{ "metadata": { "name": "", "signature": "sha256:233aa3e107fc02f4b229fe0541b611e3dd105bf546c9452afdb94f2a0c976e9c" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Setting Up Your Environment" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook contains some guidelines for the students to prepare programming environments for the upcomming seminars and home assignments. During our seminars we will mostly work in IPython Notebook, however sometimes we may switch to MatLab. Homeworks also can be submitted only as IPython Notebooks or $\\LaTeX$ reports with Python source code.\n", "\n", "(We are using Python 2.7.8, not 3.x.x)" ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Step 1: Install IPython Notebook" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I suggest you to install free [Anaconda](https://store.continuum.io/cshop/anaconda/) Python distribution which already includes all necessary Python packages and modules - IPython, NumPy, SciPy, IPython, Matplotlib and **NetworkX**. Simply download appropriate installer for your OS and follow the proposed steps.\n", "\n", "A small tutorial for the NetworkX and other useful Python modules will be just in a minute.. Now let's deal with MatLab." ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Step 2*: Download Additional MatLab Packages" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "MatLab is a great computational environment, however it does not poses good instruments to operate with networks and graphs. Fortunately you can download [MatLab Boost Graph Library](https://www.cs.purdue.edu/homes/dgleich/packages/matlab_bgl/) which contains almost all graph utilities that will help you with assignments. To start using MatLabBGL algorithms simply set path to the downloaded folder.\n", "\n", "Matlab is also sick in graph visualisation. To this purpose you can download [GraphViz](http://www.graphviz.org/) software and [Matlab interface](https://github.com/graphviz4matlab/graphviz4matlab/) for it. All install instructions are presented on the corresponding web-pages." ] }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Tutorial on NetworkX and more..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "During this course you will mostly operate with graph structures and matrices. Also you should be able to plot some figures and make conclusions based on them." ] }, { "cell_type": "code", "collapsed": false, "input": [ "import networkx as nx\n", "import matplotlib.pyplot as plt\n", "plt.xkcd()\n", "import numpy as np\n", "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Networks can be described in several formats e.g. adjacency matrix, edge list, etc. One of the most complete graph representations is [GML](https://en.wikipedia.org/wiki/Graph_Modelling_Language) format which look more or less like XML. See an example:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
graph\n",
      "[\n",
      "  node\n",
      "  [\n",
      "   id A\n",
      "   label \"Node A\"\n",
      "  ]\n",
      "  node\n",
      "  [\n",
      "   id B\n",
      "   label \"Node B\"\n",
      "  ]\n",
      "  node\n",
      "  [\n",
      "   id C\n",
      "   label \"Node C\"\n",
      "  ]\n",
      "   edge\n",
      "  [\n",
      "   source B\n",
      "   target A\n",
      "   label \"Edge B to A\"\n",
      "  ]\n",
      "  edge\n",
      "  [\n",
      "   source C\n",
      "   target A\n",
      "   label \"Edge C to A\"\n",
      "  ]\n",
      "]\n",
      "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Thankfully, NetworkX supports almost all of recent network representations. Let's load a very famous [_Zachary's Karate Club_](http://networkdata.ics.uci.edu/data/karate/) network. Nodes in this network represent members of the club and edges between them occur if two persons also frequently communicate outside club's activities. Sadly, the organisation has splitted out into two groups due to conflict and misunderstanding between its leaders." ] }, { "cell_type": "code", "collapsed": false, "input": [ "G = nx.read_gml(path = 'karate.gml')\n", "nx.draw_networkx(G)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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ZLvv++yJdCNy+fZuVK1fmhAkTqNfrmZeXx9mzZrGsWs2GLi78CeARgGcAHgT4\nqb09feVytqxXj3v27HmSn0lExGYKaGeNZ63pFpBMJcm+ffsyODj4mRnpf4Hc3Fz6qlS81bw5GRtL\n5ueTV68Kx9u2bctpxhkj5pgL/P7wcL7VqxdJ8j3jlMXk5GTu2rWLDx48YGJiIqdMmUK1Wi0UIAcP\nHqSnpyfPnDnDhIQENm3aVLjPpg0bOEYm48UCoq4DuAtgW6mUTgA91Wr27duX3333HaOjo5mbm2uR\nx/Pnz9PT05MtW7bklClTqNPpuGvXLvZq3561K1RgkLc36wQGsk/nzvzzzz+L9Q1z8eJFli1blnPn\nzi10TKvVcsuWLezRti0bVK7M6uXKsWn16hw7fLhQ6ImIlBYFtLPMs9Z0C0hmkmSHDh1Yv379Z2ak\n/wWio6NZw8XFIKIyGVmxInnnDknyjz/+oIeHB2NjYw2J27UjjTV9c4FPGTeOnkolExIS6ObkxLw/\n/yx0n/j4eALgvXv3SJIDBgxgeHi4cHzr1q0MCAggaRDLMSNHUiGRsIxEwpp2dqwC0MPOjgEqFUeO\nHMlr164V+b1SUlJYsWJFjh07llWqVBFaB4/LkSNH6OPjw1WrVj3RdURESoMC2mlTGLHS7IN3BAx9\nnbZG1hF5PJKTk+FjZ1yk7OsL7NsHBAQgMjISw4YNw6ZNmwwO4SIjgT17gPHjC13DBUBKVhZW/vQT\nukkkcOjQweBoC8DJkyeRkpKC5cuXo2fPnoJzucuXL2Os2UyS2rVr4+7du4KDpL0HDiCLRN2mTfHm\nm2+iatWqCAgIQFBQULGxJvV6PQYOHIjQ0FBs2rQJ69ateyKX07t27cLAgQOxcuVKwYWBiMjzjJl2\nagFkFZMcQOkKvB0A3Lt3D9WrVy/F274caLVa3Lx5EykpKXBwcIC3tzcCAgKsppVIJIaAjWXKAPv3\nA6+8gsOHD6N79+5Yu3YtWph8w5w+DXz8MWBt2uC8eeh08ybOHzuG0GxjbIE7d4CyZfHFF1/g1q1b\nuHfvHhYtWiSIc2JiokVADaNTJCQkJECpVGLdunV47bXXMHv2bAv/RLYwY8YMpKamwt/fH506dUKz\nZs1KdL4569atQ3h4OP74448S50NE5Flhpp1pxunqzw+mdoWjoyM//vjjZ9PGeQGJjY3l9MmTGeDh\nwQpKJeurVKzt6kpPJyc2rl6dq1evLrR68uTJk6zq4kJu20bS4M9crVZzm/HzozDvoiEN3SrvDhzI\n300uBwqiYpERAAAgAElEQVRw6tQpymQyYUpl7dq1uXr1auH43bt3CYCpqakkya+//pr29vbMyMgo\nkQ22bdvGMmXKcMuWLfT392dKyqMWTBfP/PnzGRAQwPPnzz/2NUREngVm2nnHVt19HHfBj01+fj7y\n8vLEKPQ2oNfr8cW0afi/8HDUsrPDifBw3AwLw3GNBqfT0nA/JwcfX7yIq1u3Yt2aNYiNjRXOrVWr\nFjJlMuS/+ioAw6pLBwcHLFiwAGFhYQgLC8OcOQ9dWcycORNhYWE4deoUlixZgrCwMOzduxdSqRTV\na9eG1sPDMKWxAHXq1IGPjw/Onz8PAAgKCsKlS5eE45cvX4aHhwdcXV2Rl5eHTZs2wd/fv0S//7Vr\n1zB06FCsXbsWEyZMwHfffffoeKxFQBKTJ0/GggULEBkZKbYiRV4oCmin3tbzSrOLBtnGpr4Ygb5o\ndDodjh0+jAlTphQ++NlnwMyZsK9cGd1+/RXdatUqlEQqlWLEe+8hMTUVfj4++Pnnn5GXZxnhyzwo\nS5cuXUzB0wVMc+SVbm7Qd+4MeHjgypUrcHFxgb+/P0jil19+QVxcHBo3bgwAeOuttzB27FiMHTsW\n7u7uWLhwIQYNGmRwEXD3Lk6dOoUePXrYbIeMjAx0794d06dPx6FDhxAUFISePXvafL4JnU6H0aNH\n4/jx4/j777/NA9WIiLwQFNBOmyvmpSrwaWlpAAxRnkQezcplyzBs5Eikpqbi6NGjOH36NBQKBcaN\nGwf06GEISrF/P+Dvj9u3b2PJkiW4ffs2AgMDMXToUAQFBeHtESMwc+pUzF+8GC1btizyfrWsFBIm\nGjVtiqUnTqAvgKtXr2Lw4MGQSCTIzs5GQEAA1q9fD39/fwCGguLYsWOoUaMGpFIpGjdujM8++wyA\nwY+Gk5OT4KqgOEhi2LBhaNiwIVq2bIlmzZrh1KlTxQ7GFiQ3NxcDBgxAcnIyDhw4UGTQbRGR55UC\n2mmzbpeqwD948AAAzCNBiRTg1q1buHnjBgBDOLjly5fD2dkZCQkJBoF3cgImTQL8/REZGYnOnTtj\n5MiR6Ny5My5fviz4T/f29kb58uXRpnJlbHrlFRSSNa0WOHkSsLMD6tYFjKteLwKY6uSEGV9+iSpV\nqqBSpUpINIbe69KlCxITE5GYmAiFQvGwqyUtDfj9d0iGDMGsWbMwadIk5ObmCn5kjvz9N6KOHoWd\nnR1eNXYbFcfXX3+Nmzdv4uDBg+jQoQMmT56MsmXLlsiW6enpeP311+Hu7o6IiAgx0LvIC0sB7SzV\nrnWbIMk///yTAHjgwIFnNlDxvPPx++/zB2OwahMbNmxglSpVDB8uXSKNgaXr1q3LBQsWPPJaer2e\nn7z/PisrFPynmFWkeoAbAColEm7atMniOtOmTWPP5s2Zt28faT73PCGB/OEHslw5w3XatCEPHxYO\n59+6xYnh4YyKimL79u3p6Oho09z1ffv20dfXl7dv3+ayZcvYoEED87gCNvHgwQPWq1ePI0aMKPG5\nIiLPGwW08/kLG0ZSZ/JnfNhMBEQekp2dTS+lktekUtJMuC0E3sidO3cIgKdOneKMGTP4zTffMCYm\nxup1lyxcSE+lkmFKJbcA1JoJeyrA+RIJg2QyqmUyduzYkT179qROp2NOTg4//PBDBgQEsPfrr7OJ\nQsFkOzvS25s0LaSytrm4MM7DgzUUCs6eOZNarZZKpZK1atUq1gYxMTH09fXl/v37ef/+fXp5efHs\n2bMlsmNMTAwrVarETz/9tNiVrCIiLwIFtFNL0qa+ytKs6utNMQVN86NFLDlz5gzK2tmhok4HjB0L\nWPF3buLq1atwcHBAv379YG9vj1u3bqFmzZq4ePFiobQjR4/GnYQE9F+8GJ+HhEBuZwcfuRweMhl8\n7O3xd8eO+CEiAj5BQRgyZAhiY2Mxbtw4NG7cGDdu3MCZM2ew7vff0WDQILzm5IRtDx5Al27dW2ke\ngA3p6WiUk4PeH32E/5s4EefOnYNcLkeTJk2K/P7Z2dno0aMHxo8fj9DQUIwbNw7Dhg1DzZo1bbbh\nxYsX0bRpU4wePRozZswocZ+9iMjzSAHtlAJ4vmJDksz7/vvvCYB3jMvmRSzZsWMH25tC3QGk0ReM\ntRr8/v37CYCbN28W9r311lt8++23SbLImmt2djZjY2OZkJDA/Px8Yf+ePXsYFBTE2bNn087OjiNG\njCh0nfXr17NhSAjLKRScZWfHnQAjAe4AOEkqpZ/RCdf27duFc7799ltWrFiRP/300yPzpNfrOWjQ\nIPbt25d6vZ7btm1jUFAQs7KybLCcgaioKHp7e3OtMUSgiMjLghXtfL6mgpHMFX3BF83OnTvZ1iTw\nrVoJ+60JfGxsLAFY+G3/4osvGBYWRrJogX8USUlJ9PX1pZ+fHzds2CA4DrPGyZMn+e6QIWzXsCFr\nly9PtVTK9qGhVp1wvf766/T19S1ycdGiRYtYo0YNZmRkMD09neXKleO+fftszntERAS9vLwexkgV\nEXmJsKKd1WzR3dLsomFaWhokEonoC/4ReHl54Z5eD6jVQEREkWn9/PwQEhKCI0eOCPuOHj2KkJAQ\nAChx18TBgwdRu3ZttGvXDrm5uWjRogXmz5+P119/HQkJCYXS161bF4t/+gm7jx7Fpv37oVUqUbth\nQ+H+JvR6PQ4ePIi0tDRUqVLF6r2joqIwbdo0bN68Gc7Ozvj0008RGhqK1q1b25T3tWvXYvDgwdiy\nZQvat29fou8tIvIiYEU7ff6TG5H0IfkmyaEkqxaRpjnJGjQOBpDMDg8Pp1KpfAbl3/OFaQCzIFqt\nlq94evKKsfZ+/PhxNmvWjFWqVKGTkxObNWvGkWZRifbs2UNvb2++/fbbbN++PYOCghgXF1eivOTl\n5fHTTz+lr68vd+zYQZIMDw/niBEjSJITJkxg8+bNC7ntNSczM5P29vbs1q1boWPnzp2jv78/mzZt\navXce/fu0d/f3xQpnseOHaOPj49FgOuimDdvHsuWLcsLFy7YlF5E5EXEinb2fdrCbkfyMyv3XkdS\nZUzjTvLXAsfPkgwmmTN8+HD6+Pj8B1//+efmzZv8+P33WcbdnVI7O9rb2dHJ3p7NatfmunXrBAH9\nYuZMTm3YkKTB//qhQ4csttOnT1tcNzExkStXruS2bduYmZlJkvz777+5dOlS4fOjuHHjBhs1asSw\nsDDev39f2J+cnExvb2+ePXuWOp2OnTt3tihYrKFUKlmxYsVC+xcsWMD69evz/fffL3QsNzeXTZo0\n4fTp00kaCptatWpxzZo1Rd6LNHRBTZw4kZUqVXrk7CERkZcFK9o56mkL/CzS8GJt376dq1evNheQ\nXSSlJA+TZEZGBiMjI81fvEySef3792eFChVKwx7PDffu3eMbHTqwQ2gof+rVizEtWzJfJqMeYAbA\njQBHtWrF/3v/fR48cIBJSUn0UCiYaaxNWyU7mxw5kjx0qNCh7Zs389ChQ+zWrRs9PT358ccf899/\n/y2Ubu3atfTy8uK3335LnU5X6PiiRYvYqlUr6vV6ajQaVq1alYsXL35kloKDg+ng4FAoelSvXr1Y\nv359qwOfo0aNYteuXYX7z5kzh2FhYcWOH2i1Wg4fPpz169fngwcPikwrIvIyYEU7C/v4fgJxL0OS\n+fn5bNeuHUNDQzlo0CAGBQUxISHBdMOvSPLff/9lSEgI+/fvz5o1a/Kvv/4yHdf16NGDISEhpWSS\nZ8/Nmzd5+O+/Cx+IjjYEiA4MJAuEvCMNc9xbVanCpJAQsmlTy+2110hX14czberWJQcN4rkePVgj\nOJhqtZqfffYZ8/Pzef36dYaHh9PDw4N9+vThkSNHqNFoOHDgQFapUoWnTp16ZN7z8/MZEhLCP/74\ngyR57do1ent7P3KRWvPmzVmmTBn+888/wj69Xk8vLy+WKVOGV80iSpHkihUrWKlSJcHT5PXr16lW\nq3nz5s0ibZqdnc0ePXqwdevW4mC9yP8MVrTTiqOqxxf48aRhNkeHDh2EGtfHH3/MGTNmWGRkypQp\nnDNnDklD9KA+ffqYDum7du3KmjVr/reWeE6Ii4vjMeOCrtzcXJ48eZKbNm16GEmpY0fy1i2SBkFf\ntmwZFy1aJPQ9JyUmspa3N88UswJVC3AlQC9nZx44cID3799nWFgYGzVqxBs3bpAkNRoN582bR39/\nf8pkMrZu3doml7u7d+9mxYoVhfGCvXv30sfHx6oI9+7dm3Xr1rVYBWsKh+fm5mZRKz9x4gQ9PT2F\nGTd6vZ5t2rThV199VWR+NBoNQ0ND+cYbbzxxNCcRkRcJK9o5zxbttnUWTQgA7NmzB4MHD4adMVpQ\nixYtEB0dbZGwXLly+OOPP/Dnn3/ihx9+ELwSApDk5+fDwcHBxlu+2Ex8/33UrVsXAODp6Ylu3bqh\nb9++OH78uCHBtGlA+fKIjo5GrVq1cOrUKVy6dAlVq1bFyZMn4aFW48ft29FepUJLpRIbYFhEZOIB\ngDl2dqioUGBhlSrYGxWFli1bwtfXFxEREejTpw8aNmyI1atXQ6FQIDMzE1qtFuHh4dDr9ahevTq+\n+OILJCUlPfI7tGvXDlWqVMGCBQsAAG3atMHEiRPRrVs3ZGRkWKT18fGBm5ubhbvggwcPolKlSqhX\nr54wqychIQE9e/bE0qVLhRk3a9asQWJiIsLDwx+ZlwcPHiA0NBSVK1d+4mhOIiIvGla08+l5zSO5\nmSS7d+9uEUX+wIED7Nixo0VJExsbSw8PD9auXZtubm7cvXu3cKxNmzZs1KjRf1nQPRckJyfTzcmJ\nWmNNNz4+niRZoUIFbtmyxSJtWFgYJ02aJHyeOXMmO3ToIHzOzc3lr7/+yhZ161JqZ0dXR0fK7e2p\ncHTk4N69GR0d/ch8nDlzhsHBwfT29uZrr71m0Rd/5swZDhkyhG5ubnznnXceGUT68uXLVKvVwnfQ\n6/UcNmwYu3fvbtF3P3PmTDZp0oRNmjTh/PnzuXz5crZs2ZJdu3blJ598QtLQ7dOqVSvhM2nwGePj\n48MTJ0488nvcvHmTwcHBnDJliuh6QOR/Eiva+dvTFPgfSfKdd96xiNizevVqDh061CIj77zzDr/5\n5huS5OHDh+nu7i44e2rZsqUwXc7Ozo4ArG5Tpkz5zwxVGsz9+mv2VyjIAQNIs0FHawIfGBjIjRs3\nCp937NhBpVLJ/Pz8QmKm0+mYkpLCjIwMm4Tu999/p7e3Nxs2bMhy5coxMjKyUJr4+HhOnz6dvr6+\nbNeuHXfs2FFo0NV82iRJ5uTksEmTJpwyZQozMzO5fPlyVvTxoZ9Uyp52dhwtk3GwszODJRK6Ozjw\nrQEDmJiYyPHjx7Nt27YWzr8GDhzIDz744JHf4dy5cyxTpkyRTtVERF4WpkyZUkgPSUvtNPLn0xT4\nD0jDzIsePXpQr9dTr9eza9euhWZHNGrUSFj9mJ+fT0dHR6anp5MkW7RowebNm5PkI8X9ZRD4JtWq\ncY+pn1ypFDwwWhP4Nm3aFKrB4wndOWRkZPCdd95hYGAgjxoHcbdt20ZfX19hALYgOTk5XLVqFevU\nqcNKlSpx0aJFwu9mPm3SRFxcHEeNGsXNGzfyxtmzzLh2jfqDB8mpU0lPT9LdnfopU5i6axfvXb7M\nfy5e5M6dOy0GRvfs2cNXXnlFuE9BIiMj6e3tzXXr1j22LUREXiQeJfDm2mnk+NMU+AqkYQZD06ZN\nGRYWxtDQUNavX59ZWVnUaDScOXMm9Xo958yZw/r16/Prr79mjx492KNHDyFHLVq0YIsWLUi+3AIf\n7OvLy+aDocbBTguBNxaCkZGRVKlUHDlyJMeMGcPg4OAnEvjTp0+zSpUqHDBgADUajcUxawOwBdHr\n9Tx06BB79OhBtVrN8ePHMyYmxmLaJMmipyfaMICbmZnJwMBAYYFTQbZt20ZPT0+LLj4RkZedogTe\npJ1GCnsVfEKRX0wa5iDv2LGDO3fuFJra9+7dOxEcHPyPqWZ/6NAhLl68mBERERbNcSuZfCmp4OXF\nawApkZADBz7cby7w164J+2/dusVly5bxp59+4p49e+jh4cH8/Hzm5eVx3bp1PHDgAK9cufLImi5p\n6L6ZO3cuPT09LbrRrKX79ttv6enpyVWrVhXZ1XPr1i1++OGH9PDwYI8ePVi+fHlu3ryZSUlJvGf0\nST927FjWq1ePwcHBDAsLs/Afc+nSJb7++uusWrUqa9SoweHDhwsLqnbv3s1+/fpZve/PP/9MHx8f\nofUhIvK/jhXtvPa0Bd6exsVOVkgk2bOI/E0xZbJAM+OlpF7FijwCkGZdL6T1LpqCvP3223zrrbdI\nGhx69enTh82aNWNQUBDlcjldXFxYuXJlhoaGsn///hw/fjynT5/O2rVrMyQkhAcOHLDJA+OZM2cY\nEhLCvn37FjtlMi0tjQsWLBCmWfbu1YspRqH+4YcfGB0dzcuXL3P+/PmUyWS8Ziy8Ll++zF9//ZUX\nL17kyZMn2bVrV7Zs2ZKkYRWtNbcK33zzDcuWLWsxn15ExBoJCQk8d+4co6OjeeXKlZd66qwV7bxr\ni26X2Fk2SR8AwQBkAC4A0AAYDiAaQHkAuwC0BJAAIADAQYlEEk+SoaGh0Gq1iIyMLOltXyj+Lzwc\nXLwYXx08CDRujK+++gp3797FihUr0KJFCwQGBuK9995DUFAQ9u/fj507dyIgIACRkZGIjo5GVFQU\nypYti8WLF8PLywthYWFwdXUFSWg0GsTGxgrbX3/9hQ0bNqBs2bJwc3NDXFwc7t+/D4VCAX9/f2Hz\n8/Oz+Ozv7w+VSoVJkyZhx44dWLNmTbHxUvV6PRo2bIirp0/j2oIF8H733UJpAgMD8fXXX1sNrv33\n33+jffv2yMjIKDTtiyQmTJiALVu2YPfu3ShXrtyT/xAiLx16vR67d+/G4i+/ROSRIygjk0EukSBV\np4MGwOChQ/HuuHEIDAx81ll9qljRzhSJROJR3HmlFg2BpL5Vq1aSvLw8/P3336V122fCjRs30Kh6\ndcTt3g1p8+ZYt25dIY+MPXv2RJkyZXDv3j2sXLkS9+7dQ/Xq1TFo0CA4Ozvj4vnzOPT339i6dSui\noqLQsGFDdOnSBV26dEGFChWQk5ODTz75BJs2bcLq1avRokUL4dokkZycbFEQmG/3799HbGws4uLi\noFKpoFQqERsbi5CQEHTs2BEBAQEWBYGPjw/s7Q3he5ctW4a5I0bgkp0dkJ4OyOWIj49Hamoq9u/f\njy+++AKnTp2Cp6cnAMMLefv2baSmpmLGjBnw8PDAjz/+iIyMDMEznlarxYgRI3DhwgXs2LFDOFdE\nxJyzZ89i8v/9H+oHB6OzpyeqZWXBcetW4MoVoE4dJIWF4aRCgTMSCYIrVUKXHj2E5/ZFp1WrViig\nnZkSieT5cctLUtu6dWs2bty4tFs3z4QOzZrx4PDhRSc6d87q7l1GfzIm0tPTuWnTJg4ZMoTe3t4M\nCgqit7c3W7Ro8US+WHQ6HePj43n69GmuWbOG1apVY0BAAPv168cuXbqwXr169PPzo4ODA319fVmn\nTh0GBwdzgmnw+PffSZKjR4/mK6+8QicnJy5cuNDiHpmZmaxUqRI9PT0ZGBhYyCd8dnY2X3/9dbZt\n27bIMQaR/23OnDnDG2bjVgIaDdm7N1mEt9OXASvamW2L7pZmDT6nffv2suTk5EKrX19GTp06hbBm\nzXCwdm2E1K0LFPTPnpQE7NgBNGoENG0KqNXg/fuYHBGBs25u2LJ3byGf7iSxdOlSTJw4EU2aNMGd\nO3dw//59dOzYEV26dEG7du3g6vr4C9z0ej3mz5+PWbNmYe7cuRgwYAAkEgl0Oh0ePHiA2NhYzJw8\nGU0jIvChRAL89RfQvLlw/o0bN/Daa69h6dKleP311wvl/YcffsDkyZNx69YtODk5IT09Hd26dYOv\nry9WrVoFR0fHx867yMvLtWvXcOPqVbTv1AnXr19HdHQ0rl27hrCwMDRq1AiIjwd8fLB3715ERUUV\nOn/8+PFwdnZ+Bjl/erRv3x4FtDNfIpE8Py8MSU3Xrl1tCrz8srBt2zZ6yeXcW4w/GQLMAdjfyYlN\natViRkZGoWslJiaye/furF27Ni9duiTsj4mJ4cKFCxkWFkYXFxe2bduW8+fP5y2jn5vHoagB2I8/\n+ogzAdIsJJ85vXv35vjx460ey87OJgCeM7ZcevfuzdGjR1vMtBIRKUi/rl2ZYBx0b9KkCdu0aUM/\nPz9+++23hgTG6cB79uzh1KlTha19+/YMCAh4KZ4vK9qZ/6w13QKS9/v27cvg4OBnZKJnw8GDB+nr\n5sY2SiV/AXgGYBTA0wATAN4B+Jm9Pf3kcvbp0sXqDJj9+/czICCAH374YZEzBdLS0vj7779z8ODB\n9PLyYvXq1TlhwgQePny4xA95VlYWR44cST8/P06YMIFjxoxh48aN6ejoyFHly5MkU1JSLGbC3Lx5\nk76+vtywYQNJw0wZk/tgvV7PH374ge7u7kIBFhoaymXLlvHChQtWXRaLiMTFxdHNyYl5ZrGHSUOX\nhSDwa9ZY7aJp27YtP/vMWgiLFw8r2ql71ppuAcnrb7/9Nv38/J6RiZ4dJ06cYFiLFpRLJCwLsBrA\nQIBygCo7O3Zt395qvNK8vDxOmDCBfn5+3LVrV4nuqdVqefjwYU6YMIHVq1enl5cXBw0axN9++82q\nm938/HyeP3+eK1asEMTc2dmZZcqUoZOTE9u0acN9+/bx2rVrbPrqqyQN89xVKhXr1q3LKlWq0NnZ\nmeHh4UJhMmvWLKpUKtasWZNlypRhuXLluHXrVpKGVsLChQs5YMAABgUFUaVSCS9kREQEk5KSSmpm\nkZeQWdOn820nJ7JqVdLMX5GFwI8bR9auTX78MWl0+xETE0M7OzthQZ/Jl9KLijXtfNaabgHJM+PG\njaOLi8uzsdAzID09ncuXLOGvq1fz7Jo11EyZQlavLnTLZAD8HmDXOnX49RdfmPvW57Vr1/jqq6+y\nY8eOT+XhvHXrFufPn8+2bdvS2dmZjRs35oABAzho0CBBzIODg9mvXz9+/fXXPHDggOCrveAK2MF9\n+jDPGOzFtFBKp9NZbSWkpaUxMzOTWq1WSJuaklJogdWDBw+4bds2Tpw4ka1ataKLiwsrVarEQYMG\nccmSJTxz5oxVFwsiLzfNa9V66PYDIPfuJWlF4E3HjYv8pk6dylbG0JcPYmK4YsWKZ5H9p4Y17XzW\nmm4ByYOTJ08mgJeiT6w4srOzH31w7lzDKleArFKF+gKh9eLi4ujp6cn58+c/sfdEU8185cqVHDt2\nrCDmfn5+LF++PBUKBStUqMAPPviAR44ceWRXifkKWHP3Ajqdjunp6Zb5XLaMHDuWfIS7hf5vvslp\n06YVaSOtVsuzZ8/y+++/5+DBg1mlShUqlUq2bNmSEyZM4JYtW55prUyv1/Pw4cMc0KMHy3t60k0u\np5dSyRrly/PzGTNe+Brj80L1cuUsYyIUJfAqFZmVRZ1Ox1deeUUI/RgxbRrnzp37rL7CU8Gadj5r\nTbeA5I4vv/ySAF76SDymfuf09HSuWLGCw4YN41tvvcWFCxc+FLXwcNLOjjx2jCQZERHBSZMmCbXm\nxwkiXVDMmzRpItTM+/btW6hmThqENCoqip988gmrVatGb29vDhkyhJs2bbI6bfH06dOMMnqlHDZs\nGJ2dnalQKOjq6sqPPvrIUEDk55Ply5PGaF5r166lr68vV61aRdKwArFnz54MCgoSAn3bQlJSEnfu\n3MkpU6awXbt2VKlUDAwM5JtvvskFCxbw+PHjhUIG/hfs27ePY4YN4/+98w7/6NaNt155hUkA7wM8\nDHCYkxNrVq7MqRMm2Bw8XMQ6NcuX5ynA8K58+qmw30LgSbJbN/Ldd0kaBltVKpUwnjU5OJjz5s0r\n1Xw/baxp57PWdAtI/j5//nwCeOnjaJrmsG/ZsoXt2rXjokWLuGLFCtapU4edOnUyJIqNJY2BqP/9\n919WqFChRE7GihPzr776qpCY28KNGzf43XffsU2bNnRxcWH79u25aNEi3r59m6TBOdpfxvGAkydP\nCoXAlStX6OPjw19++cVwIaPnybi4OFatWpWVKlXi999/T5JCLN+dO3eyYsWK7Nat22PN+tHpdLx4\n8SKXL1/O4cOHs3r16nR2dmbTpk350Ucf8ffff+e9e/dKfN2iiHlUPjdtIqtVI5cvJwuIepGtOZEi\naVWvHrcBwrtiopDA63Sk8Vns27cvR40aZdi/ezd7KJVF+md6EbCinc/dIOvqH3/8kQDMg3G/lAw0\netAs2BV17do1ArDoa9fr9ezYsSN//vlnC4E3L6m1Wm2xYr5///4Si3lxaDQabtiwgQMHDqRarWbN\nmjVZOziYW808hJoTFhbG2bNnW+zr2bMn169fz4YNGwoCv8/YzCYNbopnzJhBtVrNmTNnPrE/EY1G\nw3379nHGjBns1KkT1Wo1y5Urx969e3Pu3Lk8cuTIY9/jtDGGbUpKCvfs2cOVK1dy+/btVqe1xsXF\nMSoqSnCuZkuIRJHCzP/uO/ZRKMj160kavC22bNmSbm5uDAoKYsuWLS0mICQlJVEmkwkBZNL69KFK\nJrN4515ErGjnczdN8vtffvmFACzmcb9snDt3jv5yObVz5xq6Kszil54+fZr29vYWbnxXrVrFPn36\nMCkpyULgx44dW6piXhwmL6JKqZQpAPnTTyQNXUkbNmzgpEmTWLVqVYsa88aNG9m5c2fq9XoLgZ9p\n1tQ2cevWLXbr1o3BwcElnjFUFHq9nlevXuWqVav47rvvsk6dOlQoFGzYsCHDw8O5fv163r59u9ix\njoSEBG40iszQoUMZGhrKt956i40bN6aPjw8vX74spG3YsCEdHR3p6OjIJUuWkCSXG/+KlIzU1FS6\ny+XMNNrvwoULPHDggMVmKkRJg8AfPHjQ8HsmJXGuXM63evV6Vtl/aljRztxnLOmWkPxqx44dBMCo\nqBxDlZoAACAASURBVKhnaKr/lm+//ZajZDLDoI9UShp92+fm5vK1117j+2ZNzfv377NixYqMi4sr\nJPBfzZwpiPnzUvs7fvw466pUhu82fTpJct26dezRowcrVqzIfv36CQVPQkICg4KChDCB5gJP8pGC\nun37dgYGBrJnz55Ct9DTJiMjg3/99Rdnz57Nbt260dvbm35+fuzevTu//PJLHjp0SOhGMjHn88/5\nx6xZVvPerVs3jhs3Tvj8zz//CL+3SeDfHzNGHHh9TEYMGsRv6tcni6rUnDhBmuuKVsus/v35ikLB\nI0eO/PeZ/I+xop2ZtuhuaXriSfLwMDg/S01NLcXbli7JiYnwzjUWrp98AkydCq1Wi/79+8PNzQ1z\n5swBYFi6P2rUKEycOBE+Pj5ITk62uM5HkyZh/PjxWLp0KfR6PfR6PUgK/z/pvsc5LycnB+XS0gCZ\nDDAGzO7bty/69u0LnU6Hjh07YubMmfjqq68wadIktG3bFvHx8YiPj0dGRgZiYmJw8+ZNBAYG4q+/\n/sKff/4JZ2fnQtvixYvx22+/oWbNmhgxYgTee+89uLu7Qy6XF3Lf8Dg4OzujRYsWgoM2koiJicHR\no0dx9OhRfPjhh7h48SKqVq2KRo0aoWHDhlj0zTf4w94eGDwYEn//Qtc0dxFRtWrVQsfrSiRY/sMP\nmPDpp0+c//81ps6ejca1asGrbFkMrFULkEotE6SnA2fOAHo9UL06oFYj5+JFvJ6VhQ69exvcGbzg\nWNHOHFvOK02BzzC9BGlpaaV429LFTiqFDgDGjwdmzoRWq8XAgQOh0WiwdetWwUWuVqvF5s2bcf36\ndcybNw9arRYA0LZtW3z99dfo1KkTunfvjjt37sDOzg4SiQR2dnYW2+Pue9zzzp07h0m9ewOrVgEF\nfM1IpVI0aNAAZ8+eBQA4Ojri+PHjGDNmDAAgJiYG69atg4ODA6ZNmwYfHx84OjoiNTUV9+7dQ2Zm\nZqHNy8sLCxYswP+zd95hUVxtG3+W3hFYliYKggUsgCUqduw1QYkl9hbba28xRiyxRo29t2is0UQj\nsffeu8ZuLCRYsaCisMzv+2OXlS4oluTzvq65lJkzM2dmd+9zzlPuZ/z48WJsbCzx8fFiZWWV5qCQ\nuNnY2GR4PL0td+7c4u3tLU2aNBERkdjYWDl+/LgcPHhQFixYIEbR0RIEIt99JzJ/vmzfvl3mzp0r\nly9fFi8vL+nbt6/uRQwcqNusrJK9n+C4OPl87txPBP8GcHV1lfU7d0q1cuUk8sAB6Z2QIOmKsJw9\nK5Ei0sTKStwrV5Ypc+a8x56+O6TBnc8zc977JPiH9vb2IvLfJnhnjUZuFy8u8sMPkpCQIK1bt5bb\nt2/LunXrxMLCwtDOxMREzp49a/j78ePHUqZMGZk6daoUK1ZMRESCg4Pfe/8zgkqlkhsJCULt2qKN\nj5e1a9dK1apVxdLSUo4ePSoLFiyQ7/QENmXKlGTnlipVStq0aSNff/21iIj4+/tLeHj4a+8JSERE\nhHTv3l2KFy8uw4cPF3t7e3n69Gmag0LSLSYmRm7fvp1qf1rnvnjxQiwsLNIcIJ48eSJ5jY1FtFqR\nZ7qVsZeXl9SrV08uXrwoM2bMkP3790v16tVFNBqR48d1AnJJoBaR2w8eZMOn8P8Tfn5+cuDkSWn9\n5Zcy6dQpaRcfL19rtZJYNUARkZ0iMs3KSnaAdO3aVQaPHClGRkYfrtPZiDS4M1Nqku8NQJ2YmBhE\nhFGjRr1vE9Z7w40bN/i6VSsAVqxYgYgQFBRE2bJlDdvFixdTnZfSBh8dHf1e+50eXrx4wbp162jT\npo0uIsXJiYT4eF6+fEmlSpWwtrbG1NQUHx8fRo8e/Spy6MEDSGL7bNiwIcv1TsqoqCi6d+/OoUOH\nMp3I9ezZMwYNGoSTkxNjx47N9nj3xISt27dvc/XqVU6fPs2BAwfYunUrffr04QtLS/Dxgb17U507\nbtw4goODU+1PaoPXnjlDAR+fbO3z/1f8+eefdOvQgRyWlliYmOBgbo6xSoWtCA3q1/9P5tmkwZ1n\nMsO773UGb2NjI6ampvL48eP3eNv3i1y5com7q6uIiFSsWDHN4ibuiTbcGjVE7t4VOX5cbG1tZe/e\nveLs7CwiIlYplvjvE7GxsbJp0yZZtWqVrFu3TgoVKiQNGjSQwYMHy+XLl2Xv1q1SvkYN2b59u4jo\nZtnJbOM9e4pMnKj7/8yZIh06yIoVKwyHHzx4IA4ODtKsWTMBpFmzZtK0aVPx9fVNt09WVlYybNgw\nad68uXTt2lUWLFggU6dOlUqVKmXLMxsZGYmNjY2hCElSaLVaOT57tsiPP4qUKZPqeELC60OSjQsV\nkp3/8UI37wt+fn4yaeZMmThjhjx//lxiY2PF3t5eKlSoIDdv3RJbW9sP3cVsRxrc+dHN4AsBqNVq\nOnbs+IHGwfeDLVu2cPx1nvtFi16lX3//fbJDu/UZoO8TMTExrFixgi+//BJ7e3tCQkKYNm0a//zz\nj6HNy5cvCQ8Px8XamoNDh8KxY/D8uS7J5MYNXaxy8eLJpZBz5IBFi1D+/JOrR4/Su1s3xo4dS3x8\nPIqicPjwYbp164aLiwslS5Zk8uTJr402URSF3377jVy5ctGkSZNsT2ZKiXv37mFvbk6CXjmzVatW\nzJo1ixUrVhAeHo6NjQ3Lli0ztF+xYgUjRowgV65c1KtXjxEjRnyqMfseMHXqVMzMzP6zyqQpuHPH\nuyLqfEBvYChQFzBOo40V0AboC3jr93kA+Pr60rhx4/f9bt4rFEWheVgY3YoXJy44GFJuvr6pNeE9\nPVlSrhzVypZ9b2GRDx8+ZNGiRXz++efY2dlRo0YN5syZk2am8fHjxwkICKB27docOHAAdwcH5ifq\n6bxm04rwtQg+rq6cPXuWkJAQSpQoYdCFB11m7oYNG2jWrBn29vbUrFmTxYsXp5lElIinT58yYMAA\nnJyc+PHHH9+pTEHzBg24q8/O/fnnn2nbti1hYWH07NmTw4cPJ2u7aNEivv3222Tb6XSqd31C9uH+\n/fsYGRmxRy+l8V9DCu78PbuJ3QQYn8Z9TwA+SdppgKTf5sdAAcABICAggHr16r2zl/Cx4OXLl9Sr\nUoXKVlb8/RoCfCZCH1NT8nl4vLPY70Tcu3ePuXPnUrNmTezs7KhXrx4LFy5M1+b/8uVLBg0ahLOz\nMwsXLjTYzM+fP4+3iwstVSrOpfNcigg7RKhkaoqnoyOenp5MnTrVoA2vVqsZPHgwL1NoeT99+pQl\nS5ZQs2ZN7O3tadq0KevXr09XTfLChQtUqVKFwoULJyt1mBk8fPiQQ4cOsXnzZvbu3Zvu+z9w4AA9\n27RJ/0JRUbBwYYb3elvhuE94PVxcXGjRosWH7sY7QQruXJjdBD8CdEJa8+fPZ9iwYUnTZi8B5oAd\ncBJ0jpAkGYmj0A0QlC9fngoVKryP9/HBodVq+aZnT3JYWFBbpWKHCAlJyO+CCD3MzHCysKB+9erv\nTJgqKiqK6dOnU7lyZezs7AgLC2P58uWvdUYdPXqUwoULU7du3TTNIOPGjcPLwwNHCws+MzZmqgjL\nRVgiwmiVCj8bG/xz5eKb/v3x8fHh2rVr5MqVy5DwdOvWLerUqUOhQoVSzYITcefOHaZMmULJkiXR\naDR07do1Teesoij88ssv5MyZk+bNmyfLbkzv2do0aUIOCwuK2dsTYm9PaXt7nC0sCClRglWrViVb\nESiKQumAAHr6+qL07g0//aTTHp88GVq1AktL3cBWtSoMHQrDh8Pw4TwaPpxJY8Zw7g3E4z4h62ja\ntCnOzs7s3LmTtWvXsmPHjv+MNEoK7pyYneSuAR1hlS9fngYNGjB06FDc3d05d+5c4g1bAlNAN6PK\nlSsXO3bsSDzWX3+dp3Xq1CEoKOj9vJGPBBEREbi7ulIwVy6MVCpsTU0xEsHV3p5v+/Z9J1/Amzdv\nMnHiRMqVK0eOHDn46quv+O2331JlaKaFFy9eMHDgQDQaDYsXL05z5vngwQM0Gg0nTpygbdu25M+f\nn3LFixNWrRqNa9fmf+3bs3PnThRFISEhAScnJyIjI7l8+TI5c+Zkvl7qQFEUli5diouLC3369Emz\nolUiLl++zJAhQ8ibNy958+ZlyJAhXE5RiDkmJoZ+/fqhVquZNGlSqln/w4cPqVGuHF7W1ow2MuKu\nqSm0aKGTOF6zBu3YsazLl4/ytrbkcnY2aJpMnjwZjUZDIW9v2lhYEJcJ09SfInhZWTFx3LjXvvNP\neDskJCSwceNGygYGYiVCGTs7atnbU97eHrWFBdVKl2bNmjX/6poCKbhzbHYSfEd4pY6Y+IOfOXMm\n7du3T7zhLtC96MDAQLYkEZQCdgBmwJ3/j2X7mjZtapAr1Wq1XL58GUdHx2y/z9WrV/nhhx8oWbIk\njo6OtGrVij/++CNL4lpHjhyhYMGCfP755xnOgjt37mxQ7CtZsiR58+bl4MGD6bavX7++QdHvwoUL\nuLu7G+SDQTdTb9y4Mb6+vuzatSvDPiqKwqFDh+jWrRsajSZN5+y5c+eoVKkSAQEB7NWHNt6/f59C\n3t50MzNDKwK5ckF6tvHBg/lNBLWVFaGhofj7+3Pt2jViYmKoGxKCj7U141Qq7qdB7EdEaG1pSQ4L\nC37SD2Sf8O5w48YNAnx9CbSxYbboCung4aGT0/jjD7QbNnB+4kQaBQXh6+7+r3V4p+DOUdlJ8BMA\n+vTpw+zZsw03PHr0KJ999lmyTqxZs4bg4GD69OnDDz/8kNRhOJj/h2X7oqOjsbe3T2Z+0Wq1mJiY\nZEvhk/PnzzN8+HCCgoLQaDR06NCBzZs3Z9nhGBsbyzfffINGo2Hp0qUZ2otPnjyJRqPhwYMHaLVa\nLC0tsbKyynAgmTx5Mm3btjX8fe7cOdzc3JJFn4BuEuHh4UGnTp0yFc+clnN2yZIlPH36FEVRWLZs\nGe7u7rRo0YJShQvTx8xMR8RGRqA3C128eJEuXbrwxRdfMGvWrFc+gWbN2CqCrbGxYSYPugHmwIED\nNG/QAHtzcyrb2dHQ1pa61tb4GBmRW61m1PDhn7Rn3gOuXLmCh6MjPxoboyQOsr17p924YUMWqFRo\nbG05ceLE++1oNiAFdw7NToKfA/D111+zZMkSww1PnTpF6dKlk3UiNDSU8uXLM3HiRBo3bkzZsmUT\nD/0DHOnbty9mZmb/KYfTvXv3GDNqFPUqVqRc4cJULlaMpl98QUREBJMmTaJRo0apzlGr1W9EAIqi\ncOrUKcLDw/H398fd3Z2uXbuyc+fONx4wDh06hL+/P/Xr109WRDu9+5ctW9ZgRz9//jyurq6UKlUq\nw/POnDlDnjx5Uu1zdXVlpb6OZiIePnxI27ZtyZUrFxs2bMj0c6TlnN2wYQMPHjygTp06FEniA6FO\nHUBXu9POzo4RI0awceNGQkJCaJPoTL10CUQYYWRE8wYN0rzn3bt32bBhA0uXLmXFihWYmZklUwv9\nhHeHhw8fktfDgxlGRq9WUPokQ61Wy7Jly6hXrx61atXSVXTq3h3Cwlgpgoej4zsPr81upODObCX4\nkaArGzVmzBjDDX///Xfqp9AGL1OmDCdPngR05hq1Wp001G3LqFGjEBGePXtGzZo1EZFU22C9AuPH\njnPnztGsfn1c7O3poFbzqz5qZJMIM0UoYWuLp6MjfXv1SjW79fPzS7PQdlpQFIUjR47Qv39/fH19\n8fLyonfv3uzfv/+tYn5jY2Pp168fLi4urFixIlOD7uLFiylatKhhMFm+fDn+/v7JVDLTewZnZ+dU\nUSonTpxAo9GwZs2aVOds2bIFLy8vWrRokeUi3Hfu3GHy5MkG56yPRsPypKaU4cMBGDp0KDVq1DCc\nd/PmTUTk1YorVy4eiJDDwiJTmuJBQUEZmqo+IfswdswYmiQ6t0XAzAz0n1Hr1q0JDAxk8eLFRERE\nvCoOcvo0iNDN1JR+PXp8wN6njcGDB6fJiRs2bCApdwIDM8PdmRVqOCkiUqVKFVmxYoXExcVJQkKC\nLFiwQGrVqpWsYa5cueT8+fMiIvL06VMREbG0tEw8/DBHjhy6/zx8KA4ODpm8/ceHQ4cOyeULF2TK\n2LFy+9EjmXnvntS/dEkqFiok1USkg4uLHJ4yRW4+eCDdO3YUc3Nzg6CYiIizs7Pcu3cv3esriiL7\n9++XXr16ibe3tzRt2lSMjIxk+fLlcu3aNRk3bpyULl36jbU2Dh48KEFBQXLt2jU5ffq0NGzY8LVK\njTExMdK/f3+ZOnWqGOsV/U6ePCmKorxWsU+lUknFihVlx47k+RmBgYGyfv16ad++vaxbty7ZsSpV\nqsiZM2ckR44cUqhQIfn1118z/XwajUa6du0qBw8elJ9++kkeR0dLaNIGem2PBw8eiJubm2G3qz4L\nef/+/bodn30mjiISqleDfB0CAwPl5MmTme7nJ7wZFEWRGT/+KD1ikyR0li8volbLqVOnZOXKlbJ1\n61Zp2rSp1KlTR3r06KFrs3u3iIh0jY+XBXPnyosXmRJl/OB4/PixJOVO0cnvvBaZZYcNIkLZsmXl\ns88+k8KFC0uxYsXk0aNH0qRJE3n+/Lm0adOGly9fSqdOnaRv374yePBgqV27tvTt2zeRhHaLyF0X\nFxcREblz547hx/Rvw7Fjx6RkyZLyef36kiNPHnn58qU8e/ZMJG9eke+/F1GrRQ4dEmnZUuLi4uT+\n8+fy4MEDMTF5pQyh0WhSEbxWq5UdO3bI//73P/H09JQOHTqInZ2d/PHHH3LhwgUZOXKkFCtW7K0k\nc2NjY6Vv374SGhoqw4YNk5UrV4pGo8nUucOHD5cqVapI6dKlDftOnjwpUVFRmZJkrVixouzcuTPV\n/mLFiklERIS0bt1aNm3alOyYjY2NTJo0SVauXCkDBw6UsLAwuX37dqb6m4hr165JqIlJcgXCa9cM\n9962bZvExMSIiMjatWtFROTvv//WtXNyEhGRBrGxsl1/LCMEBAQYFDU/4d1h8+bN4vD8uZRIujMk\nRERE/vjjD6lUqZJs2LBBOnXqJOPHjzdMNhOlhn1FpKiI/PLLL++z22+Mu3fvSlLuFBHzbL0B0CVx\nGXH+/HlOnDhhWNK/ePEiytbWdm3isv3q1avMmzePQ/qC0nqUAwYePHgQEWHt2rXva9WTrXj27Bnh\n334LwK+//krBggUxMjIiMDBQ1+D4cdBXcN+/fz9eXl4GM8EPP/xguE7nzp2ZOnUqcXFxbNy4kfbt\n2+Ps7EzRokUZMWJEsgpB2YV9+/aRL18+GjVqlOW6uBcuXECtVqeKrHF2dkaj0WTKvPPnn3+SO3fu\nDPunVqvZunVrmsdjY2MZMGAAGo0mWdLV6zBs2DC+TZl16+MDCQlotVoaNWqEm5sb5cqVo0iRInh4\neLBgwQLdya1bgwgHRSiRL99r77Vjx440hcc+IXvRv08fvk8ZwTRvHqAzz9jb2xMaGsrChQupW7cu\ngYGBusCD+HjQaEBvRm3dsOEHfpLMIwV3TshWgteT/FdA0mycxBRELdAunX7FA/X153f466+/EBHm\n6T+Mfxvmzp3LLL2X/vjx42zfvp0pU6a8Ivhz5yA6GkVRCAgIYMqUKQBcu3YNKysrQ9z2qFGjCAgI\nwNHRkVKlSjFu3DiuJSnvl5149uwZvXr1wtXVlVWrVmX5fEVRqF69OuPHJ09kvnPnDlZWVqn8MBld\nx8XFJcPn3LVrF2q1mp0Z6PEcO3aMgIAAatSokanM31GjRtHP2Dh1rHqS5KPIyEhOnDhBTEwMlpaW\nrwbYMmVAhL0ilPb3f+29oqOjsbGx+c/qoXws+Lp5c6an/Dz1EX7t27dHo9EYoqFiY2NxdHRk8+bN\nupNr1wYRVonwRUjIh3qELCMFdy7KDGdnyYCrUqmWioibiPiJSAERyaG/Rh0R2S8iVUSnUFlZdCug\nGiJir1KpftNf4nmirvG/UVESkGmjR0uBX38VefhQgoKCpFKlSgatZhHRVTpycJALFy7IuXPnpGXL\nliIi4u3tLSEhIbJ8+XIR0ZkebG1t5dSpU3LgwAHp3bu3eHt7Z3uf9+7dK4GBgRIVFSVnzpyRBg0a\nZPkaa9eulZs3b0rXrl2T7T916pQ4ODhkumJOoh0+LTNNIsqXLy8rVqyQL7/8Mk0lThGRokWLypEj\nR6Rs2bJSrFgxmTFjhihK+iZJZ2dnuZlEi1/fGRFHRwEEEA8PDwkICJBx48ZJgQIFJH/+/CLR0SIH\nD4qIyC3Raf2/Dg4ODuLo6CjX9CagT3g3MDE1FW3Kndevi4hIoUKFJGfOnGJmpjPKWVhYiLu7+yvT\nnlotIiLxImJqlm7pkI8OKbjTLsPGemTZQ6dSqeJVKtUFlUp1UaVSxapUKlQq1UaVSvWnSqXaplKp\nElQq1XaVSnVCpVJtUqlUSSuPkOhwjY39uNQuM4PTp0/Lo6goKXv9ukhQkMiWLem2vXHjhri6uiaT\nLvXx8ZGbN2+KiEitWrXE1dVVcubM+U76+vz5c+nRo4c0bNhQxowZI0uXLhW1/oudFcTGxkrPnj1l\nypQphmpUiTh58qRotdoslUSrVKlSKkdrSoSEhMjixYulfv36clBPsClhamoqAwcOlF27dsmiRYuk\nUqVKcvny5TTb1q1bVzYmJMjDpDutrUXc3OTp06eSN29e+fLLL6VEiRKybNkyWbJkia7NggUieing\nn2xs5Mu2bTP1jJ8cre8eLp6ecsMkhdr5vn0ioquKdvHiRYmKihIRkVu3bsmVK1ckICBA104/+N5Q\nqUTzjn5/7wIpuNMyw8Z6vPdyJ4mjalxc3Pu+9Vvj+vXrUtDYWPfSbtzQla5LB0+ePEkaPSQiulqg\niSsXGxubDKNo3ga7d++WgIAAefDggZw5c0ZCQ0Nff1I6GDt2rBQtWlQqV66c6tixY8fk4cOHhgpU\nmUEiwQMZtqtWrZr89NNPUq9ePTl69Gi67fz9/WXv3r0SGhoqpUuXlnHjxiWLVhLRObRrVa8uC5M6\np58+FTEyEuv582XNmjUSFhYmY8aMkT///FNXU/XUKZEhQ0RE5IqIHBeRsLCwTD3jJ0fru8eXjRrJ\nElNTScYi+/eLREaKn5+f9O3bV0qVKiWNGzeWUqVKSa9evaRIkSIit2+LHDokiMgCKytp1KLFB3qC\nrCMFd2avkzU7ADQBsLS0pHd62WYfMZYuXUpDW1udvc/UFGbOBHTysAYbvB47duzA2dk52b5OnTrR\ntWtXQJc2758Jm25W8PTpU7p27Yq7uzu///77W1/v+vXrODk5pauV4+3tjZ+fX5auqSgKbm5uqTRk\n0sPatWvRaDQcP378tW2vXr1qkCJOmWOwd+9evKyseJTSbptWdbEZM3Q69npRuJZmZlmKmf7111+p\nW7duptt/wpuhQtGiyXMbRODzzw3Hr127RkRERLLv2toGDVgqwloRCuXO/a9LuEzCnenPej4UgMbw\n7y368ccff1DD3l5H7vv3G/anRfC3b9/GxMQkmUOxWLFizJkzB4AnT56gVquzrW87duwgT548b5QU\nlB4aNGjAsGHD0jwWGxuLiYnJG32OX331leE9ZAa//vorLi4unNLrsWeEpFLEQ4YMMTjaFEWhS7t2\nVLCw4FlSQjAzg9KloXFjnfPNySkZYQxXqchhaprppDTQpc97enpmuv0nZA2KorBq1SrUajV+JibE\npiT5WrVISBGFFn3rFgu/+ILuItQWwUqEkOBgzv7LVD6TcOf5D83nqQA0BfDw8HiVDv4vwvXr11Fb\nWPCiTBlAR+IRERH07NkTb29vIiIi2J+E+Bs3bswXX3zB9evXmTZtGo6OjgZ9lfj4eIyNjd9ajyYm\nJoYuXbrg4eFBRETEW10rKbZs2YK3tzexsbFpHj969Ch2dnYGAbGsYM6cOXz11VdZOmf58uW46guG\nZAaJUsSFCxc2SBGfOnUKezMzipubc/k1SpCPRehuZkYBT08GDRqEh4dHMj2ajJCQkICtrW22DbSf\n8AoXL16kWrVq+Pv7s23bNhrVq0cDS8tk6p63RAg0MqJziRKc7NiRhHXrdLV09+wxbC/27OHq9u0M\n6tePMSNG/Gtm8km48+qH5vNUAFoD5MmTJ8s/8I8FtcqVY7M+tf3w4cPUrVs32fatPkYe4NGjR/Tq\n1YsCBQpQr149wwx08+bNVKtWDRsbG65evfrGfdm2bRve3t60atUqW4t0x8XF4efnl6Z8QCLmzZuH\nlZUVV65cyfL1r1y5gpubW5Z/VIsXL8bd3Z3z589nqr2iKCxZsgQXFxc6dOiAh4cHixYtYtTQoaht\nbKhuY8PvevVBRYSXIpwQoaO5OTnMzWlct66BpH/99VfUanWm8zfKlCnD9u3bs/R8n5A+klbvGj9+\nvEFMLzY2lrqVK1PVyoq/RPhbhNwijNF/pqRR4D4l+rZowaD+/d/1I2QLknDn3x+az1MB6ABQoEAB\nwsLCPuiLelP88ccfVPP2RslAtzwjXL1yxVD/1MbGBmtra8LCwli9enWmZX2fPHlCp06dyJkzJ+vW\nrXujfmSE8ePHU6NGjQwJuHXr1lhbW7/RzEdRFHLmzPlGyVw//fQTHh4eXLp0KdPnnDt3DltbW9Rq\ntUGK+Pnz5yxcuJBSBQtiaWqKiZERJkZGeGs0DB00KE0hqkOHDuHm5sbkyZNfe8/OnTu/0j/5hDeG\noiisXLkST09PvvrqqzQ/l/j4eL7r2xdHKys0KhXDE2fzdnaA7vdSpkyZVNvUqVMBeDZuHHmsrFi6\nePF7fbY3QRLufDcRGm8DoCtA4cKF+TyJM+TfBK1WS2DevCwpX15Xou3335Nvq1dD//5gbAw1akBE\nBFy4QPy+fYzt358ZU6eyc+dOmoWG4mZpiY+zMwXc3Mjt7IytrS1t2rRh+/bt6Zputm7dipeXF23a\ntHkntVujoqJQq9VcfM3Mx8/P77UKkhmhefPmzNQ7qbOKOXPm4OnpmanVz5MnTyhevDgDBgxgrXGS\nvwAAIABJREFUzZo1eHh40Llz51RSxC9fvszUYHXt2jX8/Pzo3r17hua12bNn07Jly9de7xPSx/nz\n56lSpQoFCxbMMPEtEb/88gtFLSxeyQabmsLz58THx7Nnzx7DtnnzZkxNTV8lPrVrxzYR/HPl+uhN\nNUm489GH5vNUAPoBBAYGUkcv1/pvxK1bt8ilVjMhrezINLYHIpSxtKROtWo0rV+fJlWqMFujYa8I\np/RZkuNUKgJcXKhbuTL169cnMDCQXr16cezYMRRF4fHjx3To0AFPT88sSehmFS1atKBfv34ZtlEU\nBTMzMwYMGPDG95k/f36aMsqZxfTp08mdO3eG1bBevHhBlSpVaNeuneGH+/DhQ9q0aZNlKeKkiI6O\nplKlStSrVy/douCHDh1K5Xj/hMwhJiaG/v37Z7mYevXgYBal/P2lESSwZMkScuXKpcs2fv4c7O1R\nRChgbZ2pgeRDIgl3xnxoPk8FYChA8eLFk0m0/htx/fp1/HPnpo61NZslic54ki1ahAkqFQ2rVeNk\nWmF+W7aAnx/Y2upKxqXAtWvXqF69Ojlz5sTe3p6GDRvy6NGjd/ZM+/btw8PD47WFNq5du4aZmRnb\ntm1743tdu3YNFxeXt5oxTZo0iTx58nDz5s1Ux7RaLQ0bNiQ0NDTNMm2bN2/Gy8uLli1bvpEz9OXL\nl7Rq1YpixYrxzz//pDr+7NkzLC0tUxUU/4T0kVhX19PTk6ZNm6b5XtPDlStXcLawSB1RIwKenlCu\nHOhXvCEhIa8kyRcvNrSbrFLR6COfeCbhzo8vUxR9ZaiSJUtStWrVD/qisgNPnz5l1syZFPbywl2E\nHiYmfC/CIBGaWVmRw8KCru1eSfQ8f/6cgwcPcuDAgVck+vQp6IW/4uLiOH78OPv27TMQ+bNnzyhZ\nsiSff/45Go2Gzz77jIkTJ762qHRWodVqKVq0aLKCLunhl19+wdjYOFMVlzJC7ty537p82rhx4/D1\n9U1mm1UUhc6dO1OxYsV0o4BAN1Ps2rUrbm5ub6zR8/3335M7d+40wygLFCiQqdDOT9CZYypXrkyh\nQoXeaBa9atUqvrCzS38lXaUKoMuVMDIyerXyq1TJ0Oa8CPk+8mpzSbjz48sUBRaALsKgUqVKH/I9\nZSsmTZpElSpVGDNmDAP69WNweDgzZszgzp07htC69evXY2trS9GiRSlRogQ5cuRg9erVhmtcv34d\nHx8fihYtStWqVXFwcDBEsSTOAuPj49m0aRMtW7YkR44cVK1alQULFmTLrH7mzJmUK1cu1Yz6xYsX\nLF26lCqffYaviwvuOXLgamWFg5kZ27dvf6sZeKtWrZg2bdrbdp1Ro0aRP39+w6A3ZMgQgoKCMl1Z\nae/eveTPn58GDRq80cC5ZMkSnJ2dX9l09WjcuHGyurOfkBqJRdKdnJyYMGFClktNJmLevHm0tLZO\nn+CXLgXgu+++ezW5vHoVkqiM/iOCxtY2ux7tnSAJd2ZKD/69AvgNoFy5clSoUOFDvqdsg6IoFC5c\nOF2J26HffAPo5HZv3bpl2D9z5kycnJwMBNmjRw/q1q1r+HvatGkUKFAg3fs+f/6cX375hS+++AI7\nOzvCwsL47bffMpyxpocHDx6g0WgMlbhAt5qYNG4cXzVowJCmTdlaogQXTE25KcJZEaYZGVG/dGm6\ntm/PlhTEllksXLgw26Kphg0bhr+/P6NHj8bX1/e1pQdT4k2liBOxa9cuXFxcmDt3rmHfqFGj6NWr\nV5au8/8FiqKwYsUKcubMSbNmzbJkjkkLybLMU24ODhAbi1arJWfOnK/qAH/3XbJ2V0Xwysbkw3eB\npNz5ofk8FYDtAOXLl//PEPzhw4fx9vZOUx72/Pnz+Lq4oKQRo37u3DlExOCk6969O61btzYc/+WX\nXwwyAGnZkJMiOjqaOXPmUKlSJRwdHWnbti3btm3LdBJV586d6dLFIPfPs2fPiEwyGBlw9y506gQD\nBhjMSkmRVVK8ceMGarU626R1Q0NDMTExyXRCUlpIlCKuWbNmpqSIQbfK2bJlC+PHj0ej0RAWFsbd\nu3dZv349lStXfuO+/Ffx559/EhISQuHChdm9e3e2XHPPnj0UtrV9FUGTdNN/tzds2ICDg8OrSVDO\nnMnaRYhQtkiRbOnPu0JS7vzQfJ4KwKGUnfy3o0OHDgzX1/dMiW/79qW/iYmuwECHDjpi1JNu9+7d\nk/khIiMjKVu2LJ06dWLgwIEULVrUsOS/k4XZaGRkJOPGjaNo0aK4ubnRs2dPjh49mi75JtZETXQ0\nxsfHc+OvvwBdyOTGjRtZvXo1586dS3Xu1atXWb16Ndu3b083muR1yJMnT5ZkANLD5s2bcXZ2pnXr\n1gQFBb1V4ldcXBzDhw9HrVYzffr0dAeg69evM6BPHzS2tpS2s6OhrS1NrK0JNjbGysiIsFq1sLOz\n+6QNr8eTJ0/o27cvTk5OTJw48bUTl8xCq9Wyfv161BYWHEiL4NevB3Qms0QtKNavT9Wuro1NshXY\nx4iPneDPApQtW5aKFSt+wNeUPXj69CkODg5ERkamebx5aCgLEr9An30G+kSmBQsW4ObmlizE78yZ\nMwQEBNC2bVv69OlDwYIFDfbb6DdMeT9//jyDBg3Cx8eHfPnyMWTIkGQJQoqiULZsWWbNmmXYN1Ff\njSo+Ph5HR0eqVatGvXr1cHJyonnz5gay6t27N87OztSpU4cSJUrg6ur6Rg7Ftm3bZipxKCMcOnQI\ntVrN7t27URSFXr16Ubx48bfOEzh37hylSpWiQoUKqd7bwvnz6dejB/vnzePx8uUwbhx4eBjI4p4I\no0Xo8/XX7MzCauq/CEVRWLZsGR4eHjRv3jzbAgT++usvwsPD8fT0pFixYoTVr0+zpEW4E7e0hPe+\n+CJZm79EcLSySixo/dEiKXd+aD5PBeAvgFKlSlFF79X+NyA+Pp7ff/+dYcOG0adHD8IHDWL+/PlM\nnz6d2rVrp3teWLVqOrW7YsVA/8VZunQprq6uqWbEVatWfRW6ha48l4WFxRvPjJNCURQOHTpEt27d\ncHFxoUSJEkyYMIGpU6dSrFgxA/kkJCSQ182NFzduoChKMlL6559/MDY25sSJEwCcPn3a4BBTFIV2\n7dq9kYLizz//TGho6Bs/2/nz53FxcUkmIaAoCl27dqVUqVKpHK3//PMPw8LDqVayJCXy5aNMoUI0\nqF6dVatWpeng02q1TJgwAScnJ8aOHYtWq+XQgQNpd+b48eTEEh7+xs/1X8G5c+eoVKkSRYoUYc+e\nPW99vRcvXrB8+XKqVq2Kk5MTXbt2NfiOHjx4gJO1NYdSEny+fDoNmvh4uH8fRo5MdlwRoZGFBb2S\nmCk/ViThzvgPzeepADyEf08c/O3bt/l+8GByOjpSxtaWb42MGC1CuAj1ra2xMjKiVkhIugJYbZs0\nYZGrq+5LhU4wS6PRpDnTLVq0KLP1JccAbt68iYgYaqdm1WmYHuLj49m8eTNNmzZFpVJRokQJ5s+f\nz6NHj9i8eTOBNjYoaZTgi46OxtzcPF0dmClTplCyZEnDPTKLyMhIHB0d38iMcevWLXLlysVPP/2U\n6piiKHTs2JEyZcoQExPDqVOn6NGhA1XKleMbHx/WiXBAhF0i/CRCOVtbPitcmEk//sjzNGQoEqWI\ng/XZu48fP2bevHl07tyZhg0bvgoZtbfXEUdAAKAbNP/3v//9K+Wx3wZPnjyhT58+qNVqJk+e/Nbm\nmFOnTtGtWzfUajVVqlRh2bJlaQYUrF27FhcLC8aJ0FaEUBHqi/C1COtE0KYg/wQRepiaUqpw4Y9+\n9g4fcRw8YJTYySJFilCvXr0P9pIyg7/++ov9e/fy7OFDtE+fwunTMGSITt9CBIyNiW7enFsHD/Ls\n2bM0Z3/Tp01jRufOAGzfvh1jY2N69OjBokWLDFtMTAwA4eHh+Pr6smXLFo4dO8YXX3xhIMzo6Ggc\nHR3x8PAgNDSUkSNHsnXr1rcKj+zbty/NmjVj5cqVhIaGYmdnR14PD6Ykfvn1QlljxoyhZcuW+Pv7\nJzelNGxoSM56/vw5hQoV4ke9eSezYmCJyJs3b7IInszg/v37+Pn5MXbs2HTbJCQk0L17d1avXs2T\nlCGT585B3bq6Zy1RQqc2CNzVO1bTSlCKi4ujStmyAJw9e5Y6derQo0cPRIT7+kEcR0cwMQH9ID55\n8mRy585NwYIFAd4oyunfBEVRWLp0KR4eHrRs2fKtJiaPHj1i5syZlChRgpw5czJo0KAM6/k+ePCA\nwQMH4mxlRZAI00RXd3WlCBNFKCaCt+iEyJ6KcE6E+hYWBAcEvPr8PnIk4c7slyoArIBOwDxgMlAp\nnXZ2QH9gNvA1YKrfB3z8apIZmkUuXgQfH9CLVmWEx48f07t7dwA2bdpE8+bNU213kyQ5TZgwgerV\nq1OuXDl69Ohh+HHExcWhKApXrlxh2bJl9OzZk7Jly2JtbU3+/Plp1qwZkyZN4sCBA5kikAsXLqBW\nq5PZQqOjownw8mJjCsfUunXrmD59OnXq1KF06dKGASkxrjg+Pp4GDRpQu3Ztg0ln5owZr+1DUrRv\n3z5LwlxPnz6lZMmS9O3b97VtEwdBRVG4evUqhw4d4t69e68aJOnr/fv3OXjwoMGsk9IxvXr1akJc\nXHTp7Xr8888/qQleL+Fw7do1/P39mTVrloHgr1658tHrnbwpzp49S8WKFQkICGCvfsDMKhRFYdeu\nXbRo0QJ7e3vCwsLYsGHDa30YV69eZdLYsZzdto34+/d15pgbN6BRo1crqtmzeXr8OC9jY4mLi+Pg\n/v2MGz06zRXbx4p3piYJlADS8iauAiyStLMHUqYnjgNyJf7h5uZGuyQZnh8TEqNJrl+/Tv369VGr\n1djY2FChQgWOHTuWrO2NGzdo0aIFNjY22NnZ0b1791QOpGHffYf2DZM3AM5loH8eHx/PqVOnmDt3\nLl9//TVBQUFYWlpStGhROnTowLx58zh9+nSyH4eiKFStWpWhQ4dy5swZtm/fzvLly5kyZQr5NBp2\nikAa6doJCQkULFgwWaEOrVZL06ZNqVy5smFg+Wv7dga8RssmJZYuXZrpFd3Lly+pXr06rVu3fi1R\nJg5GMTEx5MmTB3d3d0qUKIGNjQ39U8jDzpo1C41GQ0hICC4uLvz222+prle1VCkWi0DlyqD/XFIR\nvH6GrygKlStXZv369SxZssRA8GfPnKFp06b/KQmDJ0+e0Lt3b9RqNVOmTHkjc0xUVBSjR48mX758\n+Pv7M378eMPk53WIjIzkdHoO/qdPoXhxQ/RaSmRWwfVjQRLuTLsA8RuSuxPwGHRxwl9//TWDBw9O\nGoo2PknbhaBzwhlCkuABUCjxDwcHh2Rx1x8TFi9cCMDx48eZMmUKkZGRPHr0iP79++Pq6mowxTx9\n+hRfX1/69OlDVFQU0dHRHEjD+Xbx4kU+r1GDqOnTdeqTKbdRo3RaGUWKwKRJsHUr7NnDPwsX0qJR\nowzFtBKRkJDAvXv3OHfuHJs2bWL48OGEhYVRuHBh7O3tMTY2xt7eHkdHRywsLBARnJyc8Pf3p0KF\nCnz55Zd07tyZwrly8YejI6QxICmKQmBgoCHzVKvV0qJFC8qXL59qxTNr1iyWL1/OxYsXM2Vbv3Xr\nFtbW1gz89lu6dehAv169mDRpUqrBMiEhgSZNmlCvXr1MkcjcOXPQarU8f/6cbdu2GQaECxcuYG5u\nbvi87t+/j4WFhcGBvG7dOlxcXFIpTFqbmb0q+efqCqRB8Ppom9mzZxtWqUkJHqBfv36EhIS8EzXQ\n94lEvX13d3datWqVZXNMYvBCvXr1cHBwoF27dhw4cCDLK5wGNWsCukGiTp06uLm5YWxs/CqPQT8p\nWbVqFcHBwVhbWxsy6c+dPp2le31oJOHOs9lJ8OGgsyN7eHgwe/Zs+vfvT7FixZL+gB2AL0BHfv7+\n/piamibtWynQfSlMTEz4Rp/h+TFBq9VSIHduEtJwtsTExCAiBg3zpUuXUrhw4TS/jHfu3En294YN\nG9BYWelmx5nYNomgtrRk4cKF7Nq1i1WrVjF9+nSGDh1Kly5daNiwIRUrVqRgwYI4OztjYmKCo6Mj\nBQoUoFy5cjRo0ICOHTsSHh7OlClTmDdvHj/88AOdO3fG0tISR0dHnJycqFmzJuHh4URERHD79m2G\nDx3KBH1U0MGDB/nuu+/4/fff+e2332jRogUODg4G88aAAQMwNzdnxIgRTJo0iUmTJjF//nxAN6MK\nDQ3Fy8sLGxsbgoOD6dKlC3PmzOHo0aOG2f69e/cY+f335FarKaRSMUiECSKMUqlobWFBDnNzGtWp\nw549ewyRMeXKlcvUklpRFIp4e3M3nSpXvr6+LNWbmebOnUtQUJDhWEJCAi4uLsmkB+Lj4zFSqV4l\n0qRH8Prnz5Mnj2EGmpLgX758SY8ePfDz8+Mvfc7Bvw1nzpyhQoUKBAYGsm/fviyde+nSJb755hvc\n3NwIDg5m3rx5r0x/WcThw4cpo8/4vnfvHvPmzWPPnj2ISCqC37lzJ2vWrGHQoEGUL18egH27d/9r\nPoMU3HkgM9xtkkmODxMRGT58uMyfP1+qVasmIiIVKlSQPXv2SIUKFUREvhCRSSIi33zzjYSGhsrk\nyZOTXsNOROT58+ei1WrFwcEhk7d+f9iwYYPkiI4Woxo1RHr2FLl/X6RRIxE7O9mzZ4/kyJFDcuXK\nJSIimzZtkiJFikizZs3k5MmTUrBgQRk5cqT4+vrKzevXRaPRGK5bvXp1mbVkiTRo2lTqarXyv7g4\nKZbi3ojIIREZJyLrRcTY2FhGjBghzs7OotFoDP/my5dPypYtm2y/k5OTmJqavvb5hg0bJrVr15aV\nK1fK33//LUeOHJEjR47IpEmT5OjRo2JtbS1ebm7SQ0Ry5colWq1W5s6dKyYmJuLv7y9nzpwRtVot\nIiI+Pj7SoUMHuXPnjty5c0dERBwdHUVExN3dXX777TcREXn06JGcPHlSTpw4IXv27JHJkyfLlStX\nxMPDQ+7fvCl1FUVWm5lJ0Pffi9SqJVKggIilpcjff8vMbdtkxciR0rR6dfEpWlTuP34su3fvFktL\ny9c+68mTJ+XZ3bvi1KCBSMuWIiYmIt26iRQoILt375aoqCipVEnnQrp586b4+PgYzjUyMhJvb2+5\nefOmiIgkJCTI1atXRSUiWhExDQ4WWb483XsfP35crl+/Lrlz5xYREa1WK/Hx8WJlZSW3bt0SJycn\nmTBhgkyZMkWCg4NlzZo18tlnn732mT4GPHnyRIYMGSI///yzDBkyRDp27CjGxsavPe/58+eyatUq\nmTdvnly4cEFatGgh27ZtEz8/v7fqz/Rx46TupUsiR4+KunhxadOmjTx58iR5o4gIkebNE3lKIiMj\nDYc0ILOnTZORY8e+VT/eB1JwZ/Y4WQEVkKAoCo6OjsnsuV26dElVtGHLli0UKFCA2NhYbJML93wD\nuuW4iCQLCfxYMGrUKPomarxbWOjkfNGFLLq7u7NQb74BqFGjBsbGxsybN4/r16/Tq1cv8uTJQ2xs\nLPHx8YSGhhIQEICbmxumpqbY29vj5eWFl6cnDmZm+BsZ0UqlopeREe1MTSlsaUluJycGDRz41roc\naeGvv/7C0dEx3fT7hIQEtm7dioutLTfS0dXJLC5dupShs/fo0aM4WVnpcgREIIWSY7JV0bNnPCxb\nlkIqFR1atcp0H9asWUPdxIgnGxtDlExiucCktWR79uxJ8+bNk50fEhJiiArq168fefLkwd7UlAsi\nkGTGl9YMPiEhgZcvXxq2hQsX4ufnZzD5JP0NrV27FrVanabN/2OCoiiGkomtW7dOtUpN75wjR47Q\nsWNHHBwcqFWrFr/++mu2+R9iYmKwMzfnroguuk3vdH/8+HHyGbynJwQGGsxnU6dONczgn+3cibOt\n7b/C8Z2CO5dlJ8GjKAq2KV5Ely5dksUg3759Gw8PD2bMmMHZs2exsrJK6iiJAp2nXURYsWIF06dP\nR3ST12Rb0oSf94kB/frxvQiYm8PGjYDuB5w3b15Gjx6drG1YWBhl9MW3QRfpYmVlZbDrHj58mOPH\njxMZGZnKkaPVaqlZsyZffvklo0aNYtq0aWzduvWdprTXr1+fYWkUPwCd9szAgQOxsrLCwsICR3Nz\nLtevD5Mnwx9/6DIBJ03SVagSgXr1YPx4mDjRsJ2ZNIkFs2ezfft2gxpm69at2bJlSzJCe/bsGbmd\nnVmS1Cylt+FXrFgRW1tbTExMyJs37yvp4qtXeWBsjK+ZGaNHjcpUVqhBfMraGvR6J9evXyd37tyG\nUm2JGD16dKqEtcDAQIMJJ/Hz69u9OwNsbABduKNGo8HJyQkRQa1Wo9Fo0vwMU5poUuLo0aN4eHgw\nbty4j5JoTp8+Tfny5QkKCkpWVD49PHjwgEmTJlGkSBHy5MnD8OHDkwntZRcuXbqEj43Nq++RfkKZ\nJsGLgD5kOSnBs3Mn1qamby19nV0YPHhwmpzYpUuXZNwJzMgWgteT/D+g0+9O6viqXr06W/SzXNCF\nAlarVo0KFSpQunRpVCoVwcHByWLEd+3ahYiwefNmRowY8VER/PDhwxmgUunK7qFz2hQoUIAhQ4ak\najtmzJhkWjKKopAjRw527NiRqXuVKVPmvVWP2bx5s2F1kRSJBRbc3d1xcXGhSJEinD17ljVr1qCx\ntGR3Jn0GU0SwNTGhXbt2rFy5khs3bhAZGcmPP/5I8eLFcXV1pUePHhw+fJg5c+ZQJ6Wsq96uv2XL\nFh4/fkxcXByrV6/GxMSEy5cv6zpbtCjbRMhhYoKVlRUlS5akQ4cOzJw5k0OHDqVKUlm3bh3V7OwM\naeo3b97E29ub8ePHp3o/GzduRKPRGAaOx48fY2Zmlirb+MqVKzhbWqLcvYuiKNy5cyfVpigK/PMP\nmJnpom3QDQaJM/z0SiHeuHGDQoUK0alTp2zTaHlbPHr0iB49euDs7My0adMyHFgTEhLYsmULjRs3\nxt7enq+++ort27e/00nL8ePHKZJUAz5fPiANgg8O1skC60NikxH8ixd4OzmlWev1QyA9gg8PD0/G\nncDI7CT43wE6depEuD79+ujRo7i6umYYZpTCRHMVdLHEIsLx48fp2bPnR0XwP//8M330Egp3797F\n39+fDh06cPfuXe7du8e9e/cMg9X58+extrY2ZKUuWbIER0fHTCUfKYqCvb198njsN0RcXByrVq2i\naqlSuNnbY21mhsbWlpJ+fsyeNYvo6GgKFCjA7yn0OM6cOUPFihXx8PDA3t6eESNGJCOWTZs2obax\n4SsrK/aKpFLpi9MnkFSyscHX3Z158+YxdOhQ6tSpg0ajQaPRUKdOHYYOHcqcOXPo27cvPj4+OJqa\nsiHlIJFidZT4jtRq9asJRNWqKCLkt7Zm/fr17N69m8mTJ9O6dWsKFy6Mubk57u7u+Pv74+/vj4uL\nC7n00q9PnjzBx8eHChUqsHLlSsOWqC+j1WrJnz8/ffv25fLly7Rs2dIQZXEnKooJEyZw9uxZFEWh\nVvnyrG3RAtLTmn/0SJcEJgJGRrBggSFE7+/ISGrWrEmDBg3SLBr+6NEjqlatSq1atT7ojFJRFH7+\n+Wfc3Nxo06ZNhuGKN2/eZOjQoXh5eREUFMTUqVPfSugts4iOjubnn38mp5mZ7l1362Y4lorgUyAZ\nwaMr4/ixZLGmR/ATJ05Mxp1Ar+wk+Magm9GWL18eLy8vPDw8+OWXXwCYNm1aVLVq1VJNTXLnzp30\nz/GgK5gsIpkK/3vfePr0KS0aNwYgIiICtVqdaksaCrl06VI8PT1xdXXF19eX7frsz9eFv926dQsX\nF5e36quiKPw0dy6d2rZl+Ndfs7lMGSJNTXkiQpQIG0VoV6AAzRo2pE/37oaB+OHDh3Tr1g0HBwf8\n/PwoWrRoumqO0dHRTBg/nrzu7hSytaWxjQ1trawIs7XF3dKScoGBLFu2LJVNVVEUbty4wcqVK+nX\nrx+VKlXC1tYWd3d33I2M0ixviN6me/ToUdauXUunTp0IDg5+NYFwdQURJqpUlAkMpE+fPtSqVQsv\nLy8sLS0pUqQINWrUIDQ0lFq1alGsWDH89N+/O3fuEBYWlmpbt26doc/Xr1+nZcuWBAQE8L///c9A\nalu2bKFDhw7kzp2bnDlz0rhxYzQ2NvxsYgLOzqm3NOr0nrW2Jq+rK02aNOHZs2eMGjUKJycnunTp\nksqWHRcXR/v27QkMDExXxO5d4tSpU5QrV46iRYumGfYLuiiglStXUr16dRwdHencuXOqHJHsgqIo\n3Lp1i7Vr1zJ06NBk0VklS5bExsSESBHQh2ju3buXTZs2ISKsWrWKvXv3GlYed+/eZe/evfTs2dOQ\njJVYUexjNI2lRArubJ2dBG8ErAfdi4iMjEwWqhYeHv4/ExOTZsABdGX51kMyTZL96LJaGTlyJCLy\n0WaPjUzDHJMRtFptstnWPf3yPSNs3LjxrXTCtVott9NS5IuMhPr1IUcOQ6ZpUty4cYNixYpRvnx5\nnJyc+P777zNVQSchIYE9e/awePFiQ4x7evo7GV1j5MiRNDY3T9vUo8+c/e6776hcuTKurq6MGDHi\n1RLf3R1EOCaCu40NI0eOZM2aNVy6dCld08G6deu4efXq6zuXzmx50/r1hmsrisKFCxeYOHEiZcqU\nwUqEb0V4mIHpKk6EpSI4W1rSq2fPZIXm7927R/fu3Q2fQ9JcAkVRGD16NJ6enlmWcHhTPHr0iO7d\nu+Ps7Mz06dPTfKdnz56lZ8+eODs7U6lSJRYvXpytv+OEhAQuXLjAsmXL6NevH1WrVkWtVuPs7Ey1\natXo168fy5Yt48KFC4b+dW7ThsHGxrrMVXQFMcqUKZNsS5ydb968OdWxjzFcOz2k4M5a2UbwepI3\nRxcPHwMkio1sQ5cAdQ74CbgJeAJ50JE6wBmgCLAGdDKzlpaW7+mVZB0XL17k2969eXk4z+3ZAAAg\nAElEQVT5sq6oRcrtzz+hRQudvS+xMgygPHrE6oULEx0gGWLcuHF010sYZBWKohhILyoqipUrV7J4\n8eI0a5vGxMQQERHBkiVLDKajqKgoKlSo8EFqhU6ePJlOFhapydDOTjc4JcH9+/fx8PB4VSu1QwcQ\n4bIIeTSaTN0vISGBz6tV49DkyfDLL6m3BQugWjXdrLt5c9iwAU6eJO733+lUvz621tYsWLAgzQH7\n0qVLhJQsiY2xMc1VKvaJcFO/ejojwmATExxEKF2oEHv27OHq1at4enqmus6VK1do1KgR7u7uzJkz\nJ5mZbMWKFajVatbrB7+0EB8fz86dO1m+fDkLFy7k999/z1IUlqIoLFq0CDc3N9q2bZvKHPPkyRPm\nzJlDyZIlcXd3Z+DAgVy5ciXT108PL1684OjRo8yZM4cuXboQHByMjY0NXl5ehIaGMmzYMCIiIoiM\njMxwwnTmzBncLS1JyGIs/r8RKbizZLYSfBKiN0UnR2CX5O/i6DJVbVK0TSphsBPgq6++wsvL672/\nnKzgp/nz8bKy4nJmnIzGxjyxt6eqlRXtmjXL1FKvVatWbxwmmlitaN++fdja2lK3bl2aNGmCvb09\n3333naHdzZs3yZ07N7Vr16Zly5a4uLgYIiDepTb5s2fPuHDhAps3b2bu3LmEh4fTqlUrQkJC0Gg0\nNEj5/lQqQ/haStSoUYOhQ4fq/hg8GEQ4IYKDkRGfffYZYWFh9OrVi4kTJ/Lbb79x9OhR7qZYQUVF\nReHt4sIoE5O0q/2k2O6IEGhigodajZmZmcG2P2DAADZu3JjKpBIVFcXwoUMp6OmJ2tISK5UKOxHc\nHR3Jly8fbdu2JS4ujoSEBGxtbQ1SGClx6NAhypcvj7+/PxEREYZn2LdvH66ursxIoe+TmJjm6eRE\nkK0tX9ra0tTGhpp2duQwN+fLWrXYuXNnht/HkydPUrZs2VTmGEVR2Lt3L61btyZHjhyEhobyxx9/\nvLHz9/Hjx+zatYuJEyfSsmVLihQpgoWFBQULFqRZs2aMHz+e7du3v5HtPjIykiI+PoR7e+syw/fs\nSb0tWQL9+8O6dYZ9yp49XNi3jwtvWfT9fSIFd3q/E4J/U6Cv5lSpUiWCg4M/2EvKLGZNn46LpSWz\nRac8lxYZaEX4Q4RC5ua0a9Ys0z+A4sWLZyrcLC306tgR0NkTk9r6Dx8+jIgYHLft27enSZMmhuNT\npkyhlF7q9k3tjQkJCfz9998cOHCAFStWMHbsWLp27crnn39OUFAQTk5OmJub4+vrS0hICK1atSI8\nPJy5c+eyadMmfvrpJwJsbJITbdGigM4vceTIERISEtBqtWzYsAFLS8tXWZJNm4LopH19NBqGDRvG\nrFmzGDNmDF26dKFu3boEBATg4OCApaUl+fLlo0qVKrRp04ZevXrhrdEQYmHBWkktGYsId0UYZWSE\nh5UV3/Xrh6IoxMXFcezYMT7//HOsrKzw9/fH3t4eNzc3atWqxcCBA1m5ciVXrlwxrKp69erF6NGj\n2b17N+3atcPU1BQ7Ozvq16+Pr6/vq3qgaUBRFCIiIvDz86NChQocPnwY0M3y8+XLR+/evUlISGDh\nggXksLCgnYUFx0Qgb15o1w6mT4fly3kxZQqL/f3xs7GhanBwKsd/oh/G2dmZGTNmGAb8O3fuMHbs\nWAoUKED+/Pn54Ycfsiw/EBUVxfr16xkxYgRhYWH4+PgYop46duzIrFmzOHz48Fubdnbs2EGDGjXI\nYW5OMzMz3PUms8wM4vEidDA3p3SRIh+tqTgtpOBO8w/N6ckAnAIICgpKZov8mLFnzx7qhYTgaGFB\ndzMzVouwXXS1G0caGeFtbY1fzpyo1epMe+ETEhKwtrZOVYgiM7h16xYO5uZo01iORkdHIyKG5XOZ\nMmWYMmWK4fixY8cwMjLK8L5Pnjzh7NmzrF+/npkzZ/Ltt9/SrFkzypcvj7e3N2ZmZoaCIQ0aNKBn\nz55MmDCBX3/9lcOHD3P79u0Mw+ISEhLI4+LCwaQ/OL0k8p9//kmBAgUwNzfH3NycvHnzMm/ePN2J\n9+6BlRWI8Jm1taG4iJ2dHUFBQfTt25dNmzYZfqxPnjzh3LlzbNiwgVmzZjFw4EC++uor8ufPj6Op\nKWoRWoswQIReItQ1NcXGxIQqZcqwcOHCV+GOSXDkyBH8/f0JDQ3lyJEjrF69mvDwcOrWrYunpyd2\ndnaUK1eO4OBgatSowYkTJ3j58iWVK1dm6tSp/Pzzz+TLlw9ra2v+j73zDovi+MP4e0e5BhwcHUEU\n7KhYwGADjb0k1ti7MRp7iTGaxKiJXWMv0V+sSWyxRWONGkuMNbH3XlBAUMrRrry/P67IUeRAFDX7\neZ599O5md2aH3XdnZ76lbNmyHDZsmEWbM6LRaLh06VL6+Piwffv2vHHjBmNjYw226BUqsJhMxkum\n/jNGrsxCVBS19vbsL5GwUsmSfPbsmSET1cqV9PLyYp8+fRgTE0ONRsPt27ezVatWdHZ2Zs+ePXnk\nyJFcBwE6nY7Xr1/n+vXrOXr0aDZu3Jienp50cXHh+++/zxEjRvCnn37ixYsXC9TsU6fTccTAgSwu\nl3MBwOQuXciTJ6m5fp33rl/nw+vXqb5+nfrTp8k+fbIMyLYCrK1QsEGNGvm6BwuTDNqZbK3uil6h\npltA8gaAQD8/P9SrVw8rVqx4XVW/NHfv3sXShQtx/vhxxD97BoWDA/xLlULPTz9FaGgo2rVrh7Jl\ny2L8+PG5HuvWrVuoU6eO2Q0+L8yePRsXv/gCS7Va4P33gaJFgSVLALEYo0aNwpEjR3DkyBGIRCJ0\n6NABbm5umD9/PgDgl19+QefOnXHy5EmEhIRgxYoVOHHiBO7du4f79+/j3r17SE9PR9GiRbPd/Pz8\n4OvrC6lUmksrX8yMadNwftw4rEwx5iuwswMiIwFjCIT09HSIRKLnoRc0GqBNG2DbNvwDoJWrK25F\nRcHGxgYajQYnT57E3r178ccff+DMmTOoVq0a6tevj/r166NKlSrZutGfOHECu3fvxr1796BWq6HT\n6aBUKhEdHY179+6Zv/fz87PoA29vbxw4cAD79u3DnDlz0KlTJ/Mxnzx5grNnz2LJkiU4efIkZDIZ\nbt++DS8vLyQkJODrr7/Gw4cP8eDBAwwfPhy7du3Crl27cPbsWdSqVQuNGzdG48aNUapUKYhEhttS\nrVZj1qxZmD17Nrp06YIqVapgRK9eOKXTwR8A7O2BmBhoZDKsX78ep06dQmRkJCZNmmQIvVC5Mnjm\nDAZKJDhTpgygUCA9PR0LFiyAq6srli1bhpUrV8LPzw+9e/dG+/bt4ejomKW/NBoNLl26hH///de8\nnT17FkqlEpUrVzZvlSpVQtGiRc3tL2hIYkDv3ji/bh22JidDVawYcPv2C/f5pXx5xF68iIdiMdZI\npfApXhyffv45OnbsaFV4jzeJDNoZLRKJPAu7PRaQfEiSMpnsnctuc+/ePapUKt60wmJj69atbGKM\nfpdXRn32GSeaRiRhYaTRPHHZsmX08fGxCJp08uRJOjk5ccSIEZw8eTLLlClDAObX/rlz53LevHnc\nunUr//33Xz558uS1mIo9efKE7g4OPJhxFO/vb5g/vXfvecHISMMiaKlSJMBUgO+JxQzw98/Whpw0\njNy3b9/OoUOHMigoiCqVim3atOGiRYt4/fr1PJ1fUlISL1++zN27d3Pp0qX8+uuvzfbxRYoUoUgk\nokQiYXBwMFu1asUhQ4Zw5syZ/OKLL1i9enU+evSIiYmJPHr0KN3d3fnhhx8yKCiIIpGIgYGBbNu2\nLb/77juuW7eOS5YsYe/evenr68tixYqxX79+3Lx5s3mEGRUVxf79+1MpFvP3jP3m4kLyuf386NGj\naWtra/4bMyTEPHL1Azho0CCuWrWKdevWpbu7O4cNG5bFGioxMZFHjhzhvHnz2KtXL3MI6jJlyrBj\nx46cNm0a9+7dWyA+HHnlh4ULWVEuZ7zp/I3ex/v27WNgYKDFZkrh+GOHDqwPUOXgkKPZ59tCBu28\nUdh6ngWSsTqdrlAdmV4lkyZNsion6aRJk6xKVJEdwwcO5HTAcOMaX+1Xr16dbY5Xkrx+/TpnzJjB\niRMn8ujRoxSLxW9E5pq9e/fSQyaznKoxbRKJwQs0w3cpANvIZGzVuDG///57urq6cu7cubl6SUZG\nRnL16tXs3r07fXx86O/vz969e3PNmjVWxxrPicTERH7yySd0c3Pj559/zpkzZ3LIkCGMiIigXC6n\nu7s7JRIJAwMDWbJkSfr7+/OLL76gra0tP/vsM/br148dO3Zk3bp16erqSg8PDzZs2JC9evVi165d\nzVYlERERnDx5MlesWMHiMllWH4JMGY6kUmkWgSfAOQCVdnZs1KgRN2zYwLS0NEZHR3P37t2cMmUK\n27dvz1KlSlEmkzEkJIQff/wxFyxYwKNHjxZIXuCXxTS9dzTjuRsFftu2baxYsSKvX79u3symyxER\nJMB6Dg7m0BNvI5m081Jh63kWSKpjYmLMXlnvGqmpqSxZsiS3b9/+wnKdOnWyCFqWFyaMH88JKpXB\nXJPkmjVrcszxmpnJkyebvfcevoK4IHll27ZtdJPLOVksZkwOi2E6GBy23pPL+VHz5uZQC1evXmX1\n6tVZt25dq0O96vV6Xrp0iXPnzuWHH35IpVLJSkaHqV27duXbk/HgwYMMCAhgt27d+PTpU96+fZtF\nixpy2yQnJ/Pq1avcsGED7e3t6a9S0QlgkI0Ng8ViFgUoA+jj5saaNWuyefPmbNiwIUNDQ+nl5WUe\nOVeoUIEuEgmnZtdPwcFmHwIyZ4F/BkM4iaFDh7J58+ZmD+aIiAgOHTqUK1eutEik/qaxc+dOVs68\nQJ9B4KtVq5b9jra2JMCNAGsZ8+S+jWTSzjOFredZIJl+/vx5AuDatWsLubteDTt37mRgYOALIylW\nrFjRbOqYV7Zu3cqPjZmPTpw4QRsbG3MQMdNmcs8+f/48x48fz59//pnDhw+nUqk03/gnjh/PV/0F\nzYULF9i9XTsqpVJ2lcn4MwyJkTcaLVoCFQp6yGTs3LlzltG6VqvltGnT6Obmxh9++CHP00sajYZH\njx7lhAkTWLt2bTo4OLBOnTqcOHEijx8/nidT0sTERPbv35++vr7cvHkzpVKpuT179+6lp1LJCDs7\nbrW1pbZxY3L6dHLjRnLlSj4ZMYLjfHyosrNjzcqVOXjwYLZp04ahoaH08PCgnZ0dVSoVnUQiXn6R\ndYjxjS4ngSfA2ra2bNeuHX/99VfevHnzrfDeNNGyfn0uyXzOGQTewcGBgYGBDA0N5eTJk597Vzdp\nYracKSKX59lB700hk3ZaFQsesD4efEFgExcXBwDmmOLvGo0bN0aFChUwc+ZMfPnll1l+12q1uHbt\nWp5jYOv1eqxatQpffPEF6lavDgBQKBQYM2YMAMMimAmSAAB3d3eo1Wps2bIFgYGBuHDhAnx9fXHv\n7l2UKl06v6dYoAQFBWHFunWIjY3F8h9/xG8HD+JZXBxkMhm8ixXD6j59YGdnhxYtWiA1NRVyudy8\nr42NDUaOHIlmzZqhe/fu2LhxI/73v//Bz8/PqrptbW1RvXp1VK9eHV9//TWSkpJw6NAh/PHHH/j4\n44/x4MED1KlTB/Xr10eDBg1QokSJHBcPHRwcsGDBArRu3Rq9e/eGVqtFZGQkjv39N/p364b1KSmI\n8PEBduwAgoMt9nUF8M348RjVvTs67tiBS1Ipth84AInEYAWXmpqKBw8eILRCBahSU/PX0UY8ADx+\n/Bh79uzBvn37YGNjA1tbW9jY2Fhsb+J3Fy9cwOTMJ2Tsj9KlS2Pz5s0IDAzElStXMHDgQDx58gQz\nZswABg0Cdu6ELYAwW1tcunQJQUFBL9WPhUEm7Uyzdr/XaUXDnTt3omnTpvj7778RFhb2uqp+rdy5\ncwchISE4ffo03NzcsGbNGhzasQPPYmORrtHgnwsX8Ov27ahdu7ZV1gYnT57EoEGDQBLz5s3DP6dP\no32rVnDx8sp5p5s3AWdnwNXV4uvI06exYM0aTJwx42VP87XSpk0bhIWFYeTIkdn+rtVqMWXKFMyd\nOxfTpk1D9+7dX9qS4/Hjx9i3bx/++OMP7N27FzY2NmbrnHr16lkkdMlIQkICihQpAqlUCn1iIval\npaESAIwdC4wfj2vXrmHt2rU4d+4clEolWrRogQ8++AAirRa6ypXR/tYtSBo3xs/GhCkmiri44Piz\nZ/DNXGHJksDixQarKgAymQyHDh1CaGio4ffmzYHffwcAtJBK4dWtGypXrgydTmfetFqtxefX8V1e\n92NyMm4A8Ml47hKJWeQzsmnTJvTt2xcxMTFAYiLg5AQA6KVQoOacOejdu3eeroU3gUzaeVgkEoUX\ndpssIA2u1wDe2tckaxk2bBirVqzIyuXK8SMPD/4IcAsM0RenACzr4MAgf38umD8/xznPqKgo9u7d\nm15eXly2bJl5iiI+Pp4R1arxyPDh5PjxWbdBg0hPT0Pi7HnzDC75Cxbw3yZN6OHo+Dz87lvExYsX\n6e7unqvd8pkzZxgcHMzmzZsXaNIUUxya+fPns0WLFlQqlQwODuaIESO4c+fOLIuQ1apVY1lfX67O\nOJ1gtOkfMmQIBw4cyHXr1nHu3LlUqVRcuHChYcfFi5kM0F8ufz7NQsMCWzlf3+xTPmZKzmIxRUOS\niYnmRevKjo48ePBggfXL6yTQw4PXMp9706bZlt29ezcdjHH7mZxsLv+Ro+MLHc3eZDJp51+FLOdZ\nIQ25L4Gcw3i+C9y9e5eXMj/A/vnHkCQjNJS8eJF6nY56nY4645ZxLlSj0XDOnDl0c3Pj0KFDsw0/\nfPPmTRZRqTgrm8iF2W1bAbrJ5a8t/vyroGvXrlZZX6WlpfHrr7+mh4cHf/7551cyz6zRaPj333/z\n22+/ZUREhNna5dtvv+WxY8cYHh5OD3t7pmf8O4waRZJZ1hJmzpz53Dvx+HES4BSxmF1at+b69evZ\nvXt3enh40NPdne2NC4YWmzGOecWKFenp6UkAVKlU9PT05C2ThU1gIE8BLOrm9krDVLxK6lerxvWZ\nz92YbOjw4cNmq6g7d+6wevXqzzN0HT1KwuDhWtrBgceOHSusU3gpMmnn8UKW86yQ5OzZswkgx3gc\nbzsZTRCTk5N569atFy64ZubBgwcMCgpivXr1sjV7zMjdu3dZISCAoQ4OXAEwOdPFrwX4G8DGDg70\ncXGxHNW9hdy8eZOurq5W21+bPE9bt25tVXq5lyExMZE7duzg8OHDWbFiRcrEYo7OLEYeHuT+/aRa\nTWYIrfvVV1+xcePGhg+HDpnDJkgBsxfsrVu3GBsbS6VEktXiyPh3jY6O5uPHjy02jUZDpqeTDg7s\nBDCoTBmePHnylfbFq2LNmjV839HR8tyNZo+jR4+mQqGgTCajk5MTe/To8fxe7N6dhMEDvby//1u1\nsJyRTNp5tpDlPCskOX78eAJ4YzLWFCRpaWmMNI6mWrduTblcTn9/f8pkMg4ZMsRi5Obq6kqRSGTe\nGjVqRNJgcvfrr79afRFqtVpu27aNTWrVoptUyoZKJT9ydGQTJyf6yeV8r1w5rly58q2Kt/Ei+vXr\nx88++8zq8ikpKRw1ahS9vLyeR6V8DXgpFDyb0xuVkxNpHEWeP3+eTk5OPHz4sGHHr782l2vg5MRt\n27aRNDhdffHFF3S2t+fAzG9tdeuazWazkJpKjhjBiwCdpVJOnDiRRYoUYdOmTXn8DbGkspa0tDR6\nOjk9D9EAkL17m3/X6/VMTEy0vHfWrzckXQHYVqHgwgULCqHlBUMm7bxW2HqeBZIcOXIkJRJJ4fbU\nK2Lt2rWMMQr8ypUrzY4Wt27dopubm0UYYZVKxYsXL1Kv15s3ki+VVeb27dvcuXMn165dy+3bt7+T\n6xwPHjygi4tLntOrHT16lKVKlWLHjh1fi6OXi0TCyOzE3cGBNMYRunnzJn19fbl06VLDTg8fGuL4\nG8t2cnDgypUruWnTJhYtWpSdOnXiyZMnqZJIDM5uGTeRyPCGkHmTSHgbYDG5nKuM0xkpKSlcsGAB\n/fz82KhRo3wHvSsMxn/1FRvK5ZZTX598Qp48aXhTIQ1vSH//TXbqZOgXgHsAejg5vTF5V/NDJu18\nWNh6ngWS+oEDB9LF6F79rhFeuTJv/vBDtr81a9bMYv7YJPCZ52O3btnyKpv4TjBixAj2NyZPzgtq\ntZpDhw6lj4+P2Y39VeEml/N+ZhGWyczJv2/fvk1/f3+LYHC8coV0c3u+IKhQMDg4mGXLluX+/fv5\n5MkTvvfee/zoo49YqkgRDrK1ZfQL1l10MEQ69bS357xsHAtTU1O5ePFi+vv7s379+s/fIt5gNBoN\nG4eHs5NUyrTsHnKZc/0CPATQXS7nIWPfv61k0s6nha3nWSCp79atm9nL713i2rVr9JbJmG5vTw4d\naojwZ7xhHj16RCcnJwvrBZVKRYVCQYlEwho1apgXfo4dOVIo7X+biImJoUqler6AmEdMnqfdu3fP\nNbVifinl5WXpUg+Qxlj9d+/eZbFixbJN/s1ffzWXLw+wdu3avHDhAu/du8eyZcvyc2MY45iYGBbz\n9KSjrS27yOX8E4ZkI1EALwOcLhYzQKFgOWOUy/sv8FxOS0vj0qVLWbx4cdatW9fqpPGFhVqt5of1\n67O2XM59yDk8cBTA78RiuisUpiTVbzWZtDON5GszcbcKkvpWrVoxKCio8HrpFbFz5042UCqfX2DG\nkZlarWb16tU5YMAAi/LHjh1jeno6ExISOHr0aCqVSiYmJhZG099Kxo4dy+7du+d7/4yep7t27Sq4\nhhnp16cPexinB8ybMX9xhw4dKJFIGBoaat7MMYxu3yYBXgWotLdn+/bt6enpSRsbGwYHB3P+/Pk8\nd+4ct27dyjJlyvDx48ecOX06q5YsySIuLpSLRCzm6spubdvy2LFj1Ov1HD9+PBs1apTruk56ejqX\nLVvGwMBAhoeHc9++fW/sgqRWq+WihQtZvlgxlnFw4HSRiJsA7gD4M8BOcjmdpVL27tSJV65cKezm\nFgjZaKdzYWu6BST1TZs2ZRVjgod3iV9//ZUtnZwMN7LxdTg5OZn169dn586dX2iaptfr6enpyU2b\nNr2u5r71PHv2jO7u7tmmKcwLe/fuZdGiRdmnT58CnZ89ffo0ZTDEfzELvNHW/fr16zxx4oTFZs67\nevIkCXCYvT1HDR/OEydO0NPTk9OnT+eKFSvYq1cvlihRgmJjRqvp06fz+PHjZl+KsLCw5wlSjKSn\np7Nq1apWZxDTaDRctWoVS5UqxZo1a3LPnj1vrNDr9XoeOnSIfbt144d16rBRWBjbN23KWTNn5is7\n1JtMNtoZUNiabgFJNmrUKOegQG8xu3fvZj2lkhwzhqRhIatx48b86KOPcrUY0mg0VKlUr3xe+F1j\n6tSpbNu27UsfJz4+nh9//DGLFSvGffv2FUDLDNMeCpGI3xgtOAiQ5csbEpfkRHo62aoVHwB0lUq5\nevVquru7Z7ku5syZw4iICK5du5YDBgxghQoV6OjoyAYNGjAwMJDTp0/PYpp74cIFurm5WR2YjTSM\nkn/++WeWKVOGYWFh3LFjxxsr9P8FstHO4NxVN+8iLSbZjuSvJP8gOYOkX6YyCpJ9SS4nuYRkJxry\ntrJ+/fqsXr36a+uU18Xdu3fpJpVSb7yBP/jgA5YuXZr79u3joUOHeOjQIbMH6YULF7h582bev3+f\nV65cYa9evejp6cmUlJRcw98KPEetVtPb25unM9iUvww7duygr68vBwwY8NLhcVNSUmhnZ0cHsZi/\nZBzF29uTlSsbgoBl3pycGAcwWKFg53bt6OHhkWVhMDY2lu7u7jx//nyW77du3cqSJUuyRIkSVCgU\nrFWrFseMGcNdu3YxISGBU6ZMYd26dfN8jWm1Wq5du5ZBQUEMDQ21yBcr8PrIRjsjClrcnUjmNMRp\naSxTlWR2PuLHSbJOnTqsVatWQZ73G0PT2rWpTU0lacidWLt2bYvt+++/J0meO3eO4eHh9PHxYWBg\nIDt06GBOYHEvY8ILgVyZN29evpOnZEdcXBy7du3KwMDAfFuV3Lt3j6GhoXQwxh/3cXHhNLGYqS+w\neCHAswBLy2RsVKcOvb29n0/bZGDIkCHs27dvjnX36NGDP/74IxMTE7lnzx5+9dVXDA8Pp0KhYEhI\nCL28vPjxxx/nK1mHTqfjhg0bWKFCBVapUoVbtmzJl9DrdDru3buXc+fO5cSJEzlnzpyXSuj9XyEb\n7WxZ0AK/nCQfPnzIfv36sWHDhpnD/lYmGU+Sp06d4ieffMLBgwdbZDmKiIgwxyR/19i+fTv/eQkr\nmAvnzjHV+IAQsI7U1FT6+/sXuInfli1b6O3tzeHDh+fJSezAgQP08vLi1KlTWbNmTR46dIi3b99m\n/bAwekilHA7whtGEUQ9DMvd1AMMdHamSSunp5saAgIBsM4NduXKFrq6uL/TKHTRoULa5FlJTU3n4\n8GEOHTqUdnZ2VCgUDAoK4qeffso1a9bwwYMHVp+jTqfjpk2bWKlSJQYHB3Pjxo1WvRXExsZy+tSp\nDPTyYmVHR/aXSjnKxoYDJRLWcHSkr0rFCWPHFmgMoXeJbLSzR0GKuz9pmFssWbIkJ06cyH379rFy\n5crcvHmzqcJHpGE+OiAggCtWrOCECRNYokQJ85M+IiKCERERr6tPXitarZb1a9TghWXLyIMHs257\n95LTphkWYY8fJx89Iu/coXbPHk4fNIiTJ0wo7FN4K1m2bBnDw8MLfNogJiaG7du3Z+nSpXONX6LX\n6zlr1ix6eHiYTfJatWpl9p49fPgwfX19qbC1pZtCQRuRiPY2NpTY2rJO1apcu3Yt+/btS6lUamkb\nn4EPPviAU6dOfWE7xowZwwm5XEezZs0ym+bOnDmTLVu2pKurKwMCAtijRw8uW2myB8wAACAASURB\nVLaMN27cyLU/9Xo9t27dyqpVq7JChQpcv359jkJ/8uRJfvn55zy8ejXjDx2ift8+cvjw528wxYsz\nZsEC3j93jo8iI7ONv/RfJxvtHFaQAt+PNEQ0a9++vbmGHTt2PI+jYeTJkyfmWDORkZGUy+UWAl+7\ndu1X2Q+Fyu3bt+nj4sIfMi6uvWBLAthcJuNHzZsL8+/5RKPRsHTp0ty9e/crOf769evp6enJL774\nIts3LLVazU6dOrFSpUpm23ydTsdu3bpx5MiRbNu2LX18fNioUSOz+Gq1WvNCaFpaGjt27Mjw8HDu\n37+fHh4eWdIJ/vHHHyxevHiub3iTJ0/ONR2kTqdjeHg4Z8yYYfHdhQsXuHDhQnbo0IE+Pj708fFh\nhw4duGDBAp4/fz7H61Ov13P79u0MDQ1luXLluGbNGgursTNnzuTsod2xIxkebvA+FXgh2WjnVwUp\n8FNJQ1CfBRniOdy8eZOlSpUyfbxN0ux9EhUVxYiICIsE23Xr1mXNmjVfWSe8CVy7do0lfHzYQSbj\n0RwcMVIArgQYpFCwe/v2z7PPCOSLdevWMSQk5JUt/j1+/JgtW7Zk+fLlLRZ1b926xUqVKrFz585U\nq9WMjo7mlIkTWczdnY5iMT0Butva0sHeni4SCdesWWPRxqSkJDZq1IgffviheSpoxIgR7Nixo7mM\nVqtlxYoVuWHDhlzbuWDBAvbr1y/Xcjdv3qSbm1uOZqZ6vZ43b97k8uXL2bNnTwYGBlKlUrFFixac\nOXMmT5w4kWXOXK/Xc+fOnQwLC2OZMmX4008/8datW1xnDAi2bds29uvXj+Hh4Zw1a5Zhp/nzzYnW\n161bx9DQUBYpUoQRERFvdeTTV0E22pkl/8nLCPx0kvz8888tBP7q1asZbTPPk7xEGkYcRYsW5ZQp\nUzI++fX16tUzrwTb2dkRQLbb256U++nTp5wxbZp5vnEcwLkAZwIcZGdHN6mUjWvW5G+//SZYJBQA\nOp2OlSpVeqW+BHq9nj/99BM9PDz4zTffcPv27fTw8ODs2bOZnp7OEQMG0FkqZQ+JhCdND3NnZ7Jr\nV6qHDOHvXbqwapEirFSyJC9fvszY2FiGhYWxZ8+eFmKpVqsZEBBgzu27dOlS1q5d26rrZNWqVezc\nubNV57Nw4UKGhoZavbj58OFDrl27lv3792f58uXp6OjIhg0b8rvvvuOhQ4fMbyR6vZ579uxhzZo1\n6e7szHPGgGmTJ0/m+PHjWadOHQ4ePNhw0H/+IWmwLJNIJNy5cycTEhK4ePFiOjg45Br//13km2++\nyaKHGo2GGbXTyMKCFPgRpGGEMHToUHMNmzdvZsuWLS0aeP36dXp6emZnBaBt1KgRQ0NDSZIymeyd\nFXgTOp2Ou3bt4pejR7N/z54c2r8/J02c+FYm3XjT2b59O8uVK/fK450/ePCApUuXpq2tLZctW8b0\n9HS2aNCA9WQyPsn4pubkRGYaIevPn+ePtrZ0VyhYvHhxjhw5MlvhNg2QHj58SG9vb6tD/G7evPm5\nV2wu6PV61q9fnxMnTrSqfGaePHnCLVu2cPjw4QwJCaFCoWB4eDi//PJL7t69m9HR0XSVyxltjINv\n4uOPP34u8MYF1Q0bNrBkyZLmMhqNhmKxmOfOnctX295mshP45ORkZtROI2sKUuCrkwZ7bx8fH968\neZNxcXEMCwvjL8ZXMBNz585lr169+O+///Lw4cMZxUxves0lDfFY3nWBF3h96PV6Vq9enatXr35l\ndSQkJLBt27YMCQnh9OnT6erqymoVKrCRnZ1lhEOAXLyYpCEk8KxZs57Hg6lalVsBukilvHHjRo51\n9erVi1WqVGG3bt2sbt8ff/zBOnXqWF3+7t27dHNz49mzZ63eJycSEhK4e/dufvnll6xduzYlEglr\nisWkjY3ZAZDMJPD795M0LGj7+flx+fLlvH79OidMmMCqVavmmO3sXSY7gY+NjWVG7TTye0EKvJjk\nVdIQFtfLy4vOzs4cMWIEtVotU1NTGRgYqI+Li+OmTZtYvnx5hoeHs0mTJqxRo4b59a1r164sVqzY\na+80gf8GBw4cYEBAwCsRhmvXrrFcuXLs3bu3+Xr+/vvv6WlcLLcQ9/ffJ2lweKpUqRLt7OyeB5ur\nXZs0BsLq1KJFjvWdOXOGIpEoo5Varpw4cYJVq1bN03n9+OOPrFSpUoGvAw0dOJBTMvaJMVSChcBn\nMLM2TcsUL16cKpWKv//+e4G2520nG+3cX2ACbxR58wSQXq/PvKqe6uvr+0kO84QmG7PUvn370t3d\nvaDPXUDATP369bnYOHouKLZt20Z3d3cuXryYer2ez54946BBg+hsb8/pmYOKKRTmqYcxY8bw22+/\npbOzcxaBfwpDEo7Hjx9nW2f79u350UcfsWzZslb7R1y+fDmj0YNV6PV6Nm3alGPHjs3TfrnRp3Nn\nLsrYL//7H8lMAm9k69at9Pb2Nsf5P3PmDBUKRa5Zzf5LZKOdh63RbbG1Ai8Sif4GUALARpFIFCkW\ni48A+BvAYgD6+/fv+2fIZH8JwGEAewAsBbAKwCM7OztoNBrrnyoCAnlk4sSJ+Pbbb5GSkvLSx9Lr\n9Rg/fjz69euHrVu34pNPPsEvv/yCsmXL4unTp4BIhJ5k5gYA3t74559/sHPnTnz++efZHtsZQFuR\nCD8uWZLlt6NHj+Kvv/7CsmXLULp0aUycONGq9jo6OiIhISFP5ygSibB06VIsWrQIp0+fztO+L0Lu\n6IgUAJDLgY0bgd69cyx75MgRhIeHw8fHBwAQHByMkiVL4tixYwXWnredbLTT3pr9rBZ4ABCJRDdF\nIlFbAL4AwkUiUQ2RSPQpAD8A3wPwEBkIEolE4SKRqJFIJPpRJBJ1B5AklUqRmpqalyoFBPJEtWrV\nEBISgkWLFr3UceLj49GyZUvs2bMHJ0+ehFKpxPvvv4+ZM2di06ZNaN68OSLs7eGacaeaNYEhQ6DR\naNCnTx8sWrQI9vaZ7sPu3c3/7ZSSgu1r11r8rNfrMWzYMEyaNAkODg6YP38+Fi1ahPPnz+faZkdH\nRyQmJub5XH18fDBr1ix0794daWlped4/O3wDAnBZIgG6dQNat4Zer4dOp4Ner7f4PwCULVsWR48e\nxZMnTwAAV65cwdWrV1GuXLkCacu7QDbaqSistmQLyZNffvklRSJRIb3kCPxXOHfuHD08PJiQkEC1\nWs1NmzZx4cKFnD17NleuXGmO/ZMTFy9eZKlSpdi/f3/GxsZy5MiRdHNz47x588xWOgsWLGA/mcxy\nesZoEvjtt99aTENYTNGQhjl6gJcAlvbxsaj7p59+YkhIiMUU6A8//MD33nsvVwshnU5HsVicL6c5\nvV7PVq1acVQmq5f88vDhQ7pIpUw1et+OGjWKNjY2Ftv48eNJGqxmevToQScnJwYFBdHR0dFsaPGq\nraLeFrLRztuFrekWkDz4LifdFnizaN68OWuGhlIll7OBkxM/kck4UCJhJwcHukulbFi9Ords2ZLl\nWvz111/p5ubGZcuWccOGDfTz82PXrl2zzJVnK/B375Ik/fz8+N5777FevXqsV68ebWxsWKVKFa5a\ntcqw85dfZivwarWafn5+WWLr6HQ6RkREPHcQegEvYz8eFRVFT09P/v333/naPzNtmzThgRcER8tM\ncnIy79y5Izj+ZUM22vmosDXdApI7p06dSgAvHY5VQCAn9Ho9p0+eTFeJhMMB3gbIJk3IDRvICxfI\nixep3bSJBz74gNUcHFi9YkXGxMRQq9Vy9OjRLFq0KDdu3MiGDRsyKCjIcuSdgbVr1/JDBwdLgTc6\n7hw9epQHDhwwbwqFgrNnz34ej71/fxLgfoBeMhkHDRrE5cuXc8CAAWzTpk229V29epWurq65pir0\n9vZ+YYq+3NiwYQNLlSpFtVrNR48e8dtx41jB35+eTk5UyeUM8PBgj3bteOLEiVyPdfDgQZZUqZj8\n889kUhKp0VhuiYnk8uVkz55ZfAbOnjjx1udRLUiy0c4nha3pFpBct3jxYgLIU/Q6AYG88PWoUSwv\nl/OeSXRfMOrVL17ML+ztWcrXl3Xr1mV4eDiHDRtGV1dXzpgxI1tzywcPHnDRokWsV68epYClc1On\nTmQ20yNZpmg8PEiAvaRSftyzJ2fMmMGWLVtSLBZTLpczLCyMAwYM4I8//sgzZ86Y2zF58mQ2bNjw\nhV6tpUuXfulMVy1atGCFgABWKVeOkyMi+E+pUowEGANDztc57u7s0rw5x37+ebZhjTMydvRohigU\njLEiNhMdHJhYrBgbq1T8tGdPwcs7A9lo57PC1nQLSC7YsGEDAfwnPdQEXj0/rVrFEnI5o02C0bQp\nSUPMl+HDh7NChQoMCgri4MGDn6foa9OGQwD6KJX09/dnu3btLAYger2eZ86c4YQJExgSEkKVSsXO\nnTtz3bp17PDhh5yeObCchwcZEWHYjGzfvv15DPaqVUmAcZnMJHv06MFRo0YxPj6eBw8e5Pfff8/O\nnTuzTJkylMvlrFatGvv27Us/Pz9OmDAhx2mMkJAQHj9+PN99eP36df7+229MyRzRccsWUi4nV6zI\n0/H0ej1HDRvGknI5twPU5iDueoD7AFaSy/lxly7CNG4mstHOvK+mv0pITtm5cycB8OjRo4XYVQLv\nIjqdjiW9vXk4o3AYvVpHjBjBatWq8erVq7x+/Tpr1arF/v37G3b89VfqABYXiTht2jSShgiPe/fu\n5aBBg+jv78/ixYtz6NChPHDggMWo/tixYyyuUDAxpxHpsGGWjdy/nzTazWd0dDp9+jQ9PT1znDtP\nSEjg4cOHOXv2bDZr1ow2NjaUyWQMCQlh3759uWTJEp46dYppaWmsW7cu9+7dm68+fPjwIU8aHw56\nvZ7379/n0aNHn4fvnTyZpGGt4ODBg1y1ahV/++03q/Kfrlu3jlVLlWIxuZxTxGIeBPgvwEMAZ4tE\nLOPgwCB/f/5vyRJh5J4N2Wjnm2WOSPKbP//8kwAKLPelgICJvXv3MtjBwTJ6p9EVvl69epw5c6a5\n7KJFi1ijRg3Dh6NHSYDzAdYIDmb79u3p7OzMsLAwTpo0iRcuXMhRcPR6PXt26MBmcjnTchL5MmXI\nFi3ImjVJW1sS4FaAXkqlOe56eHh4npyzTGGIjxw5wjlz5rB79+4sX748ZTIZlUolGzRowMWLF/Pk\nyZN5SiLT1pgdS6PR0NPTkzKZjGKxmH/88YehgHHx9ZtvvmH16tXZpUsXvv/++1QqlVYnXTlx4gR7\nd+rEWuXLs4K/P2uUK8eurVvz4MGDgrC/gGy0U1fYmm4ByZEnT54kACHBtECB07phQy7OLK5G9/hF\nixYxNDSUFy9e5OXLl1mjRo3nFimrV5MA4wEqxGJOnz6djx49srpeU7Cx+nJ5rvPMOoBLRSJ6ODqa\np1E2btzI8uXL52lKQq1WMzAwkNuMZpkZv2/UqBG7dOnCnj17smLFipTJZKxUqRJ79+7NhQsX8vjx\n41mScpPk/fv3qZJKqY+Lo06n4/nz56nRaOjh4fFc4I1vRJmFePDgwWzxgrALAi9Pdtppje7mydHp\nJXni7u4OAIiKinqN1Qr8Fzh56hQa5fBb586d4ezsjLCwMLz33nuws7NDjx49DD8aHZGcANRwcED5\n8uXh5eVldb12dnbYuHMngnv2RAmJBD1lMpzMVCYOwPciEUorFFhQogQOnjiBatWqIS0tDSNHjsT3\n338PW1tbq+uUy+VYunQp+vfvb+G5mpycDCcnJ7i7u2PYsGE4cuQIYmNjsXjxYlSpUgWnTp1C3759\noVKpEBwcjF69emHBggU4duwYFsyZg04kRNOmQSwWo3z58lnbtGEDsH8/MnisAwDEYjEcHR0BAFbq\njkAeeeO1k+QHiYmJBGCe6xQQKCicpFI+zTxqNi5Iffjhh+zduzc1Gg21Wi0HDBjAhg0bGna8ds1c\nvp2jY5boqHkhOjqaUydNYjF3d7pIJAxwcKCPXE6FvT07t2rFv/76y2L0O336dDZr1izf9fXu3Zuf\nfvop9+7dy1YNGlApkbCUvT0rS6Us5+REZ6mUfbp2zWLpkpKSwhMnTnDRokX8+OOPWblyZToa58QJ\nkAEB5rIWI/j33yfr1iVpcCbr3LkzIyIiWKdOHXMu1czZqAQKhuy00xrdtX7Y8PI8k8vlsLOzQ2xs\n7GusVuC/gNTOLmsYjOLFAQAHDhzAb7/9Zh6Rdu3aFbVr1wZJiAICzMVTRCLI5fJ8t8Hd3R2fjx6N\nz0aNQlxcHJ4+fQqZTAY3NzdIpVKLsjExMZgyZQqOHDmS7/oGDx6MNStXIunRI0zt0QP+tWvDfvNm\n4N9/gfR0xNWpg8tBQbh77Roe3b+P8Pffh1wuh1QqRWhoKEJDQ83HcpRIEJCebvhw6xYQFQV4emat\nNDnZfK7NmzfH3bt3MW/ePOzevfv5W5FAgZONdr5xAh8pFovh4+ODyMjI11itwH+BIh4euJqYCIvJ\nlUePgJIlUapUKezZswcREREQiUTYs2cPSpUqZZhqePgQgOFuuabXmwNevQxisRhubm5wc3PLscy4\ncePQqVMnlClTJl91REdHo2LFiqg4c6blD19/DWzbBvj5QVWpEmpm2k+v10Mszjozm6bTPY9e1aRJ\n9uI+ejRgjB/j5eWFDh06AABKlCiBwYMHo0ePHnBycsrX+Qi8mGy0U2/Nfq9T4GMAwNXVFXFxca+x\nWoH/At3698fSr79GhHGECQD4/Xdg6FAsXLgQ7du3x+bNmyEWi5GYmIg1a4wJcXbsAGAIfSpydkZI\nSMgrb+ulS5ewYcMGXL58OV/7R0VFwdPTE8nJydi4cSMOHTqE1NRUVK1aFZ988gnkH3wAALh58yY2\nbNiAc+fOQalUomXLlmjYsKHhzSXTPLqzTIa4pCT4fPEFMDmHdJ/162f7tV6vN8+9Z/fwECgYMmmn\nVVY0r/OvkQQADg4O+Yp4JyDwIrr37Inf9XpEZ/xywgTg1i1Uq1YNN27cwK5du7B9+3bcunULNWvW\nBO7fN4x4ASyUy9F/5MgswvcqGDFiBMaMGQNXV9fcC2fDr8aH07Fjx7BixQpUqlQJDRo0wNq1a9G0\naVOz2M6aNQt37txB06ZNERgYiPbt22P58uXZnmPNsDBsB4B27QAAP/zwAyZPngy1Wo1ffvkFkydP\nxuPHj83tnz9/PjZu3Ijp06dj4MCBGDx4cL7ORcB6MmmnVWE/X/3VnAGSSa1bt1ZcvXoVFy9efJ1V\nC/wH+KRrV4jWr8fi9PTnF7anp2FE2r07kHF0+dNPwKhRQGQkjgFoJpfjVmQklErlK23jrl27MHjw\nYFy4cCFrKGErUKvVqFG1Ks5euQKdTgcbGxvzb48ePYKPjw9u376NYsWKZfl96tSp+P3333Ho0KEs\nx927dy8+a90aZ44cgSg4GN9//705fK+JAQMGoEiRIti2bRt27NiB6OhoeHl5oUWLFmjQoMFreTj+\nl2ndujUyaGecSCTK3wjhVUHybt++fenh4VEoK9EC7zbPnj1jhYAAjre1tXR4Akg7OzIwkCxRwvB/\n4/fnjQG/MtuUvwo0Gg3LlSvHrVu35vsYS5cs4YcKBfndd2R6Onnnjvm3a9euUSQSMSoq6vkOGfKt\nfvXVV2xidGYyh2owYvIEvjNuXL7alZSYyDsZ2iJQ8GTSzhhrNPd1zsEDwDMXF5eicXFxOS72CAjk\nF6VSiV2HD6NJeDhuP3iAb9LSUMz0o0YD3LxpLpsKYB2AkTIZ5vzvf2jevPkrb9+SJUvg5eWFD4xz\n5Plhz6ZN+EitBr76CvjmG2DYMGD6dGi1WvTv3x+ffPIJPDw8gBs3gJAQ8xrDpUuXMG/ePPz2228A\ngDNnzqB27drm44rFYkycNQt1evfG6UuXoAoOzlp5dDRw6JAhsUnlyoCzMxgdjZVXr+Lgo0dYnil5\niUDB4uLiggza+ealxiO5f+bMmQTwPL6FgEABEx8fz2EDBtBVoWBzBwduBnjGGAnxCMBRdnZ0l0rZ\nqEYN/vXXXwVSp06n465du9iiXj36u7rSWSajt1LJamXKcMH8+bx79y49PDxyjb6YG/VDQrg7U6wb\nrVbLLl26sF69es+9VHv0II3hA27fvs2iRYuawyEkRkZy7Jgx2R5/yrffsqRczutWRH9MA9hFJmPN\nSpWYnJz8UuclkDuZtPNOIct5VkhuWL58OQHw5s2bhdxdAu86arWaP/74I+tXq8byRYuylLc3q5Uu\nzeEDB+aa1SkvLP/xR5YvXpwda9XilurVedvFhbEAHwDcDbBv6dLs0KYNR3/22UsLYcP33uMOgBww\ngKThwdKrVy/Wrl072zwLd+/eZfHixS2ShUSdP8/xL0iyvXjBArpIpewrlfJsNsIeA3CaWMwAhYJt\nmjShWq1+qXMSsI5M2nkzN73Nj0CXJLmM5GWS/5IcT1KZ4XcRyY4k95O8TnIXyQ9Iioy/L9q8eTMB\n8PTp06+/hwQEChC9Xs+fli/nlfPnLX/QaMi2bQ2hgU+dyrJfflLqmejcogXXBASQWi11Oh379OnD\n6tWrZ5lTJw3xZQICArL1HL98+fIL64mMjOSEsWNZxMWFVZ2c2NrJie0dHVlfqaSzVMruH33E48eP\nCwHCXiOZtNMqgbd6Dp5kOximLTNSCcDHJGsCeAhgI4CME4wlADQC8APJTwHEqlQqABC8WQXeehbN\nm4f+RvNAjUaDy5cvQ6PRoGrVqsCYMYCvL+DujmfPnuGvv/5CfHw8ypcvj4oVK+a7ztbduuHUhg3o\nYGODnb//jqVLl6JChQpo0qSJucyCBQsQHByMESNG4OHDh9i6dSu2bt0KAPD29saGDRsQGBj4wnq8\nvb3x9fjxGP311zh69Ciio6ORnp4OFxcXVKtWLd8mngL5J5N2WmWyZJXAk/QDsI4kli9fjtmzZ8PV\n1RVTp05FtWrVfAD8AIOvyAfR0dEYPXo0jhw5gkaNGpmyw/cFsBtAlClojiDwAm8zZ8+exa2rVwEA\n69atQ/fu3WFvbw+VSoU7d+4YFiEB3L17F0FBQQgLC4O7uzuGDBmCli1bYsmSJfkyK/zwww/x0//+\nBwAICwvLNtRBsWLFABi8ZTPbp0skEgCGIGnWYGtri/Dw8Dy3U6DgyaSdBRfVjeQ00hC0Pzg4mGfP\nnuXOnTvp6+ub5dWwbt26/Oqrr3jz5k3279+fA4xzhST/JNnt3r17BMAlxlCuAgJvI5907cr1xvyp\njx494qNHj7ht2zb6+/sbChjn2uPj4y0yRN25c4disfilFlu/HTeO542x7vPDy0wRCRQembTzhjXa\nbe0UTSMAmDdvHhYtWmSIgVGxIsLDw7Ft2zZ06tQJAHDx4kXExcVhwoQJEIlEmDRpEooVK4Z58+ZB\nJBLVBDDbFKsiY5hTAYG3ifj4eKzfsAHjbW2Bf/+Fl3G0bkFUFPDPP3Bq3doiPouvry8cHBxeKlzH\nkOHDEV61KvrKZOjn4JC1wJMnwIMHQIUKgNHRSQtgvEQCUWgoxuUUikDgjSaTdhbcFA1gMCe+cuWK\nRayO4sWL48GDB+bPly5dQmhoqPnVU6lUwsbGBomJiXBycrIFAIVCAcDgkScg8Daybds2RNjawisp\nCaheHfjsM+C777IWbNsWqFcP8PAA5swB3Nzwww8/wNXVFTVq1MjiaWotjo6O+P3PP1G/Rg1cunIF\nk9LTkY3MA8ePAwAeA+gplwMhIdg8frzgf/KWkkk7rQo2Zu1fWgsAIpEIWq3W/GVqaiqcnZ3Nn21s\nbKDRPLe/JwmtVguH56OMeFtbW9jZ2SE5ORnHjh2DSCTKso0bN87KZgkIvH6ioqIQkGYMBZKWBpw5\nk31BErhzB5gxA3Bzw549ezB27FisX78eEokEu7dty3cbfHx88Ne//yKqQQMUlUgwSCLBRTyfmNXD\nsCjWUS5HWakUQT174rc//sgStljgzWLcuHHZamLNmjWRUTthpXZbK/CRABAQEIBLly6Zv/z3338R\nkCGedkBAgEWMmRs3bsDNzc00YngMY8AxR0dHJCYmmrPACAi8TaSlpcFeZwzm5+oK9OmTtVCxYkDf\nvsCffwLe3ti/fz86deqETZs2md+CV/zww0u1w8XFBeu2b8fZ69fhMmwYGrq4wE4kgpO9PexEIvT1\n80P1SZNw+9EjzJg/3+qFVYE3D1OQMZN2ArDqj2mtwP8JAB06dMDYsWPx8OFD/PTTT7h+/Trq1KkD\nktDr9QgODkZSUhJWrlyJx48fY9iwYejSpYvpGPthjICmUCigVqvNrxwCAm8Tzs7OiLO3N8xvHz4M\ntGiRfcHFi4EiRXDw4EG0a9cO69ats7BIWbR6dYG0x8/PDxMmT8bDuDikpKXhfnQ00jUaXLp3D4OH\nDLF4yxZ4O0lKSgLwXDsBWBWpzto5+OUABg4YMADx8fGoWbMmAgICsGXLFtja2uLLL7+8febMGd/f\nf//d7rfffsPgwYMxduxYtGnTBqNGjTIdYwkAGwCwt7dHeno6ihUrJuRwFHjrqFmzJiaLxdBWrAjb\nsmXx4MEDrF69GpcvX8azZ88wefJkeHp6olevXrh79y6aNWuGGjVq4MSJEzhx4gQAg7ljUFBQgbfN\nzs7ulUfEFHh1jBs37oVT1CbthFFLc8MqgReJRP+QHGVnZzf1m2++wTfffGPx+6effjp9ypQpZwAc\nLVmyJHbu3Jn5ELNEItFBklUBQCaTISUlxZqqBQTeOIKDg1E0MBBHxGLUAaDT6ZCYmAhfX1/0798f\niYmJ5nUnGxsbsy16xjwIGdeqBASsJYN2WjWCz5OnBcnaAL4AcBNAHRg8Vz0BNAZwAEBJAIcANANw\nBEBpALNFItEO4/5VAZwKCQmBh4cHdhgj3QkIvG38/PPPWDloEHafOmWR11VA4FWSQTtTRCJRrgmE\n8xQuWCQSHYZhcd4CkgoAFIlEpnxpX+VwCBvAEJpUr7fKykdA4I2kbdu2MupxuAAAHPVJREFUmDF+\nPOZGRGDIRx8BmfOvkoZ8rxIJYPRABAyWBmvt7NC2Y0f4+vq+3kYLvPVk0E6r1k8LJB68SCSy1qjd\nFjC8tup0VqUUFBB4I5FIJPj9zz9Rq0oVJMyfj680mlxfh48AaCuTYdHPPwviLpAvMminVXPwr9vj\nQQIII3iBdwMfHx8cPXMG20qWRIijI34EkJypDGEwQWunUKCVgwNWbdmCVq1avfa2CrwbFMoIPg/I\nAEHgBd4dvLy8cOz8eezZswcLp03DqL//RjWJBM46HZLFYlzR62GjUqH/yJH4X7duFmELBATyypsu\n8A6AoZGCeaTAu4JYLEbjxo3RuHFj3Lt3D+fOnUN8fDzkcjn8/PxQtWpVISG1QIGQV+183QKvACBc\n7ALvLEWLFkXRokULuxkC7yh51c7XPQfvBEAYvQsICAjkg7xqZ6EIvF6vF0bxAgICAnkkr9r5ugXe\nFTA8hQSBFxAQEMgbGbSzQMMFFxQqANBqtbC1fd3T/wICAgJvNxm00ypHotct8ErAEIdDCF0qICAg\nkDcyaKdVwYxet8C7AYZEITKZ7DVXLSAgIPB2k0E7U60p/7oF3geARbQ9AQEBAQHryKCdibmVBQpp\nBJ+UlCQIvICAgEAeyaCdb5bAk7SD0ZNVmKIREBAQyDtv8hSNM2Cw40xJSRHS9QkICAjkgUzamTmu\nXba8ToGXAzDlExSmaAQEBATyQCbtTLJmn9cp8J7A8+SxgsALCAgIWE8m7XzjBN4NeP4UEqZoBAQE\nBKwnk3ZaJfCv053UAwDi4+MB4K2Ni50x4/mLsp+/ibzNbQeE9hc2QvsLl0zaaZUVTV6TbtsDGAjg\nEwDFANwB8AOABSKRKN1Yxh3ASBgSccsAnAEwA0AYgNn79+9HvXr1cODAAdSpUycv1b8RZIyh87ZF\nxXyb2w4I7S9shPYXLpm0c7xIJBqX2z5Wj+BJygDsBlA7w9elAXwPoCnJpgAqAdgLY0gCIyUAtAXw\nCwAkJxsWf+XyXBOCCwgICAgYyaSdVuXBzssc/BcAat+9exfNmjWDg4MDmjdvjsjISACoD8PIfgsA\n5YEDB1CzZk2UKVMGM2fOND0tWwNAXFwcAEClUuWhagEBAYH/Npm0M96afawSeOPUzAgA6Ny5Mxo1\naoTY2FjUqVMHgwYNMhWbAcDnzp076N+/P6ZOnYpt27Zhzpw5OHfuHABIAeDRo0cAAG9vb2vPS0BA\nQOA/TybtfGTNPjlO0ZAUA2gAwxRLLQCKy5cvIzExEYMGDYJIJMLgwYMxYcIEU4QzMQBNsWLF7C5d\nugSRSITk5GRoNBpIpVLzcaOioqBQKN5aK5patWrB2dkZbm5uhd2U/xyLFy+GXC4XpvcKiaioKEgk\nEiESbCExatQofPvttybtjLJmn2wFnqQIwK8AWmX8/saNG6hQoYJ5scLe3h4uLi6IjY2Fl5cXYJiP\nHyUSiXD//n107NgRzZo1Q+nSpQEgDYAkLi4Orq6u+TzFwufgwYNITk5GbGwsTp06BbVajZSUFCQl\nJSE2Nhbx8fFITU1Feno60tLSkJqaCo1Gg+TkZCQmJiIlJQVarRZ6vd6UHR2AYQHI1tYWNjY2sLGx\ngUQigaOjI5ycnCCTyeDg4AClUgkHBwc4OjrC0dERCoUCKpUKXl5eUKlUEItf/EI2e/ZsxMXFITY2\n9lV300ujVqvx7NkzxMfHIyEhAXFxcXByckJycjKePXuG6dOnIykpCfHx8VCr1UhKSkJycjLS0tLM\n/Usyy2KaqZ/t7OxgZ2cHW1tbyGQyyOVyKBQKODg4wMnJCUql0vyvRCKBs7MzPDw84OTkBLlcnq98\nBm3atEF8fDyePXtWUN2Ub9LT0xEbG4uEhASo1WrEx8cjJiYGT58+RXJyMhISEpCYmIi0tDSkp6cj\nNTUVKSkpSEtLg0ajgUajgU6ns7iGAUP/isVi2Nrawt7eHhKJxPxQkEqlUCgUcHR0tLiOTX3r6uoK\nJycnODk5vZKHSJEiRZCUlIS0tLQCP3ZOkERCQgLi4+ORmJiI+Ph4xMbGIjY2FklJSUhNTUVycrKF\nZqSlpSE5Odn8u6mvAWTUzifW1J/TVeoPoFVcXBzWrl2L6OjoVD8/P6mfnx9SUlIsCqrVari4uJg+\nNgCA3bt3o0+fPhgzZgz69u1r+u0SgMoZBX7MmDFQKpXw9vaGSqWCXC6HUqmEUqk032wKhSJX4coP\nWq0WarUaCQkJSEpKQkxMDOLi4vDs2TPExcWZL/bo6GjzHyM2NhaRkZHQaHIPxSwSiSCRSCCVSmFn\nZ2c+H5lMBltbW4jFYvNGEjqdDmlpadDpdNBqtUhLS0NiYiISExPNwpUbMpkMrq6ucHd3h7OzM7y9\nveHt7W3+zt/fH5UrV4arqysePHgAFxcXyOXyAs+updfrkZ6ejpSUFMTHxyMqKgqRkZGIiooy9+/T\np0+RlJSEpKQk8w2QUdSt6WMAZrFwcHCAXC6Hvb29uX9NYmM6P1M/m24ajUYDrVaLlJQUJCcnmx8U\n1mBvbw83NzcUKVIEbm5uUCqVUKlUcHZ2hrOzs/lh7OLiAmdnZ7i4uGDx4sVQKpUvJV4mwUhKSoJa\nrTZfIybxMAmJWq02C7XpoRIXF4fHjx8jNjYWqam5hzKRyWSQSCSwt7eHVCo1fzY9HG1sbMz9KxKJ\nzA9VvV4PrVZrIVgajQapqanmdlnTvxkHMEql0vwQdnZ2hkqlgkqlglKpNPe5XC6HTCYz979MJrPQ\njgcPHuS7z00aERUVhbi4OIt+jo2NxZMnT/Ds2TPExMTgyZMnFg9Oa65lGxsbiweiXC6Hg4ODWT9s\nbGwgEokyrl1aNUrLSeBpqlSlUkGhULBkyZIoUqQIzpw5Y04bdePGDTg6OkIikZj2q5KYmIgePXpg\n165dCA4OznhMEQBUrVoVT548QZ06dcwj4NyQyWSQSqXmp77ppG1tbS1uYtPFZdpMI4y0tDSkpKQg\nPT3dfFPk1um2trZQqVRwc3ODm5sbvL29ERQUBB8fH7i6usLFxQWenp5QKBTmEbbpBpdIJAWesUqr\n1ZpvbNMNrVar8eTJEzx+/NgsmE+ePEFsbCzi4uJw9OhRREVFZXkoZz5PU5+azsMkkiahBGBx45oe\nQjqdDhqNxuJGNr3RvAh7e3u4urqahdnJyQn+/v6Qy+UWAqlSqcwjOtNNbRptS6VSyOVy2NjYFGg/\nm25m05tDfHw80tLS8PTpU8TExJgfuGq1GtHR0Xj48CFiYmJw48YN8wDBNNrKCdPD3nQzm65v041M\n0iyQKSkpZlE09W9uxwcMAwyZTGbuO6VSCQ8PD5QvXx6enp5wcnIy969CoYBSqYSbmxtcXV3N4vKq\nsq5ptVrzG21iYqK5b01vFKbrPDk52Xx9P3782NwXz549Q0JCglV9IJfLs4im6f40DbAAmK/tjCNq\n05t5btezjY2N+SHv5uaGwMBA88DD9J2zszMcHR2hVCrh4uICNzc3s4Dn5Y2wTp06yT169Ni9YsWK\n3DsAL7CDJ7kCQPdsKkCtWrXQsmVLfPbZZ6hfvz6++uorxMXFQalU4p9//vl/e9caHVWVpb/LIxDo\nJEBIigTyIiQQAgw4iMhapofQHRJAWok82gdGIQwgYrsEmkFAZgkNGFAJD3mMPBxdIDKCs4CgPB26\nHaDVRBAIIAh5DCEkqUolqbyq8s2Pc87NTVEKjCTXtaa+te66qXtO6n5n331e++69C8888wzmzp0L\nm82Gdu3aIS0tTTnnfwNgEAwvdysrK1FUVISysjI4HA69Y6nVlFqpKGErgavVl/s2XA34rVq10lcY\nqhOpVYGfn5++GvD394efnx8CAwMRGBiITp06ITAwEH5+fp52Di6ILG4OCDelMoiIsmp5LpZHlbzm\ngAhIqAFgBVAkzzUAnACcmqa5pEmsDQAfebSHcDW1QEQAd4L4uUP1d2cAfhDZObvIwxdAWwDtADQZ\n9aqrq1FcXIyysjKUlJTAarWivLwcVqsVVqtV34qrbWFdXR2cTqcuXwW19W7durV+btu2rb7CU/JV\nk4Svry8CAgIQFBSE7t27w2KxoHPnzvD19f2pXUODlEudm5zt8iiRcrbLMiuELbIEYkWjypV8G6SM\nCeimxzZSvh2kzNpL+QVI+QYA6CZl3BXih+J95ecAWd/4nJrIWk0QapBSZjtlGlM7FLX9VosPZQpR\n8lYrOqWnavWsFhLKRKfMHGrwUDuHn5GxC8JcWitlq3S1XMqwSMpXybNKytqORn1Xz6ZOyVnTNJJs\nDdG3lYx/g0Y99ZWy7ALx28xKb5Xcg2R5B4OM20Do9B0d0el0oqysDHa7HTabDTabDQ6HQzfhGU13\nSrbGz0YzHtBoulMDrjor2fv7+yMoKAgWiwWBgYEICAjQxxE/Pz9PCw2XPOrd5GxHo96WGWRfCaD6\nvffe27ZmzRpUV1ejoqKiiYlGcv1XAEs8PVhP+LkBXoMIToqURCcCGFdaWorFixcjJycHY8eOxauv\nvgofHx/07t277p133vEZMmQIFi9erCufw+FAWloa+vTpAwBZAL6QRxCAKAA95TkGYkBrB6E0QOOD\nbgvRkdpAPOz7tSnQcDghhF4PoaBqIC4HcBtC6EUQyh0LoYw3AOzSNO3vbjIaBGAShIJ+D2Cbpmnm\nG1gBkAwBMA/AQxByK4VovxrEVMfriMadnIb7T1+h5NqAxgG63nB2ALABKASQD6HYRfJvNSEWaZrW\nZEtFsj+ApyEioHMBbNU07Y5tKcmHATwn7/e+pmnn75P/L4LsJ10BhEOYNkPkEQ2gP8SErDq6L8QA\n1g6Nunw3fVaydaFRvkpnayAGjkqIhYQNQofLIfTYCqHHBQD+x5P8fqZdwwH8AUI/zgD4d03Tagzl\nbQEkAYiHGLQ+1TSt+F6//34g79UVYpINAtBdHqFonIgD0Dg5+KNxglG6TYgx5F70u0HWd6FRj+vQ\nOMmVQMjWCiH3WwCuQMj5mqZp9xRl+nOQbU4D0A/AeQjddskyDcBvASRInn8DcFwtZP6vN2xH8j/4\nE9i3b194Q0ODp6JiD9cqpQKBZA+Sf/VQ5yBJU1xtSI4gafXAaSPJ1vJY66G8muTvzODsxv+3JEs8\n8HufZBuSGsnXfuK5JJnMvRXJVR64OUmOcav7jFudKpJRZnGXnDSSyz3wJ8knDPUCSJ52K/+jmdwl\nr9+Q/NQD9zyKSRckY0le81Dnybt9f0uAZCjJr9y4LZZlcSRzPXA/RPJXkT+FpIXkSTd+y2RZCMnj\nHvgf+cX8KZQ3leQ+kotIbiP5TxQD/xKShVKwWyg66XGSrK2t5fr165mens4TJ04oQvUko0j+SJKF\nhYVcvnw5MzIyWFyszwnrHojE7q+NkermJ0+eZHp6OjMyMlhVVaUuzyH5OklWV1fz7bff5tSpU3ns\n2DGjsENbmreBfw+KwZBfffUVp02bxhUrVrCyslJxW0ByHkm6XC5+8sknXLhwIY8cOaLKq0kGm8j/\nVaUza9eu5dSpU3no0CGjbCNlvZ7qwqpVq3jw4EH18c9mcZe8XiLJuro6btiwgVOmTOGBAwdoWPz0\nIulD8kuSvHr1Kt99911VdtBM7pL/DpK0Wq1csmQJZ8yYwZycHMXvBsXEdIMkc3NzuWrVKn76aZP5\nIN5k/h1JXibJ69evc8mSJYrX9yQ7kLyuuM+aNYsLFiwwjjfbzeQu+fuSvECSeXl5XLRokeJ2mWR7\n1babN29y5cqVXLlyJW/evKnqvN+cxDSKrYP6HECSDQ0NfOyxx5iWlsZt27YxNjbW2BkvkuS3337L\nsLAwLlq0iDNnzmRcXJzqEBUU/vgtBpLrSXL37t3s1asXt2zZwvT0dI4aNUpxrlXtGjFiBJ999llu\n27aNcXFx/Oyzz1Sdv7QkZzf+75Dk3r17GRUVxS1btnDGjBkcMWKE4mYneZskn3rqKSYlJXH16tWM\niIjg/v37VZ3pJnFvL/lxzJgxnDBhArdv384BAwZw586ditu7FDuokyS5c+dO+vj4cP78+ap8uRnc\nJX8fyp3TuHHjmJqayu3bt/Ohhx7ijh07FL8NFIsE5uXlMTo62jhA7jSLu+QfQ5IOh4OxsbF87bXX\nuHnzZoaFhfG7775THPeT5NmzZ9m7d29mZmZy9OjRXLdunSp/z+Q2jCPJnJwcBgUFMT4+XvG6QHI6\nSWZnZ9NisTAzM5NvvPEGY2NjWVtbq+qFm8x/DEmeO3eO3bp1Y0xMjOL1A8k/qLLw8HAuWLCAs2fP\nZnR0NF0ulxqbmjdIgcIE0IXSBHD06FEmJCToK5hDhw5x5MiRNCIvL4+5uWLXVFVVxbZt27KmpkYV\nt7/7XR8o/1KSjI+PZ3Z2NkkxmMfGxuocSbG6Hzp0qN6uY8eOcfjw4ar473e/U7PxLyTJQYMG8cyZ\nMzr/fv368ezZs03kfvToUaUYfPnll7l8uW5ZWGgS95Ek+c0333DgwIE6t1OnTnHIkCHGjjqHFLu+\n8PBwzps379cywA9XHTA+Pp5Op5OkWMAMHDhQ8cuXHZHJycncvXs33WDaAEPyzyS5detWTp48WSe0\nceNGTps2rQnJpUuX6vpy5MgR4wIoyyz+sg1PkeS1a9e4Z88e9unTR/HKJXmUJCdNmsQPP/xQb8u4\nceO4Z88e9THNZP5jSbH72LdvH3v21Deq10j+Tun9+fPnSYqdbvv27VleXq7qdTJ+3wNbHVOs4JdB\nvHQohUhdgDNnziAlJUV/o9+/f39cvHhR/VsxgB/DwsLQu3dv1NTUYPr06Rg7dqxyvbxifLHT3KCw\nYXWpqqqC1WrFwIEDAYg37P3790dubq5e9y7timgpzkZQJIQLra2tRUFBAR5++GEAHvnvB4DExES0\natUKx48fx86dO/HEE7qJ+GxLc5eIAYRsR44cqXsxuck2DkAGSUyZMgVz585FWFiY8Tvmk2zJNNhG\n6PyTkpJ0z4p+/frh0qVLyguiBwCf7OxsXLhwAVlZWUhPT0dOTo76jn8zg7hEDACcPn0aKSkp+kU3\n+QMAEhISsHbtWixduhRz5szB+PHjVVET32gTsB8AoqKiEB4ejoAAPe+hHffWPlNX8AAOAXBEREQg\nMjLSnf+XAM6Hhoaib9++qKurw6xZs5CYmKi8FAvglqPmQZo/fgtggcvlal9aWoqCggKUl5ejuroa\nPj4+eiUVACRRAZFyGLm5uRg6dCjatGmDDz74QJWveYD87gU+gPhhW/dgFDfed2tXi01KbmgLiChF\nd79aN36FAOByubBw4UJMnToVe/fuVZ5OVyCUzAz4AJ5la0x3AQCZmZn48ccfkZCQgFu3bsFutxtj\nGya3FGE3eOQPAO3atWvitrh7926EhYUhKSkJsbGxG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"text": [ "" ] } ], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "*draw_network* command has several options to improve the view of the network. For instance, let's make nodes with greater degree bigger and more colorfull:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "k = nx.degree(G)\n", "plt.figure(1, figsize=(10,7))\n", "coord = nx.spring_layout(G)\n", "nx.draw_networkx(G,\n", " pos=coord,\n", " nodelist=k.keys(),\n", " node_size = [d*100 for d in k.values()],\n", " node_color=k.values(),\n", " font_size=8,\n", " cmap=plt.cm.Reds,\n", " )" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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y/8B+Vs95BxQ3FC8fMjMzefTRRzl58iRbt24lMtLqV6pXr16cOnWKr7/+2jr8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\nlmTSLaaSJCXr0k+fliu1Uqk0UKvVepxSIBAUJ56enri6urJ161a6d+9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vMMOHD2fRokX5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WrVrhwoULWL16NVJSUjB//nzYbDa89NJLaNWyJfytJuz7fj3Ml8/BfPkc0jesQUiAgAFPPYUJ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\n1EQkXas6nU66AcrLy5N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"text": [ "" ] } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can clearly observe two nodes with highest degree centrality: 1 and 34. Exactly these two most important club members are responsible for the breakdown.\n", "\n", "We also might be interested in node degree distribution and network's adjacency matrix:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# load adjacency matrix\n", "A = nx.to_numpy_matrix(G, dtype=np.bool) \n", "k = G.degree()\n", "# alternatevly you can find k as k = np.sum(A, axis=0)\n", "\n", "# sort nodes according to degree\n", "id_sort = np.array(sorted(k, key = k.get, reverse=True))\n", "k_sort = np.array(k.values())\n", "k_sort = k_sort[id_sort-1]\n", "\n", "# show adjacency matrix\n", "plt.figure(1, figsize=(6, 6))\n", "plt.imshow(A,\n", " cmap=\"Greys\",\n", " interpolation=\"none\"\n", " )\n", "plt.title('Zachary\\'s club adjacency matrix', fontsize=14)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 5, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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iiSdSWlpKRUUFI0eOZPTo0VRUVFBcXEwsFiMWizkfnmg0mi+IPrF0Ok1bWxuJ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\n+P1+2tvbrfP+lrXglQAkk0lSqZRVR5QYKGFIpVKk02nLtsr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"text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "# show node degrees\n", "plt.figure(1, figsize=(10, 5))\n", "plt.bar(np.arange(34), k_sort)\n", "plt.xticks(np.arange(34), id_sort)\n", "plt.margins(0.2)\n", "plt.ylabel('Degree')\n", "plt.xlabel('Node id')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 6, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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35qR3IYQQQtgmcsuW8TYnpWVrmxqpVArLsvQK2mJXVGk07NWn7XFYXnckrhGP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/xy7r333k0D2jPPPMOvfe1r3Gmnncyu8xhFHAMbjQZXrlzJc8891zyTSreUYz+zcZqm8d///d95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\nMTExXLFiB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"text": [ "" ] } ], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we have meet some basics of plotting and data manipulations in *networkX*. For more details visit the following web-pages:\n", "\n", "* [NetworkX Documentation](http://networkx.github.io/documentation/latest/)\n", "* [PyPlot tutorial](http://matplotlib.org/users/pyplot_tutorial.html)\n", "* [Matrix manimulation cheat-sheet](http://sebastianraschka.com/Articles/2014_matrix_cheatsheet_table.html)" ] }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Exercises" ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Task 1. Linear regression with NumPy" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Download [dataset](https://www.dropbox.com/s/x90ub7r2x1dau89/bikinis.txt?dl=0) and import it with *NumPy*. There you will find a table **D** with 2901 rows and 5 columns. Set y = D[:,0] and X = D[:, 1:].\n", "\n", "For this task you have to fit a least-squares linear regression model $\\hat{y} = X\\hat{\\beta}$, where\n", "\n", "$$ \\hat{\\beta} = (X^T X)^{-1} X^T y $$\n", "The residuals of the model are agreed to be calculated as\n", "$$ \\text{res} = y - \\hat{y} $$\n", "\n", " 1. Download dataset\n", " 2. Fit the model\n", " 3. Make two plots: \n", " 3.1. Choose two features of dataset and plot fitted line against them\n", " 3.2. Make residuals against prediction plot\n", " \n", "__hint: DO NOT USE NUMPY's MATRICES. Use arrays and np.dot(A,B) instead of matrix multiplication A*B__" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Write your code here\n", "#\n", "#\n", "#\n", "\n", "# load data\n", "D = np.loadtxt('bikinis.txt')\n", "y = D[:,0]\n", "X = D[:,1:]\n", "\n", "# Find regression coefs\n", "Beta = np.dot(np.dot(np.linalg.inv(np.dot(X.T, X)), X.T), y)\n", "\n", "# Make predictions\n", "yt = X.dot(Beta)\n", "\n", "# Calculate residuals\n", "res = y - yt" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "# Plot \n", "plt.figure(figsize=(10,10))\n", "plt.plot(yt, res, '+b')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 16, "text": [ "[]" ] }, { "metadata": {}, "output_type": "display_data", "png": 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AGJu5/vrr2dOf/nRTh4HcFMHTpVXju3gHWJG8C7PCFM2LjLwL/aUXF57/luUF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fXq1XLkkUfK3NycXHPNNXLnnXfK6OiobNiwQd7whjfI2rVr5b3vfa9ks1kREbn22msFgMzOzlqW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\nsTFcfvnlePLJJ7F27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"text": [ "" ] } ], "prompt_number": 16 }, { "cell_type": "code", "collapsed": false, "input": [ "# Choose 2 dims and plot predictions agains the line\n", "X1 = X[:,0]\n", "idx = np.argsort(X1)\n", "yt1 = X1[idx].dot(Beta[0])\n", "\n", "fig, ax = plt.subplots()\n", "fig.set_size_inches(7,7)\n", "ax.plot(X1, y, '.r', label='Data') \n", "ax.plot(X1[idx], yt1, 'b', label='Line')\n", "plt.xlabel('$x_1$')\n", "plt.ylabel('$y$')\n", "ax.legend(loc='upper left', shadow=True)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 9, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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qevt2JiklQ0hVVayfzc2MTC+/PF5yEdW/2Vjs6E2yn0vmgaoq4Nlns92LQUHG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\nFKIPP+RC5549eSzXX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NxvQUFix+SjWqHwwkPeslwUANAQQBMAtjFKAOu+++47EBEWLlxo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"text": [ "" ] } ], "prompt_number": 9 }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Task 2. Look at your Facebook Network" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To download .gml file with your facebook friend network you may use [getnet](http://snacourse.com/getnet) app.\n", "\n", " 1. Import your Facebook network\n", " 2. Now play with it!\n", " 2.1. Draw your network\n", " 2.2. Output your network's order and size\n", " 2.3. Draw the degree distribution (histogram)\n", " 2.4 Find nodes with the highest degrees. Who are these people?\n", " 2.5 Find connected components of your network. Interpret them." ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Write your code here\n", "#\n", "#\n", "#\n", "\n", "# Loading network\n", "G = nx.read_gml('network.gml')\n", "\n", "# Draw it!\n", "pos = nx.spring_layout(G, dim = 2, iterations=100)\n", "plt.figure(figsize =(7,7))\n", "nx.draw(G, pos)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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nmTJliv34ihUrpHjx4nmem5mZKa+//rqIiPz666/SsWNHKVeunLRs2dLWYPt2kfR0ERGp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B7m5mhiZQVXlQrtLS1hOmECTl28iNitW5+bAPIkxsbGsLe3h1erVgCANWvWwMjICJMmTUJU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\nECGEEEIYxP8D184Kz6fCmtUAAAAASUVORK5CYII=\n", "text": [ "" ] } ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "print 'Network order {0:d}, Network size {1:d}'.format(G.order(), G.size())" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Network order 142, Network size 713\n" ] } ], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "# Degree distr\n", "k = G.degree()\n", "k = np.array(k.values())\n", "n, bins, patches = plt.hist(k, bins = 10, facecolor='g')" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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6V1TPgUazHwhq55iJ9XnWQt7NZrN0Ol74Xya2B4RcsYvY6TleE2hVr+84yoVc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\nGMYw/r/F/wNO8BY43VZX7AAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "# Find nodes with highest degree\n", "idx = np.argsort(k)\n", "idx = idx[::-1]\n", "k_sorted = k[idx]\n", "v1 = G.node[idx[0]]\n", "print v1['label']" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "\u0414\u043c\u0438\u0442\u0440\u0438\u0439 \u0418\u0433\u043d\u0430\u0442\u043e\u0432\n" ] } ], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "# Find connected components\n", "CC = nx.connected_components(G)\n", "for v in CC[0]:\n", " print G.node[v]" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "{'label': u'Copa Damianito', 'agerank': 141, 'id': 1, 'sex': u'male'}\n", "{'label': u'Dmitry Chetverikov', 'agerank': 140, 'id': 2, 'sex': u'male'}\n", "{'label': u'Guilherme De Castro Martino', 'agerank': 139, 'id': 3, 'sex': u'male'}\n", "{'label': u'Clara Cunha', 'agerank': 138, 'id': 4, 'sex': u'female'}\n", "{'label': u'Rak Smey Phan', 'agerank': 137, 'id': 5, 'sex': u'male'}\n", "{'label': u'Sergei Obiedkov', 'agerank': 136, 'id': 6, 'sex': u'male'}\n", "{'label': u'Zineb Lhamdi', 'agerank': 135, 'id': 7, 'sex': u''}\n", "{'label': u'Diana Kalajainen', 'agerank': 134, 'id': 8, 'sex': u'female'}\n", "{'label': u'Tatiana Pak', 'agerank': 133, 'id': 9, 'sex': u'female'}\n", "{'label': u'Lenka Kov\\xe1\\u010dikov\\xe1', 'agerank': 132, 'id': 10, 'sex': u'female'}\n", "{'label': u'Oleg Muratov', 'agerank': 131, 'id': 11, 'sex': u'male'}\n", "{'label': u'Julia Muranyiova', 'agerank': 129, 'id': 13, 'sex': u'female'}\n", "{'label': u'\\u0415\\u043a\\u0430\\u0442\\u0435\\u0440\\u0438\\u043d\\u0430 \\u041a\\u043e\\u0440\\u0447\\u0430\\u0448\\u043a\\u0438\\u043d\\u0430', 'agerank': 128, 'id': 14, 'sex': u'female'}\n", "{'label': u'\\u0410\\u043b\\u0435\\u043d\\u0430 \\u041f\\u0442\\u0443\\u0448\\u043a\\u0438\\u043d\\u0430', 'agerank': 127, 'id': 15, 'sex': u'female'}\n", "{'label': u'Gicu Speian', 'agerank': 126, 'id': 16, 'sex': u'male'}\n", "{'label': u'Saad Abbad', 'agerank': 125, 'id': 17, 'sex': u'male'}\n", "{'label': u'Bernard Fenal', 'agerank': 124, 'id': 18, 'sex': u'male'}\n", "{'label': u'Guillermo Sanchez', 'agerank': 123, 'id': 19, 'sex': u'male'}\n", "{'label': u'\\u0428\\u043c\\u0430\\u0432\\u043e\\u043d \\u0413\\u0430\\u0437\\u0430\\u043d\\u0447\\u044f\\u043d', 'agerank': 122, 'id': 20, 'sex': u'male'}\n", "{'label': u'\\u041e\\u043b\\u0435\\u0433 \\u041b\\u0430\\u0432\\u0440\\u043e\\u0432', 'agerank': 121, 'id': 21, 'sex': u'male'}\n", "{'label': u'Klimushkin Mikhail', 'agerank': 120, 'id': 22, 'sex': u''}\n", "{'label': u'Ekaterina Kovaleva', 'agerank': 118, 'id': 24, 'sex': u'female'}\n", "{'label': u'Sofian Gherab', 'agerank': 117, 'id': 25, 'sex': u'male'}\n", "{'label': u'Ricardo Cervantes', 'agerank': 116, 'id': 26, 'sex': u'male'}\n", "{'label': u'\\u0410\\u043b\\u0438\\u0441\\u0430 \\u0421\\u0438\\u043c\\u0430', 'agerank': 115, 'id': 27, 'sex': u'female'}\n", "{'label': u'Irina Dolgopolova', 'agerank': 114, 'id': 28, 'sex': u'female'}\n", "{'label': u'\\u0414\\u043c\\u0438\\u0442\\u0440\\u0438\\u0439 \\u0418\\u0433\\u043d\\u0430\\u0442\\u043e\\u0432', 'agerank': 113, 'id': 29, 'sex': u'male'}\n", "{'label': u'\\u042d\\u043c\\u0438\\u043b\\u0438\\u044f \\u0413\\u0430\\u043b\\u0438\\u0435\\u0432\\u0430', 'agerank': 112, 'id': 30, 'sex': u'female'}\n", "{'label': u'Massyl Ould Rabah', 'agerank': 111, 'id': 31, 'sex': u'male'}\n", "{'label': u'Irina Buzdugan', 'agerank': 110, 'id': 32, 'sex': u'female'}\n", "{'label': u'\\u0410\\u043b\\u0435\\u043a\\u0441\\u0435\\u0439 \\u041d\\u0435\\u0437\\u043d\\u0430\\u043d\\u043e\\u0432', 'agerank': 109, 'id': 33, 'sex': u'male'}\n", "{'label': u'\\u0410\\u043d\\u0430\\u0441\\u0442\\u0430\\u0441\\u0438\\u044f \\u041b\\u043e\\u0432\\u044f\\u0433\\u0438\\u043d\\u0430', 'agerank': 108, 'id': 34, 'sex': u'female'}\n", "{'label': u'\\u041a\\u0430\\u0442\\u044f \\u0427\\u0435\\u0440\\u043d\\u044f\\u043a', 'agerank': 107, 'id': 35, 'sex': u'female'}\n", "{'label': u'Mikhail Orlov', 'agerank': 106, 'id': 36, 'sex': u'male'}\n", "{'label': u'\\u0414\\u043c\\u0438\\u0442\\u0440\\u0438\\u0439 \\u0415\\u0433\\u0443\\u0440\\u043d\\u043e\\u0432', 'agerank': 105, 'id': 37, 'sex': u'male'}\n", "{'label': u'\\u0421\\u043e\\u0444\\u044c\\u044f \\u041a\\u0438\\u0441\\u0435\\u043b\\u044c\\u0433\\u043e\\u0444', 'agerank': 104, 'id': 38, 'sex': u'female'}\n", "{'label': u'Igor Kiselev', 'agerank': 103, 'id': 39, 'sex': u'male'}\n", "{'label': u'Bianca Atzm\\xfcller', 'agerank': 102, 'id': 40, 'sex': u'female'}\n", "{'label': u'\\u041c\\u0430\\u0440\\u0438\\u043d\\u0430 \\u0417\\u0430\\u0433\\u043e\\u0440\\u043e\\u0434\\u043d\\u0430\\u044f', 'agerank': 101, 'id': 41, 'sex': u'female'}\n", "{'label': u'\\u041a\\u0438\\u0440\\u0438\\u043b\\u043b \\u0413\\u0430\\u0435\\u0432\\u043e\\u0439', 'agerank': 99, 'id': 43, 'sex': u'male'}\n", "{'label': u'\\u0424\\u0435\\u0434\\u043e\\u0440 \\u0421\\u0442\\u0440\\u043e\\u043a', 'agerank': 98, 'id': 44, 'sex': u'male'}\n", "{'label': u'Doina Sirbu', 'agerank': 97, 'id': 45, 'sex': u'female'}\n", "{'label': u'\\u041c\\u0430\\u0440\\u0438\\u044f \\u041c\\u0430\\u043b\\u0438\\u043d\\u043e\\u0432\\u0441\\u043a\\u0430\\u044f', 'agerank': 96, 'id': 46, 'sex': u'female'}\n", "{'label': u'Popa Serghei', 'agerank': 95, 'id': 47, 'sex': u'male'}\n", "{'label': u'\\u0410\\u043b\\u0435\\u043a\\u0441 \\u042f\\u0445\\u0438\\u043d\\u0441', 'agerank': 94, 'id': 48, 'sex': u'female'}\n", "{'label': u'\\u0410\\u043d\\u0442\\u043e\\u043d \\u0411\\u0430\\u0440\\u0441\\u043a\\u043e\\u0432', 'agerank': 93, 'id': 49, 'sex': u'male'}\n", "{'label': u'\\u0410\\u043d\\u043d\\u0430 \\u041a\\u043e\\u0440\\u043e\\u043b\\u044c\\u0447\\u0443\\u043a', 'agerank': 92, 'id': 50, 'sex': u'female'}\n", "{'label': u\"Gloria D'Andrea\", 'agerank': 91, 'id': 51, 'sex': u'female'}\n", "{'label': u'\\u041c\\u0430\\u0440\\u0438\\u044f \\u0417\\u0440\\u044f\\u043d\\u0438\\u043d\\u0430', 'agerank': 90, 'id': 52, 'sex': u'female'}\n", "{'label': u'\\u0421\\u0432\\u0435\\u0442\\u043b\\u0430\\u043d\\u0430 \\u0413\\u0430\\u043b\\u0438\\u043c\\u043e\\u0432\\u0430', 'agerank': 89, 'id': 53, 'sex': u'female'}\n", "{'label': u'\\u0418\\u0440\\u0438\\u043d\\u0430 \\u0413\\u0443\\u043b\\u044c\\u043a\\u0438\\u043d\\u0430', 'agerank': 88, 'id': 54, 'sex': u'female'}\n", "{'label': u'\\u0410\\u043b\\u0435\\u043a\\u0441\\u0430\\u043d\\u0434\\u0440 \\u0421\\u0435\\u043c\\u0435\\u043d\\u043e\\u0432', 'agerank': 87, 'id': 55, 'sex': u'male'}\n", "{'label': u'\\u0415\\u043a\\u0430\\u0442\\u0435\\u0440\\u0438\\u043d\\u0430 \\u0417\\u0430\\u0433\\u0430\\u0439\\u043d\\u0430\\u044f', 'agerank': 85, 'id': 57, 'sex': u'female'}\n", "{'label': u'Av\\u0103d\\u0103nii Maria', 'agerank': 84, 'id': 58, 'sex': u'female'}\n", "{'label': u'Valeria Vorozhko', 'agerank': 83, 'id': 59, 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u'\\u0422\\u0430\\u0442\\u044c\\u044f\\u043d\\u0430 \\u0420\\u0430\\u0442\\u043e\\u0432\\u0430', 'agerank': 21, 'id': 121, 'sex': u'female'}\n", "{'label': u'\\u0410\\u043b\\u0443\\u0430 \\u041d\\u044e\\u0441\\u0443\\u043f\\u043e\\u0432\\u0430', 'agerank': 20, 'id': 122, 'sex': u'female'}\n", "{'label': u'Vanel Siyou', 'agerank': 19, 'id': 123, 'sex': u'male'}\n", "{'label': u'\\u041b\\u044e\\u0431\\u043e\\u0432\\u044c \\u0421\\u0430\\u043c\\u043e\\u0445\\u0438\\u043d\\u0430', 'agerank': 18, 'id': 124, 'sex': u'female'}\n", "{'label': u'\\u0410\\u043b\\u0435\\u043d\\u043a\\u0430 \\u0422\\u0435\\u0440\\u043b\\u0435\\u0435\\u0432\\u0430', 'agerank': 17, 'id': 125, 'sex': u'female'}\n", "{'label': u'Denis Kornilov', 'agerank': 15, 'id': 127, 'sex': u'male'}\n", "{'label': u'\\u0421\\u0435\\u0440\\u0433\\u0435\\u0439 \\u041c\\u043e\\u0440\\u0434\\u0430\\u0448\\u043e\\u0432', 'agerank': 14, 'id': 128, 'sex': u'male'}\n", "{'label': u'WorldTop Erasmus SN Clermont', 'agerank': 13, 'id': 129, 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"prompt_number": 14 }, { "cell_type": "code", "collapsed": false, "input": [ "SG = G.subgraph(CC[0])\n", "nx.radius(SG)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 15, "text": [ "7" ] } ], "prompt_number": 15 } ], "metadata": {} } ] }