week_6_lab (CGA).ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1756,
   "id": "ebcd9748-5796-412f-9cf5-62781c19044f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import math\n",
    "from numpy.random import randint, choice"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1757,
   "id": "bb0a4115-8351-4698-864b-e09850e0e12d",
   "metadata": {},
   "outputs": [],
   "source": [
    "                        #  x       y   Fitness f(x,y)\n",
    "initial_population = [[6.7874, 6.9483, 13.5468],\n",
    "                       [7.5774, 3.1710, -6.5969],\n",
    "                       [7.4313, 9.5022, -5.7656],\n",
    "                       [3.9223, 0.3445, 0.3149],\n",
    "                       [6.5548, 4.3874, 8.7209],\n",
    "                       [1.7119, 3.8156, 5.0089],\n",
    "                       [7.0605, 7.6552, 3.4901],\n",
    "                       [0.3183, 7.9520, -1.3994],\n",
    "                       [2.7692, 1.8687, -3.9137],\n",
    "                       [0.4617, 4.8976, -1.5065],\n",
    "                       [0.9713, 4.4559, 1.7482],\n",
    "                       [8.2346, 6.4631, 10.7287]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1758,
   "id": "58f166d1-e9df-4f39-8a7d-153b84e45521",
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_rank_weighting(population, selection_rate):\n",
    "    n_keep = math.ceil(selection_rate * len(population))\n",
    "    sorted_population = sorted(population,key=lambda rank:rank[2], reverse=False)[:n_keep]\n",
    "    survivers = []\n",
    "    rank_sum = 0\n",
    "    for i in range(n_keep):\n",
    "        rank_sum += i + 1\n",
    "    for idx, i in enumerate(sorted_population):\n",
    "        rank = idx + 1\n",
    "        survivers.append(list([rank]))\n",
    "        for j in i:\n",
    "            survivers[idx].append(j)\n",
    "        probability = round((n_keep  - rank + 1) / rank_sum, 4)\n",
    "        survivers[idx].append(probability)\n",
    "\n",
    "    return survivers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1759,
   "id": "0a95fa9f-321d-4cba-848d-6809d9c4dda5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[1, 7.5774, 3.171, -6.5969, 0.2857],\n",
       " [2, 7.4313, 9.5022, -5.7656, 0.2381],\n",
       " [3, 2.7692, 1.8687, -3.9137, 0.1905],\n",
       " [4, 0.4617, 4.8976, -1.5065, 0.1429],\n",
       " [5, 0.3183, 7.952, -1.3994, 0.0952],\n",
       " [6, 3.9223, 0.3445, 0.3149, 0.0476]]"
      ]
     },
     "execution_count": 1759,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ranked_values = get_rank_weighting(initial_population, 0.5)\n",
    "ranked_values"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "37618e0b-54db-4e5a-b9e4-69419567f559",
   "metadata": {},
   "source": [
    " ## The above values are based on assumptions\n",
    " I think so because the values provided are out of the range provided in the Rastigrin's function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1761,
   "id": "39c29933-cc0d-4306-b405-de7926abf35d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def intitialize_population(lower_bound, upper_bound, var_count, pop_size=10):\n",
    "    return np.random.uniform(lower_bound, upper_bound, (pop_size, var_count))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1762,
   "id": "5649ec3c-c2b0-40db-83c7-c166893c0cd1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 0.26135283,  3.48163738],\n",
       "       [-1.71142746,  2.77225633],\n",
       "       [ 2.66025897, -4.21416235],\n",
       "       [ 4.54527098,  3.23650939],\n",
       "       [ 1.42833084,  1.98221383],\n",
       "       [ 4.79237929, -3.12368315],\n",
       "       [-5.16202485,  0.39550203],\n",
       "       [ 2.75423992, -4.36420153],\n",
       "       [ 1.9692937 ,  2.24593731],\n",
       "       [ 0.10009278,  1.5990956 ]])"
      ]
     },
     "execution_count": 1762,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "population = intitialize_population(-5.12, 5.12, 2)\n",
    "population"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1763,
   "id": "a4a89e3e-d867-4c13-8851-eb16ce96751d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def rastrigin_cost_func(population):\n",
    "    population_cost = []\n",
    "    for i in range(len(population)):\n",
    "        population_cost.append(list([]))\n",
    "        population_cost[i] = np.append(population_cost[i], round(population[i][0], 4))\n",
    "        population_cost[i] = np.append(population_cost[i], round(population[i][1], 4))\n",
    "        population_cost[i] = np.append(population_cost[i], round(20 + (population[i][0] ** 2 - \\\n",
    "                                                         (10 * math.cos(2 * math.pi * population[i][0]))) + \\\n",
    "                                                         (population[i][1] ** 2 - (10 * math.cos(2 * math.pi * population[i][1]))), 4))\n",
    "    print(\"*----------------------------Performance------------------------------*\")\n",
    "    print(\"    Chromosomes           Scores\")\n",
    "    for i in population_cost:\n",
    "        print(\"[\"+str(i[0])+\", \"+str(i[1])+\"] ------> \"+str(i[2]))\n",
    "    print(\"*---------------------------------------------------------------------*\")\n",
    "    return population_cost"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1764,
   "id": "9284b10f-55c6-463d-b7ae-dda1d35f10dd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[0.2614, 3.4816] ------> 42.8363\n",
      "[-1.7114, 2.7723] ------> 31.6205\n",
      "[2.6603, -4.2142] ------> 47.9479\n",
      "[4.5453, 3.2365] ------> 59.886\n",
      "[1.4283, 1.9822] ------> 25.0348\n",
      "[4.7924, -3.1237] ------> 42.9636\n",
      "[-5.162, 0.3955] ------> 49.4733\n",
      "[2.7542, -4.3642] ------> 52.9411\n",
      "[1.9693, 2.2459] ------> 18.8527\n",
      "[0.1001, 1.5991] ------> 22.6038\n",
      "*---------------------------------------------------------------------*\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[array([ 0.2614,  3.4816, 42.8363]),\n",
       " array([-1.7114,  2.7723, 31.6205]),\n",
       " array([ 2.6603, -4.2142, 47.9479]),\n",
       " array([ 4.5453,  3.2365, 59.886 ]),\n",
       " array([ 1.4283,  1.9822, 25.0348]),\n",
       " array([ 4.7924, -3.1237, 42.9636]),\n",
       " array([-5.162 ,  0.3955, 49.4733]),\n",
       " array([ 2.7542, -4.3642, 52.9411]),\n",
       " array([ 1.9693,  2.2459, 18.8527]),\n",
       " array([ 0.1001,  1.5991, 22.6038])]"
      ]
     },
     "execution_count": 1764,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "population_cost = rastrigin_cost_func(population)\n",
    "population_cost"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1765,
   "id": "15ae46d7-2552-4274-b977-880d6fdd8416",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[1, 1.9693, 2.2459, 18.8527, 0.3333],\n",
       " [2, 0.1001, 1.5991, 22.6038, 0.2667],\n",
       " [3, 1.4283, 1.9822, 25.0348, 0.2],\n",
       " [4, -1.7114, 2.7723, 31.6205, 0.1333],\n",
       " [5, 0.2614, 3.4816, 42.8363, 0.0667]]"
      ]
     },
     "execution_count": 1765,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ranked_values = get_rank_weighting(population_cost, 0.5)\n",
    "ranked_values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1766,
   "id": "05ad0358-4380-471e-889e-f55ae8daff50",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[1.9693, 2.2459],\n",
       " [0.1001, 1.5991],\n",
       " [1.4283, 1.9822],\n",
       " [-1.7114, 2.7723],\n",
       " [0.2614, 3.4816]]"
      ]
     },
     "execution_count": 1766,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "selection_winners = []\n",
    "\n",
    "for i in ranked_values:\n",
    "    selection_winners.append(i[1:-2])\n",
    "\n",
    "selection_winners"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1767,
   "id": "e5ffce2b-ba38-42bc-ad4c-0f8dc9db7a4d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def crossover_parent_pairing(selection_winners):\n",
    "    np.random.shuffle(selection_winners)\n",
    "    paired_parents = []\n",
    "    for i in range(0, len(selection_winners) - len(selection_winners) % 2, 2):\n",
    "        paired_parents.append([selection_winners[i], selection_winners[i + 1]])\n",
    "\n",
    "    if len(selection_winners) % 2 != 0:\n",
    "        paired_parents.append(selection_winners[-1])\n",
    "    \n",
    "    return paired_parents"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1768,
   "id": "ed7d84bf-ae7c-46a8-97e4-ce47cbbcd975",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[[-1.7114, 2.7723], [0.2614, 3.4816]],\n",
       " [[1.9693, 2.2459], [1.4283, 1.9822]],\n",
       " [0.1001, 1.5991]]"
      ]
     },
     "execution_count": 1768,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "paired_parents = crossover_parent_pairing(selection_winners)\n",
    "paired_parents"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1769,
   "id": "dfaf58a6-be50-477b-913a-a68510a83b94",
   "metadata": {},
   "outputs": [],
   "source": [
    "def crossover(paired_parents):\n",
    "    new_generation = []\n",
    "    for parents in paired_parents:\n",
    "        try:\n",
    "            rand = np.random.uniform(low=0.0, high=1.0, size=None)\n",
    "            new_generation.append([round((rand * parents[0][0]) + (1 - rand) * parents[1][0], 4),\\\n",
    "             round((1 - rand) * parents[0][1] + (rand * parents[1][1]), 4)])\n",
    "            new_generation.append(parents[0])\n",
    "            new_generation.append(parents[1])\n",
    "        except:\n",
    "            new_generation.append(parents)\n",
    "\n",
    "    return new_generation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1770,
   "id": "8dca98fb-5ad1-4e1f-a270-c5c75866ae77",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[-1.5457, 3.422],\n",
       " [-1.7114, 2.7723],\n",
       " [0.2614, 3.4816],\n",
       " [1.5018, 2.2101],\n",
       " [1.9693, 2.2459],\n",
       " [1.4283, 1.9822],\n",
       " [0.1001, 1.5991]]"
      ]
     },
     "execution_count": 1770,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_generation = crossover(paired_parents)\n",
    "new_generation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1771,
   "id": "4e9e17b1-b596-492c-82a2-8358fc0eefa7",
   "metadata": {},
   "outputs": [],
   "source": [
    "def mutation(population, mutation_sigma, lower_bound, upper_bound, mutation_rate=0.1):\n",
    "    mutation_chromosome_indices = choice(np.array(range(len(population))),\\\n",
    "                                         math.ceil(len(population) * mutation_rate),\\\n",
    "                                         replace=False)\n",
    "    for i in mutation_chromosome_indices:\n",
    "        for idx, gene in enumerate(population[i]):\n",
    "            mutation_point = randint(0, 2)\n",
    "            if mutation_point == 1:\n",
    "                valid_mutation = False\n",
    "                while valid_mutation == False:       \n",
    "                    rand = np.random.uniform(low=0.0, high=1.0, size=None)\n",
    "                    new_gene = round(gene + (mutation_sigma * rand), 4)\n",
    "                    if new_gene > lower_bound and new_gene < upper_bound:\n",
    "                        population[i][idx] = new_gene\n",
    "                        valid_mutation = True\n",
    "\n",
    "    return population"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1772,
   "id": "da47790e-1acc-4e3a-a660-375ae35512c7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[-1.5457, 3.422],\n",
       " [-1.7114, 2.7723],\n",
       " [0.2614, 3.4816],\n",
       " [1.5018, 2.2101],\n",
       " [2.276, 2.2459],\n",
       " [1.4283, 1.9822],\n",
       " [0.1001, 1.5991]]"
      ]
     },
     "execution_count": 1772,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "new_generation = mutation(new_generation, 0.35, -5.12, 5.12, mutation_rate=0.1)\n",
    "new_generation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1773,
   "id": "0dc7774d-c2d7-4f1f-83e5-10e91f283765",
   "metadata": {},
   "outputs": [],
   "source": [
    "def continuous_genetic_algorithm(init_population, min_bound, max_bound, mutation_sigma, selection_rate=0.5, mutation_rate=0.1, generations=10):\n",
    "    population = init_population\n",
    "    for i in range(generations):\n",
    "        print(f\"**********************************Generation {i + 1}**********************************\")\n",
    "        pop_fitness_data = rastrigin_cost_func(population)\n",
    "        ranked_values = get_rank_weighting(population_cost, selection_rate)\n",
    "        selection_winners = []\n",
    "        for i in ranked_values:\n",
    "            selection_winners.append(i[1:-2])\n",
    "        paired_parents = crossover_parent_pairing(selection_winners)\n",
    "        new_generation = crossover(paired_parents)\n",
    "        population = mutation(new_generation, mutation_sigma, min_bound, max_bound, mutation_rate)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1774,
   "id": "a28dc37f-aed0-4fc5-8d2c-518861f1a457",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 2.94822239,  3.68293413],\n",
       "       [-2.75724076,  5.0610298 ],\n",
       "       [ 4.98711808,  1.28755038],\n",
       "       [ 3.21125866,  4.88952551],\n",
       "       [ 2.38780051,  0.26694122],\n",
       "       [-4.70984603, -3.21334571],\n",
       "       [-2.39990113,  3.63308806],\n",
       "       [ 3.86077798,  0.15582027],\n",
       "       [-4.52284103,  4.23782917],\n",
       "       [ 1.8356002 ,  4.65707892]])"
      ]
     },
     "execution_count": 1774,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "init_population = intitialize_population(-5.19, 5.19, 2)\n",
    "init_population"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1775,
   "id": "c1586291-9edf-4d3c-ac04-8b497552730f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "**********************************Generation 1**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[2.9482, 3.6829] ------> 36.8708\n",
      "[-2.7572, 5.061] ------> 43.4879\n",
      "[4.9871, 1.2876] ------> 38.8994\n",
      "[3.2113, 4.8895] ------> 44.1233\n",
      "[2.3878, 0.2669] ------> 34.4516\n",
      "[-4.7098, -3.2133] ------> 52.7218\n",
      "[-2.3999, 3.6331] ------> 53.7481\n",
      "[3.8608, 0.1558] ------> 22.9399\n",
      "[-4.5228, 4.2378] ------> 67.5485\n",
      "[1.8356, 4.6571] ------> 45.4473\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 2**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[-1.0329, 2.0385] ------> 5.7264\n",
      "[0.3393, 1.5991] ------> 36.1166\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[1.4035, 3.0722] ------> 30.6371\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 3**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[1.0268, 1.7149] ------> 16.3242\n",
      "[1.4283, 2.2977] ------> 39.2742\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[-1.0175, 3.2321] ------> 20.4198\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 4**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[1.1303, 1.8894] ------> 10.3346\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[1.3209, 3.3435] ------> 42.7753\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 5**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[1.4885, 1.8674] ------> 28.9512\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[-0.9924, 3.2231] ------> 19.7025\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 6**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[0.6378, 2.5183] ------> 43.1627\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[1.1674, 1.9373] ------> 10.9219\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 7**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[1.3019, 2.6769] ------> 36.4974\n",
      "[1.9693, 2.2863] ------> 21.5518\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[0.7112, 2.5602] ------> 38.7674\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 8**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[-0.0249, 2.4871] ------> 26.2756\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[1.9955, 2.4873] ------> 30.1409\n",
      "[0.2322, 1.9404] ------> 13.396\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 9**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[0.2062, 2.2439] ------> 21.977\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[-0.5753, 2.4084] ------> 43.4218\n",
      "[2.189, 2.3308] ------> 31.3463\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 10**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[0.1392, 1.9709] ------> 7.6576\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[-1.1938, 3.2955] ------> 31.6473\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[2.0757, 2.3007] ------> 23.8437\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 11**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[0.577, 2.0809] ------> 24.7797\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[-0.8144, 2.2079] ------> 18.9867\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 12**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[-0.4278, 2.3052] ------> 37.8847\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[1.9207, 1.6159] ------> 24.9796\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[0.1001, 1.7548] ------> 14.7013\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 13**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[0.2054, 2.2095] ------> 19.641\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[1.3418, 2.7505] ------> 34.7877\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[0.4646, 3.7705] ------> 42.9017\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 14**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[0.1874, 2.2157] ------> 18.9733\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[0.0368, 2.853] ------> 12.3778\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[1.4759, 1.9822] ------> 26.0554\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 15**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[1.7874, 3.35] ------> 37.9668\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[0.5544, 1.8512] ------> 27.2171\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[1.566, 2.0248] ------> 25.8257\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 16**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[1.4758, 2.2227] ------> 35.2961\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[-0.9637, 3.2128] ------> 19.1937\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[0.1001, 1.9103] ------> 7.1194\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 17**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[1.0456, 2.9899] ------> 10.4606\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[-1.7053, 2.2468] ------> 30.5269\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 18**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[-1.1122, 2.3316] ------> 23.9624\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[0.9745, 1.73] ------> 15.324\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 19**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[-1.4203, 2.0554] ------> 25.6138\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[1.8953, 1.6599] ------> 23.7979\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 20**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[-0.4338, 2.4265] ------> 44.1759\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[0.2759, 2.0008] ------> 15.6996\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 21**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[0.5082, 1.8645] ------> 27.1318\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[-1.4043, 3.3712] ------> 48.4833\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[-1.6201, 2.9268] ------> 29.5154\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 22**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[1.2444, 1.85] ------> 18.7414\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[-0.8904, 2.2044] ------> 15.105\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 23**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[0.3065, 2.3639] ------> 35.719\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[-0.3601, 2.3223] ------> 36.2899\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 24**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[1.0479, 2.9928] ------> 10.5147\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[0.3926, 3.4816] ------> 50.0171\n",
      "[0.1232, 2.2379] ------> 17.1133\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 25**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[0.2602, 1.6128] ------> 30.9011\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[1.9335, 2.0778] ------> 10.0871\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 26**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[1.3569, 2.9846] ------> 27.0188\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[1.1643, 1.8776] ------> 12.5671\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 27**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[1.2781, 3.2887] ------> 36.6132\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[-0.2974, 2.4481] ------> 38.489\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[2.2368, 2.3267] ------> 34.2232\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 28**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[-0.0159, 2.872] ------> 11.362\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[0.8334, 1.9922] ------> 9.6718\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 29**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[0.9276, 2.8383] ------> 14.6656\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[1.3568, 1.811] ------> 27.5991\n",
      "[0.1537, 1.5991] ------> 25.0158\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 30**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[1.3014, 2.6768] ------> 36.4715\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[1.3708, 1.6157] ------> 38.8436\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[0.6014, 3.4816] ------> 50.4546\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 31**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[-0.7698, 2.2089] ------> 21.6772\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[1.1601, 2.8961] ------> 16.4365\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 32**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[0.518, 1.8617] ------> 27.2142\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[-0.7852, 2.3784] ------> 31.3001\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[0.2867, 3.6161] ------> 42.8991\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 33**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[0.9473, 2.6513] ------> 24.2816\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[0.7376, 2.0253] ------> 15.5503\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 34**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[-0.268, 2.5339] ------> 37.395\n",
      "[0.4015, 1.5991] ------> 38.9868\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[1.3205, 3.3431] ------> 42.7279\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 35**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[0.8078, 2.6726] ------> 28.9167\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[0.145, 2.4494] ------> 29.3904\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 36**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[1.8874, 2.0221] ------> 10.1474\n",
      "[2.2667, 2.428] ------> 41.0745\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[-1.2176, 3.304] ------> 33.7054\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 37**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[1.0317, 1.9235] ------> 6.0951\n",
      "[1.9693, 2.2792] ------> 21.0828\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[0.0443, 2.424] ------> 25.144\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 38**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[-1.1028, 2.3329] ------> 23.6495\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[2.2346, 2.2459] ------> 28.8138\n",
      "[0.1762, 2.5932] ------> 30.617\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 39**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[1.5318, 3.1651] ------> 37.0803\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[-0.844, 2.1609] ------> 14.5026\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[0.202, 1.5991] ------> 27.7508\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 40**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[1.8599, 2.0355] ------> 11.4808\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[-0.9295, 3.2005] ------> 19.012\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 41**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[0.5823, 1.8431] ------> 26.9069\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[0.9716, 2.6296] ------> 24.8814\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[0.2614, 3.6018] ------> 41.7801\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 42**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[0.6016, 2.5767] ------> 43.893\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[0.3846, 1.9002] ------> 23.1456\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 43**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[-1.4864, 3.4007] ------> 51.8536\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[0.9046, 1.8834] ------> 8.6746\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 44**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[-0.6909, 3.1147] ------> 26.2937\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[-1.534, 2.7723] ------> 38.4149\n",
      "[0.439, 1.8844] ------> 25.542\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 45**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[1.5232, 3.1589] ------> 36.7762\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[-1.4098, 1.7672] ------> 32.4685\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 46**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[1.7306, 2.0986] ------> 20.4735\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[-0.3628, 2.4725] ------> 42.6048\n",
      "[-1.7114, 2.9217] ------> 25.0528\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 47**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[0.4065, 2.0049] ------> 22.513\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[-1.1102, 2.3319] ------> 23.895\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 48**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[1.7653, 2.7431] ------> 30.1144\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[0.2955, 2.026] ------> 17.1452\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 49**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[0.9712, 1.731] ------> 15.2938\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[0.5268, 2.4379] ------> 45.3278\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 50**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[1.1584, 2.7044] ------> 26.0389\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[0.2332, 2.1999] ------> 20.7442\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[0.2614, 3.6428] ------> 40.2917\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 51**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[-1.7106, 1.5996] ------> 36.0402\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[0.9788, 2.765] ------> 17.7508\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[1.6353, 1.9822] ------> 23.2648\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 52**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[0.6925, 2.0409] ------> 18.508\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[0.1001, 1.7059] ------> 17.5692\n",
      "[0.7335, 2.5888] ------> 36.7582\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 53**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[-1.2026, 3.3678] ------> 36.598\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[1.8081, 1.6549] ------> 28.064\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 54**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[1.6623, 2.1318] ------> 25.7809\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[-0.2394, 2.9524] ------> 18.5524\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 55**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[-1.0204, 3.2332] ------> 20.5232\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[1.0546, 1.7069] ------> 17.2835\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[2.0206, 2.2459] ------> 18.953\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 56**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[1.7386, 2.0946] ------> 19.8408\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[0.1512, 2.8847] ------> 15.039\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[-1.7114, 3.1143] ------> 27.4992\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 57**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[1.9622, 3.4765] ------> 36.1082\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[-1.1793, 2.1161] ------> 14.1159\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 58**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[-0.3328, 2.9859] ------> 24.0365\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[1.8521, 2.0393] ------> 11.9083\n",
      "[2.0282, 2.4345] ------> 29.362\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 59**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[0.2529, 2.4765] ------> 36.2704\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[0.2553, 1.6704] ------> 27.9839\n",
      "[0.2614, 3.7508] ------> 34.8022\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 60**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[1.298, 1.8314] ------> 23.1148\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[0.7271, 2.5806] ------> 37.3669\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 61**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[-1.4047, 2.0594] ------> 25.1629\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[0.8956, 2.7048] ------> 22.9954\n",
      "[1.9693, 2.3158] ------> 23.4441\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 62**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[0.1643, 1.9637] ------> 9.0139\n",
      "[0.1001, 1.9173] ------> 6.9195\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[0.1595, 2.8089] ------> 18.9137\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 63**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[0.6909, 2.0415] ------> 18.6117\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[0.2788, 2.0046] ------> 15.9\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[-1.4966, 2.7723] ------> 38.5266\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 64**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[1.0222, 1.7162] ------> 16.1951\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[1.9448, 2.7688] ------> 20.8655\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 65**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[-0.193, 2.605] ------> 31.2195\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[1.1216, 3.0874] ------> 15.0398\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 66**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[1.922, 1.6155] ------> 24.9613\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[0.7102, 2.5964] ------> 37.9414\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 67**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[1.0779, 1.9075] ------> 7.6165\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[-0.529, 3.4038] ------> 49.9283\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 68**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[0.2384, 1.868] ------> 16.0647\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[-1.1863, 2.321] ------> 27.2125\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[-1.4128, 2.7723] ------> 36.8213\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 69**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[1.5962, 2.1641] ------> 30.3204\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[-1.177, 1.7741] ------> 18.5967\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 70**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[1.419, 1.6018] ------> 41.3351\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[-1.5415, 3.7321] ------> 47.0891\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 71**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[1.2473, 3.249] ------> 31.8793\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[1.1545, 1.881] ------> 11.8917\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 72**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[-1.5906, 3.4382] ------> 52.0298\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[1.3799, 1.6131] ------> 39.3711\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[0.1001, 1.601] ------> 22.5398\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 73**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[-1.4049, 3.3714] ------> 48.5167\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[1.1362, 1.8874] ------> 10.6969\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 74**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[0.1678, 2.6917] ------> 25.9169\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[0.1529, 2.5125] ------> 30.5757\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[-1.5808, 3.0258] ------> 30.5242\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 75**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[0.1817, 2.5291] ------> 32.1018\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[0.9393, 2.6493] ------> 24.533\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[-1.7114, 3.0357] ------> 24.7965\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 76**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[1.0603, 3.0087] ------> 10.9006\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[1.2417, 2.6682] ------> 33.0562\n",
      "[-1.6611, 2.7723] ------> 34.3481\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 77**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[1.5806, 2.1717] ------> 31.2358\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[0.2369, 1.8853] ------> 15.2747\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[0.5417, 3.6649] ------> 48.4795\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 78**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[-1.5239, 2.0294] ------> 26.4983\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[0.9172, 1.9632] ------> 6.2846\n",
      "[0.4411, 1.5991] ------> 40.198\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 79**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[0.8612, 1.7627] ------> 16.6195\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[0.7447, 2.5956] ------> 35.8742\n",
      "[1.9693, 2.3909] ------> 27.5211\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 80**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[0.2741, 2.2551] ------> 26.9895\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[-0.4016, 2.4474] ------> 43.7587\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 81**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[0.201, 2.3035] ------> 25.6147\n",
      "[0.5366, 3.6153] ------> 50.5837\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[0.8604, 2.6137] ------> 28.733\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 82**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[0.3967, 2.156] ------> 27.2035\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[0.5799, 2.0799] ------> 24.6623\n",
      "[2.1694, 2.2459] ------> 24.6422\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 83**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[0.9372, 2.8505] ------> 13.8689\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[0.8532, 1.9853] ------> 8.6727\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 84**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[1.8701, 2.7581] ------> 23.7456\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[1.2592, 3.2643] ------> 33.7163\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[1.429, 1.9822] ------> 25.055\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 85**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[-1.3897, 2.0632] ------> 24.6593\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[1.6732, 3.2673] ------> 39.2001\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[0.4077, 3.4816] ------> 50.586\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 86**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[0.3472, 2.308] ------> 34.7462\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[2.1549, 2.2459] ------> 23.804\n",
      "[0.2587, 1.9364] ------> 15.1508\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 87**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[-1.0473, 3.2428] ------> 21.5987\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[0.3973, 1.8965] ------> 23.7849\n",
      "[0.1001, 1.9] ------> 7.4434\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 88**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[0.9499, 2.7441] ------> 19.2944\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[-1.6108, 2.0075] ------> 24.3088\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 89**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[1.4766, 2.2224] ------> 35.286\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[0.2674, 2.5056] ------> 37.4344\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 90**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[-1.4357, 2.0516] ------> 25.9862\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[0.1464, 2.9417] ------> 13.2791\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 91**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[0.9295, 2.7293] ------> 20.5752\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[0.2451, 1.9843] ------> 13.7383\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 92**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[0.0836, 2.7616] ------> 18.2534\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[1.5233, 2.1996] ------> 33.9376\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 93**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[0.226, 2.0123] ------> 12.628\n",
      "[0.5999, 3.5147] ------> 50.7642\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[-0.9971, 2.162] ------> 10.4184\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 94**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[-0.5685, 2.2698] ------> 35.804\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[0.1315, 3.1151] ------> 15.4477\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 95**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[-0.9186, 2.1125] ------> 8.9821\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[0.5198, 2.4328] ------> 45.2332\n",
      "[2.2415, 2.2459] ------> 29.277\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 96**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[-0.4843, 3.0404] ------> 29.7504\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[-1.5905, 2.8621] ------> 32.6724\n",
      "[1.4443, 2.2381] ------> 35.7419\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 97**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[0.2576, 2.5275] ------> 36.783\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[0.1079, 3.3903] ------> 31.4343\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 98**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[0.1069, 3.4017] ------> 31.9077\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[1.4648, 2.2281] ------> 35.4948\n",
      "[1.9693, 2.2713] ------> 20.5567\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 99**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[1.2509, 1.9291] ------> 16.3187\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[-0.3751, 3.0011] ------> 26.223\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "*---------------------------------------------------------------------*\n",
      "**********************************Generation 100**********************************\n",
      "*----------------------------Performance------------------------------*\n",
      "    Chromosomes           Scores\n",
      "[-1.6475, 1.9983] ------> 22.7122\n",
      "[1.4283, 1.9822] ------> 25.0339\n",
      "[-1.7114, 2.7723] ------> 31.6196\n",
      "[1.3088, 2.1654] ------> 24.9442\n",
      "[1.9693, 2.2459] ------> 18.8501\n",
      "[0.1001, 1.5991] ------> 22.6039\n",
      "[0.2614, 3.4816] ------> 42.8388\n",
      "*---------------------------------------------------------------------*\n"
     ]
    }
   ],
   "source": [
    "continuous_genetic_algorithm(init_population, -5.19, 5.19, 0.35, generations=100)"
   ]
  }
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