{ "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",
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ZLvv++yJdCNy+fZuVK1fmhAkTqNfrmZeXx9mzZrGsWs2GLi78CeARgGcAHgT4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\nGya3FGE3eOQPAO3atWvitrh7926EhYUhKSkJsbGxG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"text": [
"