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sitc/sna/4_Social_Networks.ipynb

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"![](images/EscUpmPolit_p.gif \"UPM\")"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"# Course Notes for Learning Intelligent Systems"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"Department of Telematic Engineering Systems, Universidad Politécnica de Madrid, © Carlos A. Iglesias"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"## [Introduction to Network Analysis](0_Intro_Network_Analysis.ipynb)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"# Social Networks"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"outputs": [],
"source": [
"# from networkx documentation\n",
"# Plot degree distribution \n",
"\n",
"import collections\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# We convert first the graph from directed to undirected\n",
"\n",
"def plot_degree_histogram(G):\n",
" degree_sequence = sorted([d for n, d in G.degree()], reverse=True) # degree sequence\n",
" # print \"Degree sequence\", degree_sequence\n",
" degreeCount = collections.Counter(degree_sequence)\n",
" deg, cnt = zip(*degreeCount.items())\n",
" fig, ax = plt.subplots()\n",
" plt.bar(deg, cnt, width=0.80, color='b')\n",
" plt.title(\"Degree Histogram\")\n",
" plt.ylabel(\"Count\")\n",
" plt.xlabel(\"Degree\")\n",
" ax.set_xticks([d + 0.4 for d in deg])\n",
" ax.set_xticklabels(deg)\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Regular graph"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"outputs": [],
"source": [
"import networkx as nx\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# from Think Complexity\n",
"def adjacent_edges(nodes, halfk):\n",
" n = len(nodes)\n",
" for i, u in enumerate(nodes):\n",
" for j in range(i+1, i+halfk+1):\n",
" v = nodes[j % n]\n",
" yield u, v\n",
" \n",
"def make_ring_lattice(n, k):\n",
" G = nx.Graph()\n",
" nodes = range(n)\n",
" G.add_nodes_from(nodes)\n",
" G.add_edges_from(adjacent_edges(nodes, k//2))\n",
" return G\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"L = make_ring_lattice(10,4)\n",
"pos = nx.circular_layout(L)\n",
"nx.draw_networkx(L, pos=pos, with_labels=True, node_size=300, node_color='pink')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"text/plain": [
"1.6666666666666667"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#Average shortest path\n",
"nx.average_shortest_path_length(L)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_degree_histogram(L)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## ErdősRényi Random Graph"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"text/plain": [
"0.23025850929940456"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"n = 10\n",
"p1 = np.log(n) / n\n",
"p1"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"scrolled": true,
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"text/plain": [
"False"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## n: number of nodes and p: probability\n",
"\n",
"ER1 = nx.erdos_renyi_graph(n, 0.1)\n",
"\n",
"pos = nx.circular_layout(ER1)\n",
"nx.draw_networkx(ER1, pos=pos, with_labels=False, node_size=100, node_color='orange')\n",
"nx.is_connected(ER1)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_degree_histogram(ER1)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"text/plain": [
"True"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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zZrnbtG3bFsWKFcuyUiAn7ty5AyLC3r17s32XkZGB4OBgGBkZ4cyZM7m29eXLF/Tq1QtCoRDFixfH4cOH9fZvyfPnwQsCnjzLgwcPULduXRARateujXv37im1340bN2Bubo569eopnEWoXbs2qlatKvc7eYIA+JWLIBaLERUVJXe/xYsXg4gwffp0peLUNQzD4M6dOxg8eDA8PT1lRZKkxYBKliyJwYMH4+7du3nmpjVt2jQQEZYsWSL3+y9fvkAsFuf47l8eVapUQZ06deR+l5KSgrp168LCwgI3b95Uqr27d++iVq1aICLUrVsXDx48UCkeHh514AUBT57j69ev6NOnD4RCITw8PHDgwAGlb0iPHz+GnZ0dKlWqpLCgzZMnT0BE2LJli9zvFQmC79+/w8TEJMcb/qRJk0BE2RIQ9YX09HRcvXoVM2bMQL169WBqagoigpWVFYKCgjBs2DAMGzYMgYGBsLKyAhHB1NQU9erVw4wZM3D16lW9yJWQx/Lly0FEmDx5ssJtpk2bBhMTE5WXOkpngJ4+fSr3+/j4eFSqVAn29vZ48uSJUm0yDIMDBw6gaNGiEAqF6NOnj1ZXYPD8ffCCgCfPkJqairlz58LKygpWVlaYP3++wjXi8nj37h1cXFzg7e2NmJgYhdsNGDAADg4OCmcPFAkCAOjWrRtcXV3lvoYAfg3y/fv3h0AgUFjwRptkZGTg1q1bmDt3Lho3bgwLCwsQEczNzdGwYUPMnj0bN27ckPt7MjIycOPGDcyePVtW3ZGIYGFhgcaNG2Pu3Lm4deuWwr+FNtm2bRsEAgEGDBigUDymp6ejYMGC6N69u8rtp6SkwN7eHgMHDlS4TUxMDLy8vODi4oJ3794p3XZqairmzZsnO+/nzZun0nnPw6MsvCDg0XsYhsG+fftQtGhRiEQihIaGqlzwJyoqCsWKFYObmxsiIyMVbpeQkABLS0uMHj1a4TY5CYKbN2+CiHJMIpNIJOjQoQPEYrHW16BLJBLcv38fCxcuRNOmTWFtbQ0igomJCerUqYNp06bhypUraiW0paWl4fLly5g2bRrq1KkDExMTEBFsbGzQrFkzLFq0CPfv31f63TxbHD16FAYGBujYsWOOfe/fv1/hcVWGUaNGwcrKKsdSypGRkShcuDCKFy+u8tP+169fZcWzihYtiv379+eZVzU8eQNeEPDoNXfv3kXNmjVBRKhXrx4ePnyochuxsbEoV64cnJyc8PLlyxy3XblyJQQCQY7+ADkJAgCoUKEC6tevn2M/aWlpCAoKgqmpKS5dupT7j1AThmHw+PFjLFu2DMHBwbC3twcRwdDQEDVq1MDkyZNx/vz5XFdkqENKSgrOnz+PyZMnIyAgAIaGhiAi2NvbIzg4GMuWLcPjx485valdvHgRJiYmCAoKylXk1KtXDxUrVlS7rzdv3kAgEGDVqlU5bvfixQvky5cPPj4+ao2TDx48QL169UBEqFmzptzEVx4edeAFAY9e8uXLF/Ts2RMCgQAlSpTAf//9p9aNIykpCf7+/rC2ts416ZBhGJQtWxZBQUE5bpebINiwYQOICC9evGAtNmVhGAYvXrzAypUr0bZtW7mOgKdOndLIEVBdcnJybNu2LetOjvfu3YO1tTUCAgJy/b3Pnz8HEWHjxo0a9RkYGIiyZcvm+htUiU0eDMPgv//+Q/HixSEQCNCzZ0+9LlHNkzfgBQGPXpGcnIyZM2fK1mMvXrxY7fXY0qdwExMTpZ7CL1++DCLKdRo/N0GQnJwMW1tbDB06NNc+VZm9UMTbt2+zOQIKhUJUqFABI0eOZNURkE3i4+Nx7NgxuU6OnTp1wrp169R2cnz58qVKT+FDhgyBnZ2dxhUljx49CiLClStXct1WldkLRaSlpWHRokWwsbGBhYUFZs2axclsD8/fAS8IePQChmGwa9cuuLm5wcDAAAMGDMgx8S83Mr+nP3r0qFL7dOjQAe7u7rm+485NEADA8OHDYWNjo9TTn7L5DVIyOwK6ublpzRGQa6ROjkOGDEG5cuXUdnKMjIyEm5sbihUrpnAJaGYSExNhY2ODESNGaPwbJBIJihQpgo4dOyq1vbL5DbkRExODAQMGQCQSwc3NDbt37+bzC3hUhhcEPDrn5s2bqF69OogIjRs3VnpZliIYhsGAAQNUyuSPioqCoaEh5s6dm+u2ygiCly9fQiAQYO3atUr1//btW4UrIL58+YLt27fjn3/+QbFixbI5Au7bt08j8aSvxMTEyHVyLFasGP755x+5To7qZPKvWbMGAoEAr169YiXuOXPmwNDQUOmkQekKiIEDB2p8E3/8+DEaNWoEIoK/v7/aCZI8fye8IODRGZ8+fULXrl1Zd32bPHmyymv9Z8yYAWNjY6XqyCsjCACgYcOG8PX1VToGaY0EX19fbN68OZsjYIkSJdCnTx+tOwLqC1+/fsXOnTsVOjlu3rwZvr6+Kq/19/HxQaNGjViL89u3bzAyMsLMmTOV3kdaI0GeJ4I6HDt2TOby2bVrV50ZSPHkLXhBwKN1kpKSMHXqVJiZmcHOzg5hYWGsFbORVgOcNm2a0vtkZGTIzHeUQVlBcOjQIRARrl+/nuN2mR0BPTw8ZDe6IkWK6NwRUJ/59OkTtmzZgh49eqBIkSKyv5uHh4fSTo7Xrl0DEcn1NNCEzp07o3DhwirVYJg6dWqOVRRVJT09HcuWLYOdnR3MzMwwbdo0nSST8uQdeEHAozUYhsG2bdvg6uoKsViMIUOGsGq9q65fgLI3binKCoKMjAwULlw4m9CQOgIOHz4cvr6+2RwBR40alaPPAk9WMjIyEBISAiMjI4waNQpdunSBq6urLLnS19dXoZNj586d4ebmxvrfWR2hkdlnQVGVTHX4/v07hgwZAgMDA7i6umL79u18fgGPXHhBwKMVrl27hipVqoCI0LRpUzx//pzV9qWOgl27dlV5sGvYsCH8/PyU3l5ZQQAAM2fOhLGxMfbs2ZPNEdDZ2Rnt27eX6wi4b98+mVkTP3grhmEY9OzZEyKRCPv378/y+atXr7B69Wq5To5jxozBnj17YGRkhFmzZnESm6+vr8qvIhiGQZcuXRQ6MWrCs2fP0KRJExARqlSporQA5vl74AUBD6d8+PABHTt2lCXBnTx5kvU+zp07B2NjYzRv3lzlVw/S5L9169YpvY8yyw7PnDmDCRMmoGLFirKpbFUdAdetWwciwqhRo1T5SX8VI0eOBBFh/fr1OW6X2cmxVatWMidHIkKlSpUwYcIEnDlzRuNlh5lZu3atWsmK6enpaNasGYyNjXH+/HnW4pFy8uRJWZJmx44dlVq5wfN3wAsCHk5ITEzEpEmTYGJiAgcHB6xYsYKT6e/bt2/D0tIStWrVUmswHzZsmNLLA6X8LghSU1Nx8eJFTJkyBbVq1YKxsTGICLa2tmjRogX8/PxQsGBBtX7//PnzQUSYPXu2yvv+6cyaNQtEpLIzIfDrNYOLiwv8/PzQokUL2NragohgbGyMWrVqYcqUKbh48aJGngHS5YzDhw9Xed/k5GTUqlULlpaWuH37ttoxKCIjIwMrVqyAg4MDTE1NMXnyZCQmJrLeD0/eghcEPKwikUiwadMmuLi4wNDQECNGjEBsbCwnfT179gwODg7w8/PL9m5YGZKSkpQuIJQZ6fvhfv36yXUEnD9/Pu7cuSNbVy4teKRsPYTfGTt2LIgIq1evVmv/P5FVq1aBiDBu3Di19j9y5EiWAkISiQR37tzB/PnzERQUBEtLyyxOjjNnzsS1a9dUnoEaMmQIbG1t1Urmi4uLg6+vLxwdHVl/xSYlNjYWI0aMgKGhIVxcXLB582ate03w6A+8IOBhjcuXL6NChQogIrRs2ZK1dd3y+PDhA1xdXeHp6amy0ZGU9evXK1Vi+HdHQKkAMDY2ztUREFC+JLIiGIaR2T3v2bNHrTb+JHbv3g2hUIjQ0FC18ysCAwNRrlw5hftndnJs0KCBzMnR0tJSJSdHaUnkDRs2qBVndHQ0SpQogUKFCuHDhw9qtaEML1++RIsWLUBEqFixolKVFnn+PHhBwKMx7969Q9u2bUFEKFeuHM6ePctpf9HR0fD09ISrq6tGg6QiEyKpI+CiRYvQrFkz2NjYZHEEDA0NBRHh2rVrSve1atUqCAQCvHnzRq1YJRIJ2rRpA0NDQ5w4cUKtNv4EIiIiYGhoiLZt26r9JCs1IVJlxuV3J0fpayFlnBw1NU1iQ/wqy5kzZ1C2bFkQEdq2bauSTTNP3ocXBDxqEx8fj3HjxsHY2BhOTk5Ys2YN58vkMk+jPnv2TO12bty4ASLCwYMHwTAMnjx5ItcRMCAgAJMmTcK5c+dkNeJVWWUgJSEhAVZWVjnaKudGamoqGjZsCDMzM1y9elXtdvIqV69ehZmZGRo1aqR27X/g/22KNXlnnpKSgnPnzmHSpEnZnBxDQkIQFhaGJ0+egGEYHDhwAESEmzdvqt2fpq/HVCEjIwNr1qxBvnz5YGxsjPHjxyM+Pp7TPnn0A14Q8KiMRCLB+vXrkT9/fhgZGWHMmDGcD1IAe4lWDMMgODgYtra2aN26dRZHwCpVquTqCKiOIACAgQMHwsHBQSPzmcTERFStWhW2trZqWUHnVR48eAAbGxtUq1ZN4xu5vb09Bg0axGJ0/+/kOHbsWFSpUkXm5Jg/f360bt0atra2CAkJ0WgJqaYJtKoSFxeHMWPGwMjICPnz58f69ev5/II/HF4Q8KjEhQsXUL58eRARWrdurfYUuKpouhTr7du3WLduHTp16iRbky4QCGSOgMeOHVP6KUhdQfD06VMQETZv3qxy/Jn58eMHSpcuDWdnZ639/XXJ69evkT9/fpQpU0bjQlabNm0CEeHp06fsBKeA350cpUZNBQoU0MjJUZMltury5s0btGrVCkQEX19fXLhwQSv98mgfXhDwKMXr168REhKik0GBYRh07dpVpWItihwBy5Urh4CAABgYGOSaTKgIdQUBANSuXRtVqlRRq9/MfP78Ge7u7ihatGg2g58/CbZ/Z+XKlVGnTh0WIlON58+fw8DAAAEBAdmcHLt3747Nmzcr5XQJ/H8Rrm7dumm1aNWFCxfg6+sLIkJISEi2Ylo8eR9eEPDkyM+fP2WldJ2dnbFhwwatThtmLuea05O1IkdAb2/vLI6AEokERYsWRbt27dSOSRNBsGfPHhAR7ty5o3b/Ul6/fg1nZ2dWnpz1EbZnQm7fvg0iwt69ezUPTg3atm0LDw8PSCQSmZNj//794e3tnc3JcceOHTlaN6tbpltTJBIJNmzYAGdnZxgZGWH06NFaeV3Iox14QcAjl4yMDKxevRr58uWDiYkJJkyYgISEBK3HMW3aNLmGL9++fcOePXvQr18/eHl5ZXME3Llzp1xHwOPHj4OIcPHiRbVj0kQQpKeno0CBAujVq5fa/Wfm4cOHsLW1RdWqVf+owjJc5Er07NkTLi4uWptq/50LFy6AiBAREZHtu6ioKLlOjl5eXujXrx/27NmTzYlTauQ1ffp0bf0EGQkJCZgwYQKMjY2RL18+rF69mvfd+APgBQFPNjIvPWrfvj3ev3+vkziklrCTJ0/O4ghYpkwZ2ZSru7s7evTogS1btijlCNi0aVOUKVNGo6cqTQQBAPz7778wNTVlrWATW9n3+kLm1RSqLO3MiR8/fsDU1BRTpkxhpT11YBgGpUuXRrNmzXLdNjIyUubk6O7uLnvlVaZMGQwePBgHDx5EbGwsJk2aBCLVrL7Z5N27d2jXrh2ICGXLlsWZM2d0EgcPO/CCgEfGy5cv0bx5c70oTiKtA+/j44Py5cvLHAFdXV3RpUsXbNiwQWWh8u7dOwiFQqxYsUKj2DQVBJ8+fYKBgQEWL16sURyZiYiIgFgs1mh9vj6QkZHBSb2FRYsWwcDAAJ8/f2atTXUIDw+HUChU69xdv349OnfunM3J0cfHRyk/By65fPmyzLejefPmePnypc5i4VEfXhDwIDY2FsOGDYNYLEbBggWxZcsWrTvsJSYm4sSJExgzZkyWKdP8+fOjffv2WL16NV69eqVRXGPGjIGlpaXGa6o1FQQA0KpVK5QoUYLVv/OuXbs0ruCnS7iqyMgwDIoXL47WrVuz1qa6xMfHw8LCAmPHjlW7DUVOjkQET09PjBkzBidOnND6KySJRIItW7bIypYPHz6cs7LlPNzAC4K/mPT0dISHh8sMTv7991+tDSKZHQGrV68uK+xibW0NkUiEUqVK4eHDh6zd2FJSUuDo6Ij+/ftr3BYbguDs2bMgIpw6dUrjeDIjrfE/fvx4VtvVBuPGjePEs+HkyZMgIpw7d47VdtWlX79+cHR01Mg4KTMMw+DBgwcoVaoURCIRrK2tZYW1qlevjokTJ+Ls2bMa1b9QhcTEREyePBmmpqZwcHBAeHg4n1+QR+AFwV/KiRMnZBaonTp14twCNTdHwCVLlmDPnj2wtraGv7+/WmYwObF161YQER4/fqxxW2wIAoZhULJkSbRs2VLjeH5HExdAXcGlq2OLFi3g5eWlN7Mmjx49AhFh27ZtrLablJQEf39/WFlZYc+ePVi8eDGaN28u18nx0qVLnOebfPz4EZ06dQIRd9bnPOzCC4K/jGfPniEoKAhEhKpVq+L69euc9JOeno5r165h5syZqF+/vswQyNLSUq4j4IsXL5AvXz74+PhwMs1YrVo11KxZk5W22BAEALB06VKIRCJOxNjIkSM1MtXRJlKTqVGjRrHe9ocPHyASibBs2TLW29aEGjVqoHr16qy3Gxsbi3LlysHJyUn2Hl+Rk6OZmRnq16+vtpOjsly/fh1VqlQBESEoKEijkuM83MILgr+E79+/Y/DgwTAwMEChQoWwY8cOVp+YJBIJbt++LXMEzDzoNGjQALNmzcL169flDjqRkZEoXLgwihUrluPaa3W5d+8eiAi7du1ipT22BMHPnz9hbm6OiRMnshJXZhiGQc+ePSESibB//37W22eLffv2QSQSoVevXpw8wU+YMAHm5uZ6t1Z+586dICLcv3+f9bajoqJQrFgxuLm5yS12lJ6ejuvXr2PWrFnZnBwDAwMxb9483L59m9XkVIZhsGPHDhQqVAgGBgYYPHgwvn//zlr7POzAC4I/nPT0dCxduhR2dnYwNzfH9OnTWamDrsgR0NjYGHXq1MG0adNw+fLlXKclY2Ji4OXlBRcXF86c1Xr37g1nZ2fWpkjZEgQA0KdPH+TPn5+T6duMjAyEhITAyMhIL5eDnT59GoaGhggJCeHkHXNaWhqcnJwQGhrKetuakpaWhvz586NPnz6ctP/27Vu4uLjA29sbMTExucZy+fJlTJ06FbVr15br5PjgwQNWBFtSUhKmTZsGMzMz2NnZYdmyZTqrC8GTHV4Q/MEcPXoUJUuWhEAgQLdu3ZRap68IqSNgWFgYQkJCcnUEVIb4+HhUqlQJ9vb2ePLkidqx5URsbCzMzMwwadIk1tpkUxDcv38fRISdO3eyEFl2UlJSULduXVhYWODGjRuc9KEON27cgLm5OerVq8dact3v7NixA0SEBw8ecNK+pkycOBHm5uacjZWPHz+GnZ0dKlWqpFJRMUVOjg4ODtmcHNXl06dP6NatGwQCAUqWLIljx46p3RYPe/CC4A/k8ePHaNiwIYgIAQEBajkDMgyDly9fYtWqVWjbti3y58+fxRFw7NixOHnypNrJf9Iblbm5Oac3qiVLlkAkEildJ14Z2BQEAFC9enXUqFGDlbbkoQ3hpQrq3qhUJSAgAP7+/py1rykfP36ESCTC0qVLOesjs/BSd5VBUlISTp48KdfJsV27dli1ahVevnyplkC4desW/P39QURo2LAhK0m/POrDC4I/iG/fvqF///4QiUQoUqQI9uzZo9JFmtkRsGDBgrLiJ35+fio7AuZE5qns06dPa9yeIhiGgaenJ4KDg1ltl21BsG3bNhARHj16xEp78oiJiYG3tzenr2aU4d27d0pPZWvCw4cPQUTYvn07Z32wQcuWLVGyZElOV0CcPn0aRkZGrL2akTo5jhgxAn5+frKiYQULFlTLyZFhGOzZswdubm4QiUTo379/tjLNPNqBFwT6CMMAydFA/Jtf/81lsEhLS8PChQthY2MDCwsLzJ49W6mngcjISGzevBndu3dHkSJFsjgCDhkyBIcOHWI941+byW5nzpwBEbEuOtgWBKmpqciXLx/69evHSnuKiIyMhJubG2fJm7mROdlNk9dXytC3b1/ky5ePs9cRbHHq1CkQEc6ePctpP/v27YNQKOQkeTM2NhaHDh3CkCFDULZsWVlZ8SJFiqjk5JiSkoJZs2bBwsICNjY2WLRokXK5NSqOlzyK4QWBPpH6A3iyEDjgDmyh//93wP3X56k/smzOMAwOHTqE4sWLyy72nCxio6KisGPHDrmOgP3798fevXs5fWoD/n85nDbKrIaEhMDT05P1AZBtQQD8KspjYWHBygxMTrx8+RJOTk7w8fHR6jUqbzkcV8TFxcHCwiJPFGdiGAYlSpRAq1atOO9r3bp1nC3vzExMTAz27t2bzcmxePHi6N27d65Ojl++fEGvXr0gFApRvHhxHD58WP41rOJ4yZM7vCDQFyKPATvMgC2C//3LdIJLP9th9ms7AA8ePEDdunVBRKhduzbu3buXrUlFjoDFixeXOQJq80lRmwVzIiMjYWBgkM0lkQ24EATv37+HUCjUiknNvXv3YG1tjYCAANYLQMlDWjDH2tqak2V2v7N8+XKIRCJ8+PCB877YYPHixTAwMOB81gTgtgCUIqROjr1790bx4sWVcnIEgLt376JWrVogItStWzdrcqiK4yWPcvCCQB+IPAZsFQFbhL+d2L//E4LZIsLi0Y0hFApRtGhRHDhwQKaeY2NjcfDgQQwePDjL1F1mR0A2k+tUQVpSd9y4cVrpb9KkSTAzM+OkyBEXggAAmjVrhlKlSmmlot7FixdhYmKCoKAgTivWpaWlITAwECYmJrh06RJn/UhhGAbe3t5o3rw5532xRWxsLExNTTF58mSt9Dd27FhOSkQrS2Ynx8yvKsuWLZvFyRH4dTwPHDiAokWLQigUok+fPvjxeLvS4yW2inhRoAK8INA1qT/+p3RzO7l//cvYRIhfQ1i2YBpiYmJw9OhRDB8+HL6+vlkcATt37oz169frNIFMyu7du7VqupOWlgZnZ2f8888/nLTPlSCIiIgAEeHChQustquIo0ePQiwWo2PHjpw4JEokEnTo0AFisVhry8rOnz8PImLVKVEb9OrVi9VaGTnBlYmUuihycvTz88OIESNw9OhRxMTEYN68eXB1skT8GoJk8++zAjmIgh1m/OsDJeEFga55slDOlFfO/5jNhPn/FM6y/IctR0C2iYiIgKGhoVZteXfv3g0iwt27dzlpnytBIJFI4OHhgbZt27Labk5s374dAoEAAwYMYPW8YRgG/fv3h0Ag0Gqmf5s2bVCsWLE8ZwF9584dEJHWbtASiYQTm2lNyezk2K5duyzLnStXroy9MwIg2az8WCl7hfB0ka5/Wp5Alfu3AAAoF+Li4sjKyop+/vxJlpaWuW3+dwMQHfIgSnhNv16rKQfDEH1NMqP9zByqWbMWFStWjAQCAXdxqsm1a9eodu3a5O/vTwcOHCCxWKyVfmvXrk2pqal08eJFTtq/ffs2lS9fnm7dukU+Pj6str1gwQIaOXIkffjwgfLly8dq24oIDw+nPn360OTJk2nChAmstDl58mSaNGkShYeH0z///MNKm7nx5csXcnV1pdmzZ9OgQYO00iebVK1alUxMTOjkyZNa6S8tLY2aNm1KFy5coFOnTlHFihW10q8qAKDnz5/TmTNn6MyZ0zSzyh4qZMeQUKhKKwIi8yJEQS+I9HCc1CdUuX8baCmmv4fUGKKEVyrvJhQSOZknUmWP4pSYmEh37tzhIDjNePnyJfXs2ZOKFi1KY8eOpQcPHmil3zdv3tDp06dp6tSpdPv2bU76ePLkSZb/skm5cuVIKBTSlClTqFu3bqy3L48KFSpQ3759aeLEiZSYmEitW7fWqL3t27fTnDlzqG/fvuTn58fZcfidNWvWkFAopHLlymmtTzZp2LAhjR8/nvbs2UNubm5a6XPcuHHUt29fqlevHq1evZrc3d210q+qVKhQgSr7eJDby11q7I1f42zadyIjO9Zj+1vhZwjYJuEt0UH1L/zCA4nefWMvHB4eHh59pZA90dtFGjTQ5A2ReWG2wvkj4WcIdImBuUa753f1oIBGlcnX15fKli1LZmZmLAWmPt++faPu3buTQCCgNWvWkJ2d9hR5UlISNWjQgFq3bk19+/blrJ8nT55Qhw4daPPmzeTp6clZ+/Pnz6eAgADW21cEAPr333/pv//+o3nz5lH16tVV2v/8+fM0bNgwCgwMpPHjx2v1NdbZs2dp6NChnB0TbbF06VLatWsXHTt2jExMTLTWr/S6JSJau3atVq9bZRFl/CB6WUf9BsQW7AXDw88QsI66OQQgiocD9T1Wl86cOUufPn0ikUhEFSpUoJo1a1LNmjWpSpUqZGpqyl3scoiNjaWAgAD69u0bXbp0iQoXLqzV/leuXEl9+vSh169fU6FChTjrh8scAimVKlUiKysrOn78OCftKyIjI4NCQkLo2LFjFBERobQoOH/+PNWvX58aNmxIO3fuJAMD7T4/1KtXj+Lj4+nKlSta7Zdt3r17R25ubrRixQrq2bOnVvt+8+YNVatWjRwcHOjs2bNkbW2t1f5zQ5KRQQnbncmCovkcAo5Q5f6t0iHgUQKBgKhYf9X3A1H4aTF169adPn78SE+fPqWlS5dSwYIFadWqVVS3bl2ysbEhf39/mjRpEp07d45SU1PZjz8TSUlJFBgYSB8/fqSIiAitiwEAtGzZMgoMDORUDGiL0NBQioiIoBcvXmi1XwMDA9q2bRtVqVKFAgMDlcpPuXPnDgUFBVGVKlVo69atWhcDz58/pxMnTlBoaKhW++WCQoUKUWBgIIWFhZESz1+s4ubmRsePH6f3799TYGAgJSUlabX/nDh9+jT5lC9PEzZHE6lzTy8+gBcDLMMLAi4o0pnIwJSU//MKCSITOvW6ANWuXZuaN29OQqGQevfuTTt27KCoqCh6+PAhzZs3j+zt7WnJkiVUo0YNsra2ptq1a9PUqVPp0qVLlJaWxtpPSEtLo+DgYLp79y4dOXKEvLy8WGtbWa5cuUL379//I24KREStWrUiOzs7Cg8P13rfxsbGtH//fipevDg1aNAgR1Hy/Plzql+/PhUvXpz2799PxsbGWoz0F+Hh4WRvb08hISFa75sLQkND6e7du3T16lWt9+3t7U1Hjhyhu3fvUnBwMKvjhDq8ePGCmjVrRrVr1yYzMzPqNPEkCcVmpMp4SQamRG6duAzz74TtdYw8/+N/lQoZZStvfToOhmGwbds2uLq6QiwWY+jQofjx40e2piUSCe7cuYP58+cjKCgIlpaWICKYmpqifv36mDlzJq5du4b09HS1Qs/IyNCL9czt27dH0aJFtbL+nKs6BL8zYsQI2NjYIDExkdN+FBEdHQ1PT08UKlRIbhngDx8+wNXVFZ6enjpzp0tMTIS1tTVGjhypk/65QCKRwN3dHR06dNBZDBERERCLxVqtH5KZHz9+YMiQIRCLxXB1dcX27dv/v06GCpVdpeMlj3LwhYn0hchjSNtiBMkmAvNboSLJJvpVjGOHWbaTOykpCVOnToWZmRns7e0RFhaW4809PT0d169fx6xZs9CgQQOYmZmBiGBpaYnGjRtj3rx5uH37tlKDgL5UPIuKioKhoSHmzZunlf60JQhevXoFgUCAtWvXctpPTmS+6UdHR8s+j46ORokSJRSKBW2xZs0aCAQCvH79WmcxcMHcuXNhaGiIr1+/6iyGXbt2abXCKPBrfAoLC4O9vT3MzMwwdepU+X4bynoZ8GJAJXhBoEc0rF0Zi/sWzebe9XOTAwbUJ7x+ekfhvpGRkejSpYvMNOT4ceUuhLS0NFy+fBnTpk1D7dq1YWxsDCKCjY0NmjVrhkWLFuHBgwdyB4Rx48bptCa6lOnTp8PY2Jhzp0Yp2hIEANCoUSP4+vpy3k9OPHv2DA4ODvDz80NcXBzi4uLg6+sLR0dHPH/+XGdxMQwDHx8fNG7cWGcxcMW3b99gbGyMGTNm6DQOqQeJNpwjjx8/Di8vLwgEAnTt2jV335XUH78qEMpzO3y6CEhl38fkT4cXBHrC/fv3QUTYuXMnwDC4e/0UCtkT7l4/hcSEBNjY2GD48OG5tnPz5k1Ur14dRITGjRvjyZMnKsWRkpKCc+fOYdKkSQgICIChoSGICA4ODggJCUFYWBiePHmCefPmad01TR4ZGRlwdXVF165dtdanNgXB4cOHQUS4du0a533lxO3bt2FpaYkaNWrA398flpaWuH37tk5junr1KogI//33n07j4IouXbqgUKFCyMjI0GkcXLuUPnnyBI0bNwYRoXr16rh586ZqDfw2XkKPSrfnNXhBoCf07t0bTk5OMnOT3286Q4YMga2trVJ2tQzDYNeuXShc+JffwcCBA9V+ek5KSsLJkycxduxYVKlSReafQEQoWbIkVq1ahZcvX+rMP+HgwYMgIty4cUNrfWpTEGRkZKBw4cLo3Lkz533lxunTpyEUCiEUCnH69Gldh4NOnTrBzc1N5zdMrrh+/TqICIcOHdJ1KBg5ciSICOvXr2etzZiYGAwYMAAGBgYoXLgwdu/erfY4os1r8k+GFwR6wM+fP2FmZoYJEybIPvv9BH/+/LnKF2RycjJmzJgBc3Nz2NraYvHixRq7qW3duhVCoRBlypTJ4rBYsGBBdOrUCevWrcPbt2816kMVGjRoAD8/P631B2h/8Jk5cyaMjIx0lrgH/Ep069Kli0wQdO3aVacmWtHR0TAyMsKsWbN0FoM28PX1RcOGDXUdBhiGQc+ePSESibB//36N2kpLS8PixYthY2MDCwsLzJw5E8nJyRq1yQsCduAFgR6wdOlSiEQifPz4UfaZvBO8Xr16qFChgsrtf/78GT169IBAIECJEiVw5MgRteI8ffo0DA0NERISInsqi42NxaFDhzBkyBCUK1cOAoEARIQiRYqge/fu2Lx5c+7vAtXk5cuXICKsW7eOk/YVoe3BR3rzmzNnjlb6+x2GYTBkyBAQETZv3ozNmzeDiDB06FCdiYLZs2fDyMgoS6Ljn8jatWshEAjw8uVLXYeCjIwMBAcHw8jICGfOnFF5f4Zh8N9//6FEiRIQCATo2bMnvnz5wkpsvCBgB14Q6BiGYVCyZEm0bNkyy+fyTvADBw5oND1+584d1KhRA0SE+vXr49GjR0rve+PGDZibm6NevXpISUlRuF1MTAz27t2L/v37w9vbW/Z6oVixYujduzd27NiBqKgoteL/nWHDhin9GoVNdDH4dOzYEUWKFNHJErBp06aBiLBkyRLZZ4sXLwYRYfr06VqPRyKRwM3NDZ06ddJ639omMTFR6fwhbZCSkoK6devCwsJCpXHo4cOHqF+/PogINWvWxJ07d1iNixcE7MALAh1z9uxZEBFOnTqV5XN5J7g0ga5bt25q98cwDPbt2wd3d3eIRCL07ds316esx48fw87ODpUqVUJCQoJK/UVFRWHnzp3o3bs3ihcvLhMIXl5e6NevH/bs2aPWVHhSUhJsbW0xbNgwlffVFF0MPleuXAER4ejRo1rrEwDCwsJARJg8eXK27yZNmgQiwvLly7Ua05EjR0BEuHr1qlb71RVDhw7VifBVRHx8PCpVqgR7e/tck5ajo6MRGhoKkUgEd3d37N+/n5NZJV4QsAMvCHRMq1atULx48WwXiaITfNq0aTA2Nsb379816jclJQVz5syBpaUlrK2tMX/+fKSmpmbb7t27d3BxcYG3tzcry/oiIyOxZcsW9OjRA+7u7iAiCAQClC1bFoMHD8bBgwcRG5v7cqF169aBiHQylaqLwYdhGJQrVw6BgYFa63Pbtm0QCAQYOHCg3EGcYRgMGDAAAoEA27dv11pcjRs3ho+Pj05zGLTJixcvWE/o05SYmBh4e3vDxcUF7969y/Z9amoq5s+fDysrK1haWmLu3Lk5zixqCi8I2IEXBDrk06dPMDAwwKJFi7J9p+gE//LlC8RiMWtFeKKiotC7d28IhUJ4eHjg4MGDsoE2KioKxYoVg5ubGz59+sRKf7/z7t07rF+/Hp07d4arqyuICEKhEH5+fhgxYgSOHj2K+Pj4bPv5+fmhQYMGnMSUG7oafFatWgWBQIA3b95w3tfRo0dhYGCAjh075viaQiKRoEOHDhCLxVqZvXj9+jUEAoHOa19om/r166uVP8QlkZGRcHNzQ7FixWSvARmGwYEDB+Dh4QGhUIg+ffpopbgSLwjYgRcEOmTy5MkwNTWVW3I4pxO8bdu2rJfpvX//PurUqQMiQu3atXHp0iWUK1cOTk5OWnsKZxgGr169wurVq9GuXTvkz58fRAQDAwNUrlwZY8aMwYkTJ3D+/HkQEQ4ePKiVuH5HV4NPQkICrKysMGrUKE77uXjxIkxMTBAUFKTUqpS0tDQEBQXBxMQEly5d4jS2kSNHwtraWmflnHWFpvlDXPHixQvky5cPPj4+uHTpEmrXrg0iQp06dfDgwQOtxcELAnbgBYGOSEtLg7OzM3r27Cn3+5xO8AsXLoCIlK5GqCwMw+DQoUPw8PAAEcHQ0FCn680ZhsHTp0+xfPlytGrVCg4ODrIZBCMjI4wfPx5nz57ldCpSHrocfAYNGgR7e3vOfvO9e/dgbW2NgIAAld5ZJyUlwd/fH9bW1rh37x4nsSUnJ8Pe3h6DBw/mpH19ho38Ia6Qrj4iInh4eODQoUNaf53DCwJ24AWBjtizZw+ISGG2bU4nOMMwKF26NJo2bcp6XGlpaWjUqBHEYjEsLCxgaWmJ2bNna/2mKw+GYXDx4kWIxWKULFkSNjY2ICIYGxujdu3amDp1Ki5duqRxrYXc0OXg8/TpU9nyP7bJ/LSnzvUbGxvL6azSpk2bQER49uwZ623nBdjKH2KLlJQUzJ49G5aWljA3N4dYLEbjxo05v/7kwQsCduAFgY6oXbs2qlSpovD73E7w8PBwCIVCuQk96pL5ffCxY8fw7ds39OvXDyKRCEWKFMHevXt1nsg1b948GBoaIioqSubkOG/ePAQGBsqcHM3MzGROjtevX1fbyVERuh586tSpk+O5ow6RkZEoXLgwihcvrtE738x5J2zXn6hcuTLq1q3Lapt5iaioKIjFYsyfP1+ncTAMg71796JIkSIQiUTo378/vn37hqNHj0IsFuead8IFur4m/xR4QaADnjx5kutTXm4neHx8PCwsLDB27FhWYmIYBv3795ebMf7o0SM0aNAARIQaNWqwvoZYWaS2sO3bt5f7fU5OjoGBgSo5OeaErgefvXv35ji7pCoxMTHw8vJSmDGuKmyvTAF+eSkQEfbt28dKe3mVdu3aac3mWx63b99GQEAAiAgNGzbE48ePs3y/fft2CAQCDBgwQKsPD7q+Jv8UeEGgAwYMGJDre2BlTvB+/frB0dGRlel86Zry8PBwhdscOXIEnp6eEAgE6N69Oz5//qxxv6pw7NgxEJHSiWtpaWm4dOkSpk6dms3JsXnz5li8eLFCJ8ec0PXgk56ejgIFCijMP1GF+Ph4VKxYUak15aqgSe0KefTo0QMuLi6sz/bkNS5evMhJ/lBufP78Gd26dYNAIICnp2eO1U6XL1+usHYFV+j6mvxT4AWBlklISIClpWWumeLKnOCPHj0CEWHr1q0axaRK1bm0tDQsWbIEtra2MDc3x/Tp0zWuQ64sTZo0QZkyZdR+8khJScHZs2cxceJE+Pv7y3VyfPr0aa7t68Pg8++//ypcoaIsmavOqewwpwTKVrfMjR8/fsDExARTpkxhMbq8CZf5Q/JITk7G9OnTZX4oS5cuVSpHQF51Sy7Rh2vyT4AXBFpm5cqVSq0lV/YEr1GjBqpVq6Z2PNJELVXr0n///h2DBg2SOZXt3LmT0ynCt2/fQigUYsWKFay1mZiYKNfJMX/+/GjXrp1CJ0d9GHw+f/6ssIaFMmhal15ZTp8+DSMjoyz+F6qycOFCiMVirc9I6Stc5A/9DsMw2LlzJwoVKgQDAwMMGjRIpWTG3/0vuEYfrsk/AV4QaBGGYVC2bFkEBQXluq2yJ/iuXbtARGot9Tp06BBEIpFGznVPnz5FYGAgiAjVqlXj5EkTAMaMGQNLS0u5RYrYIj4+HkePHsWIESPg5+eXxcmxc+fOWL9+Pd69e6c3g0/r1q3lVrnMDYZh0KNHD1ac65Rh3759EAqF6Nmzp1qxFitWDG3atOEourxHfHw8LC0tWcsf+p0bN26gWrVqICIEBQXh6dOnarXDMAy6dOkCkUiEw4cPsxxlVvTlmszr8IJAi1y+fFnpevTKnuBpaWnInz8/evfurVIs586dg7GxMZo3b87Ke9mIiAiZmVHnzp1ZzTBPSUmBo6MjBgwYwFqbyhAbG4uDBw9i8ODBKFu2rMzJsUCBAiAiTJkyhTMnR2U4d+6cXB+M3ODC2z43pKWmVS2qdPLkSRARzp8/z1FkeZP+/fvD0dFRbrlxdfn48SM6deoEIoK3tzciIiI0bjM9PR3NmjWDsbExp8eQFwTswAsCLdKhQwelHetUOcEnTpwIMzMzpf/mt2/fhqWlJWrVqsXq+//09HQsX74c9vb2MDU1xZQpU1gxZNmyZQuIiNWkN3WQOjm2bt1aZtJERChevDjrTo7KwDAMvLy80KJFC6X3mTVrFogICxYs4C4wBcyfPx9EhNmzZyu9T/PmzeHt7a3z5a76xuPHj1nJHwJ+vTqT5qTY29sjPDyc1eTN5ORk1KpVC5aWlrh9+zZr7WaGFwTswAsCLREVFQVDQ0OlPe1VOcE/fvwIkUikVALPs2fP4ODgAD8/P8TFxSkVi6r8+PEDw4YNg1gsRsGCBbF161aNBvSqVauiVq1aLEaoGdJjc+LECezYsSObk6O3tzf69++PvXv3srbsThHLli2DSCTChw8fct121apVICKMHz+e05hyYty4cSAipbwIPnz4AKFQiLCwMC1ElveoWbOmRvlDDMNg69atKFiwIMRiMYYNG6aUsZg6xMXFwc/PDw4ODpwUluIFATvwgkBLzJgxA0ZGRkpb/ap6grds2RKenp453njfv38PV1dXeHp6qmU5rCovXrxAs2bNQESoXLmyWna1d+/eBRFh9+7dHESoHoqOTWRkJDZv3ozu3bujSJEiIFLPyVEVfv78CXNzc0yYMCHH7Xbt2gWhUIi+ffvq9GmbYRiEhoZCKBTmekzHjx8PCwsLzoRrXkeT/KErV66gUqVKICI0b94cL1684CDCrERHR8PT0xOurq5KCVhV4AUBO/CCQAtkZGSgUKFC6Ny5s9L7qHqCnzp1CkSkMGM8OjoaJUqU4ORizI3Tp0+jTJkyICK0b98e79+/V3rff/75B87Ozjoph6oIZY9NZifHggULynwYcnNyVJXQ0FA4OTkp/BtFRERALBajbdu2OitokxmJRII2bdrA0NAQJ06ckLtNamoqnJyc0LdvXy1Hl3dQJ3/o/fv3aNeuHYgIZcqU0bpXyYcPH2QPJdHR0ay1ywsCduAFgRY4dOgQiAjXr19Xeh9VT3CGYVCiRAmEhIRk+y4uLg6+vr5wdHTUWR34jIwMrFq1Co6OjjAxMcHEiRNzLVgTGxsLMzMzTJo0SUtRKoc6gw/DMHj58iVWrVqVzcmxSpUqGDt2LE6ePKlWzsWDBw9ARNi5c2e2765cuQIzMzM0atRIr0RVamoqGjZsCDMzM7kzRzt27AAR4eHDhzqILu+gbP5QQkICJkyYABMTEzg6OmL16tVqLwPVFC5eW/KCgB14QaAFGjZsCF9fX5X2UecEX7x4MQwMDLJkvicnJ6NmzZqcJvSows+fPzFy5EgYGhqiQIEC2Lhxo8Kn1iVLlmT7PfoAG4OP1MkxLCwMISEhMidHQ0ND+Pv7Y9KkSTh37pzSBX38/f1Ro0aNLJ89ePAANjY2qFatml7aBScmJqJq1aqwsbHJduMPCAhAQECAbgLLQ0RGRkIkEmHp0qVyv5dIJNi4cSOcnZ1haGiIUaNG6cXYzHZiMy8I2IEXBBzz8uVLCAQCrF27VqX91DnBY2NjYWpqKisZqq0lP+rw6tUrBAcHg4jg5+eXrRwxwzDw9PSUO+Oha7gYfBiGwYMHD7B48WI0b95c5uRoYmKilJPj9u3bszxRv379Gvnz50eZMmU0qmbINT9+/ECZMmXg7OwsK9YlnfHYsWOHboPLIwQHB8vNH7p48SJ8fX1BRAgJCcHr1691FKF8pEufmzVrpvGqBl4QsAMvCDhm2LBhsLGxUfkJTd0TvFevXnB2dkZKSgq6dOkCAwMDzouCaMK5c+fg4+MDIkLr1q3x9u1bAL/yDnLKidAl2hh8JBIJbt++LdfJsUGDBpg1a1YWJ8fU1FTky5cPffv2xefPn+Hu7o6iRYviy5cvnMXIFpnj/fz5sywngs019n8yv18rb9++lS2N9fHx0buHgcywURwN4AUBW/CCgEOSkpJga2uLIUOGqLyvuif4nTt3QESy6oHaKBuqKRKJBOvWrYOTkxOMjY0xduxYNGvWLNdVE7pCF4OP1Mlx5syZqF+/fjYnx/nz56NHjx4wNzeHl5dXlifuvMDr16/h7OyMUqVKwczMTKdLI/Ma0vyh5s2bY8yYMTAyMkL+/Pmxfv16vUgizY3NmzerVT49M7wgYAdeEHDI+vXrQUR4/vy5yvtqcoK7urpq1ViELeLj4zF27FiZK2H79u31ckDTh8FHkZOjdCXD6NGj1XJy1CUPHz6UCR11rpm/FYlEIls5YGRkhHHjxnFa4psLVDFYk4c+XJN/Arwg4JAKFSqgfv36au2r7gkeFhYmuzH87lWeVxg0aBBEIpFsyvPcuXO6DikL+jj4xMXFoWLFihAIBDA2NoZYLAYRwdHREa1atcLy5cuVcnLUJQzDoEiRIhCJRGjYsCH/ykAJzp49i3LlyoGIIBKJ1JqN1BekFuzLly9XeV99vCbzIqrcv4XEozQ3b96k69evU2hoqNb63L59O/Xt25dCQ0PJwcGBwsPDtdY3W6Snp9POnTupR48edOnSJTIwMKCAgAAKDg6m169f6zo8vUQikVCvXr3ozp07NHPmTEpJSaEjR47QiRMnqEePHvThwwfq378/lShRglxcXKh9+/a0Zs0aev36NQHQdfgyLl68SK9fv6bp06fTyZMnqUuXLsQwjK7D0ktev35NwcHBVKNGDRKLxXTp0iXq3r07bd++ndLT03UdnlpMmDCB+vfvT6GhobRjxw5dh8OTG2wrjD+Zbt26wdXVVe21vqoq3qNHj8LAwAAdO3aERCLB6NGjYWlpmetaf33j9+prEokEmzZtQoECBWBoaIiRI0fq/NzSp6cRhmHQp08fCIVC7NmzBxKJRK47oCInR1dX1yxOjroks3ujtLJiaGioXs9qaJufP39ixIgRsmW7mzdvlr1W08eqnqoikUjQoUMHiMVipUzgpOjTNZmX4V8ZcEBMTAyMjY0xbdo0tdtQ5QS/ePEiTExMEBQUJFuW9vbtWwgEAqxcuVLtGHSBovrsCQkJmDhxoqywysqVK3VWWEWfBp+xY8dm8wZYsGABxGIxPn/+rHA/RU6O7u7u6NGjB7Zs2YJPnz5p4ycA+LXSwMDAAAsXLpR9JvVeGDdunNbi0FcyMjKwcuVKWWGvSZMmyRX7+ub7oQ5paWkICgqCiYlJtuXIitCnazIvwwsCDpg3bx7EYrFGS76UPcHv3r0LKysrBAQEZKtyFxQUhDJlyuSZJyxlHNw+fPiADh06gIhQunRprZdeBfRn8JG6B/5umPX9+3eYmJhg6tSpSrf17ds37NmzB/369YOXl1c2J8edO3fi69evbP8EGVOmTIGJiUm2mgmzZ8/WmTujvnDq1CmULl0aRISOHTvmWHpc6gyaV/OHpCQlJcHf3x/W1tZKeTXoyzWZ1+EFActIJBIULVoUbdu21agdZU7wFy9eIF++fPDx8ZH79z569CiISGmVrWukHu/KVOe7evWqzJylWbNmWjFnkaIPg8+6detARBg1apTc77t3746CBQuqXfAlKipK5uRYrFgxmUDgwskxPT0dLi4u6NGjh9zvR44cCSLC+vXrWekvr/D8+XM0bdpUZg527dq1XPdJSUmBg4MDBgwYoIUIuSU2NhblypVDvnz58PLlyxy31Ydr8k+AFwQsc/z4cRARLl68qFE7uZ3gkZGRKFy4MIoVK4aoqCi520gkEri7u6N9+/YaxaIN4uPjYWlpiTFjxii9D8Mw2LZtm8y+dejQoVqpyqfrwWffvn0QCoXo1auXwtkfaYz79+9npc+PHz/KdXIsV64chgwZgkOHDqnt5Lhv3z4QEe7cuSP3e4Zh0LNnT4hEItZ+jz7z48cPDBkyBGKxGK6urti2bZtKs3x5NX9IHlFRUShWrBjc3NxyLGGu62vyT4EXBCzTtGlTlC5dWuNp+pxO8JiYGHh5ecHFxSXXRLC5c+fC0NBQoWjQF1asWAGhUKhWYltSUhKmTJkCMzMz2NvbIywsTONSqDmhy8Hn1KlTMDQ0REhISK45FJUqVUK9evU4iePt27dYt24dOnXqlM3JceTIkTh27JjSN6S6deuicuXKOW6TkZGBkJAQGBkZ6eQ1kTZIT09HWFgY7O3tYWZmhqlTp6pldvX27VsIhcI8lz+kiLdv38LFxQXe3t4KZ6V4QcAOvCBgkXfv3kEoFCI8PFzjthSd4PHx8ahYsSLs7e3x5MmTXNv59u0bjI2NMWPGDI1j4gqGYVC6dGk0bdpUo3YiIyPRpUsXEBG8vLwQERHBToC/oavB5/r16zA3N0e9evWUWqO/ceNGEBHnDpe/Ozk6OTkp7eT47NkzEBE2bdqUaz8pKSmoW7cuzM3NcePGDS5+is44fvw4vLy8IBAI0LVrV40NvZo0aZKn8ody4/Hjx7Czs0OlSpXkCk1eELADLwhYZMyYMbCwsGClSpi8E1w6IFpYWODmzZtKt9WlSxcUKlRIZ1n5uXHx4kUQEY4fP85Kezdv3kS1atVkJZyfPn3KSrtSdDH4SAfEypUrK/3knZycDDs7OwwePJjj6LLCMAyePHki18kxICAgi5PjoEGDYG9vr7TjXXx8PCpVqqS0INZ3njx5gsaNG4OIUL16dZWu65w4duxYnsofUoYbN27A3NwcdevWzZZnxAsCduAFAUukpKTA0dER/fr1Y6W930/wjIwMBAcHw8jISGXDn+vXr4OIcPDgQVZiY5t27dqhaNGirJYplq5lL1y4MAwMDDBw4EDWkuC0PfgoM2WqiBEjRsDa2lqn9scSiQQPHjzAokWL0KxZM5mTo7GxMQwMDODv74/Lly8rdHL8nZiYGHh7eyv1ykxfiYmJwYABA2BgYIDChQtj165drD7N56X8IVU4ffo0jIyMsr0y4wUBO/CCgCW2bt0KIsKjR49YaS/zCc4wDHr06KFRUpWvry8aNGjASmxsEhUVBbFYjHnz5nHSfnJyMmbMmAFzc3PY2tpiyZIlSt94FKHNwScqKgoeHh5wc3NTqy7A69evIRAIsGbNGg6iU4+MjAzcvn0brVq1kjk4EhHMzc2zODnmNKMVGRkJNze3HJNq9ZG0tDQsXrwYNjY2sLCwwMyZM5WeHVGVvJI/pCrSpNqePXvKRBQvCNiBFwQsUa1aNdSsWZO19jKf4Gwsu5IuU8tt+Y62mT59OoyNjVl7elfE58+f0aNHDwgEApQoUQJHjhxRuy1tDT7SZVdOTk4aHbfGjRvDx8dHr94nMwyDcuXKITAwEOnp6bh27Vo2J0crKysEBQVh/vz5uHPnTrYZpJcvX8LJyQnlypVTe4WDNjly5AhKlCgBgUCAHj165Fg4ig3yQv6Quvy+7JYXBOzACwIWuHfvHogIu3btYq1N6Qk+YMAAVgqzJCUlwcbGBsOGDWMnQBbIyMiAq6srunbtqrU+79y5gxo1aoCI0KBBA7VmdLQx+CQlJaF69eqwtrbG/fv3NWrrv//+AxEptY5dW1y9ehVEJFeYSZ0cp0yZglq1asmcHG1tbdGiRQssWbIEDx8+BMMwuHfvHqytreHv769WRr42ePjwIerXrw8iQo0aNRQur+QCfc8f0gRpYa7Zs2fzgoAleEHAAr1790b+/Pk1norOjPQEZ7N069ChQ2Fra6s3A+eBAwdARKwlUikLwzDYt28f3N3dIRKJ0LdvX0RHRyu9P9eDT1paGgIDA1Uq3ZoTGRkZcHNzQ6dOnViIjh06duwINzc3pfJGkpOTcfbsWUycOBHVq1fP5uQ4bNgwGBsbZyndrQ9ER0cjNDQUIpEI7u7u2Ldvn9ZnaW7cuKHX+UOaIi3dPW7cOF4QsAAvCDQkNjYWZmZmmDhxIqvtzpo1C0SEkJAQ1gaRFy9e6FXFt/r166NChQo66z8lJQVz5syBpaUlrK2tsWDBAqWW83EpCDKbuxw7doy1dmfNmgUjIyOVhA9XREdHw9DQELNnz1Zr/8TERJw4cQJjxoxB5cqVZVbZRAQ3NzesXLkSr1690tkrktTUVMyfPx9WVlawtLTE3Llzlaq+yRV+fn56mT/EBlJzL6kXBy8INIMXBBqyZMkSiEQifPz4kbU2IyIiYGBgACJifb11/fr14efnx2qb6qBP4iQqKgq9e/eGUCiEh4cHDh48mOPNhCtBwDAM+vfvD4FAgO3bt7PadnR0NIyMjNS+CbMJ2+IkLi4OR44cQVBQkEwYEP1ycuzSpQs2bNiA9+/fs9JXTjAMg4MHD8LDwwNCoRC9e/fm1P9BWfQ1f4gtJBIJ6tWrByJCWFiYrsPJ0/CCQAMYhoGnpydatmzJWptXrlyBmZkZqlatyslNRzpNf/36dVbbVRV9e30BAPfv30edOnVARKhTp47Cd/dcCYJJkyaBiFgpbCUPVabpuYLr1xfLly8HEaFdu3YYPHgwypQpIxMIXDo53rt3D7Vr18713NEF+pg/xDbSnBRjY2NcvXpV1+HkWXhBoAFnzpwBEbFWSvXBgwewsbFBtWrVZMV62L7p6CKR73f0eYBiGAaHDh1CsWLFIBQK8c8//2RbtsWFIFi0aBGICNOnT2etzd/JKZFPW2gjwXHatGkgIixevBiAYifHEiVKoE+fPho5OUZFRaFXr14QCoUoVqwYDh06pFerOaToowBnE+k1WaZMGdjY2ODhw4e6DilPwgsCDQgJCUGJEiVYGQBev36N/Pnzo0yZMvjx4wen76m1tdRPEevWrYNAINDrKczU1FQsWLAA1tbWsLS0xJw5c2Tvgdk+Nps2bQIRYejQoZzeTBiGgY+PDwIDAznrIzcaN26M8uXLc/47hwwZAiLC5s2bs33/5csXbN++Hf/88082J8cBAwZg3759+P79e459pKSkYPbs2bL8k4ULFyqVf6Ir9OkVHRdIr8mzZ8+idOnScHZ2xuvXr3UdVp6DFwRqEhkZCQMDA9lTiCZ8/vwZ7u7uKFq0KL58+QKA28Q1rosB5Yavry8aNmyok75VJTo6Gn379pVliu/duxc3b95k7dgcPHgQIpEI3bp108qT5erVqyEQCPDmzRvO+/odbRZJYhgGXbt2hUgkwqFDh3LcVurk2K1bN7i5uYEoq5Pj4cOHZeMZwzDYu3cvihQpApFIhH79+uHbt2+c/x42aNCggV7kD3FB5vFSOp66u7tzXuvhT4MXBGoyadIkmJqaalwQ5cePHzJFm3mQ5nppGxflgpVBWkY5t0Fa33j06BEaNGgAIkL58uVZOTbnzp2DsbExmjdvzqk7Y2YSExNhZWWFkSNHaqW/zGi7jHJ6ejqaNWsGY2NjnDt3Tun95Dk5ikQieHl5yf6/Xr16rFUl1RYHDx7Ui/whLvh9vHz9+jWcnZ1lM648ysELAjVIS0uDs7MzevXqpVE7CQkJqFKlCmxtbbO98+JaELBtKKQseb1QypEjR2RPkU2bNlX7CeT27duwtLRE7dq1OStdqwhVDYXYQFdGS8nJyahVqxYsLS1x+/ZtlfdnGAaXL1+WmWVJlzhKnRzHjRuHU6dO5Yl38/qQP8QV8sbLhw8fwtbWFlWrVtWpl0deghcEarB7924QEe7evat2G6mpqWjQoAHMzMzkJlhxLQiklsNNmjThpH15/CmlVKXJeVZWVjA3N8eMGTNUurk+e/YMDg4O8PPzQ1xcHIeRKu6fSDnLYbaQWjE/f/5ca31KiYuLg5+fHxwcHFSygk5OTsb06dNlPhhLly5FamqqzMkxODgY9vb2ICIYGRnJnBzPnz+v07oDOaHr/CGuUDReXr16FWZmZmjYsKFe53joC7wgUINatWqhatWqau+fkZGBNm3awNDQECdOnJC7jTZKcYaHh0MoFOLt27ec9ZGZP8VsRXpsTp8+jYEDB8oc63bu3JlrHsD79+/h6uoKT09Pnb57rlu3LipXrqy1/ipVqoR69epprb/fiY6OhqenJ1xdXfHhw4cct2UYBjt37pQ5ZQ4aNEhhkqFEIsH9+/ezOTmamJigTp06mDZtmkpOjlyj6/whrshpvIyIiIBYLEbbtm11uuQ2L8ALAhV5/PgxiAhbtmxRa39pZS2hUIg9e/Yo3E4bgiA+Ph6WlpYYM2YMZ31I+ZPsWH8/Nk+fPkVgYCCICNWqVVNYijk6OholSpRAoUKFcr0pcc2+fftARGpNo6uK9O+lrlMnW3z48EEmxhQVRbpx44bs9UBQUBCePn2qUh8ZGRm4desW5s6di8aNG8PCwgJEv5wcGzZsiNmzZ+PGjRs6fWWmq/whLsltvNy1axeEQiFCQ0P1clmovsALAhUZMGAAHBwc1J4SlNbeXr16dY7bacuso3///nB0dOR8ivPo0aMgIly+fJnTfrSBomMTEREhW+feuXNnREZGyr6Li4uDr68vHB0ddTJt/jvp6elwcXFBz549Oe+rR48eKFiwoNYSJ3NC+rrG19c3y+uayMhIdO7cWbb8MCIigpX+pE6OM2bMQL169WBqaip73SR1crx7965Wb86XLl0CEbFaGlvXKDNerlq1ilVvmD8RXhCogPSJevTo0WrtP2/ePJk7V25oSxBIZzy2bt3KaT9BQUEoW7bsH6HOczo26enpWL58Oezt7WFmZoYpU6bg+/fvqFmzptqJbVwxZcoUmJqacpqF/f37d5iYmGDq1Kmc9aEq0oTOWrVqISYmBv/++y9MTU1hb2+P5cuXcypcUlNTcfHixWxOjnZ2dtmcHLmCYRiUKVNGq/lDXKPseCn1iJk/f76WIstb8IJABVasWAGBQKDWO/e1a9eC6P/9u3NDm3aeNWvWRLVq1Thr/82bNxAIBFi5ciVnfWgTZY7Njx8/MHToUIjFYpiYmEAsFqu09E0bfP78GQYGBli4cCFnfSxYsABisVjv1oOfPXtWdmwMDAwwbNgwnSxPS05OxpkzZzBhwoRsTo6tW7dGeHg4nj17xrpAWLFihVbzh7hGlfFy5MiRf3SRJk3gBYGSSLPyg4KCVN533759EAqF6NWrl9IXtjYFwa5du0BEuHfvHiftjx49GpaWlkhISOCkfW2j7LGRSCRo0aKFzImtcuXKeldnvXXr1ihWrBgnT6QSiQQeHh5o06YN621rwtWrV1GpUiVZAaKWLVvqzcyV1Mlx9OjRqFSpkmyZo7OzM9q3b481a9awUoFPm/lD2kCV8ZJhGPTs2RMikUjneS36Bi8IlETd926nTp2CoaEhQkJCVEok0qYgkNZV+Oeff1hvOyUlBQ4ODhgwYADrbesKZY4NwzAYPHgwBAIBtmzZgtOnT8uMdjp06KDzpEIp58+fBxHh5MmTrLd94sQJEBEuXLjAetvq8P79e7Rv315W8/706dPYvHkziAhDhgzRG1GQGamT4/Dhw+Hr6wuhUAgiQqFChTR2ctRW/pA2UHW8zMjIQEhICIyMjFjzovkT4AWBkrRv3x7u7u4qJf9cv34d5ubmqFevnsprYLUpCIBflRfNzMw0rrz4O1u2bAER4cmTJ6y2q0uUOTZTp04FEWHp0qWyzzIyMrBq1So4OjrCxMQEEydO1PmsCcMw8Pb2RosWLVhvu3nz5ihVqpTOb7QJCQmYMGECTExM4OjoiFWrVmUR50uWLAERYdq0aTqMUjl+/PiBAwcOYNCgQdmcHHv27ImtW7cq/XpGW/lD2kCd8TIlJQV169aFubk56zbzeRVeEChBVFQUDA0NMXfuXKX3efz4Mezs7FCpUiW1Bn1tC4LIyEiIRCIsWbKE1XarVKmCWrVqsdqmrsnt2ISFhYGIMHnyZLnf//z5EyNHjoShoSEKFCiAjRs36nQJWFhYGEQiEauzFh8+fIBQKMTy5ctZa1NVJBIJNm7cCGdnZxgaGmLUqFEKxyWp9bQu41UHqZNj3759UbJkSZlAkDo57tq1S+ESS+BX/pAmNVX0BXXHy/j4eFSqVAl2dnZ4/PgxR9HlHXhBoATS6l7KFpJ5+/YtChQoAG9vb7UrgmlbEABAcHAwPD09WXuiu3PnDogox3oLeZGcjs22bdsgEAgwcODAXP+Or169QnBwMIgIfn5+uHTpElch50hcXBzMzc0xfvx41tocN24cLCwsdFKJEfj1is/Pzw9EhODg4FzfuzMMgwEDBkAgEGD79u1aipJ9FDk5lipVSq6TIxtVV/UBTcbLmJgYeHt7w8XFBe/eveMgurwDLwhyQVr/u0uXLkptHxUVBQ8PD7i5ueHTp09q96sLQXD69GkQEc6cOcNKe7169YKzs7NerD9nE0XH5siRIzAwMEDHjh1VeuI/d+4cypUrByJCmzZtdJL5HRoaCicnJ1bKu6ampiJfvnzo27cvC5Gpxtu3b9G6dWsQEXx8fFRa2SGRSNChQwcYGBjg6NGjHEapPT5+/IhNmzZlc3L08fHB0KFDsX//fuTPn5+T/CFtoul4GRkZCTc3NxQrVizPV1LVBF4Q5IIqDmGxsbEoV64cnJyc8PLlS4361YUgYBgGJUqUQHBwsMZtxcbGwtTUVOG0eV5G3rG5ePEiTExM0KRJE7XK1EokEqxbtw5OTk4wNjbG2LFjER8fz2bYOfLw4UMQEXbs2KFxW9u3bwcRZTPs4pK4uDiMGTMGRkZGyJ8/P9atW6fWa5i0tDQEBQXBxMQEFy9e5CBS3SJ1cuzYsSNcXFxkAkEoFGLQoEE4fvy4zvNa1IGN8fLly5dwcnJCuXLlWM+lyivwgiAXlPUQT0pKQvXq1WFtbY379+9r3K8uBAEALF68GCKRKEuVPXXbMTAw0LgdfeT3Y3P37l1YWVkhICBAYwfB+Ph4jB07FsbGxnByclL7xqYOAQEBCAgI0Lgdf39/1KhRQ/OAlEAikWDt2rUyITVu3DiNhVRSUhL8/f1hbW3N2VJcfYBhGLx48QKzZ8+GQCCQlVkWi8WoWrVqnnJyZGu8vHfvHqytreHv758nfjfb8IIgB16+fAkiwrp163LcLi0tDYGBgTAxMWHtPbCuBEFsbCzMzMwwadIktduQzjSEhISwGJn+kPnYvHjxAvny5YOPjw+r5/zbt2/Rpk0btaa+1WXHjh0aP9k/ePAARISdO3eyGJl8zp07Bx8fH05etUhn+/Lly6fxbF9eQJo/9OjRIyxbtiybk2ONGjUwefJknD9/Xi9dA9kcL6WzfUFBQXpjSqUteEGQA8OGDYONjU2OSlEikaB9+/YQi8Ws1gbXlSAAgH/++QfOzs5qXwynTp1iNRdB35Aem6NHj6Jw4cIoXrw4vn79yklfFy9eVCk5ThNSU1Ph5OSk0bt/aS4ClwPpq1ev0LJlSxARKlSowFkyZlRUFIoVKwY3N7c/cqYrM9L8ocxr8jM7OTZt2hTW1tYgyurkeOXKFb24abI9Xh49ehRisRgdOnT4o0ygcoMXBApISkqCra0thg4dqnAbhmHQv39/TjKTdSkI7t69CyLC7t271dq/ZcuWKFmypM7Xn3OF9NgUKVJEK5nJEokEmzZtQoECBWBoaIiRI0dydn2NHz9e7dUBP3/+hLm5OSZMmMBBZL/aHzFihGy55qZNmzgfrN+9ewcXFxd4eXmpvWIoL8AwDDw9PXPMH9JnJ0cuxsvt27dDIBBgwIABf+xY9ju8IFDAunXrQER48eKFwm2ka5fDw8NZ71+XggAAqlatqlb9gI8fP0IkEmUpyPOnceHCBRARrK2ttVpwKSEhARMnTlRYYIcNPnz4AJFIhLCwMJX3XbZsGev1DIBfN6KVK1fKCjpNmjRJq4lvT548gb29vdo1RfIKS5YsUSl/KD09HVevXpXr5NikSRMsWLBAa06OXI2Xy5cvz7GmyJ8GLwgU4Ofnh/r16yv8ftGiRSAiTJ8+nZP+dS0IpBUGVS3WMXHiRJiZmeX546+IlJQUVKxYEUSEzZs36yQGeSV42aR58+bw9vZW6amIYRh4eXmxXvHw1KlTKF26tM5LPt+4cQPm5uaoW7fuH1HqVx6a5g9JnRz//fdf1KxZE0ZGRiD6fyfHpUuX4tGjR5w8bXM5Xk6bNg1EhMWLF7Petr7BCwI5XL9+HUSEgwcPyv1+06ZNICIMHTqUs6kkXQsCqQdB//79ld4nLS0N+fPnR+/evTmMTHdkZGQgODhY5kinq2MjJbNJT7NmzXKczVKFkydPgohw/vx5pfc5d+4ciAinTp1iJYbnz5+jadOmMlOoa9eusdKuJpw+fRpGRkYq+5LkJTTNH8qMIifHfPnyse7kyOV4yTAMhgwZotOHAG3BCwI5dO3aFa6urnIv+oMHD0IkEqFbt26cvlfStSAAgDFjxsDS0lLpZVxcuybqEoZh0KNHD4hEIsybN0/nxyZzXNu2bUPBggUhFosxdOhQjW18GYZB8eLFVXIpbN26NYoXL67xNZHZNtrV1RXbtm3Tq/e3+/fvh0gkQs+ePfUqLrbQNH8oJxITExEREZHNybFAgQLo0KGDRk6OXI+XDMOga9euEIlEOHToECd96AO8IPiNmJgYGBsby30VcO7cORgbG6N58+acV9/TB0Hw9u1bCIVCrFixQqnta9SogWrVqnEclW4YMWIEiAgbNmzQi2PzO0lJSZgyZQpMTU1hb2+P5cuXa3SOLly4EGKxWCmjnM+fP8PAwACLFi1Su7/09HSEhYXB3t4eZmZmmDp1qt6uA1+/fj2ICCNHjtR1KJxQtWpV1KxZk/N+pE6Ow4YNQ/ny5bM5OW7cuFHpV0TauCbT09PRrFkzGBsba2UZsC7gBcFvzJ07F2KxOFv5ylu3bsHS0hK1atXSuPiMMujLTadJkyYoXbp0rk9Djx49AhFh27ZtWopMe8yaNQtEhAULFgDQn2Mjj8jISHTu3BlEBC8vL0RERKjVzo8fP2BiYoIpU6bkuu2///4LU1NTtWcmjh8/Di8vLxARunTpkieW+M2fPx9EhNmzZ+s6FNbZunWrWvlDmpLZyVGaN0JEKFq0aK5Ojtq6JpOTk1GrVi1YWlri9u3bnPalC3hBkAmJRAJ3d3e0a9cuy+fPnj2Dg4MD/Pz8tGbWoi83nWPHjoGIcl3r3a9fPzg6Oupl0RJNWLlyJYgoi/GPvhybnLhx4waqVasGIkJgYCCePn2qchs9evSAi4tLjjMN6enpKFCgAHr27Kly+0+ePEHjxo1BRKhevTpu3rypchu6ZNy4cSAirFq1StehsEpKSgocHR1Vyh/igujoaOzevTubk6OnpydCQ0OzODlq85qMi4uDn58fHBwc8OzZM8770ya8IMiE9OaXuYb5+/fv4erqCk9PT6XdDtlAX246UpHUvn17hdvEx8fDwsICY8eO1WJk3LNr1y4IhUL07ds3ywyJvhyb3GAYBrt27ULhwoVhYGCAgQMHqrSW/vbt2yAi7Nu3T+E2e/fuBRHhzp07SrcbExODgQMHwsDAAIULF8auXbvy5Pt4hmEQGhoKoVDIyTt3XaJq/pA2kDo59urVCx4eHjKBUKpUKbRt21arxdCio6Ph6ekJV1dXna184QJeEGTi9+nx6OholChRAoUKFdL6Qdenm87cuXNhaGio0AUsPDwcQqHwj7IOjYiIgFgsRrt27bKto9anY6MMycnJmDFjBszNzWFra4slS5YonUVeuXJl1K1bV+H3derUQZUqVZRqKy0tDYsXL4atrS3Mzc0xY8YMrbx+4xKJRIK2bdvC0NBQ7dcz+oiq+UO6ILOTY/78+WUCQerkePjwYU7vQx8+fJA9LEpnKvI6vCD4H79fAHFxcfD19YWjoyOeP3+u9Xj06aaTU6IlwzAoXbo0mjZtqv3AOOLKlSswNTVFo0aN5N449enYqMLnz5/RvXt3CAQClChRAkeOHMl1H+kSW3lTo0+fPlV6KdaRI0dQokQJCAQC9OjRQ6lkxbxCWloaGjZsCDMzM1y9elXX4bCGsvlD+oD0mpw4cWIWJ0eRSISKFSti1KhRnDg5Sl8n+/r6au11Mpf8vYKAYYDkaCD+DZAcjTFjRsumyJKTk1GzZk2dJo7o201H0VLMixcvgohw/PhxHUXGLg8ePICNjQ2qVauGxMREudvo27FRlTt37qBGjRogIjRo0ACPHj1SuG1ycjLs7e0xePDgbN8NGjQI9vb2ORbqefToEerXrw8iQo0aNVR6tZCXSExMRNWqVWFjY6NV22cuUTZ/SB/4/ZqUOjmuWLECbdq0Qb58+UD0/06O48ePx+nTp1mZobp9+7bihPPf7jPQc3H19wmC1B/Ak4XAAXdgC8n+vV4oxO5p1ZGeGI2mTZvC2NhYpcIsbKNvN50bN27ILdbUtm1beHh4/BEGIK9fv0b+/PlRpkyZHDPm9e3YqAPDMNi3bx/c3d0hEonQr18/hTkyI0eOhLW1dRaBlJCQACsrK4waNUruPtHR0ejbty9EIhHc3d2xb9++PPGkqQk/fvxAmTJl4OzszKkJlbaQSCQoWrRotiRrfSS3a5JhGDx+/Fjm5GhnZwci9pwcpUvSmzVr9isJV8F9Bgfcf32e+kP9H8shf5cgiDwG7DADtgj+9+//D5RkE4HZIkDyBgM0LCvE4cOHdRqqPt50/Pz80KBBA9n/f/nyBWKxGPPnz9dhVOzw+fNnuLu7o2jRovjy5UuO2+rjsVGXlJQUzJkzB5aWlrC2tsaCBQuyDYqvX7+GQCDA6tWrZZ+tWrUKAoEAb968ybJtamoq5s+fD2tra1haWmLOnDl/bKlfeUjPI3d39z/itci8efPkLsPWN1S9JiUSCe7du4eFCxdmcXI0NTVF3bp1MX36dFy5ckWlWh6HDh2CSCTC3KH1wCi4z8g+22H2636kZ/w9giDyGLBVBGwR/naAsv7L2ESQbBbq/GDp401Havgk9YefNm0aTExM8P37dx1Hphnfv39H6dKl4ezsnO0GJw99PDaaEhUVhX/++QdCoRAeHh44ePBglif6xo0bo1y5cmAYBgzDoGzZsggMDJR9zzAMDh48CA8PDwiFQvTu3VvvbyJc8fr1azg7O6N06dIaV43UNTnlD+kTml6TUifHOXPmoFGjRlmcHBs1aoQ5c+bg5s2buZasPrV5BNI3EiSbFd9jfv0T/rof6ZkoUOX+LaS8Slos0cWWRAARMTluKhISCQX0a/u0WC0El3do3bo12dra0vLly0kikVB4eDi1bduWbGxsdB2a2iQmJlJgYCB9/PiRTpw4QYULF9Z1SDrB0dGRwsPD6e7du+Tq6kpNmjShevXq0YMHD4iIKDQ0lO7cuUPXr1+na9eu0d27dyk0NJSIiB48eEB169alJk2aUKFCheju3bu0fPlycnR01OVP0hlubm4UERFBHz9+pMDAQEpKStJ1SGpja2tLbdu2pfDwcJJIJLoOhzNEIhH5+PjQsGHD6L///qPv37/T1atXaezYsZSRkUETJ04kX19fsre3p6ZNm9LChQvp/v37xDCZ7idpsVRLvIyEQsGve0iOML/uR3n4PpN3BcHrDUQZSZSbGPh/mF/bv9nIZVR5DhMTE+rWrRutXbuW9u7dSx8+fJDdFPIiaWlpFBwcTPfu3aOjR49SyZIldR2SzilVqhSdOHGCDh48SO/evaOyZctSnz59qHz58uTm5kZhYWEUFhZGRYoUoXLlylHv3r2pbNmy9OHDBzp06BBFRERQqVKldP0zdI6XlxcdOXKE7t69S8HBwZSWlqbrkNQmNDSU3r9/T0eOHNF1KFrDwMCAKlasSKNGjaLjx4/Tjx8/6MKFCzRkyBCKj4+nUaNGUZkyZcjR0ZGCg4Np2bJl9OXKLEJGEgkFULKXvH2fEQDI9ZfGxcWRlZUV/fz5kywtLbURV84ARIc8iBJe069lqsoiIDIvQhT0gkiQq9xjndu3b1P58uXp1q1b5OPjo/X+FfHq1SsqWrQoeXt7k6mpKV27dk3XIamFRCKh9u3b0759++i///6jOnXqKL2vvh4btklLS6OwsDCaPHkyMQxD1atXpxMnThAAqlevHl24cIGEQiFNnDiRQkNDydDQUNch6x0nT56kxo0bU4sWLWjz5s0kEol0HZJaVKhQgezs7Ojo0aO6DkUu2r4mU1JS6MqVK3TmzBk6c+YMXbt2lR7PzKAijkRClR6ddXuf+R1V7t8GWoqJXVJjiBJeqbEjiBJe0b2bZ0gismY7qlx58uRJlv/qE+XKlaM7d+7QpEmT6Pbt27oOR2UA0IwZM2jfvn00a9YssrW1Vel36POxYRt/f3/avXs3rVy5knbv3i2bIj1y5Ai1atWKevXqRdbW1vTw4UMdR6qf2Nra0tSpU2nUqFGUkZFBo0aNIoEeDPyq0qhRI5o8eTIdOHCAChYsqOtwsqGLa9LKyoqaNWtGzZo1o/SEz1T0Y6Aarfy6z1DadyIjO9Zj5JK8OUOQ8JbooJvauxceSPTuG3vh8PDw8PD8WRSyJ3q7SIMGmrwhMi/MVjhq8+fPEBiYa7R734EjycvHn5ycnFgKSDmePHlCHTp0oM2bN5Onp6dW+86J5ORkatiwITEMQ7Vr16aJEyfqOiSV2Lx5My1YsIAGDhxInTp1UqsNfT02XPDt2zcKCwujgwcPkqOjI0VFRRERUb58+ejr16/UtGlT6tOnD9nb2+s4Uv1n48aNtGjRIhoyZAi1b99e1+GozMKFC+nAgQN09OhRMjY21nU4WdD1NSnK+EH0UvnXjtkQW7AXjJbIm4LAyI7I3F3lHAIGRJGxhjRi/CwimkVFixalmjVryv5pSyB4enrq1XvqdevWUUJCAg0ZMoSWLVtGa9euJTu7vDHVtW7dOlqwYAGNGjWKZsyYoXF7+nZs2CQlJYUWLFhA06dPJ0NDQ1q8eDEdOXIkiyBo1KgRTZw4kU6ePEljx46lQYMG6d2NQp/w8fEhY2NjmjVrFpUuXZo6d+6s65BUYuLEibRp0yZ6/vw5denSRdfhyEVn1yRAzOciRAmvlVhhkJn/5RAY2nIVGWfkzVUGAgFRsf5q7Rpl3ZqioqJo9+7dVL9+fbp06RK1a9eO8ufPT56entS3b1/avXs3ffv297xTCAsLowYNGtCIESOIYRhav369rkNSiv3791OPHj2oV69eNH36dF2Ho7cAoF27dpGnpydNmDCBevToQS9fvqRGjRrRsWPHqF+/ftS3b186duwYNW7cmF68eEHdu3en8ePHk6enJ+3evZuUeLP41zJjxgzq2bMnde/enfbv36/rcFTC3d2dGjRoQGFhYboORa9gGIa2bN1Kk7fFqNdA8QF6kVCoKnlTEBARFelMZGBKyv4EkIBSJSKq02sTNWnShAoUKEBLly6lR48e0ZcvX2j79u0UEBBAJ06coJCQEHJwcKDSpUvTwIEDaf/+/fTjxw9uf4+OuHHjBt28eZNCQ0PJ0dGRQkJCaPny5VnX4uohp0+fptatW1NwcDCFhYXlyaQubXDr1i3y9/enVq1akbe3Nz18+JAWLFhANjY2tGLFCrK2tqbWrVtTmzZtyMrKilasWEG2tra0cOFCevjwIXl7e1NISAgFBATQrVu3dP1z9BKBQEDLly+nFi1aUOvWrenMmTO6DkklQkND6caNG3Tjxg1dh6IXXLlyhapUqUIdOnSg11SdIDQhidLDofDXfclNvVeXuibvCgJDa6Jqe/6nwnL+GRKGiGFA6RW30/7/zlBqaipVrlyZ2rVrR+/fv6d8+fJR69atKTw8nJ4/f04fP36kTZs2kZ+fHx06dIiaN29OdnZ2VL58eVmRi7i4OK38TK5ZtmwZFSpUiBo2bEhEvwaHV69e0YkTJ3QcmWJu3LhBTZs2pRo1atCmTZvy7LIvLvn06RN16dKFfH19KTY2liIiIujQoUNUvHhxIvr1+mDNmjXUtWtXMjU1JVNTU+ratSutXr2aUlJSiIioePHidOjQITp+/Dh9//6d/Pz8qGvXrvTp0ydd/jS9RCQS0aZNmyggIICaNGlCN2/e1HVIStOoUSMqVKjQXz9L8P79e2rXrh1VqVKF0tLS6OzZs7Rg6TrqvcX+lwcz5fbQIfx1P6q+99f9KS/CdulDrZObl8FmgmSbCYKrWqJChQqIi4tDRkYG1qxZg3z58sHY2Bjjx49HfHy8wi7evHmDtWvXamzBqW/lcb99+wYjIyPMnDlT9hnDMChTpgyaNGmiw8gU8/jxY9jZ2aFy5cqs2p7q27FRl6SkJEyZMgWmpqawt7fH8uXL5dZu37BhA4goiw34s2fPQETYuHFjtu3T09OxfPly2Nvbw8zMDFOmTEFSUhKnvyUvEh8fj0qVKsHOzg6PHz/WdThKM2PGDBgbGys0w9IF2rom4+PjMW7cOBgbG8PJyQlr1qxBRkYG4uLi4OfnBwcHB7y/tgppmw1l/jgKvQw+6Z9D7N/jZSAl9QfwdFE2F6pPK0wxo0t+MCk/cOvWLVhYWKB27doyY5a4uDiMHj0aRkZGcHZ2xvr163N1+JNacK5cuRJt27bNZsE5btw4nDp1Su5gqW83nTlz5sDQ0BBfv37N8vmKFSsgFArx9u1bHUUmn7dv36JAgQLw9vZGTEwMq23r27FRFYZhsHXrVhQsWBBisRjDhg3LseZ+xYoVUa9evWyf161bF5UqVVK4348fPzB06FCIxWK4urpi27Ztf7zjoarExMTA29sbLi4uePfuna7DUYqoqCgYGhpi7ty5ug5FBtfXpEQiwfr165E/f34YGRlhzJgxiIuLA/DLIKx27dqwsLDArVu3wDAMKpf3xKphpeS7HT5dBKTGchKnpvx9gkAKwwAp3375VKd8w/H/eX9fuHABAHD27FkYGRmhRYsWWZ6a3rx5g1atWoGI4OvrK9teuS6zWnDa29srtODUp5uORCJBkSJF0KFDh2zfxcfHw9LSEqNHj9ZBZPKJioqCh4cHihQpgk+fPrHevj4dG1W5evUqKleuDCJCs2bN8OLFixy3v3nzJogI+/fvz/bdvn37lPo7PH/+HM2aNQMRoXLlyrh69apGv+FPIzIyEm5ubihWrFieMYRq37493N3d9cb2nMtr8sKFCyhfvjyICK1atcpigJaeno4WLVrA2NgYZ8+eBQCcP38eRISIiIhs9xnouSD+ewXBb0gkEnh4eKBt27ayzw4ePAiRSITu3btne7K5cOECfH19QUQICQlRy/9cIpHg/v372Sw4TUxMULFiRRAR1q9fr5IFJxccPXoURITLly/L/X7AgAFwcHDQC5vb2NhYlC1bFk5OTnj16hUnfeRFQfD+/Xu0b98eRIQyZcrg9OnTSu3XvXt3uLq6ynV5S09PR8GCBdGjRw+l2jp16hRKly4NIkKHDh3w4cMHlX7Dn8zLly/h5OSEcuXKITZWP58eM3Pp0iUQEY4d0w+3Pi6uydevXyMkJEThwx/DMOjWrRtEIhEOHjwo+7xNmzYoVqyY3oglVeAFQSbmz58PsViML1++yD7buHEjiAjDhg3LJgokEgk2bNggm0YaPXq0bBpJHaQWnHPnzkXVqlV/5ab8z4KzYcOGmD17tlIWnGwTFBSEsmXLKpzuffLkCYgIW7Zs0Wpcv5OUlITq1avD2toa9+/f56yfvCQIEhISMHHiRJiYmMDR0RGrVq1S+vz5/v07TExMMG3aNIXbTJ06FSYmJkrb/GZkZGDVqlVwdHSEiYkJJk6cyGp+R17m3r17sLa2hr+/v97nXOhb/hCb12RcXBxGjRolez28YcOGbDd3hmEwdOhQEBE2bdok+/zz588Qi8VYsGCBxnHoAl4QZEI6AE6dOjXL5wsXLgQRYcaMGXL3i4+Px/jx42FsbIx8+fJh9erVGt+0pSf4+vXrMWPGDNSrVw+mpqYgIlhbW6NJkyZYsGAB7t69y6kSffPmDQQCAVauXJnjdrVq1ULVqlU5iyM30tLSEBgYCFNTU1y6dInTvvKCIJBIJNi4cSMKFCgAQ0NDjBw5UuVrUp5A/h11B8CfP39i5MiRMDQ0RIECBbBp06Y8+UTFNpcuXYKJiQmCgoKQlpam63ByRJ/yh9i4JjMyMrB69WpZAvmECRMUitXp06eDiLBo0aIsn0+ZMgUmJib4/v272nHoEl4Q/Ea3bt1QsGDBbNP0EyZMABFhxYoVCvd99+4d2rVrByJC2bJlcebMGbXjkHeCp6am4sKFC/j3339Rs2ZNGBkZgYhgZ2eHli1bYunSpXj06BGriVujRo2ClZVVrk9xu3fvBhHh7t27rPWtLBKJBO3bt4dYLNbKFKa+C4JLly7Bz88PRITg4GC1Xp3Ie4WmiDZt2sDDw0OtG/qrV68QHBwMIoKfnx/nYi4vcPToUYjFYnTo0EGvRVJCQoLe5A9pek2eOXMGZcuWBRGhXbt2OSZ4hoeHg4gwceLELJ+np6fDxcUF3bt3VysGfYAXBL+hKImKYRj069cPAoEAO3bsyLGNy5cvy3IAWrRogZcvX6ochzIneHJyMs6cOYMJEyagWrVqEIvFICLky5cPrVu3Rnh4OJ4/f662QEhJSYG9vT0GDhyY67ZpaWlwdnbGP//8o1Zf6sIwDPr37w+BQIDt27drpU99FQRv375F69atQUTw8fHBuXPn1G4rIiIiS5JtTkiTqE6cOKF2f+fOnUO5cuVARGjTpo1ePHXqku3bt0MgEKB///56vTJDX/KH1L0mX758iebNm4OIULFiRVy5ciXH7aXHpV+/ftmOi7JJtvoMLwjkUKFCBbnLrCQSCdq1a6fUk6hEIsGWLVvg4uICQ0NDDB8+XKVkIXVO8ISEBERERGD06NGoVKkSRCIRiAgFChRAhw4dsGbNGpWSHzdv3gwiwtOnT5XaftKkSTAzM9NqUtTEiRNBRAgPD9dan/omCOLj4zF27FjZ2uh169Zp/GTZrFkzlCpVSqmbEcMw8Pb2RvPmzTXqUyKRYN26dXBycoKxsTHGjh2bY82PP53ly5eDiDBp0iRdh6IQfckfUvWajI2NxfDhw2FoaAgXFxds2bIl13P92LFjEIvFaN++vdzrq27duqhYsaJa8esLvCCQg7xCLFLS0tLQuHFjmJqaKsy6z0xiYiImT54MU1NTODg4IDw8XKn8AjZuOnFxcfjvv/8wbNgwlC9fHgKBAESEQoUKoWvXrti4cWOOmd5VqlRB7dq1le4vMjISBgYGWLx4sdoxq8KiRYtARJg+fbpW+pOiL4JAIpFg7dq1rN9A379/D6FQqJLIWr58OYRCISsrB+Li4jB27FgYGRkhf/78rAicvMq0adNARFq7ptRB1/lDgPLXZHp6OsLDw+Hg4ABTU1P8+++/SExMzLX9S5cuwdTUFIGBgXJzO3Iq1JWX4AWBHJKTk2Fra4shQ4bI/T4xMRHVq1eHjY2N0tnsHz9+RKdOnUBEKFWqFE6ePJnj9lzcdH78+IEDBw5g0KBBsuVfRISiRYuiZ8+e2LZtGz5//gwAuHPnDogIe/bsUamPkJAQlChRgvNpzk2bNilc/cE1+iAIzp07Bx8fH06m2MeNGwcLCwuVxEVcXBwsLCwwfvx41uJg8xVIXiVzNvvmzZt1HY5cdJk/JEWZa/LEiRMoVaoUiAidOnXCx48flWpbmdUfgwcPhp2dHZKTk9WKX1/gBYEChg8fDmtra4XqUd317tevX0eVKlVARGjSpIncWQhAOzed6Oho7N69G3379kXJkiVlAsHT0xMlS5aEra2tTCAoy5kzZ0BESq9zVwdpfYhu3brp5P2qLgXBq1ev0LJlSxARKlSowHoSXmpqKvLly4d+/fqpvG/fvn3h5OSE1NRUVmO6ePFiliRJdWp+5GUYhkHXrl0hEolw6NAhXYeTDWn+UK9evXQWQ07X5LNnzxAUFAQiQtWqVXH9+nWl21WmPkRiYiKsra0xYsQItePXF3hBoICXL19CIBBgzZo1Crf58uULihYtqnJFPIZhsH37dhQqVAhisRiDBw/OtkxFFzedz58/Y9u2bejcubPs9YJ0RmPgwIHYv39/rstpGIaBp6cngoODOYnx3LlzMDY2RvPmzXVWsEkXx0Zby/S2bdsGIsKjR49U3vfhw4cgIk6SOyUSCTZt2qTRMsq8THp6Opo1awZjY2O9nCmRvhbVVVEledfk9+/fMXjwYBgYGKBQoULYsWOHSg8Q0gqSHh4eOVaQXL16NQQCAWeF0LQJLwhyoGHDhvDx8cnxJHrz5o2sZr6qa0+TkpIwbdo0mJmZwc7ODsuWLZPd5HT5FLpo0SIYGBjg5s2b2LRpE7p27YrChQuDiCAQCODj44OhQ4fiv//+k1uIacmSJRCJRIiMjGQ1rlu3bsHS0hK1a9fW6dScNo9NRkYGVq5cqbVCPtWrV0eNGjXU3j8gIAD+/v4sRpQVTQot5XWSk5NRq1YtWFpa4vbt27oOJwvazh/6nczXZHp6OpYuXQo7OzuYm5tj+vTpKhd6knpMFChQIMfXcQzDoFy5cmjUqJGmP0Ev4AVBDhw6dAhEhGvXruW43aNHj2Bra6u2q96nT5/QrVs3CAQClCxZEseOHdOZIGAYBsWLF0erVq2yfaesk2NsbCzMzMxYzY5+9uwZHBwc4Ofnp1E1SDbQ1rE5ffq0Vkv93r9/H0SEnTt3qt3Gjh07QER48OABi5FlR91SzHmdzK56z54903U4WdBW/pA8pNfkkiVLULJkSQgEAnTr1k0tL5OEhARUrlxZKRfKq1evgohw+PBhdUPXK3hBkAMZGRkoXLgwOnfunOu2165dg7m5OerXr6/2O9Rbt27B399f9q5LF4Lg1KlTICKZUYciGIbB8+fPsWLFCrRp0yaLk2O1atVQvnx52NrasnLzfv/+PVxdXVGyZEm9sFzlWhC8ePFCZgZUqVIlrZkB9enTB/nz59eoQl5aWhqcnJwQGhrKYmSKuXr1KipVqgQi5cya/gSio6Ph6ekJV1dXvfKD0Eb+kCKkiY1EBH9/f7VnUFJSUlCvXj2Ym5srlWvQqVMnuLm5/TGzVLwgyIWZM2fCyMhIqRvRyZMnYWhoiFatWql9gjAMg927d6NAgQIgIrRu3VqrN8GWLVuiZMmSKqt8qZPj0qVL0bJlS5lRk1gsljk5XrhwQWWxFB0djRIlSqBQoUJKZwVzDVeCILNdcMGCBbVqF/zz50+Ym5tnq76mDhMmTIC5ubnWZnLk2TnnBYMgTfjw4QNcXV1RokQJREdH6zocANznD8nj27dv6N+/P4RCIYgIc+bMUfuaycjIQEhICAwNDXHq1Klct4+OjoaRkRFmzZqlVn/6CC8IcuHr168wNDTE7Nmzldp+7969EAqF+OeffzQazC9fvgwigpmZGWxsbLBo0SLOa5t/+PABIpEIS5cu1bgtiUSCcuXKoWjRolmcHE1NTVG3bl1Mnz4dV65cyTExMC4uDr6+vnB0dFS4GkMXsC0I0tPTERYWBnt7e5iZmWHKlClaN7dZtmwZRCIRK6JLeh6FhYWxEJnyJCYmYsqUKTA1NYW9vT2WL1+uc6dQLpG+RvP19dX5azQp0vwhrsV7WloaFi5cCBsbG1hYWGDAgAEaXZMMw6BXr14QCoXYt2+fUvvMmjULRkZGeiPI2IAXBErQoUMHuLm5KZ3VvWbNGhCRRjW+pTediIgI9OrVCwKBAMWLF8fhw4c5e2qUPtmxdey2bt0KIsLjx4+RkZGBmzdvYs6cOWjUqBHMzc1BRLCwsECjRo0wZ86cLE6OycnJqFmzJiwtLXHnzh1W4mELNgVBREQEvLy8QETo0qUL64mYysAwDEqWLImWLVuy1maLFi3g5eWlk/fJkZGR6Ny5M4gI3t7ev3zp/1Bu374NS0tL1KpVSy/WwEvzh9iYaZIHwzA4fPgwihcvDqFQiF69euHLly8aX5OjRo0CEWHt2rVKbZ+RkQE3Nzd07NhRrf70FV4QKIH0af3IkSNK7zN37lwQEebOnatWn7+f4Hfv3kXNmjVBRKhXrx4ePnyoVruKkL777dOnD2ttpqSkwNHREf3798/2XXp6Oq5evYrp06ejbt26MDExAdEvJ8egoCB4e3vD0NAw11wGXcCGIHj69CkCAwNBRKhWrRpu3rzJYoSqcfbsWRCRUtOkynLy5EkQkU6XyN24cQPVqlUDESEwMFDpEtx5jfPnz8PY2BjNmjXTixmR3r17a5yLIo8HDx6gbt26ICLUqlUrSyEkTa7JOXPmgIgwb948pff577//QES5eh/kNXhBoAQMw6Bs2bIIDAxUab8xY8aAiHKsZaAIeSc4wzDYv38/ihYtCqFQiD59+uDr168qty2PnTt3goiUrryoLGPGjIGlpWWuVe+kTo6TJ0+Gk5OTLEGISydHddFk8ImJicHAgQNhYGCAwoULY9euXTr/Ta1atWI9O1y6WqV169astaluHDt37kShQoVgYGCAQYMG5Vlr2pw4dOgQRCIRunTpovMyz/fu3QMRYdeuXay09/XrV/Tp0wdCoRBFixbFgQMHsp2r6l6Tq1evBhFh7NixKu3XuHFjlCtXTufXLtvwgkBJVq1aBYFAgDdv3ii9D8Mw+OeffyAUClUuAZzTCZ6amop58+bBysoKVlZWmDdvnsbV4WrUqIHq1atr1IY83r17p3RdfIZhMHjwYAgEAqxbtw6nT5/G+PHjszk5tmnTBitWrNDIyVET1Bl80tLSsGTJEtja2sLc3BwzZszQiyneT58+cbZ+XFrPQtVql1yQnJyMGTNmwNzcHLa2tliyZAnnOTnaRmpGNmTIEJ3fqKpVq4aaNWtq1EZqairmzp0rG+fmz5+vcJxT55rcs2cPhEIhevfurdLf6/Xr1xAIBFi9erXS++QVeEGgJAkJCbCyssKoUaNU2i8jIwOtW7eGoaFhrv4FmVHmBP/69StCQ0Nlynn//v1qDQSPHj0CEWHbtm0q76sMTZs2RenSpXONberUqSAiuUmNUifHUaNGoWLFitmcHNeuXauSWNMEVQefI0eOoESJEhAIBOjRo4de3CCl/Pvvv5xVmPvx4wdMTU0xZcoU1ttWl8+fP6N79+4QCATw9PTE0aNHdR0SqyxZsgREhGnTpuk0jsz5Q6ry+0xoaGhorol7ql6TJ06cgKGhIVq3bq3yirCRI0fCyspKKVOkvAYvCFRg4MCBsLe3V/nJLjU1FQ0aNICZmVmuRY6kqHKC//5u7d69eyrF17dvXzg6OrJeg17K8ePHQUS4ePGiwm3CwsJARPj333+VavPnz59ynRwLFy6slJOjJih7bB49eoQGDRqAiFCjRg29S45MT09HgQIFOK1B37NnT7i4uOjFu+3M3L59GwEBASAiNGjQQK1SzfrK5MmTQURYvny5zmKQ5g+p6onxe66UsgWuVBkvr169CjMzMzRo0EDlMS85ORl2dnYYNGiQSvvlFXhBoAJPnz4FEWHTpk0q75uQkIAqVarA1tZWqcFHVcX7e/Ztz5498eXLl1z3k7rUqfoOTRUkEgmKFi2Kdu3ayf1+69atEAgEGDhwoNpTnd+/f8f+/fsxcODALE6OHh4e6NWrF7Zt26bU30MZcjs20dHR6Nu3L0QiEdzd3bFv3z6dT+HKY8+ePSAiToWK1DVz7969nPWhLgzDYO/evShSpAhEIhH69eunF4WvNIVhGAwYMAACgYCzWT9lGDNmjNKumV++fEHPnj1lq6n+++8/la4ZZcfLhw8fwtbWFlWqVFHrCX/jxo0goj82QZUXBCpSu3ZtVK5cWa19v3//jlKlSqFAgQK5Tm+rmySTlpaGRYsWydbnzpo1CykpKQq3l/rYv3//XqV+VGXevHkQi8XZTEL+++8/GBgYoGPHjqwmQ0mdHENDQ+Hp6SkTCJ6enggNDcXu3bvVXj+s6NikpqZiwYIFsLa2hqWlJebMmZPj317X1K5dG1WqVOG8n8qVK6NOnTqc96MuKSkpmDNnDiwtLWFtbY0FCxZwNlumLSQSCTp06AADAwOdvRZRJn8oOTkZM2fOhIWFhUb1VpQZL9+8eQNnZ2eULl1a7cTSSpUq6fW5rCm8IFAR6VOVuqUxP336hCJFiqBo0aI5PrFqurRNWsFLJBKhSJEi2L17dzbFzTAMSpUqhWbNmqnVhyrExMTA2NgY06dPl3124cIFmJiYoEmTJpwneEmdHHv16oWiRYvKBELp0qVlTo4/fvxQqq3fjw3DMDh48CA8PDxkSUo5uaPpA0+ePAERYfPmzZz3tWnTpjzxVBUVFSVLAi5WrBgOHTqklzM7ypKWloagoCCYmJjk+LqOSxTlD0krsrq5uUEkEmHAgAGIiYlRu5/cxkupM627u7vaOTzSPvRxtosteEGgItL3rj179lS7jVevXiF//vwoW7aswmQutorfPH78GI0aNZLV+M7c3oULF2TFj7RB165d4erqioyMDNy9exdWVlYICAjQSbb9hw8fsHHjxmxOjuXLl8ewYcMUOjkCWY/N/fv3UadOHRAR6tSpw/qyTa4YOHAgHBwctDKDkZKSAnt7+zzz3vX+/fuoXbt2njum8khKSoK/vz+sra1Vzi1iA3n5Q5k9Wxo1aqRW4uHv5DRe/vjxA2XKlEH+/Pnx+vVrtfvo0aOHXubDsAkvCNRAmpmt7BOlPB48eAAbGxtUr15d7rsstsvjHjt2LJsLWNu2beHh4aG1dcs3b94EESE8PBz58uWDj4+P3pwnUifHDh06yHwkMjs5RkREyI6T9Ni0aNEiTz5NSlfMaFJJU1VGjRoFKysrTq2b2UTerA9bNT+0TWxsLHx8fJAvXz6tmz9lzh/69OkTunbtmsXVlS0UjZeJiYmoVq0abGxsNHLg/PHjB0xMTPRqxQwX8IJADaRrtxctWqRRO5cvX4apqSkaN26cbcqcCwOd9PR0LFu2DHZ2djAzM4NQKMTMmTNZa18ZypYtC2NjYxQvXlxvB9icnByrVKmCChUqyHwm8uL7ZmlNjZx83tnmzZs3eXLtdl7LC1FEVFQUihUrhsKFC2u9PPbMmTMhEolgamoKOzs7LFu2jPWnbHnjZVpaGho1agQzMzONKwouXLhQb2pqcAkvCNSkVatWKF68uMZPhcePH4dYLEa7du2yPKlzabH7/ft3VKlSBUSEggULYvv27Vp5uo2JiZE9feuypK2qMAyDhw8fomfPnjAzM5PlH4jFYtSsWRP//vuvWk6OukBadTMoKEjrfQcGBubZ6m55ZeVITrx79w4uLi7w8vLS6H29sjAMg+3bt8uu+apVq3JWJfL38VIikaBdu3YQi8UavxKVSCQoVqyYzqtuagNeEKiJtP67KsWGFLFz504IBAL069dPNshwKQjS09NRsGBBBAcHo0mTJrKLVRn/b3WJj49HxYoVYWdnBysrKwwdOpSzvtjmzp07qFGjhmzN+o4dO0BEGDp0KJo0aQIrKysQZXVyvHr1ql6+a5T6cugi8/zIkSN5vv77o0ePUL9+fb2tLZEbT548gb29PSpVqqTUckB1uXbtmuyho0mTJmjZsiUKFiyoti18bmQeLxmGQd++fSEUClkpn3zixIk89xCjLrwgUBOGYeDl5YUWLVqw0t7KlStBRJgwYQIAbgXB/v37s7R94sQJeHt7g4jQqVMn1q1LU1JSUKdOHVhYWODmzZsYNmwYbGxstG7xqyq/V7WTmlv9fmwyOzk2bNgwVydHXdKhQwe4u7vrpN69RCJBkSJF/giHuN+rT7JV40Ib3LhxA+bm5qhbty7rrz8+fvyIjh07gohQqlQp2QOTNH/owIEDrPYnJfM1OX78eBARVq5cyUrbzZs315lzp7bhBYEGSD3k2aqIN3PmTBARFi5cyKkgqFevHipWrJjls/T0dISHh8PBwQGmpqaYPHkyK6U5MzIy0LJlSxgZGeHMmTMAgJcvX8r8CvSR3Ore53Zs0tLScOXKFblOjk2bNsXChQtx7949rd+Uv379CkNDQ7UdONlgzpw5MDQ0/CM85DP7U1hYWOiNP4UynD59GkZGRggODmZFqCYmJmLy5MkwNTWFg4MDVqxYka3dChUqoH79+hr3JQ/pNTlkyBAQEWbNmsVKux8+fIBQKERYWBgr7ek7vCDQgJ8/f8Lc3Fz2VM8Gw4cPBxHJyo+yLQieP38OIsKGDRvkfh8bG4vhw4dDLBbDxcUFmzdvVvvGxTAMunfvDpFIhP3792f5rmHDhvD19VWrXa6QOuMVLlwYBgYGGDhwoNx3raqKtcxOjjVq1ICRkRGICPb29mjZsiWWLVuGx48fc/4EMnPmTBgbG+u0Gt+3b99gZGTE2oCtD+ijg6Uy7N+/HyKRCD169FA7XolEgs2bN8PFxQWGhoYYMWKEwqXU69evBxFxstJBek0SEUaMGMFau+PHj4e5ubnCJch/Grwg0JA+ffrAycmJtcI6mW+iXAiCwYMHw9bWNtcnmZcvX6JFixYgIlSsWFGt974jRoxQKD4OHToEIuI0b0EVbt68iWrVqoGIEBgYmGMRHU1nb5KTk2VOjlWrVoWBgQGICE5OTpw5OWZkZKBw4cLo0qULa22qS+fOneHm5qYXr1DY5OnTpwgMDAQRoXr16rh586auQ8oV6U165MiRKu975coVVKxYUbYE9+XLlzlun5SUBFtbWwwZMkTdcBUyf/58EBGaNWvG2nWTmpoKJycnhIaGstJeXoAXBBpy//59EBF27NjBWpsZGRmywigrVqxgrd3ExERYW1tj+PDhSu9z5swZlC1bFkSEdu3aKV3iOPPrD3lkZGSgUKFCOr9BRUZGonPnziAieHl5KZWRzPbrnISEBBw/fjybk6OLiws6duzIipOjPgmwa9eugYhw+PBhXYfCCcePH4eXlxcEAgG6dOmi9WV+qrJgwQKVptnfvXuHtm3bgohQtmxZnD17Vum+pPlDbDoFnjlzRmaPzub5vX37dhCRRvUL8hq8IGCB6tWrIyAggNU2r1y5IlvrztaTxpo1ayAQCPDq1SuV9svIyMDq1auRL18+mJiYYPz48TlmKEsTJMePH59juzNmzNDZFHZSUhKmTJkCMzMz2NvbY/ny5UqvCuAyvwP4dQ0dPnwYQ4cOhY+PTzYnx02bNqmc+KlPr2gYhkH58uXRqFEjXYfCGenp6QgLC5PV/JgyZYpeJ9GOGzcORIRVq1Yp3CY+Ph7jx4+HsbEx8uXLhzVr1qg8yyPNH1q7dq2mIQP4NbNnYWEhm6lg85r09/eHv78/a+3lBXhBwALbtm0DEeHhw4estSm96Xh7e8Pe3l7jOvAMw8DHx0ejQTguLg6jR4+GkZERnJ2dsWHDhmz5BdIllH379s116i4qKkrrSW4Mw/xfe+cd1VTWtfGdEELo0hQQQUGxKypiRUXsBbFhHXXsomLvjmWw94qOvaHoiAXrjDpiH3XsXewdRVBAeu7z/cGbfCIt5aYg57eWa9Yk956zQ869ee45++wHO3fuRIkSJWBoaIgxY8YoXXFS04LgR753cqxcubJ8rVRRJ0e+b8J8oKo4LWjExcVhzJgxMDQ0hLOzM3bt2qWX+QUcxyEwMDDHrXpSqRRbtmyBg4MDjIyMMHnyZLXW1PkSp7ItlLVq1ZKXYefrmrxz5w6ICGFhYby0V1BggoAHUlNTUaxYMQwdOpS3NmU/OqdOnUKFChVQokQJtRwJ+Zymff78OQICAkBE8PT0lNcpz63IUl706NFDa9vg/v33X9SpU0e+1qhqcpO2BcGPfPz4EX/++Wc2J8cKFSpg6NCh2Lt3b5ZZl3HjxundNs9v377BysqK1wQwfebx48fw9/cHEaFOnTq4fPmyrkPKhlQqRbdu3bIU8zl37hw8PT1BRAgICFB76QrgZ/nq5cuXKFGihLzIEt/XZGBgIOzt7QtEsTE+YYKAJ6ZOnQpzc3PeslG/H+Bv3rxByZIl1Sr327t3b5QsWZLXRK6zZ8+iRo0aICL4+vpCIpGgVatWSiVYaqNQzuvXr9GzZ08QEapWrYp//vlHrfZ0LQh+5N27d9i5cycGDBiQzclx2LBhMDMz41Ws8sXo0aNhY2NTYLbq8cGpU6dQpUoVEBF69uzJ25ZlvkhLS0PLli1hYmKCxo0by0X/uXPneOtD3fyhjx8/omzZslnKMPN5TcbHx8PMzCzfJc+fESYIeOLVq1cQCoVYs2YNL+39OMCjoqJQrFgx1KhRQ+m/7adPn2BkZKQR3wKpVIpZs2ZBIBBAIBBg7NixSokiTZbSTUxMxPTp02FsbIyiRYti/fr1vAgifRMEP/Lq1Su5k6OtrS2ICEKhUO7kePToUb3YRiXbArtt2zZdh6JVMjIysG7dOhQtWhTGxsaYPn263pg+xcfHY+zYsfLrefbs2RqZvVM1f+jr1685GjXxeU2GhITwWl+mIMEEAY/4+/ujUqVKvKwR5jTAZZbBjRo1UuqpasGCBRCLxRoxE5JZOVeqVAnjxo1TKeFo3bp1EAgEvExHApkiZdu2bShevDjEYjEmTJjA63jUd0HwPV5eXvD29sbGjRuzOTnWrl0bkyZNyuLkqG1yKpJVWPj69SsmTJgAsViM4sWLY/v27TqpIAlkTRyWSCQYP348KleurLZlcG7I8ocWLlyo8DlJSUlo2LAhLC0ts1k583VNyirQtm/fXq12CipMEPDI33//DSLC2bNn1W4rtwF+7tw5GBsbw8/PT6GseKlUilKlSqFnz55qx/Qj7969g6urK0qXLi1Panv58iW6d+8OIkK1atUU2pKUmJgICwsLXux4L1y4gJo1a4KI0KlTJ40krRUUQXD16tVs5WI5jsOjR4+wdu1adOnSBUWLFgVRplFT/fr1MW3aNJw+fVpr0/iyMtoFYc++pnj69Ck6duwIIoKXlxcuXryo1f5/3Fr88uVLAJmlu93c3ODm5qYRl78ePXrA1dVVIRGUnp4OPz8/GBsby3OWvoeva/LMmTMgIpw4cUKtdgoqTBDwiFQqRZkyZdC1a1e128prgB89ehQikQi9e/fO92LSlKFMbGwsKleuDEdHxxyf7C9evKhU0ZKgoCDY2dmpXFv9xYsX6Nq1q1yIaNKIpKAIgr59+8LZ2TnPmRqO43Dv3j2sWrUKHTp0gLW1NYgIRkZGcifH8+fPayy5Sma01a9fP420X5CIjIxEtWrVQETo2rWrxu2pnzx5gvbt28uLj+UkRJ49ewZHR0dUqVJF6d04+aFo/pBUKkWvXr0gEolyPZava7JLly5wd3fX2UyNrmGCgGeWLl0KQ0NDtRV1fgN8586dEAgEGDlyZJ5LFJqwnE1MTETdunVhbW2Ne/fu5XpcTmVNcxsXDx48ABEhNDRUqVgSEhIwZcoUSCQS2NvbY/PmzRq/mAuCIIiNjYVEIsHs2bOVOk8qleLmzZtYunRpNifHZs2aYe7cubw7Oc6aNQvGxsYas8YtSGRkZGDTpk2wt7eHRCLBlClTeHcllJUnF4vFcHJyQmhoaJ7XzN27d2FtbY169erxurSkSP4Qx3EYMWIEBAIBdu3aletxfFyT79+/h0gkyrWYWmGACQKeiY2NhbGxMWbNmqVWO4oM8JCQEBARgoODc3z/+fPnEAgEeRYbUZbU1FS0aNECpqamCm+dUsT4BAB8fX1Rt25dhdqUSqXYvHmzRm+cuVEQBMGSJUtgaGiI6OhotdrJyMjA1atXsWDBgmxOjq1bt8aiRYtw7do1tZI1P3z4AENDQyxdulStWH8m4uPjMWXKFBgZGcHBwYEXoZuRkaGygdm///4LU1NTtGzZktfZovzyh37//XcQUb7mQnxck8HBwTA2NuZ9JqQgwQSBBujXrx9KlCih1lOUogM8ODgYRITVq1dne2/ChAmwtLTkLYM5IyMDXbp0gVgsVmmN7fXr13Jr1CpVqsitUWWEh4eDiPL1mD9z5gyqV6+utanVH9F3QSBbuurevTvvbX/v5NikSZMcnRxv376t9I9Xt27dUKZMmUI7VZsbL168QJcuXUBEqFGjhsr5SSdPnpQXtVLV4vzEiRMQi8Xo2rUrb9uXZflDEydOzPbeqlWrQEQKPVype02mp6fDyckJ/fv3V+n8nwUmCDSAbHDu379f7TbyG+Acx2HUqFEQCATYuXOn/PXk5GTY2tpixIgRKsfwYz+DBw+GUChEeHi4Wm1dvnwZdevWBRHBz88Pjx8/BpB5UTo6OmLgwIE5nvfs2TN06tQJRISaNWvmmFykDfRdEPz1118gIq38fVJSUnD27NkcnRw7deqksJOjrNKcIl4ShZHz589nSZZVNPP/0aNHaNu2LYgIdevWVbvW/969eyEUCjFkyBDeliGDgoJga2ubJX8oNDQURJl2xor0o+41uW/fPr2+prUFEwQaolatWmjatKnK5yszwKVSKXr37g2RSIQjR44AALZv3w4iUrvksYwpU6aAiLBx40Ze2uM4DmFhYXBxcYGhoSFGjx6NuLg4+dLC9xaq+rQ9C9B/QdCuXTtUqVJFJyVyk5KScOrUKUydOjWbk2O3bt2wbt06REVFZYuN4zhUrlwZ/v7+Wo+5oCDbTuvo6JjvdtrY2FiMGjUKIpEILi4u2L17N2/jYcOGDSAiTJ06lZf2ZPlDO3bsAAAcPnwYIpEIffr0UThmda/JJk2aoHbt2iqd+zPBBIGG2Lp1K4gIjx49Uul8ZQd4eno62rVrB4lEgnPnzqFOnTpo0qSJSn3/yOLFi0FESu0ZVpSkpCTMnj0bpqamsLGxwezZs2FgYIAVK1YgIyMD69ev17sCLvosCF6+fAmhUIi1a9fqOhQA/+/kOGHCBHh5eUEoFIIoq5OjbMlnzZo1EAqFapXoLgzkVXArPT0dq1evlpsqzZ49WyMlqxcsWAAiwpIlS3hpT5Y/dPbsWUgkEvj7+yu15KrONfnw4cNCWSArJ5gg0BDJycmwsbHBqFGjVDpflQGenJwMHx8feeLXvn37VOr7ezZt2gQiynGNj0/evXuHX3/9FQKBABYWFrCzs5OXeO3Ro4de/UjosyCYMmUKLCwstJZgqSy5OTmWKlUKv/zyCyQSCYKCgnQdZoHg1atX6NGjh7wk9/z581GhQgUIBAL07dsX796902j/EyZMABFh8+bNarclyx8yNTWFj4+P0nUw1LkmR44cCVtb20JVQjs3mCDQIOPHj0eRIkVU2qqj6gD/+vUrbG1tIRQKcf/+faX7/Z59+/ZBKBRi4MCBWpt+PnDgACwsLOQ3B310G9NXQZCamoqiRYti+PDhug5FYWJjY7F//34EBQVlc3IcNGgQwsLC8nRyZABhYWEoUqQIiAg2NjY4cOCAVvrlOA4DBgyAUChUK18KAO7fvw+hUAhbW1uVymqrek0mJibC0tISEyZMULrPnxEmCDTI06dPIRAIVFp3V3WAx8XFwdjYGLa2tnBxcVEpmxjINGERi8UICAjg1RApN763iS1evDisra1hYmICkUiEoKAgfP78WeMxKIq+CgKZDbe6QlCXyJILmzZtinLlyskFQm5OjoWZmJgYDB8+HAYGBihZsiRGjhwpt/UeO3ZsljwcTZGRkYHOnTtDLBarbBr2+vVruLi4wNbWNlv+kKKoek1u2LABAoFAI+WZCyJMEGiYVq1aoXr16ko/Yas6wJctWwaRSISrV6+iRIkSqFChgtI30CtXrsDMzAzNmjXTuP1neno61qxZI78ZBAcHIykpCatWrYJQKMSkSZNgbm4OKysrLF++XCknRU2hr4Kgfv368PHx0XUYatOoUSN4e3sDyN3JsWrVqhg5ciQOHjxY6PaNp6WlYfny5bCysoK5uTnmz58vn+7+9u0bgoOD5TU/1qxZw2sRqZxISUlBs2bNYGZmhqtXryp17qdPn1C+fHk4OzvjypUrEIlEWL58udIxqHJNchyHatWqoXXr1kr397PCBIGGOXz4MIgI//77r1LnqTrA3d3dERAQACAzWcbOzg5eXl4KT8Pdv38fNjY2qFOnjsYT+P7++29UrFgRRITevXvLrUyBzHFkamqK6dOn48OHDxgwYAAEAgHKli2Lw4cP6ySDXoY+CoJbt26BiPDnn3/qOhS12bNnD4gIt2/fzvbeq1evsHXrVvTp0wcuLi4gynRy9PT0xLhx4/TGyVETcByHw4cPo2zZsvKlvNyWU968eYPevXuDiFCpUiWNb+dMTExE7dq1YWNjo/AMVXx8PGrWrAk7Ozt58nXnzp1RtmxZrTxAXbp0CUQk35nFYIJA42RkZKBkyZLo1auXUuepMsBPnjwJIspSx//atWswNzeHr69vvj4BL168QPHixVGpUiWNTtE/fPgQbdq0ARGhfv36uT5VDB48GA4ODvJZgZs3b8LHxwdEhGbNmuHu3bsaizEv9FEQ/Pi3KsikpaXB3t4eQ4YMyffYZ8+eYePGjejRowccHR1BlNXJ8cSJEzpzcuSTu3fvolmzZiAi+Pj44ObNmwqdd/XqVdSvXx9EhDZt2vC2DTknPn/+jEqVKsHJySnfYmEpKSnw9fWFhYVFlusoMjISRIRTp04p1bcq1+Qvv/yCUqVKaWVJtKDABIEWmD9/PoyMjPDp0yeFz1FlgHfo0AEVK1bMpq4jIyMhkUjQoUOHXKcPP3z4gDJlysDV1VVj2cmfP3/GiBEjIBKJULJkSfz55595Pgncvn0721Mvx3E4cOAA3NzcYGBggMDAQKX+rnygb4Lg+9mUn4Vp06bBzMxMqftIXk6O3t7eWndy5IOPHz9iyJAhEAqFKF26NA4cOKD00zPHcdizZw9cXFwgEokwcuRIjflGvH37FqVKlUKZMmVyLZudnp6ODh06QCKRZDMh4zgOFSpUQMeOHZXqV9lr8tOnTxCLxViwYIFS/fzsMEGgBT59+gQjIyOlBp+yA/z169cwMDDIsYQxAERERMDAwAD9+vXLdkP58uULPDw8YG9vrxG74LS0NKxcuRLW1tYwMzPD3LlzFb4pe3t757gunpKSgkWLFsHS0hKWlpZYvHixxvMdZOibIFi1ahUMDAyyLLkUdN68eZPneFYEjuNw9+5drFy5MouTo0QiQePGjREcHKxRJ0d1SE1NxeLFi3kd38nJyZgzZw7MzMxgbW2NlStXamRG6cmTJ7C3t0e1atWyJQhyHIe+ffvCwMAAEREROZ4vG8/KJEQre02q8pBWGGCCQEvIpqcUrbCn7ABX5Ilq27ZtICKMGzdO/lpSUhK8vb1RpEiRHNds1eXo0aMoV64cBAIB+vXrp7QLpCxzPjdXxR+foA4ePKjx/AJ9EgSyJ6pOnTrpOhTe6dixY44zXqryvZNj27Ztc3RyvHz5ssaT8PJCNgNWunRpCIVCBAYG4uPHj7z28f79e/Tr1w8CgQDly5fP135YFW7duoUiRYqgQYMG8sJIHMdh7NixICJs374913NVmfFS5prMyMhAqVKllF7GLQwwQaAllE1gUWaAp6amKrzmunz5chAR5s2bh7S0NLRu3RomJia4cOGCQnEpyr1799CiRQsQERo1apSvYVFuyPbWDxs2LM/j7ty5g6ZNm4KI4Ovri1u3bqnUnyLokyA4ffo0iEjlLV/6zKlTp0BEiIyM1Ej7Pzo5mpqagohfJ0dluHXrFho3bizfdnnnzh2N9nf9+nU0bNgQRISWLVvyvl31woULMDY2Rps2bZCWloa5c+eCiLBixYp8z1U2J0aZa1LVRO/CABMEWkLZLS7KDPDdu3eDiBS+gUyfPh1EBC8vLxgaGuL48eMKnacIMTExGDZsGAwMDODm5ob9+/er/YQ3ZcoUmJub51t9T5aF7e7uLs/CVtf+Nyf0SRB07twZ5cqV0+muC03BcRzKli0r3zWjadLS0nDx4kXMnj07i5OjlZUV/P39sXz5cpWcHPNDtotGKBRqfRcNx3HYt28fXF1dYWBggGHDhvFa5+HYsWMwNDRErVq1QESYMWOGQufJ8of27Nmj0PHKXJOqbgUvDDBBoEXWr1+vcBEMZQZ4w4YN0aBBA4XjkEql8qpwI0eOVPi8vEhNTcXSpUtRpEgRWFhYYOHChfnualAUZevzp6WlYdmyZVn2afMVC6A/guDt27cQiUQKPXEVVJYvXw6RSKTxMrw5kZKSgjNnzmDGjBlo2LAhxGIxiLI6OT548EDlH5aUlBTMnz9fL+pspKSkYMGCBTA3N0eRIkWwdOlS3nIrgoKCQJRpea6MmPL29kajRo0UOlbRa1JWLG7Dhg0Kx1GYYIJAi3z79k3hMpmKDvC7d++CiJQq8cvnDAHHcYiIiECZMmUgFAoxaNAgjTyVq+Lg930lN1dXV4SHh/PyVKAvgmDmzJkwNTXVSkU6XREXFwcTExP8/vvvug5FZSfHH+E4Dnv37kWpUqVgYGCgV5U4o6OjMWjQIAiFQri7u+PQoUNqXTPHjx+HoaEhvLy8lJohAPLPH/oeRa9JdcrJFwaYINAyihppKDrAhw4dimLFiims5mU5BHPmzMmSQ3Dx4kWFP4OM27dvo0mTJvJ1e00kJcr4+++/QUQ4f/680ufev38fLVu2BBGhYcOGuH79ulqx6IMgSEtLg6OjIwYNGqSzGLTFwIEDUbx4cZ0m++VEQkICjh8/nqOTY69evbB58+Zs+/GvXbuGBg0agIjQqlUrvS0zfevWLfj6+qqVz3DhwgWYmJjIcwhmz56tcA4BoHj+EKDYNamu4VxhgAkCLSOz2swryxZQbIDHx8fD3NxcYV9y2S6DsWPHylW/bJeBlZWVwj/oHz9+xODBgyEUClGmTBlERERofD1OKpWiTJky6Natm8ptHDt2DOXLl1fbDU4fBIHMHU7RAjUFmRs3boCIH/dOTfLlyxccOnQIo0ePRrVq1bI4OXbt2lUuBCpUqMBr3o6m4DgOBw8elM/+DR48WOEdD7ntMhgzZoxC9z8ZiuYPKXJNyu5/qlrSFwaYINABTZo0Qe3atfM8RpEBHhISorB/vKwOQd++fVWuQ5CSkoKFCxfCwsKC93VGRViyZAkMDQ3Vcr9LT0/HqlWrYGNjAzMzM8yZM0erVqt84evri3r16umsf21Tt25dNGnSRNdhKMXnz58RFhaGOnXqyMUBEcHd3b1AOTmmpqZiyZIlsLS0VCg/KL86BL/++muedQi+R5Y/tGbNmjyPU+SarFWrFpo2bZpvn4UZJgh0wL59+/IdvPkNcI7jUKlSJfj7++fbX2RkJIyMjPKsVBgdHZ1rpUKO47B//355dcChQ4fqpKBHbGwsjI2NMXv2bF7aGjVqFEQiEVxcXLB7926FZzl0LQgePHgAIkJoaKhO+tcFO3bsABFptPQun3Ach7CwMHl1wNGjR+Px48fYs2cPhgwZksXJsWLFihg2bBjCw8P12snx06dPGDp0aJ47iN69ewdXV1e4u7vnWamwffv2OVYqzIl27dqhcuXKeV6f+V2T//33H4hIbZvmnx0mCHRAeno6nJyc0L9//1yPyW+Anz17FkSUr2mJKl4GlStXlpc2vXHjBho1agQiQvPmzRVK8NEkffv2RYkSJXjbG/7o0SO0bdsWRIR69eop5Nama0EQFBQEOzs7XndO6DspKSmwtbXFiBEjdB1Kvly5cgX16tUDEcHPzy/XKep3794hNDQU/fv3h5ubG4gIAoFA750cc/NVUMbLIDk5GY0bN4aFhUW+OT1//fUXiAjnzp3L9Zj8rsl+/fqhRIkSepeHom8wQaAjgoODYWxsnOsFn98A79q1K9zd3fPcxiNzO6xZs6bCDnD37t2DjY0NPD090bt3bwgEApQrVw5Hjx5V6HxNI1P6Bw8e5LXdEydOoFKlSiAi9OrVK8+yqboUBImJibCwsMCkSZO03reumThxIiwtLTXuwqkqb968wS+//AIiQuXKlXHy5Emlzv/eydHZ2RlE+uvkyHEcjhw5Iq9C2qdPH9SoUUNtt8OcUCR/KK9rUjazOGvWLIXiKswwQaAj3r9/D5FIhGXLluX4fl4D/P379zA0NMTSpUtzbf/Vq1coUaIEKlSooNQ0ZHJyMgIDA0FE8j70zUGvVq1aaN68Oe/tpqenY+3atbC1tZVvdctpe5IuBcG6desgFArzfQL7GXnx4gUEAgHWr1+v61Cy8O3bN8ycORMmJiaws7PDH3/8ofYMFsdxePr0KTZs2JDNybFOnTqYPHmyXjg5pqWlYcmSJfItmEOHDlUqJ+fTp08oX748nJ2d88yFyi9/KK9rcunSpTA0NFS6bHphhAkCHdKlSxe4u7vnuDaW1wCfNWsWjI2Nc3Us+/TpE8qVKwcXFxeFDUI4jsOff/6JkiVLQiQSoUOHDhCLxQgICNA7e9CtW7eCiPD48WONtP/lyxeMGzcOhoaGcHJyQmhoaJbvSFeCgOM4eHh4wM/PT6v96hNt27aFh4eHXlSZk0ql2LFjB5ycnGBoaIhx48ZprCaEzMlxzZo1CAgIgJ2dHYgIYrFY7uQYGRmp9WWkjIwMdO7cGWKxGB06dFDYyfR7Xr9+DWdnZ5QrVy7X3KT88odyuyZlswtdu3ZV7oMVUpgg0CFnzpwBEeHEiRPZ3sttgMvyD/r165djm1+/foWnpyeKFi2q8A/mf//9B29vbxBl9Uzfv3+/vNiQPtyAZSQnJ8Pa2hqjR4/WaD9RUVFo3749iAi1a9fGpUuXAOhOEFy8eBFEVCC2rGmKY8eOgYjk34WuuHTpkrwcb4cOHfDkyROt9q8PTo4cx2HgwIEQCoXyZL0HDx6gdevWICJ4e3vjv//+U6itR48ewc7ODp6enrkui8jyh3LKA8jtmpTVLzl79qxyH66QwgSBDuE4DhUrVkT79u2zvZfbAN+/f3+uP0bJycnw8fGBhYWFQmZCb9++RZ8+fSAQCFCxYkX89ddf2Y7ZtGkTiAiTJ09W/INpgXHjxsHKykorU6anT5+Gh4cHiAjdu3fHkSNHdCIIevToATc3N95r6RckpFIpXF1d0bNnT530/+rVK3Tv3h1EBA8PD5w+fVoncfyIVCrFjRs3sGTJErRt2xYWFhYgynRybN68OebNm8e7k+OkSZNARNi8eXO29/766y9UrFhRnl+giDX39evXYWFhAR8fnxyXHWT5QwcOHMj2Xm73S39/f1SqVEmvHmj0GSYIdMzq1ashFArx+vXrLK/nNsCbNm2KWrVqZWsnPT0d7dq1g0QiyVcNJyUlITg4GKamprC1tcWaNWvyvFEsXrwYRIRFixYp8ck0y5MnTyAQCLBp0yat9JeRkYENGzagWLFiMDIyUrlqoqpER0dDLBbr1XegKxYuXAixWMy7LXBeJCQk4LfffoOxsTGKFSuGjRs36t1S2vfInBznz5+PFi1ayJ0cLSws5E6O169fV1lcLly4EESEJUuW5HpMeno6QkJCYGNjA1NTU8yaNUtepCg3zp49C4lEAn9//xzvSV5eXmjWrFm213O6X7569QpCoRAhISFKfLLCDRMEOiY+Ph5mZmb47bffsrye0wB/9OgRiAjbtm3LcqxUKkXv3r0hEolw+PDhXPviOA67du2Cs7MzDA0NMWbMGIW3NU2ePBlEpLUfYEVo2bIlPD09tdrn169f0adPHxAR7OzssHXrVq08sc+dOxcSiURvat7rkpiYGEgkEsybN0/jfUmlUmzZsgWOjo4wMjLCpEmT9CbTXxl+dHKUSCQgUs3JcePGjSAiTJkyRaG+4+LiMGbMGBgaGsLZ2Rm7du3K84n98OHDEIlE6NOnT7Z4cssfyul+OXXqVJibmxfI70tXMEGgBwQGBsLe3j7Lel9OA3zUqFGwsbHJMp3GcRxGjRoFgUCQZ6Gaf//9F3Xq1AERwd/fX+mEPI7j5OWK9aWErMzX/MqVK1rtV/bdyHwcPD09NTpbkJGRARcXF/z6668a66Og0adPH5QsWVKjT+nnzp2Dp6cniAgBAQF4/vy5xvrSNrk5OdrZ2aFz584ICQnJ0ckxPDwcQqEQQ4YMUXoa/vHjx2jXrh2ICHXr1sXly5dzPVZWiGr06NFZ+sktf+jH+2VqaiqKFSuGoUOHKhVjYYcJAj3gzp07ICLs3r1b/tqPA/zbt28oUqQIxo8fn+XcWbNmgYiwatWqHNt+/fo1evbsCaJM+9FTp06pHGdGRga6dOkCsVis9B5rTZCRkYGSJUuid+/eWu33++/m7NmzqFGjhkZ/NA4dOgQiUqhoUmHhypUrIKI8Z8RU5fnz5wgICAARoUaNGnkWxPlZSEpKwsmTJzFlyhTUrVtXvo3QwcEB3bp1w/r167F161YYGhqia9euas2KnTp1ClWqVAERoWfPntmWS2WsXLkSRJRtZ0FO+UM/3i/DwsJARLh7967KcRZGmCDQExo0aIAGDRrI///HAb5hwwYIBIIsXgMhISEgohytYRMTEzF9+nQYGxujaNGiWL9+PS9PU6mpqfI1ybwUvraYN28ejIyMtFry9cfvRjat7ODgACMjI0yePJnXacqWLVuiZs2avLX3s+Dp6YlWrVrx1l58fDwmTZoEIyMjODg4YMuWLYU2gfN7J8eaNWvKnRwlEgl69uyZo5OjMmRkZGDdunUoWrQojI2NMWPGjBwThGfOnAkiypIHIMsf2rhxo/y1H69Jb29vNGzYUOX4CitMEOgJMkUrsxn9foBzHIdq1aplufnt3LkTAoEAI0aMyDKlJpVKsX37dhQvXhxisRgTJkzg/btITExE3bp1YW1trfNSxh8/foRYLMbChQu11mduCZ8JCQmYOnUqJBIJ7O3teUk8k938csrkLuxs2rQpm0hWhe8TRiUSCX777bd83fUKE3fv3kWRIkVQvnx5DB8+PIuTo6urK/r164cdO3YotJPgR75+/YoJEyZALBbDyckJ27dvzyLCOI5DUFAQBAIBdu3aJX+9ZcuWqF69uvze9/01efv27WwzrgzFYIJAT5CteQUGBgLIOsD//fffLNOjR44cgUgkQq9evbJcPBcuXEDNmjVBROjUqZPaN8q8iI2NReXKlVG8eHGdV83r2bMnXF1dtfY0l18dgpcvX6Jbt24gIlSrVg2RkZEq9zV27FhYWVnlm51dGPn27RusrKwwbtw4lduIjIzMsqX05cuXPEZY8Hn+/DkcHR1RpUqVLAnInz9/xr59+zB8+HB5yW+i/3dy3L17d67mRjnx9OlTdOzYEUQELy8vXLx4Uf6eVCrFL7/8ApFIJC+hLltGk81Sfn9NDhkyJFtOFkMxmCDQI3777TeYmZkh/utX3Lx8Ei62hJuXT6JXr19QqlQpZGRk4Ny5czA2Noafn598W86LFy/QtWtX+Q+QIg5ifCBzNitTpoxObVxlBXuOHTumlf4ULUx08eJFeHl5gYjQsWNHpQVaUlISrK2tMWbMGHXC/akZPXo0rK2tlRZMT548QYcOHUBEqFWrVpYfIEYmHz58QOnSpeHm5pZv2d/o6Gi5k2PZsmXlAkFZJ8fIyEhUq1YNRIRu3brJBVpaWhratm0LY2NjnD9/Pmv+EMfJ75cX/jkIMzNTTJs2jY8/QaGDCQI94s3zuxjZUoAv22yBUJL/e7KEcHJ1W9y+dhaWlpZo2LAhkpOTkZCQgClTpsinqDdv3qz1Nc+nT5/CwcEBHh4eGivbmh+yJZW2bdtqpT9lKhXKytvKlnDGjx+v8LWxZcsWEJHWq+AVJKKiokBE2Lp1q0LHy8pSy6aod+zYUWjzBPIiLi4OVatWhYODA549e6b0+W/fvs3RydHDwwOjRo1CRERErveLjIwMbNq0Cfb29pBIJJg6dSoSEhKQlJSEBg0awNLSEjdv3sTS+dMxurUBMvaVzHK/jFpCiPt3BpAap+ZfofDBBIG+8PY4sNsU0h0E6XbKMsCl2wlcqACJmwQY2r404uLisHnzZnkS25QpU3S61/bOnTuwsrKCt7e3zsxW1q9fD4FAoJWtYaqULk5MTMSMGTOUMsDx8vJCixYt1A33p6d58+Y5Fuv6noyMDKxduxZ2dnYwMTHBzJkzdW4MpK98+/YN9evXh5WVlTynSV1evnyJLVu2oHfv3jk6OR47dixb3kZ8fDwmT54sT/LcvHkzYmNjUb16dXRpUAQZO40z75c7frhf7iAgVADsNs28rzIUhgkCfeDtcWCnARAqzDKwf/yXsZ0gDRViaPvSICJ06dJF5+v3Mi5dugQTExO0bt1aJ+6IiYmJsLS0xMSJEzXelzpeBq9fv5Zb5Oa1DfTq1asgIkRERKgb7k/PwYMHQUS51s0/efIkKleuDKL8ra0LO2lpaWjVqhVMTU015hfxvZNj9+7d4eDgACKCSCTK0cnx+fPn6NKli3wb6MXw6cjYnnk/zOt+iVBh5n2ViQKFUeb3W0gM/kn7QnS+IxFARFyehxoIicBxtMDvGV06e4zCwsLIxcVFK2HmR+3atenAgQP0999/U58+fYjj8v4sfGNqakp9+vShDRs2UGpqqlb7VgYnJyfatm0bXb58mUxNTcnX15f8/f0pKioqy3EhISHk7OxMrVq10lGkBYfWrVuTs7MzhYSEZHk9KiqK2rVrR02aNCFzc3O6fPkybd26lYoXL66jSPUbjuOoT58+dOLECdq/fz/Vrl1bI/0IBAJydXWlfv36UWhoKL19+5YePnxIK1eupBIlStD69eupadOmZGVlRQ0bNqQtW7bQkCFD6J9//iELY44qf5lJAkHm/TCfT5R5Xz3fMfM+y+AVJgg0wbOtRBlJlJ8YkGEgJDIWg2oXfazZuFSgadOmFBoaSrt27aIRI0YQAK32P2TIEIqJiaG9e/dqtV9V8PLyogsXLlBYWBjduHGDKlasSGPGjKEvX75QbGws7dq1iwYPHkwGBga6DlXvMTAwoEGDBtHOnTspLi6O4uLiaPTo0VSxYkW6desWhYWF0fnz58nLy0vXoeotACgoKIjCwsJo586d1LRpU631LRAIqGzZsjR48GDavXs3RUdH0927d2nRokVkY2NDK1asoEaNGlGrVq2oY7VEMjEiEgoUbZ3LvL8+36bJj1AoEUCBO3x8fDxZWlrS169fycLCQhtxFVwAokNliBKfUWZSrqIIiMxcidpGEQkUvjK0xvr162ngwIE0bdo0mjlzplb7btKkCSUnJ9OFCxc01sf169epRo0adO3aNapevbra7SUnJ9OSJUto7ty5JJFIqFGjRhQREUFv3ryhokWL8hDxz090dDSVKFGC/Pz8KDIyklJSUmjy5Mk0atQoMjY21nV4es+0adMoODiY1q9fT/3799d1OFngOI5u375Np0//Q11MfiN70yQSKvV4qt/3S31Cmd9vNkPAN6mfiRKfknJigDKPT3xKlBariajUZsCAATRv3jz6/fffacWKFVrtOzAwkC5evEg3b97Uar/qYGxsTFOmTKGoqChq27YthYeHk4mJSYH6DLrm5s2bZGxsTOHh4eTn50dRUVE0efJkJgYUYPny5RQcHEzz58/XOzFARCQUCsnDw4NGDelFjubKigEifb9fFlSYIOCbjES1Tk+O/8hTIPwzYcIEGj9+PI0YMYK2b9+utX79/PyoePHitGbNGq31yRcODg7UrVs3IiIqWbIkNW/enNq0aUMPHz7UcWT6y8OHD6l169bUokULKlWqFBERdevWjRwcHHQcWcFg27ZtNHLkSPn1qteoeb+k9AR+4mAQERME/CMyU+t017JVqUGDBjR9+nT5NKk+MW/ePOrfvz/9+uuvFBERoZU+RSIRDRo0iHbs2EFfvnzRSp98EhISQlWrVqXr16/T3r176f79+1S5cmUaMWIExcayJxwZnz9/pqCgIKpUqRI9ePCA9u7dS9evX6cqVapkSy5k5ExERAT17duXBgwYQHPnztV1OPmj5v2SDM35iYNBREwQ8I+RDZGZGxEpt67FgSjJwJGm/L6Y7OzsaNWqVeTj40NWVlbk6+tLs2bNogsXLlBaWppm4lYQgUBAa9euJX9/fwoICKDIyEit9Nu/f39KS0ujbdsKViLRq1ev6NChQxQYGEhCoZA6duxI9+/fp1mzZtHmzZupdOnStHLlSkpPT9d1qDojPT2dVqxYQWXKlKEtW7bQnDlz6P79+9SxY0cSCoUUGBhIERER9OrVK12HqtdERkZSQEAAtW/fntasWUOCgrC2ruL9MjOHwI1IbK2JqAotTBDwjUBA5D5cpVOnh8ZQQkIihYaG0qdPn+jGjRs0Z84cMjU1pYULF1L9+vXJysqKWrRoQfPnz6crV65QRkYGzx8gfwwMDCg0NJS8vb3Jz8+Prl27pvE+HRwcqEOHDhQSEqL1nQ7q8Mcff5CZmRl1795d/ppEIqEJEyZQVFQUderUiUaMGEFVqlSho0ePFqjPpi4A6MiRI1S5cmUaOXIkderUiaKiomj8+PEkkUjkx/Xo0YNMTU1p3bp1OoxWv7l27Rr5+flRgwYNaMeOHQVnJ4sa90sqG8QSCnmGCQJN4NqbSGRCiv95hSQQmZJh2X40bdo0KleuHO3du5eqVq1Ko0aNooiICPr8+TNduXKFpk+fTgKBgIKDg6lWrVpkY2NDbdq0ocWLF9P169dJKpVq8pPJMTIyov3791OFChWoRYsW9OjRI433GRgYSI8ePaLTp09rvC8+SE1NpQ0bNlDv3r3JzCz71GixYsVo3bp1dP36dXJwcKDWrVtTy5Yt6d69ezqIVrvcu3ePWrRoQW3atCFHR0e6ceMGrVu3jooVK5btWDMzM+rduzetX79e5zNk+sjDhw+pRYsWVLFiRdq3bx8ZGRnpOiTlUOF+SSITolK9NBlVoYQJAk0gLkJUP/x/6jW/P7GQSCAgQYN9NGdhCN27d4+qVKlCXbp0IW9vb/rvv/+IKHMdvWbNmjR+/Hg6duwYxcXF0cWLF2nChAmUmppKU6dOpRo1apCdnR21b9+eVqxYQXfu3NFoMSEzMzM6cuQIFStWjJo2bUqvX7/WWF9ERA0aNKCKFSsWmPXkffv20cePHykwMDDP4zw8POjUqVN04MABevLkCVWtWpWGDh1KMTExWopUe8TExNDQoUOpSpUq9OzZMzpw4ACdOnWKqlatmud5gYGB9PHjR9q3b5+WIi0YvHr1ipo1a0b29vZ05MiRHIWn3qPC/ZK892Wex+AXvksfMr7jf14GCBX879/3JTgF/1+b+91f2U49ceKE3IJUkdKsKSkpOHPmDGbMmIGGDRtCLBaDiGBra4vOnTsjJCQEDx48kHuN8/ox375FyZIlUbZsWXz8+JH39r9n9erVMDAw4L1UrTqli3Ojfv36aNy4sVLnpKSkYNGiRbCwsIClpSWWLFnyU1i+pqamYvHixbC0tISlpSUWL16s9Ofy8fGBt7e3hiIseHz8+BFly5ZFqVKl8PbtW12Hoz5q3C8ZucO8DPSJ1Djg4XLgoFvWAX7QLfP11NzdBNPT07F27VrY2trCxMQEv//+u8LmLUlJSTh58iSmTJmCunXrQiQSgYjg4OCAbt26Yf369Xjy5AlvAiEqKgrFihVDjRo1NDpOvn79CjMzM96tUPkWBLdu3QIRYe/evSqd//HjRwwZMgRCoRBlypTBwYMHNSLmNA3HcThw4ABKly4NoVCIIUOGqCwa//zzTxARbt++zXOUBY+vX7+ievXqKFasGKKionQdDn+ocb9k5AwTBPoIxwEpMUDC88z/KnFzl9m7GhoawsnJCaGhoUr/OCQkJOD48eOYMGECatasCaFQCCJCiRIl0KtXL2zevFltU6WbN2/C0tISjRo1QnJyslpt5cWQIUNgb2/Pq+ES34Jg0KBBcHR0VDvGO3fuoGnTpiAi+Pr64tatW7zEpw1u3bqFxo0bg4jQtGlTtV320tLS4ODggMGDB/MUYcEkKSkJDRs2RJEiRQrUeFAKNe6XjKwwQfCTEhUVhfbt24OIULt2bbWcy758+YJDhw5h9OjRqFatGgQCAYgIpUqVQr9+/bBjxw6VpiHPnz8PY2Nj+Pn5IT09XeX48uL27dsgIuzZs4e3NvkUBF++fIGpqSlmzJjBQ2SZT9mHDx+Gu7s7hEIhBg4ciOjoaF7a1gTR0dEYOHAghEIh3N3dcfjwYd5mN6ZPnw5TU9NCey9KT0+Hn58fjI2Ncf78eV2HwygAMEHwk3P69Gl4eHiAiNC9e3e8evVK7TY/f/6Mffv2Yfjw4fLcBSKCu7s7Bg0ahN27dyv8I3T06FGIRCL07t0bUqlU7dhywtvbG40aNeKtPT4FwcqVK2FgYMD7um5qaiqWLVuGIkWKwMLCAgsWLEBKSgqvfahDSkoK5s+fD3Nzc1hZWWHZsmW822a/efMGBgYGWLVqFa/tFgSkUil69eoFQ0NDHDt2TNfhMAoITBAUAjIyMrBhwwYUK1YMxsbGmDZtGhITE3lrPzo6Gnv27MHgwYNRtmxZuUCoWLEihg0bhvDwcMTExOR6/q5duyAQCDBy5EiNrH3v2rULRIR79+7x0h5fgoDjOJQvXx6dOnXiJa6ciImJwfDhw2FgYABXV1eEh4frNL+A4zjs3bsXrq6uMDAwwPDhw/McG+rSsWNHVKhQoUDmVKgKx3EYMWIEBAIBwsLCdB0OowDBBEEh4uvXr5g4cSKMjIzg6OiIrVu3auSp/O3btwgNDUX//v3h5uYGIoJAIICHhwdGjRqFiIgIfPmSNeEnJCQERITg4GDe40lNTUWxYsUwbNgwXtrjSxCcPn0aRITTp0/zElde3L9/Hy1btgQRoWHDhrh+/brG+/yR69evo0GDBiAitGrVCvfv39d4n//88w+ICJGRkRrvS1/4/fffQURYs2aNrkNhFDCYICiEPHv2DJ07dwYRwdPTU+Priy9fvsSWLVvQu3dvODs7g4ggFArh6emJcePG4dixY0hISMCsWbNARFi9ejXvMUydOhXm5uaIj49Xuy2+BEHnzp1Rvnx5rT69Hjt2DOXLl4dAIEDfvn3x/v17jff57t079O3bFwKBAOXLl9fqFDbHcShXrhwCAgK01qcuWbVqFYgIs2fP1nUojAIIEwSFmLNnz6JGjRogIgQEBOD58+ca75PjODx9+hQbNmxA9+7d4eDgACKCSCRCnTp14OXlBSLC5s2bee331atXEAqFvDw18SEI3r59C5FIhJUrV6odj7KkpaVh1apVsLa2hpmZGebMmaORnR5JSUmYPXs2zMzMYGNjg1WrVmkseTQvVqxYAZFIhHfv3mm9b20SGhoKIsLo0aML1RIJgz+YICjkSKVSbNmyBQ4ODjAyMsLkyZN5eYpWFI7j8PDhQ6xZswYBAQGws7OT5yBUqlQJ06dPR2RkJC8Jcf7+/qhcubLaN0s+BMGMGTNgamqabelEm8TGxmLUqFEQiURwcXHBnj17ePkh4TgOu3fvhouLC0QiEUaNGoXY2FgeIlaNL1++wMTEBDNnztRZDJrmyJEjEIlE6NOnDxMDDJVhgoABILP2wNSpUyGRSGBvb4+NGzciIyND63FwHIcbN26gcuXKEAqFMDc3BxFBIpGgcePGCA4OxoULF1TKSP/7779BRDh37pxaMaorCNLS0uDo6IhBgwapFQdfPHr0CG3btgURoX79+rh69arKbV29ehX16tUDEcHPzw+PHj3iMVLVGThwIC+1HvSRs2fPQiKRwN/fXyczMIyfByYIGFl4+fIlunXrBiJCtWrVdJaMlZycDB8fH1hYWCAsLAyLFy9GmzZtYGFhASKCqakpmjdvjnnz5uHy5csK3QilUinKlCmDbt26qRWbuoJg7969ICK9KxTz999/K1UC+3vevHmDXr16yWd2Tpw4ocFIlefmzZsgIoSHh+s6FF65ceMGLCws0LhxY40W+GIUDpggYOTIxYsX5ev5HTp0wNOnT7UeQ3x8PDw9PVGsWDE8fvwYQGaxlStXrmD+/Plo0aIFTE1NQUSwsLBAmzZtsHjxYly/fj3X3RNLly6FoaEhPnz4oHJc6gqCxo0bo379+ir3r0mULYH97ds3zJw5EyYmJrCzs8PatWv19im1Xr168PX11XUYvPH48WMULVoUNWvW1OoyH+PnhQkCRq5IpVLs2LEDxYsXh1gsxvjx47X+vX769AnlypWDi4tLjk+saWlpuHDhAmbNmgVfX19IJBIQEaysrODv74/ly5fjzp078nXV2NhYGBsbq5WFrY4guH//PogIO3fuVLl/bfB9CewSJUpg586dWdamOY5DaGgonJycYGhoiHHjxuk0H0IRZEl3Dx480HUoavP69Wu4uLigfPny+PTpk67DYfwkMEHAyJfExETMmDFD/hT4xx9/aDW/4NWrVyhRogQqVKiQbxGblJQUREZGYvr06WjQoIHcydHOzk7u5NixY0c4OTmp/CSrjiAYPnw4ihYtqldVA/MipxLYly5dQu3ateWzR0+ePNF1mAqRkpICOzs7BAUF6ToUtYiJiUGFChXg7OyM169f6zocxk8EEwQMhXn9+jV++eUXEBGqVKmCU6dOaa3vhw8fws7ODl5eXkhISFD4vG/fvsmdHOvUqSN3ciQiNGjQQCUnR1UFQUJCAiwsLDB58mSlztMH/vnnH1SoUEH+t6tQoYJWCirxzaRJk2BhYcFrpU5tEh8fDy8vL9jZ2elNwibj54EJAobSXL58GXXr1gURoV27dvL1fU1z7do1mJubw9fXV+Un7ISEBBw7dgwODg6wsLBQyclRVUHwxx9/QCgUqu0UqW0SExMxbdo0SCQSWFhYwMLCQiMlsLXBixcvIBAIsG7dOl2HojQpKSnw9fWFhYWFTipNMn5+mCBgqATHcQgLC4OzszMMDQ0xevRoxMXFabzfyMhISCQSdOjQQa3kta1bt8p/1CMiIjBq1Ch4eHjInRxdXV1zdXJURRBwHIcqVarAz89P5Zi1jVQqxdatW+Ho6AgjIyNMmjQJ8fHx8hLYYrEYjo6O2LZtm8aMqTRB27Zt4eHhUaD266enp6NDhw6QSCQ4c+aMrsNh/KQwQcBQi6SkJMyaNQumpqawsbHB6tWrNZ5lHhERAQMDA/Tr10/lm3pycjJsbGwwevToLK/LnByHDRuGihUryqfIy5Yti8GDB2P37t04ceKE0oLgwoULICL89ddfKsWrbc6fPw9PT08QETp37oxnz55lO0bbJbD54vjx4yAiXLx4UdehKATHcejbty8MDAxw6NAhXYfD+IlhgoDBC+/evcOvv/4KgUCAChUqaPyHb/v27SAijBs3TuU2xo8fDysrqzy31UVHR2P37t3ZnByJCF26dMG+ffvw+fPnfPvq0aMHSpcurfdP0s+fP0dAQACICDVq1MDZs2fzPefs2bOoXr26Vktgq4NUKoWbmxt69uyp61DyheM4jB07FkSEHTt26Docxk8OEwQMXvnvv//g7e0NIkLr1q01usVr+fLlICLMmzdPpfOfPn0KgUCAjRs3KnzO27dvERwcDCJC8eLFFXJyjI6OhlgsxuLFi1WKUxvEx8dj8uTJMDIygoODA7Zs2aKUeNF1CWxlWbRoEcRiMaKjo3UdSp7MnTsXRIQVK1boOhRGIYAJAgbvyDzvS5UqBZFIhKCgIIWeolVh+vTpICL88ccfKp3fqlUrVK9eXeVdBjInx169eqFEiRJyJ8eaNWti/PjxOHbsGKZPnw6JRKKxv4E6ZGRkYOPGjbC3t4dEIsFvv/2m1C6OH/mxBPamTZv0clYkJiYGEokEc+fO1XUoubJ27VoQEWbMmKHrUBiFBCYIGBojOTkZ8+bNg7m5OaysrLBixQrea8lzHIfhw4dDIBBgz549Sp9/+PBhEBEuX76s8Dm5JRVyHIcnT55g/fr1WZwcZXUQJk+ejJMnTyIpKUnpODVBZGQkqlWrBiJCt27d8PLlS97a1pcS2HnRp08fuLi46MSzIz92794NgUCAoKCgApX8yCjYMEHA0DgfPnzAgAEDIBAIUK5cORw5coTXm5xUKkXPnj1haGiodO5CRkYGSpYsid69eyt8jqK7DDiOQ0hICIgITZo0kTs5isViNGjQgFcnR2V4+vQpOnToACJCrVq1NJpcd+HCBXkJ7I4dO+qkBHZuXLlyBUSkd4l6x48fh6GhIXr27KmXsyuMnxcmCBha48aNG/Dx8QERoXnz5rh79y5vbaelpaFNmzYwMTFR+gdu/vz5MDIyyrcKogxlth22aNECXl5eADIFwp07d7BixQr4+/vDyspK7uTo6+uLWbNmqezkqAhfv37F+PHjIRaLUbx4cezYsUMrPzj6UAI7N2rWrImWLVvqOgw5Fy5cgImJCdq2bftTOjMy9BsmCBhaheM4HDhwAG5ubjAwMEBgYCBvtdiTkpLQoEEDWFlZ4fbt2wqf9+nTJxgZGWHhwoUKHa+oIHjy5AmICFu2bMnx/YyMDFy/fj1XJ8f58+fjypUram/jzMjIwB9//AE7OzuYmJhgxowZOikoJCuBbWxsjKJFi2LdunU6n67fvHkzBAKBXpRfvnXrFooUKYIGDRrozbISo3DBBAFDJ6SkpGDRokWwtLSEpaUllixZgtTUVLXb/fLlC6pVqwZ7e3ulpqd/+eUXuLq6KvTErKggGDt2LKytrRW+uaenp+Py5cuYN28emjdvrrSTY06cPHkSVapUARHhl19+0Yva97osgf0jSUlJsLKyUmv7Kh88efIE9vb2qFatmt6bRDF+XpggYOiUjx8/YsiQIRAKhShTpgwOHjyodn5BdHQ03N3d4erqinfv3il0zqVLl0BEOHr0aL7HKiIIkpKSYG1tjbFjxyoc94/InByDg4PRuHHjLE6O7du3x4oVK7I4OX7P48eP4efnByJC3bp1lUqa1BaXL19GnTp1tF4C+0fGjBmjlHDjm3fv3sHV1RXu7u56vw2S8XPDBAFDL7hz5w6aNm0KIoKvry9u3bqlVnsvXryAk5MTKleujNjY2HyP5zgO1apVQ5s2bfI9VhFBsHnzZhARr1PRycnJWZwcDQ0Nszg5rlmzBleuXMGoUaNgaGgIZ2dnhIWF6XWWOsdx2LVrl9ZLYH9PVFRUnks7muTz58+oVKkSnJyceN3lwWCoAhMEDL2B4zgcPnwY7u7uEAqFGDhwoFpPTPfv34eNjQ3q1Kmj0Jr5+vXrIRAI8q20p4ggqFmzJlq0aKFsyErx7ds3nDhxApMnT0bt2rXlRk0CgQBVqlTB6tWrlXZy1BXfl8C2tbVFSEiIxktgf0/z5s3lyZ/aIjExEXXq1IGNjQ3u37+v1b4ZjJxggoChd6SlpWHZsmUoUqQIzM3NsWDBApW35l25cgVmZmZo3rx5vjkK3759g6WlJSZOnJjncfkJAm1vZ/vrr7/k1sRNmzbFkCFD4OnpKRcIzs7O6N27N7Zs2aL3T6Fv376Vl8CuWLGi1rwfIiIiQES4evWqVvpLTU1Fs2bNYGZmprU+GYz8YIKAobfExMRg+PDhMDAwgKurK8LDw1V62j116hTEYjG6dOmSb1b7yJEjYWtrm6cAyU8Q/Prrr1opePPgwQO0bt0aRARvb+9s8cTFxcmdHKtWrSovkpSXk6O+oM0S2EDmTgxnZ2f07dtXo/3I+goICICRkRH++ecfjffHYCgKEwQMvef+/fto2bIliAgNGzZUyQt+//79EAqFGDRoUJ6i4uHDhyAibN++Pddj8hIEnz9/1nhJ3M+fPyMoKAgikQilSpXC3r17FRJKMTExCA8Pz9PJUZ+S2jiOw59//omSJUtqvAQ2AMyZMwcSiUShnBNV4TgOAwcOhFAoxP79+zXWD4OhCkwQMAoMx44dQ/ny5SEQCNC3b1+8f/9eqfM3bdoEIsLkyZPzPK5JkyaoU6dOru/nJQg0aZqTlpaG5cuXw8rKCubm5pg3bx6Sk5NVbu/Dhw8ICwvDoEGD4O7uLhcIlSpVwvDhwxV2ctQ02iiBDWTuTjE0NNSoCdWkSZNARNi8ebPG+mAwVIUJAkaBIj09HatWrYK1tTXMzMwwZ84cpX4UFy9eDCLCokWLcj1m3759IKJcZyJyEwQyW90ePXooHI8icByHI0eOoGzZshAIBBgwYAA+fPjAax8A8ObNG+zYsQN9+/ZFqVKlsjk5Hjp0SKd75N+/f4/+/fvLS2ArskVUWbp3764xm+qFCxeCiLBkyRLe22Yw+IAJAkaBJDY2FqNGjYJIJIKLiwt2796tcH7BlClTQETYtGlTju+np6fDyckJAwYMyPH93ATB8ePHQUS4cOGCch8mD+7evYvmzZuDiODj44MbN27w1nZ+vHjxAps3b87TyVEdZ0RVuXHjBho1aqSREtjnz58HEfGezLhx40YQEaZOncpruwwGnzBBwCjQPHr0CG3btgURoV69egplbHMch8GDB0MoFGLfvn05HhMcHAwTE5Mc98TnJgj8/Pzg4eHByza/T58+ITAwEAYGBnBzc8OBAwd0un2Q4zhERUVh3bp16NatG+zt7UFEEIlEqFu3LqZMmaJVJ0eO47B//37eS2BzHIeqVauiXbt26gf5P8LDwyEUChEYGFggtoAyCi9MEDB+Ck6cOIFKlSqBiNCrVy+8efMmz+MzMjLQpUsXiMVinDx5Mtv779+/h0gkwvLly7O9l5MgePHiBYRCIdatW6fW50hNTcWSJUvkJZ0XLVqkdTdEReA4Dg8ePEBISAg6deoEW1vbLE6OM2bMwJkzZzQeu6wEtoWFBW8lsP/44w8IhUJetmieOHECYrEYXbt2Zc6FDL2HCQLGT0N6ejrWrl0LW1tbmJiY4Pfff8e3b99yPT41NRUtWrSAmZkZrly5ku39Ll26oGzZstme6nISBJMnT4aFhYXKpkEcx+HgwYMoU6YMhEIhhgwZgo8fP6rUli6QSqW4ffs2li9fnsXJ0djYWCtOjh8/fpTP+pQpUwYREREqP40nJCTAwsICU6ZMUSumy5cvw9TUFC1btuTFp4PB0DRMEDB+Or58+YJx48bB0NAQTk5OCA0NzfXH4du3b6hbty5sbGxw7969LO+dOXMGRJRtBuFHQZCSkgI7OzsEBQWpFO+tW7fg6+srLyx0584dldrRJzIyMnDt2jUsWrQIrVu3hrm5udzJsUWLFnInR75rNdy+fRtNmjRRuwT28OHDUbRoUZVnOO7duwdra2vUq1cvT1HKYOgTTBAwflqioqLQvn17EBFq166NS5cu5XhcbGwsqlSpguLFi+PFixfy1zmOQ8WKFdGhQ4csx/8oCEJDQ0FEShfPiY6Olu9Jd3d3x+HDh3/aNWaZk+PcuXPRrFkzmJiYZHFyXLJkCW7cuMHLtDrHcTh06JBaJbDv378PIsLOnTuV7v/58+dwdHRE1apVte7LwGCoAxMEjJ+e06dPyyv1de/eHa9evcp2zPv37+Hm5oYyZcpk2dK3evVqGBgYZLEN/lEQ1KtXD40bN1Y4npSUFCxYsADm5uYoUqQIli1bprGpdH0lNTUV58+flzs5GhkZgYhgbW2dr5OjMn3ISmBbWFgoXQLbx8cH9evXV6rPDx8+oHTp0nBzc1O6TgaDoWuYIGAUCjIyMrBhwwYUK1YMxsbGmDZtWrb1/mfPnsHBwQEeHh7y/fbx8fEwMzPDtGnT5Md9Lwhu3rwJIkJ4eHi+MXAch/DwcLi6usLAwADDhw9HTEwMvx+0gJKcnIzTp09j2rRp8Pb2ljs5Fi1aFAEBAVizZg0ePnyokkCIiYnBsGHD5CWw9+3bp1A7e/fuBREpvOwQFxeHqlWrwtHREc+ePVM6TgZD1zBBwChUfP36FRMnToSRkREcHR2xdevWLNPUd+7cgZWVFby9veVrv4GBgbC3t5c/xX8vCAYNGgRHR8d8nfmuX7+Ohg0bgojQsmVL5m6XDzInx0mTJqF27dowMDAAEcHR0RHdu3fHhg0b8PTpU6UEwr1795QqgZ2WlgZHR0cMHjxYoXjr168Pa2trXusiMBjahAkCRqHk2bNn6Ny5M4gInp6eOH/+vPy9S5cuwdTUFK1bt0ZaWhru3LkDIsKePXsAjsPNyyfhYks4f+oATE1NMHPmzFz7ef/+Pfr27QuBQIDy5cvj2LFj2vh4Px3x8fE4evQoxo0bhxo1aqjl5Hj06FF5Cex+/frlObU/Y8YMmJqa4uuXL0DyJyDheeZ/vxMiaWlpaNWqFUxNTfHvv/+q+1EZDJ3BBAGjUHP27FnUqFEDRISAgAA8f/4cAPD333/D0NAQ3bt3h1QqRasmdbFiqBtw0A0IJfm/qCWEL5dnAqlxWdpNTk7GnDlzYGZmBmtra6xatSrfWQSG4sTFxeHgwYMYOXJkFidHNzc39O/fH6GhoXj37l2u56elpSlUAvvdi/sY2VKAuG22Wb53HHQDHiyDNPkzunfvDrFYjBMnTmjyIzMYGkeZ328BAFA+xMfHk6WlJX39+pUsLCzyO5zB0Dkcx9H27dtp0qRJFBsbS2PGjKGJEyfSX3/9RV26dKEVk1rTwAp/kwGXSgKhgAT0/5cBByKhQEAkMiGqH05waEZ//vknjR8/nt6+fUvDhw+n3377jaysrHT4CX9+YmJi6MyZM3T69Gk6ffo03b9/n4iIypYtSz4+PtS4cWNq1KgR2dnZZTkvLi6Ofv/9d1q1ahU5OTnRggULqFOnTiQQCIje/UV0viNx6d+IQCQUfn9m5ihIkxqQ/2Ip9f/tT+rYsaPWPi+DoQmU+f1mgoDxU5OYmEjz58+nRYsWUZEiRWj27NlUjLtJzY1WklBIJBTkdbaQQERjDpWjpWH3qW3btrRo0SJyd3fXUvSM74mOjqbIyEg6ffo0/fPPPxQVFUVERJUqVSIfHx/y8fGhhg0bkrW1NRERPXr0iMaNG0eHDh2i+vXr08ZZAeT+bhQRQERcrv1IOSKBQEhCn6NEjs218dEYDI3BBAGD8QOvXr2iiRMn0tGDu+jdaiFJDLl8xEAmUo4oNUNIVxzDqVEzf43HyVCct2/fymcPTp8+Tc+fPyeBQEAeHh5ygeDt7U1Xrlyh6ZNG0N+BD8jEKD8RKENIJDIm8n9DJC6i4U/CYGgOJggYjFx4fnwkuXxeruCPQiYgAQlqLCMqG6SxuBjq8+LFiywC4c2bNyQUCqlGjRo0pZMZ+RU/TQIlvnciARH73hkFHCYIGIycAIgOlSEkPsuSM5A/AiIzV6K2UaTkLwpDRwCgp0+f/k8c/EOza/9JLtbSH3IG8oN974yCDxMEDEZOpMQQ7bPL/7jc6BhDZGTDXzwM7cC+d0YhRpnfb6X0MoNRoMlIVO/89AR+4mBoF/a9MxgKwQQBo/AgMlPvfENzfuJgaBf2vTMYCsEEAaPwYGRDZOZGRMquBwsyzxNbayIqhqZh3zuDoRBMEDAKDwIBkftw1c4tG8QSywoq7HtnMBSCCQJG4cK1d2YFQoWHvjDz+FK9NBkVQ9Ow753ByBcmCBiFC3ERovrh/3vqy2/4CzOP897HitMUdNj3zmDkCxMEjMKHY3OihkcyK9GRgLKvLf/vNZExUaOjRA7NtB8jg3/Y985g5AkTBIzCiWPzzLK0NZZlFp/5HjPXzNf937IfhZ8N9r0zGLnCChMxGABRWmzmfnND88yscpZI9vPDvndGIUCZ32+RlmJiMPQXgSBzaxqrRle4YN87g5EFtmTAYDAYDAaDCQIGg8FgMBhMEDAYDAaDwSAmCBgMBoPBYBATBAwGg8FgMIgJAgaDwWAwGMQEAYPBYDAYDGKCgMFgMBgMBjFBwGAwGAwGg5ggYDAYDAaDQUwQMBgMBoPBICYIGAwGg8FgEBMEDAaDwWAwiAkCBoPBYDAYxAQBg8FgMBgMYoKAwWAwGAwGMUHAYDAYDAaDmCBgMBgMBoNBTBAwGAwGg8EgJggYDAaDwWAQEwQMBoPBYDCISKTIQQCIiCg+Pl6jwTAYDAaDweAP2e+27Hc8LxQSBAkJCUREVKJECTXCYjAYDAaDoQsSEhLI0tIyz2MEUEA2cBxH7969I3NzcxIIBLwFyGAwGAwGQ3MAoISEBHJ0dCShMO8sAYUEAYPBYDAYjJ8bllTIYDAYDAaDCQIGg8FgMBhMEDAYDAaDwSAmCBgMBoPBYBATBAwGg8FgMIgJAgaDwWAwGMQEAYPBYDAYDCL6P+mHsD+cqfzKAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ER2 = nx.erdos_renyi_graph(10, 0.6) \n",
"\n",
"pos = nx.circular_layout(ER1)\n",
"nx.draw_networkx(ER2, pos=pos, with_labels=False, node_size=100, node_color='orange')\n",
"nx.is_connected(ER2)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_degree_histogram(ER2)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Small world. Watts-Strogatz (WS) graphs"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 700x225 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(7, 2.25))\n",
"for i, p in enumerate([0.0, 0.1, 1.0]):\n",
" # Generate the graph: n: number of nodes; k: neighbours, p: prob of rewiring an edge\n",
" G = nx.watts_strogatz_graph(8, 4, p)\n",
" # Create layout and draw\n",
" plt.subplot(1, 3, i + 1)\n",
" pos = nx.circular_layout(G)\n",
" nx.draw_networkx(G, pos=pos, node_color='pink')\n",
" plt.title(\"p = {:0.1f}\".format(p))"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_degree_histogram(G)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Barabasi-Albert Model"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"G_preferential_35 = nx.barabasi_albert_graph(35, 1)\n",
"pos = nx.spring_layout(G_preferential_35, k=0.1)\n",
"nx.draw_networkx(G_preferential_35, pos, node_color='pink')"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_degree_histogram(G_preferential_35)"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "slide"
}
},
"source": [
"## Example Barabasi"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [],
"source": [
"# n = 1000 nodes and m = 2 minimum degree\n",
"BA = nx.barabasi_albert_graph(1000, 2)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pos = nx.spring_layout(BA)\n",
"plt.figure(figsize=(6,6))\n",
"nx.draw(BA, pos, node_color='c', node_size=60, with_labels=False)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"text/plain": [
"1000"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# number of nodes\n",
"BA.order()"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/plain": [
"1996"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# number of edges´plt.bar(deg, cnt, width=0.80, color='b')\n",
"BA.size()"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/plain": [
"3.992"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# average degree\n",
"2*BA.number_of_edges() / float(BA.number_of_nodes())"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"text/plain": [
"[(2, 90), (5, 86), (4, 68), (0, 60), (7, 33), (10, 32), (29, 30), (9, 27)]"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"## Sorted nodes by degree\n",
"sorted(BA.degree, key=lambda x: x[1], reverse=True)[0:8]"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/plain": [
"2"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# node with the largest degree\n",
"node_highest_degree, degree = sorted(BA.degree, key=lambda x: x[1], reverse=True)[0]\n",
"node_highest_degree"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"outputs": [
{
"data": {
"text/plain": [
"[3, 4, 6, 7, 11, 13, 14, 17, 23]"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# neighbors\n",
"list(BA.neighbors(node_highest_degree))[1:10]"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [],
"source": [
"### Ego network\n",
"EGO_HIGHEST = nx.ego_graph(BA, node_highest_degree)"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Draw ego_network\n",
"os = nx.spring_layout(EGO_HIGHEST)\n",
"plt.figure(figsize=(6,6))\n",
"nx.draw(EGO_HIGHEST, pos, node_color='c', node_size=60)\n",
"nx.draw_networkx_nodes(EGO_HIGHEST, pos, nodelist=[node_highest_degree], node_size=100, node_color=\"r\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plot_degree_histogram(EGO_HIGHEST)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"slideshow": {
"slide_type": "subslide"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 600x600 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## Ego network 2 hops\n",
"EGO_HIGHEST_2 = nx.ego_graph(BA, node_highest_degree, radius=4)\n",
"os = nx.spring_layout(EGO_HIGHEST_2)\n",
"plt.figure(figsize=(6,6))\n",
"nx.draw(EGO_HIGHEST_2, pos, node_color='c', node_size=60)\n",
"nx.draw_networkx_nodes(EGO_HIGHEST_2, pos, nodelist=[node_highest_degree], node_size=100, node_color=\"r\")\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"## Licence"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "skip"
}
},
"source": [
"The notebook is freely licensed under under the [Creative Commons Attribution Share-Alike license](https://creativecommons.org/licenses/by/2.0/). \n",
"\n",
"© Carlos A. Iglesias, Universidad Politécnica de Madrid."
]
}
],
"metadata": {
"celltoolbar": "Slideshow",
"datacleaner": {
"position": {
"top": "50px"
},
"python": {
"varRefreshCmd": "try:\n print(_datacleaner.dataframe_metadata())\nexcept:\n print([])"
},
"window_display": false
},
"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": "3.11.7"
},
"latex_envs": {
"LaTeX_envs_menu_present": true,
"autocomplete": true,
"bibliofile": "biblio.bib",
"cite_by": "apalike",
"current_citInitial": 1,
"eqLabelWithNumbers": true,
"eqNumInitial": 1,
"hotkeys": {
"equation": "Ctrl-E",
"itemize": "Ctrl-I"
},
"labels_anchors": false,
"latex_user_defs": false,
"report_style_numbering": false,
"user_envs_cfg": false
}
},
"nbformat": 4,
"nbformat_minor": 4
}