{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Axelrod Examples: Playing Matches and Plotting Results" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Python 3\n", "%matplotlib inline\n", "\n", "import random\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns\n", "\n", "import axelrod as axl\n", "\n", "plt.rcParams['figure.figsize'] = (10, 10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Matches\n", "\n", "Let's try out some some simulated matches between two opponents and plot the score distributions. To make this interesting we should choose stochastic strategies. First we generate some matches between the players, score the results, and plot them per turn." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/vince/anaconda3/lib/python3.5/site-packages/seaborn/timeseries.py:183: UserWarning: The tsplot function is deprecated and will be removed or replaced (in a substantially altered version) in a future release.\n", " warnings.warn(msg, UserWarning)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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VYJ81IiIiSoyJBWtKWw9+zQb/VMvVvgvAQ8HPHwHwzSIiweV/ppSqKaVOAzgB4MX9HrNf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\noe1xQ56eqpqLI1VVq1pxJPXf/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EkysoZie2I5j6VsCXv649jUGcFn37AFybyIT/7khN7R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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Two Zero-Determinant Strategies\n", "player1 = axl.ZDGTFT2()\n", "player2 = axl.ZDSet2()\n", "\n", "matches = 1000\n", "turns = 100\n", "\n", "scores = []\n", "for i in range(matches):\n", " match = axl.Match((player1, player2), turns)\n", " results = match.play()\n", " scores.append(list(zip(*match.scores())))\n", "\n", "scores1, scores2 = zip(*scores)\n", "\n", "sns.tsplot(scores1)\n", "sns.tsplot(scores2, color=\"y\")\n", "plt.xlabel(\"Turns\")\n", "plt.ylabel(\"Mean Scores per turn\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's look at the end results for each strategy. We'll take the average score for each player over many matches and plot the resulting distributions" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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jlAD47J49A9o3XAi6jNBLpaTjB0saKmSDLiUWNo20zrlnJD1jZr/vnAvPXRk9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\nANgdAlmIlIo53UsX/8jYN1zQ4bFi0GU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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Two Zero-Determinant Strategies\n", "player1 = axl.ZDGTFT2()\n", "player2 = axl.ZDSet2()\n", "\n", "scores = []\n", "\n", "for i in range(matches):\n", " match = axl.Match((player1, player2), turns)\n", " results = match.play()\n", " # Sum the scores from the match for each player\n", " scores.append(np.sum(match.scores(), axis=0) / float(turns)) \n", "\n", "df = pd.DataFrame(scores)\n", "df.columns = [\"Player1\", \"Player2\"]\n", "df.mean()\n", "\n", "plt.violinplot(df[[\"Player1\", \"Player2\"]].as_matrix(), showmedians=True)\n", "plt.xticks([1,2], [str(player1), str(player2)])\n", "plt.ylabel(\"Mean Scores over all matches\")\n", "plt.xlabel(\"Players\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Noisy Matches\n", "Let's see how a little stochastic noise affects these plots. Without noise these next two strategies would always cooperate, and so both always score 3 points in each round. Instead they are driven toward mutual defection." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/vince/anaconda3/lib/python3.5/site-packages/seaborn/timeseries.py:183: UserWarning: The tsplot function is deprecated and will be removed or replaced (in a substantially altered version) in a future release.\n", " warnings.warn(msg, UserWarning)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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1NawNrcvYWpZqIaQdda3FUdqWWeHY7ZRoZuEkgEZ+idz5/hOWg/uJ+4Gs2dkA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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Two typically deterministic strategies\n", "player1 = axl.OmegaTFT()\n", "player2 = axl.TitForTat()\n", "\n", "scores = []\n", "for i in range(matches):\n", " match = axl.Match((player1, player2), turns, noise=0.05) # 5% noise\n", " results = match.play()\n", " scores.append(list(zip(*match.scores())))\n", "\n", "scores1, scores2 = zip(*scores)\n", "\n", "sns.tsplot(scores1)\n", "sns.tsplot(scores2, color=\"y\")\n", "plt.xlabel(\"Turns\")\n", "plt.ylabel(\"Mean Scores per turn\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we see that WinStayLoseShift is able to recover from the occasional defection due to noise to maintain mutual cooperation." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/vince/anaconda3/lib/python3.5/site-packages/seaborn/timeseries.py:183: UserWarning: The tsplot function is deprecated and will be removed or replaced (in a substantially altered version) in a future release.\n", " warnings.warn(msg, UserWarning)\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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7cnKVw+1nVHevJ2VfFcd2VM2gzf1gk3q75sJaRhhqsmYra5uYQd17hcCcg67i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+AAAg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WSNURJAiMZB1gihmExe67WP76xpGoQc77fjJsiEjanz702OpU2PHZXmrK3WnqBt7BjcQkvl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\ngpFjptqgkogAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Two typically deterministic strategies\n", "player1 = axl.WinStayLoseShift()\n", "player2 = axl.WinStayLoseShift()\n", "\n", "scores = []\n", "for i in range(matches):\n", " match = axl.Match((player1, player2), turns, noise=0.01) # 5% noise\n", " results = match.play()\n", " scores.append(list(zip(*match.scores())))\n", "\n", "scores1, scores2 = zip(*scores)\n", "\n", "sns.tsplot(scores1)\n", "sns.tsplot(scores2, color=\"y\")\n", "plt.xlabel(\"Turns\")\n", "plt.ylabel(\"Mean Scores per turn\")" ] } ], "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 }