skyjo_exploring.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "5ef2f80a",
   "metadata": {},
   "source": [
    "First developement notebook of code for the card game skyjo.\n",
    "This code from this notebook enables the computer rounds against itself in some mode, for humans and GIU is not yet working."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d5204dab",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import random as random\n",
    "#using simpleguitk for display, is not needed for computer game\n",
    "import simpleguitk as simplegui\n",
    "import time"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "765ef4eb",
   "metadata": {},
   "source": [
    "First, I create the class Cards ince the game is played with cards. For the game matters only the number and whether they are open or not. For display also the color and the position is needed. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "559e0211",
   "metadata": {},
   "outputs": [],
   "source": [
    "#cards of the game\n",
    "class Card:\n",
    "    #initiate cards\n",
    "    def __init__(self, number):\n",
    "        #dictionary for defining colors\n",
    "        dict_col={-2:'blue',-1:'blue',0:'cyan',1:'green',2:'green',3:'green',4:'green',5:'yellow',6:'yellow',7:'yellow',8:'yellow',9:'red',10:'red',11:'red',12:'red'}\n",
    "        self.number = number        \n",
    "        self.color = dict_col[number]\n",
    "        #open or closed, default is closed\n",
    "        self.open =False\n",
    "        #default position is None\n",
    "        self.position=[None,None]  \n",
    "    #print output    \n",
    "    def __str__(self):\n",
    "        if self.open==False:\n",
    "            return \"Card has Value \"+str(self.number)+\" and is closed.\"+ \\\n",
    "                \" Its position is at \"+str(self.position)\n",
    "        if self.open==True:\n",
    "            return \"Card has Value \"+str(self.number)+\" and is open.\"+ \\\n",
    "                \" Its position is at \"+str(self.position)\n",
    "    #set card to a state\n",
    "    def set_state(self,state):\n",
    "        self.open=state\n",
    "    #set card to number, mainly for testing    \n",
    "    def set_number(self,number):\n",
    "        #dictionary twice defined that class does not need outside information\n",
    "        dict_col={-2:'blue',-1:'blue',0:'cyan',1:'green',2:'green',3:'green',4:'green',5:'yellow',6:'yellow',7:'yellow',8:'yellow',9:'red',10:'red',11:'red',12:'red'}\n",
    "        self.number=number\n",
    "        self.color = dict_col[number]\n",
    "    #set position for display  \n",
    "    def set_position(self,posinput):\n",
    "        self.position=posinput\n",
    "    #draw on GUi    \n",
    "    def draw(self,canvas):\n",
    "        card_size=[70,50]\n",
    "        corners=[[self.position],[self.position[0]+card_size[0],self.position[1]],[self.position[0]+card_size[0],self.position[1]+card_size[1]],[self.position[0],self.position[1]+card_size[1]]]\n",
    "        if self.open==False:\n",
    "            #closed black\n",
    "            canvas.draw_polygon(corners,1,'Black','Black')\n",
    "        else:\n",
    "            #open colored number on gray\n",
    "            canvas.draw_polygon(corners,1,'Black','Light Gray')\n",
    "            centerb=list(self.position)\n",
    "            centerb[1]+=58\n",
    "            centerb[0]+=5\n",
    "            canvas.draw_text(self.number,centerb,50,self.color)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "017a3dfa",
   "metadata": {},
   "source": [
    "Below I test the class and its methods. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "66fc22ac",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "blue\n",
      "False\n",
      "[-2.  0.]\n",
      "Card has Value -2 and is closed. Its position is at [None, None]\n",
      "Card has Value -2 and is open. Its position is at [None, None]\n",
      "Card has Value -2 and is closed. Its position is at [None, None]\n"
     ]
    }
   ],
   "source": [
    "card1=Card(-2)\n",
    "print(card1.color)\n",
    "print(card1.open)\n",
    "ar=np.zeros((2))\n",
    "ar[0]=card1.number\n",
    "ar[1]=card1.open\n",
    "print(ar)\n",
    "print(card1)\n",
    "card1.set_state(True)\n",
    "print(card1)\n",
    "card1.set_state(False)\n",
    "print(card1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "496f236f",
   "metadata": {},
   "source": [
    "Pile class which creates Pile (lists) can be created from scratch or from another pile."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "f0806d0e",
   "metadata": {},
   "outputs": [],
   "source": [
    "#pile of cards can be open or closed, only top most accessable\n",
    "class Pile:\n",
    "    #create parameter: string of mode, where to take cards for it, can be None\n",
    "    def __init__(self,mode,take_from):\n",
    "        #create new close pile, shuffles it also \n",
    "        if mode=='create_closed':\n",
    "            #all closed in this mode\n",
    "            self.open=False\n",
    "            #postion in gui\n",
    "            self.position=[100,10]\n",
    "            #number of cards per type\n",
    "            dict_num={-2:5,-1:10,0:15,1:10,2:10,3:10,4:10,5:10,6:10,7:10,8:10,9:10,10:10,11:10,12:10}\n",
    "            #create empty list\n",
    "            self.list_cards=[]\n",
    "            #add as many cards as exist of each type\n",
    "            for i in range(15):\n",
    "                for j in range(dict_num[i-2]):\n",
    "                    #create card\n",
    "                    cardin=Card(i-2)\n",
    "                    #use position of Pile\n",
    "                    cardin.set_position(self.position)\n",
    "                    #and state of Pile\n",
    "                    cardin.set_state(self.open)\n",
    "                    #append\n",
    "                    self.list_cards.append(cardin)    \n",
    "                    #print content \n",
    "                    self.list_cards\n",
    "            #shuffle cards        \n",
    "            random.shuffle(self.list_cards)     \n",
    "        #create open pile from other    starts with just one card\n",
    "        if mode=='create_open': \n",
    "            #postion in gui\n",
    "            self.position=[300,10]   \n",
    "            #is open \n",
    "            self.open=True\n",
    "            self.list_cards=[]\n",
    "            self.list_cards.append(take_from.list_cards.pop(-1))\n",
    "            #set card position properties to Pile properties\n",
    "            self.list_cards[0].set_state(self.open)\n",
    "            self.list_cards[0].set_position(self.position)            \n",
    "    def __str__(self): \n",
    "        #print Pile properties\n",
    "        if self.open==False:\n",
    "            return \"Pile has length of \"+str(len(self.list_cards))+\" Cards and is closed.\"+ \\\n",
    "                \" Its position is at \"+str(self.position)\n",
    "        if self.open==True:\n",
    "            return \"Pile has length of \"+str(len(self.list_cards))+\" Cards and is open.\"+ \\\n",
    "                \" Its position is at \"+str(self.position)\n",
    "    #giving a card default is top most (last) cards\n",
    "    def give_card(self,position=-1):\n",
    "        card=self.list_cards.pop(position)\n",
    "        return card\n",
    "    #get card, added at as the last (top most ) always\n",
    "    def get_card(self,card):\n",
    "        self.list_cards.append(card)\n",
    "        #set card position and state to position ans state of pile\n",
    "        self.list_cards[-1].set_position(self.position)\n",
    "        self.list_cards[-1].set_state(self.open)\n",
    "    #recreate pile if nearly empty. parameters: self=pile to be recreated), other pile to be used        \n",
    "    def refill(self,p_open):\n",
    "        #refill if there are less than 3 cards\n",
    "        if len(self.list_cards)<3:\n",
    "            while len(p_open.list_cards)>1:\n",
    "                #card closest to the bottom is taken until there is only 1 card\n",
    "                #cannot use other method in line below, then the top most is taken many times\n",
    "                card_a=p_open.list_cards.pop(0)\n",
    "                self.get_card(card_a)\n",
    "            #shuffle again\n",
    "            random.shuffle(self.list_cards)\n",
    "            #return other pile, self in anyway right\n",
    "            return p_open\n",
    "    #gets output for machine learning input     \n",
    "    #gets numpy formated 1D array of 150 length (could be 147 in principle, 3 cards are always elsewhere), value is number when open, closed 20, non existend 30   \n",
    "    #starts with end because the is top most, most important card\n",
    "    #all cards besides the first one are ordered by value since the order doe snot matter for \n",
    "    #them only the first one can be gottten back\n",
    "    def get_numeric(self):\n",
    "        ar=np.zeros((150),int)\n",
    "        #non existent is default\n",
    "        ar[:]=30\n",
    "        \n",
    "        for i in range(len(self.list_cards)):\n",
    "            #if open give number\n",
    "            if self.list_cards[-i-1].open==1:\n",
    "                ar[i]=self.list_cards[-i-1].number\n",
    "            #otherwise 20 (not oepnening here,but for player cards)\n",
    "            else:\n",
    "                ar[i]=20\n",
    "        #ordering by value        \n",
    "        ar[1:150]=np.sort(ar[1:150])        \n",
    "        return ar         "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c2fccde9",
   "metadata": {},
   "source": [
    "Now I create new (closed) pile and test that it looks right. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b5fea74c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pile has length of 150 Cards and is closed. Its position is at [100, 10]\n",
      "Card has Value 10 and is closed. Its position is at [100, 10]\n",
      "Card has Value 10 and is closed. Its position is at [100, 10]\n",
      "Card has Value 5 and is closed. Its position is at [100, 10]\n",
      "Card has Value 6 and is closed. Its position is at [100, 10]\n",
      "Card has Value 0 and is closed. Its position is at [100, 10]\n",
      "Card has Value -2 and is closed. Its position is at [100, 10]\n",
      "Card has Value 3 and is closed. Its position is at [100, 10]\n",
      "Card has Value 7 and is closed. Its position is at [100, 10]\n",
      "Card has Value 0 and is closed. Its position is at [100, 10]\n",
      "Card has Value -1 and is closed. Its position is at [100, 10]\n",
      "Card has Value 4 and is closed. Its position is at [100, 10]\n",
      "Card has Value 0 and is closed. Its position is at [100, 10]\n",
      "Card has Value 12 and is closed. Its position is at [100, 10]\n",
      "Card has Value 5 and is closed. Its position is at [100, 10]\n",
      "Card has Value 1 and is closed. Its position is at [100, 10]\n",
      "Card has Value -1 and is closed. Its position is at [100, 10]\n",
      "Card has Value 9 and is closed. Its position is at [100, 10]\n",
      "Card has Value -2 and is closed. Its position is at [100, 10]\n",
      "Card has Value 7 and is closed. Its position is at [100, 10]\n",
      "Card has Value 9 and is closed. Its position is at [100, 10]\n",
      "Card has Value 11 and is closed. Its position is at [100, 10]\n",
      "Card has Value 10 and is closed. Its position is at [100, 10]\n",
      "Card has Value 4 and is closed. Its position is at [100, 10]\n",
      "Card has Value 3 and is closed. Its position is at [100, 10]\n",
      "Card has Value 7 and is closed. Its position is at [100, 10]\n",
      "Card has Value 1 and is closed. Its position is at [100, 10]\n",
      "Card has Value 10 and is closed. Its position is at [100, 10]\n",
      "Card has Value 3 and is closed. Its position is at [100, 10]\n",
      "Card has Value 3 and is closed. Its position is at [100, 10]\n",
      "Card has Value 11 and is closed. Its position is at [100, 10]\n",
      "Card has Value 5 and is closed. Its position is at [100, 10]\n",
      "Card has Value 8 and is closed. Its position is at [100, 10]\n",
      "Card has Value 4 and is closed. Its position is at [100, 10]\n",
      "Card has Value 10 and is closed. Its position is at [100, 10]\n",
      "Card has Value 3 and is closed. Its position is at [100, 10]\n",
      "Card has Value 4 and is closed. Its position is at [100, 10]\n",
      "Card has Value 12 and is closed. Its position is at [100, 10]\n",
      "Card has Value 1 and is closed. Its position is at [100, 10]\n",
      "Card has Value 8 and is closed. Its position is at [100, 10]\n",
      "Card has Value -2 and is closed. Its position is at [100, 10]\n",
      "Card has Value 8 and is closed. Its position is at [100, 10]\n",
      "Card has Value 10 and is closed. Its position is at [100, 10]\n",
      "Card has Value 1 and is closed. Its position is at [100, 10]\n",
      "Card has Value 7 and is closed. Its position is at [100, 10]\n",
      "Card has Value 1 and is closed. Its position is at [100, 10]\n",
      "Card has Value 5 and is closed. Its position is at [100, 10]\n",
      "Card has Value 5 and is closed. Its position is at [100, 10]\n",
      "Card has Value 9 and is closed. Its position is at [100, 10]\n",
      "Card has Value 0 and is closed. Its position is at [100, 10]\n",
      "Card has Value 11 and is closed. Its position is at [100, 10]\n",
      "Card has Value 4 and is closed. Its position is at [100, 10]\n",
      "Card has Value 3 and is closed. Its position is at [100, 10]\n",
      "Card has Value 9 and is closed. Its position is at [100, 10]\n",
      "Card has Value 1 and is closed. Its position is at [100, 10]\n",
      "Card has Value 1 and is closed. Its position is at [100, 10]\n",
      "Card has Value 9 and is closed. Its position is at [100, 10]\n",
      "Card has Value 9 and is closed. Its position is at [100, 10]\n",
      "Card has Value 10 and is closed. Its position is at [100, 10]\n",
      "Card has Value 12 and is closed. Its position is at [100, 10]\n",
      "Card has Value 2 and is closed. Its position is at [100, 10]\n",
      "Card has Value 3 and is closed. Its position is at [100, 10]\n",
      "Card has Value 7 and is closed. Its position is at [100, 10]\n",
      "Card has Value 10 and is closed. Its position is at [100, 10]\n",
      "Card has Value 7 and is closed. Its position is at [100, 10]\n",
      "Card has Value 8 and is closed. Its position is at [100, 10]\n",
      "Card has Value -1 and is closed. Its position is at [100, 10]\n",
      "Card has Value 11 and is closed. Its position is at [100, 10]\n",
      "Card has Value -1 and is closed. Its position is at [100, 10]\n",
      "Card has Value 5 and is closed. Its position is at [100, 10]\n",
      "Card has Value -1 and is closed. Its position is at [100, 10]\n",
      "Card has Value 12 and is closed. Its position is at [100, 10]\n",
      "Card has Value 2 and is closed. Its position is at [100, 10]\n",
      "Card has Value 8 and is closed. Its position is at [100, 10]\n",
      "Card has Value 1 and is closed. Its position is at [100, 10]\n",
      "Card has Value 2 and is closed. Its position is at [100, 10]\n",
      "Card has Value 5 and is closed. Its position is at [100, 10]\n",
      "Card has Value 7 and is closed. Its position is at [100, 10]\n",
      "Card has Value 6 and is closed. Its position is at [100, 10]\n",
      "Card has Value 0 and is closed. Its position is at [100, 10]\n",
      "Card has Value 5 and is closed. Its position is at [100, 10]\n",
      "Card has Value 6 and is closed. Its position is at [100, 10]\n",
      "Card has Value 10 and is closed. Its position is at [100, 10]\n",
      "Card has Value 2 and is closed. Its position is at [100, 10]\n",
      "Card has Value 11 and is closed. Its position is at [100, 10]\n",
      "Card has Value 6 and is closed. Its position is at [100, 10]\n",
      "Card has Value 0 and is closed. Its position is at [100, 10]\n",
      "Card has Value 12 and is closed. Its position is at [100, 10]\n",
      "Card has Value 6 and is closed. Its position is at [100, 10]\n",
      "Card has Value 7 and is closed. Its position is at [100, 10]\n",
      "Card has Value 9 and is closed. Its position is at [100, 10]\n",
      "Card has Value 7 and is closed. Its position is at [100, 10]\n",
      "Card has Value 11 and is closed. Its position is at [100, 10]\n",
      "Card has Value 11 and is closed. Its position is at [100, 10]\n",
      "Card has Value 3 and is closed. Its position is at [100, 10]\n",
      "Card has Value 8 and is closed. Its position is at [100, 10]\n",
      "Card has Value 6 and is closed. Its position is at [100, 10]\n",
      "Card has Value 8 and is closed. Its position is at [100, 10]\n",
      "Card has Value 8 and is closed. Its position is at [100, 10]\n",
      "Card has Value 11 and is closed. Its position is at [100, 10]\n",
      "Card has Value 2 and is closed. Its position is at [100, 10]\n",
      "Card has Value -1 and is closed. Its position is at [100, 10]\n",
      "Card has Value 0 and is closed. Its position is at [100, 10]\n",
      "Card has Value 8 and is closed. Its position is at [100, 10]\n",
      "Card has Value 10 and is closed. Its position is at [100, 10]\n",
      "Card has Value 2 and is closed. Its position is at [100, 10]\n",
      "Card has Value 12 and is closed. Its position is at [100, 10]\n",
      "Card has Value 4 and is closed. Its position is at [100, 10]\n",
      "Card has Value 4 and is closed. Its position is at [100, 10]\n",
      "Card has Value -1 and is closed. Its position is at [100, 10]\n",
      "Card has Value -1 and is closed. Its position is at [100, 10]\n",
      "Card has Value 0 and is closed. Its position is at [100, 10]\n",
      "Card has Value 3 and is closed. Its position is at [100, 10]\n",
      "Card has Value 12 and is closed. Its position is at [100, 10]\n",
      "Card has Value -1 and is closed. Its position is at [100, 10]\n",
      "Card has Value 0 and is closed. Its position is at [100, 10]\n",
      "Card has Value 8 and is closed. Its position is at [100, 10]\n",
      "Card has Value 0 and is closed. Its position is at [100, 10]\n",
      "Card has Value 6 and is closed. Its position is at [100, 10]\n",
      "Card has Value 11 and is closed. Its position is at [100, 10]\n",
      "Card has Value 4 and is closed. Its position is at [100, 10]\n",
      "Card has Value 9 and is closed. Its position is at [100, 10]\n",
      "Card has Value 0 and is closed. Its position is at [100, 10]\n",
      "Card has Value 5 and is closed. Its position is at [100, 10]\n",
      "Card has Value 2 and is closed. Its position is at [100, 10]\n",
      "Card has Value -1 and is closed. Its position is at [100, 10]\n",
      "Card has Value 0 and is closed. Its position is at [100, 10]\n",
      "Card has Value -2 and is closed. Its position is at [100, 10]\n",
      "Card has Value 9 and is closed. Its position is at [100, 10]\n",
      "Card has Value 1 and is closed. Its position is at [100, 10]\n",
      "Card has Value 0 and is closed. Its position is at [100, 10]\n",
      "Card has Value 12 and is closed. Its position is at [100, 10]\n",
      "Card has Value 6 and is closed. Its position is at [100, 10]\n",
      "Card has Value 2 and is closed. Its position is at [100, 10]\n",
      "Card has Value -2 and is closed. Its position is at [100, 10]\n",
      "Card has Value 6 and is closed. Its position is at [100, 10]\n",
      "Card has Value 4 and is closed. Its position is at [100, 10]\n",
      "Card has Value 7 and is closed. Its position is at [100, 10]\n",
      "Card has Value 1 and is closed. Its position is at [100, 10]\n",
      "Card has Value 6 and is closed. Its position is at [100, 10]\n",
      "Card has Value 12 and is closed. Its position is at [100, 10]\n",
      "Card has Value 11 and is closed. Its position is at [100, 10]\n",
      "Card has Value 3 and is closed. Its position is at [100, 10]\n",
      "Card has Value 9 and is closed. Its position is at [100, 10]\n",
      "Card has Value 12 and is closed. Its position is at [100, 10]\n",
      "Card has Value 0 and is closed. Its position is at [100, 10]\n",
      "Card has Value 2 and is closed. Its position is at [100, 10]\n",
      "Card has Value 2 and is closed. Its position is at [100, 10]\n",
      "Card has Value 5 and is closed. Its position is at [100, 10]\n",
      "Card has Value 4 and is closed. Its position is at [100, 10]\n",
      "Card has Value 0 and is closed. Its position is at [100, 10]\n",
      "[20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20\n",
      " 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20\n",
      " 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20\n",
      " 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20\n",
      " 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20\n",
      " 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20\n",
      " 20 20 20 20 20 20]\n"
     ]
    }
   ],
   "source": [
    "pile_closed=Pile('create_closed',False)\n",
    "print(pile_closed)\n",
    "for i in range(len(pile_closed.list_cards)):\n",
    "    print(pile_closed.list_cards[i])  \n",
    "#numeric output for machine learning        \n",
    "num=pile_closed.get_numeric()\n",
    "print(num)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "268801ac",
   "metadata": {},
   "source": [
    "As the next test a make the second (open) pile."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8e2c8ce7",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pile has length of 1 Cards and is open. Its position is at [300, 10]\n",
      "1 149\n",
      "[ 0 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30\n",
      " 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30\n",
      " 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30\n",
      " 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30\n",
      " 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30\n",
      " 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30 30\n",
      " 30 30 30 30 30 30]\n",
      "Card has Value 0 and is open. Its position is at [300, 10]\n"
     ]
    }
   ],
   "source": [
    "pile_open=Pile('create_open',pile_closed)\n",
    "print(pile_open)\n",
    "print(len(pile_open.list_cards),len(pile_closed.list_cards))\n",
    "#numeric output for machine learning    \n",
    "num=pile_open.get_numeric()\n",
    "print(num)\n",
    "#printing the card properties of the pile\n",
    "for i in range(len(pile_open.list_cards)):\n",
    "    print(pile_open.list_cards[i]) "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fe389022",
   "metadata": {},
   "source": [
    "Now I test the giving and getting of cards."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "7b861119",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Card has Value 4 and is closed. Its position is at [100, 10]\n",
      "148\n",
      "Card has Value 5 and is closed. Its position is at [100, 10]\n",
      "2 Card has Value 4 and is open. Its position is at [300, 10]\n"
     ]
    }
   ],
   "source": [
    "card_a=pile_closed.give_card()\n",
    "print(card_a)\n",
    "print(len(pile_closed.list_cards))\n",
    "print(pile_closed.list_cards[-1])\n",
    "pile_open.get_card(card_a)\n",
    "print(len(pile_open.list_cards),pile_open.list_cards[-1])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a2ac644f",
   "metadata": {},
   "source": [
    "It works.\n",
    "\n",
    "As the next test I look on the refill method for the closed pile. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "5c2a5e66",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "length of closed: 148 length of open: 2\n",
      "length of closed: 2 length of open: 148\n",
      "numeric output\n",
      "[ 5 -2 -2 -2 -2 -2 -1 -1 -1 -1 -1 -1 -1 -1 -1 -1  0  0  0  0  0  0  0  0\n",
      "  0  0  0  0  0  0  0  1  1  1  1  1  1  1  1  1  1  2  2  2  2  2  2  2\n",
      "  2  2  2  3  3  3  3  3  3  3  3  3  3  4  4  4  4  4  4  4  4  4  4  5\n",
      "  5  5  5  5  5  5  5  5  6  6  6  6  6  6  6  6  6  6  7  7  7  7  7  7\n",
      "  7  7  7  7  8  8  8  8  8  8  8  8  8  8  9  9  9  9  9  9  9  9  9  9\n",
      " 10 10 10 10 10 10 10 10 11 11 11 11 11 11 11 11 11 11 12 12 12 12 12 12\n",
      " 12 12 12 12 30 30]\n",
      "Top most card of open is\n",
      "Card has Value 5 and is open. Its position is at [300, 10]\n",
      "length of closed: 149 length of open: 1\n",
      "Top most card of open is\n",
      "Card has Value 5 and is open. Its position is at [300, 10]\n",
      "Top most card of closed is\n",
      "Card has Value 6 and is closed. Its position is at [100, 10]\n"
     ]
    }
   ],
   "source": [
    "#length of the pile\n",
    "print(f\"length of closed: {len(pile_closed.list_cards)} length of open: {len(pile_open.list_cards)}\")\n",
    "#now emptyning closed that it can be refilled\n",
    "while len(pile_closed.list_cards)>2:\n",
    "    card_a=pile_closed.give_card()\n",
    "    pile_open.get_card(card_a)\n",
    "print(f\"length of closed: {len(pile_closed.list_cards)} length of open: {len(pile_open.list_cards)}\")    \n",
    "#testing numeric output for machine learning    \n",
    "num=pile_open.get_numeric()\n",
    "print(\"numeric output\")\n",
    "print(num)   \n",
    "print(\"Top most card of open is\")      \n",
    "print(pile_open.list_cards[-1])  \n",
    "#use of refill method\n",
    "pile_closed.refill(pile_open)\n",
    "print(f\"length of closed: {len(pile_closed.list_cards)} length of open: {len(pile_open.list_cards)}\")\n",
    "print(\"Top most card of open is\")  \n",
    "print(pile_open.list_cards[-1]) \n",
    "print(\"Top most card of closed is\")  \n",
    "print(pile_closed.list_cards[-1])     "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7f66875d",
   "metadata": {},
   "source": [
    "Now I create the players class which has the cards. The cards are aranged in a 4 rows of 3 pattern. A Card Position can be empty. I use two lists here for the essential properties, one to check for empty and one which has stored the card. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "1ad3e167",
   "metadata": {},
   "outputs": [],
   "source": [
    "#A Card Position can be empty. I use two lists here for the essential properties, one to check for empty and\n",
    "#one which has stored the card. \n",
    "class Player:\n",
    "    #parameters: string name, mode (human, computer),  level (subkind for mode, more options for computer then human) \n",
    "    def __init__(self,name,modes,level,take_from=None):\n",
    "        #grid positions only for display the game logic uses the list position\n",
    "        self.positionx=[0,70,140,210,0,70,140,210,0,70,140,210]\n",
    "        self.positiony=[0,0,0,0,50,50,50,50,100,100,100,100]\n",
    "        #whether cards exist\n",
    "        self.exist=[]\n",
    "        #which cards is there\n",
    "        self.list_cards=[]\n",
    "        #name of player\n",
    "        self.name=name\n",
    "        #check mode computer (different levels)/human\n",
    "        self.mode=modes\n",
    "        #level how random much randomness is there is     \n",
    "        self.level=level \n",
    "        #if take_from is None, only player properties are defined but no cards given\n",
    "        if take_from!=None:\n",
    "            for i in range(12):\n",
    "                #add card which exist\n",
    "                self.exist.append(1)\n",
    "                #from pile\n",
    "                self.list_cards.append(take_from.list_cards.pop(-1))\n",
    "                #set state to closed\n",
    "                self.list_cards[-1].set_state(False)\n",
    "                #set position of card to player grid\n",
    "                pos=list([self.positionx[i],self.positiony[i]])\n",
    "                self.list_cards[-1].set_position(pos) \n",
    "            #opening 2 cards, currently only open randomly is implemented\n",
    "            if level<10:\n",
    "                rang=list(range(12))\n",
    "                random.shuffle(rang)\n",
    "                self.list_cards[rang[0]].set_state(True)\n",
    "                self.list_cards[rang[1]].set_state(True)\n",
    "        #option for player to do that interactive to be added   \n",
    "    #for further round in a game only recreate, rest is the same as above in in __init__\n",
    "    def restart(self,take_from):\n",
    "        self.exist=[]\n",
    "        self.list_cards=[]   \n",
    "        for i in range(12):\n",
    "            self.exist.append(1)\n",
    "            self.list_cards.append(take_from.list_cards.pop(-1))\n",
    "            self.list_cards[-1].set_state(False)\n",
    "            pos=list([self.positionx[i],self.positiony[i]])\n",
    "            self.list_cards[-1].set_position(pos) \n",
    "        if self.level<10:\n",
    "            rang=list(range(12))\n",
    "            random.shuffle(rang)\n",
    "            self.list_cards[rang[0]].set_state(True)\n",
    "            self.list_cards[rang[1]].set_state(True) \n",
    "    #printing basic player properties        \n",
    "    def __str__(self):\n",
    "        return \"Player \"+self.name+\" is a \"+self.mode+\" in level \"+str(self.level)+\".\"\n",
    "    #give a card, choosen by index, vanishes: is set to None and not existing\n",
    "    def give_card(self,i):\n",
    "        card=self.list_cards[i]\n",
    "        self.exist[i]=0\n",
    "        self.list_cards[i]=None\n",
    "        return card\n",
    "    #Get a card (parameters: card and index), is always open by design\n",
    "    def get_card(self,card,i):\n",
    "        #change ccard\n",
    "        self.list_cards[i]=card\n",
    "        #set to existing\n",
    "        self.exist[i]=1\n",
    "        #get position of the adress\n",
    "        pos=list([self.positionx[i],self.positiony[i]])\n",
    "        #use it\n",
    "        self.list_cards[i].set_position(pos)\n",
    "        self.list_cards[i].set_state(True)\n",
    "    #set_value method only  used in testing    \n",
    "    #paremeters, index of card in list, number, state     \n",
    "    def set_value(self,i,number,state):\n",
    "        #set to existing, open state and desired value\n",
    "        self.exist[i]=1  \n",
    "        self.list_cards[i].set_state(True)     \n",
    "        self.list_cards[i].set_number(number)        \n",
    "    #method to get list of all closed cards, optional print of how many there are    \n",
    "    def get_all_closed(self,silent=True):\n",
    "        #create empty list, append\n",
    "        closed=[]\n",
    "        for j in range(12):\n",
    "            if self.exist[j]==1:\n",
    "                if self.list_cards[j].open==False:\n",
    "                    closed.append(j)\n",
    "        if silent==False:      \n",
    "            print(self.name+\" has \"+str(len(closed))+\" closed cards\")            \n",
    "        return closed     \n",
    "    #method to get list of all open cards, optional print of how many there are  \n",
    "    #same structure as above\n",
    "    def get_all_open(self,silent=True):   \n",
    "        open2=[]\n",
    "        for j in range(12):\n",
    "            if self.exist[j]==1:\n",
    "                if self.list_cards[j].open==True:\n",
    "                    open2.append(j)\n",
    "        if silent==False:\n",
    "            print(self.name+\" has \"+str(len(open2))+\" open cards\")            \n",
    "        return open2 \n",
    "    #method to get list of all existing cards, optional print of how many there are  \n",
    "    #same structure as above    \n",
    "    def get_all_cards(self,silent=True):   \n",
    "        existing=[]\n",
    "        for j in range(12):\n",
    "            if self.exist[j]==1:\n",
    "                existing.append(j)\n",
    "        if silent==False:\n",
    "            print(self.name+\" has \"+str(len(existing))+\" cards\")            \n",
    "        return existing    \n",
    "    #get score at the end of a round, adidng up all number values of existing cards\n",
    "    def get_score(self):   \n",
    "        score=0\n",
    "        for j in range(12):\n",
    "            if self.exist[j]==1:\n",
    "                score+=self.list_cards[j].number         \n",
    "        return score \n",
    "    #when 3 open cards in column have the same value, they vanish \n",
    "    #check whether cards vanish\n",
    "    def check_vanish_cards(self):\n",
    "        #-1 is default when no vanished\n",
    "        vanish=-1\n",
    "        #checking the four options\n",
    "        for j in range(4):\n",
    "            #3 open of same number\n",
    "            if self.exist[0+j]==True and self.exist[4+j]==True and self.exist[8+j]==True: \n",
    "                if self.list_cards[0+j].open==True and self.list_cards[4+j].open==True and self.list_cards[8+j].open==True and self.list_cards[0+j].number==self.list_cards[4+j].number and self.list_cards[0+j].number==self.list_cards[8+j].number:\n",
    "                    #is yes index is returned by design there can only one row be added in each turn, thus it is fine\n",
    "                    #that the methiod cannot handle several\n",
    "                    vanish=j\n",
    "        return vanish  \n",
    "    #method which return vanished when previous method marks them (gets more than -1)\n",
    "    def vanish_cards(self,row):\n",
    "        card1=self.list_cards[0+row]\n",
    "        card2=self.list_cards[4+row]\n",
    "        card3=self.list_cards[8+row]\n",
    "        self.exist[0+row]=0\n",
    "        self.exist[4+row]=0\n",
    "        self.exist[8+row]=0\n",
    "        self.list_cards[0+row]=None\n",
    "        self.list_cards[4+row]=None\n",
    "        self.list_cards[8+row]=None\n",
    "        return card1, card2, card3 \n",
    "    #gets numeric output for machine learning, same principle than for piles\n",
    "    #gets numpy formated 1D array of 12 length, values is number when open, closed 20, non existedn 30   \n",
    "    def get_numeric(self):\n",
    "        ar=np.zeros((12),int)\n",
    "        for i in range(12):\n",
    "            if self.exist[i]==0:\n",
    "                ar[i]=30\n",
    "            else:\n",
    "                if self.list_cards[i].open==1:\n",
    "                    ar[i]=self.list_cards[i].number\n",
    "                else:\n",
    "                    ar[i]=20\n",
    "        return ar   "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ba80ea0c",
   "metadata": {},
   "source": [
    " I test the player class and methods below. Below I mainly check the vanishing of cards."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "37a586ac",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Player alpha is a computer in level 0. Player beta is a computer in level 0.\n",
      "[20 -1 20 20 20 20 20 11 20 20 20 20]\n",
      "alpha has 10 closed cards\n",
      "alpha has 2 open cards\n",
      "beta has 12 cards\n",
      "alpha has 12 cards\n",
      "70\n",
      "-1\n",
      "Card has Value 0 and is closed. Its position is at [210, 0]\n",
      "Card has Value 11 and is open. Its position is at [210, 50]\n",
      "Card has Value 7 and is closed. Its position is at [210, 100]\n",
      "Card has Value 5 and is open. Its position is at [210, 0]\n",
      "Card has Value 5 and is open. Its position is at [210, 50]\n",
      "Card has Value 5 and is open. Its position is at [210, 100]\n",
      "3\n",
      "[20 -1 20  5 20 20 20  5 20 20 20  5]\n",
      "0\n",
      "0\n",
      "0\n",
      "None\n",
      "None\n",
      "None\n",
      "[0, 1, 2, 4, 5, 6, 8, 9, 10]\n",
      "Card has Value 5 and is open. Its position is at [210, 0] Card has Value 5 and is open. Its position is at [210, 50] Card has Value 5 and is open. Its position is at [210, 100]\n",
      "[20 -1 20 30 20 20 20 30 20 20 20 30]\n"
     ]
    }
   ],
   "source": [
    "#recreate piles to start from normal length\n",
    "pile_closed=Pile('create_closed',False)\n",
    "pile_open=Pile('create_open',pile_closed)\n",
    "#create two players\n",
    "alpha=Player(\"alpha\",'computer',0,pile_closed)\n",
    "beta=Player(\"beta\",'computer',0,pile_closed) \n",
    "print(alpha,beta)\n",
    "#numeric output for machine learning        \n",
    "num2=alpha.get_numeric()\n",
    "print(num2)\n",
    "#checking the method which get all cards of a type, needed for the turn function \n",
    "closed=alpha.get_all_closed(silent=False)\n",
    "open2=alpha.get_all_open(silent=False)\n",
    "exist=beta.get_all_cards(silent=False)\n",
    "exist2=alpha.get_all_cards(silent=False)\n",
    "score=alpha.get_score()\n",
    "print(score)\n",
    "#checking vanishing method when none need to vanish\n",
    "check=alpha.check_vanish_cards()\n",
    "print(check)\n",
    "#all 4 options were tested\n",
    "card_1=3\n",
    "card_2=7\n",
    "card_3=11\n",
    "#print values before changing\n",
    "print(alpha.list_cards[card_1])\n",
    "print(alpha.list_cards[card_2])\n",
    "print(alpha.list_cards[card_3])\n",
    "#setting number to value\n",
    "alpha.set_value(card_1,5,True)\n",
    "alpha.set_value(card_2,5,True)\n",
    "alpha.set_value(card_3,5,True)\n",
    "#print values\n",
    "print(alpha.list_cards[card_1])\n",
    "print(alpha.list_cards[card_2])\n",
    "print(alpha.list_cards[card_3])\n",
    "##checking vanishing method when one needs to vanish\n",
    "check=alpha.check_vanish_cards()\n",
    "print(check)\n",
    "#get values\n",
    "num2=alpha.get_numeric()\n",
    "print(num2)\n",
    "#get cards which need to vanish\n",
    "card1,card2,card3=alpha.vanish_cards(check)\n",
    "#chekc whether they vanished\n",
    "print(alpha.exist[card_1])\n",
    "print(alpha.exist[card_2])\n",
    "print(alpha.exist[card_3])\n",
    "print(alpha.list_cards[card_1])\n",
    "print(alpha.list_cards[card_2])\n",
    "print(alpha.list_cards[card_3])\n",
    "#get how cards there are\n",
    "print(alpha.get_all_cards())\n",
    "#check cards\n",
    "print(card1,card2,card3)\n",
    "#check numeric \n",
    "num2=alpha.get_numeric()\n",
    "print(num2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "fa848feb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "0\n",
      "Card has Value 8 and is closed. Its position is at [0, 0]\n",
      "1\n",
      "1\n",
      "Card has Value -1 and is open. Its position is at [70, 0]\n",
      "2\n",
      "2\n",
      "Card has Value 9 and is closed. Its position is at [140, 0]\n",
      "3\n",
      "3\n",
      "None\n",
      "4\n",
      "4\n",
      "Card has Value 3 and is closed. Its position is at [0, 50]\n",
      "5\n",
      "5\n",
      "Card has Value 10 and is closed. Its position is at [70, 50]\n",
      "6\n",
      "6\n",
      "Card has Value 11 and is closed. Its position is at [140, 50]\n",
      "7\n",
      "7\n",
      "None\n",
      "8\n",
      "8\n",
      "Card has Value 4 and is closed. Its position is at [0, 100]\n",
      "9\n",
      "9\n",
      "Card has Value 6 and is closed. Its position is at [70, 100]\n",
      "10\n",
      "10\n",
      "Card has Value 2 and is closed. Its position is at [140, 100]\n",
      "11\n",
      "11\n",
      "None\n"
     ]
    }
   ],
   "source": [
    "#Here all cards are printed\n",
    "for i in range(12):\n",
    "    print(i)\n",
    "    print(exist[i])\n",
    "    print(alpha.list_cards[i])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "679e9bf8",
   "metadata": {},
   "source": [
    "Below I check the giving and taking of cards. First player to open."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "e0b293cd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " Card 1 of player: Card has Value -1 and is open. Its position is at [70, 0]\n",
      "Card has Value -1 and is open. Its position is at [70, 0]\n",
      "Card 1 of player now: None\n",
      "Top most card of open pile: Card has Value 5 and is open. Its position is at [300, 10]\n",
      "Top most card of open pile now: Card has Value -1 and is open. Its position is at [300, 10]\n"
     ]
    }
   ],
   "source": [
    "print(f\" Card 1 of player: {alpha.list_cards[1]}\")\n",
    "card_a=alpha.give_card(1)\n",
    "print(card_a)\n",
    "print(f\"Card 1 of player now: {alpha.list_cards[1]}\")\n",
    "print(f\"Top most card of open pile: {pile_open.list_cards[-1]}\")      \n",
    "pile_open.get_card(card_a)      \n",
    "print(f\"Top most card of open pile now: {pile_open.list_cards[-1]}\")  "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "810cfca7",
   "metadata": {},
   "source": [
    "Now closed pile to player. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "ad175971",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Top most card of closed pile: Card has Value 4 and is closed. Its position is at [100, 10]\n",
      "length of closed pile: 125\n",
      " Card 1 of player Card has Value 4 and is open. Its position is at [70, 0]\n",
      "Top most card of closed pile now: Card has Value 9 and is closed. Its position is at [100, 10]\n",
      "length of closed pile now: 124\n"
     ]
    }
   ],
   "source": [
    "print(f\"Top most card of closed pile: {pile_closed.list_cards[-1]}\")\n",
    "print(f\"length of closed pile: {len(pile_closed.list_cards)}\") \n",
    "card_b=pile_closed.give_card()\n",
    "alpha.get_card(card_b,1)\n",
    "print(f\" Card 1 of player {alpha.list_cards[1]}\") \n",
    "print(f\"Top most card of closed pile now: {pile_closed.list_cards[-1]}\")\n",
    "print(f\"length of closed pile now: {len(pile_closed.list_cards)}\") "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f8f5ad0c",
   "metadata": {},
   "source": [
    "Now I built the function which determines which player starts."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "3fcf6310",
   "metadata": {},
   "outputs": [],
   "source": [
    "#function which dtermines who storts\n",
    "#parameters: whether is first round of game, player_list, which player ended the last round, \n",
    "#,silent whether the result is printed on screen\n",
    "def who_starts(first,players,last_ender,silent=True):\n",
    "    #if first round of a game, player with largest sum of open values starts\n",
    "    if first==True:\n",
    "        #counter list for all players\n",
    "        counters=[]\n",
    "        for i in range(len(players)):\n",
    "            #counting for each player\n",
    "            counter=0\n",
    "            #get all open cards #get there indixes\n",
    "            open_cards=players[i].get_all_open(silent=True)\n",
    "            for j in range(len(open_cards)):\n",
    "                #get values of these cards\n",
    "                counter+=players[i].list_cards[open_cards[j]].number\n",
    "            counters.append(counter)            \n",
    "        #get maximum\n",
    "        maxc=max(counters)\n",
    "        #get index of it, not important whoch chossen when there are several\n",
    "        starter=players[counters.index(maxc)]\n",
    "        if silent==False:\n",
    "            print(\"Player \"+str(starter.name)+\" starts\")        \n",
    "        return starter \n",
    "    #otherwise the ender of the previous round starts\n",
    "    else:\n",
    "        if silent==False:\n",
    "            print(\"Player \"+str(last_ender.name)+\" starts\") \n",
    "        return last_ender                    "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9be41e0c",
   "metadata": {},
   "source": [
    "Below it is tested, all startes again to avoid the piles or player are too empty. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "96895fa5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[<__main__.Player object at 0x7f48dab8e190>, <__main__.Player object at 0x7f494483ddf0>, <__main__.Player object at 0x7f48dab8eee0>, <__main__.Player object at 0x7f48dab8ea90>]\n",
      "Player alpha is a computer in level 0.\n",
      "Player beta is a computer in level 0.\n",
      "Player gamma is a computer in level 0.\n",
      "Player delta is a computer in level 0.\n",
      "values of all players\n",
      "[ 4 20  4 20 20 20 20 20 20 20 20 20]\n",
      "[20 20  6 20 20 20 20 20  2 20 20 20]\n",
      "[20 20 10 20 20 20 20 20 20 12 20 20]\n",
      "[20 20 20 20 20 20 20 20 20 -1 10 20]\n",
      "Player gamma starts\n",
      "Player beta starts\n"
     ]
    }
   ],
   "source": [
    "pile_closed=Pile('create_closed',False)\n",
    "pile_open=Pile('create_open',pile_closed)\n",
    "alpha=Player(\"alpha\",'computer',0,pile_closed)\n",
    "beta=Player(\"beta\",'computer',0,pile_closed) \n",
    "gamma=Player(\"gamma\",'computer',0,pile_closed) \n",
    "delta=Player(\"delta\",'computer',0,pile_closed) \n",
    "#different test cases\n",
    "#players=[alpha,beta,gamma,delta]\n",
    "players=[alpha,beta,gamma,delta]\n",
    "#players=[alpha,beta]\n",
    "#players=[alpha,beta,gamma,delta,epsilon,zeta,eta,theta]\n",
    "print(players)\n",
    "for i in range(len(players)):\n",
    "    print(players[i])\n",
    "#print values\n",
    "print(\"values of all players\")\n",
    "print(alpha.get_numeric())\n",
    "print(beta.get_numeric())\n",
    "print(gamma.get_numeric())\n",
    "print(delta.get_numeric())\n",
    "#larger value option\n",
    "a=who_starts(True,players,None,False)\n",
    "#set starter option\n",
    "b=who_starts(False,players,beta,False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fb12d3d3",
   "metadata": {},
   "source": [
    "Next I build a function to make a turn, the basic unit of the game skyjo. \n",
    "This function has many mode, first I start with some computer option. Level 0 of the computer is just random and will be used to generate the data for the machine learning to be trained from. \n",
    "Level -1, -2 -3 of the computer use non randomly the different possible actions. That is mainly use to check whether the actions work. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2e173f77",
   "metadata": {},
   "source": [
    "Optionally following outout is collected  on the turn level for the machine learning. It consists of the state before the action, plus the then done actions. \n",
    "Collected are the player index [1 variable], the player state(12 variables), other player state [12*(n-1) variables], open pile state (150), closed pile length (1). The actions are boleans for take_open [1 variables] and discarding cards [1 variable]. The value of the card closed pile (set to fummy if closed is not used). Finally the index, the value and state of the choosen player card [3 variables]. That are in total 158+12*N(players)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "31b830a0",
   "metadata": {},
   "outputs": [],
   "source": [
    "#parameters: current player, all players (only needed for numeric output collection, closed_pile, discarded_pile, \n",
    "#Currently implemented mode with levels 0, -1, -2, -3\n",
    "def turn(player,players,pile,discarded,silent=True,output=False):\n",
    "    #global in_play parameter to check whether the game is over for one player\n",
    "    global in_play\n",
    "    if output==True:\n",
    "        #optionally numeric output collection\n",
    "        num=np.zeros((158+12*len(players)),int)\n",
    "        #which players turn it is\n",
    "        for i in range(len(players)):\n",
    "            if players[i]==player:\n",
    "                num[0]=i\n",
    "        #discard and closed pile properties in data collection       \n",
    "        num[1:151]=discarded.get_numeric()\n",
    "        num[151]=len(pile.list_cards)  \n",
    "        #cards of current players turn\n",
    "        num[152:164]=player.get_numeric()\n",
    "        #get of other players\n",
    "        #counting the player to insert at right place\n",
    "        player_counter=0\n",
    "        for i in range(len(players)):\n",
    "            #exclduing current player\n",
    "            if players[i]!=player:\n",
    "                player_counter+=1\n",
    "                other_player=players[i]\n",
    "                #get numeric of other players\n",
    "                num[152+player_counter*12:164+player_counter*12]=other_player.get_numeric()\n",
    "    #now choosing of actions, depends on mode and level        \n",
    "    if player.mode=='computer':\n",
    "        #in level 0 random 50% choice of action\n",
    "        if player.level==0:\n",
    "            r_number1=random.random()\n",
    "            if r_number1<0.5:\n",
    "                take_open=False\n",
    "            else:    \n",
    "                take_open=True\n",
    "        #level -1/-2/-3 have assigned choices        \n",
    "        if player.level==-1 or player.level==-2:\n",
    "            take_open=False\n",
    "        if player.level==-3:\n",
    "            take_open=True\n",
    "        #adding to numeric output\n",
    "        if output==True:\n",
    "            num[164+player_counter*12]=take_open   \n",
    "    #genenral game structure does not depend on player  mode and level  \n",
    "    if take_open==True:\n",
    "        #by design, just to have not an empty data entry in the collected data\n",
    "        discard=False\n",
    "        if output==True:\n",
    "            num[165+player_counter*12]=discard\n",
    "        if silent==False:\n",
    "            print(\"take from open swaping with own\")\n",
    "        #use method to get existing cards\n",
    "        existing=player.get_all_cards()\n",
    "        #select from them\n",
    "        #randomly for implemented levels 0\n",
    "        if player.mode=='computer':\n",
    "            if player.level>=-3 and player.level<=0:\n",
    "                #index of selected card\n",
    "                selected=random.choice(existing)\n",
    "        #get selected card        \n",
    "        card_a=player.give_card(selected)\n",
    "        if output==True:\n",
    "            #dummy for closed pile value that entry is not empty\n",
    "            num[166+player_counter*12]=30\n",
    "            # get selected card properties\n",
    "            num[167+player_counter*12]=selected\n",
    "            num[168+player_counter*12]=card_a.number\n",
    "            num[169+player_counter*12]=card_a.open\n",
    "        #exchanging cards with open pile\n",
    "        card_b=pile_open.give_card()\n",
    "        pile_open.get_card(card_a)\n",
    "        player.get_card(card_b,selected)\n",
    "        if silent==False:            \n",
    "            print(\"player \"+player.name+\" has now \"+str(player.list_cards[selected].number))\n",
    "            print(\"open Pile has now on \"+str(pile_open.list_cards[-1].number))  \n",
    "    #other options take from close pile        \n",
    "    else:\n",
    "        #currently only computer modes implemented\n",
    "        if player.mode=='computer':        \n",
    "            #in level 0 random 50% choice of sub action\n",
    "            if player.level==0:\n",
    "                r_number2=random.random()\n",
    "                if r_number2<0.5:\n",
    "                    discard=False\n",
    "                else:    \n",
    "                    discard=True\n",
    "            #other modes have always the same actions        \n",
    "            if player.level==-1 or player.level==-3:\n",
    "                discard=False\n",
    "            if player.level==-2:\n",
    "                discard=True\n",
    "        if output==True:\n",
    "            num[164+player_counter*12]=take_open     \n",
    "            num[165+player_counter*12]=discard \n",
    "        #taking if discard true\n",
    "        if discard==True:\n",
    "            if silent==False:                \n",
    "                print(\"take from closed discards it\")\n",
    "            #put card on open pile from closed\n",
    "            card_a=pile_closed.give_card()\n",
    "            if output==True:\n",
    "                #numeric output collection\n",
    "                num[166+player_counter*12]=card_a.number \n",
    "            pile_open.get_card(card_a)\n",
    "            #get lists of all closed player cards\n",
    "            closed=player.get_all_closed()\n",
    "            #computer options\n",
    "            if player.mode=='computer':  \n",
    "                #all implemented are random               \n",
    "                if player.level<=0 and player.level>=-3:\n",
    "                    selected=random.choice(closed)  \n",
    "            #that random choice is passed to collected data\n",
    "            if output==True:\n",
    "                num[167+player_counter*12]=selected\n",
    "                num[168+player_counter*12]=player.list_cards[selected].number\n",
    "                num[169+player_counter*12]=player.list_cards[selected].open    \n",
    "            #slected card is set to open    \n",
    "            player.list_cards[selected].set_state(True)\n",
    "            if silent==False:                \n",
    "                print(\"open Pile has now on top \"+str(pile_open.list_cards[-1].number))     \n",
    "        #next (last) action option swap closed pile card with own \n",
    "        else:\n",
    "            if silent==False:\n",
    "                print(\"take from closed swaps with own\")\n",
    "            #get all existing cards\n",
    "            existing=player.get_all_cards()\n",
    "            if player.mode=='computer':              \n",
    "                #randomly for all plemented levels\n",
    "                if player.level<=0 and player.level>=-3:\n",
    "                    selected=random.choice(existing)\n",
    "            #get selected card  from player      \n",
    "            card_a=player.give_card(selected)\n",
    "            #get card from closed\n",
    "            card_b=pile_closed.give_card()            \n",
    "            if output==True:\n",
    "                num[166+player_counter*12]=card_b.number\n",
    "                num[167+player_counter*12]=selected\n",
    "                num[168+player_counter*12]=card_a.number\n",
    "                num[169+player_counter*12]=card_a.open\n",
    "            #distributing the cards\n",
    "            pile_open.get_card(card_a)\n",
    "            player.get_card(card_b,selected)\n",
    "            if silent==False:                \n",
    "                print(\"player \"+player.name+\" has now \"+str(player.list_cards[selected].number))                \n",
    "                print(\"open Pile has now in top \"+str(pile_open.list_cards[-1].number))\n",
    "    #check for vanishing cards\n",
    "    van=player.check_vanish_cards()\n",
    "    #marker for card vanishing\n",
    "    card_needs_to_vanish=False\n",
    "    if van>-1:\n",
    "        card_needs_to_vanish=True\n",
    "        #cards are taken from player\n",
    "        card1,card2,card3=player.vanish_cards(van)\n",
    "        #given to open pile\n",
    "        pile_open.get_card(card1)\n",
    "        pile_open.get_card(card2)\n",
    "        pile_open.get_card(card3)\n",
    "        if silent==False:        \n",
    "            print(\"3 \"+str(card1.number)+\" vanish from Player\")\n",
    "    #refill closed pile if needed \n",
    "    pile_closed.refill(pile_open)\n",
    "    #check whether there are still closed cards \n",
    "    closed=player.get_all_closed()\n",
    "    #if not play ends for this player and marker is set to not in_play\n",
    "    if len(closed)==0:\n",
    "        in_play=False \n",
    "        if silent==False:        \n",
    "            print(\"player \"+player.name+\" opened all cards\")\n",
    "    if output==False:\n",
    "        #with no output just collected the input again (needed?)\n",
    "        return player, players, pile, discarded  \n",
    "    else:\n",
    "        #otherwise collect output and also marker on whether cards were vanished \n",
    "        #(useful to know whether enough data was collected that the machine learning can consider it)\n",
    "        return player, players, pile, discarded, num, card_needs_to_vanish"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c5d0d644",
   "metadata": {},
   "source": [
    "Now I play some turns to see whether it works. \n",
    "The numeric output for all player vakues is the state before the actions below. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "fcc3370d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "take from open swaping with own\n",
      "player alpha has now 0\n",
      "open Pile has now on 9\n",
      "number of closed cards of player alpha is 9\n",
      "full numeric output is\n",
      "[  0   0  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30 125   6  20  20  20  20  20  20  20  20   0\n",
      "  20  20   2  20  20  20   3  20  20  20  20  20  20  20   1   0  30   5\n",
      "   9   0]\n",
      "player alpha numeric output is\n",
      "[ 6 20 20 20 20 20 20 20 20  0 20 20]\n",
      "player beta numeric output is\n",
      "[ 2 20 20 20  3 20 20 20 20 20 20 20]\n",
      "take from open swaping with own\n",
      "player alpha has now 9\n",
      "open Pile has now on 0\n",
      "number of closed cards of player alpha is 8\n",
      "numeric output is\n",
      "[  0   9  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30 125   6  20  20  20  20   0  20  20  20   0\n",
      "  20  20   2  20  20  20   3  20  20  20  20  20  20  20   1   0  30   8\n",
      "   0   0]\n",
      "player alpha numeric output is\n",
      "[ 6 20 20 20 20  0 20 20 20  0 20 20]\n",
      "player beta numeric output is\n",
      "[ 2 20 20 20  3 20 20 20 20 20 20 20]\n",
      "take from closed discards it\n",
      "open Pile has now on top 1\n",
      "number of closed cards of player alpha is 7\n",
      "numeric output is\n",
      "[  0   0  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30 125   6  20  20  20  20   0  20  20   9   0\n",
      "  20  20   2  20  20  20   3  20  20  20  20  20  20  20   0   1   1   3\n",
      "   3   0]\n",
      "player alpha numeric output is\n",
      "[ 6 20 20 20 20  0 20 20  9  0 20 20]\n",
      "player beta numeric output is\n",
      "[ 2 20 20 20  3 20 20 20 20 20 20 20]\n"
     ]
    }
   ],
   "source": [
    "#first level (computer mode) 0\n",
    "pile_closed=Pile('create_closed',False)\n",
    "pile_open=Pile('create_open',pile_closed)\n",
    "alpha=Player(\"alpha\",'computer',0,pile_closed)\n",
    "beta=Player(\"beta\",'computer',0,pile_closed) \n",
    "players=[alpha,beta]\n",
    "#always same player in the testing below\n",
    "#all not silent and output collection\n",
    "player,players, pile,discarded,num,van=turn(alpha,players,pile_closed,pile_open,False,True)\n",
    "print(\"number of closed cards of player alpha is \"+str(len(alpha.get_all_closed())))\n",
    "print(\"full numeric output is\")\n",
    "print(num)\n",
    "print(\"player alpha numeric output is\")\n",
    "print(num[152:164])\n",
    "print(\"player beta numeric output is\")\n",
    "print(num[164:176])\n",
    "player,players, pile,discarded,num,van=turn(alpha,players,pile_closed,pile_open,False,True)\n",
    "print(\"number of closed cards of player alpha is \"+str(len(alpha.get_all_closed())))\n",
    "print(\"numeric output is\")\n",
    "print(num)\n",
    "print(\"player alpha numeric output is\")\n",
    "print(num[152:164])\n",
    "print(\"player beta numeric output is\")\n",
    "print(num[164:176])\n",
    "player,players, pile,discarded,num,van=turn(alpha,players,pile_closed,pile_open,False,True)\n",
    "print(\"number of closed cards of player alpha is \"+str(len(alpha.get_all_closed())))\n",
    "print(\"numeric output is\")\n",
    "print(num)\n",
    "print(\"player alpha numeric output is\")\n",
    "print(num[152:164])\n",
    "print(\"player beta numeric output is\")\n",
    "print(num[164:176])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "09c55672",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "take from closed swaps with own\n",
      "player alpha has now -1\n",
      "open Pile has now in top 2\n",
      "number of closed cards of player alpha is 9\n",
      "full numeric output is\n",
      "[  0   9  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30 125  20  20   2  20  20  20  20  20   1  20\n",
      "  20  20  20  20  20  20  20  20  20  20  20   0  20  10   0   0  -1   0\n",
      "   2   0]\n",
      "player alpha numeric output is\n",
      "[20 20  2 20 20 20 20 20  1 20 20 20]\n",
      "player beta numeric output is\n",
      "[20 20 20 20 20 20 20 20 20  0 20 10]\n",
      "take from closed swaps with own\n",
      "player alpha has now 0\n",
      "open Pile has now in top 2\n",
      "number of closed cards of player alpha is 9\n",
      "numeric output is\n",
      "[  0   2   9  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30 124  -1  20   2  20  20  20  20  20   1  20\n",
      "  20  20  20  20  20  20  20  20  20  20  20   0  20  10   0   0   0   2\n",
      "   2   1]\n",
      "player alpha numeric output is\n",
      "[-1 20  2 20 20 20 20 20  1 20 20 20]\n",
      "player beta numeric output is\n",
      "[20 20 20 20 20 20 20 20 20  0 20 10]\n",
      "take from closed swaps with own\n",
      "player alpha has now 10\n",
      "open Pile has now in top 5\n",
      "number of closed cards of player alpha is 8\n",
      "numeric output is\n",
      "[  0   2   2   9  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30 123  -1  20   0  20  20  20  20  20   1  20\n",
      "  20  20  20  20  20  20  20  20  20  20  20   0  20  10   0   0  10   5\n",
      "   5   0]\n",
      "player alpha numeric output is\n",
      "[-1 20  0 20 20 20 20 20  1 20 20 20]\n",
      "player beta numeric output is\n",
      "[20 20 20 20 20 20 20 20 20  0 20 10]\n"
     ]
    }
   ],
   "source": [
    "#level (computer mode) -1\n",
    "pile_closed=Pile('create_closed',False)\n",
    "pile_open=Pile('create_open',pile_closed)\n",
    "alpha=Player(\"alpha\",'computer',-1,pile_closed)\n",
    "beta=Player(\"beta\",'computer',-1,pile_closed) \n",
    "players=[alpha,beta]\n",
    "#always same player here\n",
    "#all not silent and output collection\n",
    "player,players, pile,discarded,num,van=turn(alpha,players,pile_closed,pile_open,False,True)\n",
    "print(\"number of closed cards of player alpha is \"+str(len(alpha.get_all_closed())))\n",
    "print(\"full numeric output is\")\n",
    "print(num)\n",
    "print(\"player alpha numeric output is\")\n",
    "print(num[152:164])\n",
    "print(\"player beta numeric output is\")\n",
    "print(num[164:176])\n",
    "player,players, pile,discarded,num,van=turn(alpha,players,pile_closed,pile_open,False,True)\n",
    "print(\"number of closed cards of player alpha is \"+str(len(alpha.get_all_closed())))\n",
    "print(\"numeric output is\")\n",
    "print(num)\n",
    "print(\"player alpha numeric output is\")\n",
    "print(num[152:164])\n",
    "print(\"player beta numeric output is\")\n",
    "print(num[164:176])\n",
    "player,players, pile,discarded,num,van=turn(alpha,players,pile_closed,pile_open,False,True)\n",
    "print(\"number of closed cards of player alpha is \"+str(len(alpha.get_all_closed())))\n",
    "print(\"numeric output is\")\n",
    "print(num)\n",
    "print(\"player alpha numeric output is\")\n",
    "print(num[152:164])\n",
    "print(\"player beta numeric output is\")\n",
    "print(num[164:176])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "3cbc29db",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "take from closed discards it\n",
      "open Pile has now on top 6\n",
      "number of closed cards of player alpha is 9\n",
      "full numeric output is\n",
      "[  0   1  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30 125  20  20  20  20  20  20  20  20  20  20\n",
      "   5   5  20  20  20  20   4  20  20  20  20  20  20   2   0   1   6   5\n",
      "   9   0]\n",
      "player alpha numeric output is\n",
      "[20 20 20 20 20 20 20 20 20 20  5  5]\n",
      "player beta numeric output is\n",
      "[20 20 20 20  4 20 20 20 20 20 20  2]\n",
      "take from closed discards it\n",
      "open Pile has now on top 4\n",
      "number of closed cards of player alpha is 8\n",
      "numeric output is\n",
      "[  0   6   1  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30 124  20  20  20  20  20   9  20  20  20  20\n",
      "   5   5  20  20  20  20   4  20  20  20  20  20  20   2   0   1   4   8\n",
      "  10   0]\n",
      "player alpha numeric output is\n",
      "[20 20 20 20 20  9 20 20 20 20  5  5]\n",
      "player beta numeric output is\n",
      "[20 20 20 20  4 20 20 20 20 20 20  2]\n",
      "take from closed discards it\n",
      "open Pile has now on top 8\n",
      "number of closed cards of player alpha is 7\n",
      "numeric output is\n",
      "[  0   4   1   6  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30 123  20  20  20  20  20   9  20  20  10  20\n",
      "   5   5  20  20  20  20   4  20  20  20  20  20  20   2   0   1   8   1\n",
      "  11   0]\n",
      "player alpha numeric output is\n",
      "[20 20 20 20 20  9 20 20 10 20  5  5]\n",
      "player beta numeric output is\n",
      "[20 20 20 20  4 20 20 20 20 20 20  2]\n"
     ]
    }
   ],
   "source": [
    "#level (computer mode) -2\n",
    "pile_closed=Pile('create_closed',False)\n",
    "pile_open=Pile('create_open',pile_closed)\n",
    "alpha=Player(\"alpha\",'computer',-2,pile_closed)\n",
    "beta=Player(\"beta\",'computer',-2,pile_closed) \n",
    "players=[alpha,beta]\n",
    "#always same player here\n",
    "#all not silent and output collection\n",
    "player,players, pile,discarded,num,van=turn(alpha,players,pile_closed,pile_open,False,True)\n",
    "print(\"number of closed cards of player alpha is \"+str(len(alpha.get_all_closed())))\n",
    "print(\"full numeric output is\")\n",
    "print(num)\n",
    "print(\"player alpha numeric output is\")\n",
    "print(num[152:164])\n",
    "print(\"player beta numeric output is\")\n",
    "print(num[164:176])\n",
    "player,players, pile,discarded,num,van=turn(alpha,players,pile_closed,pile_open,False,True)\n",
    "print(\"number of closed cards of player alpha is \"+str(len(alpha.get_all_closed())))\n",
    "print(\"numeric output is\")\n",
    "print(num)\n",
    "print(\"player alpha numeric output is\")\n",
    "print(num[152:164])\n",
    "print(\"player beta numeric output is\")\n",
    "print(num[164:176])\n",
    "player,players, pile,discarded,num,van=turn(alpha,players,pile_closed,pile_open,False,True)\n",
    "print(\"number of closed cards of player alpha is \"+str(len(alpha.get_all_closed())))\n",
    "print(\"numeric output is\")\n",
    "print(num)\n",
    "print(\"player alpha numeric output is\")\n",
    "print(num[152:164])\n",
    "print(\"player beta numeric output is\")\n",
    "print(num[164:176])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "d142ef0f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "take from open swaping with own\n",
      "player alpha has now 9\n",
      "open Pile has now on 7\n",
      "number of closed cards of player alpha is 10\n",
      "full numeric output is\n",
      "[  0   9  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30 125  20  20   8  20  20  20  20  20  20  20\n",
      "  20   7  20   7  20  20  20  20  20  20  12  20  20  20   1   0  30  11\n",
      "   7   1]\n",
      "player alpha numeric output is\n",
      "[20 20  8 20 20 20 20 20 20 20 20  7]\n",
      "player beta numeric output is\n",
      "[20  7 20 20 20 20 20 20 12 20 20 20]\n",
      "take from open swaping with own\n",
      "player alpha has now 7\n",
      "open Pile has now on 10\n",
      "number of closed cards of player alpha is 9\n",
      "numeric output is\n",
      "[  0   7  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30 125  20  20   8  20  20  20  20  20  20  20\n",
      "  20   9  20   7  20  20  20  20  20  20  12  20  20  20   1   0  30   5\n",
      "  10   0]\n",
      "player alpha numeric output is\n",
      "[20 20  8 20 20 20 20 20 20 20 20  9]\n",
      "player beta numeric output is\n",
      "[20  7 20 20 20 20 20 20 12 20 20 20]\n",
      "take from open swaping with own\n",
      "player alpha has now 10\n",
      "open Pile has now on 6\n",
      "number of closed cards of player alpha is 8\n",
      "numeric output is\n",
      "[  0  10  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30  30\n",
      "  30  30  30  30  30  30  30 125  20  20   8  20  20   7  20  20  20  20\n",
      "  20   9  20   7  20  20  20  20  20  20  12  20  20  20   1   0  30   9\n",
      "   6   0]\n",
      "player alpha numeric output is\n",
      "[20 20  8 20 20  7 20 20 20 20 20  9]\n",
      "player beta numeric output is\n",
      "[20  7 20 20 20 20 20 20 12 20 20 20]\n"
     ]
    }
   ],
   "source": [
    "#level (computer mode) -3\n",
    "pile_closed=Pile('create_closed',False)\n",
    "pile_open=Pile('create_open',pile_closed)\n",
    "alpha=Player(\"alpha\",'computer',-3,pile_closed)\n",
    "beta=Player(\"beta\",'computer',-3,pile_closed) \n",
    "players=[alpha,beta]\n",
    "#always same player here\n",
    "#all not silent and output collection\n",
    "player,players, pile,discarded,num,van=turn(alpha,players,pile_closed,pile_open,False,True)\n",
    "print(\"number of closed cards of player alpha is \"+str(len(alpha.get_all_closed())))\n",
    "print(\"full numeric output is\")\n",
    "print(num)\n",
    "print(\"player alpha numeric output is\")\n",
    "print(num[152:164])\n",
    "print(\"player beta numeric output is\")\n",
    "print(num[164:176])\n",
    "player,players, pile,discarded,num,van=turn(alpha,players,pile_closed,pile_open,False,True)\n",
    "print(\"number of closed cards of player alpha is \"+str(len(alpha.get_all_closed())))\n",
    "print(\"numeric output is\")\n",
    "print(num)\n",
    "print(\"player alpha numeric output is\")\n",
    "print(num[152:164])\n",
    "print(\"player beta numeric output is\")\n",
    "print(num[164:176])\n",
    "player,players, pile,discarded,num,van=turn(alpha,players,pile_closed,pile_open,False,True)\n",
    "print(\"number of closed cards of player alpha is \"+str(len(alpha.get_all_closed())))\n",
    "print(\"numeric output is\")\n",
    "print(num)\n",
    "print(\"player alpha numeric output is\")\n",
    "print(num[152:164])\n",
    "print(\"player beta numeric output is\")\n",
    "print(num[164:176])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4ca3e28b",
   "metadata": {},
   "source": [
    "Now I create the function for round a round of Skyjo. At the ends points are calculated. Officially several rounds are played, but a single round capters most (possible all) aspects of skyjo, thus I will partly use it to reduce complexity. The player names, nature and levels are defined as list as input for Skyjo.\n",
    "\n",
    "At the beginning of a round (or game) it is check whether the input is allowed, it need to be between 2 and 8 players and the nature and levels list need to have the same length. \n",
    "\n",
    "In addition, a level, nature (human or computer) combination need to be implemented, currently only computer of level 0, -1, -2 and -3 is implemented. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "a5145d66",
   "metadata": {},
   "outputs": [],
   "source": [
    "def allowed_modes(names,nature,levels):\n",
    "    #list of allowed computer level, no humman currently implemented\n",
    "    comp_level_list = [0,-1,-2,-3]\n",
    "    #default is true\n",
    "    allowed=True\n",
    "    #between 2 and 8 players and input lists of same length\n",
    "    if len(names)<2 or len(names)>8 or len(names)!=len(nature) or len(names)!=len(levels):\n",
    "        allowed=False\n",
    "    else:\n",
    "        for i in range(len(names)):\n",
    "            #for computer\n",
    "            if nature[i]=='computer' and any(levels[i] in comp_level_list for item in comp_level_list)==False:\n",
    "                allowed=False\n",
    "            #human is not implemented and will have different levels    \n",
    "            #for now because human not implemented    \n",
    "            if nature[i]!='computer':\n",
    "                allowed=False\n",
    "    return allowed             "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1bd53646",
   "metadata": {},
   "source": [
    "Now I test the allowed_modes function. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "57213c00",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "True\n",
      "False\n",
      "True\n",
      "False\n",
      "False\n"
     ]
    }
   ],
   "source": [
    "names=['alpha','beta','gamma']\n",
    "nature=['computer','computer','computer']\n",
    "levels=[-2,-2,-2]\n",
    "result=allowed_modes(names,nature,levels)\n",
    "print(result)\n",
    "#next test\n",
    "names=['alpha','beta','gamma']\n",
    "nature=['computer','computer','human']\n",
    "levels=[-2,-2,-2]\n",
    "result=allowed_modes(names,nature,levels)\n",
    "print(result)\n",
    "#next test\n",
    "names=['alpha','beta','gamma']\n",
    "nature=['computer','computer','computer']\n",
    "levels=[-3,-1,0]\n",
    "result=allowed_modes(names,nature,levels)\n",
    "print(result)\n",
    "#next test\n",
    "names=['alpha','beta','gamma']\n",
    "nature=['computer','computer']\n",
    "levels=[-3,-1,0]\n",
    "result=allowed_modes(names,nature,levels)\n",
    "print(result)\n",
    "#next test\n",
    "names=['alpha']\n",
    "nature=['computer','computer']\n",
    "levels=[-3,-1,0]\n",
    "result=allowed_modes(names,nature,levels)\n",
    "print(result)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d1b32ea3",
   "metadata": {},
   "source": [
    "It works. Now I implement the round function, as usual it has option for printing output, and collecting output. In addition it can also be slowed down,\n",
    "such that a human can follow the actions of the computer.  \n",
    "In the output collection it collect mainly the output from the turn function. In addition is also gets the turn number and the score. The score is is in teh same orders as the player cards, to ease analysis. \n",
    "\n",
    "For changing the order of it the helper function reorder_players is used. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "bcd39c4d",
   "metadata": {},
   "outputs": [],
   "source": [
    "#parameters index of acting player of a turn, and the result of the players (some kind of score)\n",
    "def reorder_players(player,result):\n",
    "    xx=len(result)\n",
    "    array=np.zeros((xx))    \n",
    "    #acting players\n",
    "    array[0]=result[int(player)]\n",
    "    for j in range(1,xx):\n",
    "        #get scores of following players\n",
    "        array[j]=result[int((j+player)%xx)] \n",
    "    return array    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "6808e39c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[30. 40. 50. 10. 20.]\n"
     ]
    }
   ],
   "source": [
    "#test the function\n",
    "result=[10,20,30,40,50]\n",
    "res=reorder_players(2,result)\n",
    "print(res)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "43c5f9cb",
   "metadata": {},
   "outputs": [],
   "source": [
    "#parameters: player names, modes, level (all list of same length), pause per turn (seconds can be zero), \n",
    "#whether it is first round either True, or player which starts \n",
    "#silent printing optional \n",
    "#output collection optional \n",
    "def skyjo_round(names,nature,levels,pause,first_round,silent=True,output=False):\n",
    "    #check whether input is allowed and defined\n",
    "    allowed=allowed_modes(names,nature,levels)\n",
    "    #report and abort when not defined            \n",
    "    if allowed==False:\n",
    "        print(\"The player input \\nnames:\"+str(names)+\"\\nnature:\"+str(nature)+\"\\nlevel:\"+str(levels))\n",
    "        print(\"is not allowed.\")\n",
    "    else:\n",
    "        #globals (needed?)\n",
    "        global in_play, players, pile_open, pile_closed\n",
    "        #create piles at the beggining\n",
    "        pile_closed=Pile('create_closed',False)\n",
    "        pile_open=Pile('create_open',pile_closed)\n",
    "        #counts how often cards vanish to see whethr that happens often enough for machine learning\n",
    "        vanish_count=0\n",
    "        if output==True:\n",
    "            #for output collection first a list is created which is at the end converted to an numpy array\n",
    "            outputs=[]\n",
    "        if first_round==True:\n",
    "            #In first round: create players and add the players to list \n",
    "            players=[]\n",
    "            for i in range(len(names)):\n",
    "                players.append(Player(names[i],nature[i],levels[i]))\n",
    "        for i in range(len(names)):\n",
    "            #fill Player always from pile \n",
    "            players[i].restart(pile_closed)            \n",
    "        if silent==False:\n",
    "            print(\"closed pile has \"+str(len(pile_closed.list_cards))+\" cards\")        \n",
    "        #drawing here?    does not work to be added for interactive\n",
    "        #frame.set_draw_handler(draw)\n",
    "        #determine start player in first round \n",
    "        if first_round==True:\n",
    "            if silent==False:\n",
    "                print(\"game starts\")\n",
    "            for i in range(len(players)):\n",
    "                if silent==False:\n",
    "                    print(players[i])\n",
    "            starter=who_starts(True,players,None)\n",
    "        else:\n",
    "            #could omit function in that case\n",
    "            starter=who_starts(False,players,first_round)\n",
    "            if silent==False:\n",
    "                print(\"new round starts\")\n",
    "        if silent==False: \n",
    "            print(\"Player \"+starter.name+\" starts\")\n",
    "        #index of starter player\n",
    "        idx=players.index(starter)\n",
    "        if pause>0:\n",
    "            #slow round to be able to observe in GUI or print out\n",
    "            time.sleep(pause)\n",
    "        #first turn\n",
    "        if output==False:\n",
    "            turn(starter,players,pile_closed,pile_open,silent,False)\n",
    "        else:\n",
    "            starter,players,pile,discarded,num,van=turn(starter,players,pile_closed,pile_open,silent,True)\n",
    "            #count how often card vanish in a round\n",
    "            vanish_count+=van\n",
    "            outputs.append(num)\n",
    "        if silent==False:\n",
    "            print(\"closed pile has \"+str(len(pile_closed.list_cards))+\" cards\")     \n",
    "        #counter set to index of starter, used to get index of next player\n",
    "        counter=players.index(starter)\n",
    "        #play starts\n",
    "        in_play=True\n",
    "        #index of player who finishes first with cards\n",
    "        finisher=0\n",
    "        #continue until one player finishes\n",
    "        while in_play==True:\n",
    "            #optionally slowing down\n",
    "            if pause>0:\n",
    "                time.sleep(pause)\n",
    "            #now alternating turns on all player while in play\n",
    "            counter+=1\n",
    "            player=players[counter%len(players)]\n",
    "            if silent==False:\n",
    "                print(\"next turn is of \"+player.name)            \n",
    "            if output==False:\n",
    "                #turn with and without output collectiob\n",
    "                turn(player,players,pile_closed,pile_open,silent,False)\n",
    "            else:\n",
    "                player,players, pile,discarded,num,van=turn(player,players,pile_closed,pile_open,silent,True)   \n",
    "                outputs.append(num)\n",
    "                #count how often card vanish in a round\n",
    "                vanish_count+=van\n",
    "            if silent==False:\n",
    "                print(player.name)\n",
    "                print(\"closed pile has \"+str(len(pile_closed.list_cards))+\" cards\") \n",
    "            #index of finishing players    \n",
    "            finisher=counter%len(players)        \n",
    "        #one turn of the other players at the  end\n",
    "        #last player will start next round in a game of several rounds\n",
    "        last_player=None\n",
    "        if in_play==False:\n",
    "            for i in range(len(players)-1):\n",
    "                #optional slowing\n",
    "                if pause>0:\n",
    "                    time.sleep(pause)\n",
    "                #counting to get index of players    \n",
    "                counter+=1\n",
    "                player=players[counter%len(players)]\n",
    "                #last_player will start next round in a game\n",
    "                last_player=player \n",
    "                if silent==False:\n",
    "                    print(\"next turn is of \"+player.name)\n",
    "                if output==False:\n",
    "                    player,players,pile_closed,pile_open=turn(player,players,pile_closed,pile_open,silent,False)\n",
    "                else:\n",
    "                    player,players, pile,discarded,num,van=turn(player,players,pile_closed,pile_open,silent,True)    \n",
    "                    outputs.append(num)\n",
    "                    #count how often card vanish in a round\n",
    "                    vanish_count+=van\n",
    "                if silent==False:\n",
    "                    print(\"closed pile has \"+str(len(pile_closed.list_cards))+\" cards\")\n",
    "        if silent==False:\n",
    "            print(str(counter-idx+1)+\" turns were made\")            \n",
    "  \n",
    "        #get score of round, list        \n",
    "        scores=[]\n",
    "        for i in range(len(players)):\n",
    "            #get score of each player\n",
    "            scores.append(players[i].get_score())   \n",
    "        #need to consider who finished the round\n",
    "        #if not the unique lowest (and positive) finishs first then score of the finisher is doubled\n",
    "        #not_finisher controll parameter to avoid several doublings\n",
    "        not_finisher=False\n",
    "        if scores[finisher]>0:\n",
    "            for i in range(len(players)):       \n",
    "                if i!=finisher and not_finisher==False:\n",
    "                    if scores[finisher]>=scores[i]:\n",
    "                        scores[finisher]*=2\n",
    "                        not_finisher=True\n",
    "        if silent==False:\n",
    "            print(\"score of round is \"+str(scores))\n",
    "            if output==True:\n",
    "                print(str(vanish_count)+\" times equal card vanished\")\n",
    "        if output==True: \n",
    "            #output mostly the output of the round, plus round number and \n",
    "            #at the end the scores in the same order as players in that turn\n",
    "            num2=np.zeros((len(num)+len(scores)+1,len(outputs)),int)\n",
    "            for i in range(len(outputs)):\n",
    "                num2[:len(num),i]=outputs[i]\n",
    "                #turn number\n",
    "                num2[len(num),i]=i\n",
    "                #reorder scores\n",
    "                res=reorder_players(num2[0,i],scores)\n",
    "                #pass to array\n",
    "                num2[len(num)+1:len(num)+len(scores)+1,i]=res\n",
    "        if output==False:    \n",
    "            return scores, counter-idx+1, last_player\n",
    "        else:    \n",
    "            return scores, counter-idx+1, last_player, num2, vanish_count    "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "151c9ec2",
   "metadata": {},
   "source": [
    "First I test a round with print and numerical output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "db7c12b9",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "closed pile has 113 cards\n",
      "game starts\n",
      "Player alpha is a computer in level 0.\n",
      "Player beta is a computer in level 0.\n",
      "Player gamma is a computer in level 0.\n",
      "Player alpha starts\n",
      "take from closed discards it\n",
      "open Pile has now on top 9\n",
      "closed pile has 112 cards\n",
      "next turn is of beta\n",
      "take from closed discards it\n",
      "open Pile has now on top 2\n",
      "beta\n",
      "closed pile has 111 cards\n",
      "next turn is of gamma\n",
      "take from closed swaps with own\n",
      "player gamma has now 10\n",
      "open Pile has now in top 7\n",
      "gamma\n",
      "closed pile has 110 cards\n",
      "next turn is of alpha\n",
      "take from open swaping with own\n",
      "player alpha has now 7\n",
      "open Pile has now on 2\n",
      "alpha\n",
      "closed pile has 110 cards\n",
      "next turn is of beta\n",
      "take from open swaping with own\n",
      "player beta has now 2\n",
      "open Pile has now on -2\n",
      "beta\n",
      "closed pile has 110 cards\n",
      "next turn is of gamma\n",
      "take from closed swaps with own\n",
      "player gamma has now 0\n",
      "open Pile has now in top 11\n",
      "gamma\n",
      "closed pile has 109 cards\n",
      "next turn is of alpha\n",
      "take from closed swaps with own\n",
      "player alpha has now 10\n",
      "open Pile has now in top 0\n",
      "alpha\n",
      "closed pile has 108 cards\n",
      "next turn is of beta\n",
      "take from closed discards it\n",
      "open Pile has now on top 11\n",
      "beta\n",
      "closed pile has 107 cards\n",
      "next turn is of gamma\n",
      "take from open swaping with own\n",
      "player gamma has now 11\n",
      "open Pile has now on 10\n",
      "gamma\n",
      "closed pile has 107 cards\n",
      "next turn is of alpha\n",
      "take from closed swaps with own\n",
      "player alpha has now 4\n",
      "open Pile has now in top 3\n",
      "alpha\n",
      "closed pile has 106 cards\n",
      "next turn is of beta\n",
      "take from closed discards it\n",
      "open Pile has now on top -2\n",
      "beta\n",
      "closed pile has 105 cards\n",
      "next turn is of gamma\n",
      "take from open swaping with own\n",
      "player gamma has now -2\n",
      "open Pile has now on 6\n",
      "gamma\n",
      "closed pile has 105 cards\n",
      "next turn is of alpha\n",
      "take from open swaping with own\n",
      "player alpha has now 6\n",
      "open Pile has now on 4\n",
      "alpha\n",
      "closed pile has 105 cards\n",
      "next turn is of beta\n",
      "take from open swaping with own\n",
      "player beta has now 4\n",
      "open Pile has now on 8\n",
      "beta\n",
      "closed pile has 105 cards\n",
      "next turn is of gamma\n",
      "take from closed swaps with own\n",
      "player gamma has now 6\n",
      "open Pile has now in top 12\n",
      "gamma\n",
      "closed pile has 104 cards\n",
      "next turn is of alpha\n",
      "take from closed discards it\n",
      "open Pile has now on top 8\n",
      "alpha\n",
      "closed pile has 103 cards\n",
      "next turn is of beta\n",
      "take from open swaping with own\n",
      "player beta has now 8\n",
      "open Pile has now on 5\n",
      "beta\n",
      "closed pile has 103 cards\n",
      "next turn is of gamma\n",
      "take from open swaping with own\n",
      "player gamma has now 5\n",
      "open Pile has now on -2\n",
      "gamma\n",
      "closed pile has 103 cards\n",
      "next turn is of alpha\n",
      "take from open swaping with own\n",
      "player alpha has now -2\n",
      "open Pile has now on 7\n",
      "alpha\n",
      "closed pile has 103 cards\n",
      "next turn is of beta\n",
      "take from open swaping with own\n",
      "player beta has now 7\n",
      "open Pile has now on 2\n",
      "beta\n",
      "closed pile has 103 cards\n",
      "next turn is of gamma\n",
      "take from closed discards it\n",
      "open Pile has now on top 6\n",
      "gamma\n",
      "closed pile has 102 cards\n",
      "next turn is of alpha\n",
      "take from open swaping with own\n",
      "player alpha has now 6\n",
      "open Pile has now on 6\n",
      "alpha\n",
      "closed pile has 102 cards\n",
      "next turn is of beta\n",
      "take from closed swaps with own\n",
      "player beta has now 1\n",
      "open Pile has now in top 4\n",
      "beta\n",
      "closed pile has 101 cards\n",
      "next turn is of gamma\n",
      "take from closed discards it\n",
      "open Pile has now on top 6\n",
      "gamma\n",
      "closed pile has 100 cards\n",
      "next turn is of alpha\n",
      "take from closed swaps with own\n",
      "player alpha has now 4\n",
      "open Pile has now in top 3\n",
      "alpha\n",
      "closed pile has 99 cards\n",
      "next turn is of beta\n",
      "take from closed discards it\n",
      "open Pile has now on top 0\n",
      "beta\n",
      "closed pile has 98 cards\n",
      "next turn is of gamma\n",
      "take from open swaping with own\n",
      "player gamma has now 0\n",
      "open Pile has now on 11\n",
      "gamma\n",
      "closed pile has 98 cards\n",
      "next turn is of alpha\n",
      "take from open swaping with own\n",
      "player alpha has now 11\n",
      "open Pile has now on 10\n",
      "alpha\n",
      "closed pile has 98 cards\n",
      "next turn is of beta\n",
      "take from closed discards it\n",
      "open Pile has now on top 7\n",
      "beta\n",
      "closed pile has 97 cards\n",
      "next turn is of gamma\n",
      "take from closed swaps with own\n",
      "player gamma has now -1\n",
      "open Pile has now in top 1\n",
      "gamma\n",
      "closed pile has 96 cards\n",
      "next turn is of alpha\n",
      "take from open swaping with own\n",
      "player alpha has now 1\n",
      "open Pile has now on 5\n",
      "alpha\n",
      "closed pile has 96 cards\n",
      "next turn is of beta\n",
      "take from closed swaps with own\n",
      "player beta has now 8\n",
      "open Pile has now in top 1\n",
      "beta\n",
      "closed pile has 95 cards\n",
      "next turn is of gamma\n",
      "take from closed discards it\n",
      "open Pile has now on top -1\n",
      "gamma\n",
      "closed pile has 94 cards\n",
      "next turn is of alpha\n",
      "take from open swaping with own\n",
      "player alpha has now -1\n",
      "open Pile has now on 7\n",
      "alpha\n",
      "closed pile has 94 cards\n",
      "next turn is of beta\n",
      "take from open swaping with own\n",
      "player beta has now 7\n",
      "open Pile has now on 9\n",
      "beta\n",
      "closed pile has 94 cards\n",
      "next turn is of gamma\n",
      "take from open swaping with own\n",
      "player gamma has now 9\n",
      "open Pile has now on 6\n",
      "gamma\n",
      "closed pile has 94 cards\n",
      "next turn is of alpha\n",
      "take from open swaping with own\n",
      "player alpha has now 6\n",
      "open Pile has now on -2\n",
      "alpha\n",
      "closed pile has 94 cards\n",
      "next turn is of beta\n",
      "take from open swaping with own\n",
      "player beta has now -2\n",
      "open Pile has now on 4\n",
      "beta\n",
      "closed pile has 94 cards\n",
      "next turn is of gamma\n",
      "take from closed swaps with own\n",
      "player gamma has now 0\n",
      "open Pile has now in top 9\n",
      "3 0 vanish from Player\n",
      "gamma\n",
      "closed pile has 93 cards\n",
      "next turn is of alpha\n",
      "take from closed swaps with own\n",
      "player alpha has now 12\n",
      "open Pile has now in top 11\n",
      "alpha\n",
      "closed pile has 92 cards\n",
      "next turn is of beta\n",
      "take from open swaping with own\n",
      "player beta has now 11\n",
      "open Pile has now on 8\n",
      "beta\n",
      "closed pile has 92 cards\n",
      "next turn is of gamma\n",
      "take from closed swaps with own\n",
      "player gamma has now 9\n",
      "open Pile has now in top 0\n",
      "gamma\n",
      "closed pile has 91 cards\n",
      "next turn is of alpha\n",
      "take from open swaping with own\n",
      "player alpha has now 0\n",
      "open Pile has now on 6\n",
      "alpha\n",
      "closed pile has 91 cards\n",
      "next turn is of beta\n",
      "take from closed discards it\n",
      "open Pile has now on top 11\n",
      "player beta opened all cards\n",
      "beta\n",
      "closed pile has 90 cards\n",
      "next turn is of gamma\n",
      "take from open swaping with own\n",
      "player gamma has now 11\n",
      "open Pile has now on 9\n",
      "closed pile has 90 cards\n",
      "next turn is of alpha\n",
      "take from closed swaps with own\n",
      "player alpha has now 0\n",
      "open Pile has now in top 4\n",
      "closed pile has 89 cards\n",
      "46 turns were made\n",
      "score of round is [65, 98, 48]\n",
      "1 times equal card vanished\n",
      "46 turns were made\n",
      "score of the round is [65, 98, 48]\n",
      "1 times card vanished\n",
      "indixes of players\n",
      "[0 1 2 0 1 2 0 1 2 0 1 2 0 1 2 0 1 2 0 1 2 0 1 2 0 1 2 0 1 2 0 1 2 0 1 2 0\n",
      " 1 2 0 1 2 0 1 2 0]\n",
      "scores of them\n",
      "[[65 98 48]\n",
      " [98 48 65]\n",
      " [48 65 98]\n",
      " [65 98 48]\n",
      " [98 48 65]\n",
      " [48 65 98]\n",
      " [65 98 48]\n",
      " [98 48 65]\n",
      " [48 65 98]\n",
      " [65 98 48]\n",
      " [98 48 65]\n",
      " [48 65 98]\n",
      " [65 98 48]\n",
      " [98 48 65]\n",
      " [48 65 98]\n",
      " [65 98 48]\n",
      " [98 48 65]\n",
      " [48 65 98]\n",
      " [65 98 48]\n",
      " [98 48 65]\n",
      " [48 65 98]\n",
      " [65 98 48]\n",
      " [98 48 65]\n",
      " [48 65 98]\n",
      " [65 98 48]\n",
      " [98 48 65]\n",
      " [48 65 98]\n",
      " [65 98 48]\n",
      " [98 48 65]\n",
      " [48 65 98]\n",
      " [65 98 48]\n",
      " [98 48 65]\n",
      " [48 65 98]\n",
      " [65 98 48]\n",
      " [98 48 65]\n",
      " [48 65 98]\n",
      " [65 98 48]\n",
      " [98 48 65]\n",
      " [48 65 98]\n",
      " [65 98 48]\n",
      " [98 48 65]\n",
      " [48 65 98]\n",
      " [65 98 48]\n",
      " [98 48 65]\n",
      " [48 65 98]\n",
      " [65 98 48]]\n",
      "the round needed 0.005792856216430664 seconds\n"
     ]
    }
   ],
   "source": [
    "#creates names and properties of player\n",
    "names=['alpha','beta','gamma']\n",
    "nature=['computer','computer','computer']\n",
    "levels=[0,0,0]\n",
    "start_time=time.time()\n",
    "scores,turns,last_player,num,vanish_count=skyjo_round(names,nature,levels,0,True,False,True)\n",
    "stop_time=time.time()\n",
    "print(str(turns)+\" turns were made\")\n",
    "print(\"score of the round is \"+str(scores))\n",
    "print(str(vanish_count)+\" times card vanished\")\n",
    "print(\"indixes of players\")\n",
    "print(num[0,:].T)\n",
    "print(\"scores of them\")\n",
    "print(num[len(num)-3:len(num),:].T)\n",
    "print(\"the round needed \"+str(stop_time-start_time)+\" seconds\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "990f3695",
   "metadata": {},
   "source": [
    "Now without numerical output. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "39b97f72",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "closed pile has 113 cards\n",
      "game starts\n",
      "Player alpha is a computer in level 0.\n",
      "Player beta is a computer in level 0.\n",
      "Player gamma is a computer in level 0.\n",
      "Player beta starts\n",
      "take from closed discards it\n",
      "open Pile has now on top 0\n",
      "closed pile has 112 cards\n",
      "next turn is of gamma\n",
      "take from open swaping with own\n",
      "player gamma has now 0\n",
      "open Pile has now on 0\n",
      "gamma\n",
      "closed pile has 112 cards\n",
      "next turn is of alpha\n",
      "take from open swaping with own\n",
      "player alpha has now 0\n",
      "open Pile has now on -1\n",
      "alpha\n",
      "closed pile has 112 cards\n",
      "next turn is of beta\n",
      "take from open swaping with own\n",
      "player beta has now -1\n",
      "open Pile has now on 9\n",
      "beta\n",
      "closed pile has 112 cards\n",
      "next turn is of gamma\n",
      "take from closed swaps with own\n",
      "player gamma has now 6\n",
      "open Pile has now in top 8\n",
      "gamma\n",
      "closed pile has 111 cards\n",
      "next turn is of alpha\n",
      "take from open swaping with own\n",
      "player alpha has now 8\n",
      "open Pile has now on -1\n",
      "alpha\n",
      "closed pile has 111 cards\n",
      "next turn is of beta\n",
      "take from closed swaps with own\n",
      "player beta has now 11\n",
      "open Pile has now in top 6\n",
      "beta\n",
      "closed pile has 110 cards\n",
      "next turn is of gamma\n",
      "take from closed swaps with own\n",
      "player gamma has now 12\n",
      "open Pile has now in top 10\n",
      "gamma\n",
      "closed pile has 109 cards\n",
      "next turn is of alpha\n",
      "take from open swaping with own\n",
      "player alpha has now 10\n",
      "open Pile has now on 11\n",
      "alpha\n",
      "closed pile has 109 cards\n",
      "next turn is of beta\n",
      "take from open swaping with own\n",
      "player beta has now 11\n",
      "open Pile has now on 0\n",
      "beta\n",
      "closed pile has 109 cards\n",
      "next turn is of gamma\n",
      "take from closed discards it\n",
      "open Pile has now on top 3\n",
      "gamma\n",
      "closed pile has 108 cards\n",
      "next turn is of alpha\n",
      "take from closed discards it\n",
      "open Pile has now on top 0\n",
      "alpha\n",
      "closed pile has 107 cards\n",
      "next turn is of beta\n",
      "take from closed discards it\n",
      "open Pile has now on top 3\n",
      "beta\n",
      "closed pile has 106 cards\n",
      "next turn is of gamma\n",
      "take from closed discards it\n",
      "open Pile has now on top -1\n",
      "gamma\n",
      "closed pile has 105 cards\n",
      "next turn is of alpha\n",
      "take from closed swaps with own\n",
      "player alpha has now 5\n",
      "open Pile has now in top 1\n",
      "alpha\n",
      "closed pile has 104 cards\n",
      "next turn is of beta\n",
      "take from closed discards it\n",
      "open Pile has now on top 7\n",
      "beta\n",
      "closed pile has 103 cards\n",
      "next turn is of gamma\n",
      "take from closed discards it\n",
      "open Pile has now on top 12\n",
      "gamma\n",
      "closed pile has 102 cards\n",
      "next turn is of alpha\n",
      "take from open swaping with own\n",
      "player alpha has now 12\n",
      "open Pile has now on 10\n",
      "alpha\n",
      "closed pile has 102 cards\n",
      "next turn is of beta\n",
      "take from open swaping with own\n",
      "player beta has now 10\n",
      "open Pile has now on 11\n",
      "beta\n",
      "closed pile has 102 cards\n",
      "next turn is of gamma\n",
      "take from closed discards it\n",
      "open Pile has now on top 0\n",
      "gamma\n",
      "closed pile has 101 cards\n",
      "next turn is of alpha\n",
      "take from open swaping with own\n",
      "player alpha has now 0\n",
      "open Pile has now on 6\n",
      "alpha\n",
      "closed pile has 101 cards\n",
      "next turn is of beta\n",
      "take from open swaping with own\n",
      "player beta has now 6\n",
      "open Pile has now on -1\n",
      "beta\n",
      "closed pile has 101 cards\n",
      "next turn is of gamma\n",
      "take from open swaping with own\n",
      "player gamma has now -1\n",
      "open Pile has now on 6\n",
      "gamma\n",
      "closed pile has 101 cards\n",
      "next turn is of alpha\n",
      "take from open swaping with own\n",
      "player alpha has now 6\n",
      "open Pile has now on 11\n",
      "alpha\n",
      "closed pile has 101 cards\n",
      "next turn is of beta\n",
      "take from closed swaps with own\n",
      "player beta has now 3\n",
      "open Pile has now in top 11\n",
      "beta\n",
      "closed pile has 100 cards\n",
      "next turn is of gamma\n",
      "take from closed discards it\n",
      "open Pile has now on top 4\n",
      "gamma\n",
      "closed pile has 99 cards\n",
      "next turn is of alpha\n",
      "take from open swaping with own\n",
      "player alpha has now 4\n",
      "open Pile has now on 0\n",
      "alpha\n",
      "closed pile has 99 cards\n",
      "next turn is of beta\n",
      "take from open swaping with own\n",
      "player beta has now 0\n",
      "open Pile has now on 0\n",
      "beta\n",
      "closed pile has 99 cards\n",
      "next turn is of gamma\n",
      "take from closed discards it\n",
      "open Pile has now on top 12\n",
      "gamma\n",
      "closed pile has 98 cards\n",
      "next turn is of alpha\n",
      "take from open swaping with own\n",
      "player alpha has now 12\n",
      "open Pile has now on 5\n",
      "alpha\n",
      "closed pile has 98 cards\n",
      "next turn is of beta\n",
      "take from closed swaps with own\n",
      "player beta has now -1\n",
      "open Pile has now in top 5\n",
      "beta\n",
      "closed pile has 97 cards\n",
      "next turn is of gamma\n",
      "take from closed discards it\n",
      "open Pile has now on top 0\n",
      "gamma\n",
      "closed pile has 96 cards\n",
      "next turn is of alpha\n",
      "take from closed discards it\n",
      "open Pile has now on top 4\n",
      "alpha\n",
      "closed pile has 95 cards\n",
      "next turn is of beta\n",
      "take from closed swaps with own\n",
      "player beta has now 5\n",
      "open Pile has now in top 9\n",
      "beta\n",
      "closed pile has 94 cards\n",
      "next turn is of gamma\n",
      "take from open swaping with own\n",
      "player gamma has now 9\n",
      "open Pile has now on 0\n",
      "gamma\n",
      "closed pile has 94 cards\n",
      "next turn is of alpha\n",
      "take from closed discards it\n",
      "open Pile has now on top 7\n",
      "alpha\n",
      "closed pile has 93 cards\n",
      "next turn is of beta\n",
      "take from open swaping with own\n",
      "player beta has now 7\n",
      "open Pile has now on 0\n",
      "beta\n",
      "closed pile has 93 cards\n",
      "next turn is of gamma\n",
      "take from open swaping with own\n",
      "player gamma has now 0\n",
      "open Pile has now on 12\n",
      "gamma\n",
      "closed pile has 93 cards\n",
      "next turn is of alpha\n",
      "take from open swaping with own\n",
      "player alpha has now 12\n",
      "open Pile has now on 2\n",
      "alpha\n",
      "closed pile has 93 cards\n",
      "next turn is of beta\n",
      "take from closed discards it\n",
      "open Pile has now on top 3\n",
      "beta\n",
      "closed pile has 92 cards\n",
      "next turn is of gamma\n",
      "take from open swaping with own\n",
      "player gamma has now 3\n",
      "open Pile has now on 7\n",
      "gamma\n",
      "closed pile has 92 cards\n",
      "next turn is of alpha\n",
      "take from open swaping with own\n",
      "player alpha has now 7\n",
      "open Pile has now on 7\n",
      "alpha\n",
      "closed pile has 92 cards\n",
      "next turn is of beta\n",
      "take from open swaping with own\n",
      "player beta has now 7\n",
      "open Pile has now on 11\n",
      "beta\n",
      "closed pile has 92 cards\n",
      "next turn is of gamma\n",
      "take from open swaping with own\n",
      "player gamma has now 11\n",
      "open Pile has now on 2\n",
      "gamma\n",
      "closed pile has 92 cards\n",
      "next turn is of alpha\n",
      "take from closed swaps with own\n",
      "player alpha has now 9\n",
      "open Pile has now in top 12\n",
      "alpha\n",
      "closed pile has 91 cards\n",
      "next turn is of beta\n",
      "take from open swaping with own\n",
      "player beta has now 12\n",
      "open Pile has now on 10\n",
      "beta\n",
      "closed pile has 91 cards\n",
      "next turn is of gamma\n",
      "take from closed discards it\n",
      "open Pile has now on top 1\n",
      "player gamma opened all cards\n",
      "gamma\n",
      "closed pile has 90 cards\n",
      "next turn is of alpha\n",
      "take from closed swaps with own\n",
      "player alpha has now 1\n",
      "open Pile has now in top 0\n",
      "closed pile has 89 cards\n",
      "next turn is of beta\n",
      "take from open swaping with own\n",
      "player beta has now 0\n",
      "open Pile has now on 7\n",
      "closed pile has 89 cards\n",
      "49 turns were made\n",
      "score of round is [75, 57, 130]\n",
      "49 turns were made\n",
      "score of the round is [75, 57, 130]\n",
      "closed pile has 113 cards\n",
      "game starts\n",
      "Player alpha is a computer in level 0.\n",
      "Player beta is a computer in level 0.\n",
      "Player gamma is a computer in level 0.\n",
      "Player alpha starts\n",
      "take from closed discards it\n",
      "open Pile has now on top 5\n",
      "closed pile has 112 cards\n",
      "next turn is of beta\n",
      "take from closed swaps with own\n",
      "player beta has now 4\n",
      "open Pile has now in top -1\n",
      "beta\n",
      "closed pile has 111 cards\n",
      "next turn is of gamma\n",
      "take from open swaping with own\n",
      "player gamma has now -1\n",
      "open Pile has now on 10\n",
      "gamma\n",
      "closed pile has 111 cards\n",
      "next turn is of alpha\n",
      "take from closed swaps with own\n",
      "player alpha has now 5\n",
      "open Pile has now in top 11\n",
      "alpha\n",
      "closed pile has 110 cards\n",
      "next turn is of beta\n",
      "take from open swaping with own\n",
      "player beta has now 11\n",
      "open Pile has now on 4\n",
      "beta\n",
      "closed pile has 110 cards\n",
      "next turn is of gamma\n",
      "take from closed swaps with own\n",
      "player gamma has now 8\n",
      "open Pile has now in top 2\n",
      "gamma\n",
      "closed pile has 109 cards\n",
      "next turn is of alpha\n",
      "take from open swaping with own\n",
      "player alpha has now 2\n",
      "open Pile has now on -1\n",
      "alpha\n",
      "closed pile has 109 cards\n",
      "next turn is of beta\n",
      "take from closed discards it\n",
      "open Pile has now on top 0\n",
      "beta\n",
      "closed pile has 108 cards\n",
      "next turn is of gamma\n",
      "take from open swaping with own\n",
      "player gamma has now 0\n",
      "open Pile has now on 10\n",
      "gamma\n",
      "closed pile has 108 cards\n",
      "next turn is of alpha\n",
      "take from open swaping with own\n",
      "player alpha has now 10\n",
      "open Pile has now on 9\n",
      "alpha\n",
      "closed pile has 108 cards\n",
      "next turn is of beta\n",
      "take from closed swaps with own\n",
      "player beta has now 5\n",
      "open Pile has now in top 0\n",
      "beta\n",
      "closed pile has 107 cards\n",
      "next turn is of gamma\n",
      "take from open swaping with own\n",
      "player gamma has now 0\n",
      "open Pile has now on 0\n",
      "gamma\n",
      "closed pile has 107 cards\n",
      "next turn is of alpha\n",
      "take from closed swaps with own\n",
      "player alpha has now 8\n",
      "open Pile has now in top 4\n",
      "alpha\n",
      "closed pile has 106 cards\n",
      "next turn is of beta\n",
      "take from closed discards it\n",
      "open Pile has now on top 11\n",
      "beta\n",
      "closed pile has 105 cards\n",
      "next turn is of gamma\n",
      "take from open swaping with own\n",
      "player gamma has now 11\n",
      "open Pile has now on 3\n",
      "gamma\n",
      "closed pile has 105 cards\n",
      "next turn is of alpha\n",
      "take from open swaping with own\n",
      "player alpha has now 3\n",
      "open Pile has now on 6\n",
      "alpha\n",
      "closed pile has 105 cards\n",
      "next turn is of beta\n",
      "take from open swaping with own\n",
      "player beta has now 6\n",
      "open Pile has now on 7\n",
      "beta\n",
      "closed pile has 105 cards\n",
      "next turn is of gamma\n",
      "take from open swaping with own\n",
      "player gamma has now 7\n",
      "open Pile has now on 11\n",
      "gamma\n",
      "closed pile has 105 cards\n",
      "next turn is of alpha\n",
      "take from closed swaps with own\n",
      "player alpha has now 7\n",
      "open Pile has now in top 12\n",
      "alpha\n",
      "closed pile has 104 cards\n",
      "next turn is of beta\n",
      "take from open swaping with own\n",
      "player beta has now 12\n",
      "open Pile has now on 0\n",
      "beta\n",
      "closed pile has 104 cards\n",
      "next turn is of gamma\n",
      "take from closed swaps with own\n",
      "player gamma has now 12\n",
      "open Pile has now in top 0\n",
      "gamma\n",
      "closed pile has 103 cards\n",
      "next turn is of alpha\n",
      "take from closed discards it\n",
      "open Pile has now on top 10\n",
      "alpha\n",
      "closed pile has 102 cards\n",
      "next turn is of beta\n",
      "take from closed discards it\n",
      "open Pile has now on top 2\n",
      "beta\n",
      "closed pile has 101 cards\n",
      "next turn is of gamma\n",
      "take from open swaping with own\n",
      "player gamma has now 2\n",
      "open Pile has now on 12\n",
      "gamma\n",
      "closed pile has 101 cards\n",
      "next turn is of alpha\n",
      "take from open swaping with own\n",
      "player alpha has now 12\n",
      "open Pile has now on -2\n",
      "alpha\n",
      "closed pile has 101 cards\n",
      "next turn is of beta\n",
      "take from open swaping with own\n",
      "player beta has now -2\n",
      "open Pile has now on 4\n",
      "beta\n",
      "closed pile has 101 cards\n",
      "next turn is of gamma\n",
      "take from closed discards it\n",
      "open Pile has now on top 1\n",
      "gamma\n",
      "closed pile has 100 cards\n",
      "next turn is of alpha\n",
      "take from closed discards it\n",
      "open Pile has now on top 3\n",
      "alpha\n",
      "closed pile has 99 cards\n",
      "next turn is of beta\n",
      "take from closed discards it\n",
      "open Pile has now on top 11\n",
      "beta\n",
      "closed pile has 98 cards\n",
      "next turn is of gamma\n",
      "take from open swaping with own\n",
      "player gamma has now 11\n",
      "open Pile has now on 2\n",
      "gamma\n",
      "closed pile has 98 cards\n",
      "next turn is of alpha\n",
      "take from closed discards it\n",
      "open Pile has now on top 3\n",
      "player alpha opened all cards\n",
      "alpha\n",
      "closed pile has 97 cards\n",
      "next turn is of beta\n",
      "take from closed discards it\n",
      "open Pile has now on top -1\n",
      "closed pile has 96 cards\n",
      "next turn is of gamma\n",
      "take from closed swaps with own\n",
      "player gamma has now 3\n",
      "open Pile has now in top 8\n",
      "closed pile has 95 cards\n",
      "33 turns were made\n",
      "score of round is [132, 78, 52]\n",
      "0 times equal card vanished\n",
      "33 turns were made\n",
      "score of the round is [132, 78, 52]\n",
      "0 times card vanished\n",
      "indixes of players\n",
      "[0 1 2 0 1 2 0 1 2 0 1 2 0 1 2 0 1 2 0 1 2 0 1 2 0 1 2 0 1 2 0 1 2]\n",
      "scores of them\n",
      "[[132  78  52]\n",
      " [ 78  52 132]\n",
      " [ 52 132  78]\n",
      " [132  78  52]\n",
      " [ 78  52 132]\n",
      " [ 52 132  78]\n",
      " [132  78  52]\n",
      " [ 78  52 132]\n",
      " [ 52 132  78]\n",
      " [132  78  52]\n",
      " [ 78  52 132]\n",
      " [ 52 132  78]\n",
      " [132  78  52]\n",
      " [ 78  52 132]\n",
      " [ 52 132  78]\n",
      " [132  78  52]\n",
      " [ 78  52 132]\n",
      " [ 52 132  78]\n",
      " [132  78  52]\n",
      " [ 78  52 132]\n",
      " [ 52 132  78]\n",
      " [132  78  52]\n",
      " [ 78  52 132]\n",
      " [ 52 132  78]\n",
      " [132  78  52]\n",
      " [ 78  52 132]\n",
      " [ 52 132  78]\n",
      " [132  78  52]\n",
      " [ 78  52 132]\n",
      " [ 52 132  78]\n",
      " [132  78  52]\n",
      " [ 78  52 132]\n",
      " [ 52 132  78]]\n",
      "the round needed 0.00419163703918457 seconds\n"
     ]
    }
   ],
   "source": [
    "#creates names and properties of player\n",
    "names=['alpha','beta','gamma']\n",
    "nature=['computer','computer','computer']\n",
    "levels=[0,0,0]\n",
    "start_time=time.time()\n",
    "scores,turns,last_player=skyjo_round(names,nature,levels,0,True,False,False)\n",
    "stop_time=time.time()\n",
    "print(str(turns)+\" turns were made\")\n",
    "print(\"score of the round is \"+str(scores))\n",
    "#creates names and properties of player\n",
    "names=['alpha','beta','gamma']\n",
    "nature=['computer','computer','computer']\n",
    "levels=[0,0,0]\n",
    "start_time=time.time()\n",
    "scores,turns,last_player,num,vanish_count=skyjo_round(names,nature,levels,0,True,False,True)\n",
    "stop_time=time.time()\n",
    "print(str(turns)+\" turns were made\")\n",
    "print(\"score of the round is \"+str(scores))\n",
    "print(str(vanish_count)+\" times card vanished\")\n",
    "print(\"indixes of players\")\n",
    "print(num[0,:].T)\n",
    "print(\"scores of them\")\n",
    "print(num[len(num)-3:len(num),:].T)\n",
    "#counter now fine, refill now also implemented (rarely needed for 2 player but will be important for more)\n",
    "print(\"the round needed \"+str(stop_time-start_time)+\" seconds\") #it got slower somehow #it got slower somehow is about twice as fast"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3cb11feb",
   "metadata": {},
   "source": [
    "Now many rounds silent to see whether it terminates sometimes. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "4f13b2ba",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "run number 999\n",
      "a round needed 0.0009455711841583252 seconds\n",
      "minimum, mean, maximum number of turns\n",
      "41.0 59.792 94.0\n"
     ]
    }
   ],
   "source": [
    "#testing all modes\n",
    "names=['alpha','beta','gamma','delta']\n",
    "nature=['computer','computer','computer','computer']\n",
    "levels=[0,0,0,0]\n",
    "nn=int(1000)\n",
    "result=np.zeros((len(names)+2,nn))\n",
    "start_time=time.time()\n",
    "for i in range(nn):\n",
    "    print(f\"run number {i}\")\n",
    "    scores,turns,last_player=skyjo_round(names,nature,levels,0,True,True,False) \n",
    "    for j in range(len(names)):\n",
    "        result[j,i]=scores[j]\n",
    "    result[len(names),i]=turns\n",
    "stop_time=time.time()\n",
    "print(\"a round needed \"+str((stop_time-start_time)/nn)+\" seconds\")\n",
    "print(\"minimum, mean, maximum number of turns\")\n",
    "print(min(result[len(names)]),np.mean(result[len(names)]),max(result[len(names)]))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4095b1bc",
   "metadata": {},
   "source": [
    "Now many rounds with output. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "5849b029",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "a round needed 0.00317226402759552 seconds\n",
      "minimum, mean, maximum number of turns\n",
      "40.0 59.4499 98.0\n",
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     ]
    }
   ],
   "source": [
    "names=['alpha','beta','gamma','delta']\n",
    "nature=['computer','computer','computer','computer']\n",
    "levels=[0,0,0,0]\n",
    "nn=int(10000)\n",
    "result=np.zeros((len(names)+2,nn))\n",
    "start_time=time.time()\n",
    "for i in range(nn):\n",
    "    print(f\"run number {i}\")\n",
    "    scores,turns,last_player,numeric,van_count=skyjo_round(names,nature,levels,0,True,True,True) \n",
    "    for j in range(len(names)):\n",
    "        result[j,i]=scores[j]\n",
    "    result[len(names),i]=turns\n",
    "    result[len(names)+1,i]=van_count\n",
    "stop_time=time.time()\n",
    "print(\"a round needed \"+str((stop_time-start_time)/nn)+\" seconds\")\n",
    "print(\"minimum, mean, maximum number of turns\")\n",
    "print(min(result[len(names)]),np.mean(result[len(names)]),max(result[len(names)]))\n",
    "print(\"minimum, mean, maximum number and total number of vanishing cards events\")\n",
    "print(min(result[len(names)+1]),np.mean(result[len(names)+1]),max(result[len(names)+1]),sum(result[len(names)+1]))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cb7beab2",
   "metadata": {},
   "source": [
    "A function takes longer with output and  even more with prints. Still, for 4 players of computer level 0 it only takes 3.4 millisceond per round, not much. \n",
    "A vanishing event happens about 0.077 times per round for 4 players of computer level 0. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b77f07f1",
   "metadata": {},
   "source": [
    "As the  next step I add the function to play full game which can consist of several rounds. A game ends when one player has 100 points of more.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "821a427b",
   "metadata": {},
   "outputs": [],
   "source": [
    "#parameters: player names, modes, level (all list of same length),\n",
    "#pause length (can be zero) \n",
    "#printing optional \n",
    "#output collection optional \n",
    "def skyjo_game(names,nature,levels,pause,silent=True,output=False):\n",
    "    #check whether parameters are allowed and defined)\n",
    "    allowed=allowed_modes(names,nature,levels)\n",
    "    #report and abort when not defined            \n",
    "    if allowed==False:\n",
    "        print(\"The player input \\nnames:\"+str(names)+\"\\nnature:\"+str(nature)+\"\\nlevel:\"+str(levels))\n",
    "        print(\"is not allowed.\")\n",
    "    else:\n",
    "        #play the game\n",
    "        #total book keeping round and score (list of player length)\n",
    "        round_counter=0\n",
    "        tot_score=[]\n",
    "        #starts at zero\n",
    "        for i in range(len(names)):\n",
    "            tot_score.append(0)\n",
    "        #marker for game over   \n",
    "        over=False\n",
    "        #create players and add to list\n",
    "        players=[]\n",
    "        #for output collection first a list which is at the end converted to array\n",
    "        for i in range(len(names)):\n",
    "            #player nature creation\n",
    "            players.append(Player(names[i],nature[i],levels[i]))\n",
    "        if output==False:\n",
    "            score,turns,last_player=skyjo_round(names,nature,levels,pause,True,True,output) \n",
    "        else:\n",
    "            #for output collection first a list which is at the end converted to array\n",
    "            outputs=[]\n",
    "            #adding counts of vanishing card events\n",
    "            van_count=0\n",
    "            score,turns,last_player,num,van=skyjo_round(names,nature,levels,pause,True,True,output)   \n",
    "            outputs.append(num)\n",
    "            van_count=van \n",
    "        if silent==False:\n",
    "            print(\"New Skyjo game\")\n",
    "            print(\"first round\")\n",
    "            print(\"score is \"+str(score))\n",
    "        \n",
    "        for i in range(len(tot_score)):\n",
    "            tot_score[i]+=score[i]\n",
    "        if max(tot_score)>=100:\n",
    "            over=True\n",
    "        else:\n",
    "            #more rounds until first player has at least 100\n",
    "            while max(tot_score)<100:\n",
    "                round_counter+=1\n",
    "                if silent==False:\n",
    "                    print(\"playing round \"+str(round_counter+1))\n",
    "                if output==False:\n",
    "                    score,turns,last_player=skyjo_round(names,nature,levels,pause,last_player,True,output)\n",
    "                else: \n",
    "                    score,turns,last_player,num,can=skyjo_round(names,nature,levels,pause,last_player,True,output)\n",
    "                    outputs.append(num)\n",
    "                    van_count+=van\n",
    "                for i in range(len(tot_score)):\n",
    "                    tot_score[i]+=score[i] \n",
    "                if silent==False:\n",
    "                   print(\"current score is \"+str(tot_score))   \n",
    "            else:\n",
    "                over=True\n",
    "        if over==True:\n",
    "            if silent==False:\n",
    "                print(\"game is over\")   \n",
    "            winner=[]    \n",
    "            for i in range(len(players)):\n",
    "                if tot_score[i]==min(tot_score):\n",
    "                    winner.append(1)\n",
    "                    if silent==False:\n",
    "                        print(\"Player \"+players[i].name+\" won\")    \n",
    "                else:\n",
    "                    winner.append(0)\n",
    "            if output==True:\n",
    "                #combine outputs in one array \n",
    "                #figure out size of it \n",
    "                row_counter=0\n",
    "                for i in range(round_counter+1):\n",
    "                    row_counter+=outputs[i].shape[1]\n",
    "                #final numeric output\n",
    "                #include besides propagate of round also round number, and reordered to player winner vector \n",
    "                final=np.zeros((outputs[0].shape[0]+1+len(players),row_counter),int)\n",
    "                row_counter=0\n",
    "                for i in range(round_counter+1):\n",
    "                    final[0:outputs[0].shape[0],row_counter:row_counter+outputs[i].shape[1]]=outputs[i]\n",
    "                    for j in range(outputs[i].shape[1]):\n",
    "                        final[outputs[0].shape[0],row_counter+j]=i\n",
    "                        #reorder to the winner to the player order\n",
    "                        final[outputs[0].shape[0]+1:outputs[0].shape[0]+len(players)+1,row_counter+j]=reorder_players(final[0,row_counter+j],winner)\n",
    "                    row_counter+=outputs[i].shape[1] \n",
    "                return final, winner, van_count\n",
    "            else:\n",
    "                #no numeric, output just winner\n",
    "                return winner"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "798d237d",
   "metadata": {},
   "source": [
    "Now I test the function with print and with less output. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "b6f665b1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['alpha', 'beta'] ['computer', 'computer'] [-3, -1]\n",
      "New Skyjo game\n",
      "first round\n",
      "score is [40, 57]\n",
      "playing round 2\n",
      "current score is [105, 103]\n",
      "game is over\n",
      "Player beta won\n"
     ]
    }
   ],
   "source": [
    "names=['alpha','beta']\n",
    "nature=['computer','computer']\n",
    "levels=[-3,-1]\n",
    "print(names,nature,levels)\n",
    "winner=skyjo_game(names,nature,levels,0,False,False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fe0d69d6",
   "metadata": {},
   "source": [
    "Now with numeric output."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "id": "82fe538d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['alpha', 'beta', 'gamma'] ['computer', 'computer', 'computer'] [0, 0, 0]\n"
     ]
    }
   ],
   "source": [
    "names=['alpha','beta','gamma']\n",
    "nature=['computer','computer','computer']\n",
    "levels=[0,0,0]\n",
    "print(names,nature,levels)\n",
    "numeric,winner,van_count=skyjo_game(names,nature,levels,0,True,True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "id": "8ea73593",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "winner vector\n",
      "[1, 0, 0]\n",
      "number of vanishing cards events\n",
      "0\n",
      "shape of numeric array\n",
      "(202, 99)\n",
      "acting player, score of round, round number, winner vector\n",
      "2 [86 57 53  0  0  1  0]\n",
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      "2 [86 57 53  0  0  1  0]\n",
      "0 [57 53 86  0  1  0  0]\n",
      "1 [53 86 57  0  0  0  1]\n",
      "2 [86 57 53  0  0  1  0]\n",
      "0 [57 53 86  0  1  0  0]\n",
      "1 [53 86 57  0  0  0  1]\n",
      "2 [86 57 53  0  0  1  0]\n",
      "0 [57 53 86  0  1  0  0]\n",
      "1 [53 86 57  0  0  0  1]\n",
      "2 [86 57 53  0  0  1  0]\n",
      "0 [57 53 86  0  1  0  0]\n",
      "1 [53 86 57  0  0  0  1]\n",
      "2 [86 57 53  0  0  1  0]\n",
      "0 [57 53 86  0  1  0  0]\n",
      "1 [53 86 57  0  0  0  1]\n",
      "2 [86 57 53  0  0  1  0]\n",
      "0 [57 53 86  0  1  0  0]\n",
      "1 [53 86 57  0  0  0  1]\n",
      "2 [86 57 53  0  0  1  0]\n",
      "0 [57 53 86  0  1  0  0]\n",
      "1 [53 86 57  0  0  0  1]\n",
      "2 [86 57 53  0  0  1  0]\n",
      "0 [57 53 86  0  1  0  0]\n",
      "1 [53 86 57  0  0  0  1]\n",
      "2 [86 57 53  0  0  1  0]\n",
      "0 [57 53 86  0  1  0  0]\n",
      "1 [53 86 57  0  0  0  1]\n",
      "2 [86 57 53  0  0  1  0]\n",
      "0 [57 53 86  0  1  0  0]\n",
      "1 [53 86 57  0  0  0  1]\n",
      "2 [86 57 53  0  0  1  0]\n",
      "0 [57 53 86  0  1  0  0]\n",
      "1 [53 86 57  0  0  0  1]\n",
      "2 [86 57 53  0  0  1  0]\n",
      "0 [57 53 86  0  1  0  0]\n",
      "1 [53 86 57  0  0  0  1]\n",
      "2 [86 57 53  0  0  1  0]\n",
      "0 [57 53 86  0  1  0  0]\n",
      "1 [53 86 57  0  0  0  1]\n",
      "2 [86 57 53  0  0  1  0]\n",
      "0 [57 53 86  0  1  0  0]\n",
      "1 [53 86 57  0  0  0  1]\n",
      "2 [86 57 53  0  0  1  0]\n",
      "0 [57 53 86  0  1  0  0]\n",
      "1 [53 86 57  0  0  0  1]\n",
      "2 [86 57 53  0  0  1  0]\n",
      "0 [57 53 86  0  1  0  0]\n",
      "0 [ 40 128  88   1   1   0   0]\n",
      "1 [128  88  40   1   0   0   1]\n",
      "2 [ 88  40 128   1   0   1   0]\n",
      "0 [ 40 128  88   1   1   0   0]\n",
      "1 [128  88  40   1   0   0   1]\n",
      "2 [ 88  40 128   1   0   1   0]\n",
      "0 [ 40 128  88   1   1   0   0]\n",
      "1 [128  88  40   1   0   0   1]\n",
      "2 [ 88  40 128   1   0   1   0]\n",
      "0 [ 40 128  88   1   1   0   0]\n",
      "1 [128  88  40   1   0   0   1]\n",
      "2 [ 88  40 128   1   0   1   0]\n",
      "0 [ 40 128  88   1   1   0   0]\n",
      "1 [128  88  40   1   0   0   1]\n",
      "2 [ 88  40 128   1   0   1   0]\n",
      "0 [ 40 128  88   1   1   0   0]\n",
      "1 [128  88  40   1   0   0   1]\n",
      "2 [ 88  40 128   1   0   1   0]\n",
      "0 [ 40 128  88   1   1   0   0]\n",
      "1 [128  88  40   1   0   0   1]\n",
      "2 [ 88  40 128   1   0   1   0]\n",
      "0 [ 40 128  88   1   1   0   0]\n",
      "1 [128  88  40   1   0   0   1]\n",
      "2 [ 88  40 128   1   0   1   0]\n",
      "0 [ 40 128  88   1   1   0   0]\n",
      "1 [128  88  40   1   0   0   1]\n",
      "2 [ 88  40 128   1   0   1   0]\n",
      "0 [ 40 128  88   1   1   0   0]\n",
      "1 [128  88  40   1   0   0   1]\n",
      "2 [ 88  40 128   1   0   1   0]\n",
      "0 [ 40 128  88   1   1   0   0]\n",
      "1 [128  88  40   1   0   0   1]\n",
      "2 [ 88  40 128   1   0   1   0]\n",
      "0 [ 40 128  88   1   1   0   0]\n",
      "1 [128  88  40   1   0   0   1]\n",
      "2 [ 88  40 128   1   0   1   0]\n",
      "0 [ 40 128  88   1   1   0   0]\n",
      "1 [128  88  40   1   0   0   1]\n",
      "2 [ 88  40 128   1   0   1   0]\n",
      "0 [ 40 128  88   1   1   0   0]\n"
     ]
    }
   ],
   "source": [
    "print(\"winner vector\")\n",
    "print(winner)\n",
    "print (\"number of vanishing cards events\")\n",
    "print(van_count)\n",
    "print(\"shape of numeric array\")\n",
    "print(numeric.shape)\n",
    "print(\"acting player, score of round, round number, winner vector\")\n",
    "for i in range(numeric.shape[1]):\n",
    "    print(numeric[0,i],numeric[195:204,i])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "442957e4",
   "metadata": {},
   "source": [
    "The game function and its output works. \n",
    "The current state of above clases and functions is also in skyjo_functions1.py"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55f68219",
   "metadata": {},
   "source": [
    "Below I build the function to draw the results in the GUI  screen. It is not yet fully working, it is not needed for tarining the computer. It will further developed elsewhere."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d862f422",
   "metadata": {},
   "outputs": [],
   "source": [
    "# draw function\n",
    "def draw(canvas):\n",
    "    global pile_open,pile_closed, players\n",
    "    #display the top most card\n",
    "    p_open=pile_open.list_cards[-1]\n",
    "    p_closed=pile_closed.list_cards[-1]\n",
    "    # test to make sure that card.draw works\n",
    "    p_open.draw(canvas)\n",
    "    p_closed.draw(canvas)\n",
    "    for i in range(len(players)):\n",
    "        for j in range(12):\n",
    "            #only cards which exist are drawn:\n",
    "            if players[i].exist[j]==1:\n",
    "                card=players[i].list_cards[j]\n",
    "                if len(players)==2:\n",
    "                    drawpos=list(card.position)\n",
    "                    drawpos[0]=i*290+players[i].positionx[j]\n",
    "                    drawpos[1]=100+players[i].positiony[j]\n",
    "                    card.set_position(drawpos)\n",
    "                    card.draw(canvas)\n",
    "                    canvas.draw_text(players[i].name,(100+(i%2)*290,180*(1+(i//2))+90),15,'Black')\n",
    "                if abs(len(players)-3.5)==0.5:\n",
    "                    drawpos=list(card.position)\n",
    "                    drawpos[0]=(i%2)*290+players[i].positionx[j]\n",
    "                    drawpos[1]=180*(i//2)+100+players[i].positiony[j]\n",
    "                    card.set_position(drawpos)\n",
    "                    card.draw(canvas)\n",
    "                    canvas.draw_text(players[i].name,(100+(i%2)*290,180*(1+(i//2))+90),15,'Black')\n",
    "                if abs(len(players)-5.5)==0.5:\n",
    "                    drawpos=list(card.position)\n",
    "                    drawpos[0]=(i%3)*290+players[i].positionx[j]\n",
    "                    drawpos[1]=180*(i//3)+100+players[i].positiony[j]\n",
    "                    card.set_position(drawpos)\n",
    "                    card.draw(canvas)\n",
    "                    canvas.draw_text(players[i].name,(100+(i%3)*290,180*(1+(i//3))+90),15,'Black')     \n",
    "                if abs(len(players)-7.5)==0.5:\n",
    "                    drawpos=list(card.position)\n",
    "                    drawpos[0]=(i%4)*290+players[i].positionx[j]\n",
    "                    drawpos[1]=180*(i//4)+100+players[i].positiony[j]\n",
    "                    card.set_position(drawpos)\n",
    "                    card.draw(canvas)\n",
    "                    canvas.draw_text(players[i].name,(100+(i%4)*290,180*(1+(i//4))+90),15,'Black')    "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f527c6ca",
   "metadata": {},
   "source": [
    "Drawing works now for all allowed player numbers. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2891819a",
   "metadata": {},
   "outputs": [],
   "source": [
    "def hit_start():\n",
    "    global start\n",
    "    #better but still not really\n",
    "    players,scores,turns=skyjo_round(names,nature,levels,1) \n",
    "    #only appears at the end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "490174d8",
   "metadata": {},
   "outputs": [],
   "source": [
    "#seems not work well in the notebook sometimes, not clear whether real problem\n",
    "#likely ignored since notebook is not so important here\n",
    "names=['alpha','beta']\n",
    "nature=['computer','computer']\n",
    "levels=[0,0]\n",
    "if len(names)==2:\n",
    "    frame = simplegui.create_frame(\"Skyjo\", 290+280*(1), 100+3*50+30) \n",
    "if abs(len(names)-3.5)==0.5:\n",
    "    frame = simplegui.create_frame(\"Skyjo\", 290+280*(1), 100+3*50*2+60)\n",
    "if abs(len(names)-5.5)==0.5:\n",
    "    frame = simplegui.create_frame(\"Skyjo\", 290+280*(2)+10, 100+3*50*2+60)    \n",
    "if abs(len(names)-7.5)==0.5:\n",
    "    frame = simplegui.create_frame(\"Skyjo\", 290+280*(3)+20, 100+3*50*2+60)  \n",
    "frame.set_canvas_background(\"White\")\n",
    "frame.add_button(\"start\", hit_start, 200)    \n",
    "frame.set_draw_handler(draw)\n",
    "frame.start()\n",
    "players,scores,turns=skyjo_round(names,nature,levels,1) \n",
    "#drawing of comuter does not work "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3df219c8",
   "metadata": {},
   "outputs": [],
   "source": [
    "exit()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "40a0907f",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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