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Number of modules found with Infomap and Louvain community detection algorithms on fully connected network with different link weight thresholds
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "import numpy as np\n", | |
| "from collections import Counter\n", | |
| "import networkx as nx\n", | |
| "from infomap import infomap\n", | |
| "import community\n", | |
| "\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "import matplotlib.colors as colors\n", | |
| "import matplotlib.cm as cm\n", | |
| "from matplotlib import rcParams\n", | |
| "%matplotlib inline\n", | |
| "rcParams['figure.figsize'] = (8, 6)\n", | |
| "rcParams['axes.titlepad'] = 12\n", | |
| "rcParams['axes.titlesize'] = 18\n", | |
| "rcParams['axes.labelsize'] = 12" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "def findInfomapCommunities(G, N=10):\n", | |
| " \"\"\"\n", | |
| " Partition a networkx graph G with the Infomap algorithm.\n", | |
| " Annotates nodes with 'community' id and returns the number of communities found.\n", | |
| " \"\"\"\n", | |
| " \n", | |
| " infomapWrapper = infomap.Infomap(\"--two-level -0 -N{}\".format(N))\n", | |
| "\n", | |
| " for e in G.edges():\n", | |
| " infomapWrapper.addLink(*e)\n", | |
| " \n", | |
| " infomapWrapper.run();\n", | |
| " tree = infomapWrapper.tree\n", | |
| "\n", | |
| " partition = {}\n", | |
| " for node in tree.leafIter():\n", | |
| " partition[node.originalLeafIndex] = node.moduleIndex()\n", | |
| "\n", | |
| " nx.set_node_attributes(G, name='community', values=partition)\n", | |
| " return tree.numTopModules()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "def findLouvainCommunities(G, N=10):\n", | |
| " \"\"\"\n", | |
| " Partition a networkx graph G with the Louvain algorithm.\n", | |
| " Annotates nodes with 'community' id and returns the number of communities found.\n", | |
| " \"\"\"\n", | |
| " best_partition = None\n", | |
| " best_modularity = float(\"inf\")\n", | |
| " for i in range(N):\n", | |
| " partition = community.best_partition(G, randomize=True)\n", | |
| " if community.modularity(partition, G) < best_modularity:\n", | |
| " best_partition = partition\n", | |
| " nx.set_node_attributes(G, name='community', values=best_partition)\n", | |
| " return len(Counter(best_partition.values()))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "4593.30622757\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "file = \"averaged_matrix_weighted.csv\"\n", | |
| "csvfile = open(file, 'rb')\n", | |
| "data = np.genfromtxt(csvfile, delimiter=',', dtype=None)\n", | |
| "maxValue = np.max(data)\n", | |
| "graph_data = data/maxValue\n", | |
| "print(maxValue)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
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jJ0dzPO9c33z9K0M/9PNLVh7raI5PBBlHsseolpw4NTcj1RJ3lINvjr376Qw/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ZLe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UXCleegN9DeTaA/mq4KBuAo6OmRhlUQYBWRxGttfSsE7RZ0h/sHX2EIajaIpl2TbJQQU8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wG4fu/PyzioZmjP5bxgCm9Krid6+grXbT1M1Y25+DLBGvzDQ5di/j819LX2s21njPD4lje9vdDF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\ns1dYzTnWrGY1q1nNavYK+9/AvakDj9DUUwAAAABJRU5ErkJggg==\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x1517bbabe0>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "fig, ax = plt.subplots()\n", | |
| "cax = ax.matshow(graph_data, interpolation='nearest', norm=colors.LogNorm(vmin=0.01, vmax=0.1))\n", | |
| "fig.colorbar(cax);" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 13, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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aoMMSkTSS9Mle/ewlGbRqls3tZ/TluUsPA2Doo1MYOX6GJtURkbjQZXyROKvY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\nBGjAPXfn3FLgrhjGIiKS1LI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uGP8VqTLwW9CSPtmLiEhq6ZCfx8iT9+eTBWt5YerioMNJ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\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x1517ea3e10>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "thresholds = np.logspace(-2, 0, 21)\n", | |
| "num_edges = [(graph_data > t).sum()/2 for t in thresholds]\n", | |
| "fig, ax = plt.subplots()\n", | |
| "ax.plot(thresholds, num_edges, '-o');\n", | |
| "ax.set_yscale('log');\n", | |
| "ax.set_xscale('log');\n", | |
| "ax.set_title('Number of edges for different thresholds');\n", | |
| "ax.set_ylabel('Edge count');\n", | |
| "ax.set_xlabel('Threshold');" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "def getNetwork(threshold):\n", | |
| " g = nx.Graph()\n", | |
| " g.add_nodes_from(list (range (0, 264)))\n", | |
| "\n", | |
| " for i1, data1 in enumerate(graph_data):\n", | |
| " for i2, data2 in enumerate(graph_data):\n", | |
| " if graph_data[i1][i2] >= threshold:\n", | |
| " g.add_edge(i1, i2, weight = graph_data[i1][i2])\n", | |
| " return g" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Finding communities with threshold 0.01...\n", | |
| "Finding communities with threshold 0.012589254117941675...\n", | |
| "Finding communities with threshold 0.015848931924611134...\n", | |
| "Finding communities with threshold 0.0199526231496888...\n", | |
| "Finding communities with threshold 0.025118864315095794...\n", | |
| "Finding communities with threshold 0.03162277660168379...\n", | |
| "Finding communities with threshold 0.039810717055349734...\n", | |
| "Finding communities with threshold 0.05011872336272725...\n", | |
| "Finding communities with threshold 0.06309573444801933...\n", | |
| "Finding communities with threshold 0.07943282347242814...\n", | |
| "Finding communities with threshold 0.1...\n", | |
| "Finding communities with threshold 0.12589254117941676...\n", | |
| "Finding communities with threshold 0.15848931924611143...\n", | |
| "Finding communities with threshold 0.19952623149688797...\n", | |
| "Finding communities with threshold 0.25118864315095807...\n", | |
| "Finding communities with threshold 0.31622776601683794...\n", | |
| "Finding communities with threshold 0.3981071705534973...\n", | |
| "Finding communities with threshold 0.5011872336272725...\n", | |
| "Finding communities with threshold 0.6309573444801934...\n", | |
| "Finding communities with threshold 0.7943282347242817...\n", | |
| "Finding communities with threshold 1.0...\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "louvainModuleCount = []\n", | |
| "infomapModuleCount = []\n", | |
| "for t in thresholds:\n", | |
| " print(\"Finding communities with threshold {}...\".format(t))\n", | |
| " infomapModuleCount.append(findInfomapCommunities(getNetwork(t), N=10))\n", | |
| " louvainModuleCount.append(findLouvainCommunities(getNetwork(t), N=3))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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9y3IzvVv99tCoG+RuhNx1++arexREREPuesjdsO/yekeDRcKmmZC+DHoPL5dCf6i0ZS8i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\nJXsREZEA9/8B+kRnfoHh9i0AAAAASUVORK5CYII=\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x1517ecc160>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "fig, ax = plt.subplots()\n", | |
| "ax.plot(thresholds, infomapModuleCount, '-o');\n", | |
| "ax.plot(thresholds, louvainModuleCount, '-x');\n", | |
| "ax.plot((0.01, 1), (264, 264), '--');\n", | |
| "ax.legend(['Infomap', 'Louvain', 'Number of nodes'], loc='lower right');\n", | |
| "ax.set_ylabel('Number of modules')\n", | |
| "ax.set_xlabel('Threshold')\n", | |
| "ax.set_title('Number of modules found')\n", | |
| "ax.set_yscale('log')\n", | |
| "ax.set_xscale('log')\n" | |
| ] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "Python 3", | |
| "language": "python", | |
| "name": "python3" | |
| }, | |
| "language_info": { | |
| "codemirror_mode": { | |
| "name": "ipython", | |
| "version": 3 | |
| }, | |
| "file_extension": ".py", | |
| "mimetype": "text/x-python", | |
| "name": "python", | |
| "nbconvert_exporter": "python", | |
| "pygments_lexer": "ipython3", | |
| "version": "3.6.3" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 1 | |
| } |
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