ER and Clustering Coefficient.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div style=\"width: 100%; overflow: hidden;\">\n",
    "    <div style=\"width: 150px; float: left;\"> <img src=\"https://raw.githubusercontent.com/DataForScience/Networks/master/data/D4Sci_logo_ball.png\" alt=\"Data For Science, Inc\" align=\"left\" border=\"0\" width=160px> </div>\n",
    "    <div style=\"float: left; margin-left: 10px;\"> <h1>Erdos-Renyi and Clustering Coefficient</h1>\n",
    "        <p>Bruno Gonçalves<br/>\n",
    "        <a href=\"http://www.data4sci.com/\">www.data4sci.com</a><br/>\n",
    "            @bgoncalves, @data4sci</p></div>\n",
    "</div>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from collections import Counter\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt \n",
    "import networkx as nx\n",
    "\n",
    "import watermark\n",
    "\n",
    "%load_ext watermark\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Watermark the notebook with current versions of all loaded libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Python implementation: CPython\n",
      "Python version       : 3.8.5\n",
      "IPython version      : 7.19.0\n",
      "\n",
      "Compiler    : Clang 10.0.0 \n",
      "OS          : Darwin\n",
      "Release     : 20.5.0\n",
      "Machine     : x86_64\n",
      "Processor   : i386\n",
      "CPU cores   : 16\n",
      "Architecture: 64bit\n",
      "\n",
      "Git hash: 09938236a5375b6d0e9cb4a1618d9e4ed73cf99d\n",
      "\n",
      "watermark : 2.1.0\n",
      "pandas    : 1.1.3\n",
      "json      : 2.0.9\n",
      "matplotlib: 3.3.2\n",
      "numpy     : 1.19.2\n",
      "networkx  : 2.5\n",
      "\n"
     ]
    }
   ],
   "source": [
    "%watermark -n -v -m -g -iv"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load default figure style"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.style.use('./d4sci.mplstyle')\n",
    "colors = plt.rcParams['axes.prop_cycle'].by_key()['color']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Graph Models"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Erdős-Rényi "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Graph models are simple algorithms to generate graph topologies. We start with Erdős-Rényi model where each pair of nodes is added with a fixed probability"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def erdos_renyi_graph(N, p):\n",
    "    nodes = list(range(N))\n",
    "    edges = []\n",
    "    \n",
    "    # Try every pair of edges\n",
    "    for i in range(N):\n",
    "        for j in range(i+1, N):\n",
    "            \n",
    "            # add egdge with probability p\n",
    "            if np.random.random() < p:\n",
    "                edges.append((i, j))\n",
    "    \n",
    "    G = nx.Graph()\n",
    "    G.add_nodes_from(nodes)\n",
    "    G.add_edges_from(edges)\n",
    "\n",
    "    return G"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's generate a relatively small ER graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "ER = erdos_renyi_graph(10_000, 0.01)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With these parameters, we expect the average degree to be $\\langle k\\rangle=Np=100$ and the distribution to be approximately Gaussian. We start by generating the degre distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "Pk = pd.DataFrame(Counter(dict(ER.degree()).values()).items(), columns=['k', 'Pk']).sort_values('k')\n",
    "Pk.Pk/=10_000"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And compute the theoretical distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "Pk_theory = Pk.copy()\n",
    "Pk_theory.Pk = Pk_theory.k.map(lambda k: np.exp(-100)/np.math.factorial(k)*100**k)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So that we can more easily compare them:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'P(k)')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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PTeZ3H57OycmZzef3Hunm8cPnfk3pJrd8t4VJdpIN7x5qoRAALBxv29ZJp4XnDdy/++Xdqjd+oJ375sGPdzN9UrdMAAAAAAAWNqFMAAAAAACAS8h8dcp8qcOnkn/79en8xIcm85sPTufoxMXn9dTRmt988PwdtF75TLL2RPO5rbmlZMkmXTIBWFzWLiu56bLm97fP7ulm6iUtq5dtLVn9+ua1uyeSQ/e9PPQJAAAAAAALiVAmAAAAAADAJWJyuubpo/M9ixc7djr5zQfPhDP/7demcug83bG6teYXvzCVyQvkNN7wWDtz2vAeXTIBWJxu3978mMj4RPKNZ19+v26rW+b+j0yn1oXxEAkAAAAAADgXoUwAAAAAAIBLxFNHa6YXaMbh1FTyu4908+c+NJlf+tJU9h178UQ//t1udu4//+TXHk9e9XTzeYxsStbcrEsmAIvTW7Z2sqSF7OT9u17+lIQ1t5Qsuax57Yknk2NfX6ALFgAAAAAAiFAmAAAAAADAJWPP+MIPOEx2k9//Tjd/4cOT+fnPTWXveM3YyZpf/dr0BV93y3eTNqKUG989lDIklAnA4rRipOSWy5vf5z6/t5uJqRevK0qnZFOL3TIBAAAAAGChEsoEAAAAAAC4ROw9svBDmc+Zrsm9T3TzUx+ZzF/72GROTJ7/2s50cvPjLQw6lIy+0/YZAIvb269qHpw8NZV8+emXrytG7+6ks6xx+Yx/uWbiHPUBAAAAAGAhsKsMAAAAAABwidg9QKHM59QkB05c+JrrnkpWnWo+1rq3dDKyXpdMABa3W64oWTHSvM4Du17ezXJoZcno3S0cRanJgY/qlgkAAAAAwMIklAkAAAAAAHCJ2DM+eKHMXrzxsXbqbHivrTMAFr8lQyVvubL5Pe/LT9UcP/3ytcXG9zfvxJkkBz/RzfTJxbl2AQAAAABgsNlZBgAAAAAAuARMTtc8fXS+Z9G+DePJNfua11l6RbLqRl0yAbg03H5V8+Mik93kC092X/bry7aWrH5983tq90Qydt/L6wMAAAAAwHwTygQAAAAAALgEPHW0ptuw2dTGFcm6Ze3Mpy23fLedOhveO5RShDIBuDS8bkvJmqXN69y/69yhyU0fbKdb5oGPTKc2XcAAAAAAAEDLhDIBAAAAAAAuAXvGmwca3rq1k3/xvSP5iTcOZfPKFibV0PBU8vonmtcpI8noXbbNALh0DHVKbt3W/N73jWdrDp96+Rpj9c0lSy5vXD4TTyZHvyGUCQAAAADAwmJ3GQAAAAAA4BKw50jzQMO2tSVLhkre+8qh/LMPjuR/ectQrlzTwuRm6Ya9yfLTzeusu62T4dW6ZAJwabnjquZHRro1+eyel3fLLJ2STe9vqVvmh6dbqQMAAAAAAG0Znu8JAAAAAAAA0H9thTKfM9wpufuaodx5dSef31vz2w9N5/FDc9vJ6g2PtVNn43s9xxSAS891G0s2rkgOnGhW5/5d3bz/VS8PYI7e3cnTvzGd7qlm9ce/XDPxVM3SK+b3AQrT3ZqvP1Pz6MFuTk0l093kVRtKbrqsk3XLPNwBAAAAAOBSIpQJAAAAAABwCWgllLnm5YGDTil527aSt24t+eozNb+zczoPH+h/OHPL4WTbweZ1ll1VsuLVghQAXHo6peT27Z387iMv73Q5E48cqNl/vGbTyhffT4dWloze3cmBjzarnyT7PzqdrX9mfo64dGvN7z7SzX99dDqHXxow/XaSTOeO7Z386VuGhDMBAAAAAC4RHvsLAAAAAACwyE1O1zx9rFmN0eXJyiXnDxqUUnLL5Z38/XeN5P98x3Buvry/oYRb2uqS+b5OShGgAODSdMdV7RwbeWD3uYOXGz/w8g6aszH2iW6mT85tR+4kOTpR8w8+NZVf+/o5ApkvcP/ubv7iRybzzWebB1ABAAAAAFj4hDIBAAAAAAAWuaeO1nQb5hjO1SXzfG7Y3MnfunMk/9d7hvPWre0HHpdMJq/b1bxOZ1my/u22ywC4dF29ruTKNc3rPLDr3GHEZVeWrL65+VqgezIZu3duA4/dWvN/f2YqX3m6t0XUsdPJP3pgKk+Oz314FAAAAACAuWWXGQAAAAAAYJHbc6R5OGDb2pkHKl4x2sn/dvtIfu79I7nz6k46LeUzb9ydLJ1qXmf92zsZWq5LJgCXrlJK7tjevJvl44dr9p4njLjpg+10yzzw0enUpk+ZmIEPf6ubbzw7s/GOT54JZnarYCYAAAAAwGImlAkAAAAAALDI7Z6nUOYLX/tTbx3OP//gSN77yk6Gm+xQ1eSNjzV4/QtseI+tMgC4/ap27ocP7Jo+56+vfn3J0sub1594Mjn69bkJOx45VfMb3zj3+7mYPeM1X39GKBMAAAAAYDGz0wwAAAAAALDIna9z1UxsbxDKfM6WVSU/8cbh/IvvHcn3XdfJsuGZ17hyLLnscOOpZMWrSlZca6sMAK5YXfKK9c3v8/fv7qaeo0Nk6ZRs/EBL3TI/PLug5Ex96NHpTDQY6g++MzfzBAAAAABgfthpBgAAAAAAWOT2tNApc+ua5mGN54wuY9yGhgABAABJREFUL/lTNw/nX37vSH5kRycrR3p/7Rta6pK58X22yQDgOW10y3z6aPLYoXOvOUbv7qSzrPEQGf9KzcRT/e1CeXSi5iPf7jaq8Y1na6a6umUCAAAAACxWdpsBAAAAAAAWscnpmqePNasxujxZuaS9UOZzVi8t+e9eO5x/+X0j+ZM3DWXt0gtfv2wi2bGn+bhDK5N1t9omA4Dn3La9kzbu9PfvOneYcWhFyeg72rn37v9of7tQ/tdvTefUVLMap6aSx8aEMgEAAAAAFiu7zQAAAAAAAIvYk0drmjZq2r62/UDmC60YKfnB64fyL753JP/jLUPZuOLc1920KxlpIYcxencnnaX9fU8AMEg2rii5flPze+Ond3fTredeeGz8wFDj+kky9olupk/2J/B4/HTNh7/VrEvmc3buF8oEAAAAAFishDIBAAAAAAAWsT1HmgcCtvU5lPmcpcMlH3j1UP75B0fyF948lCtWv+A3a/KGx9oZZ8N72gmFAMBicsdVzY+QjJ1MHj5PGHHZFSWrb2m+puieTMbubSc4+VIf/lY3JybbqfXQvv7MEQAAAACA+SeUCQAAAAAAsIi1EspcM7ddJUeGSt557VB+7v0j+elbh3LL5SXXHkg2Hm1ee9WNJcu26pIJAC/1tm2dDLVwi7x/1/nDiJta6pZ54CPTqU1bgb/EicmaDz3aQkvusx7eXzPd8hwBAAAAAFgYhDIBAAAAAAAWsT3jg9Mp86WGOiW3bR/K37xzJD95qp05bHiv7TEAOJc1S0tuuqz5/faze7qZOk8YcfXrS5Ze3niITDyVHP16u4HHj3yrm+MtdclMkpNTyeOHhTIBAAAAABYju84AAAAAAACLWBudMrfOcafMl5o8XHPsi83fx/DaZO2bbY8BwPnccVXz++TR08nXnzn3fbt0Sja21C3z4Mfa62p5suUumc/ZuU8oEwAAAABgMbLrDAAAAAAAsEidnq555lizGhuWJyuXzG8oc+zj3dSp5nVG39lJZ2R+3wsALGRvvrKTJS1kJh/Y1T3v743e3UlnefMxjnyxZrKlTpR/8J1ujp5updSL7Nx3/s8BAAAAAIDBJZQJAAAAAACwSD11tKbbMKuwbe38hhjrdG2nE1ZJNry7nc5cALBYLR8peeMVzY+SfP7Jbiamzr0IGVpRMvqOFo6rTCdj9zYPPU5M1fzuI+13yUySh/fXTDddjAEAAAAAsOAIZQIAAAAAACxSe440DwHMdyjz6NdrTu9rXmf1zSVLt+iSCQAXc/tVzY+SnJpKvvTU+QOTm97fzoMSxu6ZTq3N1jt/+Fg34xOtTOdljk8mu1tYjwEAAAAAsLAIZQIAAAAAACxSrYQy18xvkPHAH7TTuWrje3XJBIBe3HJ5yYqR5nXu33X+UObSK0rW3NJ8jTHxdHL8odmvdyamav7zw/3pkvmch/YLZQIAAAAALDZCmQAAAAAAAItUG52Z5rNT5un9NeNfbv4eRjamleAHAFwKlgyVvGVr8+MkX3m65vjp89/HN36gnQcmHPzY+cOfF3PPd7s5fKqVaZzXzn2znx8AAAAAAAuTUCYAAAAAAMAitWd8sEOZB++ZTlrIMWx411DKkFAmAPTqju3Nj5NMdZPP7T3/jXz160uWbG48TA5/tpupozNf80xO979LZnKmU2atumUCAAAAACwmQpkAAAAAAACL0OnpmmePNauxcUWyYmR+wox1qubgPS0kMjvJhnfZEgOAmXjtlpK1S5vXeWDX+e/lpVMy+s7m3TLrZHLoUzNfM3zi8W7GTjYe/qLGJ9p5UAYAAAAAAAuHHWgAAAAAAIBF6Mnxmm7D8/9b18xfd8kjX6qZOtS8zto3l4yM6pIJADMx1Cm5tYVumd/cV3P41PkXJKPv6LRycuXgPd0ZdaOcnK75nYf63yXzOTv3CWUCAAAAACwmQpkAAAAAAACL0J4jzQ//b1s7f2HGg3/QTlBi43uad+ACgEvRHVc1P1LSrclndp+/i+WSDSVrbmm+3ji1q+bEt3tf+9z3RDcHTjQetmdCmQAAAAAAi4tQJgAAAAAAwCK0Z7z54f/t8xTKnHiq5ujXm89/yeXJqtfpkgkAs3HdhpJNK5rXuX/X+UOZSbLhXe08QOHgxy48znOmujX/aQ67ZCbJQ/tn1skTAAAAAICFTSgTAAAAAABgERrkTpkHPtZSl8x3D6V0hDIBYDZKKbm9hW6Zjx6s2Xfs/OuSNW8oGRltPEwOf7qb6ZMXX/986olunj3efLyZOHwqeero3I4JAAAAAED/CGUCAAAAAAAsQm10yty2Zu4Djd3TNWOf6K3T1YWU4WT0HbbCAKCJ27e3cy99YPf57+1lqLRyz+6eSg4/cOE1xHS35ncentsumc/Zua/5+gYAAAAAgIXBTjQAAAAAAMAic3q65tljzWpsXJEsH5n7UOaRz3cz3UInqXW3djI8D6FSAFhMrl5XsnVN8zr3XyCUmSSj7xhqPkiSgx+78DgP7O7m6XnqWLlzf/MHZgAAAAAAsDAIZQIAAAAAACwyT47XdBue+9+2dn4CjWP3ttNFasN7bYMBQFOllNy+vXlgctfhmj1Hzr84WXpZyarXNV97nPhOzcnHz72WmO7W/PZD89MlMznTKbNWwUwAAAAAgMXAbjQAAAAAAMAis/sCoYdebZuHLpOnD9Yc/UbzuS/bXrLyNbpkAkAb7riqnaMl9++6cCByw7vbGefgPecOZX52bzdPjrcyxKyMnUzjTuYAAAAAACwMQpkAAAAAAACLzN7xFkKZ89Ap89Anu0kLjTI3vLeTUoQyAaANl68ueeVo8/vqA7sv3Cly7Zs7GVrdeJgc+lQ33YkXj9OtNb+1s51u3E3s3D//cwAAAAAAoDmhTAAAAAAAgEVmTxudMuc4lFlrzdh9F+6g1YvO0mT07bbAAKBNbXTLfOZY8p2x869ROiMlo3c1H2f6eHL4sy8OP35hb21lfdTUQ/vmfw4AAAAAADRnRxoAAAAAAGCRaSWUuWZuQ5knv1Mzsbd5nXV3dDK0UpdMAGjTbds7aePuev+uC3eK3PDuoRZGSQ7e8/w4tdb8x53NH/zQBp0yAQAAAAAWB6FMAAAAAACARWRiquaZY81qbFyRLB+Z22Dj2H3thBQ2vtv2FwC0bXR5yY7NzdcGn97dzXT3/A+PWLa1ZOX1zcc5/lDNqSfPjPPFp2qeOLwwOlTuO57sP74w5gIAAAAAwOzZlQYAAAAAAFhEnjxa0/So//a1cxvI7E7WHLq/eShz2baS5a/UJRMA+uH27c2PmBw6lTy0/8IrlQ3vaucoy8F7plNrzW892E6XzOs2lFyzvvk6Y+c+3TIBAAAAAAadUCYAAAAAAMAisudI8+5L2+Y4lDn+5Zrpht09k2T9XZ2UIpQJAP3wtm2dDLVwm31g14VDietu7aSzovk4h+7t5it7unnsUDudKX94x1B2bGohlHmRUCoAAAAAAAufUCYAAAAAAMAi0kYoc+uauQ02jt3bQgerTjJ6p60vAOiX1UtLXn958zXCZ/d2Mzl9/vVKZ2nJ6Nub39OnxpPPfqSdLpmvGC25+fKSHZubz+shnTIBAAAAAAaenWkAAAAAAIBFZM9481Dm9jnslDl1pGb8K83nvPp1JSOjumQCQD/dvr35MZNjp5OvP3Phe//ou9s5znL511spkx/ZMZRSSm5ooVPm08eSsZO6ZQIAAAAADDKhTAAAAAAAgEVk0DplHrq/m7TQxGr0btteANBvb76ykyVDzevcv/vC3SJXXNPJ8lc0X49c+2yy9nizGtesK3njFWfmsnppyVUtPLxip26ZAAAAAAADze40AAAAAADAIjExVfPssWY1Nq1Ilo/MXShz7N7moYTOimTtm217AUC/LR8pedOVze+5X3yym4mpCz9IYsO7mo9Tktz83WY1fvjGM10yn3PD5jZCmTplAgAAAAAMMrvTAAAAAAAAi8STR2uaHvHf1kL3p16d3NXNycebhxLW3dpJZ+nczRsALmV3bG9+1OTUVPLFpy78YIb1d3TSWdp4qLz+iaTM8hkQV60tefOVL15j7Njc/P3v3K9TJgAAAADAIBPKBAAAAAAAWCT2HGkecJzLUGYbXTKTZPRuW14AMFduvrxk5UjzOvfvuvA6YGhFybrbm9/j15xMXvnM7F77Qzs66ZQXr41u2NR8rfTkeHL4lG6ZAAAAAACDyg41AAAAAADAItFKKHPN3IQy63TNoU81D2UuuSxZ+RpdMgFgrowMlbx1a/PjJl99uubY6QuvXTa8q51jLbd8d+av2bom53yf65aVXLmm+Zwe2i+UCQAAAAAwqIQyAQAAAAAAFondA9Qp8+jXaqYON68zetdQShHKBIC5dPtVzY+bTHWTz+258AMaVry6ZNm25vf5Vz2drDo5s9f80A1DGeqce+wdm5q//5372ukYDgAAAADA3BPKBAAAAAAAWCT2jjcPZW6do06ZY/e2E0RYf5ftLgCYazduLlm3rHmdB3ZfeD1QSsmGdze/13dq8vrHe7/+itXJbdvPP+6Ozc3XSw/t0ykTAAAAAGBQ2aUGAAAAAABYBCamap491qzGphXJ8pH+hzKnjtUc+WLzUObKHSVLWwhFAAAzM9QpuXVb8yMnD+6rOXTywuHE9Xd2UkYaD5WbH0/SYw7yj16gS2aS7Njc/L3vOlJzdEIwEwAAAABgEAllAgAAAAAALAJ7x2uvOYPz2rZ2bgKOhz/dTZ1sXmdUl0wAmDd3XNX8PtytyWf2XPhBDcOrS9a+tflY648n1+y7+HVbViZvv8h7G11ecvmqxlPKQ/uFMgEAAAAABpGdagAAAAAAgEVgz5Hmh/q3z1Eoc+y+5l0yO0uTdbfa6gKA+fLqDSWbVzavc/+ui68LNryrnXv+Ld+9+DUX65L5nBta6Ja5c1/zNREAAAAAAHPPTjUAAAAAAMAisHe8eShzLjplnnqq5sSjzee69q2dDC2fmxApAPBypZTcvr35sZNvHax55tiF1warbixZcnnjofKaJ5PlE+f//U0rkjuv7u097djUfB2yU6dMAAAAAICBJJQJAAAAAACwCOxuoVPm1jX9Dzkeum+6lTqjd9nmAoD5dsdV7dyPH7hIt8xSSja8c6jxOEPd5KYnzv/7P3jDUEaGelsP7WihU+YTh2qOnxbMBAAAAAAYNHarAQAAAAAAFoE9AxDKrN2asfsuHLroxciGMx2zAID5ddW6Tiudth/YffH1wejdnaR5LjM3fzfJOZZNG5Yn77im92M0m1aWbF7ZbC41ycO6ZQIAAAAADByhTAAAAAAAgAE3MVWz73izGptXJstH+ht0PLazZvJA8zrr7+yk9NjFCgDorzu2Nz96svtIza7DFw5mjqwvWfvG5vf/TUeTbedYj/zA9b13yXzOjk3N3/vO/c0fWAEAAAAAwNwSygQAAAAAABhwe8fruRo+zUgbXa4uZuzedkIHo3e30CYLAGjF7S2EMpPeumVueHc7a4CbH3/xz9cvS971ipm/jxs2N18/PbRPp0wAAAAAgEEjlAkAAAAAADDg9hxpfph/25r+hjKnT9Yc+VzzUOaKV5Usu1KXTABYKC5bXfKq0eb35gd2dVPrhdc0q28qGdnYeKjs2JMsPf38z7//+qEsmUUX7jY6ZT52qObkpGAmAAAAAMAgEcoEAAAAAAAYcHvGWwhl9rlT5pHPddM91bzO6N22twBgobn9qub352ePJ98eu/CapgyVjL6j+Vgj08lrd5/58dqlyXtm0SUzSbasSkaXN5tLtyaPHBDKBAAAAAAYJHatAQAAAAAABlwrnTL7HMocu7d5l8wynKy7zfYWACw0t23vpI2VxP27Lr5e2PDOobQx2M3fTVKTP3L9UJYOz65gKSU7Njdfm+zc13ydBAAAAADA3LFrDQAAAAAAMODaCGVuXdO/UObpfTXHHmw+xzVvKhle3d/wKAAwc6PLS27c3Pwe/end3Ux3L7xmWLKpZOyaxkPl8sPJK44l751ll8zn7NjU/H3v3K9TJgAAAADAIBHKBAAAAAAAGGCnpmr2HW9WY8vKZNksO0T1YuyT7XR/Gr17qJU6AED7br+q+RGUw6eSnfsuHFDcd6zmE5c3HipJ8j0HSpaPNFsDtdEp87GxmokpwUwAAAAAgEEhlAkAAAAAADDAnhyvaXqEf+va/gUya605dN904zrDa5M1r9clEwAWqrdt62S4hVMo9+++8MMc/vMj03nk8uTYsuZjrX+wZvpks5XUFauTdQ3nMtVNHj0glAkAAAAAMCiEMgEAAAAAAAbY7iPND/BvW9O/sOOJR2smnm5eZ/3bOyl97OYJADSzaknJ6y9rfq/+3J5uJqfPvb45cLzm49/tpttJvn5146HSPZkc/kyzjt6llNywqfnxm5372+ksDgAAAABA/wllAgAAAAAADLA9bYQy+9gpc+zedgIGo3fZ1gKAhe6Oq5rfr49PJl995tzrm//8yHSmzi4tvnpN46GSJAfvab5W2bG5+Vpq5z6dMgEAAAAABoXdawAAAAAAgAG2Z7z5Af7tfQpldidqDn26edBh2dUly6+xrQUAC92bruxk6VDzOg/sevn6YexkzT2PPf/rY6uTJzY1H+vEozUndzdbr7QRyvz2wZrT5+kQCgAAAADAwmL3GgAAAAAAYIDtbdgpsyTZuqY/ocwjX+yme6J5ndG7bWkBwCBYNlzypiub37e/+GQ3p6ZevMb53YenM/mS7ORXrm08VJLk4MeahTK3rSlZs7TZHCa7Z4KZAAAAAAAsfHawAQAAAAAABtSpqZpnjzersXllsnS4P6HMsfuad8lMJ1l/hy0tABgUt1/V/L49MX0mmPmcw6dq/vCxl68rHt6anFjSeLgc+mQ33dOzD0SWUnLDpubrqZ37hDIBAAAAAAaBHWwAAAAAAIABtXe8+cH9bWv7E8icHKs5+rXm81tzS8nIuv7MEQBo382XlawcaV7n/l3PhzB/75HpnJ5++TXTQ8k3rmo+1vSx5Mjnmz1M4oZNzY/gPLS/hQdaAAAAAADQd0KZAAAAAAAAA2rPkYUbyjz0qW7SQq5g9O6h5kUAgDkzMlTytm3Nj6N87ZmaoxM1R07VfPTb519UfPXaxkMlSQ5+rNnCZcfm5muqRw7UTE7rlgkAAAAAsNAJZQIAAAAAAAyoVkKZa9oPZdZaM3Zv80Tm0KpkzRt1yQSAQXPHVc2Po0x1k8/t7eZDj05n4hxdMp+zf22yd0Pj4XLswZqJp2e/ttq+tnmH0NPTyWOHhDIBAAAAABY6oUwAAAAAAIABtWd8YXbKPPndmlN7ms9t/e2ddEaEMgFg0NywqWT9suZ1/vCxbj5ygS6Zz/nKNc3HSpKD91wg/XkRQ52S6zc1X7fs3CeUCQAAAACw0AllAgAAAAAADKimnTJLkq196JTZRpfMJFl/t60sABhEQ52SW7c3v48/NlZzauri1+3clkwMNx4uY/d2U6dmv77asbn5e965r511FAAAAAAA/WMnGwAAAAAAYACdnKzZd7xZjc0rk6XD7YYyu5M1h+5vHiZYemWy4pW6ZALAoLrjqrk7kjI5kjy4vXmdqcPJkS81CWU2X7s8cqBmuqtbJgAAAADAQiaUCQAAAAAAMID2jjc/rL9tbfuhx/Gv1EwfbV5n9O6hlCKUCQCD6lWjJVtWzt14X7m2nToH75me9WuvWVeyvGHHzlNTyXcPCWUCAAAAACxkQpkAAAAAAAADqI1Q5vY+hDIP3Tv7IMN/U5L1b7eNBQCDrJSS2+ewW+bT65On1zWvc/SrNaf3z26dNdQpuX5T8/XVzn1CmQAAAAAAC5ndbAAAAAAAgAG050jzw/pb17Qbypwarxn/SvN5rX5dyZKNumQCwKC7ffscHkspyVfb6JZZk7FPdGf98hs2N3/PO/fPfnwAAAAAAPpPKBMAAAAAAGAA7W4hlLmt5U6Zh+7vpk41r7P+LltYALAYXLWu05fO3Ofzze3J5FDzOgc/Pp06Pbu11o4WOmU+vL9muqtbJgAAAADAQmVHGwAAAAAAYAA17ZRZ0n6nzLH7mnd16ixP1r3VFhYALBZ3XDV39/WJJclDW5vXmTyQHP367NZarxgtWdowGHpiMnnisFAmAAAAAMBCZUcbAAAAAABgwJycrNl/olmNLauSpcPthTJP7u7m5GPNwwPrbu2ks3TuOmoBAP11+/a5PZrylWvbqXPwY9Ozet1wp+S6jc3XMg/tF8oEAAAAAFiohDIBAAAAAAAGzN7x5of02+6SeaiFLplJMnqX7SsAWEy2rCp59Ya5e+DCno3JgdXN6xz5Us3kodmtuXZsbr6e2bmvnbUVAAAAAADts6sNAAAAAAAwYPYcaR7K3L62vXBEna4Z+2Tz4MCSLcnK63XJBIDF5o6r5vB4SkkOv6GF9cR0Mnbv7NY3Oza10ymzW3XLBAAAAABYiIQyAQAAAAAABsyeFjplbmsxlHn06zVTh5rXWX9nJ6UjlAkAi82t2zqZq1t8SfKmHxhKGW5e6+DHp1NnEYx81YaSJUPNxj52up0HcQAAAAAA0D6hTAAAAAAAgAHTxgH9NkOZY/c175KZJKN3NUwvAAAL0vrlJTdunptU5tu2dXLVtk7Wvrn5kZjTTyfHHpz5umtkqOTVG5q/3537hDIBAAAAABYioUwAAAAAAIAB0zSUWZJcubqdYMT08ZojX2geylx5Q8nSy3TJBIDF6vbtc3NE5Yd3nBlnw7vbGW/sntmtc27Y1EIoc387D74AAAAAAKBdQpkAAAAAAAAD5ORkzf4TzWpsWZUsHW4nAHn4M93U083rjN5l2woAFrO3butkuM+3+7duLblq3ZlBVr22ZMmW5jUPf66bqaMzfyDGjs3N3+xD+2pq1S0TAAAAAGChsbsNAAAAAAAwQPaONz+Yv21tex0px+5t3sGpLEnW3WrbCgAWs1VLSm6+vL9dsX9ox9B/+3HplIy+c+gCV/emTiaHPjnz9c6rN5TGIdQjE8mT481qAAAAAADQPrvbAAAAAAAAA2T3kRZCmWvaCURMPF1z/JHm81n3lk6GVvQ3pAEAzL87rurfMZU3XlFy7foX19/wjk4rJ2MOfqw7446VS4dLXjXafH2zc3/zB2AAAAAAANAuoUwAAAAAAIABsqeNUGZLnTLH7ptupc76u21ZAcCl4E1XdLJsuD+1f3jHy7tijoyWrHlD83XPqT01J7418zXYjs0thDL3NV/7AQAAAADQLjvcAAAAAAAAA2Tv+MIIZdZuzdh9zTs3jYwmq1+rSyYAXAqWDpe86cr2j6rccnnJqzacu+6Gd708rDkbB++Z+brnhk3N3+vOfTPv0gkAAAAAQH8JZQIAAAAAAAyQ3Q07ZXZKcuXq5iHIYw/VTO5vXCbr7+ykDAllAsCl4o7t7R9VOVeXzOesuaVkZLT5GIcf6Gb6xMzWYddtLOk0XOYcOpU8faxZDQAAAAAA2iWUCQAAAAAAMCBOTtYcONGsxpaVZ7pUNXXo3uZdMpNk9O52ulcBAIPhpstKVi1psd6Wkus2nv/4SxkqGX1H8+Mx3Ynk0P0zW/8sHyl5xWjzdddD+9pZdwEAAAAA0A6hTAAAAAAAgAGxZ7xZl8wk2ba2eTBg+lTN4c82DweseGXJsq26ZALApWRkqORtW9s7rnKhLpnPGX3XUNLCkuPgPTNf/+zY1HzgnfubrwEBAAAAAGiPUCYAAAAAAMCA2HNkYYQyj3yum+6pxmWy/m5bVQBwKbr9qnbWADduLrlh88VrLd1csvp1zddAJx+rOfH4zIKZO3qY38Xs1CkTAAAAAGBBsdMNAAAAAAAwINoIZW5d0zyQMHZf82BAGU7W326rCgAuRTdsKlm/rHmdXrpkPmfDu3u/9kLGPjazddD1m0o6DZdfB04k+47plgkAAAAAsFDY6QYAAAAAABgQe8abH8bf3rBT5ukDNce+2Xwea95YMry6eUAUABg8Q52S27Y3O7Jy/caSGzf3vpZY86aS4TWNhkySjH2qm+5E72uhFSMl16xrvubZuV+3TAAAAACAhUIoEwAAAAAAYEA07ZTZKcmVDTtlHrqvm7TQqGn0rna6VQEAg+l9rxrKUINlyQ/fOJRSei/QGSlZf3fzYzLdE8nhz8wsIHnDDMKj57Nzn06ZAAAAAAALhVAmAAAAAADAADgxWXPgRLMaW1YlSxqkH2qtGbtvutkkkgyvSdbcoksmAFzKrlhd8p5Xzu7Yylu3lty0ZeZriQ3vbOehEAfvmVkoc8fm5sdzdu7TKRMAAAAAYKEQygQAAAAAABgAe8ebd0fa1rBL5olv1Uw81XgaWXdHJ2VYKBMALnU/smMoG5bP7DUblic/+abhGXXJfM6yrSUrb2i+Bjn+cM2pvb2vzW7YVNJ01GePJwdO6JYJAAAAALAQDM/3BGCulVI2J7nh7NeWJKvPfk0mOZpkPMnjSR5K8mit9eQ8TXVRKaUsT/KaJNcnuSbJmpz53Edy5nM/muSZJA8neajWum+epgoAAAAAsCDtOdJCKHNtszjA2H3tdGgavdtzQwGAZO2ykp9590j+3ienelrrbFmZ/NXbhrN66ezXNBve1cnxh5p3/j74selc+ad7O3azaknJVetKnjjcbD23c183d17dTrdPAAAAAABmTyiTRa+ceTzm3Um+L8kHk7xyBi+fLKU8kOQjSX671vpE+zNcvEop1yT5oznzud+WMwHMXl/77Zz53H8vyb211gX/yM9SyoYkNya56gVf25NclmTlC75WJJlKcirJ8ST7kjyb58PA30zyhVrr8Tl+CwAAAADAAra7jVBmg06Z3dM1hx9oHspcdlXJ8mt0yQQAzti4ouTvv3M4v/GN6dz3RDenpl5+Tackd1/TyY/fPJTlI83WEeve1sne/2863RONymTsk91c/idrOj3O54ZNzUOZD+2rufPqRiUAAAAAAGiBUCaLVillaZIfT/IXc6ZD42yM5Eyg8+4k/7CU8ntJ/u9a6wPtzHJxKqXcnuSncyYIO9vHnb8qyU+d/XqklPL/JvnXtdaJdmbZTClla5Jbk9z0gq+tMyix5OzXmiSXn+P3p0opX0ryX5L8Vq31sWYzBgAAAAAG3Xx3yhz/Us10C4+SG72rkzPPUwQAOGPVkpI/+8bh/Mmbah7Y1c2zx2uOn05qktduKblpS6dRd8wX6iwtGb2zkwMfbfawienx5MgXull/W2+dK3ds7uQj32425s797XQtBwAAAACgGaFMFqVSyvuS/Hxm1hXzYjpJvj/J95dS/mOSv1xrfarF+gOvlHJlkn+S5EdaLv2aJL+Q5K+UUv7nWusftFz/okopr0ry9iR3nP3vNX0ecjjJW89+/Uwp5d4kP5fk9wahaygAAAAA0L69483+abBTkisbdMocu3e60fhnJpGsf/tsn+UHACx2K0ZK3vPK3kKOTWx4V/NQZpIc/FjvocwbNjUPlT51NDl0smb9cg+4AAAAAACYT3a9WVRKKUtLKf8qyUfTbiDzpX4kZ7o3/mAfxxgopZQ/muThtB/IfKFXJvn9Usq/OtsJdU6UUnYk+VaS/y/Jj6X/gcxzuTvJ7yb5Qinl7fMwPgAAAAAwj05M1hw40azGllXJkqHZHeCfPFwz/tXmz4tb8/qSkfVCBADA/Fp+TScrXtl8TXLsGzUTz/S2Rlq7rGRbgwdkPOch3TIBAAAAAOadUCaLRinliiSfSvLjczTk6iS/XUr5e6WUS/YESTnj7yX5rZz5TObCjyf5ZCnl8jkabyH9+b4xZ977Py+lrJjvyQAAAAAAc2PPkeaByCYhgEOf6iYtnP9ff7etKQBgYRh9VzvrkrFP9N5N/IbNzbeed+5rvi4EAAAAAKAZO98sCqWUy5Lcl+TNcz10kr+Z5J/O8bgLyc/lzGcw18HFtyS5r5SyZY7HXSj+fJLPl1K2z/dEAAAAAID+ayOUuX3t7P8Zd+ze5onMoZXJ2jfZmgIAFob1d3TSWda8ztgnuqnTva3VdrQRytwvlAkAAAAAMN/sfDPwSimjSe5J8qp5nMZfLKX8/Xkcf16UUn4myf8yj1N4dZJ7zn4PXIpuzJlg5vXzPREAAAAAoL/2jLfQKXOWocwTj3dzalfz8dfd1klnyVw/3w8A4NyGlpesu635sZnJsWT8yz2GMjc1H2/PkZrxCcFMAAAAAID5JJTJQCullCS/lmTHDF7WTfKJJP9zznRb3JJkSZLVSa5O8r1JfjbJrhlO52+UUn50hq8ZWKWU/y7JX5vhyx5P8g+SfDDJVUlWJVmaM38Gb03yF3Om4+lMdpBuTPJrZ78XLkWXJflDHTMBAAAAYHFro1PmbEOZh1rokpkko3fblgIAFpYN725nfXLwnumerlu/vOSK1c3He2ifUCYAAAAAwHwanu8JQEN/Lcn7Z3D9f0ry12qt3z7H700mOZYzYcz/Wkr5G0l+JMnPJLmmx/q/XEr5ynnqLxqllFcn+aUZvOS7Sf73JL9Taz3X7tC+s1+fT/LzpZTrciYY+/091n//2fo/O4M59cNkkkeSfDvJt85+fSfJoSRHk4yf/e/SJGvOfm1JctPZr1uTzKbr5dYkv1VKub3WOtnwPQAAAAAAC1DTUGanJFesnnkos07VHPpU81Dm0suTFa++VJ+tBwAsVCteVbJse8mp3c3WWuNfqTl9sGbJhouvd3Zs6uSpo83WVzv3d/PWbR54AQAAAAAwX/wLLQOrlHJjkr/b4+UnkvwPtdY/2mtgsp7xm0lel+Q/9jjO6iS/upi7Np59b/8mZ95rL/5DktfVWn/7PIHMl6m1Plpr/YEkfyrJyR7H+XullJl0TG3DWJIPJ/kbSe5MsrbW+rqz32d/vdb6K7XW+2utD9Zad9VaD9Vap2qtx2utT599n5+qtf58rfV/rLXekOSWJP8kZ8KbM/HmJP9Hq+8OAAAAAFgQjp+uOdjrv5Sex2WrkiVDM/+n6/Gv1kyNNxs7SdbfPZRF/E/nAMCAKqW00y2zm4x9oreg5Q2bm6+JduqUCQAAAAAwr4QyGWQ/n966vZ5I8oFa67+bzSC11mO11h9N750h35bkv5/NWAPix3LmPfbin9da/1it9fhsBqq1/mqS70lyqofLh3Pme6LfvpHk7yd5S5KNtdbvqbX+zNlwZcNjUUmt9au11p9Ocl2Sfz/Dl/9vpZStTecAAAAAACwse8ebH7rftnZ2h//H7p1uPHZKMnqnLSkAYGFa//ZOykjzOmMfn07tXnzdtmNT83XRrsM1x04LZgIAAAAAzBc74AykUsoPJ7mrx8v/WK31ky0M++eS/Jcer/2HpZRVLYy5oJx9Tz/b4+W/k+R/aTpmrfUTSf5Ej5ffXUr5oaZjnsNYzryXq2utN9Va/2at9Qu9dv6cjbOdNP94kj+TpLdHqibLk/x0v+YEAAAAAMyP3UdaCGWumXkoc+pozfiXmo+96saSJZt0yQQAFqbh1SXr3tb8+MzpfcnRb1x87bRxZcmWlc3Gqkke2i+UCQAAAAAwX4QyGVR/q8fr/mmt9ffaGPBsAO9PJ9nTw+WXJfmf2hh3gfmJJFt6uO6JJH+mrdBirfU/JflnPV7+N9sY8yXjP1Vr/We11l1t1+5h7H+dmXVe/bFSytJ+zQcAAAAAmHvz1Snz8APd1KnGQ2f0LttRAMDCNvqudtYrY/f09rzdGzY3H2/nvl6f7QsAAAAAQNvsgjNwSikfSPLaHi7dm+T/aHPsWuuhJH+5x8v/cillpM3x59PZ9/KXerz8p2qtR1qewl9P8nQP191USnlfy2PPq1rrbyT5Nz1evj7J2/s3GwAAAABgru1po1PmLEKZY/c1P+jfWZasfavtKABgYVu1o2Tp5c3rHPlCN1M9rN12tNBF/KF9OmUCAAAAAMwXu+AMor/S43V/o9Z6ou3Ba62/k+T+Hi7dluRH2h5/Hv1okq09XHdvW91JX6jWeiy9d8H86bbHXwD+apLDPV777j7OAwAAAACYY7sbhjI7Jbly9cwO/p/aW3Pi280P+q99WydDy5uHDgAA+qmUktF3DTWuU6eSsXsv/mCLHS10ynz8cM2JScFMAAAAAID5IJTJQCmlbEvyjh4u3ZPk3/dxKv+wx+t+rI9zmGt/qsfrfraPc/h3SZ7q4bp3lFJ6CZAOjFrrwST/ucfLX9fPuQAAAAAAc+f46Zqxk81qXL4qGRmaWTBy7L7pZoOeNXqXrSgAYDCM3t1Jmucyc/Dj06n1wmHJzSuTjSuajdOtySP7hTIBAAAAAOaDnXAGzR9P0svJkX9Wa53q4zw+kuRbPVz3jlLKZX2cx5wopVye5O4eLn2o1vqH/ZpHrXUyyT/v4dJOkj/Wr3nMo9/p8bpX9XUWAAAAAMCc2Tve/KD9trUzC2TW6ZpD9128w9PFjGxKVu3QJRMAGAwj60rWvqn52mXiyeT4wxdew5VSsmNT8yM7O/c3X7MBAAAAADBzQpkMml6Cdt0kv97PSdQzj7X8tR4uHUryo/2cyxz50fT290Uvn0lTv5akl1NIf7zfE5kHn+/xutG+zgIAAAAAmDO7jzQPZW5dM7NwwbFv1kyONR42o3d2UjpCmQDA4NjwrhZaZSY5+PGLhyVv2Nx8nbRzn06ZAAAAAADzQSiTgVFKuSLJTT1c+kCt9cl+zyfJv+/xuvf3dRZzo9f38B/6OosktdbdST7Tw6WvP9vhczE5mKSXDrCr+j0RAAAAAGBu7GkhlLl9hp0yx1rokpkko3e1E2oAAJgrq28qGdnYvM6Rz3YzffLC67gdm5sf2XlsrObUlGAmAAAAAMBcE8pkkLyrx+s+3NdZnFVr/U6Sb/dw6dtLKUv7PZ9+OTv3O3q49OFa6+P9ns9ZH+nxul6/ZwbC2Q6tB3q49Hi/5wIAAAAAzI02QpnbZhDKnD5Rc/hzzUOZK68rWXqFLpkAwGApQ6WVbpndU8mRi6ypLl+VrF/WbJzpmjxyQCgTAAAAAGCuCWUySHoN2N3T11nMfKzlSW7r90T66LaceQ8Xs9A+9yR5d19nMT9W93DNwb7PAgAAAACYE3vGmx2y75TkitW9hyMPf7aberrRkEmS0XfYggIABtPoOzqtnKa5WPfxUkor3TIf2tdOl3MAAAAAAHpnR5xB0kuw8UiSr/Z7Ii9wX4/X3drPSfRZr4HS+/o5iZf4UpJjPVw3yJ/7y5RSViZZ2cOl+/o9FwAAAACg/46frhk72azG5auSkaHeQ5lj9zY/1F+WJOtutQUFAAymJRtL1ry+ecfvYw/WnN534Qds7NjcfJydFxkDAAAAAID22RFnIJRS1ia5podLv1prncsdhy/1eN0tfZ1Ff/U69y/3dRYvUGvtprfw7bVnv3cWi+t7vO7zfZ0FAAAAADAnmnbJTJJta3s/6D/xbM3xh5qPufbNnQytbB4wAACYL6PvHmpepCZjn7zwAy9u2NT82M63x2ompgQzAQAAAADmklAmg+KWJL2c4PhKvyfyQrXW7yY51MOlN/d7Ln3USyjzYK11V99n8mK9hEBLktf3eR5z6ft7vO6T/ZwEAAAAADA39hyZ21Dmofuad8lMktG7bD8BAINt7RtKhlt4/O+h+6ZzoedKb12TrFnabIypbvKtg0KZAAAAAABzya44g+L1PV73YD8ncR4P9XDN1aWUdf2eSNtKKeuTbO/h0p39nkuDMV/fz0nMlVLKcJIf6eHSE0nu7fN0AAAAAIA5sHsOQ5m11ozdN914vOH1yeqbdMkEAAZbGS5Zf0fzIzUTTycnHj3/mq6Ukhs2NV877dzXzsM1AAAAAADojVAmg+KVPV73nb7O4ty+3eN1r+jrLPpjMXzuvb6Hhe4vJXlVD9f9Sq31cH+nAgAAAADMhb1thDLX9HbI//jDNaefbTxcRu/spAwJZQIAg2/93e0cqRm798KByR2bm4/z0H6dMgEAAAAA5pJQJoPimh6v6zWo16Zex+z1PSwkPvcFoJTyuiR/u4dLJ5P8075OBgAAAACYM3vGmx2u75TkitW9BSQvFhbo1fq7bD0BAIvDims6WXZ184dNHPp0N92J86/rdmxuPsa3DtZMTgtmAgAAAADMFTvjDIpegnWTSVp4jveM7e3xukEMB/Y65z19ncW5PZ1kqofrBvFz/29KKW9Mcm+SlT1c/ndrrfPRtRQAAAAAaNnx0zVjJ5vVuHx1MtJD18ruRM3hzzQPZS5/Rcny7baeAIDFY7SFbpndE8mRL55/rbV9bcmqJc3GOD2dfGdMKBMAAAAAYK7YGWdQXNXDNc/WWudjl+GZHq/r5T0sNL3OudfPoDVn/6z393Dp1X2eSl+UUkZKKf9bkvuSjPbwks8m+Zm+TgoAAAAAmDO7jzT/5+5ta3rrunTk8910GwZAk2RUl0wAYJFZf0enlZM1F+pK3iklN2xq3i1z5z6hTAAAAACAuWJ3nAWvlLIyyfIeLp3zYOAMx93U11n0R69zXsif/YpSSi/fPwtCKWVTKeUvJPlmkn+Y3jpkfjPJ99Vap/s6OQAAAABgzuxpIZS5fW1vh/vH7mveJbMMnw0tAAAsIiPrStbc0jwwefTrNZMX6GS5Y3PzddTOfc3XdAAAAAAA9GZ4vicAPdjQ43UH+jqL8+ulW2PS+/tYSBbTZ7+3nxOZiVLKcJI1SVYnWZ/khiQ3JXlDkjszs7+bv5bk3bXW+fozAAAAAAD6YM9481Dm1h5CmacP1hz9RvOx1txSMtxjZ04AgEEyetdQxr801axINzn0qW42f//QOX+7jU6Zjx6smerWDHesyQAAAAAA+k0ok0Ew2uN1R/s6i+bj9vo+FpLF9NnPSSizlPJAktvmYKia5OeT/O+11lNzMB4AAAAAMIfa6JS5rYeQ5KFPdpMWmiqtv/vcAQMAgEG35k0lQ6uS6WPN6ozd282mP9JJKS9fo129rmTFSHJicvb1T00lj43VXLdRKBMAAAAAoN868z0B6EGvwcDxvs7iPGqtx9LbkZXFGsqcrrWe6PtMzq3XP/NB/Owv5HNJ3llr/SmBTAAAAABYnJqGModKcsXqCx/Ir7Vm7L7pRuMkydDqM50yAQAWo85Iyfrbmx+vObWn5uRj517jDXVKrm+hW+bO/c0f7AEAAAAAwMXplMkgWNHjdQ2fS9nIsSRrLnJNr+9jIellzvP5uffaKXMQP/uXOp3kY0n+n1rrx+d7MhfS7XYzMTHRuM7p06d7+jUALi3uDwC8lHsDAOcy6PeHY6eTQ6eaHcq/bFVNd+p0JqbOf83Jx5KJvc0P/6+5tWayezpp/s+CAH016PcHYP6sui058PvN103775nMZdvO/XuvXp98+almYzz4zFQ+eO0FFoC8jHsDAOfi/gDAS7k3AHAu/b4/dLu99I9jvpRaPSWPha2U8gNJ/lMPl/7jWuv/2u/5nEsp5UCSDRe57Eitdd0cTKc1pZQjuXjY9ECtddNczOelSin/OMlP93DpD9Raf7fP00mSlFIeSHJbiyVPJfmHSf5JrXVeusEeOXLkviR39nr94cOH87Wvfa1v8wEAAACAxW7f9Lp89PTbGtW4qvN07lr6tQtes/5zN2TNo1c1GidJnv6eT+f0hnn550sAgLlRkyv+yx0ZObKqUZnppaez94c/kQy9/KzO/u7afGTi1kb1RzKV/27ZPekUZ4EAAAAAYNC9/vWvz7p162bykk+uXbv2rv7MhpfqzPcEoAdLerxusq+zuLBeHjU50vdZtK+Xz36hf+7JYH72z1mW5P+X5KullH9WSnnzfE8IAAAAAOivw3V14xrrOscufMF0Jysfv7zxOKfXHc3pUYFMAGCRK8mxVzzZuMzQxJIs37v5nL+3oYxnuOct8HObzHDGWlhLAgAAAABwYUKZDIJeA3XNdiea6SWY2Gu4dCHp5bNf6J97Mpif/Utdm+QvJPl8KeW+UsoH5ntCAAAAAEB/HO4268CUJOvKhUOZK/ZuytDp5v90evwVTyalcRkAgAXv+LVPprbQgXLVY1ee89c7pWZz51Dj+s9OjzauAQAAAADAhQllMgh6/T5tvvsxe90erhnE/996mfNC/9yTwfzsL+TOJB8upfzXUspl8z0ZAAAAAKBdh2vzUObai3TKXPnYFY3HqKXm+LVPNa4DADAIpldO5NTlBxrXWb53Uzqnzv1wjC2dscb1n+0KZQIAAAAA9NvwfE8AetBrN8T5/H7upaNkr+9jIZnMxbtMLvTPPZnbz/4jSb5zkWtWJ1mbZF2SjUmumuVYH0zyzVLKj9daPzTLGq1bv3593ve+9zWuc/r06XziE5940a+94x3vyJIli6HxKQCz5f4AwEu5NwBwLoN+f/gvH0kyMfvXD5WaH37f7Rk+z+Pqpo8n3/715k/cW/W65N0/eHfDKgBzZ9DvD8D8O7I6eeqfNatRaidvXPqOjJ5jS/Wag8lXP9Ws/tjQ5rznve9LRzfznrg3AHAu7g8AvJR7AwDn0u/7w8TERGqdzz5qXIhQJoNgEEKZvYx9uu+zaN9CD2X2Ovacffa11n8w09eUUtYneWOSNyX5oSQ3z+DlG5P851LKn6i1/uZMx+6HTqeTpUuX9qX2kiVL+lYbgMHl/gDAS7k3AHAug3J/ODpRc3ii2XPmLl9dsnL5+f9p9+AD06lT043GSJKN7xzO0qVDjesAzKdBuT8AC8PG22qe+VeT6Z5sVmf8/k4u//6XP4P4+i01S4Ymc7rBUu34ZMkzJ4dzzfrzPKGDi3JvAOBc3B8AeCn3BgDOpc37w+TkZKanm+/r0h/+BZZB0GugbqGHAwcxlNnLnBf6554s8M++1nqo1vqxWus/qLXekjMBzV9OMtVjiaEkv15K+ZG+TRIAAAAAmBN7x5s/6XTb2gu3RTp0f7fxGJ0Vydo32WYCAC4tnaUl625tvgY6+XjNyV0vX5ONDJVct6F5i8uH9nt6PgAAAABAP9ktZxBM9Hjdir7O4sJW9nDNgg4Gnkcvn/1C/9yTAfvsa61frrX+2SRvSfL1Hl82lORXSymv6d/MAAAAAIB+232khVDmmvMf5J88VHPsweZjrL+tk87S5oEBAIBBM3p3O0dtxu4994MydmxuXn/nvuYP4QAAAAAA4PyEMhkER3q8bnVfZ3EepZQlSZb0cOnhPk+lH3r57JeVUuarW2avf+aH+zmJfqm1fiXJm5L8XI8vWZbk387jnwcAAAAA0NCeFkKZ29eef/vn8Ge6SQtn9NffZYsJALg0rby+ZMmW5nUOfaqbOv3ytd+Oze10yqxVt0wAAAAAgH6xY84gONjjdWv6Oovm4/b6PhYSn/08q7VO1lr/UpKf6fElb0ryF/s3IwAAAACgn/aOt9Apc+35D/Ifur95InPJ5mTla3TJBAAuTaWUjN491LjO1OFk/KsvX/u9akPJcMPTPOMTyZ4W1pUAAAAAAJybUCaDYKzH69b1cxItjNvr+1hIfPYLRK31byT53R4v/8u6ZQIAAADAYNrdsFPmUEkuW3Xu35t4pubEt5ofzl93eyelCGUCAJeutrqGH7rv5Q/MWDJU8uoNzddaO/cJZQIAAAAA9ItQJoPgUJJeHt19Wb8n0nDcQezW2OucF/JnP53kcJ/nMVf+bHp7L1uT/FB/pwIAAAAAtO3oRM3hU81qXLG6ZGTo3If4Dz/QvEtmkqy/3fYSAHBpW7q5ZOWO5sHJI1/oZurYy8OTN2wSygQAAAAAWMjsmrPg1Vq7SZ7u4dIt/Z7LefQaSNzb11n0R69zXsif/VO11kWx21Rr3Z/kn/R4+Y/1cy4AAAAAQPv2NOySmSTb1p7/AP+hFkKZy7aVLLtKl0wAgNEWumXWqeTwp1++RtuxuXnth/Z3s0i2ygEAAAAAFhyhTAbF4z1cs6aUsrLvM3m5y3u8rpf3sND0Oucr+jqLcyilrE7Sy5/3IH7uF/LLOdP982JuK6UM9XsyAAAAAEB79oz3L5R5clc3p3Y3r7/ujk5KEcoEAFh3ayedpc3rjH3i5aHM6zaWnKf5ec8On0qeOtqsBgAAAAAA5yaUyaB4osfrXtHPSZzHK3u87ol+TqJPnujxOp/7HKm1PpPkcz1cujrJ6/s7GwAAAACgTa10ylxz7tP7h+5v3iUzSdbfbmsJACBJhpaXrH1r87XRiW/XnHryxevAZcMlrxxt/iCMh/a3swYEAAAAAODF7JwzKL7b43Wv6usszq3XcOAgdmz0uS9Mn+7xupv7OgsAAAAAoFWthDLP0Smz1prDDzQ/kL/iVSVLL9MlEwDgOaN3t3PsZuze6Zf92o7NzdddO/c1X18CAAAAAPByQpkMigd7vO66vs5i9mMeTbKr3xPpgydyZu4Xs1A/9yT5Zl9nMT8e7fG6jX2dBQAAAADQqj3jzQ7ND3eSy1e//NdPfKvm9L5GpZMk6++wrQQA8EKrbiwZaWFX9tAnu6nTL14L3rC5+dpr575uahXMBAAAAABom91zBsVXerzulr7O4iVKKWuTXNvDpV+rA7jTcXbOX+/h0leWUs5x1Kevev2z/mpfZzE/9vd43Ya+zgIAAAAAaM3RiZrDp5rVuHx1yXDn5R2VDt3fvEtmOsm6W20rAQC8UOmUjN7ZfI00eTA59uCLjxRcv7HkHEu7GTl4Mnn2eLMaAAAAAAC8nN1zBkKt9bEkh3u4dE5DmUnekKSXbZBeQ6ULUS9zL0lu7vdEXuKNPVxzuNb63b7PZO6d6PG6df2cBAAAAADQnt1Hmj/Xb9ual/9zdZ2uOfzp5qHMVTeWjIw2TAUAACxC6+8eaqXO2L0vXrMtHym5dn3z9dfOfS08oAMAAAAAgBcRymSQfLmHa64ppVzW95k87209XvfFvs6iv3qd+619ncULlFKuTLKth0u/1O+5zJPlPV53uq+zAAAAAABas3e8hVDm2pcf2j/2zZqpI41LZ/3ttpQAAM5l2RUlK65rHp48/Llupk+8eE24Y3Pzug/ta77OBAAAAADgxeygM0g+3uN17+rrLF7s3T1e94m+zqK/ep37Qvzce/2eGTSjPV53rK+zAAAAAABa00qnzHOEMg890LwzUhlO1r7VlhIAwPmM3tV8rVRPJ4c/++K12w2bmtfduV+nTAAAAACAttlBZ5Dc0+N17+nrLM4qpaxKb50yH6y1Pt3v+fRLrfWpJA/1cOltpZQV/Z7PWb2GMj/W11nMn1f2eN2Bvs4CAAAAAGjNnhZCmdvXvDiU2T1dc/hzzQ/hr76lZHhV8y5NAACL1brbOykjzeuM3fvSUGZJ01XYvuPJ/uO6ZQIAAAAAtEkok0Hy5SRjPVz3faWUpf2eTJLvT7Kkh+sWQzDwD3u4ZlmS7+33REopy3sc52CSr/Z5OvPlLT1e952+zgIAAAAAaE3TUOZwJ7ls9Yt/bfwrNd0TjcomSdbfYTsJAOBChleWrH1T8zXT8YdqJp55fl24cknJ1euaPxxj5z7dMgEAAAAA2mQXnYFRa+0m+c89XLo2yQf6PJ0k+WM9XvfbfZ3F3PidHq/7432dxRnfk2T1Ra9K/tPZ75lFpZSyMsntPV7+rX7OBQAAAABox/hEzZGJZjUuX10y3Hnxgf1D9083K5qksyxZ+0bbSQAAFzP6jnbWTGP3vXgNd8PmFkKZ+3XKBAAAAABok110Bs2v9Xjdn+/nJEop1yZ5Xw+XfrfW+pl+zmWOfDrJ4z1c98FSylV9nstf6PG6Xr9XBs0PJ1nRw3VjSR7u81wAAAAAgBY07ZKZJNvWvPiw/vSJmvEvN6+79s2ddJY2DwIAACx2q28qGV7XvM6hT3ZTu8+v43Zsbn605yGdMgEAAAAAWiWUyaD5ZJLdPVz3rlLKTX2cx19Kb////Hof5zBnaq01vb2XoSQ/1a95lFLekOTOHi7dleT+fs1jvpRShpL8tR4v/+Ri7BQKAAAAAItRG6HM7WtfHJw88oVu6unGZbP+DltJAAC9KEMl6+9svnY6/Wxy/OHn14c3bGr+gIynjyVjJ3XLBAAAAABoi510BsrZcOAv9nj5z/RjDme7ZP7ZHi6dTPJL/ZjDPPmlnHlPF/OTfeyW+bM9XvcLZ79XFpv/Ncl1PV77O/2cCAAAAADQnj3jLXTKfEko89D9zZ/ZNrT6TMcnAAB6M3pXO8dwxu57fi23Zml52QM4ZkO3TAAAAACA9ghlMoh+McnRHq57fynle/sw/v+TZGkP1/1GrXVvH8afF7XWPUn+Qw+XLkvyT9oev5Tyg0ne1cOl40n+Rdvjz7dSyt1J/m6Pl48n+U99nA4AAAAA0KI2OmW+MJQ5daTm6Neb11x3aydlWCgTAKBXy6/qZPm1zddPhz/TzfSp59dzOzY3r7lz/2J8rjEAAAAAwPwQymTg1FqPpPfQ3b8qpVze1tillD+X5Pt6uLSb5P9qa9wXjP9vSim1h69/0/bYZ/2jJL3s1PxgKeXPtDVoKeXK9N519BdrreMtjfvBUspPllKG26jXYB53JvndJCM9vuRf1lpP9m9GAAAAAECbmoYyhzvJZaue//nhz3TP/Ct1Q+tvt40EADBTo3c3X0N1TyZHPv/8gm7HpuY1d+qUCQAAAADQGrvpDKqfSbK/h+s2JfndUsrqpgOWUt6Z5J/2ePm/qrXubDrmQlNrfTDJv+7x8p8vpdzVdMxSytok/yXJhh4u35/kZ5uO+QKbkvxCkodLKX+2lLKsxdoXVc74qSR/mGRNjy8bT7ufAQAAAADQR+MTNUcmmtW4YnXJcOf57kmHHmh+4H5kQ7Lyel0yAQBmav0dnbTx2N+xe59f093QQqfMvePJ4VO6ZQIAAAAAtEEok4FUaz2U5G/0ePmbk/xBKWXzbMcrpXwwye8lWdrD5TOZ2yD6aznzHi9meZIPlVLeN9uBSimXJfmDJG/o8SV/vdZ6eLbjXcArk/zLJLtLKf+4lHJTH8Z4kbPdMT+TM0HgJTN46V+vtY71ZVIAAAAAQOuadslMkm1rnz+kf3p/zfGHm9dcd3snpSOUCQAwU8NrStbc0nwddeybNacPnFnXrVtWcmWvj/G9gIf2C2UCAAAAALRBKJNB9q+SfLLHa9+W5KullO+ZyQCllNWllH+U5ENJVvT4sp+utR6YyTiD5Ox7+6s9Xr4qyYdLKT9bSlk1k3FKKd+X5KtJ3tLjS+5L7108Z2tTkp9O8rVSysNnA5rvmul7O59SyhWllJ8spXwpZ97PW2dY4g9qrb/QxlwAAAAAgLmxu41Q5pp2u2QmyfrbbSEBAMzW+ruHmhepyaFPvqBb5qbm67Od+9pZKwIAAAAAXOqG53sCMFu11lpK+WNJvpakly6YV+RM58b7c6br4X+ptR4714WllFcl+RNJfrLH2s/5d7XWX5nB9QOp1vqvSynvyJnP6GI6Sf73JD9WSvnFJL9ea33sXBeWUtYk+SNJfiLJbTOY0r4kf7zWOpeP9XzN2a+fTjJdSnkwZ0Kkjyb5dpKnkjyTM11FTyU5nTOfxZIkq3Pm++rKJK9O8tqcCWDuSDLbR6Y+muSPz/K1AAAAAMA82TvebqfMwy2EMpdemSy/VpdMAIDZWnNLydDqZPposzpj901n8w92UkrJjk0lHzvnTnvvHtqnUyYAAAAAQBuEMhlotdanSyl/IslHkoz0+LI7zn51SymPJHk8yZGcCcuNJrkxMwtiPuebORPivFT8uSQ35czn1YvLkvydJH+nlPJskgeTjCWZTLIuyTVJrsvMO/hO5kwg8+kZvq5NQznzWdw0T+PvTvK+WuvYPI0PAAAAAMzSnjY6ZZ4NZZ7aW3Py8eb11t8+lFKEMgEAZqszUrL+7Z0c+HCzB2ZMPJmc+FbNyutKdmzuJJluVG/XkZqjEzWrl1rrAQAAAAA0IZTJwKu13lNK+ZNJfiNnwnG96iS54exXU99K8u5a6/EWag2EWuuxUsq7k3wqyatm+PItZ7+ams6ZQObHW6g1qL6R5P211qfmeyIAAAAAwMztbhjKHO4kl6868+ND9zc7pP+cdXfM9Nl5AAC81OhdzUOZSTJ2Xzcrr+tkw4qSy1YlzxxrVu+h/TVv2SqUCQAAAADQhF11FoVa639M8mNJTs/D8I8keWet9dl5GHte1VqfSfLOJI/Ow/Cnk/wPtdbfnoexF4pfS3K7QCYAAAAADKYjp2rGJ5rVuHJ1yVCnpNaaQw80P/S//BUly65wSB8AoKnl15Ys2958XXX4gW66p888yGPHpubHfHbua75mBAAAAAC41AllsmjUWn89yTuSPDOHw34oyVtqrXvncMwFpda6J8lbkvzXORz2mSR311p/Yw7HXEieTPIjtdb/vtZ6dL4nAwAAAADMzp6GXTKTZNvaMwf9T36n5vTTjctl/e22jgAA2lBKyehdzddW08eT8S+dWTfesLl5yHPn/uZrUAAAAACAS52ddRaVWuunk9ySpN/dE8eT/KUkf6TWOt7nsRa8WuuRJH8kyV9O0u+Q4G8luaXW+pk+j5MkDyX5XJKF8qjQsSR/K8mra62/Nd+TAQAAAACa2TPe/ED81jVnDua30SUzJVl3m60jAIC2rH97p5WTOWP3TidJdmxuXmzX4ZqJKcFMAAAAAIAm7Kyz6NRan661/nCS9yT5UsvlTyf5lSSvqbX+XK3VTsVZtdZurfWfJrkuZz6j0y0P8cUk76m1/kittYXnvV9crfULtda3JbksyZ9O8jvpf+j0XL6U5CeSbK21/p+11hPzMAcAAAAAoGVtdMrcvrakTtdWQpkrbyhZsrF59yUAAM4YGS1Z8/rm66vxr9ZMHqrZvLJk04pmtbo1efqYow4AAAAAAE0IZbJo1Vo/Vmt9U5I7kvxGksMNyj2S5O8k2V5r/fG5CgUOorOh2B9PclXOfGaPNCh3KMmvJ7m91vrmWuvH2pjjTNVa99da/02t9YeSbEjy5iQ/leTfJ3miD0MeTvKRJH8lydW11jfVWn+p1nqyD2MBAAAAAPOkjVDmtrUlxx6qmTrUfD7rb7dtBADQtvV3t7DG6iaHPnXmIRxtdMt85ljjEgAAAAAAl7Th+Z4A9Fut9YEkD5RShpLcevZrR5Lrc6YD4qqzX1NJjiUZT/J4koeSfDPJx2qtT8z9zF+u1vqnkvypeZ5GT2qtzyT520n+dinlmiTvSvK6JDckuTrJmpz53Idz5nM/luSZJA8n2ZnkM0k+U2udnuu5X0itdTJnunZ+Mcn/mySllM1JXpPkFS/4uirJ2jz//fXce504+3Uyyf4k+5I8neQ7ORNgfTDJw7qwAgAAAMDit2e82T8DDneSy1YlT7XQJTNDybpbhTIBANq29k2dDK2czvTxZnXG7utm0/d1cv2mkvueaFbrGZ0yAQAAAAAaEcrkknE23Hf/2S/mUK318SS/PN/z6Jda676cCVd+ar7nAgAAAAAMhiOnasYnmtW4cnVJmU4Of7Z5KHPN60uGV5fGdQAAeLHOkpJ1t3Vy8A+brdlO7ao5+XjN1jXN12zPCmUCAAAAADTikccAAAAAAABzbM+R5gfht60tOfq1muljzeez/g5bRgAA/TJ6dztrrbF7u9myqnko85mjQpkAAAAAAE3YYQcAAAAAAJhje8bbCWUeur95l8yyJFnzJltGAAD9suLVJUuvaF7n0P3drB2qWTrUrM4zOmUCAAAAADRihx0AAAAAAGCO7W6jU+ayZPyLzUOZa9/UydDy5h2XAAA4t1JKRu9qmKRMMj2eHPtaGnfL3H8imeoKZgIAAAAAzJZQJgAAAAAAwBzb00Ioc/NjSXei+VzW32G7CACg39bf1UlaeA7G2L3TuWxVsxrdmhw43nwuAAAAAACXKrvsAAAAAAAAc2zveLNQ5nAnqS10yRxamay+WZdMAIB+W7KxZNVrm6+7xr9cc0ULp32eOaZTJgAAAADAbAllAgAAAAAAzKHDp2rGG3a4vHZJcvRrzQ/Sr31bJ50RoUwAgLkwelfzYzp1KrnqO83nIpQJAAAAADB7QpkAAAAAAABzaM+R5gfgX/90Saabz2X9HbaKAADmytq3dtJZ1rzOmq82X08KZQIAAAAAzJ6ddgAAAAAAgDnURihz+3ea1xhen6y6QZdMAIC5MrSsZN2tzY/qlN3JpiPNaghlAgAAAADMnlAmAAAAAADAHNoz3uwA/OoTyfInms9j/W2dlCGhTACAuTR6dztHdW7a1ez1zxxrZRoAAAAAAJckoUwAAAAAAIA51LRT5o49SWmhsdG6O2wTAQDMtZXXlyzZ3LzOTbuS0p396589VlOrbpkAAAAAALNhtx0AAAAAAGCO1FobhzJfu6f5PJZclqx4pS6ZAABzrXRK1t/V/LjOypPJtc/O/vUT08mhU42nAQAAAABwSRLKBAAAAAAAmCNHJpKjp2f/+tGjyeVjzeex/vZOShHKBACYD6N3DbVS56Ynmr3+2WM6ZQIAAAAAzIZQJgAAAAAAwBxp2iXzxt3tzGP9He0EAQAAmLmll5WsvKH5AzJe82SytMEDP54RygQAAAAAmBWhTAAAAAAAgDnSKJRZ2wllLru6ZNk2XTIBAObT6F3Nj+wMd5Mde2b/eqFMAAAAAIDZEcoEAAAAAACYI3vGZ3/w/bLDycajzeew/nbbQwAA823drZ2UJc3r3PTE7F/7zLHm4wMAAAAAXIrsugMAAAAAAMyRJp0y2+iSmQhlAgAsBEMrSta9pfm6bNvBZHSWD+7QKRMAAAAAYHbsugMAAAAAAMyBWmt2zzaUWZMde5rPYeVrSpZsLs0LAQDQ2Pq72zm2M9tumc8KZQIAAAAAzIpQJgAAAAAAwBw4fCo5dnp2r91+IFl7ovkc1t1hawgAYKFY/dqSkdHmdV67K8ks8pXjE8mJScFMAAAAgP8/e38eZueZ3wXe3/ucKq1VUpXUtsqy5a0tuy1vvaTbbtmWO4EQ9gDDDCEh2zAzzEAgzExmmOWFgYth5n0v3gES9glLIATIkIQthCV5Aanbbru7k3Z7kRe13ZblRbItVUkq7XXO8/4hO5btkmq5n1Jtn8911aWqc57zu293/3POuX/f5wcwV07eAQAAAAAAroLXTsy/4f2uV1vYQCcZ+byjIQCApaJ0S0a/UP/+bOR0cvNb83vtYdMyAQAAAADmzMk7AAAAAADAVfDq8fk1vHf6yV2H6tcfvrdkcKTUFwIAoDVbvtBtpc59r8zvdYcnW1keAAAAAGBVEcoEAAAAAAC4Cg7NM5R565Fkw/n69UcfdiwEALDUrLuhZMPO+htn3Pl6Mnhh7q8zKRMAAAAAYO6cvgMAAAAAAFwF8w1l3vVq/dplMNl8v2MhAIClaMsX6t+nrZlKdr0299cdOSmUCQAAAAAwV07fAQAAAAAAFljTNDl0Yu4N7wNTySder19/02dKuhvqJzABANC+kYc6KQP1de57Ze6vMSkTAAAAAGDuhDIBAAAAAAAW2MTZZPL83F+3881k7VT9+qN7uvVFAABYEAPDJZs+W38DjZvfTjafmttr3hTKBAAAAACYM6FMAAAAAACABXbo+Pya3e95tX7tzoZ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mAAArQxuTMt84m4x8vr4V6eTTTS6MN9V1AAAAAAAWilAmAAAAAACwom18Zay6xqGtyYmNH3zs9q2OWQAAWBnWD5ZsXltX4/Bkk9E9LbxH7ifjXzItEwAAAABYunQLAAAAAAAAK9bA8Y1ZM76pus7+HR99bOdWkzIBAFg5xobr3t+eOJd0bk8Gt9TvZXyfUCYAAAAAsHQJZQIAAAAAACvWxleua6XO/hs++Pd1Q8nwWqFMAABWjrGh+ve3R04nIw/XtyOdeanJ2deb6joAAAAAAAtBKBMAAAAAAFixNrwyVl3j1Y8lJzd88LGdWx2xAACwsrQRyjw8mYzuaee98vi+Xit1AAAAAADapmMAAAAAAABYkQbHh7JmYri6zrM7PvrYzq2mZAIAsLKMDdXXODzZZP3NJet21L9fHt/XT9OYlgkAAAAALD1CmQAAAAAAwIq04WD9lMwmyXM3fPRxoUwAAFaaNiZlHjnZpJTSyrTM80eS0y8KZQIAAAAAS49QJgAAAAAAsPI0ycZXrqsuc/CaZHL9Bx8b6CS3jAhlAgCwsmxrIZR5ePJiiHL04XZaksb39VupAwAAAADQJqFMAAAAAABgxRkcH87g8aHqOs/u+Ohjt4yUDHaFMgEAWFk2r03WDdTVeC+Uuebako276t8zjz/aTzNlWiYAAAAAsLQIZQIAAAAAACvOxlfGqmv0S/L8DR99fOdWgUwAAFaeUkrGKqdlHj2TXOi1Ny2zdyI58aRQJgAAAACwtAhlAgAAAAAAK0rTJBsOXldd5+A1yal1H31cKBMAgJVqrHLYfL9J3j518feR3Z2UysmbSTL+xX59EQAAAACAFgllAgAAAAAAK8q5V5LBExur6zy7Y/rHb9/qeAUAgJWpdlJmkhyevDjZcmC4ZPjT9fWOP9FP74xpmQAAAADA0qFrAAAAAAAAWFFOPF5fo1+S56//6ONDa+qnBwEAwFK1rcVQZpJs2dOtrtecvxjMBAAAAABYKoQyAQAAAACAFaNpmlZCmd+6Njm97qOP79xaUkp9ozoAACxFbU7KTJJNnynprK8umfF9QpkAAAAAwNIhlAkAAAAAAKwYZ15qcuGt+kbyZ3dM//jOLQKZAACsXG2HMjtrS0YeqG9POvlUkwvjzcwXAgAAAABcBUKZAAAAAADAijHxWP0EnV5Jnr9++udu3+poBQCAletjG5JuZS7zyOQH/x59pIX30P1k4lHTMgEAAACApUHnAAAAAAAAsCI0TZPxFhq1X96WnF07/XM7t5qUCQDAytXtlFy7sa7GkVNN+s37Uy2H7ioZGK3cWJLxfUKZAAAAAMDSIJQJAAAAAACsCKcPNLnwdn2d/Tumf/y6oWR4rVAmAAAr29hw3Xve873k2Jn3/y7dktGH6luUTn+zydk3mpkvBAAAAABYYEKZAAAAAADAijDRwpTMXid54frpn7ttq2MVAABWvrGh+huRHJn8YHhy9JF23kuP7+u1UgcAAAAAoIbuAQAAAAAAYNlr+k0mHqsPZb60LTm7Zvrnbt9qSiYAACtfG6HMwx8KZa6/pWTtDdVlM76vn6YxLRMAAAAAWFxCmQAAAAAAwLJ3+sUmF47W13l2x+Wf2ymUCQDAKrBtAUKZpZSM7ulW1z1/+OJ7fwAAAACAxSSUCQAAAAAALHvjj9ZPyZzqJC9un/65gU5yy4hQJgAAK9/YUH2Nw5MffWz04XbalMb31b/3BwAAAACoIZQJAAAAAAAsa02/ycRj9Y3Z3xxLzq2Z/rlbRkoGu0KZAACsfNs2tj8pM0nWbivZ+In62hOP9tNMmZYJAAAAACweoUwAAAAAAGBZO/V8k6nx+jr7d1z+uZ1bBTIBAFgd1g6UbFlfV+PINKHMJBndU9+qNHUiOfkNoUwAAAAAYPEIZQIAAAAAAMvaxKP1UzIvdJMXt1/+eaFMAABWk7Ghuve/k+eTyfMfDU6OPNhJulWlkyTj++o/AwAAAAAAzJdQJgAAAAAAsGw1vSYTX65vyP7mWHJ+8PLP79zqSAUAgNVjW2UoM0kOTzMtc2C4ZNOn6msf/0o/vTOmZQIAAAAAi0MHAQAAAAAAsGxNPtdkaqK+zrM7Lv/c0JrkuqH6NQAAYLmonZSZTB/KTJLRPfXtSv1zF4OZAAAAAACLQSgTAAAAAABYtiYerW/EvtBNDmy//PM7t5aUUt+UDgAAy8VYCzclOXxy+sc3f7aTzvr6+uP7hDIBAAAAgMUhlAkAAAAAACxLTa/J8S/XN2K/eF1yYeDyz+/cIpAJAMDq0sakzCOXmZTZWVuy+YH6lqWT32hyYWL6NQAAAAAAFpJQJgAAAAAAsCxNPttk6kR9nf07rvz87VsdpwAAsLq0Eco8fJlQZpJsebiF99j9ZOJR0zIBAAAAgKtPFwEAAAAAALAsTTxW34B9fiA5cN2Vr9m51aRMAABWl6E1yYbBuhpXCmUO3VMyMFJXP0nG9wllAgAAAABXn1AmAAAAAACw7DS9Jscfr2/AfvG6ZGrg8s+PDSXDa4UyAQBYXUop1dMyj55Jzk1NH8ws3ZLRFqZlnj7Q5Nwblw9/AgAAAAAsBKFMAAAAAABg2Zl8tsnUifo6z+648vM7tzpKAQBgdaoNZSbJW6cu/9zonnbea49/0bRMAAAAAODq0kkAAAAAAAAsOxOP1TdenxtIXhq78jW3bzUlEwCA1WlsqL7G4cnLT7Fcf2vJ2uvr1zi2r5emMS0TAAAAALh6hDIBAAAAAIBlpek1mXi8PpT54vZkauDK1+wUygQAYJVqY1LmlUKZpZSM7ulWr3H+zeT0N4UyAQAAAICrRygTAAAAAABYViafbdI7UV/n2R1Xfn6gk9wyIpQJAMDqtNChzCQZfbid1qXxffU3bQEAAAAAmC2hTAAAAAAAYFmZeLS+4frcQPLS2JWvuWWkZLArlAkAwOrURijzyAyhzLVjJRvuqF9n4kv9ND3TMgEAAACAq0MoEwAAAAAAWDaaXpOJJ+pDmS9sT3rdK19z21aBTAAAVq8tG5LBys6imSZlJsmWPfXtS1PHk5PfEMoEAAAAAK4OoUwAAAAAAGDZmHy2Se9EfZ39O2a+5nahTAAAVrFOKbl2qK7GW6eSXv/KYcmRBzvJDDdMmY3xL9bfvAUAAAAAYDaEMgEAAAAAgGVj4tH6RutzA8lLYzNft3OrYxQAAFa3saG6G5VM9ZOjZ658zcCmkk2frL8hyvEn+umdNS0TAAAAAFh4ugkAAAAAAIBloek1mXiiPpT5wvakN8MknqE1yXWVU4EAAGC5qw1lJsmRyZmDkqOP1Lcw9c8mJ75iWiYAAAAAsPCEMgEAAAAAgGVh8pkmvRP1dfbvmPmanVtLSqlvQAcAgOWsjVDm4VmEMjd/tpPOuuqlMr5PKBMAAAAAWHhCmQAAAAAAwLIw8Vh9g/W5geSlsZmv27lFIBMAALZdpVBmZ23J5vvr25hOPNnkwsTM6wEAAAAA1BDKBAAAAAAAlrym12TiifpQ5gvbk1535utu3+oIBQAArtakzCQZfaSF9+D9dm7mAgAAAABwJToKAAAAAACAJW/ymSa9E/V19u+Y3XW3bTUpEwAAtm1Mat8ZH56c3XXD95QMjFQulmR8n1AmAAAAALCwhDIBAAAAAIAlr41pN+cGkpfGZr5ubCjZtFYoEwAABrslWzfU1Tgy2aRpZp6WWbolIw/WtzKdfrHJuTdnN50TAAAAAGA+hDIBAAAAAIAlrek1mXiiPpT5wvak1535up1bHZ8AAMB7xobqblhy+kJy8vzsrt3ySDvvxce/aFomAAAAALBwdBUAAAAAAABL2uQzTXon6uvs3zG7627fakomAAC8pzaUmSSHJ2c3uXL9x0vWbq9eLuP7erOazgkAAAAAMB9CmQAAAAAAwJI28Vj9lJtzA8lLY7O7dqdQJgAA/Lo2QplvnpxdQLKUktE9sxhvP4NzbyRnvimUCQAAAAAsDKFMAAAAAABgyWp6TSYerw9lvnB90ptFb/dAJ7llRCgTAADe00Yo88jk7K8d3dNOO9OxffWfIwAAAAAApiOUCQAAAAAALFmTTzfpnayvs/+G2V1380jJYFcoEwAA3rNtqL7G4cnZT61cO1ay4fb69+QTj/bT9EzLBAAAAADaJ5QJAAAAAAAsWRNfrp9uc24geWlsdtfu3CqQCQAAl2pjUuZcQplJO9MypyaSk08JZQIAAAAA7RPKBAAAAAAAlqSm12Ti8fpQ5gvXJ73u7K69XSgTAAA+YOOakuE1dTXmGsoc2d1ppatpfF/95wkAAAAAgA8TygQAAAAAAJakyaeb9E7W19l/w+yv3bnV0QkAAHxY7bTMibPJ2anZBzMHR0o2fbL+hinHn+ind9a0TAAAAACgXToLAAAAAACAJWniy/VTbc4OJi+Nze7aoTXJdUPVSwIAwIpTG8pMkiNznJY5uqe+ral/NjnxVdMyAQAAAIB2CWUCAAAAAABLTjPVZOLx+ubpF7cnve7srt25taSU+mZzAABYaba1cPOSw5Nzu37T5zrprKtfd3yfUCYAAAAA0C6hTAAAAAAAYMmZfKZJ72R9nf07Zn/tzi0CmQAAMJ02JmUenuOkzO66ks3317c2nXiyydTxua0NAAAAAHAlQpkAAAAAAMCSM/5Y/TSbs4PJS9tmf/3OrY5NAABgOosRykyS0YdbeI/ea+fzBQAAAADAe3QXAAAAAAAAS0oz1eT4E/VN0y9uT3rd2V+/c6tJmQAAMJ2x4fr3ykfmEcocvq9kYHP10hnfJ5QJAAAAALRHKBMAAAAAAFhSJp9p0jtZX2f/jtlfOzaUbForlAkAANMZXZesmcMNT6Yzn0mZpVsy8lB9e9PpF5qcOzz39QEAAAAApiOUCQAAAAAALCnjj9VPsTk7mLy0bfbX79zqyAQAAC6nlJJtQ3U3MXn7VNLrzz0YObqnnffqpmUCAAAAAG3RYQAAAAAAACwZzVST40/UN0u/sD3pzWGSz+1bTckEAIArGRuqe32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      "text/plain": [
       "<Figure size 3840x2640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = Pk.plot(x='k', y='Pk')\n",
    "Pk_theory.plot(x='k', y='Pk', ax=ax)\n",
    "ax.legend(['Model', 'Theory'])\n",
    "ax.set_xlabel('k')\n",
    "ax.set_ylabel('P(k)')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Not a bad math at all!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, the average degree is, simply:\n",
    "\n",
    "$$\\langle k \\rangle=\\sum_k k P(k)$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "99.66120000000001\n"
     ]
    }
   ],
   "source": [
    "kavg = np.dot(Pk.k, Pk.Pk)\n",
    "print(kavg)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "as expected"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Clustering Coefficient"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x900 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax_lst = plt.subplots(2,2, figsize=(3, 3))\n",
    "ax_lst = np.array(ax_lst).flatten()\n",
    "\n",
    "G = nx.Graph()\n",
    "G.add_nodes_from([0, 1, 2, 3])\n",
    "G.add_edges_from([(0, i) for i in range(1, 4)])\n",
    "\n",
    "edge_seq = [[], [1, 2], [2, 3], [1, 3]]\n",
    "\n",
    "pos = {\n",
    "    0: (0, 0),\n",
    "    1: (0, 1),\n",
    "    2: (1, 1),\n",
    "    3: (1, 0)}\n",
    "\n",
    "for i in range(4):\n",
    "    if i > 0:\n",
    "        G.add_edge(*edge_seq[i])\n",
    "    \n",
    "    nx.draw(G, pos, ax=ax_lst[i], node_color=colors[0])\n",
    "    nx.draw_networkx_nodes(G, pos, [0], ax=ax_lst[i], node_color=colors[1])\n",
    "    nx.draw_networkx_labels(G, pos, ax=ax_lst[i])\n",
    "    \n",
    "    C = nx.clustering(G)[0]\n",
    "    ax_lst[i].text(0.5, 0.1, r\"$C_0=%1.2f$\" % C, fontsize=7, ha='center', va='center')\n",
    "\n",
    "    \n",
    "    if i>0:\n",
    "        nx.draw_networkx_edges(G, pos, list(edge_seq[1:i+1]), ax=ax_lst[i], edge_color=colors[2])\n",
    "    \n",
    "    ax_lst[i].axis('off')\n",
    "    ax_lst[i].set_xlim(-0.2, 1.2)\n",
    "    ax_lst[i].set_ylim(-0.2, 1.2)\n",
    "\n",
    "fig.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let us define a simple function to extract the adjacency matrix of a graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_adjacency_matrix(G):\n",
    "    N = G.number_of_nodes()\n",
    "    \n",
    "    A = np.zeros((N, N))\n",
    "    \n",
    "    for node_i, node_j in G.edges():\n",
    "        A[node_i, node_j] = 1\n",
    "        A[node_j, node_i] = 1\n",
    "        \n",
    "    return A"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "A = get_adjacency_matrix(ER)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We compute the number of triangles for each node using matrix multiplication. In practice, there are significanlty more efficient ways of doing for large networks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "triangles = np.diag(np.linalg.matrix_power(A, 3))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And compute the degree coefficient of each node"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "deg = ER.degree()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "C = [count/(deg(i)*(deg(i)-1)) for i, count in enumerate(triangles)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The average clustering coefficient is then:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.00997313847488536"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.mean(C)"
   ]
  },
  {
   "cell_type": "markdown",
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    "Which is pretty close to the value of p, as expected"
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