{ "metadata": { "name": "", "signature": "sha256:bdde203b5653e9c9d560aaca5937c0fd721e53b2a5fcbbad1e4ba28c2dbd69df" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Networkx. How to get started?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Do the tutorial at http://networkx.github.io/documentation/latest/tutorial/index.html" ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Creating a graph" ] }, { "cell_type": "code", "collapsed": false, "input": [ "# Code from http://networkx.github.io/documentation/latest/tutorial/tutorial.html#creating-a-graph\n", "import networkx as nx\n", "G=nx.Graph()\n", "\n", "# Now run this (using the play button or by hitting Shift Return" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "# Now type G.add (and hit TAB)\n", "# isn't that great!\n", "\n", "G.add_node(1)\n", "G.add_edge(1,2)\n", "G.nodes() # show all nodes" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 8, "text": [ "[1, 2]" ] } ], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "G.edges() # show all edges" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 9, "text": [ "[(1, 2)]" ] } ], "prompt_number": 9 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Your turn. Finish the tutorial." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Make good headings.\n", "\n", "Insert comments in your code and outside in markdown blocks\n", "\n", "make many code blocks, keeping things which belong togetrher together \n", "\n", "good luck" ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "Plotting and showing graphs" ] }, { "cell_type": "heading", "level": 4, "metadata": {}, "source": [ "Karate Club (Figure 1.7 from Easley and Kleinberg)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "\"\"\"\n", "Zachary's Karate Club graph\n", "\n", "Data file from:\n", "http://vlado.fmf.uni-lj.si/pub/networks/data/Ucinet/UciData.htm\n", "\n", "Reference:\n", "Zachary W. (1977).\n", "An information flow model for conflict and fission in small groups.\n", "Journal of Anthropological Research, 33, 452-473.\n", "\"\"\"\n", "import networkx as nx\n", "G=nx.karate_club_graph()\n", "print(\"Node Degree\")\n", "for v in G:\n", " print('%s %s' % (v,G.degree(v)))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Node Degree\n", "0 16\n", "1 9\n", "2 10\n", "3 6\n", "4 3\n", "5 4\n", "6 4\n", "7 4\n", "8 5\n", "9 2\n", "10 3\n", "11 1\n", "12 2\n", "13 5\n", "14 2\n", "15 2\n", "16 2\n", "17 2\n", "18 2\n", "19 3\n", "20 2\n", "21 2\n", "22 2\n", "23 5\n", "24 3\n", "25 3\n", "26 2\n", "27 4\n", "28 3\n", "29 4\n", "30 4\n", "31 6\n", "32 12\n", "33 17\n" ] } ], "prompt_number": 10 }, { "cell_type": "heading", "level": 4, "metadata": {}, "source": [ "Now plotting it." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We use the inline plotting technique. See http://nbviewer.ipython.org/github/ipython/ipython/blob/1.x/examples/notebooks/Part%203%20-%20Plotting%20with%20Matplotlib.ipynb" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%matplotlib inline" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "# Now we follow http://networkx.github.io/documentation/latest/tutorial/tutorial.html#drawing-graphs\n", "import matplotlib.pyplot as plt\n", "nx.draw(G)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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p3JlyIyMqihShuVRKA4mEtStU4JYtW9Ktz3337h3379/P8ePHs3bt2lQqlaxV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\nU1/jfgREN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"text": [ "" ] } ], "prompt_number": 13 }, { "cell_type": "code", "collapsed": false, "input": [ "nx.draw_circular(G) # plot differently" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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0aVMOHDiQHg4OXFTIM10HoBXUU92+BHhZS56hhoacM2fOp7lxgn8kQnwFn4wu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