{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "# Procedure graphs (and the handshaking theorem)\n", "\n", "Raphael Leung\n", "\n", "Our team recently made some ontologies for statutory instruments for an SI tracker in time for Brexit secondary legislation. \n", "\n", "You can represent procedures in many ways (say, different RDF serialization formats or different tree/graph data structures). But often the most intuitive way of explaining it is just to draw out the steps and show how they lead to other steps. \n", "\n", "This is a directed cyclic graph -- you can think of procedures as many dyads (\"procedure routes\") with two nodes which are from and to steps (\"procedure steps\"). There's direction (a step causes/allows/precludes another etc), hence directed. And there are self-loops, hence cyclic.\n", "\n", "For work I tried turning this graph into different types of graph formats. E.g. \n", "Graphviz/DOT ([docs](https://www.graphviz.org/)): [procedures.azurewebsites.net/procedures/4/graph.dot](http://procedures.azurewebsites.net/procedures/4/graph.dot) and \n", "GraphML ([docs](http://graphml.graphdrawing.org/primer/graphml-primer.html)): [procedures.azurewebsites.net/procedures/4/graph.graphml](http://procedures.azurewebsites.net/procedures/4/graph.graphml).\n", "\n", "Along the way, I discovered some interesting tidbits of how we commonly represent and analyze graphs. So this is my brief forray into the massive universe of network analysis...\n", "\n", "### First, fetch the data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "200\n" ] } ], "source": [ "import requests\n", "\n", "r = requests.get(\"http://procedures.azurewebsites.net/Procedures/4/graph.graphml\")\n", "print r.status_code\n", "with open('procedure.graphml', 'w') as f:\n", " f.write(r.text)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "I'd been told by people who study networks that GraphML is one of the preferred formats. It's XML-based, fairly straight forward, and can be loaded into and out of common tools like Gephi, yEd, etc.\n", "\n", "I wanted to try loading it into `networkx`, a sexy python package that seems to have a lot of built-in graph analysis functionality, without the need to download a local software GUI etc. I decided to use a slightly older version of the package (when their read_graphml function was more lax) which isn't compatible with python 3+ why this is in python 2.7.. The `read_graphml` method only take file paths, so it's saved to disk instead of loaded from memory.\n", "\n", "Since it's an XML format, you can parse the data in that format if you want to. Here are 5 edges with their vertices, e.g.." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "https://id.parliament.uk/ADYK7qyp --> https://id.parliament.uk/nveorPPO\n", "https://id.parliament.uk/dnWpdwUf --> https://id.parliament.uk/FYeLHMEw\n", "https://id.parliament.uk/EQvIVxb9 --> https://id.parliament.uk/VQx4bcZV\n", "https://id.parliament.uk/FYeLHMEw --> https://id.parliament.uk/JqzvdWEL\n", "https://id.parliament.uk/ADYK7qyp --> https://id.parliament.uk/M28y2NsI\n" ] } ], "source": [ "from xml.etree import ElementTree as ET\n", "import itertools\n", "\n", "root = ET.fromstring(r.text)\n", "graph = root[1]\n", "print graph\n", "\n", "ns = {'graphml': 'http://graphml.graphdrawing.org/xmlns'}\n", " \n", "for route in itertools.islice(graph.findall('graphml:edge', ns), 35, 40):\n", " fromStep = route.get('source')\n", " toStep = route.get('target')\n", " print fromStep,'-->', toStep" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load into networkx" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Name: \n", "Type: DiGraph\n", "Number of nodes: 42\n", "Number of edges: 89\n", "Average in degree: 2.1190\n", "Average out degree: 2.1190\n" ] } ], "source": [ "import networkx as nx\n", "\n", "G = nx.read_graphml(\"procedure.graphml\")\n", "print nx.info(G)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot a degree count histogram\n", "\n", "One of the most common ways to describe a graph is its degree distribution. \n", "\n", "For each vertex degree count is simply the count of the number of edges (in/out) connected to it. And degree centrality weights this with num of nodes, so it's fraction of nodes (0-1). " ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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00M2bN/Pkk0+yd+9ekpOTCQQCLF269OKdxwi6m0wmVqxYwZIlSzh69Ch/+MMfKCwsZMmSJdNeuCcaJQQKxeXYsQPDpz9NrkZDIBDg8KxZ7PR6+eHs2Xz3/HkCQqAHDn7xi9z20Y9etyVRioqKePvttxkcHLwuykkPDAwQDAY5ffo0+fn5HNuzh+QzZyi87bYrygqKi4tj+fLlLFq0iGPHjvHHP/6RgoIClixZEk7jvQFQMQJFTJn2MYJRJnLxCsFn1q4Fq5Vkn4/N8+ax6O67sVdUTHv/+uXYvXs3WVlZzJs3L9amXJbOzk5eeOEFXC4XcX/6E1sPHCCk1aIHNNu3X/V4gcHBQY4dO8aJEyfIz8+nrKzsuhWE8cYI1JzFCsWlqKsLT+k4jIAQ2LxezGYzX/z+97nrX/6FguXLr3sRgLB7qLq6OtZmjIv09HQ2bdpEhhBsPXAAvd+PcWAAzcBAOEB8lXMsG41GysvL+djHPkZiYiLPPvsse/fupaenZ4LvYPqgXEMKxShIKcMNu91OwOsd8UMxAAVr1/Lpb3yDlJSUWJk4KeTk5OD1eunq6ho5uG2aEQqFcDgctLS0YHY48MPIwXoTULHUaDSybNkyFi5cyPHjx3nuuefIzc2lrKxsxv3flWtIEVOmo2vI4XCwd+9e1qxZw1tvvcWRb36Tb1RXExACo0bDXx54gCU//CGpqamTb3AMeOeddwgEAtx8882xNmUEvb29NDU10dTUREtLCwkJCeTm5pJnMpG1YgViaIQxMClzGPh8Pk6cOMGxY8fIycmhrKxs2n8HxusaUkKgiCnTTQjOvvkmJ3fupCM+njfPnqWlpYWenh5yjUbev3gx2qIi1t1777Qo0DZZ9PT08Pzzz3P//fePnKBmihkcHKS5uZmmpiaam5sJBoPk5uaSm5tLdnY28fHx7+08yniByaop5Pf7o4KQlZVFWVnZtO09KSFQXBdMJyHo/dWviP/bvyWg0YDfz7esVmpvuolNmzZRUVHB8ePHWb9+PTk5OVNncIx4/vnnWbRoUXTugKkgGAzS3t4ebfhdLhdZWVnk5OSQm5t7+afvKZ7n2O/3c/LkSY4ePUpmZiZlZWWkp6cjpaS2tha73R5TIQUlBIrrhGkjBKNkBw1qtfz0b/+W+776Vex2Oz6f74ongLleOX36NHV1dWzcuHFSrxMpH93U1ERbWxupqanRht9ms8W8IR0PgUAgKggZGRmkpaVx+PBhkpKSWLp0KSUlJTG7DzWyWKG4EiLZQcOEAJ2OT6xaxayhp+IbRQQACgsLOXDgAF6vF5PJdPkDxonH4xnh7tHpdOTk5FBaWsptt912XYxfuBCdTseiRYuYN28ep06d4je/+Q1CCPLy8ujt7eXw4cMsXbqU2bNnT1thU0KguOGpra1FIwR5Ph/DOyh6IZi1alXM7Ioler0eu93O2bNnWbRo0WX3D4VCuFyui3zlgUCA1tbWaMPf399PdnY2OTk5LFu27LrNzx8NnU5HQkICc+fOpa2tjZMnT2I2m8nLy6Ovry8qCHPmzJl2gqCEQHFDc/LkSfbv309fXx/zPvxhNj71FAEh0IVC4UFJN3C54jlz5rB///4xheDCLB6fz8cnPvEJ3G539Knf4XBgsVjIycnh1ltvxWq1zojxFmNhsViYP38+er2erKws2traOHXqFPHx8eTn5+N2uzn5+ussTU0lf/VqtJmZsTYZUEKguIE5ePAghw8fprOzkzNnziAXLqRv+XJK4+JYdPfdN7QIAGRlZREMBnGeOoXF7WYwK4tmny/6dN/X1weESz24XC66u7v5xS9+QV5eHrm5uSxatIisrCz0+gun45m5JCYmcuutt1JWVsaRI0ei5cfb2tqorq7mfQ0N3P3aa0idLjyad5rMmKaEQHHDEQqFeOvFF2mrrKQ3GOSsw8H8+fNpbGwka/lyFt5339RHsacpN50/T8qnPoVfp0Pr93P+k5/kTFkZLpcr2vgHg0FSUlJIS0tj4cKFkx5gvh5ISEhg1apVLF26lKqqKnQ6HXazmfsfeQR9IBCdMU1u3YqYBjOmKSFQ3HA4HnyQin/8RwIaDZpAgD/fey972tqoqKjg3nvvndGuiyvC4cD+b/+G8PlgqNLqrQ8/zLN9fYiMDFJTU5k7dy5msxkhBHFxcTPK5z8RJCQkcMstt7B06VLOPfEEAa02LARDhDQatNc4AnoiUEKguLFwOLB95zvg90e//OueeIL+n/2Me+69d9oF8WJKXR3igkyqkE7H2oICOgsL0Wg0ZGZmRgd5paenKxEdA7PZzKK77yb05S+P3BAIhMc9xJhJEwIhxHZgC9AhpVwwtO4nwF2ADzgHfEZK6ZosGxSKixgtTVSv54NLl6LVamNm1rTEbo/2BCLopCR/9WpuWriQzMzMaTvj2rTEasX105+S9LWv4RcCnZQc+dKXWD4NYlGT+V98GPg58Oiwda8C35ZSBoQQPwK+DXxzEm1QKEYySuOmB0RxcUzMmdZYreFg5tathHQ6RCCAbts2yu+4I9aWXbcYP/1pHh8YwFVVhddmw7ZgActjbRSTWIZaSvkG0HXBuleklBEHWSUw/adCUswshhq3UFwcPpMJaTIhtm2LuY922nLvvVBfj2b3bkR9/bTIcLmeMZvNBNPS6CwspFOjwefz4fF4Ym1WTGMEDwBPjrVRCPE54HPAdTvjk2J6UrtiBQd/+lPumDsXw4IFSgQuxxhTPSqujuTkZEwmE11d4edkl8s1soBeDIhJZEwI8V0gAPx+rH2klL+WUpZLKcut6kuomCCam5vZt28faz/yERKGZhlTKKaSlJQU4uPjoz2B6TDhzZT3CIQQnyIcRL5dXg8V7xQziA52797N+vXrsVgssTZGcYOSkpKC0WjE7/cTDAZxuWKfLzOlQiCE2EQ4OLxaShl7x5jiBqIb+F9Wr15NVlZWrI1R3MCkp6eTlZVFcXExc+fOpaioKNYmTWr66A5gDWARQjQBPyCcJWQEXh3KN66UUn5hsmxQKML0ATuBFeTn58faGMUNTn5+Pvn5+cTHx5ObmzstJjmaNCGQUo6WXrBtsq6nUIyOF3gJWAyUxNgWheI9kpOTp0V8AGIULFYopgYf4Z5ACbAgxrYoFCNJSUmZFvEBUEKgmLEEgF1AFrAsxrYoFBeTkpIybXoEany4YkZhwYGd89RRixMbcHOsTVIoRiU5ORmXy4WUMuY1mlSPQDFj+Bg7qCefV7mdej7NR2kFVBE0xfTEYDBgMBjo7++PtSlKCBQzAwv1bGMr8XhJoZ94BtnOX2PBEWvTFIoxmS4BYyUEihmBndfwMXJ8oh89duqAsMuonHfAoYRBMX2YLgFjJQSKGUEdJgwER6zT46cOOx/j90Muo/WQnw87dsTISoViJEoIFIoJxImeB/gAHgQ9GPFg4gG2AV628cCQy6gnPA/B1q2qZ6CYFkwX15DKGlLMED7Ik2SwGw921lLHfTjJopyn8aFhRG1HvT48QY0qOKeIMdOlR6CEQDGD8OJkFk7WEx4/AHUEL3IZ4fdPi+kBFYrExES8Xi+BQCCms70p15BiBtEFJAKDQ+99OHHzAFvwoKOHOPx6PZ6HHlK9AcW0QAhBUlJSzN1DqkegmCGECBeXSyBcWgLADaTwJJns5lvYMbF91wocwG2xMlOhuICIeyg9PT1mNqgegWKG0ENYBOJ4TwjSgDuAhTi5h4N8kNJVq2hubqa7uztWhioUI5gOpSaUEChmCN1AKuFO7vDJ6euAUmApMBe9Xs/ixYs5ePDg1JuoUIxCpNRELFFCoJghdBEWAj3gH7a+DigYsee8efNob2/H6XROmXUKxVhMh8whJQSK657wqOFKLIQIC0EkWDwAOIDcEfvrdDqWLl2qegWKaYFyDSkU18h7heb+kXrW8lGO8F6PoAHIZrSciNLSUrq6umhvb59CaxWKizEYDOh0upgWn1NCoLhuseAYVmjOSzxetvMwFiIun1oudAtF0Gq1LFu2jHfeeWfK7FUoxiLW7iElBIrrFjt1+DCMWOdHi502wr2CFiBvzONLSkpwu920tLRMqp0KxeWIdakJJQSK65Y67BhGZAiBniB1JAGNgA0wjnm8RqOhvLxc9QoUMUf1CBSKq8SJlQfYhgcTPSThwcADfAgnIeBdxnILDaeoqAifz0dDQ8Ok26tQjMWMFQIhxHYhRIcQ4viwdWlCiFeFEGeH/qZO1vUVNwZPci/51LOOV8jnH3mSbuBt4Hkg/7LHCyEoLy9XGUSKmJKSkoK3oQHeic2cGZPZI3gY2HTBum8Bu6WUJcDuofcKxTXhxMpBbsLJLEBLeExBPGAa1/EFBeGeQ21t7WSZqFCMSiAQoK6ujoYf/Yi7v/IV5Lp1MZkzY9JqDUkp3xBC2C9Y/X5gzdDrR4DXgG9Olg2KGw0tFpKxc4w6luEkyHi/4hUVFVRWVmK322M+kbhiZuP1eqmvr6euro7m5mb0Lhf3/uQn6P3+cGVcCM+ZsW7dlBVHnOqiczYpZSuAlLJVCJEx1o5CiM8BnwPIyxs780OhiPAx3mYbT+IjiIGHeIAlPMknxnXsrFmzOHz4MOfOnaO4uHiSLVXcaLhcrmjjHxm7MjAwQGdnJ+aTJ/ETHgoZZYrnzJi21UellL8Gfg1QXl4uL7O74gYnPKbgYeIJDE1C42c7n2c3m3Ayvh9TRUUFb7zxBoWFhWg0Ko9CcfVIKeno6Ig2/pFAsNvtxul00tnZic/nIz09ndTZs0eKAEz5nBlTLQTtQoisod5AFtAxxddXzFAiYwrih6WT+ofWj1cIsrOzSUhI4MyZM5SWlk6SpYqZSjAYpLm5mbq6Ourr6/F6vYRCIXp6eujs7KSzsxONRkN6ejrFxcUkJSUhhCAxMZHz3/0uJT/8IcJgQPj9sG3blM6ZMdVC8DzwKeCHQ3+fm+LrK2Yoo48p8FHHmN7HUamoqGD37t2UlJSg1Won0kTFDKW2tpaamhoaGxsJBAIEAgG6u7txOp10d3cTHx9Peno6CxYswGw2A2CxWLDb7eTn5783D8GXvhR2B9ntUz5x0qQJgRBiB+HAsEUI0QT8gLAAPCWE2Eq4EMyHJ+v6ihuL8JiCf2U738GPRA88wHycnGc8aaQRbDYbaWlpVFdXM3/+/EmzVzFzqK+vp7q6OvrU39vbS3JyMunp6RQVFWEwGNBoNGRlZUUb/4SEhItPZLXGbOa8ycwauneMTbdP1jUVNzZP8gF248DOK9RhwkkqsAdYDpjHfZ7y8nJ27drFnDlzYjqPrGJ609XVRV1dHadPn+bw4cOkpqaSmZnJvHnz0Gq16PV6Zs2ahd1uJy8vD4PBcPmTxgj1LVfMIHQ4KcKJhXDD3w80AQeB1eM+i8ViwWaz8dZbbzE4OEhZWRkpKSmTY7JiUhkcHCTY1kZ8R8c1u1xCoRDt7e3RGEAoFMJut3PHHXeg0WiQUhIfHx996s/Ozr5u3ItKCBQzCD2gwUISdnqoQ48TDeC5orP09fUxODjIjh07qKioIBQKsW7dukmxWDE5dHZ2cuLECUK//z2rHnkE4uLA5wsHYe8dy1lxMYFAgKampvCgr4YGzGYzdrud9evXj5hjePXq1aSkpGC1Wq/LcShKCBQzCN3QWIIX8SEwIHmA+3iSHkAC4/uBOhwOWlpaSElJobm5Ga1WS2dnZ0wnF1dcnlAoRG1tLSdOnKCtrQ1ddzcf374dbSAAg0OTFY1joFZkwFd9fT0tLS1YrVbsdjvl5eWj+/aB2bNnT8YtTRlKCBQzBgsDbOOxYWMJYDtPsJvZOKkH7OM6T0FBAenp6eTn51NVVUVWVhYHDx5k48aNk2W64hro7+/n1KlTVFdX4/F4cLvdHD9+HH1VFR+FkYXKxxio1dPTE3X5dHV1kZubS1FREWvWrMFoHLuC7UxBCYFixmDHiQ898dGpKsGPBjttODnCeIVACEFFRUW0F9Dc3Ixer6ejo4OMjCtLR1VMHq2trZw4cYLa2tqo//748eO0traSk5PDijvuwHj8+MiDhgZqSSlxOBzU1dVRV1eHz+cjPz+fpUuXXle+/YlCCYFixhAeSxAYsU5PgDrSgTNAO+E5Ci5PXl4eGRkZDAwMcOTIEbK/LoaXAAAgAElEQVSzszl48CCbN2+ecLsV48fv93P27FlOnjxJV1cXfr+f+vp6Tp48icfjobCwkJtvvhmz2UxOTg5d//EfWL/1LYRej/T76fzxjzlVXU19fT1Go5H8/HzWrFlz3fr2JwolBIoZQ3gswXa28xn8CPT4eYDFOKNzGB8G7hj3+SoqKujo6MBqtdJ95gyDLS205+VhW7BgUuyPEAwG6enpwXX2LHbAl51N3KxZk3rN6U5fXx/Hjh3jzJkz+Hw+3G43Z86c4fz582i1WubMmUNJSQnx8fHMnj2b+fPnk5KSwuDgILU33YTz4EHOBYOY8/KwJydz1113kZycHOvbmjYIKad/GZ/y8nKp6sXPTCbjIcxCK3Z+Sx3gpAGYDaQAzbhcX7miBuDFF19E/8wzrHnsMdDr0QaDaB5+GM19912znaFQCJfLRXd394ilp6eHwrfeYvWjj6KJiyM0MMDZb3+bWd/4xpjByplOS0sLzz//PA6Hg9OnT9Pe3k5iYiLz5s0jJycHi8XC/PnzKSkpYXBwMOrycTgcZGdnR3P5TabxlSafKQghDkkpyy+7nxICRSyZvN64A6gHkoA3CaeQVrNnzwdZu3btuM/Sfvw46WVl6CLlgYGg0Yior0djG5+b6ULefvtt6urq6O3tJRQKAWFRGBgYwOPxgMPBP/z85xgC77m5fDod//mVr1CwfDkrV668ofzYkeDvQw89RFdXF+np6cydOxer1UpBQQHz58/HYDBEC7z19/eTl5eH3W4nNzf3hh4UOF4huHE/IcUMxzq0QLiaSQCo5dlnn+Xmm28mLi5uXGexeb0EDIb36sQDASE48tRTLP/yl6+4SmmkKmVNTQ0ej4f+/n48Hg9erxej0Rh2bfT0ENJqYbgQSEmgpob9Ph979uwhNTWV0tJSMjMzSU5OJiUlJfo3Pj7+EhZcPzQ3N3PkyBEOHz5MIBCgvLwcv99PVlYWc+bMITU1FYfDwWuvvYZGo8Fut7Ny5UpsNpuqHnuFKCFQ3ACsAp4B7qG29v+yc+dO7rnnnvEdarejHXpqj+L3c8rrpefVV1m3bt2oT+ZSSnp7e0d1+3R0dNDW1obZbCYtLY1Zs2ZhMpmi54nr60N3wQxVOik51NlJSloa+fn52Gw2ent7SUhIICUlhY6ODs6ePYvL5SIUCl0kDpHX070X4fP5OHv2LIcOHaKxsRGNRsPKlStZtmwZRqORyspKgsEgp06dIikpCbvdzqZNm0hLS4u16dc1SggUNwBGwiUmXueee+7hkUcewWg0YrPZKC+/TK/ZakVs24bcuhU/IAIBHly4kAOVldxuNhMKhVixYkW00e/q6oo2+HFxcaSlpZGamkpubi4LFy4kNTWVlpYWdu3aBYDZbCY1NTW6X2pqKikpKeiys2HrVqRej/T5ePMTnyDU3k5TUxM6nY6mpiZyc3MxGAz09vby8Y9/PFrLZmBgIBxsdrno6emhpqYGl8tFX18f8fHxI8QhIhCRqphTjc/ni2YAGQwGqqqq8Hq9GAwG1q1bR2FhIU6nk8rKStra2rDZbNEn/1jZPBNRMQJFTJnajL03+MlP3mbnzp0kJCRw66238uUvf3lcAUTZ0UHnoUM8W1XF+b4+9u3bx8DAALNnzyYnJ4dbb70Vi8USbcxTU1PR6y+abgQIN37d3d2kpqZeuhCZwxEtSxxKT+fUqVM89NBDnD17liVLluD3+/F4PKxevZr777//su6QUChEX19fVCQiS09PD4FA4KLeQ+TvWD7248ePYzabSU5OvuLehtvt5ujRo+zfv5+GhgY6OztZunQp6enpzJkzB4PBQEtLCy6Xi7y8PPLz85k1a9a0Ltw2IQz7n09EJVIVLFZcF0ytEPj49l9/GW1jI2d8PuLz8/nwhz88YmyAlBK32z3CndPV1YXL5cJoNGIymTh58iR+v5+qqip8Ph+bNm2iuLiYjRs3TnpgMhQK8eijj/L4448ze/Zs7HY7drsdn89HWVkZs2fPvir/+ODg4AiBiLzu7e3FZDJdJBBms5mnnnoqerwQIuqmutAlFY1ZOBz0vPsuB51OXjtxgubmZgYHBwmFQmi1WubPn09+fj5Syuh9ZWVl3RD+/u7ubrp+8QsK/v3f0RiNV1UXaTSUECiuC6ZSCD7GDh4zfobBUAhNIMCOdet41WLhU5/6FEajke7ublwuFwaDYcSTfVpaGikpKdGnUa/Xy4svvojT6WT//v10dXVx++23U1paysaNG8fsCUwkp06d4ic/+QkZGRl873vfo7+/n0OHDtHT08PSpUuvWhB27txJpE2IDLDyer3RoHZ/fz/9/f04nU5OnTqF0WiMLnFxcdHXkd6BEAKdTkdFTQ1bnn2WgBBoQyEeXLyYPRkZ6HQ64uLiSE9PZ9asWXz+85/HGqOa/FON2+3m3Llz1NTU0F9Xx73f/nZ4AvsIJhPU119Tz0AJgeK6YKqEwIKDevKJxxtd5wU+vmoVA4mJrF+/npycHBISEjAYDNFGUAgx6mufz8eBAwdwuVxRH/eyZcui/mudTjfmsRP12uVy8fTTTxMIBLjnnnvIycnB4XBw4sQJ3G438+fPp7CwcESjfLlzPv744xcJwYX7QLi6Z3V1NYFAAL/fj8/nIxAI4PP58Pv9aLVaDAYDOp0Os8fD02+/TdywtsYLrCkoIJSeTlpaGiUlJcybN4+srCySk5OJj49n7ty5M27Q18DAAOfPn6empoa2tjYAent7Mbz7Ln/95JPEDxeCpCT485+houKqr6fSRxWKYbw3p/F7QuAXgnwgbvFifD4fdrudtLS0aEMopbzk6y1btvD6668THx/P8ePHeffdd9FqtbS0tDBnzpxLHjt8Gc+1xnq9fv169uzZwy9/+UtWrlzJ3LlzsdvtdHV1UVlZyd69eykqKiI7OzvakF/qnHV1dSPWXbhP5L3X6402/IODg/iHGjCtVotGo2FwcBCHw4HH42Gxz4cPGJ6w6xeCbJ+PpmHXbWpqQqvVkpCQQFJSEps3b2bOnDmkpaWRlJR03bqI/H4/dXV11NTU0NzcTCgUor+/n46ODhwORzj11WKJ6QT2SggUNwSjzmksJTVtbVQcP87ij3yE6upqNm/efEXlpufNm8dLL71ETk4Ohw4dwul0Mn/+/Cmd5nL9+vW8+uqrvPHGG2RnZ7N58+ZoALy1tTXqMiorK6O4uPiSDWpra+tV2RAMBvF6vbS1tdHY2Eh3dzezZs0iLi6OZJ8Pw5/+BMPERA94hgr4RZ6MNRpNdBFC4HA4SExMxGAwYDKZsFqtbNq0ifj4+BHLdKwOGgwGaWxspKamhoaGBgKBAAMDAzgcDjo6OggEAmRkZDBv3jwSEhIQQnD8a19j8YMPxmQCe+UaUsSUqYwRfJQd7DBtJSAE0ufj2bQ0tnR0IHU69EDdP/0TbxUUcOedd15RXrrP54tmIvX29vL222/zoQ996PKpqRNMVVUVzz//PBaLhXvuuYfMzMzottbWVg4ePEh/f/8lBaG5uRnginonw90dOp2O4uJi8vLy0Gq10d6D79FHWfrQQ/iFQBsM8uPSUl7LzCQ3N5dQKITf72dwcDDaw/D5fMyaNQuj0Rh1MVksFtauXUsoFMLj8USXQCBwkTiMtsTFxV1xr8Ln8yGcTvTNzZfN5JFS0traSk1NDefPn8fn8+Hz+XA6nXR0dOD1erFarVitVpKSkhBCkJGRQXFxMYWFheGgusoaGhslBDOXqS74KDscBGpq2PP226z++tcxBoPRbQG9njd37KDB62XLli309fVhNBrHVXo64hcHeOmll6isrGTTpk3ccsstU1rVsr6+nj/+8Y8Eg0E2bNjAokWLRmxvaWnh0KFDeDweysrKKCoqumqXi9Pp5OTJk5w/f578/Hzmz59/yc/q/Ftv8e5zz3EuGOR0VxelpaWYTCaWLVuG0+mkra2Nzs7OqKspKytrRIA6JSWFnJwcANLS0qJLUlISJpMJn883QiAuXAYHB9Hr9eh0OrRabdSNFYl/RMQtIkxerxf7gQOs/f3vL5vJ43K5ePHFF6PC1NnZSUdHB319faSlpZGRkUFKSgoajYbU1FSKi4spKioiKSnpqj778TKthUAI8TXgrwlPG3UM+IyUcmCs/ZUQzFymXAiGvu7y7bfxrV6NceC9r53XYKDnmWfonTOHl19+GY1GQ2JiIlu2bMFisYz7GqFQiFdeeYU333yTVatWcfvtt0+pf7urq4tnn30Wp9PJ4sWLWbt27UX59y0tLRw8eBCv1xvtIYxHsEKhEOfPn48GpOfNmxdt0MfDwYMHOXz4MOfPn8ftdrNgwQLy8/PZuHEjGo2GYDAYTdmNLJ2dnXi9XlasWMGiRYvweDwXbe/p6SE+Pp70oeCzXq+ntbUVIQQDAwMjMp8iT+rDl0idJ6/Xi9cbjiMl+3z8cteuEQ8LY2Xy+P1+HnzwQRobG3G5XCQnJ5ORkUFaWlo07lFcXExxcfGUjoKe0GCxEOJ9Usq/XG7dOM+VA3wFmCel9AohngI+Bjx8pedSKK4WUVCA8YKGTwQC/Op//5fbU1Pp7e2lvr6ehQsX8tJLL7Fly5Zxxw40Gg0bNmxAq9Vy4MABBgcH2bRpE6dPnyYvL4/ExMTJuKUoaWlp3Hfffbz88sucOHEiWqlz1apVUUHLzs7m7rvvprm5mUOHDnHkyJFoD2E0QRg+C1hKSgqLFy8mLy/vigVu2bJluFwupJScOHGCmpoaNBoNlZWVrFy5Eq1Wi8ViuUh4vV5v9FoRV09ubm50eygUoqenJyoO1dXV7Ny5k4GBAYxGI3q9PrpEXFaRDCefz4eUEr1eT2JiIunp6Wg0Gma1tYVrPg0XgmEznIVCIVpaWqipqaG+vp5AIBDNgNLr9cTFxVFUVERRURE2m21az3cwrh6BEOKwlLLscuvGdcGwEFQCi4Fe4FngQSnlK2Mdo3oEM5dY9QgA2LEDtm4lqNUi/H66f/pTvnf8OLW1tWRlZWGxWOju7mbRokWkpKRw1113kZqaegXXkuzdu5e33nqLuLg4DAYDycnJbN68eUqeCkOhEPv37+eZZ56hq6uLefPm8bGPfYzCwsKL9m1ububgwYMMDg6OEISWlhZOnDhBS0sLxcXFzJs374o+g9EIBAK88MILtLW1UVVVhc1mIzc3l9WrVzNnzpwxj4u4ayJP+MOXC9f19vZy8OBBtFotwWCQYDBIIBCIZjoZDAYSExNJSkoiOTmZpKQk4uPjRwhbXF8f93372yMqz2Iy4Th4kLMuF+fOnYs+6RcWFtLX18fLL79MQUEBxcXFZGdnxzzTaUJcQ0KIm4GVwN8B/zVsUxLwQSnl4qs07qvAvxNOJ35FSnn/KPt8DvgcQF5e3rL6+vqruZRiFGLa+F5AzG25IDjX39/Pww8/zJ49e/B6vSQnJ6PX66moqMCm0XDH3LkkLlw47kCelJInnniCZ555htTUVBYvXkxiYiKbNm0aEcydLI4ePcof/vAHzp07B0BmZiYf+chHWL58+aj7NzU1UVlZSUNDA3q9noyMDBYuXBh9yp0oPB4Pf/jDH2hvb+fIkSMsXLiQzZs3I4QYs4EHMJlMmEwm4uLioq+Hr4sEhQ0GA9u3b7/oukII4uLiEEKMcA15vV78fj9paWnYbDZsNhtZWVnkvPEGcV/+MiGdDunzUfnZz9K8alXUxz98nIOUkmAwOK3KXk+UEKwG1gBfAH45bFMf8IKU8uxVGJYK/AH4KOACngaekVI+NtYxqkcwscS88R3GdLIlgs/nY9euXbzyyis0NDTg8XjY0NnJ106ciGYYiSsY/r9371527txJfX09ZrOZxYsXYwVuLyoic8WKSU0RrKys5OjRo3R3d3Py5Ek0Gg1Go5H3r1zJ+pISdMXFdA09NXd3d3P69GnOnTuHVqtlcHCQ+Ph4FixYQE5ODsLpJNvnI660dEybI43qpZ7WI0t3dzfHjx8nKSmJUCjE6tWrsdlsFzXwkeVKG9iTJ09Gy4JEhCMiAqNxYXyiubmZ6upqes+dI3NggLSyMkpWrqSoqCgah5juTGiwWAiRL6WckEdyIcSHgU1Syq1D7z8JrJBSfmmsY5QQTCzTqfGdTrYMJxQK8cYbb/Dqq6/irq3lR08+SdzwctRXMPxfSslf/vIXnn/+eRobG1nV1MRn33qLkE6HXko027dfc02ZS1FdXc3+/ftxu92cOHGC8rNn+fT+/Ui9HgPw0j338EpaGv39/WRmZpKZmRmdr8HpdHL+/HmWVlfz2bfeQmM0ogkEOPed79B8660XNe6RkhGjPa1fuM5oNOJyuUhJSaG2tpbKyko+8IEPxHQ+heGpsC6Xi4KCgmiV1+EB6u7ubkwmE2lpadEA9aUGvoVCIULt7eiamiYsNXQ8TPTIYqMQ4teAffgxUsrbrsK2BmCFECKesGvodkC18opphUajYc2aNZjNZg796ldInS6cPjhEQKOBmhp04/hBCyG45ZZbiI+P58Xf/patTz+NPhiMTnYjH3iAziVLkBYLoVAomsIYWSLvh6+/3OsL11mtVmpra7FpNHx6//5wJsxQEHTdjh385qabEBkZOJ1Oqqqqov70UChEWjDI1gMHMIRC0clyiv7P/0GzYQP6wsIRjfuVzncQiTcUFhbicrl45ZVX2LJly5S6V4aP/G1vbycvL48lS5aQm5s7olGPpK7Ce/NNdHZ20tXVRU1NDV1dXXg8nmhRPilldCCZ5dVXufXRR2ECC8pNJOP9tJ8m7Br6/4HgZfa9JFLKt4QQzxCeSTwAHAF+fS3nVCgmi4qKCpJ9PnSPPDJyg9/PHw8fZl5iInPnzh1XA1hWVkbK2bOEfv3rEZkobp+Pv7/nHuozMkhISMBsNkcLuEWepCOzl0WernU63YhMGIPBEH2t0+kwGAwYDAaMRiM6nY7ExESys7M598QTYVEbPn5CCDIHBqj1eEhPTycrK4vU1NRoto2toQFx8CAMS7XVGI0UabWQl0djYyM9PT3Raw//G3l9yYZ9KE5TZrfjcrl47bXXuP322yc1y2b4yN+mpiaysrIoKSlh/fr14xIhIUS0/Lbdbqezs5P29nZaWlo4f/48HR0duN1u3G43/pYWfv7ii2iCwfc+w61bYd26KesZXI7xCkFASvk/E3VRKeUPgB9M1PkUislk9vveh/O//ouUr38djcEAgQAHHniAxMJCamtrOXr0KOXl5ZSUlFy28Sq87TZCF7gOzAYDX/rxj6l1u2lubsbtdkcDnnq9Ho1GEx2hG0m9jAyK0ul0aDSaiwZIDR8opdVqo42ysaTkohnXdFJyuKuL+MREAoEAbW1tuN1uSktLsVgsmMzmi46Rfj9iqA5OVVXVZUtTRKqQXigSs/bvZ9GDD6KNiwOfjzW/+Q0vJCRw6NChCR+ZLaWMpnvW1dWRnp5OUVERt9xyy7inLoVwKm17ezsdHR3RekHBIWEdHBykt7cXj8eD2+2mv7+fUo3mkmmo04Hxxgj+GegA/gQMRtZLKbsmzbJhqBjBxDKd/PLTyZbL0VldzdtPPUXB2rUULF9OZWUlTU1NzJ49m9bWVgYHB6moqMB+uUJhQ2mrAY0G/H5Cv/41hk99Krp5YGAAp9OJ0+nE4XDgdDoZGBggPT0dq9UanVEsLi4uGogd66/X60UIMaL3kH/gAEt//nMCQqAJBnlywwZeTU/nzJkz6HQ6cnNzSU1NZcOGDZhMJvx+P7a9eyn7xS8IabVogkHe+OQnObd8OXq9niNHjuDxeKJiFBGk4e8vXKfRaEjwevnij350Uellb3U1z/7lL1RUVFBcXHz1/7AhInNEnz9/nvj4+GjGz3hnOBscHOT06dN0dHTQ3t5Of38/8N5EP5Glt7eXUChEUlISSUlJJCYmkpiYiNnjGTUN9VpLTI+HiQ4W146yWkopL05IngSUEEws06nxnU62jIdIrnh+fj7Lly+ntbWVffv2kZqaSl5eHsePH0en07F8+XKys7PHPtGQO+Tdnh5Od3WxZcuWSwZJBwcHRwiD0+nE6/WSnp4eHYBlsViiZQyGE8nkGS4S/pYWZG0tHfHxnHI6OXfuHF1dXdTV1eHz+UhLS2PhwoUUFRVRXFxMUlISZo+HxM5OtEVFGIcCqDqdjqeeeoquri5CoVA0Zz+yXGpdTksLf/Pcc6OWXu4qKuLFF19k48aN2Gy2K/4/uVwuampqqKmpQQgRHdV7NWWtvV4vv/vd7xgYGKC3tzfa6Hs8Hkwm04iGPzLCWqPRkJ6ejs1mIyMjg5x9+zB9+cvhnkCkoNwUxAimdYmJK0UJwcQynRrf6WTLeBkYGOCVV17BbDazZs0aAI4cOcLJkycpKyvDaDRy6NAhkpKSWL58+WXLUxw+fJizZ8+yZcuWK5qHN1LQbLhA9Pf3jxAHq9U6qjhciJSS5uZmjh8/zp49e0hKSmLlypW0tLRQX1+P1WolKysLk8k0orfh8/lobGyMzjIWWSIuqYibSqPRRIUj4j7Tu1zc953vjKz3ZDCwZ/t2NDYbvb29nDx5ko0bN4ZdVMOyj0arODp8ohev1xtt/K+kPEjUjkAAh8MRdQE999xzeL3eaIOflJREQkJCNDYUHx8fHX+QkZGBxWK5ONYwwQXlxsNE9wg+Odp6KeWjV2HbFaOEYGKZTo3vdLLlSggGg+zduxev18uGDRuiM5zt27ePUCjELbfcQkdHB4cPHyYrK4vy8vJLPo1WVVVRXV3Nli1bSEhIuGq7fD4fnZ2dI3oObrebtLS0EeKQmpo6pjh4PB6am5s5cOAA5eXlFBYWcubMGU6dOoVWq6W0tJSSkhKMRiNSSgYHB0cdMzC8BxKp8+P1eqMxi1AoROjxx/nMvn2EdDq0wSAv3nMPNeXlUTdWR0cHbW1tLF68eETDqtFootVEe3p6osXqStPTWZGZSeFttyHGUSwwQk9PT9T109HRgcvlig4uy8jIoLq6OlqZVaPRYLVao9tsNtsVCfhUMtFC8NCwt3GEUz4PSyk/dPUmjh8lBBPLdGp8p5MtV34uSWVlJY2NjWzevJmEhASklJw+fZq3336b0tJSFi1axKlTpzh27BgFBQUsW7ZsTBfQ0aNHOXny5DWLwYX4/f6LxKGvr4/U1NSoMFgsFlJTU0dkP/X09PDqq6+SlpbGihUr2L17Nzk5ObhcLhoaGrDb7ZSWll7RCOlQKMTAwAADAwM0NTXxwgsvoOvuJsHpxGE249Lro/V//H4/oVCIzs5OpJQUFBRgNBrRaDR4PB76+vrwer1YLBZsNhvva2jgtt//HmE0og0Gx3S/+Hy+EU/7HR0d6HS6aKNus9lIT08f8Vk0NTXhcrnIyMi4aNt0ZlJdQ0KIZOB3Usq7r8a4K0UJwcQynRrf6WTL1XLs2DGOHj3Kpk2booXpPB4PBw4cwOFwcMstt2CxWHj66afp7e2loqKCxYsXj+reOH78OMeOHWPLli2TWpwuEAhERSGy9Pb2kpKSMqLnkJSUxIEDB9i9ezfp6emYzWYqKiqYPXs2R44cobGxEa1Wy9y5c6O9hPHS3t7Oa6+9FnUxjUYoFMLn83H06FEGBgbQ6/V0dXURFxcX9ckHg0E0nZ389JlnMA7LbpImE9TV0WMw0N7eHm34e3t7o+IRafxjOYhtMplsIdADR6WUc6/GuCtFCcHEMp0a3+lky7VQW1vLvn37uO2228JVMYf8wU06HW+cOoVOp8PhcABE3R5Lly5lwYIFF/mST5w4wbvvvsuWLVsmvV79cCJ19IfHHXp7e+np6eHYsWN0d3dTWlpKXl4eVquV9vb2aKG2SPB03rx5lJeXk5WVdUXXDgaD0Z7C8JHKjY2NnD9/nvPnz1NfX09RURElJSX4/X5cLhfd3d24XC7yOzr4h//9X0zDBMVrMPDLv/orNDfdxPz588nKyoo+0ce6GNxUMdGuoRcIzx0AoAXmAk9JKb91TVaOEyUEE8t0anynky3XSltbG6+++iq3d3SQ/U//BAYD+Hz4fvlLflRfT21tLQUFBdhsNnQ6HfHx8QQCAcrKyigtLY3W4w8Gg5w7d44jR45w5513xnQC90AgwGuvvcb+/ftxOBycPn0avV5PUlISbrc7OhmN2WwmFApFXS1JSUksXLiQJUuWkJOTQ0pKyrgHiDkcDmpqajh37lw03dNut9Pe3s7jjz8+YnIao9FIIBBgsKmJD37tayNSUUNxcVTv2sW53l66u7spKSmhtLT0mqunXk9MtBCsHvY2ANRLKZuuwb4rQgnBxDKdGt/pZMtE0FNTg3n+fHTDnkxDcXE89m//hlOIaK5+SUkJJpMJm82GlJKBgQHKy8vxer0cPnyYpUuXotVqqaqq4s477yQlJWVyDb8MjY2N7Nmzh/7+fqqrqzl37ly0hEVkFHJcXBwJCQkkJCREc+xdLhfp6enk5uZSWFiIxWIhU6vF5vWSsGBBNHvmwnTPoqIirFYrbrebpqYmWltbiYuLY3BwkKNHj7Js2TIGBwcxm81kZGSQkZHBrL/8hYSvfhUxSopmb28v1dXVnDlzhoSEBEpLSykqKrouCsddCxPuGhJC2ICKobdvSyk7rsG+K0IJwcQynRrf6WTLhPDOO8h16xC9ve+tS0qi+ZFH2DtUcqC1tZWGhgZycnLIzc0lPj6e2amp9J84wZ9rakgemsXKbDaTlpaGw+G44rkQJgO3282f//xnOjo6qKys5OzZs1itVuLj47FarWRnZ+P1enG73fT19UUHmQUCATweD3FxcdzldnPPzp0IgwFtKETDD37AoZISPB4Ps2bNwmw24/V6aWhooLe3l7i4uPcyjEIhMjIy8Hq9tLW1cf/9918skJdJ0QyFQjQ1NVFdXU1LSwsFBQX8v/buPbjK+s7j+PubG4EkCMUYUAw3uyCrFW3ULVK2Aq0X1LXYdqXaGaqW6lbXy67ttrOzzs5OZ7p1p6NYkCkAABGuSURBVOqM1h0LWldTXQV0rOsoKmiBVqFc5CKXIAICEhKwmhuEJN/943lyTMKdnJzfgefzmmFCkpPzfAPJ8zm/3+95vr+RI0cycOBAFi1aFN0JPGrUAX2GTlTpHhF8B7gfeAsw4KvAve4+q5t1HhUFQXpl08k3m2pJi5oaGDIE4v75QOou0uZTTmHx4sW8//777N27l40bN7Jv3z6uqqvjilmzaI3v2v3tuHGsOPtshg0bRt++fWlqaqK1tZVp06ZldJvDg2ltbeWdd95hzZo1qbWD4uLi1GbsQ4YMSZ1A2zeZr6+vp7a2lk82bOA3c+dS2OE/oaWggLeffJIaolFHe+sMM2PgwIGdFnQ7Ti8tXryYnTt3Mnny5OO+gqexsZGqqirWrVtHW1sbGzZsYMCAARQUFNC/pYW/Lipi1OWXk3McN7Rli3QHwXvA19tHAWZWCrxxvBvTHCsFQXpl08k3m2pJm7iFxKHuIq2urmbBggXs2bOHhs2b+Ydf/rLzTVX5+Tx0zz2sra2lqKiIoUOH0tjYyK5du7jllls499xzM/BNHN4HH3zA22+/TWNjI+vWrcPMGDlyJEVFRVw8fDhFNTWsaWhgdXU1H374IXV1dQzfvZufvPEGRXEHU4C9vXrx9LRp1I8aldrVq32qp+s+yx25O2+88Qb5+fmpm/q6Y9GiRcyZM4fdu3dz6c6dfHfePDwvjwLIuk6hxyLdbahzukwF7QZO/HGTSE+YOjXqLHmIKYqysjKmTJnCypUr2bJ1axQYHYKgNTeX4tpazjrrLOrr61m1ahX9+/enX79+PPDAA0yaNIlJkyZx2jHcMJVuI0aMYMCAAcydO5e8vDy2bt3K8uXLubapibOef5623FzOaGsj74YbaCgvp6mpidX19dH1/R0UmPGde++l74gRx3R8M+PSSy/lpZdeYsWKFYwZM6Zb309zczMjR44k75NP+G5lJfktLak24dnWKbQnHO2I4H7gS8Az8Yf+nujy0Z/0YG0pGhGkVza9Cs+mWkKo27SJPqNHk7sv1cuRtsJCFlVWsmDdOtavX09BQQH79u2jvr6efv360dLSwnnnnceXy8upOPXUTouumbZ//34WLFgQtXXYupVbf/GLTqObvTk53DhuHL0GD2bQoEGM37GDK2fPJrewEEtDz52GhgZefPFFxo4dy7Bhw7r1vVRXV7P9xRc55+67Keg4tRf3P+LCCw/9xVkqLSMCMzsLKHP3e81sCjCOaI3gT0BlWioVSbCS4cPhiSc6TSXlzJzJV6dM4avA7t27mTdvHqtXr041hauurmbIH//I2C1byC0sxFtbj2nrzHTKz89nwoQJDBw4kA2VlQeMbtpyc7mwtJTa00+P7q8YP56Nt93G4JYW+owe3e3596KiIi677DJeeeUVSkpKjquvULuysjLKpkzB77678yf2749GdiexI+1Z/DLwM3df2eXjFcB97n51D9cHaESQbtn0KjybagnqCFe71NTUsGTJErZt20bz9u384Oc/P6BZ29LZsxkwahRlZWU9elfyodSuXUv/88/vNLpp7dWLVb//PQVnnEFTU1Onts2NjY306dOH4uLiVMvm9j/tl6Ee7Mqd9ru2Oz5+z549rFixguuuu46ixsbuNXc7whrPiSRdm9evdvdzDvG5Ve6ekVUrBUF6ZdPJN5tqORFs376dDZWVjL3vPnp12DGsraSEjY8+yubSUnbtipbzOnbDLC0tPeTVNe6evt3A4pOo5+cfceqnra2NhoYG6urqUpecdg2K3r17HxAQjY2NLFiwINV3qN1HH33EWUuWcOP8+eT27t29LSEDdArtCekKgo3uftCdIQ73uXRTEKRXNp18s6mWE0ZNDT5kCHaQS1TbT1p1dXWp/jrV1dWdumm2h0NxcTHNzc08/fTT0Y1eAwemLtVs76t/vPWl4yTafvlp14BYv349S5Ysobm5mfz8fAoLCyksLOQLra3888MPdxopZWoDmGyVrquGlpjZD9z9N12e/GZgaXcKFJHjVFoarQl0nb7ocLJrfwXdvsNXx/76VVVVLFy4MLVT2JYtW9izZw87duxIvcLu27dvp9D4QmsrOVu3Ht3JvbQ0LSfenJyc1BRRx95FJSUlmFmqId2+ffvYu3cv/TdtyvotIbPVkYLgLuAFM7uBz0/8FUAB8M2eLExEDuMIl6h2lZeXx6BBgzqdUD/77DPefPNNmpqaqK6upqmpiaKiotSOW7W1tVRVVTFi8WL+9qmnyOnudEuaDB8+nOLi4k6jhPr6elr69CG/65AvAQu96XDYIHD3amCsmV0KtK8V/J+7z+vxykTk8Lr5yrv9hN8+amhtbU1tw7hz506qqqo4pbmZac89R15LSxQCEPy6+v79+x+03UZbWxt7+/cn9/bbO/cb0mjgiI7qhjJ3nw/MT9dBzawfMIMoXBy4yd3/lK7nF5GjM3HiRC666KJUr/7q6mp2795NW9zXv2Tdumi6pcPdwNk63ZKTk0Ofm26Cq68+KRZ6M+lo7yxOt4eAV939W2ZWAJycu0KInAAOt57wSb9+5D3ySOcvyPbpljStUSRJxoPAzPoC44FpAO7eDBx8eyIRybhO6wljxkBrK37zzZpuOYmFGBEMB2qAJ8zsPKJF6DvdvaHjg8xsOjAdoLy8PONFikhs6lTsGBam5cQTonFcHnAB8Ki7nw80AAfsdObuj7l7hbtXlOoHTySs0tKo145+F09KIYJgG7DN3d+N359FFAwiIhJAxoPA3XcCH5nZyPhDE4H3M12HiIhEQl01dAdQGV8xtAn4fqA6REQSL0gQuPsKojuURUQkMO0yJiKScAoCEZGEUxCIiCScgkBEJOEUBCIiCacgEBFJOAWBiEjCKQhERBJOQSAiknChWkyIZB2zzB2r69a6IiFpRCAiknAKAhGRhFMQiIgknIJARCThFAQiIgmnIBARSTgFgYhIwikIREQSTkEgIpJwCgIRkYQLFgRmlmtmy83s5VA1iIhI2BHBncDagMcXERECBYGZDQYmAzNCHF9ERD4XakTwIPBjoC3Q8UVEJJbxNtRmdhWwy92XmtnXDvO46cB0gPLy8gxV17PU5lhONPqZTYYQI4JLgGvMbDPwLDDBzJ7u+iB3f8zdK9y9orS0NNM1iogkRsaDwN1/6u6D3X0ocD0wz91vzHQdIiIS0X0EIiIJF3SrSnd/C3grZA0iIkmnEYGISMIpCEREEk5BICKScAoCEZGEUxCIiCScgkBEJOEUBCIiCacgEBFJOAWBiEjCBb2zWEQOlMmOn6Cun6IRgYhI4ikIREQSTkEgIpJwCgIRkYRTEIiIJJyCQEQk4RQEIiIJpyAQEUk4BYGISMIpCEREEk5BICKScBkPAjM708zmm9laM1tjZndmugYREflciKZzLcA/ufsyMysBlprZ6+7+foBaREQSL+MjAnf/2N2XxX+vA9YCZ2S6DhERiQRtQ21mQ4HzgXcP8rnpwHSA8vLybhzjuL/0uKilr4icaIItFptZMTAbuMvdP+v6eXd/zN0r3L2itLQ08wWKiCREkCAws3yiEKh09zkhahARkUiIq4YMmAmsdfdfZfr4IiLSWYgRwSXA94AJZrYi/nNlgDpERIQAi8XuvhDI8BKuiIgciu4sFhFJOAWBiEjCKQhERBJOQSAiknAKAhGRhFMQiIgknIJARCThFAQiIgmnIBARSbigbahFRI5GNrWTz6Za0kUjAhGRhFMQiIgknIJARCThFAQiIgmnIBARSTgFgYhIwikIREQSTkEgIpJwCgIRkYRTEIiIJJyCQEQk4YIEgZldbmbrzWyjmf1LiBpERCSS8SAws1zgEeAKYDQw1cxGZ7oOERGJhBgRXARsdPdN7t4MPAv8XYA6RESEMG2ozwA+6vD+NuDirg8ys+nA9PjdejNbn4Haus2MU4Fa1fE51ZK9dUD21JItdcBJVcuQo3lQiCA4WDfvAzpuu/tjwGM9X056mdmf3b1CdXxOtWRvHZA9tWRLHZC8WkJMDW0Dzuzw/mBgR4A6RESEMEGwBPiimQ0zswLgeuClAHWIiAgBpobcvcXMbgdeA3KBx919Tabr6EHZMp2VLXWAajmYbKkDsqeWbKkDElaLeSY2xBQRkaylO4tFRBJOQSAiknAKgjQxs8fNbJeZrQ5cx5lmNt/M1prZGjO7M2AthWa22Mzei2v591C1xPXkmtlyM3s5cB2bzWyVma0wsz8HrKOfmc0ys3Xxz8tXAtUxMv63aP/zmZndFaiWu+Of1dVm9oyZFYaoI67lzriONT3976E1gjQxs/FAPfA/7n5OwDoGAYPcfZmZlQBLgWvd/f0AtRhQ5O71ZpYPLATudPd3Ml1LXM89QAXQ192vClFDXMdmoMLdg96wZGZPAgvcfUZ8BV8fd/9L4Jpyge3Axe6+JcPHPoPoZ3S0uzeZ2XPAK+7+20zWEddyDlHXhYuAZuBV4DZ3r+qJ42lEkCbu/gdgTxbU8bG7L4v/XgesJbqbO0Qt7u718bv58Z8grzzMbDAwGZgR4vjZxsz6AuOBmQDu3hw6BGITgQ8yHQId5AG9zSwP6EO4e5zOBt5x90Z3bwHeBr7ZUwdTEJzEzGwocD7wbsAacs1sBbALeN3dQ9XyIPBjoC3Q8TtyYK6ZLY1bqYQwHKgBnoiny2aYWVGgWjq6HngmxIHdfTvwX8BW4GPgU3efG6IWYDUw3swGmFkf4Eo634ibVgqCk5SZFQOzgbvc/bNQdbh7q7uPIbqD/KJ4yJtRZnYVsMvdl2b62IdwibtfQNSB90fxtGKm5QEXAI+6+/lAAxC0JXw8PXUN8Hyg4/cnaoA5DDgdKDKzG0PU4u5rgf8EXieaFnoPaOmp4ykITkLxfPxsoNLd54SuByCedngLuDzA4S8Bronn5p8FJpjZ0wHqAMDdd8RvdwEvEM0DZ9o2YFuHEdosomAI6QpgmbtXBzr+JOBDd69x9/3AHGBsoFpw95nufoG7jyeadu6R9QFQEJx04gXamcBad/9V4FpKzaxf/PfeRL9o6zJdh7v/1N0Hu/tQoqmHee4e5JWemRXFi/jEUzHfIJoGyCh33wl8ZGYj4w9NBDJ+QUEXUwk0LRTbCvyNmfWJf48mEq2xBWFmp8Vvy4Ep9OC/TYjuoyclM3sG+BpwqpltA+5z95kBSrkE+B6wKp6bB/iZu78SoJZBwJPxlSA5wHPuHvTSzSxQBrwQnWfIA37n7q8GquUOoDKektkEfD9QHcTz4F8HfhiqBnd/18xmAcuIpmGWE7bVxGwzGwDsB37k7p/01IF0+aiISMJpakhEJOEUBCIiCacgEBFJOAWBiEjCKQhERBJOl49KYplZK7CKqAdSC/Ak8KC7Z0MbCpGMURBIkjXF7S/ab975HXAKcF93n9jMct29tbvPI5IJmhoSIdXuYTpwu0Vyzex+M1tiZivN7IcAZpZjZr+Oe8S/bGavmNm34s9tNrN/M7OFwLfNbISZvRo3l1tgZqPix5Wa2ez4uZeY2SXBvnERNCIQSXH3TWaWA5xG1HzsU3e/0Mx6AYvMbC7wZWAocG78uLXA4x2eZq+7jwMwszeBW929yswuBn4NTAAeAh5w94Vx+4DXiNoOiwShIBDpzOK33wC+1P5qn2jK6IvAOOD5eB1hp5nN7/L1/wup7q9jgefjdhIAveK3k4DRHT7e18xK4v0jRDJOQSASM7PhQCvR3gkG3OHur3V5zOQjPE1D/DYH+Ev7GkQXOcBX3L2pmyWLpIXWCESI5u2B/wYe9qgB12vAbXFLb8zsr+JuoQuB6+K1gjKiRoMHiPeA+NDMvh1/vZnZefGn5wK3dzj2wcJCJGM0IpAk6x13aG2/fPQpoL119wyitYBlcUviGuBaon0eJhK1jt5AtPvbp4d4/huAR83sX+NjPEu0wcg/Ao+Y2Uqi38E/ALem+5sTOVrqPipyjMys2N3r4xbBi4l2HNsZui6R46URgcixeznecKcA+A+FgJzoNCIQEUk4LRaLiCScgkBEJOEUBCIiCacgEBFJOAWBiEjC/T/+ZNnrT3f72AAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from collections import Counter \n", "import matplotlib.pyplot as plt\n", "\n", "def get_degree_dist(G):\n", " degree_sequence = sorted(list(G.degree().values()), reverse=True) \n", " return Counter(degree_sequence)\n", "\n", "def plot_degree_hist(G):\n", " if not isinstance(G, Counter):\n", " g = get_degree_dist(G)\n", " \n", " degree, count = zip(*g.items())\n", "\n", " fig, ax = plt.subplots()\n", " plt.bar(degree, count, width=0.80, color='b')\n", "\n", " plt.title(\"Degree Histogram\")\n", " plt.ylabel(\"Count\")\n", " plt.xlabel(\"Degree\")\n", " ax.set_xticks([d + 0.4 for d in degree])\n", " ax.set_xticklabels(degree)\n", "\n", " # draw graph in inset\n", " plt.axes([0.4, 0.4, 0.5, 0.5])\n", " Gcc = sorted(nx.weakly_connected_component_subgraphs(G), key=len, reverse=True)[0]\n", " pos = nx.spring_layout(G)\n", " plt.axis('off')\n", " nx.draw_networkx_nodes(G, pos, node_size=20)\n", " nx.draw_networkx_edges(G, pos, alpha=0.4)\n", "\n", " plt.show()\n", " \n", "plot_degree_hist(G)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Can see it's bit right skewed, There's a tail so may be \"hubs\" (a few very well connected nodes which you don't see in a random graph). \n", "\n", "If there's a power law distribution, these graphs are called \"[scale-free](https://mathinsight.org/scale_free_network)\" (presence of large hubs). For larger sized graphs, can plot log-log of the fraction of nodes against degree. Look for a downward linear relationship to confirm.\n", "\n", "Refer to [docs](https://networkx.github.io/documentation/stable/auto_examples/drawing/plot_degree_histogram.html) for more. \n", "\n", "### There're other centrality measures:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Nodes with highest\n", "Degree: ('https://id.parliament.uk/ORYEPBmc', 9)\n", "Degree centrality: ('https://id.parliament.uk/ORYEPBmc', 0.21951219512195122)\n", "Closeness centrality: ('https://id.parliament.uk/wShvPQbP', 0.20959073997519634)\n", "Eigenvector centrality: ('https://id.parliament.uk/VQx4bcZV', 0.9747210731142247)\n", "Betweenness centrality: ('https://id.parliament.uk/nVheFQgh', 0.06707317073170732)\n" ] } ], "source": [ "import operator\n", "print \"Nodes with highest\"\n", "\n", "# Most well-connected\n", "print \"Degree:\", sorted(nx.degree(G).items(), key=operator.itemgetter(1), reverse=True)[0]\n", "print \"Degree centrality:\", sorted(nx.degree_centrality(G).items(), key=operator.itemgetter(1), reverse=True)[0]\n", "\n", "# \"How quickly anyone can get to it\" - ave length of shortest path between node and all other nodes in graph\n", "print \"Closeness centrality:\", sorted(nx.closeness_centrality(G).items(), key=operator.itemgetter(1), reverse=True)[0]\n", "\n", "# Most \"influence\" - measures connection to better-connected/ high-scoring nodes\n", "print \"Eigenvector centrality:\", sorted(nx.eigenvector_centrality_numpy(G).items(), key=operator.itemgetter(1), reverse=True)[0]\n", "\n", "# \"How central\" - measures how many times node acts as a bridge in shortest path\n", "print \"Betweenness centrality:\", sorted(nx.betweenness_centrality(G).items(), key=operator.itemgetter(1), reverse=True)[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pick the right centrality measure to use for a particular graph. But note there are criticisms of these measures too, because connection != influence. So these centrality measures of nodes may not capture importance of edges. \n", "\n", "And besides centrality measures there's assortativity to measure core vs periphery. \n", "\n", "### If you want to draw it..." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from __future__ import division\n", "\n", "pos = nx.layout.spring_layout(G)\n", "\n", "node_sizes = [0 + 4 * i for i in range(len(G))]\n", "M = G.number_of_edges()\n", "edge_colors = range(2, M + 2)\n", "edge_alphas = [(5 + i) / (M + 4) for i in range(M)]\n", "\n", "nodes = nx.draw_networkx_nodes(G, pos, node_size=node_sizes, node_color='blue')\n", "edges = nx.draw_networkx_edges(G, pos, node_size=node_sizes, arrowstyle='->',\n", " arrowsize=10, edge_color=edge_colors,\n", " edge_cmap=plt.cm.Blues, width=1)\n", "\n", "ax = plt.gca()\n", "ax.set_axis_off()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or you can load it into Gephi, yEd or SocNetV, etc. Where you can tweak ways to show attributes with edge weights or node size or color/ change the topology or layout algorithms. Viz tends to look better there. Or use d3.\n", "\n", "Here are some examples of different layouts in yEd.\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import Image\n", "Image(filename='graphExamples.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Or export it to other common data structures \n", "\n", "e.g you may want an adjacency matrix if you want to do DFS (which you can't do with edgelists)." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "matrix([[1., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 1., ..., 0., 0., 0.],\n", " ...,\n", " [0., 0., 0., ..., 1., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 0.],\n", " [0., 0., 0., ..., 0., 0., 1.]])" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# nx.to_edgelist(G)\n", "nx.to_numpy_matrix(G)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### And.. Handshaking theorem\n", "\n", "One last thing -- notice average in and out degrees were the same?\n", "\n", "`Average in degree: 2.1190\n", "Average out degree: 2.1190`\n", "\n", "Apparently for all graphs, sum of in degree = sum of out degree, according to the [Handshaking Theorem](https://en.wikipedia.org/wiki/Handshaking_lemma) in graph theroy!\n", "\n", "Scenario: People shake hands in a room and individually keep count of how many people they shook hands with. Let's call this number \"degree\". Then those with an even degree steps to one side of the room and those with odd degree to the other.\n", "- There'll always be an even number of people whose individual handshake count is odd (\"even odd degree\")\n", "- Sum of everyone's handshake counts = 2E, where E = # of edges/ handshakes\n", "\n", "We can think of handshaking as directed, same as our directed graph example. Now instead of keeping tracking of 1 number, everyone keeps track of 2 -- number of handshakes received (in degree) and initiated (out degree).\n", "- (Sum of everyone's in degree) and (sum of everyone's out degrees) are the same! (each being E, where E = # of edges)\n", "\n", "Like in the NBA, if teams can't draw, and each team plays same number of games (E being no. of games and V being no. of teams), summing all teams' individual winning counts will give you the same number as summing all teams' individual losing counts. This makes sense as each E (game) must always generate both an in and an out V (winner, loser).\n", "\n", "To relate it back to the statistics above, if sum of everyone's in and out degrees are each E, then dividing by V (no. of nodes) gives you average in and out degrees respectively, which is indeed the case here as `89/42` = `2.1190`.\n", "\n", "This theorem is true even if there are multiple edges (shaking the same person's hand multiple times) and self-loops (shaking your own hand)! Can you explain why? ([More](http://www.math.northwestern.edu/~mlerma/courses/cs310-05s/notes/dm-graphs) [Math](https://math.stackexchange.com/questions/2444078/handshaking-lemma-and-existence-of-the-graph)! Note that a self-loop adds 2 to degree count, as there are 2 pairs of in-and-outs.)\n", "\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.14" } }, "nbformat": 4, "nbformat_minor": 1 }