simulation.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Simulating a Card Game: 6 nimmt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Simulation Framework"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 281,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import necessary libraries\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "debug = True\n",
    "\n",
    "# Define Player class\n",
    "class Player:\n",
    "    def __init__(self, strategy, player_id):\n",
    "        self.strategy = strategy\n",
    "        self.hand = []\n",
    "        self.penalty_points = 0        \n",
    "        self.penalty_points_history = []\n",
    "        self.player_id = player_id\n",
    "\n",
    "    def choose_card(self, game_state):\n",
    "        return self.strategy(self, game_state)\n",
    "\n",
    "    def record_penalty_points(self):\n",
    "        self.penalty_points_history.append(self.penalty_points)\n",
    "\n",
    "# Define Game class\n",
    "class Game:\n",
    "    def __init__(self, strategies):\n",
    "        self.players = [Player(strategy, i) for i, strategy in enumerate(strategies)]\n",
    "        self.deck = []\n",
    "        self.rows = []\n",
    "\n",
    "    def setup(self):\n",
    "        self.deck = list(range(1, 105))\n",
    "        np.random.shuffle(self.deck)\n",
    "        self.rows = []\n",
    "        for player in self.players:\n",
    "            player.hand = sorted([self.deck.pop() for _ in range(10)])\n",
    "        self.rows = [[self.deck.pop()] for _ in range(4)]  # Initialize four rows with one card each\n",
    "        \n",
    "    def get_bullheads(self, card):\n",
    "        if card % 55 == 0:\n",
    "            return 7\n",
    "        elif card % 11 == 0:\n",
    "            return 5\n",
    "        elif card % 10 == 0:\n",
    "            return 3\n",
    "        elif card % 5 == 0:\n",
    "            return 2\n",
    "        else:\n",
    "            return 1\n",
    "\n",
    "    def play_step(self):\n",
    "        # Each player chooses a card to play\n",
    "        chosen_cards = [(player.choose_card(self.rows), player) for player in self.players]\n",
    "        chosen_cards.sort()  # Sort cards to determine play order\n",
    "        \n",
    "        if (debug): \n",
    "            print(\"Chosen cards:\", [(card, player.player_id) for card, player in chosen_cards])\n",
    "\n",
    "        for card, player in chosen_cards:\n",
    "            row_choice = None\n",
    "            min_difference = float('inf')\n",
    "            \n",
    "            # Find the best row to place the card\n",
    "            for row in self.rows:\n",
    "                if row[-1] < card:\n",
    "                    difference = card - row[-1]\n",
    "                    if difference < min_difference:\n",
    "                        min_difference = difference\n",
    "                        row_choice = row\n",
    "            \n",
    "            if row_choice is None:\n",
    "                # Card can't be placed in any row, because it is smaller than the last card in any row, so the player must take one row\n",
    "                if (debug):\n",
    "                    print(\"Card can't be placed in any row\")\n",
    "                # Player takes the row with the fewest penalty points\n",
    "                row_choice = min(self.rows, key=lambda r: sum(self.get_bullheads(c) for c in r))\n",
    "            \n",
    "                penalty_points = sum(self.get_bullheads(c) for c in row_choice)\n",
    "                if (debug):\n",
    "                    print(f\"Player{player.player_id} chooses to take row {row_choice} and incurs {penalty_points} penalty points\")\n",
    "                player.penalty_points += penalty_points\n",
    "                self.rows.remove(row_choice)\n",
    "                self.rows.append([card]) # The card starts a new row\n",
    "            else:\n",
    "                if (debug):\n",
    "                    print(\"Card is is the 6th card in a row\")\n",
    "                row_choice.append(card)\n",
    "                if len(row_choice) > 5:\n",
    "                    # Player takes the five cards and incurs penalty points\n",
    "                    penalty_points = sum(self.get_bullheads(c) for c in row_choice[:-1])\n",
    "                    if (debug):\n",
    "                        print(f\"Player{player.player_id} must take row {row_choice[:-1]} and incurs {penalty_points} penalty points\")\n",
    "                    player.penalty_points += penalty_points\n",
    "                    row_choice[:] = [row_choice[-1]]  # Start new row with the last card\n",
    "                    \n",
    "            if (debug):\n",
    "                # Print the state after each card placement\n",
    "                print(f\"After Player{player.player_id} places {card}:\")\n",
    "                for row in self.rows:\n",
    "                    print(row)\n",
    "                    \n",
    "        # Record penalty points after the round\n",
    "        for player in self.players:\n",
    "            player.record_penalty_points()\n",
    "            \n",
    "    def play_round(self):\n",
    "        for step_number in range(10):\n",
    "            if (debug):\n",
    "                print(f\"--- Step {step_number + 1} ---\")\n",
    "            self.play_step()\n",
    "\n",
    "\n",
    "    def play_game(self):\n",
    "        round_number = 1\n",
    "        while True:\n",
    "            if (debug):\n",
    "                print(f\"------ Round {round_number} -------\")\n",
    "                \n",
    "            self.setup()\n",
    "            \n",
    "            if (debug):\n",
    "                print(\"Initial hands:\")\n",
    "                for player in self.players:\n",
    "                    print(f\"Player {player.player_id}: {player.hand}\")\n",
    "                print(\"Initial rows:\", self.rows)\n",
    "                \n",
    "            self.play_round()\n",
    "            \n",
    "            # Check if any player has collected 66 or more bullheads\n",
    "            for player in self.players:\n",
    "                if player.penalty_points >= 66:\n",
    "                    penalty_points_histories = [player.penalty_points_history for player in self.players]\n",
    "                    if (debug):\n",
    "                        print(\"Final penalty_points_histories:\", penalty_points_histories)\n",
    "                    return penalty_points_histories\n",
    "            \n",
    "            round_number += 1\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Strategy Implementation\n",
    "\n",
    "- Random: Play a random card.\n",
    "- Lowest First: Play the lowest available card.\n",
    "- Highest First: Play the highest available card.\n",
    "- Midrange: Play a card that minimizes the difference with the last card in a row."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 282,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Strategy 1: Random\n",
    "def random_strategy(player, game_state):\n",
    "    return player.hand.pop(np.random.randint(len(player.hand)))\n",
    "\n",
    "# Strategy 2: Lowest First\n",
    "def lowest_first_strategy(player, game_state):\n",
    "    return player.hand.pop(0)\n",
    "\n",
    "# Strategy 3: Highest First\n",
    "def highest_first_strategy(player, game_state):\n",
    "    return player.hand.pop(-1)\n",
    "\n",
    "# Strategy 4: Midrange\n",
    "def midrange_strategy(player, game_state):\n",
    "    mid_card = min(player.hand, key=lambda x: abs(x - np.mean([row[-1] for row in game_state])))\n",
    "    player.hand.remove(mid_card)\n",
    "    return mid_card\n",
    "\n",
    "# Strategy 5: Avoid Penalty\n",
    "def avoid_penalty_strategy(player, game_state):\n",
    "    # Implement a more sophisticated strategy to avoid penalties\n",
    "    pass\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Executing Simulation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 283,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "------ Round 1 -------\n",
      "Initial hands:\n",
      "Player 0: [12, 17, 20, 21, 40, 56, 62, 63, 79, 88]\n",
      "Player 1: [22, 36, 39, 52, 66, 72, 78, 85, 91, 95]\n",
      "Player 2: [8, 10, 15, 27, 48, 54, 57, 76, 87, 96]\n",
      "Player 3: [1, 5, 31, 45, 49, 55, 70, 83, 89, 102]\n",
      "Initial rows: [[35], [100], [64], [67]]\n",
      "--- Step 1 ---\n",
      "Chosen cards: [(22, 1), (56, 0), (70, 3), (96, 2)]\n",
      "Card can't be placed in any row\n",
      "Player1 chooses to take row [64] and incurs 1 penalty points\n",
      "After Player1 places 22:\n",
      "[35]\n",
      "[100]\n",
      "[67]\n",
      "[22]\n",
      "Card is is the 6th card in a row\n",
      "After Player0 places 56:\n",
      "[35, 56]\n",
      "[100]\n",
      "[67]\n",
      "[22]\n",
      "Card is is the 6th card in a row\n",
      "After Player3 places 70:\n",
      "[35, 56]\n",
      "[100]\n",
      "[67, 70]\n",
      "[22]\n",
      "Card is is the 6th card in a row\n",
      "After Player2 places 96:\n",
      "[35, 56]\n",
      "[100]\n",
      "[67, 70, 96]\n",
      "[22]\n",
      "--- Step 2 ---\n",
      "Chosen cards: [(36, 1), (40, 0), (55, 3), (87, 2)]\n",
      "Card is is the 6th card in a row\n",
      "After Player1 places 36:\n",
      "[35, 56]\n",
      "[100]\n",
      "[67, 70, 96]\n",
      "[22, 36]\n",
      "Card is is the 6th card in a row\n",
      "After Player0 places 40:\n",
      "[35, 56]\n",
      "[100]\n",
      "[67, 70, 96]\n",
      "[22, 36, 40]\n",
      "Card is is the 6th card in a row\n",
      "After Player3 places 55:\n",
      "[35, 56]\n",
      "[100]\n",
      "[67, 70, 96]\n",
      "[22, 36, 40, 55]\n",
      "Card is is the 6th card in a row\n",
      "After Player2 places 87:\n",
      "[35, 56, 87]\n",
      "[100]\n",
      "[67, 70, 96]\n",
      "[22, 36, 40, 55]\n",
      "--- Step 3 ---\n",
      "Chosen cards: [(17, 0), (39, 1), (76, 2), (83, 3)]\n",
      "Card can't be placed in any row\n",
      "Player0 chooses to take row [100] and incurs 3 penalty points\n",
      "After Player0 places 17:\n",
      "[35, 56, 87]\n",
      "[67, 70, 96]\n",
      "[22, 36, 40, 55]\n",
      "[17]\n",
      "Card is is the 6th card in a row\n",
      "After Player1 places 39:\n",
      "[35, 56, 87]\n",
      "[67, 70, 96]\n",
      "[22, 36, 40, 55]\n",
      "[17, 39]\n",
      "Card is is the 6th card in a row\n",
      "After Player2 places 76:\n",
      "[35, 56, 87]\n",
      "[67, 70, 96]\n",
      "[22, 36, 40, 55, 76]\n",
      "[17, 39]\n",
      "Card is is the 6th card in a row\n",
      "Player3 must take row [22, 36, 40, 55, 76] and incurs 17 penalty points\n",
      "After Player3 places 83:\n",
      "[35, 56, 87]\n",
      "[67, 70, 96]\n",
      "[83]\n",
      "[17, 39]\n",
      "--- Step 4 ---\n",
      "Chosen cards: [(52, 1), (57, 2), (88, 0), (89, 3)]\n",
      "Card is is the 6th card in a row\n",
      "After Player1 places 52:\n",
      "[35, 56, 87]\n",
      "[67, 70, 96]\n",
      "[83]\n",
      "[17, 39, 52]\n",
      "Card is is the 6th card in a row\n",
      "After Player2 places 57:\n",
      "[35, 56, 87]\n",
      "[67, 70, 96]\n",
      "[83]\n",
      "[17, 39, 52, 57]\n",
      "Card is is the 6th card in a row\n",
      "After Player0 places 88:\n",
      "[35, 56, 87, 88]\n",
      "[67, 70, 96]\n",
      "[83]\n",
      "[17, 39, 52, 57]\n",
      "Card is is the 6th card in a row\n",
      "After Player3 places 89:\n",
      "[35, 56, 87, 88, 89]\n",
      "[67, 70, 96]\n",
      "[83]\n",
      "[17, 39, 52, 57]\n",
      "--- Step 5 ---\n",
      "Chosen cards: [(54, 2), (66, 1), (79, 0), (102, 3)]\n",
      "Card can't be placed in any row\n",
      "Player2 chooses to take row [83] and incurs 1 penalty points\n",
      "After Player2 places 54:\n",
      "[35, 56, 87, 88, 89]\n",
      "[67, 70, 96]\n",
      "[17, 39, 52, 57]\n",
      "[54]\n",
      "Card is is the 6th card in a row\n",
      "After Player1 places 66:\n",
      "[35, 56, 87, 88, 89]\n",
      "[67, 70, 96]\n",
      "[17, 39, 52, 57, 66]\n",
      "[54]\n",
      "Card is is the 6th card in a row\n",
      "Player0 must take row [17, 39, 52, 57, 66] and incurs 9 penalty points\n",
      "After Player0 places 79:\n",
      "[35, 56, 87, 88, 89]\n",
      "[67, 70, 96]\n",
      "[79]\n",
      "[54]\n",
      "Card is is the 6th card in a row\n",
      "After Player3 places 102:\n",
      "[35, 56, 87, 88, 89]\n",
      "[67, 70, 96, 102]\n",
      "[79]\n",
      "[54]\n",
      "--- Step 6 ---\n",
      "Chosen cards: [(12, 0), (48, 2), (49, 3), (72, 1)]\n",
      "Card can't be placed in any row\n",
      "Player0 chooses to take row [79] and incurs 1 penalty points\n",
      "After Player0 places 12:\n",
      "[35, 56, 87, 88, 89]\n",
      "[67, 70, 96, 102]\n",
      "[54]\n",
      "[12]\n",
      "Card is is the 6th card in a row\n",
      "After Player2 places 48:\n",
      "[35, 56, 87, 88, 89]\n",
      "[67, 70, 96, 102]\n",
      "[54]\n",
      "[12, 48]\n",
      "Card is is the 6th card in a row\n",
      "After Player3 places 49:\n",
      "[35, 56, 87, 88, 89]\n",
      "[67, 70, 96, 102]\n",
      "[54]\n",
      "[12, 48, 49]\n",
      "Card is is the 6th card in a row\n",
      "After Player1 places 72:\n",
      "[35, 56, 87, 88, 89]\n",
      "[67, 70, 96, 102]\n",
      "[54, 72]\n",
      "[12, 48, 49]\n",
      "--- Step 7 ---\n",
      "Chosen cards: [(27, 2), (45, 3), (62, 0), (78, 1)]\n",
      "Card can't be placed in any row\n",
      "Player2 chooses to take row [54, 72] and incurs 2 penalty points\n",
      "After Player2 places 27:\n",
      "[35, 56, 87, 88, 89]\n",
      "[67, 70, 96, 102]\n",
      "[12, 48, 49]\n",
      "[27]\n",
      "Card is is the 6th card in a row\n",
      "After Player3 places 45:\n",
      "[35, 56, 87, 88, 89]\n",
      "[67, 70, 96, 102]\n",
      "[12, 48, 49]\n",
      "[27, 45]\n",
      "Card is is the 6th card in a row\n",
      "After Player0 places 62:\n",
      "[35, 56, 87, 88, 89]\n",
      "[67, 70, 96, 102]\n",
      "[12, 48, 49, 62]\n",
      "[27, 45]\n",
      "Card is is the 6th card in a row\n",
      "After Player1 places 78:\n",
      "[35, 56, 87, 88, 89]\n",
      "[67, 70, 96, 102]\n",
      "[12, 48, 49, 62, 78]\n",
      "[27, 45]\n",
      "--- Step 8 ---\n",
      "Chosen cards: [(15, 2), (31, 3), (63, 0), (85, 1)]\n",
      "Card can't be placed in any row\n",
      "Player2 chooses to take row [27, 45] and incurs 3 penalty points\n",
      "After Player2 places 15:\n",
      "[35, 56, 87, 88, 89]\n",
      "[67, 70, 96, 102]\n",
      "[12, 48, 49, 62, 78]\n",
      "[15]\n",
      "Card is is the 6th card in a row\n",
      "After Player3 places 31:\n",
      "[35, 56, 87, 88, 89]\n",
      "[67, 70, 96, 102]\n",
      "[12, 48, 49, 62, 78]\n",
      "[15, 31]\n",
      "Card is is the 6th card in a row\n",
      "After Player0 places 63:\n",
      "[35, 56, 87, 88, 89]\n",
      "[67, 70, 96, 102]\n",
      "[12, 48, 49, 62, 78]\n",
      "[15, 31, 63]\n",
      "Card is is the 6th card in a row\n",
      "Player1 must take row [12, 48, 49, 62, 78] and incurs 5 penalty points\n",
      "After Player1 places 85:\n",
      "[35, 56, 87, 88, 89]\n",
      "[67, 70, 96, 102]\n",
      "[85]\n",
      "[15, 31, 63]\n",
      "--- Step 9 ---\n",
      "Chosen cards: [(5, 3), (10, 2), (21, 0), (91, 1)]\n",
      "Card can't be placed in any row\n",
      "Player3 chooses to take row [85] and incurs 2 penalty points\n",
      "After Player3 places 5:\n",
      "[35, 56, 87, 88, 89]\n",
      "[67, 70, 96, 102]\n",
      "[15, 31, 63]\n",
      "[5]\n",
      "Card is is the 6th card in a row\n",
      "After Player2 places 10:\n",
      "[35, 56, 87, 88, 89]\n",
      "[67, 70, 96, 102]\n",
      "[15, 31, 63]\n",
      "[5, 10]\n",
      "Card is is the 6th card in a row\n",
      "After Player0 places 21:\n",
      "[35, 56, 87, 88, 89]\n",
      "[67, 70, 96, 102]\n",
      "[15, 31, 63]\n",
      "[5, 10, 21]\n",
      "Card is is the 6th card in a row\n",
      "Player1 must take row [35, 56, 87, 88, 89] and incurs 10 penalty points\n",
      "After Player1 places 91:\n",
      "[91]\n",
      "[67, 70, 96, 102]\n",
      "[15, 31, 63]\n",
      "[5, 10, 21]\n",
      "--- Step 10 ---\n",
      "Chosen cards: [(1, 3), (8, 2), (20, 0), (95, 1)]\n",
      "Card can't be placed in any row\n",
      "Player3 chooses to take row [91] and incurs 1 penalty points\n",
      "After Player3 places 1:\n",
      "[67, 70, 96, 102]\n",
      "[15, 31, 63]\n",
      "[5, 10, 21]\n",
      "[1]\n",
      "Card is is the 6th card in a row\n",
      "After Player2 places 8:\n",
      "[67, 70, 96, 102]\n",
      "[15, 31, 63]\n",
      "[5, 10, 21]\n",
      "[1, 8]\n",
      "Card is is the 6th card in a row\n",
      "After Player0 places 20:\n",
      "[67, 70, 96, 102]\n",
      "[15, 31, 63]\n",
      "[5, 10, 21]\n",
      "[1, 8, 20]\n",
      "Card is is the 6th card in a row\n",
      "After Player1 places 95:\n",
      "[67, 70, 96, 102]\n",
      "[15, 31, 63, 95]\n",
      "[5, 10, 21]\n",
      "[1, 8, 20]\n",
      "------ Round 2 -------\n",
      "Initial hands:\n",
      "Player 0: [6, 18, 37, 51, 53, 79, 91, 96, 98, 100]\n",
      "Player 1: [17, 22, 25, 59, 61, 63, 66, 68, 82, 86]\n",
      "Player 2: [5, 13, 32, 33, 47, 54, 55, 57, 83, 103]\n",
      "Player 3: [3, 8, 26, 40, 43, 49, 77, 81, 85, 90]\n",
      "Initial rows: [[35], [44], [93], [65]]\n",
      "--- Step 1 ---\n",
      "Chosen cards: [(6, 0), (17, 1), (49, 3), (103, 2)]\n",
      "Card can't be placed in any row\n",
      "Player0 chooses to take row [93] and incurs 1 penalty points\n",
      "After Player0 places 6:\n",
      "[35]\n",
      "[44]\n",
      "[65]\n",
      "[6]\n",
      "Card is is the 6th card in a row\n",
      "After Player1 places 17:\n",
      "[35]\n",
      "[44]\n",
      "[65]\n",
      "[6, 17]\n",
      "Card is is the 6th card in a row\n",
      "After Player3 places 49:\n",
      "[35]\n",
      "[44, 49]\n",
      "[65]\n",
      "[6, 17]\n",
      "Card is is the 6th card in a row\n",
      "After Player2 places 103:\n",
      "[35]\n",
      "[44, 49]\n",
      "[65, 103]\n",
      "[6, 17]\n",
      "--- Step 2 ---\n",
      "Chosen cards: [(22, 1), (43, 3), (83, 2), (100, 0)]\n",
      "Card is is the 6th card in a row\n",
      "After Player1 places 22:\n",
      "[35]\n",
      "[44, 49]\n",
      "[65, 103]\n",
      "[6, 17, 22]\n",
      "Card is is the 6th card in a row\n",
      "After Player3 places 43:\n",
      "[35, 43]\n",
      "[44, 49]\n",
      "[65, 103]\n",
      "[6, 17, 22]\n",
      "Card is is the 6th card in a row\n",
      "After Player2 places 83:\n",
      "[35, 43]\n",
      "[44, 49, 83]\n",
      "[65, 103]\n",
      "[6, 17, 22]\n",
      "Card is is the 6th card in a row\n",
      "After Player0 places 100:\n",
      "[35, 43]\n",
      "[44, 49, 83, 100]\n",
      "[65, 103]\n",
      "[6, 17, 22]\n",
      "--- Step 3 ---\n",
      "Chosen cards: [(25, 1), (53, 0), (57, 2), (77, 3)]\n",
      "Card is is the 6th card in a row\n",
      "After Player1 places 25:\n",
      "[35, 43]\n",
      "[44, 49, 83, 100]\n",
      "[65, 103]\n",
      "[6, 17, 22, 25]\n",
      "Card is is the 6th card in a row\n",
      "After Player0 places 53:\n",
      "[35, 43, 53]\n",
      "[44, 49, 83, 100]\n",
      "[65, 103]\n",
      "[6, 17, 22, 25]\n",
      "Card is is the 6th card in a row\n",
      "After Player2 places 57:\n",
      "[35, 43, 53, 57]\n",
      "[44, 49, 83, 100]\n",
      "[65, 103]\n",
      "[6, 17, 22, 25]\n",
      "Card is is the 6th card in a row\n",
      "After Player3 places 77:\n",
      "[35, 43, 53, 57, 77]\n",
      "[44, 49, 83, 100]\n",
      "[65, 103]\n",
      "[6, 17, 22, 25]\n",
      "--- Step 4 ---\n",
      "Chosen cards: [(55, 2), (59, 1), (79, 0), (81, 3)]\n",
      "Card is is the 6th card in a row\n",
      "After Player2 places 55:\n",
      "[35, 43, 53, 57, 77]\n",
      "[44, 49, 83, 100]\n",
      "[65, 103]\n",
      "[6, 17, 22, 25, 55]\n",
      "Card is is the 6th card in a row\n",
      "Player1 must take row [6, 17, 22, 25, 55] and incurs 16 penalty points\n",
      "After Player1 places 59:\n",
      "[35, 43, 53, 57, 77]\n",
      "[44, 49, 83, 100]\n",
      "[65, 103]\n",
      "[59]\n",
      "Card is is the 6th card in a row\n",
      "Player0 must take row [35, 43, 53, 57, 77] and incurs 10 penalty points\n",
      "After Player0 places 79:\n",
      "[79]\n",
      "[44, 49, 83, 100]\n",
      "[65, 103]\n",
      "[59]\n",
      "Card is is the 6th card in a row\n",
      "After Player3 places 81:\n",
      "[79, 81]\n",
      "[44, 49, 83, 100]\n",
      "[65, 103]\n",
      "[59]\n",
      "--- Step 5 ---\n",
      "Chosen cards: [(51, 0), (54, 2), (61, 1), (85, 3)]\n",
      "Card can't be placed in any row\n",
      "Player0 chooses to take row [59] and incurs 1 penalty points\n",
      "After Player0 places 51:\n",
      "[79, 81]\n",
      "[44, 49, 83, 100]\n",
      "[65, 103]\n",
      "[51]\n",
      "Card is is the 6th card in a row\n",
      "After Player2 places 54:\n",
      "[79, 81]\n",
      "[44, 49, 83, 100]\n",
      "[65, 103]\n",
      "[51, 54]\n",
      "Card is is the 6th card in a row\n",
      "After Player1 places 61:\n",
      "[79, 81]\n",
      "[44, 49, 83, 100]\n",
      "[65, 103]\n",
      "[51, 54, 61]\n",
      "Card is is the 6th card in a row\n",
      "After Player3 places 85:\n",
      "[79, 81, 85]\n",
      "[44, 49, 83, 100]\n",
      "[65, 103]\n",
      "[51, 54, 61]\n",
      "--- Step 6 ---\n",
      "Chosen cards: [(47, 2), (63, 1), (90, 3), (98, 0)]\n",
      "Card can't be placed in any row\n",
      "Player2 chooses to take row [65, 103] and incurs 3 penalty points\n",
      "After Player2 places 47:\n",
      "[79, 81, 85]\n",
      "[44, 49, 83, 100]\n",
      "[51, 54, 61]\n",
      "[47]\n",
      "Card is is the 6th card in a row\n",
      "After Player1 places 63:\n",
      "[79, 81, 85]\n",
      "[44, 49, 83, 100]\n",
      "[51, 54, 61, 63]\n",
      "[47]\n",
      "Card is is the 6th card in a row\n",
      "After Player3 places 90:\n",
      "[79, 81, 85, 90]\n",
      "[44, 49, 83, 100]\n",
      "[51, 54, 61, 63]\n",
      "[47]\n",
      "Card is is the 6th card in a row\n",
      "After Player0 places 98:\n",
      "[79, 81, 85, 90, 98]\n",
      "[44, 49, 83, 100]\n",
      "[51, 54, 61, 63]\n",
      "[47]\n",
      "--- Step 7 ---\n",
      "Chosen cards: [(33, 2), (40, 3), (66, 1), (91, 0)]\n",
      "Card can't be placed in any row\n",
      "Player2 chooses to take row [47] and incurs 1 penalty points\n",
      "After Player2 places 33:\n",
      "[79, 81, 85, 90, 98]\n",
      "[44, 49, 83, 100]\n",
      "[51, 54, 61, 63]\n",
      "[33]\n",
      "Card is is the 6th card in a row\n",
      "After Player3 places 40:\n",
      "[79, 81, 85, 90, 98]\n",
      "[44, 49, 83, 100]\n",
      "[51, 54, 61, 63]\n",
      "[33, 40]\n",
      "Card is is the 6th card in a row\n",
      "After Player1 places 66:\n",
      "[79, 81, 85, 90, 98]\n",
      "[44, 49, 83, 100]\n",
      "[51, 54, 61, 63, 66]\n",
      "[33, 40]\n",
      "Card is is the 6th card in a row\n",
      "Player0 must take row [51, 54, 61, 63, 66] and incurs 9 penalty points\n",
      "After Player0 places 91:\n",
      "[79, 81, 85, 90, 98]\n",
      "[44, 49, 83, 100]\n",
      "[91]\n",
      "[33, 40]\n",
      "--- Step 8 ---\n",
      "Chosen cards: [(18, 0), (26, 3), (32, 2), (68, 1)]\n",
      "Card can't be placed in any row\n",
      "Player0 chooses to take row [91] and incurs 1 penalty points\n",
      "After Player0 places 18:\n",
      "[79, 81, 85, 90, 98]\n",
      "[44, 49, 83, 100]\n",
      "[33, 40]\n",
      "[18]\n",
      "Card is is the 6th card in a row\n",
      "After Player3 places 26:\n",
      "[79, 81, 85, 90, 98]\n",
      "[44, 49, 83, 100]\n",
      "[33, 40]\n",
      "[18, 26]\n",
      "Card is is the 6th card in a row\n",
      "After Player2 places 32:\n",
      "[79, 81, 85, 90, 98]\n",
      "[44, 49, 83, 100]\n",
      "[33, 40]\n",
      "[18, 26, 32]\n",
      "Card is is the 6th card in a row\n",
      "After Player1 places 68:\n",
      "[79, 81, 85, 90, 98]\n",
      "[44, 49, 83, 100]\n",
      "[33, 40, 68]\n",
      "[18, 26, 32]\n",
      "--- Step 9 ---\n",
      "Chosen cards: [(8, 3), (13, 2), (37, 0), (82, 1)]\n",
      "Card can't be placed in any row\n",
      "Player3 chooses to take row [18, 26, 32] and incurs 3 penalty points\n",
      "After Player3 places 8:\n",
      "[79, 81, 85, 90, 98]\n",
      "[44, 49, 83, 100]\n",
      "[33, 40, 68]\n",
      "[8]\n",
      "Card is is the 6th card in a row\n",
      "After Player2 places 13:\n",
      "[79, 81, 85, 90, 98]\n",
      "[44, 49, 83, 100]\n",
      "[33, 40, 68]\n",
      "[8, 13]\n",
      "Card is is the 6th card in a row\n",
      "After Player0 places 37:\n",
      "[79, 81, 85, 90, 98]\n",
      "[44, 49, 83, 100]\n",
      "[33, 40, 68]\n",
      "[8, 13, 37]\n",
      "Card is is the 6th card in a row\n",
      "After Player1 places 82:\n",
      "[79, 81, 85, 90, 98]\n",
      "[44, 49, 83, 100]\n",
      "[33, 40, 68, 82]\n",
      "[8, 13, 37]\n",
      "--- Step 10 ---\n",
      "Chosen cards: [(3, 3), (5, 2), (86, 1), (96, 0)]\n",
      "Card can't be placed in any row\n",
      "Player3 chooses to take row [8, 13, 37] and incurs 3 penalty points\n",
      "After Player3 places 3:\n",
      "[79, 81, 85, 90, 98]\n",
      "[44, 49, 83, 100]\n",
      "[33, 40, 68, 82]\n",
      "[3]\n",
      "Card is is the 6th card in a row\n",
      "After Player2 places 5:\n",
      "[79, 81, 85, 90, 98]\n",
      "[44, 49, 83, 100]\n",
      "[33, 40, 68, 82]\n",
      "[3, 5]\n",
      "Card is is the 6th card in a row\n",
      "After Player1 places 86:\n",
      "[79, 81, 85, 90, 98]\n",
      "[44, 49, 83, 100]\n",
      "[33, 40, 68, 82, 86]\n",
      "[3, 5]\n",
      "Card is is the 6th card in a row\n",
      "Player0 must take row [33, 40, 68, 82, 86] and incurs 11 penalty points\n",
      "After Player0 places 96:\n",
      "[79, 81, 85, 90, 98]\n",
      "[44, 49, 83, 100]\n",
      "[96]\n",
      "[3, 5]\n",
      "------ Round 3 -------\n",
      "Initial hands:\n",
      "Player 0: [14, 35, 38, 47, 48, 66, 67, 70, 76, 102]\n",
      "Player 1: [4, 10, 21, 40, 42, 51, 55, 57, 75, 87]\n",
      "Player 2: [1, 9, 26, 28, 36, 81, 82, 85, 94, 99]\n",
      "Player 3: [6, 37, 54, 56, 59, 65, 74, 84, 93, 98]\n",
      "Initial rows: [[7], [52], [19], [63]]\n",
      "--- Step 1 ---\n",
      "Chosen cards: [(4, 1), (35, 0), (37, 3), (99, 2)]\n",
      "Card can't be placed in any row\n",
      "Player1 chooses to take row [7] and incurs 1 penalty points\n",
      "After Player1 places 4:\n",
      "[52]\n",
      "[19]\n",
      "[63]\n",
      "[4]\n",
      "Card is is the 6th card in a row\n",
      "After Player0 places 35:\n",
      "[52]\n",
      "[19, 35]\n",
      "[63]\n",
      "[4]\n",
      "Card is is the 6th card in a row\n",
      "After Player3 places 37:\n",
      "[52]\n",
      "[19, 35, 37]\n",
      "[63]\n",
      "[4]\n",
      "Card is is the 6th card in a row\n",
      "After Player2 places 99:\n",
      "[52]\n",
      "[19, 35, 37]\n",
      "[63, 99]\n",
      "[4]\n",
      "--- Step 2 ---\n",
      "Chosen cards: [(10, 1), (48, 0), (54, 3), (94, 2)]\n",
      "Card is is the 6th card in a row\n",
      "After Player1 places 10:\n",
      "[52]\n",
      "[19, 35, 37]\n",
      "[63, 99]\n",
      "[4, 10]\n",
      "Card is is the 6th card in a row\n",
      "After Player0 places 48:\n",
      "[52]\n",
      "[19, 35, 37, 48]\n",
      "[63, 99]\n",
      "[4, 10]\n",
      "Card is is the 6th card in a row\n",
      "After Player3 places 54:\n",
      "[52, 54]\n",
      "[19, 35, 37, 48]\n",
      "[63, 99]\n",
      "[4, 10]\n",
      "Card is is the 6th card in a row\n",
      "After Player2 places 94:\n",
      "[52, 54, 94]\n",
      "[19, 35, 37, 48]\n",
      "[63, 99]\n",
      "[4, 10]\n",
      "--- Step 3 ---\n",
      "Chosen cards: [(21, 1), (65, 3), (70, 0), (85, 2)]\n",
      "Card is is the 6th card in a row\n",
      "After Player1 places 21:\n",
      "[52, 54, 94]\n",
      "[19, 35, 37, 48]\n",
      "[63, 99]\n",
      "[4, 10, 21]\n",
      "Card is is the 6th card in a row\n",
      "After Player3 places 65:\n",
      "[52, 54, 94]\n",
      "[19, 35, 37, 48, 65]\n",
      "[63, 99]\n",
      "[4, 10, 21]\n",
      "Card is is the 6th card in a row\n",
      "Player0 must take row [19, 35, 37, 48, 65] and incurs 7 penalty points\n",
      "After Player0 places 70:\n",
      "[52, 54, 94]\n",
      "[70]\n",
      "[63, 99]\n",
      "[4, 10, 21]\n",
      "Card is is the 6th card in a row\n",
      "After Player2 places 85:\n",
      "[52, 54, 94]\n",
      "[70, 85]\n",
      "[63, 99]\n",
      "[4, 10, 21]\n",
      "--- Step 4 ---\n",
      "Chosen cards: [(14, 0), (40, 1), (74, 3), (82, 2)]\n",
      "Card can't be placed in any row\n",
      "Player0 chooses to take row [52, 54, 94] and incurs 3 penalty points\n",
      "After Player0 places 14:\n",
      "[70, 85]\n",
      "[63, 99]\n",
      "[4, 10, 21]\n",
      "[14]\n",
      "Card is is the 6th card in a row\n",
      "After Player1 places 40:\n",
      "[70, 85]\n",
      "[63, 99]\n",
      "[4, 10, 21, 40]\n",
      "[14]\n",
      "Card is is the 6th card in a row\n",
      "After Player3 places 74:\n",
      "[70, 85]\n",
      "[63, 99]\n",
      "[4, 10, 21, 40, 74]\n",
      "[14]\n",
      "Card is is the 6th card in a row\n",
      "Player2 must take row [4, 10, 21, 40, 74] and incurs 9 penalty points\n",
      "After Player2 places 82:\n",
      "[70, 85]\n",
      "[63, 99]\n",
      "[82]\n",
      "[14]\n",
      "--- Step 5 ---\n",
      "Chosen cards: [(42, 1), (59, 3), (66, 0), (81, 2)]\n",
      "Card is is the 6th card in a row\n",
      "After Player1 places 42:\n",
      "[70, 85]\n",
      "[63, 99]\n",
      "[82]\n",
      "[14, 42]\n",
      "Card is is the 6th card in a row\n",
      "After Player3 places 59:\n",
      "[70, 85]\n",
      "[63, 99]\n",
      "[82]\n",
      "[14, 42, 59]\n",
      "Card is is the 6th card in a row\n",
      "After Player0 places 66:\n",
      "[70, 85]\n",
      "[63, 99]\n",
      "[82]\n",
      "[14, 42, 59, 66]\n",
      "Card is is the 6th card in a row\n",
      "After Player2 places 81:\n",
      "[70, 85]\n",
      "[63, 99]\n",
      "[82]\n",
      "[14, 42, 59, 66, 81]\n",
      "--- Step 6 ---\n",
      "Chosen cards: [(36, 2), (47, 0), (51, 1), (84, 3)]\n",
      "Card can't be placed in any row\n",
      "Player2 chooses to take row [82] and incurs 1 penalty points\n",
      "After Player2 places 36:\n",
      "[70, 85]\n",
      "[63, 99]\n",
      "[14, 42, 59, 66, 81]\n",
      "[36]\n",
      "Card is is the 6th card in a row\n",
      "After Player0 places 47:\n",
      "[70, 85]\n",
      "[63, 99]\n",
      "[14, 42, 59, 66, 81]\n",
      "[36, 47]\n",
      "Card is is the 6th card in a row\n",
      "After Player1 places 51:\n",
      "[70, 85]\n",
      "[63, 99]\n",
      "[14, 42, 59, 66, 81]\n",
      "[36, 47, 51]\n",
      "Card is is the 6th card in a row\n",
      "Player3 must take row [14, 42, 59, 66, 81] and incurs 9 penalty points\n",
      "After Player3 places 84:\n",
      "[70, 85]\n",
      "[63, 99]\n",
      "[84]\n",
      "[36, 47, 51]\n",
      "--- Step 7 ---\n",
      "Chosen cards: [(28, 2), (38, 0), (55, 1), (93, 3)]\n",
      "Card can't be placed in any row\n",
      "Player2 chooses to take row [84] and incurs 1 penalty points\n",
      "After Player2 places 28:\n",
      "[70, 85]\n",
      "[63, 99]\n",
      "[36, 47, 51]\n",
      "[28]\n",
      "Card is is the 6th card in a row\n",
      "After Player0 places 38:\n",
      "[70, 85]\n",
      "[63, 99]\n",
      "[36, 47, 51]\n",
      "[28, 38]\n",
      "Card is is the 6th card in a row\n",
      "After Player1 places 55:\n",
      "[70, 85]\n",
      "[63, 99]\n",
      "[36, 47, 51, 55]\n",
      "[28, 38]\n",
      "Card is is the 6th card in a row\n",
      "After Player3 places 93:\n",
      "[70, 85, 93]\n",
      "[63, 99]\n",
      "[36, 47, 51, 55]\n",
      "[28, 38]\n",
      "--- Step 8 ---\n",
      "Chosen cards: [(26, 2), (56, 3), (57, 1), (67, 0)]\n",
      "Card can't be placed in any row\n",
      "Player2 chooses to take row [28, 38] and incurs 2 penalty points\n",
      "After Player2 places 26:\n",
      "[70, 85, 93]\n",
      "[63, 99]\n",
      "[36, 47, 51, 55]\n",
      "[26]\n",
      "Card is is the 6th card in a row\n",
      "After Player3 places 56:\n",
      "[70, 85, 93]\n",
      "[63, 99]\n",
      "[36, 47, 51, 55, 56]\n",
      "[26]\n",
      "Card is is the 6th card in a row\n",
      "Player1 must take row [36, 47, 51, 55, 56] and incurs 11 penalty points\n",
      "After Player1 places 57:\n",
      "[70, 85, 93]\n",
      "[63, 99]\n",
      "[57]\n",
      "[26]\n",
      "Card is is the 6th card in a row\n",
      "After Player0 places 67:\n",
      "[70, 85, 93]\n",
      "[63, 99]\n",
      "[57, 67]\n",
      "[26]\n",
      "--- Step 9 ---\n",
      "Chosen cards: [(9, 2), (75, 1), (76, 0), (98, 3)]\n",
      "Card can't be placed in any row\n",
      "Player2 chooses to take row [26] and incurs 1 penalty points\n",
      "After Player2 places 9:\n",
      "[70, 85, 93]\n",
      "[63, 99]\n",
      "[57, 67]\n",
      "[9]\n",
      "Card is is the 6th card in a row\n",
      "After Player1 places 75:\n",
      "[70, 85, 93]\n",
      "[63, 99]\n",
      "[57, 67, 75]\n",
      "[9]\n",
      "Card is is the 6th card in a row\n",
      "After Player0 places 76:\n",
      "[70, 85, 93]\n",
      "[63, 99]\n",
      "[57, 67, 75, 76]\n",
      "[9]\n",
      "Card is is the 6th card in a row\n",
      "After Player3 places 98:\n",
      "[70, 85, 93, 98]\n",
      "[63, 99]\n",
      "[57, 67, 75, 76]\n",
      "[9]\n",
      "--- Step 10 ---\n",
      "Chosen cards: [(1, 2), (6, 3), (87, 1), (102, 0)]\n",
      "Card can't be placed in any row\n",
      "Player2 chooses to take row [9] and incurs 1 penalty points\n",
      "After Player2 places 1:\n",
      "[70, 85, 93, 98]\n",
      "[63, 99]\n",
      "[57, 67, 75, 76]\n",
      "[1]\n",
      "Card is is the 6th card in a row\n",
      "After Player3 places 6:\n",
      "[70, 85, 93, 98]\n",
      "[63, 99]\n",
      "[57, 67, 75, 76]\n",
      "[1, 6]\n",
      "Card is is the 6th card in a row\n",
      "After Player1 places 87:\n",
      "[70, 85, 93, 98]\n",
      "[63, 99]\n",
      "[57, 67, 75, 76, 87]\n",
      "[1, 6]\n",
      "Card is is the 6th card in a row\n",
      "After Player0 places 102:\n",
      "[70, 85, 93, 98]\n",
      "[63, 99, 102]\n",
      "[57, 67, 75, 76, 87]\n",
      "[1, 6]\n",
      "------ Round 4 -------\n",
      "Initial hands:\n",
      "Player 0: [6, 15, 19, 22, 24, 53, 67, 73, 82, 87]\n",
      "Player 1: [26, 28, 30, 32, 37, 40, 60, 85, 91, 104]\n",
      "Player 2: [10, 14, 34, 41, 62, 70, 74, 78, 88, 92]\n",
      "Player 3: [17, 55, 56, 58, 66, 80, 81, 86, 98, 99]\n",
      "Initial rows: [[101], [29], [47], [13]]\n",
      "--- Step 1 ---\n",
      "Chosen cards: [(26, 1), (55, 3), (87, 0), (92, 2)]\n",
      "Card is is the 6th card in a row\n",
      "After Player1 places 26:\n",
      "[101]\n",
      "[29]\n",
      "[47]\n",
      "[13, 26]\n",
      "Card is is the 6th card in a row\n",
      "After Player3 places 55:\n",
      "[101]\n",
      "[29]\n",
      "[47, 55]\n",
      "[13, 26]\n",
      "Card is is the 6th card in a row\n",
      "After Player0 places 87:\n",
      "[101]\n",
      "[29]\n",
      "[47, 55, 87]\n",
      "[13, 26]\n",
      "Card is is the 6th card in a row\n",
      "After Player2 places 92:\n",
      "[101]\n",
      "[29]\n",
      "[47, 55, 87, 92]\n",
      "[13, 26]\n",
      "--- Step 2 ---\n",
      "Chosen cards: [(22, 0), (28, 1), (58, 3), (88, 2)]\n",
      "Card can't be placed in any row\n",
      "Player0 chooses to take row [101] and incurs 1 penalty points\n",
      "After Player0 places 22:\n",
      "[29]\n",
      "[47, 55, 87, 92]\n",
      "[13, 26]\n",
      "[22]\n",
      "Card is is the 6th card in a row\n",
      "After Player1 places 28:\n",
      "[29]\n",
      "[47, 55, 87, 92]\n",
      "[13, 26, 28]\n",
      "[22]\n",
      "Card is is the 6th card in a row\n",
      "After Player3 places 58:\n",
      "[29, 58]\n",
      "[47, 55, 87, 92]\n",
      "[13, 26, 28]\n",
      "[22]\n",
      "Card is is the 6th card in a row\n",
      "After Player2 places 88:\n",
      "[29, 58, 88]\n",
      "[47, 55, 87, 92]\n",
      "[13, 26, 28]\n",
      "[22]\n",
      "--- Step 3 ---\n",
      "Chosen cards: [(15, 0), (30, 1), (56, 3), (78, 2)]\n",
      "Card can't be placed in any row\n",
      "Player0 chooses to take row [13, 26, 28] and incurs 3 penalty points\n",
      "After Player0 places 15:\n",
      "[29, 58, 88]\n",
      "[47, 55, 87, 92]\n",
      "[22]\n",
      "[15]\n",
      "Card is is the 6th card in a row\n",
      "After Player1 places 30:\n",
      "[29, 58, 88]\n",
      "[47, 55, 87, 92]\n",
      "[22, 30]\n",
      "[15]\n",
      "Card is is the 6th card in a row\n",
      "After Player3 places 56:\n",
      "[29, 58, 88]\n",
      "[47, 55, 87, 92]\n",
      "[22, 30, 56]\n",
      "[15]\n",
      "Card is is the 6th card in a row\n",
      "After Player2 places 78:\n",
      "[29, 58, 88]\n",
      "[47, 55, 87, 92]\n",
      "[22, 30, 56, 78]\n",
      "[15]\n",
      "--- Step 4 ---\n",
      "Chosen cards: [(6, 0), (32, 1), (66, 3), (74, 2)]\n",
      "Card can't be placed in any row\n",
      "Player0 chooses to take row [15] and incurs 2 penalty points\n",
      "After Player0 places 6:\n",
      "[29, 58, 88]\n",
      "[47, 55, 87, 92]\n",
      "[22, 30, 56, 78]\n",
      "[6]\n",
      "Card is is the 6th card in a row\n",
      "After Player1 places 32:\n",
      "[29, 58, 88]\n",
      "[47, 55, 87, 92]\n",
      "[22, 30, 56, 78]\n",
      "[6, 32]\n",
      "Card is is the 6th card in a row\n",
      "After Player3 places 66:\n",
      "[29, 58, 88]\n",
      "[47, 55, 87, 92]\n",
      "[22, 30, 56, 78]\n",
      "[6, 32, 66]\n",
      "Card is is the 6th card in a row\n",
      "After Player2 places 74:\n",
      "[29, 58, 88]\n",
      "[47, 55, 87, 92]\n",
      "[22, 30, 56, 78]\n",
      "[6, 32, 66, 74]\n",
      "--- Step 5 ---\n",
      "Chosen cards: [(37, 1), (53, 0), (70, 2), (81, 3)]\n",
      "Card can't be placed in any row\n",
      "Player1 chooses to take row [29, 58, 88] and incurs 7 penalty points\n",
      "After Player1 places 37:\n",
      "[47, 55, 87, 92]\n",
      "[22, 30, 56, 78]\n",
      "[6, 32, 66, 74]\n",
      "[37]\n",
      "Card is is the 6th card in a row\n",
      "After Player0 places 53:\n",
      "[47, 55, 87, 92]\n",
      "[22, 30, 56, 78]\n",
      "[6, 32, 66, 74]\n",
      "[37, 53]\n",
      "Card is is the 6th card in a row\n",
      "After Player2 places 70:\n",
      "[47, 55, 87, 92]\n",
      "[22, 30, 56, 78]\n",
      "[6, 32, 66, 74]\n",
      "[37, 53, 70]\n",
      "Card is is the 6th card in a row\n",
      "After Player3 places 81:\n",
      "[47, 55, 87, 92]\n",
      "[22, 30, 56, 78, 81]\n",
      "[6, 32, 66, 74]\n",
      "[37, 53, 70]\n",
      "--- Step 6 ---\n",
      "Chosen cards: [(40, 1), (62, 2), (80, 3), (82, 0)]\n",
      "Card can't be placed in any row\n",
      "Player1 chooses to take row [37, 53, 70] and incurs 5 penalty points\n",
      "After Player1 places 40:\n",
      "[47, 55, 87, 92]\n",
      "[22, 30, 56, 78, 81]\n",
      "[6, 32, 66, 74]\n",
      "[40]\n",
      "Card is is the 6th card in a row\n",
      "After Player2 places 62:\n",
      "[47, 55, 87, 92]\n",
      "[22, 30, 56, 78, 81]\n",
      "[6, 32, 66, 74]\n",
      "[40, 62]\n",
      "Card is is the 6th card in a row\n",
      "After Player3 places 80:\n",
      "[47, 55, 87, 92]\n",
      "[22, 30, 56, 78, 81]\n",
      "[6, 32, 66, 74, 80]\n",
      "[40, 62]\n",
      "Card is is the 6th card in a row\n",
      "Player0 must take row [22, 30, 56, 78, 81] and incurs 11 penalty points\n",
      "After Player0 places 82:\n",
      "[47, 55, 87, 92]\n",
      "[82]\n",
      "[6, 32, 66, 74, 80]\n",
      "[40, 62]\n",
      "--- Step 7 ---\n",
      "Chosen cards: [(24, 0), (41, 2), (60, 1), (86, 3)]\n",
      "Card can't be placed in any row\n",
      "Player0 chooses to take row [82] and incurs 1 penalty points\n",
      "After Player0 places 24:\n",
      "[47, 55, 87, 92]\n",
      "[6, 32, 66, 74, 80]\n",
      "[40, 62]\n",
      "[24]\n",
      "Card is is the 6th card in a row\n",
      "After Player2 places 41:\n",
      "[47, 55, 87, 92]\n",
      "[6, 32, 66, 74, 80]\n",
      "[40, 62]\n",
      "[24, 41]\n",
      "Card is is the 6th card in a row\n",
      "After Player1 places 60:\n",
      "[47, 55, 87, 92]\n",
      "[6, 32, 66, 74, 80]\n",
      "[40, 62]\n",
      "[24, 41, 60]\n",
      "Card is is the 6th card in a row\n",
      "Player3 must take row [6, 32, 66, 74, 80] and incurs 11 penalty points\n",
      "After Player3 places 86:\n",
      "[47, 55, 87, 92]\n",
      "[86]\n",
      "[40, 62]\n",
      "[24, 41, 60]\n",
      "--- Step 8 ---\n",
      "Chosen cards: [(34, 2), (67, 0), (85, 1), (98, 3)]\n",
      "Card can't be placed in any row\n",
      "Player2 chooses to take row [86] and incurs 1 penalty points\n",
      "After Player2 places 34:\n",
      "[47, 55, 87, 92]\n",
      "[40, 62]\n",
      "[24, 41, 60]\n",
      "[34]\n",
      "Card is is the 6th card in a row\n",
      "After Player0 places 67:\n",
      "[47, 55, 87, 92]\n",
      "[40, 62, 67]\n",
      "[24, 41, 60]\n",
      "[34]\n",
      "Card is is the 6th card in a row\n",
      "After Player1 places 85:\n",
      "[47, 55, 87, 92]\n",
      "[40, 62, 67, 85]\n",
      "[24, 41, 60]\n",
      "[34]\n",
      "Card is is the 6th card in a row\n",
      "After Player3 places 98:\n",
      "[47, 55, 87, 92, 98]\n",
      "[40, 62, 67, 85]\n",
      "[24, 41, 60]\n",
      "[34]\n",
      "--- Step 9 ---\n",
      "Chosen cards: [(14, 2), (19, 0), (91, 1), (99, 3)]\n",
      "Card can't be placed in any row\n",
      "Player2 chooses to take row [34] and incurs 1 penalty points\n",
      "After Player2 places 14:\n",
      "[47, 55, 87, 92, 98]\n",
      "[40, 62, 67, 85]\n",
      "[24, 41, 60]\n",
      "[14]\n",
      "Card is is the 6th card in a row\n",
      "After Player0 places 19:\n",
      "[47, 55, 87, 92, 98]\n",
      "[40, 62, 67, 85]\n",
      "[24, 41, 60]\n",
      "[14, 19]\n",
      "Card is is the 6th card in a row\n",
      "After Player1 places 91:\n",
      "[47, 55, 87, 92, 98]\n",
      "[40, 62, 67, 85, 91]\n",
      "[24, 41, 60]\n",
      "[14, 19]\n",
      "Card is is the 6th card in a row\n",
      "Player3 must take row [47, 55, 87, 92, 98] and incurs 11 penalty points\n",
      "After Player3 places 99:\n",
      "[99]\n",
      "[40, 62, 67, 85, 91]\n",
      "[24, 41, 60]\n",
      "[14, 19]\n",
      "--- Step 10 ---\n",
      "Chosen cards: [(10, 2), (17, 3), (73, 0), (104, 1)]\n",
      "Card can't be placed in any row\n",
      "Player2 chooses to take row [14, 19] and incurs 2 penalty points\n",
      "After Player2 places 10:\n",
      "[99]\n",
      "[40, 62, 67, 85, 91]\n",
      "[24, 41, 60]\n",
      "[10]\n",
      "Card is is the 6th card in a row\n",
      "After Player3 places 17:\n",
      "[99]\n",
      "[40, 62, 67, 85, 91]\n",
      "[24, 41, 60]\n",
      "[10, 17]\n",
      "Card is is the 6th card in a row\n",
      "After Player0 places 73:\n",
      "[99]\n",
      "[40, 62, 67, 85, 91]\n",
      "[24, 41, 60, 73]\n",
      "[10, 17]\n",
      "Card is is the 6th card in a row\n",
      "After Player1 places 104:\n",
      "[99, 104]\n",
      "[40, 62, 67, 85, 91]\n",
      "[24, 41, 60, 73]\n",
      "[10, 17]\n",
      "Final penalty_points_histories: [[0, 0, 3, 3, 12, 13, 13, 13, 13, 13, 14, 14, 14, 24, 25, 25, 34, 35, 35, 46, 46, 46, 53, 56, 56, 56, 56, 56, 56, 56, 56, 57, 60, 62, 62, 73, 74, 74, 74, 74], [1, 1, 1, 1, 1, 1, 1, 6, 16, 16, 16, 16, 16, 32, 32, 32, 32, 32, 32, 32, 33, 33, 33, 33, 33, 33, 33, 44, 44, 44, 44, 44, 44, 44, 51, 56, 56, 56, 56, 56], [0, 0, 0, 0, 1, 1, 3, 6, 6, 6, 6, 6, 6, 6, 6, 9, 10, 10, 10, 10, 10, 10, 10, 19, 19, 20, 21, 23, 24, 25, 25, 25, 25, 25, 25, 25, 25, 26, 27, 29], [0, 0, 17, 17, 17, 17, 17, 17, 19, 20, 20, 20, 20, 20, 20, 20, 20, 20, 23, 26, 26, 26, 26, 26, 26, 35, 35, 35, 35, 35, 35, 35, 35, 35, 35, 35, 46, 46, 57, 57]]\n",
      "[[0, 0, 3, 3, 12, 13, 13, 13, 13, 13, 14, 14, 14, 24, 25, 25, 34, 35, 35, 46, 46, 46, 53, 56, 56, 56, 56, 56, 56, 56, 56, 57, 60, 62, 62, 73, 74, 74, 74, 74], [1, 1, 1, 1, 1, 1, 1, 6, 16, 16, 16, 16, 16, 32, 32, 32, 32, 32, 32, 32, 33, 33, 33, 33, 33, 33, 33, 44, 44, 44, 44, 44, 44, 44, 51, 56, 56, 56, 56, 56], [0, 0, 0, 0, 1, 1, 3, 6, 6, 6, 6, 6, 6, 6, 6, 9, 10, 10, 10, 10, 10, 10, 10, 19, 19, 20, 21, 23, 24, 25, 25, 25, 25, 25, 25, 25, 25, 26, 27, 29], [0, 0, 17, 17, 17, 17, 17, 17, 19, 20, 20, 20, 20, 20, 20, 20, 20, 20, 23, 26, 26, 26, 26, 26, 26, 35, 35, 35, 35, 35, 35, 35, 35, 35, 35, 35, 46, 46, 57, 57]]\n"
     ]
    }
   ],
   "source": [
    "# Playing a single game for debugging purposes\n",
    "game = Game([random_strategy, lowest_first_strategy, highest_first_strategy, midrange_strategy])\n",
    "game.play_game()\n",
    "result = [player.penalty_points_history for player in game.players]\n",
    "print(result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 284,
   "metadata": {},
   "outputs": [],
   "source": [
    "debug = False\n",
    "\n",
    "\n",
    "def simulate_games(num_games, strategies):\n",
    "    all_results = []\n",
    "    for game_index in range(num_games):\n",
    "        game = Game(strategies)\n",
    "        one_game_results = game.play_game()\n",
    "        all_results.append(one_game_results)\n",
    "    padded_results = pad_results(all_results, get_max_rounds_all_games(all_results))\n",
    "    return np.array(padded_results)\n",
    "\n",
    "\n",
    "def get_max_rounds_all_games(results):\n",
    "    max_rounds_all_games = max(len(player_results) for game_results in results for player_results in game_results)\n",
    "    return max_rounds_all_games\n",
    "\n",
    "def pad_results(results, max_rounds_all_games):\n",
    "    padded_results = []\n",
    "    for game in results:\n",
    "        padded_game_results = []\n",
    "        for player_result in game:\n",
    "            padded_result = player_result + [-1] * (max_rounds_all_games - len(player_result))\n",
    "            padded_game_results.append(padded_result)\n",
    "        padded_results.append(padded_game_results)\n",
    "    return np.array(padded_results)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Analysis and Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 285,
   "metadata": {},
   "outputs": [],
   "source": [
    "def analyze_results(results, strategy_labels):\n",
    "    # Initialize lists to store the non-padded results\n",
    "    non_padded_final_scores = []\n",
    "    non_padded_results = [] # a list of arrays to handle varying lengths of games\n",
    "\n",
    "    for game_result in results:\n",
    "        max_rounds_in_game = np.count_nonzero(game_result[0] != -1)\n",
    "        non_padded_results.append(game_result[:, :max_rounds_in_game])\n",
    "        non_padded_final_scores.append(game_result[:, max_rounds_in_game - 1])\n",
    "\n",
    "    non_padded_final_scores = np.array(non_padded_final_scores)\n",
    "\n",
    "    # Calculate average penalty points per step across all rounds\n",
    "    max_steps = max(len(game[0]) for game in non_padded_results)\n",
    "    step_penalties = {strategy: [[] for _ in range(10)] for strategy in strategy_labels} # for each strategy, a list of lists to store the penalty points for each step\n",
    "\n",
    "    rounds_counter = 0\n",
    "    # Extract the penalty points for each step across all rounds in all games\n",
    "    for game in non_padded_results:\n",
    "        # Calculate the number of rounds for the current game\n",
    "        num_rounds = len(game[0]) // 10\n",
    "        rounds_counter += num_rounds\n",
    "        for round_idx in range(num_rounds):\n",
    "            # Extract the penalty points for the current round\n",
    "            for step_idx in range(10):\n",
    "                # Calculate the index of the step in the game (since the point history is not divided by rounds)\n",
    "                step_index = round_idx * 10 + step_idx\n",
    "                if step_index < len(game[0]):\n",
    "                    # Add the penalty points to the corresponding step\t\n",
    "                    for strategy_idx, strategy_label in enumerate(strategy_labels):\n",
    "                        step_penalties[strategy_label][step_idx].append(game[strategy_idx, step_index])\n",
    "\n",
    "    avg_penalties_per_step_for_each_player = {strategy: np.array([np.mean(step) for step in steps]) for strategy, steps in step_penalties.items()}\n",
    "    \n",
    "    # Calculate the average final penalty points for each strategy\n",
    "    avg_final_penalties = np.mean(non_padded_final_scores, axis=0)\n",
    "\n",
    "    # Calculate win rates (the strategy with the lowest penalty points wins)\n",
    "    win_rates = np.sum(non_padded_final_scores == np.min(non_padded_final_scores, axis=1, keepdims=True), axis=0) / non_padded_final_scores.shape[0]\n",
    "\n",
    "    num_strategies = avg_final_penalties.shape[0]\n",
    "\n",
    "    plt.figure(figsize=(14, 6))\n",
    "\n",
    "    # Plot average penalty points per step\n",
    "    plt.subplot(1, 3, 1)\n",
    "    for strategy_label in strategy_labels:\n",
    "        plt.plot(avg_penalties_per_step_for_each_player[strategy_label], label=strategy_label)\n",
    "    plt.xlabel('Step')\n",
    "    plt.ylabel('Average Penalty Points')\n",
    "    plt.legend()\n",
    "    plt.title('Average Penalty Points per Step')\n",
    "\n",
    "    # Plot average final penalty points for each strategy\n",
    "    plt.subplot(1, 3, 2)\n",
    "    plt.bar(range(num_strategies), avg_final_penalties)\n",
    "    plt.xticks(range(num_strategies), strategy_labels)\n",
    "    plt.title('Average Final Penalty Points')\n",
    "    plt.xlabel('Strategy')\n",
    "    plt.ylabel('Penalty Points')\n",
    "\n",
    "    # Plot win rates for each strategy\n",
    "    plt.subplot(1, 3, 3)\n",
    "    plt.bar(range(num_strategies), win_rates)\n",
    "    plt.xticks(range(num_strategies), strategy_labels)\n",
    "    plt.title('Win Rate')\n",
    "    plt.xlabel('Strategy')\n",
    "    plt.ylabel('Win Rate')\n",
    "\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 286,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Simulating for 3 players...\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Simulating for 4 players...\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Simulating for 5 players...\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Simulating for 6 players...\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Simulate and analyze for different numbers of players\n",
    "num_games = 1000\n",
    "player_counts = [3, 4, 5, 6]\n",
    "\n",
    "\n",
    "for num_players in player_counts:\n",
    "    print(f\"Simulating for {num_players} players...\")\n",
    "    strategies = [random_strategy] * num_players\n",
    "    strategy_labels = ['Random'] * num_players\n",
    "    strategies[0] = highest_first_strategy\t\n",
    "    strategy_labels[0] = 'Highest First'\n",
    "    strategies[1] = lowest_first_strategy\n",
    "    strategy_labels[1] = 'Lowest First'\n",
    "    strategies[2] = midrange_strategy\n",
    "    strategy_labels[2] = 'Midrange'\n",
    "    results = simulate_games(num_games, strategies)\n",
    "    analyze_results(results, strategy_labels)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 287,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Simulating for strategy mix 1/8\n",
      "Simulating for strategy mix 2/8\n",
      "Simulating for strategy mix 3/8\n",
      "Simulating for strategy mix 4/8\n",
      "Simulating for strategy mix 5/8\n",
      "Simulating for strategy mix 6/8\n",
      "Simulating for strategy mix 7/8\n",
      "Simulating for strategy mix 8/8\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def simulate_strategy_mix(num_games, target_strategy, opponent_combinations):\n",
    "    results = {}\n",
    "    for idx, combo in enumerate(opponent_combinations):\n",
    "        strategy_mix = [target_strategy] + combo\n",
    "        print(f\"Simulating for strategy mix {idx + 1}/{len(opponent_combinations)}\")\n",
    "        combo_games_results = simulate_games(num_games, strategy_mix)\n",
    "        results[tuple(combo)]=combo_games_results\n",
    "    return results\n",
    "\n",
    "def analyze_strategy_mix_results(results, opponent_labels, target_label):\n",
    "    multiple_winners_counts = {}\n",
    "    win_rates = {}\n",
    "    # print(results)\n",
    "    for combo, game_results in results.items():\n",
    "        total_games = game_results.shape[0]\n",
    "        wins = 0\n",
    "        multiple_winners = 0\n",
    "        \n",
    "        for game_result in game_results:\n",
    "            non_padded_game_results = game_result[:, :np.count_nonzero(game_result[0] != -1)]\n",
    "            target_strategy_points = non_padded_game_results[0][-1]  # Penalty points of target strategy in the last round\n",
    "            min_penalty = min(non_padded_game_results[:, -1])  # Minimum penalty points in the last round\n",
    "            if np.sum(non_padded_game_results[:, -1] == min_penalty) > 1:  # Check if there are multiple winners\n",
    "                multiple_winners += 1\n",
    "            elif target_strategy_points == min_penalty:\n",
    "                wins += 1\n",
    "                \n",
    "        multiple_winners_counts[combo] = multiple_winners\n",
    "        win_rates[combo] = wins / total_games\n",
    "\n",
    "    # Plot Win Rate\n",
    "    plt.figure(figsize=(10, 5))\n",
    "    plt.bar(range(len(win_rates)), list(win_rates.values()), align='center', color='blue')\n",
    "    plt.xticks(range(len(win_rates)), opponent_labels, rotation=45)\n",
    "    plt.title(f'Win Rate for {target_label}')\n",
    "    plt.xlabel('Opponent Strategy Mix')\n",
    "    plt.ylabel('Win Rate')\n",
    "    plt.show()\n",
    "\n",
    "    # Plot Multiple Winners Count\n",
    "    plt.figure(figsize=(10, 5))\n",
    "    plt.bar(range(len(multiple_winners_counts)), list(multiple_winners_counts.values()), align='center', color='green')\n",
    "    plt.xticks(range(len(multiple_winners_counts)), opponent_labels, rotation=45)\n",
    "    plt.title(f'Multiple Winners Count for {target_label}')\n",
    "    plt.xlabel('Opponent Strategy Mix')\n",
    "    plt.ylabel('Count of Games with Multiple Winners')\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "# Define the strategies\n",
    "target_strategy = highest_first_strategy\n",
    "opponent_combinations = [\n",
    "    [random_strategy, random_strategy, random_strategy],\n",
    "    [lowest_first_strategy, lowest_first_strategy, lowest_first_strategy],\n",
    "    [highest_first_strategy, highest_first_strategy, highest_first_strategy],\n",
    "    [midrange_strategy, midrange_strategy, midrange_strategy],\n",
    "    [random_strategy, highest_first_strategy, midrange_strategy],\n",
    "    [random_strategy, lowest_first_strategy, midrange_strategy],\n",
    "    [highest_first_strategy, highest_first_strategy, midrange_strategy],\n",
    "    [highest_first_strategy, midrange_strategy, midrange_strategy]\n",
    "]\n",
    "opponent_labels = [\n",
    "    '3x Random',\n",
    "    '3x Lowest',\n",
    "    '3x Highest',\n",
    "    '3x Midrange',\n",
    "    'Random, Highest, Midrange',\n",
    "    'Random, Lowest, Midrange',\n",
    "    '2x Highest, Midrange',\n",
    "    'Highest, 2x Midrange'\n",
    "]\n",
    "\n",
    "# Simulate and analyze\n",
    "num_games = 1000\n",
    "results = simulate_strategy_mix(num_games, target_strategy, opponent_combinations)\n",
    "analyze_strategy_mix_results(results, opponent_labels, 'Highest First')\n"
   ]
  }
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