{ "metadata": { "name": "11notes" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "#use regular expression to parse log entry\n", "import re\n", "#http://docs.python.org/2/library/re.html\n", "#awkward historical log format:\n", "log_entry='proxy4.utsa.edu.au 151.217.6.9 - -|- [11/Apr/2013:23:57:14 -0400] [Mozilla/5.0 (Windows NT 6.1; rv:19.0) Gecko/20100101 Firefox/19.0|-=151.217.60.103|0|http://arxiv.org/|proxy4.utas.edu.au.1364191674910933] \"GET /find/all/1/all:+2013arXiv13011419D/0/1/0/all/0/1 HTTP/1.0\" 200 10737'\n", "#re.match pulls out the objects in ()\n", "mm = re.match(r\"(\\S+) (\\S+) (\\S+) (\\S+?)\\|(\\S+) \\[(.*?)\\] \\[(.*)\\|(.*?)=(.*?)\\|(\\d+)\\|(.*)\\|(.*?)\\] \\\"(.*)\\\" (\\d+) (\\S+)\",log_entry)\n", "keys=['host','ip','logname','tapiruid','tapirsid','datetime','ua','xfrom','xfor','delay','referer','cookie','request','status','bytes']\n", "#mm.groups() is the list of matching objects\n", "entry=dict(zip(keys,mm.groups()))\n", "for k in keys: print k+':',entry[k]" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "host: proxy4.utsa.edu.au\n", "ip: 151.217.6.9\n", "logname: -\n", "tapiruid: -\n", "tapirsid: -\n", "datetime: 11/Apr/2013:23:57:14 -0400\n", "ua: Mozilla/5.0 (Windows NT 6.1; rv:19.0) Gecko/20100101 Firefox/19.0\n", "xfrom: -\n", "xfor: 151.217.60.103\n", "delay: 0\n", "referer: http://arxiv.org/\n", "cookie: proxy4.utas.edu.au.1364191674910933\n", "request: GET /find/all/1/all:+2013arXiv13011419D/0/1/0/all/0/1 HTTP/1.0\n", "status: 200\n", "bytes: 10737\n" ] } ], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "#next need to parse the datetime\n", "import time\n", "#http://docs.python.org/2/library/time.html" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "def timestr_utc(time_string):\n", " #wants timezone names instead of time offset:\n", " ts=time_string.replace('-0400','EDT').replace('-0500','EST')\n", " try: \n", " return int(time.mktime(time.strptime(ts,'%d/%b/%Y:%H:%M:%S %Z')))\n", " except ValueError:\n", " print \"bad time\",time_string\n", " return(None)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "#current time\n", "print 'current time is',time.time()\n", "time_string=time.strftime('%d/%b/%Y:%H:%M:%S %Z')\n", "print 'current time string is',time_string\n", "utc_time = timestr_utc(time_string)\n", "print 'and converts back to',utc_time,'seconds'\n", "print \"in years that's roughly\",utc_time/(60*60*24*365.25),'years'" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "current time is 1366481747.77\n", "current time string is 20/Apr/2013:14:15:47 EDT\n", "and converts back to 1366481747 seconds\n", "in years that's roughly 43.3011935952 years\n" ] } ], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "#recall that on 31 Dec 1969 at 7pm eastern time the ball at Times Square descended\n", "#with great fanfare and announced to the world \"0 Unix time\"\n", "for ts in [\"31/Dec/1969:18:59:59 -0500\",\"31/Dec/1969:19:00:00 -0500\",\"31/Dec/1969:19:00:01 -0500\"]:\n", " print ts,'converts to',timestr_utc(ts)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "31/Dec/1969:18:59:59 -0500 converts to -1\n", "31/Dec/1969:19:00:00 -0500 converts to 0\n", "31/Dec/1969:19:00:01 -0500 converts to 1\n" ] } ], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "#http://imgs.xkcd.com/comics/bug.png\n", "from urllib2 import urlopen\n", "bug = urlopen('http://imgs.xkcd.com/comics/bug.png').read()\n", "from IPython.display import Image \n", "Image(bug)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "png": 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"prompt_number": 20, "text": [ "" ] } ], "prompt_number": 20 }, { "cell_type": "code", "collapsed": false, "input": [ "#now check what happens when the clocks were turned back at 2a.m., and 1:30a.m. occurred twice:\n", "time_string1 = \"04/Nov/2012:01:30:13 -0400\"\n", "time_string2 = \"04/Nov/2012:01:30:13 -0500\"\n", "utc1=timestr_utc(time_string1)\n", "utc2=timestr_utc(time_string2)\n", "print time_string1,'converts to',utc1\n", "print time_string2,'converts to',utc2\n", "print utc1,'-',utc2,'=',utc2-utc1,'seconds difference, and convert back to:'\n", "#then see how they're translated back\n", "print time.strftime('%d/%b/%Y:%H:%M:%S %Z',time.localtime(utc1))\n", "print time.strftime('%d/%b/%Y:%H:%M:%S %Z',time.localtime(utc2))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "04/Nov/2012:01:30:13 -0400 converts to 1352007013\n", "04/Nov/2012:01:30:13 -0500 converts to 1352010613\n", "1352007013 - 1352010613 = 3600 seconds difference, and convert back to:\n", "04/Nov/2012:01:30:13 EDT\n", "04/Nov/2012:01:30:13 EST\n" ] } ], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "#some examples from http://networkx.github.io/documentation/latest/examples/\n", "import networkx as nx" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "G=nx.Graph()\n", "G.add_node(\"spam\")\n", "G.add_edge(1,2)\n", "print 'nodes:',G.nodes()\n", "print 'edges:',G.edges()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "nodes: [1, 2, 'spam']\n", "edges: [(1, 2)]\n" ] } ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "#http://networkx.github.io/documentation/latest/examples/drawing/house_with_colors.html\n", "G=nx.house_graph()\n", "# explicitly set positions\n", "pos={0:(0,0),\n", " 1:(1,0),\n", " 2:(0,1),\n", " 3:(1,1),\n", " 4:(0.5,2.0)}\n", "nx.draw_networkx_nodes(G,pos,node_size=2000,nodelist=[4])\n", "nx.draw_networkx_nodes(G,pos,node_size=3000,nodelist=[0,1,2,3],node_color='b')\n", "nx.draw_networkx_edges(G,pos,alpha=0.5,width=6)\n", "axis('off')\n", "None" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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vvjpbCYfDav9vaDTdjvjPMBgM3HPPXWzdWsbgwUux24dQd+E3Wvf7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\nQmCC\n" } ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "#http://networkx.github.io/documentation/latest/examples/drawing/ego_graph.html\n", "###just draw friends network of highest degree node in preferential attachment network\n", "# Create a BA model graph\n", "n=1000\n", "m=2\n", "from operator import itemgetter\n", "G=nx.generators.barabasi_albert_graph(n,m)\n", " # find node with largest degree\n", "node_and_degree=G.degree()\n", "(largest_hub,degree)=sorted(node_and_degree.items(),key=itemgetter(1))[-1]\n", " # Create ego graph of main hub\n", "hub_ego=nx.ego_graph(G,largest_hub)\n", " # Draw graph\n", "figure(figsize=(4,4))\n", "pos=nx.spring_layout(hub_ego)\n", "nx.draw(hub_ego,pos,node_color='b',node_size=50,with_labels=False)\n", " # Draw ego as large and red\n", "nx.draw_networkx_nodes(hub_ego,pos,nodelist=[largest_hub],node_size=300,node_color='r')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "pyout", "prompt_number": 10, "text": [ "" ] }, { "output_type": "display_data", "png": 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igwcPVrg08tWrV8nJyYOaNOlNvXqtIXf3+tSkSftyS5ZkZWVR//79ady4cbR7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Dx5MpOSujIurj1ffPEliwr6Uu3atYsajR+VyhqUy+cQ2ECVKo0aTSCDgoL46quvineZ\nt4kYqnQXyMrKQseOHdG2bVssWLCgWsORyv3444+YMmUK3n77bSiVSott/v7ekMt/sXqcp+cv8Pb2\nBgC88sormDRpklPXY22IEuBcJSVvb2888cQgqNVPAahYQekClMqZiIwMcHj+comJiTh8+LDN7RqN\nBlFRjQFst7J1E2JiWrv0/VcqlXjjjTeQm1uK+fP3Yt++YTh6dArmzbuA6Og4/Pjjj063ZY1Op0Np\nqQpG41GYTDMAPAqDYTkKCt6G0SjHuHHj3PLvRbDiTqe38Ke8vDwuWLCQTZu2Zt26cRwzZhJPnDjB\nuLg4TpgwwW13ECUlJUxKSuKCBQusbj969Cg1Gj2BW5XuvM5RpfLlzZs3mZGRQb1e73SN0oYNG1rt\nVOrRowc3btzo8HiDwcDU1Mfp4RFAT8/HqdOlUqXy47hxE5mUlOTUNZDkd999x7p169rd54MPNlKj\niSRwtMLXfpAajV5S58+LL75EhaJ7lbtZufz/2K5dd5fbq2j48NGUy+dafUrw8WnltrnxQlUiPP8m\ncnNz2bhxPNXqXgS2EThAT88JlMt1HDRokFsfvV566SW2b9/eblX5Z56ZRK02+o/iERmUyZZSo9Fz\n+fKysYCPPfaYUzN7SPLcuXMMDQ2tcj6TycQaNWq4NAQoLS2NvXr14ttvv82srCymp6czLi7O6eNL\nS0vp4+PjcCbUmjXr6OcXTm/vpvT0rEONJojvvmt/RIAtERGNCByyEnD5VCp9q7UkS3JyXwIbrIan\nTveE3QpRQvWI8PybeP75F6lSPcKqFeLfYELCQ247T0ZGBoODg3nlyhW7+5lMJn766ads27Y7o6Ji\n2aNHP3NHS/kUzYpDm+xZtGiR1eWEf/rpJwYHB7v0i2HSpEkWoX3q1Cm7VZCsad++vVNTHYuKipie\nns7169czKipK8lpFPj6hBH6yGnBabS1euHBBUrskOWvWHKpUaVY79zSaSGZkZEhuW7BPvPP8m1i7\n9j0YDBNRtUL8UJw4cQw3btyo9jkKCwsxYMAALFq0CDVr1rS7r0wmQ8+ePbFz52b8+OMxbNr0nrky\n/MKFCzFs2DD4+vo6dV5H7ztdeSdnNBot3tE6Oz2zIkfvPct5enoiPj4eAwcOhAmDfYcAAA9jSURB\nVLe3N3bt2uXSecrFxSUA+NLKlu/g6Vns8Gdhz8iRw+Dh8SGALyp8WgpPz+lo3Lg24uLiJLct2CfC\n828iP/93ACFWtijh4eGL33//vdrneO655xATE4PHHntMchu3bt3CW2+9hbFjxzq1f15eHg4cOIBO\nnTpV2Zaenu6ws6iyvzI8y8lkMgwbNgyrV6926TzlZs+eDI1mJoAjFT69Bo1mMKZMmQBPT09J7QJA\nWFgYvvjiIwQGPgkfn9bQ6QZBo6mL++8/iC1b/ie5XcEJd/rWVyjTrdsjlMmWWHn8OkE/v3CHFdYd\n2bZtGyMiIqpd8Hbu3LkcNGiQ0/t//PHH7NChg9VtycnJNlfktGXQoEEW7/GysrLo4+Pa2MurV68y\nJCTEpdcFN2/epK+vr+Tv34YN79PPL4w+PglUq5Mok6n57LMz3PYuu6ioiJ9//jnXrVvHI0eOuKVN\nwT6POx3eQpkXXpiMb75JQUFBIwAdUfb4fgEazQDMnDnF5buTY8eOYf/+/fD29kabNm0wZMgQ/Oc/\n/4G/v7/kazQYDHj99dexfbu1YTzW2XpkJ+nUMKXKKt95qlQql+889Xo95HI5rl69ilq1ajl1TGBg\nILp06YJ3330XTz/9tEvnA4BHH30EvXunYv/+/SgsLMTLL7+M0FB/tw0j8vT0RNeuXd3SluCkO53e\nwp++/PJLhofXp07XgD4+zanTBXHePNcGOefm5rJt2xRqNDWpUo2kTtebcrmGHTp0cnywA2+++Sa7\ndu3q9P4mk4nh4eE8e/ZslW0XL15keHi4y9fQu3dvi8XlTCYTZTKZy0V8e/bsabeClDXbtm1js2bN\nXDrGlnPnzjEwMLBanUXCnSXuPP9GkpOTcfXqGZw4cQKFhYWIjY11ub7ikCFP4+DBEBiNPwIo//Ge\nxYEDD+HAgQNo1aqVpGszmUxYsGABli9f7nBfo9GIffv24fvvv4dSqbRap1PK+87ytiveecpkMqhU\nKhgMBmi1WqfbKX/v2bdvX6eP6dChA27duoVjx46hWbNmLl13ZfXq1cOzzz6LtLQ0bN26VQxkvwuJ\nDqO/GblcjtjYWLRq1crl4Lxx4wY++2wzjMZF+DM4AaAhCgufw7//vVTydW3evBne3t5o166d3f3e\nfvsdhITUQu/e0zFx4nu4cuUXTJ8+G6y0pvmRI0eQkJDg8nVUDk/gr+k0Asp+NkOGDMGaNWtcOs6W\nCRMm4ObNm+a134W7zJ2+9RXcZ+/evfT1bWmjgMZRRkXdL7ntpKQkvv/++3b3+eqrr/6YmVRxZs5P\n1Gji+OqrlvPJH3roIUmzdR544AHu3r3b4jO9Xu9w3Gplt27dore3t8uP+5cvX2ZgYKDblurNyMhg\nSEiI29Y8Ev464s7zHyQ8PBxFRT8CKLKy9XtEROitfO7Y/v37ce3aNfTp08fufs8//yoKCl4GUPGR\nVo+CgnWYN28+SkpKAJS9AsjIyHC4pIU17rrz9Pf3R40aNXDmzBmXjqtVqxbi4+Px0UcfuXScLXFx\ncRg0aBDGjRvnlvaEv44Iz3+QqKgoxMTcB4ViYaUtOdBq52H8+OGS2n311VcxYcIE87pBthw/ng6g\ni5UtMTAaTbh+/ToA4Pz58/Dz80NwcLDL1+Ku8ASkPboDwLBhw9z26A4AL7zwAg4dOoQtW7a4rU3h\n9hPh+Q/z/vtrEBKyCjpdNwArIZfPhUYTg4EDOyI1NdXl9n744Qfs27cPQ4YMcbivj08AgKtWtvyO\nkpI8+Pj4AJD2vrO0tBRffvklfv75Z+zZswfFxcXmbVKGKwHSw7Nnz544deoULly44PKx1mg0Grz5\n5psYNWqUWyZDCH8NEZ7/MJGRkTh//gSWLOmLfv0OY+TI3/DNNx9g+fJFknp0FyxYgLS0NKd6skeM\nGAiV6mUAJovPFYrFaN++k3k6p6s97WfPnkXt2o3xyCMz8csvPTB16vsIC6uD9PR0AGV3ngaDwUEr\nVUkNT6VSif79+2PdunUuH2tLhw4d0KFDB4wePRrPPjsdvXr1x4wZL+DqVWu/jIS/hTv90lX4+/r5\n55/p5+fndGdGXl4eY2OTqNF0IPABgS1UqwcyJCTSonLSAw884HD5iHLFxcUMC6tLmezNSh1gn9DX\nN5Q5OTlMTk6WVHqtsLCQGo2GhYWFLh978uRJ6vV6lzuc7HnjjRUEtPTwmEjgLSqVo6nRBHLz5s1u\nO4fgPuLOU7Dp9ddfR79+/RASYm3OfVVarRYHDnyFpUsfR1LSWsTHv4bnn2+K778/isjISABlj9/H\njx93urPos88+Q15eDZAjKm3phZKSB/DOO+9KfuepUqnQqFEjHD9+3OVjmzZtioiICGzdutXlY625\ndu0aJkyYCuAwSkrmAxgIo3EpCgq24NFHByE3N9ct5xHcR4SnYFVeXh5WrFiBCRMmuHScSqXC0KFD\nsXfv50hP/wrPPfcsAgL+rPR+5swZhIWFwc/Pz6n2vv/+exQUJFndlp//AL799nvJ4QlIf3QH3Ntx\n9NZbb4PsC6BxpS0tIJO1w8aNG91yHsF9RHgKVq1duxYPPvgg6tev79Z2XX3fqdfroVZ/b3WbUvkd\nIiPD71h4Pvroo9ixY4dbygVevXodRmNDq9sKChqaRyoIfx8iPIUqSkpKsHDhQkyePNntbbtaDKRP\nnz4g9wPYU2nLScjlGzFo0MBqhWdCQoLk8PTx8UFqaqpbZgjFxTWFVlv5ayyj0+1GkyZNqn0Owb1E\neApVbNy4EREREWjZsqXb23Z1mJJOp8Mnn2yAVtsbKtUIAKvh5TUGanU7rF27HOHh4ZKHKgFAdHQ0\nrl+/jp9//rnKFFJnlD+6Szm2on79+sHLKx3AhgqfEjLZcnh730D37t2r1b7gfqIwiAAAuH79Og4c\nOACNRoP/+7//w+zZs91+jqKiIpw8edLlohodO3bEhQunsWbNf/Dtt/vRoEEkRow4Zi4nJ3WoUnFx\nMebNewUGgwx6fS34+oZg3LhRmDbtWYcTAsq1bNkSubm5SEpKhkLhhW7dHsSIEcMQGBjo0rVotVrs\n2LEFXbr0QUHBaygtvR8KxWEEBpZg27bPnb4e4a8jfiL3uJKSEowcOQ7vvPMOlMo2KCn5FQbDOUlh\n5Mjp06dRu3Zt6HQ6l48NDQ3FtGlTrG5Tq9WSBpf37fsEtm/PQknJfgBNkZV1Ev/+90QcP34aH330\njsPjS0pK0K3bv3DzZhCuXesHIAAZGR9h/vxYHDiww+X3xbGxscjMPIft27fj8uXLqF//MbRr1w5y\nuXhA/DsS4XmPmzx5BjZsOAuj8SKMxvIe8CMYMqQHIiMj0aJFC7edS2olJUfUajV++cX6OvO2pKen\n4+uvD6Kw8AyA8ume96GwcBO2bm2Io0ePOlz/Z/XqNdi7NwtFRUcAlBWrLixMhdG4GAMHPoWDB79y\n+WtRKBTo0sXaFFfh70b8SruH5eXlYeXKN1FQsA5AxaFD8SgsnIa5cyvPka8eKZXjnSGlw2jz5s9Q\nWPgY/gzOcioYDP2wadNmh228/vp6FBQ8h/LgLGcyPYVvv/1WzA76hxPheQ+7cOECPD31ACKqbCM7\n4ciRo249n9QCyI5ICc+yqaq2O3mcmcr62283AdS2ssULXl5h+O2331y6JuHuIsLzHhYYGIiiouuw\nXsLuEgIDg9x2LoPBg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} ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "#http://networkx.github.io/documentation/latest/examples/drawing/random_geometric_graph.html\n", "#random geometric graph\n", "#\n", "G=nx.random_geometric_graph(200,0.125)\n", "# position is stored as node attribute data for random_geometric_graph\n", "pos=nx.get_node_attributes(G,'pos')\n", "\n", "# find node near center (0.5,0.5)\n", "dmin=1\n", "ncenter=0\n", "for n in pos:\n", " x,y=pos[n]\n", " d=(x-0.5)**2+(y-0.5)**2\n", " if d1: nx.draw_networkx_edges(Gi,pos,with_labels=False,\n", " edge_color='r',alpha=0.3,width=5.0)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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7FR3N3f37GTJ1KtHJyTQqWZKYK1cYM2YM5cuXl/9+K1aUV3xmJ4MBSpQgKjiY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\nkqioqHR1uN1ueaZfP/F3OqW0yyWrxo2TPydPlvl9+8q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4Qf4GibuyLXl1lm4mzpw5Iym5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\nUl7k/wFf7XjWViGt3gAAAABJRU5ErkJggg==\n" } ], "prompt_number": 21 }, { "cell_type": "code", "collapsed": false, "input": [ "#http://networkx.github.io/documentation/latest/examples/graph/napoleon_russian_campaign.html\n", "#Minard's data from Napoleon's 1812-1813 Russian Campaign.\n", "#http://www.math.yorku.ca/SCS/Gallery/minard/minard.txt\n", "\n", "import string\n", "def minard_graph():\n", " data1=\"\"\"\\\n", "24.0,54.9,340000,A,1\n", "24.5,55.0,340000,A,1\n", "25.5,54.5,340000,A,1\n", "26.0,54.7,320000,A,1\n", "27.0,54.8,300000,A,1\n", "28.0,54.9,280000,A,1\n", "28.5,55.0,240000,A,1\n", "29.0,55.1,210000,A,1\n", "30.0,55.2,180000,A,1\n", "30.3,55.3,175000,A,1\n", "32.0,54.8,145000,A,1\n", "33.2,54.9,140000,A,1\n", "34.4,55.5,127100,A,1\n", "35.5,55.4,100000,A,1\n", "36.0,55.5,100000,A,1\n", "37.6,55.8,100000,A,1\n", "37.7,55.7,100000,R,1\n", "37.5,55.7,98000,R,1\n", "37.0,55.0,97000,R,1\n", "36.8,55.0,96000,R,1\n", "35.4,55.3,87000,R,1\n", "34.3,55.2,55000,R,1\n", "33.3,54.8,37000,R,1\n", "32.0,54.6,24000,R,1\n", "30.4,54.4,20000,R,1\n", "29.2,54.3,20000,R,1\n", "28.5,54.2,20000,R,1\n", "28.3,54.3,20000,R,1\n", "27.5,54.5,20000,R,1\n", "26.8,54.3,12000,R,1\n", "26.4,54.4,14000,R,1\n", "25.0,54.4,8000,R,1\n", "24.4,54.4,4000,R,1\n", "24.2,54.4,4000,R,1\n", "24.1,54.4,4000,R,1\"\"\"\n", " data2=\"\"\"\\\n", "24.0,55.1,60000,A,2\n", "24.5,55.2,60000,A,2\n", "25.5,54.7,60000,A,2\n", "26.6,55.7,40000,A,2\n", "27.4,55.6,33000,A,2\n", "28.7,55.5,33000,R,2\n", "29.2,54.2,30000,R,2\n", "28.5,54.1,30000,R,2\n", "28.3,54.2,28000,R,2\"\"\"\n", " data3=\"\"\"\\\n", "24.0,55.2,22000,A,3\n", "24.5,55.3,22000,A,3\n", "24.6,55.8,6000,A,3\n", "24.6,55.8,6000,R,3\n", "24.2,54.4,6000,R,3\n", "24.1,54.4,6000,R,3\"\"\"\n", " cities=\"\"\"\\\n", "24.0,55.0,Kowno\n", "25.3,54.7,Wilna\n", "26.4,54.4,Smorgoni\n", "26.8,54.3,Moiodexno\n", "27.7,55.2,Gloubokoe\n", "27.6,53.9,Minsk\n", "28.5,54.3,Studienska\n", "28.7,55.5,Polotzk\n", "29.2,54.4,Bobr\n", "30.2,55.3,Witebsk\n", "30.4,54.5,Orscha\n", "30.4,53.9,Mohilow\n", "32.0,54.8,Smolensk\n", "33.2,54.9,Dorogobouge\n", "34.3,55.2,Wixma\n", "34.4,55.5,Chjat\n", "36.0,55.5,Mojaisk\n", "37.6,55.8,Moscou\n", "36.6,55.3,Tarantino\n", "36.5,55.0,Malo-Jarosewii\"\"\"\n", " c={}\n", " for line in cities.split('\\n'):\n", " x,y,name=line.split(',')\n", " c[name]=(float(x),float(y))\n", "\n", " g=[] \n", "\n", " for data in [data1,data2,data3]:\n", " G=nx.Graph()\n", " i=0\n", " G.pos={} # location\n", " G.pop={} # size\n", " last=None\n", " for line in data.split('\\n'):\n", " x,y,p,r,n=line.split(',')\n", " G.pos[i]=(float(x),float(y))\n", " G.pop[i]=int(p)\n", " if last is None:\n", " last=i\n", " else:\n", " G.add_edge(i,last,{r:int(n)})\n", " last=i\n", " i=i+1\n", " g.append(G) \n", "\n", " return g,c \n", "\n", "\n", "(g,city)=minard_graph()\n", "\n", "figure(1,figsize=(11,5))\n", "\n", "colors=['b','g','r']\n", "for G in g:\n", " c=colors.pop(0)\n", " node_size=[int(G.pop[n]/300.0) for n in G]\n", " nx.draw_networkx_edges(G,G.pos,edge_color=c,width=4,alpha=0.5)\n", " nx.draw_networkx_nodes(G,G.pos,node_size=node_size,node_color=c,alpha=0.5)\n", " nx.draw_networkx_nodes(G,G.pos,node_size=5,node_color='k')\n", "\n", "for c in city:\n", " x,y=city[c]\n", " text(x,y+0.1,c)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "display_data", "png": 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af1kqKyvZsyeNX37ZT3FxBXq9CQcHFcHBXoweHU/v3r2anEai08HWrbBrF3Tq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\n" } ], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }