Created
February 19, 2018 13:02
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post run analysis (v1)
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| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "%matplotlib inline\n", | |
| "import pandas as pd\n", | |
| "import glob\n", | |
| "import itertools\n", | |
| "from pprint import pprint\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "import numpy as np\n", | |
| "import seaborn as sns\n", | |
| "import axelrod as axl" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "# FUNCTIONS\n", | |
| "def get_seq_str(seq,cooperate_val=\"C \",defect_val=\"D \"):\n", | |
| " s=\"\"\n", | |
| " for move in seq.split(\",\"):\n", | |
| " s+=move.strip().replace(\"[\",\"\").replace(\"]\",\"\").replace(\"'\",\"\")\n", | |
| " \n", | |
| " s.replace(\"C\",cooperate_val).replace(\"D\",defect_val)\n", | |
| " return s\n", | |
| "\n", | |
| "def get_char_seq(seq):\n", | |
| " chars = []\n", | |
| " for letter in seq:\n", | |
| " chars += letter\n", | |
| " \n", | |
| " return chars\n", | |
| "\n", | |
| "def get_notation(seq, concat_len=0):\n", | |
| " if type(seq) is not list():\n", | |
| " seq = get_char_seq(seq)\n", | |
| "\n", | |
| " s = seq[0]\n", | |
| " pos = 0\n", | |
| " num_chars = 0\n", | |
| " for char in seq:\n", | |
| " if char == seq[pos]:\n", | |
| " num_chars += 1\n", | |
| " else:\n", | |
| " s += str(num_chars) + \",\"\n", | |
| " pos += num_chars\n", | |
| " num_chars = 1\n", | |
| " \n", | |
| " if pos+num_chars == len(seq):\n", | |
| " s += str(num_chars)\n", | |
| " \n", | |
| " if not concat_len == 0:\n", | |
| " s2=\",\".join(s.split(\",\")[:concat_len])\n", | |
| " if not s2 == s:\n", | |
| " s = s2+\"...\"\n", | |
| " \n", | |
| " return s\n", | |
| "\n", | |
| "def distance(s1,s2):\n", | |
| " d = 0\n", | |
| " for i in range(len(s1)):\n", | |
| " if not s1[i] == s2[i]:\n", | |
| " d += 1\n", | |
| " \n", | |
| " return d" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "# READ IN ALL FILES\n", | |
| "path =r'C:\\Users\\toby\\Documents\\notebooks\\Project\\output'\n", | |
| "all_files = glob.glob(path + \"/*.csv\")\n", | |
| "df_list = []\n", | |
| "for file in all_files:\n", | |
| " opponent_name = file.split(\"\\\\\")[-1].split(\".csv\")[0].split(\"FINAL-\")[1].replace(\"(\",\"\").replace(\"$\",\"\")\n", | |
| " opponent_df = pd.DataFrame.from_csv(file,index_col=None)\n", | |
| " opponent_df.columns = [\"generation\", \"mean_over_pop\", \"srt_var\", \"best_score\",\"best_sequence\"]\n", | |
| " opponent_df[\"opponent_name\"]=opponent_name\n", | |
| " opponent_df.head()\n", | |
| " df_list+=[opponent_df]\n", | |
| " \n", | |
| "df=pd.concat(df_list,ignore_index=True)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<div>\n", | |
| "<style>\n", | |
| " .dataframe thead tr:only-child th {\n", | |
| " text-align: right;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe thead th {\n", | |
| " text-align: left;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe tbody tr th {\n", | |
| " vertical-align: top;\n", | |
| " }\n", | |
| "</style>\n", | |
| "<table border=\"1\" class=\"dataframe\">\n", | |
| " <thead>\n", | |
| " <tr style=\"text-align: right;\">\n", | |
| " <th></th>\n", | |
| " <th>generation</th>\n", | |
| " <th>mean_over_pop</th>\n", | |
| " <th>srt_var</th>\n", | |
| " <th>best_score</th>\n", | |
| " <th>best_sequence</th>\n", | |
| " <th>opponent_name</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>0</th>\n", | |
| " <td>1</td>\n", | |
| " <td>2.9234</td>\n", | |
| " <td>1.323829</td>\n", | |
| " <td>5.0</td>\n", | |
| " <td>['D', 'D', 'D', 'D', 'D', D, D, D, D, D, D, D,...</td>\n", | |
| " <td>phi</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1</th>\n", | |
| " <td>2</td>\n", | |
| " <td>4.4224</td>\n", | |
| " <td>0.517859</td>\n", | |
| " <td>5.0</td>\n", | |
| " <td>['D', 'D', 'D', 'D', 'D', D, D, D, D, D, D, D,...</td>\n", | |
| " <td>phi</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2</th>\n", | |
| " <td>3</td>\n", | |
| " <td>4.8040</td>\n", | |
| " <td>0.509651</td>\n", | |
| " <td>5.0</td>\n", | |
| " <td>['D', 'D', 'D', 'D', 'D', D, D, D, D, D, D, D,...</td>\n", | |
| " <td>phi</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>3</th>\n", | |
| " <td>4</td>\n", | |
| " <td>4.8434</td>\n", | |
| " <td>0.541578</td>\n", | |
| " <td>5.0</td>\n", | |
| " <td>['D', 'D', 'D', 'D', 'D', D, D, D, D, D, D, D,...</td>\n", | |
| " <td>phi</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4</th>\n", | |
| " <td>5</td>\n", | |
| " <td>4.7846</td>\n", | |
| " <td>0.662354</td>\n", | |
| " <td>5.0</td>\n", | |
| " <td>['D', 'D', 'D', 'D', 'D', D, D, D, D, D, D, D,...</td>\n", | |
| " <td>phi</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " generation mean_over_pop srt_var best_score \\\n", | |
| "0 1 2.9234 1.323829 5.0 \n", | |
| "1 2 4.4224 0.517859 5.0 \n", | |
| "2 3 4.8040 0.509651 5.0 \n", | |
| "3 4 4.8434 0.541578 5.0 \n", | |
| "4 5 4.7846 0.662354 5.0 \n", | |
| "\n", | |
| " best_sequence opponent_name \n", | |
| "0 ['D', 'D', 'D', 'D', 'D', D, D, D, D, D, D, D,... phi \n", | |
| "1 ['D', 'D', 'D', 'D', 'D', D, D, D, D, D, D, D,... phi \n", | |
| "2 ['D', 'D', 'D', 'D', 'D', D, D, D, D, D, D, D,... phi \n", | |
| "3 ['D', 'D', 'D', 'D', 'D', D, D, D, D, D, D, D,... phi \n", | |
| "4 ['D', 'D', 'D', 'D', 'D', D, D, D, D, D, D, D,... phi " | |
| ] | |
| }, | |
| "execution_count": 4, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "df.head()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# Clean and update clean data" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "# CLEANING DATA\n", | |
| "clean_strings = []\n", | |
| "char_strings = []\n", | |
| "for seq in df[\"best_sequence\"]:\n", | |
| " clean_string = get_seq_str(seq)\n", | |
| " clean_strings += [clean_string]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "df[\"best_sequence\"] = clean_strings" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<div>\n", | |
| "<style>\n", | |
| " .dataframe thead tr:only-child th {\n", | |
| " text-align: right;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe thead th {\n", | |
| " text-align: left;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe tbody tr th {\n", | |
| " vertical-align: top;\n", | |
| " }\n", | |
| "</style>\n", | |
| "<table border=\"1\" class=\"dataframe\">\n", | |
| " <thead>\n", | |
| " <tr style=\"text-align: right;\">\n", | |
| " <th></th>\n", | |
| " <th>generation</th>\n", | |
| " <th>mean_over_pop</th>\n", | |
| " <th>srt_var</th>\n", | |
| " <th>best_score</th>\n", | |
| " <th>best_sequence</th>\n", | |
| " <th>opponent_name</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>0</th>\n", | |
| " <td>1</td>\n", | |
| " <td>2.9234</td>\n", | |
| " <td>1.323829</td>\n", | |
| " <td>5.0</td>\n", | |
| " <td>DDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDD...</td>\n", | |
| " <td>phi</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1</th>\n", | |
| " <td>2</td>\n", | |
| " <td>4.4224</td>\n", | |
| " <td>0.517859</td>\n", | |
| " <td>5.0</td>\n", | |
| " <td>DDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDD...</td>\n", | |
| " <td>phi</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2</th>\n", | |
| " <td>3</td>\n", | |
| " <td>4.8040</td>\n", | |
| " <td>0.509651</td>\n", | |
| " <td>5.0</td>\n", | |
| " <td>DDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDD...</td>\n", | |
| " <td>phi</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>3</th>\n", | |
| " <td>4</td>\n", | |
| " <td>4.8434</td>\n", | |
| " <td>0.541578</td>\n", | |
| " <td>5.0</td>\n", | |
| " <td>DDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDD...</td>\n", | |
| " <td>phi</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4</th>\n", | |
| " <td>5</td>\n", | |
| " <td>4.7846</td>\n", | |
| " <td>0.662354</td>\n", | |
| " <td>5.0</td>\n", | |
| " <td>DDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDD...</td>\n", | |
| " <td>phi</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " generation mean_over_pop srt_var best_score \\\n", | |
| "0 1 2.9234 1.323829 5.0 \n", | |
| "1 2 4.4224 0.517859 5.0 \n", | |
| "2 3 4.8040 0.509651 5.0 \n", | |
| "3 4 4.8434 0.541578 5.0 \n", | |
| "4 5 4.7846 0.662354 5.0 \n", | |
| "\n", | |
| " best_sequence opponent_name \n", | |
| "0 DDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDD... phi \n", | |
| "1 DDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDD... phi \n", | |
| "2 DDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDD... phi \n", | |
| "3 DDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDD... phi \n", | |
| "4 DDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDDD... phi " | |
| ] | |
| }, | |
| "execution_count": 7, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "df.head()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<div>\n", | |
| "<style>\n", | |
| " .dataframe thead tr:only-child th {\n", | |
| " text-align: right;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe thead th {\n", | |
| " text-align: left;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe tbody tr th {\n", | |
| " vertical-align: top;\n", | |
| " }\n", | |
| "</style>\n", | |
| "<table border=\"1\" class=\"dataframe\">\n", | |
| " <thead>\n", | |
| " <tr style=\"text-align: right;\">\n", | |
| " <th></th>\n", | |
| " <th>generation</th>\n", | |
| " <th>mean_over_pop</th>\n", | |
| " <th>srt_var</th>\n", | |
| " <th>best_score</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>count</th>\n", | |
| " <td>132600.000000</td>\n", | |
| " <td>132600.000000</td>\n", | |
| " <td>132600.000000</td>\n", | |
| " <td>132600.000000</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>mean</th>\n", | |
| " <td>300.500000</td>\n", | |
| " <td>3.248470</td>\n", | |
| " <td>0.457537</td>\n", | |
| " <td>3.541558</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>std</th>\n", | |
| " <td>173.205493</td>\n", | |
| " <td>0.844024</td>\n", | |
| " <td>0.253548</td>\n", | |
| " <td>0.813183</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>min</th>\n", | |
| " <td>1.000000</td>\n", | |
| " <td>0.494800</td>\n", | |
| " <td>0.070654</td>\n", | |
| " <td>1.000000</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>25%</th>\n", | |
| " <td>150.750000</td>\n", | |
| " <td>2.875600</td>\n", | |
| " <td>0.273004</td>\n", | |
| " <td>3.100000</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>50%</th>\n", | |
| " <td>300.500000</td>\n", | |
| " <td>3.031200</td>\n", | |
| " <td>0.417396</td>\n", | |
| " <td>3.300000</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>75%</th>\n", | |
| " <td>450.250000</td>\n", | |
| " <td>3.750850</td>\n", | |
| " <td>0.587246</td>\n", | |
| " <td>4.000000</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>max</th>\n", | |
| " <td>600.000000</td>\n", | |
| " <td>4.958800</td>\n", | |
| " <td>2.012142</td>\n", | |
| " <td>5.000000</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " generation mean_over_pop srt_var best_score\n", | |
| "count 132600.000000 132600.000000 132600.000000 132600.000000\n", | |
| "mean 300.500000 3.248470 0.457537 3.541558\n", | |
| "std 173.205493 0.844024 0.253548 0.813183\n", | |
| "min 1.000000 0.494800 0.070654 1.000000\n", | |
| "25% 150.750000 2.875600 0.273004 3.100000\n", | |
| "50% 300.500000 3.031200 0.417396 3.300000\n", | |
| "75% 450.250000 3.750850 0.587246 4.000000\n", | |
| "max 600.000000 4.958800 2.012142 5.000000" | |
| ] | |
| }, | |
| "execution_count": 8, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "df.describe()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "600" | |
| ] | |
| }, | |
| "execution_count": 9, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "df[\"generation\"].unique().max()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# Build new Data Structures" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 10, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "# Group by opponents \n", | |
| "df_by_opponent = df.groupby(\"opponent_name\")\n", | |
| "\n", | |
| "#Selecting only the best sequences\n", | |
| "df_generation_max = df.loc[df['generation'] == df[\"generation\"].unique().max()]\n", | |
| "df_generation_max = df_generation_max.sort_values(by='best_score')\n", | |
| "\n", | |
| "# Group by sequences\n", | |
| "df_by_sequence = df_generation_max.groupby(\"best_sequence\")\n", | |
| "\n", | |
| "#Group opponents by their stratergy solution\n", | |
| "winning_seq = {}\n", | |
| "for opponent,opponent_df in df_by_opponent:\n", | |
| " try:\n", | |
| " winning_seq[opponent_df[\"best_sequence\"].max()] += [opponent]\n", | |
| " except KeyError:\n", | |
| " winning_seq[opponent_df[\"best_sequence\"].max()] = [opponent]\n", | |
| " " | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# Data Checking" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 11, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "# of opponents in total df: 221\n", | |
| "# of opponents with max generation seq: 221\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "print(\"# of opponents in total df:\",len(df[\"opponent_name\"].unique()))\n", | |
| "print(\"# of opponents with max generation seq:\",len(df_generation_max[\"opponent_name\"].unique()))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 12, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "<seaborn.axisgrid.JointGrid at 0x138bf22b160>" | |
| ] | |
| }, | |
| "execution_count": 12, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": 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gopjwIYW8vDwAQG1tLXbv3o25c+dCEPQ9G54ghoPG2YxfJFnfHm5SvRRuueUW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\ngg==\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x138bf22bcc0>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "g = sns.jointplot(x=\"best_score\", y=\"srt_var\", size=5, data=df_generation_max, kind=\"reg\")\n", | |
| "g.set_axis_labels(\"best score\", \"srt variation\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# Analysis - General\n", | |
| "Questions:\n", | |
| " 1. What does the distance matrix look like for the solution?\n", | |
| " 2. What types of opponent are beaten by each solution?\n", | |
| " 3. What are there any score that lots of opponents have\n", | |
| " 4. What are there any common patterns between different types of opponents?\n", | |
| " 5. Is there some sort of \"order\" between stratergys? if so is there a pattern on what to play to beat them?\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# 1. What does the distance matrix look like for the solution?" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 13, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "def _gen_matrix(in_all_sequences):\n", | |
| " m = []\n", | |
| " for i in range(len(in_all_sequences)):\n", | |
| " seq_i = in_all_sequences[i]\n", | |
| " seq_i_comparisons = []\n", | |
| " for j in range(len(in_all_sequences)):\n", | |
| " seq_j = in_all_sequences[j]\n", | |
| " seq_i_comparisons += [distance(seq_i,seq_j)]\n", | |
| " \n", | |
| " m += [seq_i_comparisons]\n", | |
| " \n", | |
| " return np.matrix(m)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 14, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "all_sequences = list(df_generation_max.sort_values(\"opponent_name\")[\"best_sequence\"])\n", | |
| "M1 = _gen_matrix(all_sequences)\n", | |
| "\n", | |
| "all_sequences = list(df_generation_max.sort_values(\"best_score\")[\"best_sequence\"])\n", | |
| "M2 = _gen_matrix(all_sequences)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 15, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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Ma3cY2ZmIdR+psIZpIBJ6ZxFbiQJSXILpNVX84aJK0jfMV9diwzyO7dZSiWw6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\nefflUCGb4syUVAgGWTlsKgCNu+zP5o9/NPfWK27OzuXrdx0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4ByJLv8bufCibpkrfxUIR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\n8DP2AK08j9AP7HpHLldCFqQSRXs0x5F1wbICZ3DSCXvZrBxFmJF1I1GZB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7B2KaIN1fG4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HzMb+zF0nNvBaBqUDP1N91N8AfRg7x58m1MUdDP8IM/c+Oup3Dq85Ku++R8Vj3z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Fhnic9Bp5v1hV1zyv1CA8ZStjlhbht8tSfHpzB/EeRXmCV2ZxIrwm8O4sDCaqWf1+0YpC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\nJinVPKWMivAAAAAASUVORK5CYII=\n", | |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x138c7252d30>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# Very slow, look into prettying up\n", | |
| "# f, ax = plt.subplots(figsize=(9, 6))\n", | |
| "# sns.heatmap(M, annot=True, fmt=\"d\", linewidths=.5,ax=ax)\n", | |
| "plt.figure(figsize=(15,5))\n", | |
| "plt.subplot(121)\n", | |
| "plt.imshow(M1, cmap='OrRd')\n", | |
| "plt.colorbar()\n", | |
| "plt.grid(False)\n", | |
| "plt.title(\"$d(O_x,O_y)$ sorted alphabetically\")\n", | |
| "\n", | |
| "plt.subplot(122)\n", | |
| "plt.imshow(M2, cmap='OrRd')\n", | |
| "plt.colorbar()\n", | |
| "plt.grid(False)\n", | |
| "plt.title(\"$d(O_x,O_y)$ sorted by best score $O_0>O_1$\")\n", | |
| "\n", | |
| "plt.tight_layout()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "There isnt much of a pattern alpabetically (as would be expected). By score it can be seen by the dar patches in the top-right and bottom-left corers that the best and worst scoring opponents have a higher distance score. i.e for the bottom left; these are comparing high scoring $x$ opponentes against low scoring $y$ opponents. They have a much higher distence than the bottom-right, whos scores are all low.\n", | |
| "\n", | |
| "Another point is that the top-left, comparing high scoring to high scoring, is much more varied than the bottom-right. This is showing that there is a high variation to scoring high; whereas not much to score low. This may be due to the high number of $D200$ solutions, or the complexity of the soutions being high (the goal of building a high number of unpunished deffections) is high. Below is a zoomed in look at the above score ranked matrix:\n", | |
| "\n", | |
| "$$\n", | |
| "\\begin{bmatrix}\n", | |
| "Q_1 & Q_2 \\\\\n", | |
| "Q_3 & Q_4\n", | |
| "\\end{bmatrix}\n", | |
| "$$" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 16, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "(100, 100)" | |
| ] | |
| }, | |
| "execution_count": 16, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "M2[:100,:100].shape" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 17, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": 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UbX/yrcC68drBB/ct0NZ0sA68lp6F6+iCHx/uhfs+9s+sZRFCCCGEEEIIIYT0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\n4OgTyKowG1lr13uFtVmf2DoV9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nXKACrWJWNfJiKizks4tnvZfYN1Ouu+p9W9T9ymZUZP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\ncwfjqqS1QPDbEX34jsozVQOhbH46kWaZPvuvTjbv35XlYOFduzY/jzeff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fABx6wJ2B/x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gEAgEghYLrzx+cbklEDbwJVAIFu5YXwouANEncMNqplCqW2XTdyKlYkUWLk4Xc30ZuGT0kGoR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\nl25S4nw518SlymB3Ei1nX531RxPVZ5i6zPW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gnA60oqBlP/ruSSY87+STTLgVMNfUrWbN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\nUPY71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m0H+dFQIBAItgf0Mo0UgUAgEAi2KmQfFRRBavp13WfqAfx/8I/3VMY0hu4pX9Ph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| |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x138c78b69e8>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "plt.figure(figsize=(32,8))\n", | |
| "\n", | |
| "# This os more for saving the image\n", | |
| "def _plot_grid(plot,quadrent,lab):\n", | |
| " plt.subplot(plot)\n", | |
| " quads = [M2[:100,:100],M2[:100,100:],M2[100:,:100],M2[100:,100:]]\n", | |
| " plt.imshow(quads[quadrent-1], cmap='OrRd')\n", | |
| " plt.colorbar()\n", | |
| " plt.grid(False)\n", | |
| " plt.title(lab)\n", | |
| "\n", | |
| "_plot_grid(141,1,\"$Q_1$\")\n", | |
| "_plot_grid(142,2,\"$Q_2$\")\n", | |
| "_plot_grid(143,3,\"$Q_3$\")\n", | |
| "_plot_grid(144,4,\"$Q_4$\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 18, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "matrix([[ 0, 0, 0, ..., 65, 0, 0],\n", | |
| " [ 0, 0, 0, ..., 65, 0, 0],\n", | |
| " [ 0, 0, 0, ..., 65, 0, 0],\n", | |
| " ..., \n", | |
| " [65, 65, 65, ..., 0, 65, 65],\n", | |
| " [ 0, 0, 0, ..., 65, 0, 0],\n", | |
| " [ 0, 0, 0, ..., 65, 0, 0]])" | |
| ] | |
| }, | |
| "execution_count": 18, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "M2" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "collapsed": true | |
| }, | |
| "outputs": [], | |
| "source": [] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# 2. What types of opponent are beaten by each solution?" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 19, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "There are 142 different sequences\n", | |
| "These are:\n", | |
| "D200 for 36 opponent(s):\n", | |
| "\t- Defector (score: 1.0)\n", | |
| "\t- Meta_Winner@_199_players (score: 1.2)\n", | |
| "\t- Meta_Winner_Long_Memory@_113_players (score: 1.2)\n", | |
| "\t- Meta_Winner_Memory_One@_35_players (score: 1.2)\n", | |
| "\t- Meta_Winner_Finite_Memory@_86_players (score: 1.2)\n", | |
| "\t- Meta_Winner_Deterministic@_137_players (score: 1.2)\n", | |
| "\t- Meta_Winner_Stochastic@_62_players (score: 1.2)\n", | |
| "\t- Cycler_DDC (score: 2.2)\n", | |
| "\t- Prober_4 (score: 3.0)\n", | |
| "\t- Desperate (score: 3.0)\n", | |
| "\t- Alternator (score: 3.0)\n", | |
| "\t- ThueMorseInverse (score: 3.0)\n", | |
| "\t- ThueMorse (score: 3.0)\n", | |
| "\t- Cycler_DC (score: 3.0)\n", | |
| "\t- Colbert (score: 3.6)\n", | |
| "\t- Cycler_CCCDCD (score: 3.8)\n", | |
| "\t- AntiCycler (score: 3.8)\n", | |
| "\t- Cycler_CCD (score: 3.8)\n", | |
| "\t- Cycler_CCCD (score: 4.0)\n", | |
| "\t- Cycler_CCCCCD (score: 4.4)\n", | |
| "\t- Fool_Me_Forever (score: 4.8)\n", | |
| "\t- Meta_Minority@_199_players (score: 4.8)\n", | |
| "\t- EasyGo (score: 4.8)\n", | |
| "\t- Bully (score: 4.8)\n", | |
| "\t- pi (score: 5.0)\n", | |
| "\t- e (score: 5.0)\n", | |
| "\t- Math_Constant_Hunter (score: 5.0)\n", | |
| "\t- Anti_Tit_For_Tat (score: 5.0)\n", | |
| "\t- Cooperator (score: 5.0)\n", | |
| "\t- Alternator_Hunter (score: 5.0)\n", | |
| "\t- Eventual_Cycle_Hunter (score: 5.0)\n", | |
| "\t- Cooperator_Hunter (score: 5.0)\n", | |
| "\t- Tricky_Cooperator (score: 5.0)\n", | |
| "\t- Random_Hunter (score: 5.0)\n", | |
| "\t- Cycle_Hunter (score: 5.0)\n", | |
| "\t- phi (score: 5.0)\n", | |
| "D23,1,8,1,8,1... for 1 opponent(s):\n", | |
| "\t- Better_and_Better (score: 1.4)\n", | |
| "C5,25,2,2,1,9... for 1 opponent(s):\n", | |
| "\t- Meta_Winner_Ensemble@_199_players (score: 2.1)\n", | |
| "C19,1,80,3,3,1... for 1 opponent(s):\n", | |
| "\t- Aggravater (score: 2.65)\n", | |
| "C19,1,7,1,8,3... for 1 opponent(s):\n", | |
| "\t- ZD-Extort-4@_0.23529411764705882,_0.25,_1 (score: 2.75)\n", | |
| "D3,16,1,179,1 for 2 opponent(s):\n", | |
| "\t- Fortress4 (score: 2.8)\n", | |
| "\t- Gradual (score: 3.2)\n", | |
| "C19,1,3,1,6,1... for 1 opponent(s):\n", | |
| "\t- ZD-Extortion@_0.2,_0.1,_1 (score: 2.8)\n", | |
| "D2,17,1,80,2,1... for 1 opponent(s):\n", | |
| "\t- Fortress3 (score: 2.9)\n", | |
| "C2,1,3,1,5,1... for 1 opponent(s):\n", | |
| "\t- DoubleResurrection (score: 2.9)\n", | |
| "C1,2,16,1,80,1... for 1 opponent(s):\n", | |
| "\t- TF2 (score: 2.9)\n", | |
| "C19,1,179,1 for 3 opponent(s):\n", | |
| "\t- Suspicious_Tit_For_Tat (score: 2.95)\n", | |
| "\t- NMWE_Long_Memory@_113_players (score: 3.1)\n", | |
| "\t- Punisher (score: 3.1)\n", | |
| "C19,1,133,1,45,1 for 1 opponent(s):\n", | |
| "\t- SolutionB5 (score: 2.95)\n", | |
| "D2,17,1,178,2 for 1 opponent(s):\n", | |
| "\t- Prober_3 (score: 2.95)\n", | |
| "C2,1,16,1,180 for 2 opponent(s):\n", | |
| "\t- TF1 (score: 3.0)\n", | |
| "\t- Gladstein (score: 3.05)\n", | |
| "D3,16,1,80,1,1... for 1 opponent(s):\n", | |
| "\t- Raider (score: 3.0)\n", | |
| "D3,16,1,83,1,1... for 1 opponent(s):\n", | |
| "\t- Hard_Prober (score: 3.0)\n", | |
| "D3,16,1,152,1,25... for 1 opponent(s):\n", | |
| "\t- Predator (score: 3.0)\n", | |
| "D1,18,1,80,4,2... for 1 opponent(s):\n", | |
| "\t- Tester (score: 3.0)\n", | |
| "C1,1,17,1,80,1... for 1 opponent(s):\n", | |
| "\t- CollectiveStrategy (score: 3.0)\n", | |
| "C18,2,180 for 1 opponent(s):\n", | |
| "\t- EugineNier@_D,) (score: 3.0)\n", | |
| "C18,2,174,6 for 1 opponent(s):\n", | |
| "\t- Michaelos@_D,) (score: 3.0)\n", | |
| "C18,2,80,2,2,1... for 1 opponent(s):\n", | |
| "\t- Alexei@_D,) (score: 3.0)\n", | |
| "D1,18,1,80,1,4... for 1 opponent(s):\n", | |
| "\t- Winner21 (score: 3.0)\n", | |
| "C1,3,1,2,3,2... for 1 opponent(s):\n", | |
| "\t- ZD-SET-2@_0.25,_0.0,_2 (score: 3.05)\n", | |
| "C1,1,17,1,80,1... for 1 opponent(s):\n", | |
| "\t- Ripoff (score: 3.05)\n", | |
| "C19,1,14,1,4,1... for 1 opponent(s):\n", | |
| "\t- Remorseful_Prober@_0.1 (score: 3.1)\n", | |
| "C19,1,170,10 for 6 opponent(s):\n", | |
| "\t- Tit_For_Tat (score: 3.1)\n", | |
| "\t- MEM2 (score: 3.1)\n", | |
| "\t- Limited_Retaliate_2@_0.08,_15 (score: 3.1)\n", | |
| "\t- NMWE_Deterministic@_137_players (score: 3.1)\n", | |
| "\t- General_Soft_Grudger@_n=1,d=4,c=2 (score: 3.1)\n", | |
| "\t- Adaptive_Tit_For_Tat@_0.5 (score: 3.1)\n", | |
| "C19,1,171,9 for 1 opponent(s):\n", | |
| "\t- Two_Tits_For_Tat (score: 3.1)\n", | |
| "C19,1,180 for 4 opponent(s):\n", | |
| "\t- Meta_Majority_Memory_One@_35_players (score: 3.1)\n", | |
| "\t- Meta_Majority@_199_players (score: 3.1)\n", | |
| "\t- Thumper (score: 3.1)\n", | |
| "\t- Retaliate_2@_0.08 (score: 3.1)\n", | |
| "C19,1,80,100 for 2 opponent(s):\n", | |
| "\t- Limited_Retaliate_3@_0.05,_20 (score: 3.1)\n", | |
| "\t- Spiteful_Tit_For_Tat (score: 3.1)\n", | |
| "C19,1,172,8 for 5 opponent(s):\n", | |
| "\t- Limited_Retaliate@_0.1,_20 (score: 3.1)\n", | |
| "\t- Retaliate@_0.1 (score: 3.1)\n", | |
| "\t- More_Tideman_and_Chieruzzi (score: 3.1)\n", | |
| "\t- Meta_Majority_Long_Memory@_113_players (score: 3.1)\n", | |
| "\t- GraaskampKatzen (score: 3.1)\n", | |
| "C5,195 for 4 opponent(s):\n", | |
| "\t- Win-Stay_Lose-Shift@_C (score: 3.1)\n", | |
| "\t- GrudgerAlternator (score: 3.1)\n", | |
| "\t- Appeaser (score: 3.1)\n", | |
| "\t- Grumpy@_Nice,_10,_-10 (score: 4.5)\n", | |
| "C19,1,80,1,2,2... for 1 opponent(s):\n", | |
| "\t- Worse_and_Worse_2 (score: 3.1)\n", | |
| "C19,1,12,1,6,1... for 1 opponent(s):\n", | |
| "\t- Joss@_0.9 (score: 3.1)\n", | |
| "C19,1,38,1,134,7 for 1 opponent(s):\n", | |
| "\t- Inverse_Punisher (score: 3.1)\n", | |
| "C19,1,177,3 for 3 opponent(s):\n", | |
| "\t- ZD-GTFT-2@_0.25,_0.5 (score: 3.1)\n", | |
| "\t- Shubik (score: 3.1)\n", | |
| "\t- EvolvedLookerUp1_1_1 (score: 3.1)\n", | |
| "C19,1,15,1,83,1... for 1 opponent(s):\n", | |
| "\t- Inverse (score: 3.1)\n", | |
| "C1,1,1,1,1,1... for 4 opponent(s):\n", | |
| "\t- Harrington (score: 3.1)\n", | |
| "\t- Borufsen (score: 3.1)\n", | |
| "\t- Adaptive_Pavlov_2011 (score: 3.7)\n", | |
| "\t- Soft_Go_By_Majority@_10 (score: 4.0)\n", | |
| "C19,1,175,5 for 4 opponent(s):\n", | |
| "\t- Hard_Tit_For_Tat (score: 3.1)\n", | |
| "\t- NMWE_Finite_Memory@_86_players (score: 3.1)\n", | |
| "\t- Davis@_10 (score: 3.1)\n", | |
| "\t- Grudger (score: 3.1)\n", | |
| "C19,1,160,1,18,1 for 1 opponent(s):\n", | |
| "\t- Tideman_and_Chieruzzi (score: 3.1)\n", | |
| "C19,1,3,1,1,2... for 1 opponent(s):\n", | |
| "\t- Stochastic_Cooperator (score: 3.1)\n", | |
| "C19,1,165,1,10,1... for 1 opponent(s):\n", | |
| "\t- Resurrection (score: 3.1)\n", | |
| "D2,17,1,80,1,6... for 1 opponent(s):\n", | |
| "\t- Prober (score: 3.1)\n", | |
| "C19,1,81,2,4,1... for 1 opponent(s):\n", | |
| "\t- Retaliate_3@_0.05 (score: 3.1)\n", | |
| "C19,1,34,1,145 for 1 opponent(s):\n", | |
| "\t- Omega_TFT@_3,_8 (score: 3.1)\n", | |
| "C19,1,1,2,6,1... for 1 opponent(s):\n", | |
| "\t- NMWE_Memory_One@_35_players (score: 3.1)\n", | |
| "D1,1,1,1,1,14... for 1 opponent(s):\n", | |
| "\t- RichardHufford (score: 3.1)\n", | |
| "C19,1,80,59,1,40 for 1 opponent(s):\n", | |
| "\t- Nice_Meta_Winner_Ensemble@_199_players (score: 3.1)\n", | |
| "C19,1,178,2 for 1 opponent(s):\n", | |
| "\t- Nice_Meta_Winner@_199_players (score: 3.1)\n", | |
| "C19,1,4,1,4,1... for 1 opponent(s):\n", | |
| "\t- Naive_Prober@_0.1 (score: 3.1)\n", | |
| "C19,1,173,7 for 2 opponent(s):\n", | |
| "\t- Soft_Grudger (score: 3.1)\n", | |
| "\t- Contrite_Tit_For_Tat (score: 3.1)\n", | |
| "C19,2,5,1,2,1... for 1 opponent(s):\n", | |
| "\t- Calculator (score: 3.1)\n", | |
| "C19,1,83,2,4,1... for 1 opponent(s):\n", | |
| "\t- Forgetful_Grudger (score: 3.1)\n", | |
| "D5,1,14,1,2,2... for 1 opponent(s):\n", | |
| "\t- Bush_Mosteller@_0.5,_0.5,_3.0,_0.5 (score: 3.1)\n", | |
| "C19,2,13,1,6,1... for 1 opponent(s):\n", | |
| "\t- Feld@_1.0,_0.5,_200 (score: 3.1)\n", | |
| "C19,1,174,6 for 1 opponent(s):\n", | |
| "\t- Firm_But_Fair (score: 3.1)\n", | |
| "C1,1,1,1,15,1... for 1 opponent(s):\n", | |
| "\t- Weiner (score: 3.15)\n", | |
| "D2,1,1,13,3,180 for 1 opponent(s):\n", | |
| "\t- BackStabber@_D,_D) (score: 3.2)\n", | |
| "C17,1,1,1,163,1... for 1 opponent(s):\n", | |
| "\t- Forgiver (score: 3.2)\n", | |
| "D1,18,1,178,2 for 1 opponent(s):\n", | |
| "\t- Evolved_HMM_5 (score: 3.2)\n", | |
| "D1,18,1,82,2,12... for 1 opponent(s):\n", | |
| "\t- Winner12 (score: 3.2)\n", | |
| "D1,18,1,80,97,3 for 1 opponent(s):\n", | |
| "\t- Fool_Me_Once (score: 3.2)\n", | |
| "C15,1,3,1,180 for 1 opponent(s):\n", | |
| "\t- Forgiving_Tit_For_Tat (score: 3.2)\n", | |
| "C7,1,11,1,1,1... for 1 opponent(s):\n", | |
| "\t- ZD-Extort-2_v2@_0.125,_0.5,_1 (score: 3.2)\n", | |
| "C18,3,10,1,13,1... for 1 opponent(s):\n", | |
| "\t- NMWE_Stochastic@_62_players (score: 3.2)\n", | |
| "C18,2,179,1 for 1 opponent(s):\n", | |
| "\t- TF3 (score: 3.2)\n", | |
| "C15,1,3,1,6,1... for 1 opponent(s):\n", | |
| "\t- Getzler (score: 3.2)\n", | |
| "D3,14,3,22,1,57... for 1 opponent(s):\n", | |
| "\t- Stein_and_Rapoport@_0.05@_D,_D) (score: 3.2)\n", | |
| "C10,1,8,1,173,7 for 1 opponent(s):\n", | |
| "\t- Soft_Joss@_0.9 (score: 3.2)\n", | |
| "C4,2,1,2,5,2... for 1 opponent(s):\n", | |
| "\t- ZD-Extort-2@_0.1111111111111111,_0.5 (score: 3.25)\n", | |
| "D1,9,1,8,1,1... for 1 opponent(s):\n", | |
| "\t- Kluepfel (score: 3.3)\n", | |
| "C4,1,1,2,6,2... for 1 opponent(s):\n", | |
| "\t- ZD-Extort3@_0.11538461538461539,_0.3333333333333333,_1 (score: 3.3)\n", | |
| "C3,1,8,1,6,1... for 1 opponent(s):\n", | |
| "\t- Meta_Majority_Finite_Memory@_86_players (score: 3.3)\n", | |
| "D2,17,1,1,2,1... for 1 opponent(s):\n", | |
| "\t- PSO_Gambler_1_1_1 (score: 3.3)\n", | |
| "D2,1,2,2,8,1... for 1 opponent(s):\n", | |
| "\t- Adaptive_Pavlov_2006 (score: 3.35)\n", | |
| "C1,1,2,1,2,4... for 1 opponent(s):\n", | |
| "\t- PSO_Gambler_Mem1 (score: 3.35)\n", | |
| "C7,1,1,1,2,1... for 1 opponent(s):\n", | |
| "\t- DoubleCrosser@_D,_D) (score: 3.4)\n", | |
| "D1,8,1,8,2,5... for 1 opponent(s):\n", | |
| "\t- ZD-Mem2 (score: 3.4)\n", | |
| "D6,1,1,3,3,1... for 1 opponent(s):\n", | |
| "\t- Stochastic_WSLS@_0.05 (score: 3.4)\n", | |
| "D1,1,1,12,1,3... for 1 opponent(s):\n", | |
| "\t- Level_Punisher (score: 3.4)\n", | |
| "D1,3,1,1,1,1... for 1 opponent(s):\n", | |
| "\t- Sneaky_Tit_For_Tat (score: 3.4)\n", | |
| "D1,15,1,1,2,1... for 1 opponent(s):\n", | |
| "\t- Forgetful_Fool_Me_Once@_0.05 (score: 3.4)\n", | |
| "C9,1,1,9,1,10... for 1 opponent(s):\n", | |
| "\t- Meta_Mixer@_199_players (score: 3.45)\n", | |
| "C1,2,1,1,1,2... for 1 opponent(s):\n", | |
| "\t- SelfSteem (score: 3.5)\n", | |
| "C1,1,1,1,1,1... for 1 opponent(s):\n", | |
| "\t- GTFT@_0.33 (score: 3.55)\n", | |
| "C2,1,3,1,1,1... for 1 opponent(s):\n", | |
| "\t- Hard_Go_By_Majority@_5 (score: 3.55)\n", | |
| "C7,1,1,2,2,1... for 1 opponent(s):\n", | |
| "\t- Stalker@_D,) (score: 3.6)\n", | |
| "D1,5,1,5,1,1... for 1 opponent(s):\n", | |
| "\t- WmAdams (score: 3.6)\n", | |
| "C3,1,1,1,1,2... for 1 opponent(s):\n", | |
| "\t- Evolved_FSM_16_Noise_05 (score: 3.6)\n", | |
| "C1,1,1,197 for 1 opponent(s):\n", | |
| "\t- Evolved_FSM_16 (score: 3.65)\n", | |
| "C2,2,3,1,2,1... for 1 opponent(s):\n", | |
| "\t- ZD-GEN-2@_0.125,_0.5,_3 (score: 3.65)\n", | |
| "D1,2,37,1,16,1... for 1 opponent(s):\n", | |
| "\t- PSO_Gambler_2_2_2_Noise_05 (score: 3.65)\n", | |
| "C2,1,2,2,3,1... for 1 opponent(s):\n", | |
| "\t- Hard_Go_By_Majority@_10 (score: 3.65)\n", | |
| "C3,1,3,1,1,1... for 1 opponent(s):\n", | |
| "\t- Tranquilizer (score: 3.7)\n", | |
| "C6,1,1,1,1,1... for 1 opponent(s):\n", | |
| "\t- Doubler (score: 3.7)\n", | |
| "C1,199 for 7 opponent(s):\n", | |
| "\t- Evolved_FSM_4 (score: 3.7)\n", | |
| "\t- Tricky_Defector (score: 4.15)\n", | |
| "\t- SolutionB1 (score: 4.55)\n", | |
| "\t- Handshake (score: 4.7)\n", | |
| "\t- Win-Shift_Lose-Stay@_D (score: 4.75)\n", | |
| "\t- Opposite_Grudger (score: 4.75)\n", | |
| "\t- Defector_Hunter (score: 4.9)\n", | |
| "D1,1,1,1,3,10... for 1 opponent(s):\n", | |
| "\t- Evolved_ANN_5 (score: 3.7)\n", | |
| "D1,5,1,3,1,4... for 1 opponent(s):\n", | |
| "\t- MoreGrofman (score: 3.7)\n", | |
| "C3,1,1,2,3,1... for 1 opponent(s):\n", | |
| "\t- Evolved_ANN (score: 3.7)\n", | |
| "C2,198 for 2 opponent(s):\n", | |
| "\t- Adaptive (score: 3.8)\n", | |
| "\t- Nydegger (score: 4.8)\n", | |
| "D2,1,1,1,1,1... for 1 opponent(s):\n", | |
| "\t- Cave (score: 3.8)\n", | |
| "C2,2,3,1,2,1... for 1 opponent(s):\n", | |
| "\t- Soft_Go_By_Majority@_5 (score: 3.8)\n", | |
| "C1,1,1,1,3,1... for 1 opponent(s):\n", | |
| "\t- PSO_Gambler_2_2_2 (score: 3.8)\n", | |
| "C1,1,1,1,1,1... for 1 opponent(s):\n", | |
| "\t- Random_Tit_for_Tat@_0.5 (score: 3.85)\n", | |
| "C10,190 for 8 opponent(s):\n", | |
| "\t- Hard_Go_By_Majority (score: 3.85)\n", | |
| "\t- Hard_Go_By_Majority@_20 (score: 3.85)\n", | |
| "\t- Hard_Go_By_Majority@_40 (score: 3.85)\n", | |
| "\t- Soft_Go_By_Majority@_40 (score: 4.0)\n", | |
| "\t- White (score: 4.0)\n", | |
| "\t- VeryBad (score: 4.0)\n", | |
| "\t- Soft_Go_By_Majority (score: 4.0)\n", | |
| "\t- Soft_Go_By_Majority@_20 (score: 4.0)\n", | |
| "D2,2,1,4,1,1... for 1 opponent(s):\n", | |
| "\t- ZD-Mischief@_0.1,_0.0,_1 (score: 3.9)\n", | |
| "C10,1,1,9,1,11... for 1 opponent(s):\n", | |
| "\t- Dynamic_Two_Tits_For_Tat (score: 3.9)\n", | |
| "D2,1,2,1,2,1... for 1 opponent(s):\n", | |
| "\t- Leyvraz (score: 3.9)\n", | |
| "C11,12,1,3,1,3... for 1 opponent(s):\n", | |
| "\t- Worse_and_Worse_3 (score: 3.9)\n", | |
| "C11,13,1,17,1,6... for 1 opponent(s):\n", | |
| "\t- Eatherley (score: 3.9)\n", | |
| "C11,30,1,5,1,5... for 1 opponent(s):\n", | |
| "\t- Nice_Average_Copier (score: 3.9)\n", | |
| "D1,4,2,1,16,1... for 1 opponent(s):\n", | |
| "\t- Grofman (score: 3.9)\n", | |
| "D1,1,1,1,1,1... for 1 opponent(s):\n", | |
| "\t- Pun1 (score: 3.9)\n", | |
| "D5,1,22,1,171 for 1 opponent(s):\n", | |
| "\t- Gradual_Killer@_D,_D,_D,_D,_D,_C,_C) (score: 3.9)\n", | |
| "D31,2,4,1,1,1... for 1 opponent(s):\n", | |
| "\t- Knowledgeable_Worse_and_Worse (score: 4.0)\n", | |
| "D9,10,1,47,1,21... for 1 opponent(s):\n", | |
| "\t- Champion (score: 4.0)\n", | |
| "D4,1,1,1,1,5... for 1 opponent(s):\n", | |
| "\t- ShortMem (score: 4.0)\n", | |
| "C10,10,1,2,1,3... for 1 opponent(s):\n", | |
| "\t- Average_Copier (score: 4.0)\n", | |
| "D4,4,1,2,1,4... for 1 opponent(s):\n", | |
| "\t- Black (score: 4.0)\n", | |
| "D1,1,1,1,1,1... for 1 opponent(s):\n", | |
| "\t- Hard_Tit_For_2_Tats (score: 4.1)\n", | |
| "D1,1,1,1,1,1... for 2 opponent(s):\n", | |
| "\t- N_Tits)_For_M_Tats)@_3,_2 (score: 4.1)\n", | |
| "\t- Slow_Tit_For_Two_Tats_2 (score: 4.1)\n", | |
| "C1,1,3,1,1,1... for 1 opponent(s):\n", | |
| "\t- Yamachi (score: 4.1)\n", | |
| "D1,1,1,1,1,1... for 1 opponent(s):\n", | |
| "\t- Tit_For_2_Tats (score: 4.1)\n", | |
| "D1,1,1,1,1,1... for 1 opponent(s):\n", | |
| "\t- Once_Bitten (score: 4.1)\n", | |
| "D1,1,1,1,1,3... for 1 opponent(s):\n", | |
| "\t- Revised_Downing@_True (score: 4.1)\n", | |
| "D26,2,6,2,2,2... for 1 opponent(s):\n", | |
| "\t- Random@_0.5 (score: 4.2)\n", | |
| "D7,8,5,1,3,2... for 1 opponent(s):\n", | |
| "\t- Tullock@_11 (score: 4.2)\n", | |
| "C1,3,4,2,1,3... for 1 opponent(s):\n", | |
| "\t- DBS@_0.75,_3,_4,_3,_5 (score: 4.2)\n", | |
| "C7,193 for 1 opponent(s):\n", | |
| "\t- Evolved_ANN_5_Noise_05 (score: 4.3)\n", | |
| "C2,1,1,196 for 1 opponent(s):\n", | |
| "\t- EvolvedLookerUp2_2_2 (score: 4.55)\n", | |
| "C4,196 for 1 opponent(s):\n", | |
| "\t- Meta_Hunter@_6_players (score: 4.6)\n", | |
| "C3,1,1,195 for 1 opponent(s):\n", | |
| "\t- Meta_Hunter_Aggressive@_7_players (score: 4.6)\n", | |
| "D2,1,197 for 1 opponent(s):\n", | |
| "\t- Prober_2 (score: 4.7)\n", | |
| "D26,2,19,1,3,2... for 1 opponent(s):\n", | |
| "\t- Arrogant_QLearner (score: 5.0)\n", | |
| "D20,2,3,1,4,1... for 1 opponent(s):\n", | |
| "\t- Hesitant_QLearner (score: 5.0)\n", | |
| "D23,1,12,1,3,1... for 1 opponent(s):\n", | |
| "\t- Hopeless (score: 5.0)\n", | |
| "D21,1,7,1,1,1... for 1 opponent(s):\n", | |
| "\t- Cautious_QLearner (score: 5.0)\n", | |
| "D28,1,1,1,3,1... for 1 opponent(s):\n", | |
| "\t- Risky_QLearner (score: 5.0)\n", | |
| "D24,1,9,1,12,1... for 1 opponent(s):\n", | |
| "\t- Worse_and_Worse (score: 5.0)\n", | |
| "D24,1,3,1,21,1... for 1 opponent(s):\n", | |
| "\t- Negation (score: 5.0)\n", | |
| "D27,1,1,1,7,1... for 1 opponent(s):\n", | |
| "\t- Willing (score: 5.0)\n", | |
| "D38,1,9,1,26,1... for 1 opponent(s):\n", | |
| "\t- ALLCorALLD (score: 5.0)\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "print(\"There are\",len(df_generation_max[\"best_sequence\"].unique()),\"different sequences\")\n", | |
| "print(\"These are:\")\n", | |
| "\n", | |
| "for seq in df_generation_max[\"best_sequence\"].unique():\n", | |
| " seq_list = list(df_generation_max[\"opponent_name\"].loc[df_generation_max[\"best_sequence\"]==seq])\n", | |
| " print(get_notation(seq,6), \"for\", len(seq_list), \"opponent(s):\")\n", | |
| " for op in seq_list:\n", | |
| " score = str(df_generation_max[\"best_score\"].loc[df_generation_max[\"opponent_name\"]==op].max())\n", | |
| " print(\"\\t-\",op, \"(score: \"+score+\")\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 20, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/html": [ | |
| "<div>\n", | |
| "<style>\n", | |
| " .dataframe thead tr:only-child th {\n", | |
| " text-align: right;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe thead th {\n", | |
| " text-align: left;\n", | |
| " }\n", | |
| "\n", | |
| " .dataframe tbody tr th {\n", | |
| " vertical-align: top;\n", | |
| " }\n", | |
| "</style>\n", | |
| "<table border=\"1\" class=\"dataframe\">\n", | |
| " <thead>\n", | |
| " <tr style=\"text-align: right;\">\n", | |
| " <th></th>\n", | |
| " <th>generation</th>\n", | |
| " <th>mean_over_pop</th>\n", | |
| " <th>srt_var</th>\n", | |
| " <th>best_score</th>\n", | |
| " <th>best_sequence</th>\n", | |
| " <th>opponent_name</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>115799</th>\n", | |
| " <td>600</td>\n", | |
| " <td>3.0152</td>\n", | |
| " <td>0.260056</td>\n", | |
| " <td>3.1</td>\n", | |
| " <td>CCCCCCCCCCCCCCCCCCCDCCCCCCCCCCCCCCCCCCCCCCCCCC...</td>\n", | |
| " <td>Tit_For_Tat</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>63599</th>\n", | |
| " <td>600</td>\n", | |
| " <td>2.8582</td>\n", | |
| " <td>0.675309</td>\n", | |
| " <td>3.1</td>\n", | |
| " <td>CCCCCCCCCCCCCCCCCCCDCCCCCCCCCCCCCCCCCCCCCCCCCC...</td>\n", | |
| " <td>MEM2</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>61799</th>\n", | |
| " <td>600</td>\n", | |
| " <td>2.8738</td>\n", | |
| " <td>0.638219</td>\n", | |
| " <td>3.1</td>\n", | |
| " <td>CCCCCCCCCCCCCCCCCCCDCCCCCCCCCCCCCCCCCCCCCCCCCC...</td>\n", | |
| " <td>Limited_Retaliate_2@_0.08,_15</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>77999</th>\n", | |
| " <td>600</td>\n", | |
| " <td>2.9326</td>\n", | |
| " <td>0.563371</td>\n", | |
| " <td>3.1</td>\n", | |
| " <td>CCCCCCCCCCCCCCCCCCCDCCCCCCCCCCCCCCCCCCCCCCCCCC...</td>\n", | |
| " <td>NMWE_Deterministic@_137_players</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>43199</th>\n", | |
| " <td>600</td>\n", | |
| " <td>2.9612</td>\n", | |
| " <td>0.365834</td>\n", | |
| " <td>3.1</td>\n", | |
| " <td>CCCCCCCCCCCCCCCCCCCDCCCCCCCCCCCCCCCCCCCCCCCCCC...</td>\n", | |
| " <td>General_Soft_Grudger@_n=1,d=4,c=2</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4199</th>\n", | |
| " <td>600</td>\n", | |
| " <td>3.0262</td>\n", | |
| " <td>0.228918</td>\n", | |
| " <td>3.1</td>\n", | |
| " <td>CCCCCCCCCCCCCCCCCCCDCCCCCCCCCCCCCCCCCCCCCCCCCC...</td>\n", | |
| " <td>Adaptive_Tit_For_Tat@_0.5</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "</div>" | |
| ], | |
| "text/plain": [ | |
| " generation mean_over_pop srt_var best_score \\\n", | |
| "115799 600 3.0152 0.260056 3.1 \n", | |
| "63599 600 2.8582 0.675309 3.1 \n", | |
| "61799 600 2.8738 0.638219 3.1 \n", | |
| "77999 600 2.9326 0.563371 3.1 \n", | |
| "43199 600 2.9612 0.365834 3.1 \n", | |
| "4199 600 3.0262 0.228918 3.1 \n", | |
| "\n", | |
| " best_sequence \\\n", | |
| "115799 CCCCCCCCCCCCCCCCCCCDCCCCCCCCCCCCCCCCCCCCCCCCCC... \n", | |
| "63599 CCCCCCCCCCCCCCCCCCCDCCCCCCCCCCCCCCCCCCCCCCCCCC... \n", | |
| "61799 CCCCCCCCCCCCCCCCCCCDCCCCCCCCCCCCCCCCCCCCCCCCCC... \n", | |
| "77999 CCCCCCCCCCCCCCCCCCCDCCCCCCCCCCCCCCCCCCCCCCCCCC... \n", | |
| "43199 CCCCCCCCCCCCCCCCCCCDCCCCCCCCCCCCCCCCCCCCCCCCCC... \n", | |
| "4199 CCCCCCCCCCCCCCCCCCCDCCCCCCCCCCCCCCCCCCCCCCCCCC... \n", | |
| "\n", | |
| " opponent_name \n", | |
| "115799 Tit_For_Tat \n", | |
| "63599 MEM2 \n", | |
| "61799 Limited_Retaliate_2@_0.08,_15 \n", | |
| "77999 NMWE_Deterministic@_137_players \n", | |
| "43199 General_Soft_Grudger@_n=1,d=4,c=2 \n", | |
| "4199 Adaptive_Tit_For_Tat@_0.5 " | |
| ] | |
| }, | |
| "execution_count": 20, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "df_generation_max[\"best_sequence\"].value_counts()\n", | |
| "df_generation_max.loc[df_generation_max[\"best_sequence\"]==\"CCCCCCCCCCCCCCCCCCCDCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCCDDDDDDDDDD\"]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# 3. What are there any score that lots of opponents have" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 21, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
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NQpQJGRkZGjhwoFauXKmUlBQ99thjOnbsmNVtAQCAACJEmeB2u3X48GF99tlnatGihQ4c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\nqFFDW7ZsUVxcnF599VXFxMT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| |
| "text/plain": [ | |
| "<matplotlib.figure.Figure at 0x138c743add8>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "# Set up the matplotlib figure\n", | |
| "sns.set(style=\"darkgrid\")\n", | |
| "x = sns.barplot(x=\"opponent_name\",y=\"best_score\",data=df_generation_max)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "It looks like for the majority of opponents we can score +3 against them. ie, Cooperate more than we defect. Whats interesting is the plateaus that can be seen across the spectrum. There seem to be lots of noticable flat areas such as around 3, 4 and 5. " | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 22, | |
| "metadata": { | |
| "collapsed": false, | |
| "scrolled": true | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "There are 42 different best scores\n", | |
| "These are:\n", | |
| "1.0 for 1 opponent(s):\n", | |
| "\t- Defector (D200)\n", | |
| "1.2 for 6 opponent(s):\n", | |
| "\t- Meta_Winner@_199_players (D200)\n", | |
| "\t- Meta_Winner_Long_Memory@_113_players (D200)\n", | |
| "\t- Meta_Winner_Memory_One@_35_players (D200)\n", | |
| "\t- Meta_Winner_Finite_Memory@_86_players (D200)\n", | |
| "\t- Meta_Winner_Deterministic@_137_players (D200)\n", | |
| "\t- Meta_Winner_Stochastic@_62_players (D200)\n", | |
| "1.4 for 1 opponent(s):\n", | |
| "\t- Better_and_Better (D23,1,8,1,8...)\n", | |
| "2.1 for 1 opponent(s):\n", | |
| "\t- Meta_Winner_Ensemble@_199_players (C5,25,2,2,1...)\n", | |
| "2.2 for 1 opponent(s):\n", | |
| "\t- Cycler_DDC (D200)\n", | |
| "2.65 for 1 opponent(s):\n", | |
| "\t- Aggravater (C19,1,80,3,3...)\n", | |
| "2.75 for 1 opponent(s):\n", | |
| "\t- ZD-Extort-4@_0.23529411764705882,_0.25,_1 (C19,1,7,1,8...)\n", | |
| "2.8 for 2 opponent(s):\n", | |
| "\t- Fortress4 (D3,16,1,179,1)\n", | |
| "\t- ZD-Extortion@_0.2,_0.1,_1 (C19,1,3,1,6...)\n", | |
| "2.9 for 3 opponent(s):\n", | |
| "\t- Fortress3 (D2,17,1,80,2...)\n", | |
| "\t- DoubleResurrection (C2,1,3,1,5...)\n", | |
| "\t- TF2 (C1,2,16,1,80...)\n", | |
| "2.95 for 3 opponent(s):\n", | |
| "\t- Suspicious_Tit_For_Tat (C19,1,179,1)\n", | |
| "\t- SolutionB5 (C19,1,133,1,45...)\n", | |
| "\t- Prober_3 (D2,17,1,178,2)\n", | |
| "3.0 for 16 opponent(s):\n", | |
| "\t- TF1 (C2,1,16,1,180)\n", | |
| "\t- Raider (D3,16,1,80,1...)\n", | |
| "\t- Prober_4 (D200)\n", | |
| "\t- Hard_Prober (D3,16,1,83,1...)\n", | |
| "\t- Predator (D3,16,1,152,1...)\n", | |
| "\t- Desperate (D200)\n", | |
| "\t- Tester (D1,18,1,80,4...)\n", | |
| "\t- CollectiveStrategy (C1,1,17,1,80...)\n", | |
| "\t- EugineNier@_D,) (C18,2,180)\n", | |
| "\t- Michaelos@_D,) (C18,2,174,6)\n", | |
| "\t- Alexei@_D,) (C18,2,80,2,2...)\n", | |
| "\t- Alternator (D200)\n", | |
| "\t- ThueMorseInverse (D200)\n", | |
| "\t- ThueMorse (D200)\n", | |
| "\t- Winner21 (D1,18,1,80,1...)\n", | |
| "\t- Cycler_DC (D200)\n", | |
| "3.05 for 3 opponent(s):\n", | |
| "\t- Gladstein (C2,1,16,1,180)\n", | |
| "\t- ZD-SET-2@_0.25,_0.0,_2 (C1,3,1,2,3...)\n", | |
| "\t- Ripoff (C1,1,17,1,80...)\n", | |
| "3.1 for 55 opponent(s):\n", | |
| "\t- Remorseful_Prober@_0.1 (C19,1,14,1,4...)\n", | |
| "\t- Tit_For_Tat (C19,1,170,10)\n", | |
| "\t- Two_Tits_For_Tat (C19,1,171,9)\n", | |
| "\t- Meta_Majority_Memory_One@_35_players (C19,1,180)\n", | |
| "\t- Meta_Majority@_199_players (C19,1,180)\n", | |
| "\t- MEM2 (C19,1,170,10)\n", | |
| "\t- Limited_Retaliate_3@_0.05,_20 (C19,1,80,100)\n", | |
| "\t- Limited_Retaliate_2@_0.08,_15 (C19,1,170,10)\n", | |
| "\t- Limited_Retaliate@_0.1,_20 (C19,1,172,8)\n", | |
| "\t- Win-Stay_Lose-Shift@_C (C5,195)\n", | |
| "\t- Worse_and_Worse_2 (C19,1,80,1,2...)\n", | |
| "\t- Joss@_0.9 (C19,1,12,1,6...)\n", | |
| "\t- Inverse_Punisher (C19,1,38,1,134...)\n", | |
| "\t- ZD-GTFT-2@_0.25,_0.5 (C19,1,177,3)\n", | |
| "\t- Inverse (C19,1,15,1,83...)\n", | |
| "\t- Harrington (C1,1,1,1,1...)\n", | |
| "\t- Hard_Tit_For_Tat (C19,1,175,5)\n", | |
| "\t- Tideman_and_Chieruzzi (C19,1,160,1,18...)\n", | |
| "\t- Thumper (C19,1,180)\n", | |
| "\t- Stochastic_Cooperator (C19,1,3,1,1...)\n", | |
| "\t- Spiteful_Tit_For_Tat (C19,1,80,100)\n", | |
| "\t- Resurrection (C19,1,165,1,10...)\n", | |
| "\t- Prober (D2,17,1,80,1...)\n", | |
| "\t- Retaliate@_0.1 (C19,1,172,8)\n", | |
| "\t- Retaliate_2@_0.08 (C19,1,180)\n", | |
| "\t- Retaliate_3@_0.05 (C19,1,81,2,4...)\n", | |
| "\t- Omega_TFT@_3,_8 (C19,1,34,1,145)\n", | |
| "\t- NMWE_Memory_One@_35_players (C19,1,1,2,6...)\n", | |
| "\t- RichardHufford (D1,1,1,1,1...)\n", | |
| "\t- NMWE_Long_Memory@_113_players (C19,1,179,1)\n", | |
| "\t- NMWE_Finite_Memory@_86_players (C19,1,175,5)\n", | |
| "\t- NMWE_Deterministic@_137_players (C19,1,170,10)\n", | |
| "\t- Nice_Meta_Winner_Ensemble@_199_players (C19,1,80,59,1...)\n", | |
| "\t- Nice_Meta_Winner@_199_players (C19,1,178,2)\n", | |
| "\t- Naive_Prober@_0.1 (C19,1,4,1,4...)\n", | |
| "\t- More_Tideman_and_Chieruzzi (C19,1,172,8)\n", | |
| "\t- Shubik (C19,1,177,3)\n", | |
| "\t- Soft_Grudger (C19,1,173,7)\n", | |
| "\t- Punisher (C19,1,179,1)\n", | |
| "\t- GrudgerAlternator (C5,195)\n", | |
| "\t- Meta_Majority_Long_Memory@_113_players (C19,1,172,8)\n", | |
| "\t- Calculator (C19,2,5,1,2...)\n", | |
| "\t- Forgetful_Grudger (C19,1,83,2,4...)\n", | |
| "\t- Borufsen (C1,1,1,1,1...)\n", | |
| "\t- Davis@_10 (C19,1,175,5)\n", | |
| "\t- EvolvedLookerUp1_1_1 (C19,1,177,3)\n", | |
| "\t- Grudger (C19,1,175,5)\n", | |
| "\t- Contrite_Tit_For_Tat (C19,1,173,7)\n", | |
| "\t- Appeaser (C5,195)\n", | |
| "\t- Bush_Mosteller@_0.5,_0.5,_3.0,_0.5 (D5,1,14,1,2...)\n", | |
| "\t- General_Soft_Grudger@_n=1,d=4,c=2 (C19,1,170,10)\n", | |
| "\t- Feld@_1.0,_0.5,_200 (C19,2,13,1,6...)\n", | |
| "\t- Firm_But_Fair (C19,1,174,6)\n", | |
| "\t- Adaptive_Tit_For_Tat@_0.5 (C19,1,170,10)\n", | |
| "\t- GraaskampKatzen (C19,1,172,8)\n", | |
| "3.15 for 1 opponent(s):\n", | |
| "\t- Weiner (C1,1,1,1,15...)\n", | |
| "3.2 for 13 opponent(s):\n", | |
| "\t- BackStabber@_D,_D) (D2,1,1,13,3...)\n", | |
| "\t- Forgiver (C17,1,1,1,163...)\n", | |
| "\t- Evolved_HMM_5 (D1,18,1,178,2)\n", | |
| "\t- Winner12 (D1,18,1,82,2...)\n", | |
| "\t- Fool_Me_Once (D1,18,1,80,97...)\n", | |
| "\t- Forgiving_Tit_For_Tat (C15,1,3,1,180)\n", | |
| "\t- ZD-Extort-2_v2@_0.125,_0.5,_1 (C7,1,11,1,1...)\n", | |
| "\t- NMWE_Stochastic@_62_players (C18,3,10,1,13...)\n", | |
| "\t- TF3 (C18,2,179,1)\n", | |
| "\t- Getzler (C15,1,3,1,6...)\n", | |
| "\t- Gradual (D3,16,1,179,1)\n", | |
| "\t- Stein_and_Rapoport@_0.05@_D,_D) (D3,14,3,22,1...)\n", | |
| "\t- Soft_Joss@_0.9 (C10,1,8,1,173...)\n", | |
| "3.25 for 1 opponent(s):\n", | |
| "\t- ZD-Extort-2@_0.1111111111111111,_0.5 (C4,2,1,2,5...)\n", | |
| "3.3 for 4 opponent(s):\n", | |
| "\t- Kluepfel (D1,9,1,8,1...)\n", | |
| "\t- ZD-Extort3@_0.11538461538461539,_0.3333333333333333,_1 (C4,1,1,2,6...)\n", | |
| "\t- Meta_Majority_Finite_Memory@_86_players (C3,1,8,1,6...)\n", | |
| "\t- PSO_Gambler_1_1_1 (D2,17,1,1,2...)\n", | |
| "3.35 for 2 opponent(s):\n", | |
| "\t- Adaptive_Pavlov_2006 (D2,1,2,2,8...)\n", | |
| "\t- PSO_Gambler_Mem1 (C1,1,2,1,2...)\n", | |
| "3.4 for 6 opponent(s):\n", | |
| "\t- DoubleCrosser@_D,_D) (C7,1,1,1,2...)\n", | |
| "\t- ZD-Mem2 (D1,8,1,8,2...)\n", | |
| "\t- Stochastic_WSLS@_0.05 (D6,1,1,3,3...)\n", | |
| "\t- Level_Punisher (D1,1,1,12,1...)\n", | |
| "\t- Sneaky_Tit_For_Tat (D1,3,1,1,1...)\n", | |
| "\t- Forgetful_Fool_Me_Once@_0.05 (D1,15,1,1,2...)\n", | |
| "3.45 for 1 opponent(s):\n", | |
| "\t- Meta_Mixer@_199_players (C9,1,1,9,1...)\n", | |
| "3.5 for 1 opponent(s):\n", | |
| "\t- SelfSteem (C1,2,1,1,1...)\n", | |
| "3.55 for 2 opponent(s):\n", | |
| "\t- GTFT@_0.33 (C1,1,1,1,1...)\n", | |
| "\t- Hard_Go_By_Majority@_5 (C2,1,3,1,1...)\n", | |
| "3.6 for 4 opponent(s):\n", | |
| "\t- Stalker@_D,) (C7,1,1,2,2...)\n", | |
| "\t- WmAdams (D1,5,1,5,1...)\n", | |
| "\t- Colbert (D200)\n", | |
| "\t- Evolved_FSM_16_Noise_05 (C3,1,1,1,1...)\n", | |
| "3.65 for 4 opponent(s):\n", | |
| "\t- Evolved_FSM_16 (C1,1,1,197)\n", | |
| "\t- ZD-GEN-2@_0.125,_0.5,_3 (C2,2,3,1,2...)\n", | |
| "\t- PSO_Gambler_2_2_2_Noise_05 (D1,2,37,1,16...)\n", | |
| "\t- Hard_Go_By_Majority@_10 (C2,1,2,2,3...)\n", | |
| "3.7 for 7 opponent(s):\n", | |
| "\t- Tranquilizer (C3,1,3,1,1...)\n", | |
| "\t- Doubler (C6,1,1,1,1...)\n", | |
| "\t- Evolved_FSM_4 (C1,199)\n", | |
| "\t- Evolved_ANN_5 (D1,1,1,1,3...)\n", | |
| "\t- Adaptive_Pavlov_2011 (C1,1,1,1,1...)\n", | |
| "\t- MoreGrofman (D1,5,1,3,1...)\n", | |
| "\t- Evolved_ANN (C3,1,1,2,3...)\n", | |
| "3.8 for 7 opponent(s):\n", | |
| "\t- Cycler_CCCDCD (D200)\n", | |
| "\t- Adaptive (C2,198)\n", | |
| "\t- Cave (D2,1,1,1,1...)\n", | |
| "\t- AntiCycler (D200)\n", | |
| "\t- Cycler_CCD (D200)\n", | |
| "\t- Soft_Go_By_Majority@_5 (C2,2,3,1,2...)\n", | |
| "\t- PSO_Gambler_2_2_2 (C1,1,1,1,3...)\n", | |
| "3.85 for 4 opponent(s):\n", | |
| "\t- Random_Tit_for_Tat@_0.5 (C1,1,1,1,1...)\n", | |
| "\t- Hard_Go_By_Majority (C10,190)\n", | |
| "\t- Hard_Go_By_Majority@_20 (C10,190)\n", | |
| "\t- Hard_Go_By_Majority@_40 (C10,190)\n", | |
| "3.9 for 9 opponent(s):\n", | |
| "\t- ZD-Mischief@_0.1,_0.0,_1 (D2,2,1,4,1...)\n", | |
| "\t- Dynamic_Two_Tits_For_Tat (C10,1,1,9,1...)\n", | |
| "\t- Leyvraz (D2,1,2,1,2...)\n", | |
| "\t- Worse_and_Worse_3 (C11,12,1,3,1...)\n", | |
| "\t- Eatherley (C11,13,1,17,1...)\n", | |
| "\t- Nice_Average_Copier (C11,30,1,5,1...)\n", | |
| "\t- Grofman (D1,4,2,1,16...)\n", | |
| "\t- Pun1 (D1,1,1,1,1...)\n", | |
| "\t- Gradual_Killer@_D,_D,_D,_D,_D,_C,_C) (D5,1,22,1,171)\n", | |
| "4.0 for 12 opponent(s):\n", | |
| "\t- Knowledgeable_Worse_and_Worse (D31,2,4,1,1...)\n", | |
| "\t- Cycler_CCCD (D200)\n", | |
| "\t- Soft_Go_By_Majority@_40 (C10,190)\n", | |
| "\t- Champion (D9,10,1,47,1...)\n", | |
| "\t- White (C10,190)\n", | |
| "\t- ShortMem (D4,1,1,1,1...)\n", | |
| "\t- VeryBad (C10,190)\n", | |
| "\t- Average_Copier (C10,10,1,2,1...)\n", | |
| "\t- Soft_Go_By_Majority (C10,190)\n", | |
| "\t- Soft_Go_By_Majority@_10 (C1,1,1,1,1...)\n", | |
| "\t- Soft_Go_By_Majority@_20 (C10,190)\n", | |
| "\t- Black (D4,4,1,2,1...)\n", | |
| "4.1 for 7 opponent(s):\n", | |
| "\t- Hard_Tit_For_2_Tats (D1,1,1,1,1...)\n", | |
| "\t- N_Tits)_For_M_Tats)@_3,_2 (D1,1,1,1,1...)\n", | |
| "\t- Yamachi (C1,1,3,1,1...)\n", | |
| "\t- Tit_For_2_Tats (D1,1,1,1,1...)\n", | |
| "\t- Once_Bitten (D1,1,1,1,1...)\n", | |
| "\t- Slow_Tit_For_Two_Tats_2 (D1,1,1,1,1...)\n", | |
| "\t- Revised_Downing@_True (D1,1,1,1,1...)\n", | |
| "4.15 for 1 opponent(s):\n", | |
| "\t- Tricky_Defector (C1,199)\n", | |
| "4.2 for 3 opponent(s):\n", | |
| "\t- Random@_0.5 (D26,2,6,2,2...)\n", | |
| "\t- Tullock@_11 (D7,8,5,1,3...)\n", | |
| "\t- DBS@_0.75,_3,_4,_3,_5 (C1,3,4,2,1...)\n", | |
| "4.3 for 1 opponent(s):\n", | |
| "\t- Evolved_ANN_5_Noise_05 (C7,193)\n", | |
| "4.4 for 1 opponent(s):\n", | |
| "\t- Cycler_CCCCCD (D200)\n", | |
| "4.5 for 1 opponent(s):\n", | |
| "\t- Grumpy@_Nice,_10,_-10 (C5,195)\n", | |
| "4.55 for 2 opponent(s):\n", | |
| "\t- SolutionB1 (C1,199)\n", | |
| "\t- EvolvedLookerUp2_2_2 (C2,1,1,196)\n", | |
| "4.6 for 2 opponent(s):\n", | |
| "\t- Meta_Hunter@_6_players (C4,196)\n", | |
| "\t- Meta_Hunter_Aggressive@_7_players (C3,1,1,195)\n", | |
| "4.7 for 2 opponent(s):\n", | |
| "\t- Handshake (C1,199)\n", | |
| "\t- Prober_2 (D2,1,197)\n", | |
| "4.75 for 2 opponent(s):\n", | |
| "\t- Win-Shift_Lose-Stay@_D (C1,199)\n", | |
| "\t- Opposite_Grudger (C1,199)\n", | |
| "4.8 for 5 opponent(s):\n", | |
| "\t- Fool_Me_Forever (D200)\n", | |
| "\t- Meta_Minority@_199_players (D200)\n", | |
| "\t- EasyGo (D200)\n", | |
| "\t- Bully (D200)\n", | |
| "\t- Nydegger (C2,198)\n", | |
| "4.9 for 1 opponent(s):\n", | |
| "\t- Defector_Hunter (C1,199)\n", | |
| "5.0 for 21 opponent(s):\n", | |
| "\t- Arrogant_QLearner (D26,2,19,1,3...)\n", | |
| "\t- pi (D200)\n", | |
| "\t- Hesitant_QLearner (D20,2,3,1,4...)\n", | |
| "\t- e (D200)\n", | |
| "\t- Hopeless (D23,1,12,1,3...)\n", | |
| "\t- Math_Constant_Hunter (D200)\n", | |
| "\t- Cautious_QLearner (D21,1,7,1,1...)\n", | |
| "\t- Anti_Tit_For_Tat (D200)\n", | |
| "\t- Risky_QLearner (D28,1,1,1,3...)\n", | |
| "\t- Cooperator (D200)\n", | |
| "\t- Alternator_Hunter (D200)\n", | |
| "\t- Worse_and_Worse (D24,1,9,1,12...)\n", | |
| "\t- Negation (D24,1,3,1,21...)\n", | |
| "\t- Eventual_Cycle_Hunter (D200)\n", | |
| "\t- Cooperator_Hunter (D200)\n", | |
| "\t- Tricky_Cooperator (D200)\n", | |
| "\t- Random_Hunter (D200)\n", | |
| "\t- Willing (D27,1,1,1,7...)\n", | |
| "\t- Cycle_Hunter (D200)\n", | |
| "\t- ALLCorALLD (D38,1,9,1,26...)\n", | |
| "\t- phi (D200)\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "print(\"There are\",len(df_generation_max[\"best_score\"].unique()),\"different best scores\")\n", | |
| "print(\"These are:\")\n", | |
| "\n", | |
| "for score in df_generation_max[\"best_score\"].unique():\n", | |
| " score_list = list(df_generation_max[\"opponent_name\"].loc[df_generation_max[\"best_score\"]==score])\n", | |
| " print(score, \"for\", len(score_list), \"opponent(s):\")\n", | |
| " for op in score_list:\n", | |
| " sequence = get_notation(df_generation_max[\"best_sequence\"].loc[df_generation_max[\"opponent_name\"]==op],5)\n", | |
| " print(\"\\t-\",op, \"(\"+sequence+\")\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# 4. Is there some sort of \"order\" between stratergys? if so is there a pattern on what to play to beat them?" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 36, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "# Group Classifres\n", | |
| "\n", | |
| "#exmple: Bully:{\n", | |
| "# 'memory_depth': 1, # Four-Vector = (0, 1, 0, 1)\n", | |
| "# 'stochastic': False,\n", | |
| "# 'makes_use_of': set(),\n", | |
| "# 'long_run_time': False,\n", | |
| "# 'inspects_source': False,\n", | |
| "# 'manipulates_source': False,\n", | |
| "# 'manipulates_state': False\n", | |
| "#}\n", | |
| "\n", | |
| "def get_classifiers(player_str:str):\n", | |
| " clean_str = player_str.replace(\"_\",\"\").split(\"@\")[0]\n", | |
| " try:\n", | |
| " player_inst = eval(\"axl.\"+clean_str)()\n", | |
| " return player_inst.classifier\n", | |
| " except AttributeError:\n", | |
| " print(\"could not find palyer:\", clean_str)\n", | |
| " return None" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 24, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "{'inspects_source': False,\n", | |
| " 'long_run_time': False,\n", | |
| " 'makes_use_of': set(),\n", | |
| " 'manipulates_source': False,\n", | |
| " 'manipulates_state': False,\n", | |
| " 'memory_depth': 1,\n", | |
| " 'stochastic': False}" | |
| ] | |
| }, | |
| "execution_count": 24, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "get_classifiers(\"Bully\")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 37, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "could not find palyer: BetterandBetter\n", | |
| "could not find palyer: ZD-Extort-4\n", | |
| "could not find palyer: ZD-Extortion\n", | |
| "could not find palyer: ZD-SET-2\n", | |
| "could not find palyer: Win-StayLose-Shift\n", | |
| "could not find palyer: WorseandWorse2\n", | |
| "could not find palyer: ZD-GTFT-2\n", | |
| "could not find palyer: Harrington\n", | |
| "could not find palyer: TidemanandChieruzzi\n", | |
| "could not find palyer: RichardHufford\n", | |
| "could not find palyer: MoreTidemanandChieruzzi\n", | |
| "could not find palyer: Borufsen\n", | |
| "could not find palyer: EvolvedLookerUp111\n", | |
| "could not find palyer: BushMosteller\n", | |
| "could not find palyer: GraaskampKatzen\n", | |
| "could not find palyer: Weiner\n" | |
| ] | |
| }, | |
| { | |
| "ename": "SyntaxError", | |
| "evalue": "unexpected EOF while parsing (<string>, line 1)", | |
| "output_type": "error", | |
| "traceback": [ | |
| "\u001b[0;36m File \u001b[0;32m\"<string>\"\u001b[0;36m, line \u001b[0;32m1\u001b[0m\n\u001b[0;31m axl.ZD-Extort-2v2\u001b[0m\n\u001b[0m ^\u001b[0m\n\u001b[0;31mSyntaxError\u001b[0m\u001b[0;31m:\u001b[0m unexpected EOF while parsing\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "full = dict()\n", | |
| "for name in df_generation_max[\"opponent_name\"]:\n", | |
| "# tmp = dict(name:)\n", | |
| " full[name] = get_classifiers(name)\n", | |
| "\n", | |
| "full_df = pd.DataFrame.from_dict(full)\n", | |
| "full_df=full_df.transpose()\n", | |
| "full_df[\"opponent_name\"] = full_df.index\n", | |
| "full_df" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": { | |
| "collapsed": false | |
| }, | |
| "outputs": [], | |
| "source": [ | |
| "pd.merge(df_generation_max,full_df)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": { | |
| "collapsed": false, | |
| "scrolled": true | |
| }, | |
| "source": [ | |
| "# 5. Are there any intresting results to the range of best scores?" | |
| ] | |
| } | |
| ], | |
| "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": "3.6.0" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 2 | |
| } |
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