diff --git a/basic-prob-end-tournament.ipynb b/basic-prob-end-tournament.ipynb new file mode 100644 index 0000000..bcba6cc --- /dev/null +++ b/basic-prob-end-tournament.ipynb @@ -0,0 +1,194 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This notebook shows how to build a probabilistic ending tournament. The documentation for this can be found here: ..." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.4/dist-packages/matplotlib/backends/backend_gtk3agg.py:18: UserWarning: The Gtk3Agg backend is known to not work on Python 3.x with pycairo. Try installing cairocffi.\n", + " \"The Gtk3Agg backend is known to not work on Python 3.x with pycairo. \"\n", + "/usr/local/lib/python3.4/dist-packages/IPython/html.py:14: ShimWarning: The `IPython.html` package has been deprecated. You should import from `notebook` instead. `IPython.html.widgets` has moved to `ipywidgets`.\n", + " \"`IPython.html.widgets` has moved to `ipywidgets`.\", ShimWarning)\n" + ] + } + ], + "source": [ + "import axelrod as axl\n", + "import random # To set a seed\n", + "import seaborn\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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fDAAAkAKKL5zwvIJ6vb6KRYovAAAYDYovHPEVx1IYctc2AAAwGhRfOOF5oaJI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\n+8BxC1jxhQszxpjpvcdLTpN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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "random.seed(1)\n", + "reps = 10000\n", + "strategies = [axl.Cooperator(), axl.Defector(),\n", + " axl.TitForTat(), axl.Grudger()]\n", + "tournament = axl.ProbEndTournament(strategies, prob_end=.5, repetitions=reps)\n", + "results = tournament.play()\n", + "plot = axl.Plot(results)\n", + "plot.boxplot();" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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UlOpMAiIysRQ4WfBifz//V9RJ0QeMytL8eMuDIGDjbS9RUXk2pTMn7pLUIlJ4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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "eco = axl.Ecosystem(results)\n", + "eco.reproduce(100)\n", + "plot.stackplot(eco);" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": 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yi/djsy2PbDqMGWX1IyYq+Gkyp7z0JN5z7a5NhzGjzGak6RBmpJNfejK7XLtL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\nVEjJYAAAAPMjgwEAACNb0uQNAAAwOwE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jEapSeX0KFSELVlefHdkX1Wqss2e/OIWKkLbBS4tfrGZz/9Z01arVmTNcR/B4\nR35eGATBvwyC4H3HWQymUy6XU6XyBtXruy+n9XqRHOeVKpeXU6wMaSoWK/L9V6vb3b2I9fuhrH1a\ni4tnUqwMaZqfL8lxXqEw3A293W6oQuHVmpmZOeA3Mc2Wli6o37+iKNrdd7fZ7KtYfFazs3MpVoZJ\nwQI5JGJhYUVxfPXB/qr1+oLOnzcpV4W0nT37CjUaqw9+3t5e0IULr06xImTB+fPPqFabf/Bzo1HR\n2bMvT7EiZMGlS1+kra3ZBz/3ehe1tHQhxYowSQi8SMyZM0ZbW6F6vb6KRS5eGFhaepVarZ56vVCl\n0tNpl4MMcBxHq6tvUL3eV60W6dy5N6RdEjLAcRzNzl5VFMWq13taWXkm7ZIwQQi8SEw+n5e0qmaz\noOVl7soxUC4vq90uqdksaGnpfNrlICPm58vq90tynEXNzMw+/hdwKqyuXtXWlqM4XtHc3PzjfwHY\ncZRdGoAjy+fPyvd7D3ZsACQpnz+vfD5HX2CI5y3I8yqP/yJODdd15furKhTOpV0KJgwzvEjcwQdR\n4DRyHBF2sY/rzsn3eSEJwxzHYbzA2Ai8SFgka/dvOYTTzdpI1nLENPbqKI47aReBjLE2VBzv36IM\nOAiBF4nq9xvq9xuP/yJOlX6/Tl9gnyhqKww5wAi7rLUKwybjBcZG4EViarUNed4NFYt13b4dpF0O\nMmJ9/ZpmZ+9pbm5La2vPp10OMqJavaNc7p6kW9re3ki7HGTEjRt/rIWFtjzvpjY3b6VdDiYIgReJ\niKJI1eofqFTylcv5iuPn1WhspV0WUtZut9TpfEazs77yeV9h+Bx9AXU6bW1v/5Hm532VSr42Nz+u\nfp9H2Kfd4Cbomnzf0/x8TvX6p9TptNMuCxOCwIsT1+v19NJLH9bS0u4azXLZ08bGx9Vo1FKsDGlq\ntRpaW/uIFhd3h6Fy2aUvTrlWq6E7dz6ipaXdP1tainXjxu8Rbk6xra11NRqf1Pz87uZSS0vSnTsf\nUbvNshc8nnP/5KuTsL5eP7m/HBNhY+OGGo3PqFKJH7xVWy7PaXt7MEBtb0dynKd1/rzhrdtTZG3t\n8+r3Ay0sPBx26YvT7nF9Ua1azcz8GZ05cyWtEpGwOI518+anlMvdGAq7D/fF1lasfP7VnMYHra6W\nHnnBIPDiRPT7fd269UeanV3T7Ozwds8PD1SSFIaRarWiVldfr/n5ctKlIkGdTlt37vyBSqUt5fPe\n0L8b3RfOCkkaAAAcMklEQVQlnTnzBs3NFZMuFQka9MUnVCrVHtsX3W6oRmNFFy68YecwG0yrWm1D\n1eofqlLpyXWHH0iP7ouKzp17AweVnGIHBV6WNODYRVGka9f+P1Uq9/aF3VF839PyclvV6m+rVruX\nQIVIQ6vV1J07/1HLy/V9oWaUQV+0tLHxQdXrmwlUiDREUaTbtz+k5eXGofqiUPC1vLylmzd/Ryc5\nYYN03bv3klqtD2t5OdwXdkcZ9EVdd+78plqtZgIVYtIQeHHsNjZuank5HvtR9MKCp0bjxglVhbRt\nbV3X8vL4hzsuLvra3r55AhUhC27e/KSWl+Oxf69S6ejWrc+eQEXIgnb7porF8ceL5WVPW1vXT6Ai\nTDoCL45dr7cu33/8TM0oYcj2Q9Mqio4+S/skv4vs2t7elO9fP9I6bc9zFccvqNlkP9ZpY61VHB/9\nxVXGC4xC4MWx6/VaiuPxZ2wGv9vmMeWU6nZbR/5/2+3yFvY0KpUq6vUuqN8f//TFbjeUtVc0P8/6\n7mnT6/Vkbe9Iv2utZbzASAReHLurV9+s7e2LajYPf1RsrxdpY6Oky5e/mrfyp9TVq2/T5uaSOp3D\n76fa7Yba2CjrypWvOsHKkBbHcXT16hvVbF4eqy9arVD9/it1+fKzJ1gd0lIoFLS6+hXa2JhRFB1+\n8qTT6ataXdHVq287ueIwsQi8OHau6+qpp55VofDntLGhx87q1WqRwtDo6tUvV6FQSKhKJM33fV29\n+qWy9nXa2nr8RaxWixRFr9bVq2/mbfwp99RTX6Qoekb1+uNvkmu1SK77RTp//pkEKkNa5udLunLl\nbWo0LqvZfPwTgK0tK+l1unLljfL98df+YvoReHFiKpVzunjxv9TGRvmRd+kbGzktLr5FZ8++MuHq\nkJYzZ65oZeVt2tgoPPJmaGPD3+mLpxOuDmk5d+5VKha/TBsb7si+sNY+GC9WV9mH9zRwHEeXLv0X\nmpl5o7a2Rj/5G/TFjFZW3kZf4EAEXpyoXC6nq1ffrGp1cd+63o0NV+fPv0XF4kJK1SEts7Pzunjx\nLbp3b//M7aAv3kpfnELl8rIuXvxKbW5W1O3uzvYOHlWf0eXLX0lfnEKLi2dUqbxJ1erwnw/C7qwu\nXXqLZmfn0ikOE4PAixPnOI6uXHmTNjdLD2ZuNjZcnT37FpYwnGK5XE6XLr1V9+7tPn7c2HB17txb\n6YtTbHCT/CY1m8sP/qzdPq8rV/7sofZjxXQqFhe0tPQmVau7s/8bGwVduvTlLGHAoXDSGhITRZGu\nX/+glpcdue4bNT9fSrskZEC329Xa2m9qcbEg3/8STlWDJKle31Sz+Xuan5+V738ZM3iQNOiLev13\nNTe3qPn5NymXy6VdEjKEk9aQCZ7nyfeLiqI8YRcPDGZzZ2VtgbCLB0qlJfV6y5LOE3bxwKAvXHne\nPGEXY+E5ABLlOL4c52h79GJ6DfqC4QjDHCdivMA+g7GC8QLjYYYXibHWqt9vy9q+er2jbSqO6RNF\nkaKooyjq0Rd4wFqrKKorio5+4hamT7vdkuNECsP2kQ84wulE4EUi4jjWiy9+WIuL26pUpFu3/pPa\nbU7DOe263a5eeulDWlrqa2nJ6tatD9EXUBzHun79UyoWIxUKXd28+VlOYIQajaru3v1tVSquFhfb\nevHFD3GTjEMj8OLE9ft9vfji72hpaUueN2i55eVId+/+thoNZm9Oq1arodu3P6SVle6D0/WWl0P6\n4pRrNKp66aUPamHhpgoFX7Ozvubm/lTXrn1IzWY97fKQkmr1jra2PqylpcGNj+u6Wl3t7EyeNNMt\nDhOBXRpwYsIw1MbGNbXbf6qlpd6DUFMuz2l7ezCLt7Uled5VLS29TDMzM2mWi4R0u11tbPypouhF\nLS7uDhEP90WtZuW6L6MvTpEoirS29rykz6tU8h78+XBfxPL9V+nMmVewRdkp0WjUtLX1olz3JZVK\nu+t2h68jjjzvqpaXX8aWhqfcQbs0EHhxrOI41vr6dfV6t2TthhYWnH0XpocHKmmwVq9e7yuKluT7\nqwxaUyiKIt2796K63dty3U2Vy/6DG6D7DuqLfP6sVlZezn6bU2Z4vNhUuawHT4Hu29sXYRhpe9uV\n562oUDivlZVL+3oJk63dbqta/VP1+3eUz9dVLO4/oGbUeLG9HSqOl1QonNfy8hXGi1OIwIsTNTjt\n5pY6nZuKonWVy1a+7z3y+3sHqr1/V60WSlpWPn+OQWuCWWt1794NdTo3Ze29kTc/DzuoL+I4Vq0W\nyXFWlc9f0OrqU8zwTag4jrWxcVOdzi3F8b0nGi/6/VDb2558f1UzMxe0vHyB8Duher2e7t37gsLw\nrnx/S6XSwVuOPX68iOU4K4wXpwyBFycijmPduvVpRdFtlUqhcrnDBdODBqq9f3+tFsvaFZ09+6xm\nZmaftGQkYNAXf6wounUifXF/hs9xzurixWfleY8OS8iOwQEjn5a16yqX4wND7sMO2xe9XqhGw5fn\nndPZs69lj9YJ0Wo1tL7+abnuPS0s7H/y8yjjjBe1miPXPcd4cQoca+A1xrxJ0ndJ2pZ0NwiCH37U\ndwm806vZ3Nbdu7+vpaXu2HfOhx2oHra5KZVKr9PS0oWxfg/JardbunPno1paap94X1hrtbmZ08rK\nG1UsLoxbKhK0tvZ5dbuBKpXxZ9mO0hfVqqPZ2dfozJkrY//3kJyNjRtqtT6txcXxZ+UZLzDKQYH3\nKM+KFyW9KwiCpjHmA0cvC5Nqbe0LCsP/rJUVV0lt9LG0JDWbn9D165d16dLreGyZQRsbN9Vsfkor\nK46S6AvHcbS8HKpW+121Wq8l3GRQo1HVvXufVLnc0NxcMkuTHMfR0pLU7X5aL774klZXn+Vkx4xZ\nesNrFYY9LTjhkcdy13W0EI83p3ZZko2t5OTleb42/+AzR/pvYzKNPQIFQfBrkmSM+UFJ/+qg71Yq\nc4d+bIXJcPv2NbluoEuXnuwI2HJ5/KNCy2WpXl/T5magZ575c0/038fxqlY31Ot9Wpcvzz3RzchR\n+qJUslpb+89ynBWtrJw78n8bx6/bva2FBVeLi8UnWkN5lL4Iw0i+76hQ6Gp1lSdDWdKP+3Ld6InX\n1bruEcYa11EU9SW5Wl3lRug0OcqShqKkfyLpXwVB8MGDvsuShunU6XS0ufmC+v1bmp/vqFAY775p\n3EdRURTvbDtzTouLL1OpVBm3ZCTg/ksnvd4NFYstFQrjraEcty96vVD1ekH5/EUtLz/Nzh4ZFcex\n1taeV7f7ohYXw327MDzOuH0xeJFtRrOzL9eZMy/naVBGNRpbqla/oDi+o4UFe+J90e321WjMKJ+/\nqKWlV7Dd4ZQ67jW875X0tKRrkqIgCN7xqO8SeKff5uYdNRovSrqrxcXDvXBw2IGqXu8pDJdVKFzS\n6upl3rKdIJuba2o0viDHWT/0iyiH7Yvt7b6iaEXz81e1tHSeQDMhrLW6e/cFtdtfULHYPfSN8mH7\notPpq9mc0+zs0zpz5gp9MSHub1nY6VxXoVDT/Pz+LchGOWxf1Gp9xTHjxWnBLg04ccOze+0DL2YH\nDVRRFKtW8+R551SpPK35+Sd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+ "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot.lengthplot();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Have the expected lengths:" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1.9963\n", + "2.009925\n", + "2.00175\n", + "2.014975\n" + ] + } + ], + "source": [ + "from numpy import mean\n", + "for data in plot._lengthplot_dataset:\n", + " print(mean(data))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + } + ], + "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": "3.4.3" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +}