diff --git a/Some-Pig.ipynb b/Some-Pig.ipynb new file mode 100644 index 0000000..007e201 --- /dev/null +++ b/Some-Pig.ipynb @@ -0,0 +1,411 @@ +{ + "metadata": { + "name": "", + "signature": "sha256:429772519ac9c7ad047176ee68c0bc24ecb5d701c20467b8996ecc8adc298ba5" + }, + "nbformat": 3, + "nbformat_minor": 0, + "worksheets": [ + { + "cells": [ + { + "cell_type": "code", + "collapsed": false, + "input": [ + "from random import randint\n", + "from statistics import mean\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "%matplotlib inline" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 31 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "class Pig_Game:\n", + " def __init__(self,player):\n", + " self.player = player\n", + "\n", + " def roll_die(self):\n", + " return randint(1,6)\n", + "\n", + " def pig_turn(self):\n", + " turn_score = 0\n", + " decision = \"Play\"\n", + " while decision != \"Hold\":\n", + " roll = self.roll_die()\n", + " if roll == 1:\n", + " self.player.turn_over()\n", + " return 0\n", + " else:\n", + " turn_score += roll\n", + " decision = self.player.decide(roll)\n", + " self.player.turn_over()\n", + " return turn_score\n", + "\n", + " def pig_game(self):\n", + " score = 0\n", + " for _ in range(7):\n", + " score += self.pig_turn()\n", + " \n", + " self.player.end_game(score)\n", + " return score" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 32 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "\n", + "class Player:\n", + " \"\"\" This is the base player which always holds after the first roll. \"\"\"\n", + "\n", + " def __init__(self):\n", + " self.name = \"Generic Player\"\n", + " self.score = 0\n", + " self.rolls = 0\n", + " self.turn_score = 0\n", + "\n", + " def decide(self, roll):\n", + " self.score += roll\n", + " return \"Hold\"\n", + "\n", + " def turn_over(self):\n", + " pass\n", + "\n", + " def end_game(self,score):\n", + " self.score = 0\n", + " self.rolls = 0\n", + " self.turn_score = 0\n", + "\n", + "class Timid_Player(Player):\n", + "\n", + " def __init__(self):\n", + " super().__init__()\n", + " self.name = \"Timid_Player\"\n", + "\n", + " def decide(self, roll):\n", + " self.score += roll\n", + " self.rolls += 1\n", + " if self.rolls > 2:\n", + " return \"Hold\"\n", + "\n", + " def turn_over(self):\n", + " self.rolls = 0\n", + "\n", + "\n", + "class Gamblers_Fallacy_Player(Player):\n", + " def __init__(self):\n", + " super().__init__()\n", + " self.name = \"Gamblers_Fallacy_Player\"\n", + "\n", + " def decide(self, roll):\n", + " self.score += roll\n", + " self.rolls += 1\n", + " if self.rolls > 4:\n", + " return \"Hold\"\n", + "\n", + " def turn_over(self):\n", + " self.rolls = 0\n", + "\n", + "\n", + "class Unpredictable_Player(Player):\n", + " def __init__(self):\n", + " super().__init__()\n", + " self.name = \"Unpredictable_Player\"\n", + "\n", + " def decide(self, roll):\n", + " self.score += roll\n", + " self.rolls += 1\n", + " if self.rolls > (randint(2,6)):\n", + " return \"Hold\"\n", + "\n", + " def turn_over(self):\n", + " self.rolls = 0\n", + "\n", + "\n", + "class Greedy_Player(Player):\n", + " def __init__(self):\n", + " super().__init__()\n", + " self.name = \"Greedy_Player\"\n", + "\n", + " def decide(self, roll):\n", + " self.score += roll\n", + " self.turn_score += roll\n", + " if self.turn_score > 20:\n", + " self.turn_score = 0\n", + " return \"Hold\"\n", + "\n", + " def turn_over(self):\n", + " self.turn_score = 0\n", + " \n", + "class Smart_Player(Player):\n", + " def __init__(self):\n", + " super().__init__()\n", + " self.name = \"Smart_Player\"\n", + " self.max_turn_score = randint(1,25)\n", + " self.games_played = 0\n", + " self.tried_scores = {}\n", + " \n", + " \n", + " def find_best_score(self):\n", + " best_average = 0\n", + " best_turn = 0\n", + " for turn_score, end_scores in self.tried_scores.items():\n", + " if mean(end_scores) > best_average:\n", + " best_average = mean(end_scores)\n", + " \n", + " best_turn = turn_score\n", + " return best_turn\n", + "\n", + " def decide(self, roll):\n", + " self.score += roll\n", + " self.turn_score += roll\n", + " if self.games_played == 200:\n", + " self.games_played+=1\n", + " self.max_turn_score = self.find_best_score()\n", + " if self.turn_score > self.max_turn_score:\n", + " #self.turn_score = 0\n", + " return \"Hold\"\n", + "\n", + " def turn_over(self):\n", + " self.turn_score = 0\n", + " \n", + " def end_game(self,score):\n", + " self.score = score\n", + " try:\n", + " self.tried_scores[self.max_turn_score].append(score)\n", + " except:\n", + " self.tried_scores[self.max_turn_score] = [score]\n", + " if(self.games_played < 200):\n", + " self.max_turn_score = randint(1,25)\n", + " self.games_played += 1\n", + " self.score = 0\n", + " self.rolls = 0\n", + " self.turn_score = 0\n", + " \n", + "\n" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 91 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "smart_player = Smart_Player()\n", + "game = Pig_Game(smart_player)\n", + "score = game.pig_game()" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 92 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "class Simulator:\n", + "\n", + " def __init__(self):\n", + " pass\n", + "\n", + " def trial(self,player):\n", + " game = Pig_Game(player)\n", + " score = game.pig_game()\n", + " return score\n", + "\n", + " def run_trials(self,player,num_of_trials):\n", + " scores = []\n", + " for _ in range(num_of_trials):\n", + " scores.append(self.trial(player))\n", + " return scores" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 93 + }, + { + "cell_type": "heading", + "level": 3, + "metadata": {}, + "source": [ + "Plot Scores of Each Player over 1000 Games" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "simulator = Simulator()\n", + "generic_scores = simulator.run_trials(Player(),1000)\n", + "timid_scores = simulator.run_trials(Timid_Player(),1000)\n", + "gamblers_scores = simulator.run_trials(Gamblers_Fallacy_Player(),1000)\n", + "unpredictable_scores = simulator.run_trials(Unpredictable_Player(),1000)\n", + "greedy_scores = simulator.run_trials(Greedy_Player(),1000)\n", + "smart_scores = simulator.run_trials(Smart_Player(),1000)\n" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 94 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "plt.figure(figsize=(10,10))\n", + "plt.plot(generic_scores,label=\"Generic\")\n", + "plt.plot(timid_scores,label=\"Timid\")\n", + "plt.plot(gamblers_scores,label=\"Gambler\")\n", + "plt.plot(unpredictable_scores,label=\"Unpredictable\")\n", + "plt.plot(greedy_scores,label=\"Greedy\")\n", + "plt.plot(smart_scores,label = \"Smart\")\n", + "plt.legend()\n", + "plt.show()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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Qe0cQpYQULjlIiy8iPLgVyXjAbTGIUYYl1wBCAcpTQpvI8C4kon0FV6lvtELZ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\nAQAwhHGYzPSkAzEMpkxpQLMo3UQtJL+zVGQaspq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zMbkPwkBaNthmNG6rNeoyH65kTjzb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9uTc6+h+jdBvzK3j/oT8GEC74+psU96y80fITKr4IzuwilSMie+R8aOg1Gad4eCmZ3kQhXJnA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\nkmpmwSVJklSzvwFjhR2ZrDKGKgAAAABJRU5ErkJggg==\n", + "text": [ + "" + ] + } + ], + "prompt_number": 95 + }, + { + "cell_type": "heading", + "level": 3, + "metadata": {}, + "source": [ + "View Each Player Style as a Boxplot" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "simulator = Simulator()\n", + "generic_scores = simulator.run_trials(Player(),1000)\n", + "timid_scores = simulator.run_trials(Timid_Player(),1000)\n", + "gamblers_scores = simulator.run_trials(Gamblers_Fallacy_Player(),1000)\n", + "unpredictable_scores = simulator.run_trials(Unpredictable_Player(),1000)\n", + "greedy_scores = simulator.run_trials(Greedy_Player(),1000)\n", + "smart_scores = simulator.run_trials(Smart_Player(),1000)" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 96 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "plt.boxplot([generic_scores,timid_scores,gamblers_scores,unpredictable_scores,greedy_scores,smart_scores],\n", + " labels=[\"Generic\",\"Timid\",\"Gamblers\",\"Unpredictable\",\"Greedy\",\"Smart\"])\n", + "plt.show()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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+ "text": [ + "" + ] + } + ], + "prompt_number": 97 + }, + { + "cell_type": "heading", + "level": 3, + "metadata": {}, + "source": [ + "Did Smart Player improve over time?\n", + "(Compare with Greedy Player, which seemed to be best)" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "generic_scores = simulator.run_trials(Player(),10000)\n", + "smart_scores = simulator.run_trials(Smart_Player(),10000)\n", + "greedy_scores = simulator.run_trials(Greedy_Player(),10000)\n", + "gambler_scores = simulator.run_trials(Gamblers_Fallacy_Player(),10000)\n", + "smart_averages = []\n", + "greedy_averages = []\n", + "generic_averages = []\n", + "gambler_averages = []\n", + "plt.ylabel(\"Average Score\")\n", + "plt.xlabel(\"Games Played\")\n", + "for index, scores in enumerate(smart_scores):\n", + " if index % 50 == 0 and index != 0:\n", + " smart_averages.append(mean(smart_scores[0:index]))\n", + "for index, scores in enumerate(greedy_scores):\n", + " if index % 50 == 0 and index != 0:\n", + " greedy_averages.append(mean(greedy_scores[0:index]))\n", + "for index, scores in enumerate(generic_scores):\n", + " if index % 50 == 0 and index != 0:\n", + " generic_averages.append(mean(generic_scores[0:index]))\n", + "for index, scores in enumerate(gambler_scores):\n", + " if index % 50 == 0 and index != 0:\n", + " gambler_averages.append(mean(gambler_scores[0:index]))\n", + " \n", + "plt.plot([x for x in range(1,10000) if x % 50 == 0],smart_averages,label=\"Smart\")\n", + "plt.plot([x for x in range(1,10000) if x % 50 == 0],greedy_averages,label=\"Greedy\")\n", + "plt.plot([x for x in range(1,10000) if x % 50 == 0],generic_averages,label=\"Generic\")\n", + "plt.plot([x for x in range(1,10000) if x % 50 == 0],gambler_averages,label=\"Gambler\")\n", + "plt.legend()\n", + "plt.show()" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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HmDp1OtOnT6ezs5Pjjz+RAw44kOuu+x6bN28mk8nw1a9+g3nz9i14n4pl2AeL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\nW0qpHxSSuNb6IcJmLIBpQBt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