EDL_2_5_Genetic_Algorithms.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "EDL_2_5_Genetic_Algorithms.ipynb",
      "provenance": [],
      "authorship_tag": "ABX9TyOukBf3eU9SRlwGw8YTUqux",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/cxbxmxcx/EvolutionaryDeepLearning/blob/main/EDL_2_5_Genetic_Algorithms.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4WvPKxQatmSn"
      },
      "source": [
        "import numpy as np\n",
        "import random\n",
        "import matplotlib.pyplot as plt\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qADmbyzLtXTM",
        "outputId": "737ab76d-7d8b-4766-fc93-1ea7c87c6ad8"
      },
      "source": [
        "#initial population\n",
        "population = 100\n",
        "genes = 100\n",
        "generations = 100\n",
        "\n",
        "pop = np.random.randint(0,2, size=(population,genes))\n",
        "print(pop)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[[0 1 0 ... 0 1 0]\n",
            " [0 1 1 ... 0 1 0]\n",
            " [0 0 0 ... 1 0 1]\n",
            " ...\n",
            " [0 1 0 ... 0 0 0]\n",
            " [0 0 1 ... 0 0 1]\n",
            " [1 1 0 ... 1 0 1]]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 316
        },
        "id": "xb1ZGwYJun68",
        "outputId": "13e64dfc-4fb1-43bb-9f6c-f453fac1ab68"
      },
      "source": [
        "fitness = np.sum(pop,axis=1)\n",
        "plt.hist(fitness)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(array([ 5.,  6.,  9., 21., 16., 17., 16.,  4.,  5.,  1.]),\n",
              " array([40. , 42.3, 44.6, 46.9, 49.2, 51.5, 53.8, 56.1, 58.4, 60.7, 63. ]),\n",
              " <a list of 10 Patch objects>)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 66
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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jSpL20cSnbrpz7q8HPgccAmyqqu8keQewUFU3AFcBH0lyD/AAg38M9rfep38a4XYYcDsMuB0GVuV2iAfYktQ2r4yVpMYZ9JLUuIM+6JMckuQbSf6zm39Cd7uFe7rbLxw26xpXwojtcHWS/0mypXutm3WNKyHJ1iTf7n7mha7t6CSbk9zdvR816zr3tzHb4e1Jtg/tE+fMus79LcmRST6R5HtJ7kryjNW4Pxz0QQ+8AbhraP5dwHu72y78lMFtGFaDpdsB4G+qal332jKLombkud3PvPv70huAW6vqJODWbn41WLodYPC7sXufuGlmla2cfwZurqonAacy+B1ZdfvDQR30SY4HzgWu7OYDPI/B7RZgcPuFF8+mupWzdDvoYYZvxbEq9glBkkcDz2bw7T+q6jdV9TNW4f5wUAc98E/Am4HfdfOPAX5WVbu6+W0MbsPQuqXbYbd/SPKtJO9N8sgZ1DULBdyS5PbuthoAa6pqRzf9I2DNbEpbUaO2A8Dru31i0yo4ZfEEYBH4UHda88okh7MK94eDNuiTnAfsrKrbZ13LLO1hO7wVeBLwJ8DRwFtWurYZeVZVncbgrqqXJHn28MLugr3V8J3iUdvhA8ATgXXADuDdM6xvJRwKnAZ8oKqeCvySJadpVsv+cNAGPfBM4EVJtjK4c+bzGJyPO7K73QKMvi1Dax62HZL8W1XtqIH/BT7E4G6jzauq7d37TuB6Bj/3/UmOBejed86uwpUxajtU1f1V9duq+h3wQdrfJ7YB26rqa938JxgE/6rbHw7aoK+qt1bV8VW1lsEVt5+vqpcDX2BwuwUY3H7hMzMqcUWM2Q5/MbQjh8E5yDtnWOaKSHJ4kiN2TwNnMvi5h2/F0fw+MW477N4nOi+h8X2iqn4E3Jfk5K7pDOC7rLL9AQ6gu1dO0VuAjyX5e+AbdH+IWYWuTTIHBNgCvHbG9ayENcD13SMPDgU+WlU3J7kN+PckFwM/AF42wxpXwrjt8JHua7YFbAVeM7sSV8xfM/hdOAy4F3gVgwPc1bQ/eAsESWrdQXvqRpK0PAa9JDXOoJekxhn0ktQ4g16SGmfQS1LjDHpJatz/AZl19r4DYCmzAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "q5WcngfivLuD",
        "outputId": "09594fd5-30eb-47a5-cec3-3aea587dd983"
      },
      "source": [
        "def elite_selection(fitness):\n",
        "  return fitness.argsort()[-2:][::-1]  \n",
        "\n",
        "parents = elite_selection(fitness)\n",
        "print(pop[parents[0]])"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "[0 1 0 0 1 1 1 1 0 1 1 1 1 1 0 1 1 1 1 1 1 1 1 0 0 0 0 1 0 0 1 1 1 0 0 1 0\n",
            " 0 1 1 1 0 1 1 0 1 0 1 1 0 0 1 0 1 1 1 0 1 0 1 0 1 1 0 0 1 1 1 0 0 0 0 1 1\n",
            " 1 1 1 0 1 1 1 0 1 1 0 0 0 1 1 1 1 1 1 0 0 1 1 1 1 1]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "L4QSmgaxu86U",
        "outputId": "668cc283-fc37-402a-a67f-980eccc86112"
      },
      "source": [
        "def crossover(parent1, parent2, crossover_rate):\n",
        "  # children are copies of parents by default\n",
        "  child1, child2 = parent1.copy(), parent2.copy()  \n",
        "  # check for recombination\n",
        "  if random.random() < crossover_rate:\n",
        "    # select crossover point that is not on the end of the string\n",
        "    pt = random.randint(1, len(parent1)-2)\n",
        "    # perform crossover    \n",
        "    child1 = np.concatenate((parent1[:pt], parent2[pt:]))\n",
        "    child2 = np.concatenate((parent2[:pt], parent1[pt:]))\n",
        "  return [child1, child2]\n",
        "\n",
        "crossover(pop[parents[0]],pop[parents[1]], .5)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[array([0, 1, 0, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1,\n",
              "        1, 0, 0, 0, 0, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 0, 1, 1, 1, 0, 1, 1,\n",
              "        0, 1, 0, 1, 1, 0, 0, 1, 0, 1, 1, 1, 0, 1, 0, 1, 0, 1, 1, 0, 0, 1,\n",
              "        1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 0, 0, 1,\n",
              "        1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 1]),\n",
              " array([1, 1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 0,\n",
              "        1, 1, 0, 0, 1, 0, 1, 0, 0, 0, 1, 0, 1, 0, 1, 1, 0, 1, 1, 0, 1, 1,\n",
              "        1, 1, 1, 1, 0, 1, 0, 0, 0, 0, 1, 1, 1, 1, 1, 0, 1, 1, 0, 1, 0, 1,\n",
              "        0, 0, 0, 1, 1, 0, 1, 1, 0, 1, 1, 0, 1, 1, 0, 0, 1, 1, 0, 1, 0, 0,\n",
              "        0, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 0])]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 68
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "XmZi7iYJywBo",
        "outputId": "89045598-9c7e-48d5-af0d-e7db5793ab5e"
      },
      "source": [
        "def mutation(individual, mutation_rate):\n",
        "  for i in range(len(individual)):\n",
        "\t  # check for a mutation\n",
        "    if random.random() < mutation_rate:\n",
        "      # flip the bit\n",
        "      individual[i] = 1 - individual[i]\n",
        "  return individual\n",
        "\n",
        "mutation(pop[parents[0]], .5)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([0, 1, 1, 0, 1, 1, 0, 1, 0, 1, 0, 0, 1, 1, 0, 1, 1, 1, 0, 0, 0, 1,\n",
              "       0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 1, 1, 1, 0, 0,\n",
              "       1, 0, 0, 0, 1, 0, 1, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 1, 0, 1, 0,\n",
              "       0, 0, 1, 0, 0, 1, 1, 1, 1, 0, 1, 1, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0,\n",
              "       1, 1, 1, 1, 0, 1, 1, 1, 0, 0, 1, 0])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 69
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "gWdlxwFDz9H-",
        "outputId": "20d7a078-e3de-46b7-c601-36f0064bdd2c"
      },
      "source": [
        "def simple_GA(pop, crossover_rate=.5, mutation_rate=.05):\n",
        "  fitness = np.sum(pop,axis=1) \n",
        "  parents = elite_selection(fitness)\n",
        "  children = np.zeros((population,genes))  \n",
        "  for i in range(population):\n",
        "    offspring = crossover(pop[parents[0]],pop[parents[1]], crossover_rate)\n",
        "    children[i] = mutation(offspring[0],mutation_rate)  \n",
        "  return children\n",
        "\n",
        "simple_GA(pop)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[1., 0., 1., ..., 1., 1., 0.],\n",
              "       [1., 0., 0., ..., 1., 1., 1.],\n",
              "       [1., 0., 0., ..., 1., 1., 1.],\n",
              "       ...,\n",
              "       [1., 0., 1., ..., 1., 1., 0.],\n",
              "       [1., 0., 1., ..., 1., 1., 0.],\n",
              "       [1., 0., 1., ..., 1., 1., 0.]])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 70
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "8palCtnsAhhH",
        "outputId": "d7251066-6e39-4cb5-c15a-fd9f052f4a73"
      },
      "source": [
        "#initial population\n",
        "pop = np.random.randint(0,2, size=(population,genes))\n",
        "\n",
        "for i in range(generations):\n",
        "  pop = simple_GA(pop)\n",
        "  fitness = np.sum(pop,axis=1)\n",
        "  plt.hist(fitness)\n",
        "  plt.show()\n",
        "  print(f\"Generation {i+1}\")\n",
        "  print(f\"    Max fitness {np.max(fitness)}\")\n",
        "  print(f\"    Min fitness {np.min(fitness)}\")\n",
        "  print(f\"    Mean fitness {np.mean(fitness)}\")\n",
        "  print(f\"    Std fitness {np.std(fitness)}\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 1\n",
            "    Max fitness 71.0\n",
            "    Min fitness 56.0\n",
            "    Mean fitness 62.39\n",
            "    Std fitness 2.763675089441594\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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ZpZzOiLl9i8b7ZNMWuCRpbZvyEIokaTwLXJIaZYFLUqMscElqlAUuSY2ywCWpURa4JDXq/wBRa3kNal1PDQAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 2\n",
            "    Max fitness 73.0\n",
            "    Min fitness 62.0\n",
            "    Mean fitness 68.16\n",
            "    Std fitness 2.4483463807231196\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 3\n",
            "    Max fitness 75.0\n",
            "    Min fitness 67.0\n",
            "    Mean fitness 70.67\n",
            "    Std fitness 1.7609940374686108\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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sqqXzy/lW1dVVtatrv465z4+0aPA1hrl7Vb2bub/jrRqc8zuAdVX1M4B9OeTBoB/Vc4EdwL8m+c8kFyY5EDgP+FCSe4C/B94zySKX0FnApd32YVV1X7f9feCwyZS0pAbnO+itwFXLXMty+eWck5wJbKuqmyZb0pIbfJ1fALyiu+vu15K8eIJ19ebSzQiSzDB3Nfeyqro+yUeBh5i7iv9aVX02yRuBNVX16knWOm7dMtW9wAur6v4kP6qqgweO/7Cqmlinh8fOd6D9vcAM8PrWPgQ4OGfgx8BXgZOr6sEkW4CZ1pZuhvy93szcvP8ceDFwGfC8ffW19op+NFuBrVV1fbf/GeB45j4F/Lmu7dPM3eGzNacCNw6E3v1JDgfoHvfpb3GHmD9fkrwZOAN40776D38PBuf8fOa+g72pC/kjgRuTPGuC9S2F+a/zVuBzNedbwC+Yu9HZPsmgH0FVfR+4J8kxXdNJwHeYuyL4va7tVcAdEyhvqa3m0csYg7e5OBv4wrJXtLQeNd8kpzC3Vv3aqvrJxKpaWr+cc1XdUlXPrKrpqppmLgCP7/4NtGT+3+vPAycCJHkBcAD78B08XboZUZKVzL0L4QDgLuAtzH2r+1Hmbi3xv8CfVtUNEytyzLqfQ/w3c9/CPti1PYO5dxutAO4G3lhVOydX5fgsMN87gafy/zfnu66q3j6hEsdu2JznHd9CY0s3C7zOBwAbgJXAI8BfVtVXJldlPwa9JDXOpRtJapxBL0mNM+glqXEGvSQ1zqCXpMYZ9JLUOINekhr3f5RKtjF/9AxFAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 4\n",
            "    Max fitness 77.0\n",
            "    Min fitness 67.0\n",
            "    Mean fitness 72.36\n",
            "    Std fitness 2.0761502835777566\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 5\n",
            "    Max fitness 81.0\n",
            "    Min fitness 70.0\n",
            "    Mean fitness 73.92\n",
            "    Std fitness 2.081730049742281\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXAAAAD4CAYAAAD1jb0+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAL7klEQVR4nO3db4xmd1mH8esrC9HWf212WGvtOkAKZt+44lgaQS0UtbQJrYlRNoHsC8gaBGMrSlZMRH21/m18oehiG/oCWosW2qQFIZVYSRTcLa1sqaSIW+h2292GCNUoWHr7Ys62s8PMzuzMM8+Ze3p9ks08z3nO7Ln3t+nVM2efP6kqJEn9fNvYA0iS1saAS1JTBlySmjLgktSUAZekprZN82Dbt2+v2dnZaR5Skto7fPjwE1U1s3j7VAM+OzvLoUOHpnlISWovycNLbfcSiiQ1ZcAlqSkDLklNGXBJasqAS1JTBlySmjLgktSUAZekpgy4JDU11VdiqofZ/XeOduyjB64a7dhSN56BS1JTBlySmjLgktSUAZekpgy4JDVlwCWpKQMuSU0ZcElqyoBLUlMGXJKaMuCS1JQBl6SmDLgkNWXAJampFQOe5KIkn0jyuSQPJPnVYfv5ST6e5KHh63kbP64k6ZTVnIE/BbyjqnYBlwJvS7IL2A/cXVUXA3cP9yVJU7JiwKvqeFXdO9x+EngQuBC4Grhp2O0m4JqNGlKS9K3O6hp4klngR4BPATuq6vjw0GPAjolOJkk6o1V/pFqS7wT+Fri2qr6W5JnHqqqS1DLftw/YB7Bz5871TSttED9GTh2t6gw8yfOZj/f7q+q2YfPjSS4YHr8AOLHU91bVwaqaq6q5mZmZScwsSWJ1z0IJcAPwYFX9yYKH7gD2Drf3ArdPfjxJ0nJWcwnllcCbgM8muW/Y9i7gAHBrkjcDDwO/sDEjSpKWsmLAq+qTQJZ5+PLJjiNJWi1fiSlJTRlwSWrKgEtSUwZckpoy4JLUlAGXpKYMuCQ1ZcAlqSkDLklNGXBJasqAS1JTBlySmjLgktTUqj+RR5qGMT8ZR+rGM3BJasqAS1JTBlySmjLgktSUAZekpgy4JDVlwCWpKQMuSU0ZcElqyoBLUlMGXJKaMuCS1JQBl6SmDLgkNWXAJakpAy5JTRlwSWrKgEtSUwZckpoy4JLUlAGXpKYMuCQ1ZcAlqSkDLklNrRjwJDcmOZHkyIJtv5PkWJL7hl9XbuyYkqTFVnMG/j7giiW2X19Vu4dfd012LEnSSlYMeFXdA3xlCrNIks7Ceq6Bvz3Jvw6XWM6b2ESSpFVZa8DfA7wE2A0cB/54uR2T7EtyKMmhkydPrvFwkqTF1hTwqnq8qr5ZVU8D7wUuOcO+B6tqrqrmZmZm1jqnJGmRNQU8yQUL7v4ccGS5fSVJG2PbSjskuRm4DNie5BHg3cBlSXYDBRwFfmkDZ5QkLWHFgFfVniU237ABs0iSzoKvxJSkpgy4JDVlwCWpKQMuSU0ZcElqyoBLUlMGXJKaMuCS1JQBl6SmDLgkNWXAJakpAy5JTRlwSWpqxXcj1Hhm99859giSNjHPwCWpKQMuSU0ZcElqyoBLUlMGXJKaMuCS1JQBl6SmDLgkNWXAJakpAy5JTRlwSWrKgEtSUwZckpoy4JLUlAGXpKYMuCQ1ZcAlqSkDLklNGXBJasqAS1JTBlySmjLgktSUAZekpgy4JDVlwCWpqRUDnuTGJCeSHFmw7fwkH0/y0PD1vI0dU5K02GrOwN8HXLFo237g7qq6GLh7uC9JmqIVA15V9wBfWbT5auCm4fZNwDUTnkuStIK1XgPfUVXHh9uPATuW2zHJviSHkhw6efLkGg8nSVps3f+IWVUF1BkeP1hVc1U1NzMzs97DSZIGaw3440kuABi+npjcSJKk1VhrwO8A9g639wK3T2YcSdJqreZphDcD/wS8LMkjSd4MHAB+OslDwGuH+5KkKdq20g5VtWeZhy6f8CySpLPgKzElqSkDLklNGXBJamrFa+CSNtbs/jtHOe7RA1eNclxNjmfgktSUAZekpgy4JDVlwCWpKQMuSU0ZcElqyoBLUlMGXJKaMuCS1JQBl6SmDLgkNWXAJakpAy5JTRlwSWrKgEtSUwZckpoy4JLUlAGXpKYMuCQ1ZcAlqSkDLklNGXBJasqAS1JTBlySmjLgktSUAZekpgy4JDW1bewBJI1jdv+dox376IGrRjv2VuIZuCQ1ZcAlqSkDLklNGXBJasqAS1JTBlySmlrX0wiTHAWeBL4JPFVVc5MYSpK0skk8D/zVVfXEBH4fSdJZ8BKKJDW13jPwAj6WpIC/rKqDi3dIsg/YB7Bz5851Hm4cY75iTZKWs94z8FdV1cuB1wFvS/KTi3eoqoNVNVdVczMzM+s8nCTplHUFvKqODV9PAB8CLpnEUJKkla054EnOTfJdp24DPwMcmdRgkqQzW8818B3Ah5Kc+n0+UFUfnchUkqQVrTngVfVF4IcnOIsk6Sz4NEJJasqAS1JTBlySmjLgktSUAZekpgy4JDVlwCWpKQMuSU0ZcElqyoBLUlMGXJKaMuCS1JQBl6SmJvGhxlPhx5pJW8dY/z0fPXDVKMfdKJ6BS1JTBlySmjLgktSUAZekpgy4JDVlwCWpKQMuSU0ZcElqyoBLUlMGXJKaMuCS1JQBl6SmDLgkNWXAJakpAy5JTRlwSWrKgEtSU20+kUeS1mvMT/baiE8D8gxckpoy4JLUlAGXpKYMuCQ1ZcAlqSkDLklNrSvgSa5I8vkkX0iyf1JDSZJWtuaAJ3ke8GfA64BdwJ4kuyY1mCTpzNZzBn4J8IWq+mJVfQO4Bbh6MmNJklaynldiXgh8ecH9R4BXLN4pyT5g33D3v5J8fo3H2w48scbv3Ypcj2e5FqdzPU63KdYjv7+ub//BpTZu+Evpq+ogcHC9v0+SQ1U1N4GRtgTX41muxelcj9Nt5fVYzyWUY8BFC+7/wLBNkjQF6wn4vwAXJ3lRkhcAbwDumMxYkqSVrPkSSlU9leTtwN8BzwNurKoHJjbZt1r3ZZgtxvV4lmtxOtfjdFt2PVJVY88gSVoDX4kpSU0ZcElqalMGPMnLkty34NfXkly74PF3JKkk28eccxrOtBZJfiXJvyV5IMkfjD3rNCy3Hkl2J/nnYduhJJeMPes0JLlu+Ps/kuTmJN8+PLHgU8NbXPz18CSD54Rl1uP9w1t+HElyY5Lnjz3npGz6a+DDS/aPAa+oqoeTXAT8FfBDwI9W1ehP0J+WhWsBvBj4LeCqqvp6khdW1YlRB5yyRevxXuD6qvpIkiuBd1bVZWPOt9GSXAh8EthVVf+T5FbgLuBK4LaquiXJXwD3V9V7xpx1Gs6wHieAjwy7fQC4Z6usx6Y8A1/kcuDfq+rh4f71wDuBzf1/no2xcC3eChyoqq8DPNfiPVi4HgV897D9e4BHR5tqurYB35FkG3AOcBx4DfA3w+M3AdeMNNsYFq/Ho1V1Vw2ATzP/mpUtoUPA3wDcDJDkauBYVd0/7kijeWYtgJcCPzH8qPwPSX5sxLnGsnA9rgX+MMmXgT8CfnO0qaakqo4x/2f9EvPh/ipwGPjPqnpq2O0R5t/2Ystbaj2q6mOnHh8unbwJ+Og4E07epg74cO3u9cAHk5wDvAv47XGnGsfCtRg2bQPOBy4FfgO4NUlGGm/qlliPtwLXVdVFwHXADWPNNi1JzmP+DeReBHw/cC5wxahDjWip9UjyxgW7/Dnzl0/+cYz5NsKmDjjzb1V7b1U9DryE+b+Y+5McZf7HoHuTfN+I803TwrWA+TOr24afDD8NPM38m/Y8Vyxej73AbcPtDzL/bplb3WuB/6iqk1X1f8z/+V8JfO9wCQGeW29xsdR6/DhAkncDM8CvjTjfxG32gO9h+BG5qj5bVS+sqtmqmmU+YC+vqsfGHHCKnlmLwYeBVwMkeSnwAjbBO65N0eL1eBT4qeH2a4CHpj7R9H0JuDTJOcNPX5cDnwM+Afz8sM9e4PaR5pu2pdbjwSRvAX4W2FNVT4864YRt2mehJDmX+b+QF1fVV5d4/Cgw91x4FspSazFcQrgR2A18A/j1qvr78aacnmXW41XAnzJ/ael/gV+uqsPjTTkdSX4X+EXgKeAzwFuYv+Z9C/OX2D4DvPHUP3Zvdcusx38DDwNPDrvdVlW/N86Ek7VpAy5JOrPNfglFkrQMAy5JTRlwSWrKgEtSUwZckpoy4JLUlAGXpKb+Hxizv1A6MW+qAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 6\n",
            "    Max fitness 83.0\n",
            "    Min fitness 74.0\n",
            "    Mean fitness 77.98\n",
            "    Std fitness 1.8707217858356167\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXAAAAD4CAYAAAD1jb0+AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAMk0lEQVR4nO3dfaxkd13H8fcHFrAFH9rspdTacisUkv6hlay1EVSgKH1IbE1U2gRcDWS1UrUVNSt/iJCYVFGIGh+ypA3V1GLR1jYpYrGi1UTBbSnSUqEVttDnbYjQahBLv/4xZ+vN7dyHvTP3nvvtvl/JZOY83Pl9crLz2TNn5pxJVSFJ6udZYweQJG2MBS5JTVngktSUBS5JTVngktTUjq0cbOfOnbW4uLiVQ0pSe7feeuujVbWwfP6WFvji4iL79+/fyiElqb0k906b7yEUSWrKApekpixwSWrKApekpixwSWrKApekpixwSWrKApekpixwSWpqS8/EVA+Le28cbewDl5072thSN+6BS1JTFrgkNWWBS1JTFrgkNWWBS1JTFrgkNWWBS1JTFrgkNWWBS1JTFrgkNWWBS1JTFrgkNWWBS1JTFrgkNbVmgSc5MclHk3w6yZ1JfmGYf2ySjyS5e7g/ZvPjSpIOWc8e+BPA26rqVOAM4K1JTgX2AjdX1SnAzcO0JGmLrFngVfVgVd02PH4MuAs4ATgPuHJY7Urg/M0KKUl6usM6Bp5kEfgu4GPAcVX14LDoIeC4uSaTJK1q3T+pluQFwF8Cl1TVV5I8tayqKkmt8Hd7gD0AJ5100mxppU0y5s/IjcWfr+tvXXvgSZ7DpLyvqqprh9kPJzl+WH488Mi0v62qfVW1q6p2LSwszCOzJIn1fQslwOXAXVX1niWLbgB2D493A9fPP54kaSXrOYTySuBNwKeS3D7MeztwGXBNkjcD9wI/vjkRJUnTrFngVfVPQFZYfOZ840iS1sszMSWpKQtckpqywCWpKQtckpqywCWpKQtckpqywCWpKQtckpqywCWpKQtckpqywCWpKQtckpqywCWpKQtckpqywCWpKQtckpqywCWpKQtckpqywCWpKQtckpqywCWpKQtckpqywCWpqR1jB5CWWtx749gRpDbcA5ekpixwSWrKApekpixwSWrKApekpixwSWrKApekpixwSWrKApekpixwSWrKApekpixwSWrKApekpixwSWpqzQJPckWSR5LcsWTerye5P8ntw+2czY0pSVpuPXvg7wfOmjL/vVV12nD70HxjSZLWsmaBV9UtwJe2IIsk6TDMcgz84iT/NhxiOWZuiSRJ67LRAv8j4CXAacCDwO+stGKSPUn2J9l/8ODBDQ4nSVpuQwVeVQ9X1der6kngfcDpq6y7r6p2VdWuhYWFjeaUJC2zoQJPcvySyR8B7lhpXUnS5ljzV+mTXA28GtiZ5D7gHcCrk5wGFHAA+OlNzChJmmLNAq+qC6fMvnwTskiSDoNnYkpSUxa4JDVlgUtSUxa4JDVlgUtSUxa4JDVlgUtSUxa4JDVlgUtSUxa4JDVlgUtSUxa4JDVlgUtSUxa4JDVlgUtSUxa4JDVlgUtSUxa4JDVlgUtSUxa4JDVlgUtSUxa4JDVlgUtSUxa4JDVlgUtSUxa4JDVlgUtSUxa4JDVlgUtSUxa4JDVlgUtSUxa4JDVlgUtSUxa4JDVlgUtSUxa4JDVlgUtSUxa4JDVlgUtSU2sWeJIrkjyS5I4l845N8pEkdw/3x2xuTEnScuvZA38/cNayeXuBm6vqFODmYVqStIXWLPCqugX40rLZ5wFXDo+vBM6fcy5J0ho2egz8uKp6cHj8EHDcSism2ZNkf5L9Bw8e3OBwkqTlZv4Qs6oKqFWW76uqXVW1a2FhYdbhJEmDjRb4w0mOBxjuH5lfJEnSemy0wG8Adg+PdwPXzyeOJGm91vM1wquBfwZenuS+JG8GLgN+MMndwOuGaUnSFtqx1gpVdeEKi86ccxZJ0mHwTExJasoCl6SmLHBJasoCl6SmLHBJasoCl6SmLHBJasoCl6SmLHBJasoCl6SmLHBJasoCl6Sm1ryYlaRnpsW9N4429oHLzh1t7GcS98AlqSkLXJKassAlqSkLXJKassAlqSkLXJKassAlqSkLXJKassAlqSkLXJKassAlqSkLXJKassAlqSkLXJKassAlqSkLXJKassAlqSkLXJKa8ifVtrExf/JK0vbnHrgkNWWBS1JTFrgkNWWBS1JTFrgkNWWBS1JTM32NMMkB4DHg68ATVbVrHqEkSWubx/fAX1NVj87heSRJh8FDKJLU1KwFXsBNSW5NsmfaCkn2JNmfZP/BgwdnHE6SdMisBf6qqnoFcDbw1iTfv3yFqtpXVbuqatfCwsKMw0mSDpmpwKvq/uH+EeA64PR5hJIkrW3DBZ7k+Um+8dBj4IeAO+YVTJK0ulm+hXIccF2SQ8/zZ1X14bmkkiStacMFXlWfA75zjlkkSYfBrxFKUlMWuCQ1ZYFLUlMWuCQ1ZYFLUlMWuCQ1ZYFLUlMWuCQ1ZYFLUlMWuCQ1ZYFLUlMWuCQ1ZYFLUlPz+FHjZ7zFvTeOHUGSnsY9cElqygKXpKYscElqygKXpKYscElqygKXpKYscElqygKXpKY8kUfSEWPMk/IOXHbu3J/TPXBJasoCl6SmLHBJasoCl6SmLHBJasoCl6SmLHBJasoCl6Sm2pzI46/iSM8cvp7nwz1wSWrKApekpixwSWrKApekpixwSWrKApekpmYq8CRnJflMknuS7J1XKEnS2jZc4EmeDfwBcDZwKnBhklPnFUyStLpZ9sBPB+6pqs9V1deADwDnzSeWJGkts5yJeQLwxSXT9wHfs3ylJHuAPcPk40k+M8OYm2kn8OjYITaga24w+1jMPoL85kzZXzxt5qafSl9V+4B9mz3OrJLsr6pdY+c4XF1zg9nHYvZxbEb2WQ6h3A+cuGT624Z5kqQtMEuB/ytwSpKTkzwXuAC4YT6xJElr2fAhlKp6IsnFwN8AzwauqKo755Zs6237wzwr6JobzD4Ws49j7tlTVfN+TknSFvBMTElqygKXpKaOuAJP8vIkty+5fSXJJUuWvy1JJdk5Zs5pVsue5OeS/HuSO5P81thZl1spe5LTkvzLMG9/ktPHzrpckkuH7XpHkquTfMPw4f3HhstI/PnwQf62s0L2q4ZLYNyR5Iokzxk75zTTsi9Z9ntJHh8z32pW2O5J8htJPpvkriQ/P/NAVXXE3ph8+PoQ8OJh+kQmH8reC+wcO996swOvAf4WeN6w7IVj5zuM7DcBZw/zzwH+fux8y7KeAHweOGqYvgb4yeH+gmHeHwMXjZ31MLKfA2S4Xd0p+/B4F/CnwONj5zzM7f5TwJ8Azxrmz/w6PeL2wJc5E/iPqrp3mH4v8CtAh092l2a/CLisqv4HoKoeGTXZ2pZmL+CbhvnfDDwwWqqV7QCOSrIDOBp4EHgt8BfD8iuB80fKtpbl2R+oqg/VAPg4k3M4tqOnZR+uwfRuJq/T7exp2Zm8Tt9VVU/CfF6nR3qBX8BkD4Qk5wH3V9Unx420bk9lB14GfN/wlv4fknz3iLnWY2n2S4B3J/ki8NvAr46Waoqqup9Jri8wKe4vA7cC/1lVTwyr3cdkr2tbmZa9qm46tHw4dPIm4MPjJFzZKtkvBm6oqgfHzLeaVbK/BHjDcKjwr5OcMutYR2yBD8csfxj4YJKjgbcDvzZuqvVZmn2YtQM4FjgD+GXgmiQZKd6qpmS/CLi0qk4ELgUuHyvbNEmOYXKRtpOBbwWeD5w1aqh1mpY9yRuXrPKHwC1V9Y9j5FvNCtl/Avgx4PfHzLaWVbb784Cv1uR0+vcBV8w61hFb4Ewug3tbVT3M5H/Gk4FPJjnA5C3lbUleNGK+1SzNDpM9wGuHd8UfB55kctGf7Wh59t3AtcPjDzK5yuV28jrg81V1sKr+l0nWVwLfMrw9hu17GYlp2b8XIMk7gAXgF0fMt5pp2d8JvBS4Z3idHp3knhEzrmSl7X4f//9v/TrgO2Yd6Egu8AsZ3sZX1aeq6oVVtVhVi0w29Cuq6qExA67iqeyDv2LyQSZJXgY8l+17xbbl2R8AfmB4/Frg7i1PtLovAGckOXp4V3Mm8Gngo8CPDuvsBq4fKd9qpmW/K8lbgNcDFx46HrsNTcv+nqp60ZLX6X9X1UtHTTnd1O3Oktcpk3/zn511oCPyTMwkz2eykb+9qr48ZfkBYFdVbbsSnJZ9OCxxBXAa8DXgl6rq78ZLOd0K2V8F/C6Tw0BfBX62qm4dL+XTJXkn8AbgCeATwFuYHPP+AJNDV58A3njoQ+TtZIXs/8Xkm1aPDatdW1XvGifhyqZlX7qNkzxeVS8YK99qVtjuRwFXAScBjwM/M+tnbkdkgUvSM8GRfAhFklqzwCWpKQtckpqywCWpKQtckpqywCWpKQtckpr6P0eSu7q5A+KYAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 7\n",
            "    Max fitness 86.0\n",
            "    Min fitness 73.0\n",
            "    Mean fitness 79.49\n",
            "    Std fitness 2.3043220261065946\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 8\n",
            "    Max fitness 87.0\n",
            "    Min fitness 76.0\n",
            "    Mean fitness 81.7\n",
            "    Std fitness 2.1748563170931545\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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9LQyun35C1/bKqvrR1IrsaZmx/A9wB3Bv1+2qqnrHdCrsb9hYFr8HSe6rqsdMq76+lnlPjgWuAE4B7gP+uKq+MLUie1pmLGcD7wAeYLAn+0dVdfvUiuwpyWeAJwA/Bt5UVdcneQKDo2tOYfCZeVlVfXus7WzUAJckHdlGn0KRJC3DAJekRhngktQoA1ySGmWAS1KjDHBJapQBLkmN+j8ejmTQnUuzbQAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 9\n",
            "    Max fitness 90.0\n",
            "    Min fitness 78.0\n",
            "    Mean fitness 83.32\n",
            "    Std fitness 2.2085289221561033\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 10\n",
            "    Max fitness 91.0\n",
            "    Min fitness 78.0\n",
            "    Mean fitness 85.4\n",
            "    Std fitness 2.803569153775237\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 11\n",
            "    Max fitness 91.0\n",
            "    Min fitness 82.0\n",
            "    Mean fitness 87.03\n",
            "    Std fitness 1.8997631431312696\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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o+5oAfw+8oBvzPLofulWu31zuBp6S5Be6MefTm9+ql+Rnutv19I5/f5zeR2ds6oZsAm4YT7rh9ZtHkgvovU/0u1X143HmW6yj+krMJO8BXk7v16av0js++V/A/cDD3bDrquq940k4vH5zqapHZq3fX1VPGle+Yc3zmhxH79fa9cB+4A1V9bWxhRzSPHO5EHgv8Bi9PcDXVNV9Yws5pCRfBJ4K/AR4W1XtSPJU4Fp6r8v9wMuq6ntjjDnQPPO4l95huv/shn2pqt4wroyLcVQXuCS17Gg+hCJJTbPAJalRFrgkNcoCl6RGWeCS1CgLXJIaZYFLUqP+F22ALYztRlPJAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 12\n",
            "    Max fitness 93.0\n",
            "    Min fitness 81.0\n",
            "    Mean fitness 87.52\n",
            "    Std fitness 2.4185946332529555\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 13\n",
            "    Max fitness 94.0\n",
            "    Min fitness 84.0\n",
            "    Mean fitness 88.75\n",
            "    Std fitness 2.03654118544163\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 14\n",
            "    Max fitness 94.0\n",
            "    Min fitness 85.0\n",
            "    Mean fitness 88.98\n",
            "    Std fitness 2.1259350883787587\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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037HjgduTPKPHmAs6lAr8W8ALkhyZJMAZwLYkrwN+BThvz1ztQWJY3our6hlVtbqqVgM/qKqD4UiJoe8t8A/AS7p1fpnui3wQGJb3LuCpSX6yW+dMBr+H3iV5end/IoM52o8xuGzF2m6VtcB1/aTb27C8Sc5iMKf8a1X1gz7zzTUk68aqevqc79h24PlVdV+PMRfUzH9qvFRVtSnJJ4HbGfwT7ksMTpn9bwY/af784LvMNVX1nt6CdvaR96Czj6xHAFckeSuwi8Ecc+/2kXc7cHWSRxjsjb22v5SPcnWSpwE/BN5UVQ8muRC4Ksn5DD6/r+o14aMNy/vXDKYnbuq+Z1+oqjf0GbKzV9a+A+0PT6WXpEYdSlMokvSYYoFLUqMscElqlAUuSY2ywCWpURa4JDXKApekRv0f433hUxda+RAAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 15\n",
            "    Max fitness 95.0\n",
            "    Min fitness 81.0\n",
            "    Mean fitness 89.72\n",
            "    Std fitness 2.4741867350707385\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 16\n",
            "    Max fitness 95.0\n",
            "    Min fitness 85.0\n",
            "    Mean fitness 90.65\n",
            "    Std fitness 1.8621224449536071\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 17\n",
            "    Max fitness 95.0\n",
            "    Min fitness 85.0\n",
            "    Mean fitness 90.07\n",
            "    Std fitness 2.0796874765214124\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 18\n",
            "    Max fitness 94.0\n",
            "    Min fitness 83.0\n",
            "    Mean fitness 89.86\n",
            "    Std fitness 2.227195545972558\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 19\n",
            "    Max fitness 94.0\n",
            "    Min fitness 83.0\n",
            "    Mean fitness 89.62\n",
            "    Std fitness 2.2484661438411746\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 20\n",
            "    Max fitness 95.0\n",
            "    Min fitness 85.0\n",
            "    Mean fitness 89.51\n",
            "    Std fitness 1.98743553354568\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 21\n",
            "    Max fitness 94.0\n",
            "    Min fitness 83.0\n",
            "    Mean fitness 89.95\n",
            "    Std fitness 2.446936860648431\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 22\n",
            "    Max fitness 95.0\n",
            "    Min fitness 84.0\n",
            "    Mean fitness 89.86\n",
            "    Std fitness 2.315253765788969\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 23\n",
            "    Max fitness 95.0\n",
            "    Min fitness 83.0\n",
            "    Mean fitness 90.26\n",
            "    Std fitness 2.1195282493989085\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 24\n",
            "    Max fitness 95.0\n",
            "    Min fitness 85.0\n",
            "    Mean fitness 90.9\n",
            "    Std fitness 1.9723082923316018\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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Al6RG/T96/cYBnAkFWAAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 25\n",
            "    Max fitness 95.0\n",
            "    Min fitness 83.0\n",
            "    Mean fitness 90.22\n",
            "    Std fitness 2.260884782557484\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 26\n",
            "    Max fitness 96.0\n",
            "    Min fitness 85.0\n",
            "    Mean fitness 90.83\n",
            "    Std fitness 2.2363139314505913\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 27\n",
            "    Max fitness 96.0\n",
            "    Min fitness 85.0\n",
            "    Mean fitness 90.85\n",
            "    Std fitness 2.146508793366568\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 28\n",
            "    Max fitness 96.0\n",
            "    Min fitness 85.0\n",
            "    Mean fitness 91.62\n",
            "    Std fitness 2.3823517792299276\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 29\n",
            "    Max fitness 96.0\n",
            "    Min fitness 86.0\n",
            "    Mean fitness 91.44\n",
            "    Std fitness 2.430308622377001\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 30\n",
            "    Max fitness 96.0\n",
            "    Min fitness 85.0\n",
            "    Mean fitness 91.37\n",
            "    Std fitness 2.343736333293487\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 31\n",
            "    Max fitness 96.0\n",
            "    Min fitness 87.0\n",
            "    Mean fitness 91.0\n",
            "    Std fitness 2.227105745132009\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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++IBfQumWEK4BDjD6lfTzjE55PQW4KsmbgO/S2PLCj6wxvqPAh5Lcz2iG8JrpVdnLh5I8Cvgh8PtV9Z0kexj9enoJoyMZfmuqFU5upbG9j9FSww2j/4/5bFX97jSL7OEnxjftgga00me3D9iX5CBwL3BR39+gPJVekhrlEookNcoAl6RGGeCS1CgDXJIaZYBLUqMMcElqlAEuSY36P07rgIT+tebkAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 32\n",
            "    Max fitness 96.0\n",
            "    Min fitness 85.0\n",
            "    Mean fitness 90.47\n",
            "    Std fitness 2.4837672998894242\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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P7eDBcBLu5OkAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 33\n",
            "    Max fitness 95.0\n",
            "    Min fitness 83.0\n",
            "    Mean fitness 90.48\n",
            "    Std fitness 2.3642334910071807\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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R/w8yPsDYSzxeDwAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 34\n",
            "    Max fitness 95.0\n",
            "    Min fitness 83.0\n",
            "    Mean fitness 89.82\n",
            "    Std fitness 2.3638104830971542\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 35\n",
            "    Max fitness 94.0\n",
            "    Min fitness 85.0\n",
            "    Mean fitness 89.97\n",
            "    Std fitness 2.264751642012872\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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xrWhJntHdn0PvE8RH6V2iYWPXZSNw62SqW5h+Y0lyKb0549+oqh9Osr6F6DOW7VX1jKpaV1Xr6IXgC6rqgQmWOdA8/77+7z3fvV+eSCNXWjxhp1C6aYUbgbvpfZT9Er1Tak8Frk/yDuBhVvCUwxHHGMt+4KYkj9Hb23jD5Koc2k1Jng78GHhLVT2UZAu9j7VX0Tva4bUTrXB4/cby1/SmH3b0/q/lC1X1pkkWOaTHjWXSBS1Sv9dkG7AtyW7gR8DGVj4ZeSq9JDXqRJ5CkaSmGeCS1CgDXJIaZYBLUqMMcElqlAEuSY0ywCWpUf8LCizBq0A/c10AAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 36\n",
            "    Max fitness 97.0\n",
            "    Min fitness 85.0\n",
            "    Mean fitness 90.75\n",
            "    Std fitness 2.3680160472429237\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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B3WcCDgHuBAr4ze74Q7u2peZJwA1V9dOq2gl8Dnghv3oLi0uAF0ypvj6Gzq2qrun2Aa5n8DmQpWjU1w4G95d6A4Pv0aVo1NxeBayrqv8BqKrtU6xxXKPmtk/yxKBfpKraBvwd8B3gLuC+qroGeDlwZZKtwEuAddOrcmybgWcneUSSQxhcSRwFHF5Vd3V9vgscPq0Cexg1t/leBly13yubjKHzS3IGsK2qbp5ueb2M+to9sWu/IcnnkjxtqlWOZ9TcXgu8I8kdDPLmjZMY7IC5BcKBrlufPgN4HPAD4GNJ/oTBT+HVVXVDkr8E3sUg/JeMqvpakvMZ/Nr4E2AT8IsFfSrJkrsy3NPckrwZ2Al8cDoV9jNifg8C3sRgeWrJ2s3X7mDg4cAzgKcBH03yW9WtdywFu5nbq4DXVdUnkryYwWeRntd3PN9Hv0hJ/hBYVVXndvsvBZ4JnFxVj+/algNXV9XC2zUvKUn+hsFN6l4DnFBVdyV5NIP1wmOmW10/u+ZWVf+Y5BzgFcBJVfXT6VY2Gd387gbeDOya05EMlgBWVtV3p1VbX/O+L09n8DeVz3bt3wKeUVU7pllfH/Pm9rfAYd2FVRisHPzm7l+9Zy7dLN53gGckOaT7ApwEfBV4aJIndn2eD3xtWgX2keSR3fNyBr+lfIhfvYXF2cCnplNdP8PmlmQVg/Xr05d6yA+Z3yVV9ciqWlFVKxgEyPFLMeRHfF9+ksEfZOn+7T2QJXg3yxFzuxP4va7Lc4FbJzGWSzeL1C3NfBy4icGv+v/J4OPKW4FPJPklcC+D9d6l6BNJHgH8L3BeVf0gyToGvxafy+CdGy+eaoXjGza3CxgscWwc/Nzm+qp65TSL7OF+85t2QRM07Gu3AdiQZDPwc+DspbRsM8+wuf0Z8PfdGz7+m/+/dXsvLt1IUuNcupGkxhn0ktQ4g16SGmfQS1LjDHpJapxBL0mNM+glqXH/B61NkapEfWu4AAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 37\n",
            "    Max fitness 98.0\n",
            "    Min fitness 87.0\n",
            "    Mean fitness 92.31\n",
            "    Std fitness 2.2790129442370435\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 38\n",
            "    Max fitness 98.0\n",
            "    Min fitness 89.0\n",
            "    Mean fitness 93.14\n",
            "    Std fitness 2.135509306933594\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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9XpN9wLXV8wXgIXpfcDXV+vSykYcz7J/pfaPrUKYxwL8FnJXk8d3/tOcAe4F/ofcHDYDfoHvDTbnFerkDeHKSZ3bLnEuvv6mX5Knd/Wn09ul9iN7XJ2zsFtkIXD+Z6pZnsV6SnEdvv/FvVdWPJlnfoBbpY3tVPbWq1lXVOnoB+LyqunuCZQ6kz+/X/73vu/fMY2ng2wn79PIdetkFcDZw57DrmbqLGlfVziQfA26l9zH2i/ROQT0euCrJpcB99PYjT7Uj9LIPuCbJQ/T+d37N5KpclmuSPAX4KfCGqro3yRZ6H2svpnfEwysnWuHgFuvl7+ntgtjRfUr/fFW9bpJFDuARfUy6oCEs9ppsA7Yl2Q38BNjYwicjFu/lj4G/6w5o+DEPf832inkqvSQ1ahp3oUiSBmCAS1KjDHBJapQBLkmNMsAlqVEGuCQ1ygCXpEb9L5mc4YNvqdFeAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 39\n",
            "    Max fitness 98.0\n",
            "    Min fitness 86.0\n",
            "    Mean fitness 92.95\n",
            "    Std fitness 2.2062411472910206\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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Q+rwme4HrqudzwIP0vuBqqvXpZT0/y7B/pfeNriOZxgD/JnBmksd2/9OeDewG/o3eLzQAXkD3hptyC/VyB/DEJE/v5pxDr7+pl+TJ3fUv09un90F6X5+wvpuyHrhhMtUtzkK9JDmX3n7j36uqH02yvmEt0MfWqnpyVa2pqjX0AvA5VXXXBMscSp+fr/9/33fvmUfTwLcT9unl2/SyC+As4M5R1zN1f9S4qrYnuQa4jd7H2M/TOwX1eOCqJJcC99LbjzzVjtDLXuDaJA/S+9/5VZOrclGuTfIk4KfA66rqniSb6H2svZjeEQ8vn2iFw1uol3+itwtiW/cp/bNV9ZpJFjmEh/Qx6YJGsNBrsgXYkmQn8BNgfQufjFi4lz8H3tsd0PBjfvY120vmqfSS1Khp3IUiSRqCAS5JjTLAJalRBrgkNcoAl6RGGeCS1CgDXJIa9X+RFOZgDaSS2QAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 40\n",
            "    Max fitness 98.0\n",
            "    Min fitness 86.0\n",
            "    Mean fitness 92.92\n",
            "    Std fitness 2.2030887408363737\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 41\n",
            "    Max fitness 97.0\n",
            "    Min fitness 88.0\n",
            "    Mean fitness 93.21\n",
            "    Std fitness 1.867056506911347\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 42\n",
            "    Max fitness 97.0\n",
            "    Min fitness 86.0\n",
            "    Mean fitness 92.04\n",
            "    Std fitness 2.306165648863932\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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eYJlD6fOc7AWur57PAQ/T+4CrZa1PL+t5JMP+md4nuo5kOQb4N4Bzkjy++0t7HrAb+Bd6/6EB8Gt0L7hlbr5e7gaenOSZ3Trn0+tv2Uvy1O76DHpzeh+k9/EJ67tV1gM3Tqa6hZmvlyQX0Js3/s2q+sEk6xvWPH1sraqnVtWaqlpDLwCfV1X3TrDMofT5/fq/1333mnksDXw6YZ9evkUvuwDOBe4ZdTvL7kuNq2p7ko8Cd9B7G/t5eqegnghck+Ry4AF688jL2hF62Qtcl+Rhen+dXz25KhfkuiRPAX4MvL6q7k+yid7b2kvpHfHwiolWOLz5evl7elMQ27p36Z+tqtdOssghPKqPSRc0gvmeky3AliQ7gR8B61t4Z8T8vfwR8HfdAQ0/5JGP2V40T6WXpEYtxykUSdIQDHBJapQBLkmNMsAlqVEGuCQ1ygCXpEYZ4JLUqP8F1unfrq3POx0AAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 43\n",
            "    Max fitness 98.0\n",
            "    Min fitness 86.0\n",
            "    Mean fitness 92.03\n",
            "    Std fitness 2.1187496312684044\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 44\n",
            "    Max fitness 98.0\n",
            "    Min fitness 87.0\n",
            "    Mean fitness 93.1\n",
            "    Std fitness 2.260530911091463\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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54DBgU1XdmOStwGxVXQ5cBPx7kluBO5n7ZdCqQ/a0Uw/O+d7BOR/i4gG2JLXNT8ZKUuMMeklqnEE/oiR/n+TGJNuSXJrkD5OcmmRLkq1JrknyqEnXOS5JXtfN9cYkr+/ajkyyOckt3fMRk65znIbM+Z1JvpXk60kuS/LQSdc5ToPmPK/vDUkqyYpJ1bcUhs05yd91P+sbk7xjkjX2VlU+DvLB3AfBvgPcv1v/GPBy4NvAY7q2vwUunnStY5rv44BtwAOYewP/P4BHAe8A1ndj1gNvn3StyzDn04DDuzFvvzfMues7nrkLL74LrJh0rcvwc35Wt3y/btzRk661z8Mj+tEdDty/+3zAA4DvAwX8Udf/kK6tBY8BrquqX1TVXuBLwIv43a+4uAR44YTqWwoD51xVV3XrANcy9/mRVgz7OcPcd1W9kbl/4y0ZNufXABuq6n8Aqmr3BGvszaAfQVXtBP4Z+B6wC7irqq4CXglcmWQH8DJgw+SqHKttwNOTHJXkAcAa5o7wVlbVrm7MD4CVkypwCQyb83yvAD677JUtnYFzTnIWsLOqbphseUti2M/50V37dUm+lOSJE62yp3vMVyAcSrpz0WcBjwR+Anw8yV8xdySwpqquS/IPwLuZC/9DWlXdlOTtwFXAz4GtwG8WjKkkzRztHWjOSd4M7AU+NJkKx2/InO8HvIm5U1bN2c/P+XDgSODJwBOBjyX54+rO4xxqPKIfzXOA71TVnqr6NfAp4KnAyVV1XTfmo8CfT6rAcauqi6rqz6rqGcCPmXs/4o4kxwB0z4f0n7cLDZkzSV4OnAm89FD9H3+YAXO+kbkDmhuSbGfuVNWWJA+bYJljNeTnvAP4VM35KvBb5r7o7JBk0I/me8CTkzyg+9rlU4FvAg9J8uhuzHOBmyZV4LglObp7XsXcXy4f5ne/4mIt8JnJVLc0Bs05yenMnat+QVX9YpL1LYUBc76kqo6uqumqmmYuAJ9QVT+YYJljNeTf9qeZe0OW7v/p+3IIf4Onp25G0J2a+QSwhbk/3/+LuY9M7wA+meS3zB0ZvGJyVY7dJ5McBfwaOK+qfpJkA3N/0p7L3NUYL5loheM3aM4XMHc6Y3N3a4Vrq+rVkyxyzH5vzpMuaBkM+jlvAjYl2Qb8Clh7KP/15lcgSFLjPHUjSY0z6CWpcQa9JDXOoJekxhn0ktQ4g16SGmfQS1Lj/hflRgBQbyDbewAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 45\n",
            "    Max fitness 97.0\n",
            "    Min fitness 87.0\n",
            "    Mean fitness 92.58\n",
            "    Std fitness 1.9605101376937586\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 46\n",
            "    Max fitness 96.0\n",
            "    Min fitness 86.0\n",
            "    Mean fitness 92.04\n",
            "    Std fitness 2.3913176284216195\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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qMaYk6SCNfOqmO+f+FuBq4DBgc1XdkuRdwHxVXQFcDPxbktuBe1j8ZfBg0cxpqDFwLvblfOzL+fh/h2Qu4gG2JLXNd8ZKUuMMeklqnEE/Bkn+MsktSbYnuSzJbyY5NcnWJNuSXJ/kydOuc1KSvLWbi1uSvK1rOzLJliS3dc9HTLvOSRgyF+9N8rUkX05yeZLHTrvOSRk0H0u2vT1JJVk1rfomadhcJPmL7vvjliTvGctgVeWjx4PFN4V9E3h4t/4x4HXAN4Cndm1/Dlwy7VonNB9PB7YDj2Dxn/3/CTwZeA+woeuzAbhg2rVOcS5OAw7v+lzwYJiL/c1Ht+04Fi/s+Bawatq1TvF740Xd8sO6fo8bx3ge0Y/H4cDDu/cKPAL4DlDAb3XbH9O1PRg8Fbixqn5aVXuAzwGvZN/bYVwKvGJK9U3SwLmoqmu6dYAbWHwPyoPBsO8NWLwX1jtY/Ll5MBg2F28GNlbV/wJU1e5xDGbQ91RVu4C/B74N3AXcW1XXAG8ArkqyE3gtsHF6VU7UduD5SY5K8ghgLYtHa6ur6q6uz3eB1dMqcIKGzcVSrwc+PfHKpmPgfCQ5C9hVVTdPt7yJGva98ZSu/cYkn0vyrHEMdr+5BcIDVXeu+SzgScAPgX9P8ics/nZeW1U3Jvkr4H0shn/TqurWJBcA1wA/AbYBv1zWp5I0f+R2oLlI8jfAHuBD06lwsobMx8OAd7J4OutBYz/fG4cDRwLPAZ4FfCzJb1d3HmdUHtH392Lgm1W1UFW/AD4BPBc4uapu7Pp8FPiDaRU4aVV1cVX9XlW9APgBi/+vuDvJ0QDd81j+JL2/GzIXJHkdcCbwmr4/xA8kA+bjFhYPkm5OsoPF01hbkzx+imVOxJDvjZ3AJ2rRF4FfsXjTt14M+v6+DTwnySO6WzCfCnwVeEySp3R9XgLcOq0CJy3J47rn41n8y+bD7Hs7jHXAp6ZT3WQNmoskp7N4PvrlVfXTadY3aQPm49KqelxVzVbVLItB98yq+u4Uy5yIIT8nn2TxH7J0+fFQxnBnT0/d9NSdmvkPYCuLf4b/N4tvY94JfDzJr1j8bf366VU5cR9PchTwC+C8qvphko0s/hl6LotXVrx6qhVOzqC5uJDFUxZbuo9nuKGq3jTNIifo1+Zj2gVN0aDvjc3A5iTbgZ8D68bxF5+3QJCkxnnqRpIaZ9BLUuMMeklqnEEvSY0z6CWpcQa9JDXOoJekxv0f41kAwudVLPAAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 47\n",
            "    Max fitness 96.0\n",
            "    Min fitness 87.0\n",
            "    Mean fitness 91.28\n",
            "    Std fitness 1.954891301325984\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 48\n",
            "    Max fitness 96.0\n",
            "    Min fitness 82.0\n",
            "    Mean fitness 91.66\n",
            "    Std fitness 2.290065501246634\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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5PRm4M8kzphizrwHv+x7g+ur5AvA4vYtzLdvhWODfBM5KckySAOcAl1fVM6pqXVWtA75fVYfc0RD0z74L+Ht6vyAB+EW6D+khpl/2e4CnJnlOt8659P4+h5QkT+/uT6X3E8NH6F02YkO3ygbgxumkW1y/7EnOozeH/MtV9f1p5ltMn+xbq+rpB3xO9wAvrKoHphizrwH/Zv73c9r9m38iK7yy4mE3hdL9qP4J4E56Pz5+kUZOz10k+9HANUneDjzMITQFsd8i2fcA1yV5nN6eyhuml3Kg65I8Dfgh8JaqeijJZno/Al9C72iI10414WD9sv8lvemIW3r/l/L5qnrTNEMOcFD2aQdagn7v+1XAVUl2AD8ANqz0px9PpZekRh2OUyiS9P+CBS5JjbLAJalRFrgkNcoCl6RGWeCS1CgLXJIa9T91FPEMdnDsTAAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 49\n",
            "    Max fitness 96.0\n",
            "    Min fitness 83.0\n",
            "    Mean fitness 91.01\n",
            "    Std fitness 2.3259191731442437\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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l0ifvDnr/uX+5e52dAtyV5BljjAnM+dzuBq6vni8Cj9L7gqtl50gq8G8DZyU5LkmAc4DLq+oZVbWmqtYAP6qq5XKkRL+8O4F/ovchC8DL6F7MY9Yv6z3AU5M8p5tzLr38y0KSp3fXq+m9U/g4va+CWNdNWQfcOJ50j9Uva5Lz6O1P/o2q+tE4883WJ++Wqnr6jNfZbuCFVXX/GGMCc/4e/P9rrPv9fSLL9NsUj5hdKN3b+GuBu+i95fwSy/iU2XnyHgtcneQdwH6Wxy6JubLuBq5L8ii9rZs3ji/lQa5L8jTgJ8Bbq+rBJBvpvV2+hN6REq8ba8Kf6pf1r+ntmri1938mX6iqN48z5AwH5R13oHn0e243A5uTbAd+DKxbTu9wZvJUeklq1JG0C0WSHlcscElqlAUuSY2ywCWpURa4JDXKApekRlngktSo/wMbmfFtJvsllwAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 50\n",
            "    Max fitness 97.0\n",
            "    Min fitness 83.0\n",
            "    Mean fitness 91.18\n",
            "    Std fitness 2.4346663015698886\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 51\n",
            "    Max fitness 97.0\n",
            "    Min fitness 87.0\n",
            "    Mean fitness 92.25\n",
            "    Std fitness 2.108909670896314\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 52\n",
            "    Max fitness 96.0\n",
            "    Min fitness 88.0\n",
            "    Mean fitness 92.66\n",
            "    Std fitness 1.9090311678964282\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXAAAAD7CAYAAABzGc+QAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAM0klEQVR4nO3df6zd9V3H8efLMefY5oT1UisD74KoI2R0ekMW8ccWtgXZIsw/cESxy9BOMzIgJKai0cXEpIsb+0dDUgKufwC6CAhJ2aRpFgmJI16w21q6jWWWSS1wyaaDLMYBb/8438ZLubf39t5ze3jfPh9Jc+75nu/teX/a5nm//d7zPTdVhSSpnx+Z9ACSpJUx4JLUlAGXpKYMuCQ1ZcAlqSkDLklNLRnwJGcl+VKSx5LsT3LtsP2TSQ4l2Tv8unTtx5UkHZGlXgeeZBOwqaoeTfIm4BHgcuAK4Pmq+vTajylJOtopS+1QVYeBw8PHzyU5AJy5kifbsGFDTU9Pr+RTJemk9cgjjzxbVVNHb18y4PMlmQbeCTwMXARck+R3gVnghqr63rE+f3p6mtnZ2eN5Skk66SV5YqHty/4mZpI3AncB11XV94GbgXOAzYyO0D+zyOdtTTKbZHZubu64B5ckLWxZAU/yWkbxvr2q7gaoqqer6sWqegm4Bbhwoc+tqh1VNVNVM1NTr/gfgCRphZbzKpQAtwIHquqmeds3zdvtQ8C+8Y8nSVrMcs6BXwRcBXwtyd5h243AlUk2AwUcBD62JhNKkha0nFehPARkgYfuH/84kqTl8kpMSWrKgEtSUwZckpoy4JLU1HFdiSlJ4zC9bddEnvfg9g9M5HnXikfgktSUAZekpgy4JDVlwCWpKQMuSU0ZcElqyoBLUlMGXJKaMuCS1JQBl6SmDLgkNWXAJakpAy5JTRlwSWrKgEtSUwZckpoy4JLUlAGXpKYMuCQ1ZcAlqSkDLklNGXBJasqAS1JTBlySmjLgktSUAZekpgy4JDVlwCWpKQMuSU0tGfAkZyX5UpLHkuxPcu2w/fQku5M8PtyetvbjSpKOWM4R+AvADVV1HvAu4ONJzgO2AXuq6lxgz3BfknSCLBnwqjpcVY8OHz8HHADOBC4Ddg677QQuX6shJUmvdFznwJNMA+8EHgY2VtXh4aGngI1jnUySdEzLDniSNwJ3AddV1ffnP1ZVBdQin7c1yWyS2bm5uVUNK0n6f8sKeJLXMor37VV197D56SSbhsc3Ac8s9LlVtaOqZqpqZmpqahwzS5JY3qtQAtwKHKiqm+Y9dB+wZfh4C3Dv+MeTJC3mlGXscxFwFfC1JHuHbTcC24HPJ7kaeAK4Ym1GlCQtZMmAV9VDQBZ5+OLxjiNJWi6vxJSkpgy4JDVlwCWpKQMuSU0t51Uoktah6W27Jj2CVskjcElqyoBLUlMGXJKaMuCS1JQBl6SmDLgkNWXAJakpAy5JTRlwSWrKgEtSUwZckpoy4JLUlAGXpKYMuCQ1ZcAlqSkDLklNGXBJasqAS1JTBlySmjLgktSUAZekpgy4JDVlwCWpKQMuSU0ZcElq6pRJDyCd7Ka37Zr0CGrKI3BJasqAS1JTBlySmloy4EluS/JMkn3ztn0yyaEke4dfl67tmJKkoy3nCPxzwCULbP9sVW0eft0/3rEkSUtZMuBV9SDw3RMwiyTpOKzmHPg1Sb46nGI5bWwTSZKWZaUBvxk4B9gMHAY+s9iOSbYmmU0yOzc3t8KnkyQdbUUBr6qnq+rFqnoJuAW48Bj77qiqmaqamZqaWumckqSjrCjgSTbNu/shYN9i+0qS1saSl9InuRN4N7AhyZPAnwPvTrIZKOAg8LE1nFGStIAlA15VVy6w+dY1mEWSdBy8ElOSmjLgktSUAZekpgy4JDVlwCWpKQMuSU0ZcElqyoBLUlMGXJKaMuCS1JQBl6SmDLgkNWXAJakpAy5JTRlwSWrKgEtSUwZckpoy4JLUlAGXpKYMuCQ1ZcAlqaklfyq9JK0X09t2Tey5D27/wNh/T4/AJakpAy5JTRlwSWrKgEtSUwZckpoy4JLUlAGXpKYMuCQ15YU8EpO9wENaKY/AJakpAy5JTRlwSWrKgEtSU0sGPMltSZ5Jsm/ettOT7E7y+HB72tqOKUk62nKOwD8HXHLUtm3Anqo6F9gz3JcknUBLBryqHgS+e9Tmy4Cdw8c7gcvHPJckaQkrPQe+saoODx8/BWwc0zySpGVa9Tcxq6qAWuzxJFuTzCaZnZubW+3TSZIGKw3400k2AQy3zyy2Y1XtqKqZqpqZmppa4dNJko620oDfB2wZPt4C3DuecSRJy7WclxHeCfwL8HNJnkxyNbAdeF+Sx4H3DvclSSfQkm9mVVVXLvLQxWOeRZJ0HLwSU5KaMuCS1JQBl6SmDLgkNWXAJakpAy5JTRlwSWrKgEtSUwZckpoy4JLUlAGXpKYMuCQ1ZcAlqSkDLklNGXBJasqAS1JTBlySmjLgktSUAZekpgy4JDW15A81lk6k6W27Jj2C1IZH4JLUlAGXpKYMuCQ1ZcAlqSkDLklNGXBJasqAS1JTBlySmjLgktSUAZekpgy4JDVlwCWpKQMuSU2t6t0IkxwEngNeBF6oqplxDCVJWto43k72PVX17Bh+H0nScfAUiiQ1tdqAF/BAkkeSbB3HQJKk5VntKZRfrqpDSc4Adif5elU9OH+HIexbAc4+++xVPp0k6YhVHYFX1aHh9hngHuDCBfbZUVUzVTUzNTW1mqeTJM2z4oAneUOSNx35GHg/sG9cg0mSjm01p1A2AvckOfL73FFVXxzLVJKkJa044FX1beCCMc4iSToOvoxQkpoy4JLUlAGXpKbGcSm91sj0tl2THkHSq5hH4JLUlAGXpKYMuCQ1ZcAlqSkDLklNGXBJasqAS1JTBlySmjLgktSUAZekpgy4JDVlwCWpKQMuSU0ZcElqyoBLUlMGXJKaMuCS1JQ/kWcZ/Mk4kl6NPAKXpKYMuCQ1ZcAlqSkDLklNGXBJasqAS1JTBlySmmrzOnBfiy1JL+cRuCQ1ZcAlqSkDLklNGXBJampVAU9ySZJvJPlWkm3jGkqStLQVBzzJa4C/AX4dOA+4Msl54xpMknRsqzkCvxD4VlV9u6r+F/g74LLxjCVJWspqAn4m8B/z7j85bJMknQBrfiFPkq3A1uHu80m+sdbPuQY2AM9OeogT6GRbL7jmk8XE1pxPrerTf3qhjasJ+CHgrHn33zpse5mq2gHsWMXzTFyS2aqamfQcJ8rJtl5wzSeL9bbm1ZxC+Vfg3CRvS/KjwIeB+8YzliRpKSs+Aq+qF5JcA/wT8BrgtqraP7bJJEnHtKpz4FV1P3D/mGZ5NWt9CmgFTrb1gms+WayrNaeqJj2DJGkFvJRekpoy4EdJcn2S/Un2JbkzyY9l5C+TfDPJgSSfmPSc47TImi9O8miSvUkeSvIzk55znJJcO6x3f5Lrhm2nJ9md5PHh9rRJzzkui6z3r5J8PclXk9yT5CcmPec4LbTmeY/dkKSSbJjUfONgwOdJcibwCWCmqs5n9M3ZDwMfYfSSyZ+vqrczuup0XTjGmm8GfruqNgN3AH86uSnHK8n5wO8zupr4AuCDwxeobcCeqjoX2DPcb+8Y690NnF9V7wC+Cfzx5KYcr2OsmSRnAe8HvjO5CcfDgL/SKcDrk5wCnAr8J/CHwF9U1UsAVfXMBOdbCwutuYAfHx5/87BtvXg78HBV/aCqXgD+GfhNRm8FsXPYZydw+YTmG7cF11tVDwz3Ab7M6FqO9WKxv2OAzwJ/xOjfeGsGfJ6qOgR8mtFX5sPAf1fVA8A5wG8lmU3yhSTnTnLOcTrGmn8PuD/Jk8BVwPbJTTl2+4BfSfKWJKcClzL6H9bGqjo87PMUsHFSA47ZYuud76PAF074ZGtnwTUnuQw4VFVfmex442HA5xnOeV4GvA34KeANSX4HeB3wP8MVXLcAt01uyvE6xpqvBy6tqrcCfwvcNLkpx6uqDgCfAh4AvgjsBV48ap9iHRyhwdLrTfInwAvA7RMZcA0ssubXATcCfzbB0cbKgL/ce4F/r6q5qvohcDfwS4zeqOvuYZ97gHdMaL61sNCaLwIuqKqHh33+ntGfw7pRVbdW1S9W1a8C32N0DvjpJJsAhtt1c6pskfWS5CPABxl9v2NdfME6YoE172d0oPKVJAcZnTJ6NMlPTnDMVTHgL/cd4F1JTk0S4GLgAPCPwHuGfX6N4R//OrHQmh8D3pzkZ4d93sfoz2HdSHLGcHs2o3OjdzB6K4gtwy5bgHsnM934LbTeJJcwOhf8G1X1g0nOtxYWWPPOqjqjqqaraprRgdkvVNVTExxzVdb83Qg7qaqHk/wD8Cij/1L+G6Mrt14P3J7keuB5RueH14VjrPlJ4K4kLzE6evno5KZcE3cleQvwQ+DjVfVfSbYDn09yNfAEcMVEJxyvhdb714xOK+wefe3my1X1B5MccsxeseZJDzRuXokpSU15CkWSmjLgktSUAZekpgy4JDVlwCWpKQMuSU0ZcElqyoBLUlP/B3qBL2R6n22EAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 53\n",
            "    Max fitness 95.0\n",
            "    Min fitness 85.0\n",
            "    Mean fitness 91.39\n",
            "    Std fitness 2.1628453481467416\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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vrKpvJ9kJXJPkIgbf96/sNeFow7L/JYMliVu7z+pnqur3+gw5xHG5+w60HF5KL0mNWo9LKJKkCVjgktQoC1ySGmWBS1KjLHBJapQFLkmNssAlqVH/D89Jg+LD1pHsAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 54\n",
            "    Max fitness 95.0\n",
            "    Min fitness 82.0\n",
            "    Mean fitness 90.56\n",
            "    Std fitness 2.333752343330371\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 55\n",
            "    Max fitness 95.0\n",
            "    Min fitness 83.0\n",
            "    Mean fitness 90.57\n",
            "    Std fitness 2.4505305547982865\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 56\n",
            "    Max fitness 95.0\n",
            "    Min fitness 85.0\n",
            "    Mean fitness 90.14\n",
            "    Std fitness 1.9950939827486824\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 57\n",
            "    Max fitness 94.0\n",
            "    Min fitness 83.0\n",
            "    Mean fitness 89.79\n",
            "    Std fitness 2.2772571220659295\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 58\n",
            "    Max fitness 94.0\n",
            "    Min fitness 83.0\n",
            "    Mean fitness 88.98\n",
            "    Std fitness 2.2404463840940267\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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eehsAX+jepycCdyV55gRjDrUSC/wbwIuSHJMkwBnAriRvBH4ZOP/A/tgVqF/2S6rqmVW1rqrWAd+vqpV4NETf1x34B+Dl3ZyX0r1BV5h+2e8FnpbkJ7s5Z9L771lxkjyjuz6Z3r7Yj9L7WoqN3ZSNwA2TSbewftmTnEVvP/KvVtX3J5lvkD65t1XVM+a8T/cAL6yqBycYc6gV96PGVbU9yTXAXfT++fV5eqe4/he9T4Y/03uPcl1VvXdiQftYIPuKt0D2o4Erk7wD2E9vv/KKskD2PcC1SR6jt5X1hsmlXNC1SZ4O/BB4a1U9nGQLcHWSC+j93b9mogkH65f9r+ntkrile69+tqrePMmQfRyUe9KBFsNT6SWpUStxF4okaQQWuCQ1ygKXpEZZ4JLUKAtckhplgUtSoyxwSWrU/wKfZeiFNnirTQAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 59\n",
            "    Max fitness 95.0\n",
            "    Min fitness 82.0\n",
            "    Mean fitness 89.73\n",
            "    Std fitness 2.2487996798292196\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 60\n",
            "    Max fitness 95.0\n",
            "    Min fitness 84.0\n",
            "    Mean fitness 90.32\n",
            "    Std fitness 2.2533530571128884\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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AAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 61\n",
            "    Max fitness 95.0\n",
            "    Min fitness 83.0\n",
            "    Mean fitness 90.05\n",
            "    Std fitness 2.4428467000612217\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 62\n",
            "    Max fitness 94.0\n",
            "    Min fitness 85.0\n",
            "    Mean fitness 89.88\n",
            "    Std fitness 2.187601426220051\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 63\n",
            "    Max fitness 94.0\n",
            "    Min fitness 85.0\n",
            "    Mean fitness 90.08\n",
            "    Std fitness 1.8258148865643526\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 64\n",
            "    Max fitness 94.0\n",
            "    Min fitness 84.0\n",
            "    Mean fitness 89.39\n",
            "    Std fitness 2.162845348146742\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 65\n",
            "    Max fitness 94.0\n",
            "    Min fitness 85.0\n",
            "    Mean fitness 90.06\n",
            "    Std fitness 1.9329769786523583\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 66\n",
            "    Max fitness 94.0\n",
            "    Min fitness 82.0\n",
            "    Mean fitness 89.73\n",
            "    Std fitness 2.493411317853514\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXAAAAD7CAYAAABzGc+QAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAANKElEQVR4nO3df4xldXnH8fenYq2otSDDugW2Y5C2EiLYTogp/aFBDQVTsEmppEWMtGsbiUBMmq1tWtukyRoVk/4IyRqo+wfamgKFBLQQYkpIKulCURdWhdilZbvAEm2FkKYCT/+4h3S63Pmx997Z67P7fiWbmXvumT3PN7DvOXPmnplUFZKkfn5o3gNIkiZjwCWpKQMuSU0ZcElqyoBLUlMGXJKaWjPgSU5J8uUkDyV5MMmVw/aPJdmX5IHhz/kbP64k6UVZ63XgSTYDm6vq/iSvAe4DLgIuBp6pqk9u/JiSpIMds9YOVbUf2D+8/3SSPcBJkxzshBNOqMXFxUk+VJKOWvfdd99TVbVw8PY1A75ckkXgLcC9wDnAFUneB+wCPlJV313t4xcXF9m1a9ehHFKSjnpJHh23fd3fxEzyauBG4Kqq+h5wLXAqcBajM/RPrfBxW5PsSrLrwIEDhzy4JGm8dQU8ycsZxfuGqroJoKqeqKrnq+oF4DPA2eM+tqp2VNVSVS0tLLzkKwBJ0oTW8yqUANcBe6rqmmXbNy/b7T3A7tmPJ0layXqugZ8DXAp8PckDw7aPApckOQsoYC/wwQ2ZUJI01npehXIPkDFP3T77cSRJ6+WdmJLUlAGXpKYMuCQ1ZcAlqalDuhNT0pFjcdttczv23u0XzO3YRxLPwCWpKQMuSU0ZcElqyoBLUlMGXJKaMuCS1JQBl6SmDLgkNWXAJakpAy5JTRlwSWrKgEtSUwZckpoy4JLUlAGXpKYMuCQ1ZcAlqSkDLklNGXBJasqAS1JTBlySmjLgktSUAZekpgy4JDVlwCWpKQMuSU0ZcElqyoBLUlMGXJKaWjPgSU5J8uUkDyV5MMmVw/bjk9yZ5OHh7XEbP64k6UXrOQN/DvhIVZ0OvBX4UJLTgW3AXVV1GnDX8FiSdJisGfCq2l9V9w/vPw3sAU4CLgR2DrvtBC7aqCElSS91SNfAkywCbwHuBTZV1f7hqceBTTOdTJK0qnUHPMmrgRuBq6rqe8ufq6oCaoWP25pkV5JdBw4cmGpYSdL/WVfAk7ycUbxvqKqbhs1PJNk8PL8ZeHLcx1bVjqpaqqqlhYWFWcwsSWJ9r0IJcB2wp6quWfbUrcBlw/uXAbfMfjxJ0kqOWcc+5wCXAl9P8sCw7aPAduALSS4HHgUu3pgRJUnjrBnwqroHyApPnzvbcSRJ6+WdmJLUlAGXpKYMuCQ1ZcAlqSkDLklNGXBJasqAS1JTBlySmjLgktSUAZekpgy4JDVlwCWpqfX8NEJJG2hx223zHkFNeQYuSU0ZcElqyoBLUlMGXJKaMuCS1JQBl6SmDLgkNWXAJakpAy5JTRlwSWrKgEtSUwZckpoy4JLUlAGXpKYMuCQ1ZcAlqSkDLklNGXBJasqAS1JTBlySmjLgktTUmgFPcn2SJ5PsXrbtY0n2JXlg+HP+xo4pSTrYes7APwucN2b7p6vqrOHP7bMdS5K0ljUDXlV3A985DLNIkg7BNNfAr0jyteESy3Ezm0iStC6TBvxa4FTgLGA/8KmVdkyyNcmuJLsOHDgw4eEkSQebKOBV9URVPV9VLwCfAc5eZd8dVbVUVUsLCwuTzilJOshEAU+yednD9wC7V9pXkrQxjllrhySfB94GnJDkMeCPgbclOQsoYC/wwQ2cUZI0xpoBr6pLxmy+bgNmkSQdAu/ElKSmDLgkNWXAJakpAy5JTa35TUzpaLC47bZ5jyAdMs/AJakpAy5JTRlwSWrKgEtSUwZckpoy4JLUlAGXpKYMuCQ15Y08kg67ed04tXf7BXM57kbxDFySmjLgktSUAZekpgy4JDVlwCWpKQMuSU0ZcElqyoBLUlMGXJKaMuCS1JQBl6SmDLgkNWXAJakpAy5JTRlwSWrKgEtSU/5CB0lHjXn9IgnYmF8m4Rm4JDVlwCWpKQMuSU0ZcElqas2AJ7k+yZNJdi/bdnySO5M8PLw9bmPHlCQdbD1n4J8Fzjto2zbgrqo6DbhreCxJOozWDHhV3Q1856DNFwI7h/d3AhfNeC5J0homvQa+qar2D+8/Dmya0TySpHWa+kaeqqoktdLzSbYCWwG2bNky7eF0hJvnjRZSN5OegT+RZDPA8PbJlXasqh1VtVRVSwsLCxMeTpJ0sEkDfitw2fD+ZcAtsxlHkrRe63kZ4eeBfwJ+KsljSS4HtgPvTPIw8I7hsSTpMFrzGnhVXbLCU+fOeBZJ0iHwTkxJasqAS1JTBlySmjLgktSUAZekpgy4JDVlwCWpKQMuSU0ZcElqyoBLUlMGXJKaMuCS1NTUv9BBRx5/qYLUg2fgktSUAZekpgy4JDVlwCWpKQMuSU0ZcElqyoBLUlMGXJKaMuCS1JQBl6SmDLgkNWXAJakpAy5JTRlwSWrKgEtSUwZckpoy4JLUlAGXpKYMuCQ1ZcAlqSkDLklNTfVb6ZPsBZ4Gngeeq6qlWQwlSVrbVAEfvL2qnprB3yNJOgReQpGkpqYNeAF3JLkvydZZDCRJWp9pL6H8fFXtS3IicGeSb1TV3ct3GMK+FWDLli1THk6S9KKpzsCrat/w9kngZuDsMfvsqKqlqlpaWFiY5nCSpGUmDniSVyV5zYvvA+8Cds9qMEnS6qa5hLIJuDnJi3/P56rqSzOZSpK0pokDXlXfBs6c4SySpEPgywglqSkDLklNGXBJasqAS1JTBlySmjLgktSUAZekpgy4JDVlwCWpKQMuSU0ZcElqyoBLUlMGXJKaMuCS1JQBl6SmDLgkNWXAJakpAy5JTRlwSWrKgEtSUwZckpoy4JLUlAGXpKYMuCQ1ZcAlqSkDLklNGXBJasqAS1JTBlySmjpm3gOs1+K22+Y9wmG3d/sF8x5B0g8wz8AlqSkDLklNGXBJasqAS1JTUwU8yXlJvpnkkSTbZjWUJGltEwc8ycuAvwJ+GTgduCTJ6bMaTJK0umnOwM8GHqmqb1fV/wB/A1w4m7EkSWuZJuAnAf++7PFjwzZJ0mGw4TfyJNkKbB0ePpPkmxt9zBk5AXhqngPk4xv2V899bRvsSF6fa2sqH59qfT8xbuM0Ad8HnLLs8cnDtv+nqnYAO6Y4zlwk2VVVS/OeYyMcyWuDI3t9rq2vjVjfNJdQ/hk4Lckbkvww8F7g1tmMJUlay8Rn4FX1XJIrgH8AXgZcX1UPzmwySdKqproGXlW3A7fPaJYfNO0u+xyCI3ltcGSvz7X1NfP1papm/XdKkg4Db6WXpKYMOJDk6iQPJtmd5PNJfmTZc3+e5Jl5zjeNcWvLyJ8l+VaSPUk+PO85J7XC+s5Ncn+SB5Lck+SN855zEkmuHNb1YJKrhm3HJ7kzycPD2+PmPeckVljbJ5J8I8nXktyc5MfmPeekxq1v2XMfSVJJTpj2OEd9wJOcBHwYWKqqMxh9Q/a9w3NLQMt/ILDq2t7P6CWgP11Vb2J0F207q6zvWuA3quos4HPAH85vyskkOQP4bUZ3PJ8JvHv4RLQNuKuqTgPuGh63ssra7gTOqKo3A98Cfn9+U05ulfWR5BTgXcC/zeJYR33AB8cAr0xyDHAs8B/Dz3r5BPB7c51sei9ZG/C7wJ9W1QsAVfXkHOeb1rj1FfCjw/OvHbZ18ybg3qp6tqqeA/4R+FVGP65i57DPTuCiOc03jbFrq6o7hscAX2F0b0lHK/23A/g0o6bM5JuPR33Aq2of8ElGnxH3A/9VVXcAVwC3VtX+ec43jVXWdirw60l2JfliktPmOeekVlnfbwG3J3kMuBTYPr8pJ7Yb+IUkr0tyLHA+o6+aNi37f/JxYNO8BpzCSmtb7gPAFw/7ZLMxdn1JLgT2VdVXZ3Wgoz7gwzXEC4E3AD8OvCrJ+4BfA/5inrNNa4W1/SbwCuC/h7vCPgNcP78pJ7fK+q4Gzq+qk4G/Bq6Z35STqao9wMeBO4AvAQ8Azx+0TzGjM7nDaa21JfkD4DnghrkMOKUV1vcK4KPAH83yWEd9wIF3AP9aVQeq6vvATcCfAG8EHkmyFzg2ySNznHFS49b2c4x+8NhNwz43A2+e03zTGre+c4Azq+reYZ+/ZbTmdqrquqr62ar6ReC7jK4LP5FkM8DwtuXlrxXWRpL3A+9m9D2Mdp+cXjRmfQ8yOtH46tCUk4H7k7x+muMY8NGX329NcmySAOcC11TV66tqsaoWgWerquMrGcatbQ/w98Dbh31+ieEfT0Pj1vcQ8NokPzns805Ga24nyYnD2y2MrqF+jtGPq7hs2OUy4Jb5TDedcWtLch6j68O/UlXPznO+aY1Z386qOnFZUx4DfqaqHp/mOBv+0wh/0FXVvUn+Drif0Zdt/8IRckfYKmt7JXBDkquBZxhdM25nlfU9BtyY5AVGZz8fmN+UU7kxyeuA7wMfqqr/TLId+EKSy4FHgYvnOuHkxq3tLxldarhz9PmYr1TV78xzyCm8ZH0bcRDvxJSkpryEIklNGXBJasqAS1JTBlySmjLgktSUAZekpgy4JDVlwCWpqf8FCeN02Z2LQAkAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 67\n",
            "    Max fitness 94.0\n",
            "    Min fitness 83.0\n",
            "    Mean fitness 90.15\n",
            "    Std fitness 1.9665960439297132\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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DwQHAXd379HjgziTP6DHmWGuxwL8GvDDJEUkCnA7sTPI64JeA8/bNx65Bw7JfXFXPqKr1VbUe+E5VrcWzIYa+7sA/Ai/ttvlFujfoGjMs+z3AU5P8eLfNGQz+e9acJE/v7k9kMBf7YQYfS3F+t8n5wHX9pFvcsOxJzmQwj/wrVfWdPvONMiT31qp6+oL36W7gBVX1QI8xx1pzX2pcVbcn+RhwJ4N/fn2OwSWu/8PgL8OfHrxHuaaq3t1b0CEWyb7mLZL9cOCKJG8FHmYwr7ymLJJ9N3B1kscYHGW9tr+Ui7o6ydOA7wFvqqqHkmwGrkpyAYPf+1f1mnC0Ydn/hsGUxM3de/UzVfWGPkMOcUDuvgMthZfSS1Kj1uIUiiRpAha4JDXKApekRlngktQoC1ySGmWBS1KjLHBJatT/A2Ya3dRSfYWtAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 68\n",
            "    Max fitness 95.0\n",
            "    Min fitness 82.0\n",
            "    Mean fitness 89.41\n",
            "    Std fitness 2.332788031519366\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 69\n",
            "    Max fitness 95.0\n",
            "    Min fitness 85.0\n",
            "    Mean fitness 90.22\n",
            "    Std fitness 2.216212986154535\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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+k+6LbhWbr48HgWcm+YXumEvo9bbqJXl293wOvbnWT9D7uImN3SEbgdvGU93SzNdLkkvpzRv/VlX9aJz1DWqePrZV1bNnfc3vA15cVY+MscyBNfNLjYetqnYk+QxwH73//n2FRm+pXaSXk4Ebk7wTeJzeXPKqtUgf+4CbkzxJ76rpTeOrckluTvIs4CfAW6vqsSRbgJuSXA18G3jdWCsc3Hy9/AO9KYjtve+3fKmq3jLOIgdwRB/jLmglvJVekhp1PE+hSFLTDHBJapQBLkmNMsAlqVEGuCQ1ygCXpEYZ4JLUqP8D6yMeQYLwYIcAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 70\n",
            "    Max fitness 95.0\n",
            "    Min fitness 83.0\n",
            "    Mean fitness 90.51\n",
            "    Std fitness 2.1094786085665813\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 71\n",
            "    Max fitness 95.0\n",
            "    Min fitness 86.0\n",
            "    Mean fitness 90.71\n",
            "    Std fitness 1.9914567532336722\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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On9SNvbaqfjBF+f6bwbvVD3fTrq2q9/eRD4ZnXPh8JdlfVU+cpnzAcQx+nT4d2A+8uc81yCUyng+8H3iUwd7a66vq/p7yfRE4GfgR8M6quiXJyQyOmDmdwb/HV1XVd/rIt0zG+xgsU/xHN+1LVfXmacq4aPtuYLaqpuobFKe2wCVJy5vWJRRJ0ggWuCQ1ygKXpEZZ4JLUKAtckhplgUtSoyxwSWqUBS5JjfpfBoi1kQmjEfAAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 72\n",
            "    Max fitness 95.0\n",
            "    Min fitness 80.0\n",
            "    Mean fitness 90.1\n",
            "    Std fitness 2.3685438564654024\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 73\n",
            "    Max fitness 94.0\n",
            "    Min fitness 83.0\n",
            "    Mean fitness 89.77\n",
            "    Std fitness 2.5955924179269747\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 74\n",
            "    Max fitness 94.0\n",
            "    Min fitness 84.0\n",
            "    Mean fitness 89.83\n",
            "    Std fitness 2.0593931144878583\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 75\n",
            "    Max fitness 93.0\n",
            "    Min fitness 83.0\n",
            "    Mean fitness 88.87\n",
            "    Std fitness 2.300673814342224\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 76\n",
            "    Max fitness 94.0\n",
            "    Min fitness 84.0\n",
            "    Mean fitness 88.8\n",
            "    Std fitness 1.9235384061671346\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 77\n",
            "    Max fitness 94.0\n",
            "    Min fitness 84.0\n",
            "    Mean fitness 89.56\n",
            "    Std fitness 2.001599360511489\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 78\n",
            "    Max fitness 95.0\n",
            "    Min fitness 84.0\n",
            "    Mean fitness 89.5\n",
            "    Std fitness 2.0615528128088303\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 79\n",
            "    Max fitness 96.0\n",
            "    Min fitness 86.0\n",
            "    Mean fitness 90.75\n",
            "    Std fitness 1.9716744153130354\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 80\n",
            "    Max fitness 96.0\n",
            "    Min fitness 85.0\n",
            "    Mean fitness 90.56\n",
            "    Std fitness 2.3677837739117984\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 81\n",
            "    Max fitness 96.0\n",
            "    Min fitness 85.0\n",
            "    Mean fitness 91.21\n",
            "    Std fitness 2.350723292946237\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 82\n",
            "    Max fitness 96.0\n",
            "    Min fitness 85.0\n",
            "    Mean fitness 91.37\n",
            "    Std fitness 2.296323147991153\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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TXAR8n8aWF35qjfEdBD6c5AFGM4TXzK7KXj6c5DHAT4A/q6rvJtnB6NfTCxkdyfAHM61weiuN7b2MlhquH/1/zOeq6k9mWWQPPze+WRc0oJXeu13AriT7gPuA8/v+BuWp9JLUKJdQJKlRBrgkNcoAl6RGGeCS1CgDXJIaZYBLUqMMcElq1P8Br2J77GOoyz0AAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 83\n",
            "    Max fitness 96.0\n",
            "    Min fitness 85.0\n",
            "    Mean fitness 91.65\n",
            "    Std fitness 2.2555487137279924\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 84\n",
            "    Max fitness 96.0\n",
            "    Min fitness 85.0\n",
            "    Mean fitness 91.21\n",
            "    Std fitness 2.2058785098005735\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 85\n",
            "    Max fitness 97.0\n",
            "    Min fitness 86.0\n",
            "    Mean fitness 90.98\n",
            "    Std fitness 2.1999090890307262\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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oA1ySGmWAS1KjDHBJapQBLkmNMsAlqVEGuCQ16v8AQNJRUUk/4qMAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 86\n",
            "    Max fitness 97.0\n",
            "    Min fitness 87.0\n",
            "    Mean fitness 92.03\n",
            "    Std fitness 2.1792429878285717\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 87\n",
            "    Max fitness 97.0\n",
            "    Min fitness 85.0\n",
            "    Mean fitness 91.85\n",
            "    Std fitness 2.316786567640619\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 88\n",
            "    Max fitness 96.0\n",
            "    Min fitness 85.0\n",
            "    Mean fitness 91.73\n",
            "    Std fitness 2.1580315104279637\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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A7y6mcumTdwe9/9y/3L3OTgXuSvKMMcYEZnxudwM3VM8XgUfpfcHVonM0Ffi3gbOSnJAkwDnAFVX1jKpaWVUrgR9V1WI5UqJf3p3AP9H7kAXgZXQv5jHrl/Ue4KlJntPNOZde/kUhydO76xX03il8nN5XQazppqwBbhpPusfqlzXJefT2J/9GVf1onPmm65N3U1U9fcrrbDfwwqq6f4wxgRl/D/7/Ndb9/j6RRfptikfNLpTubfx1wF303nJ+iUV8yuwseY8HrknyTuAAi2OXxExZdwPXJ3mU3tbNm8aX8hDXJ3ka8BPgbVX1YJL19N4uX0LvSInXjTXhT/XL+tf0dk1s7v2fyReq6i3jDDnFIXnHHWgW/Z7bjcDGJNuBHwNrFtM7nKk8lV6SGnU07UKRpMcVC1ySGmWBS1KjLHBJapQFLkmNssAlqVEWuCQ16v8AYCv1dIbx8poAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 89\n",
            "    Max fitness 97.0\n",
            "    Min fitness 83.0\n",
            "    Mean fitness 90.73\n",
            "    Std fitness 2.5094023192784376\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 90\n",
            "    Max fitness 97.0\n",
            "    Min fitness 85.0\n",
            "    Mean fitness 91.71\n",
            "    Std fitness 2.4588411904797756\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 91\n",
            "    Max fitness 97.0\n",
            "    Min fitness 87.0\n",
            "    Mean fitness 92.82\n",
            "    Std fitness 2.1465320868787403\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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+yVOAHwKvqapvJtnO4K3y5QyOlHhZrwl/1LC8/8Bg98St3bv7T1TVH/YZsnNU1r4DjTHsud0J7EyyB/gBsGWNvMMZlvUPgL/vDh74Hg9/HPaa46n0ktSok2kXiiT9v2KBS1KjLHBJapQFLkmNssAlqVEWuCQ1ygKXpEb9H7LcgSxbnvbdAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 92\n",
            "    Max fitness 99.0\n",
            "    Min fitness 85.0\n",
            "    Mean fitness 92.55\n",
            "    Std fitness 2.3124662159694354\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 93\n",
            "    Max fitness 99.0\n",
            "    Min fitness 88.0\n",
            "    Mean fitness 93.66\n",
            "    Std fitness 2.474752512878813\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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+rb2S3hEPL5tqhaPr18vf0dsFcUf3W/onquoPplnkCB7Tx7QLGkO/12QbsC3JLuAHwMYWfjOify+/D7ytO6Dhezx6me0V81R6SWrULO5CkSSNwACXpEYZ4JLUKANckhplgEtSowxwSWqUAS5Jjfpf+cl/1PlJ4z0AAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 94\n",
            "    Max fitness 98.0\n",
            "    Min fitness 86.0\n",
            "    Mean fitness 93.08\n",
            "    Std fitness 2.492709369340919\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 95\n",
            "    Max fitness 98.0\n",
            "    Min fitness 87.0\n",
            "    Mean fitness 93.41\n",
            "    Std fitness 2.354124040912033\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 96\n",
            "    Max fitness 98.0\n",
            "    Min fitness 87.0\n",
            "    Mean fitness 93.15\n",
            "    Std fitness 2.3167865676406185\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 97\n",
            "    Max fitness 97.0\n",
            "    Min fitness 87.0\n",
            "    Mean fitness 92.23\n",
            "    Std fitness 2.436616506551657\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 98\n",
            "    Max fitness 98.0\n",
            "    Min fitness 82.0\n",
            "    Mean fitness 92.32\n",
            "    Std fitness 2.671628716719447\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 99\n",
            "    Max fitness 98.0\n",
            "    Min fitness 87.0\n",
            "    Mean fitness 92.92\n",
            "    Std fitness 2.3395726105423615\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Generation 100\n",
            "    Max fitness 98.0\n",
            "    Min fitness 88.0\n",
            "    Mean fitness 93.13\n",
            "    Std fitness 2.114970448966132\n"
          ],
          "name": "stdout"
        }
      ]
    }
  ]
}