{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Spatial Tournament Examples : Lattice Topology\n", "\n", "In this notebook we will be performing a lattice structured tournament. Ten random players are selected by the list of strategies in Axelrod. Afterwards these players are allocated into a square lattice network where each player competes with four neughboors. Then we plot the results.\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# Python 3 \n", "%matplotlib inline\n", "\n", "import matplotlib.pyplot as plt\n", "import random\n", "\n", "# package for creation and visuliazation of networks\n", "import networkx as nx \n", "from networkx.drawing.nx_agraph import graphviz_layout\n", "\n", "import axelrod as axl" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "strategies = [s() for s in axl.strategies]" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "players = random.sample([s() for s in axl.strategies], 10)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "G = nx.newman_watts_strogatz_graph(len(players), 4, 0)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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gBvgb8Br69zAJ8NFo+P6tt+jVqxfp6elkZmYyZcoUAN555x2++eYbk89w/fp1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\nAdTX17N3715KS0v7zAEQEBBAeno6CQkJaLVaqqqquHz5ssv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2gBBCA7wF/ACoAo4LIXZK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\n64nQ5QAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pos = nx.circular_layout(G)\n", "# for the nodes \n", "nx.draw_networkx_nodes(G,pos,\n", " node_color='r',\n", " node_size=100\n", " )\n", "# for the edges\n", "nx.draw_networkx_edges(G,pos,\n", " width=5, alpha = 0.5)\n", "# using labels\n", "labels={}\n", "for i in range(len(players)):\n", " labels[i]= '%s' % (players[i])\n", "\n", "nx.draw_networkx_labels(G,pos,labels,font_size=10)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Playing matches: 100%|██████████| 20/20 [00:00<00:00, 118.03it/s]\n", "Analysing: 100%|██████████| 20/20 [00:00<00:00, 872.01it/s]\n", "Finishing: 100%|██████████| 33/33 [00:00<00:00, 574.10it/s]\n" ] } ], "source": [ "edges = G.edges()\n", "tournament = axl.Tournament(players, edges=G.edges(), repetitions=1)\n", "results = tournament.play(processes=1)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['Cycler DC',\n", " 'DoubleResurrection',\n", " 'TF1',\n", " 'Doubler',\n", " 'Soft Joss: 0.9',\n", " 'Stalker: D',\n", " 'NMWE Memory One: 30 players',\n", " '$e$',\n", " 'Aggravater',\n", " 'ThueMorseInverse']" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "results.ranked_names" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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SJEkDsWBJkiRJ0kCWtQ4gSZIkbar9jzxrkNc57uAVg7yOtI4jWJIkSZI0EEewJEmSNHUc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\n/wcIKXunAKTmsgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot = axl.Plot(results)\n", "plot.boxplot();" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [default]", "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": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 1 }