{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "f565c3e9", "metadata": {}, "outputs": [ { "data": { "text/html": [ "" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Netowrks\n", "import networkx as nx\n", "import pylab as plt\n", "import seaborn as sns\n", "#%matplotlib notebook\n", "%matplotlib inline\n", "import numpy as np\n", "import matplotlib as mpl\n", "\n", "import sys\n", "sys.path.append(\"../Practicals/\")\n", "from common_functions import *\n", "\n", "#Change the default options of visualization\n", "custom_params = {\"axes.spines.right\": False, \"axes.spines.top\": False, \"axes.spines.left\": False, \"axes.spines.bottom\":\n", "False,\"lines.linewidth\": 2, \"grid.color\": \"lightgray\", \"legend.frameon\": False, \"xtick.labelcolor\": \"#484848\", \"ytick.labelcolor\":\n", "\"#484848\", \"xtick.color\": \"#484848\", \"ytick.color\": \"#484848\",\"text.color\": \"#484848\", \"axes.labelcolor\": \"#484848\",\n", "\"axes.titlecolor\":\"#484848\",\"figure.figsize\": [5,3],\n", "\"axes.titlelocation\":\"left\",\"xaxis.labellocation\":\"left\",\"yaxis.labellocation\":\"bottom\"}\n", "palette = [\"#3d348b\",\"#e6af2e\",\"#191716\",\"#e0e2db\"] #use your favourite colours\n", "sns.set_theme(context='paper', style='white', palette=palette, font='Verdana', font_scale=1.3, color_codes=True,\n", "rc=custom_params)\n", "\n", "\n", "from IPython.display import display, HTML\n", "display(HTML(\"\"))" ] }, { "cell_type": "code", "execution_count": 2, "id": "1abcf5e7", "metadata": {}, "outputs": [], "source": [ "# Use the following function to plot the CDF of the degree distributions\n", "def plot_cdf(values, scale = \"log\", ax = None, cum = True, compl = False, marker = 'o-', xlabel = \"Degree (d)\", ylabel = \"p(Degree < d)\"):\n", " from collections import Counter\n", "\n", " # count the number of instance per each degree, sort it\n", " C = Counter(values)\n", " deg, cnt = zip(*sorted(C.items()))\n", " \n", " # calcualte the cumulative distribution, normalize to be a probability instead of a count\n", " if cum:\n", " cs = np.cumsum(cnt)/np.sum(cnt)\n", " else:\n", " cs = cnt/np.sum(cnt)\n", " \n", " if compl:\n", " cs = 1 - cs\n", " \n", " if ax is None:\n", " ax = plt.subplot()\n", " # plot\n", " ax.plot(deg, cs, marker)\n", " ax.set_ylabel(ylabel)\n", " ax.set_xlabel(xlabel)\n", " plt.tight_layout()\n", " sns.despine(left=True, bottom=True)\n", " plt.xscale(scale)\n", " plt.yscale(scale)" ] }, { "cell_type": "markdown", "id": "ce5d335a", "metadata": {}, "source": [ "# Connectedness" ] }, { "cell_type": "code", "execution_count": 3, "id": "e2f74e33", "metadata": {}, "outputs": [], "source": [ "def create_random_netw(average_degree, n = 100, plot = True, type_ = \"ER\"):\n", " \"\"\"\n", " Input:\n", " average_degree: average degree in network\n", " n: number of nodes\n", " plot: create plot\n", " Returns:\n", " size of largest component (%)\n", " \n", " \"\"\"\n", " if type_ == \"ER\":\n", " G = nx.random_graphs.fast_gnp_random_graph(n = n, p = average_degree/((n-1)))\n", " elif type_ == \"BA\":\n", " G = nx.random_graphs.barabasi_albert_graph(n = n, m = int(average_degree+0.9999))\n", " to_remove = int((n-1)*int(average_degree+0.9999) - (n-1)*average_degree) - 1\n", " if to_remove > 0:\n", " edges = list(G.edges())\n", " G.remove_edges_from(np.random.permutation(edges)[:to_remove])\n", "\n", "\n", "\n", " lg = max([len(_) for _ in nx.connected_components(G)])/n\n", " if plot:\n", " nx.draw(G, node_size = 30, edge_color = \"gray\", node_color=\"#3d348b\")\n", " plt.title(f\"Largest component {lg:2.0%}\")\n", " return lg\n", "\n", "\n", "def create_many_random_net(average_degree, n = 100, plot = False, iters = 10, type_ = \"ER\"):\n", " \"\"\"\n", " Average several runs of the create_random_netw function\n", " \"\"\"\n", " return np.mean([create_random_netw(average_degree, n=n, plot=plot, type_ = type_) for _ in range(iters)])" ] }, { "cell_type": "code", "execution_count": 4, "id": "a6f116b8", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.475" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n = 200\n", "average_degree = 1.5\n", "\n", "plt.figure(figsize = (6,5))\n", "create_random_netw(average_degree = average_degree, n = n, type_ = \"ER\")" ] }, { "cell_type": "code", "execution_count": 5, "id": "5e3e4f09", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.0" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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tEf3atWt88823uDmNJCU5X7QxEgiagejHJxB0EkqlEltbW7RaLWq1ul3OOWjQEH71k3NUlMdgNkN8bAZHDyeJNkYCwSMQa3wCQSfi4uJCeXl5u53v0N5raDQmzN8FjYo2RgLB4xHCJxB0Iq6urpSVlbXb+RKv52AUbYwEghYhhE8g6EScnZ3b1eJrLFVCLoegAU7tdo3eRlvKxwl6B0L4BIJOxNXVtV2Fr34bI6VSjruHAxWaBK5cuSKS3OtRVz5uywcXibmYzpYPLrJp7VYhfn0MEdwiEHQiLi4u3L9/v93Op1ar+HD7Oksbo8gRtVGder2WvXv3kpmZyaJFi1CpRKALPLp83Nr147t4dILOQgifQNCJtHdwC9SKX8ObtooNGzZw/PhxPvjgA1atWoW3t3e7Xrcn0p7l4wQ9F+HqFAg6kfYObnkUSqWSxYsX88QTT/Dpp5+SkJDQKdftznj6yJHJrd2/bSkfJ+iZCItPIOhE7O3tMZlM6HS6TnM/RkVF4efnZ3F9zp8/HxubvvXT1+v1HD9+HKV9Dt7eTpQUV1m1iGpt+ThBz0RUbhEIOpl//vOfrFy5stNdjzqdjs8//5ySkhJWrVqFm5tbp16/qygsLGTv3r34+fmxcOFC9HqpwZqoSPbvWwjhEwg6EY1Gx69+toWaKgcmTBrc6TddSZK4cuUK586dY/HixYSFhXXatbuChIQEvvzyS2bNmkVUVFS7lYoT9GyE8AkEnURdKH1ebjlmM63uxN4eZGVlsW/fPoYNG8bMmTORy3vXcr/BYODYsWNkZ2d3iXUt6N70rm+7QNCNqQul7w7lxQIDA9m8eTP5+fls3bqVysrKTh9DR1FYWMgHH3yA2WzmxRdfFKInaIAQPoGgk+huofQODg4888wzDBgwgPfff5/09PQuGUd7kpCQwCeffMKECRNYsmQJtra2XT0kQTekb4V2CQRdSGRUAPGxGVbi19Wh9HK5nKlTp+Lu7sP//mY/JoMLU6cNZ+mqnhXw8bBrc926dfj4+HT1kATdGLHGJxB0EnVrfPn5lZiM5i5d42tsXAX5lRiNZuRy8PF15qMdz3dL8dNodLVRmddziIwK4InpgRw7dtgStSmsPMHjEMInEHQiGo2O3TuucPxoDEuWTe4WofTbt8Sw5YOLVpaoXA6rnh3BK6/N7tBr1xexx70fdSJdV3ZMoZChsjPzy99OZeLEMSJqU9AshKtTIOhE1GoVG156ggcFZ1izbgwKhaKrh9To2qPZDKdPXWdYlJqMOzKSEponTC2hvog1p4lu/VqbJpOEXq8g/ZaZSZOE6AmahwhuEQg6GZlMhqOjIxqNpquHAjTe2kiplDN1ehS///VFPnrv2w7pZPCogtFNkdCISBtFrU1BCxHCJxB0MI31f1Or1Wg0mm7RG27JypG4ezgg++5uULf26Ghvj65G1mHpFy2Nci0tLUWSFVE/5bCrA4QEPQ/h6hQIOpCm3HnzljhSUFDKv/3wWItcfR2BWq3ihZdDuHIhn+oqB0sZr//5+dEO7e4eGRVA7OX7mEzfhxk0JmJGo5ELFy5w+fJl5i0cS1b6bYoKK0WtTUGrEcInELQj9YM1dHpTo+68WzdtyMtO6xa94SRJ4tatG7zy+jNWaQCNpV/I5WDvWI3ZbG5ztZcRo11RfSqh18kxGhsXsbt373Ls2DG8vb156aWXcHV1ZfyECaLWpqBNCOETCNqJxqw7uVzeqDsvP9dAfm5xt0hov3//Pg4ODg1y35asHMnRw0mW16NUyvHwUhM0wMS2bdtYsWIFjo6Orbpmbm4uJ04c4a/vLCUupsgiYrPnD+HQ3mvEx2Vgq6rEy0/D4qcWMHjwYMuxjfcfFAiajxA+gaCdaCxYQy43I5fLMJut3XmDBrtTqdFw/668yxPaExISiIyMbPB8U93dHRyUnDlzhvfff5+VK1fSr1+/Fl2vpKSEnTt3smjRIsLDBxIeMRConThsfHYrBfkVmEwSCoUMbx8nXv5B/xanPQgEj0IIn0DQTjSVFqBSKTCbzd8JIXh5OzFnwWCSkpO5m+bUoGh1Z65X6fV60tLSmDVrVqPbm7KuZsyYQUBAALt27WLatGmMHj26WTl0Wq2WHTt2MHXqVMLDw622bfngG/Lzyi3BNCaTRFGhht074vjq+M0uXwsV9B5EVKdA0E40lRawZu1o1r84kfETBxA+XMbv/zIfbx939HotH25fx8ixDkSO9GH9ixM7/WaemppKYGAgarW6xceGhYWxYcMG4uLiOHToEAaD4ZH76/V6du7cydChQxk9erTlea1Wy6FDhzj3TbJF9OowGMyc/jK1xWkPAsGjEBafQNBO1F8Tk8tB7WTDqrVjLGL2xRdf8OBBBkOHDkWj0aBWqxgYLrFy5dwu6SKQkJBAdHR0q4/38PBg48aNHD16lI8++ohVq1bh7u7eYD+TycTevXvx9vZm+vTpAJjNZuLj4zlz5gwjRoxg4eIJbPv4cgPXrwSNroVejc8CEO5PQYsRFp9A0E7UrYmtf3Ei4ycN4Ln1Yxk/VU9paYFln8GDB3Pr1i3UajVarRZJkr4TwJZbXG2loqKCBw8eWAWOtAZbW1uWLl1KdHQ0H330Ebdu3bLaLkkSR48eRSaT8eSTTyKTyXjw4AEfffQRycnJrFu3jjlz5rBi9Wi8vJ0seXp1rt9Zs8NQKKzdqDY2MtJS8tjywcUOSa4X9G6ExScQtCP118RSUrw4ePAgmzdvRqVSMWDAAPbt24fBYECpVKLRaNDr9djb23f6WBMTExkyZAhKpbLN55LJZIwdOxY/Pz/27dtHTk4OU6dORS6Xc/r0aQoLC1m3bh16vZ7Tp0+TkpLCrFmzGDFihGVtsG7i8JMfv43SxpfRYwawZOVIJEli357LVFfJMJkklEo5dnZKqqsMGI3W7s/dO+JQ2SqEFSh4JEL4BIIOJCIigtu3b3P8+HGWLFmCjY0NwcHB3LlzBycnJwoLC3FwcOj04sqSJJGYmMiTTz7ZrucNDAzkxRdfZN++fezcuZMBAwZw8+ZN1q9fz82bNzl16hQRERH88Ic/bFTs1WoVgSE6Xn99iWX7zZs3mb/UEVfHKJISa6NL42IzuBqbZXWswWDms22xlkAiEQQjaArh6hQIOph58+aRlZXFjRs3gFp35+3bt1Gr1RQVFXWJmzM3Nxej0UhgYGC7n1utVrNu3ToUCgVff/01Y8eOZe/evVy5coU1a9awcOHCJi1cg8GA0WjEzs4OqF0HPH36NPPnz+K5DeN586/LWb56BMgbli6Ty2UYDEYRBCN4LMLiEwg6GFtbW5YtW8bOnTvp168fgwYN4uuvvyY0NJTS0tJWJ4G3hbrcvfa0NB/OtQsMdqSyKpvAwEBOnDjB8OHDWbJkyWOrvWi1WtRqtWVc165dw8nJidDQ0O+uoWH79u1MmxVMXvYDq+R6mUyGXm+yOl9XdrgXdF+ExScQdAIBAQGMHz+eQ4cOoVarcXFxQZIkKioqOtXi02h0bP34Eh+9ncztm1K7BYPUVa2pCzbZtyuJc1+Bg70zL7zwArm5uXzxxRcYjcbHnOf7QB+DwcDZs2eZNWsWMpmM0tJStmzZwpAhQ3jqqQWWQKKRo/2JHqcmeJCpQRCMKGAtaAwhfAJBJzFp0iTMZjOXLl1i0KBBaLVaKisrO83is4jT+xcpyJPx2fZr7RYJWb9qjSTJ0OsUGKoD6N+/P5s2baKmpoaPP/6YsrKyR4zxe+G7fPky/fr1IyAggIKCAj755BPGjRvHlClTkMlk6HQa7J1zCAx9wLJVw/njX17Gx9fZkkspClgLmkIIn8CK7tAmp7cil8tZunQpFy9exMPDg5KSEqqqqjpN+OrEqa4bQnuugTXaJ8/4vZtRpVKxYsUKhg0bxocffsjdu3cbPY9Go8HR0ZHq6mouXbrEjBkzyMnJYevWrcycOZOxY8dSXl7O559/zkcffYSXlxevvvoqEyZMwM1NbZVO0hUFAQQ9A7HGJ7DQmo7Ygpbh6urKvHnzOHPmDDqdDr1e32muzpb2v2su1dXVyG1KkcuxqrxS380ok8mYOHEi/v7+7N+/nzFjxjB58mSrdcY6i+/ChQuEhYVRWVnJvn37WLx4MQEBARw/fpykpCRGjRrFq6++2iBIRhSwFjQHYfEJLLSmI7ag5QwfPpyAgABsFHakJZt4/+8JnWJdR0YFtPsaWHp6Ou+++y7jn/BttpsxODiYF198kdu3b/PZZ59RU1Nj2abRaLCxseHq1av069fPInpZWVn885//RCaT8corrzBz5swuyX0U9A5kkiRJj99N0Bd44/X9xFxMb/D8+EkDePOvy7tgRL2X4qJynl3xPtVVtethdULRkdZ1eXkVTz/1doP+d625ptFo5JtvviEpKYnFixczcODA76M6m9knz2QycfLkSe7evcuqVatwdHTlv3/5KQ+yavALsMXDR8PwyHBu3rxJREQEU6ZMwcXFpa1vg0AgXJ2C72ms8aiIiusYjh9JQVcjp27e2RlNaHNy7rN0tRuOqqFtauJaWFjIgQMHcHFxYfPmzZY1ypa6GRUKBQsWLCAxMZGPPtxK7AUHSourMZshO1OHvQMEB9ewadOmRut/CgStRQhfL6alPczqF1mWySXcPR1FVFwHkHg9xxJkUkdb19se93nHxcUxcdJYhg8f3qrzS5JEbGwsZ8+eZcaMGURHR7dLHmBkZCQXzhZQUnwdyVx3LRl6vRyTrp8QPUG7I4Svl9KaQJX6jUedXQ34BxlwdLTt5NH3ftrbun7c511UVERBQQERERGtPL+Gzz//HK1Wy4YNG/Dw8GjVeZoi/U65RfTqMIrkc0EHIYJbeimtDVSpc1e9+dfl/PSXK6mpqSQlJaUzhtynWLJyJF7eTpZgk7bmnD3u846LiyM8fDifbYtrcarKrVu3eO+99/D19e0Q0YOmexkKN7ugIxAWXy+lPULXFQoFCxcu5MCBA4SGhqJSiZSG9qLOut7ywRkunE/hyUXj29RJ4FGft8FgID4+keuXXSgp0jbbA2AwGCzBJytWrKB///6tGltzqHOz5+dVWDowiORzQUchLL5eSmMzaJtWzKD79+9PSEgIZ86cacfRCaBW/Db/cDrDR2lZs25Mm6I5H2UxJScnU1r4vejB4z0ADx484L333sNgMLB58+YOFT34fiKweHkYgf1tRfK5oEMRwtdLqXOl1d0MFQoZtrZmJk3r1+JzzZo1i6SkJHJzc9t7mH0eW1tbXFxcKCoqatN56j5vWb0mrktWjiQuLo5qjX2zPABms5lvv/2WHTt2MG3aNJYuXWrplNDRqNUqNr08lRFja3j2hXFC9AQdhhC+Xkr9buAbN0/iv/93Ovv3f8aDBw9adC5HR0dmzJjBF198gUj7bH/8/PzaPKmo+7zDh8HosYEWi6miohitVsu4iYMem7xeXl7O1q1buXPnDi+99BLDhg1r05hag1qtRi6XU1FR0enXFvQdxBpfL6axvCoXV0d27NjBqlWrWuS+GjlyJNevXyc+Pp7Ro0e391D7NL6+vuTl5bX5PGq1isFDZLz00gKcnJwAOH06jlGjRjEwdBA7t36LTqfA9FDyet0aWnJyMsePH2fChAlMnDjxse2DOgqZTGZ5P0SyuqCjEMLXxwgPD8fW1pY9e/awZMkSBg0a1KzjZDIZCxcuZOvWrYSHh3dJ89Teiq+vL7dv327389bU1JCSksIrr7zCkSNH+NefjKQoT22VvG5jI3Hw4EFycnJ49tln8ff3b/dxtBRfX19yc3MJCwvr6qEIeilC+PogISEhrF69mt27dzN//nyGDh3arON8fHyIioriq6++YunSpR08yr6Dn58feXl5SJLU5oTwh13RCQkJhIaGkp6eTnl5OU8//TQKhcKyPTMzk4MHDxIaGsrmzZtRKpVtunZ74efnR1JSUlcPQ9CLEWt8fZTAwEDWrl3LiRMnuHat+UWop06dyp3b9/nbn4+L1kXthIODAyqVitLS0nY5n0wmQ5Ik4uLiGDp0KF9++SVPPfWURfRMJhOnT59m7969zJs3jyeffLLbiB60n+tXIGgKYfH1YXx9fXn++efZtm0bOp2O8eMfX2dRr5e4dEZFSfENzGZE66J2oi7Apb3Kc2VkZCCTyUhKSmLkyJEWF2ZxcTEHDhzA0dGRzZs3d0uXtbu7O9XV1VRVVeHg4NDVw+kwWlpSUNB+CIuvj+Pp6cn69estNRgfF7V5aO81ystqLH3XROui9qG9rJy6zy8uLo6AgAAKCwuZOnUqkiQRHx/Pxx9/zIgRI1izZk23FD2wDnDprdSVmNvywUViLqaz5YOLbFq7VXhPOgkhfAJcXV1Zv349N2/e5Msvv6SysqbJLuwd1cy0r9OeN3qtVsudO3e4ffs2ixcvRq/Xs2fPHuLi4njhhRcYO3ZsuxSX7kh6u/CJ3pddixA+AVCbP/XCCy9w904mzyx7j4+bmImKmoodQ3vk8tWRlJSEg4MDw4cPR6fT8e677+Lu7s7GjRvx8vJql2t0NL1d+MQEsmsRwiewYG9vj4NqCJUVBoxNzETrV4SRycHTSy1qKrYRZ2dnzGYzlZWVrT6HRqPj1k2Jd9+6xo0EPZrKGo4cOcLSpUuZPXs2NjY9Z0m/PScC3Q1JkvDwliGTWy8riAlk59Fzfgk9jJ66cH0zKc+yflfHwzPR+q2LZPJS5i4c3CNeW3dGJpNZbvZ1yectoW7NKPeBDEmSUVgAORnpfLJrPZ5eru0/4A7Gy8uLsrIyDAZDt4o4bSs1NbWTETt1Id7eTpQUV2Ew1BYU8PBUo9cZeeP1/T3qntETEcLXAbSmF153oTl94h6uCHPvbiZ/+N0ejh0uIGpkP/FjbQN17r3Bgwe3+Ni6NSNJql27k8xQXWXmxNHUDuvo3pEoFAo8PT3Jz8+nX7+W15ftjmRmZnLgwAEGDx7MK68sYeNGs2UCGRbhy8kvbrBj65Ued8/oiQhXZwfQkxeu67sy5Qqws4cFi4c02Fej0fGzfztJWjJcuXRfRKa1kbasa/XGNaO6Ci49HbPZzNmzZ9mzZw/z589nwYIFKJVKq96XKlsFRYWaHnnP6IkIi68dqO/WvBqX1WNvQvVdmcMjA3BwzufAwT08++yz2NvbW/atE/jGUht6opXR1fj5+XH69OlWHRvY35HLMVh1Me/pa0Z1FW16MuXl5Rw8eBCZTMZLL72Es7Oz1faysjKSk5M58nksRmPPvGf0RITwtZHG3Jp29kpsbGQYjd8vXsvlEDrQrQtH2nzqF7eWJImTJ0+ydetW1q5di6OjI9A7rYyuxMPDg6qqKmpqalrUCqikpARNTTKeng6UldZY1ox6eiNXPz8/EhISunoYrSYlJYUvvviCcePGMWnSJEvh76qqKm7cuEFycjKFhYVERETwxOQIDu27+cglBkH7IYSvjTTm1gQD9va21NQYLDchZxcVJRVXuXcvmJCQkK4ddAuRyWTMnTuXb775hk8//ZTnnnsOJyenZq0HCpqPTCbDx8eHvLw8goODm3VMTU0Nu3btYtbsqbz6WqTFUq8rQt2T14d8fHwoLCzEZDJZ1Rjt7jzcuX716tX069cPvV5PamoqycnJZGZmMmjQICZNmkRoaCgKhQKNRseFc1mWe0lvmLh0Z2SSaLDWJt54fT8xF9MbPB8x1IMnpkSQlPj9Tai4OI+9e/cybdq0Htva59y5cyQkJLBu3ToUCjsra1cmk3DzsGf73hd79A23Kzl27Bhubm5MmDDhsfuazWZ27tyJu7s7CxYs6ITRdT7/+Mc/WLlyJT4+Pl09lGaRn5/P/v378fHxYd68eWRnZ5OUlMSdO3cICgpi+PDhhIWFYWtr2+BYy5JJL5m4dGeExddGwob4ciXmPmbz9/MHhY0MlYOGypqrPLdxMkOHDkUul6NW92fDhg3s3LmT4uJiZs+e3WV9z1rLlClTsLW1ZcuWLaxbt85qPdBMEW5e5Tg49J7w887G19eXjIyMZqXDfPnll0iSxLx587potB1P3TpfdxS+hz+j4SMCCAo1c+XKBUaOHElVVRX//Oc/8fLyYvjw4SxYsOCxdUcb658p6BiExdcGNBodG575lLxc627Rvn7OfLRjHfn52Zw7dw6tVsvkyZMZPnw4CoWC6upq9u7di1KpZNmyZahUPW9WFxcXx/nz51m7dq2lGkh5eTlvvfUWCxcuZNSoUV08wp5Jbm4uu3cfIOaMbQO318Oh7fHx8Vy6dImNGzdaBRz1Ni5cuEBlZWW3E/f6a/tyeW3089Q54OauZvjw4QwbNkw00+2mCIuvDRzae43iIo3Vc3I5zFswBCcnO5ycBhIaGsr9+/c5d+4cZ8+e5YknnmDEiBE8++yzHDt2jC1btrBmzZpu/wNpzAJRKpVs3bqVZ599Fl9fX1xcXBg8eDBff/010dHR3b4eZHeg/vu6aFkkSVcrKSiwbbR6ztr140lPT+ebb75h/fr1vVr0oOOa9LaVQ3uvUVBQafmMzGbQ1chwc47i5ZdndvHoBI9DCF8baCyq0WyGmJg05j8Vio+PD3K5nAEDBjBgwAAyMzM5d+4c586dY9KkScydO5f4+Hg++ugjnn76aQICumdQyKMS8m1sbNi+fTtr1qwhICCAhQsX8pe//IVr164RHR3d1UPv1jT1vppRYTSYrPati5YtKSnhs137cbQbyh/+50yvr/DRnk1662hrVSVJkrj4bZpF9OowmSTu3SlrlzEKOhYhfG2gsahGhUKGl4+CAwcOUFlZSWBgIEFBQfTv3x9/f3/Wrl1LTk4O586d4/z580yYMIG5c+eyc+dOFixY0Oxu6J3JoxLy164fj42NDTt37mTVqlX079+fsLAwvv76a0aOHCmsvkfQ1PvqH6hCoajBZPp+FUKplBMx1IdPP93JlfN2VJSn9IkKHw836W2PXoVtqaokSRL37t3j9OnTKGyrUShkDT4jEdHcMxDC1waWrBzJ0cNJDdZifvrLNajVKrRaLZmZmWRkZHDixAmKiorw9/cnKCiIsWPHolQqiYmJ4eLFiwwbNoyTJ09SXFzMyJFjObzvepfV+WyQkB//6IT8sLAwli1bxp49e1i+fDmLFi3iT3/6E9evX2fkSBGO3RRN5UHa2qpQOxvRakwYv/teeXo7IcnvUZLvREV5cZOTkN5IXUWb9hC+x03imiI7O5uvv/6ayspKpk+fzurVobz43DaRftBDEcLXBupXOakfguzo6EhERAQREREA6HQ6srKyyMjI4Ny5c+Tm5uLl5UVoaCh5eXkYDAYuXYzlzf+Jp6pKwtgFM/pGE/LtlNjYyK0qS8jlED7E2/L/0NBQVq1axZ49e3jqqacIDw/n1KlTREVFCauvCZrKg4yKDkRum4GT/XAO7j/H8hVP4OhahEZTSk21AwZDodV5envRgLrSZUOGNCyb11Kammxci8+ybH94sllQUMDp06fJzc1l6tSpREVFWSKxH/XbF3RvhPC1kZaEIKtUKgYOHMjAgQMBMBqN5OTkkJmZSVVVFSaTiXu3oLJCbik23Nkz+sZmxJKkx97Blprq7xPy1U42lGsTqKgYYSnD1L9/f9asWcNnn33GrFmzSE1NJSEhgaioqA4fd0+kvsdALgc3d3uefX4i774bz8svjyU960vChim4fPk+GzduRGZMIDbmvlUHjd7uYvPz8yM+Pr5dzhUY7MjlGAnJ/P1kTKmUk3ozj+tXsyyTvcMHE1i+xoPsnPtMmjSJFStWNGjrJNIPei5C+LoQGxsb+vfvT2BgIIMHD+b+/fvcuHYZSdJb7WcwmPnqy6sMjKitZuHj4/PYnKDW0tiM2GiUCIvwJXpUoNXsNjExno8//pjnnnsODw8PAPr168fatWvZsWMHfn5+HD92iuRrNT2uPVNnUN9j4OpmJngguLs74ezsTHFxMXK5nDNnzrBhwwbs7e2ZOXcg2z89j16vsLhBe7uLrb2a0ubm5lJZlYSnp6NVaTc7eyXVVXpLiUGDwUxBfgW3Upz5yc9f7ZHpRoJHI4SvCzAYDDx48IDMzEwyMzPJyspCrVYTGBjIiJGB5GanW7kVbWzkRAzxpqioiJs3b1JQUIBSqcTHxwdvb2/Lv15eXm1uNtqY+00uB7mimKmzxlvNcCdOnIidnR2ffPKJJaUBam9U69at48MPPuXMSTN63QVMJqnXB2K0hoethpqaGt566y0qKystYfxms5mnnnrKMrFISU3kpdfCqSr36jMuNhcXF4xGIxqNBrVa3apzFBcXs3PnTpYue5LXXg+xclHGXcngalyW1f6SWYamwlaIXi9FCF8nUFVVRVZWlkXk8vLy8PLyIigoiOjoaJYsWWIp/KyZqePqla0NFs3/5UeLLDc3SZIoLy+noKCA/Px87ty5w4ULFygtLcXV1dVKEH18fHBxcWn2OltjATueXk48tWI4+/fvx93dnSlTplhqSUZHR2NnZ8e2bdssUZ1Q20jUw3UUNdVx1NVI6AuBGG3Bzs6OYcOGERcXh6enJ99++y02NjYEBgYCtROm+Ph4NmzYYBHCvsDDTXoHDRrU4uPLy8vZtm0bM2bMsKy3r10/HrPZzJUrV/jmzH1ksu+XF6D3u4/7OkL42pk6Uaqz5jIzMykvL6dfv34EBQUxffp0AgICGq3VB48PmIHaG4Grqyuurq5WTUuNRiNFRUXk5+dTUFBAXFwc+fn56HQ6K8uwThAb6wDwqOtPnDiGxMREjhw5glqtZsqUKYSEhDBkyBBUKhV79uxhyZIllpvTnbQSq5sJ9P5AjLYyduxYPv30U5ycnFAqlcjlckym2py+pKQkAgIC+pTo1VHn7myp8FVVVbF9+3bGjh1riTCWJIm0tDS++OILqqurmTQliIqSakqKtVbuzzorsLdb1H0RUbKsjZjNZgoKCqyEzmw2W9bugoKC8PX17dKanFVVVRbrsO7fwsJC7OzsGrhLPT09H1sJ32w2k5yczPnz51GpVEyZMoVBgwaRk5PDZ599xty5cxk+fDjbt8Sw5YOLDaIW1784UVh8j+Avf/kLtra2VFZWYmtry6ZNm3BycuLdd99lzpw5hIaGdvqY2pr03VauXL7K/t1XkUxuzb6+Tqdj69athISEMHNmbTWV3NxcDh48SHFxMT4+PixatAg/Pz/L67sWn0XqzTyqq2vX/BorFyfo+Qjha4RH/cgNBoMlEjMrK8uyPhcUFGR5uLm5dfsQfkmSKC0tbSCI5eXluLu7N7AOnZycGrwmSZK4efMm58+fRyaTMWXKFNzd3dmxYweTJ08mIiLSKjVCoZDh4+ssbiKPIC4ujnPnzuHo6IhWqwVg/fr1lJWVcezYMV555ZVO/27VT3HpbDHQaHSsX7OFggINkplmXd9oNLJjxw48PDxYuHAhlZWVHDp0iPv37+Pm5saiRYsatH6qqanhnb+d4vCBNMz1EtPFZK130Stcne05G63/I4+LzeDAvqusfzmEgoIc8vPz8fb2JjAwsMH6XE9CJpPh7u6Ou7s74eHhlucNBgOFhYUWIYyJiSE/Px+TydTAOvT29mbo0KEMGTKEW7duce7cOQwGAxMnTuTSpUtUV1fz13dW8cfffklaaj62dtX84jczhOg1QXp6OmfOnOH5559n165duLq6Ulpaitls5vLly4wbN65LJlStTfpuz+sXF1dZuss/7vpms5l9+/ahVquZOXMmhw4dIikpCQcHB1asWEFERAQymQy9Xk9mZibp6encv3+foqIikuIdrUSv7nrCPd+76PHC11QJog+2PYe9vQ06nQ69Xm951P9//ecuni0kL7fckidlNJgpKariWmwpz62f8cj1ud6AUqnE398ff39/q+c1Go1FDLOzs4mPj6eoqAhHR0eLEE6YMAGdTsf169cBiLkUx59+cw2txlRr8WnkvPHaYT479AOcnXt3ceWWUlxczP79+1m+fDleXl6MGTOGa9euYTKZKCkpISsri+XLl3fJ2JpK+u4sMUi8ntOgLmZT15ckic8//xyTyYSnpyf/93//h0KhYN68eURFRZGTk8M333zD/fv3ycvLw9/fn+DgYGbPnk2/fv34bFtco+55EejSu+jxwtfYbDQ3t4zXX/kzIWFmbG1rQ5JtbW0tj7r/K5VKy9+Ojo7Y2tpSXlZilRwMtYWnNRW2DBgwoAteYfdArVajVqutusebzWZKS0vJz88nPz+fGzdukJ+fT2VlJc7OztxJM1FeZrIEuJhMElVaiX/+9Sg//a+VXfVSuh11XdSnTZtm+Y6NHDmSL7/8hsx7cv5f/JeEDPRHpzOj7IJWh03VpB0e2Tli0FSFmzoxqvP4JFzPwc5Bi6tHKXpDFenp6QwdOhRXV1du3rzJqVOn8PHxITg4mGnTphEYGIiy3hvaVBnC3pwn2Rfp8cLX2GxUMsvwcB/ML36xokXnys/Px8b2PHI5faoyRmuRy+V4eHjg4eFhVU5Kr9dTUFBA8tWvkKRiq2PMZoiPvU95eXm3b8UETbvR28u9XueWCw0NZfTo0ZbnjUYZcd86UFFuQJKqyc7UkXpja5esjzYmBnb2YJTdoaYmqtHo4I64fl5eBWaTZCVG9T0+MpmEnb3E9HlKZDIzhYWFqNVqJk2aRFBQ0GPz8poTVS3o+fT44Jb2iByUJImYmBi+/fZbnpg0nbfevNZlC/m9icY+G7kcQsIMRAy3YcqUKURERFhKnnU3mgrqeOvdp3n95d3t8h05fvw4xcXFPPPMM1aRv9u3xPDx+xetChl0ZZCFRei/E4NFyyK5cOEMd+/eZfXq1ZZmxB15/X/85Qg3bxQw8Ykwxj/hi8FQxdFDaZw9lWc1UZUr4Kll4fzgtVkdLsqCnkmPt/ja6pooLy/n8OHDGI1GNm3ahJubG8O3Dxczvnagqc/mj39exdZtH3Pz5k3Onj2Lm5sb4eHhRERE4Onp2dXDttBUUMebvznZZLDHkpUjm20JxsXFce/ePTZu3Ngg3SXxeo6V6NVdp6uCLBqrS7lgwQKuXbvGJ598wqJFi+jXb0Cb+9zV1NRQVlZGWVkZ5eXlVv9KNiUMHGLAJJNITs7FxcWF7MyqhksTJsh9oBOiJ2iSHm/xQcPZaHN/cMnJyRw/fpxx48bxxBNPdGmuXW+lqc8mMzOTffv2sXnzZvLz80lJSSEtLQ2VSmURQT8/vy5NC3nj9f3EXExv8Lyrqz1lZdUNnh89rj8PssuaZQmmp6ezf/9+NmzY0Gi7nZ6UA5mTk8OO7bu5cNoGTaWxydcuSRIajaaBoD38b11xBhcXlwb/mkwmDh06xGuvvQZAWVkZv/zPrSRd0zdYmuiO75Og+9DjLT5oeZX0mpoajh8/Tk5ODs8++2yDCMbeQlcnHUPTn01QUBCDBw/mm2++4cknnyQkJIQFCxaQk5NDamoqBw4cwGAwEB4eTnh4OP379+/0iUlTQRWDwrwtlfwffl4GzQr7fziCs6kec3XWcn5eBaZ661rdjYCAADxcR1NedsUiQAaDmfy8Cn73PzuJGG5DWVkZFRUV2NraWqoOubi44OnpycCBAy0C9ygrzWAwUFFRgSRJlonT0lVjKcxLFcEoghbRK4SvJdy/f59Dhw4xaNAgXnrppV6bmtCWTtOdxaxZs3j77bfJzMwkKCgImUxGv3796NevHzNnzqSoqIiUlBS++uorysrKCAsLIzw8nJCQkAbReB3B7PlD2LUtFqNRhySBTAaeXk688Yu5Vmt8Nt/dbCV4bNh/YxGcjVEXZPH2W8dITsplztzobutyN5lMXI2938DlaDJJFBdITJgwwSJ0bfnclEol9vb2XLhwgZiYGJYuXUpoaChjx44VSxOCFtGrhe9hi2dopB/u3hXcunWDRYsWWdW47I10ddJxc7Czs2PevHkcOXKEzZs3W3WWkMlkeHl54eXlxZQpUygvLyc1NZWYmBgOHjxISEgI4eHhDB48uEPWcjQaHa+/vJvqaoNF9GxtZTz/Uqil+syhvdc4cTyWkaP6s/mHc2tD6huxBOsigs1mM3v37m0QwdkUarWKlc9E4X22nLUvdI/PrA5JksjLyyMhIYHk5GSUdvYoFDJM9SqeTJ46xNJ/sq2YTCYkSSIuLo7169dbapaKvniCltJrha++xXMlJh21k4KPd6zH26dx91JP52Ghz84ua7zT9NXMbnWTiIiIIDExkQsXLjB16tQm93NxcWHcuHGMGzcOrVbLrVu3uHHjBl988QWBgYGEh4cTFhaGk5NTu4yrbuJQF2AiSWAyyzi4L47JU8bg5OTE2vXjCQiuXetTq1UsWTmSwweuNyitVed2O3HiBDKZjLlz5zZ7HC4uLpSVlbXLa2oPKioqSExMJDExEYPBwIgRI9iwYQO2to6NRsC2l8uxqqqKvXv3IpPJeOKJJ/pkoW5B+9Frha++xWM2Q3WVxJfHbnWrG397UV/o5fKGQSEKhYxKbSYJCQlERkZ2i3qiMpmMBQsW8N577zF06NBmRXU6OjoycuRIRo4ciU6n486dO6SmpvL111/j5eVlWRdsav2sOTTakNdgxmRw4auvvmLZsmVAbWPgxMREoFb8fvzT0Rw6kIBkdLVyu8XFxZGent5oBOejcHZ2prKyErPZ3GXBV3q9npSUFBITE3nw4AFDhgzhySefJDAw0Oo71FH5b/n5+Xz22WcMHTqUgIAASw1TgaC19Frh6+oyS51NQ6GvdTnVJePXzcDf+OlsTn/zJdevX2fhwoXdIn3A2dmZqVOncuTIEV544YUWCbJKpWLo0KEMHToUk8lEeno6KSkpfPzxxzg6OloiRH18fFp03qYCW6ZMG0ZGxhXu379PcHAwPj4+5OfnW/YpLslj2cphjBs3zvJcXQ3ODRs2tNgta2Njg4ODA5WVlZ2a8G82m7l//z4JCQmkpaVZekeuXr26yXW6jnA5pqamcuTIEebOnUtkZCRXr14lKyvr8QcKBI+g1wrf48oc9TYaE3oAXz9ngvp7WEV1hoRu4sqVK3z88ceMGTOGyZMnt7lze1sZPXo0iYmJXL16lVGjRjXY3pwIVYVCwcCBAxk4cCALFy4kOzub1NRU9uzZgyRJFkswMDDwsdZT/RxEhUKGrcrM3AVhlJS6cvz4cV566SXc3NzQarXU1NRgZ2dHTk4OUVFRlvM0J4Lzcbi6unZapZuCggKLK1OtVhMZGcns2bNb3fm8tUiSxLlz57h69SrPPPMMAQG1v1tXV1eSkpI6dSyC3kevFb6+VnOvqXqKrp6V9AutwctfTVFRLg4OQcjlcsaPH8+QIUM4ceIE77zzDgsXLrSqw9nZyOVyFi1axNatWxk8eLDVWl1rIlTlcrmlTdTs2bMpKCggJSWF48ePo9FoGDx4MBEREQwYMKBR0W+sdJVfoI79Bz5j3bp1ODo6Ehsby/jx4/H29iY/Px8/Pz+Ki4vx9fUFoLq6ml27djF9+vQ21XmtW+cLCgpq9TkehVarJSkpicTERDQaDcOHD2ft2rV4e3t3yPUeh16v5/Dhw1RUVFh6EdZR17FCIGgLvVb4+lLNPY1Gh05vQi6XI5ebrVybf/zLc2i1ZaSlpfHVV19RWlrKwIEDGTx4MAMHDmTVqlXcunWLzz//nKCgIObMmdPps/u61/DVsXRSElz4za9388v/fs7yWbU1QlUmk1n6Ck6bNo3S0lJSUlI4f/48+/fvZ+DAgURERDBw4ECrWo6Nue6UtjK2bdvGk08+ye7duxk2bJjF3SlJEj4+PtjY2FjV4GzMgm0JLi4ulJeXt+kc9TEajaSlpZGYmEhGRgZhYWHMnDmTAQMGdGkhh7KyMj777DN8fX15/vnnG0xKXFxcunzNU9Dz6RWVW/oyjQW1KJUK1qwdzaq1YxoIfUVFBbdu3eLWrVtkZGTQr18/Bg8ezIABA0hISOD69etMnz6dUaNGodXqOyUBvkGhYTl4ejrw6e6NqNWqJiuojJ80gDf/2rZWPRqNhrS0NFJTU8nMzKR///6WCNGm+ix+8803pKam0r9/f3Q6HQEBAeTn5+Pu7k5lZSXz5s3j2LFjlJSUNKjB2RpiY2PJy8tj0aJFLXxt1u7hp1ZEUVpaQEJCAikpKfj6+hIZGUlERMRjizd3BhkZGezbt4+JEycyfvz4Jtdk//KXv/DCCy/g5ubWySMU9BZ6rcXXV2gsqMVoMqHRVlBRUYxeb4ednR0qlQqFQoGzszOjR49m9OjR6PV67t69a2ki6+TkRHh4OLGxsVy5fI1vTpgoKa7q8AT4+q9BMkNxURX7PovjhU2TOnS9Vq1WM2rUKEaNGkVNTQ23b98mNTWVL7/8El9fX8u6oKurq+WYadOmYTKZuHPnDlqt1iJ8VVVVDB06lNjY2FZFcDaFi4sLaWlpLTqm/mQi9vJ9dmz9ljmL7RgzJorNmzd3q+4Y8fHxnD59mqVLlz4278/NzY2ysjIhfIJWI4Svh9NYUIvJKHH50h3snLKpqamxPGxsbLCzs8Pe3h47OzvLQ6VSER0djU6no7S0lOrqam4k6CnIV1h66XVkAnxjr8FshrPfJPHCpkm1FVS2f19BpaPWa+3s7Bg+fDjDhw/HaDRy7949i0vU2dnZEiHq5eXFzJkzMZlMpKWl8e23l7lxXUt5WRmZE1QYpTtsfrnlEZxN0RpX5+4dVyzlzqC2ioquRo6ny2ieeKL7pPOYTCZOnDhBeno6GzZsaFZ+nqura7fKbRT0PITw9XCasobmLxxrJVCSJKHX662EsP7DaDSiVqtRKpXEfvsASTJaXasjEuA1Gh0mkxmZrDZJvA4bGzlKlYbbt9L55RunqK7Sf7ddQqVS8ta7T3foeq2NjQ2DBw9m8ODBmM1mMjMzSU1NZefOnSgUCosIajU63vt7GjVVCiQJjh66jaeXmldfa9xN2hrqojolSXpkSoZOpyM1NZXk5GSOHcnBZLK2No1GM0mJ3Sedpy4p3WxW4KiK4g//c6ZZLnUhfIK2IoSvh9Pc6FWZTIZKpUKlUjXLxaXXNt5Lr7wynU8++cRSN7Mt7qY6d1xBfqWV6MnloLIz89z6J/jbn49QUGDEaKzbQUZ1jZ6vjt/stEIEcrmc4OBggoODmTt3Lrm5uaSmpnL06FGux1VRUy2zjF8yyygrqW5Xy7jOTV1dXY2Dg4PVNqPRyJ07d0hKSuLu3bv079+fyMhIDNXBbPv4crdN56lLSg8NDWfbh5kUFVxptkvd1dWV9PSGa74CQXMRwtfD6ajo1SZ76f1lDQUFOd+5+L5FrVZbRPBRbYQay8OrXxYMamtijhrTnymzHUlPv0VJUW3FlIcxGaUuK0Qgk8nw9/fH39+fGTNm8K+vfIZkzrbapyMKJdSlNDg4OFiSy5OSkkhNTcXX15dhw4axcOFCizAOGKDjxNGb3TKd5+Gk9MT4KopaGLErUhoEbUUIXy+gIypmPEpQ3dzCCAsLw2w2k52dTVpaGvv378doNBIWVrstODgYhUIBNJ2H59/PtcHaniSBwkbOokXz2LlzJ/1D1GRnFlvWGqHWIuwulsvoMcEkXX/Q4ZaVi4sL9+7dIyEhgZs3b+Lk5MTw4cOZPn16ox3su2M6T2NJ6Vve+6zFFZaEq1PQVoTwCZrkcYL6cJL4rFmzKCoqIjU1lW+++Ybi4mIGDhxIWFgYcTHljebhBfRzRamUN3Cn9gu0Ry6Xs3z5cgryP8DJ2QZNpQmzuXa7nT08tSKqo19+s6jfN08mB1d3+xZbVk1VpikoKCA5OZmMjAyys7MZM2YML7zwQrOCQLpT14K6pPTy8nI2bdqEXC7nxIkTaKoykSsUmOt1dXjUxMHZ2ZmqqiqMRmOXVxwS9EzEt0bQLjzcRmjy5MlUVlaSlpZGQkICnx/KwWCwDrQwGMyYzGa8vJ2s3HGubnZUG1L46islM2bM4Ll1a6ip+YTsDBtMBleM5gJCB8sxm3VA+7cjail1ltVn2y5x8ngcT0wdQrX+JpKkB5pnXdW3iOOuZLBvdywzFthgNFYzbNgwoqKikCSJadOmdejr6QgeTkpfs2YNV65cITY2luHDh/Ob32/k9ZcPtMglK5fLcXZ2pry8XHRpELQKIXyCDsHJycmSL2iovsCnH8ZY9WqTy6GsIp1+wZ6YzPbYKm2ZMSecp58djUxm5PPPP+ejjz5i+fLlrFj5FIcPH0aSCgkJCaWgoICcnJxuk4emVqvYsHkKecXf8sprs7l0Sc2+fftYt26dxd37KOrnMRqNZsrK9MiMg/jRj+Yik8m4ceMGycnJHf1S2p26pPRx48Yhl8t55513GDhwIC+++KIlMKo1Ltk6d6cQPkFrEMIn6HBWrB5tFWhhYyPHUS0nLxvSb5cimWXIZBoO749j+qxAQkKDWL16NXFxcXz88cfMnDmT8ePHc/nyZaqqqqiurra0x+kuyOVyS77d5MmTyc7O5tSpU83qvddoHqNJIitTi0wmQ6PRceZUDufPPsBQFdPla3XNJT4+nq+//prIyEhiY2Px8/Nj3bp1DWqAtsYl25YAl+YUPBf0bkTJMkGnYLnZfDer1+lN7PzUOtxeJpMYGG5ieLQd0dHRREVFUVNTw4EDB3B3d8dsNnP37l0UCgWenp5s2rSpC19RQ7Zv3864ceMYNGgQ1dXVvP/++8yePfuxAr19S8PUEaVSzvoXJ7Jk5UhLyofR+L0rsCMq6LSFh8Vk2Ah/HJ0LuJ9xBxsbG1xcXJg5cyaBgYHtdr1z586h1+uZNWtWi8fZWMPc7vZ+CjoWYfH1cjpqdtvc89bf779+86Sl/mbDiE4ZpSUyampqOHPmDGfOnMHDw4Po6GhKSkq4desW9vb2lJdXcfFcIWlJ+xnRjWbsD1sh9vb2rFy5kh07duDt7f3IvoePysWsn/LRkRV0Wkt9MbkSk47KXmLhMjULFswmNDS03Zseu7q6cuvWrRYf96iC53Xvt7AEez9C+HoxrWnn057nfdR+TVWcWbhoHBMme3D37l1u375NcXExX375JVC7bqjR6Ig5Y0tNtYw7UjpXO7CGaEtxc3Ozcr/5+/szc+ZM9uzZw6ZNm7C1tW30uEelHnRFQ+WWTpYa1osFfY0cN/XIx9bdbC119TpbSlPv57X4LKvJR0fWphV0PUL4ejGNzW7zcsv59c+3MHJsbY+zhz3d9b3eTW27HqclL7cK83f3D8t5f/EJo8e7IJPJkMvlxF2uIC+3vMF+//6v/2BgmAJblRmTCUuagspOQm9K4/JlBXK5HG9vb7y8vKipqaG8vByNRkP6LQU11TadUkO0pbi5uZGdbZ3MPnLkSLKysjhy5AjLli1r0vJpap2rsxsqt2aylNBYvViT1KHl0VqTy2cymXBwqkEmry2EXodSWRtx3JbWV4KeRY8SPrEo3TKaKv5crXVg7NixlucevhnXvzE3ti32wreYzVUNz6uxJyoqCrPZjCRJnD4eaxG9h/erqXIgKMiHoSNKuHWzEpARGmbH8CgHbJRgNpsxmUzodDr0ej0Gg8HSf62sVGGVzA61N6mE69msbfE71L7Ut/ig9j1bsGABH330EbGxsVbve3Oo7waVy+nQCiwt7X2o0+mQK8uQy7H6rDu6PJparUan02EwGFAqlY/dv6ysjP379xMUYouPjzPFRRort7LBYOx0y1rQdfQY4esot11vpilrYcKkwQwaNKjV5x0/IZ+U5MJGzxseHm55btLkSm6lNgzamDw1kgO7HoryVMrJvg/ProukUlNKQUEB+fn5VFZW4uLigr29PSaTCZVKxZBhXlw8V4Lp4TJnciivvM/p06cZNWpUl6U51K3x1S8mrVQqWbVqFR999BH+/v7069ev2ed82A168ngczm5G/vB/Hfedb4lrNS8vj7179zJmXCD3b5soKrQWk44sjyaTySxl3Ly8vB65740bNzh27BhPPPEE48ePZ9Wq7/tMBgTa4epVzrdnspAr5JhN3x/XnWqbCtqXHtPC+FEzUUHjLFk5Ei9vJ4srp71uSM09b1P7ySTJOm/NYKawQMPunVeQJImQkBDCw8Mtbs6goCBWrVrFv//7v/PTX67Bx8eJujZ3SqUcFxcloYNlFBYW8u6777J7927u3bvXwHXb0djb11acqa6ubrDN3d2dxYsXs3fvXrRabYvOW+cGfenVEfQLru7QiV5kVAAKhbVFXV8AJEkiLi6Obdu2MW3aNFasXMJHO55n/YsTGT9pAOtfnNgpE9LHpTQYDAaOHDnC6dOnefbZZ5kwYcJ3bngTfoE6NFUZXLpwi7wsO/7rfzbg6+ti9V21s1dyNS6L7Vti0Gh0HfpaBJ1Lj7H4mpqJxsfdFz74Juioeo3NPW/9/cLDfZBkMg7tu96oC7a8VMH9+/cpKioiPDycWbNmERwcbNXMVa1W8cG25/jXH/4VN9dQokYGsmTlSHJy7nPkyBFGjx6Nk5MTJ0+exGQyMXr0aEaMGIG9vX2bXnNzqXN31u+iABAWFkZ2djYHDhzg2WefbXGT2oCAAAwGAzU1Ne3W668+g4fYorKX0NfIrdIn6iY1Op2OI0eOUFRUZNU/ryvKoz1qnS8/P5/9+/fj5+fHSy+9hK2tLVlZWcTFxZGcnMaVc3ZoNGAymijMv8+1uGLeevdpvjp+k2vxWaTezKO6Sk/clQwSrmUJ71Ivo8cIX2NuO4VChrY6i08++YSoqCiGDBnSZORcX6WjbkjNPW/dfvVd1fWRySU8vGRMnjyZkJCQR1Y8kSQ9Q0Yo+bd/W2l5LiwsDH9/fw4dOoTBYGD16tVUVlYSFxfH2bNniYiIYMyYMfj5+bXuBTeTOiskIKBxF9n06dPZvn07Z86cYcaMGS06t7u7O3K5nLy8PIKDg9thtNZkZGRw9tzXvP3Rai6ezWkwqcnNzWXv3r2EhISwadOmLq+T2Zjw1VmjZ86cYc6cOYSHh5OUlERcXBx6vZ7o6GgcVTZUVt6y1Aet8x7VtboySxLX4rMsrbBEoEvvo8cIX1O5Tm/++RlyczO5fv06J06cIDw8nKioKPr379/uuUOC1lPfVV2LBMhQ2Mjw9nbm5796tlkz6pKSkkb7ADo5ObF27VouXbrEhx9+yLx581i2bBkajYZr166xe/du1Go1Y8aMYejQoR1y424swOVh6opvv//++/Tr14/Bgwc3+9xOTk6YTCZycnLaXfiKiorYu3cvy5cvJyQkkJCQ75PNJUniypUrnD17lvnz5zNs2LB2vXZrcXNz48GDB5b/V1dX8/nnn1NWVsZTTz3F7du3OX78OP7+/gQGBlJeXs758+dJiLW3KooNteJ28kQcFdVXOXWsEqNR0WC7CHTpPfQY4XuUe83VNYKIiAg0Gg1JSUkcP34cvV7PiBEjGDFiBG5ubiIitItpzFUNMlzd7Fm1ZlSLPo+SkhLc3d0b3SaTyZg4cSIDBgxg//793L17l/nz5zN58mQmTZrE7du3iYuL48svvyQqKorRo0e3qZlufdzc3MjNzX3kPo6OjqxYsYLdu3ezcePGZl9foVBgZ2dHVlZWewzVgkajYceOHcyaNYuQkBCrbTU1NXz++eeUlpaycePGJt/3rsBW6cD5b/KJu7CfwGA11fob+Ad4I5fLOXjwIK6urtja2lJUVIRCoUCtVjN06FAKc3PIzTFapTQoFDJGjAxk+fLxOKrusPWj7tvEV9B2emXJMkmSyMvL4/r16yQnJ+Pi7MHxQ9WUl+swijJFXcKjynK11H309ddfY2Njw9SpUx+5n16v5+TJk6Snp7Ns2TKraMqSkhLi4uK4fv06AQEBjBkzhoEDB7Z43a0+d+7c4eLFi6xbt+6x+16+fJnr16+zcePGZluff//7u9xI0OLsGNwuEziDwcCnn35KaGgo06dPt9r24MED9u3bx8CBA5kzZ06XuzYfRqPRseGZT8nPK0eSZMhkEnb2EhOmG1AozDg6OiKTyaiurkapVOLl5YWnpyeenp44OLjw/35xjpIirZX3qG6N72p8Fmk386iu1mM0SuJ+0QvplcL3MEajkb/9+Tif709rkGfUmpuuoHW0Z43Effv2ERYWxvDhw5u1/82bNzl27Bhjx47liSeesBI3g8HAjRs3iIuLQ6PRMHr0aEaOHImjo2OLxlRHcXEx27dv5/XXX3/svpIksX//fmxtbVm8ePFj99dodKxe+g6V5QYkSdbmG7LZbGbPnj3Y2dnx1FNPWZYGJEni8uXLnD9/noULF3arYuBQO773//kNn22/ZtXxQyaTCBsGYye64ebmhqurK66urqjVamxtba0eep2ZY0dSuJGYS2RUALPnD+H1l3dbFVK3d1ASFuFL9KhA4SHqZXSfKVwHYWNjQ16OvkEitcFg5tyZGyx7OrLRCDxB+9KeEaZNrfHV0Zhb+8UXX+TQoUPcu3ePpUuXWnL9lEolUVFRREVF8eDBA2JjY/nHP/7BoEGDGDNmDP369WvRWrGrqyuVlZWWhPtHIZPJWLx4MR988AHXrl1j5MhHp5kc2nsNTaWpTVVr6t6bhOs52Dlo6R9iZuXKlZbXWLdOVlFRwaZNm9rVDdwWqquruXfvHnfv3uXevXtcOG3EZLLeR5JkFBWYePDgAYWFhdja2qJUKlEoFJbXZzabMRgM6PV69Ho9Tp6QnX+b//r5t+Tlfp+EbzSaqak2ED0qUEyOeyG9Xvig8YhQGxs57l7wt7/9jUGDBhEdHU1wcLAIiOlA2ivCtLS0tMm1pkcVOnjuuee4cOECH3zwAQsWLGhgyfj7+/PUU08xZ84crl+/zqFDh1AqlYwZM4bhw4c3K2JYoVDg6OhIeXl5s0TD1taWVatW8cknn+Dr6/vIqNPE6zmNBmU0N+ii/nsjl8Otm86sXmNErVaQnZ3N/v37GTx4MMuXL+9S16bJZCI7O9sidIWFhfTv35+QkBAmTJiAh/NdPvnQ2nUul8OQob64uVWg0+nw8/PDxcWltuJPWRklJSWUlZXh6OiIr68vbm61lqGzszPv303EbM63GkNT762IF+j59Anhayoi9Be/XotCYSYxMZETJ05gMBgYOXIkUVFRODk5dfWwBY1QXV2NJElN5uUd2nvN0sIHGlpFdekS+/fv586dO8ybN6+BoNnb2zNhwgTGjx/PvXv3iI2N5euvv2b48OGMGTPmkZ0W4PvIzuZaS15eXsyfP5+9e/fy4osvNvnaIqMCiL1838q915Kgi8aKSRcVaji45xoDIyS+/fZbnnzySSIiIpp1vvZEkiRKSkosQnf//n3c3d0JDQ21tDR6WIiXrnLmi8+tf9NqJyWOLoXMnv0knp6epKamkpaWRlFREaGhoUyZMoXQ0FD0ej0lJSXk5BRw6vht7t4pQ6czIJNJVuXwFAoZPn425Obm4u7ujkqlEhWkegm9fo2vjvr94OrP0iRJ4sGDB1y9epWbN2/Sv39/oqOj2yXgQdB+5OTkcPToUTZv3txgW2lpKT965TPu3WlYGWX8pAG8+dfllv/rdDqOHz9OdnY2y5Ytw9/f/5HXLS8vJz4+nqtXr+Lt7c3o0aMJCwtrNN/w8OHDBAYGEh0d3aLXduLECUpLS1m9enWjngeNRsf6NVsoyK9s1RrfG6/vJ+ZieoPng4JVTJtrz4oVK3B1dW3RmNtCdXU16enpFrEzmUyEhoYSGhrKgAEDHrvO2thvurS0gIMHDzJgwADmzp2Lra0tGo2GW7dukZqaSkZGBv369SMoKJR//l8Sxd8FuNjYyJAkQCbDZDSjUMhwdlGyYq03Wm2ttWhra0v2fXuux1ZbLZ3YKOW8sGkC6zZM6Ng3TNBu9Bnhawl6vZ4bN25w9epVysvLiYqKYuTIkZYZvHB1dB3JycmkpKSwcuX3yevFxcWcP3+eW7duUVURwLmv8y0WHzw6kCk5OZnjx48zceJEJk6c2KSr27I2di0bH38lTq5FaKvKiY6OZtSoUVYegrNnz2I0Gpk5c2aLXpvJZOLTTz9l0KBBTJ48udF9Skoq+ffX/47Z5Mas2SNb9N37vz98zucHblmF8cvlMGWmD7/6f888smhAe1CXg1gndAUFBQQFBVnEztPTs12WGnQ6HceOHSMnJ4fly5dbuY/1ej13795l68eXuHi22MrCs7GRMXJUEAobeYPJsSRJaDQafvZvh0m4ltfgmh7eJibPVOLq6oqLi0uDh6urKypV05+TuKd0LkL4HkNBQQFXr14lMTERPz8/wsOG8affxlFUKDo4dzYajY6//PEg6XfKmTFrBJOm9ePq1cvcu3ePsWPHMnbsWEwmeYujR8vKyjhw4AA2NjYsXbq0gZu7qYjU3/15HikpiSQnJxMSEsLo0aMJDg4mKSmJW7dusWLFiha/xtwHRfz6l5+gVPgwfsKgRm+Av//97wkODmbNmjXNPu+NGzf4/PBx4i+pKS2uwmAwI5ODh6cDW3dv7JDvriRJlJaWcvfuXe7evcv9+/dxc3OzCF1992V7k5SUxIkTJ5g0aZKlTmcdTVm/9T0D9WkqLef5TRNYvCyC8vJyysvLKSsrs/xd91AoFI0KotLGnl/8x1cW67M73lN6mzAL4WsmRqOR1NRUPn7/PPGXNUjmh6vvi9SIjqZOfOr6+8nlYGcP//7z0UyeMgFbW1tMJhMGg4GyUi1HDiZyIymPQeEejJ3gz7dn73M7tZjgUGfGTfLBxkbCYDBYHnq9ngcPHlBaWoqHhwc2NjaWbTcSDKQlW6//yOUwPNqWUeOcUSqVVFVVUVJSgkwmw8PDg4qKCmbMmIFKpWr0YWNj08C6qXuN+XkVmEwSNjZyvH0a3gD//ve/Y2dnx4svvtjg+MZuTsnJyZw8eZK1a9cil9nyh9/tISermhmzoljz3IR2vYHV1NRY3Jd3797FaDRahC4kJKTVaSKtpaysjIMHD6JQKFiyZAnOzs5A6/NKW5uWI0kS1dXVjYrit2fySYiv6bb3lPZMReou9InglvbAxsaGYcOGYSNLQzJbryEZDGa+PHmVwUPlBAQE4Ovr2+Fuo76EwWBgy/vfkJ9XYVlbMZuhulpi1/bLXL5yAZPJhEwmQ6lUWsLYI6KUSOYq/vtnN9BqzJjNkHKjiAtns3jx1TCcnOxQq9UolUqUSiWDBw+mrKyMS5cuERgYyBNPPIG9vT2/uf0VkmRdLcVsBrnkybRpE9HpdOh0OmpqasjPzyc9PZ2KigrOnTuHk5MTMpnMsk/dw2w2NxDDGwl68nIrrULqG0tXcHZ2blAWramgix/9ZzTfXjjDc889R01NDfv372TuwmHMmDGjXb6jZrPZ4r68e/cuBQUFBAYGEhoaytixY/Hy8urSSGlXV1eef/55zp8/z/vvv8+TTz5JeHh4kwFvj+tc0tq0HJlMhoODAw4ODg0id+Mu7EcyW1uf3alEWkt7NPYEhPC1kEZTI5Ryhg73JT8/n6tXr1JSUoK3tzcBAQH069ePgIAA3NzcRKpEM9FqtWRmZpKVlUVmZiYFBQUkxTlYRTMCSGYZBp0ToaHuVFVVUVVVhVarRavV4uDggK2tLbdTjRbRg1rB0mpMlBe5smhR4z/aUaNG8cUXX3Do0CGWL19O9Kj+JFzNaWAdjBkX0mjNTEmS+N3vfsfQoUNJSEjAxcWF8ePHM2TIEItrr67R7sOPuAtnMZsrrc7V2A3Q1dW1QVm0xm5O+XkVfPzBN/zP757j1q1bxMTEsHjx4hbVB22M+u5LV1dXQkJCmD59OkFBQZbXqNHo2PHJ5S53j8nlcqZOnUpISAgHDx7k9u3bzJ07t9V5pe1d+L2pvpndpURafJz12KB7CXNrEMLXQpqaKf7w9YWWH02d2ywnJ4eUlBROnTqFwWAgICDASgw7q1VOd6YujD0zM9MidhqNhsDAQIKCgpg1axYBAQHs3h7fqGtqztxoVq+2vgkZjUaLCP4m9ivMZo3V9sf9aO3s7Fi2bBmJiYls27aN0aMn4OGppiC/ErNZQi6X4eGpbtI6kMlkuLm5MXToUKZNm8atW7eIjY21qg/q6upqsQDqmDBpMKk3ixrkpnn7Wv9MPTw8MBgMVs81VgvVZJKwtfHj1KlT6HQ6XnzxxVY16X3YfXnv3j0MBgOhoaFERESwcOFC1Gp1g2O6Y9h/YGAgmzdv5tixY7z//vssX768W1gsrbU+Oxqz2UxsbCyaqgwUCkWDNBqT0cwbr+/vkWt+QvhaSHNcHba2tgQHB1tZA5WVlWRnZ5OTk8OFCxd48OABarXaSgx9fHysFvt724Iy1Fo6eXl5FqHLzMxEqVRahG78+PF4eXk1SCGpuznUrfE96uZgY2ODs7Mzzs7OjYpJc2bTMpmMESNGEBgYyGe79qPRah5qbPv4ZfG6XD4fHx/Cw8MJDw+nuLiYuLg43n//fQIDAxk9ejQDBw60eAIauwG6eTigN92isLDQ0mnc3d0dSZIwGo2W78vwEQFciUm3CrNXKGQYTHn4+Ixg+vTpzXZtPuy+vHfvHvn5+QQGBhISEsKYMWPw9vZ+rPfi4J5H51N2FSqViqVLl5KUlMT27dsfG83bGXRU38y2kJ+fz5EjR7CxseEXv17LT17/wup7aTZLXIvPxGiUusWkpqWI4JYuwmw2U1hYSE5OjuXxsIvU3c2bP/0urkEh3Z705YLa0PI6l2VWVhYPHjzAzc3NInRBQUHNtkI0Gh2//OlHGHROTUY8NnZMWxfmt358iY/fv2hVNeVxwQfHjx/H1dWVCRMa5nYZDAaSk5OJjY2lpqaGUaNGMXLkSBwcHBrNTbtzJ4ULFy6wadMmVKravngffvghr7/+uiVY48KFK/z2l+eprqq19BQKGSo7iTf/tpDIyAjLe9HURKrOfXnv3j1u3UonP9seTaWKqOhA1m2YgptbQ6sOaj/fkpISioqKKC4upqSkhOLiYk4cLqUwv2H+6+OiJjuTpgJf+jJGo5Fz584RHx/PjBkziI6ORiaTWX0vDQYj1+KyenTtYyF83YiHXaSH99/k8oXyBq1TZs4LYNHSCJycnCwPlUrVbdYPKyoqrNyWxcXF+Pv7W0SuX79+beoevm3bNiZOnEhoaGizj3lc8YLH0VTo+9jx/fnT31c2cgTExMRQUlLCggULmjxvXdGE2NhY0tLSCAsLY8yYMfj7+zf4PI8cOYJOp2P58uVUV1fzpz/9ic2bN+Pj40N5eTnvv/8+w4aO5ND+61SUKfH1V/LGT1fh5+9peQ8engDYKOW4utqxdmM/ch5koNPpCA0Nxc83kD//Pt4qtN7Ty4k3/7aQmppKiouLrR41NTV4eHjg4eGBu7u75e+vjt9nxyex7dKNoyMxm82cP3+e2NhYS+BLXyUjI4MjR47g7e3N/PnzrdJ6ampquH37NikpKezeer/bT2oeh3B1diMedpEe3pOHZC632m4ySdy7Xc7du3eprKyksrKSiooKACshbOqhVCpbNJ7HuVolSaKwsNDKbWkwGAgKCiIwMJDIyEj8/PzaLcJVo9GREKcl5uwFJkwq7LRghMaCD+RyKNek88033zBu3LgGhc7d3Ny4d+/eI88rk8ksru6qqiquX7/O/v37sbOzY8yYMQwbNszymc2fP5+PP/6Yy5cvM27cOKC2moy3tzeff/45/fr148bN6wyKgOjo4UybNs3KXbx/d7wlTQLAaDBTUlxFSnINGzevxMfHh5qaGj589xyFBRrLfgaDmbzcMv7wm8+YNM0HDw8PfH19GTp0KB4eHjg7Ozc66Vr1jDdfHkvtdutW9Wkq8KU5dVl7CzU1NZw6dYpbt24xf/58S8k6rVZLWloaKSkpZGZmEhwcTHh4OAsX+zWY1MhkYDKa0Wh0PcIjJSy+bkpL8ox0Op1FCB/1UCqVjxVHtVqNQqFo1EXo6eXEr38/naLiXLKyssjKysLBwcEidEFBQXh4eHSI9Vk/j68zXb/13wuZHOztJf7fm7PIzcsiJSWF6OhoJkyYYAn0KCgoYO/evfzwhz9s0bUkSeLu3bvExsaSlZXFiBEjGD16NB4eHpSWlvLRRx+xatUqduzYwbRp07C1teXcuXPodDoUCgXLli2zWMOZmZnEx8dz//59zp3SUVzQcJ4bMsiRaXPsKSoqwmAwkBhrT06WscF+rZnNt9XS7mweVfGlt5KSksLx48cZNGgQs2fPRqfTkZqaSkpKCnl5eQwcOJDw8HAGDRpkqTxT93t4eA0XaivfePs494jlGCF83ZT2ThqtS6B9nDhqtVrs7e3JuGtL0lXrdk4yucSIUXYsfGqwRewai+jrCNqzkW1rePgmbqYUJIn798qYOn04y58exfWEWJKSkoiMjGTixInY29vzxz/+kZ/97GetngiUlZVZmuX6+PgwZswYZDIZhw4e5d5tiWqtA0rbCvoNMBIY6MvChQtJSUmxFGY2m804ODjg6upKWrKJuBhNg+CXOQv78/Sz0Xh6euLk5MSOTy536fvcHair+NIdAl/ai/rem1nzBnLu/GkKCgqYMmUKFRUVpKSkUFpaSlhYGOHh4YSEhDTpJdJodPzqPz8n7koGDytIT/muCOHrxnTFjNlsNqPVavn5f3zO9fjcBtu7yo/f2hJT7U1t5+9PyM+vQDLLkMklPD0d+XT3RiRJz6VLl7h27RpDhgwhJSWFH/zgB23u9GE0Grl58yZxcXEUFZZx9kssfflkMgl7Bxg/TY9MZkQul38Xem7C2dnZ0nlc7ejGn38fR0lJNcZHTKR6Y5WO1tCbAl/qf6a1gU9mlq52x2iqoaamxhJ57Ofnh06ns6QD1eXHNvb45mQVhXk9c61PrPF1Y9o7UbY5yOVynJycGDsulKSEfEzG7pFU212SfA/tvUZxkdZSXkoyyygq0vLhO6f41/9YyJw5c3jiiSeIiYlBp9Nx+PBh5s6da0lFaA02NjYMHDgQV1dXtnzwLVrNA0v5NEmSUV0lkZ9tz+LlEQQGBuLl5YW7u3uD2XrkZ5GPnUh1x9D6rqB+xZeFCxd2Sbum9uDQ3msUFFRi/O63YzJJVFdD4tUKRox2RC6Xk5aWxrVr15DL5Tg6OlpyTB9+uLm54eDg8P122xS2fxJrOS90r8T7RyEsPkGjlJVpWbPsXWq+C4/v6pl/d7FEmrI8vf3gt39cRFhYmOW5vXv3IkkSGRkZBAcHM3nyZHx9fZs8tyRJVFRUUFhYSFFRkeXfoqIiTCYTnp6enD+lJ/1uVYNj/fspGD66CicnJ3x8fPDy8sLHxwdvb288PDysAl16Y35oR5Kdnc2BAwesWh11d+rSiDIyMvjw7SRyMhuu2/r4wfwl7nh6euLj44O/vz8+Pj7Nfn3d5TfZGoTwCRrlm2++ITMzF7kphKTE7jHz7w7BEk2tNS5fPZwqfYJVZ/fTp08jl8uZOHEicXFxXLp0CX9/fyZNmoSDgwOZGQ/44vOb3E4rwcXNhJefBkdHWzw9PfH09LS4Kb28vFCr1chkMv7+lxPs+yzJqqCxTA4jRqn4j58uwc7OjoKCAqtHRUUFHh4eeHt74+zkzjt/vUlpSQ1GY8+6WXUl3T3wpaamhoyMDMujsLAQf39/+vfvT9LVag7tT21gma1YE8nk6b6WyVVhYSElJSU4OjpavnsPfw/rRy5rNDp274jj9JepSMCs2WGsWjumR3yPhPAJGpCbm8uOHTvYvHmz6ET/HXWiezUui7TUPKqrDA2EQ6MpZceOHcyZM4fhw4cTGxvL7du3GTZsGEVFRRQUFJCdnY1Wq0WSbLhyzp6qKgmzSUJhI8fbW81HO55v8sZRWFjIhx98StwFB4oKtZZmtHb2sGiFM9qqcsLCwpgxY4bVTUqv11NUVER+fj4H9yZz7uv8Hp183JXUD3zRavVdYj1XVVWRkZHB/fv3yczMpKSkhICAAPr3709wcDABAQFWNVOba5mZzWbKysqsvA11fysUCosIOjq68o8/JfbYCZQQPoEVJpOJDz74gAkTJjBixIiuHk63oEHyt40Me3tbwof4MnJUIHMXhlFVXUFRUREZGRncvHkTW1tbS4rB4MGDrWbPrq6u/PVPX3Ds83tWBQoeJUCVlZV89NFHTJs2jZCQMF5/5c84qYMZOy6UhUuGcfToQVQqFWq1mps3bzJjxgxGjhzZICKxuwQJ9WTqAl9MRhlfHtF1Sh+9yspKK4uuoqKCwMBA+vfvT//+/fH3939kvmxbvSV1jXjrRPDz/Sl8e6awx06gRHCLwIrz58/j4uJCZGRkVw+l21C/84HRKKGt0mGigNyi+3z08RmLqPn4+BAYGMjZs2eZNm0asbGxjTakLS6QrEQPmi6erdPp2LlzJ9HR0URFRVFeXk7wICNvvLHMUuh89erV7NmzB41Gw5o1azhx4gTXrl1jwYIFODm5W6wSk8mMjY28QYf6nhCQ0F2oC3z5za93k59fZPkc27MeaXl5ucWiy8jIoKqqiqCgIPr378/IkSPx9fVtUM/2UbQ1UE4mk1lyfUNCQti3IwuzudBqn57UsUEIn8BCXl4esbGxvPzyy70id6k1mEwmiouLLW6eoqIijh5p2JbFbAKj3pmXX15nWX97mJCQELZu3YpGo7EqJl1HY1GqMrmEUlWJRqOx5EeaTCb27NmDv78/kydPBmoLCANWpd+USiVPP/00e/fu5fz586xbt47k5GQ+2bKDS2eUaDQmjN9Zq5KERfy6a0WV7o5cLkdTbtvsycujqOtU/7BFp9frLdbc2LFj8fHx6Va/ye4SZd1ahPAJgNob7KFDh5g9e3afWNerqamxEre6R1lZGa6urhbXZEhICE9MVXNgd3KD4IDxEwY1+V55eHjwwgsv8I9//IOzZ88ybtwTVmtBs+cPadCJwdNLzdiJ3rz99ttMmDCBcePGcezYMWxsbFi4cKHlxpeXl4etrW2DG6GNjQ2rVq1i//797Nmzh6effprrcVoqymMeam4rYWMjY+SoQBQ28m4RtNRTaXzyAk4uBrRabZPd5iVJori42LI+d//+fSRJIjg4mKCgICZNmoSnp2e3Err6dNdWSs1FrPEJADh79iw5OTmsWbOmW//gWhKKL0kSlZWVVov0xcXFFBYWotPpLOL28Pqbm5tbA+ustWHbGo2OX/znh2Ter0ZbqcCgl6ysrLfefZqvjt9ssO5SUlLCqVOnuHfvHg4ODmzevNlSLgpg3759ZGdn86//+q+NXtdsNnPw4EGqqqpIiLXnyqX7DfYRa3ptp6nE8JVrvSkqziM8PJxx48bh4+NDQUGBlUVnY2Njsej69++Pu7t7t/7dNUZ3iLJuLUL4BOTl5bFt2zY2b97crStUNCVA7336LAZDVQNxKyoqQqlUNhA3T0/PJosrP+raLfmR168tWp/HBQLExcVx7tw5HB0dkclkzJkzx9Lf8YMPPkAul7Nx48Ymr282mzl8+DDnTueSEF/TwFrtKUEI3Z38vAre/M1JbqcVMCjMm2fXD+PsuRMEBQVRXV1NRkYGZrMZe3t7Bg4cyIABA+jfvz+urq5NnlPkWXY8wtXZxzGZTBw+fJhZs2a1i+h1xI/WaDSi1WrZ8ekVqw4DtZ0DyvnRq28RNdrRIm5BQUGMGjUKT0/Pduty39LggLqAmMZEr27sTa0F3bp1i7Nnz7J+/Xrc3NxITk7m0KFD+Pn5MWvWLCoqKqyaHDeGXC7nqaeewmg4TNrNdGqQW5Uq6ykuqe6MRqPj9Zd3W6qiXI3LJDU1m3FTakhLS0OlUjFz5kwUCgWJiYncv38fb29vK+u9sXN2t871vRFh8fVR6gTqzOkkXN1N/Oo3L+Dk1Po+eXXnbI5LsK5gtlarbdbDYDDg6OjIlfMyHmSbGlx33IRg/vi3hpGTXYHRaCQ9PZ1f/+wEWfd1Te4nl8PkGd4sWDwIV1dXy6O4uJhdu3axZs0a+vXrZ3XemJgYLl68SHV1NZMmTWLWrFnNah118MARzp7ORCn3ISo6UFgQraTOdV5XGODooVQuni1pUMh98BCJwUNkGAwGjEYjDg4OKJVKzGYzNTU1GAwG7OzscHBwsKzVymQy5HI5iVeruR5b3WPTBHoKwuLrg9QJVH5+JSZjbXj7i89ta/Ossn7Yv8FgJj+vgt/8ejtDR9hahKyqqgqVSoWjo6PlUVcD0MfHB0dHR9RqtWVbXaPd7W6NV00ZMbJfU0PqFLRaLbdv3yY1NZW7d+8iSRK2dnJkMqWlpubDyOQSrm72zJgTYglbLysro7S0FL1ej4uLC+fPn7cSRFdXV0aNGsWgQYN47733iI2NRS6z5b2/pVFU2LR1IJPJWLpsEQ6OJ8nMzGT56iextxei9zi0Wq1F4AoLCy1/29jY4O3tjZeXF8WFNLDoJbMMZ8f+/OAHCzCbzdy/f5+TJ08SERFBdHQ0UJuTd+PGDW7evImdnR1Dhw6t7cmo1XPi0KkG5+xJaQI9BSF8fZA6gaorQG00tk/+UeL1nAZh/yaTRHmJgokTJ1qJXGua03aXSDJJkigqKuLWrVukpaWRn5+Pk5MTlZWV2NnZUVNTQ2iYgsJcG7QaMyaTZJX07uNvg8I2k3Hjoi0VVrRaLR9//DGjR49mwIABlJWVWR51wlhWVob5u7uim5sbe3fFkZdrsohrU3lkMpmMuXPncurUKT799FOee+65JiMO+xo1NTVWwlb3t9FoxNvb2/IYNmwYXl5eVu9bcV4Md9IaTsRGjgqypKNERkYSHBzMvn37KCoqYsmSJXh6ejJgwADmzZvHjRs3uHz5MpcuxnLuKzmlpTUNxtiT0gR6CkL4+iCNCVR7zCqbyu2ZNDnc0hy1LXRW54DG3IcODkoyMzNJS0vj1q1bGI1GAgICLALu4uJisWQdHBy+Sz/4DH/viaTcyG8w1lOnTrF7926ee+45JEli165dDBkyhAkTJgA0Wcw6NjaWL7/8klGjRnH1UiKSVGq13WAwc+Tziyjs0nFxcbGyGCdOnIhcLufTTz9l3bp1ndZLsTtgMBgsZeMeflRXV+Pl5WWx4gYNGoS3tzdOTk6PDX5q7kTM2dmZ559/nlOnTvH++++zcuVKS0mxESNGEBkZyT/++iVlpUkN8gLlcplYk+0AxBpfH2TbxzF89N637b6O0JOrtdfRWIi62knB+Gm1LsiSAmcy72txdKqhX38DUSOH8eDBA7RaLQqFAldXV5YuXcrx48dxdnZm+vTpjV5HkiT27t2LjY0NNTU1ODg48NRTTz32Zvv1119z8eJF3njjDfbuvNao63fFmuFMnx1osRLLy8utLEalUoler2fo0KGWEmp1D3t7+x4XVv8wdQUI6ltwFRUVuLu7Wyy4OrFzc3Nr0+ttabRvSkoKR48eZerUqZbGwtB0Kbl+QW68/+naHvP76SkIi68PMnq8Jzu3gU7XvpF+vaGXW/11SpNJQlNpwsk+ilNH0ygtzUEy13Yvv39Hid5wjTFjokhNTWXw4MHMnDmT0tJS0tLSePXVV5u8jkwmY8mSJbz11luoVCp++MMfNusGXFxcjEwmQ6VSNWlxPLd+SpPveU1NDWVlZVy6dIm0tDRkMhlZWVlWwlgngvUtxu4kjGazmZycAvbuiuVmUh4e3jL8AnVotWW4uLhYxG3YsGF4e3vj7u7eKvf642hptG9ERAQ+Pj7s3buXzMxMFi1ahEqlatJbsuDJoT3q99NTEBZfH2THjh307z+Q+7elHitQHUVTM29HtUR1lczKSpbLYeGSgciUd5g1axZRUVEAHD58+JHWXh3nz58nKSkJnU7HnDlzGDp06GPH9/bbb6PT6fjRj34EtC2J+NKlS1y5coV169bh5uYGfC+MDz/qW4ztIYzNTXup61FY34LLzS3i0hlbaqpqA0wUChkeno58sG0tbm7d34VrNBo5fvw4GRkZrFy5EkdH1x7vLelJCIuvj5Gbm0t+fj5PP/00TzwhPv76NDbzVihkuLq6oNWUW+1rNsPlS3f4v7+vpH///gCUlJQ0ae09fLP39FEgs0nn5R9sQqvVsm3bNlxcXKxSGBqjvLwcHx8fy//bUnx4woQJKBQKy5qfu7s7dnZ2+Pr6NrnG2JgwPmwxmkymBmJYXxi1Wn2juWp/e2852qryBiJnY2ODu7s7Li4uODs7M3ToUEoK8tBV38dsrp23m0wSpSVVfHEouUeE/dvY2LBo0SISEhLYunUrs2fP7vHekp6EuPP1Mb799lvGjx/foCyXoLZvXf+BYKuSMJlqha1u5j17bgQ7tl6xEkS5HObMG2URPai14saOHdsgcb7+2qFMDt7ean7wii2+vk4sXryY3bt3s3Hjxkaremg0OvbuiiX2gpxB4RIaja5dbopjx461iN9zzz2Hp6fnI/dvjjA+bCE2JowPMhzJyzVYrGeDwUzugzJ+8u/vMniIDIVCgSRJmEwmDAYDABUVFeh0OioqKrCzs+NmcqmlkEEdBoOZY0dv9KiKJyNGjMDPz8/i+nx67fweIdw9HeHq7EMUFxfz8ccf89prrz2yekRfo7y8nCtXrnDt2jWCgoKIHD6K+MvFls7zdQWlP9sWi95gRDLXip6Pr7NV49iSkhI+/PBDXnvtNavOCdB05/aHA4ouXbrE9evX2bBhg9XnUz/vUq6Q4evr3K5usOvXr3P69GnWrl2Lt7d3u5yzMWpqavjJvx7gWvyDBtu8fMxEjdOhVCpRq9U4OztbrDwnJyerfw/sTuKTDy82iE6Wy2WYzVKPcxXq9XqOHDlCYWEhK1euxMPDo6uH1KsR0/4+xIULFxg9erQQPWrXjrKzs7l8+TJ3795lxIgRbNq0CXd3dwCGDB0ENGKpycDGRsYz68ay+rmxQK2oJV7PwUZVzpTp0Q1ED5qXQjJ+/HiKiorYuXMvCimU5IQHREYFoNcZrfIuzSap3fq+1REVFYVCoWDbtm08++yzTVp0bcXOzo4x40JITsyz7mogk3BxN2FjY0N4eDgDBgzAzs4OjUZDRUUFDx48IC0tjYqKCiorK9Fq9diq7CyWuUwGkoTF9dmevfE6A1tbW5YtW0ZcXBwff/wxCxcuJCgoVNTs7CCE8PVy6taV4uMy0FRl8Ls/vNjVQ+pSTCYTN2/eJCYmhurqasaOHWuJrGuM+lGeklQbkWlnpwSoJ4oSd9OMPDG5oRvS288GmZwGHdcfTkyWyWRMmTKTZ5a9i1abj9kkER+bgVwu75C8y/oMHz4cuVzO9u3beeaZZ/D392/X89dRPxrVRilHpTIzbIQjlZpS7ty5Q0ZG7esePnw4I0aMsExI6jAYDOTlFXNo33VuJueRn6uhqLCm3j49q+KJTCZjzJgxBAQEsHPHHs59JbP0URQ1O9sXIXy9mPrWilyh4NWX9vXJH09VVRVxcXHExcXh4eHBlClTGDRo0GO7WD/OUrMWRRlFhZoGVsbFixcxy+7i7a2mpLjqkcnORw4kUl1da9XVXUsulywWTR0dVc1j6NChKBQKdu7cyerVqx8bbNMaGkt7mTVvIPsP7GZw2CgyMjIoKioiKCgIjUbDxx9/jJubG5GRkQwdOtRS+zIw0JdXfzQPaNqV3BMrnvj7++PhOtqqj2JPs2C7O0L4ejH1rZWOcJF1dwoKCoiJiSElJYXw8HCeffZZq6jIx/GoTtOPE0VJkvjyyy+5e/cum1/eyCs/tHts1F7i9RyrFkJQ676TK0Auk2EySth0cKm28PBwFAoFu3btYtGTS4mLKWp3d1tj0agvvPAC27dvJzQ0lJkzZ3LkyBGys7MZPXo0ISEhJCcn8/XXXxMcHExkZCSDBw+2BGnNnj+EXdtjMRp1SBI9vgtFSnK+qNnZgQjh68V0VGmy7o4kSdy6dYvLly9TWFjImDFj+Jd/+ZdW1ad8XFmqpkTRaDRy6NAhNBoN69evt0R5Pm7C0VQ6ReQoe0aPiubA/jPMmTfqkUnq7cGgQYOYN28R//qDg+hq5Ji+c7t2pLvN0dGR559/nh07dqDX6/nxj39MTEwMZ86c4fr168ydO5fp02bz4Xtf8/m+Uzg6HWXO/EEMHTqM//n5Gaqr9N+5osHOTslb7z7dYz0bjX0P5HIIi/DqwlH1HoTw9WIeZa30RnQ6HdevX+fKlSuoVCrGjx9vcd21lkdVo2lKFOcvimDHjh04ODiwdu3aFqWONHZOpcrMK6/OpV+gL/dzvmLWvOBOuaEnxJVZRA86x91mZ2fHc889x2effcbBgwdZunQp48eP5+jRoxw6eJQr5x3Q6b6zfG1s2JGbjX9gJrm5Bsv6qSRBTY2Br47f7LGejca+B2onGwqKr5CU5MawYcO6RQWdnopIZ+jF9Ibamc2htLSUK1eukJCQwIABAxg3bhyBgYGdcmOoXzll5tyBHDq8l+DgYObOnfvYNcTHndPDU4aXn4YNG9eRl5fHp59+yvTp0xk7dmwHvBprmqpiM25iMH98q2P7HxqNRvbu3QvAypUrsbGx4aP3zrHt4ysNasz6+rmQlVna4BzjJw3gzb8u79BxdiSNVeUpLy/i0KFDeHl5sXDhQtFlo5UI4evltKWkVXdGkiQyMjK4fPkyGRkZjBw5kjFjxjSa/N1ZFBYWsmPHDsaMGcPEiRPbLLwmk4m///3vrFixgn79+nH79m1OnDhBWFgYc+bMaadRN01jASMyuUT4MBmbfziDESNGdEj9yzpMJhMHDx6kqqqK1atX84v/ONJkIef83PJH5kj2JoxGI9988w2JiYnMnz+fIUOGdPWQehxC+AQ9CqPRSHJyMpcvX8ZgMDBu3DhGjBiBra1tl44rMzOTPXv2MHv2bEaMGNEu54yLiyMtLY1nn30WgKtXr5KYmIiDgwOrVq1ql2s8igZRwXIsnSo8PV3Q6/VMmTKFyMjIVlm2zcFsNnPkyJHa4tymwWzf0rB6zpBIW/JzlZSVVPdqz0Z9srKyOHz4MH5+fsyfP9/S21HweITwCXoEGo3Gko7g6+vLuHHjGDhwYLdY56hrNbNs2bJ26TsItQL/97//nZUrV1pSCs6ePUtZWRl5eXls3ry5Xa7zOOo8Bpdj7mAyF9Av2MSChbM5c+YM/fr1o7KyEo1Gw9SpUxk2bFiHCKAkSZw4cYKUm/c59YURraY2ctPGRoa3jzP/9rPRnDlzhsJcNXqdE6PHBPcaz8bjMBgMfP3119y4cYMnn3ySsLCwrh5Sj0AIn6Bbk5uby+XLl0lLS2Po0KGMGzcOL6/uE9l25coVvv32W9asWYOfn1+7nTc2NpZbt25ZrD2Ao0eP4ubmxrfffstPfvKTdrtWc5AkibfffpuIiAhu3LjBc889x7Fjx6iurmbcuHFcuXKF6upqpk2bxpAhQ5DJZM3uwNAcKitrWLvifcrK9EjfVWpRO6n4eMfz+Pg6YzQaiYmJ4eLFi0RGRjJ16lTs7e3bdQzdmYyMDA4fPkxQUBBz585tUCtWYI0QPkGXU//mtHj5CHJy7nP58mVKS0sZM2YM0dHR3cqVI0kSp0+f5ubNm6xdu9bS1qetaDQ69u+O5+jhi0ybGcnzG6dabtS7du0ibPBQ/vm347g6hzAyOrBTb+SXL18mOzsbpVKJyWTiqaee4uLFi8TExLB48WLkcjlnzpypdUGPncSb/+9yuwVWNafWKYBWq+XMmTPcvHmT0aMn8O5fUygq7N3BXXXo9XpOnTpFWloaTz75JIMGDerqIXVbhPAJupTGOp7b2UssXunK5CnjiYiI6NAAitZgMpk4cuQIRUVFPPPMM+0myJZi1HkVmEwNCy3/4x/vceaEmaJCrVXniM66kVdXV/PWW2/x8ssvs3PnTiZOnEhUVBQZGRkcOHCA4cOHM336dO7evcvf/3KSpKu6BhGYrQ04aSrCtKnIzYKCAt787QFiYzQNysT11qCXOtLT0zl8+DAhISE8MWkaxz6/2est3pbSMSvSAsEjkCQJjUZDVlYWb//tOHkPReSZTBK6GjlO9sMYNmxYtxM9nU7Hrl27qK6u5vnnn29XK7Su0k5jeXMASdcqKSmubrSMVWdgb29PREQEycnJrFixgq+++orCwkL69+/PSy+9RF5eHtu2bcPPzw87W/92rTwSGRWAUml9u3pUTqq3tzdyvKxEr61j6CkMGDCAH/zgB+h1Zp5Z8T4fvXeBmIvpbPngIpvWbkWj0XX1ELsckcAuaBYtWSuRJImqqirKysooLS216uRd93+FQoHZbCbuogKz2fpraDR2n5vTw687bIgX1YYUgoL8ePLJJ9s9kONRlXbMZjMFeSaMRhrd3lmMHj2affv2MWnSJGbMmMG+ffvYtGkTjo6OPPvss5w/f57333+ffkERXI2Vt1vxhMdV0GmMRqufKCAsvPusEXcUKpWKGo0vuuq7nVqAoKcghE/wWOq7I+NjM/j8UCK/+9Mc9IYqi5jVCVt5eTk2NjZWnbddXFyQy+VUVlZiNpsxmUzIZDLc3GWUFEpI0vfRmd2lukz91305Jh1XV1u275vTIdGLj6q0o9Vq8fZVUFHafmLSGvz9/bGzs+Pu3btER0eTnp7OyZMnefLJJ7/rLjGFwMBA9uw+gNpJSUWFAZNRspQRmz2/dTlnj6qg0xRNVT/JK47h7FmJCRMmdHkaTEeSeD2n0Wa93WVS2ZUI4RM8lvrFrg0GM/l55fz5zcOo1Q4UFpgYHObBvEWR+Pt74erqikqloqSkhLS0NG7cuEF+fj5Qaw3a2NgwePBg7ty5Q/AgiYoyJ0of07WgK2jQksgMmkojh/dd75AZ86OsmoqKYoaPdKK8WN4iq6e9kclkDB0axfv//AbMCQwZ7kdGWRwDBtxg6NChQK2r7Yf/shm1ejcHPyvDbKotI1ZdbeD1l3e3ek2yscLWj9u/MbE0Gqs5deoU//znP5kxYwaRkZHdIi2mvelrJQtbghA+wWNpzAUnmWXcTpEwm2tvwpnpVSRcLeO3f5rDzZsXSU1NpaKiApVKhUajQaVSIZfLmTJlClqtlri4OORyOatXL+HHP+7fLavLdHaR70dZNTk5lXh4OPPh9mVd+l5pNDr+/scE8nLLkaRy4mMzcHO3R6c7hr+/vyW6Va1W4+QwBJPxoqWdktHY+a62xsVSxYoVK8jKyuLkyZNcuXKFOXPm0L9//04ZU2fRGvdwX0EIn+CxNFUp3mAwWXW8zsst54//u48xE1zRaDTY29tjNptxc3Nj8uTJhIWFcfToUYqKirC1tWX8+PEMHjwYeHzXgs7GbDZj71j12Oax7U1TVk1lZSVqtbrFVk97c2jvNYoKNRbXtMFgprSkGsnYn10796G2H2bpHH89Prtbu9oCAwPZuHEjycnJHDx4EH9/f2bPnt1uqSldTWvcw30FIXyCx9LYzFEul6PTWUdamM1QmGfC1tYWlUqFvb29RfAqKyvZunUrbm5uqFQqgoKCOqXQcmuoqanhwIEDBA4w4evrTFGhpstnzBUVFTg5OXX6devTlBVcXCDj0nkNGs1FS+d4O3slNjYyjMbvxa+7udpkMhnDhw8nPDycS5cu8cEHHzBy5EgmT56MnZ1dVw+vzXT1RKm7IoRP8FjqzxzDInxJupbFtavZVl3B5Qrw8q2N1nzyyScZMGAAMpmMnJwcdu/ezZgxYygpKUGlUjF37tyue0GPoKSkhF27dhEcHMzTT89j9Rpjt5gxV1ZWdkg39JbS1LqRTAZVVZJV53gwYG9vS02NocsnDo9DqVQyZcoURo4cyTfffMM//vEPpk6dyqhRo6iqMvSJ6i99CZHALmgRJcUVbFy7lZLiGivRk8nByUnB//1jMWHh39erTExM5OTJkyxatIji4mKSk5NZv359t4ymS09PZ//+/UydOpUxY8Z09XCsqOv6UOca7iqaanXl38+VuMsZDfYfM64/I0cFdvnEoaXk5eVx8uRJSks1nP9KRllpTZ+o/tJXEBaf4LFIkkR2djZXr17l6KE0Skvk1J8uDR/hy//+eaXlZmA2mzl9+jQ3btxg3bp1FBcXc+XKFTZu3NgtRS8uLo4zZ86wfPlyBgwY0NXDaUBlZSXOzs5dPYwm140O7b1GwtWsBpbgyFGBPdLV5uvry7p16/jrH7+gqCjVss4rcuF6B0L4BEDjCeoymZHExESuXbuGyWQiOjoaJ8cazOasBsc7ONhbRK+2usk+EuLLkUt+7P0sgQpNAus3rO0WN++HMZvNnDhxgvT0dDZs2IC7u3tXD6lRKisru8UaHzS+btQbIwhlMhm5Obo+Wf2ltyOET9DAfRV7+T6f7bjEuKk6hg0LY+HChQQFBSGTyUi/FUPC1ZwGM3uT0cwbr+9nYJg75ZobnDtlQqsxYTRkEhebiYenI6+93r1Epbq6mn379iGXy9m4cWO3DWYwGo3U1NR0qyLd9emtEYQiF653IoRPwKG91yjIr8Ro/L5eplZjpp/vEyxd+oTVvo3N7M1miWvxmRiNEpdj0rGzs8GgN1mi+SQzlJfWdLl76GGrNnSQG1pdMkOHhTF79uwOa6TaHmg0GtRqdbdPsu6NEYS90ZIVCOHr00iSxL179zh5PM4ienWYTBIpN/IbHFN/Zm8ymi2iB7UiV1NtbLAG2NXuoYblx+7h7u7AS5undWvRg+7l5uxr9FZLtq8jhK8PotVquX79OvHx8dja2jI00o+c7AyMzXTnPDyzf+P1/VZ5WlBbnkomw0r8uto91LD8mIyKcl2XW6HNQQhf19IbLdm+jhC+PoIkSWRkZBAfH8+dO3cIDw9n2bJlBAQEoNXquR7XMES9Oe6cptZA7OyU3Sp/q7PLj7UnQvgEgvZFCF8vp7q62mLdyeVyRo0axcKFC60COdrizmlqDeStd5/mq+M3u417qCcHKQjhEwjaF5HA3guRJImsrCzi4+NJS0sjLCyMUaNGERgY2CEBEpagkW4ico3RVOJ1T0hEPnjwIAMGDCAqKqqrhyIQ9AqE8PVQGsu7s7GRSExMJD4+HpPJxKhRoxgxYkS3DoPvTHqCQDfG1q1bmTRpEqGhoY/fWSAQPBYhfD2Q+taLwkaOWi1n3FQd4eGhjBo1iuDg4G4f/i5oHv/85z9ZuXIl3t7eXT0UgaBXINb4eiD1IxRNRjOaSgk/r4msWDG5i0cnaG/EGp9A0L507wQmQaM0FqFoMkmkpRR00YgEHYVer8dkMnXbqjICQU9ECF8PJDIqAKXS+qPrKRGKgpah0WhwcnISbmuBoB0RwtcDWbJyJF7eThbx6w55coKOobs0oBUIehNija8HIsoo9R3E+p5A0P4I4euhiDJKfQMhfAJB+yNcnQJBN0YIn0DQ/gjhEwi6MXXBLQKBoP0QwicQdGOExScQtD9C+ASCbowQPoGg/RHCJxB0UyRJEsInEHQAQvgEgm6KTqdDLpdja2vb1UMRCHoVQvgEgm6KsPYEgo5BCJ9A0E0RwicQdAxC+ASCbooQPoGgYxDCJxB0UyorK1Gr1V09DIGg1yGETyDopgiLTyDoGEStToGgmWg0utrC4NdziIzq+MLglZWVBAUFddj5BYK+ihA+gaAZaDQ6Nq3daul8Hx+bwdHDSXy4fV2HiV9lZSXOzs4dcm6BoC8jXJ0CQTM4tPeaRfQADAYzhQWVHNp7rcOuKVydAkHHIIRPIGgGiddzLKJXh8FgJjEhp0OuJ0kSGo1GBLcIBB2AED5Bi9BodGzfEsMbr+9n+5YYNBpdVw+pU4iMCrB0vK9DLoewCK8OuV5VVRW2trbY2IjVCIGgvRG/KkGz6ch1rs4OHGkpS1aO5OjhJMtrVyrlqJ1sKCy5wr17/QgJCWnX6wk3p0DQccgkSZK6ehCCnsH2LTFs+eCilctProCJU9yZNNUHpVKJUqnExsbG8ndz/l9TY+LlF3ZaiYqXt1OHBo60Bos4J+QQOaJWnAsLH3Dw4EGioqKYNm0acnn7OFFu377N5cuXWbt2bbucTyAQfI8QPkGzeeP1/cRcTG/w/JBhHmz4wVAMBgMGgwGj0djg74efq///WzfM3E1TIkkyyznlcpg41Z0Zc4JwdHRErVajVqstf9vb2yOTyRqMpTW01drUaDQcPHgQk8nE3DlP8vXJO22yXDUaHf986wtuJuUxe250t7N+BYKejhA+QbNpzOJTKuWsf3Eia9ePb/V5mxLUiGEerN0wEI1Gg1arRavVotFo0Gg06PV6HBwcrMSwqX8dHByaFMn67tvWWptms5lTX53hz7+/iq5GhskktepcdePJz6to0zm6s9tYIOhqxBqfoNk0ts7l5e3EkpUj23TeyKgA4mMzGgjq5CkRTJ7cuKCaTCaLED4siOXl5Tx48MDqeZ1Oh4ODg5Ug1v397ZkCi8hAbaRmQUEl27acY8mKYUBthGXdvw//Xf+5tBt6i+jVnSsvt5xf/OeHRI12RC6XI5PJkMvlKBQK5HJ5g8flCyXk5ZZj/u6tqBvPrq0XWbt+PCqV6pHu1K7INxQIehrC4hO0iMbWudojsKU9rK6mqBPJ+kKp1WrZ8fEd7t+rbnCMfz8F0+Z+706VyWRWfzf23FdHK8jONDR6rqlz7ICmRVSSJMxmM+dP6SnMbyhs3r4SoyeZ0Ov12NjYoFKpUKlU2NnZWf5WqVTEx5Rz/ptCi/hC+1jlAkFvQlh8ghahVqva/QaqVqv4cPu6dhfUOhQKBc7Ozo1WQSl84NKo+/bJxRNa/DqVNO4Kfty5CgoK+Pbbb7nx/9u786AozzwP4N/37W7oFlAuEQQSDE5EPLg0iVGYxDOZibMma3RnYjK53GTMzGRrqnauP3aqdrdqU7X/7Mw/cUYtJ4oOJuqQaCSRmAweHBG0bYOCxIMg0NzYNNDHe+wf2C3NJQLdKO/384+l9V5apV+f5/k9v6eyEtPDRbQ2B/msdwqCiohoFQaDATqdDg899BDi4+Mxa9YsGI1GuFwuOBwOOJ1OHD3sG3qAf/cbEj2IOOIjTZvI0ea9PEuWZVRVVaGkpARNTU1QVRWCIECSBBR/qYejV4CqChAEFUaTiuWrZKiqC9HR0UhJSYHNZsONGzegqirmzJmDpKQkJCUl4dP86iHDNz0zETqdyDU/IjD4iCZ0+vZuz7LZbKioqEBFRQVEUYTD4cDcuXNRXV2NqKgodHd3o8vWi7obenTbghES5sCcR0Xo9SqCgoJgNBrR3t6OmTNn4vs5q3G66CYqzl5HeJSK8MgO6PU6nCwUYO+SvcUxiqJCEABJGluxDNFUw+Aj8iO73Ym/f3geZaU1mBbiwPSodsTERKC9vR1paWkICgrCmTNnkJqaioiICBQXF0NRFBiNRoSHh6OlpQWKomDu3LloaWmB3W7HunXrcOpUKT7L74HTIUJR4A209/7vB/juu+9wNP8bXKvpBAQRLVYV/f+Wc82PtI5rfER+0tZ6C29s2YPODicUpW9votEk4vWfRWPjxo0oLCxEdXU1Vq9ejXnz5mH79u2YPn06ent7YTKZIMsyFixYgIsXL6Kurg6rVq1CVVUVjh07hiAhFS5nLRTlTgVpU5MNp76sw8uvL0NOzjKoqop/+9nf0NzY4PNdXPMjrWOvTqIJ1tjYiE8++QS//fc/e0MPABQFcLl0sN+aif3796OmpgYvvfQSli1bho8//hgA4HK5vHsP3W43lixZApPJBKfTiRMnTmDt2rVYsWIFykq/HVTEIksqPj1agsuXL3vXDJc+/sigHqMGg4jFafEB+bMguh8x+IgmgCRJuHDhAnbt2oW8vDxEREQgLORhb+h5r3Mr+PSTEvT29uKdd95BcnIyLBYLrI1t6LHFo/gfMqorVRgMfcGXkJAAk8nkXd87ePAgsrOzkf39BRAE3+AzGEQ89sRcnD59Gu+//z4sFgt+9M9piIoOhWfrnygCUdGh4957SfQg41Qn0SgN1RHF7e5BeXk5zGYz4uLisHz5cjz66KMQRRG135biwjnf44wEQcXsRCN++cu3EBwcjJ6eHnx69DiKCgFnbysURY/2Vidqr7bgsRwZgiAgMzMTVVVVaGhoQEJCAgoKCvCv29ah5FQ9mpu6oKoCdHoBRqMBN79zICN6ER5/fAYqKkpRePwruFw6AAIA9faPRNrG4haiURi4VUGnEzAtVMSTT7uxZEkalixZgqioKJ97mqw2vP6TD2C3O28Xl6iYEW7AvkNvYfp0EwAgPz8fhceu45JF8Zm61OkEPPKoG7v2/Bbd3d3405/+BL3OiJoqGZ3tAh57Yi5efvVpFBy9iE+PlKKtRYGqiIPanO3e8RUO5X3jM/JkcQtpHUd8RKOQ/9F5NDd1QZL6EkSWVfTYFSTELse6dcsHXW+3O/Hu2wfQ2+v2hp5pmh47977uDb1r167h6tWraLKqkGXf+2VZRXtb3+gsJCQEiYmP4MAeK2ydElQVOPL3KygrtmL3/lehE3XY9efTPoUuntPh6250D5puZXELaR2Dj2gEkiShqqoKBce+9oaehyyrqLxoHfK+gUEJCJDcKj7NtyAoWA/z+ZvocdQhdXEospZE4nhBHeR+z9fpBIRHypAkCXq9Hm3WUHTdcns7uqiKgJamLhw6UIFKS+Ow4TZcH1QWt5CWMfiIBlBVFfX19TCbzbh06RLi4uKQkfUwGuuvQhplgJQW1wwKSrdbwd9yy6EoCtxuBaIIXK/pws7cF1F6Jhe3brmhyCp0OgHBRj06WiV8sKsYm196HDfregeFm6IA//jSglWr0weFmygCc5Ij4HTJtxtgKz77/VjcQlrG4CO6raurCxaLBWazGYqiIC0tDW+99RZmzJgBu92J8tLB7cgGBoiqqigpKYFbaYJOL0CW7qzbiSLgdsveKUlFARy9Ar46fgVPP6uDXkhByekraG2W4Oh1o6dbh31/LUdhQTXWPJuK8rJan3VAvV5EsKkbC9JDMTMmzOfbQkL1yD94Di6XCFlSIIoCgoN1+PGWJdi0ZSm7tpCmMfhI0yRJQnV1NcxmM27evIn58+dj/fr1SExM9DnDbzSNtN1uN44cOYLW1lb84T9/il+9k+8TRqIowumUfN4vyyrKz95AYrID7/5qDaovV6HhpuId3UlS33qdoKqIjglFs9XWV8WpE2A0qXj3V/+E/Px85DydjtMnayEAWLk2BYKqYu9fyyDLfQ9SlL7TH4KC9Qw90jwGH01pQ21BCAkJQkNDA8xmMyorKxEbG4v09HRs2rQJBoNh2GcNPJnCbncid3cpLOZ6PJoSBYdcjdmzZ+K1116DwWAYFJROl4z9H5QNmJIUUHujFSFhUbDbnai/6YAs+W6vdbsVVFU1Yff+V/GH3+9Gj92IJ1ekwO74Bh0dHSg9GYxbHWbvVGZhwSXMTgjnKQ1Ew+B2BpqyBm5B0OtFTJ9hwFPPiBBFGenp6Vi8eDHCw8PH/WxBBCIigrH3o60ICzOOeE//g289dDoBM2NCMT2yC9eviMOecl9+1ox9e4phEGfh4UfCcP6cBddqxEFrj+mZiTCfqxv2OURaxs4tNGXlf3TeG0xA37RhZ6cTOjUZv/jFL5CTkzOm0Bvq2aoCdNnc+Pigedh7QkOD8ecPXsL8xSJi40LQ/yB1WVbR2tINk8mEmTFh0OvvTLMajQaseTYVdrsT//vfZ3Hu626UFl/H4QPf4NoVwSf0gL6RnQpgZkyYt10Zi1qI7mDw0ZRlMft2TQEARQbqart91u/Gwnz+5qBnj2Yq8dtvL+OJFVFImhMzuJ2ZpKCrU8Qft2+GaVqQ99d7e9149+0D+DD3LFpbuqAqgvd9iqICQ7Quy8xKxM7cV/Da1ifxxPI5eG3rkzyKiOg2rvHRlOWvPWx2ux2S0gRRxKCOKCM92+12o6ioCJs3b4Yo1w36Np1OwPdSolBYcAmOXrf31z0FLl8UVg8OcgUwGHSQ5cHbFQauSRJRH474aMra8GLGhE/31dfXY8eOHXjmh/MQGzfjnp799ddfIyEhAfHx8UN+27RQET/4UeqQI1W3W4Fw+7r+DAYRP355KRak67EwLYYjO6JRYHELTWkTebq62WxGYWEh1q9fj5SUlFE923PN+XN16Oq+gd//x0+QlBQ/5Lc1tZXhp6++hM+OfIvdO4oHjVR/8tPHUVhwadBewp25r8BqrcOxY8ewbds26PWcyCEaCYOP6C4URcHx48dRU1ODzZs3IyYmZlT3Daz8FEUgNm7GkCMySZLw3nvv4Xe/+x16eyWf+/oHHIBhwzYvLw8JCQlYsWLFxP4BEE0x/K8h0Qh6enpw8OBBiKKIN998EyaTadT3Dqz8VBR4m0cPXHvr6OjAjBkzoNPpEBqqG3Gz/HDrdmvXrsXOnTuRlpaGsLCwMf6OiaY+Bh/RMJqampCXl4fU1FSsWrUKonhvS+LDrdUNVfnZ1taG6Oho78/HUpgSGRmJrKwsfPHFF3j++efv6V4iLWFxC9EQKisrsWfPHqxcuRJr1qy559AD+qpK9UMUowxV+dnW1obIyMgxf69HdnY2rl+/jrq6unE/i2iqYvAR9aMoCk6cOIHCwkJs2bIFixYtGvOzNryYgbAwvXej+kiVn21tbYMOsh2LoKAgrF69GgUFBeDyPdHQONVJdJvD4cDhw4fhcrmwdetWhISEjOt5er2Kx3IciIlYipor7UNWfnoqO48dvY5ly4OQkuIc91aERYsWoby8HOfPn0dmZua4nkU0FbGqkzSrfwPr5O9FoNtViZSUZKxbtw46nW7czz958iTa2tqGXW8bqpdozKywCdmH19DQgP379+PnP/85jMahe4cSaRWnOkmTPKGze0cxSouvY//eCpwqFJCTs2pCQs/lcqGsrAzZ2dnDXjNUL1FP1ed4zZ49G/PmzUNRUdG4n0U01TD4SJMGN5kWYLvlmpDQAYDy8nLMmTPHp1JzoHup+hyLlStXwmKxoKWlZUKeRzRVMPhIk/wZOm63GyUlJSOO9oC+qs+hWpCNt5eoR0hICLKzs/H555+z0IWoHwYfaZI/Q+fcuXOIj4/HrFmzRrzO069zNFWfY7V06VLYbDZUV1dP2DOJHnQMPtIkfzSwBvpajxUXFyMnJ+eu14aGBmNn7itYlBGE9Kw4vzSY1ul0WLduHY4fPw5JkibsuUQPMm5nIE3yhM5ENbD2MJvNiImJwezZs0d1vdGoQ2xiF37zG/81l05OTkZ4+Ez8z38dRFenAYvTJ+b3SvSgYvCRZk30eXWyLOPMmTN44YUXRn1Pc3MzoqKi/Hqigt3uxJGDNjRbbVBVARVna3H044s8vog0i1OdRBPk4sWLiIiIQGJi4qjvaWxsRFxcnB+/qq+Ctb21G6p65+T2ido2QfQgYvARTQBFUXDq1Km7VnIO1NDQ4Pfg8/e2CaIHDYOPaBzsdidyd5finTf34Gq1iOjoewsxq9Xq9+AbqoJVEFWI+k50d3f79d1E9yMGH9EY9e/+UnmxFRfKHdj68l7Y7c5R3S/LMpqbm++67WG8PBWsOl3fVKcgqDCZBMxbEIz3338fFouF+/xIUxh8RGM0sPuLLKv3tHbW0tKC8PBwBAUF+fMzvRWszz3/PTw0JxjJKRLe2JaMtjYrcnJyUFxcjH379qGzs9Ov30F0v2DwEY3ReNfOAlHY4hEaGow1zybhhX+JxzPPJePa9SvYuHEjioqK8NxzzyEpKQl/+ctfUFpaCkVR7v5AogcYg49ojMbb/SWQwQf0tVLT6/VYtmwZJElCd3c31q9fjwMHDmD+/Pl44403UF1djV27dqGpqSlg30UUaAw+ojEab/eXQBS29CdJEvR6PRISEhAcHIyTJ08iJSUFTz31FHJzcxEUFIRXXnkFWVlZ2LNnD7788kt2e6EpicFHNEaetbPXtj6JJ5bPuaeWY4qioKmpCbGxsQH40j5utxsGgwGCICAzMxO3bt1CXV0dsrKykJGRgX379sHpdCIzMxNvv/02WltbsX37dtTW1gK4U8H663cPIXd36aiLeIjuN+zcQjQOY+3+0tbWhtDQ0IAeEusZ8QFAWloaysrKUFJSgsTERGRnZ8NutyMvLw9btmxBWFgYNm3ahMuXL+PQoUN4+KFkfLi3Ca0tdrjdCru/0AONIz6iSRDo9T3gzogPAKKiohAVFYWrV6+is7MTgiDgmWeeQWhoKA4fPuwtcJk/fz62bduGc2c7YLXavMU87P5CDzIGH9EkaGxsDOg0J+A74gP6Rn3Tp09HWVkZAEAURWzYsAEOhwPHjh3z7u0zGo1wO8KgDij2ZPcXelAx+IgmwWSN+PoH38KFC2Gz2XD2rBl/3XkGv373EPL2luO5H25AfX09ioqKvNf6+9BcokDiGh9RgKmqGvCKTqBvxOeZ6gT6TmiPjU3ER3ub0dtTCllWvWt3f9y+EQc+3Aedzojab4Fz5XUwmgxQVTckSfHLoblEgcLgIwqwjo4OGI1GTJs2LaDvHTjVCQBtTWHo6bbCs2fds3ZXWFCD55/fhK0v58LpECDLKvR6ASZTEFJSY5GRlcgz/eiBxeAjCiC73YndO07BXKFH7ozSgIWH3e7E18UdKDpegWXLu7zvtTa4MLBRS/+1O6dThCz3XSBJKhwONzKyEif0HEOiQGPwEQWIp6m11WqDIqvYvaM4IFsCvO9t7IKidKHqUqv3vekZiSgvq/UJP8/ancVcD1nicUY09bC4hShAPE2tFbmvWjJQWwK87x0wnZn/0XmseTYVgOBzvaKoWPNsKgtaaMpi8BEFyGQdCDvSewsLLkEY8K+AIACFBZfG3ZKN6H7F4CMKkMXp8dDrAz+CGmnk1jed6XsWnySpsFyoH1dLNqL7Gdf4iAJkw4sZOHzwHNpbe6AogRtBbXgxA0c/vug9O3DgeyvO1vqMCPuH8VhbshHdzwSVRy8TBcznn51AySkrerqNWJwWH9CqzvyPzsNyod7nvZ7Cl4GhyJEdTWUMPqIAOnDgABYsWICFCxdO9qd4DReKRFMVpzqJAshqtWL16tWT/Rk+OJ1JWsPiFqIAcTgc6OnpQWRk5GR/CpGmMfiIAsRqtWLWrFkQBOHuFxOR3zD4iALEE3xENLkYfEQBMhknMhDRYAw+ogCZjMNniWgwBh9RAEiShPb2dsTExEz2pxBpHoOPKACam5sRGRk56Dw8Igo8Bh9RAFitVk5zEt0n+N9PIj+z2534+4cXYW10o7szcIfPEtHQ2LKMyI/uHAJ7y6cxNXthEk0eTnUS+dFIh8AS0eRg8BH50WQdPktEw2PwEfnRSIfAEtHkYPAR+dGGFzMwMybMG36BOnyWiIbH4hYiP+N5d0T3FwYfERFpCqc6iYhIUxh8RESkKQw+IiLSFAYfERFpCoOPiIg0hcFHRESawuAjIiJNYfAREZGmMPiIiEhTGHxERKQpDD4iItIUBh8REWkKg4+IiDSFwUdERJrC4CMiIk1h8BERkaYw+IiISFMYfEREpCkMPiIi0hQGHxERaQqDj4iINIXBR0REmsLgIyIiTWHwERGRpjD4iIhIUxh8RESkKQw+IiLSFAYfERFpCoOPiIg0hcFHRESawuAjIiJNYfAREZGmMPiIiEhT/h8umDz2gANJIQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n = 200\n", "average_degree = 1\n", "\n", "plt.figure(figsize = (6,5))\n", "create_random_netw(average_degree = average_degree, n = n, type_ = \"BA\")" ] }, { "cell_type": "code", "execution_count": 6, "id": "b2723846", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Run it many times\n", "n = 1000\n", "\n", "test_degrees = np.linspace(0, 10, 200)\n", "results = [create_many_random_net(ad, n = n, iters = 10) for ad in test_degrees]\n", "plt.plot(test_degrees, results, \".-\")\n", "plt.plot([1,1],[0,1], \"--\", color=\"darkgray\")\n", "plt.ylabel(\"Size of largest component (%)\")\n", "plt.xlabel(\"Average degree\")\n", "plt.grid(True)" ] }, { "cell_type": "code", "execution_count": 7, "id": "f6e96c9f", "metadata": {}, "outputs": [ { "data": { "image/png": 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BgFAohEqlMtr2mWeegZ+fH3JycvDhhx+iS5cu6NSpE5sw4evry2q7x4nF4jp/QA3126/FBq9d3Vph7aY30a6Dq8nOh5pqLM3NVsYB0FgsUVOPg9W3edOmTZg6dSpee+01AEBlZSWioqKwYcMGrFix4qn7C4VCaLVag7aaEisAfPPNN5g4cSJeeOEFqFQqrFu3Dps2bcLixYvZhGoxqqfzZ0/qnpVXqbQmTaCEEPNgdWGpqKgIw4cP17/m8/mYOnUqbt26xaoTLy8vFBQUQKlU6tskEkmNq4Xeu3dPX7dUKBQiODhYXx3emlRfWLp9swJ/3KiAVlOF7IfFT9mLEGJtWCXRXr164c6dOwZtVVVVcHJyYtWJo6Mj/P39ERsbC4VCgaSkJJSWliIgIADJycmYNWuWftuePXtiz549kMlkkMlkOHHihNF5U2tQ/cSSi2trCO159JgnITaK1dxSq9Viw4YN6Nevn74tPz8fAoEA27dv17fNnj271s9YuHAhIiMjER8fDy8vLyxduhQCgQByuRzZ2dn67RYtWoTNmzfjnXfeAY/Hw6BBg6xyaebq+0RnzO4JH19nPNs3gKbyhNggVt9qZ2dnODs7Gzyh1Lp1a3Tr1o31U0s+Pj6IjIw0ag8ODkZwcLD+tZubG7744gtWn2nJqpNopTYPDx7mof+Lvc0cESHEFFgl0Q8//NDUcdicJ59YIoTYJtbzS5VKhfz8fKMlkzt27NjkQdkCJSVRQloEVkn05MmT2LJli9FjmhwOBwkJCSYJzNpREiWkZWCVRHfv3o1FixZhwIABBk8dkdrJFcbPzhNCbA+rW5y4XC769+9PCbQe6EiUkJaBVRJ9/vnncf78eVPHYlPowhIhLQOr6fzIkSPx6aef4ujRo2AYxuC9jRs3miQwa8YwjP5INCRkAng8Vn+rCCFWiFUSXb9+Pfr27Yu+ffuCz+ebOiarp1ZrUVXFQCCwowRKiI1jlURzc3Oxdu1aOifKkuKvi0r2regPDiG2jtVhUvfu3fHw4UNTx2IzqqfyrVrxcfr0aZw+fdrMERFCTIXVkai7uzs2bNiAoUOHGr03duzYJg/K2lWv9Mm146C4mCo3EWLLWCVRqVQKe3t7XLx40aCdw+FQEq1BmUxX8i8vpwyAi1ljIYSYFqsk+s0335g6DptyMSkDAPDEjQyEEBvE+tn5yspK3LhxAwUFBfDw8EBgYCBdqa/Bo/xy/O+H6wB0a8wTQmwbqySanZ2NZcuWQaPRwN3dHQUFBeDz+Vi5cmWD1jWyVWq1Bu9M2Q2FvBICoR027piEGzcvmDssQogJsUqiW7ZswfDhwzF58mR9W0xMDDZv3ox///vfJgvO2mQ/LIbsr/OhVVoGAj4VYSbE1rG6xenOnTsICQkxaAsJCUF6erpJgrJW7Tq4wr6V7l5aRyd7tOvgik6dOrFerZQQYn1YJVEnJyfk5Biuo56dnc16jaWWQiDg4cWBzwAA5swbBIGAh+eeew7PPfeceQMjhJgMq/nmmDFjsHz5cowdOxYeHh6QSqU4cuSI0dEp0T3yCQAObYyXgyaE2B5WSXTs2LFwdHTEmTNn8OjRI7i7u2PGjBkICgoydXxWR6nUVf63t9fduVBUVARAt3YUIcT2sEqiCoUCzz77rMETSyUlJVAoFGjVqhWrjqRSKSIiIpCeng6RSIQFCxagV69eNW776NEjREVF4fLly5DL5YiIiEC3bt1Y9WNuKqXuaaXq5+bPnDkDAHjzzTfNFhMhxHRYnRNdu3Ytjh8/btB2/vx5fPvtt6w7Wrt2LQICAhATE4OwsDCsXr3aaLkRQJewly5dii5dumDnzp2Ii4uDn58f637MrbqOqL09XZknpCVglURv3bqFkSNHGrQNHToUv//+O6tOZDIZ0tLSEBYWBgcHBwQFBcHJyQm3b9822jYhIQF9+/bF+PHj4ejoiFatWsHe3p5VP5ZA9dd0XmhPDyIQ0hKwOlyqqqoySmRcLteoQHNt8vLy4OLiYlBKz9fXFzk5OejTp4/BtleuXAGPx8OMGTMgk8nQs2dPfPjhh3B2dn5qPxKJBAqFglVM1VQqFcRicb32qUt5ua5/qVQCjfbv4iNN2Udtmnos5mIr4wBoLJaoIePo0qVLre+xSqK9e/dGdHQ05syZAzs7O2i1Wuzdu7fWc5pPUqlUEAoNr1YLhUKoVCqjbQsKCvSV9AFg69at2LBhA7744oun9tOQp6fEYnGdP6D60mhOAAC6de8CF5fWuHr1KoC6fwlNpanHYi62Mg6AxmKJmnocrJLonDlzsHz5ckycOBFubm4oKiqCh4cHVqxYwaoToVAIrVZr0FZTYgV0laF69OiB1q1bAwAmTpyIRYsWserHEjx5dZ4QYttYJVE3Nzd8++23uHPnDgoKCuDu7o6uXbvCzo5dgQ0vLy8UFBRAqVTqTwtIJBKMHj26xm0fPHiAHj16AAA0Go3VVNSvqmKgVv11TlRIF5YIaQlYLwDE5XLRvXt3DBo0CP7+/qwTKAA4OjrC398fsbGxUCgUSEpKQmlpKQICApCcnIxZs2bptx06dCgOHDiArKwsVFRUYP/+/RgyZEi9BmUuSuXfV+Y5HA4AYNiwYRg2bJg5wyKEmFCzHS4tXLgQkZGRiI+Ph5eXF5YuXQqBQAC5XI7s7Gz9dkFBQSgsLMSnn36KyspKDB48GNOnT2+uMBul+h7Rx6/M0032hNi2ZkuiPj4+iIyMNGoPDg5GcHCwQduECRMwYcKE5gqtyVSfD21FC9QR0mLQer5NqHqBOuFjN9pfvnwZly9fNldIhBATY5VEExISjNrKyspw7ty5po7Hqv19TvTvI9F79+7h3r175gqJEGJirJLo1q1bjdp4PB7WrVvX5AFZMxXd3kRIi1PnOdGKigoAAMMwkMvlBk8opaam1nifZ0umUNJz84S0NHV+20NDQ/W36oSGhurbGYaBQCDA7NmzTRudlanp6jwhxLbVmUSjoqIAAEuWLDFYNpnL5cLV1RU8Hh1xPa66ghNdnSek5agzC4pEIgBAdHS0QXtRURHUajUl0SdQBSdCWh5WF5a2bNmCmJgYAMCpU6cwbdo0hIWF4cqVKyYNztooazgn6urqCldXV3OFRAgxMVaHkikpKfqlkX/44Qd88MEHaNu2LaKiotCvXz+TBmhNlArjW5yefJCAEGJbWCXRsrIyeHp6QqFQICcnB4MHDwaPxzN4XJNQBSdCWiJWSbR9+/ZITU1Ffn4+OnbsCIFAgNzcXDg4OJg6PquiUhmur0QIsX2skuiMGTOwcuVKaLVafbHkkydPwt/f36TBWZua1leKi4sDQAvVEWKrWCXRvn374sCBA9BqtfrVPUeNGqUvnEx06Oo8IS0P6wIkUqkUx48fx3fffQdAt2Ryfn6+yQKzRkolTecJaWlYJdFz585h4cKFuHnzJg4dOgQAkMvl+oRKdOQVuiWgeXYcM0dCCGkurJLo/v37ER4eji+//FL/GOg//vEPZGRkmDQ4a6JWa/DHzRwAwH+/OQO1WmPmiAghzYFVEi0qKkL37t0BQJ9EeTwe6yWTW4Lsh8WorNQtxldcJEf2w+Kn7EEIsQWskminTp3wyy+/GLRduHABnTt3NklQ1sjLxxnVf1NEXk5o14GeUiKkJWB1dX7mzJn44osvcOHCBWg0Gnz99de4evUqVq5caer4rEZRoa5sYNu2rREV8xYEAt2Plp7oIsS2sUqi3bp1w9atW3H27Fm4ubnBw8MD77zzjr5ACRtSqRQRERFIT0+HSCTCggUL0KtXrzr3+c9//oOMjIwai0Jbmurp+zOd3PUJFAAdrRNi41iXYWrbtm2jFo9bu3YtAgICsHz5cqSmpmL16tWIioqqdU356OhoZGVlNbi/5padVQIA8G1P03hCWhJWSfS///1vje18Ph/u7u4YOHAg/Pz8at1fJpMhLS0N4eHhEAgECAoKQlxcHG7fvo0+ffoYbX/ixAncv38fb7/9NrZt28ZuJGaW9bAIANCuvYtBe/UdDHRESohtYnVh6datW5DJZHBwcND/l5GRgfz8fEgkEnzyySe4cOFCrfvn5eXBxcXF4KjT19cXOTk5RttevnwZJ0+exNKlS2FnZ9eAIZlH9ZFouyeORK9cuUIlAwmxYayORCsrK/HBBx/A2dlZ35aeno7du3fj448/xh9//IGNGzdi0KBBNe6vUqmM1mMSCoVQqVQGbXl5efjuu++watUq2Nvb13cskEgkUCgU9dpHpVJBLBbXu68n3cuQAgDUmtIaP68p+niaphqLudnKOAAaiyVqyDi6dOlS63uskqhcLjdKgh07dkR6ejoA3YWn3NzcWvcXCoXQarUGbTUl1vz8fGRnZ+Ott94CoFvLSavVYsyYMYiJiXlq1ShfX182wzEgFovr/AGxUVGhQmGBLnl/t/m6wdX5q1evAqj7l9BUmmIslsBWxgHQWCxRU4+D1XS+d+/eiI6Ohkbz91M4Z8+ehbu7OwBd8uPza39e3MvLCwUFBVAqlfo2iUQCb29vg+0CAwNx5MgRHD58GIcPH8a///1vdOjQAYcPH7bosnvVTyoBQH6+jG60J6QFYZVE582bh7S0NEycOBFz585FWFgYoqKiMG/ePAC6JPr666/Xur+joyP8/f0RGxsLhUKBpKQklJaWIiAgAMnJyZg1a1bTjMZMqoswcziASEQ32hPSkrCazjs7O+Pbb7/F3bt3IZVK0aZNG/j7++vPW/bp06fGq+yPW7hwISIjIxEfHw8vLy8sXboUAoEAcrnc6ivkV/xVeCSglw++3fKmwX2ihBDbxurbHhISgvj4eHTt2hVdu3ZtUEc+Pj6IjIw0ag8ODq51HaLAwECruNG+pEgOAPBt50IJlJAWhtU33sPDAwqFotYb41u64mJdEnV2aWX0HlW0J8S2sTonOmLECBw7dszUsVitkr+SqKsbVfonpKVhdSQaGxsLpVKJH3/80ei9gwcPNnlQ1qb6SNTVlZIoIS0NqyT65ZdfmjoOq1Z9TtSlhiR6+vRpALT+PCG2ilUSDQwMNHUcVq24WHejvUsN0/niYrpnlBBbxiqJMgyDM2fO4OHDh0ZPHs2ePdskgVmTEprOE9JisUqiO3bswK1bt5CZmYmgoCAAukIhzzzzjCljswoMw+iTqIur8dV5QohtY5VEk5KSsHHjRsyePRvz58+HQCDAxYsXkZSUZOr4LJ68Qg21Wgt7ex5ataJbwAhpaVjd4lReXg4XFxc4OzujoKAAANC/f38q8Ya/r8zXdD6UEGL7WCXRNm3aoKSkBD179tTf5vTHH3/UWXSkJVCrNbh9U1e9qpU9n5ZJJqQFYjWdHzNmDCoqKvDGG29g8eLFOHPmDBiGwYIFC0wdn8VSqzWYNG4nHhWUAwAe3C/CO2F7sOv76QaPfnbq1MlcIRJCmgGrJPr4o4tRUVF48OABRCIRXFxcTBWXxct+WKxf4RMAqqoYSKVlyH5YjE5dPPTtzz33nDnCI4Q0k3pXy7C3t0e3bt1MEYtV8WnnAuavhebt7Ljg8bhUBo+QFqjWJBoaGsrqA1rqY5/SvDIwDODq1gr7f3gX+XkytOvgalTFqahIt4Cdm5ubOcIkhJhYrUl02bJlzRmH1bl9S3dBqVfvdmjTxh5tutS8JtSZM2cAUDUnQmxVrUmUHvWs260buiVBunb3NHMkhBBzYnWLEzGkVmtwIuEPAMDhH2/QrU2EtGCURBsg62ExKtW6GgKlJQpamI6QFoySaAM8XmhE5OVIV+QJacFqTaJbt26FTCYDgHovdG/rqguOePk4Ydf3b9G6SoS0YLUm0ePHj6N1a90R16JFixrdkVQqxeLFizFmzBjMmjULN2/erHG7lJQULFiwACEhIZg6dSri4uIa3XdTy5fq/ri0a2d8SxMhpGWpNQO0b98eBw4cwPPPPw+GYZCZmVnjdh07dmTV0dq1axEQEIDly5cjNTUVq1evRlRUlNHid3K5HFOnTkVgYCAKCwvx2WefoXPnzujXr189hmVaBfm6Rz09RY5P3XbYsGGmDocQYka1JtGPPvoImzZtwsGDB1FVVYV58+YZbcPhcJCQkPDUTmQyGdLS0hAeHg6BQICgoCDExcXh9u3bRuvVDx06VP//vr6+6N27N+7du2dhSVR3JOrh2eap29JN9oTYtlqTaMeOHREREQEAWLJkCb755psGd5KXlwcXFxeDo05fX1/k5OQYJdHHMQyDu3fvYuDAgaz6kUgkUCgU9YpNpVLV+5yv+K5EFx9HaVHnixsyFktkK+MAaCyWqCHj6NKlS63vsTqhV51AVSoVCgsL4e7uXq816FUqFYRCoUGbUCiESqWqc78ffvgBdnZ2eP7551n14+vryzqmamKxuM4fUE2UymsAgJ49O6FLl7qrNF2+fBlA8xQiachYLJGtjAOgsViiph4HqyQql8uxYcMGJCUlgWEYcDgcDB48GPPnz9dffKqLUCg0WpuppsT6uPPnz+PIkSOIiIiAnZ0dmzCbTfWFJQ8W50Tv3bsHgKo5EWKrWN0nun37dqhUKmzfvh3/+9//sG3bNiiVSuzYsYNVJ15eXigoKIBSqdS3SSQSeHt717j92bNnsWvXLnz99dfw8PCocRtzYRgGBX8lUU/PpydRQohtY5VEU1NTsWjRIvj6+kIgEKBdu3ZYuHAhLl26xKoTR0dH+Pv7IzY2FgqFAklJSSgtLUVAQACSk5Mxa9Ys/bZHjx7F/v37sWbNGvj4+DRsVCZUUaGGQlEJoZAHgdCyjpAJIc2P1XSey+UaTce1Wi04HA7rjhYuXIjIyEjEx8fDy8sLS5cuhUAggFwuR3Z2tn67pKQk5Obm4p133tG3iUQi7Nq1i3VfpnQ/sxCA7vn5d6fsNapkTwhpWVh9+1988UVERERgxowZcHd3R35+PqKjo/HSSy+x7sjHxweRkZFG7cHBwQgODta/XrNmDevPNIfzP98BADAMaqxkTwhpWVgl0ZkzZ2Lbtm346KOPoNFowOfzMXToULz77rumjs/i3BPrVjvl8amSPSGEZRK1t7fHwoULsWDBApSWlsLZ2bleU3lboVZrcPN33T2iEesnoGegz1On8q6ulGQJsWX1OpnH4XBa9OJ0t2/mQqnUwLedC6sECsDgVAUhxPZQKbx6uPSrrn5AXm4Z3gnbQ8WYCSGUROsj5aLuxnmttkp/UYkQ0rJREmWpvFyFe+JHAAChkMf6olJcXJxFlvMjhDQN1udEtVotMjMzUVRUhBdeeAGlpaXg8XhwcHAwZXwW47dL98EwQI+e3vjk8+E1Lo9MCGl5WGUBsViMlStXory8HGq1GocPH8bVq1eRmpqKJUuWmDpGs1OrNfjPv08BACRZxZRACSF6rKbzW7Zswbhx43Dw4EH9rU2BgYG1Vqe3NfcyHqFcpqs4pVBU0rlQQogeqySamZmJ0aNHg8Ph6JOos7Mz5HK5SYOzFGm38gAAHA7g5U032BNC/sYqiYpEIqPlQdLS0mqtwmRLVKpKbFx7FgDg6NQKW6On0FSeEKLHKomGhoYiPDwchw4dQlVVFY4ePYo1a9bgjTfeMHV8ZpeclIHKSl3xFZWyEvl5MjNHRAixJKwOqYYOHQoHBwckJCTA29sbKSkpmD17NgYNGmTq+MwuNeU+AMDOjgORV/2n8pa0NhQhpOmxnpf2798f/fv3N2grKiqy6YXYZGUKHD9yCwDg4tYaW6PD6j2V79y5sylCI4RYCFbT+ddeew0xMTFG7W+99VaTB2RJDuy7DIbR/X+5TEVTeUKIEVZJlGEYXLp0CcuWLYNMJjNot0VqtQY3rmfjf/HXAQB8vl2Dy95lZGQgIyOjiSMkhFgKVkmUy+UiIiICIpEI8+fPx507usLEtlgOT63W4I3R2zB/1gHIZCrw+Fxs+m5SgyvYX7lyBVeuXDFBpIQQS8A6K/B4PMyfPx/nzp3DsmXLMHXqVFPGZTZnz6SjtOTvtes54EDA59FtTYSQGrHKDI9P24cMGYKOHTti1apVqKqqMllg5lAglWH1Vyf0r+nmekLI07BKouHh4Qav/fz8sG7dOiQnJ5skKHPIzirGtDd3QavR/cHg8bj4IvxVvDy4Cx2FEkJqxSo79O3b16jN3t4er7zyCuuOpFIpIiIikJ6eDpFIhAULFqBXr15G2zEMg507d+LkyZPgcDgYPXo0ZsyYwbqf+qqs1OK3lEysWn5Cn0ABwMOzDSVQQshT1ZkhZs6ciZ07d2LGjBm1XkSKiopi1dHatWsREBCA5cuXIzU1FatXr0ZUVBQEAoHBdomJibh69Sq2bNkCjUaDZcuWoVu3bhgwYADLIbH3x80cLPxXAtSqv09L8AV2aNvWAd/tp6WQCSFPV2eWmDx5MgBgzpw5jepEJpMhLS0N4eHhEAgECAoKQlxcHG7fvo0+ffoYbJucnIyQkBB4eOiWIX711VeRnJzc5Em0QCrDv9753qCNx+fiy5Wj8eJLnSiBEkJYqTNTVE/XG5vA8vLy4OLiYnDU6evri5ycHKMkmpubC5FIpH/t4+ODX375hVU/EokECoXi6RsCuJ9ZDA4HePxW17bureDhxeDhw/usPoON6lMhYrG4yT6zNiqVqln6MTVbGQdAY7FEDRlHly5dan2vziSamZmJ+/fvIygoSN/5vn37kJubi8GDB7N+dl6lUkEoFBq0CYVCqFQqo22VSqXBtkKhEEqlklU/vr6+rLYDgA4dNGjf4SZyc0rg1tYBX656DV27iaz6CFQsFtf5y7YWtjIOgMZiiZp6HHVmjP3796Njx47617t378alS5cwbNgw7N69GwBYJVKhUAitVmvQVlNiBXQXrDQajcF29vb2T+2jvgQCHnZ9Px0Xk29g4EuBVp08CSHmU+cTSxkZGRgyZIj+9blz5zBr1ixMnjwZH330EesF2Ly8vFBQUGBwRCmRSGqsR+rt7Y3s7Gz965ycHJPVLRUIeGjX3okSKCGkwepMosXFxfDx8QGgq9hUWloKf39/AEDXrl2RlZXFqhNHR0f4+/sjNjYWCoUCSUlJKC0tRUBAAJKTkzFr1iz9tgMGDMChQ4dQUFAAqVSKY8eOYeDAgQ0dHyGEmFSdh2Bt2rRBeXk5HB0dIRaL4ezsDGdnZwC6aTafz2fd0cKFCxEZGYn4+Hh4eXlh6dKlEAgEkMvlBkeer7zyCjIyMjB37lxwuVyMHj0aL730UgOHRwghplVnEu3Xrx9iYmIQEhKChIQEPPfcc/r3bty4AU9PT9Yd+fj4IDIy0qg9ODgYwcHB+tdcLhdz587F3LlzWX82IYSYS53T+bfeegs3b97E9OnTkZOTg2nTpunfi4mJoarthJAWj8OwKAoqk8ng6Oiof63VavHgwQOIRCI4ODiYNEBCCLFkrJIoIYSQmrEqykwIIaRmlEQJIaQRKIkSQkgjUBIlhJBGoCRKCCGNQEmUEEIagZIoIYQ0QotNolKpFIsXL8aYMWMwa9Ys3Lx509whNdjmzZsxY8YMjBs3DgsXLsSff/5p7pAaJT8/H1OmTEF8fLy5Q2mU1NRUfPDBBxg3bhzmzZtn7nAa7M6dO/jwww8xbtw4vPvuu0hMTDR3SPVSVFSEDz74ABcuXNC3qdVqREREYPz48QgLC8ORI0ca/PkttgYc2zWfrEHr1q2xYsUK+Pj4IDExEV999RX27dtX67pYlqyiogIrV66Ek5OTuUNplNTUVOzYsQPvv/8+unfvjoqKCnOH1CBVVVVYvnw5/vWvf2HAgAG4c+cO/u///g9du3ZFu3btzB3eU8XGxmLPnj1Gy7vHx8ejqKgIUVFRKCwsxOeff44ePXqgc+fO9e6jRR6JVq/5FBYWBgcHBwQFBcHJyQm3b982d2gNMmPGDPj5+YHP52P48OEoKSlBaWmpucOqt8rKSqxcuRIhISFWX0F9165d+OSTTxAYGAiBQABXV1dzh9QgMpkMpaWl6N27N3g8Hnr06AEPDw/k5+ebOzRWJk6ciISEBKOVhZOTkzFp0iS4uLigc+fOGDx4cIOXgG+RSbSuNZ+snVgsRps2bazySO7bb79F3759DQqBW6OCggLk5ubiwIEDePPNNzFlyhQcPHjQ3GE1iLOzM/75z3/ik08+QUpKCq5cuQI+n1/jcufWpKa13HJzcxv0WS1yOl+fNZ+siVqtxoYNGzBx4kRwudb19zE+Ph729vYIDQ01dyiN9ujRIzg4OODNN9/Ep59+ipycHHz++edo3749XnzxRXOHV28DBw5EQUEBjh49imvXruG9996rVy1hS/RkDrC3t2e9ltuTWmQSrc+aT9ZCq9Vi9erV8PPzw/jx480dTr1lZWXh7NmzOH36NADdeDgcDu7cuYPPPvvMzNHVX+vWrdGtWzcAQIcOHfDKK6/g5s2bVpdEs7Oz8d1332H79u0QCATIzs7G0qVL4ePjg2effdbc4TWYUCg0WMtNqVQ2eC23FplEH1/zqfoHJ5FIMHr0aDNH1jBqtRqrV6+GUCjEBx98YJUXlBYtWoRFixbpX0dGRsLPzw8TJkwwY1QNIxKJUFBQAIVCgVatWgHQ/VGwxouWmZmZ8PDw0Mferl079O7dG/fu3bPqJOrt7Y2srCy4u7sDaNxabtY152sida35ZG3UajWWLVsGV1dXLF68GHZ2duYOqcVzc3NDQEAAtm7dCoVCgYyMDJw9exYvv/yyuUOrt65duyIjIwNJSUmorKyEWCzG77//jsDAQHOH1igDBw5EfHw8SktLkZmZifPnzzd4LbcWW080JycHkZGRuHPnDry8vPD+++9b5T8MqVSKGTNmGJ0DDQsLw5QpU8wUVeNZ85EoAJSUlGD9+vW4fv063Nzc8Pbbb1vtWmG//fYboqOjIZFIIBKJMG3aNKv5g/Djjz8iNjYWFRUVEAgE4PP52Lt3LwDdhcyLFy+iVatWmDRpEsaOHdugPlpsEiWEkKbQIqfzhBDSVCiJEkJII1ASJYSQRqAkSgghjUBJlBBCGoGSKCGENAIlUSu2detWREZGmjsMQlo0m02in332GUaNGmXVxZYJIZbPJpPoo0ePkJaWhuDgYPz888/mDocQYsNssgBJYmIiBg4ciJCQEHz88cd47733IBAIkJmZiQULFuD777+Ho6MjAF1t0VmzZmHv3r1wcXFBYmIi4uLikJ+fDz8/P8ybN09fIHjUqFGYOnUqLl26hPv372PFihX49ddfceHCBVRUVMDV1RWjRo3CpEmT9LEcP34cBw8eRFFRETp06IC7d+8iOjoaIpEIlZWV2L9/P86ePQu5XI7evXtj/vz5cHFxqXFcBQUF2LhxI27evAknJyfw+Xx0795d/356ejp27tyJjIwMuLm5YcqUKQgKCgIAlJeXY9u2bUhJSYGdnR2cnJzg4uKCNWvW1Dq2nj171hnflStXsHv3bmRnZ0MkEmHWrFno27dvU/86CbFsjA2aM2cO8/vvvzMMwzALFy5kzp49q3/v/fffZw4dOqR/vWfPHmblypUMwzBMSkoKExYWxqSlpTEqlYr58ccfmenTpzNqtZphGIYZOXIk89VXXzHZ2dmMRqNh1Go1k5mZyZSUlDBVVVVMXl4eM3XqVOb69esMwzDMxYsXmcmTJzO3b99m1Go1c/XqVWbkyJFMXl4ewzAMs337dubjjz9m8vPzmfLycmbVqlXM119/XeOYtFotM3/+fGbTpk1MeXk5U1ZWxoSHhzMREREMwzDMo0ePmAkTJjA///wzo1KpmBs3bjDjxo1j7t+/zzAMw6xYsYL56quvmJKSEqa8vJxZt24ds3jxYv3n1zS2uuLLyMhgQkJCmMuXLzMqlYpJSkpiQkJCmOLi4sb++gixKjY3nReLxaisrNRX3h4+fLjBwlojR47U16xkGAY///wzRo4cCQA4evQoJkyYgO7du0MgEGDcuHEoLy9HZmamfv/JkyfD19cXdnZ24PP5UCgU2LZtG9555x3MmzcPhYWFePDgAQDdUeiYMWPg7+8PPp+Pf/zjH/rPYRgGx44dw9y5c+Hh4QEHBweEhoYiNTW1xnHdvXsXEokEM2fOhIODAxwdHeHh4aF/PzExEb169cLQoUMhEAjQq1cv9O7dG7/99htKSkrw66+/4l//+hecnZ3h4OCA9u3bG/Xx+Nh4PF6d8R07dgzBwcHo168fBAIBBg0aBE9PTzoHTVocm5vOnzlzBvn5+fopdVVVFRQKBYqLi+Hq6oohQ4Zgx44dyMzMRFlZGQDo6yJKpVLs2rULUVFR+s+rqqpCUVFRjX1JpVJ8+umnCAkJwbRp09C2bVt88cUX+oLPeXl5GDZsWI37lpaWQqlUGtTQBHR1JysqKuDg4GDQnpeXB3d391prUkqlUly6dAljxozRtzEMA19fX0ilUgiFQrRt27bWn1t945NKpbh27RqOHTumf6+qqgrFxcWs+yDEFthUEtVqtTh//jzWrFmjL7YKAOvXr8e5c+cwfvx4tG7dGoMGDcKpU6cgk8kwYsQIfRk5Dw8PvP7663j99ddZ9ffnn3+ibdu2mD59eo3vOzo66hP1k5ycnCAQCLB+/Xr4+fk9tS9nZ2eUlpaCYZgaiy57eHhg4MCB+Pzzz43ey8nJgUqlqlf17qfF5+HhgXHjxmHmzJmsPo8QW2VT0/nLly/rCy57eHjo/3v55Zdx5swZ/XYjRoxAYmIiUlJSEBwcrG8fOXIkYmNjcePGDVRWVqKwsBCJiYkoKSmpsT9fX1/99F2tVuPkyZMQi8X69/v374/jx4+jsLAQMpnM4KiNy+Vi+PDh2Lx5M7KysqDRaCCRSHDixIka++revTs4HA4SEhKgUqlw69YtXLt2Tf/+kCFDcO3aNZw6dQoKhQLl5eW4du0a/vzzT3h5eaF9+/aIi4uDSqXCgwcPkJKSUufP8mnxDR8+HCdOnEBKSgrUajVKSkqQkpKCrKysOj+XEFtjU0eiiYmJ6N+/v1F7//79sX79emRmZqJjx44ICAiAi4sLvL29DY5YBw0aBLVajW3btkEikcDBwQE9e/bECy+8UGN/Xbp0waRJk/Dxxx+Dy+Vi4MCBBksMjBs3Djk5OZg7dy5atWqFwYMHAwB4PN2PfebMmYiNjcWXX36JwsJCtG3bFv/85z9r7Mve3h6fffYZNm3ahKioKPTo0QOenp7690UiEb766ivs3r0bO3bsAAB07twZM2fOBJfLxaeffoq1a9fip59+gp+fH0QiEWQyWZ0/z7ri6969O5YsWYL9+/djzZo1+jsF3nvvvTo/kxBbQ0WZm1Fubi5mz56NQ4cOmX01zj179qCwsNDonCchpH5sajpvaUpLS3HlyhVUVFRAJpPhwIEDePHFF82SQNPS0nD//n1UVlYiMzMTP//8s9UuV0GIJbGp6bylUavV2LRpEwoKCtCmTRv06dMH8+bNM0ssGRkZ2Lt3L+RyOTw9PTF+/PhaT1MQQtij6TwhhDQCTecJIaQRKIkSQkgjUBIlhJBGoCRKCCGNQEmUEEIagZIoIYQ0wv8Dhd3PYf8IGUcAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Run it many times\n", "n = 1000\n", "\n", "test_degrees = np.linspace(0.001, 10, 200)\n", "results = [create_many_random_net(ad, n = n, iters = 10, type_ = \"BA\") for ad in test_degrees]\n", "plt.plot(test_degrees, results, \".-\")\n", "plt.plot([1,1],[0,1], \"--\", color=\"darkgray\")\n", "plt.ylabel(\"Size of largest component (%)\")\n", "plt.xlabel(\"Average degree\")\n", "plt.grid(True)" ] }, { "cell_type": "markdown", "id": "523faa98", "metadata": {}, "source": [ "# Small world networks" ] }, { "cell_type": "code", "execution_count": 8, "id": "9acf914e", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "G = nx.random_graphs.connected_watts_strogatz_graph(1000,4,p=0.01)\n", "pos = nx.circular_layout(G)\n", "plt.figure(figsize=(6,6))\n", "nx.draw(G, pos = pos, node_size = 4)" ] }, { "cell_type": "code", "execution_count": null, "id": "3aa21ef9", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "id": "dc94dc63", "metadata": {}, "source": [ "# Heavy tail distributions" ] }, { "cell_type": "code", "execution_count": 9, "id": "68be14f7", "metadata": {}, "outputs": [], "source": [ "def plot_network_s(G, ax):\n", " values = nx.degree_centrality(G).values()\n", " import matplotlib as mpl\n", " norm = mpl.colors.Normalize(vmin=min(values), vmax=max(values), clip=True)\n", " mapper = mpl.cm.ScalarMappable(norm=norm, cmap=mpl.cm.coolwarm)\n", "\n", "\n", "\n", " nx.draw(G, pos = nx.spring_layout(G, seed = 1), node_size=500*np.array(list(values)), edge_color = \"lightgray\", \n", " node_color = [mapper.to_rgba(i) for i in values], ax = ax)\n", "\n" ] }, { "cell_type": "code", "execution_count": 10, "id": "7934bdd4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.10020202020202021\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "G = nx.random_graphs.erdos_renyi_graph(100, 10/100)\n", "print(nx.density(G))\n", "plt.figure(figsize=(8,4))\n", "ax = plt.subplot(121)\n", "plot_network_s(G, ax)\n", "\n", "ax = plt.subplot(122)\n", "plot_cdf([v for k,v in G.degree()], scale=\"linear\", cum=False, ax = ax)" ] }, { "cell_type": "code", "execution_count": 11, "id": "e060c519", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0.09595959595959595\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "G = nx.random_graphs.barabasi_albert_graph(100,5)\n", "print(nx.density(G))\n", "plt.figure(figsize=(8,4))\n", "ax = plt.subplot(121)\n", "plot_network_s(G, ax)\n", "\n", "ax = plt.subplot(122)\n", "plot_cdf([v for k,v in G.degree()], scale=\"linear\", cum=False, ax = ax)" ] }, { "cell_type": "markdown", "id": "3feedaeb", "metadata": {}, "source": [ "# Centralities slides" ] }, { "cell_type": "code", "execution_count": 12, "id": "e055ce44", "metadata": {}, "outputs": [], "source": [ "G = nx.florentine_families_graph()\n", "pos = nx.spring_layout(G, seed = 1)\n", "\n", "G_dir = nx.DiGraph()\n", "G_dir.add_edges_from(G.edges())\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "id": "8e0c731f", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 13, "id": "36c5319b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.0, 1.0, 'Directed')" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ElNXV1UVBQQENDQ3MmDGDmTNnSjZPUNIsCiEmpM7OTgoLC81BFBkZia2tzFwqhBBCWEpHRweFhYU0Njaam0TJ5olNmkUhxIQyOIhmzpzJjBkzJIiEEEIIC2pvb6ewsJCmpiYiIyOZMWMGNjayvMVkIM2iEGJCaG9vp6CggObmZgkiIYQQYhw4fvw4BQUFtLa2EhkZyfTp0yWbJxlpFoUQ49rgIJo1axbTp0/H2tra0mUJIYQQU1ZbWxsFBQW0tbVJNk9y0iwKIcal1tZWCgoKaG9vZ9asWUREREgQCSGEEBY0OJujoqIIDw+XbJ7kpFkUQowrLS0tFBQU0NHRQVRUFBEREajVakuXJYQQQkxZzc3NFBQU0NXVZW4SJZunBmkWhRDjwuAgio6OJiwsTIJICCGEsBBFUczZ3N3dTXR0NKGhoZLNU4ycNxZCWMxAEOXn59PT02NuEq2srCxdmhBCCDElKYpCU1MT+fn59PX1mZtEyeapSZpFIcSYUxSFxsZGCgoK6OvrIyYmhpCQEAkiIYQQwkIUReHYsWMUFBSg0+mIiYkhODhYsnmKk2ZRCDFmBoIoPz8fg8FAdHS0BJEQQghhQYqi0NDQQH5+PkajkZiYGIKCgiSbBSDNohBiDCiKQn19PQUFBZhMJmJiYggMDJQgEkIIISxEURTq6uooKChAURRiY2MJDAxEpVJZujQxjkizKIQYNYODCDA3iRJEQgghhGUoikJtbS0FBQVYWVkRGxtLQECAZLM4I5kNVQgx4kwmE7W1tRQWFpqDyN/fX4JICCGEsJCBbC4oKMDa2pqYmBjJZnFe0iwKIUaMyWSipqaGgoICbGxsiI2NZdq0aRJEQgghhIWYTCaqq6spLCzE1taW2NhY/Pz8JJvFkEizKIS4aANBVFBQgL29PTExMRJEQgghhAWZTCaqqqooLCzEwcGBmJgYfH19JZvFsEizKIS4YEaj0RxEjo6OxMbG4uPjI0EkhBBCWIjRaKSyspKioiKcnJzMTaIQF0KaRSHEsA0EUWFhIS4uLsTExODj42PpsoQQQogpy2g0UlFRQVFREa6ursTExODt7W3pssQEJ82iEGLIjEYj5eXlFBUV4ebmJkEkhBBCWJjBYKC8vJzi4mLc3d2JiYnBy8vL0mWJSUKaRSGmGEUxgdIHCmBlh0qlPu82g4PIw8ODmJgYPD09R79YIYQQYgq40GwuKyujuLgYT09PyWYxKqRZFGKKUIzd0JsP2qrBt4JtIDjORqV2PW0bvV5PWVkZJSUleHl5ERMTg4eHx9gVLYQQQkxiZ8/mIHCMO2s2l5aWUlJSgo+PDzExMbi7u49ZzWJqsbJ0AUKI4dm/fz9paWnEx8cTFxfH+vXryc/PP+c2t/zgWp55/HboKz5x5HLgjxa05dD+JQlzYmhvbwf6g6iwsJAtW7bQ1tbG0qVLWbRoEfv27eORRx4B4JNPPuHuu+8e7ZcrhBBCjHsXls3XnCOby07LZp1OR0FBAVu2bKG9vZ3ly5ezcOFC9u7dK9ksRo21pQsQQgydVqtl48aNfP311yQmJgLwj3/8g/Xr11NRUYFaffqwFcXQAfpGwP/sO1a05Gz/DQYbDQUF9Rw9ehQ/Pz+WL1+Om5ub+WGZmZm0tbUBcNlll3HZZZeN6OsTQgghJpoLy+bjoG9iSNls201+fh1Hjx7F39+ftLQ0XF2/O+Mo2SxGkzSLQkwgPT09tLe3o9FozLfdeOONuLq6YjQaue+++9i/fz9dXV0oisLrr7/OwjgtKEYAXnt7B599lcMnm+8DoOhoPav+549UHfozNtOu42j2yzR1RvGvf/2LyspKWltbcXFx4d1336W9vZ1XXnkFo9GIm5sbM2fO5IMPPuCzzz6zyHshhBBCjAcXls29w8jmV2jpiuK9996TbBZjToahCjGBeHh48NRTT7Fu3ToiIiK46aabeOutt1i1ahXZ2dnU19eTnp5OQUEBN998M0/+4fdgaDFvf/3/pPBtRgnHGtsBeOufe7jl+iWo1f1fBS5Oapobq/Hx8SE9PZ2SkhLmz5/Piy++yIIFC7j99tu59tpreeKJJyzx8oUQQohxZ/jZ/AQY2szbny+bXZ3VNEk2CwuRZlGICea+++6jsbGRF154AX9/f/74xz8yd+5cYmJiePzxx3n11Vf5xS9+wQcffIBGcxwUk3lbF2cHrtwwj398sA+j0cS7H+zj1huXme+3wsBVly/klltu4S9/+Qv33HMPO3fuPOloqRBCCCFONrxsbjefVYTzZ7NK0XPVZYskm4VFSLMoxASyd+9enn76aVxcXNi4cSNPPfUU+fn5qFQqPv74YzZs2ADA5Zdfzu23345iUuifh/s7P75pOe+8v5cvt+URHRlAeKjPoHsVXn71HW699VYcHR254YYbuP7665FJk4UQQogzG342mxh2Nr8m2SwsQ5pFISYQHx8fHn/8cb799lvzbQ0NDXR0dPCvf/2LSy+9lDvuuIN58+bx8ccfYzQBp6zVlDJvBoqi8Ls/fcxt319+yjOo+Xrbfm655RZuvfVWZs2axaefforR2H8E1NraGr1eP7ovUgghhJhARj+brfn6m3TJZmER0iwKMYFERkby8ccf89BDDxEREUFMTAzXXHMNb731Fn/+85/ZuXMns2fPJjExkenTp1NRWYNJOf2f+W3fX055VTNXXJJ08h0qa/73/x7i1VdfJT4+niVLlpCYmEhpaSkAK1as4KuvvuKuu+4ai5crhBBCjHvDz+baYWazWrJZWIxKkXPYk4ZeryckJISEhAS++OKLC9pHVlYWTz75JB988G9AB/TQP1TCHnAAVAAkJCSwc+fOC14EVqVS0dzczL59+/jmm2944YUXLmg/4vw0LVnYGQuxPn3m7lNYgX0kKuf5Y1GWEEJMCSOfzVqgF8nmiU3pyYeeXMB4nkdagUMUKqek8zxOiNEhzeIk8t5777Fp0yaysrLYvXs30dHRF7gnI9B64r+DPx5WgBdgc5GVfhdI3t7eF70vcWaKolBWVkZ+/hHWpFhjr+7k7KFkBWo3cF+PSnXerlIIIcQQjWw2twCnXu8m2TzeGY1G2traOH78OC0tLTQ1NQEKly93OjFj+bmy2R3c10k2C4uRYaiTyMsvv8zll1/Otddey/PPP2++/c033yQ2Npb4+HhWrFhBTU3NWW/fuXMHcXGxgIGSklJWr76OlJSNhIYmc/nlN9PXVweYUKlUtLS0sGnTJjZu3Gh+rsF/7+jo4Pvf/z5xcXHMnj2b+++/H4PBcFLNp24vRoZerycjI4OysjJWrFiJve8lYBcBKjtO/mev6r/NNkjCSAghRsHIZrNRsnkCqq6uZseOHeTl5VFbW4tOpyM0NAzcVoFd+DmyOViyWVicNIuTREFBAenp6Vx99dXcfPPNvP3227S2tpKbm8sDDzzAl19+SV5eHpdddhlPPPHEWW+H7wLjb397l5tvvpr9+z+jtHQvFRU1fP75VqB7SDXdfffdeHl5cfjwYbKyssjNzeWZZ54ZnTdAmHV0dPDNN9+gVqtZuXIlLi4uqFRWqFxSwOMKcEoE25D+Pw7x4HEZKtdlqFTWli5dCCEmlZHL5u8mLzl7NvcMqSbJ5rEXGhqKi4sLJlP/UlZqtZq4uLgT2Zx6IpvnfpfNjnNOZPNSaRSFxclvh5PEyy+/zMaNG/Hy8sLLy4vw8HBee+017OzsWLt2LcHBwQDce++9ADz77LNnvH3nzs/M+/zjHx9m69bdPPXUS5SUlFNffwyNphvoG1JNX3zxBXv37kWlUmFnZ8ftt9/Oc889x4MPPjhir1ucrLKyktzcXObMmUNYWNhp96usbMEhuv+PEEKIUSXZLKA/m7VaLWq1GpPJxKxZs7Cx+W7YcH82x/RffirEOCPN4iTQ3d3NO++8g52dnblB6Ozs5MUXX+T+++9HpVKZH9vb20tVVRXW1tZnvH2w66//KQaDkWuu2ciGDSuprq47bU0flUp10m06nc78/yaT6aTnMJlMMrXzKDEYDOTk5NDS0sLy5ctxc3OzdElCCDGljX02f5fFks3jg8Fg4ODBg7S1tbFixQp6eno4cOAAkZGRli5NiCGTYaiTwObNm/Hy8qK+vp7KykoqKyspLy9Ho9HQ3t7ON998Q0NDAwCvvvoq999/P2lpaWe8HWzN+/3qq1088si9XHvt5QBkZORgNJron32tn4+PD0eOHKGvrw+9Xs8HH3xgvm/t2rW8+OKLKIqCVqvltddeY/Xq1aP/hkwxXV1dbNu2DYPBwKpVq6RRFEKIcUCyeWrr7Oxk27ZtKIrCqlWrcHV1Zdq0aVx66aXY2tqefwdCjBNyZnESePnll7nvvvtQq78b1+7u7s7dd9/NZ599xtNPP826desA8Pf358033yQgIOCMt5eUFJv38fvfP8CVV96Gk5Mjbm4uLFuWwtGjlYCT+TFr1qxh2bJlREVF4e/vT1paGnl5eQC88MIL3HXXXcyePRudTse6det4+OGHR/8NmUJqamo4ePAgsbGxTJ8+/aSjxUIIISxHsnnqqq6uJicnh7i4OCIiIk7KZslpMdHI0hniDM40PbcKvd5ITk4liYkpWFvLcQZLMhqN5Obm0tDQQGpqKp6enpYuSQghxKg6czYbDEZycqqYO3eBZLOFGY1GDh06RGNjI6mpqXh4eFi6JCEumgxDFWegBnwBd/qHtdgBrlhb+6MoNmRkZJhn9BJjr7u7mx07dtDT08Pq1aulURRCiClhcDbbMZDNanUABoMVBw4cOG1eATF2NBoN27dvR6vVsmrVKmkUxaQhZxbFsBiNRvbs2YObmxsJCQkynGKM1dfXk5mZSVRUFJGRkfL+CyGEwGg0smvXLjw9PUlISLB0OVNOXV0dWVlZREdHM3PmTMlmMalIsyiGTafTsX37dsLDw5k1a5aly5kSTCYTR44cobq6mpSUFLy9vS1dkhBCiHFEq9Wyfft2ZsyYwcyZMy1dzpRgMpnIy8ujtraW1NRUvLy8LF2SECNOmkVxQbq7u9m+fTsJCQnm9aDE6Ojt7SU9PR1ra2uSk5Oxt7c//0ZCCCGmnIGhkElJSQQGBlq6nEmtp6eH/fv3Y2NjQ3JyMnZ2dpYuSYhRIc2iuGDHjx9n9+7dLFq0SM50jZLGxkYyMjKYMWMG0dHRMrRFCCHEObW1tbFnzx4WL14sZ7pGybFjxzhw4AAzZ84kKipKsllMatIsiosy8IWZlpaGi4uLpcuZNEwmE4WFhZSVlbFgwQL8/PwsXZIQQogJor6+nqysLMnmEWYymSgoKKCiooIFCxbg6+tr6ZKEGHXSLIqLVl5eTmFhIStXrpQhkiOgr6/PPONsSkoKDg4Oli5JCCHEBFNaWkpJSQkrV66UIZIjoK+vj/379wOQkpIiv++IKUOaRTEijhw5wrFjx1i+fLms83QRmpub2b9/P6GhocTFxWFlJavbCCGEuDB5eXk0NzezbNkyyeaLMJDN4eHhxMTESDaLKUWaRTEiFEXhwIED6PV6Fi5cKF+kw6QoCsXFxRQXFzN//nwCAgIsXZIQQogJTlEUMjIyMBqNpKamSjYPk6IoFBUVcfToUebPn4+/v7+lSxJizEmzKEbMwBqMrq6uzJ07Vy74HiKdTseBAwfo6+sjNTUVJycnS5ckhBBikjAajezevRt3d3fmzp1r6XImDK1Wy4EDB9DpdKSmpuLo6GjpkoSwCGkWxYjS6XTs2LGDsLAwWYNxCNra2khPTycgIID4+HjUarWlSxJCCDHJDKyPHBERQWRkpKXLGfdaW1tJT08nKCiI+Ph4OSMrpjRpFsWI6+npYdu2bbIG4zkoikJZWRn5+fkkJibK+ySEEGJUDayPPHfuXIKCgixdzrikKAqlpaUUFBQwb948WatSCKRZFKOkvb2dXbt2sXDhQnx8fCxdzrii1+vJysqiq6uL1NRUmdZcCCHEmJD1kc9Or9eTmZmJRqNh4cKFODs7W7okIcYFaRbFqBlYg3H58uW4urpaupxxob29nfT0dLy9vZk7d67MTieEEGJMNTQ0kJmZKWswDtLe3s6+ffvw8/MjISFBLgkRYhBpFsWoqqiooKCgQNZgpP+9yMvLY86cOYSFhVm6HCGEEFNUWVkZxcXFrFixYkpns6IoVFRUcPjwYRISEggNDbV0SUKMO9IsilF35MgRGhoaSEtLm5Jn0gwGAwcPHqS1tZWFCxfi5uZm6ZKEEEJMcYcPH6axsXHKro88kM1tbW0sXLhQRkAJcRbSLIpRpygKmZmZaLVaFi1aNKVmFevs7CQ9PR03NzeSkpKwsbGxdElCCCGEeX1kg8Ew5dZg7OzsZN++fXh4eJCUlDQlm2UhhkqaRTEmTCYTe/bswdnZmcTExCmxBmN1dTU5OTnExcURERExJV6zEEKIiWMqro88kM2zZ88mPDx8SrxmIS6GNItizOj1erZv305oaChRUVGWLmfUGI1GcnNzaWhoYOHChXh4eFi6JCGEEOKMBtZgDA8Pn9TrIxuNRg4dOkRjYyMLFy7E3d3d0iUJMSFIsyjGVE9PD9u3byc+Pp6QkBBLlzPiuru72bdvH46OjsyfPx9bW1tLlySEEEKc08AajJN1fWSNRkN6ejpOTk7Mnz9fLgkRYhikWRRjbrKuwVhfX09mZiZRUVFERkbK0BYhhBATxmRdg7G2tpbs7GxiYmKYMWOGZLMQwyTNorCIxsZG9u/fT1pa2oSfgcxkMnH48GFqampISUmZVCErhBBi6phM6yObTCby8vKora0lNTUVLy8vS5ckxIQkzaKwmMrKSvLz81mxYgUODg6WLueC9PT0sH//fqytrVmwYAF2dnaWLkkIIYS4YOXl5RQWFk7o9ZF7enpIT0/H1taW5ORkyWYhLoI0i8Ki8vPzqa+vZ/ny5RPuGoKBI7AzZswgOjpahrYIIYSYFI4cOcKxY8cm5BqMDQ0NZGZmMnPmTKKioiSbhbhI0iwKi1IUhaysLPr6+ibMGowmk4mCggIqKipYsGABvr6+li5JCCGEGDEDazDq9XoWLlw4YbI5Pz+fyspKUlJSJtWcCEJYkjSLwuJMJhPffvstjo6OJCUljeujgH19fWRkZGAymUhJSZmww2eFEEKIc5lIazD29vaSkZEBQEpKyoQdPivEeCTNohgX9Ho9O3bsIDg4mOjoaEuXc0bNzc3s37+fsLAwYmNjJ8SRViGEEOJC6XQ6duzYMa7XR25qaiIjI4Pw8HBiYmIkm4UYYdIsinGjt7eXbdu2MXv2bEJDQy1djpmiKBQXF1NSUsL8+fPx9/e3dElCCCHEmOjp6WHbtm3jbg1GRVEoLCyktLSU5ORkpk2bZumShJiUpFkU40pHRwc7d+4kNTV1XFwLqNVqyczMRKvVkpKSgpOTk6VLEkIIIcbUeFsfWavVkpGRgcFgICUlBUdHR0uXJMSkJc2iGHcG1mBcvnw5bm5uFqujra2N9PR0AgICiI+PR61WW6wWIYQQwpKOHTtGRkaGxddHbm1tJT09neDgYGbPni3DToUYZdIsinGpqqqKw4cPs3LlyjGfREZRFEpLSykoKCApKYmgoKAxfX4hhBBiPKqoqKCgoMAiazAqisLRo0cpLCxk3rx5BAYGjunzCzFVSbMoxq2CggJqa2tJS0sbszUY9Xo9WVlZdHV1kZqaiouLy5g8rxBCCDERDKyPnJaWhlqtpqura9TPNOp0OjIzM+np6SE1NRVnZ+dRfT4hxHekWRTjlqIoZGdn09PTw+LFi0d9qEl7ezvp6en4+PiQkJAw4RYiFkIIIUaboihkZmbS19eHlZUV9fX1XHnllaN2UPf48eOkp6fj5+dHQkKCXBIixBiTgd5i3FKpVCQmJgKQnZ3NaB7XKC8vZ9euXcTExDBv3jxpFIUQQogzUKlUxMfH09LSQkNDA9bW1jQ3N4/48yiKQllZGbt37yYuLo6kpCRpFIWwADmzKMa9gTUYg4KCiImJOfk+nZbyg+mU5eynviQfo9GIx7RAIucvZnrSQlw8zz1rm8Fg4ODBg7S1tZGammrRCXWEEEKI8U5RFL744gu6u7vNB3EjIiKYN2+e+TF6bR/lOfspzd5H/dECTCYTngFBzJy3mBmJC3H29D7nc+j1eg4ePEh7ezupqakWnVBHiKlOmkUxIZy6BmN3x3E+ef4xsr/4EKNeR09XBwz6KNs5OmNjZ09ITALfe+BJgqJmn7bPzs5O0tPTcXNzIykpacyuixRCCCEmsvLycgoLC+nr68NoNGJra8sVV1yB5ngrnzz/KAe//AijQU9PZ/tJ2w1kc2hcIt974EkCI2NP23dHRwfp6el4enqSmJgoI32EsDBpFsWEMbAGo5u+k8+ffRjN8RZMRuN5t3Ny82Th937Alb94AvWJ0KmuriYnJ4e4uDgiIiJQqVSjXb4QQggxaSiKQmtrK0eOHKGpqYnpLtb887f3oGlvRRlKNrt7sviaH3HFz3+L1YnhpVVVVRw6dIjZs2cTEREx2i9BCDEE0iyKCeXjv/6Bra89jaG3e1jb2To4EjE3hTtf+YjD+fk0NjaSmpqKh4fHKFUqhBBCTA1b33yOLS/94bQziedj6+jEjKSF3PHSh+QdPkxTUxMLFy7E3d19VOoUQgyfNItiwji07TP+/sCtww6jATb2DkyLSybtzt8wf/58bG1tR7ZAIYQQYoo5+NVHvPPw7ReczbYOjkyLTyXtjl8xf/58uSREiHFGZkMVE0J3exubf/3TCw4jAH1fL01FObgZu6VRFEIIIS6Spq2Fdx+9+6KyWdfbQ1NBFh5opVEUYhySZlGMK5WVlahUKpYtW3bS7Z88/xif5Nfz2lEdfcahnwz/tslAVqsBgC/q9Bxr7eDdR+864zIcWVlZXHXVVRf3AoQQQohJ5mzZ/PGfH+HTgoaLzuaGlnY2P/JTyWYhxiFpFsW4Y29vT3FxMVVVVUD/8hj7P/83x3rPf8H8uawPtMHDTkVvVwelWXtPu3/evHl88MEHF/UcQgghxGR0ajbr+nrJ/PLjEcvmns52yg9lnHa/ZLMQliXNohh31Go11157LZs3bwagPGc/xc0awpy++7hWaUx8VK3nw2o9/63R09hrAkBnVPimwcB7lTo+rdXTofvuKOW7FTqa+0z0dBznj48+TGxsLPHx8axYsYKamhp27txJXFzc2L5YIYQQYgI4NZtLs/dSNILZ3N3exh9/85BksxDjjDSLYlz6wQ9+wDvvvANAWfY+jjRqiHTt/7h26hUOtBpZH2jN90JsWOKr5usGA3qTQlabEbUKrgm1YdU0a9r1pw9padWa+OfWvXz55Zfk5eVx2WWX8cQTT4zp6xNCCCEmmsHZXJq1l/ymkc3mzV/tkWwWYpyRlU7FuJSUlIRarSY7O5vD2QfQmcDTrj+QaroVegwKn9cazI9X0R9UdT0KC33UqFQqHKw56YjngLoehVB3e4KDgwG49957Adi5c+dovywhhBBiwjo5mzNHPpvdJJuFGG+kWRTj1k033cQ//vEPKgrKmOn6XbCogEBHK1b5f/fx1egVHE/8dfDxSivV6fu1UvXvY0Bvb6/5GgwhhBBCnN1ANpcVV0o2CzEFyDBUMW59//vf59///jc5lceY4fLdR9XfUUVtj4n2E9c8VHeb+KBaj1GBYCcVxR0mFEVBa1So7Dadtt8ABxVVHX00NDQA8Oqrr3L//fePzYsSQgghJrCBbM6tkmwWYiqQM4ti3AoMDCQ6OhqlrxuXzkL0vT0AeNiqWOprzbYGAwr9RyPXBlhjY6VinqeaPU1G3q/SY69W4Wl7+uFLTzsrrlo8h3Xr1gHg7+/Pm2++SUlJyVi+PCGEEGLCGchmU28XLp1F6Pt6gZHJ5muWJUo2CzHOqJQzLWojhIWZTCaampqora2lvLiQPc/ch667c0T2rba1Z/09j3HJj+5CrVaPyD6FEEKIyc5oNJqzuaKogL3P3U9fV/uI7NvWwYn19/6OtT+4XbJZiHFEmkUxbhiNRhobG6mtraW+vh5nZ2eCgoIICgri9Z9dQ+G+bSPyPI7uXlz6+7/TqekmJCSEiIgI3N3dR2TfQgghxGRiNBo5duwYtbW1NDQ04OLiQmBgIEFBQbx6+5WUHNg9Is/j5OHNxt//nc4uDaGhoYSHh0s2CzEOSLMoLMpgMJwUQm5ubuYG0dHR0fy4msI8/vyDtXR3tF3U89k6OLH61nu57O5H6O7upqKigsrKSuzs7IiIiCAkJAQbG5uLfVlCCCHEhKXX683ZfOzYMdzd3QkKCiIwMPCkbK7Oz+G5Wy656Gy2c3Rm3f/7Py6540E0Go05mx0cHAgPD5dsFsKCpFkUY06v11NfX09tbS1NTU14enoSGBhIYGAgDg4OZ93ugycfYOe7r5qvj7gQ0yJm8chnB1Fbf3e5rslkorGxkYqKChobGwkMDCQ8PBxvb29UqjNM2SaEEEJMMjqdjoaGhpOyeaBBtLe3P+t2//rdz/n2329dVDYHzIzh159kYTVo+OlANpeXl9PU1ERgYCARERF4eXlJNgsxhqRZFGNCq9WaG8Tm5mZ8fHwICgoiICAAOzu7Ie2jr7eXJ65ZRmtFEUaddtg1uPsF8sD7u/D0Dz77c/T1UVVVRXl5OQDh4eGEhYWdMyiFEEKIiUir1VJXV0dtbS0tLS34+voSFBSEv7//0LO5p4fHr1nK8aqjGLR9w67BY1oQD7y/G49pgWd/jr4+KisrqaioACAiIoLQ0FDJZiHGgDSLYtT09fWZQ6i1tRU/Pz9zCNna2g5rX3q9nj179uDs6Eje+y+Rv+drejqOD2lbO0cnPPyDuOfNz8/ZKA6mKAqtra2Ul5dTV1eHr68vERER+Pn5YWUlK84IIYSYmHp7e83ZfPz48ZOyebhDPfV6Pbt378bF2YmczS9QtG87PZ1DzWZnPANCuOfNz87ZKA6mKAotLS2Ul5dTX1+Pn58f4eHhks1CjCJpFsWI6unpoba2lrq6Otrb25k2bZo5hKytL2ylFoPB0N8oOjszb948VCoVR3Z/zbu/+Rm9ms6zNo22Dk7YOTqy9PqfsOGnD5009HQ49Ho91dXVVFRU0NvbS3h4OOHh4Tg5OV3Q/oQQQoix1N3dbW4QOzo68Pf3JygoiGnTpl1wNg8cxHV1dSUpKQmVSkXeji3887F76OvuOns2Ozph5+BI2vd/yvrbHzhp6Olw6HQ6czZrtVrCwsIkm4UYBdIsioum0Wiora2ltrYWjUZDQEAAQUFB+Pn5XfT01wONopOTE/Pnzz/pOgVFUTiauYf0j96hOHMvvZ0d2NjaYG1jS1DUbBJWX8H8DVdjYzdyw1Ta29upqKigqqoKDw8PIiIiCAgIkGm+hRBCjCtdXV3mg7cjnc0DjaKLi4v5IO4ARVEoObCb9I/+QUnmt/RpOrG2scHa1o6gqNkkrrmSpEuuwsZ2aMNch+L48eNUVFRQXV0t2SzECJNmUVyQzs5Oc4PY29trnkbb19d3xIaCGAwGvv32WxwcHJg/f/4595uXl4e1tTUxMTEj8tznYzQaqauro7y8nI6ODvMSHG5ubmPy/EIIIcSpOjo6zA1iX1+fOZt9fHxGNJtPHe1zNrm5udjZ2REVFTUizz2U2gayubOz07wEh2SzEBdOmkUxJIqimEOotrYWvV5vDiFvb+8Rv1bAYDCwd+9e7O3tz9soAmRkZODr60t4ePiI1jEUg6f5dnR0JDw8nODgYJnmWwghxKhSFIX29nZzNhsMBvPyU15eXqOSzd9++y2Ojo6njfY5k/379+Pv709oaOiI1jEUXV1d5mx2cnKSbBbiAkmzKM5KURTa2trMRykVRTE3iKM5dbXRaOTbb7/Fzs6O5OTkIYXdzp07iYqKYtq0aaNS01CYTCaOHTtGRUUFTU1NBAUFERERgaenp0zzLYQQYkQMzuba2loAc4M4mnkz3IO4ADt27CA2NhZfX99RqWkoTCYTDQ0NVFRU0NzcLNksxDBd2FXNYtIymUy0traaG0S1Wk1QUBCpqam4u7uP+her0Whk79692NraDrlRhP6ZV8+1RuNYsLKyIiAggICAAHp7e6msrCQjIwMrKyvzNN9DnYr8YlVWVhIXF4dGoxnxfatUKpqbm/H29j7Ho7RAF2AAVIAj4AT0/zwzMzN54403eOWVV0a0tkcffZSWlhZefPHF0+675JJLeOaZZ8ZsqLIQQoyUwdlcW1uLjY0NgYGBLFy4cEyz2c7ObsiNIvTPvGrp5S2srKzMazkPzma1Wk14eLhks2SzOA9pFgUmk4nm5mZzg2hnZ0dQUBBLlizB1dV1zI68GY1G9u3bh7W1NQsWLBjW8JnxEEiDOTg4EB0dTVRUlHma7/z8fKZNm2ae5nvyHtHsAHqAwYMWuoBuwAdQk5+fbz4iPla2bNkyps8nhBAXw2Qy0dTURG1tLfX19djb2xMUFMSyZctwdXUdszou9CCuoijj4kDuYIOzubm5+aRsjoiIwNfXd5Jms0J/Nvci2SyGSxalmaKMRiMNDQ1kZmby6aefcvjwYRwdHUlLS2Pt2rXExsbi5uY2po1ieno6VlZWpKSkDKtRNBgMmEymYa/dOBZUKhU+Pj4sWLCADRs24OPjQ15eHp9//jn5+fn09PSMaT0lJSWsXr2alJQUQkNDufzyy+nr619E2d7enoceeojk5GRiYmJ4//33ufrqq4mKimLFihV0d3eb9/Pwww+TmJhIQkICn332mfn2N954haSkJcydu5pVq66lqKgUgFtuuZfLLvsBsbGx3HrrrTzyyCPs2bOHH/7whwB8+umnLFiwgLlz57Jo0SLS09MBKCoqYtGiRSQlJZGYmMhLL70E9P/M77vvPiIjI4mJieG2225Dp9OZt0lLSyMqKoply5bR0NAAQFhYGFlZWaP8DgshxIUzGo3U19dz4MABPvnkE44cOYKzszMrVqxgzZo1xMTEjHmjeKEHcfV6PcC4vEZQpVLh6+tLSkoKGzZswNvbm9zcXLZs2UJBQcEkzealks3iwihiytDr9UpNTY2Snp6u/Oc//1G2bdumFBUVKRqNxqJ1GY1G5dtvv1X27NmjGAyGYW/f2dmpfPbZZ6NQ2ehpa2tTsrKylI8++kjZtWuXUlNTc0Gv/WwqKioUJyen027/xS9+obzzzjuKoiiKTqdTZs+erXzwwQeKoigKoDz//POKoijKk08+qbi4uCi1tbWK0WhUEhMTlc2bN5sf9+STTyqKoiiHDx9WPD09laamJmXnzp3KkiUpSnd3qaIodcpXX72rREXNUBSlTrn55quVlSsXK4rSoCiKXnnrrbeUDRs2KIqiKCUlJUpcXJzS0tKiKIqiHDlyRJk2bZqi0WiUH/3oR8of/vAHRVEUpaGhQbn22msVo9GoPP/888rSpUuVnp4exWg0Ktdcc43y9ttvK7/5zW+U8PBwpampSVEURbn88suV3/72t4qiKEpoaKiSmZk5Yu+xEEKMhDNlc3FxsdLd3W3RugwGg7Jnzx5l7969itFoHPb2HR0dypYtW0ahstFhMpmU1tZWczbv3r1bqampuaDXfjbjN5vrFclmcTYyDHWS0+v1NDQ0UFtbS2NjIx4eHgQFBTFnzpxxMTTEZDKRnp6OoiikpqZe0JpIvb294+K1DIeHhwdJSUnMmTOH2tpajh49SnZ2tnlR4dE6cvzHP/6RrVu38tRTT1FSUkJ9ff1J105873vfA2D69OnMnj2bwMBAAMLDw2lrazM/7vbbbwcgLi6OmJgY0tPT+fbbbyktrWDhwsvMjzt+vIO2tv6FmRcvTgZMgP6kmrZu3UpDQwMrV64032ZlZUVpaSlXXnklP/jBDzhw4ACrVq3ihRdewMrKim+++YabbrrJ/HN/7733gP7rIlavXo2Pjw8Ac+bMoampaSTeOiGEGDGnZrOnpyeBgYHjJpsHRvuoVKphj/YZMNGyWaVS4enpiaenpzmbS0pKOHjwIKGhoURERODi4jIqz235bAbJZnE20ixOQjqdjvr6empra2lqasLb25ugoCCSkpLG7CLuoTCZTOzfvx+TycTChQsvePHciRZIg1lbWxMWFkZYWJh5mu+dO3fi7Oxsnubb2nrk/plef/31GAwGrrnmGjZs2EB1dTXKoAmRB38+zjV0aPDPymQyYWNjg9Fo5KabruKPf3zIfHt9/TE8PNwBcHZ2ov+C+pOHNhuNRlauXGkOFYCamhoCAgKYM2cOR48eZevWrWzbto3HHnuM7OxsrK2tTxoi3djYiMlkOq1ulUp10usTQghL0Wq15mxuaWkZ99kMXHCjCJMnmzs7O6moqGD79u24uLgQERFBUFDQJMtmkGwWZyPXLE4SfX19lJWVsXv3bj777DNqa2sJDg5m48aNLF26lIiIiHEXRhkZGRgMhotqFGFiB9JgLi4uxMfHs3HjRmbNmkVtbS2fffYZWVlZtLW1jcgX61dffcUjjzzCtddeC/SvT2k0Goe9n02bNgFw8OBBSktLWbBgAWvXruWf//wv9fWNALzyytusXHntKVuqADusra3N17OsXLmSr7/+mqKiIqD/Yvf4+Hh6e3u54YYbeO+997juuut46aWXcHV1paysjFWrVvHuu++i1WoxmUzccccd/POf/7yg90QIIUbLQDbv2rWLLVu2UF9fT0hICBs2bGDJkiWEh4ePu2weOIh7oaN9qqur+eijjzh06BBNTU1kZGTQ3t4+8sWOEVdXV+bMmcOll15KZGQkNTU1fPbZZ2RnZ0+gbP6YhgbJZnFh5MziBNbT00NdXR21tbW0t7ebZ9pMTU0dlxeUDzCZTBw4cACdTsfixYsvqlGE/mbR0dFxhKqzvMHTfPf09FBZWUl6ejrW1tZEREQQEhIypF8uuru7cXZ2Pum2J554giuvvBInJyfc3NxYtmwZpaWlw66xvLycuXPnolKp+Ne//oWnpydr1qzh5z//OatXX4darcbV1Zn//Of1UyZJ6j+7mJKSwmOPPcb//M//8J///IfXXnuN6667DkVRsLa25pNPPsHZ2Zlf//rX3Hbbbbz66quo1WquvPJKli5dyuLFi6msrCQpKQlFUVi+fDl33303jz/++LBfixBCjKQzZXNERASLFi0a0bNRI23gIK7RaLyog7hubm4YjUbzGaWqqioiIiJGslSLsLKyMq9n2dPTQ0VFBenp6djY2JiX4BjKRHuWyOb777+f1auvx8rKSrJZDJtKkfPAE0p3d7d5naWuri78/f0JCgrCz89vXIfQAJPJRGZmJn19fSMWnOnp6QQGBhISEjICFY5PiqLQ1NRERUUFDQ0N+Pv7Ex4ePq6m+e7u7mbXrl3MnBnOjBmeqFQK/dcoQv8gBkfAhVOHugghxESn0WjMy091dXUREBBgzuaLPSA6FgYfxF20aNFF1/zFF1/Q1dWFSqUiODiYlJSUEap0fBnI5vLyco4dO4a/vz8RERH4+PhYPJt7enqor6+noqKC48ePs2jRAgID7enP5YFf/a3obxSdkWwWZzP+uwtBV1eXuUHs6ekhICCAmJgYfH19J0QIDTCZTGRlZdHb28vixYtHrLmdLMNQz0WlUuHn54efnx9arZaqqioOHTqEwWAgPDyc8PBwi74HnZ2d7N69m8jISGbOjDxxq47vFv61Q0a9CyEmk87OTnM29/b2EhgYSGxsLD4+PhMumw8cOIBWqx2R0T4AM2fO5ODBg6jVaubOnTsCVY5PZ8rmgwcPYjKZCA8PJywszCLZvGPHDlpbW4H+n69KpWLatCD6c1iPZLMYDjmzOA4pikJHR4f5KKVWqzUPffD29r7gi80tSVEUMjMz6e7uZsmSJSN6FvTzzz9n6dKlozZL2XilKArHjx+nvLycmpoafHx8CA8Px9/ff0w/I8ePH2fPnj3Mnj2b8PDwMXteIYQYS4Ozuba2Fr1eT2Bg4ITO5oHRPiN9EFen0/Hxxx8zd+5cZs6cOSL7nCgURaGtrY3y8nJqa2vx8fEhIiKCadOmjdlnpKSkhLy8PPNQ4LCwMJKTk8+zlRBnJs3iODHwi/9ACJlMJnOD6OXlZfHhDBdDURSysrLo6upi6dKlIxJGSudROLYDtG1UVNcTGrcaq8BVqKwn9xnGs9Hr9dTW1lJRUYFGozEvwTHaDXRLSwt79+4lMTGR4ODgUX0uIYQYawO/+A8cvJ1s2ZyZmUlPT8+INYpKRzE07gJtG1qDCjufOPBfiUptPwIVTzx6vZ6amhoqKiro6ekxZ/Op1yyOtObmZnbv3o2iKKhUKpYvX46Xl9eoPqeYvKRZtCBFUWhtbTU3iIMvnvbw8JjQITRAURSys7Pp7OxkyZIlFz3xjnJsF5S/Dfou0Hd+d4eVLagdwCsJIn+Cytb94gqfwDo7OykvL6eqqgpXV1ciIiIIDAwc8Wtajx07RkZGBsnJyfj7+4/ovoUQwlIURaGlpcXcIKrVavMZxMmUzVlZWWg0mhEZ7aMc2wFl74BBc+Zs9p4PM3+MytbtIiufuDo6OqioqKCqqgo3NzfCw8MJCgoa8SHLDQ0NHDhwgAULFtDQ0EB9fT2XXHLJpPjcCsuQZnEIFMUExnZQ9KCyBbX7Bf+jM5lM5hCqra3Fzs7OHEJubm6T6h+zoigcPHiQ9vZ2li5devGNYvGr0PA1GLrP8SgV2HlB0lOoHAMu6vkmOqPRSENDA+Xl5bS1tRESEkJ4eDgeHh4Xve+6ujqysrJYuHCheZFdIYQYSyOdzc3NzeYG0c7Oznzw1tXVddJl80gdxFUUBYpfgmPbh5DN3jDvaVQO0y74+SYDo9FIfX095eXlHD9+nJCQECIiInB3d7/ofdfU1HDw4EEWLVqEt7e3+fkm0jW0YvyRZvEcFEUPPfmgLQVlYPYoFaiswC4SHKNRqc7/JWs0GmlqaqK2tpb6+nocHR3NITTZrrO7++672b17NwD5+flMmzYNT09PVCoV6enpF3yht1LxL6h8H4w9p9336NultHToePGumO9utPOBBX9FZet6Qc93NpdccgnPPPMMMTEx53/wONLd3U1lZSUVFRXY2dkRHh5OSEjIkKb5PlVlZSV5eXksWbJkRBpPIYQYDsWkh9586Cvlu5kdB2dzDCrVyWfKNBoNpaWlzJkzx9z4STaPQDaXb4aqD4eezfa+/dlsM7Lv70TO5oqKCiorK7GzsyMiIoLg4OALyuaKigoOHz7M0qVLR6TxFGLApGkWKysrmT59OrNnzwb6Q8DR0ZFnn32WRYsWDXk/t9xyC3FxcfzvfXdB+5dg0vDd9P+DWYHaGdzWobI6ec27Z555hry8PP7whz9QW1tLQ0MDLi4uBAUFERgYeMax6vX19Vx11VXs27dvOC97XFIUhUOHDrF+/Xo++ugjUlNTL25/hm7Y+8OTh7YMcsZAQg0hV6CK/PFFPfdkYzKZzNN8NzY2EhAQQEREBN7e3kM6cl5aWkphYSHLli3D1XVkG3EhxOQz8tn8s0HZfKZfX6xA7XIim/t/4e7q6mLbtm18+OGHGAwGnnnmGWpqamhoaMDV1dXcIDo5OZ22t8mWzTk5OVxyySV8/PHHF72chaLvgn23Di+bVVYQejWqGT+8qOeebEwmE42NjVRUVNDY2EhgYCDh4eFDzuaSkhJKSkpYunSpZLMYcZNq6QwHBwcOHTpk/vv777/PLbfcwtGjR4e1H0VRoGMrmM78BdjPBMYu6NiG4r4elUqFXq/n2LFjVFVVUVtbS0lJCUFBQcyePfu8i8YHBARMmjDKzc2lpaUFe3t78/CW3/3ud/zzn//E2tqayMhIXnzxRaZNm8by5cvx9PSkqKiIO+64gw8//JDU1FT27t1LdXU1q1at4tWH12Fl6OX375bzSXoTvVoj3X1Gnv7JLK5c7AdAUXU3y+47QFuXnrnTXfjr3TG4HNtO2Jon+OCDD5g3bx7QPyPYwN8//vhjHnvsMUwmEy4uLjz77LMkJyfz6KOPUllZSUNDA1VVVQQGBvKPf/wDf3//k7afiKysrJg2bRrTpk2jr6+PqqoqsrOzURTFvKjw2Y4wFxYWUlFRQVpa2qhfnC+EmDxGPpu7zvEoExg7oXMbuK+nq6uLb775Br1eD/Rfz3X06FECAwOZM2fOec+oTaZsPnToEG1tbdjb25uvUbyobP7lygvL5vqvCVv1mGTzIFZWVvj7++Pv72/O5qysLADzEhz29qdPEqQoCgUFBVRVVZGWlnbGAx5CXKyJN8/zMLS2tuLv74/JZOKee+5hwYIFxMTEEB0dzd69e4H+o5WXXXYZsbGxPPDAAwDs3bOd1NU/J3bRg9z78D8wGIwAvLl5FylrHyUx7VeEzf05L7/1DYqxi5qKHK688kpCQkJYv349xcXFBAYGkpaWhoODA9deey2zZ88mLi6Op59+Gug/2hocHMyaNWuIjIwkPT19wv8CrigKeXl5NDU1sXTpUvPtb731Fl988QWZmZnk5eURFxfHLbfcYr7fw8ODgoIC7rrrLgDKysrYuXMneXl5fPHFF+z67HWqjnWyLaeVHc/MJ/e1RTz+w5n85u+l5n2U1vfwwSMJ5L22EAV4fHMZGPvApD1jrUVFRdx+++18+OGH5Obm8tvf/pbLL7+czs7+AwR79uzh3//+N0VFRTg5OfHKK6+M/BtmYfb29syaNYu1a9cyf/58urq6+PLLL9m7dy/19fXmKbcHfq4DYTTRP6dCCMu68GzeRurq+4aUzRi7aGs6yve+9z3uuOMOfv3rX1NcXIxarWb58uU4ODhwzTXXTJlsHjiIO6LZ/PmmC8xmHZh0Z6xVsvm7bF63bh3z58+ns7OTL774gr1799LQ0HBSNufm5lJbWyuNohhVk+rMYm9vLwkJCUD/2m8NDQ3897//JSMjg/r6etLT07GysuLJJ5/kySef5NNPPwWgp6eH/Px8oD+gamvK2PnxA9jYqFl3zdP87Z2d3HT1Il7/x04+/+f/4uXpwv6sUtZc9RR3/HAl//j7X2hqauLo0aOoVCqWLl1KQED/5Co33ngjl19+Offddx8dHR0sXbqU4OBgUlJSqK2t5d1332XJkiVUVlZa4B0bOYqicPjwYRobG1m2bBl2dt8Nzf3iiy/44Q9/aP4iu+eee3jiiSfQ6frDYsmSJSft69JLL8XKygpXV1dmzJhBW3sXadEu/P3+2Wze1kBpfQ8Zhe1o+ozmba5c7IePe/+Qo1vWBHL/34rB2AsmI2eyfft2Vq5cSUREBAArVqzA19eX7OxsAJYvX24eyjF37lza2tpG4m0al1QqFd7e3nh7e5OQkEB1dTUFBQVkZ2cTGhpKT08PXV1dpKWlnfRzHQ7F2HdiqJIV2Lqah4cJISa/kcvm8mFl86Y3/kxbWxv//Oc/aW9v5xe/+AWOjo7odLoplc15eXk0NzezbNmyk66Fu/hs1pAWcyHZ3A2KZPP5DM5mvV5PdXU1+fn5ZGVlERYWhkajobu7m+XLl19cNus6wMoabFxRWV3cRIRicppUzeKpQ12++eYbrrjiCg4fPszjjz/Oq6++aj4yNvji9cWLF5+0n+9fswgnp/5/eDdetZAt3xzijh+u5NPN9/H51lyOlh8j90g1mu4+ANIzDvOjH91hPvp44403kpeXR3d3N3v37uXrr78GwM3NjVtuuYUvvviClJQUrK2tL/p6vvFAURSOHDlCQ0PDGb+0jEbjSWPuTSYTBoOBgctlTz1qO3hYkEqlQlHg4NFOrvhNDvf+TyhrkrxYFu/BT18oMD9ObTVo/4qCjbXVie1h8GW5AyF4ak0DdQ0MVTq9hklxae952djYMH36dKZPn05bWxsZGRloNBq8vLzM11EMdVY1RTFB20Eo3ww9dXw3kMGE4pkAYdehcokYrZcihBgnRiybrx5eNu/YdYA77riDtLQ0AMrLy8nNzUWv10+ZbB58EPfUSVMuPpuVC89mJJuH49Rs3r9/P93d3Xh7e9PU1ERAQMBJ2azValEU5SxDV03QkgUV70JvPd9ls4LiORfCr0XlHD42L0xMCJN6GOqqVauYMWMGu3fvZsOGDQBcfvnl3H777Sd9wZz6hai2+u5tMSkmbKzV1Na3MTft11TVtrB4QSS/++VVJ20zeH8D1wKYTKbTvsgGf+nZ2dmN+Np3lpCfn099ff1pZxQHrFu3jjfffJPu7v5ptV944QWWLl069CNhKit2H25jXqQr910VxrJ4Tz7e14Rx0LxDn6Y3cbxLj9Go8PqWWtbN9waVDT7enuZx/zt37qShoQGAlStX8tVXX1FeXg70H82sqalhwYIFF/FOTB5Go5GCggKcnZ25/PLLmTFjBhUVFXz66afk5OTQ3t5+zu0VXTvsvwMOPwkdhf1nFfXtJ/50QuNuOPgASu7vUEyGMXhFQojx4oKzWX1x2WxjY4OVldWUyObBB3HHXTZb2Uk2XyCDwUB+fj6urq5cfvnlTJ8+nbKyMj777DNycnLo6OgAIDMzk6+//pq+vr6Ttle0bbD/dsj/I3QWnZLNHdC4E7LvRzn8B8lmYTapm8WSkhIqKyt57733uPTSS7njjjvMF08bjWceAgHw3kfpaLV6+vp0vP2vb1m3cg5Zhyrw8XLhV/ddzpq02Xz29SEAjEYT61Yl8/bbb9PX10dfXx/vvfceAC4uLqSkpPDXv/4V6F+Q9e2332b16tWj/trHSn5+PrW1tSxbtuyMR7AAbr31VlatWkVycjLR0dEcPHiQzZs3n3fffX199Pb20qLz4trlAbR06Ij50bfE3vYtzvZq2rr0dPX0f5nFhDpz6a8OEv+Tvbg52/DgdeFg7cCTTz3L888/T0JCAu+88w5JSUn9j4+J4aWXXuJ//ud/iIuL48EHH+TTTz/FzW3qLhg8QK/Xs2fPHtRqNQsXLsTW1paQkBCWLVvGqlWrsLa2Zs+ePXzzzTeUlZWZf8EaoOi74MA90F3dv0DzWZ+oC1ozIefX/Uc6hRBTwthl84Ipnc3nOogLQ89mnU5Hc3MzGRkZfPHFF+zYsYP29naMjuFcn3YB2ay248mn/yTZPEwD2WxjY3NSNi9fvpyVK1dibW3N7t272bp1Kw0NDWi1WrZv327OaEXXAZn3QnfNudfE1HdB837IfVSyWQCTeOkM6D9S+Ktf/Yr4+Hiuv/56DAYDBoOBNWvW8OGHH1JdXc2PfvQj4uLi+MUvfgH0Xxdh1HVQXJRHl6aXKy6ZxxMPX0Vvr47rf/ISRUfrsbKyYunCKD7eksXuTx9lxuwruP/XL/LJJ5/g5eXFzJkzsba2ZtOmTVRWVnLnnXdSXV2NTqfjhhtu4JFHHqGqqoq4uDg0Go25/sF/nwgGz8B1tkZxuAwGA/X19VRWVtLa2kpAQADh/k54V/wW1Vmm5z6bLod4nFOfxMpqUh8TGVFarZY9e/bg5uZGUlLSWd87rVZLSEgI4eHhPPDAAwQGBtLQ0MDDDz/M4b9v5Ie//Aex4U784urTh7LM/X/72PGn+bg7n7g2wsoeIq5HFXbtOWv75JNP+Oabb3jhhRcu+nUKIcbGyGZzO8VFh4eezfFXcv+v/jLlsjk/P5+amhqWL18+Ytn8+eefm89AQv/snWuXxuNc+KuzLp1xNl1OSTgv+J1k8zBotVp2796Np6cniYmJZ11OQ6vVEhgYSHBwML/85S+B/s/w22+/zeFN6/nhQ/8cejar7SHiB6hC/+ectUk2T36TplkcSYpihOMfgan3/A+2cgSPK1GpptaXXmFhIZWVleZZ5S6GyWSiubmZqqoq6urq8PLyIjQ0lICAAPPSG0ruY/1j7BX9efZ2Yp/WLhzkOlr7nEhMTMTX1/eiapwKent72b17N35+fictXH0m7733Hps2bSIrK4uvv/4aBwcH/vvf//LKy3+l5M35/PjJ/cSGO58xkM7IzgsWvzPl/h0JIYZueNnsBB5XTLnvlIKCAqqrq0ekURxYl7eqqoqamhrzLJw2NjasWrUKFxcXlJxH+q9NV4Y2ZFGxdiFTuZ52XX82+/j4XFSNU0Fvby+7du3C39+f+Pj482bz008/TUlJCY8//jgBAQEcPnyYzf/4O0ffTOaHT+wdZjb7wOK3h7TWo5i8pFk8C8XQBh3fgHLmpRcAUNmD2ypU1h5jV9g4UFRURHl5uXlpkAvV3t5OVVUV1dXV2NvbExISQkhIyBn3qRh1kPW/0F111im3zaxdIOY+8Emhrq6OQ4cO4eXlxZw5c8673uVU1d3dza5duwgNDSUmJua8wbB8+XKuu+46jhw5gsFg4JVXXmHHjh3c+eMbOPxKArc+lUd7t4FjbVo6ewysTvLimf83C2u1FVarv6LpgzT+/GEVWzKaAVCwIq+8g9dff53y8nI+//zz/ttPzOT3+uuvo1ar+eCDD/jss89G/f0QQoxPiqEVOrYNIZtXo7J2H7O6LKWnpwcHBwdUKtWIHMRVFIWOjg4qKyuprq7GwcGB0NBQfH192bp1K2q1mhUrVuDu7t7/eKMWsu4DTfX5D+Zau0Ds/4H3fGpra8nNzcXb23tI611OVRqNhl27dhEREUF0dPR5H798+XLWrl1LUVERAH/5y1/IyMjg5z+9mcMvz+GHks3iAkizeA5tzRUomnQ8XK1RDQ4mlR2oXcBlESq1q+UKtIDi4mLKyspYvnz5BTVePT09VFdXU1VVhV6vJyQkhNDQ0CFdj6CYdFDwHLRm94+3P/VIprULWDtAzP+h8vxuyJPBYKCoqIjS0lJmzZpFZGTkkGf0nAo6OzvZvXs3kZGRREZGnvfxBQUFzJ07l/r6esrLy1m2bBk1NTUcPnyYn/3oSg6/toAfPnWYI5Uadv5pPjbWVqz7ZRZXL5vGHZeGmAPJ2+27mfke+FsxBY2O/Hdb3kk/mwceeID8/Hz++9//8s4770ggCSHoPF6Dk5KHldI9qGlUgcoW1K4nstnlnPuYDEwmEx9//DH+/v64u7tTUVFxwQdxT83m0NBQQkNDzctUABw+fJjAwEA8PT1P2lYx6qDgT9CWA4aes2SzI8Tej8oj1nyzwWCgsLCQsrIyoqKimDlzpmTzIB0dHezevdv83pzP6GWzM//ddkiyeQqb2NN9jSKTyURWzlGiohbj6e4B2pr+UFLZgV0IKvXEXqT3QpSUlFBaWkpaWtqwGkW9Xk9tbS1VVVW0t7cTGBjI3Llz8fHxGdbQBpWVLcTdj6LrhLrPoWEbGPtAZQWOwRB+HbjHnbZPa2tr4uLiCAsLIycnh8rKSubOncu0adOG/NyT1fHjx9mzZw9xcXHmda3O5+WXX2bjxo14eXnh5eVFeHg4r7322omp5r879vT9VQE4OfR/xdy4MoAtGc3ccWnIaft74aMqtue0sfPtH5wURi+88ALbtm1j165d8guEEAKTyURxcTGHDx8mKiqK2bHh32WzlT3YhqBST52FyZub+8/+1NbWUl9fz7p164bVKJ6azUFBQSQmJuLt7X3GbB583elgKrUtzP5l/wQqtZ/BsR0nslkNTiey2S32jNk8e/ZsczZXVFRINp8wkM3x8fGEhYUNaZtRy+Z//EiyeYqTZvEsKioqsLa2Jjg4uP8LzjHG0iWNGsWohb6m/i93aydwmHbadR5Hjx7l6NGjQz6jaDKZOHbsGFVVVRw7dgwfHx+mT59+2lpAF0Jl6wrh1/f/GQZnZ2eWLFlCfX09Bw8exM3NjYSEBPOCxFNNS0sLe/fuJTExkeDg4CFt093dzTvvvIOdnZ05wDo7O3nxxReZN28e/atn9Rs0y/1J62sN9u9dx3j+P1XsfX4BbR0acvbswcXFhT179vCnP/2J7du3y/AkIQSdnZ2kp6fT2dk/mYqHh0f/2cNJn82NYNSeMZsrKysxGPrP4imKQm5uLgsXLjznPk/NZl9fX2bMmIG/v/8IZLMbRNzY/2cYXFxcWLJkCQ0NDWRnZ+Ph4cGcOXOmbDY3Nzezb98+kpKSCAoKGtI2o5nNre1dks1TnDSLZ6DT6cjPz2fJkiWT+qJepbsWKt+HloyBWwAVWFmjBG2EoI2obFwoLS2luLiYtLS0c355K4pCW1ub+WJ4Z2dnQkNDSUxMHPq6TWMgICAAPz8/iouL2bp1KzNnzmTWrFkTfl2t4WhsbGT//v0kJyfj7+8/5O02b96Ml5cXJSUl5l8s2tvbCQ0N7T/KrbYzH798b+cxfnxJMAoKb39dz63rTw69Xblt3PtSEVufmoeftxu9YStQ20Wwbds2fvvb3/L0009TWFhITk4OTk5OlJSU0NHRQWlpKc7Ozjg7O+Po6Cgz6gkxybW3t7N161bz2ojW1tbjKlNGmtJdA5XvQUvmwC30Z7PNiWzegKJ2oqamBsD8XWxra4uiKKf93nJqNru4uBASEjKuslmlUhEQEICvr685myMjI5k1a9aUOnvV0NDAgQMHWLBgwbDOsJ43m62+G1o6nGye5uNBd+gK1LbhbN++3ZzNBQUFks1TyNT57XgY8vPzCQgIwMNjck5coygKlL8DNZ+eWAfvDJetlm+G6o+p87yJoqr+i6bP1ihqNBrzRDWKohAaGsrKlStPW1B5PFGr1cTExBAaGkpubi5fffUVCQkJBAQETOoDBAB1dXVkZWWxcOHCYc9E9/LLL3PfffedFN7u7u7cfffdPPvss+gUB3RK/wx84dMcWHpfBl09Rq5Y5MvNawJO2tf/ey4flQp+8MfDGBUrcKrgsssu57333sPW1pa//OUvGI1GFEVh7dq15iPf7e3t1NbWotFo6Ovrw8nJyRxQzs7OuLi4SFgJMYm4uroSExNDQUGBuWEcmCl7MlEUBUrfgrovwNB15gedyGZN6E8xmUz4+/szY8YM/Pz8Tvu+G8jmqqoqgAmRzdbW1sTGxhIWFsahQ4dOyubJrra2luzsbBYtWoS3t/ewtj1vNuOAQdX/O9zws7nsorN5IJclmycmmeDmFB0dHezcuZN169aNmyNuI005+mb/dQXGnvM+VqfYYYx+AMegk4e2aLVaampqqK6upquri+DgYEJDQ/H09JyQzdaxY8fMR8nmzp2Li8vknByhqqqK3NxcFi9efNokBReqp6fHvMh2YGAgc/Wvo+6pGvoOVNb9Z7Fn3T7s5zYYDHR3d6PRaNBoNHR1dZn/XxpJISaP9vZ2du7ciZeXFw0NDWzcuHHSzW6tlLzW3ygah7A0iLULxD9y0mRu8F02V1VVodFoJnw2NzQ0kJOTg4uLC3Pnzh3Xje7FqKio4PDhwyxZsmTETlT09PRQXFxMVVUVgYGBJOpew6q3Zug7UNlAyOWoZt427OcenM2Dc1myeWKSZnEQRVHYtWsXAQEBQ5oVcjxSqVTExcWhVqtRqVT09PTg6urKyy+/zLx583j5z7+hvfA/PHhN4Gnbulz6DYf/toiwaaeMQ7dxh8WbMGHDddddh6+vL6tWrSI7O5u33nqL2NhYUlJSmDFjBj/4wQ/G5oWOAqPRyNGjRykqKmL69OlER0dPqqGppaWlFBYWsnTp0iHNPns+XV1dFBUVUVdXR1hYGJGRkTg6OqL01Pcvc6I7PoS9WPVPgJD8PCr1yCwePcBoNJ4UUINDS8JKiIlDURR27txJcHAwM2bMoLe3d8JdL3XebH72EdqLPhpeNtt6wKK/Y0I96bO5pKSE4uJiZsyYQVRU1KTK5pKSEkpKSli6dOlJs89eqM7OToqKiqivrz85m7trIesXoG8fwl7U4BwM81/on8BoBEkjOfFIszhIbW0tR44cYc2aNRP2A6lSqWhubj5pCMMzzzzDhx9+SHp6OkrOr6A164zbni2QTFa2VNutJ7fZn1deeYW5c+fy2GOPsW7dOn70ox/x/e9/f1Rf01jr6ekhLy+PlpYW5syZQ1BQ0IQ8IjtYYWGheSrtiz0ye/z4cQoLC2lubmb69OnMnDnztLPwiqYSch4GXefZ195S24NjICQ+icpmbM/kGo1Guru7Twuqrq4u+vr6cHR0PGnYzEBgSVgJMfZqamooKChg9erVE/bf33mzOftBOH7ojNueLZsVK3sq7S4hr9mXV155hcTERB577DHWrl07abM5NzeX1tZWEhISCAwMnNDZrCgKBQUFVFVVsWzZsoue0KetrY3CwkJaWlqYMWMGM2bMOD2bu8oh51eg7zpHNjsMyuaxPZN76kFeGS00PkyeQzMXyWg0kpuby7x58ybVB85gMFBdXY2npyeKrp1Hn/+IluNdvHhXDHsOH+fuFwtRqWDeLDdMg44bvPZ5DX/5uBq1Ffi52/HsPbDmqn/x8ccf4+XlxQMPPMCBAweoqKigubmZ3Nxc4uLi+MUvfmHBVzsyHB0dSUlJoampiZycHMrKypg7d+6InI0ba4qicPjwYerr61mxYsVFLdTc3NxMYWEhnZ2dREZGMn/+/LNeN6RyDkNJfQ1qt0DNJ2DSgmKkfy00df8R8fDrwHcxKqux/xpSq9W4urqe8SjuQCM5EFSdnZ3U19ej0Wjo7e3F0dHxtGswnJ2dcXJymlTfHUKMBwaDgdzcXJKTkyfVv6+TslnbxqN/+fTCsvleWPO9d/n444/x9PTk/vvvn9TZnJqaSlNTEwcPHjRn80icjRtrA7PXNjY2XvDamAP7aWpqorCwEI1GQ2RkJAsWLDjrmVeVS8SJbP4caj8Fkw5Mhv4lyFRqsPOEsIFsHvuJhdRqNW5ubmf8fevURrKzs5O6ujpzI3nqQV5pJEeONIsnFBcX4+7ujp+fn6VLuWhpaWmoVCpaWlqwt7dn48aNvPXWW9B5FBQTADq9iWt+d4h/PBjPykQv/rm9gde31AKwPaeVp9+vYN/zKfi427LpqzqueWQnR2787uPy5z//mZycHH72s59x1VVXccstt1jipY4qX19fVq9eTVlZGTt37iQ0NJTY2NgJM7GCoigcPHiQtrY20tLSLugaXEVRqK+vp6ioCK1WS1RUFKGhoUOanU5l7QRhV6OEXgWactC194eRvS8qx/E7WcFINJKnNpPSSApxYYqKivD09MTX19fSpVy0s2dz8YmDaReQzb/ezpEbvxsmOFWyec2aNRw9epTt27cTHh5OTEzMhMlmk8nEwYMHaW9vZ/ny5ReczXV1dRQVFaHX64mKiiIkJGRo2WzjDOHXooRdDV3l/cNSVdZg74fKceizo4+18zWSg0cLDWTzuUYLSTYPnTSLfDdBx6pVqyxdyojYsWMH3t7eHDx4kEsuuYS0tDR8fX1RGouA/mbxcEUXNtZWrEz0AuD6Ff7c/nw+AF9mtXDNMn983PsD6Ja1gdz7cjGVpUUWeT2WZGVlxcyZMwkODiYvL48vv/yS+Ph4QkJCxvXwF5PJxIEDB+jt7WX58uXDDlGTyUR1dTVFRUWo1WqioqIIDAy8oC9VlUoFLtOHvd14NFKN5OBmcjhh9eabb/Lqq6/S1dWFVqslIiKCxx9/nAULFnDJJZfwzDPPEBMzsO6cCegGtIAV4AjYMXi9rXNJSEhg586duLu7D+nxQoy07u5uSktLWb16taVLGRFnzeaGI+YDuReUzWXFlnlBFmRlZcWsWbMICQkxZ/OcOXO+Wxt7nDKZTGRkZKDValm2bNkFZXNVVRVFRUVYW1sTHR19wcNxVSorcJ0x7O3GI0sf5J3s2SzNIpCXl8f06dMn3SxbiYmJ/PnPf+aWW25h7ty5hDo7MPjDeOrlqtbq/vuMRgXbUz4ZiqKgV6bOWkensre3Jzk5mdbWVvPwl8TExHH5i7TRaOy/BkZRWLJkybAmAjAYDFRUVFBcXIyzszMJCQn4+fmN6/AdL4YaVgOB1dDQMKxG8qGHHmL37t28//77hIaGArB9+3Y2btxIdnY2W7ZsGfSMfUA7AweH+mkBNeBNf0Cd26FDhy7ofRBipOTm5jJz5sxJtzj7adns5NA/DPCEYWezaeqeGXFwcGDBggW0tLScNDR1PGazwWAgPT0dlUrFkiVLhrV+pMFgoLy8nJKSEpydnUlMTMTX11eyeQhG+yDvmbL59ddfZ/369Rw8ePCUbO4FOpho2Tzlm8Xm5maam5uZN2+epUsZFddffz1vvvkmP//5z/nPe2/1DwME4iNcUBTYktHMJQt8+GRfE8e7DACsm+/NT18o4J4rQ/Fxt+WtL+vwcrNnZmS0JV/KuODl5cXKlSupqKhg165dBAcHExcXh63tyM4WdqH0ej179+7Fzs6O5OTkIYeRTqejtLSU0tJSPD09SU1NxcvLa5SrnTqG00hqNJrTGkmdTsezzz7LN998g62tLV1dXTg5ObFixQqeffZZuru7CQsL44MPPkCj6eDhhx8kIiKEI0eK0esNvPrqH1m0aD4dHW3ceeedHDpUiEqlYv369fz+9783L3J++eWXk5uby+bNm5k/f/5pE3IIMVaamppoa2sjOTnZ0qWMipOy+V+vX1w2z5xlyZcyLnh7e7Nq1SrKy8vZtWsXISEhxMbGjqts/vbbb3FwcBjW9bcD2Xz06FG8vb1ZuHDhiC17JYbXSJ7pIO/Zstnf358bb7yRb775ht/97nd8+OGHEzqbp3SzaDKZyMnJYc6cOZNqGuZTvfjii8THx/P1joz+i5fpH+by0WNzueP5Ah5+8ygJ013wPTG0ZXWSN/f+Txgr/y8Tk6Lg427Pp+88KeO6T7CysmL69OkEBQVx5MgRvvzyS+Li4ggPD7foUT6dTseePXtwdXUlKSlpSD+v3t5eSkpKqKiowN/fn2XLlk3IiXwmsvOFVU9PD//+97+ZMWMGjo6OHD16lK6uLvPyAaGhofT29mIwGGhubsbaWktGRg5//esTJCTE8ac/vcJDDz3Jrl0fcvfdv8bLy43Dh3PQ6UxcdtllPPPMMzz44IPodDouvfRS3n//fQu8C0J8Z8pl884ssHXngrL5H89INp9gZWXFjBkzTsrm2bNnExYWZtFs1mq17NmzB3d3dxITE4edzQEBAaSlpU3IiXwmsqE0kh988AEzZszAwcGBkpISNBoNPT095pFd0P+zPHr0KP7+zhM2m6f00hllZWVUVVWZLzqfCpT2Ajj0CBg0Q9/Ixg0W/33E18GbLI4fP87BgwdRFIXExESLHPXr6+tj165d+Pn5MWfOnPN+njUaDcXFxdTU1BASEsKsWbMm3VCvyeSjjz7iiSeeICurf9mbrq4ulixZgslkoquri7Vr1/LJJ5/w6KOPEhLiwp13/pKysn0A7Nixl7vvfoTDh7fh6xvP3r0fM3PmXMCJjz76iOeee45du3ahUqmoqKggLCwMOPNU/0KMhdLSUmpqali+fPnUyebjeZD7GBi6h76RrTssenvE18GbLNra2jh48CAqlYrExMQRW+x+OHp7e9m1axf+/v7Ex8ef9/Pc1dVFcXExtbW1hIaGEhkZKdk8jp0pmxctWkRnZyd9fX2kpqayd+9eHnzwQRITw7j11vvOk82JgOO4y+bJe8juPHQ6Hfn5+SxZsmTKhBGAyj0GJWAt1G0BY+/5N7B2gbj7pVE8Bw8PD1asWEFlZSXffvstAQEBzJ49+4JmOLsQ3d3d7Nq1i9DQUGJiYs75eW5vb6eoqIhjx44xffp01q1bh729/GzHuwULFlBUVERrayteXl64uLiYr1t49NFHaWlpwdbWlsTERDSaahwcvvuZqlQq8zVQJpPppM+HyWRCr/9ura3Jdt22mHi0Wi35+fksW7ZsamWzRzyK/yqo/3oY2fygNIrn4Onpab5sZM+ePQQGBhIXFzdm2azRaNi9ezdhYWFER0ef8/N8/PhxioqKaGpqYvr06axfv37M6hQX7kzZvHv3br7++ms+/fRToP+62qVLl07obJ6yYxfy8/MJCAiwyJEmi5t5Gwb/9egUO856Wlll3X9GMe5+VF5JY1ndhKRSqQgPD2fdunWo1Wq+/PJLSktLMZlM59/4InR1dbFjxw5mzJhBbGzsWcOoubmZPXv2sHv3btzd3dmwYQOzZ8+WRnGCCAgI4J577uHqq6+murrafHtVVRV79+495drUs//yuHbtcl58cROKYotWq+W1116bNDNNisnhyJEjBAcHj8sJSkZd5O0QeEl/I3g2A9k8+0FUngljVtpEpVKpiIiIYN26dahUKr788kvKyspGPZs7OzvZsWMHM2fOPOtB3IH1i3fv3s23336Lp6cnl1xyyZg2tOLinCmb3dzcSExM5NixY3h6eg762U/cbJ6SZxY7Ojqorq5m3bp1li7FIlQqFVnHZ+PpFU6kbQ60ZvffoSigOrFoeuB6CL4Ula27RWudaGxtbZk7dy7h4eHk5ORQXl5OYmLikIcLKAYdxsoMTJpmMBlQObhjHZaMysH9tMe2t7eze/du4uLiiIiIOH1fisKxY8coLCykt7eXqKgoFi5cOKwZ2MT48cQTT7B582ZuuOEGuru76ejowMPDg+uuu44777yT//73vyceefbFnV944bfcdddvmD17LjqdjnXr1vHwww+PzQsQ4jza29upra2dstnc2dnJ7uJpJM36Of7a3dCWc+IeBVCBlXV/Mxm0EZWtXFs+HAMjLyIiIjh48KA5m728vNDr9Rw5coT4+Piz5mN/Nu/H1NUMihGVg8eJbD7953D8+HH27NlDfHy8eejgSftSFBoaGigsLDSvX7xo0SLJ5glqZLM5YVxm85S7ZlFRFHbt2kVgYCAzZ860dDkWUV9fz6FDh1izZg3W1tYoxj7oPQZGLVg7gmMAKpV8aV0sRVGoqakhNzcXX19f4uPjcXA485eFqaMe7Z5X0ef+B8WgB31v/7pb1naorO1Qh6din3Y36sB4AFpbW/n2229JTEwkODj45H2ZTNTW1lJYWAhAdHQ0QUFBMgnClKIFjtP/S+bAV7yK/uODXkzhQSVinFIUhZ07dxIcHMyMGZNj7beh0uv1HD58mPLyckwmE0uXLmXatGkohl7oaxyUzYH9a+OJi6IoCtXV1eTl5eHn54eVlRXl5eVERUURHx9/0mNN7bX92Zz38Yls7uk/sG5jj0ptizpiIfZp96AOiAP6R/Hs27ePpKQk/P39KSwsJDo6GrVajclkoqamhqKiIlQqlXmNRMnmqWRgWatTs9kG8GS8ZvOUaxZra2s5cuQIa9asmZL/QPV6PV999RXz58/Hz8/P0uVMCXq9noKCAiorK4mOjmbGjBknffa0mZvp+/IJ6O0ExXj2HTm4YxO1mq4lD7L/QCbJycn4+/ub7zYajeY1Eh0cHIiOjmbatGlT6rofMZiJ/jWdBi/8a8NQF/4VYizV1NRQUFDA6tWrp1Q2t7a2snv3boxGIyaTCbVazZo1a3BxOcdQVDEi9Ho9OTk5VFZWAv2zX65atco8I7g24220Xz+J0tvRf/D2bBzcsYm9hM6F/0vGgUwWLFiAn58fGRkZVFdXM3fuXFQqFcXFxTg6OhIVFSXZPKWdKZvH97XHU6pZNBqNfPnll8ybN2/KNkqHDh1Cq9WyYMECS5cy5XR2dpKTk0Nvb695QV3t3tfp++Zp6Osc0j4UawdanWfg+sN38PHt/wzr9XrKysooKSnBw8ODqKgofHx8RvOlCCHEiDEYDHz55ZckJyfj6+tr6XLGVGdnJ7t376a3txdFUVCpVFxxxRXY2NhYurRJT1EUtm/fTmtrq/k2Jycn1q9fj37vq/Rtf27I2YyNI83Okbj/8G28fXwoLS0lNzcXo7H/ALC/vz/R0dEyu7SYkKbUNYvFxcW4u7tP2Uaxra2N6upq1q5da+lSpiRXV1eWLl1KXV0dBw4cIFg5RtjBZ4YeRoDK0ItXdxl2h96ib+m9HD16lLKyMqZNm8bSpUun5qQQQogJraioCC8vrynXKEJ/LiQnJ7Nnzx7zzIjSKI4NRVGwsrLC0dERvV6PXq+nu7ub6j3v47Hr+WFlM/oefLpLscv9Ow2xN3Lw4EHzXWq1mrCwMGkUxYQ1ZZrFnp4eSkpKWLVqlaVLsQiTyURWVhZz5syRWbZG0Jtvvsmrr75KV1cXWq2WiIgIHn/88bOeuVWpVAQFBTFt2jTanlsFfR3n3P//fd2Jp4OKXy75bkiSSt9Dz75N7NVMJzA0glWrVl3QtMoJCQns3LlTGkwhhMV0d3dTWlo6rmb+G0tGo5GcnBzmz5+Pu7s7TU1Nli5pUhhKNltZWZGWlmb+u6IoGAwG+l7ZgKl3+NmMToMu4+8UKrOxsrIyL41gMploaGg4bX6Bs5FsFuPNlGkW8/LymD59usXXKrGUkpIS7OzsCAkJsXQpk8ZDDz3E7t27ef/99wkNDQVg+/btbNy4kezs7HO+11ad9dj3Np996ZLzsDJoWeHfh3PShS9rMrBOnxBCWEpubi4zZ86csguPD1zHFhwcjEqlwtXV1dIlTXgXms0qlQqrjhqU9roLfm5F18tibw22q6+64H1INovxZko0i83NzbS0tDBv3jxLl2IRGo2GoqIiVq1aJRdUj5DGxkaee+45ysrKTppkZsWKFTz77LN0d3cTFhbGBx98YP7cDf777+65mU+3HaXXoNCjV/hdmguXzrKnU2vi7i86OdKkx8/JCmsrFSlB/UOSvizt49n0bnRGhZYeE9cf+BVPfX0TAE8++SRvvPEGLi4uLF26lI8//pjKykpuueUWXF1dOXz4MDU1NcTHx/P222/j7OyMSqWiublZhsYIISyiqamJtrY2kpOTLV2KRXR1dVFSUsLq1aslm0fIxWbz4/fewqfbLyabm7h+///y1FffAySbxeQw6ZtFk8lETk4O8fHxWFtP+pd7GkVRyM7OJioqasqeVR0N6enpREdHnxRGA2666aZzbltVVcX2zCN8doMnDjYqPizo5Q/farh0lj1/2KPB3hoyf+xNa6/CsrdaSAmyQVEUXjzQw8sb3JjuaU1Dl5G4l6u5v6WF7OxsNm3aRGZmJm5ubtx2220nPV92djbbt2/HysqKBQsW8O9//5sf/vCHI/p+CCHEcAxk85w5c6ZsNmdlZREdHT1lz6qOhovP5oIRyOYqyWYxqUz6b+iKigqsra2HPFZ8sqmurkar1RIZGWnpUiaVgVnrBnR1dbFkyRKg/0zuNddcc9ZtQ0NDefWGaP69P5fy40Yy63RodP0DUndV6fjDShdUKhXejio2RNoD/cNj/nWVO1+Vavl3QR8lrQYUpf96ny1btnD11Vebr2+488472bZtm/n51q1bZ75Odfbs2bS1tY3oeyGEEMNVXl6Ora0tQUFBli7FIiorKzEYDFN2vefRctHZfH0k/z6QL9ksxCCTejEjnU7HkSNHzGvcTDVarZbc3FzmzZs3pdatGgsLFiygqKjIPOW2i4sLhw4d4tChQ3z/+9+ns7PTfHH7AJ1OB8DBgwdZ9VwWnVqFtDBb7k1xPulxg69jtD7xY+vWmVj6Viu5jQbm+Fnz2zQXbNT9+7e2tj5pe7VafVKtDg4O5v8/tSYhhBhrWq2W/Pz8KZvNfX195OXlSTaPgovO5udzJJuFOMWk/pbKz88nMDAQDw8PS5diEYcOHSIkJARPT09LlzLpBAQEcM8993D11VdTXV1tvr2qqoq9e/eiVqvx8fEhKysLgJ07d9LQ0ADA7t27SYwK42cLXFkcYsvnR/swnciIVRF2vJPbi0lRaO8zseWoFoCy40a6tAq/WurM+pn2fFutQ2tQMBqNbNiwgQ8//JCOjv7Z2954440p+QuYEGJiOHLkCMHBwVN2tsdDhw4RFhY2ZX83GU0Xn82h/GyBi2SzEINM2mGoHR0dVFdXs27dOkuXYhGNjY00NzfLmoqj6IknnmDz5s3ccMMNdHd309HRgYeHB9dddx133nknGRkZ3HHHHbz66qskJSWRdGLm0uuvv54P3/8nyX8rw2Qysna6Hcf7FLq0Jh5c7MzPv+xg/mst+DhZEePT/080zteatTPsmP9aC3bWEOPnQHREMKWlpaxdu5Yf//jHpKam4ujoSGxsLI6OjpZ8a4QQ4oza29upra2dstnc0NBAa2urZPMouqhsfu9dkv9WcXHZPD1EsllMKiplEp73VhSFXbt2ERgYOCWvBzAYDHz99dfMnTv3jBd5i/FB89r/YKxIv6BtVc4+uDyYjUptQ1ZWFvv27ePuu+8G4NlnnyUjI4P33ntvJMsVQoiLoigKO3fuJDg4mBkzZli6nDFnMBj46quvSEpKYtq0aZYuR5yF5uVLMVZnXdC2KmffE9lsLdksJo1JOQy1rq6Ovr4+pk+fbulSLKKgoAAPDw9pFMexnp4e8v02YLC5gBlq7V2wW3I7KnX/tN2RkZHs2bOHuLg4Zs+ezbZt23j22WdHuGIhhLg4tbW16HQ6IiIiLF2KRRw5cgRvb29pFMchrVZLc3MzhYWF1EXdBA7uw9+JvSt2y3+GSt1/1lGyWUwWk+7M4sCRu3nz5uHn52fpcsZce3s7u3btYu3atdjb21u6HHEGNTU1HDx4kJkzZxLRV4Dus1+h9HYMbWM7Z2xiL8Hhqufk2gchxIRhMBj48ssvSU5OxtfX19LljLm2tjb27Nkj2TzOHD16lLy8PPMsqkajES8vL5a4N9P7+aMwnGyOvxzH/3lmVOsVwhIm3TWLJSUluLu7T8lG0WQykZWVxezZsyWMxiG9Xk9OTg4tLS0sXrwYLy8vIAYrexf6/nMfSl83GLVn3lilAgd3bOddj/26X0mjKISYUIqKivDy8pqSjeJANs+ZM0eyeZzx9vZGURRMJhMAVlZWLFy4EFsHB7Bzoe+j+1G0GjDqzrwDlRUqBzdskm/Cfs2DY1i5EGNnUjWLPT09lJSUsGrVKkuXYhGlpaWo1WrCw8MtXYo4RWtrKxkZGfj4+LB69WpsbGzM99nGrMUmIh3dgc1o098AXS+KUQ8ooLZBpVJjE38pdkvuwMpjaq4XKoSYuLq7uyktLWX16tWWLsUiSkpKsLW1JTQ01NKliFMYjUbUarX5zOKMGTPMS1rYxm3AZvpitAf+gS79LdD3ohgNgKk/m63U2MRfgd2S/4eV+9RcL1RMDZNqGOr+/ftxdnYmLi7O0qWMue7ubrZu3crKlStxcXGxdDniBJPJRGFhIaWlpSQlJZ13AWpFUTAdK8CkaQGjAZWjO+qAOFTWdmNUsRBCjKx9+/bh5uZGbGyspUsZcxqNhm+++UayeZwxmUwUFBRQXl5OYmIiRUVFdHR0cOmll2Jra3va4xVFwdSQ35/NihGVgwfqgFjJZjElTJozi83NzbS0tDBv3jxLlzLmFEXh4MGDREZGShiNIxqNhoyMDNRqNatXrx7SlNkqlQq1fyzq8z5SCCHGv6amJtra2khOTrZ0KWNuIJtnzZol2TyODGSzjY0Nq1evxsHBAW9vbzQazRkbRTiRzQFxks1iSpoUzaLJZCInJ4f4+HisrSfFSxqW2tpauru7WbhwoaVLEfT/glBVVUVubi5RUVFERkbKNYZCiClnIJvnzJkzJbO5urqa3t5eZs2aZelSBP3ZXFlZSV5eHtHR0cycOdOczfb29nI9qRBnMSm+vSsqKrC2tiY4eOpdz6XT6cjJyWHhwoWo1XLMy9J0Oh3Z2dl0dHSwdOlSPDw8LF2SEEJYRFlZGXZ2ducdfj8ZabVacnNzWbRoEVZWk3KVsglFq9WSnZ1NV1cXy5Ytw93d3dIlCTFhTPhmUafTceTIEZYuXTolz97k5eURGBiIt7e3pUuZ8pqamjhw4AABAQGsWrVqSh5JF0II6P/lvKCggGXLlk3JbM7NzSU4OPjErNfCkgayOTAwkAULFsiBdSGGacL/Npufn09gYOCUPIPT3NxMQ0MDa9eutXQpU5rRaCQ/P5/Kykrmz5+Pv7+/pUsSQgiLOnLkCMHBwVPyDE5jYyNNTU2SzRZmNBo5cuQI1dXVzJ8/n2nTplm6JCEmpAndLHZ0dFBdXc26dessXcqYMxqNZGVlMXfu3LNekC1GX2dnJxkZGdjb27NmzRq55kEIMeW1t7dTW1s7JbPZYDCQnZ1NYmLiSUskibE1kM0ODg6sXr1aslmIizBhm0VFUcjJySEmJgY7u6k3dXFhYSGurq5T8lqQ8UBRFMrLyzl8+DBxcXFMnz59Sg61EkKIwQayOTY2dkpmc0FBAe7u7gQEBFi6lClJURTKysrIz88nLi6OiIgIyWYhLtKEbRbr6uro6+tj+vTpli5lzHV0dFBWVjZlFzi2NK1WS2ZmJj09PaSlpeHm5mbpkoQQYlyora1Fp9MRERFh6VLGXHt7OxUVFaxZs8bSpUxJfX19ZGVl0dvbS1paGq6urpYuSYhJYdw2i4qiQHs+VLwL3VWgKKCyAvfZGIO/R25uMfPmzZtys4wpikJ2djaxsbFDWrdPjKxjx46RmZlJSEgIqampcqG8EGJK6c/mw1D+LvTUfJfNHvEYg68iN7eA5OTkKZfNJpOJrKws4uLicHBwsHQ5U05DQwOZmZmEhYVJNgsxwsZls6h0lUPe70CvAUPXyXc27kBpOsBSe1ec3VMsU6AFlZWVoSjKlDyjaklGo5G8vDxqa2tJTk7Gz8/P0iUJIcSYUjpLIe9xMHSfns3HtkPzAZY5uuHstsgyBVpQWVkZVlZWU/KMqiUZDAby8vKor68nJSUFX19fS5ckxKSjUhRFsXQRgykdRXDoEdB3nvtxqFDZecH8P6Oy9xmj6iyrt7eXr7/+muXLl8vQxzHU0dHB/v37cXFxISkpaUpehyOEmNqU4/mQ99h5sxlUYOcNyc/1Z/QU0NPTw9dff82KFStk6OMYam9vZ//+/bi5uZGUlCST/QkxSkZsnIjRaOTZZ59l3rx5JCQkEBMTwwMPPIBWqx3yPhRdO+T2h9Fv3ynlv/uazvpYFQpoWwgPjyAzM4OdO3cSFxd3wfV/8skn3H333Re8/VjIyckhIiJCGsUxoigKJSUl7Ny5k5kzZ5KamiqNohBiQhmRbNYePzHa5/zZDApomwkPCyMz88Ckz2ZFUTh48CAzZ86URnGMKIpCcXExu3btIioqipSUFGkUhRhFIzYM9Y477uD48eNs27YNNzc3uru7ufHGG7ntttt45513hraTmk9A3z+0ZcehNmJCnc+/jWKC9gKwCb+I6uGyyy7jsssuu6h9jKa6ujo6OjpYsGCBpUuZEnp7e8nMzESn07FixQpcXFwsXZIQQgzbiGRz9X/Mw06Hlc0dRWAdchHVT4xs1mg0pKamWrqUKaG3t5cDBw5gMBhYuXIlzs5D+CwKIS7KiJxZrKysZPPmzbzxxhvms15OTk688sorXHHFFZSUlLB69WpSUlIIDQ3l8ssvp6+vD4Df/OY3xMfHM2/ePNZd/wANLd389b/VZJV0cv/fSvjo20Z0ehM/f7mIpDv2kfD/9vLDpw7T2W048ewmqP/ypHrO9Xz29vY8+uijLFy4kPDwcF5++WUANm3axMaNG0fi7Rhxer2egwcPkpSUJBdtj4G6ujq2bt2Kp6enNIpCiAlrxLL5xl/R0NIz/Gyum9zZrNPpyMnJkWweI7W1tWzduhVvb2/S0tKkURRijIxIszgwO+epQzCmTZvG9773Pf72t79x8803s3//fkpLS6moqODzzz+npqaG5557jszMTDK3bWb1PF8yitq58/IQ5kW68tSPI7lysR9P/qsca7WKrJdSOfTqIvy97HjwjZLvnqivFcWoM//1bM8H/cseeHt7s2/fPj744AN+/vOfm8NqvDp8+DDTpk2TC7dHmcFgICsri0OHDpGamkpcXNyUm9FPCDF5jEg2f/P2RWRzE4pRb/7rZMvmvLw8/P398fGZGvMmWMpANufm5rJo0SJiY2Mlm4UYQyMyDNXKygqTyXTW+//4xz+ydetWnnrqKUpKSqivr0ej0RAYGMicOXNITExk3fK5rJ/uwso5px8p+jyjmXaNgW+yWwHQGUz4ug8en24Fxp7zPt+Ayy+/HIDExES0Wi3d3d0X+Q6MnpaWFmpra1m7dq2lS5nUjh8/zv79+/H09GT16tVy/YMQYsIbkWxeNof1Ec6sTDh9hMV5s1k1ebO5ubmZhoYGyeZR1tbWRkZGBl5eXqxZswYbGxtLlyTElDMizeKCBQsoLCykq6vrpCF7dXV1/OQnP8HZ2RmDwcA111zDhg0bqK6uRlEUrKys2LVrF1lZWWz95G3ue+lT1s7z5Kkfzzpp/0YTPPfTKNYn9x+90/Qa6NOZBt1vpEvzXSBdf/31Z3y+AQNrIKlUKgDG2YSwZkajkezsbBISEmRilVFiMpkoKSmhuLiYhIQEQkNDLV2SEEKMiJHJ5k3c9/LnF5TNJpOJLk2v+e+TLZvnzp0rBxZHiclkori4mJKSEhITEwkODrZ0SUJMWSNyHj8gIIAbb7yRH/3oR3R29k+r3dnZyU9/+lO8vLz46quveOSRR7j22msByMjIwGg0kpubS1xcHNHR0fzyoYe59+pIsoo7ALBWq9Ab+oNiTZIXf/1vNTq9CZNJ4SfP5vPLQUNdFMXE0fJaOjs72bJlC1u2bOGGG25g8eLF9PT0mJ9vvDFpWuj75k9oXr2CrudXonlpAz3v342xIR+A4uJiHB0d5UtylPT09LBr1y7q6+tZtWqVNIpCiEllRLL5lw9z79WzLjCbFYrLqk/K5htvvJElS5aM+2zu3frUiWxegealjfR8cC/GY4UAFBUV4ezsTGBgoIUrnZy6u7vZtWsXx44dY/Xq1fI7kBAWNmKzob700kv87ne/Y+HChVhbW6PVarniiit47LHHeP3117nyyitxcnLCzc2NZcuWUVpayq233so111zDvHnzcHZ2xsFQz/O3RwFwaaovD71Zgs5g4tffn84vXi0m8Y59GE2QMN2FP/2/qO9ehPdcknyTcXV1ZdGiRTzwwAPcc8892NraYm9vT2RkJNu2bWPu3LlA/5BDd3d3rK1H7OUPi7HpKH1bHsVYcwilrxNMhu/uqzmIvngbOHhw3GMFidc9YD7KKkZOTU2NebrzqKgouf5BCDEpjUw2111QNqu95zI/+uRsvvvuu8dvNjcW0/v5o5jq8s6QzdnoC7eCoyftnitJvPZ+yeZRUF1dTU5ODrNmzSIyMlKyWYhxQKWMo3EeStO3kP/sSdc4nJe1C8z/MyqnoLM+pK+vj46ODtrb281/NBoNjo6OuLu7m/+4ubnh4OAwqgGgP7qb3n/dgdLTdt7HmmycsJ9/PfYbfyuhNEL0ej05OTm0tLSQkpKCp6enpUsSQohxTTm2EwqfB2PveR9rZuMC859H5Rhw1of09fWZM3kgozUajbl5HdNsLt5O7/t3DSmbFTsX7ObfgP0lv5FsHiEDM8u2tbWRkpKCh4eHpUsSQpwwvppFxQhZ/wedJaAYzvt4IzZYBazEKubeYT+X0Wikq6vrtKBSFMUcTgNB5erqOiLTYhuqD9Lz9++j9Bwf+kZ2ztguuBmH9b+66Oef6lpaWsjIyMDX15eEhAS5UF4IIYZAMRkh6z7oKgXl/MNGTSo7VAGrsYr+2bCf69RsHsjngWwe3ECOVDbrKw/Q+/YtKL3DyWYXbBfeisOaBy76+ae6gWyeNm0ac+bMsdiZZSHEmY2rZhFAMfTCwQdAUwkm3dkfp3akWQmlwuFqkhekjMhQBUVRzEc6B5+J7O7uxvn/t3fn8VHV9/7HX5OZTPY9SCASIntIWBN2EBCKRS16rUjVuoD0cu1ti1qV1lqsolaR2t7ah9r6A6GALRXrXhWUQFgMArKDLEGWsJN9n2Tm/P4IGTJMAgkkk5nk/Xw8eMicOctnvkDefs6c8z2hoXWe6ayRmZnJr3/9a3JycnA4HHTq1Il58+aRnJzMhAkTWLr47wQsmIhReKrxhQVFEvLAUiwJA+tdZfPmzbz44ossX778Sj56q+ZwONi7dy8HDx4kNTWVa6+t/1toERFxZ1SVwpYnoOToJbMZczCnjS4cCf4hg4cMbZJv3mpnc+18riubIyMjCQwMdG5bO5tLSkpISEjgL3/5S61sXkTA/IkYRacbXZcpKJKQB5dhju9b7zrK5vo5HA727NnDoUOHSEtLo2PH+r+FFpGW43XNIoDhqIIj70D2J2Avh6oLU2vjH159eUvij7C3G8O69esJDg5m0KBBzXY5iN1up7Cw0O1Mp8lkIjIykuDgYG688Ubee+89Ro0ahZ+fH0uWLOHJJ5/ku+++w2KxcDzjbUK+fBoqiq6oBkvP8YQ8sLiJP1nrV1xczMaNG7FYLAwePNilwRcRkYYzHJVw+B04XpPNtR5t4R9e/SvxLuztrmftunWEhoaSlpbWrNlc0zjW/q+fnx8REREu2Tx8+HDef/991q1bx7Jlyzh27BhWq5Xjq/9OyKpnwVZ8+QPWwZJ8EyE/nt/En6z1KyoqYuPGjVitVgYNGqRsFvFiXtks1jAMB+Ruhfzd1Q2jfwTEpGGKuDB9d1VVFRkZGYSHh5Oamuqx+wcMw6CsrIz8/HyOHDnCqFGjeOGFF+jatSthYWGEh4ezdetW1qxZw7Jly+jdIZR//VcQE5fkkNbRyu6zlfz2+jC6RZt5fGURuWUOTMDPBodwV58g3txSwqLtF+4P2ZdTxRO//CUdEq7jzTffdC7fs2cPs2bNYty4cfzsZz9j165dHvn83s4wDI4cOcL27dvp1asXPXr00L0lIiJNwDAckPMNFOy5kM2xgzGFd3euU1lZSUZGBpGRkQwcOLDFs7lLly44HA4Mw+Cbb77hm2++4YsvvqB3hxD+9V/BV5fNjz1Gh06JyuYGMAyDw4cPs2PHDpKSkujevbuyWcTLeXWz2FA1oRQVFcWAAQNa5AfPK6+8wlNPPUVcXBxpaWmkpqYycuRIKioqGDduHHsfvY4O1jL6vHaGe/sF88SIUKocBml/O8ezY8OY1DOQk0V2xv09h4W3RTI4/sKzm+Z/U8riHWV8+c/XiR79oHP566+/zvz581mzZg2bNm1SIJ1ns9nYsmULBQUFDB06lMjIyJYuSUSkzbHZbGRkZBATE0P//v1bNJtjY2NJTEwkOTmZESNGYLVamTJlCod+1ZNoCq4im8tZtfxNokbc51yubK5bRUUFW7ZsoaioiKFDhxIREdHSJYlIA7SKOYn9/f0ZNWoUubm5bN++vUUe5Pvoo49y+vRp/vznP5OYmMiCBQuYNm0aqampAFhrTaYy7Nrq3x/MtVNRZTCpZ/X9FR3CzPygRyBfHKpwrvvRvnJe/bqEZXdEElRxzrn8vffeY968eXz88ceEhIR44iP6hDNnzrBixQoCAgIYP368GkURkRZitVq5/vrrOXv2LDt37mzRbH7iiSeIiori448/Zvbs2YwcOdJt3SvL5giCKi7MoKpsrtvp06dZsWIFwcHBjB8/Xo2iiA9pFc0iXAilM2fOeDyU1q9fz8svv0xYWBi33HILc+fOZffu3ZhMJlauXAngckY11Fo97HaHwcUnWh0GVDmqf5+ZbePxlYX8844o2oeawV7pPN7//u//8tFHHxEXF9f8H9AH2O12duzYQWZmJqmpqQwcOFAzqomItDCr1cro0aM5efIku3fv9uixa2fzQw89xL///W++++47rFYrGzZscFtf2dz07HY727dv5+uvv2bQoEH079+/SWawFRHPaTXNIriG0p49ezx23Hbt2vHcc8+xbt0657KTJ09SUFBAnz59MJvNVDrcm9ceMRYsfiY+3FdevU2RnY/2lzMm0cq+c1U88H4+b/4ggl6xFgxMnKvw46uvvmLy5Mm8/fbb9O7d22Of0ZsVFhayatUqCgoKmDBhAh06dGjpkkRE5LyAgABGjx5NdnZ2i2Wz2WzGbDY3fTab/DhbZlI216GwsJAvv/ySoqIiJkyYoAZaxEe1uq9eakIpPT0dPz8/kpKSmv2YPXr04P333+fJJ58kOzubwMBAIiIieOutt+jZsyeTJ0/mpgXvsfjWUJft/M0mlt4eyawvCnlxXTF2h8ETI0K5vnMAty/LxWY3+G16EVWOIjCZ6b4jnSOn3qW4uJgZM2YAYLFYGDRoEA888ECzf05vYxgGhw4dYteuXSQnJ9O1a1fdKC8i4oUCAwNdsrlXr17NfkyPZLOfmW7bV3L01D+UzecZhkFWVha7d+8mJSWFLl26KJtFfFirmOCmLmVlZaSnp9O1a1d69ux5+Q2aWcWG+ZR/+hxUlV/R9n7xfQn72edA9YQ+ubm55OTkOH9ZLBZiY2OJiYkhJiaGyMjIJnn2pLcqLy9n8+bNlJaWMnToUMLDw1u6JBERuYzS0lJWr15Nt27d6NGjR0uXQ8Xav1L++e/BXnH5letg7jSQ0J9+AlzI5nPnzpGTk0Nubi7+/v7OXG4r2bxp0ybKy8sZOnQoYWFhLV2SiFylVtssQnUopaen06NHD7p37375DZqRUVFC0ctDMEpyGr9xQBhBk/8Pa/LEuvdtGBQVFbk0jyUlJURGRhITE+NsIms/qNiXnTx5ks2bN5OQkEBKSorufxAR8SElJSWsXr2anj170q1btxatxSgvoujloRiluZdf+WKBYQRNeQ1rr/F17/t8Ntc0jzk5OZSWlhIVFeXSQLambN60aZNz1llls0jr0KqbRagOpfT0dJKSkujatWuL1lKxaSnl/3kWygsbvpHZijlxMCHTlmFqxNlIm83m9u2j1Wp1hlNsbCwRERE+dYazZhKb7OxsBg8eTPv27Vu6JBERuQLFxcWsXr2a3r1706VLlxatpWLj3yn/7PnGZbMlAEuX4QTfv6TJsrnmxK6vZXNVVRU7duzgxIkTDB48mGuuuaalSxKRJtTqm0WoDqX09HRSUlK47rrrWrSW8vT/oyLjdSgvuPzK/kGY43oT8pN3MPkHXdVxve0Mp1GRC9kfQ1EWOCrBGgUdJ0BU3zrvbcjPz2fjxo2EhYWRmppKQECAR+oUEZHmUVRUxOrVq+nbty+dO3du0VrKv3iZivXzG57NHVMImf4OJsvVZZFhGBQWFro0j7WzuaaB9FTmGRU5kP1JrWyOhvgbITKl3mzOzMwkIiKC1NRUrFZrHXsVEV/WJppFqJ6Va82aNV4RSrbt71P4/lOYHRX42YrdV7AEYQoIxj/lZgJ/8Bwms7/7Ok1Rx/kznLXvrwgICHBpHpv6DKdRegK+fbU6iKpKwLBfeNMSCpZguO4uTPHVl9wahsGBAwfYu3cvffv2JTExUTfKi4i0EgUFBaxZs4YBAwbQqVOnFq3FtvVdyj97HsNWWnfT6B+IyRqCf99JBN78LCZz88wRaLPZXJpHz2Tzcdj7Zyj+DipLgNrZHAaWILjuHkzxN1avbxjs37+fb7/9ln79+tG5c2dls0gr1WaaRfCeUMrLy2NtRgY39gqncvX/4cg5DA47+PlhCgjFOvxBrKk/wmQN9mhd9Z3hjI6OdgmpKz3DaRQegK2/hcr8S69oDoG40ZR3ns7XmzZRWVnJkCFDdKO8iEgrlJ+fT0ZGBgMHDuTaa69tkRoMw2DHjh2cPHGccd1CqPjyFRy5R6pPaJr8MAWEYR0xHevAOz2ezQ6Hw+3KoLKyskZns8PhqLPBNAr2wbanL5/NlhCIu4GyTg+wafNmqqqqGDJkCKGhoZfeTkR8WptqFuFCKKWmphIfH98iNaxbt45rrrnGK2aCu5y6znDm5+czffp0evTo4XzwfXBwMK+88goBAQG8+OKLLF++3GU/RvlZ+PoXYMur91hT5+4k+bpQHpt8HQ6/IPaXp2BPmELv3r0bfAZ18+bNdR5fRES8V15eHhkZGQwaNIiOHTt69Ng2m43MzExOnTpFQEAAt956q0ePfyUqKircrgwqLCzkwQcfpGfPns7JZWqy2Ww288gjj7Bw4UJ69Ojh/BbQKDsNm2aCLb/eY9XOZsMczN7SPpB4J0lJScpmkTag1T1n8XIiIyMZOXIka9euxc/Pz+MPcM/NzSUvL49hw4Z59LhXymq10qFDB+c4ORwOdu3aRWBgIIsWLSInJ4fy8nK2bdvG3XffTWZmJkuXLnXfUdaiSzaKF/NzlNEj6Fv8enVp1OQBaWlpCiMRER8TFRXFqFGjWLt2LUOGDPHYA9xzc3NZu3YtNpsNwGfuuQsICKg3mxcuXOiWzZ9++imPPfYYu3btIi8vj0GDBlU3lAffumSjeDGTvZReIXvx69VV2SzSRvjOdFtNKDo6mpEjR/L1119z6tQpjx57165dJCUl+eyU0n5+foSHh2MymRg8eDATJ07kpptuIigoiNjYWJYtW0b37t359NNP+dvf/ka/fv3o368vg25/gXfXVo91cVkV017eSc8H1pL84DqenL+fmi+4v9qdz4iZG+l2Xwa3P7WWkoMfALB3714mTJhAamoq/fv3Z8GCBQCsXr2afv36MXz4cPr27cvnn39OSkpKywyOiIhcsejoaEaMGMHGjRs5ffq0R46ZlZWFzWZzZpCv3ndXXzYHBgYSGxvLBx98wMMPP4zdbmfFihUkJSUxoH8/Bt0xt/HZ/Ju1lBz8GFA2i7QFbe6bxRoxMTEMHz6cDRs2MGzYMI9M9Xzu3DkKCwsZMWJEsx+ruZWVldG/f3+g+vKhkydP8sEHHxAUFER4eDjDhg1jzpw5TJ48mVvSgrEfeY/5nxzhh6PimL3oIOU2B3vmj8TuMJgwazNrdlR/63g8p4JVLw8iwN+PIT/P5N9LX+fupydzxx13sHjxYgYOHEhBQQHDhg2jd+/eQHUDfujQITp37szq1atbaERERORqxcbGOrN5+PDhtGvXrlmPl5aWRnh4ODt27GjW43hKfdm8Z88eAMxmM++88w4333wzs+4dyOkt8/nrR4euIJtf5e7ZtymbRdqANtssArRr145hw4bx1VdfeSSUdu3aRe/evX32W8XagoKC2LZtm/P1F198wW233carr74KVF/ue//99/Pkk0+yd2RPxnUv4oUHuwPw5Tc5/OF/emE2mzCbTax+ZTAAiz4/zq3DryE4sHp8UhJDOZNbxP79+8nKymLatGnO45WVlbF161aSkpLo1KlTi89wKyIiTaNdu3YMHTqUDRs2MGLECGJjY5v1eCdOnCAtLY2goCDKysqa9VjNrb5sfuSRR7BaraSlpfHf//3f/O53v+NM1leM61FyZdmcU6hsFmkj2uRlqLVdc801DBkyhA0bNpCTk9Nsxzlz5gwlJSUkJiY22zFa0vjx4+nWrRvBwRdmiZsxYwY7d+5k/PDerNhyjn7/vYFymx2L2UTtC32OnSkjp7D6fhF/y4V3TIBhgN1uJyIigm3btjl/ZWZmMnXqVADNxCYi0sq0b9+ewYMHs379enJzc5vtOGfOnKG8vJzOnTsTFxfX4s9ibmo12RwSEoLJZCIgIICHHnrofDYnKZtF5LLafLMIEBcXx+DBg1m3bl2zhJJhGOzevZvk5OQmfS6SN9m/fz+HDx+moKD62VRlZWWkpaXx7rvvMiQ1mddmppBfXMWpXBvjBsbw95UncDgMKmwOJs/Zzprt9Ux+YzLTs2dPgoKCWLJkCQDHjh0jJSWFLVu2eOrjiYiIh3Xo0IG0tDTWrVtHXl7DJ0hrKMMwnFf8tPZsPnXqFBUVFWzYsIHk5GRee+01fjBxLH99pM8VZrNF2SzSRrTpy1Brqx1K119/PZGRkU2275ozlwkJCU22z5ZW+74IgMrKSn73u99hs9koKiri888/Z+rUqbz22mv8zQT+thPMvrcriXFBPP3jrsx87Vv6z9iA3WFw55g4bh/Vno++OuN6EJMfhPfAarXywQcfMHPmTObOnUtlZSVz5sxhxIgRug9CRKQVi4+PxzAM1q5dy+jRo4mIiGiyfZ86dYrKysoWfe5yU6udzYZhUFVVxdNPP+2c7bWqqop77rmHRYsW8eEHgVgqrjCbI3oqm0XaiDb3nMXLOXbsGFu3bm2yUDIMg1WrVtGtW7dWce2+YRiUlJS4PHexoKCA8PBw54OBo6OjCQ0NdZlVztj+DJz9qnEH8w+HYW9isjbd/xyIiIjvOXr0KNu2bWPMmDGEh4df9f4Mw+CLL76gV69eraJZvDibc3JyKCwsdGazn58fWVlZwIVJhPz9/TG2/hZyNjXuYP7hMHw+Jv+wZvgkIuJt9M3iRTp16oTD4SAjI4PRo0dfdSj5+pnLyspK8vLyXALIZDI5G8NOnToRFRWFxXKZv0rdpkH+bqgsbNiBzYFwzUg1iiIiQkJCAg6HgzVr1jBmzBjCwq6uUTl58iQOh4Nrr722iSr0rMrKSnJzc11O3Pr5+TmzOSEhgcjISGc2V1RUcODAAXr16kVKSsqFk7ndH4TCfY3I5iBoP0aNokgbom8W6/Hdd9+xa9euqwolXztzaRgGRUVFLo1hcXExkZGRzgCKiYkhKCjoip5FZZzbBLtfvnwomYMgMhn6P4PJ5Pszx4qISNM4dOgQe/bsYcyYMVc8gYphGKxcuZLk5GTi4+ObuMKmZxgGhYWFzqYwJyeHkpISl2yOjo52mWCuLjabDavV6r7/sxthzzyoLLp0IeYgiOoL/Z7GZGqd93iKiDs1i5eQlZXF3r17GTt2LCEhIY3e/vjx4+zatYsJEyZ45YN+KyoqnMFT81+r1eoMntjYWCIiIpr0UR9GwT7YPQ8qC9ybRnMg+AVCx/HQbZrCSERE3Bw4cID9+/czZswYAgICOHz4MF27dm1wzmZnZ7N3717Gjx/v9dlck88BAQFER0c7m8Mmz+b8PbDnD2ArhKqLmka/QDAHQMfvQ7f7lc0ibYyaxcuoCaWxY8de9qxdbd525tLhcFBYWMi5c+ecIVRWVkZ0dLRLAAUGBnqkHqPwIBx5B0qOgqMS/MOqgyhuLCaz+5lPERGRGvv27ePgwYP4+/uTn5/PuHHjiImJuex2hmGwYsUK+vTpQ8eOHT1Q6aU5HA4KCgpcrugpLy93yeXo6GgPZvMBOPwvKDkGRlX1/YnxE6H9aGWzSBulZrEB9u3bR1ZWFmPHjiUoKKhB27T0mcvy8nKX8MnLyyMoKMjlctLw8PBWO124iIi0XpWVlXz22WeUlZUB0L17dwYMGHDZ7Y4ePcr+/fsZN25ci2RzWVmZyzeGeXl5BAcHu1zRExYWpmwWEa+hCW4aoGfPnjgcDlavXs3YsWNdzvAZtnw49zVU5FZfphGSAFH92LVrF3379vVIGNntdvLz810CqLKy0nlmMikpiejo6DrvVRAREfE1mZmZlJeXO18fPXqU/v37OzPXqMiFnM3nszkQQhIwIvuye/duBgwY0CLZnJOTQ1VVlbMxVDaLiC9Qs9hASUlJ2O1250xs1oqjcHAhFB2AqhIw7NUrWkKoMix0tyTTod31TV6HYRiUlpa63M+Qn59PWFgY0dHRxMXFkZycTFhYmFfeiyEiInK1+vTpQ1BQEMeOHcNut1NRUUFOTg4x/jmQtRCKstyy2YE/PfyTaR87psnrqcnm2o1hQUEBYWFhxMTE0KFDB1JSUtweKyUi4u10GWojGIbBzp078Tu1kt7WrzBVFde/LmZMQXGQ9jKmgOgrPmZVVZXboysMw3C5nDQqKgp/f/8rPoaIiIgvcjgcnD17lh07dpAad4qonA/dJ2ipxTBZzmfzPEzWyCs+blVVldsEcYBbNl/2sVIiIl6uzTeLNbOo9enTx7nMMAxmzpzJtGnT3NY3TmVQtfuPWIyyBuzdBEEdYcirmCyXnxzHMAyKi4uZNGkSP/3pT4mMjKSwsJCIiAiXAAoODtaZSRERabUan82r4du/wCVO4l5gguB4GPIXTObLTxxzcTZHRERQVFREZGSky0Q0ymYRaY3ULB4+TEpKCsXFFwLm+PHjpKSksGbNGvr27etcbjgqYd19YMtr+AFMFuj8Q0zdprq9ZbPZyMvLc5mh1GKxOO9nqDkz2ZTTY4uIiHi7xmWz7Xw25zf8ACYLJE7B1PVet7dsNpvboytqsrnmV2RkpLJZRNoEXR9Rh/j4eLp3787+/fvZtGkTr732Gg6Hg5hQP16dHkWveAtT5+4kt6iSrJOl3DykHWfybCRfF8pjk68DYOrcnSRfF8qU0XFM+p9HIeRP2O0OTp06hZ+fH/PmzWP27NmYzWbMZjN5eXlYrVays7NJTExk+fLl9OzZs4VHQkRExDvUn80mXn0wil7X+jcym38BIfPqzWaLxUJubq5bNvfo0aOFR0JExHM0N3MdvvrqKw4ePEi7du1YtGgRa9euZevWrTx+R0du/22mc73SCju7/t9IXvpJ/U1dp2uC2PT6KF57diqPPPIIFouFP/7xj9xyyy1kZWVx8OBBPvvsM4KDg3n77bc98fFERER8Tr3Z/MMO3D57o3O9hmbz5r+O4S/PPMijjz5aZzZ/+umnymYRafP0zSLVzz3q378/UH3TemxsLEuXLuWTTz7h4MGDDB8+vHrFkiPkFVeSW2gDYERKVIP2b8HGde0DmPbEXF555RXuuusu53vnzp1j4sSJ/P73v+f665t+9lQRERFf1NzZbHaU0bVjENNnvaRsFhGph5pFICgoiG3btrkt/+KLL7j33nt56aWXALCv/hEnTp4iKqx65tHQoAv3K5hMUPvuT1uVw/n70nI7//XYPO6/f7pLGJWWlnLLLbdw//33uywXERFp6xqezVM4cfL0lWXz4y9x//0PKptFROqhy1Av4cYbb+Qf//gHJ0+eBOCND7MY/8SmOteNjbSyZX8hACfOlbNmR/UkOHa7wZTnttMvpTu//vWvnevb7XbuvPNO+vfv77JcRERE6ueWzR8cuops7qFsFhG5BH2zeAkTJkxg1qxZfO9738PPz49wSzHvPj2gzqmxf35rAj9+cSe9pq4lsX0QN/Svfrbiv9ac4pONZ0mrPM2AAQOomXz28ccf55NPPiEtLc1l+X/+8x/PfUAREREf457NRVeezVUnlc0iIpfQ5h+d0RhG6QnY9DBUFjZuw4jemAa90iw1iYiItGVGyTHY/MvGZ3NUH0ypLzdPUSIirYQuQ20EU3BHCO0CpkY8W8kSCnU8Y1FERESunimkE4QkAI3M5q7KZhGRy1Gz2Fj9fgtBHRrWMFpC4LofYYrq0/x1iYiItFX9n4Gg9jSoYbSEQJd7MEX2bvayRER8nS5DvQJGVQlsfwaKD9d92YtfAJgDodsDmOInerw+ERGRtsaoLIbtv4OSo3VnszmwOp+7T8fU8Xser09ExBepWbwKRskxOPwvyNkChqN6jm5LCHT+IcTdgMkc0NIlioiItClGyVH4bhnkbq2VzaHns3mssllEpBHULIqIiIiIiIgb3bMoIiIiIiIibtQsioiIiIiIiBs1iyIiIiIiIuJGzaKIiIiIiIi4UbMoIiIiIiIibtQsioiIiIiIiBs1iyIiIiIiIuJGzaKIiIiIiIi4UbMoIiIiIiIibtQsioiIiIiIiBs1iyIiIiIiIuJGzaKIiIiIiIi4UbMoIiIiIiIibtQsioiIiIiIiBs1iyIiIiIiIuJGzaKIiIiIiIi4UbMoIiIiIiIibtQsioiIiIiIiBs1iyIiIiIiIuJGzaKIiIiIiIi4UbMoIiIiIiIibiwtXcDVOwEYYDjOvzYu/HJb5gDDcF8G55fXvDYus8xRa/uLl1Hr2LXXOf/auKgu46IajIvqdHltnF9U67VxUf0ur123o97tHOffc9Rar57Xl1xmv8Ltar+uZ18O40L9jlpjYxjguGi8HBeNs/O10YB91bOd46IxrGM7o1YN1atdOGb1MNdeB4zz+7+wWc1+uLCdwzj/16TWts59U2sd43wpFz5jzX4Mx4UajIvWc3vtuPQ6F/7aXGKdWnW5LTv/Oeo75vmP5xxi5zDX+uNwGCa39Wpv6/LauLBt7T+y2ttWr2dyrlf7r1HNem77oo59UXs9k1vtLvuiMfu68Jnr3df5ZX/dX4GId2gl2VxnFl/8uubnoA9k85XuS9msbK71x9gS2Vx7W2WzZ+mbRREREREREXGjZlFERERERETcqFkUERERERERN2oWRURERERExI2aRREREREREXGjZlFERERERETcqFkUERERERERN2oWRURERERExI2aRREREREREXGjZlFERERERETcqFkUERERERERN2oWRURERERExI2aRREREREREXGjZlFERERERETcqFkUERERERERN2oWRURERERExJ0hDbJ48eKWLqHRfLFmw/DNun2xZsPwzbpVs4jU8MV/W75Ys2H4Zt2+WLNh+Gbdqrn10jeLDbR06dKWLqHRfLFm8M26fbFm8M26VbOI1PDFf1u+WDP4Zt2+WDP4Zt2qufVSsygiIiIiIiJu1CyKiIiIiIiIGzWLIiIiIiIi4kbNYgPdc889LV1Co/lizeCbdftizeCbdatmEanhi/+2fLFm8M26fbFm8M26VXPrZTIMw2jpIkRERERERMS76JtFERERERERcaNmUURERERERNxYWrqAlnT69GnmzZvHvn37aN++Pb/4xS/o06dPnevabDbee+899uzZwzPPPOPy3qpVq1i4cCEFBQWkpaXxy1/+kuDgYK+ueeLEifj5XThXEBQUxPLly1u05szMTN5++22ys7MJDg5m0qRJ3Hnnnc73PTnOTVm3N471jh07WLhwIUeOHMHPz49+/foxc+ZMwsLCAO8d68vV7Y1jXdvLL79MVlYWb7zxhnOZp8daxNspm73rZ5iy2XM1K5s9V3NtyubLMNqwWbNmGW+99ZZRXFxsrFq1yrj77ruNiooKt/XOnj1r3HzzzcZNN91kzJ492+W9kydPGnfccYexc+dOo7Cw0HjuueeMN954w6trNgzD+P73v2/k5+c3W521NbTmL7/80ti4caNRVlZmZGdnG/fdd5+xefNmwzA8P85NVbdheOdY796929i5c6dRVlZmFBcXG0899ZSxZMkSwzC8e6wvVbdheOdY13jrrbeMn//858aMGTOcy1pirEW8nbLZu36GKZs9V7Oy2XM111A2X16bvQy1qKiIvXv3cvfddxMSEsLYsWMJDw9nz549buvGxsby8ccf8/DDD7u9l5mZydChQ0lJSSEsLIwpU6awfv16r67ZkxpT8w033MDgwYMJDAwkPj6efv36cejQIcCz49yUdXtSY2ru3bs3KSkpBAYGUlpaSmlpKV27dgW8e6wvVbcnNaZmgM8++4zDhw8zdepUl+WeHmsRb6ds9gxls+comz1H2dw82myzeOrUKSIjI7Farc5l8fHxnDhxolH7OXHiBO3bt3e+7tixI2fPnsVmszVZrTWaquYaP/7xj5k8eTLPPfcceXl5TVWmiyut2TAMDhw4QKdOnQDPjnNT1l3DW8d61qxZ3HfffQwcOJChQ4cCvjHWddVdw9vGevPmzXz++ef86le/wmw2u7zn6bEW8XbKZu/7GVabstkzNSubm79mZXPDtdlmsaKigoCAAJdlAQEBVFRUXNV+an7f2P1cybFqjnclx1q4cCHvv/8+b7zxBhaLhT/96U9NVKWrK6353XffxWw2M2jQoDr305zjXNfxao7Z2LrBu8f6pZdeYvHixWzevJmVK1fWuR9vHOu66gbvG+tTp04xf/58Zs+eTWBg4GX309xjLeLtlM3e9TPsYsrmxlM2e99YK5sbp802iwEBAdjtdpdldf0la8h+qqqqXPZRs7ypNVXNAO3bt8dsNhMTE8O9997Ltm3bmqhKV1dS85o1a/joo494+umnnWd7PDnONfttirrBu8caqi+LuvHGG8nMzHTux9vHGtzrBu8b6zNnzpCdnc3999/PpEmT+M1vfsPRo0eZNGkSJSUlHh9rEW+nbPaun2G1KZs9VzMom6+Esrl5tNlmMS4ujrNnz1JeXu5cdvz4cTp06NCo/XTs2JHs7Gzn6xMnThAbG+vyFXhTaaqaL2az2YiIiLja8urU2JrT09NZsGABv//972nXrp1zuSfHuSnrvpg3jXVtFRUVzrH09rGurXbdF/OGse7bty8fffQRH374IR9++CHPP/88CQkJfPjhh4SEhHh8rEW8nbL5Am/4GVZD2XzllM2uvGGslc2N02abxbCwMJKSkli2bBllZWVkZGRQUFBAcnIy69ev5yc/+UmD9jNkyBA2btzI3r17KS4u5p133mH48OFeXfOWLVtYuXIlhYWF5Ofns2DBAkaNGtXiNX/88ccsXbqUuXPn0rFjR5f9eHKcm7Jubx3rJUuWsGnTJsrKyjh06BDvv/8+I0aMALx7rC9Vt7eO9aV4eqxFvJ0v/ttSNntnXiibvaNubx3rS1E2u2rTz1mcOXMmf/jDH1i+fDlxcXH86le/wmq1Ulpa6nJGITc3l4ceeojKykoqKyuZMmUK06dP53vf+x4dOnRgxowZPP/88xQVFZGamsp9993n1TWHhoayePFiXn/9dQIDAxkxYgT33ntvi9eckZHByZMnmTZtmnNZ+/btWbBggcfHuanq9taxjo6O5s033+TMmTNERUVx2223MXLkSACvHutL1e2tY30pLTHWIt5O2exdP8OUzZ6rWdnsuZovRdnsymQYhtHSRYiIiIiIiIh3abOXoYqIiIiIiEj91CyKiIiIiIiIGzWLIiIiIiIi4kbNooiIiIiIiLhRsygiIiIiIiJu1CyKiIiIiIiImzbdLC5ZsoRnn322pcsQERGR85TNIiLew+ebxRdeeIF58+a5LS8uLuYHP/gBhw8f9nxRIiIibZiyWUSkdfD5ZnHcuHFs2LCB8vJyl+UZGRkkJCSQmJjYMoWJiIi0UcpmEZHWweebxbS0NAICAsjMzHRZnp6ezvjx45kzZw5Tpkzh1ltv5cEHH+Tzzz+vd18TJ04kKyvL+friS2H27dvH448/zu2338706dNJT09v+g8kIiLi45TNIiKtg6WlC7haZrOZ0aNHs2rVKsaMGQPA6dOn+fbbb3nyySfp06cPcXFxhISEcOTIER555BH69u1Lhw4dGnWcnJwcnnrqKR566CFGjhzJvn37mD17Nl26dKFz587N8MlERER8k7JZRKR18PlmEWD8+PE8/PDD5OfnExkZSXp6OgMGDCAqKoqsrCz++c9/cuDAAYqKiigvL+fo0aONDqRVq1bRp08fbrjhBgD69OlDv3792LRpkwJJRETkIspmERHf1yqaxW7dunHttdeyZs0abr31VtLT07nrrrvYu3cvc+bMYerUqcyYMYPIyEimT5+O3W5v9DFOnz7Nxo0bmTRpknOZYRjEx8c35UcRERFpFZTNIiK+r1U0iwA33HAD6enpJCcnc+7cOYYNG8YHH3xAcnIyt912W4P2YbFYqKysrPO9du3aMXz4cH7zm980YdUiIiKtl7JZRMS3+fwENzVuuOEGDhw4wJIlSxg1ahQBAQHEx8dz9OhRzp49S3l5Oe+88w45OTn17iMhIYH169djs9nYsWMHa9eudb43ZswYtm7dyooVKygrK6O4uJitW7fy7bffeuLjiYiI+Bxls4iIb2s13yzGxsbSr18/Nm7cyNy5cwEYPnw427dvZ8aMGQQGBjJu3DjCw8Pr3cdPf/pT/vSnP/Gf//yH5ORkEhMTnWcz27dvz5w5c1i0aBFvvvkmAF27dmX69OnN/+FERER8kLJZRMS3mQzDMFq6CBEREREREfEureYyVBEREREREWk6ahZFRERERETEjZpFERERERERcaNmUURERERERNyoWRQRERERERE3ahZFRERERETEjZpFERERERERcaNmUURERERERNyoWRQRERERERE3/x+K7RGcACr8RgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Degree centrality\n", "f, (a0, a1) = plt.subplots(1, 2, gridspec_kw={'width_ratios': [1, 1]}, figsize=(16,6))\n", "cent = nx.degree_centrality(G) \n", "cent = np.array([cent[i] for i in G])\n", "plot_network(G, a0 = a0, values = cent, cmap=mpl.cm.YlOrBr, pos = pos)\n", "\n", "cent = nx.degree_centrality(G_dir) \n", "cent = np.array([cent[i] for i in G_dir])\n", "plot_network(G_dir, a0 = a1, values = cent, cmap=mpl.cm.YlOrBr, pos = pos)\n", "a0.set_title(\"Undirected\")\n", "a1.set_title(\"Directed\")" ] }, { "cell_type": "code", "execution_count": 14, "id": "73e30d58", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.0, 1.0, 'Directed')" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# closeness centrality\n", "f, (a0, a1) = plt.subplots(1, 2, gridspec_kw={'width_ratios': [1, 1]}, figsize=(16,6))\n", "cent = nx.closeness_centrality(G) \n", "cent = np.array([cent[i] for i in G])\n", "plot_network(G, a0 = a0, values = cent, cmap=mpl.cm.YlOrBr, pos = pos)\n", "\n", "cent = nx.closeness_centrality(G_dir) \n", "cent = np.array([cent[i] for i in G_dir])\n", "plot_network(G_dir, a0 = a1, values = cent, cmap=mpl.cm.YlOrBr, pos = pos)\n", "a0.set_title(\"Undirected\")\n", "a1.set_title(\"Directed\")" ] }, { "cell_type": "code", "execution_count": 15, "id": "e3399085", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.0, 1.0, 'Directed')" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# harm closeness centrality\n", "f, (a0, a1) = plt.subplots(1, 2, gridspec_kw={'width_ratios': [1, 1]}, figsize=(16,6))\n", "cent = nx.harmonic_centrality(G) \n", "cent = np.array([cent[i] for i in G])/20\n", "plot_network(G, a0 = a0, values = cent, cmap=mpl.cm.YlOrBr, pos = pos)\n", "\n", "cent = nx.harmonic_centrality(G_dir) \n", "cent = np.array([cent[i] for i in G_dir])/15\n", "plot_network(G_dir, a0 = a1, values = cent, cmap=mpl.cm.YlOrBr, pos = pos)\n", "a0.set_title(\"Undirected\")\n", "a1.set_title(\"Directed\")" ] }, { "cell_type": "code", "execution_count": 16, "id": "d5124d89", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.0, 1.0, 'Directed')" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# betwe centrality\n", "f, (a0, a1) = plt.subplots(1, 2, gridspec_kw={'width_ratios': [1, 1]}, figsize=(16,6))\n", "cent = nx.betweenness_centrality(G) \n", "cent = np.array([cent[i] for i in G])*2\n", "plot_network(G, a0 = a0, values = cent, cmap=mpl.cm.YlOrBr, pos = pos)\n", "\n", "cent = nx.betweenness_centrality(G_dir) \n", "cent = np.array([cent[i] for i in G_dir])*8\n", "plot_network(G_dir, a0 = a1, values = cent, cmap=mpl.cm.YlOrBr, pos = pos)\n", "a0.set_title(\"Undirected\")\n", "a1.set_title(\"Directed\")" ] }, { "cell_type": "code", "execution_count": 17, "id": "75571564", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.0, 1.0, 'Directed')" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# eigen centrality\n", "f, (a0, a1) = plt.subplots(1, 2, gridspec_kw={'width_ratios': [1, 1]}, figsize=(16,6))\n", "cent = nx.eigenvector_centrality(G) \n", "cent = np.array([cent[i] for i in G])*2\n", "plot_network(G, a0 = a0, values = cent, cmap=mpl.cm.YlOrBr, pos = pos)\n", "\n", "cent = [0.5]*len(G)\n", "plot_network(G_dir, a0 = a1, values = cent, cmap=mpl.cm.gray, pos = pos)\n", "a0.set_title(\"Undirected\")\n", "a1.set_title(\"Directed\")" ] }, { "cell_type": "code", "execution_count": 18, "id": "31344649", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.0, 1.0, 'Directed')" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# pr centrality\n", "f, (a0, a1) = plt.subplots(1, 2, gridspec_kw={'width_ratios': [1, 1]}, figsize=(16,6))\n", "cent = nx.pagerank(G) \n", "cent = np.array([cent[i] for i in G])*4\n", "plot_network(G, a0 = a0, values = cent, cmap=mpl.cm.YlOrBr, pos = pos)\n", "\n", "cent = nx.pagerank(G_dir) \n", "cent = np.array([cent[i] for i in G_dir])*4\n", "plot_network(G_dir, a0 = a1, values = cent, cmap=mpl.cm.YlOrBr, pos = pos)\n", "a0.set_title(\"Undirected\")\n", "a1.set_title(\"Directed\")" ] }, { "cell_type": "code", "execution_count": 19, "id": "0e62d8b5", "metadata": {}, "outputs": [], "source": [ "nx.katz_centrality?" ] }, { "cell_type": "code", "execution_count": 20, "id": "c7888bb9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.0, 1.0, 'Directed')" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# katz centrality\n", "f, (a0, a1) = plt.subplots(1, 2, gridspec_kw={'width_ratios': [1, 1]}, figsize=(16,6))\n", "cent = nx.katz_centrality(G)\n", "cent = np.array([cent[i] for i in G])*1\n", "plot_network(G, a0 = a0, values = cent, cmap=mpl.cm.YlOrBr, pos = pos)\n", "\n", "cent = nx.katz_centrality(G_dir)\n", "cent = np.array([cent[i] for i in G_dir])*1\n", "plot_network(G_dir, a0 = a1, values = cent, cmap=mpl.cm.YlOrBr, pos = pos)\n", "a0.set_title(\"Undirected\")\n", "a1.set_title(\"Directed\")" ] }, { "cell_type": "code", "execution_count": 21, "id": "2d4c9dd0", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/garci061/miniforge3/envs/networks/lib/python3.10/site-packages/networkx/algorithms/link_analysis/hits_alg.py:78: FutureWarning: adjacency_matrix will return a scipy.sparse array instead of a matrix in Networkx 3.0.\n", " A = nx.adjacency_matrix(G, nodelist=list(G), dtype=float)\n", "/Users/garci061/miniforge3/envs/networks/lib/python3.10/site-packages/matplotlib/collections.py:981: RuntimeWarning: invalid value encountered in sqrt\n", " scale = np.sqrt(self._sizes) * dpi / 72.0 * self._factor\n", "/Users/garci061/miniforge3/envs/networks/lib/python3.10/site-packages/networkx/drawing/nx_pylab.py:728: RuntimeWarning: invalid value encountered in sqrt\n", " return np.sqrt(marker_size) / 2\n" ] }, { "data": { "text/plain": [ "Text(0.0, 1.0, 'Authorities')" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Degree centrality\n", "\n", "\n", "# katz centrality\n", "f, (a0, a1) = plt.subplots(1, 2, gridspec_kw={'width_ratios': [1, 1]}, figsize=(16,6))\n", "\n", "\n", "h,a = nx.hits(G_dir) \n", "centh = np.array([h[i] for i in G_dir])*2\n", "centa = np.array([a[i] for i in G_dir])*2\n", "plot_network(G_dir, a0 = a0, values = centh, cmap=mpl.cm.YlOrBr, pos = pos)\n", "a0.set_title(\"Hubs\")\n", "plot_network(G_dir, a0 = a1, values = centa, cmap=mpl.cm.YlOrBr, pos = pos)\n", "a1.set_title(\"Authorities\")" ] }, { "cell_type": "markdown", "id": "6df94bc2", "metadata": {}, "source": [ "# Day 3" ] }, { "cell_type": "code", "execution_count": 22, "id": "2695caff", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from matplotlib.colors import ListedColormap\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.datasets import make_moons, make_circles, make_classification\n", "from sklearn.svm import SVC\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.ensemble import HistGradientBoostingClassifier\n", "from sklearn.inspection import DecisionBoundaryDisplay\n", "\n", "names = [\n", " \"Logistic Regression\",\n", " \"Linear SVM\",\n", " \"RBF SVM\",\n", " \"Boosting\",\n", "]\n", "\n", "classifiers = [\n", " LogisticRegression(C=0.025),\n", " SVC(kernel=\"linear\", C=0.025),\n", " SVC(gamma=2, C=1),\n", " HistGradientBoostingClassifier(),\n", "]\n", "\n", "X, y = make_classification(\n", " n_features=2, n_redundant=0, n_informative=2, random_state=1, n_clusters_per_class=1\n", ")\n", "rng = np.random.RandomState(2)\n", "X += 2 * rng.uniform(size=X.shape)\n", "linearly_separable = (X, y)\n", "\n", "datasets = [\n", " make_moons(noise=0.3, random_state=0),\n", " make_circles(noise=0.2, factor=0.5, random_state=1),\n", " linearly_separable,\n", "]\n", "\n", "figure = plt.figure(figsize=(12, 5))\n", "i = 1\n", "# iterate over datasets\n", "for ds_cnt, ds in enumerate(datasets):\n", " # preprocess dataset, split into training and test part\n", " X, y = ds\n", " X = StandardScaler().fit_transform(X)\n", " X_train, X_test, y_train, y_test = train_test_split(\n", " X, y, test_size=0.4, random_state=42\n", " )\n", "\n", " x_min, x_max = X[:, 0].min() - 0.5, X[:, 0].max() + 0.5\n", " y_min, y_max = X[:, 1].min() - 0.5, X[:, 1].max() + 0.5\n", "\n", " # just plot the dataset first\n", " cm = plt.cm.RdBu\n", " cm_bright = ListedColormap([\"#FF0000\", \"#0000FF\"])\n", " ax = plt.subplot(len(datasets), len(classifiers) + 1, i)\n", " if ds_cnt == 0:\n", " ax.set_title(\"Input data\")\n", " # Plot the training points\n", " ax.scatter(X_train[:, 0], X_train[:, 1], c=y_train, cmap=cm_bright, edgecolors=\"k\")\n", " # Plot the testing points\n", " ax.scatter(\n", " X_test[:, 0], X_test[:, 1], c=y_test, cmap=cm_bright, alpha=0.6, edgecolors=\"k\"\n", " )\n", " ax.set_xlim(x_min, x_max)\n", " ax.set_ylim(y_min, y_max)\n", " ax.set_xticks(())\n", " ax.set_yticks(())\n", " i += 1\n", "\n", " # iterate over classifiers\n", " for name, clf in zip(names, classifiers):\n", " ax = plt.subplot(len(datasets), len(classifiers) + 1, i)\n", " clf.fit(X_train, y_train)\n", " score = clf.score(X_test, y_test)\n", " DecisionBoundaryDisplay.from_estimator(\n", " clf, X, cmap=cm, alpha=0.8, ax=ax, eps=0.5\n", " )\n", "\n", " # Plot the training points\n", " ax.scatter(\n", " X_train[:, 0], X_train[:, 1], c=y_train, cmap=cm_bright, edgecolors=\"k\"\n", " )\n", " # Plot the testing points\n", " ax.scatter(\n", " X_test[:, 0],\n", " X_test[:, 1],\n", " c=y_test,\n", " cmap=cm_bright,\n", " edgecolors=\"k\",\n", " alpha=0.6,\n", " )\n", "\n", " ax.set_xlim(x_min, x_max)\n", " ax.set_ylim(y_min, y_max)\n", " ax.set_xticks(())\n", " ax.set_yticks(())\n", " if ds_cnt == 0:\n", " ax.set_title(name)\n", " ax.text(\n", " x_max - 0.3,\n", " y_min + 0.3,\n", " (\"%.2f\" % score).lstrip(\"0\"),\n", " size=15,\n", " horizontalalignment=\"right\",\n", " )\n", " i += 1\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 23, "id": "ddf87d61", "metadata": {}, "outputs": [ { "ename": "NameError", "evalue": "name 'train' is not defined", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", "Input \u001b[0;32mIn [23]\u001b[0m, in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 17\u001b[0m eids \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mrandom\u001b[38;5;241m.\u001b[39mchoice(\u001b[38;5;28mlen\u001b[39m(u), \u001b[38;5;28mlen\u001b[39m(G2\u001b[38;5;241m.\u001b[39medges()))\n\u001b[1;32m 18\u001b[0m neg_eids \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mrandom\u001b[38;5;241m.\u001b[39mchoice(\u001b[38;5;28mlen\u001b[39m(neg_u), \u001b[38;5;28mlen\u001b[39m(G2\u001b[38;5;241m.\u001b[39medges()))\n\u001b[0;32m---> 20\u001b[0m \u001b[43mtrain\u001b[49m\n", "\u001b[0;31mNameError\u001b[0m: name 'train' is not defined" ] } ], "source": [ "import scipy.sparse as sp\n", "import networkx as nx\n", "\n", "G2 = nx.convert_node_labels_to_integers(G)\n", "u,v = zip(*G2.edges())\n", "adj = nx.to_numpy_array(G2)\n", "\n", "# Find all negative edges and split them for training and testing\n", "adj_neg = 1 - adj - np.eye(len(G2.nodes()))\n", "neg_u, neg_v = np.where(adj_neg != 0)\n", "\n", "test_size = int(len(G2)*0.1)\n", "train_size = len(G2) - test_size\n", "\n", "\n", "# randomly select some indexes to keep\n", "eids = np.random.choice(len(u), len(G2.edges()))\n", "neg_eids = np.random.choice(len(neg_u), len(G2.edges()))\n", "\n", "train\n" ] }, { "cell_type": "code", "execution_count": null, "id": "ab04045f", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "dfc882ac", "metadata": {}, "outputs": [], "source": [ "np.random.choice(len(u), len(u))" ] }, { "cell_type": "code", "execution_count": null, "id": "fdeadfb0", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.5" } }, "nbformat": 4, "nbformat_minor": 5 }