From 198d0541cb893495de522793b4f0575f8a46fb0d Mon Sep 17 00:00:00 2001 From: Nicholas Landry Date: Mon, 17 Apr 2023 10:41:58 -0400 Subject: [PATCH] Update quickstart notebook (#338) --- tests/generators/test_classic.py | 3 +- tutorials/quickstart.ipynb | 862 ++++++++++++++++++++++++++----- 2 files changed, 749 insertions(+), 116 deletions(-) diff --git a/tests/generators/test_classic.py b/tests/generators/test_classic.py index db651f17d..7767353f2 100644 --- a/tests/generators/test_classic.py +++ b/tests/generators/test_classic.py @@ -10,6 +10,7 @@ def test_empty_hypergraph(): SC = xgi.empty_simplicial_complex() assert (SC.num_nodes, SC.num_edges) == (0, 0) + def test_trivial_hypergraph(): H = xgi.trivial_hypergraph() assert (H.num_nodes, H.num_edges) == (1, 0) @@ -18,4 +19,4 @@ def test_trivial_hypergraph(): assert (H.num_nodes, H.num_edges) == (1, 0) H = xgi.trivial_hypergraph(n=2) - assert (H.num_nodes, H.num_edges) == (2, 0) \ No newline at end of file + assert (H.num_nodes, H.num_edges) == (2, 0) diff --git a/tutorials/quickstart.ipynb b/tutorials/quickstart.ipynb index b539225b4..74cf2f5b0 100644 --- a/tutorials/quickstart.ipynb +++ b/tutorials/quickstart.ipynb @@ -12,8 +12,6 @@ "\n", "XGI is a Python library to make working with and analyzing complex systems with higher-order interactions easy. We have collected a lot of useful functions, algorithms, and tools for working with hypergraphs and simplicial complexes to make life easier.\n", "\n", - "Main contributors: Nicholas Landry, Leo Torres, Maxime Lucas, Iacopo Iacopini, Giovanni Petri, Alice Patania, and Alice Schwarze.\n", - "\n", "We will\n", "1. Create and load hypergraphs\n", "2. Visualize hypergraphs and simplicial complexes\n", @@ -25,7 +23,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -34,7 +32,36 @@ "import pandas as pd\n", "from IPython.display import display\n", "from matplotlib.pyplot import cm\n", - "import matplotlib.pyplot as plt" + "import matplotlib.pyplot as plt\n", + "import networkx as nx" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "You can easily check the version of XGI that you have installed by using the `__version__` property:" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'0.5.7'" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "xgi.__version__" ] }, { @@ -65,7 +92,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -85,9 +112,20 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "EdgeView(('a', 0, 1))" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "H_build.edges" ] @@ -101,9 +139,20 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{1: {'a'}, 2: {1, 'a'}, 0: {1}, 3: {0, 1}, 4: {0}, 9: set(), 10: set()}\n", + "[{1, 2}, {3, 4}, {0, 2, 3}]\n", + "{1, 'a'}\n", + "{1, 2}\n" + ] + } + ], "source": [ "print(H_build.nodes.memberships())\n", "print(H_build.edges.members())\n", @@ -128,7 +177,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 6, "metadata": {}, "outputs": [], "source": [ @@ -145,18 +194,48 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "print(f\"The hypergraph has {H_enron.num_nodes} nodes and {H_enron.num_edges} edges\")" + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The hypergraph has 148 nodes and 10885 edges\n", + "Hypergraph named email-Enron with 148 nodes and 10885 hyperedges\n" + ] + } + ], + "source": [ + "print(f\"The hypergraph has {H_enron.num_nodes} nodes and {H_enron.num_edges} edges\")\n", + "\n", + "# We can also print a summary of the hypergraph\n", + "print(H_enron)" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The first 10 node IDs are:\n", + "['4', '1', '117', '129', '51', '41', '65', '107', '122', '29']\n", + "\n", + "The first 10 edge IDs are:\n", + "['0', '1', '2', '3', '4', '5', '6', '7', '8', '9']\n", + "\n", + "The attributes of node '4' are\n", + "{'name': 'robert.badeer@enron.com'}\n", + "\n", + "The attributes of edge '6' are\n", + "{'timestamp': '2000-02-22T08:07:00'}\n" + ] + } + ], "source": [ "print(\"The first 10 node IDs are:\")\n", "print(list(H_enron.nodes)[:10])\n", @@ -177,86 +256,252 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Hypergraph named email-Enron with 143 nodes and 1514 hyperedges\n", + "The first 10 node IDs are:\n", + "[0, 1, 2, 3, 4, 5, 6, 7, 8, 9]\n" + ] + } + ], "source": [ "H_enron_cleaned = H_enron.cleanup(\n", " multiedges=False, singletons=False, isolates=False, relabel=True, in_place=False\n", ")\n", "\n", - "print(\n", - " f\"The hypergraph has {H_enron_cleaned.num_nodes} nodes and {H_enron_cleaned.num_edges} edges\"\n", - ")\n", + "print(H_enron_cleaned)\n", "\n", "print(\"The first 10 node IDs are:\")\n", "print(list(H_enron_cleaned.nodes)[:10])" ] }, { - "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ - "Likewise, one can load from a file. In the `readwrite` module, there are functions for handling a variety of file formats. We may also be interested in the *dual* hypergraph formed by considering nodes to be genes and edges to be diseases:" + "#### Random null models" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Lastly, we can create synthetic hypergraphs using random generative models. For example, we can extract the degree and edge size sequence from this dataset and wire them together at random (according to the Chung-Lu model) to create a random null model:" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, "outputs": [], "source": [ - "D = H_enron.dual()\n", - "print(f\"The hypergraph has {D.num_nodes} nodes and {D.num_edges} edges\")" + "D = H_enron_cleaned.dual()\n", + "k = H_enron_cleaned.nodes.degree.asdict()\n", + "s = H_enron_cleaned.edges.size.asdict()\n", + "\n", + "H_random = xgi.chung_lu_hypergraph(k, s)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "#### Random null models" + "We check whether this new hypergraph is connected and if not, the sizes of the connected components:" ] }, { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "connected = xgi.is_connected(H_random)\n", + "if not connected:\n", + " size, num = np.unique(\n", + " [len(cc) for cc in xgi.connected_components(H_random)], return_counts=True\n", + " )\n", + " print(size)\n", + " print(num)\n", + " print(\"The connected components:\")\n", + " display(pd.DataFrame([size, num], columns=[\"Component size\", \"Number\"]))" + ] + }, + { + "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ - "Lastly, we can create synthetic hypergraphs using random generative models. For example, we can extract the degree and edge size sequence from this dataset and wire them together at random (according to the Chung-Lu model) to create a random null model:" + "### Converting between different representations" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Incidence matrix\n", + "\n", + "Any hypergraph can be expressed as an $N \\times M$ incidence matrix, $I$, where $N$ is the number of nodes and $M$ is the number of edges. Rows indicate the node ID and the columns indicate the edge ID. $I_{i,j}=1$ if node $i$ is a member of edge $j$ and zero otherwise." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "I = xgi.incidence_matrix(H_enron_cleaned, sparse=False)\n", + "plt.spy(I, aspect=\"auto\")\n", + "plt.xlabel(\"Hyperedges\", fontsize=16)\n", + "plt.ylabel(\"Nodes\", fontsize=16)\n", + "plt.show()" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "k = D.nodes.degree.asdict()\n", - "s = D.edges.size.asdict()\n", + "#### Bipartite network\n", "\n", - "H_random = xgi.chung_lu_hypergraph(k, s)" + "Any hypergraph can be mapped to an equivalent bipartite network, $G$, where nodes become nodes of the first type and edges become nodes of the second type. A bipartite link $(i, j)$ of $G$ indicates that node $i$ is a member of edge $j$." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "G = xgi.to_bipartite_graph(H_enron_cleaned)\n", + "nx.draw(G, node_color=\"black\", node_size=10, width=0.5)" ] }, { + "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ - "We check whether this new hypergraph is connected and if not, the sizes of the connected components:" + "#### Adjacency matrix\n", + "\n", + "We can represent a hypergraph with an $N\\times N$ adjacency matrix, $A$, where $N$ is the number of nodes. The adjacency matrix is a lossy format; different hypergraphs can create the same adjacency matrix. $A_{i,j} = 1$ if there is at least one hyperedge containing both nodes $i$ and $j$." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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sCDJdk8nQisxUMTL58Zv+R/exJsogSlcHHF1lUC2rymcXlig+bxPXP27XtVdc8xUUW2BERGQlq1tg/SfzVaXSsUNm5gCTswn4bZeZdNbkZL6DncctTV0tZRVBlvtQiRAEmaA66mVhZBVLa4DCxxYYERFZiRUYERFZyeoQoo5OHG5kwlV+k9+KPjhXDQmFFV7z2lfmAbyu8KUJqrOA6MpnXDpfMORHccEWGBERWcnqFphXJw5drTKVjh26uqfHkcrKzn2prCIcpLWqu9UWxXIftonbzCBUfNgCIyIiK7ECIyIiK1kdQuzficPkcilBVnaOW8gkyuVATM4uEeWMCFHODBJElGG8uFyDYhDXcGzUoXK2wIiIyEqswIiIyEpWhxD790KMYlyQrlBllCsyy/SqDHtFZjfFPJWU6lg50WPjsD6UzHhIk9OwBelZG1bvV91/26IO/enCFhgREVnJ6hZYf7paQaq/sEy2gnTRlccg6ahMjKzrF6zqjB9hfU5ev9xVZwHpe4wNK/PakEdbFNtEzGyBERGRlViBERGRlYoqhKj6AF00RCazXlVYY8dUOmQEyY+uThyiYVvVh84yD9NFJyxWKbdbHgfbbnIV4iDfk7DDRrrXWBvKwuq0E9a4NbbAiIjISkXVAnOj64F3kF8Sti33YVJYS4lEuaSJCXGdeYFIRFj3LVtgRERkJVZgRERkJatDiF6T+foRnbXA5CSzOkf8q5zH78GuaCcPmYftop1BgnR6MBl+c0tb5vPW1WFDZT01mXSCnEdX2m55N9mhJe5pqii20DRbYEREZCVWYEREZCWrQ4j9J/N1M1jYxivUoTPk4ZUnE9MwiR6rOo5JZryZ17GqE976pWmyF6LoeWTyo2t8nM5eqaLnMSnKyXyjTlOFzHR5ccYWGBERWUl7BdbY2IhLLrkEp59+OsaPH4/Zs2ejvb29YJ8TJ06goaEB48aNw9ixYzFnzhx0dHQEPlc2mx3wML3/K5FI5F+iZI7x45Ynt/yqvnSVse92lWuherxXuXTlTeaYIOd22080Hbf7Jmpuedf1cuN3f+u+Lia+/2SG9gps+/btaGhowM6dO7FlyxZ0d3fja1/7Go4fP57f5/bbb8fLL7+M559/Htu3b8ehQ4dwww036M4KEREVsYRjOAD6u9/9DuPHj8f27dvx13/918hms/iLv/gLPPPMM/j6178OAPjggw8wefJkNDc34ytf+YpvmrlcDqlUakA3etU502TiwzLPgsLu5h2XX5K6591TTUdllhWZ8wQhml/V52pxIzNvpNd+QagO3/BKM27PmeLwDKz/33EZxjtxZLNZAEB5eTkAoLW1Fd3d3airq8vvM2nSJFRXVwtXYL28OnGoTC0U5APV/VBU9Y+dX350f6FkrrPMj4IgY4FEy2hyjJ/qMaLpmEw7LG6dg/wqabftMp2V/L47fve3iUovDLoq+6jLYrQC6+npwdKlSzFz5kxceOGFAIBMJoORI0eirKysYN+KigpkMhnXdLq6utDV1ZX/fy6XM5ZnIiKyg9EKrKGhAe+88w7eeOMNpXQaGxtxzz33aMpVMGH90tAV+vPLr0oozUQrMw6//KP+FeklrGvldh6vThWmyLTORfMjE+4zOeSA1BnrRr9kyRJs3rwZ27Ztw9lnn51/P51O4+TJk+js7CzYv6OjA+l02jWtlStXIpvN5l8HDhwwlW0iIrKE9grMcRwsWbIEmzZtwtatW1FTU1Owfdq0aRgxYgSampry77W3t+OTTz5BbW2ta5qlpaVIJpMFLyIiGtq0hxAbGhrwzDPP4KWXXsLpp5+ef66VSqUwevRopFIpLFq0CMuWLUN5eTmSySRuueUW1NbWBurA4cZE76qwOju47ScayhDt9ND3/SAdP7zes4VXueMiytCqiQ4vKoKEL3WFgmV6yfoJI0ytet/EJaQvQ3sFtmHDBgDA3/zN3xS8/8QTT+Af/uEfAAAPPfQQhg0bhjlz5qCrqwuzZs3Cj3/8Y91ZISKiImZ8HJgJveMHVOgutuq4FZntokS70ZsYUyRzHr8OBSoP4+N8u6uWW+Y8Xmnb0oEk7KEhfsK+76JogekolxXjwMIUx8G7vWTyJvrFNt1z0Ss/MqKoROJccfWKQ4/MwfIRdpjJ75428f2O29+MsNjw3RgMJ/MlIiIrFVULrJiJjlERfRgv84s6Lr/UTEwB1UtX+MfmB+OioiijyZCcrmnA/NL0EtYMOiLnNH2sDmyBERGRlViBERGRlYo2hGhiTEcciDbZwxrTFUVPP5UxSzITNcuwbZJdmWsal844ceuF6JaWapg+yum7TB2rA1tgRERkJatbYP3XA4tba0vXelWDbfc652D7i44DE81jkO1e5wmStuhQApOzbpgYeyNzXUx0xtHVeUX0fKqdJ3R/tjqveRyGHLjtq3r/Rt3y6sUWGBERWYkVGBERWcnqEKIKr1CHzLRFfu/5HevX6SToFFAyK8n6MRmilQkZ+a2ca2L9MtHtQcI6oveiH92fj670VEPTfmnp7ryhMzwW9hRmcQnthYUtMCIislLRtsB0/YLVNYmu6LllfrlHMXuESmeQvmydGcSvk4zIvrLnCdKiUZm1JOzZNfoKEvmQmWXF61idQ1Di2iIyMeSAM3EQEREJYgVGRERWKqoQol9zX9fDZJVOGoMdLxOq0DVORxeZdaZk0jYxhk3lWNX7QXS72zaVsYKy+4Ux7iqskLJMuFVXqD0Ik7ONxDXMKYItMCIishIrMCIispLVIcRUKlXwf5nxUG6imJJKZb2vIOOMVMaJhbUulsyExUHS9OIXUtIVZhLdbnN4x0RILgxxyw8Qn3x4ieK6sQVGRERWsroF1n8yX11LPphuaYiOfRL95a46dswr7SD8yqXyOQXpoKPSapPpDCLaKlad1Dasjj66fj2rdL6QiUSoMtFZJGg+Zb47MlQ7AsUFW2BERGQlVmBERGQlq0OIQZkYKyQ6/ZRomC+sEIIM1am2vEKMOsMYXtffxPXzC+t67SeTTpA0ZZgcU+d3PtH7QXUCZZWwr8lxYIPtF8Y1lxF1yJEtMCIislJRtcBMLP8Q1q9at/OpdEwwvQSIKJl8hDWMQXUSWZXzqKSj81evzHAT3Z+PaitTV+ctHcfGXRRDhExiC4yIiKzECoyIiKxUFCFE0fBaWKEBXZOqmgiDyIwDCzojhd8ksLrWs1INh5gcUxO3MJTONa7CCEOZGN+mek6Zc8ftPlCZoSiIsL4HbIEREZGVWIEREZGViiKEqGs9JpNsm65F18TIg6UZByamKIrrZxvXfFG4wvoOcjJfIiIiD0XRAvMiM7ZJ5iGtrnE0qhPhmpiBQKUjhcykrCbHzPmlo3PfoMfomkjYxHlUzxlU2LOBDBXFdt3YAiMiIiuxAiMiIitZHULsXZFZZv0nr3BWkMlFdU/mq2syz7A6XAS5Fm7XUmUC1SCfrVfafmSuZRTTcrmdW3Rfv8/EJBPrpMkwsYK0reMCw05HFltgRERkJatbYP1XZHYj86A/yMNyXcuBqP7KD7JN5Ny6fvXK7Ce6rIhq5xUTMy+YOF53On0FjUSY4Pd5q+TDb1YYv/dUxa3l1cv0PcmZOIiIiDywAiMiIisZr8AeeOABJBIJLF26NP/eiRMn0NDQgHHjxmHs2LGYM2cOOjo6AqedSqWkHzgnEokBL5V0TKQtc26v/XTmxy1Nx3F8O9R4dbwwea1MEs27335u22WOUeV3T+s+d+990z9sqDttt/P0ZeL+i+s9bfr75ve3QBejFdju3bvxk5/8BF/60pcK3r/99tvx8ssv4/nnn8f27dtx6NAh3HDDDSazQkRERcZYBXbs2DHU19fj8ccfxxlnnJF/P5vN4j/+4z/w4IMP4m//9m8xbdo0PPHEE3jzzTexc+dO7fmQ+aVhS2tA5Nek7C93mVZb/5aY4zhGWriiZfA7RiZfKtfFRDpREC2P6Ev13DR0GavAGhoacM0116Curq7g/dbWVnR3dxe8P2nSJFRXV6O5udk1ra6uLuRyuYIXERENbUa60T/33HNoa2vD7t27B2zLZDIYOXIkysrKCt6vqKhAJpNxTa+xsRH33HOPiawSEZGltFdgBw4cwG233YYtW7Zg1KhRWtJcuXIlli1blv9/LpdDVVWVlrRF9Q1b6BrbJJOmDJMT88qs7CyTX9VrJZPfODAxo4dqGcMI4UXxOQyFFZl7xTVfQWkPIba2tuLw4cP48pe/jJKSEpSUlGD79u1Yt24dSkpKUFFRgZMnT6Kzs7PguI6ODqTTadc0S0tLkUwmC15ERDS0aW+BXXHFFfjNb35T8N7ChQsxadIkLF++HFVVVRgxYgSampowZ84cAEB7ezs++eQT1NbW6s4OEREVKe0V2Omnn44LL7yw4L0xY8Zg3Lhx+fcXLVqEZcuWoby8HMlkErfccgtqa2vxla98JdC5wpxKym9f1RBjWETzKxPGc/sc/EKnXun55SfKKZqiCCOFNf2RTD7cyHzO9Gcyf1Nkwrs2fyaRzIX40EMPYdiwYZgzZw66urowa9Ys/PjHP44iK0REZKmEY2H1m8vl8kup6KRrORVd53bb7kb1V1fY42ricm63PARZSkMmfVFe6ahOdCvaKg5LkGtmsgOUaMte5n7RNcG36v3pxuQk0V5p9/4d742kyeBciEREZCVWYEREZKWiXw/MT1hjP2TGQKlQ7Yjil6bKNVcNYakcE3SbatpxJNoZxHTY3EuQTj1hnVPm3Cr5NNG5SHcHqMHukbC+E2yBERGRlaxugfV25FDp4CDTNVzmQarJX7B+Xd5Fj9F1br99++4n8+Bchu6H6X7b49wqk2kBh93JI8j3slg7cZiguxNM1OViC4yIiKzECoyIiKxkdQixl+6xDyZm4gg7ROO1Tthg+8qEbWTGRUVBJTxsopOH37VU+Zxk8mP6ob7KMW7bw+rEoRo+DuP+j2IWoLiERtkCIyIiK7ECIyIiK1kdQlSZzDcObJuIVTQ9v1CYDBOT+UYZ/lAJ40UdtvHi930TLXdcyhhlPmQmHw9rKqm4fD5sgRERkZWsboH1n9A3yEPYoA/JVVcrNjnOSXVcmkqafr+eRa9lkEmMVcZyyUwc65dOlKttu4nLCtMmO3GEJcrJcUWjDjqvj+jfCtGxrqY/L7bAiIjISqzAiIjISlaHEEXWkVF9QCnTFDb5UFQmXBWXiU9VpuUy2WFD9bONshNCWGOkRM892Hav/aKYuFdUnMfHuW2Tmc5NZtya36OVsD4ztsCIiMhKVrfAeul+0KprRWYTD/pVWywqk+fKPFR2Oz5IN3td3f5VfhGqpq17suQg5zPxSzhIJxyR/eLSJVsXXa3iKCJBQUX92bEFRkREVmIFRkREViqKEKJoONDvfV0P+t3OYXJGEL+0VUI+JtLRJY7X18QYIN3Hxm1GGjc2rwcW5awxUYf0wsYWGBERWYkVGBERWakoQoi2hURktrsRnebK69ggx8d5YmSZ6b/IjmsVl6mxvNiQx2LEFhgREVmpKFpgMp04wqY6I4VK2kNNXFaLJT1s+BxtyGMxYguMiIisxAqMiIisZHUIUWQ9MF10jv3QNXGvW3pB1ucKmh83qmOORKfVinLSWjcyE6jqPKdK2lFOPuxG5rMNa4JqmSmyZCbHVQl7m5ySbrB94xKmZwuMiIisZHULLIzlVPzSUZmYVyYfQbZ7Uc1v0MmQ/Y6N4he3zPAB0bzruh9MzjihM00VqhNLmxTWDBiik4aH1XoW/T5GfS+xBUZERFZiBUZERFayOoToJS4PGb3oWiPMZH76v9+f6dCe7vTjPGNHWGHHOH8nekXxmcRlvbWw2VwetsCIiMhKRdsCs+GXhG2/jmUeaOtqZYa1fEaUrbE4f/Zhi+Iz4ZIl9mELjIiIrMQKjIiIrFS0IcSwxW1cit/xQcbW6J6pI4oxX15MrOwc5crMxRbiKrbyeBlKZdWBLTAiIrISKzAiIrKSkQrs4MGD+OY3v4lx48Zh9OjRuOiii/DWW2/ltzuOg9WrV2PChAkYPXo06urqsHfvXhNZCU0ikci/4nyeMPJoguM4+ZdJfa+vyvl03Q8y6YR1L4alb3mKqVxuoihjWN8tE7RXYH/4wx8wc+ZMjBgxAq+88gree+89/PCHP8QZZ5yR32ft2rVYt24dNm7ciJaWFowZMwazZs3CiRMndGeHiIiKVMLRXO2uWLEC//d//4fXX3/ddbvjOKisrMQdd9yBf/qnfwLwp0l5Kyoq8OSTT2Lu3Lm+58jlckilUkKT+Q5GtBODzISvUQpr4lPdM53EZWxYkHN6CWtpH9F8BLlWNsxiE2dxntnC5GcbtNw6/o5rb4H94he/wPTp0/GNb3wD48ePx9SpU/H444/nt+/btw+ZTAZ1dXX591KpFGbMmIHm5mbXNLu6upDL5QpeREQ0tGmvwD7++GNs2LABEydOxGuvvYbvfOc7uPXWW/HUU08BADKZDACgoqKi4LiKior8tv4aGxuRSqXyr6qqKt3ZJiIiy2gfB9bT04Pp06fj/vvvBwBMnToV77zzDjZu3IgFCxZIpbly5UosW7Ys//9cLoeqqiqhFZmDPvyW5Re6i8vEvV4hBF0rC5t4AB1kxWYvula89Tuf6jXQVUaZfKiusq37fLaJc3lM5q0o1gObMGECzj///IL3Jk+ejE8++QQAkE6nAQAdHR0F+3R0dOS39VdaWopkMlnwIiKioU17BTZz5ky0t7cXvPfhhx/inHPOAQDU1NQgnU6jqakpvz2Xy6GlpQW1tbWBzpXNZgu6gMp0Qe17vFtXUq/3vGauCHqMCrdyBylPWFTOrXr9dJW7fxd7r89ZRzd8N7L3qq1dpW0TZXd/vyEHxTYMQXsI8fbbb8dll12G+++/HzfeeCN27dqFxx57DI899hiAP13ApUuX4t5778XEiRNRU1ODVatWobKyErNnz9adHSIiKlLaK7BLLrkEmzZtwsqVK/Hv//7vqKmpwcMPP4z6+vr8PnfddReOHz+OxYsXo7OzE5dffjleffVVjBo1Snd2iIioSGkfBxaG3vEDvbyKoDpmxmu/IOn7HRP2Gleq+ZFZS8ur80qQThpRduLwS1O0k4zMdtH8uOXNKxwpm6ZJuq6VzDmDdGKxdUxdHMaqxXIcGBERURhYgRERkZWsXg+sf9PTrVmsGu7Tua/KMUGphoRkQgy69wtyTNhhEL8xfn7HyGyXIRoeFg2DhiWKa2Xi/o1b6LBXXPMVFFtgRERkJatbYEGp/OqIw0NPkXyIPlRWTUf3NdD54Fw0Hb98yHSI8TqnrllAZK5V3DppBBHWBNW6qNyrfquDx63cfp2DTGMLjIiIrMQKjIiIrFRUIURdnRGChG1UwhsmOkr4hRpUxhfJjHdyO15m0mCVsV99j9f1AF5mnJJqfv1Cml5l1BnSCXsy37iFzfyo5Ffme9tXlOvqRfE5sQVGRERWKqoWWF9uvxJ1LRcic26Z7vy6hJWfYpokNAjR4RtBrrnJa6naOgwDZ+IQN9RaXX2xBUZERFZiBUZERFYqihCiTDPdZNPXxEN9L6qTD+vKj6504jLmTpRq2MbrepkI9ap28ohDuJEzcYR7jrhiC4yIiKzECoyIiKxUFCFEr5BIXMJRYYUsw+ppaZINeVQlsybaUDLUy29asVxftsCIiMhKRdECE32oHOU4MNV0VGbQ0DUOLKyxS2G1RHSN0VHNr8ysJipsGwfWl8nWqq3jwGQUS2ufLTAiIrISKzAiIrJSUYQQwwq9eJ3bxEN5Xceormelcm6Z/WQ+u7Cvb5DP1i9M53W8ic9O1zgwmSmedE1gzXFgauKar6DYAiMiIisVRQvMTdgTVAb5lajrob3oxLFux5h8CO52PhNUOkyIpOl1LVUf9Mu0TuLS3V60xSiz3Y1tKzK7kemQJXov6upEJHN81PciW2BERGQlVmBERGSlog0hhrVSssx5vEJBYTXDZcKXfiENt3LJjDmS+Zz8yFxf0Wsk03FGdExdkLTDunfCWJHZthChH9UOIiphW9lzmj5WB7bAiIjISkXbAlNpbUXZ5V0XXd2VZag+yBfNe5QtjiDd21XyqRoNcKM6e0TUv7rJPJOzy+jEFhgREVmJFRgREVmpqEKIuiYplWk+61oVWUZYk/mqhrB0deIIa6YOXXlQyW+Q+0Z0tW3R70nYs9kMdm4TY5/cFMNkvqrjzUSOFRFWedkCIyIiK7ECIyIiKxVVCFF1yh/RY2T3VTlGND2VcWk682HyfHHoBRckBKv7+poYZxdkOrIwhHXPyqQZ58l8w+5xHDW2wIiIyEpF1QKLcuxT3JguV9jXzcRyNarju0TTDvsBftw6DAw1JibHjUOr2I3MEkE6sQVGRERWYgVGRERWKqoQYlymFoqDsDoWhCWKsSpe448Gmyoq7FCPLZ0ZhhKbJ8dVwfXAiIiIBGmvwE6dOoVVq1ahpqYGo0ePxnnnnYfvfe97A36xrl69GhMmTMDo0aNRV1eHvXv36s6KMY7j5F+iEolE/hWGvnl0e/kJO79x5nct3LaHdf36nsfrJfPZU3zE9Xsr87dQJ+0V2Jo1a7Bhwwb86Ec/wvvvv481a9Zg7dq1ePTRR/P7rF27FuvWrcPGjRvR0tKCMWPGYNasWThx4oTu7BARUZHS/gzszTffxPXXX49rrrkGAHDuuefi2Wefxa5duwD8qcZ++OGH8a//+q+4/vrrAQD/9V//hYqKCrz44ouYO3eu7iwREVER0t4Cu+yyy9DU1IQPP/wQAPCrX/0Kb7zxBq666ioAwL59+5DJZFBXV5c/JpVKYcaMGWhubg50rlQqFSi84/dSESSEEyRPOvItk6ZbaEBX3kyE3ETzIXOeICFYr31lrovfOfzO7Zdf0WtlMjQlc24T+ZH5PulKUxfRkF7YoUZTtLfAVqxYgVwuh0mTJmH48OE4deoU7rvvPtTX1wMAMpkMAKCioqLguIqKivy2/rq6utDV1ZX/fy6X051tIiKyjPYW2M9//nM8/fTTeOaZZ9DW1oannnoKP/jBD/DUU09Jp9nY2IhUKpV/VVVVacwxERHZKOFo7j5SVVWFFStWoKGhIf/evffei5/+9Kf44IMP8PHHH+O8887D22+/jYsvvji/z1e/+lVcfPHFeOSRRwak6dYCc6vEdK7jE1SQtHU32/3GIYmeT+b6iYS7wmDysy02fp+j32cb9ndHNG+q+TKZJu/JgXK5HFKpFLLZLJLJpFQa2ltgn3/+OYYNK0x2+PDh6OnpAQDU1NQgnU6jqakpvz2Xy6GlpQW1tbWuaZaWliKZTBa8iIhoaNP+DOzaa6/Ffffdh+rqalxwwQV4++238eCDD+Lb3/42gD/9Ilm6dCnuvfdeTJw4ETU1NVi1ahUqKysxe/bsQOdSqbl1/dpyS0cmbb8Jak38OuwvrFakaAtAR/q60hQ9n1+HCa/9ZK6B6nVTabHr4nctZI53I3qtoozk+NF17mKJWGivwB599FGsWrUK3/3ud3H48GFUVlbiH//xH7F69er8PnfddReOHz+OxYsXo7OzE5dffjleffVVjBo1Snd2iIioSGl/BhYG2dipiec1Ms+XvFoIqi0wXb+oVX8Vi6ZjcmkUv3zoYlsLzO9eisNzTb/nbyaulejzKplIha5rVkwtMB3PwIpqMt9iMNjNJPqH0eu9wdJTqYSjDD2FJco/WH758XtftEOGTAedsOi6lhb+Vh+gGMqgEyfzJSIiK1ndAkulUgX/L4ZfJ6phurBbRqppx+VXvpcg91UY9+Bgn61ox4T+M1r0J3oPmQhDyUQTaOhiC4yIiKzECoyIiKxkdQWWzWYjX4/GJL+yxaHcqtc/DmUgd30nfHX7nE1892TSK4ZJaUmO1RUYERENXazAiIjISlb3QhQRxfQ8MtNG+R2rEqaRyY+u6bCCDN4NKoqwkcx1kelZ59UTUDVkZ7LHoAy3/EQRVhY9Z9x6pcqIa76CYguMiIisVFQtsDhMj2JanMsYVotoKDywj8M0QX7Tmg2FWVhkFMNkv7acmy0wIiKyEiswIiKyUlGFEOMWUjMhzmUMaxLYuE02GzdhTX5rYgJgk5Mhh7VOXJTf0aF2brbAiIjISkXRAoty8lFRJs9dbC2ROHdUCUsYy7LopHsdOhP3gC3XMqih/H1hC4yIiKzECoyIiKxUFCHEXkFCFkFDNMXSTI8yNMWVn8XZeo/p6thha/lVBVlJ3e29oXat2QIjIiIrFUULzOsXhK6WU1zmn/NLW+YXHJEJQ7X1rPI3R2a17aGMLTAiIrISKzAiIrJSUYQQ3QyFUIVtZB7qez20LubP2LZxYF78JgUuNlGOWyuG+yUItsCIiMhKrMCIiMhKRRtCHAphJipexRoKYs860oktMCIispLVLbBUKlXwf79R6qKCHKPrV6RKS7FvHvwmQ/UamyNTbrfz+KWjukyH6Hnc0oxiPJ/Jh/oyaasuK2Ky5eQ3dsyGyEoxTRTud86oW9FsgRERkZVYgRERkZWsDiFms1kkk8mosyFNNYynek6v91TSU6U7jzqOLyYmJrBWuX/9zjPUVhn24hf+DSucGJfrwhYYERFZyeoWWC+vB7qmJ7rV9TDZ7dyiv6aC/CqT2W4yHb+H8jKtBdF0dLV6VT6nvseolMHv3H7H+J1btJUkkx+ZTj1Bjhclej+E1TJ1o9pBqlexDGdgC4yIiKzECoyIiKxkdQix/zgwN6qhKT+ioROZ8Jvf8aJUw3heaZoIobqlGSSM5BW2CZK2aPhH9PqqjrMTPXcQXvdlWKv7io776/u+iQ5QoveL33a3cZmiVO9FUaodP1THEurCFhgREVmJFRgREVnJ6hCiTePARMNQQUKRMiEPkTyoHqMa9lLtaWZrr6qw8h236yMaEu77/lAb7xQ3cZnSiy0wIiKyUuAKbMeOHbj22mtRWVmJRCKBF198sWC74zhYvXo1JkyYgNGjR6Ourg579+4t2OfIkSOor69HMplEWVkZFi1ahGPHjikVREQikfB8qaTpd54g273O4zhO/iWy/2CvvumI5sfvmKBl6buvrs/BL099y+D2ciuvTHnc0vQro2g6fscEya/u74MMmXtV9F4MUkbRayBzr4tSvRdFDXZ9g1I5VofAFdjx48cxZcoUrF+/3nX72rVrsW7dOmzcuBEtLS0YM2YMZs2ahRMnTuT3qa+vx7vvvostW7Zg8+bN2LFjBxYvXixfCiIiGnocBQCcTZs25f/f09PjpNNp5/vf/37+vc7OTqe0tNR59tlnHcdxnPfee88B4OzevTu/zyuvvOIkEgnn4MGDQufNZrMOACebzQbOr9dLhl+abml7bfc7Juz86DyPVxlNfw4miZ5H5rroOvdgx8i8dJO5V3WVxy8dv/yKli1uwvpueJH9O96X1mdg+/btQyaTQV1dXf69VCqFGTNmoLm5GQDQ3NyMsrIyTJ8+Pb9PXV0dhg0bhpaWFtd0u7q6kMvlCl59iTbTnQDhI1F+abql7faeX2jEjds2XWUJsm/Qa+q23fTnYJLoeWSui65z+x0T5fXzy6NbuGuwEFjQ/MqETGW+JyaohHqD/J0RyUOYIee+tFZgmUwGAFBRUVHwfkVFRX5bJpPB+PHjC7aXlJSgvLw8v09/jY2NSKVS+VdVVZXObBMRkYWs6IW4cuVKZLPZ/OvAgQMF26P6lagqyC9y0ZacyXSo+MjcQ2GL8txxY6LFo3J9o/5stFZg6XQaANDR0VHwfkdHR35bOp3G4cOHC7Z/8cUXOHLkSH6f/kpLS5FMJgteREQ0tGmtwGpqapBOp9HU1JR/L5fLoaWlBbW1tQCA2tpadHZ2orW1Nb/P1q1b0dPTgxkzZujMDhERFbHAM3EcO3YMH330Uf7/+/btw549e1BeXo7q6mosXboU9957LyZOnIiamhqsWrUKlZWVmD17NgBg8uTJuPLKK3HTTTdh48aN6O7uxpIlSzB37lxUVlZqKxiJ6w1HMERDNnILp/Xey1F1LqCQOAFt27bNtbvpggULHMf5U1f6VatWORUVFU5paalzxRVXOO3t7QVpfPbZZ868efOcsWPHOslk0lm4cKFz9OhR4Tzo6H4ZN73XUXd6ImnqPjdREG5/T2SOcTvebz/RdOLChjyK0vF3POE49v3szuVySKVSVs2FGLb+szmI7CtzKwQ5D5EbrxZUkGPc9E1HpjUWt3ta5lrFlY6/41b0QiQiIuqPFRgREVnJ6uVUionujhS2hhUoGqqh4Lh2BBqsXOzcURzYAiMiIiuxAiMiIisxhEhKYZ+4hYxIzlD4HN3CiQwlqom6FzJbYEREZCW2wGJC96+XqH8Z0dAS9j2m2iHDq9MJW2Xiov7bwhYYERFZiRUYERFZaUiFEP1CA6pTKYmmLTr5qNsxMlPs+E0/ozKVj0w6fg/TTXwOXvlQDYOI5t1vP5lroHqMjDDCRkGuVdjCmqbNjd/3Tde9aAu2wIiIyEpWt8BSqVTB//1+SZj4pSGTplurQ7RF05fbMaItOa98iXDbV/R4lWODpGniGJV0TNyfqsfEdQaNsPIjE31Q/Z6o0BVFitvnLYstMCIishIrMCIispLVIUTbuYVyRMOGQdL2ez9u4QSTnTziVtaoxe16iHZuiSLfqt89kbRlwpcmOmSIdqKJ+v5hC4yIiKzECoyIiKzEECIR0SA4AXC8sQVGRERWKqoWWBQzDMTh15jqTBsqM3H4kZmJQ4buCV1lz23bTBwy1z/smTj8tuvuuDBYerrGasZBsaxUzRYYERFZiRUYERFZqahCiFE0002Mu9Cdh7hMYeR1rGoYg1NJqR0TtxCXaohb9ZxegoRgwxhDFdZ9oyvMr/OzYwuMiIisVFQtMCLA+2F73FoaZDeZjh/9t0VN1+w/osfqLDdbYEREZCVWYEREZCWrQ4jZbBbJZDL/f5tXGbUtvyaJdjIY7PPW3UlBZnLhKO/FsM6ta/xbFOv4iTKxTp3JyX5Nr28mem6RSZdzudyANR2DYguMiIisxAqMiIisZHUIsbf5KbpGkK7luIOk6Za21zEyU0CJvid7Hjcy53HbT2W9ryBjx8Iat+Z1L4Y1lZSuacAGE3RNLtXvVdhrYAW5frrWq/Oj+1qbuL5RhHrZAiMiIitZ3QLr34nDT5S/jPyO0fXwNayH5CoPp1UfbLv9UrbhQb+J1XajnIHEpCg6doR1/8ZBnDvOBMEWGBERWYkVGBERWcnqEGIxsaXJHgdD6VoNpbLaSGWi4bAmKQ5CZZ0/v/T8Jj6WwRYYERFZiS0wIiJJMq0KmZWdyR1bYEREZCVWYEREZKXAFdiOHTtw7bXXorKyEolEAi+++GJ+W3d3N5YvX46LLroIY8aMQWVlJb71rW/h0KFDBWkcOXIE9fX1SCaTKCsrw6JFi3Ds2LHAmU+lUmx6k5BEIsF7hQLrvW/8XqppO44TeQcOE3rL5TjOgLJms1nl9ANXYMePH8eUKVOwfv36Ads+//xztLW1YdWqVWhra8MLL7yA9vZ2XHfddQX71dfX491338WWLVuwefNm7NixA4sXL5YvBRERDTkJR6HaTyQS2LRpE2bPnj3oPrt378all16K/fv3o7q6Gu+//z7OP/987N69G9OnTwcAvPrqq7j66qvx6aeforKy0ve8vdPwB52JoxjomnPN5qVnVASZM1FlFecoP6e4fLa6VsGOY3fzMIRVbpX7ReVYHX/HjT8Dy2azSCQSKCsrAwA0NzejrKwsX3kBQF1dHYYNG4aWlhbXNLq6upDL5QpeREQ0tBmtwE6cOIHly5dj3rx5+Ro2k8lg/PjxBfuVlJSgvLwcmUzGNZ3GxkakUqn8q6qqymS2iYjIAsYqsO7ubtx4441wHAcbNmxQSmvlypXIZrP514EDBzTl0j59H4rGIZ0gZB5+u+2n8uC8b7ndXm77qp5HhUw6UXy2XlQ7O/h9TsXErWNHkHKLdjYZ7DxBRf2ZGBnI3Ft57d+/H1u3bi2Ib6bTaRw+fLhg/y+++AJHjhxBOp12Ta+0tBSlpaUmskpERJbS3gLrrbz27t2LX/7ylxg3blzB9traWnR2dqK1tTX/3tatW9HT04MZM2bozg4RERWpwC2wY8eO4aOPPsr/f9++fdizZw/Ky8sxYcIEfP3rX0dbWxs2b96MU6dO5Z9rlZeXY+TIkZg8eTKuvPJK3HTTTdi4cSO6u7uxZMkSzJ07V6gHYhxE2ctLV6+0KMogM+2OV35Vr0XQPAQRl16IOvKgaqj1Qozy74PMmmZR9ULUwglo27ZtDoABrwULFjj79u1z3QbA2bZtWz6Nzz77zJk3b54zduxYJ5lMOgsXLnSOHj0qnIdsNusAcLLZbNDsa9G3XDac2+2YoVqGwe5Pr5cMXddXVxmjoOvccSmPKJV8RlHGqPKr4++40jiwqAzlcWBEJkT+S7pfPmTyoDrTSu8543It/OgaZxcVK8aBERERmcAKjIiIrMT1wIjI2jAUoG8tLRsme7YlvBkWtsCIiMhKVrfAUqlUwf+L7ReJ6C/CYi63rgfrcXjgbfPEvKKiKKPJ6xJk8ucwmD6f6JCFOHyfALbAiIjIUqzAiIjISlaHEPuPH7At3OKn2MJMouGJvu+5hSpkZmbQfV2CXHOVcIto2n77mrhH3NKU+Zz8Pu+wuJ1bdTyaSjl0hc2DED1PXMbMsQVGRERWYgVGRERWsjqE2F+cw2ekny2ft8l8Bg35RHHuqNO04dy6iPbg1RX6i/qasQVGRERWKqoWGFFYov7lSfEVl3sjjA4x7MRBREQkgRUYERFZqShCiF7jHVTHD8nkwWvqFZ3n1J3eYHk0GYqQSTvsUEVcVrSmoUX1vvI6Xtc9G/W9zxYYERFZqShaYKIzEPht1zXa3a+lp7slqHo+0TK4bdc1Q4bMzBZB6O4qPFi5Ze5FlVadrmOCXNMwfnVHEdEQjQaENQuLib9NUbeYdGMLjIiIrMQKjIiIrFQUIUQvppvMJtcvEu08IDORrYk1mFQm1B1sm8x5ROla60lXGEnmcwrrs5OhK2wrGgI32enBb7/BPqegedLZkSoOoV7T2AIjIiIrsQIjIiIrFX0I0WYmQz229UYyEaoI6xrYPFlqHIS91psfmV6woscHCaW7pRd2eF2mx6bq9euLLTAiIrKS1S2wVCoFgL9SyV+UK/3qFvWD86FEV2vLls9JdHynTLl0trx6sQVGRERWYgVGRERWsjqEmM1mkUwmo84GhSCsMT42KKayxJ3MmE2Z41WYnGS7b/q6xo6yEwcREQ15VrfAiIiiZKJjQtzEuSMKW2BERGQlVmBERGQlq0OIvePAesWxiStKJRRhc7ndmHiAHOcwyFAX5WrmfkyECHWXQef10b3iuNdsQrlcbsDf8KDYAiMiIitZ3QKLqhu9iZVOda/Aa3qFXV0tGrd0TKxyq9KFN8rVcFVXXFY5d1hkZnNQXWpEZYkbk2SWU/FbHVymhRvn+6UvtsCIiMhKrMCIiMhKVocQ+wvrYW+UzWvVVYJ1PZQOe0mTKJdQMbF6dRjH6jjeS1y+b2F/Jn5UrovMcip++8UtTKoTW2BERGSlwBXYjh07cO2116KyshKJRAIvvvjioPvefPPNSCQSePjhhwveP3LkCOrr65FMJlFWVoZFixbh2LFjQbNCRERDWOAK7Pjx45gyZQrWr1/vud+mTZuwc+dOVFZWDthWX1+Pd999F1u2bMHmzZuxY8cOLF68OGhWBnAcJ/+KUiKRiO0UM32vkde16i2DXzlE94viGF1k7iuT96LftQjrexCX71vc8LqEJ/AzsKuuugpXXXWV5z4HDx7ELbfcgtdeew3XXHNNwbb3338fr776Knbv3o3p06cDAB599FFcffXV+MEPfuBa4REREfWn/RlYT08P5s+fjzvvvBMXXHDBgO3Nzc0oKyvLV14AUFdXh2HDhqGlpUV3diJRDL++RH9FhtU64a/aP+O1iJ8gEYK++8YtWuOWN9357U1DdRYOwEAvxDVr1qCkpAS33nqr6/ZMJoPx48cXZqKkBOXl5chkMq7HdHV1oaurK///XC6nL8NERGQlrS2w1tZWPPLII3jyySe1/qpobGxEKpXKv6qqqrSlTUREdtJagb3++us4fPgwqqurUVJSgpKSEuzfvx933HEHzj33XABAOp3G4cOHC4774osvcOTIEaTTadd0V65ciWw2m38dOHBAZ7aJiKTIhNTcOlLFJZToFpoW7fgV9BzZbFYpHUBzCHH+/Pmoq6sreG/WrFmYP38+Fi5cCACora1FZ2cnWltbMW3aNADA1q1b0dPTgxkzZrimW1paitLSUp1ZJSIiywWuwI4dO4aPPvoo//99+/Zhz549KC8vR3V1NcaNG1ew/4gRI5BOp/FXf/VXAIDJkyfjyiuvxE033YSNGzeiu7sbS5Yswdy5c9kDkYisIjNJdJwnW3bLm0p+Tc/WEjiE+NZbb2Hq1KmYOnUqAGDZsmWYOnUqVq9eLZzG008/jUmTJuGKK67A1VdfjcsvvxyPPfZY0KwQEdEQlnDiUvUHkM1mUVZWhgMHDkSynAoRUV99u4T7Pdtx6z6u43mQDqJd20Xz63Vdcrkcqqqq0NnZKd2l3soK7NNPP2VPRCKiInDgwAGcffbZUsdaWYH19PSgvb0d559/ftG0wnp/jbA88VNMZQFYnrgrpvJ4lcVxHBw9ehSVlZUYNkyuQ7yVy6kMGzYMZ511FgAgmUxa/yH3xfLEVzGVBWB54q6YyjNYWVRn4+ByKkREZCVWYEREZCVrK7DS0lLcfffdRTPAmeWJr2IqC8DyxF0xlcd0WazsxEFERGRtC4yIiIY2VmBERGQlVmBERGQlVmBERGQlVmBERGQlVmBERGQlVmBERGQlVmBERGSl/wczqqz1KAVGXAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "A = xgi.adjacency_matrix(H_enron_cleaned, sparse=False)\n", + "plt.spy(A)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Line graph\n", + "\n", + "The $s$-line graph is a network where nodes are hyperedges and a link is formed between two edges if they share at least $s$ nodes in common." ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "connected = xgi.is_connected(H_random)\n", - "if not connected:\n", - " size, num = np.unique(\n", - " [len(cc) for cc in xgi.connected_components(H_random)], return_counts=True\n", - " )\n", - " print(f\"The connected components:\")\n", - " display(pd.DataFrame([size, num], columns=[\"Component size\", \"Number\"]))" + "G = xgi.to_line_graph(H_enron_cleaned, s=2)\n", + "nx.draw(G, node_color=\"black\", node_size=10, width=0.5)" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### The dual\n", + "\n", + "The dual is a hypergraph whose vertices and edges are interchanged. This can be pictured by swapping the nodes of the first and second types in the bipartite representation." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Hypergraph named email-Enron with 1514 nodes and 143 hyperedges\n" + ] + } + ], + "source": [ + "D = H_enron_cleaned.dual()\n", + "print(D)" ] }, { @@ -284,7 +529,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "metadata": {}, "outputs": [], "source": [ @@ -298,25 +543,105 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "xgi.draw(H_viz, pos1)" ] }, { + "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ - "**Colors of the hyperedges** are designed to match the hyperedge size, but the colormap can be tweaked:" + "We can easily add labels to the nodes to more easily compare the visualization to the hypergraph:" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "xgi.draw(H_build, node_labels=True, hyperedge_labels=True)" + ] + }, + { + "cell_type": "markdown", "metadata": {}, - "outputs": [], + "source": [ + "**Colors of the hyperedges** are designed to match the hyperedge size, but the colormap can be tweaked:" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "# Sequential colormap\n", "cmap = cm.Paired\n", @@ -333,9 +658,30 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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XX5G7dj26poV6qRKJRCLpIP3eGLDZbIwcObIbVhMaLrroorCNPXHiRKZMmQKAJycLJT8bR3k+kcWZRBUewlWSjb2iELOnEkULPoRQuG07Bz/5jOrConAtXSKRSCTtoN8bA+PHj8dsNnfDajqOXl6KEEZi33XXXRe29f/qV78KPC5e/i2V2dmUH8qgKi8ff3k5qqcSm7sEV9lRoooyiCzMwFl6FGtVCSavG0TLAkSe4hIOfvo5BVu2dkkipEQikUhapnfdBTuB1+tl9+7dTY73lkoC3e+HjD2IPVsgNxPlpLNh6GhSU1O55ZZb+Mc//hHS+caOHcvVV19tzO2ppnT1CgCEruErL8dXXg4omB0OzC4nFpcT1Qyq14/FWxkYRzNZ0Sx2/GYbmsWGbrIGlAyFrpO3fgMVRzIZOPcErFGRIX0PEolEIgmOfmMM7N27t1mBnp6eL6CXFMKuTYgDO8FbVwmhb1uDOmQUiqLw4IMP8umnn7JnT2iEflRV5dVXX8VutwNQ9P0y9GaqMEDgd1fhd1dRXQAmqy1gGJhqdBtMmheT5qVWoUAoKprZhma24bfY0cw2qnLzOPDxpyTNPJbYseHNgZBIJBJJU/qNMdCbkgd1vx8O7jS8APktCAvl5yB2pKNMnIHD4eCDDz5g3rx5FBV1Pg7/2GOPMXv2bAD8JUUULPk4qOs0rwfN68FTXIxiMmNxOTE7nZidjoBGgSJ0zD43Zp8bW419oatmNLONwq/zqdoznKSTTsYcEdHp9yGRSCSS4JDGQA8yBvSifNi5AZGxt4EXoCXEhh8Rg4ajRMczceJEvvvuO04//fQOKxOaTCYee+wxbr75ZmN8oaNm7GboaaeQs2IV1YXBdyYUmh9vWRnesjJQFMxOJxanYRyoZlODc1XdXxde2FFI/t7NRE08BueIURAZDZEx4Ixot+iRRCKRSIJDEf0ke+t3v/sdS5cuJTMzk9LSUgAiIiIoLS1FVbsvj1L3e2HvDsS+bVDYgRr8iGjUMy5GcRo76aKiIn7zm9/wn//8p13DTJgwgddee41jjz22bm17NkOeYVgIXVC0fQcFm7ci9M6VBZrsdsM4cDkxtSJx7EhKJGrYMMN4MJkhIhql1jiIjEax2ju1DolEIpEY9BtjoD779u1j/fr1bNmyhYceeqhb1qAX5MCOjYgje8HXSWW+yBjUheejRNR1FVy+fDlPPfUUH330ET6fr8VLp0+fzo033sill14a6M8ghEAc2gNZB5qc7ykuJXvlSjwhKgtULBbDY+ByYrbbm+z+TXYbMaNHYY2Kanqx1Q6RMXUGQkQ0isnU9DyJRCKRtEq/NAa6C93rhX3bEHu3QHF+aAe32VHmnok6aHiDw4WFhaxbt4709HQyMzPRNI3Y2FimTp3KjBkzmogWiaoKRM5hGDgUtqwBn6fJVEIXFG7dRuHW7Z32EtRHUdWaHIOacIKpzmPjSk0lcsgglFa9OIoRTqjxHMjwgkQikQRHnzYGKisr2bhxI7t376a6uhqHw8H48eOZOnUqDoejy9ah52bBro2II/vA3/IuvVPYXZA6HCUhCWXomEDYIFiE3wfZGYgj+0HoKENGQWwiYusaaOGGX11UTM5PKzslU9wyCia73UhCdDkxWSyYXU5iRo/G4nIGP4wML0gkEkmb9DljwOv18t577/Hss8+ycuXKBl33ajGZTMyfP59f/epXnHPOOWER7dG91bBrM2L/digNPvGuQygmGDISxVIv/h4dh5I8BGLiGx6vh9A1qChD5GZCfk6Tm74yYQYIHbFzQ4tTC11QsGULRdt2IJr5XocK1WLF4nJiiYggZswoXKmpdHjDL8MLEolE0oA+ZQx89913XH311Rw8eDDoa8aOHcurr74aKKXrLHpOhmEEHNkPevu7/HWIxEEoUTEtv26zgysKzBZD8EfTwF0BVRWt9xgwW1CmzoGiPMSBHa0uwV1YzNGfVuIpKenQW2gPismEY0ACcZMm4UpKRDF1NgFUhhckEkn/ps8YA3fccQf/+Mc/OiRtq6oq9913H/fff3+H5tbdVbBnM2Lfdigv7tAYHSYiGiV5cHjHnzwLMvYislo3soSmU7B5C4Xbd7YqRRwyVBXngAFEDB6EPS4WW2wsJlvL1QntQoYXJBJJP6JPGAPXXnstL730UqfH+e1vf8s///nPoM/XMw8gdm2CrEMguqELn8kCQ0aF3cWtJA+BkROM91p4tM3z3QVF5Py0Em9NCWe4MbtcOAYkoJpMmF0R2ONjscfGYolwhXYiGV6QSCR9lF5vDDz22GPcdtttIRvvxRdf5Jprrmnxdb2qwpAH3r8DKrvmZtciKcNQXF2j1KeMmQzxyYhta6G8pM3zhaaTv2kTRTt2d4mXQDGZcSQmYHHWJReabDZssbHY4+KwRke2UYnQoVlleEEikfQJerUxsGfPHqZOnYq7Wd38jhEVFcW2bdsYPLjO9a7rOhzZh9izFbIPdY0LvC2i41EGpHTdfKoJZcpssNoQm1dBdVVQl7nzC8j5aZWhRNgFWCMjsSfEN7nxKyYTtpiYGuMgBtViCc8CZHhBIpH0Qnq1MXD22WfzySefhHzcSy65hDfffBMAUZiH/s0HUFUe8nk6jNUOg0aEYafbBnYXytTZ4PMiNq8Gf3BiSULTyduwkeJde7rEkFItFhyJAzDbW7oJK1ijIrDFxWGPjcXsDHOZqQwvSCSSHk6vNQYOHTrEyJEjmy0d7CxWq5UjR46QmJiI0DT0d58BT3XI5+kYqmEItHijCzPxyajjpyHKihFb17br5l6Vl8/Rn1bhLe8Kw0rBFhONPS4O2vDamxwO7LGx2OJisUZGoqjhdvPL8IJEIulZdJ8ofyd54403wmIIgKFVUKvtr5hMMGBgWObpEPGJ3WcIABQeRWQeRImKRRk7uV2XOhMHMPznZxI7bgxt3qE7jcBTUkJFVhaat3WhJ83tpjI7m6Jt28ldt56SPXtxFxSi+1tICrXZISIaomKNr+b2hhwEVJUjco8g9m1DbFyBWL0MfetaxKHdiMJchLenGJ8SiaQ/0Gu7Fq5atSqs469evTrwWIlPQmQ21envcuwuiEno7lUgDu02YuEJKTCsGnFoV9DXKiaVpJnHEjl0KDkrV+ErrwjjSkHzeKg4kok9IQ5bdHSb5wu/H3d+Ae78AlAUrFFR2JOScUyYhClxoOHib0bESVRXGQJO+TlQlNu6fkOzC/VDaSGinkCVkOEFiUTSRfTaMEFSUhJ5eXlhG3/kyJHs27cPAHFoD/r3H4dtrqBQTEYZYbgS39qLxYYy7XgUqx2xfwciJ6PdQ+h+jbz16ZTs2Qd07tfQmpyCY/go7EOGYUsZiGq1InQdraKC6iMZVB8+hDfrCLZIF2qQipOqK4KoE07CMWEKaivdFRsjvNVGf4fMgyHOkZDhBYlEEh56pTGg6zqmMO+QXC4XFRXGrlVkH0L/6n9hna9NEgejRLW9s+1SouJQJh0LimJIFhd1zDirzDnK0ZWr8VVWtus6xWIhasZxxJ24AMfwkW2er/u8lK1fQ+WmdChrveuiY/wxxJz6M1RHwz4Iubm5pKens2/fPnw+H06nk4kTJzJt2jQiIyMbnCsqyxF7t0JFGEtQZfWCRCIJAb3SGNA0LSz9BOrjdDqprLk5iewM9K/eDet8rRJulcFOoKQORxk+DqFpRlOjDt74dL9G7rp0SvfuDep814RJDLzsGixxHQublG9Op+y7pU0TQxWVmEU/xzV5euBQWVkZr7/+Os8//zzbt29vdjxVVTnxxBOb9LsQQhj9KY4e6dA6O4TVbvSkSB0uPQcSiSQoeqUxABAbG0tJGHXwBw8ezOHDhwHQ921D/+QNQ9dfVUFRja+q2vCYooJqPFeUEOVmdpHKYGdQxk838iq8HkODwNNx3YeK7ByOrlqDvwUvgWK2kHzhYmLnndzg+MaNG3nnnXdYv349mzdvpqSkBFVVGTJkCGlpacyZM4dLL72U2NjYwDX+inKKPn0f3+GafBBFIfasX+Icf0zgnLfffpubb76ZwsLgm01NmjSJ1157jbS0tMAx/cAOyG5/KKVDxCWijJqEYrUFDvn9fn744QfWrVvHpk2bKC4uRlVVUlNTA9+fyZPblxAqkUj6Dr3WGDj55JP57rvvwjb+2WefzUcffQSAvupr9B+XtH+Q+oZDraHQ+HnjcxSl4U5u4HAUZ4hldUONyYwy9XgUhwtRVWEYBFrHmzTpPh+5a9Mp3b+/wXHFamPIr2/DNX5i4Ng333zDPffcw5o1a9oc1+FwcMkll/DQQw8xYMAAAISuk//+23j37yL65EVEzpwDgMfj4YorruC///1vh96D2WzmoYce4o477ggc07anoxSHL88FgEEjUIeNDTwtKiriiSee4MUXXyQnJ6fVS2fMmMGvf/1rLrvsMtSu1rCQSCTdSq/9i585c2ZYxz/22GMDj0VuZscG0XXjpujzgrcaqt3groTKcsOdXlYCJUVQXACFeVBwFPJzEPlHjfIyjweK8xFHMxF52caxkgKjxr+yDOGuNJLV/L4ONWgKGZofsXMjQtNQnBEoE9IMw6aDqBYLKXOOY9ApJ2GulRc2mRh8460BQ6CyspIbbriBBQsWBGUIALjdbl566SUmTpzI+++/D4CiqiT+3yXYp8wMGAI+n49f/OIXHTYEwNiJ33nnnTzwwAN1B4ePoyTjCO68fHRfGDpapg5vYAh88sknTJw4kQceeKBNQwBg/fr1XHnllcybN4+9QYZrJBJJ36DXega2bt0aNremqqrs27eP4cOHA+B/5v7wJoE1h9kCMQntE8BRVDCZQDW18NVc87XheYoaohBEYirqGONnIvKyEXs2d3pI3ecjd816rBOnMuCscwEoKSlh0aJFQRsBLfH3v/89sHMXQgQ8MrfeeitPPPFE5xZej/fff59zzzXWXrVzK8Wf/A9DBTESW5zRO8Hs6GTSX0wC6qQ6A/b3v/89Dz/8cIeHczqdfPDBByxcuBAAoWmGMet0yRwEiaQP0muNAYB58+bx448/hnzcM844g88//xwA/cBO9PdeCPkcraNA7AAUS1fJQChtGBGNvprMxmNVbXJjUEZOREkZAoA4sh+Rsafzy3NFoUyZjaKq+P1+TjzxRH766afOj0vTxlQ//vgj8+fPD6mnJTExke3bt5OQYCQ75r70JP7C/AbnmB0OQx45LgZLZBTtut+azCjT56LYDIPinnvu4aGHHur0um02G1988QUnnXQSACI/22jTLasXJJI+R682BlatWsUJJ5wQUiVCi8XC+vXrA14H7bM3Ebs2Gi7/rsIVjeLq4XkCtaiNjAWzBWX0MSjRcWAyI7IPIYrzGp6jmtrVV0GZfBxKlJH498ADD/CnP/0pZMt3Op1s3ryZUaNGAXD//ffz5z//OWTj13LLLbfw+OOPA1CRvprSZS3noKgWC7bYGGyxcdhio1HbSB6tb4AtXbqURYsWhWzdSUlJ7Nixg7i4OAD07euhuKEhI3svSCS9n15tDADccccdPProoyEb74EHHuC+++4DQJQUon/8GkL3Gy7SqspOJcYFhcVmlIX1Zk+s2QqDR6KYTAhdwNHDTRs9KWo9T0MrXoiYBEzHLQBgx44dTJ06FZ+vdXnh9jJ//ny+//57wKhKmD59eusXdIDo6Giys7NxOp3onmpynvx7cL9LioItOhp7fBy2mBhMdlvD180WlJknoagmysrKmDRpEkeOhLaM8eKLLw7Ic4uSQqONdeuLluJIEkkvo9cbA16vl5///OcsXbq002P94he/4H//+x8mkwmh64jNKxHFBUZiX1W54Tr2VhtGgS+4jn3tQlEhbkDf2FU5IyFlKIpiZOyTeRC87S85VI5fGMhDuPbaa3nppZdCvVIA1qxZE0hKnT17dgM56lDx5ptvcskllwCQ98bz+HKy2j2G2eXCHheLLS4Oa4TLSBocPg6ARx99tEH1QijZuXMn48YZ8+jpP4K7nTLSUhxJIunR9NpqglqsVisfffQR55xzTqfGueSSS3jnnXcCyobiyD6oLEex2lAGDoWBw1CsdhSbAyU2AWLijYY1oSSyD7lXq8oD7mRFVWHgEEMzoZ0oQ0cDhvDPW2+9FdIl1ufZZ58NPP7FL34RljnqGxjWpI41v/JXVlJxJJPCzVvIXZeOHl0nuvTcc891eo0t8cwzzwQeK4kdWHtt74XMA4idGxBrv0Nf+x36zo3GsdIiI0lRIpF0C722UVF97HY7H374IS+99BK/+93vKCsrC/rauLg4/vWvfwV2bFBTSnikUY27MwIxZBSUFkFRniHoYrUh/D7DU+Bxt785TX1sThS7o+PX90SKchE2B4orAsVsQQwcWqPXH+SHfkQ0is34nvz4449UVVWFban1PUv1xYJCyYYNGwKP3VExZBQWoyigoBhfFcXo5Vj7lbpjzX1VvX6SY+ICY+9vpMsQSt577z3+9a9/GU8iQySL7a02umAWHq05oCBkeEEi6Rb6hDFQyzXXXMNZZ53F888/zwsvvEBWVstu2GHDhnH99ddzzTXXBLK8AUTOYUM+thkURYGYeERkNBTlQ2kRitkCUTEIPdIwCtxV7W9Oo5pD9wHb08jNRAweiWKxoNjsiJTBkH0YCOJ7FJ8UeLh+/frwrRHIyckhOzubgQMHhiVnAIy+BrV8sz+DxY881anxjj/+eH66z3DudeX3h4hw/a7WtHauKofcmrwHkxkhwwsSSdjpU8YAGNnPf/zjH7nnnnvYsWMH6enp7Nq1i+rqahwOB+PHj2fGjBmMGzeugcqa8PsQ+3dAfnabcygmMwxIQUTHQv5RcFcYtfoRUQhnBFRXGeJCwbo9o2LapyfQm9D9cPQIInU4iqoYHpbEgZDXtpCT4qpr/LNrV/BtkjvKrl27GDhwILGxsURERAQaVYWK+uk5odjtjh1bJzC0ZcuWTo/XFps3b2bgwIGGl8diDU/eTGNka2eJpEvoc8ZALSaTiWOOOYZjjjmm1fOErkNBDuLgbvB52jWHYrVD6jBEZbmRZOjzGPFxZwTC4TKa4FRVgL+V7HdnJEo72uP2SjxVUHgUBqQAoETFIPzetrsc1hNDcrs73u8gWOrPYQ3Dz6RWAhkIiaHhcNSFldoTGusoDeboTrliGV6QSEJOnzUGWkPouuGOLMw1usl1coejuCINj0BJoZE0p2vGB5HdAXYHwusxjAJvI2PDbDGy7vsDpYUImzPQhlmJS0T4fFBe3PI1ep1npf6NL1zY7XXuZ6839Lve+uGHbdu2dXo8v7+uNDHcLb2Bhp1Ce1QRkgwvSCSdpV8YA3rWISgvMWL5HjdUVrQ/rt8GiqJAbAIiKsboM1BWDBgfmA2TDSsMzQIUiIrtjIR/7yM/C2G31X0oDxhoeE1aKlOrqjteW9YWTsaPHw8YcsehDhFAw34a6enpnR6vfifFoUOHdnq8tqidQwgB/jDrbXQWGV6QSNpFvzAGKCloqpoWJhSTGRIHIqLjoCDHyB2ofc1sgahYhCsKrA4U3R9yo6RHI3TIyUQMHoGiqiiqgkgeDFkHDddv49ML6xLuwpXhX0tycrKRHEdobtSNcblcgf4Evupqzk1wcNZpc0AIavfYouaxECAQjb7Wf924ItZa5zkJ9/fHYrHUhdzclQ28Nr0GGV6QSFqkfxgDIVasCwbFZofU4YiKMiOfwF/ndlYiolFShxl11WXFRnhB6/o1dgu+asjLguTBAIZKYcpQyDzQ9HtQXoLwuFFsDubOnYvT6QxbeWFtQx5oWAIYKi655BKioqIA0Lat56rJY0Iyru6uQnU4Oe644zCbzQ1CB6Fk5syZ2GyG+qEoKwrLHF2PDC9IJLX0Dye1vwuynltAiYiCIaMgPrlGgtcMSanGayaTIWA0bAwkphoa7/2BilJESZ37VrFYIGUIKE1dtuLwPsCQ873ooovCtqRf/epXgccffvhhSMeOiYlp0E/Bs2Z5yMb2798JGMmJnRXeao1rr7227sm+bYiDuxF5WYiK0r4lFiTFkST9lH5iDHTvrltRVeOmP3Q0yoTpRrig/uuKghIVizJkFKQMBUcvaVLUGQpyEfVDKHZHjbegoYtW7NoYePzb3/62YRJbiJg7dy6zZs0KPK/NHQgVjz/+eCAE4d29FS0nNL0DTA47Ys/WwPPf/OY3IRm3MYmJiVxwwQUACI/bqLzRfIZX6+gROLjLuFEW5SGqq0La8bFHUBteOLQbsXUNYtXX6BtWIPZuQxw9gqgs73vvWdLv6PPGgJHs1DNc8OrA4agz5qNMPR5quvA1RnFFoqQOh0Eja8Rd+mr8UoejmYh6bm3FFREoPwQQPh/iwC5E1iEAJk6cyB/+8IeQrsLhcPDyyy83OPbkk08yZ86ckIz/m9/8hssvvxwAvdpN5cedk1RWTCasMTFEDBlMROpAzGX5gSS5uXPnBuYKJU8//XSg0kLs3dZMgyVhaGsU5RnhnoO7jJtkWbGRNNvnqAkv5B5B7NuG2LgCsXoZ+ta1hsFQmItoJgdGIunJ9PpGRW0hfF7Emm+6exlgd6JMm2MkGNYgavUNPC3X0Auf18gpKCvum8mGjgijoVE90SWRdQiRc7guqTBpEKbFt6KoJnw+H/Pnz2fVqlUhmf65557j+uuvB0AvL0WtUYKsqKjgl7/8ZYcbYCmKwp133snDDz8cOFb8xrNouzY1ELsKFrPTiSUqEovT1bQCZdBITAuM5MSSkhKmTJnC4cOHO7Tuxlx00UWBnhCiugr9o1eNG397sNrBGWH8szvb1b66V9OPqhdycnLYuXMnVVVV2O12xo4dy+DBg7t7WZJ20PeNAXclIj10MdqOoaBMnoXSjDdAaBpkH0Ic2d9qhrbQ/EZfhNKi8LdR7mpiBqAkJCEqK6A43wgflJUYYkU1qCecjnr8aQAUFxezcOFC1q1b16lp//a3v3H33XcDhtFV+fifsJ91EeZxkwPnPP3009x1111UVla2NEwThg4dyssvv8wpp5wSOFb26buUf/Y/UBSsUZGYghA1UsxmrFGRWCMjUS2th0eUE85AHTURMJQUTzzxxAbyxx3h5JNP5vPPPw94BfTvP0Ec2t2pMVFUIwxWYxwoVlvb1/QZ+lZr5/Xr1/Pss8/yxRdfkJOT0+T1xMRETjvtNG644YaQedok4aPvGwPlJYjNodlFdhRl8KhA972WEN5qxKE9RqZ9a+fpuqGZUFLYbsXEnogQGEqNVnuDHa/QhWH41L5H1YT6y2tRhxkSvBUVFdx22228+OKL7Z4zISGBp59+mvPPPz9wzPOfp/BuWAUWG/ZLb8QyaUbgtZycHF544QVefPHFVvtdTJkyhRtvvJFLL70Up9MZOF760dtUfPFBg3PNTgcWVzO5IYqC2eXCGhmJ2ekg6PuE1YZ65uKAwblv3z7OP/98Nm7c2MaFzXP55Zfz3HPP1RkC+7YhVnzRobFapVZ4yxkBDlef3Tm3SC9s7Xzw4EGuueYavv3226CvmT17Ni+//HLI83EkoaPvGwNFeYgdoa8bD5qIaJTJxwXtGhXlJYgDO40bfmvnCQGV5YaGQnvdtj0AoWOER6oqjGQ0RYW4AQ1uBkIXhj5ErSfEYkU97xrUIXWG1VdffcW9994blJfAbrdz8cUX87e//Y3ExMSaOXR8772Ef+XXAOgmCz6PD+sJp+H8xWKjRLQGXdfZvXs36enp7Nu3D6/Xi8vlYuLEiaSlpTVxi/qL8il54zk8O5vvG6BYLFijIlFVFcVqxRoZiS0yAsXcwRtiRBTqogtRahoJ+Xw+HnroIf7f//t/Qcs5DxkyhKeffpozzzwzcEwc3ov+3SddEKZSwO4Ep8swEGz2Xrtr7hQ9OLzw2muvcdNNN7XLU1aL3W7n73//OzfffHMYVibpLH3fGMjLQuwJfxOXZlFNRp5AB6oDRF624ZINIhFJuKsMo6Ay/Pr0nUXook4FUm8U7jBbICahYf6AptVIPOuBc9QF56JOPq7BpevXr+edd94hPT2dTZs2UVpaiqqqDBkyhLS0NObMmcPixYuJi4urG7uyHO87z6NtWRM4pvv8+DUdHRU1IRnbOZdimTqrXVUMwl2FZ+Uyqj79L1q1G02oaEbj4Sbnmp0OIgYPxh4XE/T4reKMRF1wLkpcYuBQSUkJr732Gm+//TabN2/G42noUYqNjeX444/n6quv5uc//3kDaWP9wE7Ej0u6J19FNdcYBjUhhUZVOP2HnhFeeOKJJ7j11ls7Pc7999/foNRW0jPo+8ZA9iFjp90NKCMnoqQM6fD1QtMg6wAi82BQim/C6zHCB7XSyz0IoQtDua4t9Tq7EyUqpuG1Pp9h7NTv+jd8HOrC85vNwwiGzz/5mNnrv8RWXowijPUITUP3GQaKjoKGwvKsAn694SDXXnstZ555JpMnT262iVFZWRlK5gHUjavwrF1uhD4aoaGgCQXdZMHkcGCy2VBrDB9bXCy22NjgwwKtoaook2cbeSpqwx2lz+dj586dFBcXYzKZSE1NZfjw4U2GEN5qxL7tiPwcOLK/W7U6AvTXRMTm6OLwwqeffsrZZ58dshLKN954g8WLF4dkLElo6PvGQMZexJF9XT9x7ADUiTPaPi8IRLUbkbEnqPbKgFGuV1poxNy7WTZW6MIIBbgrgzdQImNQHM4Gh4SnGkrr+j0AYLagTEhDPe4UlJiEttciBJs2beK+++7j888/542z5nLOmKGomhc0Db1RcyIB3L92F49t3Bs4ZrFYmDRpEklJSVitVqqrqzl48CD79u3j23PnMzkhpsX5FYsZk8UCqglhMqOrZkS96hKTw4EzKRG1o2GCxsQkoEycgTJ8XNC7alFZbgg9lRYGSnKFp9ooGexJBma/TkRsgTCFF4qKipg4cSJHjx5t++QgiYmJYfv27QH9DUn30/eNgf07EDkZXTup2Yoy/YSQf0CJsmLDy1FRGtz5ul4nd9zFOzuhaXWegPb+iimKcSOzNLyBiarKBu9dmXwc6gmnGyqP7cDn8/H666/z6b/+wZunzUAIHaWqotl1nvLhCtblNeysaDOpeLSmN8YPz5zDvNQBDQ+aTJgsZhSzGaWZMIFQQKhmdJMFoZpQTGYcyQOwhLJLo9WOMnwcDEhBiU+C6PjArlr4jFbSojAXcfSI4QUAGDamYRlsRakhMNRTMVvrvAb9MRGxWUITXrjpppt4+umnQ766iy++mP/85z8hH1fSMfq8MaDv3hz0jjpUKOPTUOIT2z6xAwghoDafIMhqAiEEVJQZrvZWNA1Csj6/VtOZsYoGu/j2opqNhEK1kSJhRRmYzKiLLkQdPrbBa/v27WPlypWkp6dz5MgRNE0jNjaWqVOnMmPGDGbPnt0gHp6dnY3n/VeJ3rkBRfdjbrTeMq+Poa8tRWv0JzIjMZb1jQwEgFdPPZafj0gFFBSr4QVQ2tGWUigKQjWhmyxYExJCFzZoDtVk7PRb+vOPHWAYDvXXV5ALJV3T8Ktz1CYi1hgH/TURsTnaGV4oKysjNTU1LF08LRYLR44cISkpqe2TJWGn7zcq8nXtjlhJHhw2QwBqWiUnpUJCEhw5gMg62Kb7VlGUmp1BNKKqwvAUVJWHdF3C7zeSAj1uOmUE1KL7oawYER3X8IY4eBSmU89DcUYEDn3wwQf861//4ocffmh2qNdffx0wMuWvu+46brrpJqKjow0X5c33UPXB61R/9RFG2mDd2n/KLmxiCADMSo5v1hgo9WmY7PYaL0D7UYRA0fyomh8tJ5Pq0hLsKSko9jDEgtsKH5UWIWISGu6w4xONhNYQ/+6EHgHVlca/olxQzYhaw8AZgRIGSeteQztbO//3v/8NiyEAdR66O++8MyzjS9pH38/A6Uo5VLsLhndNHa1iMqMMG4OSNhcSkoO/zhmBMnAoDB5l/OF3Uu5Y+HyIkiJDitbTSW9AY7zVhpehlpgETIsuCBgCR44cYdGiRZx33nktGgL1OXz4MPfeey8TJ07kiy/qauad516O/dRz0FAarP6H7IJmxzlxUPP5CeW6QO2gIdAYRQhEZTnVB/ehHc1EVJQ3kG4OO7pm5A3UX5OiQNIgwyXfm9D9UFECeZlwaBfi8D5EQS6iqkL2FICmvRcO1+VY/fTTT2GdOtzjS4Kn7xsDXeYZUFDGTu7yWKVid6KOm4ZyzCxwBR87V2x2lKRBRsfEmASaaty2jvB6EcWFRtlfOHXYK8uNKgmL1SiZq6n7/+mnn5g8eXKH5IKzsrI444wzuOeeewLHnOddjmVSGv56voEfspoaA/F2K8clxTQ7bkl16H/XhKbjKSjCV5ALhXmIonxEZUXXdM4rKUQ08iAoJlNNh8le/NHhrTbCHdmH4MBORHaG0Y2wi72IPRUlIjLwOD09vBot4R5fEjy9+C86SLrIM6AMGWUk6nQTSnQcytTjUUZNAkvwiYuK2YKSkAzDxhptlk2tZ50LjwdRVGDkH3SJAqKA0mKUtPkBMZ21a9eyaNEiSkpKOjXyQw89xL333ht47rr0RhSHCw2FfLeH7UVN3eHzBg0gJsKJWW26/y/xhO9m4q+owlNaBl6PoSdRmIsoLkS4q4xE0XCgazUVHA1RbHbDQ9AXELoR9sjPhow9iEN7DI2PyrImhlC/oZ7nJ1Q9LloiKysLPVy/v5J20aeNAaHrXaPjHxEDg0aEf542UBTFyFlIm2t0PmzH7k0xmYw2y8PGQGKqUaZUgxA15Y1F+TUlZ12chzFoOOq4qQCUl5dz/vnnhyyO+de//pUvv/wSADUmHscvLkOg8kNWYbPnnzQkCVVVibE1dZUXh8EzUB/d66W6uCSghYDPY2hKFNQ3DELs9i4paNbYUCKiIHZAMxf0cvxeKCuCnMNwYBci6yCiON9o3dxnQgqKkUBqtoLNYYQ3XVHG51h0PFjqfre74kYtjYGeQd/OpOkKQ0A1oYyd0qMEUBSzBYaPg+QhiIO7jCSqYK9VFKO9clQsenkZ5GRAUX5TtcAuRJl5cuDxnXfeSUZGaEtFr732WrZv305UVBS22Sfj/vRtvs/e1Oy5Jw42kkNjbRYK3A09I+E2BqAmbFBSgtnlwuKsLT8UhmHg80BFKcJqMz7krfYm1RjtRjMSOYmJb/paXKIhrtTjEwo7Sj2hrMJcMDVKRDSF4ONTUUFVja8mk3GTbvBcDRxTal9Ta15TGn2td25rX9vzWRUTE9Mh6eFgcTqd7VL3lISPvv1T6IIYoDJifBOBnJ6C4nCiTJiOKClAHNgV9Id2rT6BUlwAqoKIjoGqyrCXJTZLdDzKiHEAZGRk8MILL4R8iszMTJ577jnuvPNOFIsFx/yFLH/x/SbnDYpwMCLakJaOsTf1DJRUd1HjKAH+ikp0nw9bZCTUv+ELYdygPdWgKAibo8YwsHW8TLG4ABEV2+QmoigKImmQIUjUB5pmgWpoXKg1X5Xar/WOCWFUzVRVgSsCouMgOtbIxjeZg7oZ17+Z96RNRHNMmTKl1eZcnWXq1KlhG1vSPvq2MRDufIG4JJTknt+zW4lJgKnHQ24mImNvi25+oWmGamFJYQNPgGKxQrQVoUUaRkF1VfuFhDq69gnTA7X6zz33XNhcis899xy33347qqpC2lwOlTYNQ5w4ODFQrx5ja5pbUVrtQRE6oouS63SPl2p/MdaoqOZbHAth/Kyqq0BRDcPA7gCLtX2GgeYzwhHRcU1eUkwmRMpgOBJqhcIWbsxq4xt0veeBXXa954pqGEv1r6feOLVfUTrmRdH8huestBgRHW+E2qJiUew9c4PQXmbMmMGSJUvCNn5aWlrYxpa0D2kMdBSLDWX0pPCNH2IUVTWywAekwOF9iJzDgQ9v4fcbBkBpEYiWk6YUk9nQKnBF1uszEN54nzJwaODxu+++G7Z5Dh48yLp165g1axb2lEFERUVRVtaw8dP8wXX6Ec3lDJR4fKia11ATVLqmqqQ2bGCJiMDsaEWPQOh1tfeqCWE3PAaNVR6bRzV0B+KTjWqCRi5qxWRCREQbBkGzN+56XxvfmFs4v9dpBGl+KMpF1ITkhN1lGAaxCYZ3q5cqIp5//vk88MADYRv/ggsuCNvYkvbRt40BX/iMAWX0McaOuZehmC0wYjwkD0bs3oI4tMuICbdjV6eoKrgijfhpdZXhLQhTfoaSZHheioqKOHDgQFjmqGX9+vXMmjULgOnTp/P99983eP2kesZAbHNhAo8XXQhUzYeu6gjVTGd1HBojgMCdUgn8h6fSjaYLbNExYKrb7dbtkmuuCbilFdA0hMlsVGlERIHN3uqNWRk+DiUpteW1JQ3unj4gPZHqSkROpZFzo6hGmCU2wVB2dEW2fX0PYeLEicybN4/ly5eHfOwpU6YwZ84cAKqrq7GHQ1xLEjR92xgIk2dASRmKEtd7M6mFuxIyDxo5BK5IQ9inAzFfRVHA4ULYnTUCQZWhzdOw2gJ9B7ZsCX8b6s2bNwcejx07toExMCYuipSIun4BzYUJdAFlPo1omxVFCBA6mslqxO5RGtzERQMjoe410eBYo69toGngLa/ClZSEqRljpUWqyox/VoehVNlCgxtxZD8kDmxZ2nfIKKPssSgv+Ln7A0KvU/07tBthsUFsAkrsAIiJ75GbCiFE4Of8l7/8hfnz54e8muIvf/lL4PHtt99OfHw8f/jDH7DZZNOp7qBnZ690lnAYA44Ioya/FyIqytB3bUKk/4jIywShG2p+Q0ZBQoqR3NQBFEVBsTnq3KK2EFn49T4kO6spEAz153A6G8Z8Txg2CK89Cs1sQzPbiXY2HxMu8oFusqKbrAjFhIJAM1vRLTZ0s9X4Z7IiTJZ6/8wI1YRQa7PJTQ3j4e3wLgifj4qsLLylHcjw97qh8Chk7EZkHjSEeOqLG1VXQn5Oi5crioIyZrLxNyJpGZ8H8rIQuzch1nyDvmml0V21tCh8mhHtoLy8nMWLF7N/v9G0au7cudx8880hneOyyy7jzDPPBCAnJ4fXX3+dBx54gGnTprFy5cqQziUJjr5tDIS6mkBRu0VlsLOIsmL07esRm36CghwaSwYrioISEw9DRxt1xp1wbSsWK0p0nFF25nDSqeBvvQ9GUxd8z+vPoTVS+Js3fFDNjdxwpjWXMwBNVQgVXcfsdaN0pYCNELjz86nKzeu47kB1pSHEc3CXodBXVoLQNETm/lZ3iIrZgjJ+mtEQRxIcFaWII/sMKeA136Dv3IjIOYyo7vrqna1btzJjxgz+85//cPXVVweOP/zww5xwwgkhmWPatGk8+eSTgefXX399QDdk586dnHDCCdx0001NcnYk4aVPGwMixJ4BZciogApeb0AUF6BvXYvYstqQDW4DxWRGGZACQ0Z2enenmM2GImN8olGX3ZEMe291QAVuyJAhnVpPMNSfo6ioKPBYAU4YavRd1yx2hKI0W1oIzasQKkIYBoHWhX0yAF95BRWZWWiezswrjHBSXiYc3I3YvxOxb1ur6nyKMwJlzJROzNmP0fxGn4D92xHrv0dP/9Fow16UH3YJ6ldffZVZs2axZ88eAH744Qf+9a9/AeBwOFiyZAknnnhip+Y49thj+frrr4mKMsJ///73v/n0008bnCOE4Omnn2bixIl89tlnnZpPEjx92hgIqWcgKrZHqAy2hRACUZhruB63r2vSbCYYFKsdJXUYpAxtl7Rxs2OpJiPun5BoJKm1Z4evaVBgZGdPnDgx7AlG9cucNm7cGHg8OTmB2ECmvoLfYm/ZGGhFeMjs82Dq4np83eulIjMLb1koFBt1qCxFrP8BseZb9D1bEMUtKBTGJ6IMGR2COfs57gpETgZix3rE6mXo29YZIZzK0Ak9VVVVceWVV3LVVVfhdjf0Rtx+++2Bpl6RkZEsW7aMhx56CKu1fXkOZrOZe+65hxUrVhAfbwhYHTp0iBtvvLHFazIzMznrrLO48MILyc0NXjhN0jH6tjEQKs+AyYwyZnKP7okudB2Rl4XYuAKxcwNUlHZ6TMUVaeQTxCd3OJ8gMJaiGvkJcYmGYWVuu6RN9+toWYcA48OkNtM/HKiqyvHHHw8YH467du0KvDZvWKMMetVEpMvV7DhtCQ+pmg+TN0RtnoNF6Ljz8qjKyw+NXLHHjSgrNuLe29ch1n6H2LfdiHnXDyEMHglxsld9yBC6IQ99aBdi4wr0td8h9mxFFOQgOlg5tWvXLmbNmsVrr73W7Os+n4+rr746cDM2mUz8/ve/Z8uWLdxwww1ERLTuQXQ4HFx55ZWkp6fzl7/8pYERMWzYMJYvX8706dNbHeOdd95h/PjxvPbaa31IErrnoYg+/N3V130fEtU8ZfTkVkuquhOha5Cbhcg8EFaFQKH5oTDPKEMM0Y1MeD1GJYPXUzOHjubzoXu96D4fQtMxTz8ex8W/AuDNN99k8eLFIZm7MaeffnpAXGXJkiX87Gc/C7z2vwt/xskjG4pLZZaWM+Wp/zQZ58F507jl2IltzidUBb/ZUa/Ur2tQbVacSUmYrMHoC7SCzYkyuBlPmc1hNL4akIISEY3w+xCbV4M7NL0kJC2hGFUgcQlGF9LImDY3L2+//TbXXXddq30+Zs6cybvvvsvQoUObfb28vJwVK1aQnp7Ojh07cLvd2O12xo4dS1paGnPnziUmJqbVdfj9fh5//HH++Mc/NvFMNGbBggU8//zzjBjR8720vY2+bQys+rrz9e8JyajjpoVmQSFEaH7IOYLIOtilUrDCU20kIbo7r1cu/Bo+txutogK9ogzF00wrZLOFiPueQHFF4vF4GDZsGEePHu303I1ZsmQJp59+OgBnnXVWIFZpUVX2/+5KXI1unuUeL8MefaXJOL+bOZE/zQ3u90UooJntiK5OtlNUHIkJWCM7mfU/cJjh7WkJRwTKgGRERAzs3tQ1vUIkBiazUb4YU6NtUK/Cp7q6mttuu41nn3221SFuueUW/v73v7c7JNBR9u/fz3XXXce3337b6nkOh4MHH3yQW265RfY1CCF9NkwQko6FFhvKyLZ3eV2J8PkQh/ci1n1vCAZ1cQxasdmNjojJQxq0Og0GoQl8lVW48wspP5JJ2aEM3Ll5eCur8CtmfDYnutnSsJjB78O31hA8sdlsPPXUUyF8NwbnnntuwBDIyMhoIL86IzWpiSEAEGG1YGpm59WeNsaKALOvGrWLu0AidNy5ebjzCjoXNihqIynVXYE4vA92rDc8BMUFHXZnS9qJ5oeCo0ay57rv0Df8iDi4i/0b1zNnzpxWDYGoqCjee+89Hn/88RYNAeGpRhw9jAhhXtbIkSNZtmwZr7zySqveBLfbze23387s2bMbaINIOkefNQZCkS+gjJncYwRBhLcacXAXYv33xgdsuPsutIESEVWTT5DUYqWA0AW+SjfVBUVUHMmm7OAhqnKO4i0tRW/upqmoaGYbPqsLzWxF1Nxsvd9/jl5hlBmdd955XHTRRSF7H4mJiQ0+GH//+9836H8wM7X5mLeiKMQ4miZXdqRzocnvxeRrxisSZrxlZVRkZaN5O2g0V1caAlZBoCiKEfNuScNAEl6qKvjg7f+QNu9ENmzY0OJpU6dOJT09nfPOO6/18Y4eMfJE1nyDvu579H3bQ7JMRVG48sor2blzJ//3f//X6rnr168nLS2NP/zhD22GFyRtI42BFlBShhoiOt2MqK4y/ujW/WCEBHqQq1VRVUNFbehoiIxF6OB3V1NdVEJFVk7NzT8HT0kJmqeaoHMNFAXdbMVvdaJZbOjuSjwfvB54+eWXX+akk07q9PpjYmL44osvSEw0ZIY//PBD3n777QbnVLdyw4qxNzUGWqsmaA1V82P2VoW42U/b6B6PUW1QUdWxAdryDtQndgC4ouppGOyu0zDoAWI7fRWvz8fvnnyBX97zF0orWjberr3sUn5a/gOjRo1qdTwhBCI3s+6Axx2SsGF9kpOTeffdd/noo48YOHBgi+dpmsbf/vY3pkyZwg8//BDSNfQ3+q4x0Bn3lbP7VQZFVYVRurV+OeLo4S6/SQSDEOCtqKQyN5/igjLy80opP5qPp6gIze3ufGdDRUE3WfBbnVTv3IJ3/Qqgrub5kksu6fDQY8aM4YcffghkMufmZPOrX/2qyXnLD2W1mMHcrDHQjjBBY7pFoAhA13AfPYo7v7D9YQN3BaI6OENCURRISgVrbfxar9MwOLALcfQIoqJMGgYh5HBuHifdfBePv/tRi+c47TZev/d2nrv2YuybV6JvXoU4vA9RXtL8735xviE/Xh9reCSEzz77bHbs2NHs32Z99u7dy4knnsj111/fJWqlfZG+awz4O7iDVlSUMVO6TWVQVJQaCmQbfoS8LLq0BC0I/JVuKnOOUrRzN7lr1lG4eQvlhzLwlJSgKyoeZwxee5QhrRtChMlMxSdv491pxAjtdjtvvvkmH3zwQas7h8ZYLBZuu+02Nm3axOTJkwGoLitlwYJTm61l3plfxNr8ska9BAxC6RmopbsEigC8paVUZmWj+dr5t9MO74CimiB5cDOlqrpRDnv0sOExyM1CVFaEphSyn/LF6nWkXXUzq7fvavGcCcOGsOaFJ7h04ck1RwSUlxh5SZtXGWGAXZsQuZmIGgNAHM1sMo4SKgnyZoiOjuaZZ55h+fLljB3b+ibthRdeYMKECXz44YdhW09fpc9WE4jcTMTere2+Thk2FqUbxIVEaZHRCKakoMvnbg1/dTXekjK8ZaV4SsrQg/W4CIHZ58bsrTKa9oQKVcV1ziXYph8fOOTz+Xj//fd56aWXWL16NZWVlY0uURk/fjwXXHAB1157LcnJyYHX9uzZww2LL+G7tetbnPKCGVP557lnYPFUYvLXJWxe99Ey3t/esEtfnMPGoRtbj3UGi26yoHVS9KlDqCacSQOwuJrvv9Asg0ai2B1tn1eDqCw3Ovq1hcliiFVFRIHd1ftaG3cDfr/G/a+8yd/+/U6r51268GSe+d1NuFprfd0IYbVDdgY4XWB3Gh1MAWXEhAbtxsNFdXU1f/3rX3n44Yfxt7HhO/fcc3nqqadISUkJ+7r6An3XGMg8aGTbt4foeJRJx3apuJAoyjM0AsqKu2zO1tC8XrylZXhKS/GWlqK1IaLTJrqOxVuJOcQJcpYJ03D9/CLUiIbtYHVdZ/fu3Rw5cgRd14mOjmby5Mm4GokE6brO448/zr333ttm8pHDYmHDPb8l0m5D9XuxeCpRdT93fPkjr6Q3TJwyKQoFv1uMKURhHV01oVnthLoVcjBYY2Kwx8UFpyTtikJJaZ9ktCjOh8J2KMuZrTWGQQyKbHfbLDkFRVzy5//HD5ta3gjZrVb+9dtfcdXPTmv3Z50oyoeimp+ZooLDBc4IlKnHo3bhJmrr1q1cc801rF27ttXzoqOjefTRR7n66qt7tGhcT6DvGgOHdhs32WAxmVGmndCu3U1HEUIY+uNHDhgtX7sR3efHU1qGt+bm7w9TVq6i+bB6KlFD6P5WnC7sx5+CbcYJTYyCltD8ft7/4AP+8Y9/tPlBUp+Hf3EGl86qkSsWYPK5eWTpt/zzp6aZ2Qd/dwVxih8lRH9Z3SVQBGCy23EmJaJagqjnHjIKxdq+m7Q4eqRjapkWe1275S6qg+/pfJu+iUv+/HfyiktaPGf0oIG88+AfmDKq/TduIQRk7IXmSmEHjUSJjqvpXDoAouNQglAZ7QyapvHkk09yzz33UFXVet7KiSeeyAsvvMDo0VIiuyX6rjGwb5vxQRMkypgpKInBx547gtB1yM82jIDq0GbfBouuafjKyvGUlOIpLcNf2bXKcCZfNRZPJUooEyJNZqzjp2AeORbr0JEo8UkNcj5EeQkU5iKKC6kuL2PqJVezNzO7XVMck5rMFzdf2+DY88tX8uCSb5qcu+mmSxgS6cDcOMmqEwilpkmS2vUiK4rJhCMxEYurDUM5IgYleVC7xha6BpkHmyaktQebAyJqDANLeG9APRFd13nojf/y51ffalAW25hfnnQCL951K1HtCf/UQ1RVQPah5l8cNg6lgQCQAlExRrVRTAJERIVtZ37o0CFuuOEGli5d2up5NpuN+++/n9/97ndY+uHvSVv0WWNA37URCoJUqhswEHVs+LqsCU2D3EyjNDCMksHNzq3reMvL8dbu/ssrOp/l3+lFCczeKsw+d2jzCYCo4UONrnnDxiCqqw2XZnlJ3QkxCXyXcZRTb/1Du8f+4uZrOCa1Lv7433WbuP39T5uc9/3Vv+SY5ARUnwdTiBMBNYsV3dQ9O2FbTAy2VsMGSo13oH15DsLnhSP7IRRVFHZXncegl7Ua7wj5xaUsfvARvl7XsnaAxWzmHzddy43nntmpG3LLXhwFRk5ofWyztZ4iYny7PUhtrk0I/vOf/3DrrbdSWNh6c7apU6fy0ksvNWhMJunL1QTBKp1Z7SgjJoRlCcLvQxzZb3R5O7CjSwwBoQu8Na1rC7ftIHfNOoq27aDiSCbesvLuNwQAFAW/zYXHGYvfHLoEOcVsNm4AAtA0FIsFJWkQDBkNUXFGjLOkgJPGjmDxolPaPf5bazc2eB7dQuJVbbMi3WJDhNi1b/J1j0ARgKekhMqcHHR/SzdtEVSr7MYoFqtRYRCKvIgmGgalfbZU8act20m7+qZWDYGhyYn8+Myj/Pq8szpnCGh+qGghpGm2tD2232t4RfduQaz9Dn3jT4aIWklhSH4+iqJw6aWXsnPnTi6++OJWz920aRMzZ87kjjvuaDO80J/ou56BjT8FFY9XJs1EiYkP6dzC54XsDET2obCLBAkB/qqqmoS/MrylZcYfbi9C1XxYPBWonVy32eXClZLUYhMd4fcbLZ3LSylwxTHxypsoLG36O+KwWFAVhUpvw9hohM3Khnt+i7MmRr1y/yHOf/HfTa5/+YKzOHvUIBQE6DpmX1XI8gcC70VV8VvsLao/hhPFZMKRlIjF2VzYQIGhozuk3CmKC6Aw9H0nUFRwRRqhBGdEIAO+tyKE4J///YDfP/8qmtbyjfTMObN47Z7biI0MLp+m1Tlb+9nYXSiDhnd8cNVk5BjEDjD6KDg6Fsaoz5IlS7jhhhs4cqT1UPGIESN4/vnnWbBgQavnud1ulixZwpo1a9i4cSMFBUbVV3JyMtOnT+e4445j0aJFvTr80GeNAVFWAhWliMoyI1O/GYUsJXU4yvBxoZvTUw1ZBw13WhiFY/zuarylpQEDQO8Leu9CYPJ7OpVPYIuLwx4X0+aHk9B18Hl5/NOvuP2J55o95/SJY/li++4mxx897ywuPHYqADuyj3Lav15scs4j553JxdMnY/FWYPJ7UTQf5jD0kBCKUpNH0D3ucFtcLLbY2KblflFxHc6/6XBCYbAoppqKhGhwuFDU3pVhXlxezhV//Sef/bSmxXNMJpW/XX8lt114bsji9CJjb8t9UDqQK9IqdmdNOCEBYuJROtjIq7y8nHvvvZcnn3yyzdbHV155JY8++ihxcXENjhcUFPDwww/z6quvUlRU1OoYycnJXHvttdxxxx1EhsAA62r6bMsnJSrGSGCpeS5KixA5hw3rVghwRhoyuiFAuKsg8wAiLyssSoGax4unpBRvWSneklI0bxc3tukKam5smtlm5BN43cbOuh2YbLbAWK1OpapgsxOblNziOXvymtd7eGvdhoAxEN3szhhK3dUIkwmvI7qmFLECVdc67floTK1Akd9iQ5i6fkfiKSrG767GlZSIYq5nkJQVI+IGdCybPDHVaGkdwuTLBggNyouNfyYLosYwCMVuNNys27mHC//0Nw7ltFyOmTognrfvv5s5k0PXYE24K1tviBbqzoHVVYbq6tHDoKiIyJiaKoUEo4Q1SAMnMjKSJ554ggsvvJBrrrmGHTt2tHjuq6++SmpqKg8++GDg2Pvvv8+NN95IXl5eUPMdPXqUBx98kNdff52XXnqJU089Najregq921/WDH6/H18zO2UlOg513FSUaSdAZCzK2CmGGlonEJXl6Ls3I9KXI3KPhMwQ0H0+3AWFlO47QN6GTeStT6d03z7cefl90xCoT20+gSsWrZ35BGabNTBGMHz3w/IWX9ufX0hyVFPrfsPhLHYdNT4cWsoZKK1XnqmbrXicsVS74tDDtIM3+zwNxJC6Es3tpjwzC5+7/s1bQHHHxLMUVYWUIc0oFIYBzWeEjbIOIA7tQRTkGt69HoYQgqff/5S5N97eqiFw6rHTSX/5qZAaAkDbGijhLCEUOpQVITL2IDatNPINdm9G5GUhvMH9zs+ePZuNGzfy5z//uUU3/ty5c/nzn/8ceH7PPffwy1/+MmhDoD6HDx9m4cKFPPbYY+2+tjvp9WGCffv28cYbb7B69Wo2bNgQyCSNjo5m2rRpzJo1i8WLFzNxYt0fiBCic8k05SWGWmBR+39RmkP3a3jL6oR+/JUyqaUW1V+TT6C3vqtWzGaihtWI3jijUAa2LoAjhGDoeZeRld9y5rHFZMLXTKOiq46fyQM/X4gQgmH3/BWtkWTuZcel8dA5ZzRdo9+Lqyw35B6CWnSTCc3SPQJFoNSEDWIMW0xRjdyBDt4ojDK2DLpFjttqrytV7GYNg7LKKq79f4/z3ncrWjxHURTuv+oSfr/4AkwhrqAQmgaHdre+0UkeYnQx7Q5cUXXaBpExbeaD7Nixg2uvvZaVK1cGjjmdTrZs2cLIkSMBePDBB/njH/8YkuU9++yz3HDDDSEZK9z0WmNg+/bt3H777SxdurTNeBDAvHnzePTRRzn22GM7PKcoKTA0AkpbL11pcxytptyvptbfV1FBT+tB0KMIIp8gkDwIxod48uBWh9x9OJMJl1zX5tSqoqA3+v2KtttZf8+tOCwWJj/4D4oaGW9nT5nI0xed2+x4Jm81NncJJr8HJQxZ7kJV8Fsc3ZJYCGB2OnEmDTCqOmISUBJaDsW0RdgSCtuDzQERMRAZFXYRncZs3neAC+57qFVNjMTYGN78452cMmNqWNYgSgqhIKf1kwaNQLH3gDCLyVyXiBiT0GLoR9d1nn32We6++24qKir429/+xt133w3AihUrmD9/fqt6De3BarWyYcOGBpvRnkqvDBM89NBDTJ8+nS+//DIoQwBg+fLlzJ49m9///vfNhhFaQgiBKMxD37QKsW1dhwwBoQu8ZWWUH8mkcNsOjq5ZS9H2HVRkZeGrKEcaAm1Qk09Q7YrFZ3XS3M7XZKu/g2t7Z/xt+qagpm5sCACUVlezZNtOoPlQQYm7ZVezZrXjszrxW51GrD/EQiyKbmg4dHnnwxr8VVWUH8nC7/ZAaVGnKluU2ATjRtydeNxQmAOHdiOyDiFKi43dchgRQvDyZ0s5/vrbWjUE5k89hg2vPBU2QwAITia9i42kFtH8UJSH2L8dkf4D+vofEPt3GJLv9X4PVVXl17/+NTt27ODcc88N7Nyrq6u58sorQ2YIAHi9Xq644oqQjhkuelUCoaZpXH755fznP//p8PUPP/wwW7du5f3338dmazkmLXQdCo4aksZV5e2aRwjwVVYGJH69peWG0pqkcygqfpsLzWJv0jTIVP9nGcQN9tv0zZ1ayltrN3LetMnNGgOlbUg6++wRqFV+VMBvMmPyeUMr0yzA7HV3m0CR8PupzM42qjtiCiE+qeODJQ40kgnDlVDYHtwVxr/8HITTZRgqEZEhLVWsdFfz638+zb+/bKpsWZ/fL76A+6+6FLM5fLkVoroqiO+7YuzIeyLVVYicDKMhlqIiomKNMvLYASgRUQwePJj33nsvEDJ+66232LdvXxuDtp/169ezZMkSzjzzzJCPHUp66E+xeX7zm9902BCoz+eff85ll13GO+807eoldA3ysg0jIMg+7QD+Kneg1M9TWmrUtEvCglBNeB1RDZoGtccY0HWd7zduaXJ80oih5JZVkl/QdvLbmoOH2Z9fQLSjaUVBaSueAWN9Kl57FLaqEhRAs9jQTBZMfg9qCI1Gk8+Lous1eQRdjBB4CgvRPF6cx8agtmJ4t4aiqoiUIXDkALSRN9J16MYGoaoc8lVEiDQMdh46zPn3PcSOQ4dbPCcuKpLX772dM2Z3PNwZNEF5Bcy9owGQ0KG0EFFaCBl7EBaboYg4bCzUKGY+88wzYZv+mWeekcZAqFiyZElIf1jvvvsuZ555JosXLwZqPAE5hw0jIIiacH91dUDi11Naht7Xs/x7ILrZisdkwYKGarXV3Sza+HDatPcARWVNvT2nHjudaePHctn9Dwc1/2ub9xHpimhyvE1jABAmMz6bC6unpjeEqqJZHeiaH5PmQdFDEzpSNT+KqOo2gSJ/RTnF69YQOWU61sim36tgUCxWRPKg7ksobA2hG7oIFaWgmIxSxchocES0q93yf776jhse+RdVrXQJPW7iON7+890MSUrs3JoVxSitdkZAbcKh319j4Bi/j0LXoDwIvYeeEiJoLz4P5GXBiPEAZGZmkp6eHrbpvvrqK6qqqnA6e0BuRQv0CmPA7XZz3XVtJ3u1l1tuuYUzzjiD+HhDgVBk7gdf8zf1kLf2lYQGRUGNHWBoRhTlQWlRm8bAdxuaDxGcnDaV04+bwb+XfsvXq9ruaPjR6tWcMr2pvnmp2x1UxYpmdaBpvgbhDmEy4zeZUf1eVM0bEuVCRddr9AjsXVOy1wi1sozCLVuIGj4C18COJRQqzghEQlLw/Ua6g+Y0DCJjWu2EWu3xcuu/nufFT75odehbzz+Hv91wJdaOKtypKiSkGPLcrWTdC80PZSWIAzuDG7e3GgNgiBvVrD+chgAYIerNmzcze/bssM7TGXqFMfDWW2+RlZUV8nGLi4t56aWXuOuuuwx3ZNIgqGl7rPv8NeV+xu7fLzWseyyWCJeRvT4gBREd12b64DfNJA+aTSbmTpmIoig8fcv1TN6wmWpP6wZfcUU5xeVN5Yw1XVDp9RIRhGvca4/AVulHFQ3DA7rZim4yY/J7Q1KKWCtQpHWDQJEiDGOk7OBBvGVlRI8aidqBWLcSk2DoANRvPNVTqdUwKC1EmK1GGCEyGsVWF7LZl5nNBX98iE17W261Hh3h4uXf/5ZfzDu+Y+tQFEgdgZI6LCiJaMVkhtgETGlzEeOnITavQuze1PIFPTVfIBjqVUBs3bo17NNt3bpVGgOd5bnnmpeMDdXYd911l/EkOp6yFd/jKSnt8ta+ko5jcbkCjxWrDWXwKIiKNXY37oY/R6/Px4+btzUZY+b4MUTWuPBGpqZw3+UXcs8Lr7c5994WjNSjipPhJhMmrY3wkaLidURirypp9jXNYkc3aSEpRVQwBIo0IdDNXZtYaHgmHFQXFuKrrCRm7BisEa62L2zMgIGGQmEXd//sFH4vlORDST6iRsPggw3buebRpyhrRVNk2uiRvPPgHxhZr1Nmu3BGoow5BiUiusHhvXv3snbt2hY19ocMMTQ6FGcEyuxTEcPGoP+0tHmZ6N7sGajnHamsDH9L+YqKnn1P6fHGQFFREevXrw/b+IcOHWLPnj2MGTMGJSKaypwc6AVlIJI66hsDAKiqUZY2bQ4cPYw4vA/8Rrb+2p17mo3Lnpw2tcHz3110Hm8v+4FtBw61OvfhvOYV4Qp1lQGxgzB7q7C5SzC30mlQmCx4bRF1+QONX1dN+K1OFM1n9DropDSIMYbWpQJFitAx+aqN0Eh1NUVbtxE1fBjO5PZVGiiqikge3MMSCoPHW1XB3a+9y7++bllECOCGc37GP266Frutg0ZbXCLKuKkBlVW/389bb73F008/zdq1rYfATj75ZH79619z7rmGVoaSMhT1rMvQl71vdISsTy9uzFO/g6s51JLKzdDTmxj1eGMg3LGc2jnGjBmDYrFgjh+AP79lyU9Jz0K1WDDZG7nja2L1iqrCwGHGbvLwPkTO4Rb1BU5Km9LgucVs5tnbb2Lujbe3OLfNZuOEE04gLS2NtLQ0Bg0ahNVqxePxkOJy4fL6cRcUUJmXj8lTha2qBIu3+R2IZnGgaV5M/pY9CcJkCVkpoqppNYmFXSdQZPFWGQaIoiB0ndL9B/CWlRE1cgRqO5TzenRCYStkFBRz4bNvsu5Ay530XHY7z915MxefelLHJ4pLRBk3LZAXsG3bNq644oqgP0u//fZbvv32W04++WRefvllhg0bhmKzo572f+hfvQv59USIuqEnRsiolx82YkTTLqehpivm6Aw93hjYvbtp57hwznHX0h/YtnoVAyJdJEZGMCAiggGRESRFGl8TI10kRERgDWN9ryR4mngFoMnNTbFYYeQESBnMt7f8vsnpDpuN2RPHNzl+/DETuP7sM3j+4yUNjo8YMYIbbriBq666KpB82hr+KjfFe/ZQvHsP1aUl2NylWKrLGzZiUsBrj8RWWdIkf6DRmwtZKWKtQJFmcXRJ58P63oFa3PkFeCsqiR07Bosr+ExrI6EwuW11vB7CZ5t2cOVL71Bc2XJ4Y2JqEu/8+nLGjRyBKCvtmIaBw4Uydmrguv/85z9cddVVeDtQ7fTtt98yefJk3n//fU499VQUixX1lHPRP36trgtsF+yow4VWUY6i6yiqSlpa00TgUNMVc3SGHv+T9LSRxBXqOUo8XtIPZ7Z5TYzTQWKEi8SoSAZE1BgOkRGGERERQWJUBIkREcQ4Hb2jDreX0qwx0MIHaJVQWb11e5PjcyZPwGZtfofz0PVX8PGPqzhaVIzVauVPf/oTd955Z4tuRU3TmujDm50OBkydQvwxk8jfuInCrdupdsVidZdhc5eh1N78FRWvPRK7u6TlN1zvPQZKEf2eDocO6gSKbOhdsMuz+NwB70AtmttN4ZatRI0YjrMdZXNKTDzC4+7RCYV+TeO+D5byyJLvWz3v8hNm8OSl5+C0WaGqzPgX0DCIqdEwaPtzRBk92UimBd5++20uu+yyTqnflZeXc9ZZZ/H5559zyimnoNidqMediv7dR8YJvSRnQBfg1VWqPX6q3V4qK6rwefyMGF+CPT6OCRMmkJiY2KHGRMEwduxYkpM7Ls3dFfR4Y8DRjKhLqLHb6zJ8gzU+SqrclFS5W2x1W4vFpJIQYXgUBtQYCQMiImqMhzrvQ2JkBI4WbkiSljFHNFO73oLxtWLFimalqE+ePqWZsw1iIiN47Jbr+cu7n/Lf//6XSZMmBV7zeDy89957LF26lPT0dPbs2YPf78disTB+/HjS0tI444wzOOecczCbzagmE0kz0ogaOpTM75fjUc14nDFYq8uxVZWi6j6E2YLP6sTiDa56pUEpot/b4QwAk8+DomthFyhSdCMZsvE8Qtcp3bffqDYYMQLFFOSOuAcnFGYXl3Lxc2+xYs/BFs+xW8w8tfgXXDG3GRGh+hoGqgnhiq7RMHA1/ys+cJjRuh3D23nVVVeFRAbX4/Fw4YUXsn37dhITE1GGjoahYyDzYI/c6AgBXl3B49OprvZRWeHGU9X853pFVhb2+DjMZjNXXXUVDz8cnMZIe7n++uvDMm4o6fGNir777jtOPvnksM7x7rvv8n//938ATJw4sdW+1+Ek0mZjQKSrJhwRETAeEiPqGQ6REcS7nJhCKIHamxmQNg2zveGNRRk9GSUptcm5d955J4888kiT42vef5sZiTG0FH8WEVFUjTiGyCijM5vX6+Xhhx/mySefDGRjt8bAgQO57bbbuPXWWwNeA3+Vm4wvv8JTUlIzicDircRWVYLJ58HqLm27EqHJQvVOlyIK1VQjUBS+D3ldNeFxxrY4h9npJHbsGMzO4DYCwuc1SoLD1A2yI3y9fQ+XPf82+eUtZ6mPSU7gvzcuZvLgdlYLmCzQWMNAUVBmnIhis6PrOieccAKrVq3qxDtoyrnnnsv7778PgCg4iv71eyiDR4Z0jvYiBPh0Ba9f4K724a6sxl3hDjqTxBIZwahfnouiKBw+fJixY8dSXR1a6euYmBgOHjxITExMSMcNNT3eGCgtLSU2NjbohkQdYf/+/YwYMYLKykqioqJ6fFMJVVFIiHAxIKKe4VDjeUhq4HmIIMJm7ZHWeyhQzGaSZzXdUSljpqAkDmxyfMaMGU2SqKKjoyksLEStrjJKERs3onJGoEw+LiBOsnHjRi677DK2bWtantgWM2fO5I033mDs2LEA+KqqOPT5F/jKG1YRmLxu7JWFuEqyURt3aTSZsYydhHnISMypQzAlpqBY7YBAeKrRcrPRMg+h79+OtmtLhypjhFLT+TCMBqfXHtmqF0JRTUSPHI4jcUBQ4wl3JWQdorsTCjVd5y+fLOMvn3zT6mfW+TOn8PwV5xHZTG+LdlGrYTByPKZjZgHw4YcfBioBQs3atWsDnV+1bz5soJsQboQATSh4/IJqj0ZVZTXuiir0Tqp1Dl5wMpFDjC6nf//73+tKzUPEq6++yhVXXBHSMcNBjzcGAObMmdOg/3QoGTt2LLt27QJg16aN3Hjh+eSXV5BXXkFBRWWzXet6E3aLmcT6noZawyEyIpDbMCAyggSXq9clRVqjo4mfNKHJcWXctCatc4uKikhISGjyAX322Wfz0UcfBZ6LwlzEwV1GXwpFRZl6PIorEoBvvvmGs88+u1M1ybGxsSxdujTwgVqVm8ehJV82KHMKvL+qEqIKD2H2eVAiIrEfdyK2GXNQg+wdr5cU4V39Lb6fltUlfAWJADSLHREmUZm2vAO1OJISiR4+PKiwQVDtdsNIXlkFi59/m2927G3xHKvZxD8uOosbTpodUiNdPeXcwC791FNPZdmyZSEbuz5XXHEFr776KgD6gZ2QfSgs8wBouuHur/b4qaryUFXuRvOHvuGbNSaaEWefhWoyoWkaJ554IitWtF76GSyNP196Mr3CGHjzzTcDPQRCzWOPPcatt94KwNE1aynbmI7ZU4nFW4XweymqrDKMg4pK8ssryC2vIL/mX155JfkVxuOyPiBPHOt01CVC1iRHJjbyPvSkpEhXaipRw4Y0Oa6MT0OJb5iI9sEHH3Deeec1Ofdf//oXN998c4NjQteMXaaqoqQOBwyPwNy5c0MiThIXF8fq1asZPXo0AEfXrqNoW/OhKXtFIbEjhhC94GeozcjaZmVlkZ+fj6IoJCcnk5TUtG5fLy/F8/5r+Le1X69DM1vDJlDktUehWdpWaTS7XEbYIIhdtMjNMuSAu5gf9xzk4mffJKek5Q6nwxJi+e+NlzJj+OCQz69e+GsUu5P8/HySkpLC5kl1Op2UlZVhMpkQpUWIrWtCMm7TBD83Pk/oOnm2RfzkSSTNMLL9i4uLOeWUU9i4cWOnxpw/fz5Llizp0f0I6tMrjAGPx8OECRM4cKBl2c6OkJSUxO7du4mOjkb3+9nz3//VNRwSApPfg8VTidlb1Wb81u311RgGleSVV5BfYXgX8uobDjXHfVrPDkO0hcWkBkouE2u8DE1DFMZxRxiFNmLGjMYxIKHJcWXCDJS4hu7lm266iaeffrrJudu3b2fChKbeBSDQX8Dr9TJ9+nS2b29aidBR5syZw/Lly1FVFd3vZ++776M1ilWqZjOp8+cSObTO4PH5fHzwwQe8+eabrF27tkn288CBAznuuOO4/PLLOfPMM1Hrufq96SvxvPtiu2PruskUFoEiXTXjccUGda5iMhE9aiSOhNZLOYWuG4acp2vkw3Vd59EvfuC+D5aitRKS+fm0ibx89f8RW1M+KYTA69fw+P14fH48fn/dc78WOFb7uq/F1zSccXHc/tJbAHzxxRecccYZYX3PW7Zs4ZhjjkHoOmLV10aiYztoT4Jfl6EoDDltARGpRnixtLSUa665hvfee69Dw1111VU89dRTXZIAHyp6hTEA8MMPP3DSSSeF1OL94IMP+MUvfgFA8e495PzUcsKN6vdi9lYZxoG/4wkmQghK3NXklZfXGQ71PA91xkMFxVU9L0O6vUTabPUqKGoMh3ohilrPQ1wHkiIHTJ/W7G5RmTTT6Ftej/HjxwfCQbUkJyeTnZ3dppfjz3/+M/fff3+71hYMTz75JDfddBMAuevTKdxSl4egWiwMXXQqjgF1Rs2///1v7rrrLnJygnOFDxs2jMcff5yzzz47cMy3dzvuV/6J0kJDrpYQqhqWzoceRxS6Ofj2xs7kZKKGD221/l74fXBkf8Do0XXduInWu/EaXzW8tTfYmmPeejfcuptzvetqXvNpGqVVbr7duZ+s4ta7+8W5HNjMZryaFhjTG0J398KFC/nyyy8B+Nvf/sYf/vCHkI3dHG+88UbAU6tv+DHQ6bA5Opvg15UoZjMjzz4La3RdGO7dd9/ljjvu4PDhlttK12fMmDE88cQTLFq0KFzLDBs9vrSwlvnz53P33Xfzt7/9LSTjXXPNNQFDwO92k5e+odXzdbMVr9mK1xmDovkNw8Bbidnrbige0waKohDrdBDrdDC2DSVWr1+joLLGSCirIK+iNkTR0PuQW1aBx99zMqnrU+7xUJ7vYX9+Yavn1U+KrB+eCHgfao2HyAhcViuq2YLJ3oLbuNHNPSsrq4khAIbsaluGQHV1NU8++WTrb7KD/POf/+TGG29EVVVix42lcOt249NTURi84OSAIVBcXMzll1/Op59+2q7xDx06xDnnnMPFF1/MCy+8gMvlwjJ6ImLxzVS98WSraoeNqe18qFnsLQoUCSHw6zoeTcenacbNVtPwaLpxE9SM5956z6sFVKk24zW/hk+ru0F7NeOmWXsD9dVc7xOg22z4dA2P14fH58Pr8+PxGY+NY148Hi8ev9bqjr0rKGpFaCgU1HdDFxeHP0TSYI56vwvhSvDrKqKGDcESFdng2Pnnn895553HZ599xr///W/Wrl3LkSMNFSRHjBjBrFmzuOKKKzjttNO6cskhpdcYAwAPPfQQZWVlzbp728NFF13UoPlRzsrV7WpJLExmfI4ofI4o0HUsvqpAnoHSTpdZa1jNJgZGRzEwuvWEMSEEFR5vnWehwjAQGoQtyivIr6jssUmRuhCBsMr2nNbloB0WC4nRUaQmJ5IUH0tKfBzJcbEkxcWSHBdLimYnZeRokpKSsFgsfPfdd82Oc8opp7S5rnfffZfCwtYNmY5y8OBBvvzyS8444wysERHY4+KoLiwkYfIxuFKMBMiCggJOPvnkTnVVe+uttzh06BBLly4lIiIC64SpfJMyjrWfvI/f58Xr89fdtDUNj1/Ho2n4anfUtcdrvlbrwrihB87XAl973m9W36d+9ZPaBSXH9efw+KGqUgtrgl9XEDVsKANPmNPs5sBkMnH22WcHPGwFBQUUFBSgKAqJiYnExgYX6urp9CpjAOCpp55i0qRJ3HHHHe3uAmWz2XjggQe4/fbbA7/Qhdt3UJ4RnAuoWVQVny0Cny0CtxCYfW7MHsNroHZRIxVFUYi024i02xgxoPWYqqbrFNYmRdZ6GSoMz0Otp6HW+1DeBeqPHcHt85FRUEhGQds36YSEBPwteE3sdjs7duwgOTmZ2NjYZj8Ili5d2un1tsbSpUsDMd4PNm9k88aNvHLpRYDRXOass84KSXvVlStXcv7557NkiSGtfMJVN/Crx54mIyOj02P3VsxmM2lpacyYMYO0tDRSU1MDvSUyMjJIT09n/fr1bNy4MaylzZ2lpFarAkhNbaqvEWrqz5F58Ci+8paTJnsDEYNSST1xXtDSzwkJCSQkNM1V6u30mpyBxhw6dIg//OEPvP/++23qbptMJs466yweeughxo+v06Av2rmbo6tWh22Nqs+DxVuJxVPZfgGZHoDb62sQjmgQnggYD0YYw9/DtRnawmq1kpycTHJyMo8//nig7/i4cePC2h9jzpw5gTKmF154gUGDBgWMg7/+9a/ce++9IZ3vhRde4NprrwWM2O/ll18e0vF7AwMHDuTaa6/luuuuY+DApnoUjTlw4ADPPfccr7zySti8RJ0hJiYm4LpfuXIlc+bMCet8GRkZDBkyBM3rZfebb4d1rnDjSklm8KmnoPbiHguhotcaA7Xk5uby1ltvsWbNGtLT08nNzUUIQUJCAtOnT2fmzJlcfPHFDB5cV86jaxr56Rsp3Ba67PC2UDVfIJRg9vX+xMD66Lqg1O0OeBjyasITdWGLSvLKysmrqKSkFyRFrl69mlmzDAEXk8kUVhGq+Pj4gIrh999/z4knnggYxu7YsWM71GCmNaKiojh48CBxcXF4PB5SU1N75A0uHJjNZu666y7uu+8+bLbgkxZrqaio4O677+aZZ55p4imwWSykJMThstuxWSxYLeaarxZsVgs2S80/qwWr2dzkWO1jS811zb3e4LpGr0fOXYTqcFFVVcWAAQOoqgpPNUVqaiqZmUbvlsqco2R8EV7PWThxJg5g8MJTMfXw1sJdRa83h5KSkvjtb38b9Pnu/AKyf/ypTga2i9BNFrzOGCMBUdcweyuxeKowe6valYDYE1FVhViXk1iXk7FtNJrx+P0UVlQGPAoB3YZ63ofanIfuSoq0Wo26eo/HE3Y1yvq9MIYNGxZ4/Mwzz4TcEAAoKyvjlVde4fbbb8dms3HVVVc1K9HckzCrKlazCavZjNVkMv7VPLeZTVhNZqxmExaTCWdUJK6YWGx2GzabDZvNjs1uZ2BKChdffQ0Dh9fJ52qaxieffMLXX39Neno6u3fvxuPx4HA4GD9+PDNmzOCMM85g4cKFAERERPDUU09x3nnnsXjxYrKysgC45/IL+dOVlzRpUNWVKKVF4HDhdDq58MILeeWVV8Iyz9VXXx14XHX0aFjm6Ars8fEMPm2BNATq0es9A8EghKDi8BGKdu2mMiu7u5fTEGFkadfqGbTevrb/IISg3ONpoNFQm2BY6PFQrENuUTFHi4rJKy4JaUy3Kz0DCQkJ5OfnA8aNOioqCr/fT0pKSlB9DzrC6NGj2bNnDwDLli3j1FNPDbxmNalYTaaam6wJq6piMynYTCasJhWbyYTNZNycbSYVi6piq31ssWK1WIzrTSYsJjUwjs1kwmpWa8apvaHXPbeZTZhsdpSIWMxmKxaLBavVitlsRTWZEaqKUFSEajK+KmrNMVPgcW3ZozMpkdQT5zXf0RLDCHj88cd57LHHAjf01hg5ciR33nkn1113XeBYRkYGvzznHP586bksmjWjMz+O0BARjTr1eMAQyJo+fXrIp7BarRw4cIDU1FSErrP3f+/jr+waPYdQYouNYejpC5v0NOnv9AtjoGDzFvLSO6cm1SUIgclXXZNnUIWqd50CV2/CmZJC9Ihhged+v0Z+SSlHi4o5WlREbkwKufkF5OTk8Pzzz7d7h/2///2PX/7ylwBMmDCBnTt3hnL5DZg7dy7Lly8HjKxwVVXZvHkzU6dODducANnZ2aSkpKBVVXLkT7cYN3iT2kKppTAaIPnb/n3UTWb8FjtCMYGiIBTV+IqCUBVARShK4DWhNDxWHjsYPQhVwrYw2+0MnD83ICJTy44dO7j88stZv779aownn3wyr7zyCkOHDgXAX1mBun2t0TWxm9EFKFOPxxQZDcANN9zA888/H9I5HnzwwUAOS8WB/Rz+PjSSvV2JNSqSoWcswtJLVAG7kl4fJggGZ0rP7iMdQFHQrA40q4PqCFD9Hiw1lQkmf/d/4PQUrBENd3xms4mUhDhSEuKAkSjHLUAxW9i8eXOzGgFXXHEF11xzDUePHm3yLycnh71767Tl09LSwmoMpKWlBR7XVrg0bqYUDtLT0znzzDMxOV3Yh49HKcgGX3VATU4oCgIVVOOrZrYHjFVV+BG1aoSKWhPkUkBVAAWhmvE4ohrUoAeLvaqYqujO/736q6s5/PU3jLngl5hrVOBWrFjBz372M8rKyjo05rfffsusWbP4+uuvOeaYYzC7IhBjpiC2re30etuDEApeAR6vjtvto6rSUPBzVa5h6CKjzv2RRx5h6dKlHDp0KCRzpqWlcffddxvzaxoFbeiy9EQsES6GLjpNGgIt0C+MAceAAZjtdvwhbk0ZbnSzDY/ZhscVi6L5sNQqIPaxBMT2YnFFtH5Cjbv4m2++afblc889t9mMa5/PxzvvvMOPP/4YOHb66afz5ptvdnyxbdCcUtnBgwfDNl8t9aW9vcnDcJsiEIqCxVOFtbqslbLYaFS/F0t1RYshLVX3Y6sqwWuPQpjbF5O1eCtR/Z52qRK2xIApkwOGwNatWztlCNSSm5vLqaeeytq1axkyZAhKTDwieQgc7UR5ciu0R8GvMjuH4t17iB07hsjISL744gvmz5/fRLK6vYwcOZJPPvkEc03GffnKH6guLjE6JvYSzE4HQxctxBLRxmdHPyb8ChU9AEVRcA1qu4SoJyNMFryOaCpjBlIWP4yqyER8VleNm7X/oKgmTG31ua/ZYX/77bdNXjKZTMyfP7/BsdLSUh555BGGDx/O4sWLef311wPx+l/+8pcMGBBcG932MmrUqEBy2tF6yVgt6SKEEp+vzuWfMCyV5FFDSBiaimv4cMSICfgTB6O30GJYN1vxuGLx2Vr+/VOFjs1disnbfsPVVlXS7msaY4mMIGHKMYDxXhcvXtxpQ6CW3NzcBol0yrCx0E6jpzmEAL+uUOmFwnKNI0cr2bs/nwP7c8nMyKMwt5iqNqR8c9eux1NqvM9x48bx448/tth7Ixhmz57NihUrAiWY3qwjlK9ejh6mbpbhwGy3M3ThaVgbqQtKGtIvjAGAyMGh7xTWXQjVhM8eSVV0MmXxw6iMSsZrj0JXelcL4o5gcTnb6HqroCgKPp+PH374ocmrM2bMICrKUHTMyMjgtttuY/Dgwdx5552BZDKPx8PLL78MGElT7alWaQ933HFH4PGWtesCjyO6YPdS+z0AsMfGEpkYT9yAKBITIhiU5GLw6EGkzpxG0rTJJAxNJS4hipi4SKJiI3BFObFHOFAio/FGJOBvYRevILB6KjBXV9CeghmrpwK1HVLJzRE7bmxARObvf/87mzdv7tR4jVm2bFngd0QxmyGx/WI/mlCo8kFxpUZWvpt9BwvZty+XI4fyyM8ppLKsst1SvrrPx+GlX+GrEWQbM2YMGzZs4O677w7s7IPB4XDwyCOPsGLFCpKTjbCNLz+XwvfeRAgl5D0qwoXJamXwaQuwxcZ091J6PP0igRBA83rZ89Y7RlezvooQmPzVgTwDVet7CYjO5GSiRw5v+QRFRZ2zsEXxlT/84Q+ce+65/OMf/+Ddd99F05p3dQ8bNow9e/ZgsVjw+/3MnDmz0y1N63PSSScFPBe6z8fBJUsZefaZAHzyyScNmguFg1WrVnHcccc1+5rQdfB7wesFnxd8HkRpCeQcQhQcBb8P/H6jEZCmIYSO7vUiyksRPh9CCHRh6E/omo6u6/gVE15HVNA3Ea8tEndU62WqLaGYTIy+4JeY7XY8Hg+DBg0KS2XGmDFjAoJUwl2JSF/e4rld3aLX7HIx5LQF2OvdBLOzs3nxxRf597//zf79+5tcoygKEyZM4Morr+TKK68kLi4u8JonM4Oi999Cr3ajmW1UxA4K29pDRXPNviQt02+MAYCML5ZSmdN7a2Pbi+r31ikg9pEExOhRI3G2pmVgMqPOPpW//OUv3HfffU1enjJlStC7xD/96U+BboXbtm1jzpw5IXE1JyYmsmbNmoCuQM6qNRTv3MXYSy7EZLORnZ0dVllZs9lMeXk59g6UVglvNWRnIHIOB7oCCk0DTTOMhJJCRFEeaD7QdBCacSfUNISioEXGIkwWNF2gawJN09A0Hb9fQ/M1DI+Uxw1BNxnud2tUFPaEeOzxcVhcLhRVRWgavspK3AWFVBcUBnbDrtSBDF1olEu++eabgQ574WDZsmWBHhf6xhVQWd5igl9Xo5hMDJg2hfhJE5tI7RYVFbFx48aAxn5SUhLTpk1r4DECowNk2Y/fUbFuZSC51Gd1UhWd0mXvoyOoJhODFy7AldxLksd7AL0n8BMCIgYP6lfGgG624jFb8ThjUTR/oGTR5Gtfp8WeRJsJQG0kDwZrCEyYMIFhw4YFyv0mTZrEkiVLOOOMMzplECQmJvLVV18FDIHKnKMU7zQ6KroLColIHcjAgQOZOXMma9eGJ0t90aJFHTIEABSrHYaNhUEj4GgmIvsQircaTCawWsHpgqRUKMqD0iLqxweMWgMFJSEF7I6AZ8H46ge/H6H50Xwaut9PdJQVZfx0bIOGYo5sO97rLiikeOcuzK66bPHa1r7h4osvvggYA+Wqi+Ls7B7ToldoGnnrN1B2KIOEyccQOWRwwCiIi4trtVGX8Ptw79xG+eof8Rc19KoItWffNhRVZdApJ0lDoJ307J9qiIkYNIjcte2vL+4LCJMZryMaryMadA2L122oIIa402I4UVQ1kB3e8kkKVVVV/PTTTx2a4+STT+b2228PZPkXbdtB9KiRmB125syZw+rVq7n88stZt25dGyM15cQTT+SVV15h+HAjzOGrqCBreV3lQun+A4G6+BtvvDFsxsCNN97Y6TEUswUGDYeBQ6EgB5F5EKqMhjWKyQQDUhBRsVBwFNx1DcUUBBRkQ1wSSlxT962hOgAkD0YZNs6IxweJIyEex9w5hqeiho7oCbSH+mWgmtVBVUXPq/SpLigk89vvMTudxIweiWPAAOwJ8U1K7A4fPkx6ejrq0Wxm+srR3c0LCuk92BhQFIVBJ80nYlD4Gzb1NfpVmABg33sf4C3r3V22QorQMfuqA30TuqrTYkewRESSMGVSyyeYLRwsKuWP//mA//73v0ErB5pMJi688EJ+97vfMW3aNAA0n4/s5SsozziMLS6WoQtPw+wwdtOapvHEE0/w2GOPBXTaW2PEiBHceeedXH/99YFjvooKMr78qsHvomIyMebC/8Nks+HxeJg6dSq7du0K6j0Ey3HHHceqVauM9+H14i0txR4fH3THttYQxQWIzANQ2rDXgagohYJcIw+hPhHRkJjacG6rHWXMMSgxDbvC/fjjj3z11VfNyganpaXxs5/9jBkzGioBCiFITEwMm5IjGHLotZUg5YePcGRZ0wqWnopisfDzP/8Rj9dLWVkZpaWlAJyfNoV//t/PW7yuKjIRn71nZuanzp9L9MgR3b2MXkm/MwaOrl5L0Y7wicj0aoTA5PcEpJF7WqfFJsmDUbEo8UkQEY3miMBsrat7rqioYNOmTaSnp/PRRx/x/fffNxkvMjKS66+/nt/85jcNGln5Kio48s13VBcWBY5Zo6JIPXEujnqtSzVN49NPP231JnX66adz+umnN5i38mguWT8sb1bKdcD0aQyYOhkwZJHnzJkTMjlku93Oxo0bGTduHFD3t2CyWnEmJ+FMScaVnIwtrvl2zsEiKkoRWYcgP4faMIHQdSgpgKICoN77sTogZQiKxQJ2J8qkmSj2Ou/Pa6+9xqOPPsr27W03FZsxYwZ33XVXQD0SYOfOnSxYsIDs7PDIkEdFRQVuohWZWRz+allY5gkXi35/J0ca6RDMGTmMd65tOc+iMjoFv7XnCfekzDme2LGju3sZvZZ+ZwxUZGVzeOnX3b2MXoHq92KuFTryd79gU/TIkTiTEyFpEMrAoSiuqLYvqmHnzp08+eSTvPjii6SkpHDrrbdyzTXXNEmYcufnc2TZd/jdzbh7FYWEyZNImDoFtQNNaXSfj7z0DRTtaHm3r5hMjDjnLGzRhqzs//t//y+g/NZZXn75Za666irAeJ8HP/vCKG5vhNluNwyDlGScycnYYqI7NJ+odkPWQURuJuiG6174vIaXoLK07kTVDMPHoM48GcVmGAKHDx/mmmuu4euv2/+3et555/HMM8+QmGgkmu7cuZN58+aFxUOQmJhIbm4u0Ps8AwBXPvL/WLur4eZoaHwsP91xU4vXlMcORu9hgkPJx80kbsL4tk+UtEi/MwZ0TWPPW++g+/pe2V04UTS/YRh4KzF7uycBMeH447FOmYUSFdvktYyMDHbu3Inb7cbhcDB27NhAbL4+RUVFREZGYmmmW1np/gPkrFiJ3kK5YS1mh4OYsWOIHTsGi6vtHZK3vJziXXso2bsXrbrtrHJH4gCGnbEo4D5/8MEH+eMf/9jmdS2hKApPPfVUIFdA1zQOfPwp3pLSNq40MDsduFKScaWk4ExJxhpEMl99hM8HRw8jsjPAZ7x/UVVh5BN4q0FRUE+/GCXRyJfYvHkzp512WqeU84YOHco333zDyJFGl8LPPvuMs846q8PjtcS8efMCehZFu3ZzdOXqkM8RTu555SU++qlhjwGrycS+B3+PqjbvHSqNHx4Q9uoJJM6YTsLkY7p7Gb2enpsJEiZUk4mI1IGUHcro7qX0KoTJjM8Rhc8RBbqOxVcVyDPoigREx8QpWI9fgFJP+WzlypU8++yzfPnll83u+uLi4jj11FP51a9+FVAdrF87XYsQgoKNm8jftCWotfjdbgo2baZg8xYcCQnYE+JxxMdjdjkblLxVFxTiLiw0wg3tsLndefkcXb2WlOMNHYD77ruPadOmcf3117fb3T1y5EheeeUV5s2bF3iv2ctXBG0IAPir3JTuP0jpfkMm2RoZEQgpOFOSW+wOWItiscDgkZA6DPKyEVmHUAAxaCSUFaEkDw4YAvv37+fUU08NdHLsKBkZGZxyyimsXr2a5ORkzjzzTBYvXsy///3vTo3bmPq9JaoLCls5s2cyMD6+yTGvppFfUUFSM4p9QlF7lCGQMOUYaQiEiH7nGQAo2bOX7BUru3sZfQMhMPvcmGuFjsKQgFg+fAzjzr808Hzv3r1cffXVDXoItMXMmTN55ZVXmDhxYoPjut9P9o8/UXbwUKiWGzJix48jZfaswPOSkhIeffRRXnrppYBruiUGDx7M9ddfz29/+1ucNVnjQtfJWr6CsgOh7X1gi4nGmVwTVkhJbrM1rBACivIRWQegugplxnwU1WgVPXfuXFauDN3f5s9//nM+/vhjAIqLixk2bFjIZInBKC2srTw58PGnDfJMegMf/Lic+157pcnxj2+8krQhTYWFNJOVirieoeYaN3ECybOO7e5l9Bn6pTHgq6pi73//193L6JOoPk+d0FEnEhCFEPy0/xBbLS4eeOqZQEe/F198kVtuuQV3czH9NrDZbDz88MPceuutgWN56Rsp2BycR6A7iBiUSsoJxzcoA/N6vXz11VesW7eODRs2kJ+fHxCOSUtLY9asWZxyyimY6uU1eMvLyf7xJ6qOtm5EhAJ7XCzOlJSanIMkTNaW48vCU41iM4yHJ554osHPJlS89dZbXHTRRQDcdNNNPP300yEZd8SIEQElP295Bfve+6BdHqCewOodO7j6H39vcvyZi87l51MmNjnutzipjOl+waHYsWNImTO7u5fRp+iXxgDAwU8+xx3GkiMJqJqvJpRQidkXXAKiT9P4dMsOnl++ijy/zvbt2wONgh555BHuvPPOTq/rj3/8I3/+858Bo7xu/4cfN5vZ31NQrVaSZx1L9MgR7S4BFLpO8a7d5K7fgOiCBkiNURQFe3w8roFGvoEzKRG1Ge0Av9/P0KFDw5L1P2nSJLZu3QrAjh07mniHOspTTz3Fr3/9awBy16VTuHVbSMbtSjJycznjD3c1OX7P6afwq/nHNznutUfhjuxeed/oUSMYOPeETlW8SJrS73IGaokYnCqNgTCjmyx4nTF4nTEoumaIHHmqMHurmiQgllVX89bajbz801pyarquvfPOOwFD4IMPPgiJIQDwwAMPMHLkSC677DJMVisD58zm8FfNKxb2BHSvl+wffyJ/4yZix44hZszoNsWXfBWVFO/eQ8mevc1XRnQRQgjcBQXG39qWrSiqimNAAq6UZCKGDcVRk8Px8ccfh638b9u2bSxfvpx58+YxYcIEJkyYwI4dOzo15gknnMCvfvUrwAg1lezdG4qldjkpzeTQAGS2kFOiq93bDC1q2FAGnjBHGgJhoB8bA4PJ3xjaTmaSljE6LUbhs0cZQkdeNxZPJXm52byyYjVvrdtAhacurDB9+nTOP/98AAoKCgIfvKHilltu4ZRTTiE1NZWIQYNwJid1iQu9M/gqKslL30he+kYskZE4EuKxxcagmi2AQPf5qC4qprqwEF9FZXcvt1mErlOVm0dVbh66X8Mx07gZffrpp2Gd97PPPgskUc6YMaNTxkBcXByvvvpqIHSVl74xqCqRnojVYiEhOpqC0oY3/6ziloyB7rtlRAxKJfXEeSERyJI0pd8aA/b4OMxOB/6qnicf2udRVLYczee1pV/y5bq1aM2I6tSXzL333ns7VWbWHCUlJdx11128+eabgJGs19ONgfr4ysvxlZdDaHMBuxR7Ql0me31Z33BQf/wZM2bwxhtvdGicuLg4li5dyqhRowCoys3r9SJmA+PjmxgDLXkGhKl7bhmulGQGnXyiNATCSL/9ziqKQsSgnt+Gsy+h6zrLt2zmykf+H//3wP18vmZ1s4ZAVFQUF198MWDctENdDlbL//73v0BWftTQIZg62LxH0n6Ky8spr1eSunNneG+o9RUMjzmmY6Vos2bNYtWqVQHZY19VFVk//NjrkgYbMzA+ocmx7B4UJnAmDmDQgpObzTWRhI5+awwARA6WxkBX4PF5ef/HHzj7j/fyqycea6J41pjjjjsOR01M/O2336aqKjzJfV6vl9dffx0wmiA5k5PCMo/EoMrj4bPVq7jxicc48Xe3UlBu9GWorq5Ga0PoqdNz1/sdmjdvHn/605+Ib6bGvjkGDhzIP/7xD3766SfGjBkDGIbA4S+/DrRN7s00lzdQVu2hrLpp0m9Xhwns8fEMPm0BpmZEwiShpV+bWs6BKYZITIi03yUNKamo4L/ffctb3y6jsB213WcvqtPy72j3wWCpX9PuiI+nXIpRhRSf38/K7dv4fM1qvt24Abe3Li/EV6MCam2l9DBU1J9DVVXuv/9+7r77bv73v//x9ddfB3pLaJqGxWJh/PjxzJgxg9NPP51zzjkHc71dqTu/gMzvlxthmj5ASjOeAYDM4lImpNR5y4SiQBd6BmyxMQxZuKDV0lRJ6OjXxoDJYsGVkkxFVniymPsrh/PyeOPrpXy44keqvcFpDZhUlUXHzuSKhYs49ZxzAse7MpZsj28qcyxpP7qus3HfXj5fs5ql69dR0sLuOScnBzBuziNGjODAgQNhW9Po0XUNbIQQRsmj3c7ixYtZvLiuKY+maQ30Geqjaxr5GzdRuHV7rw8N1Kc5FUIwQgUTUuq8Zbradbtza1QkQxae2qaAlSR09GtjACBi8CBpDISIjfv28trSL/lm4waCla9w2e38ct58Ll1wWuBDqf5O4MiRI2FZay31WxCrVltY5+rLCCHYk5nJ52tWsWTNGnKK2pbm3bBhAz//udEqNy0tLazGQH3Z4PyNmzFZLMSMGYXJ1vBn3pwh4KuqomT3Xop378EfppBVd5LSgjHQOIlQdJFXwBLhYuii0xoIbUnCjzQGBg0C1nb3Mnotmq7z7cYNvLb0Szbt3xf0dUmxsSxecBq/nDefyEZ/9PVriEPVvrc1aneDsna5/WTm57Nk7Wo+X72afdlZ7bp2/fr1gcennHIK//tf+FRBTznllMDjyqws3PkF5G3YiDMpCXtCnNFbwulEMakITa/rLVFQQFVePvThUGJLnoHMRuWFXZEvYHY6GLpoIZaIiLDPJWlIvzcGrFGR2GKi8bSjcYvESAb76KcfeePrr5r0Q2+NcYOHcOWiRSycMRNLC9nBej2lvJiYmA5JDwdLZGRkYDeod4NCX2+ksKyMpevX8vnq1e0yAOszImUgE6Ki8Xu8mG1WLrnkEu644w7KwxCHT01NDXQs9FVV4a5pKCQ0jcrsbCrDJHbUW4hyuohwOKho9HfWuKJAD3NZodluZ+jC07A20yBJEn76vTEAhndAGgPBkV9awlvffMM7339LaWXwwjZzj5nMFactYtb48W3uwL2ldcmGU6dODcSWw8HUqVMDjy0RLpKOTcNTWoa3rMyo5e/BMsVdSaXbzTcbN/D5mtWs2rG92ZLQtkiOjeP0WbM487jZjB00GEVRKDtwgLjx44iIiOC6667jH//4R8jX/pvf/CaQAFiyew8mqxVFVdDc1d3QiLtnMjA+nj31QmbQXJggfLcLk9XK4NMWYIuNCdscktaRxgAQMWQQhdu2t31iP2ZfdhZvfLWUT1atxBfkDtpiNnPWcbO5/LRFjEpNDXoud2FdvHnGjBl88cUX7V5vsNTWjANYIyOJP2ZSg9d1vx9vWTnesrKaf3WP+7pgldfvZ8W2rXy+ehXfb94UdDJofaJdLhbOOJafzZrN9NGjA6p9tRTv3E3c+HEA/PnPf+bDDz8Mae7AtGnTuO222wDDE1C8ey+ax1ALVFQVs82GrmnoHXhvfYmUuKbGQGMVwnBpDKgWC0MWLsCREFyppyQ8SGMAcCYmYrJa0fr5B0JjhBCs3b2L1778guVbg+/sF+V0ceFJJ3HxyQsYEBPT7nnd9XrZX3DBBTz44IPtHiNYLrjgglZfV81m7HGx2OOaVhr0RUNB13XW79nN52tW89X69ZRVtV/W2G61ctLUafxs1nHMmXQM1lbEYjwlJRTt3EXc+HG4XC5ee+01FixYgDcEf4sRERG8/vrrAa9A/uatDRIAha4H+jaoFguK2Yzu9SLCrHnQE2kuiTC3vAKP34+t5vsXjjCBajIx+NSTcQzo3uZHEmkMAMYOwTUoNeR93nsrPr+fpevX8drSL9l5OPi6+0EJA7jstIX84oS5OG0dz8z3lVdQeTQXV3ISEydOZN68eSxfvrzD47VEbbvfjtKmoVBahre8nrFQ87ynGQpCCHYezuDz1av5Yt0acouL2z2GSVWZM3ESPzvuOE6aOh1XO0rCctelEzEoFWtkJHPnzuXtt9/mwgsvDOgQdASXy8XHH38cUBusLiyiYMvWFs/XfT6omc9ks6GoCn53cJ02+wLNqRAC5JSWMSzeECUKdZhAUVUGnXISruTkkI4r6RjSGKghUhoDVLjdvLf8e/697GuOFhUFfd3kESO4cuHpnDI9DVOItMOLd+7CVaMI+Ne//pX58+eHvLLgr3/9a0jHq49qNmOPj8Me31TdTfP58NV6EWqNhW4wFDJyc1mydjVL1qzmQAfzMqaNGs3PZh3HwmOPJS4yqkNjCL+frO+XM/T0hahmM+eeey5fffUVl19+OYcPH273eOPGjePf//53IASkeTxk/rA86IqA+mEEk82K7tcMY6EP01L3wqziUobFxyFQQlpaqCgKg06aT8Sg4MOHkvAijYEaXINSURQl6Pr4vkROUSH/WfY1/1v+Q5OM4pZQFIVTpk3n8tMWMW3UqJCX5ZVlHEb3+1HNZk444QRuvvlmnnjiiZCNf/XVV7Nw4cKQjdceTBYLpm4yFPJLS/hy7Vo+X7OarQc7FpsfM2gQZ8w6jjNmziI1ITTuXXd+AUeWfcfgBSehms2ceOKJbNu2jXvuuYeXXnopqIqSqKgofv3rX/PHP/4Re41nQvN4OPzVMrwdSBA2wgiGdyAQRvB4+qRiaUuegawSI5k31A2KBs47gcihQ0I6pqRzKKI/3v1a4NBnS4ya4n7CzowMXvvK6BzoDzJOarNYOGfOXC4/7TSGJoXXvTd28cUBTfLq6moWLlwYknDBsccey7fffktEL6tl1nw+vKVGlUPDPIXyQOy7Ocqrqli2IZ0la1azeucO9A78yQ+Mj+dns2ZzxqxZjBk0uDNvo1UciQMYdOK8BnXmJSUlvPbaawHZ4NrmUmCUDaalpXHGGWdwySWXNPiZekpLyfz2BzwdCHu0hsluAxS0ZrT7eyt5xcWcdPtvmxy/bcE8blswH7/FQWXMwJDMlTLneGLHjm77REmXIo2BehRs2Ure+g3dvYywIoRgxbatvPrlF6xpo2FQfeIiI7n4lAVceOLJxEaGvw7YGh3FqPN+0eBYRUUF55xzDt98802Hx509ezaff/45sbF9S3pY83rxlpUHDIWy/Hy++u47Plq2jO82pOPtgIZCbEQkC481KgGmjhzZpBIgXKgWC0kzZxA7dkyzr5f+//buPCzKcu8D+HcWhlV2WWRRUERFFAHFfUPBwsDcGbS05bR4LK/3vMeT6ckWr3NO1/uWZWXnYKm5TGqWRdZRlOP2qqUgbrmkpLIIqJAgwjDAzPsHSeCAzvI8M8B8P9fVdck9PPfzq3D4zf3c9+9XUYHa2lo4ODjA1VX/0YRWq8V7772HwXIFvFzE+1mVSKWQ2iug6wSPEbRaLQY9/6zeh4JZMQPxzoxkaOy7oMbVx+z7+A0dAs9+fc2eh4THxwTNuAQGdtpkQFNXh50/HMX6zF3IM6LISqi/P55MmITHhg2DvZ3lGoY4tLK72cXFBbt378Y777yD1157DbW/Pds1hJ2dHZYuXYpXX30Vdp2wA5pMoYDCwx1HTp3E5s2b8eWXX6LSiOZQ9zja22PCoGgkDR2GoX37tVkYSkzaujoUHz6KXy9chEffPnALDWnRvtbNza3V6+7cuYMNGzZg9erVOHfuHJ5/LBkLp0wVLU6dVouGZo8RpHI56mtrO2S1QqlUCn9PTxTcbLkyeq/WgBD7BXxio5kItGNMBppx8PSAnYsz6qqMP07VXt2uqsLW/f+B6j9ZuFVh+HPTweF9MC9xEkZHDrDYJ8LmHFt5ng401o5fvHgxpk6divfeew8bN2584C89Z2dnpKWlYdGiRejbt/O9Eel0OmRnZ0OlUmHLli0oKSkxeg65XI4JY8bg8QkTMT46GnJNXeOjBysvg6vLylH8f0dQeiwbLgHd4ODt1Vg22Nmpsdvob2WDb+TnY/E7/4vMzMwWFQy37d+HPyRNtkgSq62ra1wdkAAyBwdAp2t8jNCBSlz7e3nrJQP39gyYe6zQe2AkvAdEmjUHiYvJwH1cAgPx64WL1g7DbPk3bmDjb50Da4zoHJgQOxjzEiehf48QkSN8MIeHFCDp1asXPvzwQ7z99ts4fPgwcnJycP78eajVatjb26NPnz6IiYnB8OHDW11K7uguXrwIlUoFlUqFy5dNKwk8ZswYKJVKTJs2DV6trMTce/Rwb39C3Z07jZsZLZwoaDUaVF65isorV9v8nl/zftErZVx+5w7+fewYpowYKXKEzejQtJdAIpdBplBAW18PbV37L3XdWo+C67croNXqzOpL4BnRDz4x0eaERhbAZOA+LkEdOxk4lXcZ63bvwt4TOQafjHCyb+wcOHfCRHTzbn1XsaU5tHHU6X7Ozs5ISEhAQkKCyBFZX1FREbZu3QqVSmVya+eoqCikpaVh1qxZCAp68EZAmUIBR2+vVivDNWg0LeooWCtRuGfOxAT852Su3vimvXuQMnyEVZpQ6Rp+P40gU9hBIpOjQa1utyeW/D31/z9rGhpws6oKTp6m/arwCO8Nv7jB5oZGFsBk4D7O/n6QyuUdqmlNg1aLfSdzsW73v3HSiE+Jvh4emDNhIqaPHgNXJ2cRIzSOwrWLXmtZW/Xrr7/iyy+/hEqlwv79+036RRIaGgqlUonU1FT069dPkLhkCgUcu3rDsat+8tiUKLQ4Htm4uVGsRGFIeB/0DgzCz4UtW16fz7+GE5d+RkzvcFHua6gGTR2AOkAiaTyNoAPq1ep21Smzre6FRbcr0SvE+D0Dbr1C4Td8qLlhkYUwGbiPVC6Hk78fqgoKH/7NVlZTW4uvD/8fNuzJRP6N0odf8JvwoCDMS5iESUPiHlgq1lpa2zxoS2pqarBz505s3rwZ33//vUmV+Hx8fDB79mwolUoMGTLEor90Hpgo1Nb+/uhBwERBIpFgzoQJeG39Or3XNu7dY/VkoIlOhwZ148ZX6W+PERrq6qFrBx8+gv39ER8fj5iYGERHR8PX1xd2dnbo7tYFznJ71JSVQ33rFtRlDy9I5tqjO7qNtM6KDJmGRwtb8euFiyg+8oO1w2jTrYoKfL4vC1v2/Qe3q6oMvm5k/0jMS5yEoX37teu/pD6x0Ta32ai+vh5ZWVlQqVTYsWOHSa18u3TpgqlTp0KpVGL8+PFNNfk7ihaJwr1koaLx6wYDTo6oNRrE//m/9P5OSCUS7P7H/7SbR2CtkSkUgEzWuN/Awm/JCjc3ePQJh2vPUNg5PHxFrvZ2BX69cBG3L1+GVqOfqLoEBSIofhwkVth4TKbrWO8WFtJeS2TmXb+OzzJ34dujRww+Ny6XyTB56DA8mZAoarEYIdnKyoBOp8OPP/4IlUqFrVu34saNG0bPoVAomgruJCUlwdHRUYRILUNmbw/HrvYPWFFo2QxKU1nVIlFwUCgwY/RYrPl+Z4trtTodVPuy8N8zHtyUypruNUmTSCWQ2TtAp9OiXl0ratIukcvhOzimqWukoezd3eA3dAi6DhqIkh+PoeLy75Usnf39EDhuDBOBDogrA2345esMqMuFrVxmCp1Oh+MXL2D97l04cPqUwde5Ojlh1tjxUI6Ph08HK7DTWzkLciMa3XQ0586dazoJcOWK8f0wJBIJxo0bB6VSialTp3a6AkrGap4oXL10CTFJSWjQtiye4+rkhKz/XWlWAy1Lk8hkjb0RNBpo64XtpOjo0xUBY0ZB0ayAWHV1NbZu3Yr9+/cjJycHeXl5qKurg4uLC/r374/Y2FikpKRg3LhxLea6k1+A64cOw97NFUGJE5uqhlLHwmSgDTdyTuDWqba7nImtrr4emTnZWL/73zh3zfDOgQHe3nhiYmPnQGM6x7UXdi7OCJs53dphCK6goABbtmzB5s2bceqU4Uldc7GxsVAqlZg1axa6dROmNGxnNHv2bGzdulVv/H9eXYrUhITfHz10oJblTZ0U1bVmP0ZwCQxA4PixTYWc7t69izfffBPp6em4ffv2Q6/v27cvli1bBqVS2TSmqayEzMGh8XEHdUhMBtpQffMmbp06A0dvLzh4ejb9ZdTW16O2ohLqW2WouXlL8LrnjZ0DD2DT3j0oLi8z+LrIkFDMT5yE+OgYyGXCdReztC7dgxEUP+7h39gBlJWVYfv27VCpVCb3VAgLC2s6CRAe3k42wbVzR48exfDhw/XG+/Xrh7NnzzYtvder1c2ORN63R6G9JgoSCeT29o3VD02I0cnPF8EJEyGVN75HHDp0CPPmzcMvvxjftColJQXp6enw8TG/TDFZH5OBNuh0OoOe16nLylF+4QIq8q6YtSO4pLwcm7L24IsD+43qHDhuYBTmTXoE0b3C2vWmQEP5xAyC98AB1g7DZHfv3kVGRgZUKhV27dqFehN+Jvz9/ZtOAsTExHSK/6+WpNPpEBcXh+PHj+u9lpmZiYkTJz50jo6QKEjt7CC1k6NBo4HOgMcIUoUCPaemwM7JCQCwbds2zJkzx6TTKveEhoYiKysLPXr0MHkOah+YDAikrroaxYePGn0k8Xz+NXy2exf+bXTnwJF4YmIieviJ2znQ0oITJrTbDZxtqaurw549e6BSqfD111/j7l3jy1m7ublh2rRpSEtLw5gxYyDrwKs77cHmzZsxZ84cvfGkpCTs3LmzlSsMV69WN7WWrrtzB7WVd5r+bK1EQWZvD0gArboWbb2hdxs9Eu69egJoTIqSkpJMSlbv17NnTxw/ftzm9650dEwG2lBWVoaNGzfi0KFDyMnJQUFBAbRaLVxdXTFw4EDExsZi5syZGDq0ZVGN25cuo/jID9A94Bf7vc6B63fvwg/nzxkck2eXLkgdF4/Z48fDs0vnK7ELAL1TZ0LeAXbEa7VaHDlyBCqVCtu2bUNZmeGPdO6xt7fHY489BqVSiUceeQQOHXCPR3ul0WjQvXv3Vns1/PzzzwgLE6eFrrUTBYlEAlkrjxGcfH3RI2kSgMZCVhERESguLhbsvnPmzMHGjRsFm48sj8nAfUpLS7FkyRKoVCqDuuJFR0djxYoVeOSRR5rGqktKkZ+5V6+KoaauDt/9+AM+y9yNS0WGryCE+PnhiYRJSB42HA6deIOOnbMTwmbNsHYYD3TmzBmoVCp8/vnnuGbExs57pFIpJkyYAKVSiSlTprTZgY/M9+abb2L58uV64wsXLsSqVassHk9biYKmslKUFshSuRxShQINtWoEjB4F15AeAIBnnnkGn376qeD3+/7771u8D1LHwmSgmW3btuHFF1806VPevHnz8P777zc1xblbXIz83Xuh02pxu6oK2w7sw+asvUZ1DoztHY55iZMwZsBAq3QOtLQuwUEImjDe2mHouXr1Kj7//HOoVCqcPXvWpDni4uKgVCoxc+ZM+HWyRzvtVWlpKYKDg6G57xO5i4sLioqK2lUDq/qamvvqKNxp+rO5iYLc0RFhs6ZDIpWipKQEwcHBZu0TaMvYsWOxb98+wecly2DRod+8/fbbeOWVV0y+fv369Th16hT27NkDLy8vOPv7wz48DK/99a/46tBBgzsHSiUSJMYOxpOJkxAZEmpyPB2RQxtti63h5s2b2LZtG1QqFY4cOWLSHH369EFaWhpSU1PRs2dPgSOkh/H19UVqaio+++yzFuNVVVVYt24dXn75ZStFpk/u6Ai5oyOcfH31XjM3UXAJDmwqAvTJJ5+IkggAwP79+3H+/PlO2SrcFnBlAEB6ejqee+45QeaKi4vDwYMHoVAo0NDQgKFDhyI7O/uh1zna2zd1Dgzw7ipILB1N0MR4dAkKtNr979y5g2+++QYqlQqZmZloMHBDZ3MBAQFITU2FUqlEVFQUTwJYWW5uLqKj9dvn9uzZExcvXuzwGzUNSRT8RwyDR3hvAMDIkSNx+PBh0eJZuXIlFi1aJNr8JB6bTwYuXbqEqKgoVFdXCzbn0qVLsWLFCgDA8ePHMWTIkDa/18fdHWnxEzFjzFi4ObefzoFiULi7wdnfH45eXrD38oBMYQ+JBNDWN6C2ogLO/n4WL1qi0Wiwa9cuqFQqZGRkoMbAY53NeXh4YMaMGVAqlRg1apRNPNLpSEaPHo1Dhw7pjWdkZOCxxx6zQkSWUVddjbo7d6Bwc4PcwaFpA7Qpp10MxY2EHZfNJwNjx47FgQMHBJ1TLpcjJycHAwY0npePi4vDsWPHWnxP78BAzEt8BI+0086BgpFI4BrSA559wuHkp78Eag1arRaHDh2CSqXCF198gV9NKBzl6OiI5ORkpKWlITExEYpOvLGzo9u+fTtmzNDfmBofH4+9e/daISLruHbtmuj1AGJjY1ut70DtXyf+LfRwx44dEzwRABo70K1cuRLr1jW2U12wYEFTMjA8oj/mJ07CsH4RnX4J2d7DA91GjYCjt37jofr6ety6dQtarRZubm5wFnlVRKfT4eTJk00nAYqKioyeQyaTISEhAUqlEikpKejSrK47tV9TpkxBcHAw8vPzW4xnZWXh7Nmz6N+/v5UisyxTVr2MpTajDTVZl00nA//85z9Fm3vr1q1499134eHhgZSUlKYiQeFBHaNzoLm8+kfAJ2YQJM2eyf7000/49NNPcfjwYZw+fbrpjUMikaBXr14YPHgwZs+ejaSkJMGW2vPy8ppOApw/f96kOYYPH460tDTMmDEDXbva5n6Ojkwul2PBggX4y1/+ovfaBx98gH/9619WiMryLNHRkrUyOi6bfkwQEBCA69evizb/119/jZSUFADA5e1fQVNpfI/6jshncAy8I3//tHX27Fm89NJLBh876t69O1asWNFqBTlDlJSUNJ0E+PHHH02aIyIiAmlpaZg9ezZCQkJMmoPaj/LycgQGBup9OnZ0dERhYSE8PdvPSRaxcM8APYjN7nQqLi4WNREAgJycnKY/O3jpL5V3Rt5RA1okAv/4xz8QExNj1Pnja9euYe7cuUhJScGtW7cMuqayshKfffYZEhMTERAQgJdfftnoRCA4OBivvPIKTp8+jbNnz2LJkiVMBDoJT09PPPHEE3rjNTU1WLNmjRUisjypVIqoqChR7xETEyPq/CQem00GLl68KPo9Lly40PRnu05+UgAAnHx90HVQVNPXzz77LJYsWaJX9MVQGRkZGD16dKslZYHG55M7duzAjBkz4OPjg3nz5iEzMxNardbge3h5eeGFF17AoUOHcOXKFfz9739HZGSkSfFS+/bSSy+1Ov7RRx8JUqO/I0hMTBR1/oSEBFHnJ/HYbDJg6c00kk5+3Ewik8F/5IimTZGvvvoqPvnkE7PnPX/+PBITE5v+W+p0OmRnZ+Ppp5+Gn58fpk6diu3btxtUOvoeZ2dnpKWl4bvvvkNxcTFWr16NkSNH8khgJ9evX79WOxYWFBRgx44dVojI8p555hnY2dmJMveYMWPQr18/UeYm8dnsu58lNtM0v4ekgxc3eRjPiL6wd2ss73r48GG8/fbbgs19+vRpvPbaawDQlGysXbsWFUaUdpbL5Zg8eTJUKhVKS0uxadMmPProo6K9MVL71NbqwPvvv2/hSKzD398fc+fOFWXuxYsXizIvWYbNbiAsLS0VvUb88uXL8frrrzd9rdNqUa9Wo6FGjfqammb/NH7d0OzrBiM+6VqdRIKwGVNh5+ICrVaLiIiIFo9IhCCVSnHixAkMHDgQQOu1G1ozevRoKJVKTJ8+HV42sm+D2qbVahEeHo7Lly/rvZadnW0Tz7zF6FqYlpaGTZs2CTYfWZ7NHi309fVFQECASefNDXX/G4tEKoWdkxPsnJweeq22oaFFctD4TzXqq2vQoG6WTFTX6HVHtDSXwEDYubgAaOxcJnQiADS+ib///vtYu3YtAOCFF15oMxkYOHAglEolZs+ejeDgYMFjoY5LKpVi4cKFrfYlWLVqlV4fg87Iw8MD69atw+TJkwXZKxEaGmqVLpAkLJtdGQDEa+UJAE5OTigqKoK7u7so8zfXUFf322pDdYtVhrp7iUN1DerVjYmDzojNdYbyHz4UHn3CAQCTJ0/Gd999J/g9gMbHLtevX4e7uztu3rwJHx+fptdCQkKgVCqRmpqKiIgIUe5PnUNlZSUCAwNx507Lo74KhQL5+fnwbaVZUGe0ZcsWzJ0716yEICQkBFlZWTx10wnYdDKQk5OD2NhYUeZ++umnBdlAJ7SG2toWqwy/P7b4/evGZEINQ380QpKT4OjtbZFzzM17pkdHR2PkyJFQKpWIi4vr9BUdSTiLFi1qdZ/A66+/juXLl1shIus4cOAA5s+fjytXrhh9bXJyMtLT020meersbDoZAIAJEyYgKytL0Dnt7OyQm5vboT+h6nS6ZqsKatRXV6NBrf5ttaHm93F1LXrPnAaJTIZz586J/u/81ltvYdmyZQCAhoaGDt91jqwjLy8PYWFhegmvr68vrl27Bnt7eytFZnlVVVV44403sGbNGoM25fbp0wfLli1DWlqaBaIjS7H5ZODKlSuIjIwU9NOsrX26uCcjI6Op4qJYnnzySaxfv17Ue5BtSE5Oxrfffqs3vmHDBtF23Ldnd+/exdatW7F//37k5OQgLy8PGo0GLi4uiIyMRExMDKZMmYLx48dbO1QSgc0nAwCwbt06PPXUU4LMNWLECOzbt88mj6x9+eWXmD59uqj3SE1NhUqlEvUeZBv27t3bat2BmJgYHD9+nI+dyKbYbJ2B5ubPn4+VK1eaPU9cXBx27txpk4kA0LhpsjPcg2xDfHx8q4+1cnJycPToUStERGQ9TAZ+s2jRIuzYscOkzTASiQTPP/88srKyLHJ6oL2yxB4JW2k3S+KTSCQ2X4SI6B4+JrhPWVkZli1bho0bNxq0j2DYsGF46623EB8fb4Ho2r+uXbsa3FzIFAcPHsSoUaNEm59sS3V1NYKCglBeXt5iXCaT4cqVKwiykZbjRFwZuI+Xlxc+/vhjFBUVYfXq1VAqlQgPD4ejoyMUCgV8fHwwceJELFmyBLm5uThy5AgTgWaSk5NFm9vHxwdxcXGizU+2x8nJCc8++6zeeENDA1avXm2FiIisgysDJCgxazcsWbIEf/vb30SZm2xXfn4+QkND0dDQ0GLc09MTBQUF3KdCNoErAySomJgYUdqkurm54Y9//KPg8xIFBwfj8ccf1xsvLy/H5s2brRARkeUxGSDBpaenw9XVVdA53333XXTr1k3QOYnuaa1XAdC4kZCLp2QLmAyQ4IKDg5Geni7YOe1Zs2YJVgeCqDUjRoxAdHS03vhPP/2Effv2WSEiIstiMkCimDVrFtasWQOp1LwfsalTp2Ljxo0CRUXUOolE8sDVAaLOjhsISVT79+/HU089ZXQjFAcHB7zxxhv405/+xP4DZBG1tbXo3r07SktLW4xLJBJcunQJPXv2tFJkROLjygCJauzYsThz5gz++te/tmg53BY7OzvMnj0bubm5WLx4MRMBshh7e3s8//zzeuM6nQ4ffvihFSIishyuDJDFaDQafPvttzhy5AhycnJQWFgIrVYLd3d3REVFITY2FtOmTWNLVLKakpISBAcHo66ursW4q6srCgsL0aVLFytFRiQuJgNERM3MnTsXmzZt0htftWoVFi5caIWIiMTHZICIqJns7GwMHjxYbzwsLAwXLlwwe1MsUXvEn2oiomZiY2MxfPhwvfFLly5h165dVoiISHxMBoiI7sNjhmRr+JiAiOg+dXV1CA0NRWFhod5r586dQ9++fa0QFZF4uDJARHQfOzs7LFiwoNXXVq1aZeFoiMTHlQEiolaUlZUhMDAQarW6xbiTkxMKCwvh4eFhpciIhMeVASKiVnh5eWHOnDl649XV1fjkk0+sEBGReLgyQETUhjNnzmDAgAF648HBwcjLy4NcLrdCVETC48oAEVEbIiMjMX78eL3x/Px8ZGRkWCEiInEwGSAiegAeMyRbwMcEREQP0NDQgN69e+OXX37Rey03NxdRUVGWD4pIYFwZICJ6AJlM1mZPAq4OUGfBlQEiooeoqKhAYGAgqqqqWowrFAoUFBQY1J6bqD3jygAR0UO4ublh3rx5euMajQbp6emWD4hIYFwZICIywM8//4zw8HC9cX9/f1y9ehUKhcIKUREJgysDREQG6N27Nx599FG98eLiYmzfvt0KEREJh8kAEZGBeMyQOis+JiAiMpBOp0NERATOnz+v99rRo0cxdOhQK0RFZD6uDBARGUgikeCll15q9TWuDlBHxpUBIiIj3L17F4GBgbh9+3aLcblcjqtXryIgIMA6gRGZgSsDRERGcHZ2xjPPPKM3Xl9fj48//tgKERGZjysDRERGunbtGkJDQ6HValuMe3t7o6CgAA4ODlaKjMg0XBkgIjJS9+7dMWXKFL3xW7duQaVSWT4gIjNxZYCIyAQHDx7EmDFj9MYHDBiAkydPQiKRWCEqItNwZYCIyASjRo1qtWPh6dOnceDAAcsHRGQGJgNERCaQSCQsQkSdBh8TEBGZSK1WIzg4GDdv3mwxLpVKcfnyZYSEhFgpMiLjcGWAiMhEDg4OeO655/TGtVotPvroIytERGQargwQEZnh+vXr6N69O+rr61uMu7m5obCwEC4uLlaKjMhwXBkgIjJDt27dMHPmTL3xiooKbNiwwQoRERmPKwNERGY6duwY4uLi9MbDw8Nx7tw5SKX83EXtG39CiYjMNGTIkFY7Fl68eBGZmZlWiIjIOEwGiIgE0FY3w1WrVlk4EiLj8TEBEZEA6urq0KNHD1y/fl3vtQsXLiA8PNwKUREZhisDREQCsLOzw4svvtjqax988IGFoyEyDlcGiIgEcvPmTQQFBaG2trbFuLOzMwoLC+Hu7m6dwIgegisDREQC6dq1K9LS0vTG7969i7Vr11ohIiLDcGWAiEhAp0+fxsCBA5u+Hj16NP7whz8gPj4efn5+VoyMqG1MBoiIBDZu3Di4u7tjxYoViIiIsHY4RA/FZICISGAFBQUICgpqMVZZWYmcnBzk5OSguLgYOp0Onp6eGDRoEGJjY+Hr62ulaImYDBARierw4cP48MMP8dVXX0Gj0bT6PRKJBPHx8ViwYAGSk5NZsZAsjskAEZEIysvLsXDhQqhUKqOuGzlyJNatW4devXqJFBmRPiYDREQCO3HiBJKSklBSUmLS9Y6OjtiwYQOmT58ucGRErWMyQEQkoJMnT2LcuHG4ffu2WfPIZDJs2bKFCQFZBJMBIiKBVFVVITIyElevXhVkPkdHR5w8eRK9e/cWZD6itnCXChGRQP785z8LlggAQE1NDebPnw+tVivYnESt4coAEZEALl26hPDwcIjxlvrFF1/wcQGJiisDREQC+Pjjj0VJBABg9erVosxLdA9XBoiIBODr64sbN26INn9hYSECAgJEm59sG1cGiIjMdO3aNVETAQDIzs4WdX6ybUwGiIjMlJubK/o9Tpw4Ifo9yHYxGSAiMlNZWVmnuAfZLiYDREQdgEQisXYI1IkxGSAiMpO/v7/o9/Dz8xP9HmS7mAwQEZkpOjpa9HvExMSIfg+yXTxaSEQkgJCQEEGrDzYnk8lQWloKLy8vUeYn4soAEZEA5s+fL9rcycnJTARIVFwZICISQHFxMXr06AGNRiP43Hv37kV8fLzg8xLdw5UBIiIB+Pv7Y+nSpYLP+/jjjzMRINFxZYCISCD19fWIi4sTrECQt7c3zp49C19fX0HmI2oLVwaIiAQil8vxzTffoEePHmbP5eLigoyMDCYCZBFMBoiIBBQYGIiDBw8iKirK5Dm6deuGPXv2YNiwYcIFRvQATAaIiAQWFBSEY8eOYfny5bCzszPq2ieffBI//fQThg4dKlJ0RPq4Z4CISERFRUVIT0/H2rVrUVhY2Or3uLu7Q6lU4sUXX0RERISFIyRiMkBEZDGFhYXIyclBSUkJtFotvLy8MGjQIISFhVk7NLJxTAaIiIhsHPcMEBER2TgmA0RERDaOyQAREZGNYzJARERk45gMEBER2TgmA0RERDaOyQAREZGNYzJARERk45gMEBER2TgmA0RERDaOyQAREZGNYzJARERk45gMEBER2TgmA0RERDaOyQAREZGNYzJARERk45gMEBER2TgmA0RERDaOyQAREZGNYzJARERk45gMEBER2TgmA0RERDaOyQAREZGNYzJARERk45gMEBER2TgmA0RERDaOyQAREZGNYzJARERk4/4fLMUn9zHt9WsAAAAASUVORK5CYII=", + "text/plain": [ + "
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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "SC = xgi.SimplicialComplex()\n", "SC.add_simplices_from([[3, 4, 5], [3, 6], [6, 7, 8, 9], [1, 4, 10, 11, 12], [1, 4]])\n", @@ -393,7 +760,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 23, "metadata": {}, "outputs": [], "source": [ @@ -407,9 +774,30 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.figure(figsize=(10, 10))\n", "ax = plt.subplot(111)\n", @@ -441,9 +829,20 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{1: 1, 2: 2, 3: 3, 4: 2, 5: 2}" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "import xgi\n", "import numpy as np\n", @@ -455,9 +854,20 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "NodeStat('degree')" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "H_stats.nodes.degree" ] @@ -471,9 +881,32 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "As a dictionary:\n", + "{1: 1, 2: 2, 3: 3, 4: 2, 5: 2}\n", + "\n", + "As a list:\n", + "[1, 2, 3, 2, 2]\n", + "\n", + "As a numpy array:\n", + "[1 2 3 2 2]\n", + "\n", + "As a pandas dataframe:\n", + "1 1\n", + "2 2\n", + "3 3\n", + "4 2\n", + "5 2\n", + "Name: degree, dtype: int64\n" + ] + } + ], "source": [ "print(\"As a dictionary:\")\n", "print(H_stats.nodes.degree.asdict())\n", @@ -487,27 +920,67 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "H_stats.nodes.degree.aspandas().plot()" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{1: 1, 2: 1, 3: 2, 4: 1, 5: 1}\n" + ] + } + ], "source": [ "print(H_stats.nodes.degree(order=2).asdict())" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([3. , 1. , 2. , 2. , 0.4 , 0.632])" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "st = H_stats.nodes.degree\n", "np.round([st.max(), st.min(), st.mean(), st.median(), st.var(), st.std()], 3)" @@ -522,9 +995,20 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "EdgeStat('size')" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "st = H_stats.edges.size\n", "st" @@ -532,9 +1016,20 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([4. , 3. , 3.333, 3. , 0.222, 0.471])" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "np.round([st.max(), st.min(), st.mean(), st.median(), st.var(), st.std()], 3)" ] @@ -548,9 +1043,17 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{1: 'red', 2: 'blue', 3: 'yellow', 4: 'red', 5: 'blue'}\n" + ] + } + ], "source": [ "H_stats.add_nodes_from(\n", " [\n", @@ -566,9 +1069,17 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "{'color': 'red', 'name': 'horse'}\n" + ] + } + ], "source": [ "print(H_stats.nodes.attrs[1])" ] @@ -582,9 +1093,18 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[2, 4, 5]\n", + "[2, 5]\n" + ] + } + ], "source": [ "print(H_stats.nodes.filterby(\"degree\", 2))\n", "print(H_stats.nodes.filterby_attr(\"color\", \"blue\"))" @@ -592,18 +1112,87 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[{1, 2, 3}, {3, 4, 5}]" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "H_stats.edges.filterby(\"size\", 3).members()" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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clustering_coefficient
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20.888889
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\n", + "
" + ], + "text/plain": [ + " clustering_coefficient\n", + "degree \n", + "1 1.000000\n", + "2 0.888889\n", + "3 0.666667" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "H_stats.nodes.multi([\"degree\", \"clustering_coefficient\"]).aspandas().groupby(\n", " \"degree\"\n", @@ -612,9 +1201,30 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "(\n", " H_stats.nodes.multi([\"degree\", \"clustering_coefficient\", \"average_neighbor_degree\"])\n", @@ -648,7 +1258,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 39, "metadata": {}, "outputs": [], "source": [ @@ -668,9 +1278,20 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ "plt.figure()\n", "plt.plot(t, R)\n",