EDL_10_2_NEAT_XOR_Visualized.ipynb

{
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  "metadata": {
    "colab": {
      "name": "EDL_10_2_NEAT_XOR_Visualized.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyMAP9mPkyTS8oRvRt+8bub4",
      "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_10_2_NEAT_XOR_Visualized.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install git+https://github.com/CodeReclaimers/neat-python.git"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "8Z3Ayt-wXGOD",
        "outputId": "ae739e75-d0a6-4f49-f4c6-16b4f0848f5e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Collecting git+https://github.com/CodeReclaimers/neat-python.git\n",
            "  Cloning https://github.com/CodeReclaimers/neat-python.git to /tmp/pip-req-build-_k58a3i4\n",
            "  Running command git clone -q https://github.com/CodeReclaimers/neat-python.git /tmp/pip-req-build-_k58a3i4\n",
            "Building wheels for collected packages: neat-python\n",
            "  Building wheel for neat-python (setup.py) ... \u001b[?25l\u001b[?25hdone\n",
            "  Created wheel for neat-python: filename=neat_python-0.93-py3-none-any.whl size=43560 sha256=1791299b6055ba8a4dc0ebb6de98650607d59f2a2745874439e8b8fe20cf7f2e\n",
            "  Stored in directory: /tmp/pip-ephem-wheel-cache-nl2ejpvk/wheels/c9/a4/bc/b3515b783900ae55a81d477764610e24e63e7616fa6fd57838\n",
            "Successfully built neat-python\n",
            "Installing collected packages: neat-python\n",
            "Successfully installed neat-python-0.93\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "gEpTXjwrHo-Q"
      },
      "outputs": [],
      "source": [
        "import neat"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# 2-input XOR inputs and expected outputs.\n",
        "X = [(0.0, 0.0), (0.0, 1.0), (1.0, 0.0), (1.0, 1.0)]\n",
        "Y = [   (0.0,),     (1.0,),     (1.0,),     (0.0,)]"
      ],
      "metadata": {
        "id": "6S1csdi_Xdhb"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "%%writefile config\n",
        "#--- parameters for the XOR-2 experiment ---#\n",
        "\n",
        "[NEAT]\n",
        "fitness_criterion     = max\n",
        "fitness_threshold     = 3.99\n",
        "pop_size              = 150\n",
        "reset_on_extinction   = False\n",
        "\n",
        "[DefaultGenome]\n",
        "# node activation options\n",
        "activation_default      = sigmoid\n",
        "activation_mutate_rate  = 0.0\n",
        "activation_options      = sigmoid\n",
        "\n",
        "# node aggregation options\n",
        "aggregation_default     = sum\n",
        "aggregation_mutate_rate = 0.0\n",
        "aggregation_options     = sum\n",
        "\n",
        "# node bias options\n",
        "bias_init_mean          = 0.0\n",
        "bias_init_stdev         = 1.0\n",
        "bias_max_value          = 30.0\n",
        "bias_min_value          = -30.0\n",
        "bias_mutate_power       = 0.5\n",
        "bias_mutate_rate        = 0.7\n",
        "bias_replace_rate       = 0.1\n",
        "\n",
        "# genome compatibility options\n",
        "compatibility_disjoint_coefficient = 1.0\n",
        "compatibility_weight_coefficient   = 0.5\n",
        "\n",
        "# connection add/remove rates\n",
        "conn_add_prob           = 0.5\n",
        "conn_delete_prob        = 0.5\n",
        "\n",
        "# connection enable options\n",
        "enabled_default         = True\n",
        "enabled_mutate_rate     = 0.01\n",
        "\n",
        "feed_forward            = True\n",
        "initial_connection      = full\n",
        "\n",
        "# node add/remove rates\n",
        "node_add_prob           = 0.2\n",
        "node_delete_prob        = 0.2\n",
        "\n",
        "# network parameters\n",
        "num_hidden              = 0\n",
        "num_inputs              = 2\n",
        "num_outputs             = 1\n",
        "\n",
        "# node response options\n",
        "response_init_mean      = 1.0\n",
        "response_init_stdev     = 0.0\n",
        "response_max_value      = 30.0\n",
        "response_min_value      = -30.0\n",
        "response_mutate_power   = 0.0\n",
        "response_mutate_rate    = 0.0\n",
        "response_replace_rate   = 0.0\n",
        "\n",
        "# connection weight options\n",
        "weight_init_mean        = 0.0\n",
        "weight_init_stdev       = 1.0\n",
        "weight_max_value        = 30\n",
        "weight_min_value        = -30\n",
        "weight_mutate_power     = 0.5\n",
        "weight_mutate_rate      = 0.8\n",
        "weight_replace_rate     = 0.1\n",
        "\n",
        "[DefaultSpeciesSet]\n",
        "compatibility_threshold = 3.0\n",
        "\n",
        "[DefaultStagnation]\n",
        "species_fitness_func = max\n",
        "max_stagnation       = 20\n",
        "species_elitism      = 2\n",
        "\n",
        "[DefaultReproduction]\n",
        "elitism            = 2\n",
        "survival_threshold = 0.2"
      ],
      "metadata": {
        "id": "hd9WgGFyX5aZ"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Load configuration.\n",
        "config = neat.Config(neat.DefaultGenome, neat.DefaultReproduction,\n",
        "                     neat.DefaultSpeciesSet, neat.DefaultStagnation,\n",
        "                     'config')\n",
        "\n",
        "print(config.genome_type, config.genome_config,config.pop_size)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "K5yY5qQiM9I_",
        "outputId": "5466b143-6ad6-4197-bb32-d01e4f420342"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'neat.genome.DefaultGenome'> <neat.genome.DefaultGenomeConfig object at 0x7f8fe0a1afd0> 150\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "key = \"fred\"\n",
        "genome = config.genome_type(key)\n",
        "genome.configure_new(config.genome_config)\n",
        "\n",
        "net = neat.nn.FeedForwardNetwork.create(genome, config)"
      ],
      "metadata": {
        "id": "tI1P55bFNFcL"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "fitness = 4\n",
        "for x, y in zip(X, Y):  \n",
        "  output = net.activate(x)\n",
        "  print(output, y)\n",
        "  fitness -= (output[0]-y[0])**2  \n",
        "\n",
        "print(fitness)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "yZ_Qk5CJNJuL",
        "outputId": "4c1f64fd-2b5c-4100-d195-f5abc39dad20"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[0.9940900626159942] (0.0,)\n",
            "[0.9896687402986201] (1.0,)\n",
            "[0.9974852823212405] (1.0,)\n",
            "[0.9955927191225593] (0.0,)\n",
            "2.0204670263062567\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#@title Draw Network from Genome\n",
        "import graphviz\n",
        "\n",
        "def draw_net(config, genome, view=False, filename=None, node_names=None, show_disabled=True, prune_unused=False,\n",
        "             node_colors=None, fmt='svg'):\n",
        "    \"\"\" Receives a genome and draws a neural network with arbitrary topology. \"\"\"\n",
        "    # Attributes for network nodes.\n",
        "    if graphviz is None:\n",
        "        print(\"This display is not available due to a missing optional dependency (graphviz)\")\n",
        "        return\n",
        "\n",
        "    # If requested, use a copy of the genome which omits all components that won't affect the output.\n",
        "    if prune_unused:\n",
        "        genome = genome.get_pruned_copy(config.genome_config)\n",
        "\n",
        "    if node_names is None:\n",
        "        node_names = {}\n",
        "\n",
        "    assert type(node_names) is dict\n",
        "\n",
        "    if node_colors is None:\n",
        "        node_colors = {}\n",
        "\n",
        "    assert type(node_colors) is dict\n",
        "\n",
        "    node_attrs = {\n",
        "        'shape': 'circle',\n",
        "        'fontsize': '9',\n",
        "        'height': '0.2',\n",
        "        'width': '0.2'}\n",
        "\n",
        "    dot = graphviz.Digraph(format=fmt, node_attr=node_attrs)\n",
        "\n",
        "    inputs = set()\n",
        "    for k in config.genome_config.input_keys:\n",
        "        inputs.add(k)\n",
        "        name = node_names.get(k, str(k))\n",
        "        input_attrs = {'style': 'filled', 'shape': 'box', 'fillcolor': node_colors.get(k, 'lightgray')}\n",
        "        dot.node(name, _attributes=input_attrs)\n",
        "\n",
        "    outputs = set()\n",
        "    for k in config.genome_config.output_keys:\n",
        "        outputs.add(k)\n",
        "        name = node_names.get(k, str(k))\n",
        "        node_attrs = {'style': 'filled', 'fillcolor': node_colors.get(k, 'lightblue')}\n",
        "\n",
        "        dot.node(name, _attributes=node_attrs)\n",
        "\n",
        "    used_nodes = set(genome.nodes.keys())\n",
        "    for n in used_nodes:\n",
        "        if n in inputs or n in outputs:\n",
        "            continue\n",
        "\n",
        "        attrs = {'style': 'filled',\n",
        "                 'fillcolor': node_colors.get(n, 'white')}\n",
        "        dot.node(str(n), _attributes=attrs)\n",
        "\n",
        "    for cg in genome.connections.values():\n",
        "        if cg.enabled or show_disabled:\n",
        "            # if cg.input not in used_nodes or cg.output not in used_nodes:\n",
        "            #    continue\n",
        "            input, output = cg.key\n",
        "            a = node_names.get(input, str(input))\n",
        "            b = node_names.get(output, str(output))\n",
        "            style = 'solid' if cg.enabled else 'dotted'\n",
        "            color = 'green' if cg.weight > 0 else 'red'\n",
        "            width = str(0.1 + abs(cg.weight / 5.0))\n",
        "            dot.edge(a, b, _attributes={'style': style, 'color': color, 'penwidth': width})\n",
        "\n",
        "    dot.render(filename, view=view)\n",
        "    dot.view()\n",
        "\n",
        "    return dot\n",
        "\n",
        "node_names = {-1: 'X1', -2: 'X2', 0: 'Output'}\n",
        "draw_net(config, genome, True, node_names=node_names)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 181
        },
        "id": "QhUfAE0LMyCE",
        "outputId": "e752bd09-3c35-493d-bbd7-f4b7c08ced7d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<graphviz.dot.Digraph at 0x7f8fe6ea5d50>"
            ],
            "image/svg+xml": "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Generated by graphviz version 2.40.1 (20161225.0304)\n -->\n<!-- Title: %3 Pages: 1 -->\n<svg width=\"82pt\" height=\"120pt\"\n viewBox=\"0.00 0.00 82.00 119.98\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 115.9828)\">\n<title>%3</title>\n<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"-4,4 -4,-115.9828 78,-115.9828 78,4 -4,4\"/>\n<!-- X1 -->\n<g id=\"node1\" class=\"node\">\n<title>X1</title>\n<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"28,-111.9828 0,-111.9828 0,-93.9828 28,-93.9828 28,-111.9828\"/>\n<text text-anchor=\"middle\" x=\"14\" y=\"-100.7828\" font-family=\"Times,serif\" font-size=\"9.00\" fill=\"#000000\">X1</text>\n</g>\n<!-- Output -->\n<g id=\"node3\" class=\"node\">\n<title>Output</title>\n<ellipse fill=\"#add8e6\" stroke=\"#000000\" cx=\"37\" cy=\"-28.9914\" rx=\"28.9828\" ry=\"28.9828\"/>\n<text text-anchor=\"middle\" x=\"37\" y=\"-26.7914\" font-family=\"Times,serif\" font-size=\"9.00\" fill=\"#000000\">Output</text>\n</g>\n<!-- X1&#45;&gt;Output -->\n<g id=\"edge1\" class=\"edge\">\n<title>X1&#45;&gt;Output</title>\n<path fill=\"none\" stroke=\"#00ff00\" stroke-width=\".1343\" d=\"M16.8203,-93.91C18.9837,-86.95 22.1271,-76.8377 25.2915,-66.6578\"/>\n<polygon fill=\"#00ff00\" stroke=\"#00ff00\" stroke-width=\".1343\" points=\"28.6744,-67.5658 28.3006,-56.9775 21.9899,-65.4879 28.6744,-67.5658\"/>\n</g>\n<!-- X2 -->\n<g id=\"node2\" class=\"node\">\n<title>X2</title>\n<polygon fill=\"#d3d3d3\" stroke=\"#000000\" points=\"74,-111.9828 46,-111.9828 46,-93.9828 74,-93.9828 74,-111.9828\"/>\n<text text-anchor=\"middle\" x=\"60\" y=\"-100.7828\" font-family=\"Times,serif\" font-size=\"9.00\" fill=\"#000000\">X2</text>\n</g>\n<!-- X2&#45;&gt;Output -->\n<g id=\"edge2\" class=\"edge\">\n<title>X2&#45;&gt;Output</title>\n<path fill=\"none\" stroke=\"#ff0000\" stroke-width=\".1225\" d=\"M57.1797,-93.91C55.0163,-86.95 51.8729,-76.8377 48.7085,-66.6578\"/>\n<polygon fill=\"#ff0000\" stroke=\"#ff0000\" stroke-width=\".1225\" points=\"52.0101,-65.4879 45.6994,-56.9775 45.3256,-67.5658 52.0101,-65.4879\"/>\n</g>\n</g>\n</svg>\n"
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def eval_genomes(genomes, config):\n",
        "  for genome_id, genome in genomes:\n",
        "    genome.fitness = 4.0\n",
        "    net = neat.nn.FeedForwardNetwork.create(genome, config)\n",
        "    for x, y in zip(X, Y):\n",
        "      output = net.activate(x)            \n",
        "      genome.fitness -= (output[0] - y[0]) ** 2"
      ],
      "metadata": {
        "id": "rOMbfJLAXhKK"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Create the population, which is the top-level object for a NEAT run.\n",
        "p = neat.Population(config)\n",
        "\n",
        "# Add a stdout reporter to show progress in the terminal.\n",
        "p.add_reporter(neat.StdOutReporter(False))\n",
        "\n",
        "# Run until a solution is found.\n",
        "winner = p.run(eval_genomes)\n",
        "\n",
        "# Display the winning genome.\n",
        "print('\\nBest genome:\\n{!s}'.format(winner))\n",
        "\n",
        "# Show output of the most fit genome against training data.\n",
        "print('\\nOutput:')\n",
        "winner_net = neat.nn.FeedForwardNetwork.create(winner, config)\n",
        "for xi, xo in zip(X, Y):\n",
        "  output = winner_net.activate(xi)\n",
        "  print(\"  input {!r}, expected output {!r}, got {!r}\".format(xi, xo, output))\n",
        "\n",
        "draw_net(config, winner, True, node_names=node_names)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "pYYZ4cXVX1Gu",
        "outputId": "11ef15a4-0651-4e53-9fda-ead8cbbf72ea"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            " ****** Running generation 0 ****** \n",
            "\n",
            "Population's average fitness: 2.24250 stdev: 0.35205\n",
            "Best fitness: 2.99516 - size: (1, 2) - species 1 - id 34\n",
            "Average adjusted fitness: 0.617\n",
            "Mean genetic distance 1.774, standard deviation 0.792\n",
            "Population of 150 members in 2 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.028 sec\n",
            "\n",
            " ****** Running generation 1 ****** \n",
            "\n",
            "Population's average fitness: 2.30109 stdev: 0.33930\n",
            "Best fitness: 2.99722 - size: (1, 2) - species 1 - id 207\n",
            "Average adjusted fitness: 0.583\n",
            "Mean genetic distance 1.877, standard deviation 0.864\n",
            "Population of 150 members in 2 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.020 sec (0.024 average)\n",
            "\n",
            " ****** Running generation 2 ****** \n",
            "\n",
            "Population's average fitness: 2.26209 stdev: 0.35487\n",
            "Best fitness: 2.99722 - size: (1, 2) - species 1 - id 207\n",
            "Average adjusted fitness: 0.519\n",
            "Mean genetic distance 1.778, standard deviation 0.743\n",
            "Population of 150 members in 2 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.020 sec (0.023 average)\n",
            "\n",
            " ****** Running generation 3 ****** \n",
            "\n",
            "Population's average fitness: 2.30779 stdev: 0.35582\n",
            "Best fitness: 2.99968 - size: (1, 2) - species 1 - id 563\n",
            "Average adjusted fitness: 0.588\n",
            "Mean genetic distance 1.723, standard deviation 0.732\n",
            "Population of 150 members in 2 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.019 sec (0.022 average)\n",
            "\n",
            " ****** Running generation 4 ****** \n",
            "\n",
            "Population's average fitness: 2.32561 stdev: 0.36008\n",
            "Best fitness: 2.99968 - size: (1, 2) - species 1 - id 563\n",
            "Average adjusted fitness: 0.583\n",
            "Mean genetic distance 1.586, standard deviation 0.627\n",
            "Population of 150 members in 2 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.020 sec (0.022 average)\n",
            "\n",
            " ****** Running generation 5 ****** \n",
            "\n",
            "Population's average fitness: 2.33944 stdev: 0.39583\n",
            "Best fitness: 2.99999 - size: (1, 2) - species 2 - id 830\n",
            "Average adjusted fitness: 0.617\n",
            "Mean genetic distance 1.640, standard deviation 0.594\n",
            "Population of 150 members in 2 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.021 sec (0.022 average)\n",
            "\n",
            " ****** Running generation 6 ****** \n",
            "\n",
            "Population's average fitness: 2.31850 stdev: 0.43841\n",
            "Best fitness: 2.99999 - size: (1, 2) - species 2 - id 982\n",
            "Average adjusted fitness: 0.656\n",
            "Mean genetic distance 1.702, standard deviation 0.707\n",
            "Population of 150 members in 3 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.020 sec (0.021 average)\n",
            "\n",
            " ****** Running generation 7 ****** \n",
            "\n",
            "Population's average fitness: 2.30521 stdev: 0.38580\n",
            "Best fitness: 2.99999 - size: (1, 2) - species 2 - id 982\n",
            "Average adjusted fitness: 0.528\n",
            "Mean genetic distance 2.045, standard deviation 1.040\n",
            "Population of 150 members in 3 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.021 sec (0.021 average)\n",
            "\n",
            " ****** Running generation 8 ****** \n",
            "\n",
            "Population's average fitness: 2.38952 stdev: 0.40732\n",
            "Best fitness: 2.99999 - size: (1, 2) - species 2 - id 982\n",
            "Average adjusted fitness: 0.518\n",
            "Mean genetic distance 1.991, standard deviation 1.076\n",
            "Population of 150 members in 3 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.026 sec (0.022 average)\n",
            "\n",
            " ****** Running generation 9 ****** \n",
            "\n",
            "Population's average fitness: 2.39022 stdev: 0.39997\n",
            "Best fitness: 3.00000 - size: (1, 2) - species 2 - id 1426\n",
            "Average adjusted fitness: 0.507\n",
            "Mean genetic distance 2.036, standard deviation 1.027\n",
            "Population of 150 members in 3 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.031 sec (0.023 average)\n",
            "\n",
            " ****** Running generation 10 ****** \n",
            "\n",
            "Population's average fitness: 2.35736 stdev: 0.41296\n",
            "Best fitness: 3.00000 - size: (1, 2) - species 2 - id 1426\n",
            "Average adjusted fitness: 0.648\n",
            "Mean genetic distance 2.063, standard deviation 1.102\n",
            "Population of 151 members in 3 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.022 sec (0.022 average)\n",
            "\n",
            " ****** Running generation 11 ****** \n",
            "\n",
            "Population's average fitness: 2.41624 stdev: 0.41452\n",
            "Best fitness: 3.00000 - size: (1, 2) - species 2 - id 1426\n",
            "Average adjusted fitness: 0.462\n",
            "Mean genetic distance 2.054, standard deviation 1.045\n",
            "Population of 151 members in 3 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.026 sec (0.023 average)\n",
            "\n",
            " ****** Running generation 12 ****** \n",
            "\n",
            "Population's average fitness: 2.35965 stdev: 0.40287\n",
            "Best fitness: 3.00000 - size: (1, 2) - species 2 - id 1426\n",
            "Average adjusted fitness: 0.620\n",
            "Mean genetic distance 2.084, standard deviation 1.033\n",
            "Population of 151 members in 3 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.025 sec (0.023 average)\n",
            "\n",
            " ****** Running generation 13 ****** \n",
            "\n",
            "Population's average fitness: 2.41975 stdev: 0.43939\n",
            "Best fitness: 3.00000 - size: (1, 2) - species 3 - id 1974\n",
            "Average adjusted fitness: 0.707\n",
            "Mean genetic distance 2.156, standard deviation 1.023\n",
            "Population of 150 members in 3 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.021 sec (0.023 average)\n",
            "\n",
            " ****** Running generation 14 ****** \n",
            "\n",
            "Population's average fitness: 2.38961 stdev: 0.41634\n",
            "Best fitness: 3.00000 - size: (1, 2) - species 3 - id 2163\n",
            "Average adjusted fitness: 0.404\n",
            "Mean genetic distance 2.161, standard deviation 0.985\n",
            "Population of 150 members in 3 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.019 sec (0.023 average)\n",
            "\n",
            " ****** Running generation 15 ****** \n",
            "\n",
            "Population's average fitness: 2.38358 stdev: 0.42546\n",
            "Best fitness: 3.00000 - size: (1, 2) - species 2 - id 2234\n",
            "Average adjusted fitness: 0.606\n",
            "Mean genetic distance 2.316, standard deviation 1.064\n",
            "Population of 150 members in 4 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.025 sec (0.024 average)\n",
            "\n",
            " ****** Running generation 16 ****** \n",
            "\n",
            "Population's average fitness: 2.38220 stdev: 0.43895\n",
            "Best fitness: 3.00000 - size: (1, 2) - species 3 - id 2387\n",
            "Average adjusted fitness: 0.621\n",
            "Mean genetic distance 2.464, standard deviation 1.067\n",
            "Population of 150 members in 4 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.022 sec (0.024 average)\n",
            "\n",
            " ****** Running generation 17 ****** \n",
            "\n",
            "Population's average fitness: 2.30256 stdev: 0.40502\n",
            "Best fitness: 3.00000 - size: (1, 2) - species 3 - id 2387\n",
            "Average adjusted fitness: 0.528\n",
            "Mean genetic distance 2.330, standard deviation 0.927\n",
            "Population of 151 members in 5 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.022 sec (0.024 average)\n",
            "\n",
            " ****** Running generation 18 ****** \n",
            "\n",
            "Population's average fitness: 2.35718 stdev: 0.43371\n",
            "Best fitness: 3.00000 - size: (1, 2) - species 3 - id 2729\n",
            "Average adjusted fitness: 0.541\n",
            "Mean genetic distance 2.332, standard deviation 0.938\n",
            "Population of 152 members in 5 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.081 sec (0.029 average)\n",
            "\n",
            " ****** Running generation 19 ****** \n",
            "\n",
            "Population's average fitness: 2.39092 stdev: 0.47534\n",
            "Best fitness: 3.00000 - size: (1, 2) - species 3 - id 2729\n",
            "Average adjusted fitness: 0.691\n",
            "Mean genetic distance 2.284, standard deviation 0.931\n",
            "Population of 151 members in 5 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.031 sec (0.029 average)\n",
            "\n",
            " ****** Running generation 20 ****** \n",
            "\n",
            "Population's average fitness: 2.31901 stdev: 0.44203\n",
            "Best fitness: 3.00000 - size: (1, 2) - species 3 - id 2729\n",
            "Average adjusted fitness: 0.653\n",
            "Mean genetic distance 2.317, standard deviation 1.066\n",
            "Population of 150 members in 5 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.029 sec (0.030 average)\n",
            "\n",
            " ****** Running generation 21 ****** \n",
            "\n",
            "Population's average fitness: 2.41219 stdev: 0.43466\n",
            "Best fitness: 3.00000 - size: (1, 2) - species 3 - id 2729\n",
            "Average adjusted fitness: 0.405\n",
            "Mean genetic distance 2.359, standard deviation 1.130\n",
            "Population of 150 members in 5 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.028 sec (0.030 average)\n",
            "\n",
            " ****** Running generation 22 ****** \n",
            "\n",
            "Population's average fitness: 2.37659 stdev: 0.43406\n",
            "Best fitness: 3.00000 - size: (1, 2) - species 3 - id 3301\n",
            "Average adjusted fitness: 0.351\n",
            "Mean genetic distance 2.476, standard deviation 1.230\n",
            "Population of 149 members in 5 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.030 sec (0.031 average)\n",
            "\n",
            " ****** Running generation 23 ****** \n",
            "\n",
            "Population's average fitness: 2.33212 stdev: 0.43940\n",
            "Best fitness: 3.00000 - size: (1, 2) - species 3 - id 3301\n",
            "Average adjusted fitness: 0.593\n",
            "Mean genetic distance 2.531, standard deviation 1.436\n",
            "Population of 150 members in 6 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.029 sec (0.032 average)\n",
            "\n",
            " ****** Running generation 24 ****** \n",
            "\n",
            "Population's average fitness: 2.37384 stdev: 0.43147\n",
            "Best fitness: 3.00000 - size: (1, 2) - species 3 - id 3596\n",
            "Average adjusted fitness: 0.608\n",
            "Mean genetic distance 2.749, standard deviation 1.465\n",
            "Population of 151 members in 6 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.032 sec (0.033 average)\n",
            "\n",
            " ****** Running generation 25 ****** \n",
            "\n",
            "Population's average fitness: 2.36083 stdev: 0.46697\n",
            "Best fitness: 3.00000 - size: (1, 2) - species 3 - id 3713\n",
            "Average adjusted fitness: 0.632\n",
            "Mean genetic distance 2.766, standard deviation 1.404\n",
            "Population of 152 members in 6 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.042 sec (0.035 average)\n",
            "\n",
            " ****** Running generation 26 ****** \n",
            "\n",
            "Population's average fitness: 2.36276 stdev: 0.43479\n",
            "Best fitness: 3.00000 - size: (1, 2) - species 3 - id 3713\n",
            "Average adjusted fitness: 0.670\n",
            "Mean genetic distance 2.665, standard deviation 1.259\n",
            "Population of 151 members in 6 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.028 sec (0.035 average)\n",
            "\n",
            " ****** Running generation 27 ****** \n",
            "\n",
            "Population's average fitness: 2.29971 stdev: 0.42020\n",
            "Best fitness: 3.00000 - size: (1, 2) - species 3 - id 4008\n",
            "Average adjusted fitness: 0.590\n",
            "Mean genetic distance 2.645, standard deviation 1.175\n",
            "Population of 150 members in 6 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.035 sec (0.036 average)\n",
            "\n",
            " ****** Running generation 28 ****** \n",
            "\n",
            "Population's average fitness: 2.41604 stdev: 0.44159\n",
            "Best fitness: 3.00000 - size: (1, 2) - species 3 - id 4008\n",
            "Average adjusted fitness: 0.458\n",
            "Mean genetic distance 2.637, standard deviation 1.251\n",
            "Population of 149 members in 7 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.034 sec (0.032 average)\n",
            "\n",
            " ****** Running generation 29 ****** \n",
            "\n",
            "Population's average fitness: 2.31883 stdev: 0.43758\n",
            "Best fitness: 3.00000 - size: (1, 2) - species 3 - id 4135\n",
            "Average adjusted fitness: 0.645\n",
            "Mean genetic distance 2.737, standard deviation 1.285\n",
            "Population of 151 members in 7 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.029 sec (0.032 average)\n",
            "\n",
            " ****** Running generation 30 ****** \n",
            "\n",
            "Population's average fitness: 2.38852 stdev: 0.44041\n",
            "Best fitness: 3.00000 - size: (1, 2) - species 3 - id 4135\n",
            "Average adjusted fitness: 0.512\n",
            "Mean genetic distance 2.674, standard deviation 1.216\n",
            "Population of 149 members in 7 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.034 sec (0.032 average)\n",
            "\n",
            " ****** Running generation 31 ****** \n",
            "\n",
            "Population's average fitness: 2.38099 stdev: 0.46166\n",
            "Best fitness: 3.00000 - size: (1, 2) - species 3 - id 4135\n",
            "Average adjusted fitness: 0.680\n",
            "Mean genetic distance 2.568, standard deviation 1.117\n",
            "Population of 149 members in 7 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.029 sec (0.032 average)\n",
            "\n",
            " ****** Running generation 32 ****** \n",
            "\n",
            "Population's average fitness: 2.32230 stdev: 0.43446\n",
            "Best fitness: 3.00000 - size: (1, 2) - species 3 - id 4135\n",
            "Average adjusted fitness: 0.401\n",
            "Mean genetic distance 2.703, standard deviation 1.238\n",
            "Population of 151 members in 7 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.034 sec (0.033 average)\n",
            "\n",
            " ****** Running generation 33 ****** \n",
            "\n",
            "Population's average fitness: 2.33000 stdev: 0.43044\n",
            "Best fitness: 3.00000 - size: (1, 2) - species 3 - id 4135\n",
            "Average adjusted fitness: 0.314\n",
            "Mean genetic distance 2.651, standard deviation 1.275\n",
            "Population of 151 members in 7 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.038 sec (0.034 average)\n",
            "\n",
            " ****** Running generation 34 ****** \n",
            "\n",
            "Population's average fitness: 2.33406 stdev: 0.45679\n",
            "Best fitness: 3.00000 - size: (1, 2) - species 3 - id 4135\n",
            "Average adjusted fitness: 0.661\n",
            "Mean genetic distance 2.690, standard deviation 1.380\n",
            "Population of 151 members in 7 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.030 sec (0.033 average)\n",
            "\n",
            " ****** Running generation 35 ****** \n",
            "\n",
            "Population's average fitness: 2.39348 stdev: 0.49311\n",
            "Best fitness: 3.00000 - size: (1, 2) - species 3 - id 4135\n",
            "Average adjusted fitness: 0.697\n",
            "Mean genetic distance 2.612, standard deviation 1.199\n",
            "Population of 152 members in 7 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.029 sec (0.032 average)\n",
            "\n",
            " ****** Running generation 36 ****** \n",
            "\n",
            "Population's average fitness: 2.30606 stdev: 0.43517\n",
            "Best fitness: 3.00000 - size: (1, 2) - species 3 - id 4135\n",
            "Average adjusted fitness: 0.386\n",
            "Mean genetic distance 2.690, standard deviation 1.353\n",
            "Population of 151 members in 7 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.032 sec (0.032 average)\n",
            "\n",
            " ****** Running generation 37 ****** \n",
            "\n",
            "Population's average fitness: 2.38617 stdev: 0.46891\n",
            "Best fitness: 3.00000 - size: (1, 2) - species 3 - id 4135\n",
            "Average adjusted fitness: 0.637\n",
            "Mean genetic distance 2.451, standard deviation 1.193\n",
            "Population of 149 members in 6 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.030 sec (0.032 average)\n",
            "\n",
            " ****** Running generation 38 ****** \n",
            "\n",
            "Population's average fitness: 2.46583 stdev: 0.46421\n",
            "Best fitness: 3.00000 - size: (1, 2) - species 3 - id 4135\n",
            "Average adjusted fitness: 0.485\n",
            "Mean genetic distance 2.389, standard deviation 1.209\n",
            "Population of 149 members in 6 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.028 sec (0.031 average)\n",
            "\n",
            " ****** Running generation 39 ****** \n",
            "\n",
            "Population's average fitness: 2.47263 stdev: 0.47243\n",
            "Best fitness: 3.00000 - size: (1, 2) - species 7 - id 5595\n",
            "Average adjusted fitness: 0.487\n",
            "Mean genetic distance 2.445, standard deviation 1.233\n",
            "Population of 151 members in 6 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.030 sec (0.031 average)\n",
            "\n",
            " ****** Running generation 40 ****** \n",
            "\n",
            "Population's average fitness: 2.38770 stdev: 0.47866\n",
            "Best fitness: 3.00000 - size: (1, 2) - species 7 - id 5595\n",
            "Average adjusted fitness: 0.700\n",
            "Mean genetic distance 2.348, standard deviation 1.195\n",
            "Population of 150 members in 6 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.028 sec (0.031 average)\n",
            "\n",
            " ****** Running generation 41 ****** \n",
            "\n",
            "Population's average fitness: 2.41343 stdev: 0.47179\n",
            "Best fitness: 3.00000 - size: (1, 2) - species 5 - id 5773\n",
            "Average adjusted fitness: 0.419\n",
            "Mean genetic distance 2.493, standard deviation 1.344\n",
            "Population of 151 members in 6 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.025 sec (0.030 average)\n",
            "\n",
            " ****** Running generation 42 ****** \n",
            "\n",
            "Population's average fitness: 2.37082 stdev: 0.45989\n",
            "Best fitness: 3.00000 - size: (1, 2) - species 5 - id 5773\n",
            "Average adjusted fitness: 0.376\n",
            "Mean genetic distance 2.521, standard deviation 1.344\n",
            "Population of 149 members in 6 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.029 sec (0.030 average)\n",
            "\n",
            " ****** Running generation 43 ****** \n",
            "\n",
            "Population's average fitness: 2.32222 stdev: 0.46123\n",
            "Best fitness: 3.00000 - size: (1, 2) - species 5 - id 6145\n",
            "Average adjusted fitness: 0.655\n",
            "Mean genetic distance 2.425, standard deviation 1.171\n",
            "Population of 148 members in 6 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.035 sec (0.030 average)\n",
            "\n",
            " ****** Running generation 44 ****** \n",
            "\n",
            "Population's average fitness: 2.35325 stdev: 0.47345\n",
            "Best fitness: 3.00000 - size: (1, 2) - species 5 - id 6145\n",
            "Average adjusted fitness: 0.665\n",
            "Mean genetic distance 2.438, standard deviation 1.188\n",
            "Population of 148 members in 6 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.025 sec (0.029 average)\n",
            "\n",
            " ****** Running generation 45 ****** \n",
            "\n",
            "Population's average fitness: 2.33927 stdev: 0.45466\n",
            "Best fitness: 3.10671 - size: (3, 3) - species 6 - id 6362\n",
            "Average adjusted fitness: 0.305\n",
            "Mean genetic distance 2.515, standard deviation 1.304\n",
            "Population of 149 members in 6 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.025 sec (0.029 average)\n",
            "\n",
            " ****** Running generation 46 ****** \n",
            "\n",
            "Population's average fitness: 2.37444 stdev: 0.45908\n",
            "Best fitness: 3.10671 - size: (3, 3) - species 6 - id 6362\n",
            "Average adjusted fitness: 0.341\n",
            "Mean genetic distance 2.626, standard deviation 1.322\n",
            "Population of 150 members in 6 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.028 sec (0.028 average)\n",
            "\n",
            " ****** Running generation 47 ****** \n",
            "\n",
            "Population's average fitness: 2.36648 stdev: 0.47213\n",
            "Best fitness: 3.10671 - size: (3, 3) - species 6 - id 6362\n",
            "Average adjusted fitness: 0.611\n",
            "Mean genetic distance 2.589, standard deviation 1.298\n",
            "Population of 149 members in 6 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.030 sec (0.028 average)\n",
            "\n",
            " ****** Running generation 48 ****** \n",
            "\n",
            "Population's average fitness: 2.39356 stdev: 0.47007\n",
            "Best fitness: 3.19664 - size: (3, 4) - species 6 - id 6876\n",
            "Average adjusted fitness: 0.329\n",
            "Mean genetic distance 2.485, standard deviation 1.217\n",
            "Population of 151 members in 6 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.031 sec (0.029 average)\n",
            "\n",
            " ****** Running generation 49 ****** \n",
            "\n",
            "Population's average fitness: 2.41077 stdev: 0.46565\n",
            "Best fitness: 3.19664 - size: (3, 4) - species 6 - id 6876\n",
            "Average adjusted fitness: 0.491\n",
            "Mean genetic distance 2.412, standard deviation 1.286\n",
            "Population of 151 members in 6 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.027 sec (0.028 average)\n",
            "\n",
            " ****** Running generation 50 ****** \n",
            "\n",
            "Population's average fitness: 2.37832 stdev: 0.46151\n",
            "Best fitness: 3.19664 - size: (3, 4) - species 6 - id 6876\n",
            "Average adjusted fitness: 0.322\n",
            "Mean genetic distance 2.503, standard deviation 1.430\n",
            "Population of 150 members in 7 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.027 sec (0.028 average)\n",
            "\n",
            " ****** Running generation 51 ****** \n",
            "\n",
            "Population's average fitness: 2.35718 stdev: 0.49080\n",
            "Best fitness: 3.19664 - size: (3, 4) - species 6 - id 6876\n",
            "Average adjusted fitness: 0.598\n",
            "Mean genetic distance 2.881, standard deviation 1.710\n",
            "Population of 150 members in 7 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.024 sec (0.028 average)\n",
            "\n",
            " ****** Running generation 52 ****** \n",
            "\n",
            "Population's average fitness: 2.42816 stdev: 0.46368\n",
            "Best fitness: 3.19664 - size: (3, 4) - species 6 - id 6876\n",
            "Average adjusted fitness: 0.329\n",
            "Mean genetic distance 2.921, standard deviation 1.667\n",
            "Population of 150 members in 7 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.027 sec (0.028 average)\n",
            "\n",
            " ****** Running generation 53 ****** \n",
            "\n",
            "Population's average fitness: 2.35965 stdev: 0.46162\n",
            "Best fitness: 3.19664 - size: (3, 4) - species 6 - id 6876\n",
            "Average adjusted fitness: 0.515\n",
            "Mean genetic distance 2.882, standard deviation 1.465\n",
            "Population of 150 members in 7 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.035 sec (0.028 average)\n",
            "\n",
            " ****** Running generation 54 ****** \n",
            "\n",
            "Population's average fitness: 2.37202 stdev: 0.48690\n",
            "Best fitness: 3.38788 - size: (3, 5) - species 6 - id 7708\n",
            "Average adjusted fitness: 0.553\n",
            "Mean genetic distance 2.684, standard deviation 1.284\n",
            "Population of 150 members in 7 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.040 sec (0.030 average)\n",
            "\n",
            " ****** Running generation 55 ****** \n",
            "\n",
            "Population's average fitness: 2.44614 stdev: 0.46930\n",
            "Best fitness: 3.38788 - size: (3, 5) - species 6 - id 7708\n",
            "Average adjusted fitness: 0.328\n",
            "Mean genetic distance 2.631, standard deviation 1.339\n",
            "Population of 150 members in 7 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.029 sec (0.030 average)\n",
            "\n",
            " ****** Running generation 56 ****** \n",
            "\n",
            "Population's average fitness: 2.37556 stdev: 0.47090\n",
            "Best fitness: 3.38788 - size: (3, 5) - species 6 - id 7708\n",
            "Average adjusted fitness: 0.300\n",
            "Mean genetic distance 2.733, standard deviation 1.505\n",
            "Population of 149 members in 8 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.032 sec (0.030 average)\n",
            "\n",
            " ****** Running generation 57 ****** \n",
            "\n",
            "Population's average fitness: 2.39517 stdev: 0.47791\n",
            "Best fitness: 3.38788 - size: (3, 5) - species 6 - id 7708\n",
            "Average adjusted fitness: 0.467\n",
            "Mean genetic distance 2.996, standard deviation 1.581\n",
            "Population of 149 members in 9 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.046 sec (0.032 average)\n",
            "\n",
            " ****** Running generation 58 ****** \n",
            "\n",
            "Population's average fitness: 2.37794 stdev: 0.48485\n",
            "Best fitness: 3.38788 - size: (3, 5) - species 6 - id 7708\n",
            "Average adjusted fitness: 0.560\n",
            "Mean genetic distance 2.805, standard deviation 1.374\n",
            "Population of 150 members in 9 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.039 sec (0.033 average)\n",
            "\n",
            " ****** Running generation 59 ****** \n",
            "\n",
            "Population's average fitness: 2.33276 stdev: 0.46827\n",
            "Best fitness: 3.38788 - size: (3, 5) - species 6 - id 7708\n",
            "Average adjusted fitness: 0.552\n",
            "Mean genetic distance 2.918, standard deviation 1.389\n",
            "Population of 150 members in 8 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.030 sec (0.033 average)\n",
            "\n",
            " ****** Running generation 60 ****** \n",
            "\n",
            "Population's average fitness: 2.35523 stdev: 0.45491\n",
            "Best fitness: 3.38788 - size: (3, 5) - species 6 - id 7708\n",
            "Average adjusted fitness: 0.518\n",
            "Mean genetic distance 2.889, standard deviation 1.464\n",
            "Population of 151 members in 8 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.033 sec (0.034 average)\n",
            "\n",
            " ****** Running generation 61 ****** \n",
            "\n",
            "Population's average fitness: 2.36840 stdev: 0.45697\n",
            "Best fitness: 3.38788 - size: (3, 5) - species 6 - id 7708\n",
            "Average adjusted fitness: 0.474\n",
            "Mean genetic distance 2.959, standard deviation 1.397\n",
            "Population of 151 members in 7 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.034 sec (0.035 average)\n",
            "\n",
            " ****** Running generation 62 ****** \n",
            "\n",
            "Population's average fitness: 2.38041 stdev: 0.45727\n",
            "Best fitness: 3.41669 - size: (3, 5) - species 6 - id 8795\n",
            "Average adjusted fitness: 0.480\n",
            "Mean genetic distance 2.857, standard deviation 1.406\n",
            "Population of 151 members in 7 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.039 sec (0.036 average)\n",
            "\n",
            " ****** Running generation 63 ****** \n",
            "\n",
            "Population's average fitness: 2.32397 stdev: 0.43673\n",
            "Best fitness: 3.41669 - size: (3, 5) - species 6 - id 8795\n",
            "Average adjusted fitness: 0.240\n",
            "Mean genetic distance 2.759, standard deviation 1.218\n",
            "Population of 150 members in 7 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.038 sec (0.036 average)\n",
            "\n",
            " ****** Running generation 64 ****** \n",
            "\n",
            "Population's average fitness: 2.46080 stdev: 0.47124\n",
            "Best fitness: 3.41669 - size: (3, 5) - species 6 - id 8795\n",
            "Average adjusted fitness: 0.474\n",
            "Mean genetic distance 2.880, standard deviation 1.408\n",
            "Population of 151 members in 8 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.034 sec (0.035 average)\n",
            "\n",
            " ****** Running generation 65 ****** \n",
            "\n",
            "Population's average fitness: 2.39106 stdev: 0.47220\n",
            "Best fitness: 3.41669 - size: (3, 5) - species 6 - id 8795\n",
            "Average adjusted fitness: 0.536\n",
            "Mean genetic distance 2.856, standard deviation 1.399\n",
            "Population of 151 members in 8 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.038 sec (0.036 average)\n",
            "\n",
            " ****** Running generation 66 ****** \n",
            "\n",
            "Population's average fitness: 2.37114 stdev: 0.47243\n",
            "Best fitness: 3.41669 - size: (3, 5) - species 6 - id 8795\n",
            "Average adjusted fitness: 0.538\n",
            "Mean genetic distance 2.902, standard deviation 1.329\n",
            "Population of 150 members in 8 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.037 sec (0.037 average)\n",
            "\n",
            " ****** Running generation 67 ****** \n",
            "\n",
            "Population's average fitness: 2.38189 stdev: 0.46595\n",
            "Best fitness: 3.49642 - size: (3, 5) - species 6 - id 9471\n",
            "Average adjusted fitness: 0.520\n",
            "Mean genetic distance 2.907, standard deviation 1.200\n",
            "Population of 150 members in 8 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.044 sec (0.037 average)\n",
            "\n",
            " ****** Running generation 68 ****** \n",
            "\n",
            "Population's average fitness: 2.39604 stdev: 0.47614\n",
            "Best fitness: 3.49642 - size: (3, 5) - species 6 - id 9471\n",
            "Average adjusted fitness: 0.535\n",
            "Mean genetic distance 2.763, standard deviation 1.207\n",
            "Population of 150 members in 8 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.033 sec (0.036 average)\n",
            "\n",
            " ****** Running generation 69 ****** \n",
            "\n",
            "Population's average fitness: 2.43830 stdev: 0.46924\n",
            "Best fitness: 3.49642 - size: (3, 5) - species 6 - id 9471\n",
            "Average adjusted fitness: 0.467\n",
            "Mean genetic distance 2.804, standard deviation 1.250\n",
            "Population of 149 members in 8 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.072 sec (0.040 average)\n",
            "\n",
            " ****** Running generation 70 ****** \n",
            "\n",
            "Population's average fitness: 2.40436 stdev: 0.47166\n",
            "Best fitness: 3.49642 - size: (3, 5) - species 6 - id 9471\n",
            "Average adjusted fitness: 0.470\n",
            "Mean genetic distance 2.822, standard deviation 1.248\n",
            "Population of 150 members in 8 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.037 sec (0.041 average)\n",
            "\n",
            " ****** Running generation 71 ****** \n",
            "\n",
            "Population's average fitness: 2.43356 stdev: 0.48930\n",
            "Best fitness: 3.49642 - size: (3, 5) - species 6 - id 9471\n",
            "Average adjusted fitness: 0.526\n",
            "Mean genetic distance 2.683, standard deviation 1.199\n",
            "Population of 148 members in 8 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.034 sec (0.040 average)\n",
            "\n",
            " ****** Running generation 72 ****** \n",
            "\n",
            "Population's average fitness: 2.44795 stdev: 0.50973\n",
            "Best fitness: 3.49642 - size: (3, 5) - species 6 - id 9471\n",
            "Average adjusted fitness: 0.578\n",
            "Mean genetic distance 2.667, standard deviation 1.252\n",
            "Population of 149 members in 8 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.038 sec (0.040 average)\n",
            "\n",
            " ****** Running generation 73 ****** \n",
            "\n",
            "Population's average fitness: 2.40080 stdev: 0.47682\n",
            "Best fitness: 3.49642 - size: (3, 5) - species 6 - id 9471\n",
            "Average adjusted fitness: 0.312\n",
            "Mean genetic distance 2.696, standard deviation 1.208\n",
            "Population of 151 members in 8 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.036 sec (0.040 average)\n",
            "\n",
            " ****** Running generation 74 ****** \n",
            "\n",
            "Population's average fitness: 2.35973 stdev: 0.48047\n",
            "Best fitness: 3.49642 - size: (3, 5) - species 6 - id 9471\n",
            "Average adjusted fitness: 0.562\n",
            "Mean genetic distance 2.718, standard deviation 1.187\n",
            "Population of 151 members in 8 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.033 sec (0.040 average)\n",
            "\n",
            " ****** Running generation 75 ****** \n",
            "\n",
            "Population's average fitness: 2.41241 stdev: 0.47889\n",
            "Best fitness: 3.49642 - size: (3, 5) - species 6 - id 9471\n",
            "Average adjusted fitness: 0.542\n",
            "Mean genetic distance 2.740, standard deviation 1.138\n",
            "Population of 151 members in 7 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.033 sec (0.040 average)\n",
            "\n",
            " ****** Running generation 76 ****** \n",
            "\n",
            "Population's average fitness: 2.36817 stdev: 0.45483\n",
            "Best fitness: 3.49642 - size: (3, 5) - species 6 - id 9471\n",
            "Average adjusted fitness: 0.505\n",
            "Mean genetic distance 2.724, standard deviation 1.149\n",
            "Population of 151 members in 7 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.041 sec (0.040 average)\n",
            "\n",
            " ****** Running generation 77 ****** \n",
            "\n",
            "Population's average fitness: 2.43256 stdev: 0.47585\n",
            "Best fitness: 3.49642 - size: (3, 5) - species 6 - id 9471\n",
            "Average adjusted fitness: 0.316\n",
            "Mean genetic distance 2.705, standard deviation 1.146\n",
            "Population of 150 members in 7 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.033 sec (0.039 average)\n",
            "\n",
            " ****** Running generation 78 ****** \n",
            "\n",
            "Population's average fitness: 2.34041 stdev: 0.47347\n",
            "Best fitness: 3.49642 - size: (3, 5) - species 6 - id 9471\n",
            "Average adjusted fitness: 0.543\n",
            "Mean genetic distance 2.713, standard deviation 1.175\n",
            "Population of 150 members in 7 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.041 sec (0.040 average)\n",
            "\n",
            " ****** Running generation 79 ****** \n",
            "\n",
            "Population's average fitness: 2.39823 stdev: 0.48272\n",
            "Best fitness: 3.49642 - size: (3, 5) - species 6 - id 9471\n",
            "Average adjusted fitness: 0.554\n",
            "Mean genetic distance 2.568, standard deviation 1.063\n",
            "Population of 150 members in 6 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.030 sec (0.036 average)\n",
            "\n",
            " ****** Running generation 80 ****** \n",
            "\n",
            "Population's average fitness: 2.39213 stdev: 0.45898\n",
            "Best fitness: 3.49642 - size: (3, 5) - species 6 - id 9471\n",
            "Average adjusted fitness: 0.362\n",
            "Mean genetic distance 2.523, standard deviation 1.028\n",
            "Population of 150 members in 6 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.032 sec (0.035 average)\n",
            "\n",
            " ****** Running generation 81 ****** \n",
            "\n",
            "Population's average fitness: 2.36481 stdev: 0.47998\n",
            "Best fitness: 3.49642 - size: (3, 5) - species 6 - id 9471\n",
            "Average adjusted fitness: 0.537\n",
            "Mean genetic distance 2.678, standard deviation 1.037\n",
            "Population of 149 members in 5 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.030 sec (0.035 average)\n",
            "\n",
            " ****** Running generation 82 ****** \n",
            "\n",
            "Population's average fitness: 2.39796 stdev: 0.50075\n",
            "Best fitness: 3.49642 - size: (3, 5) - species 6 - id 9471\n",
            "Average adjusted fitness: 0.541\n",
            "Mean genetic distance 2.661, standard deviation 1.132\n",
            "Population of 148 members in 5 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.035 sec (0.035 average)\n",
            "\n",
            " ****** Running generation 83 ****** \n",
            "\n",
            "Population's average fitness: 2.41642 stdev: 0.49635\n",
            "Best fitness: 3.49642 - size: (3, 5) - species 6 - id 9471\n",
            "Average adjusted fitness: 0.569\n",
            "Mean genetic distance 2.680, standard deviation 1.150\n",
            "Population of 150 members in 5 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.033 sec (0.034 average)\n",
            "\n",
            " ****** Running generation 84 ****** \n",
            "\n",
            "Population's average fitness: 2.39013 stdev: 0.47166\n",
            "Best fitness: 3.49642 - size: (3, 5) - species 6 - id 9471\n",
            "Average adjusted fitness: 0.503\n",
            "Mean genetic distance 2.676, standard deviation 1.100\n",
            "Population of 150 members in 5 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.030 sec (0.034 average)\n",
            "\n",
            " ****** Running generation 85 ****** \n",
            "\n",
            "Population's average fitness: 2.39708 stdev: 0.47009\n",
            "Best fitness: 3.49642 - size: (3, 5) - species 6 - id 9471\n",
            "Average adjusted fitness: 0.516\n",
            "Mean genetic distance 2.649, standard deviation 1.111\n",
            "Population of 149 members in 5 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.054 sec (0.036 average)\n",
            "\n",
            " ****** Running generation 86 ****** \n",
            "\n",
            "Population's average fitness: 2.43233 stdev: 0.47153\n",
            "Best fitness: 3.49642 - size: (3, 5) - species 6 - id 9471\n",
            "Average adjusted fitness: 0.373\n",
            "Mean genetic distance 2.686, standard deviation 1.106\n",
            "Population of 150 members in 5 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.029 sec (0.035 average)\n",
            "\n",
            " ****** Running generation 87 ****** \n",
            "\n",
            "Population's average fitness: 2.38457 stdev: 0.46429\n",
            "Best fitness: 3.49642 - size: (3, 5) - species 6 - id 9471\n",
            "Average adjusted fitness: 0.252\n",
            "Mean genetic distance 2.702, standard deviation 1.127\n",
            "Population of 150 members in 6 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.032 sec (0.035 average)\n",
            "\n",
            " ****** Running generation 88 ****** \n",
            "\n",
            "Population's average fitness: 2.46979 stdev: 0.46592\n",
            "Best fitness: 3.49642 - size: (3, 5) - species 6 - id 9471\n",
            "Average adjusted fitness: 0.287\n",
            "Mean genetic distance 2.781, standard deviation 1.051\n",
            "Population of 150 members in 6 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.030 sec (0.034 average)\n",
            "\n",
            " ****** Running generation 89 ****** \n",
            "\n",
            "Population's average fitness: 2.34664 stdev: 0.45314\n",
            "Best fitness: 3.49642 - size: (3, 5) - species 6 - id 9471\n",
            "Average adjusted fitness: 0.201\n",
            "Mean genetic distance 2.800, standard deviation 1.011\n",
            "Population of 151 members in 6 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.036 sec (0.034 average)\n",
            "\n",
            " ****** Running generation 90 ****** \n",
            "\n",
            "Population's average fitness: 2.38095 stdev: 0.45062\n",
            "Best fitness: 3.49642 - size: (3, 5) - species 6 - id 9471\n",
            "Average adjusted fitness: 0.233\n",
            "Mean genetic distance 2.805, standard deviation 0.967\n",
            "Population of 150 members in 5 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.035 sec (0.034 average)\n",
            "\n",
            " ****** Running generation 91 ****** \n",
            "\n",
            "Population's average fitness: 2.41791 stdev: 0.45128\n",
            "Best fitness: 3.49642 - size: (3, 5) - species 6 - id 9471\n",
            "Average adjusted fitness: 0.279\n",
            "Mean genetic distance 2.750, standard deviation 0.986\n",
            "Population of 150 members in 5 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.037 sec (0.035 average)\n",
            "\n",
            " ****** Running generation 92 ****** \n",
            "\n",
            "Population's average fitness: 2.33591 stdev: 0.44726\n",
            "Best fitness: 3.49642 - size: (3, 5) - species 6 - id 9471\n",
            "Average adjusted fitness: 0.516\n",
            "Mean genetic distance 2.746, standard deviation 0.949\n",
            "Population of 152 members in 6 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.033 sec (0.035 average)\n",
            "\n",
            " ****** Running generation 93 ****** \n",
            "\n",
            "Population's average fitness: 2.36141 stdev: 0.41697\n",
            "Best fitness: 3.49642 - size: (3, 5) - species 6 - id 9471\n",
            "Average adjusted fitness: 0.257\n",
            "Mean genetic distance 2.749, standard deviation 0.966\n",
            "Population of 151 members in 6 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.038 sec (0.035 average)\n",
            "\n",
            " ****** Running generation 94 ****** \n",
            "\n",
            "Population's average fitness: 2.41867 stdev: 0.44240\n",
            "Best fitness: 3.49642 - size: (3, 5) - species 6 - id 9471\n",
            "Average adjusted fitness: 0.326\n",
            "Mean genetic distance 2.784, standard deviation 0.961\n",
            "Population of 150 members in 6 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.035 sec (0.036 average)\n",
            "\n",
            " ****** Running generation 95 ****** \n",
            "\n",
            "Population's average fitness: 2.39626 stdev: 0.43731\n",
            "Best fitness: 3.49642 - size: (3, 5) - species 6 - id 9471\n",
            "Average adjusted fitness: 0.250\n",
            "Mean genetic distance 2.717, standard deviation 0.873\n",
            "Population of 149 members in 6 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.032 sec (0.034 average)\n",
            "\n",
            " ****** Running generation 96 ****** \n",
            "\n",
            "Population's average fitness: 2.40558 stdev: 0.45940\n",
            "Best fitness: 3.49642 - size: (3, 5) - species 6 - id 9471\n",
            "Average adjusted fitness: 0.563\n",
            "Mean genetic distance 2.551, standard deviation 0.786\n",
            "Population of 149 members in 6 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.039 sec (0.035 average)\n",
            "\n",
            " ****** Running generation 97 ****** \n",
            "\n",
            "Population's average fitness: 2.34682 stdev: 0.42453\n",
            "Best fitness: 3.49642 - size: (3, 5) - species 6 - id 9471\n",
            "Average adjusted fitness: 0.225\n",
            "Mean genetic distance 2.496, standard deviation 0.793\n",
            "Population of 150 members in 6 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.038 sec (0.035 average)\n",
            "\n",
            " ****** Running generation 98 ****** \n",
            "\n",
            "Population's average fitness: 2.39215 stdev: 0.43255\n",
            "Best fitness: 3.49642 - size: (3, 5) - species 6 - id 9471\n",
            "Average adjusted fitness: 0.250\n",
            "Mean genetic distance 2.557, standard deviation 0.782\n",
            "Population of 150 members in 6 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.036 sec (0.036 average)\n",
            "\n",
            " ****** Running generation 99 ****** \n",
            "\n",
            "Population's average fitness: 2.37903 stdev: 0.46105\n",
            "Best fitness: 3.49860 - size: (3, 5) - species 6 - id 13857\n",
            "Average adjusted fitness: 0.248\n",
            "Mean genetic distance 2.575, standard deviation 0.850\n",
            "Population of 150 members in 6 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.032 sec (0.036 average)\n",
            "\n",
            " ****** Running generation 100 ****** \n",
            "\n",
            "Population's average fitness: 2.35906 stdev: 0.44951\n",
            "Best fitness: 3.49860 - size: (3, 5) - species 6 - id 13857\n",
            "Average adjusted fitness: 0.429\n",
            "Mean genetic distance 2.487, standard deviation 0.852\n",
            "Population of 150 members in 6 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.032 sec (0.035 average)\n",
            "\n",
            " ****** Running generation 101 ****** \n",
            "\n",
            "Population's average fitness: 2.40763 stdev: 0.46823\n",
            "Best fitness: 3.49860 - size: (3, 5) - species 6 - id 13857\n",
            "Average adjusted fitness: 0.530\n",
            "Mean genetic distance 2.553, standard deviation 0.818\n",
            "Population of 151 members in 6 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.040 sec (0.036 average)\n",
            "\n",
            " ****** Running generation 102 ****** \n",
            "\n",
            "Population's average fitness: 2.42489 stdev: 0.45908\n",
            "Best fitness: 3.49860 - size: (3, 5) - species 6 - id 13857\n",
            "Average adjusted fitness: 0.555\n",
            "Mean genetic distance 2.542, standard deviation 0.767\n",
            "Population of 149 members in 6 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.038 sec (0.036 average)\n",
            "\n",
            " ****** Running generation 103 ****** \n",
            "\n",
            "Population's average fitness: 2.47637 stdev: 0.45018\n",
            "Best fitness: 3.49860 - size: (3, 5) - species 6 - id 13857\n",
            "Average adjusted fitness: 0.306\n",
            "Mean genetic distance 2.586, standard deviation 0.768\n",
            "Population of 150 members in 5 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.035 sec (0.036 average)\n",
            "\n",
            " ****** Running generation 104 ****** \n",
            "\n",
            "Population's average fitness: 2.42757 stdev: 0.44585\n",
            "Best fitness: 3.49860 - size: (3, 5) - species 6 - id 13857\n",
            "Average adjusted fitness: 0.295\n",
            "Mean genetic distance 2.589, standard deviation 0.745\n",
            "Population of 150 members in 5 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.034 sec (0.036 average)\n",
            "\n",
            " ****** Running generation 105 ****** \n",
            "\n",
            "Population's average fitness: 2.37003 stdev: 0.44242\n",
            "Best fitness: 3.49860 - size: (3, 5) - species 6 - id 13857\n",
            "Average adjusted fitness: 0.388\n",
            "Mean genetic distance 2.551, standard deviation 0.775\n",
            "Population of 149 members in 5 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.040 sec (0.036 average)\n",
            "\n",
            " ****** Running generation 106 ****** \n",
            "\n",
            "Population's average fitness: 2.38705 stdev: 0.44550\n",
            "Best fitness: 3.49860 - size: (3, 5) - species 13 - id 13857\n",
            "Average adjusted fitness: 0.263\n",
            "Mean genetic distance 2.509, standard deviation 0.797\n",
            "Population of 150 members in 5 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.033 sec (0.036 average)\n",
            "\n",
            " ****** Running generation 107 ****** \n",
            "\n",
            "Population's average fitness: 2.37701 stdev: 0.46785\n",
            "Best fitness: 3.49860 - size: (3, 5) - species 13 - id 13857\n",
            "Average adjusted fitness: 0.342\n",
            "Mean genetic distance 2.545, standard deviation 0.762\n",
            "Population of 148 members in 5 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.032 sec (0.035 average)\n",
            "\n",
            " ****** Running generation 108 ****** \n",
            "\n",
            "Population's average fitness: 2.35152 stdev: 0.47081\n",
            "Best fitness: 3.49860 - size: (3, 5) - species 6 - id 13857\n",
            "Average adjusted fitness: 0.502\n",
            "Mean genetic distance 2.562, standard deviation 0.701\n",
            "Population of 148 members in 5 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.036 sec (0.035 average)\n",
            "\n",
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            "\n",
            "Population's average fitness: 2.37328 stdev: 0.45675\n",
            "Best fitness: 3.49860 - size: (3, 5) - species 13 - id 13857\n",
            "Average adjusted fitness: 0.527\n",
            "Mean genetic distance 2.579, standard deviation 0.708\n",
            "Population of 150 members in 5 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.079 sec (0.040 average)\n",
            "\n",
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            "\n",
            "Population's average fitness: 2.41024 stdev: 0.44789\n",
            "Best fitness: 3.49860 - size: (3, 5) - species 13 - id 13857\n",
            "Average adjusted fitness: 0.273\n",
            "Mean genetic distance 2.556, standard deviation 0.754\n",
            "Population of 149 members in 5 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.031 sec (0.040 average)\n",
            "\n",
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            "\n",
            "Population's average fitness: 2.37717 stdev: 0.43284\n",
            "Best fitness: 3.49860 - size: (3, 5) - species 13 - id 13857\n",
            "Average adjusted fitness: 0.268\n",
            "Mean genetic distance 2.551, standard deviation 0.758\n",
            "Population of 150 members in 5 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.043 sec (0.040 average)\n",
            "\n",
            " ****** Running generation 112 ****** \n",
            "\n",
            "Population's average fitness: 2.38597 stdev: 0.44590\n",
            "Best fitness: 3.49860 - size: (3, 5) - species 13 - id 13857\n",
            "Average adjusted fitness: 0.410\n",
            "Mean genetic distance 2.539, standard deviation 0.830\n",
            "Population of 149 members in 5 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.041 sec (0.040 average)\n",
            "\n",
            " ****** Running generation 113 ****** \n",
            "\n",
            "Population's average fitness: 2.42821 stdev: 0.44621\n",
            "Best fitness: 3.49860 - size: (3, 5) - species 13 - id 13857\n",
            "Average adjusted fitness: 0.434\n",
            "Mean genetic distance 2.550, standard deviation 0.851\n",
            "Population of 149 members in 5 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.032 sec (0.040 average)\n",
            "\n",
            " ****** Running generation 114 ****** \n",
            "\n",
            "Population's average fitness: 2.47071 stdev: 0.44444\n",
            "Best fitness: 3.49860 - size: (3, 5) - species 13 - id 13857\n",
            "Average adjusted fitness: 0.342\n",
            "Mean genetic distance 2.552, standard deviation 0.867\n",
            "Population of 149 members in 5 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.030 sec (0.040 average)\n",
            "\n",
            " ****** Running generation 115 ****** \n",
            "\n",
            "Population's average fitness: 2.40286 stdev: 0.42968\n",
            "Best fitness: 3.49860 - size: (3, 5) - species 13 - id 13857\n",
            "Average adjusted fitness: 0.408\n",
            "Mean genetic distance 2.608, standard deviation 0.869\n",
            "Population of 149 members in 5 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.041 sec (0.040 average)\n",
            "\n",
            " ****** Running generation 116 ****** \n",
            "\n",
            "Population's average fitness: 2.40047 stdev: 0.45124\n",
            "Best fitness: 3.57446 - size: (4, 6) - species 11 - id 16201\n",
            "Average adjusted fitness: 0.278\n",
            "Mean genetic distance 2.420, standard deviation 0.799\n",
            "Population of 149 members in 4 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.033 sec (0.040 average)\n",
            "\n",
            " ****** Running generation 117 ****** \n",
            "\n",
            "Population's average fitness: 2.46943 stdev: 0.42047\n",
            "Best fitness: 3.57446 - size: (4, 6) - species 11 - id 16201\n",
            "Average adjusted fitness: 0.364\n",
            "Mean genetic distance 2.433, standard deviation 0.822\n",
            "Population of 149 members in 4 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.044 sec (0.041 average)\n",
            "\n",
            " ****** Running generation 118 ****** \n",
            "\n",
            "Population's average fitness: 2.40995 stdev: 0.43543\n",
            "Best fitness: 3.57446 - size: (4, 6) - species 11 - id 16201\n",
            "Average adjusted fitness: 0.380\n",
            "Mean genetic distance 2.465, standard deviation 0.812\n",
            "Population of 150 members in 4 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.049 sec (0.042 average)\n",
            "\n",
            " ****** Running generation 119 ****** \n",
            "\n",
            "Population's average fitness: 2.37812 stdev: 0.41194\n",
            "Best fitness: 3.57446 - size: (4, 6) - species 11 - id 16201\n",
            "Average adjusted fitness: 0.254\n",
            "Mean genetic distance 2.508, standard deviation 0.894\n",
            "Population of 150 members in 3 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.048 sec (0.039 average)\n",
            "\n",
            " ****** Running generation 120 ****** \n",
            "\n",
            "Population's average fitness: 2.38170 stdev: 0.42694\n",
            "Best fitness: 3.82777 - size: (3, 6) - species 13 - id 16707\n",
            "Average adjusted fitness: 0.414\n",
            "Mean genetic distance 2.496, standard deviation 0.929\n",
            "Population of 149 members in 3 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.032 sec (0.039 average)\n",
            "\n",
            " ****** Running generation 121 ****** \n",
            "\n",
            "Population's average fitness: 2.32611 stdev: 0.40624\n",
            "Best fitness: 3.82777 - size: (3, 6) - species 13 - id 16707\n",
            "Average adjusted fitness: 0.385\n",
            "Mean genetic distance 2.537, standard deviation 0.852\n",
            "Population of 151 members in 3 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.030 sec (0.038 average)\n",
            "\n",
            " ****** Running generation 122 ****** \n",
            "\n",
            "Population's average fitness: 2.38230 stdev: 0.43590\n",
            "Best fitness: 3.82777 - size: (3, 6) - species 13 - id 16707\n",
            "Average adjusted fitness: 0.303\n",
            "Mean genetic distance 2.497, standard deviation 0.869\n",
            "Population of 150 members in 3 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.040 sec (0.038 average)\n",
            "\n",
            " ****** Running generation 123 ****** \n",
            "\n",
            "Population's average fitness: 2.40029 stdev: 0.43144\n",
            "Best fitness: 3.82777 - size: (3, 6) - species 13 - id 16707\n",
            "Average adjusted fitness: 0.223\n",
            "Mean genetic distance 2.442, standard deviation 0.856\n",
            "Population of 150 members in 3 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.034 sec (0.038 average)\n",
            "\n",
            " ****** Running generation 124 ****** \n",
            "\n",
            "Population's average fitness: 2.36736 stdev: 0.44426\n",
            "Best fitness: 3.82777 - size: (3, 6) - species 13 - id 16707\n",
            "Average adjusted fitness: 0.412\n",
            "Mean genetic distance 2.426, standard deviation 0.928\n",
            "Population of 149 members in 3 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.032 sec (0.038 average)\n",
            "\n",
            " ****** Running generation 125 ****** \n",
            "\n",
            "Population's average fitness: 2.41318 stdev: 0.45444\n",
            "Best fitness: 3.82777 - size: (3, 6) - species 13 - id 16707\n",
            "Average adjusted fitness: 0.309\n",
            "Mean genetic distance 2.428, standard deviation 1.016\n",
            "Population of 149 members in 3 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.029 sec (0.037 average)\n",
            "\n",
            " ****** Running generation 126 ****** \n",
            "\n",
            "Population's average fitness: 2.39783 stdev: 0.44913\n",
            "Best fitness: 3.82777 - size: (3, 6) - species 13 - id 16707\n",
            "Average adjusted fitness: 0.420\n",
            "Mean genetic distance 2.398, standard deviation 0.928\n",
            "Population of 151 members in 3 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.035 sec (0.037 average)\n",
            "\n",
            " ****** Running generation 127 ****** \n",
            "\n",
            "Population's average fitness: 2.39477 stdev: 0.42821\n",
            "Best fitness: 3.82777 - size: (3, 6) - species 13 - id 16707\n",
            "Average adjusted fitness: 0.235\n",
            "Mean genetic distance 2.402, standard deviation 0.889\n",
            "Population of 151 members in 3 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.032 sec (0.036 average)\n",
            "\n",
            " ****** Running generation 128 ****** \n",
            "\n",
            "Population's average fitness: 2.39355 stdev: 0.45705\n",
            "Best fitness: 3.82777 - size: (3, 6) - species 13 - id 16707\n",
            "Average adjusted fitness: 0.410\n",
            "Mean genetic distance 2.388, standard deviation 0.928\n",
            "Population of 150 members in 3 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.046 sec (0.036 average)\n",
            "\n",
            " ****** Running generation 129 ****** \n",
            "\n",
            "Population's average fitness: 2.43841 stdev: 0.47885\n",
            "Best fitness: 3.85821 - size: (3, 6) - species 13 - id 18089\n",
            "Average adjusted fitness: 0.357\n",
            "Mean genetic distance 2.409, standard deviation 0.954\n",
            "Population of 151 members in 3 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.032 sec (0.034 average)\n",
            "\n",
            " ****** Running generation 130 ****** \n",
            "\n",
            "Population's average fitness: 2.43960 stdev: 0.48287\n",
            "Best fitness: 3.91500 - size: (3, 6) - species 13 - id 18209\n",
            "Average adjusted fitness: 0.483\n",
            "Mean genetic distance 2.420, standard deviation 0.914\n",
            "Population of 150 members in 3 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.035 sec (0.035 average)\n",
            "\n",
            " ****** Running generation 131 ****** \n",
            "\n",
            "Population's average fitness: 2.44108 stdev: 0.47097\n",
            "Best fitness: 3.91500 - size: (3, 6) - species 13 - id 18209\n",
            "Average adjusted fitness: 0.475\n",
            "Mean genetic distance 2.472, standard deviation 0.961\n",
            "Population of 151 members in 3 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.039 sec (0.035 average)\n",
            "\n",
            " ****** Running generation 132 ****** \n",
            "\n",
            "Population's average fitness: 2.47534 stdev: 0.44042\n",
            "Best fitness: 3.91500 - size: (3, 6) - species 13 - id 18209\n",
            "Average adjusted fitness: 0.343\n",
            "Mean genetic distance 2.465, standard deviation 0.902\n",
            "Population of 150 members in 3 species\n",
            "Total extinctions: 0\n",
            "Generation time: 0.034 sec (0.035 average)\n",
            "\n",
            " ****** Running generation 133 ****** \n",
            "\n",
            "Population's average fitness: 2.45538 stdev: 0.49471\n",
            "Best fitness: 3.99865 - size: (3, 7) - species 13 - id 18634\n",
            "\n",
            "Best individual in generation 133 meets fitness threshold - complexity: (3, 7)\n",
            "\n",
            "Best genome:\n",
            "Key: 18634\n",
            "Fitness: 3.99865410556917\n",
            "Nodes:\n",
            "\t0 DefaultNodeGene(key=0, bias=-1.0107878397611794, response=1.0, activation=sigmoid, aggregation=sum)\n",
            "\t2613 DefaultNodeGene(key=2613, bias=-5.8530508175134415, response=1.0, activation=sigmoid, aggregation=sum)\n",
            "\t4239 DefaultNodeGene(key=4239, bias=-1.3796231443162539, response=1.0, activation=sigmoid, aggregation=sum)\n",
            "Connections:\n",
            "\tDefaultConnectionGene(key=(-2, 0), weight=3.2241319945908877, enabled=True)\n",
            "\tDefaultConnectionGene(key=(-2, 2613), weight=4.390812341259225, enabled=True)\n",
            "\tDefaultConnectionGene(key=(-1, 0), weight=1.1990448428608276, enabled=True)\n",
            "\tDefaultConnectionGene(key=(-1, 4239), weight=1.6388421516768494, enabled=True)\n",
            "\tDefaultConnectionGene(key=(2613, 0), weight=-5.227138205991019, enabled=True)\n",
            "\tDefaultConnectionGene(key=(4239, 0), weight=0.5978915028240527, enabled=True)\n",
            "\tDefaultConnectionGene(key=(4239, 2613), weight=2.6688554880103568, enabled=True)\n",
            "\n",
            "Output:\n",
            "  input (0.0, 0.0), expected output (0.0,), got [0.00636267221820586]\n",
            "  input (0.0, 1.0), expected output (1.0,), got [0.9999841456748966]\n",
            "  input (1.0, 0.0), expected output (1.0,), got [0.9640335059938605]\n",
            "  input (1.0, 1.0), expected output (0.0,), got [0.0034382976340598215]\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
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              "<graphviz.dot.Digraph at 0x7f8fe06ddb90>"
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          },
          "metadata": {},
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "draw_net(config, winner, True, node_names=node_names)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 409
        },
        "id": "eiIabiOLOwhL",
        "outputId": "74ec4088-49b9-4fd1-907d-1d143a661cdc"
      },
      "execution_count": null,
      "outputs": [
        {
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          "metadata": {},
          "execution_count": 13
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    }
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}