXBu8C7wGUQBtj04kWwlbH6AmOBr4FREEwqrKci6dodW4ip7LGiOiIiIiIiIiJt40I6MhKjdqQjQDrD/SHJVQD8ETjA87XzgMPz7Y60OmdafRACH5UeIm0i3B64C4JpdX7/usC5kQ0zgL+m3y8RERERERFJ4GE6Vqt/tciOOC4o/esGSHfCSrbtjepYFiUALgb293ztHODIfLsj7cBXc1Sk3VwCnAfhLcDdwEsQTKz8lrA3sCp2ktoT6Bn54mUQvJlLT6VZH1O5MrhqHUu7+YzKMfxdUR0RERERaR/B5p1/T2EuwAJxf3C274FlkO6DAqR56wFcjV3zu84Gjs61N9I2FByVrmJB7A7QkcBMCD8GxmF37YYAC1C5AFPZfVitEWlpwR+xaREibSq4Abih6F6IiIiISKrKtUfPc7bviQVIf4kCpHnpiQVG9/B8TYFRqUnBUekK3CLKPbBg6AI1fmYKdoA8AwKtVC8iIlWENwBLer4wLPL/pSB8zvM9r0KwVzb9EgEITwc29Xxh0cj/+1cZnxMgWD+bfomIdCt/wAKk5zrb98KuVX+FAqRZ6wn8GdjN87WTgFPz7Y60GwVHpStYGtgA2Kj0WLTK900FXgHuBK6DYEw+3RMRkTa2FLBSJ98zAFjZs73OWtgiTVsE/9iL6lHle75NvzsiIt3WeViA9Bxn+96lfxUgzU5P4DrgF56vnQCcnm93pB0pOCpdQPA1cFvpAYSDgYWB2bED5STsAuCd+hdtEhEREREREanbuViA9PfO9r2xDNJ9UYA0bb2BW4DtPF87Djgj3+5Iu1JwVLqgYAKttZKhiIi0r/2BwU3+7Lg0OyLicSY2jbAZ09PsiIiIAB2Zo26AdB8sQPprFCBNSx8sMLqtsz0EDsMWzBKpi4KjIiIiIlUFzxTdA5HqgteA14ruhYiIVDgHyyA929n+SzoCpO66GdKYPsCtwDbO9hA4BLgo9x5JW+tRdAdERERERERERLqQ3wOneLb/CrgcC55Kc/pgJfV8gdGDUGBUmqDMURERERERERGRdJ2MBUFPdLb/Cgvk7YcySBvVF7gd2NLZHgIHApfk3iPpEpQ5KiIiIiIiIiKSvpOA0zzb9wXORxmkjRgA/BN/YPQAFBiVBJQ5KiIiIiIiIiKSjXLm6AnO9oOxwN6h+XanLQ0A/gFs6GyfgS12dV3uPZIuRcFREREREREREZHsnIhliR7vbD+k9K8CpNUNBO4G1ne2zwD2Bq7PvUfS5Sg4KiIiIiIiIiKSrROwAOlxzvZDsAzSw3LvUesbiE2lX8/ZPgPYE7gh5/5IF6XgqIiIiIiIiIhI9o7HAqTHOtsPxQKkv82hD/MBSwDDgQWwKevzer5vSyw4OQoYn0O/XLMC9wFrOttnALsDN+XeI+myFBwVEREREREREcnHcViA9Bhn+2FYgPTwlPe3MLApNi19PWDOOn/u95H/vw48AjwMjAAmptc9r1mBB4DVne3TgJ2AOzLev3QzCo6KiIiIiIiIiOTnWCxAerSzvZw5mjRAOhj4OZZh+aPSvpJYpvQ4EAuM3gH8BXgIC+imaQgWGF3N2T4V2BG4M+X9idCj6A6IiIiIiIiIiHQzxwBne7b/FjinyTZnB04GRgNXAT8meWDUNQgLuo4AXi39P63Eu6HAg/gDozugwKhkRJmjIiIiIiIiIiL5K2eOHuVsPxzLyDyyznb6lb73SKxOaD0mAO8D3wDfl35uYKmtWYG5gN6dtLEMcB1WKuBQ4N469+0zB/AvYHln+xQsMHp3grZFalJwVERERERERESkGMcA/YGDnO1HYAFSN3Dq+glwMbB4je+ZCTyH1Qx9FMv4/KSTdnsDi2BZnBsAGwILVvne4cA9wN+Bg4GPOmnbNScWGF3O2f49sA2WpSrSJT2H/aGXH6cX2x1pIcdROTZeL7Y70gX9icoxppOtlJ1N5dj4T7HdkW7ieSrH3WnFdkcKtgaV4yEE5i60RyIikrUAuIj48T/Epsn79AHOxwKfvp8LgTex7NT5U+rjWsClwLc19vkNFtCs11xYsNZtZxKwUQr9FumUao6KiIiIiIiIiBQnxDIuL/Z87aTSI2oh4AngEPw1Rf8L/BRYGjgLGJNSH58CfoNlkB4DfOH5vqFYBun5dD5beS5sUadlne3fAVth2aQimetZwD6HAisAu5X+XzYdW1FtGazWxAxgfO69k7z1ABYGVseKRa+DTQtYLPI9U4DHsVXxpuTcP+l6+gA7UzllIwRmAVbGatwsgE0jGYcdi6Rrmw1YEVgXO/4Mi3xtGnZnfHbsPKXzkqRhfmAV7Ly3NrAZdgwqGwt8iF0YfJ977yRvfYGlgDWx49D6WPZo1GvY8UjnJRGRru1+7HOnuyDRetg1y7+xgOcj2LnD9Sm2ovz/AW9l1ku7Ln8CuAT7jLwWlfGlADuX/RC4CzuHuebGpvkv42yfhAVGH0m3yyLFCbBAw8HYH8TnVE+99j0mYXcmfoelU/fPt/uSgUHYReA52N2syTQ2Jj4GbgP2B5bMue/SnuYEdgQuw6aVTKP+8TYDeBu4GtgVmCfnvkv6AuxD2mFYUfcvaewYNAG7WXMK9iG1b669l3bUFwt4nQw8ho2hRsbcV1gNr8OBldCsn65gHuAX2CrCo7CLynrHw3RgJHAFdqNvrpz7LiIi2QuIlwErP67Epq37vvYnLOGsCMsQLxNUfjwBDHG+fwHsOsv93onYZ2yRLmER4ET8gz3JYxxwDXaRoYuD9tET2AS4AQt4pzkmXsNW5Jsvt99G2sEA7MLzARq76KwnWPoosBeVWV7S+hYHTsVW5EzzGPQNFnhfG/+UJum+1sRqclW7gGn28QFWp32J3H4TScNgYE8sQ2YG6Z6XRmAzsupdnVhERFpfrQCpL06yUzHdrNAXuBB/H5+m4zy1IPCO53u+JT5zQqQtrQhcT7rBiGqPd4F9samv0pr6ALtjWRFZj4cZWBbYyrn8ZtKqZseys74m+zE3ETv5KzDf2tbGjg21CtWn9XgVO+Z1VltJuq4e2DSwZ8l+vIVYJsZWufxm0qw5sPPSWLIfD+Ox85JmOYiIdA0BNm291rF/NK03o/KX+GNCd2Hl8971fG0sVmpPpK0tg2VoNfIBbgo2zf5dbOX6kcBHWMChkXbeB3bJ/leUBvTAAtef0PiH+g+BN4AXsLHxBY1Ng54J3AEsmvlvKa1kIHAGjR8/xgLvYUGtl7Ex9w2NBdK+By4AZs38t5RG/BDL8m1kPEwGPqPyvDSGxsfVKGC7zH9DaTXbYLW9Ghkrk7Ax9hY25t7BxmCjJWceQzcHW80swB+wc0Qj7+U32DHoldLjPRrPPp4EnI2VMhIRkfbWA7gW//H+DdJZhT4L2+A/B/pWuR9LvMaqSFsZiH34mkrtD2lTsA/uJwObY4td1MqsmRNbpGB/rL5kPTXhHsZfkFjytRKWMt/Z+/UpcBMWRF0Ly/irpjc2fXBrrP7sf+g8YPodcAKqB9gdbIvdMe1szL2FTX/+BTZOa100DsAy4XcE/gi8Xkf7n2J1STW1ulizYplTnc1g+B47bxwPbIrdUKm1SOE8WP2j/8NW36wnWHEvlYvLSde0CJad3Nl4GAvcCRyELbgzb402e5ba3QQ4DlvFtbMg23Rs+p1b00vytzP13SB+A1uVeCfshk6tafGDsHPXLlgW0cg62v8I2D7V30xERIpwHfFj/Ae0/kyBrej8uv1L7LpLpG2tRO2aouUaSLuT/M51DyxYehX+Ow3lx2RsZTbJXw/gWGof/L7CLgLSSJcfAvwKWxilVpbfy6guW1c1CPgLtU+272I3ZYb5m2jIgtgYf7OTfd4JDE1hf9K4NakdKJ+OBSx3JvkCfz2BDbEPq7UW2JmE1aiVrml3ar//E7FyQxtRO/hej/5YEO2f1D7XfgSsk3Bf0pwhwN+ofY4YiQW8F0phf4tSX43/mylugQ4REUlmN+LH9S9I5/omD7+i+vnpC2wBb5G2dQDVp3xNwVZ2XjyjfQ/CVhn+uMr+Q+B2NMU1T3NQu6zC+1gWcL+M9r8cloVaLVNsApYtKF3H8tTOmnkGm8qRVRbnT6g9ZfsDVDMnTwFwBNVnMXyPZVotnNH+ZwGOwUrFVBsT16PFUrqSAcCfqf5+f4llJWeVxbkgltX+XZX9T8PGpDLZ87MqNgW+2ph4HNgso30HwJbAUzX2Pwpl5oiItJvZsABi9Hg+A9g4QZv9sJuoBwDnYjfQ7sYS227DEtKOADYgvev3S/F/Pl8upfZFcteD6quPhVitxzTuhNejL/bBv9rq5y9Te8qapGNRqmcsfItNQc1r0awlgAer9CUETsqpH5KtDbH6tL73+F3sAjEvG2DTIqsF5H6aY1+6q17YDblqf/c3kt+5YABwCtVvHj5N7RIi0h5mA57E/x5PxlaSzysQPg+WQV9tBsV1aOHKPGxJ9UD1SJJdxDZqc/wrAJdvFm+SY19ERCSZK4kfy09uop31sDUSnqbzkojRx1isZE/SuqZ9gec97W+asF2RQvTGLjJ9fzRjsA9jRVgIuL9Kv94HhhfUr+5gBarX1LoNmLugfu1I9Tq1l5B8aqMUZwf8gafpWD3apFOlm9EHm27v+6AxHZtKItnoh5Ux8P2tv4cFr4uwONUzi0eS301ESd98wGv439vHKa6My3pUD4jdg7KWs7QH/jIH07Da530K6FM/4DT8M2qmotk0IiLtYAUsSzR6DH+J2mu3VPNX/J8R6n2Mw1agT2IF4ufLV7EEPJG2EeAvAhwC/6K4IFhZAByMPzjxMdlNpezOFsc/hXQy9l4UbX7sQtU3Zi8rsF/SvK3xX4B+jk1zL9oqWOaq27+ZwD4F9qur6onNVvD9jbdC3dee2J19X3DiXVq/gL7EzY6/5vBMbFZN0Rmag7Gpcb6/iYfQAoVZ2IX4hWsIfAisXWC/yn6MJTC4/ZsB/LzAfomISOfcgOZMYN2U2mr2cWyT+y+7wNPmtgnbFMnVH/H/cZxFa9WzWh//gk1voqmMaZof/6Inn2MBolbRC7gC/9g9ubhuSRPWxb9S8wsUf3Mmajb8Qflp2GqNko4AuBZ/kOr44rrltQW2KI/b1xexWqXSHgYDzxJ/H7/Dbty0kqPxT7O/EWVnpGkz/DflnwJ+UGC/XHPhH7uTKS67XkREahtO/Ab7jQnaKwdHZ2DlBy8B9sXiJ8Ow66m5sRkw25W+Xm0h7CSlYmYFvnHae57WiimJVHUI/gvQQ4vsVA0rAp8S7/PjNJeCLpX6YwdU9/V9j+wW4UrqNPwH9t2K7JTUbTGs3o37/j1MawaX+gN3Ee/vJLQaY1pOJP76tnIJgzWAr4j3+T4UrGoHAbZQgfv+fUPrrgq/J/5M+1ML7FNXsgz+mx73YLWHW80g/DXZx6HyUyIirchd52Umdu5p1v5YGZhGEsbmBP5J/NzxRoJ+gCUpuW226ucpkf9ZFVt93h28hxXZqTpUm/J9ZpGd6iJ8RaHboXTBqcT7PRFYqshOSad6A/8h/t79h9auodcT+Dvxfo+iNQO67WRd4nfS26F0wfL4g/zHFNkpqcsR+G92rFVkp+rgm/I9g9YoQ9LOqt0kbvXSBX3wB0hfoZh63SIi4teb+Ar1dxbYl6eJnzt+mKDN2bAFAqPtXZ6smyLZmgXLBnT/EH5XZKcasAbxlex1UZDMTvgzZ5YtslMNuBz/RUG/IjslNfnq0rwMDCmyU3UagE2vdPt/XZGdanNz4F8E7qgiO9WADYkvKDaN1qhNKH6rE586PYX2+SzxW+J/L59hU62lOVcTf02fwbIzW92sWEkPt/8XF9kpERGpsDXx4/QWBfZnU09/DkjY5rVOe9+iG3XSwi4i/kfwT5LVg+gPrIlNZz4Bq1l6OXAeNk1yH2wVs7Smv+9I/HcYTWtnnLWq2Yhn486k9Wqt1dILeIz4mDixyE5JVasSz3oaCyySoM0AyxbeFisNchZWU/mPwOmlbRuQXvB1Tiyz2h1zm6fUfndzLfHX8pYU2u2D1VhaAwtgroytKJ/FlPf9if8Or1P8Yj4S1wtbFdZ9v/4vhbYHY9Pj1sGyoVcA5k2hXZ9rif8Of8loX13dusTruX5Odu9dFhYAviT+eW7dIjslIiL/496E+5xiPyf2J37uOz1hmxsS/2yyScI2RTKxPPFaVR/SeIH5ocDOWM2M/+IvXO97fI0FZ9Oog+SbBp70j7k78mVdZl2mYBvPPkPgtgRtzkd8msJ3wKKJeipp64kttuRevDWzmuEG2M2Ye4gXAK/2mA7cC/w0yS9Rsi7xaeBvo4zlRq1D/INZs2UKBmPHl0uxTORq56ZvgQewWqZp3lS7wbOvI1NsX9JxOPH36R80d5N4bqzW143Y379vwaQQy4y+Dbvx2DNZ9/9nIBaAd8hngJsAACAASURBVPelxXga0wersxZ9DfOYkeT7/BUCv07Q5ubEx+Cr6CaNiEgreJ/K4/Ofiu0OYNfLacZTehBPvDo7YZsimfCtttzMh+ifedpp5DEZy+pLcoEwgPgBZjKtXyOzlaxIPIPvFbJd4OoH2NS/tIOjADt42rwjYZuSrn2Jv0fXNNmWb9GMRh4PAgs2ue+y8zztKhhWv4B4Bt8MYLUG2ugFbAXcCnxP4+NgLBaMSGM1zSHEj28T0VTnVjIHMJ7K9+gLbBZFvQYDe2GLx7nn0Hoe72KZFWlYifhNmlfQgmCN8JUouDDjfa5P9UB6kuAowBWeNn+TsE0REUlmUeLH5u0K7ZElvLl9SmMR1FucNp9NoU2RVK1PfPDf2GRbSYOj5cdfSXY325eBeEmC9rqb26l87fKYfuXLrEorOAqWFej+TlpJvDX0Jl7v+BssWNGMpMHREPiUZCtEDgbGOG1+SXvUqGsFvmP4pQ22sbSnjWYed5LOoiu7edo+K4V2JR1nEH9/9mywjb09bTT6mAmckug36XCxp/2iL7jaRT/i9Y4/I9v61wOAd6g+NpIGR2cjPpPmQyxDVkREiuGu8TGDxmfvpm0P4p9NFkuhXTcZZjqtvbChdEMjqByk3wHzNNlWNDg6DZsmeylW128rLBC7KrARdvfhavyr+YYkT91+wGlvMjbFWmpbinjGyw0Z73ML/GMgzeDoksSzaNKoXSjJ7U78PU9S4y8aHP0Iyxw8ESv5sRGWfbgedrw6Hf/00xCbwp1kKvyunjYPSdBed/IMla/bWBrL4IPawdEPgL9jmVS/B64Cnqd6tt/fSZ5xFxBfsGs8jf9ekr4hWEmF6HvzDI1nDVcLjs7EpjDfigUs/wBcj023rzZGj0nyC5UMwcoWRdt9nnSyobu6A0geLG/UhZ59phkcBcsUddvdJ4V2RUSkOSdReUx+t9juMC92/RTt010ptb0y8XPQUim1LZLYcsQH6EUJ2tsIu8jchvozpGbBAqhuP6aS7A7F2p42f5egve7CfS9mkO1Ba1YqD8AvAyOdPqQRHAXLiHbvVi2QUtvSPHcl3U9IFpS8E7uwXbiBn/k58eBICByXoB89sQCrG5TTtNbafMfuZm6WucHRZ7FxsVCNn1kc+Jtn/yEW+EpqM0+7R6XQriRzKPH3Zasm2okGR8t1jHekdgbIj7CApbv/aaQzu8G96Aqxm0NSXUA8cP0u2ZYWWpPKG7g3E3/f0giO9iV+0ftaCu2KiEhzbqLymHxvQf3ogX32cWfzfUHycmNlg4mXjkljvQeRVJxDPCBZVLDId8f8+IRtPuK0NxoFJmrpS3wBm79lvM+rIvuaDqyCZdhkERxdhvgB+eiU2pbmLE/87/6IgvqyBvGF6d5K2KYvk2y9hG12de5iJJNorsTC0tjf+21YHeVGnEL8ffuUdIIjzzntvp5Cm5KMW9/2ZZrLrtwbm31zPo3NVOkL3E18zN3dRB9csxGvpdpsPefuwneDZr8M99eXyhkMo7EbNVkERwEO9rS9ckpti4hIY56k8nicZW3rX2BT28uP32KfeW8mfuMsxEq9LJtyHz529nFoyu2LNKUH8Zp4RS5SMxCY4PTnoYRt7kj8j3z9hG12Zb6FizbKcH8bUBmsPLe0PavgKMC/nbbfSLFtady5VL4fU4DZC+zPdcT/BpKU4+hHvHTI1Qn72JX5Xq9rm2xrdpJl3t1HNuePX3naVWCiOMsSfz/2b7KtpbDpaM0YRPzCZAo2uyKpK512x2H1LcXPvUEzkWzrRZ/t7G8rrLxVVsHRWYivQnxBSm2LiEhjXqPyeHxChvtyYz/VHp9jM08GZ9CHV5x9nZTBPkQa9iPifwjbFtqj+KI5byZsz3ehfXHCNrsydxrXR2SXaTsQm6ZW3tcHdFx8ZBkc3Yf4uF86xfalMe/TOjdoIF4UPcTqJCfhBia+wabcS5yv/nBaq3c3al1PX9L4ADcr8cDEGSm0K805lXhAsqiFEI4gPuY2SaFd3+c9TWPz64Etnhd9ra7LcH8/xGZtlff1l9L2LIOjEF8xeEyKbYuISP1GU3k8znJ9gnqCo59h2ZxzZtSHJ5z9nVv720WyEw10beB8bTxwT4598fnCeZ509bLJWP3BqKIutFtdQDwr6q9YZmcWzgYWjTzfF8vOyNrt2NTpKPdvQfKxKPG6oDcV0I8o9xgEyVfyvdl5PhS7IJY492/xM6w8ShGewIIWUc0uVhg1DstKjdJ5qTjumHsAW8SoCI96tqUx5p7AbnZG6bzntxzx2QtZnZf6YIHX3qXnX2NTHPPgnpfmA5bIad8iItLBncnxXSG96DAXtnDkB9j1etqryU9ynmc5M0OkplrB0X8TvxDMm5ut8XEKbf7Leb4kWrXeZ1nsYBjlvnZpWQtbMbXsOuDBjPblGoctzBKlUgvFcANCM/EHB/Lkm9Kf9Dj0BPEPOgpM+Lmvy0Nkd4OmMzOwLN+ogSm17R5bV8ZWFpd8DSSeGZ7Vea8eX3q2pTHmQuJlinTe83PPS1OxY3gWjsOCsWWH4L9Bl4WHsTrvUToviYjkb7LzPMmitJ3ZGdg48tgO2Atbh8a9Pu4PHAk8RrqfUfs7z79PsW2RpvTEBmI0pbnoYrj9ia8Wncbq8vMQX4Rn+xTa7Wr2pfI1mko2d3IGULmC95fEF1vJclo9wGnEpw9I/q6h8n14odjuAPEp8KNTaneE0+5dKbXblQzEApLR12mfAvvTm8rVo0Pg9ym1vYTTbgj8JKW2pX7rEX8f0l54oBFrefqzXUpt7+a0OxMF5H1upfJ1+ndG+1keK+FQ3o+bTZ71tHqAp532b0i5fRER6dybVB6Ljy2wLysRPzeE2HVMMwtV+rzotH1KSu2KNKycObow8bsSz+TblZhTqFx4YBoWqEjqU+LTyTR1KM59TV4nm2nup2GrsJYdhD9bJkvuWJ8Lm+os+XLHXNHHoJWA3Z1tl6bUtvu76RgUN5x4jeMix8QqxGvDjkqp7bewethRGhP5c1/zSdi5ryi++sZpjbn/Os8DNOZ8lnSeZ3EM6oXdHCyXbPkOOCCD/XRG5yURkeKNd54XeU36Alan3C1LuBGwR0r7cG/M5lFWT8SrfOHp+wD0Vp4diRiMrZJ5hLP9VKzWRRrciwt9AIxzX5MsxsPqwMGR5/cRr3uVB9/F5vDceyF5jLl6/Qwr7RCtL/oKcH5K7btjblE66syJccfDTOCdIjpSspfzfCbp1uV+23mu81L+3Ne8PKuhKHs7z9/HVrFNw3vE623rvFepBzDM2ZbFeekorJRG2XHY+5M332fjtDKDRESkPu6CeIsV0osO07BA6CfO9jRmGfcFFnC2fZhCuyJN6VX6d1Fn+9dktwDBcGDByPM+WEB0AezD4ZZUTt8ur1qWxpT6spHYHY+yog86rcgdE2lfEPQFrqYjE2sSxWRKQMdFYjQ4tRjFZy52J7MSrzGcVoaUazAWmI8aWnosA2xO/IL4pdL2KSn1wf176o0dA4u4IG5V7jFoNPE6THlZmvgd8vuwmQhpGQmsFnmu81L+3Ne8yBs0u2JTraP+nGL707DjTTQgrDFXaV7itdDSPi8tCRwfef4s8MeU91Evd7wPxupu5z2bR0SkO2vFJK7x2AzekyLblsfOk27QtBHDiM/KKvKzl3Rz5eCom878eYb7/DVwWJ3f+wJ2B/3+lPvgFrif1ftd3VvWY+JELBBVdgyWFVOE6dhCK9EFqDQm8uWrdZdV7dfFsFo59fgGuBBbnTGtwCj4/5405iq5r0eW56VaegJXUJlFPAM7ZqVJ56XitcqYmwNbGTbqM9LLXC/7gsqLLo25Slmfl3oAV9FR1mo69hl5Ror7aES185KCoyIi+XGDg4tja3QUvWr9455tS5MsOLqC8zwkPpNKJDflafXuQjsT8u6IYzpwEZaplXZgFOK/3+AM9tHu3NckzfofK1BZNuEZ4JIU22+GW99llkJ60X35FvsquubM08BWWEmPNAOj4D/GasxVco9BRZ2XzgLWdrb9EVsoLk06LxWvFcZcb+CvxBcmPIz0j4nueU9jrlLW56VDqTy2nIUtTFEUnZdERIrnLkjbG1iniI44fDfKkt5UXd95PgqbTSpSiGrB0aIHZS9sYZ7R2AIoaa+gqovQ2gLsDlVUWmOivPBAeQr7VGwF6qIyJcrcMeG7KJLs+F7voo9DawBPAk+V/p8m30WojkOVWuG8tCtwuLPtVdLPGgWdl1rBQOd5EWPuAuIXC9eQTT1ujbnasjwvLULliryjSLd8VDN0XhIRKd6rxAORGxTREYdvYSh3MdFGub/XwwnbE0mkPK1+qrM9y4VBbqcyXbw/dmd6QSwAsWzka32B/YAtgI1JrwZFH+e5+/t3dyGWvRt9ndIaE8diq4CXnUmxqwGX9XWea0zky/d6Z3Uc+gibuljWEzsGzQmsCKxFxzRHgDWxqSSHAH9KqQ/uMQjSz05td3mel3w2waa8Rn0DbE82tU91Xiqeu0CR7+80S0cB+zvbXsFuFmdB573asjov9cDqx5aD8SHwG4qrqVym85KISPFC4FFgh8i27bAb80UuEulOgYdkpWZWJL6+gIKj0hJOwf7Yyo8ip/WsANzr9CfEVm5zp5k16yin7awWfmlnX1H5Gv0yhTaXAr6PtDmSyiBUNa86fbkthb64Rjv7OCSDfUh1ixP/m1+25k9kZzasJm50rIbY6uQ7pbSPeYn/vmlnp7a786l8ff6d477XxqbPRvc/kfj0+jSd7uzvuQz3JX5PUfke/D7Hff8f8WPC28A8Ge5zhLO/tG7+dBUrEX9PFkqh3QOcNi+r42fm8fTl1zV/onFLePaxTM2fEBGRLOxBa10n9MA+l0b78zUdiXbNOM9pbzLpzxYWaUh5Wr07labIovwvY7VGT3W2z0d6ixG4NZSKrrHaitIeEz2B6+gIhs7EAq5FZ0qUub+fxkS+fK93USfIb7Djz4+pnC4SYLVxZ0thH76/J425SkWdl9bEVqKPTrH+HtgSK7OQFR2DilfUmNsbW/gtagw2Y+bTDPfr/n5F13luNVmclxbCZsyUfUo2ZTqa4asvquOQiEj+7iBexmXvBO316PxbavotsLKz7R5spmkz+gK7ONvuBr5tsj2RVJT/UNyU6AXIfwqj6yTgH862nUjnrv1izvMsLz7alTsm3LT3Rv0WWDXy/DLgiYRtpmU24heJSVbek8Z9RXxK6yJFdCTiWWBfZ9tQz7Zm+P6edByq5DsGBRnvc0Xsw160zt40bGrToxnvW+el4qV93qvH7sCVVI7tL7DA6AcZ79v9/XTeq/QZ8SmMSc5LAXA5lceXA0hesy0t7jFoJjYWRUQkXxOAO51tu2Mzz5pxOZb4MXuDP9ev9HNnO9unY5mfzdoLmNvZdn2C9kRSUU6Fdmt59sI+NKdV47NZpwNbR573BDbF/sCTGO48L/r3bEVvUZm+v0TC9g6L/H8iVnvWvQNVTX/n+VDPz44BPm+uayzp2aYxka/pwHtUjrOkYy4N5RrJ0b5sha0qnIT7u32JZaxKB/dvcDD2QSqroOEKwENUFpyfjt3ZviejfUbpvFQ89zXP+hi0I7bYUjSj4ytgI6zsTJZmB37gbNOYqzQBO95EL0aTjInlsFrGZc8CH1LfZyHfBe2Cnp99A8t0b4b7u31A68zuERHpbi4DfhF53he7nnYXCq3HEGzG5jHAI1gC2otYXXN3hsBA7Hy1GTa935eYdhE227cZvYEjnW2jgfubbE8kdbMSr2uxfaE9MgGWXh3t1yUJ2+yNpalH20wjE6yrKRd9Lj8+I1nWllvDNO3HoQn69iunrclYIF7ydReV74N7x7QoFxOvPZnU1U6bj6fQZlczP/G/859ktK+lsQyp6L6mAztntD/XoNL+ovvPa9/S4WfE6wxnVd7jp9iCP279rhUz2p9rXeJ/X3lkyrabh6l8jf6SoC1fDdO0H8sl6N+tTlv3JmhLRESS+zfxa1T3Zno9bqP6eWMiNnPkAyxRY0aN7w2Bm0l2nXyYp013MUqRQpSzFcYRn761br5d8QqJZwklrfe3GjDA2fZKwja7Ivc1mQt/hmVXsJ7z/DXsxCD5cu9A/pjkNXLS4B6DBhJf5blR6znPdQyK+xgLFkWtl8F+FscWpoku+Bdiq0ffnMH+fH5E/INms3fkpXnu32FANp+FNgVuobJ80bjS9pcy2J/P+s7zcVjmhlRy/w7XK6ITOfCNdZ2XRESK9TvneV8sazNNA7FF/xbCZk9Vu/aaCpwG7Ebz18lzY4veRn0G/LnJ9kQycw2VEfzXi+3O/4yhsl9XJGzvRKe98RRfX7UVDSae1ZLkrk6rZo4GWPAr2laeKxRLhw2Iv68rFdojcybxu7ZJsqgXIv57/ixhH7uq26l8nf6TcvvDiJ9jZpL+KtCdOcfpQ9JMfWneR1S+Fxek3P5PsGnPbtbGj1LeT2cec/rQKpn6rWYb4sfrxZtsq5UzR5f3tJVVpr6IiNTvAeLH590abGMD4EasxnWj55WJwLXAUsl+DQJsOr/bfpKFpkRS1Svy/4ex4rhlS2EfAN/OtUeVhmIZi1FJi8Nv5Tx/jPhCMGL1R56nsu7oNjRf1uB6Kld/bsT2VGYMv49lekW92mTbqxEvCP1Ik21JMk9hgcd+kW3bAC8U053/cT8MfI6dzJv1U+f5TLJf7KddPUxl4HhVrP5fGgvHLIgdR+aLbAuBA0le17pRWzvPy1N5JX8PY4selG2N3XxL4/3YCAtCRo9x3wFbkG9pjTmpPLeDznvV/BvLkIlmdm8DnNtEW1/R/A3+AcCuzrbHgTedbc3WrnY/G08FnmyyLRERSc8B2HVu9LPDpcBzxM8B1TxcevTCboatVfp3GLYQ92CgD1bOcBx2k/4FLBYwgnhd0mYcRvxc8yTKGpUWNTfxmmenFtojqwWaZobVUp72DkzYx67sJCpfq+k0v0peEq86/bgtxbbdepKTsPp/Uoz7qHw/3qXYDLofEK9RfFfCNp912ns6YXtd2WJY8Dj6ejVTiN61ALYAmHs+OCKFthu1uqcfu9f8CcnSzsTfjzSyOtfBLi7c8407vT0PBxH/HVthAbxW9QSVr1UR083nIf6epZnhPtJp270BLSIixXGvyUPs+jiruuhpW4/4jNQp2GKoIi3LDUy8T3EL08xNR4ZW+fE9yQJXZzntTaWyzpxUGkY8MHFUAf3IKjjaD1slPNr2DSm1Lc35BfGT/7oF9SXAFt9w+7NXrR/qxLKe9nSDprYniX8YTBIwnx94h/j7cHSybjbtEqcfE7E7+FKMAVi5neh7cnXCNtcmHhidjK0EW4Tnnb78t6B+tIv9iB8v8i75kmVwdE1P23uk1LaIiCTXi3g5nBArN+WupdJqlsNmNbh9P6TITonUwxeY2LHJtjYDzsambzVqKeJ3sUMshbxZsxCvs5E0A6w7cAMTn1KZ1p+HrIKjBxAfY6qxVSxfYOKfCdq7A7vwa9RAbPqjOz4+IVng6nqnvanA7Ana6w5+Q/x9aDaoNBc2Bclt77jk3Wy6P25mcpLVsCUdfyYeyJyv5k9UtybxY9oUYMvk3WzKxsTHv27Q1DYUGwPR1yyvxdrKsgyO/t1pdxK6QSMi0mrmJ57UU75O6l9gv2pZBrt2cvt8J6qtL21gAPE/updpbvDuQMdFxd1YttVwqmei9sVSrq8innYdYrVGk6xUf5ynTbfuhcTtSXYfyOuVRXC0N/CB0+57FJcpLR0uo/J9mQms2GRb5YVPXsYWY1uD6rVvA6zO8tHAh8THfQjs0mQ/ABbF6htH2/trgva6iyHEg0tPNNHO3Phvup2PBT+aeczS5O9UdranP+smbFOSW4v4+3JeE+2sjtXuirYzHSub0OyYa7Z2d9mjTn8mYuVDpLYbiL+PzS7M1IysgqPLEZ8hdFUK7YqISPrWI76oY4jVoB5aXLe81safMfoK7VMOQMQbRHSLwNejHBx1H5OAN7A08BGlf98kHjSIPsZiC3E0a07if5zNBn27G18Q8SPyzSrIIjh6CPFxlnfQV/x8QcT7m2zL9wFiBjamnwP+hS248QLxIIb7SFqD+RanvSRB3+7GF0R0FzHqzD6eNpI+6i2E77MgFphKGvSVbDxK/LPLwg224cs+T/q4ttlfCNjc014zQd/uyBdETLP+eWeyCo7e47SZd9BXREQasx3xdWJCLL6ybIH9itoHW3DS7eMHFLN+iUjTfNPPP6PxCH+14GijjzeAlZP8QtjFhNvuzxO22Z34pp+fk+P+0w6Ozo2txhdt8xPyLxcg1flqfW7fRDu+4Gijj0nYatVJbOhp9+6EbXYncxH/kDWaxrLoWi04eoenvU0TtCfp8k0/v7fBNlopONoXeMtpazK6SGnEncTfj81z2ncWwdGfetq8KWGbIiKSvb3wB0gnAb+kuASwWfBfw4VYcpUWf5S2dDTxAX1Fg20shV38uZkx9T4+LPWjT7JfhY2I3+1/FuiRsN3upB/wNpWv4TRglZz2n3Zw9G/Ex9s+CduUdC1GPLA5hsanf/4BW1iumWPQ99hUykWS/SoMIh6UmIZWaGzUGcTfo3Mb+PlWCo5u62nr0Sbbkuz8i/j71MiN1VYKjp7paevsJtvqrpYjPqvhHZKX16hH2sHRodgNpmh7k7HyVyIi0vq2xp+dGWKz4vLOIt2K6mXJ3sBmTIm0tGp3FfoAL2EBzqhdgRsb3Ed/rM7f2lgG6HAs8NE38j1TsGzVV7DprQ8BD2NBzSTmAl7EPlSWzSz15emEbXc3PwEecLaNxlZs/Sbjfe9D5aI1b2EZHM04EPijs+1ZbIwmHW+SrpOBk5xt92ILmYQNtrUM9ne/BrA0MIzKQGuIZRO/ix2DnsFu7nzbaKc9rsNqDEZdQPJs1O6mP/A6lcHqEAs01rO43qbAb1Pu00fA3g3+zALYeSk6/qZj58dXUuqXpGNx7OZc9PPKOOy8914dP38o6WcWjgB+3+DPbAA8SGVN7Y+wY+HElPrVXZxL/DhyK80vXlqvQdgsnqgHsM/qjQqwm8TbOttPw2pzi4hIe/gRljQ0l+dr07AFJs/CEkWysglwAnad5fMwNqM463iBSKbWI55xOQ77MJ2GPtid66ymMvcBHiF+5yLJivfd3a3EX8+/0z5ZuKsTX3F2Gqr72Kr6AaOIj7ljUtxHGovq1LIf8f5/nPE+u7KtiL+eX2F1attBfyzwrgy+9nE68ffrOZIvjJSXhbEFLd3fYbsC+9TOBuHPjDmwyE416Aji/X+X1l3tWEREqpsHSyyrNuNkGpbctjHpXbPPik3ff7bGfqdjiS5a7Fi6jHOID/QxwEJFdqoOAZat5fb9LfJdSKirGUp8caZ2CTgPAz4n3vejiuyUdGoV4gHtmTSerVeErYhPwZyBfTiR5l1O/O/4HayWcCvrib+kx8soKNHKegNPEX/fRpC87E/WZsdKP7h912rkyfwY/7F9hyI7VaedsL5G+z4VWKvITomISCI9gSPpvJzhGOAS7Hw1u7el6pbCZjDcQedrOozEEu1EupRqFwVvUDlVvZUEwMXE+/wdrbOCWztbm/hFQYhl17SqRfAHde+luILVUr+D8N8FdacEtpIN8NcBOrnAPnUV/bGAovvavkDjNWnz0hP/DbtxWJkZaW2LEF+oMsQWr+lVYL9qGYo/S/lVYECB/eoqjiP+2k7Gphe2qi2xMlZuv9MuNyIiIsVYEJvVWStwGX18gs20vQZLijsJSxw6HSsBdhM2W2Z8ne1NAo6l9W8eizRtAaw2lTv438PqcbWSPljauNvXmcAuBfarqzkQ/wHxElpviv2K2IHf7etbNH7HTIoR4F/5cDo2paPV7EA82zUE/oGmlqRlGP6pwm/SegXf++Nf5Xo6Vkxf2sPm+G8M/pPWCzbOD7xGvK9foZVi09IDy55xX+MpwM4F9quaPfCP35vRTWIRka7mh1g5PLdEYlaPicCFwLx5/HIiRVsG+Jr4H8LnWIZUK5iL6vU2DiuwX12Vrw5biAUBhhTYr6htsAV13D5+jNVhk/bRG7gP/42PM2iN7K0AOJr4lMUQeJLWC6C0u1Xw38keA6xZYL+i5sc/+2ImrRnYl9r2wH+h8TStE5RfHX9NzInYgnSSnn7YisDuaz0DOJ7WuFncEzgV/7hth9IQIiLSvBWBP+GP46TxeBWbzt+qM7dEMrMWNgXQl/1yEsVmRK2PPzswBH5XYL+6sgDLFPW95u8BqxXXNfoA5+O/GPgCWL64rkkCA4HH8Y+5fwPzFdc15sDKNPj69hIwW3Fd69I2wqbwuK/5VGzRkSIzojYHvsQ/JlTruH0div/c8jVWZ7goAdY337Tp74HNiutalzYrNuXQ93f+ADBncV1jHmyVYF/fnkY1+EVEuos+wE+xuv1v03wwdBqW8HEqlp0q0q0ti2Xl+P5YXiT/bJ2hWAq3L1NrJroAzcNRVD94Xkj+q3Kvi386YQi8j6YUtru+wO34399vgYPJN4s0AHbHv9hXCDyKXTxLdlajehDyOfK/UTM3cD3+ANp0YL+c+yPp2x0LwPvG3N1YOaI8LQ88UaU/Y7EFhCQ7g4D78b/+32DnpTwTCHpgY/SrKn0agQKjIiLd2QJYaacjgCuxc9jjWDxnFPb5+SHgLuA84NdYMtqgIjor0soWw7/6aYgFKa8Dhmfch0HYH3O1FPHvgF9k3AfpsD/VLxQ/wVa265dxH5anetCsHCRp1UXEpDG9gCuo/l6/hN0dzTprcFMs+6ZaP27GgrmSvaWxjHXf+zAdGy+LZNyHWbGptL5SHiEwARuX0jVsRfUFCsYBJ5J9iZmFgEvx15IMsYUItRBlPvoAN1D9fPBfLJs8y/NSgF3svlijH1djZWpEREREJAWD8C+QEr0YvRlYj3RrLi0KnEL1u+EhMBJYIcV9Sn3WBEZT/X3531vWQAAABKNJREFUBDgGq8GXlp7YVMG7qF1w+mIUpOqKdsfq6FV7318F9iHd7OWBwK7AszX2Oxm7ISD5GgL8jervyzTs5t06pBugGA6cSfWgaAi8DCyZ4j6lNSxO7UDUOOBs0n3vA6zM0Z+pflMyxOp/q5xH/vbDyhhUe1+ex85daWbfzALshd0YrLbfSaXvEREREZEM7EnnBX5HA78HNsECC43ogRUSPgxL9a4VAJuJpYUr3bs4s2FB8VrjYQY2pesgbKGvRoMUswBbYlP2q9WZLT8+BX6W5BeSlrcUtbM3QyyT/BZsMZVmprvOg2WiX49l/9Xa18vASk3/NpKG/fHXx44+3sEW8toIW02+ET2xxaCOBP7TyX6mAxc1sQ9pH/2wGtfTqT0WnsHK0KxG41Os+2GLX/6OzmuFjQf+D61AXqQVgBeo/T5NxJIMdqW51X3nx4KsN+Ovuxx9PIt93hIRERGRKtL48DwHlhmxZx3tTQNex2pZjMIWx5mAfbDrjQU258BWEh8OLIfVFe3MS1im1lONdl4ysRGWrVlPfc+vsBqho7ApgF9jY2I6Nh4GYTX8hpfaW4rOa0rOwFbmOxELkkjX1gNb+fsM6lstcTRWGuQt4CNsvI0tfW0INubmw7K9lgCG1dHmeGxhuouxsSvFmhc4F9i5ju+dQuV56UtsTHyHTZUtn5cWwcbDstRXR/YZLFD7QoN9l/a0IrZIYT2118dj5723sHIQX2HBsilYIH0wNuaGlx7LUF9pmluxm8kfN9h3SV9P7O//NOo7XryHjYeRWG3/CVg2Otjn4EHYzb0lsHNTPWVCxgLHYQtwzGyg7yIiIiKSwMrAHfgXR8rq8QawG/kuwCL16QPsC7xLfuNhOlbza+kcfj9pPbNhZTe+Ib8xNx7LjJ8rh99PGrcm8E9qzzpI+/ES8HPSLSkj7SEAtqf2VPssHvcBa+fw+0nj5sTKblSrT5vF41ssKFvPzUIRERERyciy2F3qsWQXAHsAuwDRxWfr64VNG/s32QUovsCmrtaT4Sdd3yzA4Vg2YFYXn29ji++opl97+CFwDdkFKKZhQdit0HRmsTGwBbZyfa26oEkeE7Aauivn9DtJMkOBY7Hs0KzOS29gpRvqyVQVERERkZz0A3bA6iF9RrIPfN8DD2EBj2ZqM0lrWBi7OHic5BeMH2EXhluhlVelupWx6dUvkzw4/zpW63atXH8DSdMAYBds+vGXJBsPk7AbdQejzGGpbk6sxvYDdF4bsrPHl8Bt2A3HRmu4S+tYA7gAK62QZDzMBF4BzgNWzfU3EBEREeli8spwCbCaWWvSUTtyGB01JYdi9bbKj4/oqP/2IrboxeSc+ir5GIhNA1yBjjExHx1joh9WL3Q8liHzNjYeRmK1ZUfl32Vpc3MAP8KORUti4242rM7oQCwTvVznbSw25t7CsnEew27ySNcRAMtjgYrh2JhYlI5j0BDsfDSByvPSW1gd0aexmzwi9eoDrI4t2rYENu4Wwo4/g7Bao9/SMe7ex855o7Aatq+g2pFdzdzYeWlp7Bi0OPaZeCgdAfAJ2Oehr7Hz0kjsvPQ4NnNGRERERBL6f4q84qeT02aBAAAAAElFTkSuQmCC" 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" 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-<h3 id="Serial-implementation-without-pruning">Serial implementation without pruning<a class="anchor-link" href="#Serial-implementation-without-pruning">¶</a></h3><ul>
-<li>Now, we add the computation of the minimum distance</li>
-</ul>
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@@ -7848,6 +7954,7 @@ a.anchor-link {
 <span class="w">        </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="n">next_city</span><span class="p">,</span><span class="n">distance_increment</span><span class="p">)</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="n">connections</span>
 <span class="w">            </span><span class="n">already_visited</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="n">next_city</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="n">view</span><span class="p">(</span><span class="n">path</span><span class="p">,</span><span class="mi">1</span><span class="o">:</span><span class="n">hops</span><span class="p">))</span>
 <span class="w">            </span><span class="k">if</span><span class="w"> </span><span class="o">!</span><span class="w"> </span><span class="n">already_visited</span>
+<span class="w">                </span><span class="c"># Add new city to path</span>
 <span class="w">                </span><span class="n">next_distance</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">distance</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="n">distance_increment</span>
 <span class="w">                </span><span class="n">path</span><span class="p">[</span><span class="n">next_hops</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">next_city</span>
 <span class="w">                </span><span class="n">min_distance</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">tsp_serial_no_prune_recursive!</span><span class="p">(</span>
@@ -7856,6 +7963,7 @@ a.anchor-link {
 <span class="w">        </span><span class="k">end</span>
 <span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="n">min_distance</span>
 <span class="w">    </span><span class="k">else</span>
+<span class="w">        </span><span class="c"># Set new minimum distance in leaf nodes</span>
 <span class="w">        </span><span class="n">min_distance</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">min</span><span class="p">(</span><span class="n">distance</span><span class="p">,</span><span class="n">min_distance</span><span class="p">)</span>
 <span class="w">        </span><span class="c">#@show path, distance, min_distance</span>
 <span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="n">min_distance</span>
@@ -7882,15 +7990,26 @@ a.anchor-link {
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+<h3 id="Final-serial-implementation">Final serial implementation<a class="anchor-link" href="#Final-serial-implementation">¶</a></h3><p>Finally, we add the pruning to our algorithm. Anytime the current distance exceeds the minimum distance, the search in this path is aborted and continued with another path.</p>
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-<h3 id="Final-serial-implementation">Final serial implementation<a class="anchor-link" href="#Final-serial-implementation">¶</a></h3><ul>
-<li>Now, we add pruning</li>
-</ul>
+<div>
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" width="600"/>
+</div>
 </div>
 </div>
 </div>
@@ -7912,6 +8031,7 @@ a.anchor-link {
 <span class="w">    </span><span class="n">tsp_serial_recursive!</span><span class="p">(</span><span class="n">C_sorted</span><span class="p">,</span><span class="n">hops</span><span class="p">,</span><span class="n">path</span><span class="p">,</span><span class="n">distance</span><span class="p">,</span><span class="n">min_distance</span><span class="p">)</span>
 <span class="k">end</span>
 <span class="k">function</span><span class="w"> </span><span class="n">tsp_serial_recursive!</span><span class="p">(</span><span class="n">C_sorted</span><span class="p">,</span><span class="n">hops</span><span class="p">,</span><span class="n">path</span><span class="p">,</span><span class="n">distance</span><span class="p">,</span><span class="n">min_distance</span><span class="p">)</span>
+<span class="w">    </span><span class="c"># Prune this path if its distance is too high already</span>
 <span class="w">    </span><span class="k">if</span><span class="w"> </span><span class="n">distance</span><span class="w"> </span><span class="o">&gt;=</span><span class="w"> </span><span class="n">min_distance</span>
 <span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="n">min_distance</span>
 <span class="w">    </span><span class="k">end</span>
@@ -7923,6 +8043,7 @@ a.anchor-link {
 <span class="w">        </span><span class="k">for</span><span class="w"> </span><span class="p">(</span><span class="n">next_city</span><span class="p">,</span><span class="n">distance_increment</span><span class="p">)</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="n">connections</span>
 <span class="w">            </span><span class="n">already_visited</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="p">(</span><span class="n">next_city</span><span class="w"> </span><span class="k">in</span><span class="w"> </span><span class="n">view</span><span class="p">(</span><span class="n">path</span><span class="p">,</span><span class="mi">1</span><span class="o">:</span><span class="n">hops</span><span class="p">))</span>
 <span class="w">            </span><span class="k">if</span><span class="w"> </span><span class="o">!</span><span class="w"> </span><span class="n">already_visited</span>
+<span class="w">                </span><span class="c"># Add city to path </span>
 <span class="w">                </span><span class="n">next_distance</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">distance</span><span class="w"> </span><span class="o">+</span><span class="w"> </span><span class="n">distance_increment</span>
 <span class="w">                </span><span class="n">path</span><span class="p">[</span><span class="n">next_hops</span><span class="p">]</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">next_city</span>
 <span class="w">                </span><span class="n">min_distance</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">tsp_serial_recursive!</span><span class="p">(</span>
@@ -7931,6 +8052,7 @@ a.anchor-link {
 <span class="w">        </span><span class="k">end</span>
 <span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="n">min_distance</span>
 <span class="w">    </span><span class="k">else</span>
+<span class="w">        </span><span class="c"># Set new minimum distance in leaf nodes</span>
 <span class="w">        </span><span class="n">min_distance</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">min</span><span class="p">(</span><span class="n">distance</span><span class="p">,</span><span class="n">min_distance</span><span class="p">)</span>
 <span class="w">        </span><span class="c">#@show path, distance, min_distance</span>
 <span class="w">        </span><span class="k">return</span><span class="w"> </span><span class="n">min_distance</span>
@@ -7963,7 +8085,7 @@ a.anchor-link {
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<h3 id="Performance">Performance<a class="anchor-link" href="#Performance">¶</a></h3>
+<h3 id="Performance">Performance<a class="anchor-link" href="#Performance">¶</a></h3><p>Let's have a look at how well our code performs. In the following block, we create another random matrix and time the execution for both versions with and without pruning.</p>
 </div>
 </div>
 </div>
@@ -7975,7 +8097,7 @@ a.anchor-link {
 <div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
 <div class="cm-editor cm-s-jupyter">
-<div class="highlight hl-julia"><pre><span></span><span class="n">n</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">12</span><span class="w"> </span><span class="c"># It is safe to test up to 12</span>
+<div class="highlight hl-julia"><pre><span></span><span class="n">n</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="mi">12</span><span class="w"> </span><span class="c"># It is safe to test up to n=12</span>
 <span class="k">using</span><span class="w"> </span><span class="n">Random</span>
 <span class="k">using</span><span class="w"> </span><span class="n">Test</span>
 <span class="n">Random</span><span class="o">.</span><span class="n">seed!</span><span class="p">(</span><span class="mi">1</span><span class="p">)</span>
@@ -7991,13 +8113,24 @@ a.anchor-link {
 </div>
 </div>
 </div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=6088ddc9">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<p>You can observe that, especially for larger numbers of cities (n=11 or n=12), the performance of the algorithm with pruning is much better than the performance of the algorithm without pruning.</p>
+</div>
+</div>
+</div>
+</div>
 <div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=733ce76e">
 <div class="jp-Cell-inputWrapper" tabindex="0">
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-<h2 id="Parallel-implementation">Parallel implementation<a class="anchor-link" href="#Parallel-implementation">¶</a></h2>
+<h2 id="Parallel-algorithm">Parallel algorithm<a class="anchor-link" href="#Parallel-algorithm">¶</a></h2>
 </div>
 </div>
 </div>
@@ -8008,7 +8141,7 @@ a.anchor-link {
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<h3 id="Where-can-we-extract-parallelism-?">Where can we extract parallelism ?<a class="anchor-link" href="#Where-can-we-extract-parallelism-?">¶</a></h3>
+<h3 id="Where-can-we-extract-parallelism-?">Where can we extract parallelism ?<a class="anchor-link" href="#Where-can-we-extract-parallelism-?">¶</a></h3><p>Unlike the previous algorithms we studied, in this problem we don't know beforehand how much work is performed since we don't know where the pruning cuts off part of the search tree. Still, we want to divide the workload among multiple processes to enhance the performance.</p>
 </div>
 </div>
 </div>
@@ -8032,10 +8165,7 @@ a.anchor-link {
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<h3 id="Option-1">Option 1<a class="anchor-link" href="#Option-1">¶</a></h3><ul>
-<li>We assign a branch to each worker</li>
-<li>Pros? Cons?</li>
-</ul>
+<h3 id="Option-1">Option 1<a class="anchor-link" href="#Option-1">¶</a></h3><p>The first idea how to parallelize the TSP algorithm is to assign a branch of our search tree to each process. However, as mentioned in an earlier section, the number of branches in the search tree can be up to $O(N!)$. This would require an unfeasibly large amount of proecesses which each do only very little work.</p>
 </div>
 </div>
 </div>
@@ -8059,10 +8189,7 @@ a.anchor-link {
 </div>
 <div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<h3 id="Option-2">Option 2<a class="anchor-link" href="#Option-2">¶</a></h3><ul>
-<li>We assign a fixed number of branches to each worker in advance</li>
-<li>Pros? Cons?</li>
-</ul>
+<h3 id="Option-2">Option 2<a class="anchor-link" href="#Option-2">¶</a></h3><p>Instead of assigning one branch per worker, we can assign a fixed number of branches to each worker. This way, each worker can perform the pruning within their own subtree and less workers are needed.</p>
 </div>
 </div>
 </div>
@@ -8080,16 +8207,26 @@ a.anchor-link {
 </div>
 </div>
 </div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=e3af7def">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="Performance-issues">Performance issues<a class="anchor-link" href="#Performance-issues">¶</a></h3><h4 id="Load-balancing">Load balancing<a class="anchor-link" href="#Load-balancing">¶</a></h4><p>However, this approach has a problem with load balancing. Since we don't know beforehand how much pruning can be done in each subtree, some workers might end up doing less work than others. This uneven distribution of workload leads to some workers being idle, which impairs the speedup.</p>
+<h4 id="Search-overhead">Search overhead<a class="anchor-link" href="#Search-overhead">¶</a></h4><p>Another disadvantage of this kind of parallel search is that the pruning is now less effective. The workers each run their own version of the search algorithm and keep track of their local minimum distances. This means that less nodes will be pruned in the parallel version than in the serial version. This is called <strong>search overhead</strong>.</p>
+</div>
+</div>
+</div>
+</div>
 <div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=d9edf5c1">
 <div class="jp-Cell-inputWrapper" tabindex="0">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
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-<div>
-<br/>
-<br/>
-<br/>
+<div class="alert alert-block alert-success">
+<b>Question:</b> How many nodes are pruned in total when we assign two branches to each worker? Look at the illustration below.
 </div>
 </div>
 </div>
@@ -8107,17 +8244,72 @@ a.anchor-link {
 </div>
 </div>
 </div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=95e952af">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
-<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=7d340c63">
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">answer</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="o">-</span><span class="mi">1</span><span class="w"> </span><span class="c"># Replace with any integer value </span>
+<span class="n">tsp_check_2</span><span class="p">(</span><span class="n">answer</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=d0bc4fdd">
 <div class="jp-Cell-inputWrapper" tabindex="0">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
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 </div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
-<h3 id="Main-performance-issues">Main performance issues<a class="anchor-link" href="#Main-performance-issues">¶</a></h3><ul>
-<li>Dynamic load imbalance</li>
-<li>Search overhead</li>
-</ul>
+<p>In this example, the parallel algorithm prunes less nodes than the serial version because not all workers are able to use the global minimum distance as a pruning bound.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=95643cd8">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div class="alert alert-block alert-success">
+<b>Question:</b> The previous example described positive search overhead. There is also negative search overhead, resulting in superlinear speedups. Can there be negative search overhead in this parallel TSP algorithm? (Provided the workers communicate the minimum distance with each other)
+</div>
+<pre><code>a) No, because we use the nearest city first heuristic. 
+b) No, because each worker has to search the whole subtree before the algorithm completes. 
+c) Yes, because the parallel algorithm does not need to search the whole search tree.
+d) Yes, because the global minimum distance can be found more quickly, enabling the parallel version to do more pruning.</code></pre>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=fff58498">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">answer</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="s">"x"</span><span class="w"> </span><span class="c"># Replace x with a,b,c or d</span>
+<span class="n">tsp_check_3</span><span class="p">(</span><span class="n">answer</span><span class="p">)</span>
+</pre></div>
+</div>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=6190b00a">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<h3 id="Option-3:-Dynamic-load-balancing-with-replicated-workers-model">Option 3: Dynamic load balancing with replicated workers model<a class="anchor-link" href="#Option-3:-Dynamic-load-balancing-with-replicated-workers-model">¶</a></h3><p>In our parallel implementation, we will use a coordinator process and several worker processes. The coordinator process (or <em>master</em>) searches the tree up to a certain maximum depth <em>maxhops</em>. When <em>maxhops</em> is reached, the coordinator creates a job and delegates it to a worker. The workers repeatedly get work from the master and execute it. This is an example of <strong>dynamic load balancing</strong>: the load is distributed among the workers during runtime.</p>
 </div>
 </div>
 </div>
@@ -8128,23 +8320,51 @@ a.anchor-link {
 </div>
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-<h3 id="Dynamic-load-balancing-with-replicated-workers-model">Dynamic load balancing with replicated workers model<a class="anchor-link" href="#Dynamic-load-balancing-with-replicated-workers-model">¶</a></h3><ul>
-<li>The coordinator searches up to a certain depth in the tree</li>
-<li>When the maximum depth is reached, the coordinator delegates the search to a worker</li>
-<li>Worker processes repeatedly get work and execute it</li>
-</ul>
+<div>
+<img align="left" alt="No description has been provided for this image" 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" 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" width="600"/>
+<p>This avoids the performance issues of the previous approach: the workers are not idle since they get new work every time they finish a job. To avoid the search overhead, it is also important that the workers communicate the minimum distance each time they update their local minimum distance.</p>
+</div>
+</div>
+</div>
+</div>
+<div class="jp-Cell jp-MarkdownCell jp-Notebook-cell" id="cell-id=81219a27">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea"><div class="jp-InputPrompt jp-InputArea-prompt">
+</div><div class="jp-RenderedHTMLCommon jp-RenderedMarkdown jp-MarkdownOutput" data-mime-type="text/markdown">
+<div class="alert alert-block alert-success">
+<b>Question:</b> To find the right <i> maxhops </i> level is a tradeoff between...
+</div>
+<pre><code>a) Communication overhead (large maxhops) and load imbalance (small maxhops). 
+b) Search overhead (large maxhops) and load imbalance (small maxhops). 
+c) the number of workers (large maxhops) and the job size (small maxhops). 
+d) buffer for the job queue (large maxhops) and idle time of the coordinator process (small maxhops).</code></pre>
+</div>
+</div>
+</div>
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs" id="cell-id=0cf1ec88">
+<div class="jp-Cell-inputWrapper" tabindex="0">
+<div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
+</div>
+<div class="jp-InputArea jp-Cell-inputArea">
+<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
+<div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
+<div class="cm-editor cm-s-jupyter">
+<div class="highlight hl-julia"><pre><span></span><span class="n">answer</span><span class="o">=</span><span class="s">"x"</span><span class="w"> </span><span class="c">#Replace x with a,b,c, or d</span>
+<span class="n">tsp_check_4</span><span class="p">(</span><span class="n">answer</span><span class="p">)</span>
+</pre></div>
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-<h3 id="Code">Code<a class="anchor-link" href="#Code">¶</a></h3>
+<h2 id="Implementation-of-the-parallel-algorithm">Implementation of the parallel algorithm<a class="anchor-link" href="#Implementation-of-the-parallel-algorithm">¶</a></h2><p>First, let's add our worker processes.</p>
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-<h3 id="Visit-paths-in-parallel">Visit paths in parallel<a class="anchor-link" href="#Visit-paths-in-parallel">¶</a></h3><ul>
-<li>We follow a produce-consumer model using a remote channel</li>
-</ul>
+<h3 id="Visit-paths-in-parallel">Visit paths in parallel<a class="anchor-link" href="#Visit-paths-in-parallel">¶</a></h3><p>Next we will write a simplified version of the algorithm which visits all paths in parallel. The communication between the workers and the coordinator is implemented using a <code>RemoteChannel</code>. The coordinator calls the function <code>generate_jobs</code> which recursively traverses the search tree until <em>maxhops</em> is reached. Then, it copies the current path to the channel. The workers repeatedly take jobs from the channel until the channel is empty. The workers receive the path from the job and continue the search. When they reach a leaf node in the search tree, they print the path.</p>
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" 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" 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@@ -8337,9 +8555,7 @@ a.anchor-link {
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-<h3 id="Simplified-example">Simplified example<a class="anchor-link" href="#Simplified-example">¶</a></h3><ul>
-<li>Each worker generates a random value and updates a globally shared minimum</li>
-</ul>
+<h3 id="Simplified-example">Simplified example<a class="anchor-link" href="#Simplified-example">¶</a></h3><p>We will demonstrate how the workers communicate the minimum distance with each other with a short example. Each worker generates a random value and updates a globally shared minimum. The variable for the global minimum is stored in a <code>RemoteChannel</code>. The buffer size of the channel is 1, such that only one channel can take and put new values to the channel at a time.</p>
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@@ -8360,8 +8576,8 @@ a.anchor-link {
 <span class="w">         </span><span class="n">min_distance</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">take!</span><span class="p">(</span><span class="n">min_distance_chnl</span><span class="p">)</span>
 <span class="w">         </span><span class="nd">@show</span><span class="w"> </span><span class="n">min_distance</span>
 <span class="w">         </span><span class="n">distance</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">rand</span><span class="p">(</span><span class="mi">5</span><span class="o">:</span><span class="mi">10</span><span class="p">)</span>
-<span class="w">         </span><span class="n">min_distance</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">min</span><span class="p">(</span><span class="n">distance</span><span class="p">,</span><span class="n">min_distance</span><span class="p">)</span>
 <span class="w">         </span><span class="nd">@show</span><span class="w"> </span><span class="n">distance</span>
+<span class="w">         </span><span class="n">min_distance</span><span class="w"> </span><span class="o">=</span><span class="w"> </span><span class="n">min</span><span class="p">(</span><span class="n">distance</span><span class="p">,</span><span class="n">min_distance</span><span class="p">)</span>
 <span class="w">         </span><span class="n">put!</span><span class="p">(</span><span class="n">min_distance_chnl</span><span class="p">,</span><span class="n">min_distance</span><span class="p">)</span>
 <span class="w">    </span><span class="k">end</span>
 <span class="k">end</span>
@@ -8380,7 +8596,7 @@ a.anchor-link {
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-<h3 id="Final-parallel-implementation">Final parallel implementation<a class="anchor-link" href="#Final-parallel-implementation">¶</a></h3>
+<h3 id="Final-parallel-implementation">Final parallel implementation<a class="anchor-link" href="#Final-parallel-implementation">¶</a></h3><p>Finally, we add the communication of the minimum distance to the first simplified version. Like in the serial implementation, the workers stop the search if the distance of their current path exceeds the global minimum distance. In total, we need two channels: one to communicate the jobs and one to communicate the minimum distance.</p>
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@@ -8498,6 +8714,17 @@ a.anchor-link {
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+<h2 id="Testing-the-parallel-implementation">Testing the parallel implementation<a class="anchor-link" href="#Testing-the-parallel-implementation">¶</a></h2><p>Next, we will test the correctness and performance of our parallel implementation by comparing the results of the parallel algorithm to the results of the serial algorithm for multiple problem instances.</p>
+</div>
+</div>
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@@ -8527,17 +8754,14 @@ a.anchor-link {
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-<div class="jp-InputPrompt jp-InputArea-prompt">In [ ]:</div>
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-<div class="highlight hl-julia"><pre><span></span>
-</pre></div>
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+<h1 id="License">License<a class="anchor-link" href="#License">¶</a></h1><p>This notebook is part of the course <a href="https://www.francescverdugo.com/XM_40017">Programming Large Scale Parallel Systems</a> at Vrije Universiteit Amsterdam and may be used under a <a href="https://creativecommons.org/licenses/by/4.0/">CC BY 4.0</a> license.</p>
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