EDL_11_4_NEAT_LunarLander.ipynb

{
  "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_11_4_NEAT_LunarLander.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7l70Q135QK7o",
        "outputId": "37c60074-f141-47c9-bbf9-4f6f66b91c6f"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "  Building wheel for neat-python (setup.py) ... \u001b[?25l\u001b[?25hdone\n"
          ]
        }
      ],
      "source": [
        "!pip install git+https://github.com/CodeReclaimers/neat-python.git -q"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "GK0A_Lj6Qi5l",
        "outputId": "c8a71c3b-4906-484b-db71-1eae3f7db481"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Reading package lists... Done\n",
            "Building dependency tree       \n",
            "Reading state information... Done\n",
            "The following package was automatically installed and is no longer required:\n",
            "  libnvidia-common-460\n",
            "Use 'apt autoremove' to remove it.\n",
            "The following additional packages will be installed:\n",
            "  libxxf86dga1\n",
            "Suggested packages:\n",
            "  mesa-utils\n",
            "The following NEW packages will be installed:\n",
            "  libxxf86dga1 x11-utils xvfb\n",
            "0 upgraded, 3 newly installed, 0 to remove and 49 not upgraded.\n",
            "Need to get 993 kB of archives.\n",
            "After this operation, 2,982 kB of additional disk space will be used.\n",
            "Get:1 http://archive.ubuntu.com/ubuntu bionic/main amd64 libxxf86dga1 amd64 2:1.1.4-1 [13.7 kB]\n",
            "Get:2 http://archive.ubuntu.com/ubuntu bionic/main amd64 x11-utils amd64 7.7+3build1 [196 kB]\n",
            "Get:3 http://archive.ubuntu.com/ubuntu bionic-updates/universe amd64 xvfb amd64 2:1.19.6-1ubuntu4.10 [784 kB]\n",
            "Fetched 993 kB in 0s (6,965 kB/s)\n",
            "Selecting previously unselected package libxxf86dga1:amd64.\n",
            "(Reading database ... 155639 files and directories currently installed.)\n",
            "Preparing to unpack .../libxxf86dga1_2%3a1.1.4-1_amd64.deb ...\n",
            "Unpacking libxxf86dga1:amd64 (2:1.1.4-1) ...\n",
            "Selecting previously unselected package x11-utils.\n",
            "Preparing to unpack .../x11-utils_7.7+3build1_amd64.deb ...\n",
            "Unpacking x11-utils (7.7+3build1) ...\n",
            "Selecting previously unselected package xvfb.\n",
            "Preparing to unpack .../xvfb_2%3a1.19.6-1ubuntu4.10_amd64.deb ...\n",
            "Unpacking xvfb (2:1.19.6-1ubuntu4.10) ...\n",
            "Setting up xvfb (2:1.19.6-1ubuntu4.10) ...\n",
            "Setting up libxxf86dga1:amd64 (2:1.1.4-1) ...\n",
            "Setting up x11-utils (7.7+3build1) ...\n",
            "Processing triggers for man-db (2.8.3-2ubuntu0.1) ...\n",
            "Processing triggers for libc-bin (2.27-3ubuntu1.3) ...\n",
            "/sbin/ldconfig.real: /usr/local/lib/python3.7/dist-packages/ideep4py/lib/libmkldnn.so.0 is not a symbolic link\n",
            "\n",
            "\u001b[K     |████████████████████████████████| 538 kB 44.3 MB/s \n",
            "\u001b[K     |████████████████████████████████| 448 kB 49.9 MB/s \n",
            "\u001b[K     |████████████████████████████████| 67 kB 5.2 MB/s \n",
            "\u001b[?25h  Building wheel for PyOpenGL-accelerate (setup.py) ... \u001b[?25l\u001b[?25hdone\n"
          ]
        }
      ],
      "source": [
        "!apt-get install -y xvfb x11-utils\n",
        "# install required python dependencies\n",
        "!pip install gym[box2d]==0.17.* \\\n",
        "            pyvirtualdisplay==0.2.* \\\n",
        "            PyOpenGL==3.1.* \\\n",
        "            PyOpenGL-accelerate==3.1.* \\\n",
        "            mediapy \\\n",
        "            piglet -q"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "OJIzMx03QU7p",
        "outputId": "c55aa649-c87a-4385-f4e9-cfcd9e5f056a"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "action space: Discrete(4)\n",
            "observation space: Box(-inf, inf, (8,), float32)\n"
          ]
        }
      ],
      "source": [
        "import gym.wrappers\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "import random\n",
        "import mediapy\n",
        "import time\n",
        "import multiprocessing\n",
        "\n",
        "import neat\n",
        "\n",
        "NUM_CORES = 8\n",
        "\n",
        "env = gym.make('LunarLander-v2')\n",
        "\n",
        "print(\"action space: {0!r}\".format(env.action_space))\n",
        "print(\"observation space: {0!r}\".format(env.observation_space))\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "n6uda62nTq-2",
        "outputId": "5ed33224-cbc7-4fb6-e2e4-aeba0d53f2c9"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\n"
          ]
        }
      ],
      "source": [
        "!echo $DISPLAY"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jpWForNjXesx",
        "outputId": "16da5d5b-75d3-488f-c272-cb36d6aba7d8"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<Display cmd_param=['Xvfb', '-br', '-nolisten', 'tcp', '-screen', '0', '1400x900x24', ':1001'] cmd=['Xvfb', '-br', '-nolisten', 'tcp', '-screen', '0', '1400x900x24', ':1001'] oserror=None return_code=None stdout=\"None\" stderr=\"None\" timeout_happened=False>"
            ]
          },
          "execution_count": 5,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "from pyvirtualdisplay import Display\n",
        "display = Display(visible=0, size=(1400, 900))\n",
        "display.start()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 286
        },
        "id": "_Qzcx4MpWjtd",
        "outputId": "33f55701-3208-42e8-a3e0-b499c00c7e87"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x7f5dfcdad3d0>"
            ]
          },
          "execution_count": 6,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "import gym.wrappers\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "env = gym.make('LunarLander-v2')\n",
        "state = env.reset()\n",
        "plt.imshow(env.render(mode='rgb_array'))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "489233lARlQY",
        "outputId": "eddd623f-7d7f-44fd-8cd5-51b77841317c"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Writing config\n"
          ]
        }
      ],
      "source": [
        "%%writefile config\n",
        "# neat-python configuration for the LunarLander-v2 environment on OpenAI Gym\n",
        "\n",
        "[NEAT]\n",
        "pop_size              = 150\n",
        "# Note: the fitness threshold will never be reached because\n",
        "# we are controlling the termination ourselves based on simulation performance.\n",
        "fitness_criterion     = max\n",
        "fitness_threshold     = 1000.0\n",
        "reset_on_extinction   = 0\n",
        "\n",
        "[LanderGenome]\n",
        "num_inputs              = 8\n",
        "num_hidden              = 8\n",
        "num_outputs             = 4\n",
        "initial_connection      = partial_direct 0.5\n",
        "feed_forward            = True\n",
        "compatibility_disjoint_coefficient = 1.0\n",
        "compatibility_weight_coefficient   = 1.0\n",
        "conn_add_prob           = 0.15\n",
        "conn_delete_prob        = 0.1\n",
        "node_add_prob           = 0.15\n",
        "node_delete_prob        = 0.1\n",
        "activation_default      = clamped\n",
        "activation_options      = clamped\n",
        "activation_mutate_rate  = 0.0\n",
        "aggregation_default     = sum\n",
        "aggregation_options     = sum\n",
        "aggregation_mutate_rate = 0.0\n",
        "bias_init_mean          = 0.0\n",
        "bias_init_stdev         = 1.0\n",
        "bias_replace_rate       = 0.02\n",
        "bias_mutate_rate        = 0.8\n",
        "bias_mutate_power       = 0.4\n",
        "bias_max_value          = 30.0\n",
        "bias_min_value          = -30.0\n",
        "response_init_mean      = 1.0\n",
        "response_init_stdev     = 0.0\n",
        "response_replace_rate   = 0.0\n",
        "response_mutate_rate    = 0.1\n",
        "response_mutate_power   = 0.01\n",
        "response_max_value      = 30.0\n",
        "response_min_value      = -30.0\n",
        "\n",
        "weight_max_value        = 30\n",
        "weight_min_value        = -30\n",
        "weight_init_mean        = 0.0\n",
        "weight_init_stdev       = 1.0\n",
        "weight_mutate_rate      = 0.8\n",
        "weight_replace_rate     = 0.02\n",
        "weight_mutate_power     = 0.4\n",
        "enabled_default         = True\n",
        "enabled_mutate_rate     = 0.01\n",
        "\n",
        "[DefaultSpeciesSet]\n",
        "compatibility_threshold = 3.0\n",
        "\n",
        "[DefaultStagnation]\n",
        "species_fitness_func = mean\n",
        "max_stagnation       = 15\n",
        "species_elitism      = 4\n",
        "\n",
        "[DefaultReproduction]\n",
        "elitism            = 2\n",
        "survival_threshold = 0.2"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "3TEZuKmzJYIP"
      },
      "outputs": [],
      "source": [
        "class LanderGenome(neat.DefaultGenome):\n",
        "    def __init__(self, key):\n",
        "        super().__init__(key)\n",
        "        self.discount = None\n",
        "\n",
        "    def configure_new(self, config):\n",
        "        super().configure_new(config)\n",
        "        self.discount = 0.01 + 0.98 * random.random()\n",
        "\n",
        "    def configure_crossover(self, genome1, genome2, config):\n",
        "        super().configure_crossover(genome1, genome2, config)\n",
        "        self.discount = random.choice((genome1.discount, genome2.discount))\n",
        "\n",
        "    def mutate(self, config):\n",
        "        super().mutate(config)\n",
        "        self.discount += random.gauss(0.0, 0.05)\n",
        "        self.discount = max(0.01, min(0.99, self.discount))\n",
        "\n",
        "    def distance(self, other, config):\n",
        "        dist = super().distance(other, config)\n",
        "        disc_diff = abs(self.discount - other.discount)\n",
        "        return dist + disc_diff\n",
        "\n",
        "    def __str__(self):\n",
        "        return f\"Reward discount: {self.discount}\\n{super().__str__()}\""
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "MvanqqViI2jy",
        "outputId": "8a172883-f679-41a7-dbd4-79cf99ecb186"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "<class '__main__.LanderGenome'> <neat.genome.DefaultGenomeConfig object at 0x7f5dfccc2f90> 150\n"
          ]
        }
      ],
      "source": [
        "config = neat.Config(LanderGenome, neat.DefaultReproduction,\n",
        "                     neat.DefaultSpeciesSet, neat.DefaultStagnation,\n",
        "                     'config')\n",
        "\n",
        "print(config.genome_type, config.genome_config,config.pop_size)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "VOjE7HGNI803",
        "outputId": "71d16ce0-3c2b-467c-a898-af25c030085d"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "[-0.00212317  1.3998296  -0.21506032 -0.492907    0.00246693  0.04871431\n",
            "  0.          0.        ]\n"
          ]
        }
      ],
      "source": [
        "env = gym.make('LunarLander-v2')\n",
        "state = env.reset()\n",
        "print(state)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "G5-dLTljJj3a",
        "outputId": "9c1d4ddd-ef9b-4793-c149-515ae4f3b994"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "[1.0, 1.0, 0.6975111370392931, 0.34042474145223606]\n",
            "[-0.00628681  1.4041693  -0.3179596  -0.16285734  0.0072127   0.07128145\n",
            "  0.          0.        ] -1.0459071007763612 False {}\n"
          ]
        }
      ],
      "source": [
        "key = \"fred\"\n",
        "fred = config.genome_type(key)\n",
        "fred.configure_new(config.genome_config)\n",
        "\n",
        "net = neat.nn.FeedForwardNetwork.create(fred, config)\n",
        "action = net.activate(state)\n",
        "print(action)\n",
        "\n",
        "env.reset()\n",
        "state, reward, done, info = env.step(np.argmax(action))\n",
        "print(state, reward, done, info)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 441
        },
        "id": "gzOMpGfOJ-zY",
        "outputId": "3a4174b6-12f4-4cf2-df23-2b37964297aa"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "[-117.56662399329778, -97.36840701466815, -90.67317997154646]\n"
          ]
        },
        {
          "data": {
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type=\"video/mp4\"/>\n",
              "      This browser does not support the video tag.\n",
              "      </video></td></tr></table>"
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "#@title Simulation Options { run: \"auto\" }\n",
        "SIMULATION_ITERATIONS = 60 #@param {type:\"slider\", min:10, max:100, step:1}\n",
        "SIMULATION_RUNS = 10 #@param {type:\"slider\", min:1, max:10, step:1}\n",
        "\n",
        "frames = []\n",
        "fitnesses = []\n",
        "for run in range(SIMULATION_RUNS):  \n",
        "  state = env.reset()\n",
        "  fitness = 0\n",
        "  for i in range(SIMULATION_ITERATIONS):\n",
        "    action = net.activate(state)\n",
        "    state, reward, done, info = env.step(np.argmax(action))  \n",
        "    frames.append(env.render(mode='rgb_array'))  \n",
        "    fitness += reward       \n",
        "    if done: \n",
        "      fitnesses.append(fitness) \n",
        "      break \n",
        "\n",
        "print(fitnesses)\n",
        "mediapy.show_video(frames, fps=30)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "_rKF7PYjdv3K"
      },
      "outputs": [],
      "source": [
        "def compute_fitness(genome, net, episodes, min_reward, max_reward):\n",
        "  m = int(round(np.log(0.01) / np.log(genome.discount)))\n",
        "  discount_function = [genome.discount ** (m - i) for i in range(m + 1)]\n",
        "\n",
        "  reward_error = []\n",
        "  for score, data in episodes:\n",
        "    # Compute normalized discounted reward.\n",
        "    dr = np.convolve(data[:, -1], discount_function)[m:]\n",
        "    dr = 2 * (dr - min_reward) / (max_reward - min_reward) - 1.0\n",
        "    dr = np.clip(dr, -1.0, 1.0)\n",
        "\n",
        "    for row, dr in zip(data, dr):\n",
        "      observation = row[:8]\n",
        "      action = int(row[8])\n",
        "      output = net.activate(observation)\n",
        "      reward_error.append(float((output[action] - dr) ** 2))\n",
        "\n",
        "  return reward_error"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "lQdohQbgeqf6"
      },
      "outputs": [],
      "source": [
        "class PooledErrorCompute(object):\n",
        "    def __init__(self, num_workers):\n",
        "        self.num_workers = num_workers\n",
        "        self.test_episodes = []\n",
        "        self.generation = 0\n",
        "\n",
        "        self.min_reward = -200\n",
        "        self.max_reward = 200\n",
        "\n",
        "        self.episode_score = []\n",
        "        self.episode_length = []\n",
        "\n",
        "    def simulate(self, nets):\n",
        "        scores = []\n",
        "        for genome, net in nets:\n",
        "            observation = env.reset()\n",
        "            step = 0\n",
        "            data = []\n",
        "            while 1:\n",
        "                step += 1\n",
        "                if step < 200 and random.random() < 0.2:\n",
        "                    action = env.action_space.sample()\n",
        "                else:\n",
        "                    output = net.activate(observation)\n",
        "                    action = np.argmax(output)\n",
        "\n",
        "                observation, reward, done, info = env.step(action)\n",
        "                data.append(np.hstack((observation, action, reward)))\n",
        "\n",
        "                if done:\n",
        "                    break\n",
        "\n",
        "            data = np.array(data)\n",
        "            score = np.sum(data[:, -1])\n",
        "            self.episode_score.append(score)\n",
        "            scores.append(score)\n",
        "            self.episode_length.append(step)\n",
        "\n",
        "            self.test_episodes.append((score, data))\n",
        "\n",
        "        print(\"Score range [{:.3f}, {:.3f}]\".format(min(scores), max(scores)))\n",
        "\n",
        "    def evaluate_genomes(self, genomes, config):\n",
        "        self.generation += 1\n",
        "\n",
        "        t0 = time.time()\n",
        "        nets = []\n",
        "        for gid, g in genomes:\n",
        "            nets.append((g, neat.nn.FeedForwardNetwork.create(g, config)))\n",
        "\n",
        "        print(\"network creation time {0}\".format(time.time() - t0))\n",
        "        t0 = time.time()\n",
        "\n",
        "        # Periodically generate a new set of episodes for comparison.\n",
        "        if 1 == self.generation % 10:\n",
        "            self.test_episodes = self.test_episodes[-300:]\n",
        "            self.simulate(nets)\n",
        "            print(\"simulation run time {0}\".format(time.time() - t0))\n",
        "            t0 = time.time()\n",
        "\n",
        "        # Assign a composite fitness to each genome; genomes can make progress either\n",
        "        # by improving their total reward or by making more accurate reward estimates.\n",
        "        print(\"Evaluating {0} test episodes\".format(len(self.test_episodes)))\n",
        "        if self.num_workers < 2:\n",
        "            for genome, net in nets:\n",
        "                reward_error = compute_fitness(genome, net, self.test_episodes, self.min_reward, self.max_reward)\n",
        "                genome.fitness = -np.sum(reward_error) / len(self.test_episodes)\n",
        "        else:\n",
        "            with multiprocessing.Pool(self.num_workers) as pool:\n",
        "                jobs = []\n",
        "                for genome, net in nets:\n",
        "                    jobs.append(pool.apply_async(compute_fitness,\n",
        "                                                 (genome, net, self.test_episodes,\n",
        "                                                  self.min_reward, self.max_reward)))\n",
        "\n",
        "                for job, (genome_id, genome) in zip(jobs, genomes):\n",
        "                    reward_error = job.get(timeout=None)\n",
        "                    genome.fitness = -np.sum(reward_error) / len(self.test_episodes)\n",
        "\n",
        "        print(\"final fitness compute time {0}\\n\".format(time.time() - t0))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "background_save": true,
          "base_uri": "https://localhost:8080/"
        },
        "id": "ctb_amU2etg0",
        "outputId": "3b5a28de-9df3-4142-cc4b-1880d1cc15b2"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
            "   219   13    37     -4.624    0.937    12\n",
            "   220    0     5         --       --     0\n",
            "Total extinctions: 0\n",
            "Generation time: 72.052 sec (75.288 average)\n",
            "\n",
            " ****** Running generation 468 ****** \n",
            "\n",
            "network creation time 0.025053739547729492\n",
            "Evaluating 452 test episodes\n",
            "final fitness compute time 68.10629224777222\n",
            "\n",
            "Population's average fitness: -1.01950 stdev: 4.82980\n",
            "Best fitness: -0.29735 - size: (23, 36) - species 218 - id 62509\n",
            "Average adjusted fitness: 0.987\n",
            "Mean genetic distance 4.028, standard deviation 1.220\n",
            "Population of 150 members in 5 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   216   24    34     -0.525    0.995    20\n",
            "   217   23    34     -0.649    0.993    22\n",
            "   218   19    15     -1.489    0.975    18\n",
            "   219   14    33     -1.577    0.973    13\n",
            "   220    1    34     -0.298    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 68.666 sec (74.851 average)\n",
            "\n",
            " ****** Running generation 469 ****** \n",
            "\n",
            "network creation time 0.021836042404174805\n",
            "Evaluating 452 test episodes\n",
            "final fitness compute time 71.55316591262817\n",
            "\n",
            "Population's average fitness: -1.44799 stdev: 7.33669\n",
            "Best fitness: -0.29735 - size: (23, 36) - species 220 - id 62509\n",
            "\n",
            "Species 218 with 15 members is stagnated: removing it\n",
            "Average adjusted fitness: 0.983\n",
            "Mean genetic distance 4.086, standard deviation 1.336\n",
            "Population of 150 members in 5 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   216   25    30     -0.437    0.998    21\n",
            "   217   24    38     -0.573    0.995    23\n",
            "   219   15    37     -1.959    0.972    14\n",
            "   220    2    37     -2.130    0.969     1\n",
            "   221    0     8         --       --     0\n",
            "Total extinctions: 0\n",
            "Generation time: 71.825 sec (74.444 average)\n",
            "Saving checkpoint to neat-checkpoint-469\n",
            "Average mean fitness over last 5 generations: -1.439562017764242\n",
            "Average min fitness over last 5 generations: -60.61031602459112\n",
            "0 -117.75894824082135 -117.75894824082135\n",
            "\n",
            " ****** Running generation 470 ****** \n",
            "\n",
            "network creation time 0.020323991775512695\n",
            "Score range [-545.646, 44.876]\n",
            "simulation run time 1.5283868312835693\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 67.70672154426575\n",
            "\n",
            "Population's average fitness: -0.41884 stdev: 0.70508\n",
            "Best fitness: -0.29692 - size: (25, 42) - species 219 - id 62985\n",
            "\n",
            "Species 217 with 38 members is stagnated: removing it\n",
            "Average adjusted fitness: 0.989\n",
            "Mean genetic distance 4.033, standard deviation 1.519\n",
            "Population of 150 members in 4 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   216   26    10     -0.368    0.985    22\n",
            "   219   16    41     -0.425    0.973    15\n",
            "   220    3    44     -0.297    1.000     0\n",
            "   221    1    55     -0.298    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 69.502 sec (73.134 average)\n",
            "\n",
            " ****** Running generation 471 ****** \n",
            "\n",
            "network creation time 0.02048206329345703\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 67.43196892738342\n",
            "\n",
            "Population's average fitness: -1.37821 stdev: 7.43215\n",
            "Best fitness: -0.29692 - size: (24, 37) - species 220 - id 63189\n",
            "Average adjusted fitness: 0.985\n",
            "Mean genetic distance 3.975, standard deviation 1.489\n",
            "Population of 150 members in 4 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   216   27    24     -0.297    1.000    23\n",
            "   219   17    39     -2.992    0.955    16\n",
            "   220    4    41     -0.298    1.000     1\n",
            "   221    2    46     -1.236    0.984     1\n",
            "Total extinctions: 0\n",
            "Generation time: 67.715 sec (72.294 average)\n",
            "\n",
            " ****** Running generation 472 ****** \n",
            "\n",
            "network creation time 0.025480031967163086\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 64.02904057502747\n",
            "\n",
            "Population's average fitness: -1.01065 stdev: 5.48913\n",
            "Best fitness: -0.29692 - size: (24, 37) - species 220 - id 63189\n",
            "Average adjusted fitness: 0.983\n",
            "Mean genetic distance 4.144, standard deviation 1.492\n",
            "Population of 150 members in 5 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   216   28    30     -2.277    0.958    24\n",
            "   219   18    17     -0.604    0.994    17\n",
            "   220    5    40     -0.297    1.000     2\n",
            "   221    3    42     -1.330    0.978     2\n",
            "   222    0    21         --       --     0\n",
            "Total extinctions: 0\n",
            "Generation time: 64.353 sec (70.660 average)\n",
            "\n",
            " ****** Running generation 473 ****** \n",
            "\n",
            "network creation time 0.02602696418762207\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 63.81307816505432\n",
            "\n",
            "Population's average fitness: -0.95588 stdev: 5.27012\n",
            "Best fitness: -0.29692 - size: (24, 37) - species 220 - id 63189\n",
            "Average adjusted fitness: 0.987\n",
            "Mean genetic distance 4.201, standard deviation 1.477\n",
            "Population of 151 members in 5 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   216   29    31     -0.450    0.997    25\n",
            "   219   19    27     -0.297    1.000    18\n",
            "   220    6    35     -0.298    1.000     3\n",
            "   221    4    36     -1.553    0.976     3\n",
            "   222    1    22     -2.271    0.963     0\n",
            "Total extinctions: 0\n",
            "Generation time: 64.109 sec (69.029 average)\n",
            "\n",
            " ****** Running generation 474 ****** \n",
            "\n",
            "network creation time 0.024590492248535156\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 68.13970017433167\n",
            "\n",
            "Population's average fitness: -1.05325 stdev: 6.44549\n",
            "Best fitness: -0.29692 - size: (27, 43) - species 222 - id 63518\n",
            "Average adjusted fitness: 0.986\n",
            "Mean genetic distance 4.127, standard deviation 1.470\n",
            "Population of 150 members in 5 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   216   30    30     -0.445    0.998    26\n",
            "   219   20    28     -1.844    0.977    19\n",
            "   220    7    33     -0.297    1.000     4\n",
            "   221    5    33     -0.297    1.000     0\n",
            "   222    2    26     -3.379    0.955     1\n",
            "Total extinctions: 0\n",
            "Generation time: 68.409 sec (68.802 average)\n",
            "Average mean fitness over last 5 generations: -0.9633654190004706\n",
            "Average min fitness over last 5 generations: -46.93123772621925\n",
            "0 -144.43992056678124 -144.43992056678124\n",
            "\n",
            " ****** Running generation 475 ****** \n",
            "\n",
            "network creation time 0.03467202186584473\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 67.30029797554016\n",
            "\n",
            "Population's average fitness: -3.19597 stdev: 12.36941\n",
            "Best fitness: -0.29692 - size: (27, 43) - species 222 - id 63518\n",
            "\n",
            "Species 216 with 30 members is stagnated: removing it\n",
            "Average adjusted fitness: 0.984\n",
            "Mean genetic distance 4.180, standard deviation 1.557\n",
            "Population of 150 members in 4 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   219   21    36     -1.746    0.976    20\n",
            "   220    8    40     -0.298    1.000     5\n",
            "   221    6    40     -0.297    1.000     0\n",
            "   222    3    34     -2.668    0.962     2\n",
            "Total extinctions: 0\n",
            "Generation time: 67.577 sec (68.573 average)\n",
            "\n",
            " ****** Running generation 476 ****** \n",
            "\n",
            "network creation time 0.0269777774810791\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 76.47350811958313\n",
            "\n",
            "Population's average fitness: -2.11726 stdev: 8.82866\n",
            "Best fitness: -0.29692 - size: (27, 43) - species 222 - id 63518\n",
            "Average adjusted fitness: 0.963\n",
            "Mean genetic distance 4.266, standard deviation 1.500\n",
            "Population of 149 members in 4 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   219   22    35     -7.752    0.856    21\n",
            "   220    9    39     -0.297    1.000     0\n",
            "   221    7    39     -0.413    0.998     1\n",
            "   222    4    36     -0.297    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 77.005 sec (69.121 average)\n",
            "\n",
            " ****** Running generation 477 ****** \n",
            "\n",
            "network creation time 0.022212743759155273\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 78.01036739349365\n",
            "\n",
            "Population's average fitness: -3.10047 stdev: 12.25073\n",
            "Best fitness: -0.29692 - size: (27, 43) - species 222 - id 63518\n",
            "Average adjusted fitness: 0.952\n",
            "Mean genetic distance 4.205, standard deviation 1.498\n",
            "Population of 151 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   219   23    34     -8.576    0.865    22\n",
            "   220   10    40     -0.298    1.000     1\n",
            "   221    8    21     -0.623    0.995     2\n",
            "   222    5    37     -3.497    0.948     1\n",
            "   223    0    10         --       --     0\n",
            "   224    0     9         --       --     0\n",
            "Total extinctions: 0\n",
            "Generation time: 78.290 sec (69.745 average)\n",
            "\n",
            " ****** Running generation 478 ****** \n",
            "\n",
            "network creation time 0.02218937873840332\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 75.09245800971985\n",
            "\n",
            "Population's average fitness: -1.17420 stdev: 7.27571\n",
            "Best fitness: -0.29692 - size: (27, 43) - species 222 - id 63518\n",
            "Average adjusted fitness: 0.990\n",
            "Mean genetic distance 4.263, standard deviation 1.514\n",
            "Population of 151 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   219   24    30     -0.297    1.000    23\n",
            "   220   11    33     -0.297    1.000     0\n",
            "   221    9     9     -0.297    1.000     3\n",
            "   222    6    30     -3.777    0.947     2\n",
            "   223    1    32     -0.298    1.000     0\n",
            "   224    1    17     -0.705    0.994     0\n",
            "Total extinctions: 0\n",
            "Generation time: 75.410 sec (70.420 average)\n",
            "\n",
            " ****** Running generation 479 ****** \n",
            "\n",
            "network creation time 0.023947954177856445\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 73.76052498817444\n",
            "\n",
            "Population's average fitness: -2.29640 stdev: 10.17286\n",
            "Best fitness: -0.29692 - size: (27, 43) - species 222 - id 63518\n",
            "Average adjusted fitness: 0.967\n",
            "Mean genetic distance 4.216, standard deviation 1.486\n",
            "Population of 150 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   219   25    28     -0.298    1.000    24\n",
            "   220   12    29     -0.297    1.000     1\n",
            "   221   10    16     -0.842    0.991     4\n",
            "   222    7    26     -8.093    0.870     3\n",
            "   223    2    32     -0.594    0.995     1\n",
            "   224    2    19     -3.449    0.948     1\n",
            "Total extinctions: 0\n",
            "Generation time: 74.060 sec (70.643 average)\n",
            "Average mean fitness over last 5 generations: -2.3768592261067196\n",
            "Average min fitness over last 5 generations: -60.603906876683354\n",
            "0 -124.17446323656037 -124.17446323656037\n",
            "\n",
            " ****** Running generation 480 ****** \n",
            "\n",
            "network creation time 0.023120880126953125\n",
            "Score range [-1562.444, 40.200]\n",
            "simulation run time 1.6118266582489014\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 74.76495122909546\n",
            "\n",
            "Population's average fitness: -3.72128 stdev: 13.09194\n",
            "Best fitness: -0.28851 - size: (24, 41) - species 221 - id 64296\n",
            "\n",
            "Species 219 with 28 members is stagnated: removing it\n",
            "Average adjusted fitness: 0.938\n",
            "Mean genetic distance 4.030, standard deviation 1.401\n",
            "Population of 149 members in 5 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   13    33     -0.600    0.995     2\n",
            "   221   11    26     -0.289    1.000     0\n",
            "   222    8    32     -0.432    0.998     4\n",
            "   223    3    26     -3.647    0.947     2\n",
            "   224    3    32    -16.073    0.750     2\n",
            "Total extinctions: 0\n",
            "Generation time: 76.684 sec (71.361 average)\n",
            "\n",
            " ****** Running generation 481 ****** \n",
            "\n",
            "network creation time 0.025733232498168945\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 60.15621876716614\n",
            "\n",
            "Population's average fitness: -3.57986 stdev: 13.01526\n",
            "Best fitness: -0.28851 - size: (27, 44) - species 222 - id 64596\n",
            "Average adjusted fitness: 0.950\n",
            "Mean genetic distance 4.139, standard deviation 1.446\n",
            "Population of 149 members in 5 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   14    32     -0.837    0.991     3\n",
            "   221   12    28     -2.706    0.962     1\n",
            "   222    9    31     -2.084    0.971     5\n",
            "   223    4    45     -0.458    0.997     3\n",
            "   224    4    13    -11.151    0.827     3\n",
            "Total extinctions: 0\n",
            "Generation time: 60.464 sec (70.636 average)\n",
            "\n",
            " ****** Running generation 482 ****** \n",
            "\n",
            "network creation time 0.020012378692626953\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 59.824753522872925\n",
            "\n",
            "Population's average fitness: -2.34839 stdev: 10.55454\n",
            "Best fitness: -0.28851 - size: (25, 39) - species 220 - id 64735\n",
            "Average adjusted fitness: 0.964\n",
            "Mean genetic distance 4.221, standard deviation 1.473\n",
            "Population of 149 members in 5 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   15    31     -0.289    1.000     0\n",
            "   221   13    29     -2.699    0.962     2\n",
            "   222   10    30     -2.322    0.968     6\n",
            "   223    5    38     -2.943    0.958     4\n",
            "   224    5    21     -4.668    0.931     4\n",
            "Total extinctions: 0\n",
            "Generation time: 60.126 sec (70.213 average)\n",
            "Saving checkpoint to neat-checkpoint-482\n",
            "\n",
            " ****** Running generation 483 ****** \n",
            "\n",
            "network creation time 0.017624378204345703\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 56.68782424926758\n",
            "\n",
            "Population's average fitness: -0.43795 stdev: 0.80320\n",
            "Best fitness: -0.28851 - size: (25, 39) - species 220 - id 64735\n",
            "Average adjusted fitness: 0.970\n",
            "Mean genetic distance 4.214, standard deviation 1.489\n",
            "Population of 149 members in 5 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   16    30     -0.289    1.000     1\n",
            "   221   14    30     -0.289    1.000     0\n",
            "   222   11    31     -0.413    0.974     7\n",
            "   223    6    33     -0.651    0.923     5\n",
            "   224    6    25     -0.514    0.952     0\n",
            "Total extinctions: 0\n",
            "Generation time: 56.974 sec (69.500 average)\n",
            "\n",
            " ****** Running generation 484 ****** \n",
            "\n",
            "network creation time 0.019723892211914062\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 58.2366361618042\n",
            "\n",
            "Population's average fitness: -1.68937 stdev: 8.59732\n",
            "Best fitness: -0.28851 - size: (25, 39) - species 220 - id 64735\n",
            "Average adjusted fitness: 0.981\n",
            "Mean genetic distance 4.179, standard deviation 1.438\n",
            "Population of 151 members in 5 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   17    31     -0.289    1.000     2\n",
            "   221   15    31     -0.433    0.998     1\n",
            "   222   12    30     -2.847    0.963     8\n",
            "   223    7    31     -3.939    0.947     6\n",
            "   224    7    28     -0.474    0.997     0\n",
            "Total extinctions: 0\n",
            "Generation time: 58.774 sec (68.536 average)\n",
            "Average mean fitness over last 5 generations: -2.355369747232815\n",
            "Average min fitness over last 5 generations: -52.962578434513865\n",
            "0 -118.13124423398432 -118.13124423398432\n",
            "\n",
            " ****** Running generation 485 ****** \n",
            "\n",
            "network creation time 0.019075393676757812\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 55.874754190444946\n",
            "\n",
            "Population's average fitness: -1.04866 stdev: 6.56582\n",
            "Best fitness: -0.28851 - size: (25, 39) - species 220 - id 64735\n",
            "Average adjusted fitness: 0.988\n",
            "Mean genetic distance 4.177, standard deviation 1.397\n",
            "Population of 150 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   18    30     -0.289    1.000     3\n",
            "   221   16    30     -3.975    0.942     2\n",
            "   222   13    31     -0.304    1.000     9\n",
            "   223    8    23     -0.289    1.000     0\n",
            "   224    8    29     -0.289    1.000     0\n",
            "   225    0     7         --       --     0\n",
            "Total extinctions: 0\n",
            "Generation time: 56.170 sec (67.396 average)\n",
            "\n",
            " ****** Running generation 486 ****** \n",
            "\n",
            "network creation time 0.0173799991607666\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 54.240614891052246\n",
            "\n",
            "Population's average fitness: -1.53905 stdev: 8.59105\n",
            "Best fitness: -0.28851 - size: (25, 39) - species 220 - id 64735\n",
            "Average adjusted fitness: 0.971\n",
            "Mean genetic distance 4.067, standard deviation 1.325\n",
            "Population of 149 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   19    28     -0.289    1.000     4\n",
            "   221   17    27     -2.340    0.970     3\n",
            "   222   14    28     -2.520    0.968    10\n",
            "   223    9    20     -0.494    0.997     1\n",
            "   224    9    27     -0.289    1.000     1\n",
            "   225    1    19     -7.735    0.892     0\n",
            "Total extinctions: 0\n",
            "Generation time: 54.531 sec (65.148 average)\n",
            "\n",
            " ****** Running generation 487 ****** \n",
            "\n",
            "network creation time 0.020288705825805664\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 53.67906451225281\n",
            "\n",
            "Population's average fitness: -1.86006 stdev: 8.78660\n",
            "Best fitness: -0.28851 - size: (25, 39) - species 220 - id 64735\n",
            "Average adjusted fitness: 0.971\n",
            "Mean genetic distance 4.121, standard deviation 1.397\n",
            "Population of 150 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   20    27     -0.443    0.997     5\n",
            "   221   18    26     -2.383    0.964     4\n",
            "   222   15    27     -0.289    1.000     0\n",
            "   223   10    22     -5.952    0.902     2\n",
            "   224   10    26     -2.510    0.961     2\n",
            "   225    2    22     -0.289    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 54.018 sec (62.721 average)\n",
            "\n",
            " ****** Running generation 488 ****** \n",
            "\n",
            "network creation time 0.019411563873291016\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 54.15949320793152\n",
            "\n",
            "Population's average fitness: -2.15211 stdev: 9.85035\n",
            "Best fitness: -0.28851 - size: (24, 37) - species 224 - id 65505\n",
            "Average adjusted fitness: 0.969\n",
            "Mean genetic distance 4.121, standard deviation 1.388\n",
            "Population of 149 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   21    26     -0.289    1.000     6\n",
            "   221   19    25     -4.743    0.927     5\n",
            "   222   16    26     -1.971    0.972     1\n",
            "   223   11    23     -2.869    0.957     3\n",
            "   224   11    25     -2.480    0.964     3\n",
            "   225    3    24     -0.495    0.997     1\n",
            "Total extinctions: 0\n",
            "Generation time: 54.459 sec (60.626 average)\n",
            "\n",
            " ****** Running generation 489 ****** \n",
            "\n",
            "network creation time 0.021739959716796875\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 54.00102090835571\n",
            "\n",
            "Population's average fitness: -0.80212 stdev: 4.59908\n",
            "Best fitness: -0.28851 - size: (24, 37) - species 224 - id 65505\n",
            "Average adjusted fitness: 0.990\n",
            "Mean genetic distance 4.121, standard deviation 1.364\n",
            "Population of 151 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   22    25     -0.455    0.997     7\n",
            "   221   20    26     -0.289    1.000     0\n",
            "   222   17    25     -0.289    1.000     0\n",
            "   223   12    24     -3.045    0.950     4\n",
            "   224   12    26     -0.289    1.000     0\n",
            "   225    4    25     -0.655    0.993     2\n",
            "Total extinctions: 0\n",
            "Generation time: 54.306 sec (58.651 average)\n",
            "Average mean fitness over last 5 generations: -1.4804006959852236\n",
            "Average min fitness over last 5 generations: -61.44376063180647\n",
            "0 25.653055352072343 25.653055352072343\n",
            "\n",
            " ****** Running generation 490 ****** \n",
            "\n",
            "network creation time 0.019176959991455078\n",
            "Score range [-488.898, 49.791]\n",
            "simulation run time 1.434380054473877\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 55.041863441467285\n",
            "\n",
            "Population's average fitness: -0.65859 stdev: 4.28574\n",
            "Best fitness: -0.28222 - size: (25, 47) - species 225 - id 65767\n",
            "Average adjusted fitness: 0.993\n",
            "Mean genetic distance 4.164, standard deviation 1.340\n",
            "Population of 151 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   23    26     -0.283    1.000     0\n",
            "   221   21    25     -0.283    1.000     0\n",
            "   222   18    26     -0.283    1.000     0\n",
            "   223   13    25     -0.452    0.997     5\n",
            "   224   13    25     -0.283    1.000     0\n",
            "   225    5    24     -2.391    0.960     3\n",
            "Total extinctions: 0\n",
            "Generation time: 56.808 sec (56.663 average)\n",
            "\n",
            " ****** Running generation 491 ****** \n",
            "\n",
            "network creation time 0.018804073333740234\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 56.03726363182068\n",
            "\n",
            "Population's average fitness: -1.06715 stdev: 6.34623\n",
            "Best fitness: -0.28222 - size: (25, 47) - species 225 - id 65767\n",
            "Average adjusted fitness: 0.986\n",
            "Mean genetic distance 4.293, standard deviation 1.284\n",
            "Population of 151 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   24    23     -0.439    0.997     1\n",
            "   221   22    26     -0.283    1.000     1\n",
            "   222   19    25     -0.283    1.000     0\n",
            "   223   14    24     -2.586    0.960     6\n",
            "   224   14    26     -0.283    1.000     0\n",
            "   225    6    25     -2.651    0.959     4\n",
            "   226    0     2         --       --     0\n",
            "Total extinctions: 0\n",
            "Generation time: 56.371 sec (56.254 average)\n",
            "\n",
            " ****** Running generation 492 ****** \n",
            "\n",
            "network creation time 0.020160198211669922\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 56.454779386520386\n",
            "\n",
            "Population's average fitness: -0.83640 stdev: 5.07491\n",
            "Best fitness: -0.28222 - size: (25, 40) - species 220 - id 66070\n",
            "Average adjusted fitness: 0.993\n",
            "Mean genetic distance 4.328, standard deviation 1.325\n",
            "Population of 150 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   25     9     -0.283    1.000     2\n",
            "   221   23    23     -2.827    0.959     2\n",
            "   222   20    23     -0.672    0.994     1\n",
            "   223   15    23     -0.451    0.997     7\n",
            "   224   15    24     -0.424    0.998     1\n",
            "   225    7    23     -0.283    1.000     0\n",
            "   226    1    25     -0.283    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 56.808 sec (55.922 average)\n",
            "\n",
            " ****** Running generation 493 ****** \n",
            "\n",
            "network creation time 0.019535064697265625\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 51.474921464920044\n",
            "\n",
            "Population's average fitness: -1.52970 stdev: 8.36059\n",
            "Best fitness: -0.28222 - size: (25, 39) - species 224 - id 66230\n",
            "Average adjusted fitness: 0.982\n",
            "Mean genetic distance 4.346, standard deviation 1.278\n",
            "Population of 149 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   26    14     -0.283    1.000     3\n",
            "   221   24    22     -3.216    0.954     3\n",
            "   222   21    22     -0.470    0.997     2\n",
            "   223   16    22     -0.283    1.000     0\n",
            "   224   16    23     -0.283    1.000     2\n",
            "   225    8    22     -5.294    0.921     1\n",
            "   226    2    24     -0.283    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 52.092 sec (55.434 average)\n",
            "\n",
            " ****** Running generation 494 ****** \n",
            "\n",
            "network creation time 0.02007770538330078\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 50.962082624435425\n",
            "\n",
            "Population's average fitness: -0.99528 stdev: 5.91664\n",
            "Best fitness: -0.28222 - size: (26, 45) - species 223 - id 66398\n",
            "Average adjusted fitness: 0.987\n",
            "Mean genetic distance 4.430, standard deviation 1.274\n",
            "Population of 147 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   27    18     -0.283    1.000     4\n",
            "   221   25    21     -0.283    1.000     4\n",
            "   222   22    21     -2.463    0.960     3\n",
            "   223   17    21     -2.763    0.955     1\n",
            "   224   17    22     -0.283    1.000     3\n",
            "   225    9    21     -0.448    0.997     2\n",
            "   226    3    23     -0.283    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 51.309 sec (54.687 average)\n",
            "Average mean fitness over last 5 generations: -1.0174243576353939\n",
            "Average min fitness over last 5 generations: -58.35378912420945\n",
            "0 -86.66316866256105 -86.66316866256105\n",
            "\n",
            " ****** Running generation 495 ****** \n",
            "\n",
            "network creation time 0.017455339431762695\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 49.24678087234497\n",
            "\n",
            "Population's average fitness: -1.48847 stdev: 7.32548\n",
            "Best fitness: -0.28222 - size: (26, 45) - species 223 - id 66398\n",
            "Average adjusted fitness: 0.980\n",
            "Mean genetic distance 4.436, standard deviation 1.311\n",
            "Population of 147 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   28    20     -0.508    0.996     5\n",
            "   221   26    22     -0.862    0.990     5\n",
            "   222   23    20     -5.240    0.918     4\n",
            "   223   18    20     -2.968    0.956     2\n",
            "   224   18    21     -0.307    1.000     4\n",
            "   225   10    22     -0.283    1.000     0\n",
            "   226    4    22     -0.283    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 49.565 sec (54.027 average)\n",
            "\n",
            " ****** Running generation 496 ****** \n",
            "\n",
            "network creation time 0.021529436111450195\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 48.07476234436035\n",
            "\n",
            "Population's average fitness: -0.77881 stdev: 5.01834\n",
            "Best fitness: -0.28222 - size: (26, 45) - species 223 - id 66398\n",
            "Average adjusted fitness: 0.992\n",
            "Mean genetic distance 4.346, standard deviation 1.375\n",
            "Population of 148 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   29    21     -0.283    1.000     6\n",
            "   221   27    21     -3.413    0.948     6\n",
            "   222   24    21     -0.283    1.000     5\n",
            "   223   19    21     -0.486    0.997     3\n",
            "   224   19    22     -0.283    1.000     5\n",
            "   225   11    21     -0.283    1.000     1\n",
            "   226    5    21     -0.283    1.000     1\n",
            "Total extinctions: 0\n",
            "Generation time: 48.380 sec (53.412 average)\n",
            "\n",
            " ****** Running generation 497 ****** \n",
            "\n",
            "network creation time 0.020267009735107422\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 49.129754066467285\n",
            "\n",
            "Population's average fitness: -1.56472 stdev: 7.99676\n",
            "Best fitness: -0.28222 - size: (26, 45) - species 223 - id 66398\n",
            "Average adjusted fitness: 0.979\n",
            "Mean genetic distance 4.349, standard deviation 1.410\n",
            "Population of 147 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   30    22     -0.282    1.000     0\n",
            "   221   28    20     -4.035    0.940     7\n",
            "   222   25    22     -0.283    1.000     6\n",
            "   223   20    20     -3.039    0.956     4\n",
            "   224   20    21     -0.283    1.000     6\n",
            "   225   12    20     -2.809    0.959     2\n",
            "   226    6    22     -0.283    1.000     2\n",
            "Total extinctions: 0\n",
            "Generation time: 49.425 sec (52.952 average)\n",
            "\n",
            " ****** Running generation 498 ****** \n",
            "\n",
            "network creation time 0.016314268112182617\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 47.578951835632324\n",
            "\n",
            "Population's average fitness: -0.39291 stdev: 0.65942\n",
            "Best fitness: -0.28222 - size: (26, 45) - species 223 - id 66398\n",
            "Average adjusted fitness: 0.972\n",
            "Mean genetic distance 4.380, standard deviation 1.374\n",
            "Population of 150 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   31    21     -0.467    0.955     1\n",
            "   221   29    19     -0.891    0.850     8\n",
            "   222   26    23     -0.283    1.000     7\n",
            "   223   21    21     -0.283    1.000     0\n",
            "   224   21    22     -0.282    1.000     0\n",
            "   225   13    21     -0.283    1.000     0\n",
            "   226    7    23     -0.283    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 47.918 sec (52.298 average)\n",
            "\n",
            " ****** Running generation 499 ****** \n",
            "\n",
            "network creation time 0.03148341178894043\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 55.7783145904541\n",
            "\n",
            "Population's average fitness: -0.74877 stdev: 5.08528\n",
            "Best fitness: -0.28222 - size: (26, 45) - species 223 - id 66398\n",
            "Average adjusted fitness: 0.993\n",
            "Mean genetic distance 4.377, standard deviation 1.386\n",
            "Population of 151 members in 8 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   32    22     -0.283    1.000     2\n",
            "   221   30    20     -0.283    1.000     9\n",
            "   222   27    22     -0.283    1.000     8\n",
            "   223   22    12     -0.455    0.997     1\n",
            "   224   22    21     -3.115    0.955     1\n",
            "   225   14    22     -0.283    1.000     1\n",
            "   226    8    22     -0.455    0.997     1\n",
            "   227    0    10         --       --     0\n",
            "Total extinctions: 0\n",
            "Generation time: 56.118 sec (52.479 average)\n",
            "Saving checkpoint to neat-checkpoint-499\n",
            "Average mean fitness over last 5 generations: -0.9947351075690406\n",
            "Average min fitness over last 5 generations: -50.31669808596888\n",
            "0 -116.29686801186622 -116.29686801186622\n",
            "\n",
            " ****** Running generation 500 ****** \n",
            "\n",
            "network creation time 0.020071744918823242\n",
            "Score range [-353.729, 38.316]\n",
            "simulation run time 1.5167129039764404\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 54.37082505226135\n",
            "\n",
            "Population's average fitness: -0.74297 stdev: 5.02354\n",
            "Best fitness: -0.28292 - size: (24, 41) - species 221 - id 67161\n",
            "Average adjusted fitness: 0.993\n",
            "Mean genetic distance 4.363, standard deviation 1.336\n",
            "Population of 148 members in 8 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   33    20     -0.283    1.000     3\n",
            "   221   31    19     -3.371    0.950    10\n",
            "   222   28    20     -0.283    1.000     9\n",
            "   223   23     8     -0.283    1.000     2\n",
            "   224   23    20     -0.283    1.000     2\n",
            "   225   15    20     -0.283    1.000     2\n",
            "   226    9    20     -0.631    0.994     2\n",
            "   227    1    21     -0.283    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 56.207 sec (52.419 average)\n",
            "\n",
            " ****** Running generation 501 ****** \n",
            "\n",
            "network creation time 0.02129340171813965\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 54.67710304260254\n",
            "\n",
            "Population's average fitness: -1.08254 stdev: 6.37564\n",
            "Best fitness: -0.28292 - size: (24, 41) - species 221 - id 67161\n",
            "Average adjusted fitness: 0.986\n",
            "Mean genetic distance 4.384, standard deviation 1.353\n",
            "Population of 152 members in 8 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   34    20     -0.283    1.000     4\n",
            "   221   32    18     -3.399    0.944    11\n",
            "   222   29    20     -0.283    1.000    10\n",
            "   223   24    13     -0.807    0.991     3\n",
            "   224   24    20     -0.283    1.000     3\n",
            "   225   16    20     -0.283    1.000     3\n",
            "   226   10    20     -0.283    1.000     3\n",
            "   227    2    21     -2.898    0.953     1\n",
            "Total extinctions: 0\n",
            "Generation time: 54.990 sec (52.281 average)\n",
            "\n",
            " ****** Running generation 502 ****** \n",
            "\n",
            "network creation time 0.2789795398712158\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 55.9648711681366\n",
            "\n",
            "Population's average fitness: -0.75309 stdev: 5.14966\n",
            "Best fitness: -0.28292 - size: (24, 41) - species 221 - id 67372\n",
            "Average adjusted fitness: 0.992\n",
            "Mean genetic distance 4.480, standard deviation 1.376\n",
            "Population of 148 members in 8 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   35    19     -0.283    1.000     5\n",
            "   221   33    17     -4.025    0.941    12\n",
            "   222   30    19     -0.283    1.000    11\n",
            "   223   25    16     -0.283    1.000     4\n",
            "   224   25    19     -0.485    0.997     4\n",
            "   225   17    19     -0.284    1.000     4\n",
            "   226   11    19     -0.284    1.000     4\n",
            "   227    3    20     -0.283    1.000     2\n",
            "Total extinctions: 0\n",
            "Generation time: 56.571 sec (52.258 average)\n",
            "\n",
            " ****** Running generation 503 ****** \n",
            "\n",
            "network creation time 0.01779317855834961\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 55.802161693573\n",
            "\n",
            "Population's average fitness: -2.28184 stdev: 10.03366\n",
            "Best fitness: -0.28292 - size: (24, 41) - species 221 - id 67372\n",
            "Average adjusted fitness: 0.967\n",
            "Mean genetic distance 4.499, standard deviation 1.398\n",
            "Population of 151 members in 8 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   36    20     -0.283    1.000     6\n",
            "   221   34    18     -4.030    0.937    13\n",
            "   222   31    18     -3.375    0.948    12\n",
            "   223   26    18     -0.523    0.996     5\n",
            "   224   26    20     -0.672    0.994     5\n",
            "   225   18    18     -6.012    0.904     5\n",
            "   226   12    20     -0.283    1.000     5\n",
            "   227    4    19     -2.948    0.955     3\n",
            "Total extinctions: 0\n",
            "Generation time: 56.124 sec (52.661 average)\n",
            "\n",
            " ****** Running generation 504 ****** \n",
            "\n",
            "network creation time 0.02143549919128418\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 57.48355269432068\n",
            "\n",
            "Population's average fitness: -0.72528 stdev: 4.95033\n",
            "Best fitness: -0.28292 - size: (24, 41) - species 221 - id 67372\n",
            "Average adjusted fitness: 0.992\n",
            "Mean genetic distance 4.443, standard deviation 1.397\n",
            "Population of 149 members in 8 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   37    19     -0.283    1.000     7\n",
            "   221   35    19     -0.500    0.996    14\n",
            "   222   32    19     -0.389    0.998    13\n",
            "   223   27    19     -0.283    1.000     6\n",
            "   224   27    19     -0.284    1.000     6\n",
            "   225   19    17     -3.668    0.944     6\n",
            "   226   13    19     -0.283    1.000     6\n",
            "   227    5    18     -0.284    1.000     4\n",
            "Total extinctions: 0\n",
            "Generation time: 57.814 sec (53.311 average)\n",
            "Average mean fitness over last 5 generations: -1.1171432979224238\n",
            "Average min fitness over last 5 generations: -60.561973922927606\n",
            "0 -174.4325356848074 -174.4325356848074\n",
            "\n",
            " ****** Running generation 505 ****** \n",
            "\n",
            "network creation time 0.019489049911499023\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 57.52404475212097\n",
            "\n",
            "Population's average fitness: -1.14000 stdev: 6.27511\n",
            "Best fitness: -0.28292 - size: (24, 41) - species 221 - id 67372\n",
            "\n",
            "Species 221 with 19 members is stagnated: removing it\n",
            "Average adjusted fitness: 0.985\n",
            "Mean genetic distance 4.504, standard deviation 1.470\n",
            "Population of 153 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   38    22     -0.283    1.000     8\n",
            "   222   33    22     -0.284    1.000    14\n",
            "   223   28    22     -2.761    0.959     7\n",
            "   224   28    22     -0.504    0.996     7\n",
            "   225   20    21     -3.852    0.941     7\n",
            "   226   14    22     -0.283    1.000     7\n",
            "   227    6    22     -0.283    1.000     5\n",
            "Total extinctions: 0\n",
            "Generation time: 57.831 sec (54.138 average)\n",
            "\n",
            " ****** Running generation 506 ****** \n",
            "\n",
            "network creation time 0.02043914794921875\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 63.084662199020386\n",
            "\n",
            "Population's average fitness: -0.48910 stdev: 1.69627\n",
            "Best fitness: -0.28292 - size: (27, 44) - species 227 - id 67390\n",
            "Average adjusted fitness: 0.990\n",
            "Mean genetic distance 4.476, standard deviation 1.464\n",
            "Population of 148 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   39    21     -0.283    1.000     9\n",
            "   222   34    21     -0.283    1.000    15\n",
            "   223   29    21     -0.283    1.000     8\n",
            "   224   29    21     -0.467    0.991     8\n",
            "   225   21    22     -0.283    1.000     8\n",
            "   226   15    21     -0.444    0.992     8\n",
            "   227    7    21     -1.370    0.946     6\n",
            "Total extinctions: 0\n",
            "Generation time: 63.422 sec (55.642 average)\n",
            "\n",
            " ****** Running generation 507 ****** \n",
            "\n",
            "network creation time 0.02440023422241211\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 60.680285692214966\n",
            "\n",
            "Population's average fitness: -0.69470 stdev: 4.98817\n",
            "Best fitness: -0.28292 - size: (28, 45) - species 227 - id 68050\n",
            "\n",
            "Species 222 with 21 members is stagnated: removing it\n",
            "Average adjusted fitness: 0.992\n",
            "Mean genetic distance 4.265, standard deviation 1.391\n",
            "Population of 150 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   40    25     -0.283    1.000    10\n",
            "   223   30    25     -0.283    1.000     9\n",
            "   224   30    25     -0.284    1.000     9\n",
            "   225   22    25     -3.051    0.955     9\n",
            "   226   16    25     -0.283    1.000     9\n",
            "   227    8    25     -0.283    1.000     7\n",
            "Total extinctions: 0\n",
            "Generation time: 61.075 sec (56.807 average)\n",
            "\n",
            " ****** Running generation 508 ****** \n",
            "\n",
            "network creation time 0.023825645446777344\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 57.10560894012451\n",
            "\n",
            "Population's average fitness: -1.49171 stdev: 8.28279\n",
            "Best fitness: -0.28292 - size: (28, 45) - species 227 - id 68050\n",
            "Average adjusted fitness: 0.980\n",
            "Mean genetic distance 4.333, standard deviation 1.413\n",
            "Population of 148 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   41    25     -0.437    0.997    11\n",
            "   223   31    25     -0.283    1.000    10\n",
            "   224   31    25     -0.284    1.000    10\n",
            "   225   23    23     -7.379    0.883    10\n",
            "   226   17    25     -0.283    1.000    10\n",
            "   227    9    25     -0.284    1.000     8\n",
            "Total extinctions: 0\n",
            "Generation time: 57.422 sec (57.757 average)\n",
            "\n",
            " ****** Running generation 509 ****** \n",
            "\n",
            "network creation time 0.018842458724975586\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 55.7809624671936\n",
            "\n",
            "Population's average fitness: -1.91435 stdev: 9.20320\n",
            "Best fitness: -0.28292 - size: (28, 45) - species 227 - id 68050\n",
            "Average adjusted fitness: 0.973\n",
            "Mean genetic distance 4.373, standard deviation 1.400\n",
            "Population of 150 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   42    26     -0.283    1.000    12\n",
            "   223   32    24     -4.450    0.932    11\n",
            "   224   32    26     -0.446    0.997    11\n",
            "   225   24    24     -2.934    0.957    11\n",
            "   226   18    24     -3.019    0.955    11\n",
            "   227   10    26     -0.436    0.997     9\n",
            "Total extinctions: 0\n",
            "Generation time: 56.097 sec (57.755 average)\n",
            "Average mean fitness over last 5 generations: -1.1459737390978681\n",
            "Average min fitness over last 5 generations: -52.9873099676798\n",
            "0 -116.22674840052835 -116.22674840052835\n",
            "\n",
            " ****** Running generation 510 ****** \n",
            "\n",
            "network creation time 0.019076108932495117\n",
            "Score range [-483.647, 16.459]\n",
            "simulation run time 1.409273386001587\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 54.2774338722229\n",
            "\n",
            "Population's average fitness: -1.39960 stdev: 7.67331\n",
            "Best fitness: -0.28166 - size: (25, 38) - species 224 - id 68540\n",
            "Average adjusted fitness: 0.981\n",
            "Mean genetic distance 4.329, standard deviation 1.430\n",
            "Population of 148 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   43    25     -0.282    1.000     0\n",
            "   223   33    25     -0.433    0.998    12\n",
            "   224   33    25     -0.293    1.000    12\n",
            "   225   25    23     -7.104    0.887    12\n",
            "   226   19    25     -0.282    1.000     0\n",
            "   227   11    25     -0.282    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 56.307 sec (57.765 average)\n",
            "\n",
            " ****** Running generation 511 ****** \n",
            "\n",
            "network creation time 0.018149852752685547\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 51.68142318725586\n",
            "\n",
            "Population's average fitness: -1.18616 stdev: 6.63138\n",
            "Best fitness: -0.28166 - size: (26, 48) - species 225 - id 68594\n",
            "Average adjusted fitness: 0.985\n",
            "Mean genetic distance 4.383, standard deviation 1.425\n",
            "Population of 152 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   44    26     -0.440    0.997     1\n",
            "   223   34    24     -2.580    0.962    13\n",
            "   224   34    26     -0.282    1.000     0\n",
            "   225   26    24     -2.916    0.957    13\n",
            "   226   20    26     -0.596    0.995     1\n",
            "   227   12    26     -0.441    0.997     1\n",
            "Total extinctions: 0\n",
            "Generation time: 51.990 sec (57.465 average)\n",
            "\n",
            " ****** Running generation 512 ****** \n",
            "\n",
            "network creation time 0.02224588394165039\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 54.40732526779175\n",
            "\n",
            "Population's average fitness: -0.68304 stdev: 4.31530\n",
            "Best fitness: -0.28166 - size: (26, 48) - species 225 - id 68594\n",
            "Average adjusted fitness: 0.992\n",
            "Mean genetic distance 4.359, standard deviation 1.434\n",
            "Population of 150 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   45    25     -0.282    1.000     0\n",
            "   223   35    25     -2.496    0.958    14\n",
            "   224   35    25     -0.282    1.000     0\n",
            "   225   27    25     -0.282    1.000     0\n",
            "   226   21    25     -0.430    0.997     2\n",
            "   227   13    25     -0.434    0.997     2\n",
            "Total extinctions: 0\n",
            "Generation time: 54.721 sec (57.280 average)\n",
            "\n",
            " ****** Running generation 513 ****** \n",
            "\n",
            "network creation time 0.025629043579101562\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 58.06197166442871\n",
            "\n",
            "Population's average fitness: -0.38426 stdev: 0.61684\n",
            "Best fitness: -0.28166 - size: (26, 48) - species 225 - id 68594\n",
            "\n",
            "Species 223 with 25 members is stagnated: removing it\n",
            "Average adjusted fitness: 0.984\n",
            "Mean genetic distance 4.340, standard deviation 1.452\n",
            "Population of 148 members in 5 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   46    29     -0.440    0.960     1\n",
            "   224   36    30     -0.282    1.000     1\n",
            "   225   28    30     -0.282    1.000     1\n",
            "   226   22    30     -0.282    1.000     3\n",
            "   227   14    29     -0.440    0.960     3\n",
            "Total extinctions: 0\n",
            "Generation time: 58.398 sec (57.508 average)\n",
            "\n",
            " ****** Running generation 514 ****** \n",
            "\n",
            "network creation time 0.02063608169555664\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 55.34099817276001\n",
            "\n",
            "Population's average fitness: -0.97598 stdev: 5.70690\n",
            "Best fitness: -0.28166 - size: (26, 48) - species 225 - id 68594\n",
            "Average adjusted fitness: 0.989\n",
            "Mean genetic distance 4.370, standard deviation 1.393\n",
            "Population of 151 members in 5 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   47    30     -0.418    0.998     2\n",
            "   224   37    31     -0.407    0.998     2\n",
            "   225   29    29     -3.448    0.948     2\n",
            "   226   23    31     -0.282    1.000     4\n",
            "   227   15    30     -0.282    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 55.675 sec (57.294 average)\n",
            "Average mean fitness over last 5 generations: -0.9258079781594665\n",
            "Average min fitness over last 5 generations: -48.076230287414084\n",
            "0 -139.24808105257358 -139.24808105257358\n",
            "\n",
            " ****** Running generation 515 ****** \n",
            "\n",
            "network creation time 0.026262998580932617\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 55.42259645462036\n",
            "\n",
            "Population's average fitness: -0.68507 stdev: 4.30262\n",
            "Best fitness: -0.28166 - size: (24, 40) - species 226 - id 69279\n",
            "Average adjusted fitness: 0.992\n",
            "Mean genetic distance 4.384, standard deviation 1.406\n",
            "Population of 150 members in 5 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   48    31     -0.282    1.000     3\n",
            "   224   38    30     -0.416    0.997     3\n",
            "   225   30    30     -0.282    1.000     0\n",
            "   226   24    30     -0.408    0.998     5\n",
            "   227   16    29     -2.042    0.967     1\n",
            "Total extinctions: 0\n",
            "Generation time: 55.718 sec (57.083 average)\n",
            "Saving checkpoint to neat-checkpoint-515\n",
            "\n",
            " ****** Running generation 516 ****** \n",
            "\n",
            "network creation time 0.019188404083251953\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 57.54718327522278\n",
            "\n",
            "Population's average fitness: -0.68693 stdev: 4.64424\n",
            "Best fitness: -0.28166 - size: (24, 40) - species 226 - id 69279\n",
            "Average adjusted fitness: 0.993\n",
            "Mean genetic distance 4.413, standard deviation 1.386\n",
            "Population of 151 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   49    30     -0.282    1.000     4\n",
            "   224   39    31     -0.282    1.000     4\n",
            "   225   31    17     -2.181    0.967     1\n",
            "   226   25    31     -0.282    1.000     6\n",
            "   227   17    30     -0.411    0.998     2\n",
            "   228    0    12         --       --     0\n",
            "Total extinctions: 0\n",
            "Generation time: 57.872 sec (56.528 average)\n",
            "\n",
            " ****** Running generation 517 ****** \n",
            "\n",
            "network creation time 0.02140331268310547\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 56.854756116867065\n",
            "\n",
            "Population's average fitness: -0.98358 stdev: 5.61839\n",
            "Best fitness: -0.28166 - size: (24, 40) - species 226 - id 69279\n",
            "Average adjusted fitness: 0.984\n",
            "Mean genetic distance 4.333, standard deviation 1.348\n",
            "Population of 150 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   50    28     -0.282    1.000     5\n",
            "   224   40    28     -0.282    1.000     5\n",
            "   225   32    20     -3.073    0.945     2\n",
            "   226   26    28     -0.537    0.995     7\n",
            "   227   18    27     -1.968    0.967     3\n",
            "   228    1    19     -0.282    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 57.206 sec (56.141 average)\n",
            "\n",
            " ****** Running generation 518 ****** \n",
            "\n",
            "network creation time 0.023212194442749023\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 59.911455392837524\n",
            "\n",
            "Population's average fitness: -1.04585 stdev: 6.15513\n",
            "Best fitness: -0.28166 - size: (24, 40) - species 226 - id 69279\n",
            "Average adjusted fitness: 0.984\n",
            "Mean genetic distance 4.315, standard deviation 1.367\n",
            "Population of 151 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   51    27     -0.423    0.998     6\n",
            "   224   41    27     -0.282    1.000     0\n",
            "   225   33    22     -3.198    0.950     3\n",
            "   226   27    27     -0.282    1.000     0\n",
            "   227   19    26     -0.429    0.997     4\n",
            "   228    2    22     -2.827    0.956     1\n",
            "Total extinctions: 0\n",
            "Generation time: 60.219 sec (56.420 average)\n",
            "\n",
            " ****** Running generation 519 ****** \n",
            "\n",
            "network creation time 0.023529529571533203\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 60.15372061729431\n",
            "\n",
            "Population's average fitness: -0.30694 stdev: 0.30411\n",
            "Best fitness: -0.28166 - size: (24, 40) - species 226 - id 69279\n",
            "Average adjusted fitness: 0.994\n",
            "Mean genetic distance 4.360, standard deviation 1.375\n",
            "Population of 151 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   52    26     -0.282    1.000     7\n",
            "   224   42    26     -0.421    0.963     1\n",
            "   225   34    23     -0.282    1.000     0\n",
            "   226   28    26     -0.282    1.000     1\n",
            "   227   20    25     -0.282    1.000     0\n",
            "   228    3    25     -0.282    1.000     2\n",
            "Total extinctions: 0\n",
            "Generation time: 60.747 sec (56.885 average)\n",
            "Average mean fitness over last 5 generations: -0.7416735372460286\n",
            "Average min fitness over last 5 generations: -44.764445416062124\n",
            "0 -130.6325579751393 -130.6325579751393\n",
            "\n",
            " ****** Running generation 520 ****** \n",
            "\n",
            "network creation time 0.02421259880065918\n",
            "Score range [-594.705, 9.741]\n",
            "simulation run time 1.4961631298065186\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 62.563485622406006\n",
            "\n",
            "Population's average fitness: -1.81981 stdev: 8.85784\n",
            "Best fitness: -0.28924 - size: (29, 46) - species 227 - id 69911\n",
            "Average adjusted fitness: 0.974\n",
            "Mean genetic distance 4.354, standard deviation 1.363\n",
            "Population of 149 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   53    25     -0.290    1.000     8\n",
            "   224   43    25     -0.561    0.996     2\n",
            "   225   35    24     -4.874    0.924     1\n",
            "   226   29    25     -0.436    0.998     2\n",
            "   227   21    24     -4.879    0.924     1\n",
            "   228    4    26     -0.290    1.000     3\n",
            "Total extinctions: 0\n",
            "Generation time: 64.407 sec (57.695 average)\n",
            "\n",
            " ****** Running generation 521 ****** \n",
            "\n",
            "network creation time 0.022390127182006836\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 64.38366436958313\n",
            "\n",
            "Population's average fitness: -1.78773 stdev: 8.72761\n",
            "Best fitness: -0.28924 - size: (29, 43) - species 227 - id 69991\n",
            "Average adjusted fitness: 0.975\n",
            "Mean genetic distance 4.435, standard deviation 1.347\n",
            "Population of 149 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   54    26     -0.290    1.000     9\n",
            "   224   44    26     -0.471    0.997     3\n",
            "   225   36    23     -4.617    0.931     2\n",
            "   226   30    26     -0.290    1.000     3\n",
            "   227   22    23     -4.915    0.927     2\n",
            "   228    5    25     -0.436    0.998     4\n",
            "Total extinctions: 0\n",
            "Generation time: 64.762 sec (58.972 average)\n",
            "\n",
            " ****** Running generation 522 ****** \n",
            "\n",
            "network creation time 0.02709650993347168\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 66.78273630142212\n",
            "\n",
            "Population's average fitness: -1.42182 stdev: 7.35768\n",
            "Best fitness: -0.28924 - size: (29, 43) - species 227 - id 69991\n",
            "Average adjusted fitness: 0.978\n",
            "Mean genetic distance 4.448, standard deviation 1.319\n",
            "Population of 149 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   55    25     -0.619    0.994    10\n",
            "   224   45    25     -0.290    1.000     4\n",
            "   225   37    24     -2.474    0.960     3\n",
            "   226   31    25     -0.290    1.000     4\n",
            "   227   23    24     -4.926    0.914     3\n",
            "   228    6    26     -0.420    0.998     5\n",
            "Total extinctions: 0\n",
            "Generation time: 67.141 sec (60.214 average)\n",
            "\n",
            " ****** Running generation 523 ****** \n",
            "\n",
            "network creation time 0.026338815689086914\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 66.40918040275574\n",
            "\n",
            "Population's average fitness: -2.17790 stdev: 9.56206\n",
            "Best fitness: -0.28924 - size: (29, 43) - species 227 - id 69991\n",
            "Average adjusted fitness: 0.966\n",
            "Mean genetic distance 4.470, standard deviation 1.322\n",
            "Population of 151 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   56    26     -0.290    1.000    11\n",
            "   224   46    26     -0.290    1.000     5\n",
            "   225   38    25     -2.443    0.962     4\n",
            "   226   32    26     -0.940    0.989     5\n",
            "   227   24    23     -7.138    0.880     4\n",
            "   228    7    25     -2.176    0.967     6\n",
            "Total extinctions: 0\n",
            "Generation time: 66.747 sec (61.049 average)\n",
            "\n",
            " ****** Running generation 524 ****** \n",
            "\n",
            "network creation time 0.02942180633544922\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 67.214271068573\n",
            "\n",
            "Population's average fitness: -1.43539 stdev: 7.87335\n",
            "Best fitness: -0.28924 - size: (29, 43) - species 227 - id 69991\n",
            "Average adjusted fitness: 0.980\n",
            "Mean genetic distance 4.471, standard deviation 1.369\n",
            "Population of 149 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   57    25     -0.290    1.000    12\n",
            "   224   47    25     -0.464    0.997     6\n",
            "   225   39    26     -0.290    1.000     5\n",
            "   226   33    25     -0.290    1.000     6\n",
            "   227   25    22     -7.614    0.884     5\n",
            "   228    8    26     -0.290    1.000     7\n",
            "Total extinctions: 0\n",
            "Generation time: 67.528 sec (62.235 average)\n",
            "Average mean fitness over last 5 generations: -1.7285302814053682\n",
            "Average min fitness over last 5 generations: -59.84238639487902\n",
            "0 -113.99686002815545 -113.99686002815545\n",
            "\n",
            " ****** Running generation 525 ****** \n",
            "\n",
            "network creation time 0.024599313735961914\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 63.68125867843628\n",
            "\n",
            "Population's average fitness: -1.49109 stdev: 7.98747\n",
            "Best fitness: -0.28924 - size: (24, 33) - species 224 - id 70555\n",
            "Average adjusted fitness: 0.979\n",
            "Mean genetic distance 4.457, standard deviation 1.441\n",
            "Population of 151 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   58    26     -0.290    1.000    13\n",
            "   224   48    26     -0.290    1.000     7\n",
            "   225   40    25     -0.464    0.997     6\n",
            "   226   34    26     -0.461    0.997     7\n",
            "   227   26    23     -5.270    0.918     6\n",
            "   228    9    25     -2.621    0.962     8\n",
            "Total extinctions: 0\n",
            "Generation time: 64.000 sec (63.063 average)\n",
            "\n",
            " ****** Running generation 526 ****** \n",
            "\n",
            "network creation time 0.03113102912902832\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 63.79019045829773\n",
            "\n",
            "Population's average fitness: -1.67608 stdev: 8.26040\n",
            "Best fitness: -0.28924 - size: (24, 33) - species 224 - id 70555\n",
            "Average adjusted fitness: 0.974\n",
            "Mean genetic distance 4.442, standard deviation 1.447\n",
            "Population of 151 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   59    26     -0.290    1.000    14\n",
            "   224   49    26     -0.290    1.000     8\n",
            "   225   41    27     -0.290    1.000     7\n",
            "   226   35    26     -0.453    0.997     8\n",
            "   227   27    22     -6.950    0.884     7\n",
            "   228   10    24     -2.367    0.964     9\n",
            "Total extinctions: 0\n",
            "Generation time: 64.116 sec (63.687 average)\n",
            "\n",
            " ****** Running generation 527 ****** \n",
            "\n",
            "network creation time 0.02749919891357422\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 63.460421323776245\n",
            "\n",
            "Population's average fitness: -1.35949 stdev: 7.34496\n",
            "Best fitness: -0.28924 - size: (24, 33) - species 224 - id 70555\n",
            "Average adjusted fitness: 0.980\n",
            "Mean genetic distance 4.489, standard deviation 1.450\n",
            "Population of 149 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   60    25     -0.290    1.000    15\n",
            "   224   50    25     -0.290    1.000     9\n",
            "   225   42    26     -0.457    0.997     8\n",
            "   226   36    25     -0.290    1.000     9\n",
            "   227   28    23     -4.730    0.925     8\n",
            "   228   11    25     -2.762    0.958    10\n",
            "Total extinctions: 0\n",
            "Generation time: 64.041 sec (64.371 average)\n",
            "\n",
            " ****** Running generation 528 ****** \n",
            "\n",
            "network creation time 0.023495912551879883\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 61.73800849914551\n",
            "\n",
            "Population's average fitness: -1.80438 stdev: 8.97558\n",
            "Best fitness: -0.28924 - size: (24, 33) - species 224 - id 70555\n",
            "Average adjusted fitness: 0.975\n",
            "Mean genetic distance 4.498, standard deviation 1.456\n",
            "Population of 151 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   61    26     -0.290    1.000    16\n",
            "   224   51    26     -0.290    1.000    10\n",
            "   225   43    25     -2.888    0.959     9\n",
            "   226   37    26     -0.290    1.000    10\n",
            "   227   29    24     -5.004    0.925     9\n",
            "   228   12    24     -2.277    0.968    11\n",
            "Total extinctions: 0\n",
            "Generation time: 62.009 sec (64.550 average)\n",
            "\n",
            " ****** Running generation 529 ****** \n",
            "\n",
            "network creation time 0.025924205780029297\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 64.2360007762909\n",
            "\n",
            "Population's average fitness: -2.19910 stdev: 9.79668\n",
            "Best fitness: -0.28924 - size: (24, 33) - species 224 - id 70555\n",
            "Average adjusted fitness: 0.967\n",
            "Mean genetic distance 4.511, standard deviation 1.449\n",
            "Population of 151 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   62    26     -0.587    0.995    17\n",
            "   224   52    26     -0.411    0.998    11\n",
            "   225   44    24     -2.295    0.967    10\n",
            "   226   38    26     -0.290    1.000    11\n",
            "   227   30    23     -7.235    0.885    10\n",
            "   228   13    26     -2.815    0.958    12\n",
            "Total extinctions: 0\n",
            "Generation time: 64.549 sec (64.930 average)\n",
            "Average mean fitness over last 5 generations: -1.7060269232258958\n",
            "Average min fitness over last 5 generations: -60.45484071682049\n",
            "0 -144.8152406881765 -144.8152406881765\n",
            "\n",
            " ****** Running generation 530 ****** \n",
            "\n",
            "network creation time 0.027074575424194336\n",
            "Score range [-498.907, 41.429]\n",
            "simulation run time 1.533552646636963\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 64.33022284507751\n",
            "\n",
            "Population's average fitness: -1.38342 stdev: 7.71774\n",
            "Best fitness: -0.29087 - size: (24, 32) - species 224 - id 71328\n",
            "Average adjusted fitness: 0.981\n",
            "Mean genetic distance 4.540, standard deviation 1.401\n",
            "Population of 152 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   63    26     -0.291    1.000    18\n",
            "   224   53    26     -0.291    1.000    12\n",
            "   225   45    26     -0.291    1.000    11\n",
            "   226   39    26     -0.292    1.000    12\n",
            "   227   31    22     -7.461    0.886    11\n",
            "   228   14    26     -0.291    1.000    13\n",
            "Total extinctions: 0\n",
            "Generation time: 66.214 sec (65.111 average)\n",
            "Saving checkpoint to neat-checkpoint-530\n",
            "\n",
            " ****** Running generation 531 ****** \n",
            "\n",
            "network creation time 0.022565126419067383\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 67.69464206695557\n",
            "\n",
            "Population's average fitness: -1.01341 stdev: 5.76262\n",
            "Best fitness: -0.29087 - size: (24, 32) - species 224 - id 71328\n",
            "Average adjusted fitness: 0.986\n",
            "Mean genetic distance 4.606, standard deviation 1.455\n",
            "Population of 148 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   64    25     -0.456    0.997    19\n",
            "   224   54    25     -0.291    1.000    13\n",
            "   225   46    25     -0.476    0.997    12\n",
            "   226   40    25     -0.291    1.000    13\n",
            "   227   32    23     -2.720    0.955    12\n",
            "   228   15    25     -2.107    0.966    14\n",
            "Total extinctions: 0\n",
            "Generation time: 67.991 sec (65.434 average)\n",
            "\n",
            " ****** Running generation 532 ****** \n",
            "\n",
            "network creation time 0.0283353328704834\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 65.7850296497345\n",
            "\n",
            "Population's average fitness: -2.62102 stdev: 11.24193\n",
            "Best fitness: -0.29087 - size: (24, 32) - species 224 - id 71328\n",
            "\n",
            "Species 228 with 25 members is stagnated: removing it\n",
            "Average adjusted fitness: 0.958\n",
            "Mean genetic distance 4.573, standard deviation 1.458\n",
            "Population of 150 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   65    31     -0.473    0.997    20\n",
            "   224   55     7     -0.291    1.000    14\n",
            "   225   47    31     -0.291    1.000    13\n",
            "   226   41    31     -0.292    1.000    14\n",
            "   227   33    26    -12.974    0.794    13\n",
            "   229    0    24         --       --     0\n",
            "Total extinctions: 0\n",
            "Generation time: 66.086 sec (65.328 average)\n",
            "\n",
            " ****** Running generation 533 ****** \n",
            "\n",
            "network creation time 0.024930477142333984\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 58.67432475090027\n",
            "\n",
            "Population's average fitness: -0.99442 stdev: 5.62771\n",
            "Best fitness: -0.29087 - size: (24, 32) - species 229 - id 71328\n",
            "Average adjusted fitness: 0.987\n",
            "Mean genetic distance 4.493, standard deviation 1.390\n",
            "Population of 150 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   66    28     -0.291    1.000    21\n",
            "   224   56    12     -0.291    1.000    15\n",
            "   225   48    28     -0.535    0.995    14\n",
            "   226   42    28     -0.291    1.000    15\n",
            "   227   34    25     -4.058    0.925    14\n",
            "   229    1    29     -0.291    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 59.011 sec (64.555 average)\n",
            "\n",
            " ****** Running generation 534 ****** \n",
            "\n",
            "network creation time 0.025093793869018555\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 59.00687265396118\n",
            "\n",
            "Population's average fitness: -3.16807 stdev: 11.94813\n",
            "Best fitness: -0.29087 - size: (27, 43) - species 226 - id 71888\n",
            "\n",
            "Species 227 with 25 members is stagnated: removing it\n",
            "\n",
            "Species 225 with 28 members is stagnated: removing it\n",
            "Average adjusted fitness: 0.979\n",
            "Mean genetic distance 3.960, standard deviation 1.628\n",
            "Population of 149 members in 4 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   67    40     -0.291    1.000    22\n",
            "   224   57    30     -0.291    1.000    16\n",
            "   226   43    39     -0.585    0.930    16\n",
            "   229    2    40     -0.342    0.988     1\n",
            "Total extinctions: 0\n",
            "Generation time: 59.285 sec (63.730 average)\n",
            "Average mean fitness over last 5 generations: -1.836066350898888\n",
            "Average min fitness over last 5 generations: -58.46229013805233\n",
            "0 -185.02261732187324 -185.02261732187324\n",
            "\n",
            " ****** Running generation 535 ****** \n",
            "\n",
            "network creation time 0.01949453353881836\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 44.04168748855591\n",
            "\n",
            "Population's average fitness: -0.34622 stdev: 0.47333\n",
            "Best fitness: -0.29087 - size: (23, 31) - species 226 - id 71921\n",
            "Average adjusted fitness: 0.989\n",
            "Mean genetic distance 3.956, standard deviation 1.648\n",
            "Population of 149 members in 4 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   68    38     -0.496    0.955    23\n",
            "   224   58    34     -0.291    1.000    17\n",
            "   226   44    38     -0.291    1.000    17\n",
            "   229    3    39     -0.291    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 44.320 sec (61.762 average)\n",
            "\n",
            " ****** Running generation 536 ****** \n",
            "\n",
            "network creation time 0.018932342529296875\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 43.30566096305847\n",
            "\n",
            "Population's average fitness: -0.38719 stdev: 0.57908\n",
            "Best fitness: -0.29087 - size: (23, 31) - species 226 - id 71921\n",
            "Average adjusted fitness: 0.975\n",
            "Mean genetic distance 3.956, standard deviation 1.610\n",
            "Population of 149 members in 4 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   69    39     -0.292    1.000    24\n",
            "   224   59    36     -0.291    1.000    18\n",
            "   226   45    37     -0.370    0.979    18\n",
            "   229    4    37     -0.580    0.923     1\n",
            "Total extinctions: 0\n",
            "Generation time: 43.847 sec (59.735 average)\n",
            "\n",
            " ****** Running generation 537 ****** \n",
            "\n",
            "network creation time 0.015039443969726562\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 40.577943086624146\n",
            "\n",
            "Population's average fitness: -0.37332 stdev: 0.57655\n",
            "Best fitness: -0.29087 - size: (23, 31) - species 226 - id 71921\n",
            "Average adjusted fitness: 0.983\n",
            "Mean genetic distance 4.036, standard deviation 1.538\n",
            "Population of 151 members in 5 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   70    38     -0.481    0.961    25\n",
            "   224   60    37     -0.292    1.000    19\n",
            "   226   46    34     -0.291    1.000    19\n",
            "   229    5    38     -0.422    0.973     2\n",
            "   230    0     4         --       --     0\n",
            "Total extinctions: 0\n",
            "Generation time: 40.895 sec (57.421 average)\n",
            "\n",
            " ****** Running generation 538 ****** \n",
            "\n",
            "network creation time 0.020055055618286133\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 43.444562911987305\n",
            "\n",
            "Population's average fitness: -0.66602 stdev: 4.42122\n",
            "Best fitness: -0.29087 - size: (23, 31) - species 226 - id 71921\n",
            "\n",
            "Species 224 with 37 members is stagnated: removing it\n",
            "Average adjusted fitness: 0.992\n",
            "Mean genetic distance 3.999, standard deviation 1.407\n",
            "Population of 150 members in 4 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   71    43     -0.291    1.000    26\n",
            "   226   47    23     -0.353    0.970    20\n",
            "   229    6    43     -0.292    1.000     3\n",
            "   230    1    41     -0.292    0.999     0\n",
            "Total extinctions: 0\n",
            "Generation time: 43.732 sec (55.593 average)\n",
            "\n",
            " ****** Running generation 539 ****** \n",
            "\n",
            "network creation time 0.01848292350769043\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 49.9501211643219\n",
            "\n",
            "Population's average fitness: -0.31417 stdev: 0.27812\n",
            "Best fitness: -0.29087 - size: (23, 31) - species 226 - id 71921\n",
            "Average adjusted fitness: 0.989\n",
            "Mean genetic distance 3.941, standard deviation 1.505\n",
            "Population of 149 members in 4 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   72    40     -0.291    1.000    27\n",
            "   226   48    25     -0.440    0.956    21\n",
            "   229    7    40     -0.291    1.000     0\n",
            "   230    2    44     -0.292    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 50.215 sec (54.160 average)\n",
            "Average mean fitness over last 5 generations: -0.4173819886755812\n",
            "Average min fitness over last 5 generations: -14.496328140516358\n",
            "0 -152.58028461153603 -152.58028461153603\n",
            "\n",
            " ****** Running generation 540 ****** \n",
            "\n",
            "network creation time 0.020828962326049805\n",
            "Score range [-787.429, 265.621]\n",
            "simulation run time 1.3938896656036377\n",
            "Evaluating 449 test episodes\n",
            "final fitness compute time 53.70226263999939\n",
            "\n",
            "Population's average fitness: -0.46778 stdev: 1.01821\n",
            "Best fitness: -0.28787 - size: (28, 44) - species 220 - id 72728\n",
            "Average adjusted fitness: 0.977\n",
            "Mean genetic distance 4.034, standard deviation 1.542\n",
            "Population of 149 members in 4 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   73    39     -0.288    1.000    28\n",
            "   226   49    41     -0.389    0.986    22\n",
            "   229    8    39     -0.529    0.968     1\n",
            "   230    3    30     -0.621    0.955     1\n",
            "Total extinctions: 0\n",
            "Generation time: 55.407 sec (53.079 average)\n",
            "\n",
            " ****** Running generation 541 ****** \n",
            "\n",
            "network creation time 0.020773649215698242\n",
            "Evaluating 449 test episodes\n",
            "final fitness compute time 53.93580889701843\n",
            "\n",
            "Population's average fitness: -0.32928 stdev: 0.36411\n",
            "Best fitness: -0.28787 - size: (28, 44) - species 220 - id 72728\n",
            "Average adjusted fitness: 0.990\n",
            "Mean genetic distance 4.142, standard deviation 1.504\n",
            "Population of 149 members in 5 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   74    38     -0.388    0.974    29\n",
            "   226   50    37     -0.289    1.000    23\n",
            "   229    9    21     -0.345    0.985     2\n",
            "   230    4    36     -0.288    1.000     0\n",
            "   231    0    17         --       --     0\n",
            "Total extinctions: 0\n",
            "Generation time: 54.237 sec (51.704 average)\n",
            "\n",
            " ****** Running generation 542 ****** \n",
            "\n",
            "network creation time 0.017824411392211914\n",
            "Evaluating 449 test episodes\n",
            "final fitness compute time 55.53882122039795\n",
            "\n",
            "Population's average fitness: -0.40910 stdev: 0.66079\n",
            "Best fitness: -0.28787 - size: (28, 44) - species 220 - id 72728\n",
            "Average adjusted fitness: 0.972\n",
            "Mean genetic distance 4.235, standard deviation 1.490\n",
            "Population of 149 members in 5 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   75    34     -0.288    1.000    30\n",
            "   226   51    26     -0.442    0.966    24\n",
            "   229   10    12     -0.288    1.000     0\n",
            "   230    5    40     -0.506    0.951     1\n",
            "   231    1    37     -0.552    0.941     0\n",
            "Total extinctions: 0\n",
            "Generation time: 55.822 sec (50.677 average)\n",
            "\n",
            " ****** Running generation 543 ****** \n",
            "\n",
            "network creation time 0.02272796630859375\n",
            "Evaluating 449 test episodes\n",
            "final fitness compute time 53.02810740470886\n",
            "\n",
            "Population's average fitness: -0.35300 stdev: 0.55376\n",
            "Best fitness: -0.28787 - size: (24, 32) - species 231 - id 73061\n",
            "Average adjusted fitness: 0.978\n",
            "Mean genetic distance 4.175, standard deviation 1.499\n",
            "Population of 148 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   76    32     -0.288    1.000    31\n",
            "   226   52    26     -0.288    1.000    25\n",
            "   229   11    20     -0.689    0.917     1\n",
            "   230    6    31     -0.289    1.000     2\n",
            "   231    2    33     -0.418    0.973     0\n",
            "   232    0     6         --       --     0\n",
            "Total extinctions: 0\n",
            "Generation time: 53.330 sec (50.109 average)\n",
            "\n",
            " ****** Running generation 544 ****** \n",
            "\n",
            "network creation time 0.023881912231445312\n",
            "Evaluating 449 test episodes\n",
            "final fitness compute time 51.85145688056946\n",
            "\n",
            "Population's average fitness: -0.34015 stdev: 0.44210\n",
            "Best fitness: -0.28787 - size: (24, 32) - species 231 - id 73061\n",
            "Average adjusted fitness: 0.964\n",
            "Mean genetic distance 4.247, standard deviation 1.434\n",
            "Population of 151 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   77    30     -0.289    1.000    32\n",
            "   226   53    24     -0.288    1.000    26\n",
            "   229   12    22     -0.471    0.954     2\n",
            "   230    7    29     -0.288    1.000     0\n",
            "   231    3    30     -0.288    1.000     0\n",
            "   232    1    16     -0.956    0.833     0\n",
            "Total extinctions: 0\n",
            "Generation time: 52.212 sec (49.402 average)\n",
            "Average mean fitness over last 5 generations: -0.37986215808869583\n",
            "Average min fitness over last 5 generations: -5.215655987807251\n",
            "0 -147.70514952651178 -147.70514952651178\n",
            "\n",
            " ****** Running generation 545 ****** \n",
            "\n",
            "network creation time 0.019588947296142578\n",
            "Evaluating 449 test episodes\n",
            "final fitness compute time 51.73680257797241\n",
            "\n",
            "Population's average fitness: -0.31290 stdev: 0.30115\n",
            "Best fitness: -0.28787 - size: (27, 41) - species 230 - id 73452\n",
            "Average adjusted fitness: 0.994\n",
            "Mean genetic distance 4.231, standard deviation 1.451\n",
            "Population of 152 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   220   78    28     -0.288    1.000    33\n",
            "   226   54    22     -0.288    1.000    27\n",
            "   229   13    24     -0.288    1.000     3\n",
            "   230    8     3     -0.288    1.000     1\n",
            "   231    4    27     -0.412    0.967     1\n",
            "   232    2    28     -0.289    1.000     0\n",
            "   233    0    20         --       --     0\n",
            "Total extinctions: 0\n",
            "Generation time: 52.081 sec (50.178 average)\n",
            "\n",
            " ****** Running generation 546 ****** \n",
            "\n",
            "network creation time 0.021428585052490234\n",
            "Evaluating 449 test episodes\n",
            "final fitness compute time 50.9486300945282\n",
            "\n",
            "Population's average fitness: -0.39668 stdev: 0.66616\n",
            "Best fitness: -0.28787 - size: (27, 41) - species 232 - id 73452\n",
            "\n",
            "Species 220 with 28 members is stagnated: removing it\n",
            "Average adjusted fitness: 0.983\n",
            "Mean genetic distance 3.873, standard deviation 1.451\n",
            "Population of 149 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   226   55    17     -0.288    1.000    28\n",
            "   229   14    27     -0.489    0.958     4\n",
            "   230    9    15     -0.289    1.000     2\n",
            "   231    5    27     -0.581    0.939     2\n",
            "   232    3    23     -0.288    1.000     0\n",
            "   233    1    40     -0.288    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 51.266 sec (50.920 average)\n",
            "\n",
            " ****** Running generation 547 ****** \n",
            "\n",
            "network creation time 0.017623424530029297\n",
            "Evaluating 449 test episodes\n",
            "final fitness compute time 53.496381521224976\n",
            "\n",
            "Population's average fitness: -0.77559 stdev: 3.75522\n",
            "Best fitness: -0.28787 - size: (27, 41) - species 232 - id 73452\n",
            "Average adjusted fitness: 0.985\n",
            "Mean genetic distance 3.847, standard deviation 1.468\n",
            "Population of 149 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   226   56    19     -0.288    1.000    29\n",
            "   229   15    26     -0.604    0.993     5\n",
            "   230   10    33     -3.274    0.933     3\n",
            "   231    6    26     -0.591    0.993     3\n",
            "   232    4    10     -0.450    0.996     1\n",
            "   233    2    35     -0.474    0.996     1\n",
            "Total extinctions: 0\n",
            "Generation time: 53.813 sec (52.211 average)\n",
            "Saving checkpoint to neat-checkpoint-547\n",
            "\n",
            " ****** Running generation 548 ****** \n",
            "\n",
            "network creation time 0.018069744110107422\n",
            "Evaluating 449 test episodes\n",
            "final fitness compute time 53.33143591880798\n",
            "\n",
            "Population's average fitness: -0.44337 stdev: 0.86985\n",
            "Best fitness: -0.28787 - size: (27, 41) - species 230 - id 73452\n",
            "Average adjusted fitness: 0.981\n",
            "Mean genetic distance 3.834, standard deviation 1.490\n",
            "Population of 149 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   226   57    32     -0.436    0.979    30\n",
            "   229   16    25     -0.473    0.973     6\n",
            "   230   11    27     -0.401    0.984     4\n",
            "   231    7    25     -0.289    1.000     4\n",
            "   232    5    19     -0.288    1.000     0\n",
            "   233    3    15     -0.625    0.952     2\n",
            "   234    0     6         --       --     0\n",
            "Total extinctions: 0\n",
            "Generation time: 53.621 sec (53.200 average)\n",
            "\n",
            " ****** Running generation 549 ****** \n",
            "\n",
            "network creation time 0.019405603408813477\n",
            "Evaluating 449 test episodes\n",
            "final fitness compute time 52.539204359054565\n",
            "\n",
            "Population's average fitness: -0.35672 stdev: 0.48098\n",
            "Best fitness: -0.28787 - size: (27, 41) - species 230 - id 73452\n",
            "\n",
            "Species 226 with 32 members is stagnated: removing it\n",
            "Average adjusted fitness: 0.987\n",
            "Mean genetic distance 3.754, standard deviation 1.545\n",
            "Population of 150 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   229   17    27     -0.585    0.920     7\n",
            "   230   12    31     -0.289    1.000     5\n",
            "   231    8    29     -0.288    1.000     0\n",
            "   232    6    23     -0.288    1.000     1\n",
            "   233    4    14     -0.288    1.000     0\n",
            "   234    1    26     -0.289    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 52.840 sec (53.463 average)\n",
            "Average mean fitness over last 5 generations: -0.4570525446219996\n",
            "Average min fitness over last 5 generations: -13.080047294301613\n",
            "0 -108.66619186664263 -108.66619186664263\n",
            "\n",
            " ****** Running generation 550 ****** \n",
            "\n",
            "network creation time 0.01985025405883789\n",
            "Score range [-556.829, 29.357]\n",
            "simulation run time 1.4044933319091797\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 52.73809838294983\n",
            "\n",
            "Population's average fitness: -0.36817 stdev: 0.54492\n",
            "Best fitness: -0.28714 - size: (29, 48) - species 234 - id 74051\n",
            "Average adjusted fitness: 0.981\n",
            "Mean genetic distance 3.848, standard deviation 1.455\n",
            "Population of 150 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   229   18    26     -0.288    1.000     0\n",
            "   230   13    25     -0.407    0.971     6\n",
            "   231    9    21     -0.422    0.967     1\n",
            "   232    7    26     -0.465    0.956     2\n",
            "   233    5    20     -0.318    0.992     1\n",
            "   234    2    26     -0.287    1.000     0\n",
            "   235    0     6         --       --     0\n",
            "Total extinctions: 0\n",
            "Generation time: 54.471 sec (53.369 average)\n",
            "\n",
            " ****** Running generation 551 ****** \n",
            "\n",
            "network creation time 0.020403623580932617\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 50.71605896949768\n",
            "\n",
            "Population's average fitness: -0.34622 stdev: 0.45444\n",
            "Best fitness: -0.28714 - size: (29, 48) - species 234 - id 74051\n",
            "Average adjusted fitness: 0.987\n",
            "Mean genetic distance 3.970, standard deviation 1.353\n",
            "Population of 150 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   229   19    24     -0.288    1.000     0\n",
            "   230   14    21     -0.287    1.000     0\n",
            "   231   10    18     -0.494    0.952     2\n",
            "   232    8    26     -0.288    1.000     0\n",
            "   233    6    21     -0.340    0.988     2\n",
            "   234    3    24     -0.420    0.969     1\n",
            "   235    1    16     -0.288    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 51.061 sec (53.052 average)\n",
            "\n",
            " ****** Running generation 552 ****** \n",
            "\n",
            "network creation time 0.018154621124267578\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 51.82717537879944\n",
            "\n",
            "Population's average fitness: -0.36439 stdev: 0.49848\n",
            "Best fitness: -0.28714 - size: (29, 48) - species 234 - id 74051\n",
            "Average adjusted fitness: 0.979\n",
            "Mean genetic distance 3.940, standard deviation 1.329\n",
            "Population of 149 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   229   20    22     -0.450    0.958     1\n",
            "   230   15    20     -0.465    0.954     1\n",
            "   231   11    23     -0.288    1.000     0\n",
            "   232    9    24     -0.288    1.000     1\n",
            "   233    7    23     -0.339    0.987     3\n",
            "   234    4    22     -0.288    1.000     2\n",
            "   235    2    15     -0.463    0.955     1\n",
            "Total extinctions: 0\n",
            "Generation time: 52.169 sec (52.686 average)\n",
            "\n",
            " ****** Running generation 553 ****** \n",
            "\n",
            "network creation time 0.015072107315063477\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 50.58047008514404\n",
            "\n",
            "Population's average fitness: -0.78986 stdev: 4.63111\n",
            "Best fitness: -0.28714 - size: (29, 48) - species 234 - id 74051\n",
            "Average adjusted fitness: 0.992\n",
            "Mean genetic distance 3.941, standard deviation 1.336\n",
            "Population of 148 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   229   21    21     -1.147    0.985     2\n",
            "   230   16    20     -0.288    1.000     2\n",
            "   231   12    22     -2.720    0.957     1\n",
            "   232   10    23     -0.288    1.000     2\n",
            "   233    8    24     -0.288    1.000     0\n",
            "   234    5    20     -0.287    1.000     3\n",
            "   235    3    18     -0.288    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 50.897 sec (52.443 average)\n",
            "\n",
            " ****** Running generation 554 ****** \n",
            "\n",
            "network creation time 0.018140316009521484\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 51.15392756462097\n",
            "\n",
            "Population's average fitness: -0.44952 stdev: 0.75638\n",
            "Best fitness: -0.28714 - size: (29, 48) - species 234 - id 74051\n",
            "Average adjusted fitness: 0.960\n",
            "Mean genetic distance 3.975, standard deviation 1.365\n",
            "Population of 150 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   229   22    22     -0.474    0.954     3\n",
            "   230   17    23     -0.471    0.955     3\n",
            "   231   13    21     -0.639    0.914     2\n",
            "   232   11    22     -0.288    1.000     3\n",
            "   233    9    23     -0.486    0.951     1\n",
            "   234    6    19     -0.288    1.000     4\n",
            "   235    4    20     -0.505    0.947     1\n",
            "Total extinctions: 0\n",
            "Generation time: 51.755 sec (52.397 average)\n",
            "Average mean fitness over last 5 generations: -0.4636342429542992\n",
            "Average min fitness over last 5 generations: -14.750762854967212\n",
            "0 -95.23324412213853 -95.23324412213853\n",
            "\n",
            " ****** Running generation 555 ****** \n",
            "\n",
            "network creation time 0.017592430114746094\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 48.78185796737671\n",
            "\n",
            "Population's average fitness: -0.35130 stdev: 0.45222\n",
            "Best fitness: -0.28714 - size: (29, 48) - species 234 - id 74051\n",
            "Average adjusted fitness: 0.984\n",
            "Mean genetic distance 3.991, standard deviation 1.318\n",
            "Population of 147 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   229   23    21     -0.288    1.000     4\n",
            "   230   18    22     -0.447    0.960     4\n",
            "   231   14    20     -0.477    0.952     3\n",
            "   232   12    21     -0.288    1.000     4\n",
            "   233   10    22     -0.315    0.993     2\n",
            "   234    7    20     -0.287    1.000     5\n",
            "   235    5    21     -0.352    0.984     2\n",
            "Total extinctions: 0\n",
            "Generation time: 49.082 sec (52.098 average)\n",
            "\n",
            " ****** Running generation 556 ****** \n",
            "\n",
            "network creation time 0.020040035247802734\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 47.814879179000854\n",
            "\n",
            "Population's average fitness: -0.44844 stdev: 0.90180\n",
            "Best fitness: -0.28714 - size: (29, 48) - species 234 - id 74051\n",
            "Average adjusted fitness: 0.979\n",
            "Mean genetic distance 4.023, standard deviation 1.320\n",
            "Population of 150 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   229   24    22     -0.493    0.973     5\n",
            "   230   19    21     -0.454    0.978     5\n",
            "   231   15    19     -0.287    1.000     0\n",
            "   232   13    22     -0.472    0.976     5\n",
            "   233   11    21     -0.287    1.000     0\n",
            "   234    8    21     -0.674    0.950     6\n",
            "   235    6    24     -0.481    0.975     3\n",
            "Total extinctions: 0\n",
            "Generation time: 48.119 sec (51.783 average)\n",
            "\n",
            " ****** Running generation 557 ****** \n",
            "\n",
            "network creation time 0.021505117416381836\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 49.03772830963135\n",
            "\n",
            "Population's average fitness: -0.33617 stdev: 0.41789\n",
            "Best fitness: -0.28714 - size: (29, 48) - species 234 - id 74051\n",
            "Average adjusted fitness: 0.986\n",
            "Mean genetic distance 4.051, standard deviation 1.347\n",
            "Population of 151 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   229   25    21     -0.454    0.954     6\n",
            "   230   20    22     -0.288    1.000     6\n",
            "   231   16    21     -0.478    0.948     1\n",
            "   232   14    21     -0.288    1.000     0\n",
            "   233   12    22     -0.288    1.000     1\n",
            "   234    9    22     -0.288    1.000     7\n",
            "   235    7    22     -0.287    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 49.344 sec (51.336 average)\n",
            "\n",
            " ****** Running generation 558 ****** \n",
            "\n",
            "network creation time 0.016045808792114258\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 50.13779592514038\n",
            "\n",
            "Population's average fitness: -0.36607 stdev: 0.55313\n",
            "Best fitness: -0.28714 - size: (29, 48) - species 234 - id 74051\n",
            "Average adjusted fitness: 0.982\n",
            "Mean genetic distance 4.032, standard deviation 1.313\n",
            "Population of 153 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   229   26    21     -0.494    0.952     7\n",
            "   230   21    22     -0.288    1.000     7\n",
            "   231   17    21     -0.474    0.957     2\n",
            "   232   15    23     -0.288    1.000     1\n",
            "   233   13    22     -0.288    1.000     2\n",
            "   234   10    22     -0.287    1.000     8\n",
            "   235    8    22     -0.452    0.962     1\n",
            "Total extinctions: 0\n",
            "Generation time: 50.481 sec (51.022 average)\n",
            "\n",
            " ****** Running generation 559 ****** \n",
            "\n",
            "network creation time 0.018949270248413086\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 53.476908445358276\n",
            "\n",
            "Population's average fitness: -0.36795 stdev: 0.56868\n",
            "Best fitness: -0.28714 - size: (29, 48) - species 234 - id 74051\n",
            "Average adjusted fitness: 0.981\n",
            "Mean genetic distance 3.974, standard deviation 1.364\n",
            "Population of 148 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   229   27    22     -0.287    1.000     0\n",
            "   230   22    21     -0.288    1.000     8\n",
            "   231   18    20     -0.873    0.865     3\n",
            "   232   16    22     -0.288    1.000     0\n",
            "   233   14    21     -0.288    1.000     3\n",
            "   234   11    21     -0.287    1.000     9\n",
            "   235    9    21     -0.288    1.000     2\n",
            "Total extinctions: 0\n",
            "Generation time: 53.766 sec (51.115 average)\n",
            "Average mean fitness over last 5 generations: -0.37398567671259164\n",
            "Average min fitness over last 5 generations: -5.09270052077005\n",
            "0 -170.54817233219626 -170.54817233219626\n",
            "\n",
            " ****** Running generation 560 ****** \n",
            "\n",
            "network creation time 0.018625497817993164\n",
            "Score range [-671.577, 33.457]\n",
            "simulation run time 1.3982653617858887\n",
            "Evaluating 448 test episodes\n",
            "final fitness compute time 53.46733808517456\n",
            "\n",
            "Population's average fitness: -0.42688 stdev: 0.82424\n",
            "Best fitness: -0.28391 - size: (25, 29) - species 229 - id 75484\n",
            "Average adjusted fitness: 0.981\n",
            "Mean genetic distance 3.969, standard deviation 1.399\n",
            "Population of 149 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   229   28    21     -0.284    1.000     0\n",
            "   230   23    22     -0.284    1.000     0\n",
            "   231   19    21     -0.480    0.974     4\n",
            "   232   17    21     -0.438    0.980     1\n",
            "   233   15    22     -0.435    0.980     4\n",
            "   234   12    20     -0.791    0.933    10\n",
            "   235   10    22     -0.284    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 55.172 sec (51.185 average)\n",
            "\n",
            " ****** Running generation 561 ****** \n",
            "\n",
            "network creation time 0.019376754760742188\n",
            "Evaluating 448 test episodes\n",
            "final fitness compute time 50.287997245788574\n",
            "\n",
            "Population's average fitness: -0.35442 stdev: 0.50480\n",
            "Best fitness: -0.28391 - size: (25, 36) - species 233 - id 75566\n",
            "Average adjusted fitness: 0.983\n",
            "Mean genetic distance 4.037, standard deviation 1.358\n",
            "Population of 148 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   229   29    22     -0.284    1.000     1\n",
            "   230   24    21     -0.284    1.000     1\n",
            "   231   20    20     -0.676    0.905     5\n",
            "   232   18    22     -0.284    1.000     0\n",
            "   233   16    21     -0.385    0.975     5\n",
            "   234   13    21     -0.284    1.000     0\n",
            "   235   11    21     -0.284    1.000     1\n",
            "Total extinctions: 0\n",
            "Generation time: 50.579 sec (51.137 average)\n",
            "\n",
            " ****** Running generation 562 ****** \n",
            "\n",
            "network creation time 0.017880916595458984\n",
            "Evaluating 448 test episodes\n",
            "final fitness compute time 51.05967378616333\n",
            "\n",
            "Population's average fitness: -0.29432 stdev: 0.11935\n",
            "Best fitness: -0.28391 - size: (25, 36) - species 233 - id 75566\n",
            "Average adjusted fitness: 0.993\n",
            "Mean genetic distance 4.057, standard deviation 1.336\n",
            "Population of 149 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   229   30    21     -0.284    1.000     2\n",
            "   230   25    20     -0.354    0.952     2\n",
            "   231   21    21     -0.284    1.000     0\n",
            "   232   19    21     -0.284    1.000     1\n",
            "   233   17    22     -0.284    1.000     0\n",
            "   234   14    22     -0.285    0.999     1\n",
            "   235   12    22     -0.284    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 51.400 sec (51.060 average)\n",
            "\n",
            " ****** Running generation 563 ****** \n",
            "\n",
            "network creation time 0.02445220947265625\n",
            "Evaluating 448 test episodes\n",
            "final fitness compute time 51.25270986557007\n",
            "\n",
            "Population's average fitness: -0.31067 stdev: 0.31814\n",
            "Best fitness: -0.28391 - size: (25, 36) - species 233 - id 75566\n",
            "Average adjusted fitness: 0.993\n",
            "Mean genetic distance 4.051, standard deviation 1.326\n",
            "Population of 148 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   229   31    20     -0.470    0.952     3\n",
            "   230   26    21     -0.284    1.000     3\n",
            "   231   22    22     -0.284    1.000     1\n",
            "   232   20    22     -0.284    1.000     2\n",
            "   233   18    21     -0.285    1.000     1\n",
            "   234   15    21     -0.285    1.000     2\n",
            "   235   13    21     -0.285    1.000     1\n",
            "Total extinctions: 0\n",
            "Generation time: 51.559 sec (51.126 average)\n",
            "\n",
            " ****** Running generation 564 ****** \n",
            "\n",
            "network creation time 0.017273664474487305\n",
            "Evaluating 448 test episodes\n",
            "final fitness compute time 49.888004302978516\n",
            "\n",
            "Population's average fitness: -0.35639 stdev: 0.50419\n",
            "Best fitness: -0.28391 - size: (25, 33) - species 229 - id 75914\n",
            "Average adjusted fitness: 0.982\n",
            "Mean genetic distance 4.107, standard deviation 1.336\n",
            "Population of 151 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   229   32    21     -0.461    0.957     4\n",
            "   230   27    22     -0.285    1.000     4\n",
            "   231   23    21     -0.471    0.954     2\n",
            "   232   21    21     -0.285    1.000     3\n",
            "   233   19    22     -0.284    1.000     0\n",
            "   234   16    22     -0.284    1.000     0\n",
            "   235   14    22     -0.428    0.965     2\n",
            "Total extinctions: 0\n",
            "Generation time: 50.660 sec (51.016 average)\n",
            "Average mean fitness over last 5 generations: -0.34853507984553256\n",
            "Average min fitness over last 5 generations: -4.517842772723516\n",
            "0 -182.65322780920775 -182.65322780920775\n",
            "\n",
            " ****** Running generation 565 ****** \n",
            "\n",
            "network creation time 0.018251895904541016\n",
            "Evaluating 448 test episodes\n",
            "final fitness compute time 51.94913911819458\n",
            "\n",
            "Population's average fitness: -0.70252 stdev: 5.12065\n",
            "Best fitness: -0.28391 - size: (25, 38) - species 233 - id 76151\n",
            "Average adjusted fitness: 0.993\n",
            "Mean genetic distance 4.057, standard deviation 1.307\n",
            "Population of 148 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   229   33    20     -3.291    0.952     5\n",
            "   230   28    21     -0.285    1.000     5\n",
            "   231   24    22     -0.284    1.000     0\n",
            "   232   22    22     -0.284    1.000     4\n",
            "   233   20    21     -0.284    1.000     1\n",
            "   234   17    21     -0.285    1.000     1\n",
            "   235   15    21     -0.284    1.000     3\n",
            "Total extinctions: 0\n",
            "Generation time: 52.313 sec (51.339 average)\n",
            "Saving checkpoint to neat-checkpoint-565\n",
            "\n",
            " ****** Running generation 566 ****** \n",
            "\n",
            "network creation time 0.01767873764038086\n",
            "Evaluating 448 test episodes\n",
            "final fitness compute time 50.14546489715576\n",
            "\n",
            "Population's average fitness: -0.37737 stdev: 0.55876\n",
            "Best fitness: -0.28391 - size: (27, 41) - species 232 - id 76283\n",
            "Average adjusted fitness: 0.974\n",
            "Mean genetic distance 4.127, standard deviation 1.272\n",
            "Population of 151 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   229   34    19     -0.660    0.898     6\n",
            "   230   29    22     -0.284    1.000     6\n",
            "   231   25    23     -0.284    1.000     1\n",
            "   232   23    23     -0.284    1.000     5\n",
            "   233   21    22     -0.284    1.000     0\n",
            "   234   18    22     -0.285    1.000     2\n",
            "   235   16    20     -0.582    0.919     4\n",
            "Total extinctions: 0\n",
            "Generation time: 50.461 sec (51.574 average)\n",
            "\n",
            " ****** Running generation 567 ****** \n",
            "\n",
            "network creation time 0.02410602569580078\n",
            "Evaluating 448 test episodes\n",
            "final fitness compute time 52.37608098983765\n",
            "\n",
            "Population's average fitness: -0.30957 stdev: 0.30913\n",
            "Best fitness: -0.28391 - size: (27, 41) - species 232 - id 76283\n",
            "Average adjusted fitness: 0.994\n",
            "Mean genetic distance 4.140, standard deviation 1.293\n",
            "Population of 148 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   229   35    20     -0.284    1.000     0\n",
            "   230   30    21     -0.285    1.000     7\n",
            "   231   26    22     -0.450    0.956     2\n",
            "   232   24    22     -0.284    1.000     0\n",
            "   233   22    21     -0.284    1.000     1\n",
            "   234   19    21     -0.284    1.000     3\n",
            "   235   17    21     -0.284    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 52.691 sec (51.908 average)\n",
            "\n",
            " ****** Running generation 568 ****** \n",
            "\n",
            "network creation time 0.018439292907714844\n",
            "Evaluating 448 test episodes\n",
            "final fitness compute time 50.08619976043701\n",
            "\n",
            "Population's average fitness: -0.36017 stdev: 0.52670\n",
            "Best fitness: -0.28391 - size: (27, 41) - species 232 - id 76283\n",
            "Average adjusted fitness: 0.981\n",
            "Mean genetic distance 4.138, standard deviation 1.331\n",
            "Population of 149 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   229   36    21     -0.284    1.000     1\n",
            "   230   31    22     -0.284    1.000     8\n",
            "   231   27    21     -0.635    0.910     3\n",
            "   232   25    21     -0.285    1.000     1\n",
            "   233   23    20     -0.450    0.957     2\n",
            "   234   20    22     -0.285    1.000     4\n",
            "   235   18    22     -0.285    1.000     1\n",
            "Total extinctions: 0\n",
            "Generation time: 50.361 sec (51.896 average)\n",
            "\n",
            " ****** Running generation 569 ****** \n",
            "\n",
            "network creation time 0.018493175506591797\n",
            "Evaluating 448 test episodes\n",
            "final fitness compute time 52.449740171432495\n",
            "\n",
            "Population's average fitness: -0.38521 stdev: 0.75810\n",
            "Best fitness: -0.28391 - size: (27, 41) - species 232 - id 76283\n",
            "Average adjusted fitness: 0.987\n",
            "Mean genetic distance 4.121, standard deviation 1.318\n",
            "Population of 150 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   229   37    22     -0.284    1.000     2\n",
            "   230   32    21     -0.640    0.955     9\n",
            "   231   28    22     -0.284    1.000     4\n",
            "   232   26    22     -0.284    1.000     2\n",
            "   233   24    21     -0.284    1.000     3\n",
            "   234   21    21     -0.284    1.000     5\n",
            "   235   19    21     -0.612    0.958     2\n",
            "Total extinctions: 0\n",
            "Generation time: 52.742 sec (51.794 average)\n",
            "Average mean fitness over last 5 generations: -0.4269695321935316\n",
            "Average min fitness over last 5 generations: -16.75809374284078\n",
            "0 -137.4665416805163 -137.4665416805163\n",
            "\n",
            " ****** Running generation 570 ****** \n",
            "\n",
            "network creation time 0.018375635147094727\n",
            "Score range [-565.213, 32.748]\n",
            "simulation run time 1.377124309539795\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 51.851402044296265\n",
            "\n",
            "Population's average fitness: -0.84452 stdev: 4.80495\n",
            "Best fitness: -0.28734 - size: (25, 36) - species 235 - id 76754\n",
            "Average adjusted fitness: 0.990\n",
            "Mean genetic distance 4.145, standard deviation 1.294\n",
            "Population of 149 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   229   38    21     -1.245    0.984     3\n",
            "   230   33    22     -0.477    0.997    10\n",
            "   231   29    21     -0.288    1.000     5\n",
            "   232   27    21     -0.288    1.000     3\n",
            "   233   25    22     -0.288    1.000     4\n",
            "   234   22    22     -0.288    1.000     6\n",
            "   235   20    20     -3.073    0.952     3\n",
            "Total extinctions: 0\n",
            "Generation time: 53.536 sec (51.630 average)\n",
            "\n",
            " ****** Running generation 571 ****** \n",
            "\n",
            "network creation time 0.019282817840576172\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 50.93238019943237\n",
            "\n",
            "Population's average fitness: -0.62290 stdev: 3.79939\n",
            "Best fitness: -0.28734 - size: (25, 36) - species 235 - id 76754\n",
            "Average adjusted fitness: 0.993\n",
            "Mean genetic distance 4.141, standard deviation 1.270\n",
            "Population of 148 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   229   39    22     -0.455    0.996     4\n",
            "   230   34    21     -0.288    1.000    11\n",
            "   231   30    20     -2.498    0.952     6\n",
            "   232   28    22     -0.288    1.000     4\n",
            "   233   26    21     -0.288    1.000     5\n",
            "   234   23    21     -0.288    1.000     7\n",
            "   235   21    21     -0.288    1.000     4\n",
            "Total extinctions: 0\n",
            "Generation time: 51.295 sec (51.702 average)\n",
            "\n",
            " ****** Running generation 572 ****** \n",
            "\n",
            "network creation time 0.020357131958007812\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 51.13201856613159\n",
            "\n",
            "Population's average fitness: -0.35941 stdev: 0.47227\n",
            "Best fitness: -0.28734 - size: (25, 36) - species 235 - id 76754\n",
            "Average adjusted fitness: 0.981\n",
            "Mean genetic distance 4.131, standard deviation 1.274\n",
            "Population of 149 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   229   40    21     -0.288    1.000     5\n",
            "   230   35    22     -0.288    1.000    12\n",
            "   231   31    21     -0.484    0.950     7\n",
            "   232   29    21     -0.288    1.000     5\n",
            "   233   27    22     -0.399    0.971     6\n",
            "   234   24    22     -0.288    1.000     8\n",
            "   235   22    20     -0.494    0.947     5\n",
            "Total extinctions: 0\n",
            "Generation time: 51.457 sec (51.708 average)\n",
            "\n",
            " ****** Running generation 573 ****** \n",
            "\n",
            "network creation time 0.023088693618774414\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 51.3745174407959\n",
            "\n",
            "Population's average fitness: -0.28793 stdev: 0.00083\n",
            "Best fitness: -0.28734 - size: (25, 36) - species 235 - id 76754\n",
            "Average adjusted fitness: 0.004\n",
            "Mean genetic distance 4.166, standard deviation 1.322\n",
            "Population of 148 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   229   41    22     -0.288    0.004     6\n",
            "   230   36    21     -0.288    0.004    13\n",
            "   231   32    20     -0.288    0.003     8\n",
            "   232   30    22     -0.288    0.004     6\n",
            "   233   28    21     -0.288    0.004     7\n",
            "   234   25    21     -0.288    0.004     9\n",
            "   235   23    21     -0.288    0.004     6\n",
            "Total extinctions: 0\n",
            "Generation time: 52.048 sec (51.756 average)\n",
            "\n",
            " ****** Running generation 574 ****** \n",
            "\n",
            "network creation time 0.021953582763671875\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 52.18339228630066\n",
            "\n",
            "Population's average fitness: -0.34881 stdev: 0.43614\n",
            "Best fitness: -0.28734 - size: (25, 36) - species 235 - id 76754\n",
            "Average adjusted fitness: 0.984\n",
            "Mean genetic distance 4.132, standard deviation 1.276\n",
            "Population of 149 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   229   42    21     -0.288    1.000     7\n",
            "   230   37    22     -0.288    1.000    14\n",
            "   231   33    21     -0.288    1.000     9\n",
            "   232   31    21     -0.288    1.000     7\n",
            "   233   29    22     -0.288    1.000     8\n",
            "   234   26    22     -0.392    0.973    10\n",
            "   235   24    20     -0.614    0.917     7\n",
            "Total extinctions: 0\n",
            "Generation time: 52.477 sec (51.938 average)\n",
            "Average mean fitness over last 5 generations: -0.4927130779357197\n",
            "Average min fitness over last 5 generations: -22.837442885110143\n",
            "0 -140.23821729638587 -140.23821729638587\n",
            "\n",
            " ****** Running generation 575 ****** \n",
            "\n",
            "network creation time 0.018224477767944336\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 51.077860593795776\n",
            "\n",
            "Population's average fitness: -0.32207 stdev: 0.33297\n",
            "Best fitness: -0.28734 - size: (25, 36) - species 235 - id 76754\n",
            "Average adjusted fitness: 0.991\n",
            "Mean genetic distance 4.134, standard deviation 1.270\n",
            "Population of 150 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   229   43    22     -0.288    1.000     8\n",
            "   230   38    21     -0.288    1.000    15\n",
            "   231   34    22     -0.288    1.000    10\n",
            "   232   32    22     -0.288    1.000     8\n",
            "   233   30    21     -0.465    0.954     9\n",
            "   234   27    21     -0.288    1.000    11\n",
            "   235   25    21     -0.349    0.984     8\n",
            "Total extinctions: 0\n",
            "Generation time: 51.410 sec (51.848 average)\n",
            "\n",
            " ****** Running generation 576 ****** \n",
            "\n",
            "network creation time 0.024973392486572266\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 52.581018924713135\n",
            "\n",
            "Population's average fitness: -0.34838 stdev: 0.46086\n",
            "Best fitness: -0.28734 - size: (25, 36) - species 235 - id 76754\n",
            "Average adjusted fitness: 0.985\n",
            "Mean genetic distance 4.172, standard deviation 1.196\n",
            "Population of 151 members in 8 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   229   44    11     -0.468    0.954     9\n",
            "   230   39    22     -0.288    1.000    16\n",
            "   231   35    21     -0.466    0.955    11\n",
            "   232   33    21     -0.288    1.000     9\n",
            "   233   31    22     -0.345    0.985    10\n",
            "   234   28    22     -0.288    1.000    12\n",
            "   235   26    22     -0.288    1.000     9\n",
            "   236    0    10         --       --     0\n",
            "Total extinctions: 0\n",
            "Generation time: 52.951 sec (52.097 average)\n",
            "\n",
            " ****** Running generation 577 ****** \n",
            "\n",
            "network creation time 0.020336151123046875\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 52.38320994377136\n",
            "\n",
            "Population's average fitness: -0.31490 stdev: 0.30530\n",
            "Best fitness: -0.28734 - size: (25, 36) - species 235 - id 76754\n",
            "\n",
            "Species 230 with 22 members is stagnated: removing it\n",
            "Average adjusted fitness: 0.992\n",
            "Mean genetic distance 4.098, standard deviation 1.256\n",
            "Population of 151 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   229   45    10     -0.288    1.000    10\n",
            "   231   36    22     -0.482    0.948    12\n",
            "   232   34    24     -0.288    1.000    10\n",
            "   233   32    23     -0.288    1.000    11\n",
            "   234   29    23     -0.288    1.000    13\n",
            "   235   27    23     -0.288    1.000    10\n",
            "   236    1    26     -0.288    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 52.705 sec (52.098 average)\n",
            "\n",
            " ****** Running generation 578 ****** \n",
            "\n",
            "network creation time 0.019400596618652344\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 47.35720682144165\n",
            "\n",
            "Population's average fitness: -0.34963 stdev: 0.44177\n",
            "Best fitness: -0.28734 - size: (25, 36) - species 235 - id 76754\n",
            "Average adjusted fitness: 0.986\n",
            "Mean genetic distance 4.065, standard deviation 1.270\n",
            "Population of 150 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   229   46    14     -0.288    1.000    11\n",
            "   231   37    21     -0.407    0.970    13\n",
            "   232   35    23     -0.288    1.000    11\n",
            "   233   33    22     -0.288    1.000    12\n",
            "   234   30    22     -0.288    1.000    14\n",
            "   235   28    22     -0.460    0.956    11\n",
            "   236    2    26     -0.393    0.973     1\n",
            "Total extinctions: 0\n",
            "Generation time: 47.657 sec (51.828 average)\n",
            "\n",
            " ****** Running generation 579 ****** \n",
            "\n",
            "network creation time 0.018935680389404297\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 47.04401969909668\n",
            "\n",
            "Population's average fitness: -0.32765 stdev: 0.34770\n",
            "Best fitness: -0.28734 - size: (25, 36) - species 235 - id 76754\n",
            "\n",
            "Species 234 with 22 members is stagnated: removing it\n",
            "Average adjusted fitness: 0.988\n",
            "Mean genetic distance 3.923, standard deviation 1.359\n",
            "Population of 151 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   229   47    21     -0.538    0.928    12\n",
            "   231   38    25     -0.288    1.000    14\n",
            "   232   36    26     -0.288    1.000    12\n",
            "   233   34    26     -0.288    1.000    13\n",
            "   235   29    26     -0.288    1.000    12\n",
            "   236    3    27     -0.288    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 47.343 sec (51.288 average)\n",
            "Average mean fitness over last 5 generations: -0.3325263700491532\n",
            "Average min fitness over last 5 generations: -4.099311210440421\n",
            "0 -151.16880763285795 -151.16880763285795\n",
            "\n",
            " ****** Running generation 580 ****** \n",
            "\n",
            "network creation time 0.01598215103149414\n",
            "Score range [-689.445, 35.345]\n",
            "simulation run time 1.2899391651153564\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 41.23824882507324\n",
            "\n",
            "Population's average fitness: -0.38386 stdev: 0.59109\n",
            "Best fitness: -0.28093 - size: (26, 40) - species 232 - id 78113\n",
            "Average adjusted fitness: 0.976\n",
            "Mean genetic distance 3.973, standard deviation 1.276\n",
            "Population of 148 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   229   48    24     -0.281    1.000     0\n",
            "   231   39    24     -0.430    0.965    15\n",
            "   232   37    25     -0.445    0.961    13\n",
            "   233   35    25     -0.281    1.000     0\n",
            "   235   30    25     -0.534    0.940    13\n",
            "   236    4    25     -0.315    0.992     1\n",
            "Total extinctions: 0\n",
            "Generation time: 42.840 sec (50.218 average)\n",
            "\n",
            " ****** Running generation 581 ****** \n",
            "\n",
            "network creation time 0.015825271606445312\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 41.383034467697144\n",
            "\n",
            "Population's average fitness: -0.38115 stdev: 0.60195\n",
            "Best fitness: -0.28093 - size: (26, 40) - species 232 - id 78113\n",
            "Average adjusted fitness: 0.977\n",
            "Mean genetic distance 4.023, standard deviation 1.262\n",
            "Population of 152 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   229   49    25     -0.430    0.965     1\n",
            "   231   40    25     -0.281    1.000     0\n",
            "   232   38    26     -0.281    1.000     0\n",
            "   233   36    26     -0.281    1.000     1\n",
            "   235   31    26     -0.281    1.000     0\n",
            "   236    5    24     -0.730    0.894     2\n",
            "Total extinctions: 0\n",
            "Generation time: 41.695 sec (49.258 average)\n",
            "\n",
            " ****** Running generation 582 ****** \n",
            "\n",
            "network creation time 0.012221574783325195\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 40.65735054016113\n",
            "\n",
            "Population's average fitness: -0.39130 stdev: 0.59804\n",
            "Best fitness: -0.28093 - size: (26, 40) - species 232 - id 78113\n",
            "Average adjusted fitness: 0.969\n",
            "Mean genetic distance 4.108, standard deviation 1.282\n",
            "Population of 150 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   229   50    24     -0.567    0.920     2\n",
            "   231   41    26     -0.281    1.000     1\n",
            "   232   39    17     -0.281    1.000     0\n",
            "   233   37    25     -0.413    0.963     2\n",
            "   235   32    25     -0.390    0.970     1\n",
            "   236    6    25     -0.420    0.961     3\n",
            "   237    0     8         --       --     0\n",
            "Total extinctions: 0\n",
            "Generation time: 40.973 sec (48.210 average)\n",
            "\n",
            " ****** Running generation 583 ****** \n",
            "\n",
            "network creation time 0.011655569076538086\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 40.373390197753906\n",
            "\n",
            "Population's average fitness: -0.42011 stdev: 0.69162\n",
            "Best fitness: -0.28093 - size: (26, 40) - species 232 - id 78113\n",
            "Average adjusted fitness: 0.972\n",
            "Mean genetic distance 4.229, standard deviation 1.305\n",
            "Population of 151 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   229   51    22     -0.566    0.934     3\n",
            "   231   42    24     -0.425    0.966     2\n",
            "   232   40    20     -0.282    1.000     1\n",
            "   233   38    23     -0.373    0.979     3\n",
            "   235   33    24     -0.281    1.000     0\n",
            "   236    7    23     -0.601    0.925     4\n",
            "   237    1    15     -0.281    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 40.983 sec (47.103 average)\n",
            "\n",
            " ****** Running generation 584 ****** \n",
            "\n",
            "network creation time 0.017908096313476562\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 42.9291467666626\n",
            "\n",
            "Population's average fitness: -0.46422 stdev: 0.79493\n",
            "Best fitness: -0.28093 - size: (26, 40) - species 232 - id 78113\n",
            "Average adjusted fitness: 0.960\n",
            "Mean genetic distance 4.269, standard deviation 1.335\n",
            "Population of 150 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   229   52    21     -0.475    0.955     4\n",
            "   231   43    23     -0.419    0.968     3\n",
            "   232   41    21     -0.281    1.000     2\n",
            "   233   39    22     -0.355    0.983     4\n",
            "   235   34    22     -0.637    0.917     1\n",
            "   236    8    22     -0.708    0.900     5\n",
            "   237    2    19     -0.282    1.000     1\n",
            "Total extinctions: 0\n",
            "Generation time: 43.212 sec (46.177 average)\n",
            "Saving checkpoint to neat-checkpoint-584\n",
            "Average mean fitness over last 5 generations: -0.40812765199983286\n",
            "Average min fitness over last 5 generations: -4.408643979556611\n",
            "0 -95.98440656185375 -95.98440656185375\n",
            "\n",
            " ****** Running generation 585 ****** \n",
            "\n",
            "network creation time 0.018394947052001953\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 43.56217622756958\n",
            "\n",
            "Population's average fitness: -0.35576 stdev: 0.52326\n",
            "Best fitness: -0.28093 - size: (26, 40) - species 232 - id 78113\n",
            "Average adjusted fitness: 0.983\n",
            "Mean genetic distance 4.263, standard deviation 1.322\n",
            "Population of 149 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   229   53    22     -0.282    1.000     5\n",
            "   231   44    22     -0.626    0.919     4\n",
            "   232   42    22     -0.281    1.000     0\n",
            "   233   40    21     -0.282    1.000     5\n",
            "   235   35    21     -0.428    0.965     2\n",
            "   236    9    21     -0.281    1.000     0\n",
            "   237    3    20     -0.282    1.000     2\n",
            "Total extinctions: 0\n",
            "Generation time: 43.887 sec (45.425 average)\n",
            "\n",
            " ****** Running generation 586 ****** \n",
            "\n",
            "network creation time 0.015874147415161133\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 44.818087577819824\n",
            "\n",
            "Population's average fitness: -0.37241 stdev: 0.55526\n",
            "Best fitness: -0.28093 - size: (26, 40) - species 232 - id 78113\n",
            "Average adjusted fitness: 0.978\n",
            "Mean genetic distance 4.262, standard deviation 1.313\n",
            "Population of 148 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   229   54    21     -0.427    0.966     6\n",
            "   231   45    21     -0.282    1.000     5\n",
            "   232   43    21     -0.281    1.000     1\n",
            "   233   41    22     -0.281    1.000     6\n",
            "   235   36    22     -0.411    0.969     3\n",
            "   236   10    20     -0.645    0.915     1\n",
            "   237    4    21     -0.282    1.000     3\n",
            "Total extinctions: 0\n",
            "Generation time: 45.153 sec (44.645 average)\n",
            "\n",
            " ****** Running generation 587 ****** \n",
            "\n",
            "network creation time 0.014598608016967773\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 45.108317852020264\n",
            "\n",
            "Population's average fitness: -0.32087 stdev: 0.34949\n",
            "Best fitness: -0.28093 - size: (26, 40) - species 232 - id 78113\n",
            "Average adjusted fitness: 0.989\n",
            "Mean genetic distance 4.282, standard deviation 1.265\n",
            "Population of 149 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   229   55    22     -0.282    1.000     7\n",
            "   231   46    20     -0.459    0.952     6\n",
            "   232   44    22     -0.281    1.000     2\n",
            "   233   42    21     -0.281    1.000     7\n",
            "   235   37    21     -0.377    0.974     4\n",
            "   236   11    21     -0.281    1.000     2\n",
            "   237    5    22     -0.282    1.000     4\n",
            "Total extinctions: 0\n",
            "Generation time: 45.450 sec (43.919 average)\n",
            "\n",
            " ****** Running generation 588 ****** \n",
            "\n",
            "network creation time 0.01503443717956543\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 43.48690176010132\n",
            "\n",
            "Population's average fitness: -0.38669 stdev: 0.59075\n",
            "Best fitness: -0.28093 - size: (26, 40) - species 232 - id 78113\n",
            "Average adjusted fitness: 0.975\n",
            "Mean genetic distance 4.280, standard deviation 1.234\n",
            "Population of 148 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   229   56    21     -0.475    0.954     8\n",
            "   231   47    21     -0.281    1.000     7\n",
            "   232   45    21     -0.281    1.000     3\n",
            "   233   43    22     -0.350    0.984     8\n",
            "   235   38    20     -0.590    0.927     5\n",
            "   236   12    22     -0.449    0.960     3\n",
            "   237    6    21     -0.281    1.000     5\n",
            "Total extinctions: 0\n",
            "Generation time: 43.808 sec (43.534 average)\n",
            "\n",
            " ****** Running generation 589 ****** \n",
            "\n",
            "network creation time 0.017049789428710938\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 42.077475786209106\n",
            "\n",
            "Population's average fitness: -0.80658 stdev: 5.05228\n",
            "Best fitness: -0.28093 - size: (26, 40) - species 232 - id 78113\n",
            "Average adjusted fitness: 0.991\n",
            "Mean genetic distance 4.325, standard deviation 1.230\n",
            "Population of 149 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   229   57    20     -3.201    0.952     9\n",
            "   231   48    22     -0.860    0.991     8\n",
            "   232   46    22     -0.282    1.000     4\n",
            "   233   44    21     -0.281    1.000     0\n",
            "   235   39    21     -0.281    1.000     6\n",
            "   236   13    21     -0.475    0.997     4\n",
            "   237    7    22     -0.281    1.000     6\n",
            "Total extinctions: 0\n",
            "Generation time: 42.365 sec (43.037 average)\n",
            "Average mean fitness over last 5 generations: -0.4484638711832579\n",
            "Average min fitness over last 5 generations: -15.841405393605152\n",
            "0 -169.51298558904796 -169.51298558904796\n",
            "\n",
            " ****** Running generation 590 ****** \n",
            "\n",
            "network creation time 0.015485048294067383\n",
            "Score range [-768.808, 33.060]\n",
            "simulation run time 1.3165256977081299\n",
            "Evaluating 449 test episodes\n",
            "final fitness compute time 42.63799166679382\n",
            "\n",
            "Population's average fitness: -0.35176 stdev: 0.51066\n",
            "Best fitness: -0.27915 - size: (26, 37) - species 235 - id 79555\n",
            "Average adjusted fitness: 0.983\n",
            "Mean genetic distance 4.353, standard deviation 1.222\n",
            "Population of 150 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   229   58    21     -0.501    0.950    10\n",
            "   231   49    21     -0.280    1.000     0\n",
            "   232   47    21     -0.280    1.000     0\n",
            "   233   45    22     -0.440    0.964     1\n",
            "   235   40    22     -0.421    0.968     7\n",
            "   236   14    22     -0.280    1.000     0\n",
            "   237    8    21     -0.280    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 44.291 sec (43.182 average)\n",
            "\n",
            " ****** Running generation 591 ****** \n",
            "\n",
            "network creation time 0.01518869400024414\n",
            "Evaluating 449 test episodes\n",
            "final fitness compute time 42.87976264953613\n",
            "\n",
            "Population's average fitness: -2.37559 stdev: 10.23515\n",
            "Best fitness: -0.27915 - size: (25, 30) - species 229 - id 79582\n",
            "Average adjusted fitness: 0.964\n",
            "Mean genetic distance 4.361, standard deviation 1.270\n",
            "Population of 148 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   229   59    21     -0.451    0.997    11\n",
            "   231   50    19    -15.079    0.749     1\n",
            "   232   48    21     -0.280    1.000     0\n",
            "   233   46    22     -0.279    1.000     0\n",
            "   235   41    22     -0.280    1.000     0\n",
            "   236   15    22     -0.280    1.000     1\n",
            "   237    9    21     -0.280    1.000     1\n",
            "Total extinctions: 0\n",
            "Generation time: 43.211 sec (43.333 average)\n",
            "\n",
            " ****** Running generation 592 ****** \n",
            "\n",
            "network creation time 0.01461648941040039\n",
            "Evaluating 449 test episodes\n",
            "final fitness compute time 41.53085374832153\n",
            "\n",
            "Population's average fitness: -1.28742 stdev: 6.92285\n",
            "Best fitness: -0.27915 - size: (25, 30) - species 229 - id 79582\n",
            "Average adjusted fitness: 0.983\n",
            "Mean genetic distance 4.402, standard deviation 1.299\n",
            "Population of 147 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   229   60    20     -3.156    0.952    12\n",
            "   231   51    20     -3.377    0.949     2\n",
            "   232   49    22     -0.279    1.000     0\n",
            "   233   47    21     -0.896    0.990     1\n",
            "   235   42    21     -0.450    0.997     1\n",
            "   236   16    21     -0.853    0.990     2\n",
            "   237   10    22     -0.279    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 41.823 sec (43.418 average)\n",
            "\n",
            " ****** Running generation 593 ****** \n",
            "\n",
            "network creation time 0.0167996883392334\n",
            "Evaluating 449 test episodes\n",
            "final fitness compute time 41.48763346672058\n",
            "\n",
            "Population's average fitness: -2.20915 stdev: 9.92562\n",
            "Best fitness: -0.27915 - size: (25, 30) - species 229 - id 79582\n",
            "Average adjusted fitness: 0.966\n",
            "Mean genetic distance 4.433, standard deviation 1.208\n",
            "Population of 152 members in 8 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   229   61    19     -3.672    0.944    13\n",
            "   231   52    19    -10.904    0.824     3\n",
            "   232   50    23     -0.280    1.000     1\n",
            "   233   48    22     -0.280    1.000     2\n",
            "   235   43    22     -0.280    1.000     0\n",
            "   236   17    22     -0.437    0.997     3\n",
            "   237   11    23     -0.280    1.000     1\n",
            "   238    0     2         --       --     0\n",
            "Total extinctions: 0\n",
            "Generation time: 42.280 sec (43.548 average)\n",
            "\n",
            " ****** Running generation 594 ****** \n",
            "\n",
            "network creation time 0.015801429748535156\n",
            "Evaluating 449 test episodes\n",
            "final fitness compute time 43.96609902381897\n",
            "\n",
            "Population's average fitness: -1.16653 stdev: 7.10535\n",
            "Best fitness: -0.27915 - size: (25, 30) - species 238 - id 79582\n",
            "Average adjusted fitness: 0.986\n",
            "Mean genetic distance 4.377, standard deviation 1.208\n",
            "Population of 151 members in 8 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   229   62    18     -6.830    0.899    14\n",
            "   231   53    20     -0.280    1.000     0\n",
            "   232   51    21     -0.280    1.000     2\n",
            "   233   49    20     -0.386    0.998     3\n",
            "   235   44    20     -0.441    0.997     1\n",
            "   236   18    20     -0.482    0.997     4\n",
            "   237   12    21     -0.280    1.000     2\n",
            "   238    1    11     -0.279    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 44.309 sec (43.658 average)\n",
            "Average mean fitness over last 5 generations: -1.478088674175162\n",
            "Average min fitness over last 5 generations: -50.03189603234951\n",
            "0 -132.73136049418676 -132.73136049418676\n",
            "\n",
            " ****** Running generation 595 ****** \n",
            "\n",
            "network creation time 0.01575922966003418\n",
            "Evaluating 449 test episodes\n",
            "final fitness compute time 41.069862365722656\n",
            "\n",
            "Population's average fitness: -1.12431 stdev: 6.68947\n",
            "Best fitness: -0.27915 - size: (25, 30) - species 238 - id 79582\n",
            "\n",
            "Species 229 with 18 members is stagnated: removing it\n",
            "Average adjusted fitness: 0.992\n",
            "Mean genetic distance 4.310, standard deviation 1.248\n",
            "Population of 149 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   231   54    22     -0.280    1.000     0\n",
            "   232   52    23     -0.280    1.000     3\n",
            "   233   50    22     -0.280    1.000     4\n",
            "   235   45    22     -0.280    1.000     2\n",
            "   236   19    22     -0.280    1.000     5\n",
            "   237   13    21     -2.963    0.952     3\n",
            "   238    2    17     -0.606    0.994     1\n",
            "Total extinctions: 0\n",
            "Generation time: 41.357 sec (43.405 average)\n",
            "\n",
            " ****** Running generation 596 ****** \n",
            "\n",
            "network creation time 0.014101982116699219\n",
            "Evaluating 449 test episodes\n",
            "final fitness compute time 41.234755754470825\n",
            "\n",
            "Population's average fitness: -0.76437 stdev: 4.94202\n",
            "Best fitness: -0.27915 - size: (24, 30) - species 231 - id 80357\n",
            "Average adjusted fitness: 0.990\n",
            "Mean genetic distance 4.295, standard deviation 1.230\n",
            "Population of 147 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   231   55    21     -0.280    1.000     1\n",
            "   232   53    22     -0.279    1.000     4\n",
            "   233   51    21     -0.451    0.997     5\n",
            "   235   46    21     -0.483    0.997     3\n",
            "   236   20    21     -0.280    1.000     6\n",
            "   237   14    22     -0.460    0.997     4\n",
            "   238    3    19     -3.821    0.941     2\n",
            "Total extinctions: 0\n",
            "Generation time: 41.549 sec (43.044 average)\n",
            "\n",
            " ****** Running generation 597 ****** \n",
            "\n",
            "network creation time 0.017449378967285156\n",
            "Evaluating 449 test episodes\n",
            "final fitness compute time 42.043463468551636\n",
            "\n",
            "Population's average fitness: -0.45848 stdev: 0.90644\n",
            "Best fitness: -0.27915 - size: (24, 30) - species 231 - id 80357\n",
            "Average adjusted fitness: 0.975\n",
            "Mean genetic distance 4.310, standard deviation 1.249\n",
            "Population of 153 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   231   56    23     -0.279    1.000     0\n",
            "   232   54    22     -0.482    0.971     5\n",
            "   233   52    23     -0.280    1.000     6\n",
            "   235   47    21     -0.612    0.953     4\n",
            "   236   21    21     -0.774    0.930     7\n",
            "   237   15    22     -0.280    1.000     5\n",
            "   238    4    21     -0.515    0.967     3\n",
            "Total extinctions: 0\n",
            "Generation time: 42.339 sec (42.733 average)\n",
            "\n",
            " ****** Running generation 598 ****** \n",
            "\n",
            "network creation time 0.021452903747558594\n",
            "Evaluating 449 test episodes\n",
            "final fitness compute time 42.686994791030884\n",
            "\n",
            "Population's average fitness: -1.16798 stdev: 6.59897\n",
            "Best fitness: -0.27915 - size: (27, 38) - species 235 - id 80543\n",
            "Average adjusted fitness: 0.985\n",
            "Mean genetic distance 4.334, standard deviation 1.238\n",
            "Population of 150 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   231   57    22     -0.280    1.000     1\n",
            "   232   55    21     -0.280    1.000     6\n",
            "   233   53    22     -0.280    1.000     7\n",
            "   235   48    20     -3.359    0.948     5\n",
            "   236   22    22     -0.650    0.994     8\n",
            "   237   16    21     -2.960    0.955     6\n",
            "   238    5    22     -0.492    0.996     4\n",
            "Total extinctions: 0\n",
            "Generation time: 43.003 sec (42.653 average)\n",
            "\n",
            " ****** Running generation 599 ****** \n",
            "\n",
            "network creation time 0.015386343002319336\n",
            "Evaluating 449 test episodes\n",
            "final fitness compute time 42.2227578163147\n",
            "\n",
            "Population's average fitness: -0.35337 stdev: 0.52293\n",
            "Best fitness: -0.27915 - size: (27, 38) - species 235 - id 80543\n",
            "Average adjusted fitness: 0.983\n",
            "Mean genetic distance 4.351, standard deviation 1.191\n",
            "Population of 147 members in 8 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   231   58    21     -0.280    1.000     2\n",
            "   232   56    13     -0.492    0.952     7\n",
            "   233   54    21     -0.280    1.000     8\n",
            "   235   49    21     -0.280    1.000     0\n",
            "   236   23    21     -0.417    0.969     9\n",
            "   237   17    22     -0.280    1.000     7\n",
            "   238    6    21     -0.442    0.963     5\n",
            "   239    0     7         --       --     0\n",
            "Total extinctions: 0\n",
            "Generation time: 42.514 sec (42.667 average)\n",
            "Average mean fitness over last 5 generations: -0.7737010736523395\n",
            "Average min fitness over last 5 generations: -38.516246192223086\n",
            "0 -288.84153039714874 -288.84153039714874\n",
            "\n",
            " ****** Running generation 600 ****** \n",
            "\n",
            "network creation time 0.01688861846923828\n",
            "Score range [-523.625, 22.895]\n",
            "simulation run time 1.337183952331543\n",
            "Evaluating 447 test episodes\n",
            "final fitness compute time 40.976765632629395\n",
            "\n",
            "Population's average fitness: -1.11107 stdev: 6.68368\n",
            "Best fitness: -0.27891 - size: (25, 30) - species 238 - id 79582\n",
            "Average adjusted fitness: 0.988\n",
            "Mean genetic distance 4.383, standard deviation 1.230\n",
            "Population of 149 members in 8 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   231   59    20     -3.079    0.954     3\n",
            "   232   57    20     -0.279    1.000     0\n",
            "   233   55    20     -0.279    1.000     0\n",
            "   235   50    20     -0.417    0.998     1\n",
            "   236   24    20     -0.280    1.000    10\n",
            "   237   18    20     -0.279    1.000     8\n",
            "   238    7    20     -3.163    0.952     6\n",
            "   239    1     9     -0.279    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 42.616 sec (42.500 average)\n",
            "\n",
            " ****** Running generation 601 ****** \n",
            "\n",
            "network creation time 0.02073192596435547\n",
            "Evaluating 447 test episodes\n",
            "final fitness compute time 46.559945583343506\n",
            "\n",
            "Population's average fitness: -1.15373 stdev: 6.25617\n",
            "Best fitness: -0.27891 - size: (25, 30) - species 238 - id 79582\n",
            "Average adjusted fitness: 0.986\n",
            "Mean genetic distance 4.367, standard deviation 1.262\n",
            "Population of 147 members in 8 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   231   60    19     -5.870    0.902     4\n",
            "   232   58    19     -0.279    1.000     1\n",
            "   233   56    19     -0.418    0.998     1\n",
            "   235   51    19     -0.279    1.000     0\n",
            "   236   25    19     -0.655    0.993    11\n",
            "   237   19    19     -0.279    1.000     0\n",
            "   238    8    19     -0.688    0.993     7\n",
            "   239    2    14     -0.280    1.000     1\n",
            "Total extinctions: 0\n",
            "Generation time: 46.907 sec (42.870 average)\n",
            "\n",
            " ****** Running generation 602 ****** \n",
            "\n",
            "network creation time 0.015128612518310547\n",
            "Evaluating 447 test episodes\n",
            "final fitness compute time 43.965025901794434\n",
            "\n",
            "Population's average fitness: -1.50173 stdev: 7.79239\n",
            "Best fitness: -0.27891 - size: (25, 30) - species 238 - id 79582\n",
            "Average adjusted fitness: 0.978\n",
            "Mean genetic distance 4.336, standard deviation 1.292\n",
            "Population of 152 members in 8 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   231   61    18     -2.611    0.961     5\n",
            "   232   59    20     -0.518    0.996     2\n",
            "   233   57    20     -0.482    0.997     2\n",
            "   235   52    20     -0.518    0.996     1\n",
            "   236   26    20     -0.447    0.997    12\n",
            "   237   20    20     -0.279    1.000     1\n",
            "   238    9    18     -3.450    0.947     8\n",
            "   239    3    16     -4.497    0.930     2\n",
            "Total extinctions: 0\n",
            "Generation time: 44.248 sec (43.112 average)\n",
            "\n",
            " ****** Running generation 603 ****** \n",
            "\n",
            "network creation time 0.013263225555419922\n",
            "Evaluating 447 test episodes\n",
            "final fitness compute time 44.84677720069885\n",
            "\n",
            "Population's average fitness: -0.93060 stdev: 5.31888\n",
            "Best fitness: -0.27891 - size: (25, 30) - species 238 - id 79582\n",
            "Average adjusted fitness: 0.989\n",
            "Mean genetic distance 4.339, standard deviation 1.293\n",
            "Population of 150 members in 8 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   231   62    19     -0.279    1.000     0\n",
            "   232   60    19     -0.279    1.000     0\n",
            "   233   58    19     -0.447    0.997     3\n",
            "   235   53    19     -3.034    0.950     2\n",
            "   236   27    19     -0.506    0.996    13\n",
            "   237   21    19     -2.081    0.967     2\n",
            "   238   10    19     -0.279    1.000     0\n",
            "   239    4    17     -0.279    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 45.575 sec (43.442 average)\n",
            "\n",
            " ****** Running generation 604 ****** \n",
            "\n",
            "network creation time 0.021648406982421875\n",
            "Evaluating 447 test episodes\n",
            "final fitness compute time 43.97530126571655\n",
            "\n",
            "Population's average fitness: -0.33001 stdev: 0.44292\n",
            "Best fitness: -0.27891 - size: (25, 30) - species 238 - id 79582\n",
            "Average adjusted fitness: 0.989\n",
            "Mean genetic distance 4.320, standard deviation 1.324\n",
            "Population of 152 members in 8 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   231   63    19     -0.279    1.000     1\n",
            "   232   61    19     -0.279    1.000     1\n",
            "   233   59    19     -0.280    1.000     4\n",
            "   235   54    19     -0.440    0.964     3\n",
            "   236   28    19     -0.279    1.000     0\n",
            "   237   22    19     -0.280    1.000     3\n",
            "   238   11    19     -0.518    0.947     1\n",
            "   239    5    19     -0.279    1.000     1\n",
            "Total extinctions: 0\n",
            "Generation time: 44.275 sec (43.438 average)\n",
            "Average mean fitness over last 5 generations: -1.00542533415109\n",
            "Average min fitness over last 5 generations: -47.804006643349624\n",
            "0 -111.00057401209531 -111.00057401209531\n",
            "\n",
            " ****** Running generation 605 ****** \n",
            "\n",
            "network creation time 0.02208113670349121\n",
            "Evaluating 447 test episodes\n",
            "final fitness compute time 45.82391810417175\n",
            "\n",
            "Population's average fitness: -0.66973 stdev: 3.17470\n",
            "Best fitness: -0.27891 - size: (25, 30) - species 238 - id 79582\n",
            "Average adjusted fitness: 0.990\n",
            "Mean genetic distance 4.365, standard deviation 1.322\n",
            "Population of 152 members in 8 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   231   64    19     -0.280    1.000     2\n",
            "   232   62    19     -0.279    1.000     2\n",
            "   233   60    19     -0.592    0.992     5\n",
            "   235   55    19     -0.589    0.992     4\n",
            "   236   29    19     -0.518    0.994     1\n",
            "   237   23    19     -2.541    0.941     4\n",
            "   238   12    19     -0.279    1.000     0\n",
            "   239    6    19     -0.279    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 46.118 sec (43.914 average)\n",
            "Saving checkpoint to neat-checkpoint-605\n",
            "\n",
            " ****** Running generation 606 ****** \n",
            "\n",
            "network creation time 0.016096115112304688\n",
            "Evaluating 447 test episodes\n",
            "final fitness compute time 48.186808586120605\n",
            "\n",
            "Population's average fitness: -1.20579 stdev: 6.77580\n",
            "Best fitness: -0.27891 - size: (25, 30) - species 238 - id 79582\n",
            "Average adjusted fitness: 0.985\n",
            "Mean genetic distance 4.365, standard deviation 1.281\n",
            "Population of 150 members in 8 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   231   65    18     -0.851    0.990     3\n",
            "   232   63    20     -0.280    1.000     3\n",
            "   233   61    20     -0.280    1.000     6\n",
            "   235   56    18     -3.433    0.947     5\n",
            "   236   30    18     -0.688    0.993     2\n",
            "   237   24    18     -3.364    0.949     5\n",
            "   238   13    18     -0.471    0.997     1\n",
            "   239    7    20     -0.279    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 48.473 sec (44.607 average)\n",
            "\n",
            " ****** Running generation 607 ****** \n",
            "\n",
            "network creation time 0.019067049026489258\n",
            "Evaluating 447 test episodes\n",
            "final fitness compute time 45.64916944503784\n",
            "\n",
            "Population's average fitness: -0.83099 stdev: 4.96417\n",
            "Best fitness: -0.27891 - size: (25, 30) - species 238 - id 79582\n",
            "Average adjusted fitness: 0.991\n",
            "Mean genetic distance 4.379, standard deviation 1.303\n",
            "Population of 150 members in 8 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   231   66    19     -0.279    1.000     0\n",
            "   232   64    19     -0.279    1.000     4\n",
            "   233   62    19     -0.764    0.992     7\n",
            "   235   57    19     -0.279    1.000     6\n",
            "   236   31    19     -0.643    0.994     3\n",
            "   237   25    19     -0.280    1.000     6\n",
            "   238   14    17     -3.974    0.939     2\n",
            "   239    8    19     -0.279    1.000     1\n",
            "Total extinctions: 0\n",
            "Generation time: 46.020 sec (44.975 average)\n",
            "\n",
            " ****** Running generation 608 ****** \n",
            "\n",
            "network creation time 0.03276968002319336\n",
            "Evaluating 447 test episodes\n",
            "final fitness compute time 46.41956043243408\n",
            "\n",
            "Population's average fitness: -0.77918 stdev: 4.95752\n",
            "Best fitness: -0.27891 - size: (25, 30) - species 238 - id 79582\n",
            "Average adjusted fitness: 0.991\n",
            "Mean genetic distance 4.356, standard deviation 1.276\n",
            "Population of 152 members in 8 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   231   67    19     -0.279    1.000     0\n",
            "   232   65    19     -0.279    1.000     0\n",
            "   233   63    19     -0.279    1.000     0\n",
            "   235   58    19     -0.466    0.997     7\n",
            "   236   32    19     -0.717    0.993     4\n",
            "   237   26    19     -0.279    1.000     0\n",
            "   238   15    19     -3.993    0.939     3\n",
            "   239    9    19     -0.279    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 46.761 sec (45.351 average)\n",
            "\n",
            " ****** Running generation 609 ****** \n",
            "\n",
            "network creation time 0.023963451385498047\n",
            "Evaluating 447 test episodes\n",
            "final fitness compute time 46.17401719093323\n",
            "\n",
            "Population's average fitness: -0.33387 stdev: 0.47382\n",
            "Best fitness: -0.27891 - size: (25, 30) - species 238 - id 79582\n",
            "Average adjusted fitness: 0.988\n",
            "Mean genetic distance 4.355, standard deviation 1.271\n",
            "Population of 152 members in 8 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   231   68    19     -0.279    1.000     1\n",
            "   232   66    19     -0.279    1.000     1\n",
            "   233   64    19     -0.280    1.000     1\n",
            "   235   59    19     -0.280    1.000     8\n",
            "   236   33    19     -0.715    0.904     5\n",
            "   237   27    19     -0.279    1.000     1\n",
            "   238   16    19     -0.279    1.000     4\n",
            "   239   10    19     -0.279    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 46.480 sec (45.747 average)\n",
            "Average mean fitness over last 5 generations: -0.7639107255110315\n",
            "Average min fitness over last 5 generations: -45.08879797919079\n",
            "0 -159.10857643926457 -159.10857643926457\n",
            "\n",
            " ****** Running generation 610 ****** \n",
            "\n",
            "network creation time 0.016286611557006836\n",
            "Score range [-612.391, 26.456]\n",
            "simulation run time 1.413621425628662\n",
            "Evaluating 452 test episodes\n",
            "final fitness compute time 48.89805293083191\n",
            "\n",
            "Population's average fitness: -1.90281 stdev: 9.54294\n",
            "Best fitness: -0.28078 - size: (25, 29) - species 236 - id 82148\n",
            "Average adjusted fitness: 0.973\n",
            "Mean genetic distance 4.367, standard deviation 1.286\n",
            "Population of 148 members in 8 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   231   69    19     -0.715    0.993     2\n",
            "   232   67    19     -0.281    1.000     2\n",
            "   233   65    19     -0.281    1.000     2\n",
            "   235   60    17     -3.212    0.952     9\n",
            "   236   34    19     -0.281    1.000     6\n",
            "   237   28    19     -0.281    1.000     2\n",
            "   238   17    17     -9.888    0.843     5\n",
            "   239   11    19     -0.281    1.000     1\n",
            "Total extinctions: 0\n",
            "Generation time: 50.600 sec (46.546 average)\n",
            "\n",
            " ****** Running generation 611 ****** \n",
            "\n",
            "network creation time 0.020887374877929688\n",
            "Evaluating 452 test episodes\n",
            "final fitness compute time 47.4126615524292\n",
            "\n",
            "Population's average fitness: -0.36023 stdev: 0.52993\n",
            "Best fitness: -0.28078 - size: (25, 29) - species 236 - id 82148\n",
            "Average adjusted fitness: 0.982\n",
            "Mean genetic distance 4.354, standard deviation 1.272\n",
            "Population of 152 members in 8 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   231   70    20     -0.281    1.000     3\n",
            "   232   68    20     -0.281    1.000     3\n",
            "   233   66    18     -0.491    0.951     3\n",
            "   235   61    18     -0.481    0.954    10\n",
            "   236   35    18     -0.509    0.947     7\n",
            "   237   29    20     -0.281    1.000     3\n",
            "   238   18    18     -0.281    1.000     6\n",
            "   239   12    20     -0.281    1.000     2\n",
            "Total extinctions: 0\n",
            "Generation time: 47.760 sec (46.631 average)\n",
            "\n",
            " ****** Running generation 612 ****** \n",
            "\n",
            "network creation time 0.02243638038635254\n",
            "Evaluating 452 test episodes\n",
            "final fitness compute time 47.65829682350159\n",
            "\n",
            "Population's average fitness: -0.73153 stdev: 4.94085\n",
            "Best fitness: -0.28078 - size: (25, 29) - species 236 - id 82148\n",
            "Average adjusted fitness: 0.992\n",
            "Mean genetic distance 4.316, standard deviation 1.238\n",
            "Population of 150 members in 8 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   231   71    19     -0.452    0.997     4\n",
            "   232   69    19     -0.281    1.000     4\n",
            "   233   67    19     -0.281    1.000     4\n",
            "   235   62    17     -3.667    0.944    11\n",
            "   236   36    19     -0.509    0.996     8\n",
            "   237   30    19     -0.281    1.000     4\n",
            "   238   19    19     -0.281    1.000     7\n",
            "   239   13    19     -0.281    1.000     3\n",
            "Total extinctions: 0\n",
            "Generation time: 47.964 sec (47.002 average)\n",
            "\n",
            " ****** Running generation 613 ****** \n",
            "\n",
            "network creation time 0.01741170883178711\n",
            "Evaluating 452 test episodes\n",
            "final fitness compute time 47.38462996482849\n",
            "\n",
            "Population's average fitness: -0.32619 stdev: 0.38676\n",
            "Best fitness: -0.28078 - size: (25, 29) - species 236 - id 82148\n",
            "Average adjusted fitness: 0.987\n",
            "Mean genetic distance 4.313, standard deviation 1.230\n",
            "Population of 148 members in 8 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   231   72    19     -0.281    1.000     5\n",
            "   232   70    19     -0.281    1.000     5\n",
            "   233   68    19     -0.281    1.000     5\n",
            "   235   63    17     -0.470    0.946    12\n",
            "   236   37    19     -0.281    1.000     9\n",
            "   237   31    19     -0.281    1.000     5\n",
            "   238   20    17     -0.467    0.947     8\n",
            "   239   14    19     -0.281    1.000     4\n",
            "Total extinctions: 0\n",
            "Generation time: 47.688 sec (47.214 average)\n",
            "\n",
            " ****** Running generation 614 ****** \n",
            "\n",
            "network creation time 0.016015291213989258\n",
            "Evaluating 452 test episodes\n",
            "final fitness compute time 47.786171674728394\n",
            "\n",
            "Population's average fitness: -0.85873 stdev: 5.05181\n",
            "Best fitness: -0.28078 - size: (25, 29) - species 236 - id 82148\n",
            "Average adjusted fitness: 0.990\n",
            "Mean genetic distance 4.315, standard deviation 1.205\n",
            "Population of 152 members in 8 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   231   73    19     -0.718    0.993     6\n",
            "   232   71    19     -0.281    1.000     6\n",
            "   233   69    19     -0.281    1.000     6\n",
            "   235   64    19     -0.478    0.997    13\n",
            "   236   38    19     -0.498    0.996    10\n",
            "   237   32    19     -0.510    0.996     6\n",
            "   238   21    19     -4.126    0.937     9\n",
            "   239   15    19     -0.281    1.000     5\n",
            "Total extinctions: 0\n",
            "Generation time: 48.424 sec (47.629 average)\n",
            "Average mean fitness over last 5 generations: -0.8358989733211463\n",
            "Average min fitness over last 5 generations: -38.46108681250754\n",
            "0 -128.579541544077 -128.579541544077\n",
            "\n",
            " ****** Running generation 615 ****** \n",
            "\n",
            "network creation time 0.01645970344543457\n",
            "Evaluating 452 test episodes\n",
            "final fitness compute time 48.17485451698303\n",
            "\n",
            "Population's average fitness: -0.76890 stdev: 5.00137\n",
            "Best fitness: -0.28078 - size: (25, 29) - species 236 - id 82148\n",
            "Average adjusted fitness: 0.992\n",
            "Mean genetic distance 4.341, standard deviation 1.164\n",
            "Population of 152 members in 8 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   231   74    19     -0.718    0.993     7\n",
            "   232   72    19     -0.281    1.000     7\n",
            "   233   70    19     -0.281    1.000     7\n",
            "   235   65    19     -3.746    0.944    14\n",
            "   236   39    19     -0.281    1.000    11\n",
            "   237   33    19     -0.281    1.000     7\n",
            "   238   22    19     -0.281    1.000    10\n",
            "   239   16    19     -0.281    1.000     6\n",
            "Total extinctions: 0\n",
            "Generation time: 48.502 sec (47.867 average)\n",
            "\n",
            " ****** Running generation 616 ****** \n",
            "\n",
            "network creation time 0.020336389541625977\n",
            "Evaluating 452 test episodes\n",
            "final fitness compute time 47.186885833740234\n",
            "\n",
            "Population's average fitness: -0.32650 stdev: 0.39269\n",
            "Best fitness: -0.28078 - size: (25, 29) - species 236 - id 82148\n",
            "\n",
            "Species 235 with 19 members is stagnated: removing it\n",
            "Average adjusted fitness: 0.992\n",
            "Mean genetic distance 4.316, standard deviation 1.235\n",
            "Population of 147 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   231   75    21     -0.281    1.000     8\n",
            "   232   73    21     -0.281    1.000     8\n",
            "   233   71    21     -0.281    1.000     8\n",
            "   236   40    21     -0.281    1.000    12\n",
            "   237   34    21     -0.281    1.000     8\n",
            "   238   23    21     -0.469    0.947    11\n",
            "   239   17    21     -0.281    1.000     7\n",
            "Total extinctions: 0\n",
            "Generation time: 47.481 sec (47.768 average)\n",
            "\n",
            " ****** Running generation 617 ****** \n",
            "\n",
            "network creation time 0.017880916595458984\n",
            "Evaluating 452 test episodes\n",
            "final fitness compute time 44.439945459365845\n",
            "\n",
            "Population's average fitness: -0.78376 stdev: 5.05059\n",
            "Best fitness: -0.28078 - size: (25, 29) - species 236 - id 82148\n",
            "Average adjusted fitness: 0.992\n",
            "Mean genetic distance 4.331, standard deviation 1.279\n",
            "Population of 152 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   231   76    22     -0.281    1.000     9\n",
            "   232   74    22     -0.281    1.000     9\n",
            "   233   72    22     -0.359    0.999     9\n",
            "   236   41    22     -0.477    0.997    13\n",
            "   237   35    22     -0.281    1.000     9\n",
            "   238   24    20     -3.526    0.947    12\n",
            "   239   18    22     -0.281    1.000     8\n",
            "Total extinctions: 0\n",
            "Generation time: 44.723 sec (47.638 average)\n",
            "\n",
            " ****** Running generation 618 ****** \n",
            "\n",
            "network creation time 0.01655864715576172\n",
            "Evaluating 452 test episodes\n",
            "final fitness compute time 46.438247203826904\n",
            "\n",
            "Population's average fitness: -0.33324 stdev: 0.45197\n",
            "Best fitness: -0.28078 - size: (25, 29) - species 236 - id 82148\n",
            "Average adjusted fitness: 0.987\n",
            "Mean genetic distance 4.356, standard deviation 1.212\n",
            "Population of 147 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   231   77    21     -0.478    0.954    10\n",
            "   232   75    21     -0.281    1.000    10\n",
            "   233   73    21     -0.281    1.000    10\n",
            "   236   42    21     -0.281    1.000    14\n",
            "   237   36    21     -0.281    1.000    10\n",
            "   238   25    21     -0.460    0.958    13\n",
            "   239   19    21     -0.282    1.000     9\n",
            "Total extinctions: 0\n",
            "Generation time: 46.763 sec (47.638 average)\n",
            "\n",
            " ****** Running generation 619 ****** \n",
            "\n",
            "network creation time 0.022320032119750977\n",
            "Evaluating 452 test episodes\n",
            "final fitness compute time 45.77927207946777\n",
            "\n",
            "Population's average fitness: -0.30928 stdev: 0.33891\n",
            "Best fitness: -0.28078 - size: (25, 29) - species 236 - id 82148\n",
            "Average adjusted fitness: 0.993\n",
            "Mean genetic distance 4.341, standard deviation 1.184\n",
            "Population of 152 members in 8 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   231   78    20     -0.478    0.952    11\n",
            "   232   76    22     -0.281    1.000    11\n",
            "   233   74    22     -0.281    1.000    11\n",
            "   236   43    22     -0.281    1.000    15\n",
            "   237   37    22     -0.281    1.000    11\n",
            "   238   26    22     -0.281    1.000    14\n",
            "   239   20     7     -0.281    1.000    10\n",
            "   240    0    15         --       --     0\n",
            "Total extinctions: 0\n",
            "Generation time: 46.096 sec (47.600 average)\n",
            "Average mean fitness over last 5 generations: -0.5043361227624821\n",
            "Average min fitness over last 5 generations: -27.223568974673093\n",
            "0 -27.769936956898874 -27.769936956898874\n",
            "\n",
            " ****** Running generation 620 ****** \n",
            "\n",
            "network creation time 0.016598224639892578\n",
            "Score range [-977.962, -7.718]\n",
            "simulation run time 1.3713209629058838\n",
            "Evaluating 452 test episodes\n",
            "final fitness compute time 48.737045764923096\n",
            "\n",
            "Population's average fitness: -0.38945 stdev: 0.64388\n",
            "Best fitness: -0.28061 - size: (26, 39) - species 240 - id 82621\n",
            "\n",
            "Species 238 with 22 members is stagnated: removing it\n",
            "Average adjusted fitness: 0.980\n",
            "Mean genetic distance 4.153, standard deviation 1.315\n",
            "Population of 150 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   231   79    23     -0.498    0.950    12\n",
            "   232   77    23     -0.281    1.000    12\n",
            "   233   75    23     -0.662    0.912    12\n",
            "   236   44    23     -0.281    1.000    16\n",
            "   237   38    23     -0.281    1.000    12\n",
            "   239   21    15     -0.281    1.000    11\n",
            "   240    1    20     -0.281    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 50.421 sec (47.582 average)\n",
            "\n",
            " ****** Running generation 621 ****** \n",
            "\n",
            "network creation time 0.018184900283813477\n",
            "Evaluating 452 test episodes\n",
            "final fitness compute time 52.94694137573242\n",
            "\n",
            "Population's average fitness: -1.15858 stdev: 6.09937\n",
            "Best fitness: -0.28061 - size: (26, 39) - species 240 - id 82621\n",
            "\n",
            "Species 236 with 23 members is stagnated: removing it\n",
            "Average adjusted fitness: 0.979\n",
            "Mean genetic distance 3.908, standard deviation 1.328\n",
            "Population of 150 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   231   80    26     -0.657    0.994    13\n",
            "   232   78    26     -0.281    1.000    13\n",
            "   233   76    26     -0.444    0.997    13\n",
            "   237   39    26     -0.281    1.000    13\n",
            "   239   22    21     -7.285    0.881    12\n",
            "   240    2    25     -0.281    1.000     1\n",
            "Total extinctions: 0\n",
            "Generation time: 53.204 sec (48.127 average)\n",
            "\n",
            " ****** Running generation 622 ****** \n",
            "\n",
            "network creation time 0.019115447998046875\n",
            "Evaluating 452 test episodes\n",
            "final fitness compute time 56.653160572052\n",
            "\n",
            "Population's average fitness: -0.60908 stdev: 3.77970\n",
            "Best fitness: -0.28061 - size: (26, 39) - species 240 - id 82621\n",
            "Average adjusted fitness: 0.992\n",
            "Mean genetic distance 3.898, standard deviation 1.297\n",
            "Population of 149 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   231   81    25     -0.281    1.000    14\n",
            "   232   79    25     -0.281    1.000    14\n",
            "   233   77    25     -0.390    0.998    14\n",
            "   237   40    25     -0.281    1.000    14\n",
            "   239   23    23     -2.490    0.952    13\n",
            "   240    3    26     -0.281    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 56.951 sec (49.025 average)\n",
            "\n",
            " ****** Running generation 623 ****** \n",
            "\n",
            "network creation time 0.023627519607543945\n",
            "Evaluating 452 test episodes\n",
            "final fitness compute time 55.82061314582825\n",
            "\n",
            "Population's average fitness: -0.30531 stdev: 0.29454\n",
            "Best fitness: -0.28061 - size: (26, 39) - species 240 - id 82621\n",
            "\n",
            "Species 233 with 25 members is stagnated: removing it\n",
            "\n",
            "Species 237 with 25 members is stagnated: removing it\n",
            "Average adjusted fitness: 0.007\n",
            "Mean genetic distance 3.487, standard deviation 1.480\n",
            "Population of 149 members in 4 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   231   82    37     -0.281    0.007    15\n",
            "   232   80    38     -0.281    0.007    15\n",
            "   239   24    36     -0.281    0.007    14\n",
            "   240    4    38     -0.281    0.007     0\n",
            "Total extinctions: 0\n",
            "Generation time: 56.079 sec (49.864 average)\n",
            "\n",
            " ****** Running generation 624 ****** \n",
            "\n",
            "network creation time 0.019104957580566406\n",
            "Evaluating 452 test episodes\n",
            "final fitness compute time 63.40408968925476\n",
            "\n",
            "Population's average fitness: -1.08792 stdev: 6.27165\n",
            "Best fitness: -0.28061 - size: (24, 42) - species 232 - id 84175\n",
            "Average adjusted fitness: 0.986\n",
            "Mean genetic distance 3.665, standard deviation 1.477\n",
            "Population of 151 members in 4 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   231   83    38     -0.607    0.995    16\n",
            "   232   81    37     -1.845    0.974    16\n",
            "   239   25    37     -1.635    0.977    15\n",
            "   240    5    39     -0.281    1.000     1\n",
            "Total extinctions: 0\n",
            "Generation time: 63.978 sec (51.420 average)\n",
            "Saving checkpoint to neat-checkpoint-624\n",
            "Average mean fitness over last 5 generations: -0.7100690138828624\n",
            "Average min fitness over last 5 generations: -34.7642153861136\n",
            "0 -140.46947777586445 -140.46947777586445\n",
            "\n",
            " ****** Running generation 625 ****** \n",
            "\n",
            "network creation time 0.022531747817993164\n",
            "Evaluating 452 test episodes\n",
            "final fitness compute time 65.86975622177124\n",
            "\n",
            "Population's average fitness: -1.06526 stdev: 5.77790\n",
            "Best fitness: -0.28061 - size: (24, 42) - species 232 - id 84175\n",
            "Average adjusted fitness: 0.986\n",
            "Mean genetic distance 3.699, standard deviation 1.435\n",
            "Population of 149 members in 4 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   231   84    37     -0.423    0.998    17\n",
            "   232   82    38     -0.281    1.000    17\n",
            "   239   26    36     -3.336    0.948    16\n",
            "   240    6    38     -0.281    1.000     2\n",
            "Total extinctions: 0\n",
            "Generation time: 66.161 sec (53.186 average)\n",
            "\n",
            " ****** Running generation 626 ****** \n",
            "\n",
            "network creation time 0.02535247802734375\n",
            "Evaluating 452 test episodes\n",
            "final fitness compute time 65.60762786865234\n",
            "\n",
            "Population's average fitness: -0.75314 stdev: 4.91502\n",
            "Best fitness: -0.28061 - size: (24, 38) - species 232 - id 84457\n",
            "Average adjusted fitness: 0.992\n",
            "Mean genetic distance 3.839, standard deviation 1.381\n",
            "Population of 149 members in 5 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   231   85    38     -0.561    0.995    18\n",
            "   232   83    33     -0.281    1.000    18\n",
            "   239   27    37     -1.947    0.972    17\n",
            "   240    7    37     -0.281    1.000     3\n",
            "   241    0     4         --       --     0\n",
            "Total extinctions: 0\n",
            "Generation time: 65.896 sec (55.027 average)\n",
            "\n",
            " ****** Running generation 627 ****** \n",
            "\n",
            "network creation time 0.026758432388305664\n",
            "Evaluating 452 test episodes\n",
            "final fitness compute time 67.5797688961029\n",
            "\n",
            "Population's average fitness: -0.53282 stdev: 2.40406\n",
            "Best fitness: -0.28061 - size: (24, 38) - species 241 - id 84457\n",
            "\n",
            "Species 239 with 37 members is stagnated: removing it\n",
            "Average adjusted fitness: 0.987\n",
            "Mean genetic distance 3.843, standard deviation 1.471\n",
            "Population of 150 members in 4 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   231   86    42     -0.508    0.947    19\n",
            "   232   84    39     -0.281    1.000    19\n",
            "   240    8    44     -0.281    1.000     4\n",
            "   241    1    25     -0.281    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 67.864 sec (57.341 average)\n",
            "\n",
            " ****** Running generation 628 ****** \n",
            "\n",
            "network creation time 0.021912813186645508\n",
            "Evaluating 452 test episodes\n",
            "final fitness compute time 63.12047362327576\n",
            "\n",
            "Population's average fitness: -0.44797 stdev: 0.95001\n",
            "Best fitness: -0.28061 - size: (24, 38) - species 241 - id 84457\n",
            "Average adjusted fitness: 0.982\n",
            "Mean genetic distance 3.701, standard deviation 1.497\n",
            "Population of 150 members in 4 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   231   87    39     -0.678    0.952    20\n",
            "   232   85    38     -0.495    0.974    20\n",
            "   240    9    41     -0.281    1.000     5\n",
            "   241    2    32     -0.281    1.000     1\n",
            "Total extinctions: 0\n",
            "Generation time: 63.379 sec (59.003 average)\n",
            "\n",
            " ****** Running generation 629 ****** \n",
            "\n",
            "network creation time 0.026665210723876953\n",
            "Evaluating 452 test episodes\n",
            "final fitness compute time 65.38119792938232\n",
            "\n",
            "Population's average fitness: -1.15495 stdev: 5.85039\n",
            "Best fitness: -0.28061 - size: (24, 38) - species 241 - id 84457\n",
            "Average adjusted fitness: 0.983\n",
            "Mean genetic distance 3.731, standard deviation 1.556\n",
            "Population of 150 members in 4 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   231   88    38     -2.775    0.952    21\n",
            "   232   86    38     -0.281    1.000    21\n",
            "   240   10    39     -0.281    1.000     6\n",
            "   241    3    35     -1.338    0.980     2\n",
            "Total extinctions: 0\n",
            "Generation time: 65.627 sec (60.956 average)\n",
            "Average mean fitness over last 5 generations: -0.7908282217921441\n",
            "Average min fitness over last 5 generations: -41.957416465616085\n",
            "0 -49.95357067101304 -49.95357067101304\n",
            "\n",
            " ****** Running generation 630 ****** \n",
            "\n",
            "network creation time 0.02484583854675293\n",
            "Score range [-851.537, 22.587]\n",
            "simulation run time 1.5279960632324219\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 66.43108534812927\n",
            "\n",
            "Population's average fitness: -0.68932 stdev: 4.58682\n",
            "Best fitness: -0.28292 - size: (23, 37) - species 232 - id 84973\n",
            "Average adjusted fitness: 0.992\n",
            "Mean genetic distance 3.904, standard deviation 1.519\n",
            "Population of 151 members in 4 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   231   89    38     -0.407    0.998    22\n",
            "   232   87    38     -0.283    1.000    22\n",
            "   240   11    39     -0.283    1.000     7\n",
            "   241    4    36     -1.889    0.971     3\n",
            "Total extinctions: 0\n",
            "Generation time: 68.284 sec (62.742 average)\n",
            "\n",
            " ****** Running generation 631 ****** \n",
            "\n",
            "network creation time 0.023177385330200195\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 63.08746099472046\n",
            "\n",
            "Population's average fitness: -0.40911 stdev: 0.81489\n",
            "Best fitness: -0.28292 - size: (23, 37) - species 232 - id 84973\n",
            "Average adjusted fitness: 0.984\n",
            "Mean genetic distance 3.905, standard deviation 1.440\n",
            "Population of 151 members in 4 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   231   90    37     -0.381    0.987    23\n",
            "   232   88    39     -0.283    1.000    23\n",
            "   240   12    38     -0.474    0.976     8\n",
            "   241    5    37     -0.501    0.972     4\n",
            "Total extinctions: 0\n",
            "Generation time: 63.352 sec (63.757 average)\n",
            "\n",
            " ****** Running generation 632 ****** \n",
            "\n",
            "network creation time 0.02276158332824707\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 62.352545499801636\n",
            "\n",
            "Population's average fitness: -0.38091 stdev: 0.59190\n",
            "Best fitness: -0.28292 - size: (23, 37) - species 232 - id 84973\n",
            "Average adjusted fitness: 0.975\n",
            "Mean genetic distance 4.037, standard deviation 1.397\n",
            "Population of 151 members in 5 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   231   91    35     -0.575    0.926    24\n",
            "   232   89    38     -0.283    1.000    24\n",
            "   240   13    39     -0.283    1.000     9\n",
            "   241    6    38     -0.390    0.973     5\n",
            "   242    0     1         --       --     0\n",
            "Total extinctions: 0\n",
            "Generation time: 62.666 sec (64.329 average)\n",
            "\n",
            " ****** Running generation 633 ****** \n",
            "\n",
            "network creation time 0.02480483055114746\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 63.081191062927246\n",
            "\n",
            "Population's average fitness: -0.99414 stdev: 5.37777\n",
            "Best fitness: -0.28292 - size: (23, 37) - species 232 - id 84973\n",
            "Average adjusted fitness: 0.974\n",
            "Mean genetic distance 3.980, standard deviation 1.382\n",
            "Population of 151 members in 5 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   231   92    19     -0.500    0.996    25\n",
            "   232   90    34     -1.753    0.974    25\n",
            "   240   14    35     -0.283    1.000    10\n",
            "   241    7    34     -1.323    0.981     6\n",
            "   242    1    29     -4.689    0.921     0\n",
            "Total extinctions: 0\n",
            "Generation time: 63.356 sec (65.056 average)\n",
            "\n",
            " ****** Running generation 634 ****** \n",
            "\n",
            "network creation time 0.024637699127197266\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 62.24402666091919\n",
            "\n",
            "Population's average fitness: -1.59751 stdev: 7.14537\n",
            "Best fitness: -0.28292 - size: (25, 30) - species 242 - id 85547\n",
            "\n",
            "Species 232 with 34 members is stagnated: removing it\n",
            "Average adjusted fitness: 0.855\n",
            "Mean genetic distance 3.886, standard deviation 1.390\n",
            "Population of 150 members in 4 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   231   93    44     -0.725    0.906    26\n",
            "   240   15    44     -0.390    0.977    11\n",
            "   241    8    44     -0.283    1.000     7\n",
            "   242    2    18     -2.444    0.539     0\n",
            "Total extinctions: 0\n",
            "Generation time: 62.523 sec (64.911 average)\n",
            "Average mean fitness over last 5 generations: -0.8141965309314922\n",
            "Average min fitness over last 5 generations: -37.403523575019086\n",
            "0 -103.48750725535669 -103.48750725535669\n",
            "\n",
            " ****** Running generation 635 ****** \n",
            "\n",
            "network creation time 0.33594799041748047\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 55.55891442298889\n",
            "\n",
            "Population's average fitness: -1.61247 stdev: 7.54921\n",
            "Best fitness: -0.28292 - size: (25, 30) - species 231 - id 85547\n",
            "Average adjusted fitness: 0.970\n",
            "Mean genetic distance 3.832, standard deviation 1.486\n",
            "Population of 150 members in 4 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   231   94    45     -1.476    0.981    27\n",
            "   240   16    41     -0.284    1.000    12\n",
            "   241    9    41     -1.689    0.977     8\n",
            "   242    3    23     -5.009    0.924     1\n",
            "Total extinctions: 0\n",
            "Generation time: 56.188 sec (63.913 average)\n",
            "\n",
            " ****** Running generation 636 ****** \n",
            "\n",
            "network creation time 0.023674726486206055\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 51.67015719413757\n",
            "\n",
            "Population's average fitness: -0.34679 stdev: 0.53572\n",
            "Best fitness: -0.28292 - size: (25, 30) - species 231 - id 85547\n",
            "Average adjusted fitness: 0.989\n",
            "Mean genetic distance 3.867, standard deviation 1.441\n",
            "Population of 149 members in 4 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   231   95    42     -0.495    0.955    28\n",
            "   240   17    39     -0.283    1.000    13\n",
            "   241   10    39     -0.283    1.000     9\n",
            "   242    4    29     -0.283    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 51.959 sec (62.520 average)\n",
            "\n",
            " ****** Running generation 637 ****** \n",
            "\n",
            "network creation time 0.021241188049316406\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 48.80133509635925\n",
            "\n",
            "Population's average fitness: -0.40688 stdev: 0.68893\n",
            "Best fitness: -0.28292 - size: (25, 30) - species 231 - id 85547\n",
            "Average adjusted fitness: 0.973\n",
            "Mean genetic distance 3.948, standard deviation 1.367\n",
            "Population of 151 members in 5 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   231   96    45     -0.567    0.939    29\n",
            "   240   18    39     -0.284    1.000    14\n",
            "   241   11    39     -0.283    1.000    10\n",
            "   242    5    26     -0.507    0.952     1\n",
            "   243    0     2         --       --     0\n",
            "Total extinctions: 0\n",
            "Generation time: 49.072 sec (60.641 average)\n",
            "\n",
            " ****** Running generation 638 ****** \n",
            "\n",
            "network creation time 0.020349740982055664\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 49.06609296798706\n",
            "\n",
            "Population's average fitness: -0.79796 stdev: 4.91016\n",
            "Best fitness: -0.28292 - size: (25, 30) - species 231 - id 85547\n",
            "\n",
            "Species 231 with 45 members is stagnated: removing it\n",
            "Average adjusted fitness: 0.990\n",
            "Mean genetic distance 3.950, standard deviation 1.408\n",
            "Population of 151 members in 4 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   240   19    45     -0.283    1.000    15\n",
            "   241   12    45     -0.283    1.000    11\n",
            "   242    6    37     -0.464    0.961     2\n",
            "   243    1    24     -0.283    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 49.317 sec (59.234 average)\n",
            "\n",
            " ****** Running generation 639 ****** \n",
            "\n",
            "network creation time 0.020913124084472656\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 53.12751078605652\n",
            "\n",
            "Population's average fitness: -0.75220 stdev: 4.96133\n",
            "Best fitness: -0.28292 - size: (25, 31) - species 242 - id 85933\n",
            "Average adjusted fitness: 0.988\n",
            "Mean genetic distance 3.881, standard deviation 1.360\n",
            "Population of 150 members in 4 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   240   20    41     -0.283    1.000    16\n",
            "   241   13    41     -0.283    1.000    12\n",
            "   242    7    38     -0.354    0.999     3\n",
            "   243    2    30     -3.124    0.953     1\n",
            "Total extinctions: 0\n",
            "Generation time: 53.385 sec (58.010 average)\n",
            "Saving checkpoint to neat-checkpoint-639\n",
            "Average mean fitness over last 5 generations: -0.7832615103807447\n",
            "Average min fitness over last 5 generations: -38.714283864888316\n",
            "0 -181.32255876864656 -181.32255876864656\n",
            "\n",
            " ****** Running generation 640 ****** \n",
            "\n",
            "network creation time 0.018311023712158203\n",
            "Score range [-624.932, 61.863]\n",
            "simulation run time 1.4692473411560059\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 54.23038339614868\n",
            "\n",
            "Population's average fitness: -1.30090 stdev: 7.01476\n",
            "Best fitness: -0.28583 - size: (24, 38) - species 241 - id 86398\n",
            "Average adjusted fitness: 0.980\n",
            "Mean genetic distance 3.886, standard deviation 1.366\n",
            "Population of 149 members in 4 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   240   21    39     -0.382    0.998    17\n",
            "   241   14    39     -0.389    0.998    13\n",
            "   242    8    38     -0.621    0.994     4\n",
            "   243    3    33     -4.665    0.928     2\n",
            "Total extinctions: 0\n",
            "Generation time: 55.988 sec (56.781 average)\n",
            "\n",
            " ****** Running generation 641 ****** \n",
            "\n",
            "network creation time 0.01694965362548828\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 51.82813334465027\n",
            "\n",
            "Population's average fitness: -1.15229 stdev: 6.97377\n",
            "Best fitness: -0.28583 - size: (25, 38) - species 241 - id 86544\n",
            "Average adjusted fitness: 0.985\n",
            "Mean genetic distance 3.911, standard deviation 1.344\n",
            "Population of 151 members in 4 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   240   22    39     -0.286    1.000    18\n",
            "   241   15    39     -1.913    0.974    14\n",
            "   242    9    38     -0.387    0.998     5\n",
            "   243    4    35     -2.158    0.970     3\n",
            "Total extinctions: 0\n",
            "Generation time: 52.124 sec (55.658 average)\n",
            "\n",
            " ****** Running generation 642 ****** \n",
            "\n",
            "network creation time 0.01853466033935547\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 52.959866762161255\n",
            "\n",
            "Population's average fitness: -0.86137 stdev: 5.01373\n",
            "Best fitness: -0.28583 - size: (25, 38) - species 241 - id 86544\n",
            "Average adjusted fitness: 0.990\n",
            "Mean genetic distance 3.948, standard deviation 1.296\n",
            "Population of 149 members in 5 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   240   23    38     -0.286    1.000    19\n",
            "   241   16    38     -0.286    1.000    15\n",
            "   242   10    31     -0.458    0.997     6\n",
            "   243    5    36     -2.580    0.962     4\n",
            "   244    0     6         --       --     0\n",
            "Total extinctions: 0\n",
            "Generation time: 53.236 sec (54.715 average)\n",
            "\n",
            " ****** Running generation 643 ****** \n",
            "\n",
            "network creation time 0.017583131790161133\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 52.47749614715576\n",
            "\n",
            "Population's average fitness: -1.16405 stdev: 6.61379\n",
            "Best fitness: -0.28583 - size: (24, 38) - species 241 - id 86875\n",
            "Average adjusted fitness: 0.989\n",
            "Mean genetic distance 3.881, standard deviation 1.300\n",
            "Population of 148 members in 5 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   240   24    34     -0.286    1.000    20\n",
            "   241   17    34     -0.396    0.998    16\n",
            "   242   11    19     -0.286    1.000     7\n",
            "   243    6    32     -3.803    0.947     5\n",
            "   244    1    29     -0.286    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 52.767 sec (53.656 average)\n",
            "\n",
            " ****** Running generation 644 ****** \n",
            "\n",
            "network creation time 0.02213263511657715\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 47.16698503494263\n",
            "\n",
            "Population's average fitness: -0.29630 stdev: 0.12138\n",
            "Best fitness: -0.28583 - size: (24, 38) - species 241 - id 86875\n",
            "Average adjusted fitness: 0.993\n",
            "Mean genetic distance 3.854, standard deviation 1.227\n",
            "Population of 150 members in 5 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   240   25    32     -0.286    1.000    21\n",
            "   241   18    32     -0.286    1.000    17\n",
            "   242   12    28     -0.286    1.000     8\n",
            "   243    7    31     -0.333    0.968     6\n",
            "   244    2    27     -0.286    1.000     1\n",
            "Total extinctions: 0\n",
            "Generation time: 47.447 sec (52.149 average)\n",
            "Average mean fitness over last 5 generations: -0.9549839013654381\n",
            "Average min fitness over last 5 generations: -50.424232956143456\n",
            "0 -124.01790678068664 -124.01790678068664\n",
            "\n",
            " ****** Running generation 645 ****** \n",
            "\n",
            "network creation time 0.34166955947875977\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 48.34946942329407\n",
            "\n",
            "Population's average fitness: -0.34999 stdev: 0.46429\n",
            "Best fitness: -0.28583 - size: (24, 38) - species 241 - id 86875\n",
            "Average adjusted fitness: 0.983\n",
            "Mean genetic distance 3.896, standard deviation 1.201\n",
            "Population of 149 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   240   26    23     -0.286    1.000    22\n",
            "   241   19    31     -0.286    1.000    18\n",
            "   242   13    31     -0.354    0.982     9\n",
            "   243    8    30     -0.409    0.968     7\n",
            "   244    3    26     -0.429    0.963     2\n",
            "   245    0     8         --       --     0\n",
            "Total extinctions: 0\n",
            "Generation time: 49.015 sec (51.431 average)\n",
            "\n",
            " ****** Running generation 646 ****** \n",
            "\n",
            "network creation time 0.021310091018676758\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 49.021196603775024\n",
            "\n",
            "Population's average fitness: -1.21126 stdev: 6.86275\n",
            "Best fitness: -0.28583 - size: (24, 38) - species 241 - id 86875\n",
            "\n",
            "Species 240 with 23 members is stagnated: removing it\n",
            "Average adjusted fitness: 0.992\n",
            "Mean genetic distance 3.816, standard deviation 1.255\n",
            "Population of 150 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   241   20    33     -0.286    1.000    19\n",
            "   242   14    30     -0.286    1.000    10\n",
            "   243    9    32     -2.814    0.958     8\n",
            "   244    4    30     -0.286    1.000     3\n",
            "   245    1    21     -0.286    1.000     0\n",
            "   246    0     4         --       --     0\n",
            "Total extinctions: 0\n",
            "Generation time: 49.309 sec (51.166 average)\n",
            "\n",
            " ****** Running generation 647 ****** \n",
            "\n",
            "network creation time 0.017552614212036133\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 43.59316420555115\n",
            "\n",
            "Population's average fitness: -0.31209 stdev: 0.31280\n",
            "Best fitness: -0.28583 - size: (24, 38) - species 241 - id 86875\n",
            "\n",
            "Species 241 with 33 members is stagnated: removing it\n",
            "Average adjusted fitness: 0.994\n",
            "Mean genetic distance 3.509, standard deviation 1.053\n",
            "Population of 150 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   242   15    34     -0.286    1.000    11\n",
            "   243   10    34     -0.407    0.969     9\n",
            "   244    5    23     -0.286    1.000     4\n",
            "   245    2    29     -0.287    1.000     1\n",
            "   246    1    25     -0.286    1.000     0\n",
            "   247    0     5         --       --     0\n",
            "Total extinctions: 0\n",
            "Generation time: 43.895 sec (50.648 average)\n",
            "\n",
            " ****** Running generation 648 ****** \n",
            "\n",
            "network creation time 0.0199127197265625\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 42.221587896347046\n",
            "\n",
            "Population's average fitness: -0.81863 stdev: 5.00107\n",
            "Best fitness: -0.28583 - size: (28, 38) - species 243 - id 87450\n",
            "Average adjusted fitness: 0.993\n",
            "Mean genetic distance 3.581, standard deviation 1.070\n",
            "Population of 151 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   242   16    22     -0.555    0.996    12\n",
            "   243   11    29     -2.221    0.968    10\n",
            "   244    6    27     -0.286    1.000     0\n",
            "   245    3    27     -0.286    1.000     2\n",
            "   246    2    21     -0.483    0.997     1\n",
            "   247    1    25     -0.286    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 42.522 sec (49.969 average)\n",
            "\n",
            " ****** Running generation 649 ****** \n",
            "\n",
            "network creation time 0.016170263290405273\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 42.436646461486816\n",
            "\n",
            "Population's average fitness: -1.57917 stdev: 8.16261\n",
            "Best fitness: -0.28583 - size: (28, 38) - species 243 - id 87450\n",
            "Average adjusted fitness: 0.977\n",
            "Mean genetic distance 3.552, standard deviation 1.037\n",
            "Population of 151 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   242   17    23     -0.760    0.992    13\n",
            "   243   12    27     -2.585    0.963    11\n",
            "   244    7    27     -0.286    1.000     1\n",
            "   245    4    26     -0.287    1.000     3\n",
            "   246    3    25     -5.912    0.909     2\n",
            "   247    2    23     -0.286    1.000     1\n",
            "Total extinctions: 0\n",
            "Generation time: 42.800 sec (48.910 average)\n",
            "Average mean fitness over last 5 generations: -0.8542311958200205\n",
            "Average min fitness over last 5 generations: -38.50418999955373\n",
            "0 -138.6262524331878 -138.6262524331878\n",
            "\n",
            " ****** Running generation 650 ****** \n",
            "\n",
            "network creation time 0.016045808792114258\n",
            "Score range [-1123.448, 14.741]\n",
            "simulation run time 1.4550092220306396\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 42.650177240371704\n",
            "\n",
            "Population's average fitness: -0.82381 stdev: 4.98060\n",
            "Best fitness: -0.28455 - size: (26, 32) - species 246 - id 87714\n",
            "Average adjusted fitness: 0.992\n",
            "Mean genetic distance 3.505, standard deviation 1.069\n",
            "Population of 151 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   242   18    25     -0.456    0.997    14\n",
            "   243   13    26     -2.946    0.956    12\n",
            "   244    8    25     -0.492    0.997     2\n",
            "   245    5    25     -0.285    1.000     0\n",
            "   246    4    26     -0.285    1.000     0\n",
            "   247    3    24     -0.285    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 44.424 sec (47.754 average)\n",
            "\n",
            " ****** Running generation 651 ****** \n",
            "\n",
            "network creation time 0.014261007308959961\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 41.093239307403564\n",
            "\n",
            "Population's average fitness: -1.66409 stdev: 8.48169\n",
            "Best fitness: -0.28455 - size: (26, 32) - species 242 - id 87919\n",
            "\n",
            "Species 242 with 25 members is stagnated: removing it\n",
            "Average adjusted fitness: 0.975\n",
            "Mean genetic distance 3.682, standard deviation 1.143\n",
            "Population of 148 members in 5 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   243   14    29     -7.286    0.885    13\n",
            "   244    9    30     -0.420    0.998     3\n",
            "   245    6    30     -0.285    1.000     0\n",
            "   246    5    30     -0.433    0.998     1\n",
            "   247    4    29     -0.586    0.995     1\n",
            "Total extinctions: 0\n",
            "Generation time: 41.376 sec (46.679 average)\n",
            "\n",
            " ****** Running generation 652 ****** \n",
            "\n",
            "network creation time 0.012957334518432617\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 44.41944098472595\n",
            "\n",
            "Population's average fitness: -0.89285 stdev: 5.05119\n",
            "Best fitness: -0.28455 - size: (28, 46) - species 245 - id 87937\n",
            "Average adjusted fitness: 0.990\n",
            "Mean genetic distance 3.611, standard deviation 1.125\n",
            "Population of 148 members in 5 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   243   15    29     -2.570    0.962    14\n",
            "   244   10    30     -0.472    0.997     4\n",
            "   245    7    30     -0.413    0.998     1\n",
            "   246    6    30     -0.574    0.995     2\n",
            "   247    5    29     -0.478    0.997     2\n",
            "Total extinctions: 0\n",
            "Generation time: 44.725 sec (45.828 average)\n",
            "\n",
            " ****** Running generation 653 ****** \n",
            "\n",
            "network creation time 0.01673579216003418\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 45.83708572387695\n",
            "\n",
            "Population's average fitness: -1.69217 stdev: 8.39074\n",
            "Best fitness: -0.28455 - size: (28, 46) - species 245 - id 87937\n",
            "\n",
            "Species 243 with 29 members is stagnated: removing it\n",
            "Average adjusted fitness: 0.980\n",
            "Mean genetic distance 3.461, standard deviation 1.117\n",
            "Population of 149 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   244   11    28     -0.600    0.995     5\n",
            "   245    8    37     -2.293    0.967     2\n",
            "   246    7    37     -2.316    0.966     3\n",
            "   247    6    35     -0.738    0.992     3\n",
            "   248    0     2         --       --     0\n",
            "   249    0    10         --       --     0\n",
            "Total extinctions: 0\n",
            "Generation time: 46.115 sec (45.163 average)\n",
            "\n",
            " ****** Running generation 654 ****** \n",
            "\n",
            "network creation time 0.015521049499511719\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 45.076842308044434\n",
            "\n",
            "Population's average fitness: -1.26742 stdev: 7.04979\n",
            "Best fitness: -0.28455 - size: (28, 46) - species 245 - id 87937\n",
            "Average adjusted fitness: 0.988\n",
            "Mean genetic distance 3.555, standard deviation 1.097\n",
            "Population of 150 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   244   12    10     -0.285    1.000     0\n",
            "   245    9    30     -3.683    0.945     3\n",
            "   246    8    31     -0.437    0.998     4\n",
            "   247    7    31     -0.555    0.996     4\n",
            "   248    1    13     -0.285    1.000     0\n",
            "   249    1    35     -0.845    0.991     0\n",
            "Total extinctions: 0\n",
            "Generation time: 45.388 sec (44.957 average)\n",
            "Average mean fitness over last 5 generations: -1.2680673021219708\n",
            "Average min fitness over last 5 generations: -61.16673201145022\n",
            "0 -97.5123857634739 -97.5123857634739\n",
            "\n",
            " ****** Running generation 655 ****** \n",
            "\n",
            "network creation time 0.011289834976196289\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 40.10726833343506\n",
            "\n",
            "Population's average fitness: -0.88109 stdev: 4.95424\n",
            "Best fitness: -0.28455 - size: (27, 43) - species 245 - id 88420\n",
            "Average adjusted fitness: 0.991\n",
            "Mean genetic distance 3.575, standard deviation 1.130\n",
            "Population of 150 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   244   13    18     -0.660    0.994     1\n",
            "   245   10    27     -2.285    0.967     4\n",
            "   246    9    28     -0.390    0.998     5\n",
            "   247    8    28     -0.466    0.997     5\n",
            "   248    2    19     -0.285    1.000     1\n",
            "   249    2    30     -0.765    0.992     0\n",
            "Total extinctions: 0\n",
            "Generation time: 40.727 sec (44.128 average)\n",
            "\n",
            " ****** Running generation 656 ****** \n",
            "\n",
            "network creation time 0.021804094314575195\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 39.05704712867737\n",
            "\n",
            "Population's average fitness: -0.76418 stdev: 4.62879\n",
            "Best fitness: -0.28455 - size: (27, 43) - species 245 - id 88420\n",
            "Average adjusted fitness: 0.992\n",
            "Mean genetic distance 3.572, standard deviation 1.135\n",
            "Population of 151 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   244   14    22     -0.285    1.000     0\n",
            "   245   11    26     -0.285    1.000     5\n",
            "   246   10    27     -0.578    0.995     6\n",
            "   247    9    26     -2.298    0.964     6\n",
            "   248    3    22     -0.579    0.995     2\n",
            "   249    3    28     -0.343    0.999     0\n",
            "Total extinctions: 0\n",
            "Generation time: 39.392 sec (43.136 average)\n",
            "\n",
            " ****** Running generation 657 ****** \n",
            "\n",
            "network creation time 0.018175125122070312\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 41.3045756816864\n",
            "\n",
            "Population's average fitness: -0.80334 stdev: 5.02780\n",
            "Best fitness: -0.28455 - size: (27, 43) - species 245 - id 88420\n",
            "Average adjusted fitness: 0.992\n",
            "Mean genetic distance 3.566, standard deviation 1.129\n",
            "Population of 151 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   244   15    24     -0.696    0.993     1\n",
            "   245   12    25     -0.285    1.000     6\n",
            "   246   11    26     -2.706    0.961     7\n",
            "   247   10    25     -0.433    0.998     7\n",
            "   248    4    24     -0.285    1.000     0\n",
            "   249    4    27     -0.285    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 41.609 sec (42.908 average)\n",
            "\n",
            " ****** Running generation 658 ****** \n",
            "\n",
            "network creation time 0.014647483825683594\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 39.10755634307861\n",
            "\n",
            "Population's average fitness: -0.34552 stdev: 0.52000\n",
            "Best fitness: -0.28455 - size: (27, 43) - species 245 - id 88420\n",
            "Average adjusted fitness: 0.990\n",
            "Mean genetic distance 3.603, standard deviation 1.096\n",
            "Population of 150 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   244   16    25     -0.285    1.000     2\n",
            "   245   13    25     -0.285    1.000     7\n",
            "   246   12    25     -0.406    0.978     8\n",
            "   247   11    25     -0.285    1.000     8\n",
            "   248    5    25     -0.300    0.997     1\n",
            "   249    5    25     -0.493    0.963     1\n",
            "Total extinctions: 0\n",
            "Generation time: 39.417 sec (42.597 average)\n",
            "\n",
            " ****** Running generation 659 ****** \n",
            "\n",
            "network creation time 0.017484664916992188\n",
            "Evaluating 451 test episodes\n",
            "final fitness compute time 39.43946385383606\n",
            "\n",
            "Population's average fitness: -0.31073 stdev: 0.31401\n",
            "Best fitness: -0.28455 - size: (27, 43) - species 245 - id 88420\n",
            "Average adjusted fitness: 0.993\n",
            "Mean genetic distance 3.597, standard deviation 1.119\n",
            "Population of 148 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   244   17    25     -0.285    1.000     0\n",
            "   245   14    25     -0.285    1.000     8\n",
            "   246   13    23     -0.439    0.960     9\n",
            "   247   12    15     -0.285    1.000     0\n",
            "   248    6    25     -0.285    1.000     2\n",
            "   249    6    25     -0.285    1.000     0\n",
            "   250    0    10         --       --     0\n",
            "Total extinctions: 0\n",
            "Generation time: 39.731 sec (42.291 average)\n",
            "Saving checkpoint to neat-checkpoint-659\n",
            "Average mean fitness over last 5 generations: -0.6209708776079046\n",
            "Average min fitness over last 5 generations: -37.751239865413325\n",
            "0 -108.24874891526187 -108.24874891526187\n",
            "\n",
            " ****** Running generation 660 ****** \n",
            "\n",
            "network creation time 0.01100921630859375\n",
            "Score range [-480.609, 42.288]\n",
            "simulation run time 1.5912504196166992\n",
            "Evaluating 448 test episodes\n",
            "final fitness compute time 38.5015172958374\n",
            "\n",
            "Population's average fitness: -1.13672 stdev: 7.08473\n",
            "Best fitness: -0.28696 - size: (27, 44) - species 245 - id 89234\n",
            "Average adjusted fitness: 0.988\n",
            "Mean genetic distance 3.596, standard deviation 1.088\n",
            "Population of 148 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   244   18    23     -0.288    1.000     1\n",
            "   245   15    23     -2.760    0.960     9\n",
            "   246   14    22     -2.934    0.957    10\n",
            "   247   13    18     -0.287    1.000     1\n",
            "   248    7    23     -0.408    0.998     3\n",
            "   249    7    23     -0.287    1.000     1\n",
            "   250    1    16     -0.288    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 40.399 sec (41.888 average)\n",
            "\n",
            " ****** Running generation 661 ****** \n",
            "\n",
            "network creation time 0.01317286491394043\n",
            "Evaluating 448 test episodes\n",
            "final fitness compute time 37.392415046691895\n",
            "\n",
            "Population's average fitness: -0.41956 stdev: 0.89542\n",
            "Best fitness: -0.28696 - size: (26, 32) - species 249 - id 89348\n",
            "Average adjusted fitness: 0.986\n",
            "Mean genetic distance 3.575, standard deviation 1.094\n",
            "Population of 148 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   244   19    22     -0.592    0.965     2\n",
            "   245   16    22     -0.288    1.000    10\n",
            "   246   15    21     -0.857    0.935    11\n",
            "   247   14    20     -0.287    1.000     2\n",
            "   248    8    22     -0.288    1.000     4\n",
            "   249    8    22     -0.287    1.000     2\n",
            "   250    2    19     -0.288    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 37.692 sec (41.520 average)\n",
            "\n",
            " ****** Running generation 662 ****** \n",
            "\n",
            "network creation time 0.015923738479614258\n",
            "Evaluating 448 test episodes\n",
            "final fitness compute time 38.08270812034607\n",
            "\n",
            "Population's average fitness: -0.45748 stdev: 0.98816\n",
            "Best fitness: -0.28696 - size: (26, 32) - species 249 - id 89348\n",
            "Average adjusted fitness: 0.982\n",
            "Mean genetic distance 3.601, standard deviation 1.099\n",
            "Population of 147 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   244   20    23     -0.687    0.956     3\n",
            "   245   17    21     -0.287    1.000    11\n",
            "   246   16    22     -0.287    1.000    12\n",
            "   247   15    21     -0.287    1.000     3\n",
            "   248    9    21     -0.700    0.954     5\n",
            "   249    9    19     -0.620    0.963     3\n",
            "   250    3    20     -0.287    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 38.371 sec (40.884 average)\n",
            "\n",
            " ****** Running generation 663 ****** \n",
            "\n",
            "network creation time 0.012529850006103516\n",
            "Evaluating 448 test episodes\n",
            "final fitness compute time 36.66764950752258\n",
            "\n",
            "Population's average fitness: -0.38002 stdev: 0.60131\n",
            "Best fitness: -0.28696 - size: (26, 32) - species 249 - id 89348\n",
            "Average adjusted fitness: 0.982\n",
            "Mean genetic distance 3.641, standard deviation 1.085\n",
            "Population of 150 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   244   21    21     -0.509    0.956     4\n",
            "   245   18    22     -0.288    1.000    12\n",
            "   246   17    21     -0.458    0.967    13\n",
            "   247   16    22     -0.287    1.000     4\n",
            "   248   10    22     -0.342    0.989     6\n",
            "   249   10    21     -0.288    1.000     4\n",
            "   250    4    21     -0.468    0.964     1\n",
            "Total extinctions: 0\n",
            "Generation time: 36.961 sec (39.969 average)\n",
            "\n",
            " ****** Running generation 664 ****** \n",
            "\n",
            "network creation time 0.010747194290161133\n",
            "Evaluating 448 test episodes\n",
            "final fitness compute time 37.55627250671387\n",
            "\n",
            "Population's average fitness: -0.34658 stdev: 0.42080\n",
            "Best fitness: -0.28696 - size: (26, 32) - species 249 - id 89348\n",
            "Average adjusted fitness: 0.984\n",
            "Mean genetic distance 3.657, standard deviation 1.021\n",
            "Population of 149 members in 8 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   244   22    22     -0.414    0.966     5\n",
            "   245   19    21     -0.401    0.969    13\n",
            "   246   18     8     -0.464    0.952    14\n",
            "   247   17    21     -0.288    1.000     5\n",
            "   248   11    21     -0.287    1.000     7\n",
            "   249   11    22     -0.287    1.000     5\n",
            "   250    5    22     -0.287    1.000     2\n",
            "   251    0    12         --       --     0\n",
            "Total extinctions: 0\n",
            "Generation time: 37.918 sec (39.222 average)\n",
            "Average mean fitness over last 5 generations: -0.54807053494848\n",
            "Average min fitness over last 5 generations: -17.991067968271675\n",
            "0 -150.30743504980848 -150.30743504980848\n",
            "\n",
            " ****** Running generation 665 ****** \n",
            "\n",
            "network creation time 0.014293909072875977\n",
            "Evaluating 448 test episodes\n",
            "final fitness compute time 37.639832735061646\n",
            "\n",
            "Population's average fitness: -1.15975 stdev: 6.92637\n",
            "Best fitness: -0.28696 - size: (26, 32) - species 249 - id 89348\n",
            "Average adjusted fitness: 0.987\n",
            "Mean genetic distance 3.746, standard deviation 1.058\n",
            "Population of 147 members in 8 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   244   23    20     -0.287    1.000     6\n",
            "   245   20    19     -6.013    0.905    14\n",
            "   246   19    10     -0.287    1.000    15\n",
            "   247   18    20     -0.426    0.998     6\n",
            "   248   12    20     -0.288    1.000     8\n",
            "   249   12    20     -0.428    0.998     6\n",
            "   250    6    20     -0.456    0.997     3\n",
            "   251    1    18     -0.287    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 38.511 sec (39.000 average)\n",
            "\n",
            " ****** Running generation 666 ****** \n",
            "\n",
            "network creation time 0.013671398162841797\n",
            "Evaluating 448 test episodes\n",
            "final fitness compute time 35.67085361480713\n",
            "\n",
            "Population's average fitness: -0.88963 stdev: 4.92245\n",
            "Best fitness: -0.28696 - size: (26, 34) - species 249 - id 89956\n",
            "Average adjusted fitness: 0.991\n",
            "Mean genetic distance 3.746, standard deviation 1.096\n",
            "Population of 152 members in 9 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   244   24    20     -0.287    1.000     7\n",
            "   245   21    12     -0.287    1.000    15\n",
            "   246   20    13     -0.287    1.000    16\n",
            "   247   19    20     -3.897    0.939     7\n",
            "   248   13    20     -0.543    0.996     9\n",
            "   249   13    20     -0.740    0.992     7\n",
            "   250    7    20     -0.287    1.000     4\n",
            "   251    2    21     -0.409    0.998     1\n",
            "   252    0     6         --       --     0\n",
            "Total extinctions: 0\n",
            "Generation time: 36.035 sec (38.665 average)\n",
            "\n",
            " ****** Running generation 667 ****** \n",
            "\n",
            "network creation time 0.013831138610839844\n",
            "Evaluating 448 test episodes\n",
            "final fitness compute time 37.764567375183105\n",
            "\n",
            "Population's average fitness: -0.45828 stdev: 0.76975\n",
            "Best fitness: -0.28696 - size: (26, 34) - species 249 - id 89956\n",
            "\n",
            "Species 246 with 13 members is stagnated: removing it\n",
            "Average adjusted fitness: 0.973\n",
            "Mean genetic distance 3.822, standard deviation 1.092\n",
            "Population of 152 members in 8 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   244   25    20     -0.434    0.971     8\n",
            "   245   22    12     -0.287    1.000    16\n",
            "   247   20    20     -0.710    0.917     8\n",
            "   248   14    20     -0.288    1.000    10\n",
            "   249   14    20     -0.478    0.962     8\n",
            "   250    8    20     -0.287    1.000     5\n",
            "   251    3    21     -0.618    0.935     2\n",
            "   252    1    19     -0.288    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 38.149 sec (38.319 average)\n",
            "\n",
            " ****** Running generation 668 ****** \n",
            "\n",
            "network creation time 0.01866769790649414\n",
            "Evaluating 448 test episodes\n",
            "final fitness compute time 40.29470252990723\n",
            "\n",
            "Population's average fitness: -1.53172 stdev: 8.53882\n",
            "Best fitness: -0.28696 - size: (26, 34) - species 249 - id 89956\n",
            "\n",
            "Species 245 with 12 members is stagnated: removing it\n",
            "Average adjusted fitness: 0.985\n",
            "Mean genetic distance 3.729, standard deviation 1.069\n",
            "Population of 147 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   244   26    21     -0.287    1.000     9\n",
            "   247   21    21     -0.288    1.000     9\n",
            "   248   15    21     -0.287    1.000    11\n",
            "   249   15    21     -0.287    1.000     9\n",
            "   250    9    21     -3.586    0.947     6\n",
            "   251    4    22     -0.287    1.000     3\n",
            "   252    2    20     -3.591    0.947     1\n",
            "Total extinctions: 0\n",
            "Generation time: 40.647 sec (38.442 average)\n",
            "\n",
            " ****** Running generation 669 ****** \n",
            "\n",
            "network creation time 0.021297216415405273\n",
            "Evaluating 448 test episodes\n",
            "final fitness compute time 36.57581448554993\n",
            "\n",
            "Population's average fitness: -0.98304 stdev: 5.09396\n",
            "Best fitness: -0.28696 - size: (26, 34) - species 249 - id 89956\n",
            "Average adjusted fitness: 0.988\n",
            "Mean genetic distance 3.765, standard deviation 1.038\n",
            "Population of 152 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   244   27    22     -0.634    0.994    10\n",
            "   247   22    22     -0.531    0.996    10\n",
            "   248   16    22     -0.396    0.998    12\n",
            "   249   16    22     -1.241    0.984    10\n",
            "   250   10    22     -0.287    1.000     7\n",
            "   251    5    21     -0.599    0.995     4\n",
            "   252    3    21     -3.323    0.950     2\n",
            "Total extinctions: 0\n",
            "Generation time: 36.897 sec (38.158 average)\n",
            "Average mean fitness over last 5 generations: -1.0044856067159649\n",
            "Average min fitness over last 5 generations: -49.86751903671548\n",
            "0 -149.89793154902574 -149.89793154902574\n",
            "\n",
            " ****** Running generation 670 ****** \n",
            "\n",
            "network creation time 0.010676145553588867\n",
            "Score range [-942.342, 36.921]\n",
            "simulation run time 1.38639235496521\n",
            "Evaluating 452 test episodes\n",
            "final fitness compute time 37.80980634689331\n",
            "\n",
            "Population's average fitness: -0.91797 stdev: 5.03116\n",
            "Best fitness: -0.28604 - size: (28, 38) - species 248 - id 89124\n",
            "Average adjusted fitness: 0.989\n",
            "Mean genetic distance 3.791, standard deviation 1.038\n",
            "Population of 147 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   244   28    21     -0.782    0.992    11\n",
            "   247   23    21     -0.449    0.997    11\n",
            "   248   17    21     -0.287    1.000    13\n",
            "   249   17    21     -0.665    0.994    11\n",
            "   250   11    21     -0.852    0.991     8\n",
            "   251    6    22     -0.286    1.000     0\n",
            "   252    4    20     -3.179    0.952     3\n",
            "Total extinctions: 0\n",
            "Generation time: 39.512 sec (38.069 average)\n",
            "\n",
            " ****** Running generation 671 ****** \n",
            "\n",
            "network creation time 0.010659217834472656\n",
            "Evaluating 452 test episodes\n",
            "final fitness compute time 35.553494453430176\n",
            "\n",
            "Population's average fitness: -0.33621 stdev: 0.34833\n",
            "Best fitness: -0.28604 - size: (28, 38) - species 248 - id 89124\n",
            "Average adjusted fitness: 0.983\n",
            "Mean genetic distance 3.798, standard deviation 1.079\n",
            "Population of 148 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   244   29    20     -0.497    0.927    12\n",
            "   247   24    22     -0.287    1.000    12\n",
            "   248   18    22     -0.287    1.000    14\n",
            "   249   18    20     -0.423    0.952    12\n",
            "   250   12    22     -0.287    1.000     0\n",
            "   251    7    21     -0.287    1.000     1\n",
            "   252    5    21     -0.286    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 35.866 sec (37.887 average)\n",
            "\n",
            " ****** Running generation 672 ****** \n",
            "\n",
            "network creation time 0.016934871673583984\n",
            "Evaluating 452 test episodes\n",
            "final fitness compute time 36.99545168876648\n",
            "\n",
            "Population's average fitness: -0.74679 stdev: 4.25356\n",
            "Best fitness: -0.28604 - size: (28, 38) - species 248 - id 89124\n",
            "Average adjusted fitness: 0.991\n",
            "Mean genetic distance 3.798, standard deviation 1.083\n",
            "Population of 149 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   244   30    21     -0.429    0.997    13\n",
            "   247   25    21     -0.758    0.991    13\n",
            "   248   19    21     -0.287    1.000    15\n",
            "   249   19    21     -0.287    1.000    13\n",
            "   250   13    21     -2.621    0.955     1\n",
            "   251    8    22     -0.287    1.000     2\n",
            "   252    6    22     -0.455    0.997     1\n",
            "Total extinctions: 0\n",
            "Generation time: 37.300 sec (37.780 average)\n",
            "\n",
            " ****** Running generation 673 ****** \n",
            "\n",
            "network creation time 0.012114763259887695\n",
            "Evaluating 452 test episodes\n",
            "final fitness compute time 36.70719289779663\n",
            "\n",
            "Population's average fitness: -0.31115 stdev: 0.29981\n",
            "Best fitness: -0.28604 - size: (28, 38) - species 248 - id 89124\n",
            "Average adjusted fitness: 0.993\n",
            "Mean genetic distance 3.810, standard deviation 1.064\n",
            "Population of 150 members in 7 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   244   31    22     -0.286    1.000    14\n",
            "   247   26    20     -0.461    0.952    14\n",
            "   248   20    22     -0.286    1.000    16\n",
            "   249   20    22     -0.287    1.000    14\n",
            "   250   14    22     -0.286    1.000     0\n",
            "   251    9    21     -0.287    1.000     3\n",
            "   252    7    21     -0.286    1.000     2\n",
            "Total extinctions: 0\n",
            "Generation time: 37.047 sec (37.788 average)\n",
            "\n",
            " ****** Running generation 674 ****** \n",
            "\n",
            "network creation time 0.019331693649291992\n",
            "Evaluating 452 test episodes\n",
            "final fitness compute time 36.6057345867157\n",
            "\n",
            "Population's average fitness: -0.44889 stdev: 0.88193\n",
            "Best fitness: -0.28604 - size: (28, 38) - species 248 - id 89124\n",
            "\n",
            "Species 247 with 20 members is stagnated: removing it\n",
            "\n",
            "Species 244 with 22 members is stagnated: removing it\n",
            "Average adjusted fitness: 0.991\n",
            "Mean genetic distance 3.647, standard deviation 1.100\n",
            "Population of 149 members in 5 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   248   21    30     -0.287    1.000    17\n",
            "   249   21    30     -0.286    1.000    15\n",
            "   250   15    29     -0.524    0.954     1\n",
            "   251   10    30     -0.287    1.000     4\n",
            "   252    8    30     -0.287    1.000     3\n",
            "Total extinctions: 0\n",
            "Generation time: 36.925 sec (37.689 average)\n",
            "Average mean fitness over last 5 generations: -0.5522016578195306\n",
            "Average min fitness over last 5 generations: -25.061069353365358\n",
            "0 -149.46002619170832 -149.46002619170832\n",
            "\n",
            " ****** Running generation 675 ****** \n",
            "\n",
            "network creation time 0.014580965042114258\n",
            "Evaluating 452 test episodes\n",
            "final fitness compute time 36.58733820915222\n",
            "\n",
            "Population's average fitness: -0.31102 stdev: 0.29646\n",
            "Best fitness: -0.28604 - size: (28, 38) - species 248 - id 89124\n",
            "Average adjusted fitness: 0.993\n",
            "Mean genetic distance 3.745, standard deviation 1.076\n",
            "Population of 152 members in 5 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   248   22    31     -0.287    1.000    18\n",
            "   249   22    31     -0.287    1.000    16\n",
            "   250   16    30     -0.287    1.000     2\n",
            "   251   11    29     -0.408    0.967     5\n",
            "   252    9    31     -0.286    1.000     4\n",
            "Total extinctions: 0\n",
            "Generation time: 37.273 sec (37.565 average)\n",
            "\n",
            " ****** Running generation 676 ****** \n",
            "\n",
            "network creation time 0.018967628479003906\n",
            "Evaluating 452 test episodes\n",
            "final fitness compute time 39.37600374221802\n",
            "\n",
            "Population's average fitness: -0.70880 stdev: 3.99439\n",
            "Best fitness: -0.28604 - size: (28, 38) - species 248 - id 89124\n",
            "Average adjusted fitness: 0.991\n",
            "Mean genetic distance 3.792, standard deviation 1.089\n",
            "Population of 149 members in 5 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   248   23    30     -0.286    1.000    19\n",
            "   249   23    30     -0.287    1.000    17\n",
            "   250   17    29     -2.210    0.961     3\n",
            "   251   12    30     -0.487    0.996     6\n",
            "   252   10    30     -0.308    1.000     5\n",
            "Total extinctions: 0\n",
            "Generation time: 39.652 sec (37.927 average)\n",
            "\n",
            " ****** Running generation 677 ****** \n",
            "\n",
            "network creation time 0.016178131103515625\n",
            "Evaluating 452 test episodes\n",
            "final fitness compute time 37.800962686538696\n",
            "\n",
            "Population's average fitness: -0.70559 stdev: 4.28739\n",
            "Best fitness: -0.28604 - size: (28, 38) - species 248 - id 89124\n",
            "Average adjusted fitness: 0.992\n",
            "Mean genetic distance 3.827, standard deviation 1.072\n",
            "Population of 149 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   248   24    30     -0.287    1.000    20\n",
            "   249   24    24     -0.287    1.000    18\n",
            "   250   18    29     -2.261    0.962     4\n",
            "   251   13    30     -0.459    0.997     7\n",
            "   252   11    30     -0.287    1.000     6\n",
            "   253    0     6         --       --     0\n",
            "Total extinctions: 0\n",
            "Generation time: 38.090 sec (37.921 average)\n",
            "\n",
            " ****** Running generation 678 ****** \n",
            "\n",
            "network creation time 0.013305902481079102\n",
            "Evaluating 452 test episodes\n",
            "final fitness compute time 38.844908714294434\n",
            "\n",
            "Population's average fitness: -0.40319 stdev: 0.69852\n",
            "Best fitness: -0.28604 - size: (28, 38) - species 248 - id 89124\n",
            "Average adjusted fitness: 0.981\n",
            "Mean genetic distance 3.890, standard deviation 1.066\n",
            "Population of 150 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   248   25    27     -0.396    0.979    21\n",
            "   249   25     9     -0.286    1.000    19\n",
            "   250   19    27     -0.465    0.966     5\n",
            "   251   14    27     -0.584    0.943     8\n",
            "   252   12    28     -0.286    1.000     7\n",
            "   253    1    32     -0.287    1.000     0\n",
            "Total extinctions: 0\n",
            "Generation time: 39.140 sec (37.770 average)\n",
            "\n",
            " ****** Running generation 679 ****** \n",
            "\n",
            "network creation time 0.013704776763916016\n",
            "Evaluating 452 test episodes\n",
            "final fitness compute time 38.8233745098114\n",
            "\n",
            "Population's average fitness: -0.32721 stdev: 0.35105\n",
            "Best fitness: -0.28604 - size: (28, 38) - species 248 - id 89124\n",
            "Average adjusted fitness: 0.989\n",
            "Mean genetic distance 3.870, standard deviation 1.117\n",
            "Population of 150 members in 6 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   248   26    26     -0.287    1.000    22\n",
            "   249   26    17     -0.286    1.000    20\n",
            "   250   20    26     -0.387    0.970     6\n",
            "   251   15    26     -0.287    1.000     9\n",
            "   252   13    26     -0.408    0.964     8\n",
            "   253    2    29     -0.287    1.000     1\n",
            "Total extinctions: 0\n",
            "Generation time: 39.126 sec (37.993 average)\n",
            "Average mean fitness over last 5 generations: -0.49116104061974114\n",
            "Average min fitness over last 5 generations: -22.927323660253172\n",
            "0 14.735808145332584 14.735808145332584\n",
            "\n",
            " ****** Running generation 680 ****** \n",
            "\n",
            "network creation time 0.016041994094848633\n",
            "Score range [-971.530, 30.961]\n",
            "simulation run time 1.395721197128296\n",
            "Evaluating 450 test episodes\n",
            "final fitness compute time 40.0680091381073\n",
            "\n",
            "Population's average fitness: -1.17205 stdev: 6.37030\n",
            "Best fitness: -0.29384 - size: (25, 28) - species 251 - id 91923\n",
            "\n",
            "Species 249 with 17 members is stagnated: removing it\n",
            "Average adjusted fitness: 0.989\n",
            "Mean genetic distance 3.884, standard deviation 1.154\n",
            "Population of 152 members in 5 species:\n",
            "   ID   age  size   fitness   adj fit  stag\n",
            "  ====  ===  ====  =========  =======  ====\n",
            "   248   27    30     -0.294    1.000    23\n",
            "   250   21    30     -2.089    0.962     7\n",
            "   251   16    30     -0.593    0.994    10\n",
            "   252   14    30     -0.558    0.994     9\n",
            "   253    3    32     -0.570    0.994     2\n",
            "Total extinctions: 0\n",
            "Generation time: 41.778 sec (38.220 average)\n",
            "\n",
            " ****** Running generation 681 ****** \n",
            "\n",
            "network creation time 0.016446590423583984\n",
            "Evaluating 450 test episodes\n"
          ]
        }
      ],
      "source": [
        "pop = neat.Population(config)\n",
        "stats = neat.StatisticsReporter()\n",
        "pop.add_reporter(stats)\n",
        "pop.add_reporter(neat.StdOutReporter(True))\n",
        "# Checkpoint every 25 generations or 900 seconds.\n",
        "pop.add_reporter(neat.Checkpointer(25, 900))\n",
        "\n",
        "# Run until the winner from a generation is able to solve the environment\n",
        "# or the user interrupts the process.\n",
        "ec = PooledErrorCompute(NUM_CORES)\n",
        "while 1:\n",
        "  try:\n",
        "    gen_best = pop.run(ec.evaluate_genomes, 5)\n",
        "\n",
        "    # print(gen_best)\n",
        "\n",
        "    #visualize.plot_stats(stats, ylog=False, view=False, filename=\"fitness.svg\")\n",
        "\n",
        "    plt.plot(ec.episode_score, 'g-', label='score')\n",
        "    plt.plot(ec.episode_length, 'b-', label='length')\n",
        "    plt.grid()\n",
        "    plt.legend(loc='best')\n",
        "    plt.savefig(\"scores.svg\")\n",
        "    plt.close()\n",
        "\n",
        "    mfs = sum(stats.get_fitness_mean()[-5:]) / 5.0\n",
        "    print(\"Average mean fitness over last 5 generations: {0}\".format(mfs))\n",
        "\n",
        "    mfs = sum(stats.get_fitness_stat(min)[-5:]) / 5.0\n",
        "    print(\"Average min fitness over last 5 generations: {0}\".format(mfs))\n",
        "\n",
        "    # Use the best genomes seen so far as an ensemble-ish control system.\n",
        "    best_genomes = stats.best_unique_genomes(3)\n",
        "    best_networks = []\n",
        "    for g in best_genomes:\n",
        "        best_networks.append(neat.nn.FeedForwardNetwork.create(g, config))\n",
        "\n",
        "    solved = True\n",
        "    best_scores = []\n",
        "    for k in range(100):\n",
        "        observation = env.reset()\n",
        "        score = 0\n",
        "        step = 0\n",
        "        while 1:\n",
        "            step += 1\n",
        "            # Use the total reward estimates from all five networks to\n",
        "            # determine the best action given the current state.\n",
        "            votes = np.zeros((4,))\n",
        "            for n in best_networks:\n",
        "                output = n.activate(observation)\n",
        "                votes[np.argmax(output)] += 1\n",
        "\n",
        "            best_action = np.argmax(votes)\n",
        "            observation, reward, done, info = env.step(best_action)\n",
        "            score += reward\n",
        "            env.render()\n",
        "            if done:\n",
        "                break\n",
        "\n",
        "        ec.episode_score.append(score)\n",
        "        ec.episode_length.append(step)\n",
        "\n",
        "        best_scores.append(score)\n",
        "        avg_score = sum(best_scores) / len(best_scores)\n",
        "        print(k, score, avg_score)\n",
        "        if avg_score < 200:\n",
        "            solved = False\n",
        "            break\n",
        "\n",
        "    if solved:\n",
        "        print(\"Solved.\")\n",
        "\n",
        "        # Save the winners.\n",
        "        for n, g in enumerate(best_genomes):\n",
        "            name = 'winner-{0}'.format(n)\n",
        "            with open(name + '.pickle', 'wb') as f:\n",
        "                pickle.dump(g, f)\n",
        "\n",
        "            #visualize.draw_net(config, g, view=False, filename=name + \"-net.gv\")\n",
        "            #visualize.draw_net(config, g, view=False, filename=name + \"-net-pruned.gv\", prune_unused=True)\n",
        "\n",
        "        break\n",
        "  except KeyboardInterrupt:\n",
        "      print(\"User break.\")\n",
        "      break\n",
        "\n",
        "env.close()"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "collapsed_sections": [],
      "name": "EDL_11_4_NEAT_LunarLander.ipynb",
      "provenance": [],
      "authorship_tag": "ABX9TyMOVE9GwZCBKQNcvdqhesY8",
      "include_colab_link": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}