rock_paper_scissor_with_pattern.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Exploring.....\n",
      "choose  ROCK\n",
      "Player move : PAPER, bot: ROCK, reward: 0, result: LOSE, total_reward: 0\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 2.70270459  2.92050945  3.06939249]\n",
      " [-1.75427671  1.81077368  2.58072783]]\n",
      "Total Win count: 0 || Win rate: 0.0\n",
      "Total Tie count: 0 || Tie rate: 0.0\n",
      "Total Lost count: 1 || Lost rate: 0.4975124378109453\n",
      "Exploring.....\n",
      "choose  SCISSORS\n",
      "Player move : SCISSORS, bot: SCISSORS, reward: -1, result: DRAW, total_reward: -1\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 2.70270459  2.92050945  3.06939249]\n",
      " [-1.75427671  1.81077368  1.0484367 ]]\n",
      "Total Win count: 0 || Win rate: 0.0\n",
      "Total Tie count: 1 || Tie rate: 0.4975124378109453\n",
      "Total Lost count: 1 || Lost rate: 0.4975124378109453\n",
      "Exploring.....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 0\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 2.70270459  2.92050945  2.21577361]\n",
      " [-1.75427671  1.81077368  1.0484367 ]]\n",
      "Total Win count: 1 || Win rate: 0.4975124378109453\n",
      "Total Tie count: 1 || Tie rate: 0.4975124378109453\n",
      "Total Lost count: 1 || Lost rate: 0.4975124378109453\n",
      "Exploring.....\n",
      "choose  SCISSORS\n",
      "Player move : SCISSORS, bot: SCISSORS, reward: -1, result: DRAW, total_reward: -1\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 2.70270459  2.92050945  2.21577361]\n",
      " [-1.75427671  1.81077368  0.20529572]]\n",
      "Total Win count: 1 || Win rate: 0.4975124378109453\n",
      "Total Tie count: 2 || Tie rate: 0.9950248756218906\n",
      "Total Lost count: 1 || Lost rate: 0.4975124378109453\n",
      "Exploiting....\n",
      "choose  PAPER\n",
      "Player move : PAPER, bot: PAPER, reward: -1, result: DRAW, total_reward: -2\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 2.70270459  1.25230567  2.21577361]\n",
      " [-1.75427671  1.81077368  0.20529572]]\n",
      "Total Win count: 1 || Win rate: 0.4975124378109453\n",
      "Total Tie count: 3 || Tie rate: 1.4925373134328357\n",
      "Total Lost count: 1 || Lost rate: 0.4975124378109453\n",
      "Exploiting....\n",
      "choose  PAPER\n",
      "Player move : SCISSORS, bot: PAPER, reward: 0, result: LOSE, total_reward: -2\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 2.70270459  1.25230567  2.21577361]\n",
      " [-1.75427671  1.1756573   0.20529572]]\n",
      "Total Win count: 1 || Win rate: 0.4975124378109453\n",
      "Total Tie count: 3 || Tie rate: 1.4925373134328357\n",
      "Total Lost count: 2 || Lost rate: 0.9950248756218906\n",
      "Exploring.....\n",
      "choose  PAPER\n",
      "Player move : PAPER, bot: PAPER, reward: -1, result: DRAW, total_reward: -3\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 2.70270459  0.39642329  2.21577361]\n",
      " [-1.75427671  1.1756573   0.20529572]]\n",
      "Total Win count: 1 || Win rate: 0.4975124378109453\n",
      "Total Tie count: 4 || Tie rate: 1.9900497512437811\n",
      "Total Lost count: 2 || Lost rate: 0.9950248756218906\n",
      "Exploring.....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: -2\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 2.70270459  0.39642329  2.21577361]\n",
      " [-0.0150512   1.1756573   0.20529572]]\n",
      "Total Win count: 2 || Win rate: 0.9950248756218906\n",
      "Total Tie count: 4 || Tie rate: 1.9900497512437811\n",
      "Total Lost count: 2 || Lost rate: 0.9950248756218906\n",
      "Exploring.....\n",
      "choose  PAPER\n",
      "Player move : PAPER, bot: PAPER, reward: -1, result: DRAW, total_reward: -3\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 2.70270459 -0.03151789  2.21577361]\n",
      " [-0.0150512   1.1756573   0.20529572]]\n",
      "Total Win count: 2 || Win rate: 0.9950248756218906\n",
      "Total Tie count: 5 || Tie rate: 2.4875621890547266\n",
      "Total Lost count: 2 || Lost rate: 0.9950248756218906\n",
      "Exploring.....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: -2\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 2.70270459 -0.03151789  2.21577361]\n",
      " [ 0.85456156  1.1756573   0.20529572]]\n",
      "Total Win count: 3 || Win rate: 1.4925373134328357\n",
      "Total Tie count: 5 || Tie rate: 2.4875621890547266\n",
      "Total Lost count: 2 || Lost rate: 0.9950248756218906\n",
      "Exploring.....\n",
      "choose  PAPER\n",
      "Player move : PAPER, bot: PAPER, reward: -1, result: DRAW, total_reward: -3\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 2.70270459 -0.24548849  2.21577361]\n",
      " [ 0.85456156  1.1756573   0.20529572]]\n",
      "Total Win count: 3 || Win rate: 1.4925373134328357\n",
      "Total Tie count: 6 || Tie rate: 2.9850746268656714\n",
      "Total Lost count: 2 || Lost rate: 0.9950248756218906\n",
      "Exploiting....\n",
      "choose  PAPER\n",
      "Player move : SCISSORS, bot: PAPER, reward: 0, result: LOSE, total_reward: -3\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 2.70270459 -0.24548849  2.21577361]\n",
      " [ 0.85456156  0.85809911  0.20529572]]\n",
      "Total Win count: 3 || Win rate: 1.4925373134328357\n",
      "Total Tie count: 6 || Tie rate: 2.9850746268656714\n",
      "Total Lost count: 3 || Lost rate: 1.4925373134328357\n",
      "Exploring.....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: -2\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 2.70270459 -0.24548849  1.69369672]\n",
      " [ 0.85456156  0.85809911  0.20529572]]\n",
      "Total Win count: 4 || Win rate: 1.9900497512437811\n",
      "Total Tie count: 6 || Tie rate: 2.9850746268656714\n",
      "Total Lost count: 3 || Lost rate: 1.4925373134328357\n",
      "Exploiting....\n",
      "choose  PAPER\n",
      "Player move : SCISSORS, bot: PAPER, reward: 0, result: LOSE, total_reward: -2\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 2.70270459 -0.24548849  1.69369672]\n",
      " [ 0.85456156  0.69932001  0.20529572]]\n",
      "Total Win count: 4 || Win rate: 1.9900497512437811\n",
      "Total Tie count: 6 || Tie rate: 2.9850746268656714\n",
      "Total Lost count: 4 || Lost rate: 1.9900497512437811\n",
      "Exploring.....\n",
      "choose  ROCK\n",
      "Player move : PAPER, bot: ROCK, reward: 0, result: LOSE, total_reward: -2\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.71343945 -0.24548849  1.69369672]\n",
      " [ 0.85456156  0.69932001  0.20529572]]\n",
      "Total Win count: 4 || Win rate: 1.9900497512437811\n",
      "Total Tie count: 6 || Tie rate: 2.9850746268656714\n",
      "Total Lost count: 5 || Lost rate: 2.4875621890547266\n",
      "Exploring.....\n",
      "choose  PAPER\n",
      "Player move : SCISSORS, bot: PAPER, reward: 0, result: LOSE, total_reward: -2\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.71343945 -0.24548849  1.69369672]\n",
      " [ 0.85456156  0.52100395  0.20529572]]\n",
      "Total Win count: 4 || Win rate: 1.9900497512437811\n",
      "Total Tie count: 6 || Tie rate: 2.9850746268656714\n",
      "Total Lost count: 6 || Lost rate: 2.9850746268656714\n",
      "Exploring.....\n",
      "choose  ROCK\n",
      "Player move : PAPER, bot: ROCK, reward: 0, result: LOSE, total_reward: -2\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.24548849  1.69369672]\n",
      " [ 0.85456156  0.52100395  0.20529572]]\n",
      "Total Win count: 4 || Win rate: 1.9900497512437811\n",
      "Total Tie count: 6 || Tie rate: 2.9850746268656714\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: -1\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.24548849  1.69369672]\n",
      " [ 1.28936793  0.52100395  0.20529572]]\n",
      "Total Win count: 5 || Win rate: 2.4875621890547266\n",
      "Total Tie count: 6 || Tie rate: 2.9850746268656714\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 0\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.24548849  1.47578515]\n",
      " [ 1.28936793  0.52100395  0.20529572]]\n",
      "Total Win count: 6 || Win rate: 2.9850746268656714\n",
      "Total Tie count: 6 || Tie rate: 2.9850746268656714\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 1\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.24548849  1.47578515]\n",
      " [ 1.50677112  0.52100395  0.20529572]]\n",
      "Total Win count: 7 || Win rate: 3.482587064676617\n",
      "Total Tie count: 6 || Tie rate: 2.9850746268656714\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploring.....\n",
      "choose  PAPER\n",
      "Player move : PAPER, bot: PAPER, reward: -1, result: DRAW, total_reward: 0\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.47516573  1.47578515]\n",
      " [ 1.50677112  0.52100395  0.20529572]]\n",
      "Total Win count: 7 || Win rate: 3.482587064676617\n",
      "Total Tie count: 7 || Tie rate: 3.482587064676617\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploring.....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 1\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.47516573  1.47578515]\n",
      " [ 1.61547271  0.52100395  0.20529572]]\n",
      "Total Win count: 8 || Win rate: 3.9800995024875623\n",
      "Total Tie count: 7 || Tie rate: 3.482587064676617\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 2\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.47516573  1.39943985]\n",
      " [ 1.61547271  0.52100395  0.20529572]]\n",
      "Total Win count: 9 || Win rate: 4.477611940298507\n",
      "Total Tie count: 7 || Tie rate: 3.482587064676617\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 3\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.47516573  1.39943985]\n",
      " [ 1.66982351  0.52100395  0.20529572]]\n",
      "Total Win count: 10 || Win rate: 4.975124378109453\n",
      "Total Tie count: 7 || Tie rate: 3.482587064676617\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 4\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.47516573  1.36670227]\n",
      " [ 1.66982351  0.52100395  0.20529572]]\n",
      "Total Win count: 11 || Win rate: 5.472636815920398\n",
      "Total Tie count: 7 || Tie rate: 3.482587064676617\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploring.....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 5\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.47516573  1.36670227]\n",
      " [ 1.69699891  0.52100395  0.20529572]]\n",
      "Total Win count: 12 || Win rate: 5.970149253731343\n",
      "Total Tie count: 7 || Tie rate: 3.482587064676617\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploring.....\n",
      "choose  PAPER\n",
      "Player move : PAPER, bot: PAPER, reward: -1, result: DRAW, total_reward: 4\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.60091264  1.36670227]\n",
      " [ 1.69699891  0.52100395  0.20529572]]\n",
      "Total Win count: 12 || Win rate: 5.970149253731343\n",
      "Total Tie count: 8 || Tie rate: 3.9800995024875623\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 5\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.60091264  1.36670227]\n",
      " [ 1.71058661  0.52100395  0.20529572]]\n",
      "Total Win count: 13 || Win rate: 6.467661691542288\n",
      "Total Tie count: 8 || Tie rate: 3.9800995024875623\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 6\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.60091264  1.3544098 ]\n",
      " [ 1.71058661  0.52100395  0.20529572]]\n",
      "Total Win count: 14 || Win rate: 6.965174129353234\n",
      "Total Tie count: 8 || Tie rate: 3.9800995024875623\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploring.....\n",
      "choose  SCISSORS\n",
      "Player move : SCISSORS, bot: SCISSORS, reward: -1, result: DRAW, total_reward: 5\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.60091264  1.3544098 ]\n",
      " [ 1.71058661  0.52100395 -0.22629348]]\n",
      "Total Win count: 14 || Win rate: 6.965174129353234\n",
      "Total Tie count: 9 || Tie rate: 4.477611940298507\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 6\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.60091264  1.34826356]\n",
      " [ 1.71058661  0.52100395 -0.22629348]]\n",
      "Total Win count: 15 || Win rate: 7.462686567164178\n",
      "Total Tie count: 9 || Tie rate: 4.477611940298507\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 7\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.60091264  1.34826356]\n",
      " [ 1.71738046  0.52100395 -0.22629348]]\n",
      "Total Win count: 16 || Win rate: 7.960199004975125\n",
      "Total Tie count: 9 || Tie rate: 4.477611940298507\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 8\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.60091264  1.34586983]\n",
      " [ 1.71738046  0.52100395 -0.22629348]]\n",
      "Total Win count: 17 || Win rate: 8.45771144278607\n",
      "Total Tie count: 9 || Tie rate: 4.477611940298507\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploring.....\n",
      "choose  SCISSORS\n",
      "Player move : SCISSORS, bot: SCISSORS, reward: -1, result: DRAW, total_reward: 7\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.60091264  1.34586983]\n",
      " [ 1.71738046  0.52100395 -0.44140869]]\n",
      "Total Win count: 17 || Win rate: 8.45771144278607\n",
      "Total Tie count: 10 || Tie rate: 4.975124378109453\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 8\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.60091264  1.34467296]\n",
      " [ 1.71738046  0.52100395 -0.44140869]]\n",
      "Total Win count: 18 || Win rate: 8.955223880597014\n",
      "Total Tie count: 10 || Tie rate: 4.975124378109453\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploring.....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 9\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.60091264  1.34467296]\n",
      " [ 1.72077738  0.52100395 -0.44140869]]\n",
      "Total Win count: 19 || Win rate: 9.45273631840796\n",
      "Total Tie count: 10 || Tie rate: 4.975124378109453\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 10\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.60091264  1.34441422]\n",
      " [ 1.72077738  0.52100395 -0.44140869]]\n",
      "Total Win count: 20 || Win rate: 9.950248756218906\n",
      "Total Tie count: 10 || Tie rate: 4.975124378109453\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 11\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.60091264  1.34441422]\n",
      " [ 1.72247585  0.52100395 -0.44140869]]\n",
      "Total Win count: 21 || Win rate: 10.44776119402985\n",
      "Total Tie count: 10 || Tie rate: 4.975124378109453\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploring.....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 12\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.60091264  1.34445469]\n",
      " [ 1.72247585  0.52100395 -0.44140869]]\n",
      "Total Win count: 22 || Win rate: 10.945273631840797\n",
      "Total Tie count: 10 || Tie rate: 4.975124378109453\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 13\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.60091264  1.34445469]\n",
      " [ 1.72332508  0.52100395 -0.44140869]]\n",
      "Total Win count: 23 || Win rate: 11.442786069651742\n",
      "Total Tie count: 10 || Tie rate: 4.975124378109453\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploring.....\n",
      "choose  PAPER\n",
      "Player move : PAPER, bot: PAPER, reward: -1, result: DRAW, total_reward: 12\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34445469]\n",
      " [ 1.72332508  0.52100395 -0.44140869]]\n",
      "Total Win count: 23 || Win rate: 11.442786069651742\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 13\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34445469]\n",
      " [ 1.72374969  0.52100395 -0.44140869]]\n",
      "Total Win count: 24 || Win rate: 11.940298507462686\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 14\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34460232]\n",
      " [ 1.72374969  0.52100395 -0.44140869]]\n",
      "Total Win count: 25 || Win rate: 12.437810945273633\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 15\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34460232]\n",
      " [ 1.723962    0.52100395 -0.44140869]]\n",
      "Total Win count: 26 || Win rate: 12.935323383084576\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 16\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34469736]\n",
      " [ 1.723962    0.52100395 -0.44140869]]\n",
      "Total Win count: 27 || Win rate: 13.432835820895523\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 17\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34469736]\n",
      " [ 1.72406815  0.52100395 -0.44140869]]\n",
      "Total Win count: 28 || Win rate: 13.930348258706468\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 18\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34475549]\n",
      " [ 1.72406815  0.52100395 -0.44140869]]\n",
      "Total Win count: 29 || Win rate: 14.427860696517413\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 19\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34475549]\n",
      " [ 1.72412123  0.52100395 -0.44140869]]\n",
      "Total Win count: 30 || Win rate: 14.925373134328357\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 20\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34478987]\n",
      " [ 1.72412123  0.52100395 -0.44140869]]\n",
      "Total Win count: 31 || Win rate: 15.422885572139302\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 21\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34478987]\n",
      " [ 1.72414777  0.52100395 -0.44140869]]\n",
      "Total Win count: 32 || Win rate: 15.92039800995025\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 22\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34480971]\n",
      " [ 1.72414777  0.52100395 -0.44140869]]\n",
      "Total Win count: 33 || Win rate: 16.417910447761194\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 23\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34480971]\n",
      " [ 1.72416104  0.52100395 -0.44140869]]\n",
      "Total Win count: 34 || Win rate: 16.91542288557214\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 24\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34482096]\n",
      " [ 1.72416104  0.52100395 -0.44140869]]\n",
      "Total Win count: 35 || Win rate: 17.412935323383085\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 25\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34482096]\n",
      " [ 1.72416767  0.52100395 -0.44140869]]\n",
      "Total Win count: 36 || Win rate: 17.91044776119403\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 26\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34482725]\n",
      " [ 1.72416767  0.52100395 -0.44140869]]\n",
      "Total Win count: 37 || Win rate: 18.407960199004975\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 27\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34482725]\n",
      " [ 1.72417099  0.52100395 -0.44140869]]\n",
      "Total Win count: 38 || Win rate: 18.90547263681592\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 28\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483072]\n",
      " [ 1.72417099  0.52100395 -0.44140869]]\n",
      "Total Win count: 39 || Win rate: 19.402985074626866\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 29\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483072]\n",
      " [ 1.72417265  0.52100395 -0.44140869]]\n",
      "Total Win count: 40 || Win rate: 19.900497512437813\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 30\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483263]\n",
      " [ 1.72417265  0.52100395 -0.44140869]]\n",
      "Total Win count: 41 || Win rate: 20.398009950248756\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 31\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483263]\n",
      " [ 1.72417348  0.52100395 -0.44140869]]\n",
      "Total Win count: 42 || Win rate: 20.8955223880597\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 32\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483366]\n",
      " [ 1.72417348  0.52100395 -0.44140869]]\n",
      "Total Win count: 43 || Win rate: 21.393034825870647\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 33\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483366]\n",
      " [ 1.72417389  0.52100395 -0.44140869]]\n",
      "Total Win count: 44 || Win rate: 21.890547263681594\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 34\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483422]\n",
      " [ 1.72417389  0.52100395 -0.44140869]]\n",
      "Total Win count: 45 || Win rate: 22.388059701492537\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 35\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483422]\n",
      " [ 1.7241741   0.52100395 -0.44140869]]\n",
      "Total Win count: 46 || Win rate: 22.885572139303484\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 36\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483452]\n",
      " [ 1.7241741   0.52100395 -0.44140869]]\n",
      "Total Win count: 47 || Win rate: 23.383084577114428\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 37\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483452]\n",
      " [ 1.72417421  0.52100395 -0.44140869]]\n",
      "Total Win count: 48 || Win rate: 23.88059701492537\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 38\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483468]\n",
      " [ 1.72417421  0.52100395 -0.44140869]]\n",
      "Total Win count: 49 || Win rate: 24.378109452736318\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 39\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483468]\n",
      " [ 1.72417426  0.52100395 -0.44140869]]\n",
      "Total Win count: 50 || Win rate: 24.875621890547265\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 40\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483477]\n",
      " [ 1.72417426  0.52100395 -0.44140869]]\n",
      "Total Win count: 51 || Win rate: 25.37313432835821\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 41\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483477]\n",
      " [ 1.72417428  0.52100395 -0.44140869]]\n",
      "Total Win count: 52 || Win rate: 25.870646766169152\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 42\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483481]\n",
      " [ 1.72417428  0.52100395 -0.44140869]]\n",
      "Total Win count: 53 || Win rate: 26.368159203980102\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 43\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483481]\n",
      " [ 1.7241743   0.52100395 -0.44140869]]\n",
      "Total Win count: 54 || Win rate: 26.865671641791046\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 44\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483484]\n",
      " [ 1.7241743   0.52100395 -0.44140869]]\n",
      "Total Win count: 55 || Win rate: 27.363184079601986\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 45\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483484]\n",
      " [ 1.7241743   0.52100395 -0.44140869]]\n",
      "Total Win count: 56 || Win rate: 27.860696517412936\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 46\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483485]\n",
      " [ 1.7241743   0.52100395 -0.44140869]]\n",
      "Total Win count: 57 || Win rate: 28.35820895522388\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 47\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483485]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 58 || Win rate: 28.855721393034827\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 48\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483485]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 59 || Win rate: 29.35323383084577\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 49\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483485]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 60 || Win rate: 29.850746268656714\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 50\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 61 || Win rate: 30.34825870646766\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 51\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 62 || Win rate: 30.845771144278604\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 52\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 63 || Win rate: 31.343283582089555\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 53\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 64 || Win rate: 31.8407960199005\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 54\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 65 || Win rate: 32.33830845771145\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 55\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 66 || Win rate: 32.83582089552239\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 56\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 67 || Win rate: 33.33333333333333\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 57\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 68 || Win rate: 33.83084577114428\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 58\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 69 || Win rate: 34.32835820895522\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 59\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 70 || Win rate: 34.82587064676617\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 60\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 71 || Win rate: 35.32338308457712\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 61\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 72 || Win rate: 35.82089552238806\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 62\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 73 || Win rate: 36.318407960199\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 63\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 74 || Win rate: 36.81592039800995\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 64\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 75 || Win rate: 37.3134328358209\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 65\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 76 || Win rate: 37.81094527363184\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 66\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 77 || Win rate: 38.308457711442784\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 67\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 78 || Win rate: 38.80597014925373\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 68\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 79 || Win rate: 39.30348258706468\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 69\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 80 || Win rate: 39.800995024875625\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 70\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 81 || Win rate: 40.298507462686565\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 71\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 82 || Win rate: 40.79601990049751\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 72\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 83 || Win rate: 41.29353233830846\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 73\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 84 || Win rate: 41.7910447761194\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 74\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 85 || Win rate: 42.28855721393035\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 75\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 86 || Win rate: 42.78606965174129\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 76\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 87 || Win rate: 43.28358208955223\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 77\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 88 || Win rate: 43.78109452736319\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 78\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 89 || Win rate: 44.27860696517413\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 79\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 90 || Win rate: 44.776119402985074\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 80\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 91 || Win rate: 45.27363184079602\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 81\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 92 || Win rate: 45.77114427860697\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 82\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 93 || Win rate: 46.26865671641791\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 83\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 94 || Win rate: 46.766169154228855\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 84\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 95 || Win rate: 47.2636815920398\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 85\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 96 || Win rate: 47.76119402985074\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 86\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 97 || Win rate: 48.258706467661696\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 87\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 98 || Win rate: 48.756218905472636\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 88\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 99 || Win rate: 49.25373134328358\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 89\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 100 || Win rate: 49.75124378109453\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 90\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 101 || Win rate: 50.24875621890548\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 91\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 102 || Win rate: 50.74626865671642\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 92\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 103 || Win rate: 51.243781094527364\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 93\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 104 || Win rate: 51.741293532338304\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 94\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 105 || Win rate: 52.23880597014925\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 95\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 106 || Win rate: 52.736318407960205\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 96\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 107 || Win rate: 53.233830845771145\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 97\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 108 || Win rate: 53.73134328358209\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 98\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 109 || Win rate: 54.22885572139303\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 99\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 110 || Win rate: 54.72636815920397\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 100\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 111 || Win rate: 55.223880597014926\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 101\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 112 || Win rate: 55.72139303482587\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 102\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 113 || Win rate: 56.21890547263681\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 103\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 114 || Win rate: 56.71641791044776\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 104\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 115 || Win rate: 57.2139303482587\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 105\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 116 || Win rate: 57.711442786069654\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 106\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 117 || Win rate: 58.2089552238806\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 107\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 118 || Win rate: 58.70646766169154\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 108\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 119 || Win rate: 59.20398009950249\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 109\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 120 || Win rate: 59.70149253731343\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 110\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 121 || Win rate: 60.19900497512438\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 111\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 122 || Win rate: 60.69651741293532\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 112\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 123 || Win rate: 61.19402985074627\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 113\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 124 || Win rate: 61.69154228855721\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 114\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 125 || Win rate: 62.189054726368155\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 115\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 126 || Win rate: 62.68656716417911\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 116\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 127 || Win rate: 63.18407960199005\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 117\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 128 || Win rate: 63.681592039801\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 118\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 129 || Win rate: 64.17910447761194\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 119\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 130 || Win rate: 64.6766169154229\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 120\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 131 || Win rate: 65.17412935323384\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 121\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 132 || Win rate: 65.67164179104478\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 122\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 133 || Win rate: 66.16915422885572\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 123\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 134 || Win rate: 66.66666666666666\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 124\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 135 || Win rate: 67.16417910447761\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 125\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 136 || Win rate: 67.66169154228857\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 126\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 137 || Win rate: 68.1592039800995\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 127\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 138 || Win rate: 68.65671641791045\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 128\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 139 || Win rate: 69.15422885572139\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 129\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 140 || Win rate: 69.65174129353234\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 130\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 141 || Win rate: 70.1492537313433\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 131\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 142 || Win rate: 70.64676616915423\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 132\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 143 || Win rate: 71.14427860696517\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 133\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 144 || Win rate: 71.64179104477611\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 134\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 145 || Win rate: 72.13930348258707\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 135\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 146 || Win rate: 72.636815920398\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 136\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 147 || Win rate: 73.13432835820896\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 137\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 148 || Win rate: 73.6318407960199\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 138\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 149 || Win rate: 74.12935323383084\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 139\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 150 || Win rate: 74.6268656716418\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 140\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 151 || Win rate: 75.12437810945273\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 141\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 152 || Win rate: 75.62189054726367\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 142\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 153 || Win rate: 76.11940298507463\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 143\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 154 || Win rate: 76.61691542288557\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 144\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 155 || Win rate: 77.11442786069652\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 145\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 156 || Win rate: 77.61194029850746\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 146\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 157 || Win rate: 78.1094527363184\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 147\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 158 || Win rate: 78.60696517412936\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 148\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 159 || Win rate: 79.1044776119403\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 149\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 160 || Win rate: 79.60199004975125\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 150\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 161 || Win rate: 80.09950248756219\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 151\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 162 || Win rate: 80.59701492537313\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 152\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 163 || Win rate: 81.09452736318407\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 153\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 164 || Win rate: 81.59203980099502\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 154\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 165 || Win rate: 82.08955223880598\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 155\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 166 || Win rate: 82.58706467661692\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 156\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 167 || Win rate: 83.08457711442786\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 157\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 168 || Win rate: 83.5820895522388\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 158\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 169 || Win rate: 84.07960199004975\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 159\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 170 || Win rate: 84.5771144278607\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 160\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 171 || Win rate: 85.07462686567165\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 161\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 172 || Win rate: 85.57213930348259\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 162\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 173 || Win rate: 86.06965174129353\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 163\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 174 || Win rate: 86.56716417910447\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 164\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 175 || Win rate: 87.06467661691542\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 165\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 176 || Win rate: 87.56218905472637\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 166\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 177 || Win rate: 88.05970149253731\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 167\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 178 || Win rate: 88.55721393034825\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 168\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 179 || Win rate: 89.05472636815921\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 169\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 180 || Win rate: 89.55223880597015\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  SCISSORS\n",
      "Player move : PAPER, bot: SCISSORS, reward: 1, result: WIN, total_reward: 170\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 181 || Win rate: 90.04975124378109\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n",
      "Exploiting....\n",
      "choose  ROCK\n",
      "Player move : SCISSORS, bot: ROCK, reward: 1, result: WIN, total_reward: 171\n",
      "[[ 3.34011095  3.62087154 -0.95268142]\n",
      " [ 1.21880688 -0.66601085  1.34483486]\n",
      " [ 1.72417431  0.52100395 -0.44140869]]\n",
      "Total Win count: 182 || Win rate: 90.54726368159204\n",
      "Total Tie count: 11 || Tie rate: 5.472636815920398\n",
      "Total Lost count: 7 || Lost rate: 3.482587064676617\n"
     ]
    }
   ],
   "source": [
    "class Bot(object):\n",
    "    # our states can be either \"ROCK, PAPER or SCISSORS\"\n",
    "    state_space = 3\n",
    "    # three actions by our player\n",
    "    action_space = 3\n",
    "    q_table = np.random.uniform(low = -2, high = 5, size = (3, 3))\n",
    "    total_reward, reward = 0,0\n",
    "    total_wincount,wincount=0,0\n",
    "    total_tiecount,tiecount=0,0\n",
    "    total_lostcount,lostcount=0,0\n",
    "    avg_rewards_list = []\n",
    "    avg_reward = 0\n",
    "    result = 'DRAW'\n",
    "    tags = [\"ROCK\", \"PAPER\", \"SCISSORS\"]\n",
    "    # looses to map\n",
    "    loses_to = {\n",
    "       \"0\": 1, # rock loses to paper\n",
    "       \"1\": 2,  # paper loses to scissor\n",
    "       \"2\": 0  # scissor loses to rock\n",
    "    }\n",
    "    \n",
    "    def __init__(self, alpha=0.5, gamma=0.2, epsilon=0.8, min_eps=0, episodes=50):\n",
    "        self.alpha = alpha\n",
    "        self.gamma = gamma\n",
    "        self.epsilon = epsilon\n",
    "        self.min_eps = min_eps\n",
    "        self.episodes = episodes\n",
    "        # Calculate episodic reduction in epsilon\n",
    "        self.reduction = (epsilon - min_eps) / episodes\n",
    "        \n",
    "    # either explore or exploit, any which ways return the next action\n",
    "    def bot_move(self, player_move):\n",
    "        action = 0\n",
    "        # Determine next action - epsilon greedy strategy\n",
    "        if np.random.random() < 1 - self.epsilon:\n",
    "            print(\"Exploiting....\")\n",
    "            action = np.argmax(self.q_table[player_move])\n",
    "        else:\n",
    "            print(\"Exploring.....\")\n",
    "            action = np.random.randint(0, self.action_space)\n",
    "        # Decay epsilon\n",
    "        if self.epsilon > self.min_eps:\n",
    "            self.epsilon -= self.reduction\n",
    "        print(\"choose \",self.tags[action])\n",
    "        return action\n",
    "    \n",
    "    def get_reward(self, player, bot):\n",
    "        reward = 0\n",
    "        wincount=0\n",
    "        tiecount,lostcount=0,0\n",
    "        if self.get_result(player, bot) == 'WIN':\n",
    "            reward = 1\n",
    "            wincount=1\n",
    "        elif self.get_result(player, bot) == 'LOSE':\n",
    "            reward = 0\n",
    "            lostcount=1\n",
    "        else:\n",
    "            # Draw case\n",
    "            reward = -1\n",
    "            tiecount=1\n",
    "        return reward,wincount,tiecount,lostcount\n",
    "    \n",
    "    # update q_table\n",
    "    def update_experience(self, state, action, reward):\n",
    "        delta = self.alpha * (reward + self.gamma * np.max(self.q_table[action]) - self.q_table[state,action])\n",
    "        self.q_table[state,action] += delta\n",
    "    \n",
    "    def print_stats(self, player, bot, reward):\n",
    "        print(\"Player move : {0}, bot: {1}, reward: {2}, result: {3}, total_reward: {4}\".format(self.tags[player], self.tags[bot], reward, self.result, self.total_reward))\n",
    "        print(self.q_table)\n",
    "        print(\"Total Win count:\",self.total_wincount,\"||\",\"Win rate:\",(self.total_wincount/201)*100)\n",
    "        print(\"Total Tie count:\",self.total_tiecount,\"||\",\"Tie rate:\",(self.total_tiecount/201)*100)\n",
    "        print(\"Total Lost count:\",self.total_lostcount,\"||\",\"Lost rate:\",(self.total_lostcount/201)*100)\n",
    "        pass\n",
    "    \n",
    "    # returns either a WIN, LOSE or a DRAW to indicate the same.\n",
    "    def get_result(self, player_move, bot_move):\n",
    "        if bot_move == player_move:\n",
    "            self.result = 'DRAW'\n",
    "        elif self.loses_to[str(bot_move)] == player_move :\n",
    "            self.result = 'LOSE'\n",
    "        else:\n",
    "            self.result = 'WIN'\n",
    "            \n",
    "        return self.result    \n",
    "            \n",
    "    def get_avg_rewards(self):\n",
    "        return self.avg_rewards_list\n",
    "    \n",
    "    def play(self, player_move):\n",
    "        # add reward\n",
    "        bot_move = self.bot_move(player_move)\n",
    "        reward,wincount,tiecount,lostcount = self.get_reward(player_move, bot_move)\n",
    "        self.total_reward += reward\n",
    "        self.total_wincount+=wincount\n",
    "        self.total_tiecount+=tiecount\n",
    "        self.total_lostcount+=lostcount\n",
    "        self.avg_rewards_list.append(reward)\n",
    "        # update experience\n",
    "        self.update_experience(player_move, bot_move, reward)\n",
    "        self.print_stats(player_move, bot_move, reward)\n",
    "\n",
    "class Game(object):\n",
    "\n",
    "    def __init__(self, bot, episodes=200):\n",
    "        self.bot = bot\n",
    "        self.episodes = episodes\n",
    "    \n",
    "    def begin(self):\n",
    "        player_moves=[1,2]*100\n",
    "        for idx in range(0, self.episodes):\n",
    "            #player_moves=int(input(\"Enter your move (0- Rock, 1 - paper, 2- scissors): \"))\n",
    "            self.bot.play(player_moves[idx])\n",
    "        # Plot Rewards\n",
    "#         plt.plot(np.arange(len(self.bot.get_avg_rewards())) + 1)\n",
    "#         plt.savefig('rewards.png')     \n",
    "#         plt.close()\n",
    "\n",
    "    def generate_fake_moves(self, fake_moves):\n",
    "        player_moves = []\n",
    "        for i in range(0, self.episodes):\n",
    "            if fake_moves:\n",
    "                player_moves.append(np.random.randint(0, 3))\n",
    "            else:\n",
    "                self.read_player_move()\n",
    "        return player_moves\n",
    "\n",
    "    def read_player_move(self):\n",
    "        return int(input(\"Enter your move (0- Rock, 1 - paper, 2- scissors): \"))\n",
    "\n",
    "game = Game(Bot())\n",
    "game.begin()"
   ]
  },
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