{ "metadata": { "name": "", "signature": "sha256:f39e2725d1e4e4bd48f3aac704360f82d5f19daa6041850ef6adf189aebfccc8" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Community detection algorithms 2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "It turns out, that Networkx is weak in terms of community detection.. And since it is forbidden to install additional software on our department computers, we will use only what we have.\n", "\n", "And the only thing we have is **k-clique perlocation**." ] }, { "cell_type": "code", "collapsed": false, "input": [ "import numpy as np\n", "import sklearn.metrics as metrics\n", "import scipy.io\n", "from scipy.spatial.distance import pdist, squareform\n", "from scipy.cluster import hierarchy\n", "import matplotlib.pyplot as plt\n", "plt.xkcd()\n", "import networkx as nx\n", "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "k-clique perlocation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets load our beloved Zackhary Karate Club and run 3-clique perlocations. Find 3-cliques communities and assign a cluster label to each node. Draw the graph with respect to the community assignment. Try to highligh intersected nodes." ] }, { "cell_type": "code", "collapsed": false, "input": [ "G = nx.karate_club_graph()\n", "cliqComm = nx.k_clique_communities(G, 3)\n", "cliqComm=list(cliqComm)\n", "cliqComm" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 3, "text": [ "[frozenset({0,\n", " 1,\n", " 2,\n", " 3,\n", " 7,\n", " 8,\n", " 12,\n", " 13,\n", " 14,\n", " 15,\n", " 17,\n", " 18,\n", " 19,\n", " 20,\n", " 21,\n", " 22,\n", " 23,\n", " 26,\n", " 27,\n", " 28,\n", " 29,\n", " 30,\n", " 31,\n", " 32,\n", " 33}),\n", " frozenset({0, 4, 5, 6, 10, 16}),\n", " frozenset({24, 25, 31})]" ] } ], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "colorList=np.ones([G.order(),])\n", "for c in xrange(len(cliqComm)):\n", " for i in cliqComm[c]:\n", " colorList[i] += c+1\n", "print colorList " ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "[ 4. 2. 2. 2. 3. 3. 3. 2. 2. 1. 3. 1. 2. 2. 2. 2. 3. 2.\n", " 2. 2. 2. 2. 2. 2. 4. 4. 2. 2. 2. 2. 2. 5. 2. 2.]\n" ] } ], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "nx.draw(G, \n", " cmap = plt.get_cmap('Reds'), \n", " node_color=colorList, \n", " node_size=500, \n", " alpha=0.8, \n", " with_labels=True)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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rTP7+e5QurvQZPowPWrTIF7bObm7EJkUbf5Y8/JBsHImKiqJRo0YMGzaMAQMG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\n/Cll4+1Ur16dtZu3cvjwYTav+4SlO3/GQavg62iHRlG4kZfPlbRMqlarR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"text": [ "" ] } ], "prompt_number": 6 }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Partition similarity measures" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following similarity measures are ofter used to evaluate the performance of community detection (clustering) algorithm in situation when a dataset has ground-truth partition (Generators, Real datasets)." ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Ratio of correctly clustered observations (Accuracy)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's denote $\\hat{\\pi}$ as an outcome of community detection algorithm and $\\pi^*$ as a real partition. Ratio of correctly clustered observations is calculated as\n", "\n", "$$ Acc(\\hat{\\pi}, \\pi^*) = \\frac{\\text{# of correctly clustered obs}}{N} \\text{,}$$\n", "where observation is identified as \"correctly clustered\" if **at least half** its co-clustered observations in produced partition $\\hat{\\pi}$ belong to the same cluster in partition $\\pi^*$" ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Rand Index (Adjusted Rand Index)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$ \\text{Rand}(\\hat{\\pi},\\pi^*) = \\frac{a + d}{a + b + c + d} \\text{,}$$\n", "where \n", "* $a$ is number of pairs of vertices that are in the same communities in both partitions $\\hat{\\pi}$ and\n", "$\\pi^*$, \n", "* $b$ ($c$) is the number of pairs that are put in same community in partition $\\hat{\\pi}$ ($\\pi^*$) and in different\n", "communities in $\\pi^*$ ($\\hat{\\pi}$)\n", "* $d$ shows the number of pairs of vertices that are in different in both partitions.\n", "\n", "Adjusted Rand Index is a slightly corrected version of Rand index:\n", "\n", "$$\\text{ARI}(\\hat{\\pi},\\pi^*) = \\frac{\\text{Rand}(\\hat{\\pi},\\pi^*) - \\text{Expected}}{\\text{Max} - \\text{Expected}}$$\n", "\n", "As \"alternaite\" there is also a measure called **[Normalized Mutual Information](http://en.wikipedia.org/wiki/Mutual_information)**. I call it alternative, because the results of NMI and ARI are quite similar." ] }, { "cell_type": "heading", "level": 2, "metadata": {}, "source": [ "Partition quality measures" ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Modularity" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Yes, we have seen it before.\n", "\n", "Newman randomized version of the graph is obtained with rewinding of the edges under the constraint, that the expected degree of each vertex matches the degree of the vertex in the original graph. The expected number of edges between vertices $v_i$ and $v_j$ in given graph is $k_i k_j/2m$. Thus the modularity can be written as\n", "\n", "\\begin{equation}\n", "\tQ = \\frac{1}{2m} \\sum\\limits_{ij}\\left(a_{ij} - \\frac{k_i k_j}{2m}\\right)\\delta(\\mathcal{C}_i,\\mathcal{C}_j),\n", "\\end{equation}\n", "\n", "where $\\delta(\\cdot,\\cdot)$ is *Kronecker's delta* and $\\mathcal{C}_i$ is cluster label of vertex $v_i$. The more number of edges exceeds the expected number of connections the better community is defined. So, large values of modularity indicate good communities, however this is now always true. Moreover the maximum of graph's modularity generally grows if the size of the graph and/or the number of separated clusters increase." ] }, { "cell_type": "heading", "level": 4, "metadata": {}, "source": [ "Task:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "1. Load networks [2](https://www.dropbox.com/s/xcswyhoeehq95v2/network2.mat?dl=0) and [3](https://www.dropbox.com/s/cwshsfr2d8fn470/network3.mat?dl=0) with ground truth partitions\n", "2. Run hierarchical clustering algorithm and retrive 4 clusters from it\n", "3. Calculate ARI\n", "\n", "*HINT:\n", "pdist, hierarchy.average(), hierarchy.dendrogram(), hierarchy.fcluster, metrics.adjusted_rand_score()*" ] }, { "cell_type": "code", "collapsed": false, "input": [ "data = scipy.io.loadmat('network3.mat')\n", "A = data['A'].astype('float')\n", "plt.spy(A)\n", "comm = data['Comm']\n", "\n", "G = nx.Graph(A)\n", "# pos = nx.spring_layout(G, scale = 5, iterations=100)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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FBDzY3+mjFeJqgojS4Bs9i/0dwgP+5daA71AR8IwLACgWi8hms+jq6kJHRwcymQxyuRzS\n6TS6urqQTCbR19eH/v5+5PN59PX1YWBgANlsFqlUCrlcDoVCocwpiOM4eL1er8fj8Xo8Hvj9/mAk\nEqmLRqMIBAIIh8OIxWIIh8OIRCKIRCIIhUKIx+MYNWoU4vE4qqpMuXtIBbLVGCSiPPYLOQ7736Mg\noIYgk8mgp6cHyWQSvb29SCQSSCaTyGazyGaz6OvrQzqdRjKZRCaTQTqdRjabRT6fF9uXiEA0tM8L\n7VxdXe2trq4OeL1eBAIBBINBhEIhhMNhRKNRxGIx8dvv96O2thZNTU2IRqMIBoPwenWxjCAcUKpr\nEIAZgyYRURa88OgD33eFznRwhYQ/5DjuFqUws0KgBuBfnM839H1WVVVJn00gIixatAjNzc2oqalB\nc3MzWlpaEI/HEQwGEYvFEIvFxBcSCoXMdm5FFAoFZDKZcG9vbzidTqOjowOJRAI9PT1IJBLo6OhA\nd3c39u3bh66uLpHJd+/eXea9pgSO4+D3+1FTU4Pq6mqxPoFAAF6vF1VVVeKHiDA4OIh8Po/BwUEU\nCgXk83mkUimkUimxc1dCIBBAfX09GhsbUVtbi5aWFrS0tIjPGhoaEI/HUV9fj1gshrq6OgSDwSFu\ny1agWCyiv78fuVwOyWQS7e3tnt27dwfb29vF9u3u7kY6nUY6nUZvb6/IzALjs7QxAEQiEYTDYYTD\nYQSDQfh8PrF9OY4TvwGI7SwI5oGBARQKBeRyOWSzWVGYsMDn86GhoQGjR49GQ0MDYrEY4vE4amtr\nUVtbKwrsuro61NbWoq6uToxXXV1tuG2JCL29vVw6nQ5lMpmQ0EdSqRSSySSSySRSqRQymQyy2azY\nttlsFrlcDscee+zNRPQMx3HvyvM2Ox2YA2D1a6+9hh/96Ed4+eWXAQDd3d0YP348Ojs7gdIoO3/+\nfPT19WHNmjWIxWLo7a3s0RgIBFBTUyOOggJjCS6/wosmInGELRaLGBwcRLFYRD6fRy6XQ39/PzKZ\nDFKpVMVO5vV6EY/H0dDQgIaGBkQiEcTjcbS2tqK+vh51dXVobm5GKBQSR2qhE/j9fr0jRUUUCgX0\n9vYinU6LLz2TyaCzsxN79+4VmaqzsxNdXV1IJBLYvXs32tvbkcvlNOsptKlQD4GRBGYCILZtoVAQ\nBdXg4CAGBgZErSefz4uakRZ8Ph/q6+tF5hVG3GAwOISJ4vE4otEootEoamtrEY/HxVG7pqYGwWAQ\nHo+1dkwiEjUMgYGEvQsdHR2iUM5kMti3bx927dolainCICJ131WCMCD4/X74/X6xf1dXV8Pj8YCI\nUCgUREEqMLTQvpXyB/hBKBAIiG27YcMGnHrqqcjn81izZg0AVHMcV5CmMdtjNwLA9OnTsWXLFmzZ\nsgUTJ07Er3/9ayxYsECIkwJQ6/f70dXFrzAlk0mk02ns3bsXiURCnDr09vaKUjmdTg9RudPpNHK5\nnCjFpSpfSdUTR1iPx4OqqiqxoX0+H0KhECKRiKj+RaNRRCIR1NfXo76+HrW1taivr0ckElHUQF5/\n/XV0dHTgS1/6EgDgpz/9KX7yk58wN1QwGBRfsBQej0f8SJloypQpCAaDWLduHeLxuLiRBABuuukm\nNDQ04Morr9QsM5fLYd++fUgkEujs7ER3dzeSySS6u7vR3d2NVCqFfD6PbDaLdDqN/v5+FAoFsX2l\nbSswntfrhcfjQXV1NXw+H2pqasT2FQRJIBBALBZDY2MjRo8ejebmZtTV1SEQCDBrH0uWLMGOHTvQ\n29uLm2++mbWZxTYVpgWs4DhOnG7J8fDDD6OlpQXBYBDz5s1TTC8IEUFgC1PERCKBrq4uUdNJp9Po\n6+sTB6h8Po/+/n6RVp/Ph9raWrGfBgIB+P1+cbARpoMCrZFIRNSiBY1T3sY1NTVIJMQVwwB4ntxf\nd+ZWUgERPQXg5BUrVuDSSy9FNBqF1+vF8uXLMW7cOAB4G8DUr371q9i4cSM++OADnHTSSVi5cqXZ\nonVh8+bN4ig6b948PPTQQ0ilUuju7sZ11103JO6kSZPQ1dWFzs5OUfpKVUvhv95OJk0vfy4PU4tf\nKczv96O1tRWffPIJM20CcrkcvF6vKbXVKqi1i560etPZQQsLisUi89T34YcfFtX9q666iimNlPcA\ntHAct9c4tQog/gy4PiKiVCpFW7dupcHBQWF5cD0R/YGI6MILL6RRo0YREdGECRPKXJzAOxJpOEEp\nQysdS5j0oxRHK0+jNKvRwRrXSFqrabEbI5kWtfegFGY3LSyQ8h7xK3pDYNryxnHcBwAOB7AyHA7j\nkEMO+VdJqv0CvJdVBuD3Qwt2AGEXnxSkYNGtUC6zainEVYsvL1uIq0SPXjqN0KsWX1628N8IPWah\ntz4jBVp0s9ZJq82tfh+V+i4LpLwHfll1CCyxYnEc9xGALxLv8sgByHAclwMAIkoB/Jw4l8uBiMSt\nmi5cuLAfUt7jOK6M+Sw1Zav4lucA3jJKRMjlcgiHw5pzZOGZ1txOKZ08TJ4PK5TKU6JFjQYWeo3Q\nwEKTU7CjTCfqo5U3a5vL48m1SNa8WGFU8xTSSXkvGAyWaQJ2HyoClCyRgtU1nU67moALFw5Cynvg\nPSyHwNpFbWX0AhCPykomk1i8eDEee+yxIZFYRlppPHkcvdLyhhv48yBvvPFGXemUaDFKg0CHURr0\nlldplBLahDW+2fLkcaTx5LQMFwT6BHra2to041utxcjzY31HJdUfv//974fwXlNTk2X3NTCDiM4k\n4o+xBkAbNmzQtHpWghCPNb48jVKYnjyM0GwkbzugtxyzdLGkd6ruRvHvTB8AuvPOO+W8V3ZilhOa\nQAbYr5KkUinFSMQoQYV4ggRkHa3k6Uhj9HZ6rj2SylEbmfWAxd6jRJMT7a63DLV+4xQq2ci06BHC\nVq9eDUDkvTJvKCeEQDdQWQjodY5h6WBqcVnTaeXBasC0EmpTIdZ0RurJCiXhoWe6pNf5ipUmq96R\n08yvVK5RGmS8NyyGwb0KhLhw4cIhyHivbAeuY4ZBYUUgk1Heys+qAeg1NrHEMWLgs2MUZoXeujsx\niplV6+2gkbUNhnOplYUGs/TJeK/spmsnNIEssN9L0NUEXLhwFjLei8nDndAEsgDvuujxeKS7mSpC\nryFLLZ3RDSBWbBwZTg1AeO70CGfnqGvVqC1tF712A6e1O6N8IEDGe2WHmtiuCXAcVwTQy3EcQqEQ\n8+ENLly4sAYy3iubDjihCQD8OX9Rv99f8aQcpZHLjpGcZSnM6EqFXvqsWCYzsjIyHHBaA9ByplGj\nrZL2xKLpsMRlBUvdK5Uj4T2/PMwJmwDAH0QpbmSQ3JqquENK/kxgVLUXJxj3jKTTKldpz4GZ9XOW\nvKzM3yyM7NS0I2/AeLsYSSftTwL07jDU6pd6Ic/LCATeg8JZko4KgVAohEwm4+4dcOHCYQi8h2Ha\nOwCUfAUCgQCy2SwaGho09/Zr7feWxpOnU4s/Eox6rJDT/J+2U9CJvFmh1dYs/UstH7VnZmGmjwu8\nh2FaIgRKOwl9Pl/ZGXsuXLiwHxLeKzvm3SlNIAnwJ9wKZ/axGOq0jCxWGEvkebHEsUPjkELPCKSE\n4dIc7G4XNZhZArXDpdjKJUy1fFj3dwg2hGKxKOW9smOandIE0gJRLly4cA5qA6oUjmoCg4ODus6L\nt2o5Sc3KL/9tVEhZOdJZvRRmhcOTUlkseTmhxdihfbHCThdts0uUci1BwntliZ0SAhkAGBgYUDxk\nFLDGH77SAQuVymFhIK1nrOvMajCz682sr0MluqTxK6Wz2tdhpEKpvxjxY7HbeAgM4b0yo5xT04F+\nAOjr64PfX+ar4MKFC5sh4b0+eZhTQiAH8JdbBAK8r4LUiaKSGi43Fqo5cWgZSrTCtGiQO2ooOSAp\n/Tfi2KGVp5XQm7fetrOa9n8XW5IezUprGdxImFr81tZWAEN4r+yuON3TASKqAXAmgJngb5t9BcAy\n8O6I3wIwB/y84wUAv+c4TriVFvl83tUEXLhwEAK/SXivbDqgSwgQ0RQATwAYK3l8CUo7BTHUEeHL\nAL5DRPNR0jjy+TxqamqEvACUHxMmK2/I/0px7JyL/qfOb0eyQ5WVc2azy81W0GV2WVuvvUEaX8J7\nxqcDRNQAYBWAse+99x4uv/xyfO9738P27dsBnvmDb7zxBs444wycc8452Lx5MwCMB/BHlNYm0+m0\nqmHQhQsX9kHCe2Wn+uixCSwAEF+9ejUWLlyII444AtFoFPPmzQMRYePGjViwYAFOOeUUnHDCCTjx\nxBOFW4iPBTBpYGAAmUwGsVgMq1at0izI6NxegNkNG9KyWGC2PLPzQKVwq9rALujZOGYFpLYcpdUj\nMzYSvZuLnIC0HCnvobRcL4We6UAnABx++OFYv349mpqa0NnZiVtvvRXFYhF33303brnlFnzta18D\nwF/l/cgjj+Cyyy4DgE8nk3zZtbW16O7uViRWgJaRjgVOeWuxlMfiV66nDdTy1ruMJ2C4pi1K5Zpd\nVh0uWDldsaMuUt5D6eBfKfRoAisBfNTQ0ICmpiYkEgmcddZZuOCCC+DxePDOO+9g7ty5YuQJEyZg\n27Ztwt9RnZ2dAID6+nqcdtppRuriwoULA5DyHoCyo730CAFCaT6xZs0aTJs2DbNmzcI999wDACgU\nCkMiDw4ODtkyLIz+8Xgct912W9kSIcdx4u0uWqoby3KeUciXAbWWMM2o2ix0arWBUj5W1d1O2JG/\nU1ND1uVsrfRaMLqELaCtrU2Rp6677rohvIfStn4p9EwHPgvg0zt27MCiRYvw1FNPYcaMGWLggQce\niG3btmHsWH7h4P3338eRRx4pBBd6enoA8NeRCeqJCxcu7EVtbS2kvAcFm4AeTWAKAKxcuRJf/OIX\nEQ6HsX79enzyyScAgFNOOQV33XUX8vk8Nm3ahOXLl+OUU04R0qYEaVRfX6952KiSI5CVI55amSzL\nj3JnIRYtQa82M1xwgk412wer/aOS8dROx6VKWhlLerNly8HSbvF4HFLeg8J0QI8mwAFAc3MzXnvt\nNVxwwQUIh8NIJpNYvXo1zj//fGzatAmNjY2IRCK488470dzcDAAbAeSEA0bD4TBSqZRqo5i5INSF\ni/9WtLW1qV6W+rvf/Q6AePT4oOFCiGgsEQ1QOdZL/wwMDFCxWJQ+mk1EK2+//XYCQL29vUS8BCA+\n28oQ4mrFVwpjKYMlXC1vqyHNU0/7yPOwgzarwPpORnId9GA43yMAeuaZZ0jGexfJeZtZE+A47hMi\nOgnA9QAOAG9gyAJ4FMDHAP4O4EKv17sHwEngXYl/zHHc+0RU29PTA4/HIzoLkc51WQV6VJ8J8bXK\nsFMdN7psJU1jJL2RdHYuTSmVYWc5VsKqdhHSs/YJq8qVlvfqq69KeW9AHleX2zDHcS8CeFEhaEnp\n+zdEVFWKW5SE1/X09KC2tnbEzYVduPhPRyXes3wXIcdxRZkAAIC6RCIhLFFg9OjR0viqnmMsy4FK\nnwr0qe4G1CpHiV4Wg6IesApIKw12RkZnvXRKy2ChXYhvtwHVzuVmpfxY41lRd2l5Ut6DAs87tZU4\nmkwmhSUKccnChQsX9kPKe1DQ/m0/WYiIwgBqOjs7RWmUzWY15z5qUlM6z2Fx7VXKkyW9FljjG8lf\nz2hhBaywXeh9j1a1hxVzZyvm3ZXy03LttpM2KaS8B4V7B5zQBEYDwK5du4ZMA1y4cOEMZLw3LJeP\n1AO8NGpqagJgjZSzSpqamdNrjQQjxQquNdrb8R6UytO7IYslzAra1fJn1ZD0xrFSg9OTn5T3MExC\nIDgwMID+/n5xL4FWR5FCHod1yY9F5de7dKMEO1+q1UtUTkFvW2vRZ8U7MoLhXGZlyUtPu8h5D0BM\nHseJ6UCodBEigsGyG5BcuHBhIxR4r04exwlNINrb2wsAiEQiePjhhxWNJGYNbqyjqF5jjhYdRgxX\nrKOhXscSJ5x+1MpmDRtujcuufK107DFqOFVrcynvlRCV5+OEJtC8b98+AEBjY6Nw2pALFy4cgJT3\nSii7mtwRTUDwC6irq8Opp55qyoXSSjdOeTksYB1x7TTGyfOyY848kmwlVuY5EqCkBdtlpJTyXgnV\n8jhOaAJ/G0HoAAAgAElEQVT+fD7P/3CPG3fhwlEo8N6w3EpcKxwiEovFcOmllw6RfAKURmg7RyKt\nUVRJSzAyZ3MKleaGdjou2WmLMFsHKzUkK+upxwZk1GYlQMp7JQzLEmFEME5Eo1FRPWGptJ41/Ere\nhHqMVSOJ0fV2Pj3q5HCq/HqFlZHyrFxyHQlCUS8twH7DYDQq2gOHxWNwiCaQSqUcKNKFCxeAoiZQ\nI4/jmCbAcRzC4TBWrFihGMmsEbBSuuE2cgmo5NSkNv3Q0nSs2ANgFYwasippLGrpWGkxanDTi5Fk\noAV4TUDgvRKGxTAYTqfTCIVC7lkCLlw4DAXeKxv4nRACwUwmI7otHnbYYYqRiKzbv61nL7bcCGi3\noBLqqWUTkc9lhdFAvj9f+l+rPDUI6dXqLA1nbRc7NK6RlKcd0Gpbpb7Akk6AlPdK8MjjOKIJZLNZ\n0W1RcGN04cKF/ZDyXgll0wEnbAI1krvRsWPHDtsL1FolUIurFE/vjjij0LJia837lZZVtfJmCZOW\nr5a/3Rt67HASs5IWq1EpbzOu8lLeK2FYbALeQqEAr5eXNxLPJWYYVdOV1G49Kq6agdFIh2Ctg1zV\nZ1H5lejSopOFFrkxjnX6wQotGqycGpqFWVr09l2l+Cw0qMWR8l4Jw3K8WPXAwACqq3kBNDBQdtip\nCxcubIKU99TgxHRgiBBIp9MVHXvksEv1dgJay3l66s46NdG7PMfiEWn3FMjOcpTaX/jvpKpvdg8A\nK+R1YhEChjQBIjqGiJ4noneJ6B4iihDRuUT0MhF9QEQriOj4UnSvgkriwoULB6DAe2VSRjdnEtHR\nANZKHk0BcIUs2gQAC4jo9lIaVFXtlzcjweBjFHr30esZ9aXQawRS24uhBCXjX6V4emB0R5weI6xR\n2qyqi1441c+V+o2U9wDIrwPQpwkQURDAIwB/v9mCBQvEsD179uC8887DpEmTcO2116Kvrw8ArhHC\nXUchFy6GBzLeK7uLUO904FYAYzdu3IibbroJ7733HgBe2nz5y1/GhAkT8OSTT2L37t342c9+Zpho\nO2HE4UIKo9ZilnR6HHK0tAAjebKUYzadkVFbLY18CVPN6UstDyWnK700OA2LnNny8gfMQqA0x7+8\nv78f5557Lu644w4xbP369fD5fLj++usxfvx4/M///A/+8Ic/yNOLv/V6oUlhtiGUltKsAsuynHzZ\nz6ryhby06qenXDPvSJ6H3TDbjla9B6e8TfWWJ6tbvzycSQgQUTOAhwH+6vCpU6di/vz5YvjmzZsx\nY8YM8X9rays6OztRLBZFYoXf0sqMFAnrwsV/KuS8B4ULSVk1gQsANL744ou4/fbbMWHCBPzpT39C\nOp3GK6+8Ao/HM2T9v1gsIhAIiAYJqUHI6/Uqjoocx6GtrY3JgceI8HBiVNMaPeUjtRXqsnRk11KJ\n9eSlRLNRKKV3Qjtgda6xmiY7BjVWb1CBd6SfYrGoZIwt89tnFQIhgD+i6Nprr0VPTw+2bNmCfD6P\nv/71rxg3bhzef/99MfK7776LT33qU/sLqaoSpZHMUunChQubUCwWh/BeCWl5PNYlwt8D+PbnPve5\nus997nMAgK6uLqxcuRI33XQTCoUCPv74Yzz++OOYPXs2fvCDH+Dss88W0pLX6+UKhQJfoNer6TVo\n5dyMde6v5VCihy5W2o0u52k906LdyDKX2fSV8nXCMcgumvS8P7Mwk7fgIyDwXglZeTymYZnjuI8B\nTARwGYC7ACAUCuGYY44BwDP2ihUr8Ktf/QpHHXUUpk6diiuuEF0Hin6/H/39vD0im80qqsZEhLa2\nNmO1deHivxxtbW1l/FRTUwMp75VQtjrA7CzEcVw7gN8AABEdXlNT84U///nPYvgRRxyB1atXy5Pd\nBOD7wWDQk82WCSBDsMMNVMsxxyhtWrSw5M9SFyudafQ68VjRRkr/zcBsO1jRVk5AT52CwSBkvNcn\nj2N0gn4WgPsBvAvgbgDNANoAvA9eUDwP4Ascx/0YAIXDYaTT+6ciZgxYSktgwn+WdV+lMD1GP1ba\n5LSw1pNlGU/LwKgUprS0xEKXWhwrjYV2rxJZnT9rX7XTAKqnTnLeA1B2yKchh36O47oAXCR7fGPp\nIweFQiE5IS5cuHAACrzXI4/jyK4e4ZThwcFBeDwe3QY3LbAa8ViXWozEUVJxjUwxzKjZajQpla3l\ncKLkaWd2RLNS5Tebl9708vj/LlMGAXLeg4IQcGS9Tjjp1Cq7gAsXLtigwHvt8jhOCAGupoY/6ry0\nqchSsM6PKjnqWEGDkvMOi51Cmo8W9MwzpXVVS8dKn54203KU0ptOixajth29tFjVX6x25GKFAu+V\n3QjshBCoEg46dDUBFy6chQLvdcvjOGET4JROGtazBCZgpMyz1GDWJqAFLXuB3jCtpUzhv1H7hBXL\nlUZhVdl20GmlHUwPFHjPsMegGXDCFUiJRIJ/oLODOc38Rjstq2DTYlgBeoSIGUOo1nq9Wn3seH96\n21qvgc6sQVAv7PZ/EMqolL+c96AgBByZDsTjcQD770p34cKFM1DgvYQ8jiOGQeFGVOGGVCXDjpLx\nww4jnlnjEYsBTc0Ipya5tcKMQskIqtbmSs5Jas8q1WGkQm9fstuJyQpUou+yyy6DnPcAdMjjOSIE\nBJVEQogLFy5sRnd3NxR4LymP55izEDBkXlIGu6WuVXM0LeOfksFNnk4aTylMj1MSC6R0stgZjLaT\nnYZPO9LZAa22Hg489NBDordgifcGOY4zfcagIYTDYVRXV4t3pbtw4cIZyHiv7KRhwBlNgFCaEkgN\ng3ZIfa1RzKiV2EgZWs+UVgBYadKrAVQKc3q0Z81bD30jYcQVoLTkajdYltElvKdIlBNCYBCAt7a2\nVhQCelU4s0tvUphVgfV2VpY4cmHASgsrnUZpGS71fCQwttmpl1NgKU/Ke0pwYjowAPC7mVyPQRcu\nnIeE9xT53QlNoB9AIBaLiTYBO9RQVn9wVjXeLroqjdBau/r0PmMJ06LbKm87p1Rkve2iBSPa3XBo\nMGoen9JnEt7zEpFHbhx0QhPoA4BoNOouEbpwMQyQ8V5YHu6EJpADFE840Q0rDINGyqyUXq+Tk9Ye\ndT3lVHpuFlaNbFYve+opx6o6WGmvsbPOSnnKeC8Mma+AE5pAvwIhLly4cAgy3ovIw53QBAYAoK6u\nDl1dXaputUrQGjGdgh2jmJZLsjwOi7Veax4uz6MSvVo7DNXimQFr+uHeUao052aBUjs5TbuM9+Ly\ncCc0gTzAb2To7+8fsp1YCWYOdHDa39tseVLffamvPqtaq+Svr5SX1v4AtXRK8eX02NXWSnscpPVR\n8r2wckrEugOTBSztVGkPTaW0leLLeK9WHu6EEOgF+LVKgPdnduHChXOQ8V6dPNwJIdANAM3NzQCA\n9vayI86GwIrRZSTtaGPZucc6usmfSdOpjfbyePLnaunkGoPd7Wlm9DWilUjfg97yjJTDGmaH9ivj\nvVHycN1CgIg4IrqaiHYQ0U4iuqj07DQiWk9EWSLaRUR3ElEcpXPOW1tbAQC7du3SW6QLFy5MQMZ7\no+XhugyDRMQBuAPA9ySPfwfgXACzJc8CAK4CcDr4i0hEadTRUbad2XJYuSzEkpeSw4aaMdPMUqWS\ntiDkaYROOc1K/5VorkSLEThtOGOdpxttV5ZylOwzeoy4rJDxXoM8XK8mcCmA7+XzeZxyyilYsWKF\n8Hx2NpvFJZdcgmg0imnTpuH1118HgAMATAP2byd2dxK6cOEsZLwXlYczawJEFAHwKyLCeeedh9bW\nVixYsEAM/8lPfoJcLoc9e/bg9ddfx5lnnokPP/wQ1dXVUwEgEAgAQMXVATvA6uhhdEnS7GjBms6q\n0VbPRiLWMDuXEe2CnhHcDkc0ad5GNUaWNpbxXkAerkcT+CYArFmzBtlsFvfcc88QAv7v//4Pd999\nN0KhEI477jiMHj0aGzZsEBP7fD4AkN+Q6giUjG9WGGW0ylOjQQlKRiq50VC+fFdpCU+rHHk+lfKS\nL2Wyws5lRCsgbwcptIywVkHa9mphlaDVrzmOw3HHHSfnPb88Dz02gbMB4LbbbsO7776LSCSCAw44\nAA899BDGjh2LcDgsLkUAvDFCuhJQVVWFQCDgeg26cGEj1GwrEt4r2zugRxM4BADWr1+PFStWIJfL\n4cc//jGuvvpq+P3+stuF0uk06uvrhzwLhULIZDLYsmVL2ejCcRza2toAOLMkZfcopWf0VFsmlOYj\n/a0m/SstRSktA7K0g9ZSplZ5ww1WGvQsq1pRnlIZapoHa55tbW2KPDV58mQA+3kPQEieVo8QEI8m\nmjhxIjiOw/z587F3715EIhFwHIe9e/cCAAqFAt5++22MHz9+SAZ+vx/9/f2ieuLChQt7kc/nAezn\nPQBlzKdHCGwFgFmzZuHBBx8U7QCzZ88Gx3FYvHgxLrnkErz55pu4/PLLMXXqVLS0tADATiEDQWMQ\n7kdTw0ifSwKVpT5LHVi0BRYtQW47ULN1KDkuWQ0jtgqtvFgcbdTa0QwNRrQZM+WptVklO1YlSIVA\nSVvXZr4KRF5FRLR161Y67rjjaOzYsbRo0SLq6OggIqJ8Pk+33HILzZo1iy6//HLxORH9VPhx2GGH\n0aJFi+g/AXyTsMVTiyuEacXRykspHUt50v9Ww8o8Weuitx3Nlj1cMEOThPfKHHWYxQoRBQC8AmC6\nDtnxBIALULoJdcqUKRg3bhyeeOIJ1QRGHXSMgrU8q/KUhmnVwWiYUhy1+HbUXQtKo5iT5VsFJU1r\npEPCe0mO44ZsImJeHeA4LkdEc8F7Ai4G8CJ4R6A/AFgCXjhcCuAjAJ8G8EcAK8ALmiKAKo/Hg8HB\nsmPPh4C1QVkZwEw+ZsDiAcbClCzplFCpHPlzvYKFBSx+F2bztAtG/AKcFqpqNADlNEp4zyNPo8tt\nmOO4LICbSh851pc+chARdQJo8nq9KBQKeop04cKFBZDwXhnPO3IDEYB9AJpYNAErMNzSWO8Iq5RO\nz5SINb6RuNJy5FpNpbxYpj168zQKpTpoaUhGaDD63q2EWnlamoAjNxAB6AGGSCMXLlw4iJGgCaQA\n3muwWFS8CckSWGksNJuP0TzsmJtr5aM1XxegNKJLl+fU0uvRIFjtBSzahVYdtMqzctR2WgNQs/Nw\nHIdisSjlvTLrrFOaQE4gyoULF85BSQDL4ZQmkFELsHLuZJX0ZRmFK8U3SosdKxpqbWyURlYruFZ5\nLO9dqwNrze310ukU9Gh5AsyslrGmdUoIJACgWCzC6x1apJ0vyayAUepESh15pMNq4WhFvbWmGCyC\nQe1/pTCl8pRoMjrtUCpHKX+1PO3iByXeE+DUdKAb4PcUqBHiwoUL+yDhvTLLvFMcOSAjhAksRicB\ndkjVSumHW9W0Q9NhgVHHnkrlqY2UZrwm1TQHpdHeqGOWEvQYSp3oR1pCwClNYACAu4PQhYthgoT3\n8vIwpzSBQYA/YyAcLjvTQBV653t2QI+0tlOyV7JPGKFB7yiqF0r0amlwWrYGLe3AiOGzEi12wCrD\nrBSs71vCe2VGeqc0gT6AP+MsGAw6VKQLFy4ESHgvKw9zShMoAEBfXx/8/rIjzspgdu5k57KjWcuu\n3fPwkeAoJc9LQCV3XLXVB6X5u1Keeh2thtumYxRadVBrAwnvDdt0wENESKVSiETKLkUdAqPLM6ze\nbyywcwlH71q53TBihKvkd29kCqUVn9VQp2cKZMUyoF5YVY7eNpDxXkoe7tR0gLLZLAqFAurqyq5C\nc+HChY2Q8V6PPNwpTSAgXERaSQgYXZ6xy8hi5yih19hoh5FS7+iplsboVIi1ra1aXnNa+2Kdfhih\ni3VqKeO9MiHglCYQFG4eEm5DceHChTOQ8d6waQKRrq4uAJU1AcAZac3qGGL1vFGvYXAkaUasNgE9\nxlSjNLNoEEr2BqdtMnYbi1nqIOO9bnm4U5pAJJFIAAAaGsruQ3ThwoWNkPFepzzcKU2gvrOTLzse\nj1eMrCbVrNwVpjUiWOk+qlWuUvkjYcXACLS0BCtWHPT0Ca1NQpXoUsvTTpixa7CklfFemSbgmBAQ\nriRvamoynIkZVU6PUctKY5PeLbP/DsxvRljp8e5jERBKedq5BKcXdhgw9eYl4712ebhT04G6rq4u\nBAIB8YZUFy5cOAMZ73XJwy3VBIioCkADgAzHcVIf5dY9e/agubm5Yh5GD6wwGr9SeUb2uLOGKcW1\nejpgRrtgmR6x7AVgmVaxOA1p0cgabkX7WrU/w2zerJDx3j55uC5NgIiqiOhbRPQmEeWJ6BMiupqI\nfER0OYB/gVc30kT0JBEdWhIMzXv27EFra6vZ+rhw4UInZLxXZhhkFgJExAH4HYD7ABwJ/mLDTwG4\nA7w/8i8BtHR1dQn3ny0EsAXAUQCqenp6EI/HK15NLh9JtAw7VoBlJNFjdzBLr1p5Qt5K+es1fuml\nU6BJKZ0QxtpO8jyE/1p5KPWJSsbCSvUz85709AlWsNTLKATeK8HU1eSfB3BBOp3GGWecgbFjx+KE\nE05Ab2+vWNDChQsxceJEHHLIIVi+fLmQ/10Ab5yor68XlytcuHDhDATeK6FWHq5HCJwMAD//+c8x\nfvx4fPLJJ5g7dy5uueUWAMCPfvQjjB8/Hu3t7Vi9ejUuu+wyYdT/LMAbJxoaGnDggQcqZi6V3kal\notYIYKdWYdXopAXWkVJPXlZAaWSXlyONY/VIp6VVKEGP1mKGFr3Q0gDNQuC9EsoMc3oMg36AH/Ej\nkQgGBwfR3t4On88HIsJjjz2Gjz76CBzH4eCDD8ZnPvMZvPrqqzjhhBNQLBaRy+U0DxSxYk3eqIFO\ny7hltFyrl60qgcWgZEc9lQyEesoxa5StlJeTfhd2GAGN0i0IQwXeK9ME9AiBagC48sorMXnyZNx9\n993w+Xx455130NvbC5/Ph2g0KkZuaGgQNy4IUwB3B6ELF85AEB4KvFd2qo+e6cBoAFiyZAm++tWv\n4sMPP8S5556L888/H8FgEJnM0FOLenp60NjYCADYu3cvAGDUqFG47777hhi5pJ+2tjYd5LCjkkol\nN24pTU2M5qk3nVGwqLh6jHhadCqFyfNWK4fVaKem1sufsRpRtaYtTkDvtEUv2trayvjpiiuuGMJ7\nJUTlafVoAocBwNKlS7FmzRq0tLTgxhtvRGNjI7xeL1pbW7FlyxZMnDgR/f392LBhAyZNmgRgqO/y\n1q1bjdfUhQsXzKitrZXvGwCAsm28ejSBDgA47LDDsGTJEmzduhX3338/pk2bBo7jcPHFF+PrX/86\nli5diq997Wv47Gc/i5aWFgBICFpCKBSquERoJaQSVw+kElpreUytvEp5Dxf0GCcrzVPlow5rOfL2\n1Fp2ZIU8D6MahDQ/lrqw0KJUnl2GSTlCoRCkvFeC8R18RPQ9IqK9e/fSFVdcQSeddBJdccUVtGvX\nLiIiKhaL9Je//IXOPvtsuv322ymTyVAJf3v00UcJAG3atImcBADiSbc+L6V8rSzPDtjRHkp5spSj\nld4oLVpl6M2vUt56aRkuKPDeH+S8rWc68CsAxzU3N3/pnnvuKQvkOA6LFi3CokWLpI/vBRBNpfhj\nzSqdL8gCq102jbopE6m7+Jpx1bUDTlrIlequ5BJsJS1CXnpdmCvlxxpf7/Knk+9DgffKNAFmIcBx\nXD8RLQTwFfA+AxvAewM+A2AZgFYAFwDYDWAigIc4jnuDiJ4QpgB67hxQocHyhjOTn5JgsBpOdphK\nNAjQYhIl4aiHMdTK0QOldGYFtdZ7YM1Hz6Bh1XtX4L2ykVjXBiKO44oA/lL6yLETQJvC85hwvJF0\nCdGFCxf2Q4H3ypYInThPIJhOp+H3+01fRur0aGiH5qE3TyVVVy9NRuogpdPsyKUUZtZxSQnyttLK\nU2s6J4WVmphaHka1C5a+pMB7pvYOGEXIvXnIhYvhgQLv1cjjOKEJRHp7ey0xCmqBdYS12rCoF1bO\ncwU4bSupNO/XspWwGO9YaGCBtF2U3ruRPlApTxZapM9Y0xtNp8B7ZULACU0gwnLzkAsXLqyHAu+F\n5HGc0AT8+Xye6Q5CM2CVpiNhOc9qi79Z67Ra3EragN50SqOo2Tzl8aT5VLKj2LGhSk9cVvsJS5ga\nFHhvWKYDnsHBQdNGwf8kmGUgFhhVf81Cy+BWiRatdFb5AGhBy4Bph3+DEowIXkC9DRR4r4wRnZgO\neAYHB+HxeBwoyoULF1Kw8J4Tw7O3UCgMIWQkedQNBx1qo5rRUcCK+FamNzJisRrO9CyZstBRiRY7\npo8sGofe9Grp5LynBEeOHCciVFU5dbq5CxcuBLDwnmMTdSPOLiPBZVYLaoaoSvSO1PoA7HUwUnet\nUVRvOmm5Rgx8RrWuSqM3q6OSnjL15C2Nq2KELcrjOjY8F4tlZbtw4cIByHivIA93QhOgqqoqrlAo\nK7tyQouWSZRgRT5a1m+18ljjma270foZXWrVq91ppdOzf9/KcvVCz4huhS3ByJJkVVUVZLzXJ4/r\nhBAoVlVVeYxoAlYtc2mpk1bAqAqoN54e1duOKYdZwam3DaTlGd22rTZtURLKeuunR2Br1cFOVFVV\nyTWBbFkcB+gY9Hq9cmnkwoULB6DAe2VHezmhCfQHAgFfLpdTDDS7XDISYKd6PlxOP0pgnaLoMRpq\nTZNY6mzHqG0mLz10OdHPA4EAZLzXL4/jhCYwEIlEHD1b0IULFzwUeC8vj+OEJjCgdCS5ACeMK06N\nnKynz+gxUo2kuT2L8w4RMWkAaukrlaf3DACt/OU0sMIqm4gVxm21+gnPFXivjBEdWSKsrq7GwMCA\nE0W5cOFCAgXeGxabAGpqatDXV7YyoRt2Lhmq5WnVqG3mZCA7YfZ8BaX5vxGXW1aNUGvl4L8NLDYT\nBd5LyeM44ifg9/uF68oNgUXNtnIHnh1GOKOGMztQSZ03Ai11XqlcszDqkWdnW4+kPTECLQq8V3Yt\nuBPTAU64tNRdJnThwlko8F6Zn0BFTYCIOACHAujjOG5H6VkI/LHiOQBbOP4UYhCRH8BkAIMANnEc\nNwigqqaGP8cgn8+XnSug13ikpGKyph8pUDMQDedIYnRJS2uEdVqz0ZoWWOlpyjKl0XvAiZ7yWHdQ\nrly5Egq8p08IENE4AH8GML30/wEA/wTwY+zXIrYR0ZUAxgO4CfuPL2onoqsAUCzGX3/W09MjvQ7J\nhQsXNqK3txcKvJeUx1OdDhDRNAAbAUzftWuXcJPJ+QBuIKKqd955Bzt37gSAgwE8DeBuAKHNmzdj\n27ZtANAM4CEAgfr6egD7LyaVlaPLnVS+a0xPeiNQ2qVmF1gNi0Zhti5KbS3kyfoejNDAGl+gQW1n\nod4RWJqHtJ4sdZCXJ/yXprfifajRCwBnnHEGFHivW56Plk1gCYDQU089hYkTJ2LdunViZsceeyy+\n8Y1vYM6cOfjZz34GgD/aeOHChfjqV7+Kk046CZdddplAZFi4/cR1GHLhwlko8F6vPI6WEDiUiPDA\nAw/ggAMOEKXMzTffjJkzZ+Ktt97Cxo0b8cADD2Dbtm347W9/i0gkgk2bNmHTpk1Yu3Yt1q5dC4B3\nXQQgd180BC1pbxZWjCB2oZLUZwmT10VppGMJ08qzEoy0p5H4Zt6ZVLNRaher+oTcmUmpjZU0B6Xy\n1WhS4D1dqwPPcxyHZcuWobGxUTyx9PHHH8f3v/99ALyUOf7447FmzRosW7YM11xzDTiOg8/nw4IF\nC7B69WoA+69FVvMalEKv6mclrMxT7aUaUYX1CCa90yu1dFphleizGmrtKH9uFS1SxpOq8UpC1AgN\nStMCrbzVylcqT/5fgfd0CYELhB9dXV1oamoSfzc2NoqRYrEYUqkUdu/ejTFjxojPa2tr0dvLax5C\n/Pb2do3iXLhwYRZyQaHAez3yNFpCQPQs6u7uFjMLBALIZvevMnR0dKC5uRm1tbVDDH8dHR0YNWoU\nAIjGie7ubjzzzDNl6o3waWtrY1b1zUp9K0YNI2rycKi2lcKtNhZaDaURUo9KrBcsS41q5bFoC/K4\nrPWTx5HGa2trK+OnBQsWDOG9EsoMc1pC4FqlikyfPh0vv/wyAP4k09WrV+Ooo47C9OnTsWrVKrFy\nf/3rXzFjxgwA/CaG6urqMi3ChQsX9qGnp2cI75VQZphT9BMg3kHoGiLCrbfeimw2i2uuuQa//OUv\n8Z3vfAcXXXQRNm/ejBdffBFHHnkkxo0bh0suuQRf/OIX0dHRgbfffhsejwczZ84EwJ9u0trait27\nd6OlpUWV6BtvvFHUBiphpBnrrIZVzi2V8hoJ7agHLI4zRttOmk5prq+Wp1I6IR7rsqm8Dlpgrdfu\n3buH8F4JZc5CqnoPEbUTUdPy5cuRzWbh9Xpx+umnw+Px4L333sOjjz6KQw89FGeddZboBfjJJ5/g\nwQcfRGtrK8477zzBW4kAcNOmTUNLSwuefvppxfKs7PQscLo8vbCKPr0d7N8NdgsBljy10hmtg5WQ\n8h6nMDfREgJfBe8tKMTZA0BtGF8K3mPw07Ln/wvgIgCYM2cOAOCVV17hCzbYWEYayWg6p2ElnVYI\nEScE5UgU/mb6mQAljcXqdyuFVt4y3vNyvDu/CFW3YY7jHiOiDQCOLsXbCaATwMcATgWvVhwM4AmO\n47YRkRfAQvBHGk8C8DTHcZuI6CKANw5++OGHTESroVIatRdstPH/XYSHEv5d6LZC09EyoBnRDuSG\nukrpWPM2qyUo0ceSt4z3GgAMWabT3DvAcdwnAD5RCHpYIW4BwLLS3xXy8KamJrz66qtaxblw4cIG\nyHivHnqEgJWoq6tDIpFAsVhEVVWVogOMEcgdKljimS3HLjg9elfSdEaSNmFEy1NzftIDLbVej5Zg\nhgZ5eqVytcJkvFcvz9exG4gaGxtRKBSEjUguXLhwCDLeGz4hEI/HAUBcr9RyhdQDFldKtXgseZtJ\nXyVk7Q8AABCaSURBVAlWublquY1qQW1uaZc7biUYcb6yu1wlOvQ49Ej7uJqLr/SjVqZaX5SnU6JJ\nxnvDIgQI4N2IAd6BwYULF85BxnsxebgTNoECgGq5JqBnHVYKtXjSudpwzK2NlGsVnUbXp9XyYnlm\nB1is/HrAmk6PLcmoRqREi14blpYtQAsy3itz2XVCCOQBVAvuwtLpgBQj2WBXCXaUzeKcIi3fifqz\ndkyrYYVRz+hSnxHGNZJOazBkGfi08pTxXp08rhPTgT5g/+EGrmHQhQtnIeO9iDzcCU0gCwDRaBQA\nxO3FRmHE+aMSjEhas3lXgpVLd0anXizlsuQxXBqEFFZPC1jD5HGU4mkt9Sk9Y5n2SsNkvBeVx3VC\nE+gF9B0s4sKFC+sg472gPNwJTSAN8FckV1dXDzmLYDih5GRkZAdYJViluZjRSqyyvxiFlRqEUhyr\nnMS04ippMSx5WKF1mdVCZLxXdty3E5qAeBVyJBJxbQIuXAwDJLw3LDYB8SK0UChk2XRAj2RlXZ6x\nwyagVZ6T6a0Gy4hnVvthGfkq5a22tGfWQU2JFtb+orddlPql8JxV45Dw3rBoAqL+7/P50N/frxXX\nUki9toyA1dDjBMysT9sBuRec0jKl2aVLqTcci5eeUjo5LVrp5XWq1HbyvNQGFimjsnoaspQrpVMp\nT47jxHM/Jbznk+fnhBAQ9f9AIGDJseMuXLhgg8BvEt4LyOM4MR0QTzg0ezsxK5wYpUeCcc1oOitV\nd6eWbFmcYirFVctbCUbqVUnrNNI2Wo5EgjagRqf0t4T3/PIynNAExKG/qqoKxWLRgSJduHAhhYT3\nynjeCU1A9A7yeDwYHBzEwMAAqqurbSvQzlHaimWr4YKShmTnngOlsqx22rHSCYu1fDuMf2rxWWwO\nSvkI8Pl8yOfzIu8B8MjzcEITEKcDgjSqqnJsB7MLF//VEDTv4dYExAPPBUI8njJhpAknXIRZwbIc\nNBK1AIBtCdQOd14rtSc7RmE78jC6hG2lZsZx3IgRAuK1RFVVVYYqZ8bLTp7eqNHIqBo6EnY5CmCp\ngx31ssqjjzUPK9raiHDU6+UnTWf1/hV5Oi3ec0IvTwo/nF5bd+HCBQ8t3quoCRBRAMCx4D3//s5x\n3CARRQAcAd4l+D2O4/KluC0AZgIYBLCG47gEJJqAVOJZDb1LRfK00vh6NQgtjAQNQIDWKOO0xmK0\nPCvfjdHy9MRnpVdraqlXqxCeC59isajJe5pCgIiOBvAXAAeUHr1ERG8CuEYSLUVEPwIwDsCVsvQ/\nBPAr4X+xWBRvK3LhwoX9EBhfi/dUOZKIvgDgeQB4++23MXr0aDQ1Nc0DMK9YLOLNN99EMBjE5MmT\nIwDuAfgLSp9//nkEAgEcd9xx4Dju5lIZOQABJWmkZ36kBTOjgRENwkqj2nDZDZRGJ73ONFaULUDv\nvNtqSPsii31BaWTVaxCUp9Gr6bAapyV8Veaoo2UT+AUA3HvvvZg+fTo2btwIgL/kcObMmbjqqqtw\n6qmn4uKLLwbAX308Y8YM/OY3v8FPf/pTLFiwQLBG3gj+5iIUCgVXE3DhYhgg4b1BeZiWEBhNRPjg\ngw8wdepUUbJs2bIF3/3ud7FmzRqsW7cODzzwAIgIv/jFLzBnzhw8++yzWLVqFdLpNF588cUhGWo5\nCRHREOkrl47yjSRmYTYftXmdfE7GmlelEYR1U4tZsNDyn1i2tHxh1NTb1kp9VpqfWnlKz8y+ayF9\nJMLvHJbw3oA8rpYQeJjjONxzzz0IBAIIBvkDSebNm4czzzwTAPDggw9ixowZ4DgOK1euxLe+9S2R\ngOOPPx7r1q0T6wYAfX19CASG7l9Qagh5AygJCJZG0opjZ4ezYqeYHNIO6gT+nVZy1NrTqTooCX95\nP1Wb/pjpnyz1K90MLuW9PnkcLd38CgAXA/wppc3NzWJAJpPBd77zHaxbtw4rVvDXDnZ0dKChoUGM\nEwqF0NnZKfwtAvxBh8Khhy5cuLAPcgEi4b2yU32Y/AR6enpQX89fXJLL5TB79mzU1tZiw4YNGDt2\nLAD+5tOOjg4xzZ49e6SCIwsA6XQa4XAY77333hD1Vvi0tbWJFWAxTCkZVLTiGIGWtFYL00s7a3lO\nwqzzjt42M1OW2vTRiIFWPpIr0a022gPl71ZrimilZtfW1qbIU1OmTAGwn/egUwjcLvzwer2i++HS\npUtxyCGH4I477hBVDQCYPXs2nn76aQD8/OPpp5/G3LlzheBuYL9K0tdXppG4cOHCBhieDhARB+Cb\nRISLL74Y3d3dOPvss/H4449j165dePvttzFjxgykUimMHj0azz77LC6//HLMmzcP//jHP/Dee+9h\nwoQJghTqBbCjWCx+NpfLIRQK2XLYqFGJWmnEMOJ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"text": [ "" ] } ], "prompt_number": 26 }, { "cell_type": "code", "collapsed": false, "input": [ "nx.draw(G, \n", " pos, \n", " node_color=comm,\n", " alpha = 0.6,\n", " with_labels = False)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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Li3nyySf7bEkLwulKBKjwjdfa2sp//uf/0NycQyiUTCSiM3LkCMzm3gUSLBYn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l5OIBAQO0yfzyeySeXnUNbXmkwmMpkMsVgMm9nHZz+lp742C7MHg4GclEmRQ0dUZIPNJWHUMDuv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\ni5sJhsK4PZ7C6d5YPEZe15FlG4pdIeAP4HDYkW027HY7oUO7+Maay1l39VX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"text": [ "" ] } ], "prompt_number": 27 }, { "cell_type": "code", "collapsed": false, "input": [ "D = pdist(A, metric = 'jaccard')\n", "hc = hierarchy.average(D)\n", "Z = hierarchy.dendrogram(hc)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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tNzQ04Pf7SafThEJ1jk1RFGUrIJuFau0EPKln3ZtcwB4GMpPJEAzWOTZFUZSt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\nvao465azmDSVsTPwamDASVPIucb3gT2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"text": [ "" ] } ], "prompt_number": 28 }, { "cell_type": "code", "collapsed": false, "input": [ "comm2 = hierarchy.fcluster(hc, 4, criterion='maxclust')\n", "comm = comm.flatten()\n", "metrics.adjusted_rand_score(comm, comm2)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 29, "text": [ "0.11638609695134744" ] } ], "prompt_number": 29 }, { "cell_type": "code", "collapsed": false, "input": [ "nx.draw(G, \n", " pos, \n", " node_color=comm2,\n", " alpha = 0.6,\n", " with_labels = False)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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WVhtlI+26m3CO/wmPPvs3GhsbefW113n8jfXk/ul5cn52Gy2BEA319Wg0GrKz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\nMjISIhaTiEYXCyVXAUnKryBTqRSiKBIIBMjl4qTiQzgJI6LlH0SQUUQRb0j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