challenge_1v1.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "import random\n",
    "import pandas as pd\n",
    "import time\n",
    "from isolation import Board\n",
    "from sample_players import (RandomPlayer, open_move_score,\n",
    "                            improved_score, center_score)\n",
    "from game_agent import (MinimaxPlayer, AlphaBetaPlayer, custom_score,\n",
    "                        custom_score_2, custom_score_3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## Initialize all players"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "cpu_agent_random = RandomPlayer()\n",
    "cpu_agent_minimax_open = MinimaxPlayer(score_fn=open_move_score)\n",
    "cpu_agent_minimax_center = MinimaxPlayer(score_fn=center_score)\n",
    "cpu_agent_minimax_improved = MinimaxPlayer(score_fn=improved_score)\n",
    "cpu_agent_AB_open = AlphaBetaPlayer(score_fn=open_move_score)\n",
    "cpu_agent_AB_center = AlphaBetaPlayer(score_fn=center_score)\n",
    "cpu_agent_AB_improved = AlphaBetaPlayer(score_fn=improved_score)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "AB_improved = AlphaBetaPlayer(score_fn=improved_score)\n",
    "AB_custom1 = AlphaBetaPlayer(score_fn=custom_score)\n",
    "AB_custom2 = AlphaBetaPlayer(score_fn=custom_score_2)\n",
    "AB_custom3 = AlphaBetaPlayer(score_fn=custom_score_3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## Games\n",
    "Create the variables necesary to get information of the played games"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "player1 = (\"AB_custom2\", AB_custom2)\n",
    "player2 = (\"cpu_agent_AB_improved\", cpu_agent_AB_improved)\n",
    "\n",
    "player1_names = []\n",
    "player2_names = []\n",
    "winners = []\n",
    "moves_history = []\n",
    "winning_reasons = []\n",
    "number_of_moves = []\n",
    "game_durations = []"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "Play 100 games and store the results in the variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total elapsed time: 349.14990854263306\n"
     ]
    }
   ],
   "source": [
    "t0_total = time.time()\n",
    "for _ in range(100):\n",
    "    game_moves = []\n",
    "    \n",
    "    # Game starting time\n",
    "    t0 = time.time()\n",
    "    \n",
    "    # Create board and apply 2 random moves\n",
    "    game = Board(player1[1], player2[1])\n",
    "    \n",
    "    for _ in range(2):\n",
    "        move = random.choice(game.get_legal_moves())\n",
    "        game_moves.append(list(move))\n",
    "        game.apply_move(move)\n",
    "    \n",
    "    winner, move_history, winning_reason = game.play()\n",
    "    t1 = time.time()\n",
    "    \n",
    "    player1_names.append(player1[0])\n",
    "    player2_names.append(player2[0])\n",
    "    if winner == player1[1]:\n",
    "        winners.append(player1[0])\n",
    "    if winner == player2[1]:\n",
    "        winners.append(player2[0])\n",
    "    winning_reasons.append(winning_reason)\n",
    "    \n",
    "    for i in move_history:\n",
    "        game_moves.append(i)\n",
    "        \n",
    "    moves_history.append(game_moves)\n",
    "    number_of_moves.append(len(game_moves))\n",
    "    game_durations.append(t1 - t0)\n",
    "t1_total = time.time()\n",
    "print(\"Total elapsed time: {}\".format(t1_total - t0_total))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## Save the data to a Pandas dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Player 1</th>\n",
       "      <th>Player 2</th>\n",
       "      <th>Winner</th>\n",
       "      <th>Move history</th>\n",
       "      <th>Winning reason</th>\n",
       "      <th>Number of moves</th>\n",
       "      <th>Game durations</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>[[1, 2], [2, 6], [0, 4], [4, 5], [1, 6], [2, 4...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>37</td>\n",
       "      <td>3.501346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>[[4, 5], [5, 5], [2, 4], [6, 3], [0, 3], [5, 1...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>30</td>\n",
       "      <td>3.782023</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>[[5, 3], [4, 4], [3, 2], [2, 5], [1, 3], [4, 6...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>23</td>\n",
       "      <td>2.520702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>[[5, 3], [6, 0], [6, 1], [5, 2], [4, 0], [3, 3...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>38</td>\n",
       "      <td>4.061803</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>[[3, 4], [1, 1], [2, 2], [3, 0], [4, 3], [5, 1...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>24</td>\n",
       "      <td>2.801481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>[[1, 2], [5, 1], [2, 4], [3, 0], [3, 6], [2, 2...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>30</td>\n",
       "      <td>3.781059</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>[[1, 6], [5, 5], [0, 4], [6, 3], [2, 3], [5, 1...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>27</td>\n",
       "      <td>3.081191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>[[3, 2], [0, 0], [5, 1], [2, 1], [3, 0], [1, 3...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>32</td>\n",
       "      <td>3.921517</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>[[5, 2], [2, 0], [3, 3], [1, 2], [4, 5], [0, 4...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>31</td>\n",
       "      <td>3.221604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>[[1, 2], [0, 5], [3, 1], [2, 6], [5, 2], [3, 4...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>31</td>\n",
       "      <td>3.360901</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>[[0, 4], [1, 3], [1, 2], [2, 5], [2, 4], [0, 6...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>35</td>\n",
       "      <td>3.922463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>[[6, 3], [6, 4], [4, 2], [5, 6], [6, 1], [3, 5...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>36</td>\n",
       "      <td>4.061997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>[[6, 2], [5, 1], [4, 3], [6, 3], [2, 2], [4, 4...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>38</td>\n",
       "      <td>4.061796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>[[3, 0], [6, 6], [2, 2], [4, 5], [4, 3], [2, 4...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>28</td>\n",
       "      <td>3.220957</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>[[6, 3], [4, 6], [5, 1], [2, 5], [3, 0], [4, 4...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>28</td>\n",
       "      <td>3.501380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>[[3, 6], [1, 2], [1, 5], [2, 4], [0, 3], [3, 2...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>43</td>\n",
       "      <td>3.921949</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>[[0, 5], [3, 1], [2, 4], [1, 0], [4, 5], [2, 2...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>26</td>\n",
       "      <td>2.940824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>[[1, 1], [1, 3], [0, 3], [0, 5], [2, 4], [2, 6...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>33</td>\n",
       "      <td>3.641675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>[[0, 2], [1, 1], [1, 0], [3, 2], [2, 2], [5, 3...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>29</td>\n",
       "      <td>3.501323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>[[6, 4], [5, 5], [4, 3], [3, 6], [6, 2], [2, 4...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>32</td>\n",
       "      <td>3.640651</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>[[6, 4], [6, 1], [5, 2], [5, 3], [3, 3], [3, 4...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>28</td>\n",
       "      <td>3.081194</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>[[0, 4], [1, 4], [1, 6], [3, 5], [2, 4], [2, 3...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>24</td>\n",
       "      <td>2.801450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>[[4, 1], [1, 5], [3, 3], [3, 6], [5, 2], [4, 4...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>40</td>\n",
       "      <td>4.201202</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>[[0, 4], [2, 1], [1, 6], [4, 0], [3, 5], [6, 1...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>37</td>\n",
       "      <td>4.202178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>[[3, 0], [3, 3], [5, 1], [2, 1], [6, 3], [1, 3...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>30</td>\n",
       "      <td>3.781024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>[[6, 1], [3, 2], [5, 3], [2, 4], [6, 5], [0, 5...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>41</td>\n",
       "      <td>4.341546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>[[3, 6], [4, 1], [5, 5], [2, 0], [4, 3], [3, 2...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>23</td>\n",
       "      <td>2.801449</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>[[2, 3], [6, 3], [3, 5], [4, 2], [5, 6], [5, 0...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>25</td>\n",
       "      <td>2.940820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>[[2, 5], [1, 5], [4, 4], [2, 3], [3, 6], [3, 1...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>32</td>\n",
       "      <td>3.081229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>[[6, 2], [0, 1], [5, 0], [2, 2], [3, 1], [0, 3...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>35</td>\n",
       "      <td>3.782025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>[[5, 5], [0, 3], [3, 4], [2, 4], [4, 2], [3, 2...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>28</td>\n",
       "      <td>3.221568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>[[2, 2], [2, 1], [4, 3], [4, 0], [3, 1], [5, 2...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>32</td>\n",
       "      <td>3.921461</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>[[3, 3], [2, 2], [2, 5], [1, 4], [0, 4], [0, 2...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>29</td>\n",
       "      <td>3.360907</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>[[2, 0], [1, 1], [4, 1], [2, 3], [2, 2], [0, 2...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>37</td>\n",
       "      <td>3.781056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>[[1, 0], [2, 2], [3, 1], [0, 3], [2, 3], [2, 4...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>36</td>\n",
       "      <td>3.921427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>[[4, 3], [1, 1], [2, 2], [0, 3], [3, 4], [2, 4...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>24</td>\n",
       "      <td>2.801477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>[[4, 0], [5, 5], [6, 1], [4, 3], [5, 3], [3, 5...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>36</td>\n",
       "      <td>4.340549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>[[4, 1], [2, 4], [5, 3], [3, 6], [3, 2], [5, 5...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>25</td>\n",
       "      <td>3.221536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>[[2, 5], [6, 5], [1, 3], [4, 6], [3, 4], [5, 4...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>31</td>\n",
       "      <td>3.921456</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>[[2, 1], [6, 6], [4, 0], [5, 4], [3, 2], [6, 2...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>38</td>\n",
       "      <td>4.201176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>[[5, 5], [2, 0], [4, 3], [0, 1], [5, 1], [1, 3...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>27</td>\n",
       "      <td>3.081163</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>[[5, 4], [1, 0], [6, 2], [2, 2], [4, 1], [3, 4...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>25</td>\n",
       "      <td>3.081230</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>[[4, 6], [5, 5], [3, 4], [4, 3], [1, 3], [3, 1...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>25</td>\n",
       "      <td>3.081189</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>[[2, 6], [0, 3], [1, 4], [1, 5], [0, 2], [2, 3...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>28</td>\n",
       "      <td>3.221568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>[[5, 4], [1, 6], [3, 5], [2, 4], [1, 4], [0, 5...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>41</td>\n",
       "      <td>4.201172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>[[5, 4], [6, 4], [3, 5], [4, 5], [5, 6], [3, 3...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>33</td>\n",
       "      <td>3.921424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>[[6, 6], [4, 1], [4, 5], [3, 3], [5, 3], [1, 4...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>34</td>\n",
       "      <td>4.201176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>[[5, 4], [4, 4], [4, 2], [5, 6], [2, 3], [6, 4...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>32</td>\n",
       "      <td>3.501280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>[[5, 4], [0, 1], [3, 3], [2, 0], [2, 5], [3, 2...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>41</td>\n",
       "      <td>4.341547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>[[1, 4], [0, 4], [2, 2], [1, 6], [4, 1], [3, 5...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>24</td>\n",
       "      <td>2.940820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>[[3, 5], [6, 6], [1, 4], [5, 4], [3, 3], [4, 2...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>33</td>\n",
       "      <td>3.782058</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>[[0, 2], [2, 1], [2, 3], [4, 0], [3, 1], [3, 2...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>27</td>\n",
       "      <td>3.220565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>[[4, 2], [0, 6], [3, 0], [2, 5], [1, 1], [3, 3...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>37</td>\n",
       "      <td>3.921429</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>[[3, 2], [3, 6], [4, 0], [4, 4], [6, 1], [5, 6...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>28</td>\n",
       "      <td>3.360969</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>[[0, 5], [4, 4], [2, 6], [2, 3], [1, 4], [3, 5...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>28</td>\n",
       "      <td>3.500893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>[[2, 4], [3, 5], [3, 6], [2, 3], [4, 4], [4, 2...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>27</td>\n",
       "      <td>2.941822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>[[4, 6], [4, 4], [3, 4], [5, 6], [2, 6], [6, 4...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>33</td>\n",
       "      <td>4.061275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>[[6, 2], [3, 1], [4, 1], [5, 0], [3, 3], [4, 2...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>33</td>\n",
       "      <td>3.782057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>[[2, 1], [3, 6], [1, 3], [5, 5], [2, 5], [3, 4...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>29</td>\n",
       "      <td>3.640682</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>cpu_agent_AB_improved</td>\n",
       "      <td>AB_custom2</td>\n",
       "      <td>[[1, 1], [6, 4], [3, 2], [4, 3], [1, 3], [2, 4...</td>\n",
       "      <td>illegal move</td>\n",
       "      <td>29</td>\n",
       "      <td>3.221566</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Player 1               Player 2                 Winner  \\\n",
       "0   AB_custom2  cpu_agent_AB_improved             AB_custom2   \n",
       "1   AB_custom2  cpu_agent_AB_improved  cpu_agent_AB_improved   \n",
       "2   AB_custom2  cpu_agent_AB_improved             AB_custom2   \n",
       "3   AB_custom2  cpu_agent_AB_improved  cpu_agent_AB_improved   \n",
       "4   AB_custom2  cpu_agent_AB_improved  cpu_agent_AB_improved   \n",
       "5   AB_custom2  cpu_agent_AB_improved  cpu_agent_AB_improved   \n",
       "6   AB_custom2  cpu_agent_AB_improved             AB_custom2   \n",
       "7   AB_custom2  cpu_agent_AB_improved  cpu_agent_AB_improved   \n",
       "8   AB_custom2  cpu_agent_AB_improved             AB_custom2   \n",
       "9   AB_custom2  cpu_agent_AB_improved             AB_custom2   \n",
       "10  AB_custom2  cpu_agent_AB_improved             AB_custom2   \n",
       "11  AB_custom2  cpu_agent_AB_improved  cpu_agent_AB_improved   \n",
       "12  AB_custom2  cpu_agent_AB_improved  cpu_agent_AB_improved   \n",
       "13  AB_custom2  cpu_agent_AB_improved  cpu_agent_AB_improved   \n",
       "14  AB_custom2  cpu_agent_AB_improved  cpu_agent_AB_improved   \n",
       "15  AB_custom2  cpu_agent_AB_improved             AB_custom2   \n",
       "16  AB_custom2  cpu_agent_AB_improved  cpu_agent_AB_improved   \n",
       "17  AB_custom2  cpu_agent_AB_improved             AB_custom2   \n",
       "18  AB_custom2  cpu_agent_AB_improved             AB_custom2   \n",
       "19  AB_custom2  cpu_agent_AB_improved  cpu_agent_AB_improved   \n",
       "20  AB_custom2  cpu_agent_AB_improved  cpu_agent_AB_improved   \n",
       "21  AB_custom2  cpu_agent_AB_improved  cpu_agent_AB_improved   \n",
       "22  AB_custom2  cpu_agent_AB_improved  cpu_agent_AB_improved   \n",
       "23  AB_custom2  cpu_agent_AB_improved             AB_custom2   \n",
       "24  AB_custom2  cpu_agent_AB_improved  cpu_agent_AB_improved   \n",
       "25  AB_custom2  cpu_agent_AB_improved             AB_custom2   \n",
       "26  AB_custom2  cpu_agent_AB_improved             AB_custom2   \n",
       "27  AB_custom2  cpu_agent_AB_improved             AB_custom2   \n",
       "28  AB_custom2  cpu_agent_AB_improved  cpu_agent_AB_improved   \n",
       "29  AB_custom2  cpu_agent_AB_improved             AB_custom2   \n",
       "..         ...                    ...                    ...   \n",
       "70  AB_custom2  cpu_agent_AB_improved  cpu_agent_AB_improved   \n",
       "71  AB_custom2  cpu_agent_AB_improved  cpu_agent_AB_improved   \n",
       "72  AB_custom2  cpu_agent_AB_improved             AB_custom2   \n",
       "73  AB_custom2  cpu_agent_AB_improved             AB_custom2   \n",
       "74  AB_custom2  cpu_agent_AB_improved  cpu_agent_AB_improved   \n",
       "75  AB_custom2  cpu_agent_AB_improved  cpu_agent_AB_improved   \n",
       "76  AB_custom2  cpu_agent_AB_improved  cpu_agent_AB_improved   \n",
       "77  AB_custom2  cpu_agent_AB_improved             AB_custom2   \n",
       "78  AB_custom2  cpu_agent_AB_improved             AB_custom2   \n",
       "79  AB_custom2  cpu_agent_AB_improved  cpu_agent_AB_improved   \n",
       "80  AB_custom2  cpu_agent_AB_improved             AB_custom2   \n",
       "81  AB_custom2  cpu_agent_AB_improved             AB_custom2   \n",
       "82  AB_custom2  cpu_agent_AB_improved             AB_custom2   \n",
       "83  AB_custom2  cpu_agent_AB_improved  cpu_agent_AB_improved   \n",
       "84  AB_custom2  cpu_agent_AB_improved             AB_custom2   \n",
       "85  AB_custom2  cpu_agent_AB_improved             AB_custom2   \n",
       "86  AB_custom2  cpu_agent_AB_improved  cpu_agent_AB_improved   \n",
       "87  AB_custom2  cpu_agent_AB_improved  cpu_agent_AB_improved   \n",
       "88  AB_custom2  cpu_agent_AB_improved             AB_custom2   \n",
       "89  AB_custom2  cpu_agent_AB_improved  cpu_agent_AB_improved   \n",
       "90  AB_custom2  cpu_agent_AB_improved             AB_custom2   \n",
       "91  AB_custom2  cpu_agent_AB_improved             AB_custom2   \n",
       "92  AB_custom2  cpu_agent_AB_improved             AB_custom2   \n",
       "93  AB_custom2  cpu_agent_AB_improved  cpu_agent_AB_improved   \n",
       "94  AB_custom2  cpu_agent_AB_improved  cpu_agent_AB_improved   \n",
       "95  AB_custom2  cpu_agent_AB_improved             AB_custom2   \n",
       "96  AB_custom2  cpu_agent_AB_improved             AB_custom2   \n",
       "97  AB_custom2  cpu_agent_AB_improved             AB_custom2   \n",
       "98  AB_custom2  cpu_agent_AB_improved             AB_custom2   \n",
       "99  AB_custom2  cpu_agent_AB_improved             AB_custom2   \n",
       "\n",
       "                                         Move history Winning reason  \\\n",
       "0   [[1, 2], [2, 6], [0, 4], [4, 5], [1, 6], [2, 4...   illegal move   \n",
       "1   [[4, 5], [5, 5], [2, 4], [6, 3], [0, 3], [5, 1...   illegal move   \n",
       "2   [[5, 3], [4, 4], [3, 2], [2, 5], [1, 3], [4, 6...   illegal move   \n",
       "3   [[5, 3], [6, 0], [6, 1], [5, 2], [4, 0], [3, 3...   illegal move   \n",
       "4   [[3, 4], [1, 1], [2, 2], [3, 0], [4, 3], [5, 1...   illegal move   \n",
       "5   [[1, 2], [5, 1], [2, 4], [3, 0], [3, 6], [2, 2...   illegal move   \n",
       "6   [[1, 6], [5, 5], [0, 4], [6, 3], [2, 3], [5, 1...   illegal move   \n",
       "7   [[3, 2], [0, 0], [5, 1], [2, 1], [3, 0], [1, 3...   illegal move   \n",
       "8   [[5, 2], [2, 0], [3, 3], [1, 2], [4, 5], [0, 4...   illegal move   \n",
       "9   [[1, 2], [0, 5], [3, 1], [2, 6], [5, 2], [3, 4...   illegal move   \n",
       "10  [[0, 4], [1, 3], [1, 2], [2, 5], [2, 4], [0, 6...   illegal move   \n",
       "11  [[6, 3], [6, 4], [4, 2], [5, 6], [6, 1], [3, 5...   illegal move   \n",
       "12  [[6, 2], [5, 1], [4, 3], [6, 3], [2, 2], [4, 4...   illegal move   \n",
       "13  [[3, 0], [6, 6], [2, 2], [4, 5], [4, 3], [2, 4...   illegal move   \n",
       "14  [[6, 3], [4, 6], [5, 1], [2, 5], [3, 0], [4, 4...   illegal move   \n",
       "15  [[3, 6], [1, 2], [1, 5], [2, 4], [0, 3], [3, 2...   illegal move   \n",
       "16  [[0, 5], [3, 1], [2, 4], [1, 0], [4, 5], [2, 2...   illegal move   \n",
       "17  [[1, 1], [1, 3], [0, 3], [0, 5], [2, 4], [2, 6...   illegal move   \n",
       "18  [[0, 2], [1, 1], [1, 0], [3, 2], [2, 2], [5, 3...   illegal move   \n",
       "19  [[6, 4], [5, 5], [4, 3], [3, 6], [6, 2], [2, 4...   illegal move   \n",
       "20  [[6, 4], [6, 1], [5, 2], [5, 3], [3, 3], [3, 4...   illegal move   \n",
       "21  [[0, 4], [1, 4], [1, 6], [3, 5], [2, 4], [2, 3...   illegal move   \n",
       "22  [[4, 1], [1, 5], [3, 3], [3, 6], [5, 2], [4, 4...   illegal move   \n",
       "23  [[0, 4], [2, 1], [1, 6], [4, 0], [3, 5], [6, 1...   illegal move   \n",
       "24  [[3, 0], [3, 3], [5, 1], [2, 1], [6, 3], [1, 3...   illegal move   \n",
       "25  [[6, 1], [3, 2], [5, 3], [2, 4], [6, 5], [0, 5...   illegal move   \n",
       "26  [[3, 6], [4, 1], [5, 5], [2, 0], [4, 3], [3, 2...   illegal move   \n",
       "27  [[2, 3], [6, 3], [3, 5], [4, 2], [5, 6], [5, 0...   illegal move   \n",
       "28  [[2, 5], [1, 5], [4, 4], [2, 3], [3, 6], [3, 1...   illegal move   \n",
       "29  [[6, 2], [0, 1], [5, 0], [2, 2], [3, 1], [0, 3...   illegal move   \n",
       "..                                                ...            ...   \n",
       "70  [[5, 5], [0, 3], [3, 4], [2, 4], [4, 2], [3, 2...   illegal move   \n",
       "71  [[2, 2], [2, 1], [4, 3], [4, 0], [3, 1], [5, 2...   illegal move   \n",
       "72  [[3, 3], [2, 2], [2, 5], [1, 4], [0, 4], [0, 2...   illegal move   \n",
       "73  [[2, 0], [1, 1], [4, 1], [2, 3], [2, 2], [0, 2...   illegal move   \n",
       "74  [[1, 0], [2, 2], [3, 1], [0, 3], [2, 3], [2, 4...   illegal move   \n",
       "75  [[4, 3], [1, 1], [2, 2], [0, 3], [3, 4], [2, 4...   illegal move   \n",
       "76  [[4, 0], [5, 5], [6, 1], [4, 3], [5, 3], [3, 5...   illegal move   \n",
       "77  [[4, 1], [2, 4], [5, 3], [3, 6], [3, 2], [5, 5...   illegal move   \n",
       "78  [[2, 5], [6, 5], [1, 3], [4, 6], [3, 4], [5, 4...   illegal move   \n",
       "79  [[2, 1], [6, 6], [4, 0], [5, 4], [3, 2], [6, 2...   illegal move   \n",
       "80  [[5, 5], [2, 0], [4, 3], [0, 1], [5, 1], [1, 3...   illegal move   \n",
       "81  [[5, 4], [1, 0], [6, 2], [2, 2], [4, 1], [3, 4...   illegal move   \n",
       "82  [[4, 6], [5, 5], [3, 4], [4, 3], [1, 3], [3, 1...   illegal move   \n",
       "83  [[2, 6], [0, 3], [1, 4], [1, 5], [0, 2], [2, 3...   illegal move   \n",
       "84  [[5, 4], [1, 6], [3, 5], [2, 4], [1, 4], [0, 5...   illegal move   \n",
       "85  [[5, 4], [6, 4], [3, 5], [4, 5], [5, 6], [3, 3...   illegal move   \n",
       "86  [[6, 6], [4, 1], [4, 5], [3, 3], [5, 3], [1, 4...   illegal move   \n",
       "87  [[5, 4], [4, 4], [4, 2], [5, 6], [2, 3], [6, 4...   illegal move   \n",
       "88  [[5, 4], [0, 1], [3, 3], [2, 0], [2, 5], [3, 2...   illegal move   \n",
       "89  [[1, 4], [0, 4], [2, 2], [1, 6], [4, 1], [3, 5...   illegal move   \n",
       "90  [[3, 5], [6, 6], [1, 4], [5, 4], [3, 3], [4, 2...   illegal move   \n",
       "91  [[0, 2], [2, 1], [2, 3], [4, 0], [3, 1], [3, 2...   illegal move   \n",
       "92  [[4, 2], [0, 6], [3, 0], [2, 5], [1, 1], [3, 3...   illegal move   \n",
       "93  [[3, 2], [3, 6], [4, 0], [4, 4], [6, 1], [5, 6...   illegal move   \n",
       "94  [[0, 5], [4, 4], [2, 6], [2, 3], [1, 4], [3, 5...   illegal move   \n",
       "95  [[2, 4], [3, 5], [3, 6], [2, 3], [4, 4], [4, 2...   illegal move   \n",
       "96  [[4, 6], [4, 4], [3, 4], [5, 6], [2, 6], [6, 4...   illegal move   \n",
       "97  [[6, 2], [3, 1], [4, 1], [5, 0], [3, 3], [4, 2...   illegal move   \n",
       "98  [[2, 1], [3, 6], [1, 3], [5, 5], [2, 5], [3, 4...   illegal move   \n",
       "99  [[1, 1], [6, 4], [3, 2], [4, 3], [1, 3], [2, 4...   illegal move   \n",
       "\n",
       "    Number of moves  Game durations  \n",
       "0                37        3.501346  \n",
       "1                30        3.782023  \n",
       "2                23        2.520702  \n",
       "3                38        4.061803  \n",
       "4                24        2.801481  \n",
       "5                30        3.781059  \n",
       "6                27        3.081191  \n",
       "7                32        3.921517  \n",
       "8                31        3.221604  \n",
       "9                31        3.360901  \n",
       "10               35        3.922463  \n",
       "11               36        4.061997  \n",
       "12               38        4.061796  \n",
       "13               28        3.220957  \n",
       "14               28        3.501380  \n",
       "15               43        3.921949  \n",
       "16               26        2.940824  \n",
       "17               33        3.641675  \n",
       "18               29        3.501323  \n",
       "19               32        3.640651  \n",
       "20               28        3.081194  \n",
       "21               24        2.801450  \n",
       "22               40        4.201202  \n",
       "23               37        4.202178  \n",
       "24               30        3.781024  \n",
       "25               41        4.341546  \n",
       "26               23        2.801449  \n",
       "27               25        2.940820  \n",
       "28               32        3.081229  \n",
       "29               35        3.782025  \n",
       "..              ...             ...  \n",
       "70               28        3.221568  \n",
       "71               32        3.921461  \n",
       "72               29        3.360907  \n",
       "73               37        3.781056  \n",
       "74               36        3.921427  \n",
       "75               24        2.801477  \n",
       "76               36        4.340549  \n",
       "77               25        3.221536  \n",
       "78               31        3.921456  \n",
       "79               38        4.201176  \n",
       "80               27        3.081163  \n",
       "81               25        3.081230  \n",
       "82               25        3.081189  \n",
       "83               28        3.221568  \n",
       "84               41        4.201172  \n",
       "85               33        3.921424  \n",
       "86               34        4.201176  \n",
       "87               32        3.501280  \n",
       "88               41        4.341547  \n",
       "89               24        2.940820  \n",
       "90               33        3.782058  \n",
       "91               27        3.220565  \n",
       "92               37        3.921429  \n",
       "93               28        3.360969  \n",
       "94               28        3.500893  \n",
       "95               27        2.941822  \n",
       "96               33        4.061275  \n",
       "97               33        3.782057  \n",
       "98               29        3.640682  \n",
       "99               29        3.221566  \n",
       "\n",
       "[100 rows x 7 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = {'Player 1': player1_names,\n",
    "        'Player 2': player2_names,\n",
    "        'Winner': winners,\n",
    "        'Move history': moves_history,\n",
    "        'Winning reason': winning_reasons,\n",
    "        'Number of moves': number_of_moves,\n",
    "        'Game durations': game_durations}\n",
    "\n",
    "df = pd.DataFrame(data, columns = ['Player 1',\n",
    "                                   'Player 2',\n",
    "                                   'Winner',\n",
    "                                   'Move history',\n",
    "                                   'Winning reason',\n",
    "                                   'Number of moves',\n",
    "                                   'Game durations'])\n",
    "\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Average number of moves: 30.7\n",
      "Average game durations: 3.491489074230194\n",
      "Games lost: 50 / 100\n"
     ]
    }
   ],
   "source": [
    "average_moves = sum(number_of_moves) / 100.0\n",
    "average_duration = sum(game_durations) / 100.0\n",
    "\n",
    "matches_lost = 0\n",
    "\n",
    "for win in winners:\n",
    "    if win == player2[0]:\n",
    "        matches_lost += 1\n",
    "\n",
    "print(\"Average number of moves: {}\".format(average_moves))\n",
    "print(\"Average game durations: {}\".format(average_duration))\n",
    "print(\"Games lost: %s / 100\" %(matches_lost))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "deletable": true,
    "editable": true
   },
   "source": [
    "## Analize the forfeited games to debug the agents"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Winner: cpu_agent_AB_improved\n",
      "Moves history: [[2, 5], [1, 5], [4, 4], [2, 3], [3, 6], [3, 1], [5, 5], [5, 2], [4, 3], [6, 0], [2, 2], [4, 1], [3, 0], [5, 3], [5, 1], [4, 5], [6, 3], [3, 3], [4, 2], [2, 1], [5, 0], [0, 0], [6, 2], [1, 2], [5, 4], [0, 4], [3, 5], [1, 6], [5, 6], [2, 4], [6, 4], [0, 3]]\n",
      "Winning reason: illegal move\n"
     ]
    }
   ],
   "source": [
    "game_number = 28\n",
    "\n",
    "print(\"Winner: {}\".format(winners[game_number]))\n",
    "print(\"Moves history: {}\".format(moves_history[game_number]))\n",
    "print(\"Winning reason: {}\".format(winning_reasons[game_number]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": []
  }
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