Experiment_4_5_6_code.ipynb

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    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "_JMG281MjMql"
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      "source": [
        "import numpy # used for vector/tensor operations\n",
        "import torch # used for vector/tensor operations\n",
        "import torch.distributions # used for sampling\n",
        "\n",
        "# globals\n",
        "DIM = 4*3\n",
        "POPULATION_SIZE = 15\n",
        "#MUTATION_RATE = 0.05\n",
        "MUTATION_RATE = 0.05\n",
        "TAU_PRIME = 0.34\n",
        "TAU = 0.5\n",
        "\n",
        "# TAU_PRIME = 1/numpy.sqrt(2*numpy.sqrt(DIM))\n",
        "# TAU = 1/numpy.sqrt(2*DIM)\n",
        "\n",
        "LAMBDA = 100\n",
        "MU = POPULATION_SIZE\n",
        "CROSSOVER_RATE = 0.0\n",
        "NUM_GENERATIONS = 100\n",
        "PROBLEM_NAME = \"Iris\"\n",
        "GA_ES = \"ES\""
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "(100, 4) := X\n",
        "(4, 3) := W\n",
        "Y = XW\n",
        "\n",
        "W = (X^T X)^(-1) XY\n",
        "\n",
        "Y := (100, 3)"
      ],
      "metadata": {
        "id": "iD0R9Xer_dny"
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    {
      "cell_type": "code",
      "source": [
        "def ES_Population_Init(population_size, low=-10, high=10):\n",
        "    \"\"\"\n",
        "    randomly intializes a population of population_size with\n",
        "    each individual stored a real number between -10 and 10\n",
        "    \"\"\"\n",
        "\n",
        "    # creates a uniform distributions with a batch_size of num_genes\n",
        "    # which samples between -10 and 10.\n",
        "    dist = torch.distributions.Uniform(torch.full((DIM,), -10.0), torch.full((DIM,), 10.0))\n",
        "\n",
        "    # takes population_size samples from the distribution\n",
        "    points = dist.sample((population_size,))\n",
        "\n",
        "    # initalizes stds to 1.0\n",
        "    stds = torch.ones((population_size, DIM))\n",
        "\n",
        "    # returns population\n",
        "    return torch.cat((points, stds), dim=1)\n",
        "\n",
        "\n",
        "def Iris_Fitness(population, X_train, y_train):\n",
        "    \"\"\"\n",
        "    computes the accuracy on iris for each member of the population\n",
        "    and returns a 1D tensor tensor with all these values\n",
        "    \"\"\"\n",
        "\n",
        "    #logits = numpy.matmul(population[:, :DIM].reshape(-1, 4), X_train.T)\n",
        "\n",
        "    logits = numpy.matmul(population[:, :DIM].reshape(-1, 3, 4), X_train.T)\n",
        "\n",
        "    #print(logits.shape)\n",
        "\n",
        "    #logits = logits.reshape(-1, 3, X_train.shape[0])\n",
        "\n",
        "    predictions = numpy.argmax(logits, axis=1)\n",
        "\n",
        "    #print(predictions.shape)\n",
        "\n",
        "    #print(y_train.shape)\n",
        "\n",
        "    accuracy = numpy.equal(predictions, y_train)\n",
        "\n",
        "    #print(accuracy)\n",
        "\n",
        "    accuracy = torch.mean(accuracy.float(), dim=1)\n",
        "\n",
        "    # returns fitness\n",
        "    return accuracy\n",
        "\n",
        "\n",
        "def ES_Himmelblau_Fitness(population):\n",
        "    \"\"\"\n",
        "    computes the Himmelblau fitness for each member of the population\n",
        "    and returns a 1D tensor tensor with all this values\n",
        "    \"\"\"\n",
        "\n",
        "    # get x and y from the population\n",
        "    x = population[:, 0]\n",
        "    y = population[:, 1]\n",
        "\n",
        "    # calculates the Himmelblau fitness\n",
        "    himmelblau = (x**2 + y - 11)**2 + (x + y**2 - 7)**2\n",
        "\n",
        "    # returns fitness\n",
        "    return -himmelblau\n",
        "\n",
        "\n",
        "def Calculate_Fitness(population, X_train, y_train):\n",
        "    \"\"\"\n",
        "    calls a function to calculate fitness\n",
        "    used to make it easy to switch out the fitness function\n",
        "    \"\"\"\n",
        "    return Iris_Fitness(population, X_train, y_train)\n",
        "\n",
        "\n",
        "def ES_Mutate(population, tau_prime, tau, epsilon=0.01, mutation_rate=1.0):\n",
        "    \"\"\"\n",
        "    mutates the population\n",
        "    as per the book/HW, we assume that the mutation_rate is 1.0\n",
        "    \"\"\"\n",
        "    # creates a normal distribution with mean 0.0 and std 1.0\n",
        "    dist = torch.distributions.Normal(0.0, 1.0)\n",
        "\n",
        "    # individual wide samples\n",
        "    individual_samples = dist.sample((population.shape[0], 1))\n",
        "\n",
        "    # gene specific samples\n",
        "    gene_samples = dist.sample((population.shape[0], DIM))\n",
        "\n",
        "    # updates stds\n",
        "    population[:, DIM:] *= torch.exp(tau_prime * individual_samples + tau * gene_samples)\n",
        "\n",
        "    # increase stds that are too small to be equal to epsilon\n",
        "    population[:, DIM:][population[:, DIM:] < epsilon] = epsilon\n",
        "\n",
        "    # update points\n",
        "    population[:, :DIM] += population[:, DIM:] * gene_samples\n",
        "\n",
        "    # returns population\n",
        "    return population\n",
        "\n",
        "\n",
        "def ES_Population_Make_New_Generation(population):\n",
        "    \"\"\"\n",
        "    samples parents, recombines parents to create children, mutates children,\n",
        "    and selects new generation\n",
        "    \"\"\"\n",
        "    # calculates uniform probabilities for parents\n",
        "    uniform_probs = torch.full((population.shape[0],), 1/population.shape[0])\n",
        "\n",
        "    # distribution used to select parents\n",
        "    parent_selection_dist = torch.distributions.Categorical(probs=uniform_probs)\n",
        "\n",
        "    # get parent indices\n",
        "    parent_idx = parent_selection_dist.sample((LAMBDA,))\n",
        "\n",
        "    # get parents\n",
        "    parents = population[parent_idx]\n",
        "\n",
        "    # creates children with intermediate recombination.\n",
        "    # I am using intermediate recombination over discrete recombination\n",
        "    # since intermediate recombination can select values for the child that\n",
        "    # are not contained in any parent. I thought that this might be helpful\n",
        "    # when looking at the loss landscape.\n",
        "    # Additionally, there is a note an page 65 of the textbook indicating the \n",
        "    # intermediate selection tends to work well with self-adaptation.\n",
        "    # each pair of parents creates two children.\n",
        "    children = torch.zeros_like(parents)\n",
        "\n",
        "    for i in range(0, parents.shape[0]-1, 2):\n",
        "        # create first child\n",
        "        crossover = numpy.random.uniform() < CROSSOVER_RATE\n",
        "\n",
        "        # note that I use two different alpha values and sample alpha from\n",
        "        # a normal distribution. This is slightly different than what the book does\n",
        "        # but I though that this could be helpful and provide more diversity.\n",
        "        if crossover:\n",
        "            alpha_1 = numpy.random.uniform()\n",
        "            child1 = alpha_1 * parents[i] + (1 - alpha_1) * parents[i+1]\n",
        "        else:\n",
        "            child1 = parents[i]\n",
        "\n",
        "        # create second child\n",
        "        crossover = numpy.random.uniform() < CROSSOVER_RATE\n",
        "\n",
        "        if crossover:\n",
        "            alpha_2 = numpy.random.uniform()\n",
        "            child2 = alpha_2 * parents[i] + (1 - alpha_2) * parents[i+1]\n",
        "        else:\n",
        "            child2 = parents[i+1]\n",
        "\n",
        "        # store children\n",
        "        children[i], children[i+1] = child1, child2\n",
        "\n",
        "    # mutate children\n",
        "    children = ES_Mutate(children, TAU_PRIME, TAU)\n",
        "\n",
        "    # select next generation with (mu, lambda) selection.\n",
        "    # I am using this type of selection, since the book has\n",
        "    # a note on page 89 saying that (mu, lambda) selection\n",
        "    # is preferred for Evolutionary Strategies. \n",
        "    # The most relavent section from the book seems to be\n",
        "    # \"(mu + lambda) selection hinders the self-adaptation mechanism\n",
        "    # to adapt strategy parameters.\"\n",
        "    sorted_children = sorted(children[:, None, :], key=lambda x: Calculate_Fitness(x, X_train, y_train).item())\n",
        "    next_gen = sorted_children[-population.shape[0]:]\n",
        "\n",
        "    return torch.cat(next_gen)\n",
        "\n",
        "\n",
        "def ES_Diversity(population):\n",
        "    \"\"\"\n",
        "    calculates the diversity of the population as the\n",
        "    Euclidian distance between the members of the population\n",
        "    that are furthest apart in GENOME SPACE\n",
        "    \"\"\"\n",
        "    max_dist = 0.0\n",
        "\n",
        "    for i in range(population.shape[0]):\n",
        "        for j in range(population.shape[0]):\n",
        "            dist = torch.sqrt(torch.sum((population[i] - population[j])**2)).item()\n",
        "\n",
        "            if dist > max_dist:\n",
        "                max_dist = dist\n",
        "\n",
        "    return max_dist"
      ],
      "metadata": {
        "id": "pj7VcjZ8u4PY"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def Calculate_Iris_Ensemble_Fitness(population, X_train, y_train):\n",
        "  \"\"\"\n",
        "  Combines individual prediction to make ensemble prediction\n",
        "  \"\"\"\n",
        "\n",
        "  # logits for the individuals\n",
        "  logits = numpy.matmul(population[:, :DIM].reshape(-1, 3, 4), X_train.T)\n",
        "\n",
        "  # predictions for the individuals\n",
        "  predictions = numpy.argmax(logits, axis=1)\n",
        "\n",
        "  #print(predictions)\n",
        "  #print(predictions.shape)\n",
        "\n",
        "  # ensemble predictions\n",
        "  ensemble_predictions = torch.mode(predictions, dim=0)[0]\n",
        "\n",
        "  # calculate ensemble accuracy\n",
        "  accuracy = numpy.equal(ensemble_predictions, y_train)\n",
        "\n",
        "  accuracy = torch.mean(accuracy.float())\n",
        "\n",
        "  # returns fitness\n",
        "  return accuracy"
      ],
      "metadata": {
        "id": "8SsDuiwBuucO"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn import datasets\n",
        "from sklearn.utils import shuffle"
      ],
      "metadata": {
        "id": "He32AP4funyv"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# load in data\n",
        "iris = datasets.load_iris()\n",
        "\n",
        "X = iris.data[:100]\n",
        "y = iris.target[:100]\n",
        "\n",
        "# X = iris.data\n",
        "# y = iris.target"
      ],
      "metadata": {
        "id": "QjOQQUI7jhIz"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "NUM_RUNS = 1000\n",
        "NOISE = 0.25\n",
        "SHIFT = 0.25\n",
        "\n",
        "if __name__ == '__main__':\n",
        "  dist = torch.distributions.normal.Normal(loc=torch.zeros(4), scale=torch.ones(4))\n",
        "\n",
        "  baseline_accuracy = []\n",
        "  ensemble_accuracy = []\n",
        "  train_max_accuracy = [ [] for _ in range(NUM_RUNS) ]\n",
        "  train_average_accuracy = [ [] for _ in range(NUM_RUNS) ]\n",
        "\n",
        "  for i in range(NUM_RUNS):\n",
        "    # shuffle data\n",
        "    X, y = shuffle(X, y)\n",
        "    noise = dist.sample((25,)) * NOISE\n",
        "    shift = dist.sample() * SHIFT\n",
        "\n",
        "    # split into train and test\n",
        "    X_train = X[:75]\n",
        "    X_test = X[75:] + numpy.array(noise) + numpy.array(shift)\n",
        "\n",
        "    y_train = y[:75]\n",
        "    y_test = y[75:]\n",
        "\n",
        "    max_fitnesses = [[], [], []]\n",
        "    average_fitnesses = [[], [], []]\n",
        "\n",
        "    # initializes the population\n",
        "    population_1 = ES_Population_Init(POPULATION_SIZE, -30, -10)\n",
        "    population_2 = ES_Population_Init(POPULATION_SIZE, -10, 10)\n",
        "    population_3 = ES_Population_Init(POPULATION_SIZE, 10, 30)\n",
        "\n",
        "    populations = [population_1, population_2, population_3]\n",
        "\n",
        "    # used for comvergence termination\n",
        "    # terminate = (torch.max(Calculate_Fitness(population, X_train, y_train)), 0)\n",
        "\n",
        "    # training loop\n",
        "    for generation_count in range(NUM_GENERATIONS):\n",
        "        # calculates population statistics\n",
        "        max_fitness = [torch.max(Calculate_Fitness(population, X_train, y_train)).item() for population in populations]\n",
        "        average_fitness = [float(torch.mean(Calculate_Fitness(population, X_train, y_train))) for population in populations]\n",
        "\n",
        "        #train_max_accuracy[i].append(max_fitness.item())\n",
        "        #train_average_accuracy[i].append(average_fitness)\n",
        "\n",
        "        # prints population statistics\n",
        "        if generation_count == 0:\n",
        "            print(f\"{PROBLEM_NAME} {GA_ES} {MU} {LAMBDA} {TAU} {CROSSOVER_RATE} {generation_count} {generation_count*100} {max_fitness} {average_fitness}\")\n",
        "\n",
        "        # exchange information\n",
        "        if generation_count % 25 == 0:\n",
        "          i = numpy.random.randint(0, MU)\n",
        "\n",
        "          pop_1 = populations[0][i].clone()\n",
        "          pop_2 = populations[1][i].clone()\n",
        "          pop_3 = populations[2][i].clone()\n",
        "\n",
        "          populations[0][i] = pop_3\n",
        "          populations[1][i] = pop_1\n",
        "          populations[2][i] = pop_2\n",
        "\n",
        "        # creates new generation\n",
        "        for i in range(len(populations)):\n",
        "          populations[i] = ES_Population_Make_New_Generation(populations[i])\n",
        "\n",
        "        # append to lists\n",
        "        max_fitnesses.append(max_fitness)\n",
        "        average_fitnesses.append(average_fitness)\n",
        "\n",
        "        # prints population statistics\n",
        "        # print(f\"{generation_count} {max_fitness} {average_fitness}\")\n",
        "\n",
        "        # handles termination\n",
        "        if generation_count == NUM_GENERATIONS-1:\n",
        "            print(f\"{i} Generational Bound Reached\")\n",
        "            break\n",
        "        #elif ((max_fitnesses-terminate[0])/(abs(terminate[0])+1e-5)) < 0.02:\n",
        "            #terminate = (terminate[0], terminate[1]+1)\n",
        "\n",
        "            # if we haven't improve at least 2% in the last\n",
        "            # 20 generations then terminate\n",
        "            #if terminate[1] >= 20:\n",
        "              #pass\n",
        "                #print(\"Convergence Termination\")\n",
        "                #break\n",
        "        #else:\n",
        "            #terminate = (max_fitnesses, 0)\n",
        "\n",
        "    print(f\"{PROBLEM_NAME} {GA_ES} {MU} {LAMBDA} {TAU} {CROSSOVER_RATE} {generation_count} {generation_count*100} {max_fitness} {average_fitness}\")\n",
        "\n",
        "    # calculate test performance\n",
        "    #population = populations[0] + populations[1] + populations[2]\n",
        "\n",
        "    #populations[0] = sorted(populations[0][:, None, :], key=lambda x: Calculate_Fitness(x, X_train, y_train).item())[-5:]\n",
        "    #populations[1] = sorted(populations[1][:, None, :], key=lambda x: Calculate_Fitness(x, X_train, y_train).item())[-5:]\n",
        "    #populations[2] = sorted(populations[2][:, None, :], key=lambda x: Calculate_Fitness(x, X_train, y_train).item())[-5:]\n",
        "\n",
        "    #population = torch.cat((populations[0] + populations[1] + populations[2]))\n",
        "    #population = populations[0] + populations[1] + populations[2]\n",
        "\n",
        "    population = torch.cat((populations[0], populations[1], populations[2]))\n",
        "\n",
        "    print(population.shape)\n",
        "\n",
        "    best_idx = torch.argmax(Calculate_Fitness(population, X_train, y_train))\n",
        "    best = population[best_idx]\n",
        "\n",
        "    best_acc = Calculate_Fitness(best[None], X_test, y_test)\n",
        "\n",
        "    baseline_accuracy.append(best_acc.item())\n",
        "\n",
        "    ensemble_acc = Calculate_Iris_Ensemble_Fitness(population, X_test, y_test)\n",
        "\n",
        "    ensemble_accuracy.append(ensemble_acc.item())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "DIa8brpQ7_VX",
        "outputId": "9394de71-e187-41c8-8a19-19607773b00e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.5199999809265137] [0.23466666042804718, 0.2639999985694885, 0.3448888659477234]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.8666666746139526, 0.5733333230018616, 0.653333306312561] [0.35822221636772156, 0.25866666436195374, 0.35466668009757996]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.54666668176651, 1.0] [0.2808889150619507, 0.3128889203071594, 0.4320000112056732]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5066666603088379, 0.5066666603088379] [0.37511110305786133, 0.3333333432674408, 0.3733333349227905]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5600000023841858, 1.0] [0.4364444315433502, 0.4026666581630707, 0.31911107897758484]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 1.0, 0.5333333611488342] [0.24533334374427795, 0.3831111192703247, 0.2844444215297699]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 1.0] [0.37688887119293213, 0.320000022649765, 0.43022221326828003]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.9866666793823242, 0.5066666603088379] [0.4008888900279999, 0.36266666650772095, 0.36266666650772095]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 1.0] [0.29422223567962646, 0.23200000822544098, 0.36622223258018494]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 1.0] [0.46222221851348877, 0.3377777636051178, 0.3404444456100464]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.5333333611488342] [0.20355555415153503, 0.3431110978126526, 0.2666666805744171]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.9466666579246521, 0.5199999809265137] [0.41777774691581726, 0.35377776622772217, 0.3324444591999054]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 1.0] [0.2248888909816742, 0.30133333802223206, 0.41244444251060486]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.5600000023841858] [0.328000009059906, 0.328000009059906, 0.3431110978126526]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.9866666793823242] [0.23911111056804657, 0.3466666638851166, 0.41511112451553345]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 1.0, 0.5333333611488342] [0.20266667008399963, 0.2924444079399109, 0.2124444544315338]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9733333587646484, 1.0, 0.5600000023841858] [0.445333331823349, 0.36533334851264954, 0.31733331084251404]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9733333587646484, 0.5199999809265137, 0.5199999809265137] [0.3217777907848358, 0.36888888478279114, 0.36177778244018555]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.8266666531562805, 0.6666666865348816, 0.5199999809265137] [0.32533329725265503, 0.2257777899503708, 0.328888863325119]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.8799999952316284, 0.5066666603088379] [0.36355555057525635, 0.3742222189903259, 0.3377777934074402]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 1.0, 0.5066666603088379] [0.4008888900279999, 0.5022222399711609, 0.3253333270549774]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5600000023841858, 0.5866666436195374, 0.5600000023841858] [0.3386666476726532, 0.31822219491004944, 0.3262222409248352]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6800000071525574, 0.5066666603088379, 0.5066666603088379] [0.35733330249786377, 0.30133333802223206, 0.36711111664772034]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6133333444595337, 0.5199999809265137, 0.9866666793823242] [0.30666667222976685, 0.31466665863990784, 0.36444443464279175]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.54666668176651, 0.5866666436195374] [0.3271111249923706, 0.2248888909816742, 0.2693333327770233]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.5066666603088379] [0.3377777636051178, 0.2613333463668823, 0.35022222995758057]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.5066666603088379, 0.9866666793823242] [0.343999981880188, 0.19822221994400024, 0.42222219705581665]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5199999809265137, 0.5199999809265137] [0.36800000071525574, 0.14044444262981415, 0.2888888716697693]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.9599999785423279, 0.5066666603088379] [0.35999998450279236, 0.24444444477558136, 0.2675555646419525]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9866666793823242, 1.0, 1.0] [0.2746666669845581, 0.3733333349227905, 0.4622221887111664]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6000000238418579, 0.9066666960716248, 0.54666668176651] [0.3831110894680023, 0.30755555629730225, 0.36977776885032654]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.9599999785423279, 0.9866666793823242] [0.339555561542511, 0.3822222352027893, 0.4346666634082794]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5333333611488342, 0.5333333611488342] [0.3724444508552551, 0.3315555453300476, 0.3742222189903259]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5066666603088379, 0.5066666603088379] [0.4017777740955353, 0.36711111664772034, 0.23555555939674377]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.54666668176651, 0.54666668176651] [0.3342222571372986, 0.338666707277298, 0.29333335161209106]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.9599999785423279, 0.54666668176651] [0.3946666717529297, 0.3813333511352539, 0.35377779603004456]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9866666793823242, 1.0, 0.5066666603088379] [0.2693333327770233, 0.3884444534778595, 0.335999995470047]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.6133333444595337, 0.5333333611488342] [0.351999968290329, 0.47555550932884216, 0.29333335161209106]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.8666666746139526, 0.8533333539962769, 0.6266666650772095] [0.31733331084251404, 0.37066665291786194, 0.3360000252723694]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.5199999809265137] [0.23111110925674438, 0.37422218918800354, 0.2782222032546997]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.54666668176651, 1.0] [0.29866665601730347, 0.4382222294807434, 0.3377777636051178]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.5066666603088379] [0.32266664505004883, 0.2657777667045593, 0.36355555057525635]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6399999856948853, 0.5199999809265137, 0.5199999809265137] [0.2897777855396271, 0.3431110978126526, 0.30933332443237305]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 1.0, 1.0] [0.2888889014720917, 0.3911111056804657, 0.25244444608688354]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 1.0] [0.4542222023010254, 0.35288888216018677, 0.35644441843032837]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.54666668176651, 0.54666668176651] [0.36444443464279175, 0.30311110615730286, 0.3262222111225128]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.6399999856948853, 0.9333333373069763] [0.23200000822544098, 0.21155555546283722, 0.41511109471321106]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.5199999809265137] [0.2284444272518158, 0.17866666615009308, 0.4328888952732086]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 0.5333333611488342] [0.3493333160877228, 0.3191111385822296, 0.3422222435474396]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 1.0] [0.3324444591999054, 0.31111109256744385, 0.35377776622772217]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.6000000238418579] [0.3342222273349762, 0.3413333296775818, 0.30933332443237305]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9866666793823242, 1.0, 0.5333333611488342] [0.445333331823349, 0.30933332443237305, 0.2266666740179062]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5600000023841858, 0.5600000023841858, 0.5600000023841858] [0.3342222273349762, 0.36266666650772095, 0.2808888852596283]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.5066666603088379] [0.3324444591999054, 0.30133333802223206, 0.1600000113248825]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6399999856948853, 0.7866666913032532, 0.7733333110809326] [0.31111109256744385, 0.2835555374622345, 0.37511110305786133]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 1.0, 0.5066666603088379] [0.3991111218929291, 0.31733331084251404, 0.4017777740955353]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5600000023841858, 0.5600000023841858, 1.0] [0.24533334374427795, 0.3262222111225128, 0.3866666853427887]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5066666603088379, 0.5066666603088379] [0.41955554485321045, 0.40888887643814087, 0.3920000195503235]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 1.0, 0.9599999785423279] [0.23644444346427917, 0.3742222189903259, 0.40799999237060547]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 1.0, 1.0] [0.30044445395469666, 0.3324444591999054, 0.45777779817581177]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5600000023841858, 0.5199999809265137] [0.3982222378253937, 0.2800000011920929, 0.3368888795375824]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 1.0, 0.5199999809265137] [0.3973333239555359, 0.37688887119293213, 0.2942222058773041]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9866666793823242, 0.9466666579246521, 0.5600000023841858] [0.3911111056804657, 0.2782222032546997, 0.351999968290329]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 0.7599999904632568] [0.40622222423553467, 0.2675555646419525, 0.320000022649765]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 1.0, 0.9733333587646484] [0.3964444398880005, 0.40711110830307007, 0.31288889050483704]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5600000023841858, 0.7866666913032532, 0.8799999952316284] [0.36800000071525574, 0.32355552911758423, 0.41066664457321167]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 1.0, 1.0] [0.40711110830307007, 0.37066665291786194, 0.36177778244018555]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.8266666531562805, 1.0, 0.9599999785423279] [0.4515555500984192, 0.3377777636051178, 0.456888884305954]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9866666793823242, 0.5066666603088379, 0.7333333492279053] [0.31199997663497925, 0.2639999985694885, 0.29866665601730347]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.7066666483879089, 0.6933333277702332] [0.5022222399711609, 0.3466666638851166, 0.3448888659477234]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.6000000238418579, 0.5066666603088379] [0.4977777898311615, 0.3946666717529297, 0.3955555558204651]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.5199999809265137] [0.3297777771949768, 0.37777775526046753, 0.3279999792575836]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.8666666746139526, 0.5066666603088379] [0.46755555272102356, 0.3742222189903259, 0.2684444487094879]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.9466666579246521, 0.9733333587646484] [0.30844447016716003, 0.43022221326828003, 0.42844444513320923]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 1.0, 0.5066666603088379] [0.41422221064567566, 0.31288889050483704, 0.20088888704776764]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.7333333492279053, 1.0] [0.3333333432674408, 0.320888876914978, 0.3511110842227936]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 1.0, 0.5199999809265137] [0.3306666612625122, 0.3733333349227905, 0.35377776622772217]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.7866666913032532, 0.9866666793823242] [0.2835555672645569, 0.3306666612625122, 0.3768889009952545]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 1.0, 0.5866666436195374] [0.3342222571372986, 0.4479999840259552, 0.31022223830223083]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5066666603088379, 0.5066666603088379] [0.3955555558204651, 0.29866665601730347, 0.3333333432674408]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 0.5733333230018616] [0.2622222304344177, 0.24533334374427795, 0.2684444487094879]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.6266666650772095, 0.8933333158493042] [0.35555553436279297, 0.3404444456100464, 0.30933335423469543]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.8799999952316284, 0.5066666603088379] [0.36533334851264954, 0.35377779603004456, 0.2693333327770233]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.54666668176651, 0.8666666746139526] [0.2702222168445587, 0.339555561542511, 0.36533334851264954]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.54666668176651, 0.5866666436195374] [0.31644442677497864, 0.24266666173934937, 0.2764444351196289]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 1.0, 0.5199999809265137] [0.35911113023757935, 0.30133333802223206, 0.18577776849269867]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.9066666960716248, 0.5199999809265137] [0.3422222137451172, 0.42222222685813904, 0.30044445395469666]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.9333333373069763, 0.5066666603088379] [0.3333333432674408, 0.37511110305786133, 0.24177776277065277]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.9733333587646484, 0.5066666603088379] [0.4364444315433502, 0.46044445037841797, 0.29422223567962646]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.5199999809265137] [0.3324444591999054, 0.4017777740955353, 0.3351111114025116]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5199999809265137, 0.5199999809265137] [0.4355555474758148, 0.3813333213329315, 0.3786666691303253]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 1.0] [0.2897777557373047, 0.35466665029525757, 0.2933333218097687]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9066666960716248, 0.54666668176651, 0.54666668176651] [0.42044445872306824, 0.2231111228466034, 0.1697777956724167]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5866666436195374, 1.0] [0.26222220063209534, 0.23822221159934998, 0.4399999976158142]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6000000238418579, 1.0, 0.5333333611488342] [0.3946667015552521, 0.3146666884422302, 0.36266666650772095]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 0.47999998927116394] [0.20444443821907043, 0.29422223567962646, 0.2684444487094879]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.9466666579246521, 0.9866666793823242] [0.3724444508552551, 0.3368888795375824, 0.36533334851264954]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.8666666746139526, 1.0, 0.5600000023841858] [0.4284444749355316, 0.31111112236976624, 0.35822221636772156]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5600000023841858, 0.5066666603088379] [0.17688888311386108, 0.24888888001441956, 0.26311108469963074]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.8533333539962769, 0.5066666603088379] [0.3511110842227936, 0.4560000002384186, 0.30222222208976746]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.5866666436195374, 0.5600000023841858] [0.2800000011920929, 0.35377779603004456, 0.41155555844306946]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.9599999785423279] [0.3271110951900482, 0.24888888001441956, 0.3466666638851166]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 1.0, 0.5333333611488342] [0.2871111333370209, 0.3822222352027893, 0.3262222409248352]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.54666668176651, 0.54666668176651] [0.23022222518920898, 0.320888876914978, 0.2924444377422333]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.6399999856948853, 1.0] [0.30044442415237427, 0.20444443821907043, 0.46755555272102356]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 1.0] [0.3448888957500458, 0.3333333432674408, 0.3217777609825134]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5199999809265137, 0.8399999737739563] [0.42222219705581665, 0.30399999022483826, 0.35822218656539917]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6399999856948853, 0.5866666436195374, 0.5066666603088379] [0.40711110830307007, 0.36800000071525574, 0.24444442987442017]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.8399999737739563] [0.23111110925674438, 0.3973332941532135, 0.2622222304344177]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5600000023841858, 0.5600000023841858, 0.5600000023841858] [0.40266668796539307, 0.3368888795375824, 0.3946666717529297]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.8799999952316284, 1.0, 0.5733333230018616] [0.2604444622993469, 0.37155553698539734, 0.2648888826370239]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.7333333492279053, 1.0] [0.36355555057525635, 0.30399999022483826, 0.3306666612625122]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5866666436195374, 0.7733333110809326] [0.29777777194976807, 0.31111109256744385, 0.30222222208976746]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.7066666483879089, 1.0, 1.0] [0.3404444456100464, 0.3671111464500427, 0.46666669845581055]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5866666436195374, 0.9200000166893005, 0.6666666865348816] [0.3466666638851166, 0.3884444236755371, 0.29866665601730347]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.9599999785423279, 0.7866666913032532] [0.2719999849796295, 0.30755555629730225, 0.2835555374622345]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9466666579246521, 0.5066666603088379, 0.5066666603088379] [0.25955554842948914, 0.23644444346427917, 0.36000001430511475]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5600000023841858, 1.0, 0.5333333611488342] [0.30666667222976685, 0.35733333230018616, 0.23200000822544098]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 1.0, 0.5199999809265137] [0.4320000112056732, 0.30755555629730225, 0.24355556070804596]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.7333333492279053, 1.0, 0.9866666793823242] [0.3457777798175812, 0.42844444513320923, 0.37155553698539734]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 1.0, 0.5199999809265137] [0.25955554842948914, 0.343999981880188, 0.4008888900279999]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9333333373069763, 0.5199999809265137, 0.5199999809265137] [0.343999981880188, 0.35466665029525757, 0.31022220849990845]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9733333587646484, 0.5066666603088379, 1.0] [0.4364444315433502, 0.3937777876853943, 0.3413333296775818]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.54666668176651, 0.54666668176651] [0.3146666884422302, 0.2755555510520935, 0.339555561542511]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 0.6266666650772095] [0.3324444591999054, 0.30933335423469543, 0.24622221291065216]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 1.0] [0.25333333015441895, 0.36711111664772034, 0.3128889203071594]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 1.0, 0.5066666603088379] [0.1751111000776291, 0.2719999849796295, 0.30133333802223206]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.9866666793823242, 0.6000000238418579] [0.339555561542511, 0.339555561542511, 0.36000001430511475]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6133333444595337, 0.9866666793823242, 0.5866666436195374] [0.30311110615730286, 0.41866669058799744, 0.18933333456516266]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 1.0, 0.5199999809265137] [0.41422221064567566, 0.5413333177566528, 0.36444440484046936]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5866666436195374, 1.0, 0.9866666793823242] [0.29600000381469727, 0.2693333327770233, 0.4924444556236267]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 0.5333333611488342] [0.41155555844306946, 0.3511110842227936, 0.2266666740179062]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.4933333396911621] [0.320000022649765, 0.19911111891269684, 0.31288889050483704]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5066666603088379, 0.5066666603088379] [0.3342222273349762, 0.2719999849796295, 0.30222222208976746]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5600000023841858, 0.8133333325386047, 0.5600000023841858] [0.40711113810539246, 0.35822221636772156, 0.3964444696903229]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5199999809265137, 0.5199999809265137] [0.35555553436279297, 0.1688888818025589, 0.30133333802223206]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 1.0] [0.3271111249923706, 0.25333335995674133, 0.3217777907848358]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 1.0] [0.3324444591999054, 0.3724444508552551, 0.43022221326828003]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.7333333492279053, 1.0] [0.3448888659477234, 0.31377777457237244, 0.29600000381469727]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 1.0] [0.30399999022483826, 0.2631111145019531, 0.2675555646419525]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5600000023841858, 0.6399999856948853] [0.3973333239555359, 0.2755555510520935, 0.31022220849990845]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 1.0, 0.5199999809265137] [0.3333333432674408, 0.4311111271381378, 0.2906666696071625]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.54666668176651, 0.54666668176651] [0.316444456577301, 0.3386666476726532, 0.3297777771949768]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.9599999785423279, 0.5066666603088379] [0.3324444591999054, 0.31733331084251404, 0.42399999499320984]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5199999809265137, 1.0] [0.23377777636051178, 0.37066665291786194, 0.324444442987442]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 1.0, 0.5333333611488342] [0.20977777242660522, 0.29955556988716125, 0.30577781796455383]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6933333277702332, 0.5066666603088379, 1.0] [0.3928889036178589, 0.3431110978126526, 0.36444443464279175]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.5333333611488342, 0.9866666793823242] [0.3813333511352539, 0.30488887429237366, 0.3208889067173004]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.6800000071525574] [0.19466666877269745, 0.2791110873222351, 0.445333331823349]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9599999785423279, 0.9599999785423279, 0.5199999809265137] [0.40799999237060547, 0.3333333432674408, 0.30311110615730286]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.9866666793823242] [0.3724444508552551, 0.3422222137451172, 0.3991111218929291]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 1.0, 0.5600000023841858] [0.2719999849796295, 0.31555554270744324, 0.3733333349227905]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5733333230018616, 0.9599999785423279] [0.30755555629730225, 0.25511112809181213, 0.3911111056804657]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9333333373069763, 1.0, 0.5333333611488342] [0.36977776885032654, 0.47466665506362915, 0.338666707277298]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9599999785423279, 1.0, 0.9733333587646484] [0.41066664457321167, 0.41777774691581726, 0.41599997878074646]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 1.0] [0.23022222518920898, 0.30311110615730286, 0.3342222273349762]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9866666793823242, 0.6133333444595337, 0.9733333587646484] [0.4897777736186981, 0.3377777636051178, 0.3413333296775818]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5333333611488342, 0.5333333611488342] [0.36888888478279114, 0.3333333432674408, 0.17955556511878967]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 0.5333333611488342] [0.30399999022483826, 0.19644445180892944, 0.3288888931274414]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.54666668176651, 0.54666668176651] [0.3235555589199066, 0.36711111664772034, 0.30311110615730286]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 1.0, 0.5199999809265137] [0.3377777636051178, 0.42933332920074463, 0.20355555415153503]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.6399999856948853] [0.29333335161209106, 0.2835555374622345, 0.2755555510520935]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.746666669845581, 0.6800000071525574] [0.43022218346595764, 0.3795555531978607, 0.351999968290329]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.8266666531562805, 0.5199999809265137] [0.3804444372653961, 0.2888888716697693, 0.23822221159934998]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5600000023841858, 1.0, 1.0] [0.4044444262981415, 0.25333335995674133, 0.3422222137451172]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5199999809265137, 0.5199999809265137] [0.3982222378253937, 0.24799998104572296, 0.29511111974716187]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.8399999737739563, 0.54666668176651, 1.0] [0.30311110615730286, 0.36177778244018555, 0.448888897895813]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.9866666793823242] [0.30222222208976746, 0.32266664505004883, 0.41600000858306885]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 1.0, 0.5066666603088379] [0.3333333432674408, 0.36000001430511475, 0.3493333160877228]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5333333611488342, 0.9200000166893005] [0.31377777457237244, 0.3315555453300476, 0.3297777771949768]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5066666603088379, 1.0] [0.2737777829170227, 0.2871111035346985, 0.30311110615730286]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5199999809265137, 0.5199999809265137] [0.2879999876022339, 0.2897777557373047, 0.23555555939674377]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.8266666531562805] [0.23644444346427917, 0.3288888931274414, 0.43111106753349304]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5600000023841858, 0.5600000023841858, 0.5733333230018616] [0.30399999022483826, 0.2924444377422333, 0.2977777421474457]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.9066666960716248, 0.5199999809265137] [0.25688889622688293, 0.36800000071525574, 0.3262222409248352]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.8533333539962769, 0.8933333158493042] [0.35644444823265076, 0.3884444534778595, 0.2862221896648407]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.8399999737739563, 0.5199999809265137, 0.5199999809265137] [0.23022222518920898, 0.2880000174045563, 0.3208889067173004]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 1.0, 0.5333333611488342] [0.3502222001552582, 0.3262222409248352, 0.19466666877269745]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.9866666793823242] [0.3404444456100464, 0.2924444377422333, 0.46577778458595276]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 1.0] [0.3928888738155365, 0.36000001430511475, 0.40622222423553467]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.8266666531562805, 0.5199999809265137, 0.5199999809265137] [0.42399999499320984, 0.42844444513320923, 0.34844446182250977]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 0.5333333611488342] [0.23555555939674377, 0.20533332228660583, 0.20355555415153503]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6133333444595337, 0.5066666603088379, 1.0] [0.2719999849796295, 0.36177778244018555, 0.4515555799007416]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.8933333158493042] [0.3893333375453949, 0.2666666805744171, 0.3253333270549774]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 1.0, 0.9733333587646484] [0.3440000116825104, 0.452444463968277, 0.42399996519088745]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9866666793823242, 0.5066666603088379, 0.5066666603088379] [0.23111110925674438, 0.3333333432674408, 0.30044445395469666]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.5066666603088379] [0.2684444487094879, 0.25866666436195374, 0.31288889050483704]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 1.0, 0.5333333611488342] [0.3306666612625122, 0.3733333349227905, 0.36088889837265015]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 1.0, 1.0] [0.4026666581630707, 0.31555554270744324, 0.3351111114025116]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.9733333587646484] [0.2675555646419525, 0.3893333077430725, 0.3342222273349762]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5066666603088379, 0.5066666603088379] [0.3333333432674408, 0.36888888478279114, 0.29600000381469727]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5600000023841858, 0.54666668176651] [0.3404444456100464, 0.3217777907848358, 0.30311110615730286]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9733333587646484, 0.9866666793823242, 1.0] [0.30755555629730225, 0.3982222378253937, 0.3413333296775818]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5066666603088379, 0.54666668176651] [0.4026666581630707, 0.2702222168445587, 0.2604444622993469]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5600000023841858, 1.0, 0.746666669845581] [0.36177778244018555, 0.30755555629730225, 0.35288888216018677]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 1.0, 0.9866666793823242] [0.25422221422195435, 0.3964444398880005, 0.3724444508552551]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 1.0, 0.5600000023841858] [0.3848889172077179, 0.30399999022483826, 0.20000000298023224]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.5199999809265137] [0.2639999985694885, 0.36000001430511475, 0.18933333456516266]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5199999809265137, 0.5733333230018616] [0.31733331084251404, 0.433777779340744, 0.40711110830307007]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9200000166893005, 0.5199999809265137, 0.5199999809265137] [0.351999968290329, 0.36444443464279175, 0.43022221326828003]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6933333277702332, 0.6133333444595337, 0.5066666603088379] [0.36355555057525635, 0.31022220849990845, 0.3484444320201874]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9866666793823242, 0.5600000023841858, 0.9866666793823242] [0.3386666476726532, 0.3884444534778595, 0.4248889088630676]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5733333230018616, 0.5733333230018616, 0.5733333230018616] [0.3911110758781433, 0.220444455742836, 0.41955554485321045]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5866666436195374, 0.5333333611488342, 0.9733333587646484] [0.30577775835990906, 0.23733332753181458, 0.35555556416511536]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5600000023841858, 0.7866666913032532] [0.36177778244018555, 0.2764444351196289, 0.3937777876853943]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 1.0, 0.5866666436195374] [0.36000001430511475, 0.4862222373485565, 0.339555561542511]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5066666603088379, 0.5066666603088379] [0.40533334016799927, 0.3324444591999054, 0.36088889837265015]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5199999809265137, 1.0] [0.3333333432674408, 0.35466668009757996, 0.3306666612625122]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9466666579246521, 0.9466666579246521, 1.0] [0.3146666884422302, 0.3893333375453949, 0.34666669368743896]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5600000023841858, 0.5199999809265137, 0.5733333230018616] [0.4373333156108856, 0.2675555646419525, 0.3742222189903259]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.9733333587646484] [0.30044445395469666, 0.2604444622993469, 0.41066664457321167]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.8133333325386047, 0.5066666603088379] [0.3333333432674408, 0.24977777898311615, 0.2711111009120941]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.6800000071525574, 0.5066666603088379] [0.2666666805744171, 0.24622222781181335, 0.4035555422306061]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9466666579246521, 0.5199999809265137, 0.9866666793823242] [0.37599998712539673, 0.3413333296775818, 0.42222219705581665]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.9333333373069763, 0.5333333611488342] [0.3306666612625122, 0.3128889203071594, 0.3831110894680023]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.9733333587646484, 0.5066666603088379] [0.25244444608688354, 0.4248889088630676, 0.3288888931274414]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.54666668176651, 1.0] [0.25155556201934814, 0.2800000011920929, 0.3306666612625122]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9866666793823242, 0.5333333611488342, 0.6666666865348816] [0.3991111218929291, 0.2666666805744171, 0.3422222435474396]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9866666793823242, 0.8799999952316284, 0.5199999809265137] [0.30133333802223206, 0.41155555844306946, 0.1653333306312561]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9733333587646484, 0.5199999809265137, 0.5199999809265137] [0.36888888478279114, 0.36800000071525574, 0.25333333015441895]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.9866666793823242] [0.30044445395469666, 0.3937777876853943, 0.36266666650772095]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.7200000286102295, 0.9866666793823242, 0.6133333444595337] [0.29422223567962646, 0.23022222518920898, 0.4399999976158142]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.9866666793823242, 0.9733333587646484] [0.23999999463558197, 0.3768889009952545, 0.3315555453300476]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.6133333444595337, 0.5066666603088379] [0.36711111664772034, 0.2924444377422333, 0.3253333270549774]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5866666436195374, 0.5199999809265137] [0.4977777898311615, 0.37155553698539734, 0.2648888826370239]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.6933333277702332] [0.1759999841451645, 0.34933334589004517, 0.3208889067173004]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5199999809265137, 0.5199999809265137] [0.15911109745502472, 0.29777777194976807, 0.2631111145019531]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.5066666603088379] [0.3511110842227936, 0.3342222273349762, 0.31111109256744385]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5066666603088379, 0.5066666603088379] [0.36444443464279175, 0.25244444608688354, 0.3368888795375824]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5733333230018616, 1.0, 0.5333333611488342] [0.30400002002716064, 0.2719999849796295, 0.34844446182250977]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.5066666603088379] [0.25955554842948914, 0.343999981880188, 0.30844444036483765]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.800000011920929, 0.47999998927116394, 0.5600000023841858] [0.36444443464279175, 0.23733334243297577, 0.3813333213329315]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6666666865348816, 0.5199999809265137, 0.6399999856948853] [0.3839999735355377, 0.2622222304344177, 0.226666659116745]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.653333306312561, 0.5199999809265137, 0.5199999809265137] [0.2702222168445587, 0.335999995470047, 0.35377776622772217]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 0.8666666746139526] [0.2844444513320923, 0.24977777898311615, 0.35111111402511597]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.5199999809265137] [0.3262222409248352, 0.36088886857032776, 0.36711111664772034]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5199999809265137, 0.9466666579246521] [0.46311110258102417, 0.2915555238723755, 0.3964444398880005]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 1.0, 0.5333333611488342] [0.3760000169277191, 0.36355555057525635, 0.36622223258018494]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.5066666603088379] [0.3466666638851166, 0.40711110830307007, 0.23822221159934998]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5600000023841858, 1.0, 0.54666668176651] [0.40977776050567627, 0.35733333230018616, 0.19200000166893005]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5600000023841858, 0.5600000023841858, 0.5600000023841858] [0.2666666507720947, 0.3937777578830719, 0.25066667795181274]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 1.0, 0.5066666603088379] [0.20355555415153503, 0.30133333802223206, 0.23466666042804718]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.9733333587646484, 0.5066666603088379] [0.23555555939674377, 0.3982222378253937, 0.20355555415153503]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5733333230018616, 0.5066666603088379] [0.3208889067173004, 0.3333333432674408, 0.320888876914978]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.7733333110809326, 0.8399999737739563] [0.3875555396080017, 0.2844444215297699, 0.2835555374622345]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5733333230018616, 0.5866666436195374, 1.0] [0.30577775835990906, 0.35733330249786377, 0.34933334589004517]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.8399999737739563, 0.5066666603088379, 0.5066666603088379] [0.3902221918106079, 0.3991111218929291, 0.30133333802223206]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 1.0, 0.5066666603088379] [0.3342222273349762, 0.3822222054004669, 0.2693333327770233]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.8933333158493042, 0.800000011920929, 0.6266666650772095] [0.2897777855396271, 0.343999981880188, 0.3724444508552551]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5600000023841858, 1.0, 0.5600000023841858] [0.4355555474758148, 0.4373333156108856, 0.31822219491004944]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5600000023841858, 0.5600000023841858, 0.5600000023841858] [0.21777775883674622, 0.30755555629730225, 0.25955554842948914]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.7866666913032532, 1.0, 0.54666668176651] [0.35377776622772217, 0.46222221851348877, 0.3333333432674408]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5333333611488342, 0.5066666603088379] [0.2755555510520935, 0.3786666691303253, 0.3271111249923706]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9200000166893005, 0.5066666603088379, 0.5066666603088379] [0.41688886284828186, 0.3386666476726532, 0.30222222208976746]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9599999785423279, 1.0, 0.5733333230018616] [0.320888876914978, 0.4026666581630707, 0.328888863325119]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.8933333158493042, 1.0] [0.3404444456100464, 0.23200000822544098, 0.4391111135482788]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9866666793823242, 0.7866666913032532, 0.5199999809265137] [0.36177778244018555, 0.42311111092567444, 0.3351111114025116]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9733333587646484, 0.5066666603088379, 0.5066666603088379] [0.35999998450279236, 0.31199997663497925, 0.2906666696071625]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.8666666746139526, 1.0, 0.5066666603088379] [0.46133333444595337, 0.324444442987442, 0.29688888788223267]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5600000023841858, 0.5733333230018616, 0.5600000023841858] [0.2826666831970215, 0.35288891196250916, 0.30044445395469666]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5600000023841858, 0.8133333325386047, 1.0] [0.3315555453300476, 0.2711111009120941, 0.29955556988716125]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 0.5333333611488342] [0.1644444465637207, 0.2657777667045593, 0.2622222304344177]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 1.0, 1.0] [0.2773333191871643, 0.30399999022483826, 0.5013333559036255]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5199999809265137, 0.5733333230018616] [0.2800000011920929, 0.31199997663497925, 0.3342222273349762]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 1.0, 1.0] [0.23111110925674438, 0.4355555474758148, 0.2800000011920929]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6000000238418579, 0.54666668176651, 0.5600000023841858] [0.30488887429237366, 0.19111110270023346, 0.2613333463668823]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.54666668176651, 0.54666668176651] [0.35644444823265076, 0.24977777898311615, 0.25422221422195435]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9733333587646484, 0.8799999952316284, 0.5066666603088379] [0.3324444591999054, 0.36000001430511475, 0.2213333398103714]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9733333587646484, 0.8266666531562805, 0.6933333277702332] [0.4017777740955353, 0.41955554485321045, 0.343999981880188]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9733333587646484, 0.5066666603088379, 0.5066666603088379] [0.23822221159934998, 0.3875555396080017, 0.36444443464279175]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 1.0, 0.5066666603088379] [0.2737777829170227, 0.4035555422306061, 0.2648888826370239]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9599999785423279, 0.5333333611488342, 0.5333333611488342] [0.3795555830001831, 0.41155555844306946, 0.3333333432674408]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.5333333611488342, 0.5199999809265137] [0.4044444262981415, 0.30133333802223206, 0.2862221896648407]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.5199999809265137] [0.2613333463668823, 0.3493333160877228, 0.2639999985694885]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5066666603088379, 1.0] [0.41599997878074646, 0.20266667008399963, 0.3973333239555359]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.54666668176651] [0.36711108684539795, 0.30844444036483765, 0.46044445037841797]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.9866666793823242, 0.7733333110809326] [0.35822221636772156, 0.456888884305954, 0.42222222685813904]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 1.0] [0.23466666042804718, 0.35822221636772156, 0.36800000071525574]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5333333611488342, 0.5333333611488342] [0.30755555629730225, 0.2924444377422333, 0.2728888690471649]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9333333373069763, 0.6133333444595337, 0.5333333611488342] [0.42933332920074463, 0.36266666650772095, 0.30222222208976746]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5600000023841858, 0.7066666483879089, 0.9599999785423279] [0.25688889622688293, 0.2639999985694885, 0.37599998712539673]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5199999809265137, 0.9866666793823242] [0.35288888216018677, 0.2711111009120941, 0.30044445395469666]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6800000071525574, 0.5199999809265137, 0.9866666793823242] [0.3946666419506073, 0.35555556416511536, 0.3368888795375824]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.653333306312561, 0.5066666603088379, 0.9733333587646484] [0.3413333296775818, 0.3217777609825134, 0.29866665601730347]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.7200000286102295, 0.5199999809265137] [0.3413333296775818, 0.2773333191871643, 0.23822221159934998]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9200000166893005, 0.5600000023841858, 0.5600000023841858] [0.36711111664772034, 0.2666666805744171, 0.3973333537578583]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9466666579246521, 0.5333333611488342, 0.9200000166893005] [0.31199997663497925, 0.31733331084251404, 0.343999981880188]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9066666960716248, 1.0, 0.8933333158493042] [0.3671111464500427, 0.4471110999584198, 0.3928889036178589]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 1.0, 0.6000000238418579] [0.36088889837265015, 0.3848889172077179, 0.4515555799007416]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.8533333539962769] [0.30044445395469666, 0.31111109256744385, 0.3920000195503235]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.5199999809265137] [0.29955556988716125, 0.36266666650772095, 0.3271111249923706]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.9866666793823242] [0.2719999849796295, 0.15111111104488373, 0.41777780652046204]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.9733333587646484, 0.5600000023841858] [0.31111109256744385, 0.36000001430511475, 0.343999981880188]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5199999809265137, 0.5199999809265137] [0.29955556988716125, 0.36088889837265015, 0.25777778029441833]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5066666603088379, 0.5066666603088379] [0.4399999976158142, 0.2666666805744171, 0.23377777636051178]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6000000238418579, 0.5333333611488342, 0.5333333611488342] [0.3333333730697632, 0.34577780961990356, 0.2782222032546997]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.5066666603088379] [0.3351111114025116, 0.316444456577301, 0.320888876914978]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5199999809265137, 0.5199999809265137] [0.4266666769981384, 0.20177777111530304, 0.2844444215297699]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 0.6800000071525574] [0.4026666581630707, 0.41599997878074646, 0.30755555629730225]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.54666668176651, 0.54666668176651] [0.31111109256744385, 0.3368888795375824, 0.2613333463668823]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5066666603088379, 0.5066666603088379] [0.4035555422306061, 0.24177776277065277, 0.3324444591999054]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.5199999809265137] [0.34933334589004517, 0.23288889229297638, 0.343999981880188]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 1.0] [0.4462222456932068, 0.4035555422306061, 0.36888888478279114]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9733333587646484, 0.5600000023841858, 0.5066666603088379] [0.3991111218929291, 0.2853333055973053, 0.3493333160877228]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.8666666746139526, 0.9466666579246521, 0.9200000166893005] [0.343111127614975, 0.3928889036178589, 0.36888888478279114]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.653333306312561, 0.9200000166893005, 0.5333333611488342] [0.3946666717529297, 0.40977776050567627, 0.2666666805744171]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9866666793823242, 0.4399999976158142, 0.5600000023841858] [0.3848888576030731, 0.17866666615009308, 0.31200000643730164]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9733333587646484, 0.9733333587646484, 0.5066666603088379] [0.4008888900279999, 0.35822221636772156, 0.23288889229297638]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9733333587646484, 0.5333333611488342, 0.5333333611488342] [0.36711111664772034, 0.3422222137451172, 0.3208889067173004]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9866666793823242, 0.5333333611488342, 0.5333333611488342] [0.35733330249786377, 0.36711111664772034, 0.328000009059906]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.6666666865348816, 0.9599999785423279] [0.3271111249923706, 0.3742222189903259, 0.3893333375453949]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.9866666793823242, 1.0] [0.3733333349227905, 0.4044444262981415, 0.31022220849990845]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 1.0, 0.5066666603088379] [0.31733331084251404, 0.35288888216018677, 0.2648888826370239]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5199999809265137, 1.0] [0.29777777194976807, 0.3199999928474426, 0.3786666691303253]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.5066666603088379] [0.2613333463668823, 0.3964444398880005, 0.3262222409248352]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.7200000286102295, 0.5600000023841858, 0.6000000238418579] [0.3733333349227905, 0.3413333296775818, 0.3128889203071594]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 1.0] [0.3742222189903259, 0.19466665387153625, 0.4577777683734894]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.8133333325386047, 1.0, 0.5199999809265137] [0.31911107897758484, 0.4320000112056732, 0.3937777876853943]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.8266666531562805, 0.9333333373069763, 0.54666668176651] [0.34844446182250977, 0.25866666436195374, 0.2719999849796295]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5066666603088379, 0.5066666603088379] [0.4462222158908844, 0.3199999928474426, 0.2693333327770233]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.7200000286102295, 0.5199999809265137, 0.5199999809265137] [0.2622222304344177, 0.23200000822544098, 0.2648888826370239]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 1.0, 0.6666666865348816] [0.3253333270549774, 0.452444463968277, 0.216888889670372]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.9599999785423279, 0.5333333611488342] [0.3306666612625122, 0.46044445037841797, 0.2684444785118103]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.9599999785423279] [0.30311110615730286, 0.40888887643814087, 0.30222222208976746]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5600000023841858, 0.9599999785423279, 1.0] [0.2977777421474457, 0.23022222518920898, 0.4515555500984192]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9333333373069763, 0.5333333611488342, 0.5333333611488342] [0.4000000059604645, 0.1733333319425583, 0.40711110830307007]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.746666669845581, 0.9866666793823242] [0.3511110842227936, 0.25155556201934814, 0.29866665601730347]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.6133333444595337, 1.0] [0.3733333349227905, 0.41155555844306946, 0.30044445395469666]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6000000238418579, 0.6000000238418579, 0.6000000238418579] [0.31377777457237244, 0.2622222602367401, 0.25155559182167053]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.9200000166893005, 0.5333333611488342] [0.36000001430511475, 0.425777792930603, 0.20266667008399963]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.54666668176651, 0.54666668176651] [0.445333331823349, 0.2719999849796295, 0.2702222168445587]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5199999809265137, 0.5333333611488342] [0.339555561542511, 0.3297777771949768, 0.4008888900279999]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 1.0] [0.2666666805744171, 0.2666666805744171, 0.37599998712539673]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.8533333539962769, 0.5066666603088379, 1.0] [0.335999995470047, 0.3368888795375824, 0.25244444608688354]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.8399999737739563, 0.5333333611488342, 0.9066666960716248] [0.29866665601730347, 0.2773333191871643, 0.3884444534778595]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.8399999737739563, 1.0, 0.9200000166893005] [0.3226666748523712, 0.34666669368743896, 0.3937777876853943]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5066666603088379, 0.5066666603088379] [0.3404444456100464, 0.30222222208976746, 0.2675555646419525]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 1.0, 0.5333333611488342] [0.3973333239555359, 0.3964444398880005, 0.3342222273349762]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 1.0, 0.5066666603088379] [0.35377779603004456, 0.35822221636772156, 0.29955556988716125]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.6133333444595337, 0.5199999809265137] [0.40711110830307007, 0.2808888852596283, 0.37066665291786194]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 1.0, 0.746666669845581] [0.2719999849796295, 0.41244444251060486, 0.36533328890800476]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.5066666603088379] [0.3128889203071594, 0.2648888826370239, 0.3217777609825134]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.9866666793823242, 0.54666668176651] [0.17422223091125488, 0.29511111974716187, 0.31022223830223083]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.8799999952316284, 1.0] [0.4248889088630676, 0.42755556106567383, 0.3724444508552551]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5199999809265137, 1.0] [0.2622222304344177, 0.29777777194976807, 0.36622223258018494]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.7066666483879089, 0.7866666913032532] [0.40622222423553467, 0.41066664457321167, 0.36444443464279175]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6933333277702332, 1.0, 0.9866666793823242] [0.31466665863990784, 0.3511110842227936, 0.42844444513320923]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6399999856948853, 1.0, 0.5066666603088379] [0.3315555453300476, 0.42933329939842224, 0.1128888949751854]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.7066666483879089, 0.5199999809265137] [0.19911111891269684, 0.25955554842948914, 0.2613333463668823]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 1.0, 0.54666668176651] [0.21777775883674622, 0.20000000298023224, 0.3208889067173004]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9866666793823242, 0.5199999809265137, 0.54666668176651] [0.3324444591999054, 0.14844442903995514, 0.2746666669845581]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 1.0, 0.9733333587646484] [0.2666666805744171, 0.4942222237586975, 0.3377777636051178]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.9733333587646484, 0.9599999785423279] [0.3502222001552582, 0.41688886284828186, 0.35644444823265076]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.8133333325386047, 0.9466666579246521, 0.5066666603088379] [0.3377777636051178, 0.347555547952652, 0.324444442987442]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5333333611488342, 0.5333333611488342] [0.4035555422306061, 0.3333333432674408, 0.18755555152893066]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 0.7866666913032532] [0.24444444477558136, 0.3742222189903259, 0.23377777636051178]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5866666436195374, 0.5866666436195374] [0.4933333694934845, 0.24088889360427856, 0.37777775526046753]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.6266666650772095, 0.7066666483879089] [0.23377777636051178, 0.2648888826370239, 0.32444441318511963]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.5199999809265137] [0.24622221291065216, 0.37599998712539673, 0.26222220063209534]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 1.0, 1.0] [0.2693333327770233, 0.35555553436279297, 0.20711110532283783]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.5199999809265137, 0.9866666793823242] [0.3377777636051178, 0.42044442892074585, 0.36711111664772034]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.54666668176651, 0.54666668176651] [0.3768889009952545, 0.3448888659477234, 0.25777778029441833]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5600000023841858, 0.9466666579246521, 0.5199999809265137] [0.4026666581630707, 0.41955554485321045, 0.19377776980400085]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.9733333587646484, 0.5333333611488342] [0.23999999463558197, 0.2728888690471649, 0.35644444823265076]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5600000023841858, 0.5600000023841858, 1.0] [0.30755555629730225, 0.3786666691303253, 0.40799999237060547]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 1.0] [0.2604444622993469, 0.21066665649414062, 0.3937777876853943]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.9866666793823242, 0.5066666603088379] [0.3431110978126526, 0.42755556106567383, 0.17600001394748688]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.7066666483879089, 0.5733333230018616, 0.5733333230018616] [0.3404444456100464, 0.41066664457321167, 0.2577778100967407]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9866666793823242, 0.5333333611488342, 0.5333333611488342] [0.3191111385822296, 0.18755556643009186, 0.20977777242660522]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9866666793823242, 0.54666668176651, 0.5199999809265137] [0.42488887906074524, 0.23999999463558197, 0.36977776885032654]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.746666669845581, 0.5066666603088379, 0.5066666603088379] [0.35822221636772156, 0.3404444456100464, 0.3866666555404663]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6266666650772095, 0.5066666603088379, 0.5066666603088379] [0.23555555939674377, 0.2675555646419525, 0.3368888795375824]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5066666603088379, 0.5066666603088379] [0.29955556988716125, 0.2906666696071625, 0.37511110305786133]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.5066666603088379] [0.3511110842227936, 0.1679999977350235, 0.3315555453300476]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9866666793823242, 0.5333333611488342, 0.5333333611488342] [0.42133334279060364, 0.3724444508552551, 0.20088888704776764]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5866666436195374, 0.5600000023841858, 0.5600000023841858] [0.3226666748523712, 0.328888863325119, 0.29777777194976807]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.7066666483879089, 0.5066666603088379, 0.5066666603088379] [0.35911113023757935, 0.20355556905269623, 0.3857778012752533]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.4933333396911621, 0.9733333587646484] [0.3333333432674408, 0.2177777886390686, 0.35644444823265076]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.7066666483879089, 1.0] [0.43022221326828003, 0.41511109471321106, 0.3324444591999054]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.5333333611488342, 0.5333333611488342] [0.31022223830223083, 0.224888876080513, 0.2604444622993469]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6399999856948853, 0.5733333230018616, 0.8266666531562805] [0.40888887643814087, 0.3146666884422302, 0.3315555453300476]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 1.0, 0.5066666603088379] [0.30399999022483826, 0.37511110305786133, 0.320888876914978]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5333333611488342, 0.5333333611488342] [0.29688888788223267, 0.20177777111530304, 0.2817777693271637]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 1.0, 0.5066666603088379] [0.29688888788223267, 0.41688886284828186, 0.23466666042804718]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.8266666531562805, 0.5733333230018616, 0.5733333230018616] [0.30311110615730286, 0.20266667008399963, 0.31022220849990845]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 1.0, 0.5066666603088379] [0.30488887429237366, 0.3431110978126526, 0.2800000011920929]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9733333587646484, 0.7066666483879089, 0.5333333611488342] [0.2853333055973053, 0.21066667139530182, 0.2711111307144165]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.746666669845581] [0.3493333160877228, 0.29777777194976807, 0.2231111228466034]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 1.0, 0.5066666603088379] [0.3333333432674408, 0.433777779340744, 0.36266666650772095]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 0.5333333611488342] [0.2648888826370239, 0.2844444215297699, 0.23555555939674377]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9466666579246521, 0.5600000023841858, 0.8533333539962769] [0.5013333559036255, 0.3928889036178589, 0.2871111035346985]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.6399999856948853, 0.54666668176651] [0.448888897895813, 0.39822226762771606, 0.29422223567962646]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.8266666531562805, 0.6266666650772095] [0.37599998712539673, 0.30044445395469666, 0.37155553698539734]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.6266666650772095] [0.30133333802223206, 0.2657777667045593, 0.3377777636051178]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9866666793823242, 0.5066666603088379, 0.5066666603088379] [0.3991111218929291, 0.2124444544315338, 0.2657777667045593]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9466666579246521, 1.0, 0.9733333587646484] [0.41688886284828186, 0.2782222032546997, 0.4382222294807434]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9599999785423279, 0.5333333611488342, 0.5733333230018616] [0.20000000298023224, 0.21422222256660461, 0.2871111333370209]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 1.0] [0.31911107897758484, 0.30133333802223206, 0.36533334851264954]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.8266666531562805, 1.0] [0.23466667532920837, 0.3822222054004669, 0.4382222592830658]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.5066666603088379] [0.24799999594688416, 0.3306666612625122, 0.30399999022483826]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 0.6133333444595337] [0.23733332753181458, 0.2622222304344177, 0.3315555453300476]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 1.0, 0.9200000166893005] [0.2808888852596283, 0.4408888816833496, 0.30311110615730286]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9733333587646484, 0.5066666603088379, 0.5066666603088379] [0.4391111135482788, 0.25511109828948975, 0.2924444377422333]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.8399999737739563, 0.5066666603088379, 0.5066666603088379] [0.3848888576030731, 0.2755555510520935, 0.3342222273349762]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.5199999809265137] [0.29866665601730347, 0.2764444351196289, 0.36355555057525635]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5066666603088379, 1.0] [0.3839999735355377, 0.30577775835990906, 0.36977776885032654]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9866666793823242, 1.0, 0.5066666603088379] [0.46666666865348816, 0.5173333287239075, 0.30399999022483826]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.8666666746139526, 0.5066666603088379] [0.30133333802223206, 0.328000009059906, 0.36799997091293335]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5866666436195374, 0.5333333611488342, 1.0] [0.2737777829170227, 0.23022222518920898, 0.37155553698539734]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.800000011920929, 0.5066666603088379] [0.3315555453300476, 0.35822221636772156, 0.2177777737379074]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.54666668176651, 0.54666668176651] [0.3333333432674408, 0.36977776885032654, 0.35911113023757935]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 1.0] [0.3928889036178589, 0.2684444487094879, 0.36800000071525574]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.54666668176651, 0.54666668176651] [0.24888889491558075, 0.2604444622993469, 0.29422223567962646]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9733333587646484, 0.5333333611488342, 0.5333333611488342] [0.30044445395469666, 0.2791111171245575, 0.3511110842227936]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.9066666960716248, 0.54666668176651] [0.36000001430511475, 0.2631111145019531, 0.2613333463668823]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.5066666603088379] [0.2924444377422333, 0.24799999594688416, 0.2835555374622345]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.5199999809265137] [0.32355552911758423, 0.3431110978126526, 0.3431110680103302]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.9866666793823242, 0.5066666603088379] [0.3848888576030731, 0.3422222137451172, 0.23111110925674438]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5866666436195374, 0.7733333110809326, 0.5199999809265137] [0.3271110951900482, 0.2986666262149811, 0.23111110925674438]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.7200000286102295, 0.5066666603088379, 1.0] [0.3315555453300476, 0.21422222256660461, 0.41777774691581726]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5066666603088379, 1.0] [0.3991111218929291, 0.23733332753181458, 0.41155555844306946]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.5199999809265137] [0.36444443464279175, 0.29777777194976807, 0.3342222273349762]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 1.0] [0.3386666476726532, 0.3342222273349762, 0.23644444346427917]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5199999809265137, 0.5199999809265137] [0.35111111402511597, 0.2826666533946991, 0.2959999740123749]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6800000071525574, 0.9599999785423279, 0.9599999785423279] [0.2800000011920929, 0.2835555374622345, 0.3982222378253937]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5866666436195374, 0.9733333587646484, 1.0] [0.3271111249923706, 0.36177778244018555, 0.30222222208976746]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.8666666746139526, 0.9599999785423279] [0.46666666865348816, 0.37155553698539734, 0.2871111333370209]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 0.54666668176651] [0.30044448375701904, 0.3813333213329315, 0.2897777855396271]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.8666666746139526, 0.5600000023841858, 0.9866666793823242] [0.3297777771949768, 0.3928889036178589, 0.4373333156108856]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.7333333492279053, 0.54666668176651, 0.8533333539962769] [0.4364444315433502, 0.34933334589004517, 0.316444456577301]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.8799999952316284, 0.54666668176651, 0.54666668176651] [0.36355555057525635, 0.339555561542511, 0.4364444315433502]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9733333587646484, 0.5066666603088379, 0.5066666603088379] [0.3982222378253937, 0.3253333270549774, 0.30488887429237366]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.7866666913032532, 1.0, 1.0] [0.3422222137451172, 0.3920000195503235, 0.42399999499320984]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5733333230018616, 0.5199999809265137, 0.9866666793823242] [0.2942222058773041, 0.3262222409248352, 0.4471110999584198]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.9866666793823242, 0.9599999785423279] [0.30755555629730225, 0.3368888795375824, 0.20000000298023224]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5199999809265137, 0.5199999809265137] [0.35911113023757935, 0.2906666696071625, 0.2782222032546997]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5066666603088379, 0.6133333444595337] [0.46577778458595276, 0.23733332753181458, 0.3857777714729309]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5866666436195374, 0.54666668176651, 0.54666668176651] [0.2702222168445587, 0.36888888478279114, 0.23111110925674438]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 1.0, 1.0] [0.36355555057525635, 0.46488890051841736, 0.4328888952732086]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5600000023841858, 0.5600000023841858] [0.37066665291786194, 0.29333335161209106, 0.35200002789497375]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.9866666793823242, 0.7333333492279053] [0.2648888826370239, 0.25955554842948914, 0.4044444262981415]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 1.0] [0.30222222208976746, 0.14577777683734894, 0.30844444036483765]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6000000238418579, 0.5066666603088379, 0.5066666603088379] [0.339555561542511, 0.3235555589199066, 0.4320000112056732]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.9866666793823242] [0.29866665601730347, 0.3902222216129303, 0.30844444036483765]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5600000023841858, 0.5600000023841858] [0.41600000858306885, 0.2888889014720917, 0.4373333156108856]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.653333306312561, 1.0, 0.54666668176651] [0.3342222273349762, 0.3937777876853943, 0.29777777194976807]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.8133333325386047, 0.8666666746139526, 0.6399999856948853] [0.24622222781181335, 0.3875555694103241, 0.15288887917995453]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5333333611488342, 0.9866666793823242] [0.47644445300102234, 0.26222220063209534, 0.36622223258018494]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 1.0] [0.2871111035346985, 0.3333333432674408, 0.3333333432674408]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5866666436195374, 0.5066666603088379, 0.9733333587646484] [0.2764444351196289, 0.29422223567962646, 0.2648888826370239]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9866666793823242, 0.5199999809265137, 0.5333333611488342] [0.46400001645088196, 0.3368888795375824, 0.20799998939037323]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.9599999785423279, 0.54666668176651] [0.4035555422306061, 0.43022221326828003, 0.24355556070804596]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5600000023841858, 0.5199999809265137, 0.5199999809265137] [0.2293333262205124, 0.2924444377422333, 0.3368888795375824]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.6399999856948853, 0.8799999952316284] [0.36977776885032654, 0.3795555531978607, 0.335999995470047]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5199999809265137, 0.8133333325386047] [0.3333333432674408, 0.20888887345790863, 0.2666666805744171]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 1.0] [0.2693333327770233, 0.2782222032546997, 0.3235555589199066]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9866666793823242, 0.5600000023841858, 0.5066666603088379] [0.433777779340744, 0.2844444215297699, 0.2728888690471649]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.9866666793823242, 1.0] [0.2737777829170227, 0.30044445395469666, 0.4017777740955353]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.8666666746139526, 0.54666668176651, 0.9599999785423279] [0.3733333647251129, 0.25511112809181213, 0.35466668009757996]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9733333587646484, 0.5733333230018616, 0.6000000238418579] [0.3297777473926544, 0.31644442677497864, 0.3333333432674408]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.5199999809265137] [0.2906666696071625, 0.23999999463558197, 0.36622223258018494]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.9733333587646484] [0.3813333213329315, 0.20177777111530304, 0.2897777855396271]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.7866666913032532, 1.0, 0.8133333325386047] [0.2213333249092102, 0.3217777907848358, 0.3199999928474426]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5199999809265137, 0.6399999856948853] [0.29777777194976807, 0.3315555453300476, 0.343999981880188]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.6933333277702332, 0.6266666650772095] [0.445333331823349, 0.3724444508552551, 0.31022220849990845]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 1.0, 0.5066666603088379] [0.36266666650772095, 0.3786666691303253, 0.31022220849990845]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 1.0] [0.23111110925674438, 0.3324444591999054, 0.3964444398880005]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.5199999809265137] [0.2977777421474457, 0.3386666476726532, 0.23377777636051178]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.7066666483879089] [0.3368888795375824, 0.37066665291786194, 0.41599997878074646]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 0.7066666483879089] [0.36711111664772034, 0.3955555856227875, 0.30577775835990906]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.7733333110809326] [0.30844444036483765, 0.3217777609825134, 0.3511110842227936]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.7200000286102295, 1.0] [0.29511111974716187, 0.25955554842948914, 0.30044445395469666]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.8133333325386047, 0.5066666603088379] [0.2737777829170227, 0.34844446182250977, 0.36266666650772095]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.9200000166893005] [0.30133333802223206, 0.3431110978126526, 0.4008888900279999]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.6000000238418579, 1.0] [0.47200000286102295, 0.30311110615730286, 0.46311110258102417]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9200000166893005, 0.9866666793823242, 0.5066666603088379] [0.2924444377422333, 0.4871111214160919, 0.3191111385822296]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6000000238418579, 0.54666668176651, 0.54666668176651] [0.2773333489894867, 0.2844444513320923, 0.1635555624961853]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 0.5333333611488342] [0.2631111443042755, 0.3351111114025116, 0.3884444534778595]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.6933333277702332, 0.8533333539962769] [0.2888889014720917, 0.3306666612625122, 0.36444443464279175]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.54666668176651, 1.0] [0.4248889088630676, 0.2257777899503708, 0.3324444591999054]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.5066666603088379] [0.3937777876853943, 0.2782222032546997, 0.3386666476726532]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 1.0, 0.5066666603088379] [0.36533334851264954, 0.3955555558204651, 0.37777775526046753]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5066666603088379, 0.5066666603088379] [0.3991111218929291, 0.36533334851264954, 0.36800000071525574]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5866666436195374, 0.5600000023841858, 0.5600000023841858] [0.3217777609825134, 0.25866666436195374, 0.40533334016799927]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6133333444595337, 1.0, 0.5333333611488342] [0.36977776885032654, 0.3928889036178589, 0.20444443821907043]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 1.0, 0.5333333611488342] [0.3991111218929291, 0.3795555531978607, 0.216888889670372]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5333333611488342, 1.0] [0.3377777636051178, 0.30399999022483826, 0.3839999735355377]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.746666669845581, 0.54666668176651, 0.9866666793823242] [0.3493332862854004, 0.3315555453300476, 0.3324444890022278]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5333333611488342, 0.9733333587646484] [0.2702222168445587, 0.25155556201934814, 0.41511109471321106]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.9066666960716248, 0.9333333373069763] [0.347555547952652, 0.42755556106567383, 0.36177778244018555]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.54666668176651, 0.5333333611488342] [0.47555553913116455, 0.30488887429237366, 0.35733333230018616]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.746666669845581, 0.5600000023841858] [0.31022220849990845, 0.3422222137451172, 0.30666667222976685]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.8533333539962769, 0.5333333611488342] [0.47200000286102295, 0.30044445395469666, 0.2195555567741394]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5333333611488342, 0.5333333611488342] [0.3368888795375824, 0.3822222054004669, 0.4035555422306061]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 1.0] [0.2222222238779068, 0.30222222208976746, 0.3804444372653961]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.9866666793823242, 0.6133333444595337] [0.3795555531978607, 0.3386666476726532, 0.25866666436195374]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 1.0, 0.8666666746139526] [0.37777775526046753, 0.35111111402511597, 0.3742222189903259]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5066666603088379, 0.5066666603088379] [0.3795555531978607, 0.3502222001552582, 0.31022220849990845]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 0.5333333611488342] [0.31733331084251404, 0.37688887119293213, 0.31111109256744385]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 1.0, 0.7733333110809326] [0.36355555057525635, 0.4524444341659546, 0.3217777609825134]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5066666603088379, 0.4933333396911621] [0.40711110830307007, 0.29600000381469727, 0.18222223222255707]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5866666436195374, 0.9466666579246521, 0.5199999809265137] [0.36177775263786316, 0.30666667222976685, 0.3742222189903259]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 1.0] [0.36177778244018555, 0.3288888931274414, 0.37511110305786133]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9866666793823242, 0.5199999809265137, 0.6133333444595337] [0.29511111974716187, 0.2613333463668823, 0.37688887119293213]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.5333333611488342] [0.3457777798175812, 0.320888876914978, 0.3946666717529297]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5866666436195374, 0.46666666865348816] [0.25866666436195374, 0.35999998450279236, 0.20355555415153503]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.9866666793823242, 1.0] [0.2693333327770233, 0.339555561542511, 0.36977776885032654]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.9733333587646484, 0.9466666579246521] [0.31822219491004944, 0.4551111161708832, 0.347555547952652]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.54666668176651, 0.54666668176651] [0.30933332443237305, 0.2800000011920929, 0.43022221326828003]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.5066666603088379, 0.9733333587646484] [0.3377777636051178, 0.3297777771949768, 0.41333332657814026]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.9599999785423279, 1.0] [0.3857777714729309, 0.42311111092567444, 0.3351111114025116]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.5066666603088379] [0.30044445395469666, 0.19911111891269684, 0.24088889360427856]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.9066666960716248, 0.5066666603088379] [0.30133333802223206, 0.41066664457321167, 0.30044445395469666]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 1.0, 0.5333333611488342] [0.31911107897758484, 0.41155558824539185, 0.2631111145019531]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6133333444595337, 0.5600000023841858, 0.5199999809265137] [0.20711110532283783, 0.24177776277065277, 0.3742222189903259]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 1.0, 0.5199999809265137] [0.2817777693271637, 0.40711110830307007, 0.30133333802223206]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.653333306312561, 0.8266666531562805, 0.5333333611488342] [0.2924444079399109, 0.35822221636772156, 0.1706666648387909]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 1.0] [0.29866665601730347, 0.2746666669845581, 0.41511109471321106]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6800000071525574, 0.9866666793823242, 0.54666668176651] [0.3946666717529297, 0.3937777876853943, 0.3297777771949768]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 1.0, 0.54666668176651] [0.30133333802223206, 0.41244444251060486, 0.35111111402511597]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.9866666793823242, 0.5199999809265137] [0.3466666638851166, 0.34755557775497437, 0.324444442987442]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.9866666793823242, 0.5066666603088379] [0.2622222304344177, 0.3982222378253937, 0.37155553698539734]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.54666668176651, 0.54666668176651] [0.35822221636772156, 0.30844447016716003, 0.3742222189903259]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5066666603088379, 0.9599999785423279] [0.449777752161026, 0.35999998450279236, 0.456888884305954]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.6000000238418579, 1.0] [0.29866665601730347, 0.29955559968948364, 0.4355555474758148]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 1.0, 1.0] [0.30844447016716003, 0.2737777829170227, 0.3253333270549774]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9599999785423279, 0.800000011920929, 0.54666668176651] [0.3822222352027893, 0.2897777557373047, 0.17688888311386108]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.5199999809265137] [0.347555547952652, 0.343999981880188, 0.25777778029441833]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9200000166893005, 0.5199999809265137, 0.9333333373069763] [0.40711110830307007, 0.30666667222976685, 0.3315555453300476]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 1.0, 1.0] [0.3911110758781433, 0.2826666533946991, 0.29777777194976807]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5600000023841858, 0.5600000023841858, 0.5600000023841858] [0.21422220766544342, 0.3253333270549774, 0.2737777829170227]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.54666668176651, 1.0] [0.4462222456932068, 0.3813333213329315, 0.433777779340744]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 1.0, 0.5066666603088379] [0.31466665863990784, 0.47466665506362915, 0.23644444346427917]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 1.0, 0.54666668176651] [0.3235555589199066, 0.4044444262981415, 0.30488887429237366]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.6000000238418579, 0.5600000023841858] [0.4417777955532074, 0.39822226762771606, 0.3724444508552551]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.9866666793823242, 0.5199999809265137] [0.30844444036483765, 0.3964444398880005, 0.2711111009120941]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.6266666650772095, 0.5333333611488342] [0.35288891196250916, 0.25422221422195435, 0.35022222995758057]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.9599999785423279, 0.5066666603088379] [0.29600000381469727, 0.29600000381469727, 0.36355555057525635]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 1.0, 1.0] [0.3964444398880005, 0.35733333230018616, 0.36000001430511475]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.5066666603088379] [0.3457777798175812, 0.3991111218929291, 0.3271111249923706]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.5199999809265137] [0.29422223567962646, 0.2719999849796295, 0.37066665291786194]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.54666668176651, 0.54666668176651] [0.31022220849990845, 0.3360000252723694, 0.30577775835990906]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5600000023841858, 0.5600000023841858, 0.5600000023841858] [0.29955556988716125, 0.2782222032546997, 0.339555561542511]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.5866666436195374] [0.3351111114025116, 0.29955556988716125, 0.30933332443237305]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 1.0] [0.3359999656677246, 0.31111109256744385, 0.31466665863990784]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 1.0] [0.20977777242660522, 0.2835555374622345, 0.36444443464279175]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5600000023841858, 0.5199999809265137] [0.3342222273349762, 0.31022220849990845, 0.3315555453300476]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9733333587646484, 0.9333333373069763, 0.9866666793823242] [0.31022223830223083, 0.3848889172077179, 0.42933332920074463]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5066666603088379, 0.5066666603088379] [0.36533334851264954, 0.3893333375453949, 0.3911111056804657]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9466666579246521, 1.0, 1.0] [0.36177778244018555, 0.36088889837265015, 0.29422223567962646]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 1.0, 0.5333333611488342] [0.36000001430511475, 0.2764444351196289, 0.3866666853427887]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.5066666603088379] [0.2657777667045593, 0.25777778029441833, 0.29955556988716125]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.9733333587646484, 0.5600000023841858] [0.3839999735355377, 0.3911111056804657, 0.19822221994400024]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 1.0, 1.0] [0.3217777609825134, 0.3928889036178589, 0.31111106276512146]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 0.5333333611488342] [0.328000009059906, 0.29866665601730347, 0.30399999022483826]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.746666669845581, 0.54666668176651, 0.54666668176651] [0.31644442677497864, 0.2728888690471649, 0.324444442987442]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 0.5333333611488342] [0.30222222208976746, 0.3199999928474426, 0.3955555260181427]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.54666668176651, 0.54666668176651] [0.35200002789497375, 0.3982222378253937, 0.25244444608688354]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.54666668176651, 0.54666668176651] [0.2888889014720917, 0.2782222032546997, 0.3226666748523712]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5733333230018616, 1.0, 0.5733333230018616] [0.2186666578054428, 0.320888876914978, 0.25599998235702515]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6000000238418579, 0.653333306312561, 0.5199999809265137] [0.31733331084251404, 0.4391111135482788, 0.25599998235702515]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 1.0, 1.0] [0.3973333239555359, 0.37688887119293213, 0.4000000059604645]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.6266666650772095, 1.0] [0.2622222304344177, 0.40888887643814087, 0.3911110758781433]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.54666668176651, 0.5066666603088379] [0.3324444591999054, 0.41244444251060486, 0.433777779340744]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.5199999809265137] [0.3786666691303253, 0.3386666476726532, 0.23111110925674438]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 0.5333333611488342] [0.36711111664772034, 0.343111127614975, 0.3404444456100464]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.54666668176651, 0.54666668176651] [0.31199997663497925, 0.25155556201934814, 0.3866666555404663]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5600000023841858, 0.5600000023841858, 0.5600000023841858] [0.2711111009120941, 0.31377777457237244, 0.3217777907848358]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.5066666603088379] [0.23377777636051178, 0.335999995470047, 0.25422221422195435]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.9866666793823242, 0.6666666865348816] [0.2915555536746979, 0.41066664457321167, 0.30577775835990906]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.7733333110809326, 0.9866666793823242, 0.5733333230018616] [0.3946666717529297, 0.30933332443237305, 0.3884444236755371]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.6000000238418579, 0.5199999809265137] [0.3342222273349762, 0.3288888931274414, 0.2684444487094879]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 1.0, 0.5733333230018616] [0.23999999463558197, 0.5013333559036255, 0.2897777557373047]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5199999809265137, 0.5199999809265137] [0.3982222378253937, 0.2639999985694885, 0.4044444262981415]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9200000166893005, 0.5199999809265137, 0.5199999809265137] [0.31644442677497864, 0.40799999237060547, 0.3724444508552551]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 0.5333333611488342] [0.40800002217292786, 0.2195555567741394, 0.2835555672645569]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9466666579246521, 1.0, 0.5199999809265137] [0.2693333327770233, 0.40799999237060547, 0.30488887429237366]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.5733333230018616] [0.3804444372653961, 0.29600000381469727, 0.40799999237060547]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.9866666793823242, 1.0] [0.3315555453300476, 0.2924444377422333, 0.35733333230018616]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.5066666603088379] [0.4533333480358124, 0.3351111114025116, 0.31377777457237244]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 1.0, 0.54666668176651] [0.35466668009757996, 0.3857777714729309, 0.31022223830223083]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 1.0, 1.0] [0.4000000059604645, 0.4044444262981415, 0.5040000081062317]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.54666668176651] [0.2222222238779068, 0.24533332884311676, 0.30133333802223206]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5866666436195374, 0.5199999809265137] [0.2959999740123749, 0.30311110615730286, 0.31466665863990784]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 1.0, 0.5199999809265137] [0.3502222001552582, 0.3724444508552551, 0.2844444215297699]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.5199999809265137] [0.2666666507720947, 0.2302222102880478, 0.2622222304344177]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5333333611488342, 0.5333333611488342] [0.3946666717529297, 0.30222222208976746, 0.35111111402511597]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6933333277702332, 0.5333333611488342, 0.5333333611488342] [0.3439999520778656, 0.17777776718139648, 0.23999999463558197]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 1.0, 0.7066666483879089] [0.3368888795375824, 0.48088890314102173, 0.4355555474758148]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 1.0, 0.5333333611488342] [0.2622222304344177, 0.37777775526046753, 0.339555561542511]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9200000166893005, 0.5066666603088379, 0.5333333611488342] [0.41244444251060486, 0.25422221422195435, 0.23555555939674377]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 1.0, 0.6000000238418579] [0.37777775526046753, 0.31022220849990845, 0.2906666398048401]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.8133333325386047, 1.0] [0.36711111664772034, 0.3991111218929291, 0.4897777736186981]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 1.0, 0.5199999809265137] [0.2888888716697693, 0.30399999022483826, 0.4017777740955353]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.5199999809265137] [0.29688888788223267, 0.25866666436195374, 0.30133333802223206]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9866666793823242, 0.5066666603088379, 0.5066666603088379] [0.2880000174045563, 0.2657777667045593, 0.25688889622688293]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5600000023841858, 1.0, 0.5600000023841858] [0.3386666476726532, 0.47466665506362915, 0.30755555629730225]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 1.0, 1.0] [0.335999995470047, 0.3217777907848358, 0.31733331084251404]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.8133333325386047, 0.5333333611488342, 0.5333333611488342] [0.3804444372653961, 0.4044444262981415, 0.36711111664772034]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5333333611488342, 1.0] [0.14488887786865234, 0.23822221159934998, 0.30133333802223206]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5333333611488342, 0.5333333611488342] [0.3831110894680023, 0.29333335161209106, 0.20177777111530304]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9866666793823242, 1.0, 0.8933333158493042] [0.30844444036483765, 0.5137777924537659, 0.5235555768013]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.54666668176651, 0.54666668176651] [0.30399999022483826, 0.41422224044799805, 0.30933335423469543]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 1.0, 0.5199999809265137] [0.3848889172077179, 0.42133331298828125, 0.4426666498184204]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.9866666793823242, 0.5066666603088379] [0.41155555844306946, 0.41599997878074646, 0.30755555629730225]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9466666579246521, 0.5333333611488342, 0.9733333587646484] [0.3902221918106079, 0.3155555725097656, 0.42222219705581665]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 1.0, 0.6933333277702332] [0.35644444823265076, 0.47200000286102295, 0.42755556106567383]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.7733333110809326, 1.0] [0.3448888659477234, 0.35288888216018677, 0.4471111297607422]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.800000011920929, 1.0, 0.54666668176651] [0.3199999928474426, 0.3333333432674408, 0.37777775526046753]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9733333587646484, 0.5199999809265137, 0.5199999809265137] [0.4017777740955353, 0.2613333463668823, 0.23377777636051178]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9066666960716248, 0.5066666603088379, 1.0] [0.47733333706855774, 0.2791110873222351, 0.41955554485321045]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9466666579246521, 0.9733333587646484, 0.5066666603088379] [0.3493333160877228, 0.3928889036178589, 0.19911111891269684]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.746666669845581, 0.5199999809265137] [0.3457777798175812, 0.31911107897758484, 0.3982222378253937]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 1.0] [0.3839999735355377, 0.3493333160877228, 0.47200003266334534]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 1.0, 0.5199999809265137] [0.25155556201934814, 0.2844444215297699, 0.31466665863990784]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.5066666603088379] [0.3333333432674408, 0.3333333432674408, 0.2657777667045593]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9866666793823242, 0.5600000023841858, 0.6399999856948853] [0.3271110951900482, 0.31111109256744385, 0.3324444591999054]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 1.0, 0.5333333611488342] [0.20355556905269623, 0.3777777850627899, 0.3431110978126526]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.9733333587646484, 1.0] [0.3262222409248352, 0.4977777898311615, 0.36622223258018494]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 1.0, 0.5333333611488342] [0.30044445395469666, 0.3324444591999054, 0.29777777194976807]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 0.5333333611488342] [0.3768889009952545, 0.30133336782455444, 0.24444444477558136]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5600000023841858, 1.0, 0.5600000023841858] [0.2906666696071625, 0.48088887333869934, 0.4026666581630707]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9200000166893005, 1.0, 0.9866666793823242] [0.36622223258018494, 0.24622222781181335, 0.2862221896648407]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9866666793823242, 0.5066666603088379, 0.5066666603088379] [0.3315555453300476, 0.3288888931274414, 0.24799999594688416]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5199999809265137, 0.7200000286102295] [0.24977776408195496, 0.25066667795181274, 0.2800000011920929]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6800000071525574, 0.5066666603088379, 0.6000000238418579] [0.31377777457237244, 0.3342222273349762, 0.2737777829170227]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.653333306312561, 0.7333333492279053] [0.36355555057525635, 0.31466665863990784, 0.41333332657814026]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9066666960716248, 1.0, 0.54666668176651] [0.324444442987442, 0.2648888826370239, 0.4497777819633484]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.5066666603088379] [0.23377777636051178, 0.36711111664772034, 0.20977777242660522]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5333333611488342, 1.0] [0.3288888931274414, 0.347555547952652, 0.335999995470047]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.653333306312561, 0.5333333611488342, 0.9733333587646484] [0.29955556988716125, 0.3324444591999054, 0.4000000059604645]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.7200000286102295, 0.9599999785423279, 0.9733333587646484] [0.2782222032546997, 0.4533333480358124, 0.30133333802223206]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6000000238418579, 0.5333333611488342, 0.5333333611488342] [0.3315555155277252, 0.30400002002716064, 0.24533334374427795]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.6399999856948853, 0.54666668176651] [0.35377776622772217, 0.19555555284023285, 0.30399999022483826]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9333333373069763, 0.9333333373069763, 0.5199999809265137] [0.36622223258018494, 0.3724444508552551, 0.2622222304344177]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 1.0] [0.3324444591999054, 0.29866665601730347, 0.3493333160877228]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5866666436195374, 1.0, 0.5866666436195374] [0.2728888690471649, 0.42399996519088745, 0.2888888716697693]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.5199999809265137] [0.3333333432674408, 0.3306666314601898, 0.335999995470047]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9066666960716248, 0.5066666603088379, 0.653333306312561] [0.3422222137451172, 0.23822221159934998, 0.37599998712539673]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9866666793823242, 0.5066666603088379, 0.9866666793823242] [0.36533334851264954, 0.3253333270549774, 0.3786666691303253]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9866666793823242, 0.6399999856948853, 0.5199999809265137] [0.3884444534778595, 0.4044443964958191, 0.2648888826370239]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.5733333230018616] [0.3448888659477234, 0.335999995470047, 0.30755555629730225]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 1.0, 0.6800000071525574] [0.3333333432674408, 0.30577775835990906, 0.30488887429237366]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.7200000286102295, 1.0] [0.36533334851264954, 0.3235555589199066, 0.4035555422306061]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6399999856948853, 0.746666669845581, 0.5600000023841858] [0.2737777829170227, 0.3848889172077179, 0.37777775526046753]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 1.0] [0.2897777557373047, 0.3911110758781433, 0.4000000059604645]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9599999785423279, 0.9599999785423279, 1.0] [0.347555547952652, 0.30133333802223206, 0.3902222216129303]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5600000023841858, 1.0, 1.0] [0.3813333511352539, 0.3919999897480011, 0.3893333375453949]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5066666603088379, 0.5066666603088379] [0.41866666078567505, 0.2791110873222351, 0.36177775263786316]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6933333277702332, 0.54666668176651, 1.0] [0.3324444591999054, 0.3937777876853943, 0.30222225189208984]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 1.0] [0.2773333191871643, 0.42399999499320984, 0.46577778458595276]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.54666668176651, 0.9733333587646484] [0.2764444351196289, 0.2817777693271637, 0.36711111664772034]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.7733333110809326, 1.0] [0.3991111218929291, 0.37066665291786194, 0.4355555474758148]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.5066666603088379] [0.36711111664772034, 0.3191111385822296, 0.23288889229297638]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.8266666531562805, 0.5066666603088379, 0.5066666603088379] [0.35377779603004456, 0.2915555238723755, 0.2791110873222351]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.5199999809265137] [0.31288889050483704, 0.31111109256744385, 0.29777777194976807]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.6000000238418579, 0.7733333110809326] [0.29866665601730347, 0.3511110842227936, 0.2906666398048401]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.7333333492279053] [0.3991111218929291, 0.30933332443237305, 0.30755555629730225]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.8133333325386047, 0.5333333611488342, 0.5333333611488342] [0.30933332443237305, 0.32266664505004883, 0.2755555808544159]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.7599999904632568] [0.30044445395469666, 0.06755555421113968, 0.48266664147377014]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5866666436195374, 0.5866666436195374, 1.0] [0.24177776277065277, 0.3271111249923706, 0.40622222423553467]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.8266666531562805] [0.36800000071525574, 0.2782222032546997, 0.35466665029525757]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 1.0, 0.9866666793823242] [0.31022220849990845, 0.30133333802223206, 0.30222222208976746]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.6266666650772095, 1.0] [0.2204444408416748, 0.3795555531978607, 0.2879999876022339]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5066666603088379, 1.0] [0.2915555536746979, 0.2675555646419525, 0.3920000195503235]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9333333373069763, 0.9333333373069763, 0.5199999809265137] [0.3955555558204651, 0.3466666638851166, 0.32444441318511963]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.5199999809265137] [0.41599997878074646, 0.35644444823265076, 0.3306666612625122]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5600000023841858, 0.5600000023841858, 0.6266666650772095] [0.31111109256744385, 0.35288888216018677, 0.36711111664772034]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.5066666603088379] [0.3377777636051178, 0.3413333296775818, 0.3324444591999054]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.9866666793823242] [0.3431110978126526, 0.30755555629730225, 0.4311111271381378]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.7733333110809326, 0.800000011920929, 0.9466666579246521] [0.36533328890800476, 0.3324444591999054, 0.3991110920906067]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5600000023841858, 0.6266666650772095, 0.5600000023841858] [0.351999968290329, 0.3431110978126526, 0.30133333802223206]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.54666668176651, 0.8666666746139526] [0.30844444036483765, 0.3457777798175812, 0.42933332920074463]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5066666603088379, 0.5066666603088379] [0.2808888852596283, 0.3448888659477234, 0.25866666436195374]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 1.0] [0.40977779030799866, 0.2266666740179062, 0.30399999022483826]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6000000238418579, 0.5066666603088379, 0.8533333539962769] [0.35733330249786377, 0.29777777194976807, 0.35555553436279297]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 1.0, 0.8666666746139526] [0.3813333213329315, 0.30133333802223206, 0.35022222995758057]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.9866666793823242, 0.6666666865348816] [0.29866665601730347, 0.3946666717529297, 0.35466665029525757]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9733333587646484, 0.5066666603088379, 0.6800000071525574] [0.2728888690471649, 0.4915555715560913, 0.3466666638851166]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.9866666793823242, 0.5199999809265137] [0.347555547952652, 0.3955555260181427, 0.25155556201934814]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.8666666746139526, 0.54666668176651] [0.20622222125530243, 0.42222222685813904, 0.2702222168445587]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.54666668176651, 0.54666668176651] [0.23999997973442078, 0.37777775526046753, 0.3822222352027893]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5600000023841858, 1.0] [0.4346666634082794, 0.2719999849796295, 0.40977776050567627]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 1.0] [0.3724444806575775, 0.24088889360427856, 0.3902222216129303]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 1.0, 0.5199999809265137] [0.36800000071525574, 0.3839999735355377, 0.2266666740179062]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.7066666483879089] [0.29777777194976807, 0.41066664457321167, 0.30933332443237305]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5333333611488342, 0.5333333611488342] [0.3422222137451172, 0.19288890063762665, 0.21511110663414001]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.5066666603088379] [0.3191111385822296, 0.30666667222976685, 0.36533334851264954]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5600000023841858, 1.0, 0.9866666793823242] [0.20977777242660522, 0.3902222216129303, 0.31022220849990845]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.9866666793823242, 1.0] [0.4008888900279999, 0.30311110615730286, 0.3973333239555359]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.653333306312561, 1.0] [0.41422224044799805, 0.24444444477558136, 0.4355555474758148]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.8799999952316284, 0.9466666579246521] [0.4017777740955353, 0.2835555374622345, 0.35733333230018616]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.6800000071525574, 0.9866666793823242] [0.29333335161209106, 0.41422221064567566, 0.3724444806575775]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.8933333158493042, 1.0] [0.36533334851264954, 0.3271111249923706, 0.30044445395469666]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.5066666603088379] [0.30577775835990906, 0.35644441843032837, 0.3342222273349762]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5733333230018616, 0.8399999737739563] [0.3271110951900482, 0.30399999022483826, 0.36977776885032654]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9866666793823242, 0.5199999809265137, 1.0] [0.4035555422306061, 0.30133333802223206, 0.36355552077293396]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.54666668176651, 0.54666668176651] [0.34577780961990356, 0.2693333327770233, 0.3848889172077179]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.746666669845581, 0.5199999809265137] [0.26133331656455994, 0.320888876914978, 0.36355555057525635]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 0.5333333611488342] [0.2888889014720917, 0.2782222032546997, 0.216888889670372]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.6933333277702332, 1.0] [0.25155556201934814, 0.3279999792575836, 0.3982222378253937]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.653333306312561, 1.0, 0.5199999809265137] [0.29688888788223267, 0.3253333270549774, 0.36533334851264954]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.5199999809265137] [0.343999981880188, 0.29777777194976807, 0.3875555396080017]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6933333277702332, 1.0, 0.9599999785423279] [0.3404444456100464, 0.2853333055973053, 0.42311111092567444]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.54666668176651, 0.54666668176651] [0.23022222518920898, 0.21422222256660461, 0.2906666696071625]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6399999856948853, 1.0, 0.5199999809265137] [0.37599998712539673, 0.3466666638851166, 0.26133331656455994]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 0.5333333611488342] [0.3315555453300476, 0.3368888795375824, 0.343111127614975]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 1.0, 0.5066666603088379] [0.23200000822544098, 0.5031111240386963, 0.2684444487094879]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9733333587646484, 0.5600000023841858, 0.6666666865348816] [0.4933333396911621, 0.30133333802223206, 0.37688887119293213]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5600000023841858, 0.54666668176651, 1.0] [0.37511110305786133, 0.36533334851264954, 0.4399999976158142]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 1.0] [0.37155553698539734, 0.36000001430511475, 0.36622223258018494]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5866666436195374, 0.5600000023841858, 0.5199999809265137] [0.3324444591999054, 0.35911110043525696, 0.2604444622993469]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9599999785423279, 0.5199999809265137, 0.6266666650772095] [0.29333335161209106, 0.35911113023757935, 0.3866666555404663]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.7333333492279053, 0.5199999809265137] [0.4071110785007477, 0.30933332443237305, 0.41688886284828186]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.54666668176651, 1.0] [0.452444463968277, 0.2791110873222351, 0.43022218346595764]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.653333306312561, 1.0, 0.54666668176651] [0.2880000174045563, 0.5057777762413025, 0.24622224271297455]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6000000238418579, 0.6000000238418579, 0.6000000238418579] [0.31199997663497925, 0.42488887906074524, 0.3191111385822296]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.54666668176651, 0.54666668176651] [0.3386666476726532, 0.4435555338859558, 0.14577777683734894]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9599999785423279, 0.9866666793823242, 1.0] [0.2160000056028366, 0.36622223258018494, 0.42488887906074524]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5600000023841858, 0.9866666793823242, 0.5600000023841858] [0.2684444487094879, 0.45333331823349, 0.35022222995758057]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5333333611488342, 0.7733333110809326] [0.3333333432674408, 0.2595555782318115, 0.36177778244018555]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 1.0] [0.21511110663414001, 0.31111109256744385, 0.46844443678855896]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.800000011920929, 0.5733333230018616] [0.3297777771949768, 0.3955555558204651, 0.228444442152977]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5600000023841858, 0.653333306312561, 0.5600000023841858] [0.30755558609962463, 0.40711110830307007, 0.29600000381469727]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.7333333492279053, 1.0] [0.25777778029441833, 0.35288888216018677, 0.3315555453300476]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 1.0, 0.6266666650772095] [0.36977776885032654, 0.40711110830307007, 0.2800000011920929]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 1.0, 0.8266666531562805] [0.36622223258018494, 0.36533334851264954, 0.3911111056804657]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.9866666793823242] [0.2853333353996277, 0.30222222208976746, 0.31555554270744324]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9866666793823242, 0.54666668176651, 1.0] [0.2693333327770233, 0.25688889622688293, 0.3920000195503235]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6133333444595337, 0.5333333611488342, 1.0] [0.2853333055973053, 0.29955556988716125, 0.3813333213329315]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.7333333492279053, 0.5600000023841858] [0.3822222352027893, 0.3919999897480011, 0.2275555580854416]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.5066666603088379] [0.3262222409248352, 0.29777777194976807, 0.2924444079399109]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 1.0, 0.5199999809265137] [0.2826666533946991, 0.3404444456100464, 0.23200000822544098]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9866666793823242, 0.5199999809265137, 0.5199999809265137] [0.335999995470047, 0.3182222247123718, 0.3342222273349762]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 1.0, 0.5333333611488342] [0.3208889067173004, 0.2800000011920929, 0.3724444508552551]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.7733333110809326, 1.0] [0.37777775526046753, 0.3315555453300476, 0.30311110615730286]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 1.0, 0.5066666603088379] [0.3822222054004669, 0.3991111218929291, 0.4008888900279999]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.9866666793823242, 1.0] [0.29955556988716125, 0.3431110978126526, 0.3982222378253937]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.9866666793823242, 0.7333333492279053] [0.29688888788223267, 0.3368888795375824, 0.2924444377422333]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 1.0] [0.3217777907848358, 0.3991111218929291, 0.4044444262981415]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.9866666793823242] [0.1733333319425583, 0.35911110043525696, 0.23377777636051178]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 1.0, 1.0] [0.20266667008399963, 0.3253333270549774, 0.47644442319869995]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.653333306312561, 0.9066666960716248] [0.42399999499320984, 0.31555554270744324, 0.3964444398880005]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.9866666793823242, 0.5600000023841858] [0.5404444336891174, 0.37155553698539734, 0.35022222995758057]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5333333611488342, 0.9466666579246521] [0.30488887429237366, 0.2639999985694885, 0.2675555646419525]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5733333230018616, 0.54666668176651, 0.54666668176651] [0.3822222054004669, 0.2880000174045563, 0.23200000822544098]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5199999809265137, 0.5199999809265137] [0.41244444251060486, 0.2693333327770233, 0.35733330249786377]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 1.0, 0.5333333611488342] [0.3262222409248352, 0.4533333480358124, 0.2613333463668823]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.7333333492279053, 0.6933333277702332] [0.25688889622688293, 0.3822222054004669, 0.30933332443237305]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.8666666746139526, 0.5199999809265137] [0.25422221422195435, 0.42399999499320984, 0.3253333270549774]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5866666436195374, 1.0, 0.5866666436195374] [0.36622223258018494, 0.35377779603004456, 0.3386666476726532]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 1.0] [0.2773333191871643, 0.2213333249092102, 0.36622223258018494]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5600000023841858, 0.5600000023841858, 0.9866666793823242] [0.24622221291065216, 0.3262222409248352, 0.36711111664772034]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.54666668176651, 0.54666668176651] [0.3155555725097656, 0.29955556988716125, 0.2835555374622345]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.653333306312561, 1.0, 0.5333333611488342] [0.3253333270549774, 0.335999995470047, 0.2693333327770233]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.54666668176651, 0.5066666603088379] [0.23555555939674377, 0.3404444456100464, 0.4328888952732086]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5199999809265137, 1.0] [0.45955556631088257, 0.43022221326828003, 0.3253333270549774]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.5066666603088379] [0.2675555646419525, 0.2791110873222351, 0.20355555415153503]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 1.0] [0.30133333802223206, 0.3324444591999054, 0.2853333353996277]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.8399999737739563, 0.5066666603088379, 0.5066666603088379] [0.4622221887111664, 0.25333333015441895, 0.3431110978126526]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5733333230018616, 0.6399999856948853, 0.54666668176651] [0.324444442987442, 0.3342222273349762, 0.22933334112167358]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.5733333230018616, 0.54666668176651] [0.2737777829170227, 0.335999995470047, 0.2666666805744171]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.8666666746139526, 0.8933333158493042, 1.0] [0.41866666078567505, 0.36088889837265015, 0.4391111135482788]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 1.0, 0.5066666603088379] [0.3404444456100464, 0.4266666769981384, 0.2871111333370209]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 1.0] [0.3742222189903259, 0.31644442677497864, 0.3404444456100464]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.5066666603088379] [0.31555554270744324, 0.36355555057525635, 0.40977776050567627]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9599999785423279, 1.0, 0.5066666603088379] [0.4008888900279999, 0.3920000195503235, 0.3377777636051178]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.8666666746139526, 0.8399999737739563] [0.4266666769981384, 0.3466666638851166, 0.3946666419506073]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5199999809265137, 0.5333333611488342] [0.3386666476726532, 0.3466666638851166, 0.36977776885032654]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9599999785423279, 0.5733333230018616, 0.8133333325386047] [0.4044444262981415, 0.26311108469963074, 0.42933332920074463]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 1.0, 1.0] [0.3226666748523712, 0.3742222189903259, 0.5226666927337646]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.5199999809265137] [0.24977777898311615, 0.13333334028720856, 0.2284444272518158]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 1.0, 0.5333333611488342] [0.2657777965068817, 0.30666667222976685, 0.24799998104572296]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.7066666483879089, 0.8533333539962769] [0.3973333239555359, 0.41333332657814026, 0.3982222378253937]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 1.0] [0.3902222216129303, 0.2755555808544159, 0.40888887643814087]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.9866666793823242, 0.8933333158493042] [0.29600000381469727, 0.30311110615730286, 0.45777779817581177]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5600000023841858, 0.5066666603088379, 0.5066666603088379] [0.30399999022483826, 0.3368888795375824, 0.2782222032546997]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.653333306312561, 0.5199999809265137] [0.30488887429237366, 0.26044443249702454, 0.2728888690471649]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.746666669845581, 0.5199999809265137, 0.5199999809265137] [0.3502222001552582, 0.40533334016799927, 0.36888888478279114]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5733333230018616, 0.5733333230018616] [0.25777778029441833, 0.35288888216018677, 0.425777792930603]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.5199999809265137] [0.14399999380111694, 0.35555553436279297, 0.32266664505004883]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9200000166893005, 0.54666668176651, 1.0] [0.3911111056804657, 0.3271111249923706, 0.43022221326828003]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.800000011920929, 0.9200000166893005, 0.5066666603088379] [0.3351111114025116, 0.36177778244018555, 0.2888888716697693]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5199999809265137, 0.5066666603088379] [0.2924444377422333, 0.3279999792575836, 0.339555561542511]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.9866666793823242, 0.9733333587646484] [0.2826666533946991, 0.30311110615730286, 0.4044444262981415]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9866666793823242, 1.0, 1.0] [0.25333333015441895, 0.3368888795375824, 0.4320000112056732]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 1.0, 0.5199999809265137] [0.32533329725265503, 0.5182222127914429, 0.3884444236755371]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5066666603088379, 0.8533333539962769] [0.351999968290329, 0.2826666831970215, 0.2897777855396271]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5733333230018616, 0.5733333230018616, 1.0] [0.29955556988716125, 0.30399999022483826, 0.46844443678855896]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.5733333230018616] [0.2693333327770233, 0.3866666853427887, 0.32266664505004883]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6133333444595337, 0.9866666793823242, 0.54666668176651] [0.24711112678050995, 0.30222222208976746, 0.35733333230018616]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9866666793823242, 0.6266666650772095, 0.5066666603088379] [0.42933332920074463, 0.21511109173297882, 0.24533334374427795]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9733333587646484, 0.5333333611488342, 0.9466666579246521] [0.3964444398880005, 0.25600001215934753, 0.36533334851264954]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.5066666603088379] [0.3342222273349762, 0.23111110925674438, 0.2728888690471649]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.9866666793823242, 0.54666668176651] [0.15377779304981232, 0.36800000071525574, 0.3306666612625122]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5066666603088379, 0.5066666603088379] [0.4453333616256714, 0.36177778244018555, 0.24977776408195496]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.54666668176651, 0.9866666793823242] [0.2648888826370239, 0.3288888931274414, 0.47200000286102295]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9733333587646484, 0.5333333611488342, 0.5333333611488342] [0.320888876914978, 0.3288888931274414, 0.25955554842948914]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.54666668176651, 1.0] [0.2719999849796295, 0.30044445395469666, 0.2319999784231186]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.9866666793823242, 0.5066666603088379] [0.37777775526046753, 0.3928889036178589, 0.43022221326828003]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.9866666793823242] [0.2764444351196289, 0.25777778029441833, 0.4364444315433502]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.9733333587646484, 0.54666668176651] [0.36088889837265015, 0.3191111385822296, 0.3217777609825134]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9200000166893005, 0.9599999785423279, 0.5199999809265137] [0.2737777829170227, 0.4035555422306061, 0.3199999928474426]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5333333611488342, 0.5333333611488342] [0.23111110925674438, 0.23111110925674438, 0.29955556988716125]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9200000166893005, 0.5066666603088379, 0.5866666436195374] [0.3306666612625122, 0.35288888216018677, 0.2719999849796295]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 0.5333333611488342] [0.2204444408416748, 0.23200000822544098, 0.31555554270744324]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 1.0, 0.5199999809265137] [0.31022220849990845, 0.4000000059604645, 0.36977776885032654]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9200000166893005, 0.5199999809265137, 0.5199999809265137] [0.3253333270549774, 0.3288888931274414, 0.30666667222976685]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.8533333539962769, 0.5066666603088379, 0.9200000166893005] [0.3831111192703247, 0.3804444372653961, 0.4506666958332062]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 1.0, 0.5199999809265137] [0.2604444622993469, 0.29777777194976807, 0.25866666436195374]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5333333611488342, 0.5333333611488342] [0.3315555453300476, 0.42222222685813904, 0.36000001430511475]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.9866666793823242, 0.5066666603088379] [0.4524444341659546, 0.24177779257297516, 0.3893333375453949]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 0.5333333611488342] [0.23200000822544098, 0.2764444351196289, 0.31288889050483704]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9866666793823242, 0.54666668176651, 0.54666668176651] [0.3911110758781433, 0.36266666650772095, 0.3333333432674408]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.54666668176651, 0.54666668176651] [0.2737777829170227, 0.29955556988716125, 0.30844444036483765]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5333333611488342, 1.0] [0.29777777194976807, 0.2844444215297699, 0.4008888900279999]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9866666793823242, 1.0, 0.6000000238418579] [0.3742222189903259, 0.23555555939674377, 0.3982222378253937]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.6666666865348816, 0.9866666793823242] [0.23022222518920898, 0.3404444456100464, 0.29422223567962646]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5199999809265137, 0.9466666579246521] [0.46133333444595337, 0.2782222032546997, 0.3493333160877228]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9599999785423279, 0.9733333587646484, 0.5333333611488342] [0.24977777898311615, 0.2711111009120941, 0.46755555272102356]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 0.9866666793823242] [0.23200002312660217, 0.36444443464279175, 0.3422222137451172]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.5199999809265137] [0.35466668009757996, 0.3466666638851166, 0.3733333349227905]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.54666668176651, 0.8133333325386047] [0.3502222001552582, 0.30577775835990906, 0.36177775263786316]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9866666793823242, 0.5333333611488342, 0.5199999809265137] [0.31822219491004944, 0.3377777636051178, 0.3297777771949768]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9733333587646484, 0.5066666603088379, 0.5066666603088379] [0.3333333432674408, 0.3991111218929291, 0.3306666612625122]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5066666603088379, 1.0] [0.3946666717529297, 0.25422224402427673, 0.2657777667045593]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5600000023841858, 1.0, 0.7733333110809326] [0.36977776885032654, 0.30222222208976746, 0.3866666555404663]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5600000023841858, 0.5600000023841858, 1.0] [0.36266663670539856, 0.3813333213329315, 0.3484444320201874]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.9333333373069763] [0.2639999985694885, 0.3342222273349762, 0.4311111271381378]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5733333230018616, 0.9066666960716248] [0.36000001430511475, 0.37777775526046753, 0.35288891196250916]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5600000023841858, 0.5600000023841858] [0.3742222487926483, 0.3920000195503235, 0.2897777855396271]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.5199999809265137] [0.3271111249923706, 0.2622222304344177, 0.2693333327770233]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.653333306312561, 1.0, 0.5199999809265137] [0.3848888576030731, 0.4622221887111664, 0.2657777667045593]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.8533333539962769, 0.5199999809265137] [0.29600000381469727, 0.4542222321033478, 0.23733332753181458]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.7333333492279053, 0.5333333611488342, 0.5333333611488342] [0.36444443464279175, 0.24177779257297516, 0.3226666748523712]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5199999809265137, 0.5066666603088379] [0.36088886857032776, 0.2719999849796295, 0.2879999876022339]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9466666579246521, 1.0, 0.5333333611488342] [0.35733333230018616, 0.37599998712539673, 0.2764444351196289]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 1.0, 0.5199999809265137] [0.3733333349227905, 0.29777777194976807, 0.30933332443237305]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 1.0] [0.36000001430511475, 0.29422223567962646, 0.31111112236976624]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.5066666603088379] [0.2231111079454422, 0.29777777194976807, 0.335999995470047]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.746666669845581, 0.5199999809265137, 0.5199999809265137] [0.35911110043525696, 0.4026666581630707, 0.48355552554130554]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.5066666603088379] [0.25066667795181274, 0.36977776885032654, 0.30844444036483765]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.9866666793823242, 0.5066666603088379] [0.29955556988716125, 0.42844444513320923, 0.23999999463558197]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.9866666793823242] [0.2639999985694885, 0.29866665601730347, 0.35911113023757935]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9866666793823242, 0.9866666793823242, 1.0] [0.3911111056804657, 0.3911111056804657, 0.5084444284439087]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 1.0] [0.24266666173934937, 0.4320000112056732, 0.3413333296775818]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.54666668176651, 1.0] [0.24177779257297516, 0.3751111328601837, 0.4311111271381378]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.9599999785423279, 1.0] [0.2719999849796295, 0.3306666612625122, 0.34666669368743896]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 0.8266666531562805] [0.2711111009120941, 0.36355555057525635, 0.31377777457237244]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6666666865348816, 0.54666668176651, 1.0] [0.29955556988716125, 0.2746666669845581, 0.3937777876853943]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 1.0, 0.6666666865348816] [0.4017777740955353, 0.4026666581630707, 0.41777774691581726]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 1.0, 0.5066666603088379] [0.3324444591999054, 0.42222219705581665, 0.29688888788223267]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.8266666531562805, 0.7733333110809326, 0.5199999809265137] [0.2675555646419525, 0.3199999928474426, 0.3946666419506073]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 1.0, 0.9866666793823242] [0.35822221636772156, 0.37155553698539734, 0.4373333156108856]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5066666603088379, 0.5066666603088379] [0.3342222273349762, 0.216888889670372, 0.3857777714729309]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.9866666793823242, 0.5066666603088379] [0.30755555629730225, 0.3733333349227905, 0.3404444456100464]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 1.0] [0.2897777557373047, 0.2773333191871643, 0.5048888921737671]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.8533333539962769, 1.0] [0.30311110615730286, 0.35555556416511536, 0.3333333432674408]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6399999856948853, 0.5199999809265137, 0.653333306312561] [0.3324444591999054, 0.30399999022483826, 0.25866666436195374]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.8133333325386047, 1.0, 0.5066666603088379] [0.3937777876853943, 0.37599998712539673, 0.25155556201934814]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.9333333373069763, 0.9733333587646484] [0.3306666612625122, 0.4017777740955353, 0.5093333125114441]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.6266666650772095, 0.5199999809265137] [0.3502222001552582, 0.339555561542511, 0.25866666436195374]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 1.0, 0.7200000286102295] [0.24711111187934875, 0.31822219491004944, 0.3902222216129303]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 1.0, 0.5333333611488342] [0.2719999849796295, 0.3973333239555359, 0.4346666634082794]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.800000011920929, 0.54666668176651] [0.35733333230018616, 0.24977777898311615, 0.35822221636772156]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6133333444595337, 0.9866666793823242, 1.0] [0.3386666476726532, 0.4373333156108856, 0.31288889050483704]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5066666603088379, 0.9466666579246521] [0.3448888659477234, 0.2186666578054428, 0.3928889036178589]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.8533333539962769, 0.5199999809265137, 0.5199999809265137] [0.3848889172077179, 0.2711111009120941, 0.12444444745779037]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 1.0] [0.36000001430511475, 0.3173333406448364, 0.3839999735355377]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6266666650772095, 0.5066666603088379, 0.5066666603088379] [0.41155555844306946, 0.25955554842948914, 0.25866666436195374]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5066666603088379, 1.0] [0.46488890051841736, 0.32355552911758423, 0.31022223830223083]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.9733333587646484, 0.5199999809265137] [0.328000009059906, 0.2817777693271637, 0.36622223258018494]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9333333373069763, 0.54666668176651, 0.5733333230018616] [0.2693333327770233, 0.35111111402511597, 0.4017777740955353]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5600000023841858, 0.5600000023841858, 0.5600000023841858] [0.3448888957500458, 0.425777792930603, 0.25155556201934814]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5600000023841858, 0.5333333611488342, 0.5333333611488342] [0.3253333270549774, 0.34755557775497437, 0.2711111009120941]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.5199999809265137] [0.25155556201934814, 0.3884444534778595, 0.29777777194976807]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 1.0, 0.5333333611488342] [0.3386666476726532, 0.3911111056804657, 0.23644444346427917]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5199999809265137, 0.9866666793823242] [0.29866665601730347, 0.2737777829170227, 0.41422221064567566]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6399999856948853, 1.0, 0.5066666603088379] [0.3813333213329315, 0.30222222208976746, 0.3902221918106079]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.8666666746139526, 0.5199999809265137] [0.2719999849796295, 0.4017777740955353, 0.3351111114025116]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.9466666579246521, 0.9200000166893005] [0.29422223567962646, 0.2764444351196289, 0.2924444377422333]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 1.0] [0.36533328890800476, 0.2657777667045593, 0.2666666805744171]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.746666669845581, 0.5066666603088379, 0.5066666603088379] [0.31733331084251404, 0.3262222409248352, 0.3893333375453949]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.8933333158493042, 0.7733333110809326, 0.5333333611488342] [0.4391111135482788, 0.3502222001552582, 0.3342222273349762]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 1.0, 0.54666668176651] [0.2800000309944153, 0.3342222571372986, 0.23733332753181458]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9866666793823242, 0.5066666603088379, 0.5066666603088379] [0.2808889150619507, 0.36622223258018494, 0.23377777636051178]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.54666668176651, 0.54666668176651] [0.3271110951900482, 0.4426666498184204, 0.3733333349227905]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.4933333396911621, 0.5066666603088379, 0.5066666603088379] [0.1697777807712555, 0.2817777693271637, 0.3404444456100464]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 1.0, 0.5600000023841858] [0.46133333444595337, 0.2684444487094879, 0.3199999928474426]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.9866666793823242, 0.5199999809265137] [0.335999995470047, 0.3271111249923706, 0.25155556201934814]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6000000238418579, 0.5600000023841858, 0.54666668176651] [0.24622224271297455, 0.2800000011920929, 0.36088892817497253]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5199999809265137, 0.5199999809265137] [0.42044445872306824, 0.2924444079399109, 0.3386666476726532]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9733333587646484, 0.5333333611488342, 0.6133333444595337] [0.41066664457321167, 0.30488887429237366, 0.3991111218929291]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5199999809265137, 0.5199999809265137] [0.36533334851264954, 0.2808888852596283, 0.2711111009120941]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9466666579246521, 0.9866666793823242, 0.5199999809265137] [0.3964444398880005, 0.37688887119293213, 0.36888885498046875]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.54666668176651, 1.0] [0.30577775835990906, 0.24888889491558075, 0.3884444534778595]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.8399999737739563, 0.9866666793823242] [0.3875555694103241, 0.3866666853427887, 0.36800000071525574]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.5199999809265137] [0.3991111218929291, 0.2897777557373047, 0.36800000071525574]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 1.0, 0.54666668176651] [0.320000022649765, 0.40622222423553467, 0.35111111402511597]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.6666666865348816, 1.0] [0.37777775526046753, 0.36444443464279175, 0.461333304643631]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 1.0, 0.8266666531562805] [0.35555553436279297, 0.35733333230018616, 0.41511106491088867]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.54666668176651, 0.9733333587646484] [0.3493333160877228, 0.30399999022483826, 0.2773333489894867]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9866666793823242, 0.9866666793823242, 0.5333333611488342] [0.3795555531978607, 0.31288889050483704, 0.4044444262981415]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.5066666603088379] [0.23555555939674377, 0.335999995470047, 0.3991111218929291]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9866666793823242, 0.5733333230018616, 0.9333333373069763] [0.35022222995758057, 0.2871111035346985, 0.2826666831970215]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9333333373069763, 0.5600000023841858, 0.9333333373069763] [0.3884444236755371, 0.36266663670539856, 0.23200000822544098]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.6666666865348816, 0.5199999809265137] [0.3333333432674408, 0.2897777855396271, 0.23022222518920898]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.9200000166893005, 0.5333333611488342] [0.2897777557373047, 0.2666666805744171, 0.30577775835990906]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6933333277702332, 1.0, 0.54666668176651] [0.34844446182250977, 0.30311107635498047, 0.3404444456100464]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9066666960716248, 0.5333333611488342, 0.6266666650772095] [0.43022221326828003, 0.24000000953674316, 0.339555561542511]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 0.5333333611488342] [0.31555554270744324, 0.3982222378253937, 0.20977778732776642]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5066666603088379, 1.0] [0.30222222208976746, 0.30844444036483765, 0.46577778458595276]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.9333333373069763] [0.2666666805744171, 0.339555561542511, 0.4346666634082794]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.8533333539962769, 0.54666668176651, 0.7333333492279053] [0.25688889622688293, 0.324444442987442, 0.41777780652046204]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.7866666913032532, 0.5066666603088379, 0.8799999952316284] [0.3368888795375824, 0.36355555057525635, 0.351999968290329]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9733333587646484, 0.5066666603088379, 0.6000000238418579] [0.3742222189903259, 0.36533334851264954, 0.30577775835990906]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.7599999904632568, 0.5199999809265137, 0.5199999809265137] [0.3191111385822296, 0.37599998712539673, 0.29866665601730347]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5733333230018616, 0.6399999856948853, 0.5733333230018616] [0.35822218656539917, 0.25244441628456116, 0.3315555453300476]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6666666865348816, 0.9733333587646484, 0.6666666865348816] [0.36088889837265015, 0.31911107897758484, 0.2755555510520935]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.9866666793823242, 0.5066666603088379] [0.36533334851264954, 0.36888888478279114, 0.2124444544315338]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.5066666603088379] [0.3973333239555359, 0.36711111664772034, 0.339555561542511]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.9200000166893005, 0.5066666603088379] [0.31288889050483704, 0.2764444351196289, 0.36533334851264954]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9733333587646484, 0.5199999809265137, 0.9599999785423279] [0.4399999976158142, 0.42933332920074463, 0.4462222158908844]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.54666668176651, 0.54666668176651] [0.2897777855396271, 0.29600000381469727, 0.36711111664772034]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5600000023841858, 0.5199999809265137] [0.24444444477558136, 0.21511110663414001, 0.36533334851264954]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5066666603088379, 0.5066666603088379] [0.441777765750885, 0.46400001645088196, 0.32444441318511963]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5333333611488342, 0.5333333611488342] [0.3902222216129303, 0.4017777740955353, 0.4355555474758148]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 1.0, 0.5066666603088379] [0.3431110978126526, 0.4355555474758148, 0.4346666634082794]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.5066666603088379] [0.29866665601730347, 0.2737777829170227, 0.4008888900279999]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6133333444595337, 0.5733333230018616, 0.9333333373069763] [0.2248888909816742, 0.35822221636772156, 0.4000000059604645]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9733333587646484, 0.5199999809265137, 0.5199999809265137] [0.3902222216129303, 0.4000000059604645, 0.2648888826370239]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 1.0, 0.5066666603088379] [0.23999999463558197, 0.29955556988716125, 0.31111109256744385]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.5066666603088379] [0.29688888788223267, 0.3324444591999054, 0.24088887870311737]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5333333611488342, 0.9333333373069763] [0.4328888952732086, 0.324444442987442, 0.2622222304344177]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9866666793823242, 1.0, 0.54666668176651] [0.35022222995758057, 0.36355555057525635, 0.3804444372653961]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 1.0, 0.5199999809265137] [0.2817777693271637, 0.3804444372653961, 0.29955556988716125]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 1.0, 1.0] [0.35022222995758057, 0.47466665506362915, 0.36888888478279114]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 1.0, 0.6399999856948853] [0.3368888795375824, 0.425777792930603, 0.2800000011920929]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.6666666865348816, 0.9866666793823242] [0.2257777750492096, 0.4008888602256775, 0.3324444591999054]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6933333277702332, 0.54666668176651, 0.5066666603088379] [0.37777775526046753, 0.36800000071525574, 0.29955556988716125]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 1.0, 0.5066666603088379] [0.30933332443237305, 0.41066667437553406, 0.3306666612625122]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.9733333587646484, 0.9599999785423279] [0.42933332920074463, 0.3804444372653961, 0.29333335161209106]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.653333306312561, 0.7733333110809326] [0.2666666805744171, 0.2800000011920929, 0.25599998235702515]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.7066666483879089, 0.9733333587646484, 0.5199999809265137] [0.30577775835990906, 0.31288889050483704, 0.25777778029441833]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 0.5333333611488342] [0.31022220849990845, 0.2817777991294861, 0.2746666669845581]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.9733333587646484, 0.54666668176651] [0.23733332753181458, 0.31377777457237244, 0.3262222111225128]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 0.5333333611488342] [0.425777792930603, 0.41866666078567505, 0.339555561542511]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5199999809265137, 0.5199999809265137] [0.2693333327770233, 0.2764444351196289, 0.3786666691303253]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5733333230018616, 0.5733333230018616, 1.0] [0.31733331084251404, 0.23200000822544098, 0.3893333673477173]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.6666666865348816, 1.0, 1.0] [0.2755555510520935, 0.3271111249923706, 0.4346666634082794]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.5333333611488342] [0.2693333327770233, 0.23200000822544098, 0.23911111056804657]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9866666793823242, 0.7733333110809326, 1.0] [0.3884444832801819, 0.2222222238779068, 0.4853333532810211]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 1.0, 1.0] [0.1600000113248825, 0.2968888580799103, 0.36177778244018555]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.5066666603088379] [0.29866665601730347, 0.30133333802223206, 0.3271111249923706]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9599999785423279, 1.0, 0.5066666603088379] [0.30222222208976746, 0.5271111130714417, 0.30133333802223206]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.800000011920929, 0.54666668176651, 1.0] [0.3777777850627899, 0.3760000169277191, 0.4311111569404602]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.9333333373069763, 0.5733333230018616] [0.2924444377422333, 0.41866669058799744, 0.2719999849796295]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9733333587646484, 0.9066666960716248, 1.0] [0.42399999499320984, 0.35644444823265076, 0.36266666650772095]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5600000023841858, 0.9866666793823242, 0.54666668176651] [0.18311111629009247, 0.3404444456100464, 0.2719999849796295]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.8933333158493042, 0.54666668176651] [0.4026666581630707, 0.2871111035346985, 0.34577780961990356]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.9866666793823242] [0.36800000071525574, 0.42311111092567444, 0.5502222776412964]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9866666793823242, 0.9733333587646484, 0.5199999809265137] [0.4915555715560913, 0.31555554270744324, 0.30133333802223206]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 1.0, 0.5199999809265137] [0.36800000071525574, 0.21422222256660461, 0.23555555939674377]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 0.5600000023841858] [0.2666666805744171, 0.3306666612625122, 0.15288887917995453]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 0.6133333444595337] [0.37777775526046753, 0.30488887429237366, 0.30133333802223206]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.54666668176651, 0.54666668176651] [0.30311110615730286, 0.40888887643814087, 0.30133336782455444]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5600000023841858, 1.0, 0.4533333480358124] [0.24444442987442017, 0.3937777876853943, 0.1688888818025589]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.6133333444595337, 0.9733333587646484] [0.4026666581630707, 0.29511111974716187, 0.41777774691581726]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.6133333444595337, 1.0] [0.3911111056804657, 0.3973332941532135, 0.40444448590278625]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 1.0, 0.9599999785423279] [0.21511110663414001, 0.3893333375453949, 0.4017777740955353]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.54666668176651, 0.54666668176651, 0.54666668176651] [0.2666666805744171, 0.2613333463668823, 0.35288891196250916]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5199999809265137, 1.0] [0.20533332228660583, 0.36888888478279114, 0.3333333432674408]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.5199999809265137, 1.0] [0.37066665291786194, 0.3946666717529297, 0.425777792930603]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 1.0, 0.54666668176651] [0.36977776885032654, 0.4391111433506012, 0.42044442892074585]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.8133333325386047, 0.9466666579246521, 0.5199999809265137] [0.36444440484046936, 0.37511110305786133, 0.335999995470047]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 1.0, 0.5066666603088379] [0.35733333230018616, 0.30488887429237366, 0.35644441843032837]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.7200000286102295, 0.5066666603088379, 0.5066666603088379] [0.3484444320201874, 0.36533334851264954, 0.2639999985694885]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.9866666793823242, 1.0] [0.2257777899503708, 0.5288888812065125, 0.36533334851264954]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9866666793823242, 0.8133333325386047, 0.5066666603088379] [0.42844444513320923, 0.3466666638851166, 0.36000001430511475]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.5066666603088379] [0.31555554270744324, 0.20000000298023224, 0.2239999920129776]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5733333230018616, 0.5199999809265137] [0.22933334112167358, 0.3413333296775818, 0.25511109828948975]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9866666793823242, 0.5199999809265137, 0.5199999809265137] [0.3297777771949768, 0.224888876080513, 0.29866665601730347]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5199999809265137, 0.8133333325386047] [0.35822218656539917, 0.19822221994400024, 0.2871111035346985]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.9733333587646484, 0.6000000238418579] [0.3502222001552582, 0.40977779030799866, 0.2782222032546997]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.5066666603088379] [0.328000009059906, 0.29955556988716125, 0.32355552911758423]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5866666436195374, 0.8799999952316284, 0.5066666603088379] [0.40622222423553467, 0.42311111092567444, 0.23466666042804718]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.9866666793823242, 0.5199999809265137] [0.3315555453300476, 0.35377776622772217, 0.3342222273349762]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.9599999785423279, 0.5199999809265137] [0.4364444315433502, 0.4311111271381378, 0.25777778029441833]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.8133333325386047, 0.6266666650772095] [0.2604444622993469, 0.3875555694103241, 0.3342222273349762]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.5866666436195374] [0.37599998712539673, 0.2675555646419525, 0.30844444036483765]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5600000023841858, 0.9733333587646484, 0.5600000023841858] [0.29333335161209106, 0.48444443941116333, 0.25777778029441833]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.9200000166893005, 0.800000011920929] [0.24088889360427856, 0.2853333353996277, 0.35555556416511536]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.8399999737739563, 0.7866666913032532, 1.0] [0.351999968290329, 0.34666669368743896, 0.3848888576030731]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.9333333373069763, 1.0, 0.7733333110809326] [0.3911111056804657, 0.425777792930603, 0.3315555453300476]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.9866666793823242, 1.0] [0.46044445037841797, 0.31022220849990845, 0.3315555453300476]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5199999809265137, 0.7733333110809326, 0.5600000023841858] [0.25244444608688354, 0.42222219705581665, 0.4008888900279999]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5066666603088379, 0.5066666603088379, 0.653333306312561] [0.31733331084251404, 0.30044445395469666, 0.37511110305786133]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [0.5333333611488342, 0.5333333611488342, 0.5333333611488342] [0.24000000953674316, 0.3368888795375824, 0.339555561542511]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 0.5333333611488342, 0.5333333611488342] [0.4480000138282776, 0.24533334374427795, 0.2897777855396271]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n",
            "Iris ES 15 100 0.5 0.0 0 0 [1.0, 1.0, 1.0] [0.41777774691581726, 0.46044445037841797, 0.41066664457321167]\n",
            "2 Generational Bound Reached\n",
            "Iris ES 15 100 0.5 0.0 99 9900 [1.0, 1.0, 1.0] [1.0, 1.0, 1.0]\n",
            "torch.Size([45, 24])\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "o3ZWHNpPaTFO"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "yTu8OmlYaKQ2"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(train_max_accuracy)\n",
        "print(train_average_accuracy)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "y3og4Wm8dn1h",
        "outputId": "f5f51766-9725-48f5-c950-3de94e8a49af"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[[], [], [], [], [], [], [], [], [], []]\n",
            "[[], [], [], [], [], [], [], [], [], []]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import csv\n",
        "\n",
        "file_name = 'Experiment_1_train_max_accuracy.csv'\n",
        "\n",
        "with open(file_name, 'w', newline='') as myfile:\n",
        "     wr = csv.writer(myfile, quoting=csv.QUOTE_ALL)\n",
        "     wr.writerow(train_max_accuracy)\n",
        "\n",
        "file_name = 'Experiment_1_train_average_accuracy.csv'\n",
        "\n",
        "with open(file_name, 'w', newline='') as myfile:\n",
        "     wr = csv.writer(myfile, quoting=csv.QUOTE_ALL)\n",
        "     wr.writerow(train_average_accuracy)"
      ],
      "metadata": {
        "id": "l_RN49cLe0oQ"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "train_max_accuracy = torch.Tensor(train_max_accuracy)\n",
        "train_average_accuracy = torch.Tensor(train_average_accuracy)\n",
        "\n",
        "print(train_max_accuracy.shape)\n",
        "\n",
        "max_avg = torch.mean(train_max_accuracy, dim=0)\n",
        "max_std = torch.std(train_max_accuracy, dim=0)\n",
        "average_avg = torch.mean(train_average_accuracy, dim=0)\n",
        "average_std = torch.std(train_average_accuracy, dim=0)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "FAaTdy9jfDeX",
        "outputId": "b02357de-ddb0-4451-fc2d-f52739376de1"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "torch.Size([1000, 100])\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(max_std)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5FxYegkVm4OF",
        "outputId": "e52273af-2e35-4fd9-fb6f-bad3eb8e88c9"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "tensor([0.1309, 0.0504, 0.0671, 0.0792, 0.0916, 0.0991, 0.1072, 0.1088, 0.1143,\n",
            "        0.1102, 0.1096, 0.1111, 0.1118, 0.1107, 0.1104, 0.1086, 0.1090, 0.1085,\n",
            "        0.1090, 0.1082, 0.1070, 0.1040, 0.1036, 0.1027, 0.1035, 0.1018, 0.1038,\n",
            "        0.1017, 0.1023, 0.0993, 0.1001, 0.0997, 0.0998, 0.0998, 0.0997, 0.0998,\n",
            "        0.0999, 0.0976, 0.0979, 0.0964, 0.0953, 0.0950, 0.0951, 0.0952, 0.0951,\n",
            "        0.0953, 0.0952, 0.0953, 0.0950, 0.0950, 0.0953, 0.0953, 0.0954, 0.0953,\n",
            "        0.0953, 0.0954, 0.0954, 0.0955, 0.0956, 0.0958, 0.0958, 0.0956, 0.0957,\n",
            "        0.0957, 0.0958, 0.0957, 0.0958, 0.0958, 0.0959, 0.0960, 0.0960, 0.0960,\n",
            "        0.0960, 0.0961, 0.0960, 0.0960, 0.0961, 0.0961, 0.0961, 0.0961, 0.0961,\n",
            "        0.0961, 0.0960, 0.0961, 0.0961, 0.0961, 0.0962, 0.0962, 0.0963, 0.0963,\n",
            "        0.0963, 0.0963, 0.0964, 0.0964, 0.0965, 0.0956, 0.0943, 0.0945, 0.0949,\n",
            "        0.0948])\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "\n",
        "plt.plot(max_avg, label=\"max_fitness\")\n",
        "# plt.fill_between(list(range(0,100)), (max_avg - max_std/2), (max_avg + max_std/2), alpha=0.2)\n",
        "plt.plot(average_avg, label=\"average_fitness\")\n",
        "# plt.fill_between(list(range(0,100)), (average_avg - average_std/2), (average_avg + average_std/2), alpha=0.2)\n",
        "plt.title(\"Evolution Statistics\")\n",
        "plt.ylabel(\"Fitness\")\n",
        "plt.xlabel(\"Generation\")\n",
        "plt.legend(loc=\"lower right\")\n",
        "plt.savefig('Experiment1_evolution_statistics.png', dpi=1200)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "id": "f9jI7S_Afk5t",
        "outputId": "621e690b-be6c-40c6-900a-aeb51ab8fda2"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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hRkRE/KbY6aLA7iTPUUJeUQm5RcXkFpWQU1RMTlEJ9mInzuPho+R4QClwOCmyF1FSlIezKB+KCzE5iwhy2TE77ZhddigpwlXswFVixyixE2z8HiBCTO5gYT3eCmE1lWDDgRUnwbhbNoJNTmw4iaHk99YNSgg2lRxv8XAeDyIlVTtRH03XcWGhxGLDabbhsoTgsthwBYVAUAgEh2IKCsFkdf/EYgVLMARZMVmCMQfZMAfbMAeHYA6yYQm2QZANLDYIsh7/aXPvKygEgkNOWmaFoBBMFitWk4+Sk5co3IiI1DOG4W6VcBxvuXCUuFsu3K0VLk+rRYmz/Dr2Eif2YhdFJU4KHU7sxSVQYgdnEaYSByZnERTbcRYX4SouwlnsDhOU2DG5HOB0YHIWY3Y5MLmKMTlLMBklmI1icDoIchUf7wr5PWhYKSaCEhpSTKjJQSh298vkIIwiQrFjNTmrfgH8+JvNabbiMttwBofjskZiWCMw2SLAGgZBoScEAxsWWxhB1jAstrDfA0SQzR1CSsNDaZiwWI9va3PvJ9j9MluCsfrv9OoshRsRES8qHVuRby/Bfjw0OE7oHnEZBk4Xx1sn3DNLjuU7POMscotKKCx2UuRwYi8uxnAUEGIqwWZ2Emp2EmJ2Emw4sBfmU2LPp8ReiOEowOKyu1scjN9bKGwmByEUH+8SKcZqco+5sHlaJ9zhIgqHpwvk9y6S4yGkOqHidMyccYuGy2TBaQn5vdXi+MsU9PvLcrx1whQcitkaijm4bMjwvLcEgzn4eAtH0Anvg38PGJbgE1o2rCeEDnfLiMVkwgIEe+P6iNco3IjIWaHE6SK3qMQz5sJpuFsusguLyTphAGeBw4nFbMJiNhFkNmE2m3AZ7u1LnO7ukqJiJ0fzHRzNd5CVl09Bfg4lhXmYivMxF+cTYhQRRpFnvITthDEWITgIMf3+PtxURBMKaWcqJJwiwikkwuTePtxkr9rJeSE0VIULMyVmG05zME6zFcNsxWVx/zQsNgxL8O8BwGLFFOT+bLIEY7IEYwkOIcgaQrA1BIs1pOIWi+DSVorw4z/D3K0gwWFgDcdssWKu5V0iEngKNyJSJ5S2iBQVOz2DPnPtJe7Bn3b3tNWCYicF9hIKHE7y7CWk5RRxKKuQg1lFZOQWYRiu4wGiiIjSMGEqIoJC98tUSARFRJgKCKeI0OPfhVFEiMlBmKe7xO7+vqLuEh/9L7zLFITLHPz7z6BQjOAwTMEhmINDMQWHesZElI6jMFtDsZzccmGxVtwKceLYizKffx+DYbYEqUtE6oSAh5s5c+bw1FNPkZaWRvfu3Xn22Wfp27dvhesWFxczc+ZMXnvtNQ4cOED79u35xz/+wZAhQ/xctYhUl73ESU5hCVkF7i6YrAIHWQXFZBcWk1N0/Gehe1Bp3omhxeGkwF6Mq7iISCOfKFM+0eQTY8qjgSmPaNw/I3CHlYamIsKxE2YqIoLSFpAiwqzVaAmpAcNkwWWNAGsEJms4Jls4pqBQ96DMoBNeJ3+2RYAtEqwn/nTvx/0KhyAbZrNFt5QXqaKAhpuFCxcyceJE5s6dS79+/Zg1axaDBw9m27ZtxMfHl1v/4Ycf5o033uDll1+mQ4cOfPbZZ1x11VV899139OzZMwBnIHL2KnG6OJrvICPXzuE8Oxk5RaTn2EnLKSI9u4iMXDvZhcXk2d2zYsre08MgkkLiTNk0JIeGplwamHJJJJdOplxiTdk0Ips4Uw5xpmyiTXnYbFWcpVIVJsvxABHpDhSlYcIW+furXMg43jUSHObuLjlxmTUc0/HxFyISeCbDMKo5ed57+vXrxznnnMNzzz0HgMvlIikpibvvvptJkyaVW79JkyZMmTKFCRMmeJZdc801hIaG8sYbb1TpmDk5OURHR5OdnU1UVJR3TkSknikqdvLbsUJ+O1bAb8cKScsuIj3HHVgycu0czi3iSL6Dk//1sOGgiekIiaajNOaIO7yYcok9HmBiTTnEm7OJIxsrVbgp2EkMkwVCojGFRENoAwhr6P4Z2gBsUSeEkXB36CgNMNbw46/jgSUoBBREROqU6vz+DljLjcPhYMOGDUyePNmzzGw2k5KSwurVqyvcxm63ExISUmZZaGgoK1eu9GmtInWVy+UeMHsk305mnoPMPDsZOfbjIaWIw7l28uwlZaYBF9idHMl3nLQngwgKaWTKJp4s2piO0dh8hKbmIyQHHaOZ+QjxRiaRrpzqFWiNhPA4CIt1B5WwWPcrvBFExLt/hjdyLwuJxmSLVCgRkdMKWLjJzMzE6XSSkJBQZnlCQgJbt26tcJvBgwfz9NNPc/7559O6dWuWL1/OokWLcDorn6pot9ux23/vZ8/JqeY/viK12NF8B9vSctmWlsO+owUcyXPP4MnMs3tm85S4Tt04a8NBI1MWCRwjwXSMRNMxEoKO0sySRfOgLBJMR4lxHsVqVDJexQBO/E8wOByim0JUEwiP/z28hMdBWBxEJLiDS0S8u3tHRMTLAj6guDpmz57N+PHj6dChAyaTidatWzNu3DjmzZtX6TYzZ85kxowZfqxSxHvsJU5++i2bXYfzyMxzcCTPwZF8d+vLzsN5HM49/QDZEOx0DjlC55BMWgdn0txylMbGYWKdGUTZ07EVZ1W+8cn/32CNhMgEd0CJagrRzY6/ktxhJrophMSodUVEAipg4SYuLg6LxUJ6enqZ5enp6SQmJla4TaNGjfjggw8oKiriyJEjNGnShEmTJtGqVatKjzN58mQmTpzo+ZyTk0NSUpJ3TkLEi4qdLn47VsjOjDw27DvG+r1H2XwgG0eJ65TbJTUIoW9cMb3CM2lmyiTelU4DRxqRhQcIyUvFknfIvWLR8VdFgkIgMhEiG/8eXKIauz9HNXF/F5HgHrciIlLLBSzcWK1WevfuzfLlyxk+fDjgHlC8fPly7rrrrlNuGxISQtOmTSkuLuZ///sf119/faXr2mw2bDabN0sXOSPZBcVsz8hle3ouO9Lz2J2Zz74j+fx2rBBnBV1IcRFWOjeJJj4iiJbBx2jJQZqU7Kdp8T4a5O/GcmQb7M8+9UFDoqFha2jY0t3KEt0MYpq7f0Y2dg/IVWuLiNQTAe2WmjhxImPHjqVPnz707duXWbNmkZ+fz7hx4wAYM2YMTZs2ZebMmQCsWbOGAwcO0KNHDw4cOMD06dNxuVz89a9/DeRpiHjk20vYd6SA1KP5pB4tID3HPfblSL6Do/l20nPsp+xKCgk20auBgz/E5tIn8ihtgzKILkzFdGQXHNwFJZU0vZjM0CAZYlq4Q0tMc/f7hi2hYSv3YF0RkbNEQMPNiBEjOHz4MFOnTiUtLY0ePXqwdOlSzyDj1NRUzObfb1tVVFTEww8/zO7du4mIiGDo0KG8/vrrxMTEBOgM5Gx0MKuQ73cf8YSXjJwi0nOLSMsuIjPv5FlG5dlwcE7kMc6JzqZzyGFamA/TqCSdiKKDWHL2Y8opgsrGvVus7haYuDbQqMPvr9g27pvDiYhIYO9zEwi6z41Uh2EYpOUUsWl/Fqt2HmHVzkx2Z+afcpsGYcE0jw2ndUwQnW3ptHTupYl9N40KdxKZsxNr/qHTHNUEMUnuEBPb2t3yEtsG4tq6W2PMFu+doIhIHVEn7nMjUpsUFTtJPVrAnsx89mbmszMjjx0ZeezMyCPPXvbOuGYTdGsWQ8fGUSRE2YiPsNLCkkmz4r0kFO0m5OhWSN8Cu3aAq5K76nrGwLRydx2d2J0U1dT9fB8REakRhRs5q2QVONiRkceO9LzjASaX3YfzOZhdWO5uu6UsZhOtG4UzoHUcf2huo19IKhGZ6yDjV9j1KxzeDiWFFW8cEg3xnSGhMyR0gvhOENvWPQZGA3hFRHxC4Ubqrcw8O5v2Z/HzgRx+PpjNLweyOZhd2VxoiLQFkRwXTnJcOG0aRdCukZXOlt9okv8rQWkbYf8G+GEr7rvWncRihbh27vCS0Ol4oOnkboVRiBER8SuFG6k3ChwlrN1zlFU7M/l2RyZb03IrXK9pTCht4iNoGx9Bm/gIWsdH0DIunFiyMe1dCftWwe4NsPoXcFYwQDiqGTTtBY27HR/Q29E9U8mi/5xERGoD/WssdVaBo4QN+46xZvdR1uw5wqb92Sc9eRraxkfQtVk0XZpE06VpNB0bRxIZEuz+svAY7F0JW76BPd/C4V/LHyS0ATTp6X417eMONZEV32RSRERqB4UbqVP2Zubz+ZY0lm1JZ2NqVrnnJjWNCeW8NnGc1zaOAa1jiY044QaOJQ7YtxJ2r4A9X8OhTWCcdPffhC6Q/AdI6usONA2S1a0kIlLHKNxIrZZvL2Hzb9l8tyuTz39JZ1t62a6mpjGh9GvZkH6tGtKvZSwtYsMwnRhG7LmwYxls/QR2fA72k24gE9cOWp7vfrU4D8Jj/XBWIiLiSwo3UqsUFTtZtiWd73cfYWNqFlvTcjixcSbIbOLcVrFc2jmBC9vHk9QwrPxOctNg2xL3a/cKcJ5wR+CIBGh9MbQa5A40UU18fk4iIuJfCjdSKxzIKuTN7/fxzrr9HM0vO4i3SXQIPVs04OIO8VzcIYHosODyO8jcCVvedweaAxvKftewFXS4AjoOc4+bOeGu1yIiUv8o3EjAGIbB2j1HmbdqD8u2pHtaaJpEh3B5t8b0at6Ans0bkBhdyWMFsvbDL4vgp/cgbXPZ75r2gfaXQfuhEN9R42ZERM4iCjfid06XwbItacz9ejc/7s/yLB/YJpYx/ZO5uEM8QZZKWldcLvfYmdXPwd5vf19uskDrC92tM+2GaEaTiMhZTOFG/KbAUcL7Gw/wyrd72HP8+UzWIDPX9m7GuAHJtE2IrHzjEgf8/B6s+s8JU7ZN0GIAdLkGOg3XYGAREQEUbsQPthzM4a21+/hg40HPc5qiQ4MZ078FY/on0yjSVvnG9jzYsABWz4Hcg+5ltijoMw763g7RzXx/AiIiUqco3IhPGIbBpz+l8fK3ZbueWsSGMaZ/MiPPSSLcdoq/fgVHYc2LsPZF9832ACIS4dw/u4NNSLRvT0BEROoshRvxuh3puUz98BdW7z4CuKdvD+6cyA39mtO/VSxm8ykG9xZmwbf/gnXzoNjddUXD1jDwXug+EoJO0cojIiKCwo14UZ69hP8s38G8lXsocRnYgszccX4rbjpd1xOAYcCmd2DZI5B/2L0ssSucNxE6XQlmi+9PQERE6gWFGzljhmGwePMh/v7JFtJz3DfMS+mYwLRhnSq+yd7J0rfApw+4H1gJ7rsGX/o4tL1EU7hFRKTaFG7kjOw6nMe0D39h5c5MAJo3DGP6HztxUYeE02/syIcVM2H182A4ITgMzn8Q+t8FQVYfVy4iIvWVwo3USIGjhOe+3MnL3+6m2GlgDTJz5wWt+dOg1oQEV6ELadsS+PRByN7v/tzhChgyE2Ka+7ZwERGp9xRupNq+2X6YyYt+4kBWIQAXdYhn+rDONI+tQhdU9gFY8lfYutj9Obo5DH0K2g/xYcUiInI2UbiRKjuW7+CxT7aw6IcDgPuJ3NOGdeKSTglln8RdEcOAH99yBxtHHpiDoP8EGPQQWMP9UL2IiJwtFG7ktAzD4JOfDjH9o1/IzHNgMsHNA5J54NL2p75XTamCo7D4ftjygftzs74wbBYkdPZl2SIicpZSuJFTKnG6eOTDn3l7rXtsTNv4CJ68phu9WzSo2g72fAOL7nDfXdgcBBc9DAPu0dRuERHxGYUbqVSBo4S739rI8q0ZmE1w10VtmXBha2xBVQgmLid8+XdY+QxgQGwbuOYVaNLT53WLiMjZTeFGKnQkz84tr61n0/4sbEFm/jOqJ4M7V/FJ24XH4H+3wc4v3J97jXXPhNLYGhER8QOFGykn9UgBY+evZU9mPjFhwbw6tg+9WzSs2sYZW+GdG+DoLggKhSufg67X+rZgERGREyjcSBn7juRzzQurycyz0zQmlNdu6Uub+Iiqbbz1U1h0OzhyIToJRr4Jjbv7tmAREZGTKNyIx5E8O2PnrSUzz06HxEj+75a+xEeFVG3j71+ApZPc71sMhOteg4hGvitWRESkEgo3AkChw8mtr61n75ECmsaEVj3YGIb7EQpf/8P9uc+tcNk/wBLs24JFREQqoXAjOF0Gd7+9kR/3ZxEdGsxrt5xTtWDjcsFnk2HNXPfnCx+G8x/Qwy5FRCSgFG7OcoZhMO2jn/ni13SsQWZeGduHNvGRp9/QWQIf3Q2b3nJ/vuwp6He7b4sVERGpAoWbs5hhGMxevoM3vk/FZILZI3pwTnIVZkW5nPC/W2DLh2CywPDnoftI3xcsIiJSBQo3ZynDMPjH0m3M/XoXAFOv6MRlXRtXbeOvnnAHG4sVrlsAHS73XaEiIiLVpHBzFnK5DB5dvIUF3+0F4OHLOzJuYMuqbbzlI/j2X+73V85RsBERkVpH4eYs43QZTF60mXfX/4bJBH8f3oXR/VpUbeOMX+H9P7nfnzsBul3vu0JFRERqSOHmLOJ0Gdy/8Ec+2nQQswn+dV13ru7VrGobFx5z33m4OB9ang+XPOrbYkVERGpI4eYs8sb3+/ho00GCzCb+M6onQ6s6xsblhP+Nh6O7Ibo5XLsALPqrIyIitZM50AWIf2TkFPGvz7YB8MgVnaoebAC+eQp2LnM/K2rkGxAe66MqRUREzpzCzVnisU9+JddeQrdm0dx4bhXH2ACkfv/73YeHzdazokREpNZTuDkLfLvjMB8fH2fz+PCuWMxVvINwUTYsGg+GC7qNhO4jfFuoiIiIFyjc1HNFxU6mfvgLAGP6J9O1WXTVN/7kAchKhZgWMPQpH1UoIiLiXQo39dyLX+9mT2Y+jSJtTLy0XdU33Pwu/PSu+w7E17wCIVG+K1JERMSLFG7qsb2Z+cxZsRNwDyKOCqnik7qP7YXFE93vBz0ESX19U6CIiIgPKNzUU44SF3/932YcJS7OaxPHsG7VmPa96HZw5ELSufCHv/i2UBERES9TuKmHDMNg6oc/s3bPUSJsQTw2vAsmUxUHEf/wGuxfA9ZIuPol3c9GRETqHIWbeujVlXt4Z91+zCZ4dlRPWsaFV23DgqOw/Pidhy9+BBpUY8q4iIhILaFwU88s/zWdxz/9FYApl3fiwg7xVd/4y8fcj1mI7wx9bvVRhSIiIr4V8HAzZ84ckpOTCQkJoV+/fqxdu/aU68+aNYv27dsTGhpKUlIS999/P0VFRX6qtnbbmpbDPW9vxDBgVN8kbhmYXPWND/4I6+e73w99St1RIiJSZwU03CxcuJCJEycybdo0fvjhB7p3787gwYPJyMiocP233nqLSZMmMW3aNH799VdeffVVFi5cyN/+9jc/V177HMt3cOuC9eQ7nJzbqiGPXlmNcTYuF3z6IGBA1+sgeaBPaxUREfGlgIabp59+mvHjxzNu3Dg6derE3LlzCQsLY968eRWu/9133zFw4EBuuOEGkpOTufTSSxk1atRpW3vOBnO+2smBrEKSY8N4YXRvgi3V+KPd/A78thasEXDJY74rUkRExA8CFm4cDgcbNmwgJSXl92LMZlJSUli9enWF2wwYMIANGzZ4wszu3bv59NNPGTp0aKXHsdvt5OTklHnVN+k5Rbz+/T4AZlzZhQbh1qpvXJQNy6a53w/6K0RV44GaIiIitVDABlZkZmbidDpJSEgoszwhIYGtW7dWuM0NN9xAZmYm5513HoZhUFJSwp/+9KdTdkvNnDmTGTNmeLX22uaFFbuwl7jo3aIB57eNq97GX/8T8jMgti30+7NvChQREfGjgA8oro4VK1bwxBNP8Pzzz/PDDz+waNEiPvnkEx57rPKulMmTJ5Odne157d+/348V+97BrELeWpMKwF8uaVf1cTYAR/fAmhfd7y97EoKq0eIjIiJSSwWs5SYuLg6LxUJ6enqZ5enp6SQmJla4zSOPPMJNN93EbbfdBkDXrl3Jz8/n9ttvZ8qUKZjN5bOazWbDZrN5/wRqiTlf7cThdHFuq4YMaFPNVpvlj4KrGFpfBG1STr++iIhIHRCwlhur1Urv3r1Zvny5Z5nL5WL58uX079+/wm0KCgrKBRiLxQK478p7ttl/tIB317tboiZe0r56G/+2AX5ZBJjgkke9X5yIiEiABPRmJhMnTmTs2LH06dOHvn37MmvWLPLz8xk3bhwAY8aMoWnTpsycOROAYcOG8fTTT9OzZ0/69evHzp07eeSRRxg2bJgn5JxNnv1yB8VOgz+0jaNvy4ZV39AwYNkj7vfdR0FiV98UKCIiEgABDTcjRozg8OHDTJ06lbS0NHr06MHSpUs9g4xTU1PLtNQ8/PDDmEwmHn74YQ4cOECjRo0YNmwYjz/+eKBOIWD2Zubzvx8OAHD/Je2qt/H2pbBvFQSFwEVTfFCdiIhI4JiMs6w/Jycnh+joaLKzs4mKigp0OTU2ceGPLNp4gAvbN2L+uL5V39BZAi/0h8ztcN79kDLdZzWKiIh4S3V+f9ep2VLi9uuhHN7/0d1qU+2xNhv/zx1sQhu6w42IiEg9o3BTBz25ZCuGAVd0a0zXZtFV39CRD1+5xy8x6CEIqca2IiIidYTCTR2zckcmX28/TLDFxIODq9lq8+Nb7hv2NUiGPrf4pD4REZFAU7ipQ1wug5lLfgXgxnNb0CI2vDobw9qX3O/PnaAb9omISL2lcFOHfLjpAL8czCHSFsTdF7Wt3sa7v3KPtbFGQo9RvilQRESkFlC4qSOKip3867PtAPz5wtY0rM7DMeH3xyz0HA22SC9XJyIiUnso3NQR/7d6LweyCmkcHcItA1tWb+Mju2DH5+73fW/3fnEiIiK1iMJNHZBV4OC5L3cCMPGSdoQEV/NuzOteAQxoeynEtvZ+gSIiIrWIwk0dMG/VXnKKSuiQGMnVvZpVb2N7Hmx8w/2+7x3eL05ERKSWUbip5ewlTt5asw+ACRe2wWI2VW8Hm94Gew7EtnE//VtERKSeU7ip5T7ZfIjMPAeJUSEM6ZJYvY1PnP7d9w4w649bRETqP/22q8UMw2D+qr0A3NS/BcGWav5xafq3iIichRRuarEfUrP46UA21iAzI89Jqv4OSlttNP1bRETOIgo3tdiC7/YCcGX3JsRG2Kq3cVYqbP/M/f6c8d4tTEREpBZTuKml0nOKWPLTIQDGDkiu/g42LAAMaDkI4tp4szQREZFaTeGmlnrz+32UuAz6JjekS9NqPr27xAE/vO5+f86t3i9ORESkFlO4qYXsJU7eXJMKwM0Dk6u/g62L3U//jkiE9kO9W5yIiEgtp3BTCy3edIgj+Q4aR4dwaaeE6u9g/Tz3z15jwBLs3eJERERqOYWbWqh0IPFN/VsQVN3p34e3w95vwWSG3mO9X5yIiEgtp3BTy2w5mOOe/m0xM/Kc5tXfQWmrTbshEF3NRzWIiIjUAwo3tcz7G38D4OKO8TQMt1ZvY0cBbHrL/b6PBhKLiMjZSeGmFnG6DD788SAAV/VsWv0d/LIIirIhpoWeIyUiImcthZta5LtdmWTk2okJC+aC9vHV30Fpl1SfcXqOlIiInLX0G7AWef+HAwBc0a0x1qBq/tEc/BEObABzMPS40fvFiYiI1BEKN7VEgaOEpb+kAXBVzxoMBC5tten0R4ho5MXKRERE6haFm1ris1/SKHA4SY4No1fzmOptXJQDP73nft/nFq/XJiIiUpco3NQSi453SQ3v2RSTyVS9jX/6LxTnQ1w7aDHQB9WJiIjUHQo3tUBGThGrdmYCMLxHNWdJGQZsmO9+3/tmqG4wEhERqWcUbmqBjzYdxGVAr+YxJMeFV2/jAz9A2k9gsUH3Ub4pUEREpA5RuKkFSrukrupVg4HEG44PJO48HMIaeq8oERGROkrhJsC2peWy5VAOwRYTV3RtXL2Ni7Lh50Xu973Heb84ERGROkjhJsA+2uRutbmwfTwNqvu4hc3vQnEBNOoAzc/1QXUiIiJ1j8JNgH219TAAl3VNrN6GhgHrSwcSj9NAYhERkeMUbgIoI6eILYdyMJng/LbVvPHeb+sg4xcICoHuI3xToIiISB2kcBNAX293t9p0bRpNbIStehuXttp0vhpCG3i5MhERkbpL4SaASsPNBe2q2WqTnwk//8/9vo8GEouIiJxI4SZASpwuvt3hvnHfoPbVDDcb5oPTDk16QrNzfFCdiIhI3aVwEyCbfssmu7CYqJAgujeLqfqGJQ5Y+4r7/bl3aiCxiIjISRRuAqS0S+oP7RoRZKnGH8OWDyAvDSISodNwn9QmIiJSlyncBMjX2zIAGFSd8TaGAd8/735/zm0QVM374oiIiJwFFG4C4Eienc0HsoFqhpv9a+DgRvdzpDSQWEREpEIKNwGwcmcmhgEdG0eREBVS9Q2/f8H9s9v1EB7nm+JERETqOIWbAFixzT3eplqtNlmp8OtH7vfn/tkHVYmIiNQPCjd+5nIZfLO9BuFm7ctguKDlIEjo7KPqRERE6j6FGz/75WAOR/IdRNiC6N2iincWtufBD6+53597p++KExERqQcUbvxsxfFZUgNax2INquLl3/gGFGVDw1bQ9lIfViciIlL31YpwM2fOHJKTkwkJCaFfv36sXbu20nUvuOACTCZTudfll1/ux4prrvT+NlW+K3FxIax82v2+/11grhV/ZCIiIrVWwH9TLly4kIkTJzJt2jR++OEHunfvzuDBg8nIyKhw/UWLFnHo0CHP6+eff8ZisXDdddf5ufLqyykqZuP+LKAa423Wz4e8dIhOgp43+a44ERGReiLg4ebpp59m/PjxjBs3jk6dOjF37lzCwsKYN29ehes3bNiQxMREz2vZsmWEhYXViXCzeX82TpdBUsNQmjUIO/0GjgJY+Yz7/fkP6KZ9IiIiVRDQcONwONiwYQMpKSmeZWazmZSUFFavXl2lfbz66quMHDmS8PDwCr+32+3k5OSUeQXKpt+yAKr+LKn1r0J+BsS0gB6jfVaXiIhIfRLQcJOZmYnT6SQhIaHM8oSEBNLS0k67/dq1a/n555+57bbbKl1n5syZREdHe15JSUlnXHdNbTreJdUjKeb0K9vzYOUs9/tBfwVLsK/KEhERqVcC3i11Jl599VW6du1K3759K11n8uTJZGdne1779+/3Y4VllbbcdKtKy826l6EgExq0hG4jfVqXiIhIfRIUyIPHxcVhsVhIT08vszw9PZ3ExMRTbpufn88777zDo48+esr1bDYbNpvtjGs9U2nZRaTn2DGboEvTqFOvbM+FVf9xvx/0EFgC+sckIiJSpwS05cZqtdK7d2+WL1/uWeZyuVi+fDn9+/c/5bb//e9/sdvt3Hjjjb4u0ytKW23aJUQSZj1NWFnzIhQehYatoWvtHygtIiJSmwS8SWDixImMHTuWPn360LdvX2bNmkV+fj7jxrmfej1mzBiaNm3KzJkzy2z36quvMnz4cGJjYwNRdrVtrupgYnsurH7O/f6CSWq1ERERqaaA/+YcMWIEhw8fZurUqaSlpdGjRw+WLl3qGWScmpqK+aQb123bto2VK1fy+eefB6LkGtm0PxuA7qcbTLx+PhQeg9g20OUa3xcmIiJSz5gMwzACXYQ/5eTkEB0dTXZ2NlFRpxn74iUul0GPRz8np6iExXefR5em0RWvWFwEs7u5b9p35RzoWTe63ERERHytOr+/6/Rsqbpi75F8copKsAWZaZ8YWfmKP77pDjZRTaHr9f4rUEREpB5RuPGDzb+5u6Q6N4ki2FLJJXeWwKrZ7vcD7tHdiEVERGpI4cYPfjx+875Tjrf5ZRFk7YOwWOg1xi91iYiI1EcKN35w2plSLhd8e/zJ3+feCdYqPHdKREREKqRw42PFThe/HHQ/z6rSlpvtS+Dwr2CLgnMqf5SEiIiInJ7CjY9tS8vFXuIiKiSI5NgKWmQMA779t/v9ObdCaIxf6xMREalvFG58zPMk8KQYTCZT+RX2fA0HNkBQiLtLSkRERM6Iwo2PbT5+875uzSq5t83P/3P/7HEDRMT7qSoREZH6S+HGxzadbjDxwY3un60u9Es9IiIi9Z3CjQ8VOErYnp4LQI+KBhMXF0LGr+73TXr6rzAREZF6TOHGh34+kIPLgMSoEOKjQsqvkP4LuEogLA6im/m/QBERkXpI4caHPPe3SapkvE1pl1STHlDRYGMRERGpNoUbH/r5QOlg4piKVzj4o/unuqRERES8RuHGhw7n2QFoGhNa8QqelhuFGxEREW/xSrhxOp38+OOPHDt2zBu7qzeO5RcDEBMWXP5LR4H7rsSgcCMiIuJFNQo39913H6+++irgDjaDBg2iV69eJCUlsWLFCm/WV6cdK3AA0DC8gid8p/8MhgvC4yGysZ8rExERqb9qFG7ee+89unfvDsDHH3/Mnj172Lp1K/fffz9TpkzxaoF1WWm4aRBWQbg5sUtKg4lFRES8pkbhJjMzk8TERAA+/fRTrrvuOtq1a8ctt9zCTz/95NUC66pCh5OiYhcADSpqudF4GxEREZ+oUbhJSEhgy5YtOJ1Oli5dyiWXXAJAQUEBFovFqwXWVaWtNsEWE+HWCq6Jwo2IiIhPBNVko3HjxnH99dfTuHFjTCYTKSkpAKxZs4YOHTp4tcC66sQuqXIPzLTnQeZ29/smPfxbmIiISD1Xo3Azffp0unTpwv79+7nuuuuw2WwAWCwWJk2a5NUC66rSmVIVjrdJ+8k9mDiyMUQm+rkyERGR+q1G4Qbg2muvLfM5KyuLsWPHnnFB9UVpy02F08DVJSUiIuIzNRpz849//IOFCxd6Pl9//fXExsbSrFkzNm/e7LXi6rJTTgM/9KP7p8KNiIiI19Uo3MydO5ekpCQAli1bxrJly1iyZAlDhgzhgQce8GqBddXvN/A7xUypxj38V5CIiMhZokbdUmlpaZ5ws3jxYq6//nouvfRSkpOT6devn1cLrKt+b7k5qVuqKAcyd7jfazCxiIiI19Wo5aZBgwbs378fgKVLl3pmSxmGgdPp9F51dVilN/BL2wwYENUMIuL9X5iIiEg9V6OWm6uvvpobbriBtm3bcuTIES677DIANm7cSJs2bbxaYF11NL+ScON5EngPv9YjIiJytqhRuHnmmWdITk5m//79/POf/yQiIgKAQ4cOceedd3q1wLoqq+D4VPCTu6U8M6V6+LcgERGRs0SNwk1wcHCFA4fvv//+My6ovqi0W0rTwEVERHyqRmNuAF5//XXOO+88mjRpwr59+wCYNWsWH374odeKq8uOVdQtVZQDR3e53zdWuBEREfGFGoWbF154gYkTJ3LZZZeRlZXlGUQcExPDrFmzvFlfnWQvcZLvcF+TMuEmL8P90xoJ4bEBqExERKT+q1G4efbZZ3n55ZeZMmVKmQdl9unTR08F5/fxNhaziciQE3r+7DnunyFRAahKRETk7FCjcLNnzx569izfrWKz2cjPzz/jouo6z6MXQoMxm094aGZpuLEp3IiIiPhKjcJNy5Yt+fHHH8stX7p0KR07djzTmuo8zzTwkx+9YM91/7RF+rkiERGRs0eNZktNnDiRCRMmUFRUhGEYrF27lrfffpuZM2fyyiuveLvGOsczDfzkh2YWlbbcKNyIiIj4So3CzW233UZoaCgPP/wwBQUF3HDDDTRp0oTZs2czcuRIb9dY51R6A7/SlhuNuREREfGZGoUbgNGjRzN69GgKCgrIy8sjPl6PEiiVVdk9btQtJSIi4nM1DjelwsLCCAsL80Yt9cYxz92JTw432e6fGlAsIiLiMzUaUJyens5NN91EkyZNCAoKwmKxlHmd7X6/gd9JY248LTcKNyIiIr5So5abm2++mdTUVB555BEaN26MyWQ6/UZnkUofvaBuKREREZ+rUbhZuXIl3377LT169PByOfXD0cq6pYp0Ez8RERFfq1G3VFJSEoZheLuWeuP3AcWVdUup5UZERMRXahRuZs2axaRJk9i7d6+Xy6kfdBM/ERGRwKlRt9SIESMoKCigdevWhIWFERxctoXi6NGjXimuLipxusgtKgEqGnNTehO/aD9XJSIicvaoUbh55plnNIi4ElmF7vE2JhNEh57cLaU7FIuIiPhajWdLScVKp4FHhwZjOfGhmYahbikRERE/qNGYG4vFQkZGRrnlR44cqfZ9bubMmUNycjIhISH069ePtWvXnnL9rKwsJkyYQOPGjbHZbLRr145PP/20Wsf0pdIb+DU8uUvKkQ+Gy/1es6VERER8pkYtN5XNlLLb7Vit1gq/q8jChQuZOHEic+fOpV+/fsyaNYvBgwezbdu2Ch/n4HA4uOSSS4iPj+e9996jadOm7Nu3j5iYmJqchk+UDiaOqWymlMkMwbqjs4iIiK9UK9z85z//AcBkMvHKK68QERHh+c7pdPLNN9/QoUOHKu/v6aefZvz48YwbNw6AuXPn8sknnzBv3jwmTZpUbv158+Zx9OhRvvvuO88g5uTk5Oqcgs9V/lypE8bbaLySiIiIz1Qr3DzzzDOAu+Vm7ty5ZbqgrFYrycnJzJ07t0r7cjgcbNiwgcmTJ3uWmc1mUlJSWL16dYXbfPTRR/Tv358JEybw4Ycf0qhRI2644QYeeuihWvPYh6MFp5sGrplSIiIivlStcLNnzx4ALrzwQhYtWkSDBg1qfODMzEycTicJCQlllickJLB169YKt9m9ezdffvklo0eP5tNPP2Xnzp3ceeedFBcXM23atAq3sdvt2O12z+ecnJwa11wVWaV3Jy7XLaWZUiIiIv5QozE3X331lbfrqBKXy0V8fDwvvfQSFouF3r17c+DAAZ566qlKw83MmTOZMWOG32qs9AZ+evSCiIiIX1Q53EycOJHHHnuM8PBwJk6ceMp1n3766dPuLy4uDovFQnp6epnl6enpJCYmVrhN48aNCQ4OLtMF1bFjR9LS0nA4HBUOZp48eXKZenNyckhKSjptfTVV+ZgbTQMXERHxhyqHm40bN7J161Z69uzJxo0bK12vqjf3s1qt9O7dm+XLlzN8+HDA3TKzfPly7rrrrgq3GThwIG+99RYulwuz2T2Lffv27TRu3LjSWVo2mw2bzValmrzhmKdbSuFGREQkEKocbr766issFguHDh3ydEuNGDGC//znP+XGzVTVxIkTGTt2LH369KFv377MmjWL/Px8z+ypMWPG0LRpU2bOnAnAn//8Z5577jnuvfde7r77bnbs2METTzzBPffcU6Pj+0LpTfwqH3OjbikRERFfqtaYm5Pvb7NkyRLy8/NrfPARI0Zw+PBhpk6dSlpaGj169GDp0qWesJSamuppoQH308g/++wz7r//frp160bTpk259957eeihh2pcg7cdO94t1VAPzRQREQmIGg0oLlXZzfyq46677qq0G2rFihXllvXv35/vv//+jI/rC06X4Xm2VEyl97lRy42IiIgvVevxCyaTqdyYGj1A83c5hcWU5r1ydyjWbCkRERG/qHa31M033+wZoFtUVMSf/vQnwsPDy6y3aNEi71VYh5TewC8yJIhgy0m5Ud1SIiIiflGtcDN27Ngyn2+88UavFlPXVToNHBRuRERE/KRa4Wb+/Pm+qqNeOJp/fBr4yYOJQWNuRERE/KRaY27k1I4VVDINHNRyIyIi4icKN15U2i3VsKJuqSK13IiIiPiDwo0XlXZLlZsG7nKB43jLjWZLiYiI+JTCjRd5Wm7CT+qWcuT9/l7dUiIiIj6lcONFpU8Er/QGfuZgCArxc1UiIiJnF4UbL8o6/tDMUz56QTc9FBER8SmFGy8qvYlfubsTa6aUiIiI3yjceFGlN/HToxdERET8RuHGSwzD4Fil3VKaBi4iIuIvCjdeklNUgtPlfmqmuqVEREQCR+HGS0q7pMKtFmxBlrJfquVGRETEbxRuvKTSaeCglhsRERE/qtaDM6VykSFBXN2zKVGheq6UiIhIICnceEmb+EieHtGj4i81W0pERMRv1C3lDxpzIyIi4jcKN/6gcCMiIuI3Cjf+oDE3IiIifqNw4w8KNyIiIn6jcOMPGlAsIiLiNwo3/qCWGxEREb9RuPE1lxOK893vNaBYRETE5xRufK10phSo5UZERMQPFG58rbRLymKDIFtgaxERETkLKNz4msbbiIiI+JXCja9pppSIiIhfKdz4mlpuRERE/Erhxtf06AURERG/UrjxNYUbERERv1K48TV1S4mIiPiVwo2vaUCxiIiIXync+JpabkRERPxK4cbXFG5ERET8SuHG1zSgWERExK8UbnxN4UZERMSvFG58Td1SIiIifqVw42uaLSUiIuJXCje+ppYbERERv1K48TWFGxEREb9SuPElZzGUFLrfa0CxiIiIXyjc+FJpqw2o5UZERMRPFG58qXQaeFAoWIIDW4uIiMhZQuHGlzRTSkRExO8UbnxJg4lFRET8rlaEmzlz5pCcnExISAj9+vVj7dq1la67YMECTCZTmVdISIgfq60G3Z1YRETE7wIebhYuXMjEiROZNm0aP/zwA927d2fw4MFkZGRUuk1UVBSHDh3yvPbt2+fHiqtBLTciIiJ+F/Bw8/TTTzN+/HjGjRtHp06dmDt3LmFhYcybN6/SbUwmE4mJiZ5XQkKCHyuuBk/LjcKNiIiIvwQ03DgcDjZs2EBKSopnmdlsJiUlhdWrV1e6XV5eHi1atCApKYkrr7ySX375pdJ17XY7OTk5ZV5+4xlQHO2/Y4qIiJzlAhpuMjMzcTqd5VpeEhISSEtLq3Cb9u3bM2/ePD788EPeeOMNXC4XAwYM4Lfffqtw/ZkzZxIdHe15JSUlef08KqVuKREREb8LeLdUdfXv358xY8bQo0cPBg0axKJFi2jUqBEvvvhihetPnjyZ7Oxsz2v//v3+K1bhRkRExO+CAnnwuLg4LBYL6enpZZanp6eTmJhYpX0EBwfTs2dPdu7cWeH3NpsNm812xrXWiGZLiYiI+F1AW26sViu9e/dm+fLlnmUul4vly5fTv3//Ku3D6XTy008/0bhxY1+VWXP2PPdPW0Rg6xARETmLBLTlBmDixImMHTuWPn360LdvX2bNmkV+fj7jxo0DYMyYMTRt2pSZM2cC8Oijj3LuuefSpk0bsrKyeOqpp9i3bx+33XZbIE+jYo7j3VJWdUuJiIj4S8DDzYgRIzh8+DBTp04lLS2NHj16sHTpUs8g49TUVMzm3xuYjh07xvjx40lLS6NBgwb07t2b7777jk6dOgXqFCqnlhsRERG/MxmGYQS6CH/KyckhOjqa7OxsoqJ8PBbmuXMgczuM/Rhanu/bY4mIiNRj1fn9XedmS9Upjnz3T6tabkRERPxF4caXPN1SGnMjIiLiLwo3vmIYJwwoVsuNiIiIvyjc+EpJERgu93treGBrEREROYso3PhKaZcUqOVGRETEjxRufKW0Syo4HMy6zCIiIv6i37q+4pkppS4pERERf1K48RXdwE9ERCQgFG58xXE83Gi8jYiIiF8p3PiKXdPARUREAkHhxldKx9yoW0pERMSvFG58Rd1SIiIiAaFw4ysaUCwiIhIQCje+opYbERGRgFC48RWFGxERkYBQuPEVdUuJiIgEhMKNr3habnSHYhEREX9SuPEVT7iJDGwdIiIiZxmFG19Rt5SIiEhAKNz4irqlREREAkLhxlc8TwVXt5SIiIg/Kdz4SumzpdQtJSIi4lcKN75gGLrPjYiISIAo3PiC0wGuEvd7jbkRERHxK4UbXyidKQVquREREfEzhRtfcBwfbxMUCpagwNYiIiJyllG48QXPTCl1SYmIiPibwo0v6AZ+IiIiAaNw4wul3VK6x42IiIjfKdz4grqlREREAkbhxhfULSUiIhIwCje+oBv4iYiIBIzCjS/o0QsiIiIBo3DjC54xNwo3IiIi/qZw4wvqlhIREQkYhRtf0IBiERGRgFG48QW13IiIiASMwo0vKNyIiIgEjMKNL6hbSkREJGAUbnxBdygWEREJGIUbX9CzpURERAJG4cYX1C0lIiISMAo3vuAZUKxuKREREX9TuPG2Egc4He73mi0lIiLidwo33lbaagNg05gbERERf1O48bbScGOxgSU4sLWIiIichWpFuJkzZw7JycmEhITQr18/1q5dW6Xt3nnnHUwmE8OHD/dtgdWhaeAiIiIBFfBws3DhQiZOnMi0adP44Ycf6N69O4MHDyYjI+OU2+3du5cHHniAP/zhD36qtIo0U0pERCSgAh5unn76acaPH8+4cePo1KkTc+fOJSwsjHnz5lW6jdPpZPTo0cyYMYNWrVr5sdoq0D1uREREAiqg4cbhcLBhwwZSUlI8y8xmMykpKaxevbrS7R599FHi4+O59dZbT3sMu91OTk5OmZdPqVtKREQkoIICefDMzEycTicJCQlllickJLB169YKt1m5ciWvvvoqP/74Y5WOMXPmTGbMmHGmpVaduqVEpJ5wOp0UFxcHugw5i1itVszmM293CWi4qa7c3FxuuukmXn75ZeLi4qq0zeTJk5k4caLnc05ODklJSb4qUU8EF5E6zzAM0tLSyMrKCnQpcpYxm820bNkSq9V6RvsJaLiJi4vDYrGQnp5eZnl6ejqJiYnl1t+1axd79+5l2LBhnmUulwuAoKAgtm3bRuvWrctsY7PZsNlsPqi+EvbSMTcKNyJSN5UGm/j4eMLCwjCZTIEuSc4CLpeLgwcPcujQIZo3b35Gf+8CGm6sViu9e/dm+fLlnuncLpeL5cuXc9ddd5Vbv0OHDvz0009llj388MPk5uYye/Zs37bIVFXpmBt1S4lIHeR0Oj3BJjY2NtDlyFmmUaNGHDx4kJKSEoKDa36vuIB3S02cOJGxY8fSp08f+vbty6xZs8jPz2fcuHEAjBkzhqZNmzJz5kxCQkLo0qVLme1jYmIAyi0PGHVLiUgdVjrGJiwsLMCVyNmotDvK6XTW7XAzYsQIDh8+zNSpU0lLS6NHjx4sXbrUM8g4NTXVK4OL/EYDikWkHlBXlASCt/7eBTzcANx1110VdkMBrFix4pTbLliwwPsFnQm13IiIiARUHWoSqSMUbkRE5LgPPviANm3aYLFYuO+++1iwYIFnOIX4jsKNt6lbSkREjrvjjju49tpr2b9/P4899hgjRoxg+/btnu+nT59Ojx49AldgPVUruqXqFd2hWEREgLy8PDIyMhg8eDBNmjTxLA8NDQ1gVWcHtdx4m54tJSISEBdccAF333039913Hw0aNCAhIYGXX37ZMwM3MjKSNm3asGTJEsA9I+fWW2+lZcuWhIaG0r59e2bPnu3ZX1FREZ07d+b222/3LNu1axeRkZGnfP4huMeLRka6fw9cdNFFmEwmVqxYUaZbasGCBcyYMYNNmzZhMpkwmUyecaQmk4lXXnmFq666irCwMNq2bctHH31U5hg///wzl112GRERESQkJHDTTTeRmZnp+f69996ja9euhIaGEhsbS0pKCvn5+Z76+vbtS3h4ODExMQwcOJB9+/bV7MLXQgo33qZuKRGpZwzDoMBREpCXYRjVqvW1114jLi6OtWvXcvfdd/PnP/+Z6667jgEDBvDDDz9w6aWXctNNN1FQUIDL5aJZs2b897//ZcuWLUydOpW//e1vvPvuuwCEhITw5ptv8tprr/Hhhx/idDq58cYbueSSS7jllltOWceAAQPYtm0bAP/73/84dOgQAwYMKLPOiBEj+Mtf/kLnzp05dOgQhw4dYsSIEZ7vZ8yYwfXXX8/mzZsZOnQoo0eP5ujRowBkZWVx0UUX0bNnT9avX8/SpUtJT0/n+uuvB+DQoUOMGjWKW265hV9//ZUVK1Zw9dVXYxgGJSUlDB8+nEGDBrF582ZWr17N7bffXq9myKlbyts8A4rVLSUi9UNhsZNOUz8LyLG3PDqYMGvVf1V1796dhx9+GHA/fufJJ58kLi6O8ePHAzB16lReeOEFNm/ezLnnnlvm2YMtW7Zk9erVvPvuu56Q0KNHD/7+979z2223MXLkSPbt28fixYtPW4fVaiU+Ph6Ahg0bVnjX/dDQUCIiIggKCqrw+5tvvplRo0YB8MQTT/Cf//yHtWvXMmTIEJ577jl69uzJE0884Vl/3rx5JCUlsX37dvLy8igpKeHqq6+mRYsWAHTt2hWAo0ePkp2dzRVXXOG5q3/Hjh1Pe051iVpuvMlZAiVF7vfqlhIR8btu3bp53lssFmJjYz2/1AHPPdQyMjIAmDNnDr1796ZRo0ZERETw0ksvkZqaWmaff/nLX2jXrh3PPfcc8+bN89udm088l/DwcKKiojx1b9q0ia+++oqIiAjPq0OHDoC766x79+5cfPHFdO3aleuuu46XX36ZY8eOAe6wdfPNNzN48GCGDRvG7NmzOXTokF/OyV/UcuNNpa02oG4pEak3QoMtbHl0cMCOXR0n39XWZDKVWVba9eJyuXjnnXd44IEH+Pe//03//v2JjIzkqaeeYs2aNWX2kZGRwfbt27FYLOzYsYMhQ4bU8Gyqp6JzKX2eYl5eHsOGDeMf//hHue0aN26MxWJh2bJlfPfdd3z++ec8++yzTJkyhTVr1tCyZUvmz5/PPffcw9KlS1m4cCEPP/wwy5Yt49xzz/XLufmawo03lYYbczAE+fFhnSIiPmQymarVNVRXrFq1igEDBnDnnXd6lu3atavcerfccgtdu3bl1ltvZfz48aSkpHitG8dqteJ0Oqu9Xa9evfjf//5HcnIyQUEV/9mYTCYGDhzIwIEDmTp1Ki1atOD9999n4sSJAPTs2ZOePXsyefJk+vfvz1tvvVVvwo26pbxJ08BFROqMtm3bsn79ej777DO2b9/OI488wrp168qsM2fOHFavXs1rr73G6NGjGT58OKNHj8bhcHilhuTkZPbs2cOPP/5IZmYmdru9SttNmDCBo0ePMmrUKNatW8euXbv47LPPGDduHE6nkzVr1vDEE0+wfv16UlNTWbRoEYcPH6Zjx47s2bOHyZMns3r1avbt28fnn3/Ojh076tW4G4Ubb/LMlNJ4GxGR2u6OO+7g6quvZsSIEfTr148jR46UacXZunUrDz74IM8//zxJSUkAPP/882RmZvLII494pYZrrrmGIUOGcOGFF9KoUSPefvvtKm3XpEkTVq1ahdPp5NJLL6Vr167cd999xMTEYDabiYqK4ptvvmHo0KG0a9eOhx9+mH//+99cdtllhIWFsXXrVq655hratWvH7bffzoQJE7jjjju8ck61gcmo7jy7Oi4nJ4fo6Giys7OJiory7s53r4D/uxIadYQJ33t33yIiflBUVMSePXto2bIlISEhgS5HzjKn+vtXnd/farnxJnVLiYiIBJzCjTfpBn4iImeN0rsDV/Q68f4z4n/1b/h7IHkevaBwIyJS373yyisUFhZW+F3Dhg39XI2cSOHGmzzdUgo3IiL1XdOmTQNdglRC3VLepG4pERGRgFO48SbPc6UUbkRERAJF4cab7MfH3KjlRkREJGAUbrxJY25EREQCTuHGm9QtJSIiEnAKN96kAcUiIhJA06dPJyEhAZPJxAcffMDNN9/M8OHDA12W32kquDep5UZERALk119/ZcaMGbz//vuce+65NGjQgAsvvJATn7J0wQUX0KNHD2bNmhW4Qv1A4cabFG5ERM4qTqcTk8mE2Rz4jpBdu3YBcOWVV2IymQCw2WyBLClgAv+nUZ+oW0pEJKCWLl3KeeedR0xMDLGxsVxxxRWeX/oDBgzgoYceKrP+4cOHCQ4O5ptvvgHAbrfzwAMP0LRpU8LDw+nXrx8rVqzwrL9gwQJiYmL46KOP6NSpEzabjdTUVNatW8cll1xCXFwc0dHRDBo0iB9++KHMsbZu3cp5551HSEgInTp14osvvvB0H5Xav38/119/PTExMTRs2JArr7ySvXv3nva8p0+fzrBhwwAwm82ecHNit9TNN9/M119/zezZszGZTJhMJvbu3cuKFSswmUwsX76cPn36EBYWxoABA9i2bVuZY3z44Yf06tWLkJAQWrVqxYwZMygpKQHAMAymT59O8+bNsdlsNGnShHvuucez7fPPP0/btm0JCQkhISGBa6+99rTndCYUbrxJD84UkfrIMNz/vgXidUKXSlXk5+czceJE1q9fz/LlyzGbzVx11VW4XC5Gjx7NO++8U6abZuHChTRp0oQ//OEPANx1112sXr2ad955h82bN3PdddcxZMgQduzY4dmmoKCAf/zjH7zyyiv88ssvxMfHk5uby9ixY1m5ciXff/89bdu2ZejQoeTmum8R4nQ6GT58OGFhYaxZs4aXXnqJKVOmlKm9uLiYwYMHExkZybfffsuqVauIiIhgyJAhOByOU573Aw88wPz58wE4dOgQhw4dKrfO7Nmz6d+/P+PHj/esk5SU5Pl+ypQp/Pvf/2b9+vUEBQVxyy23eL779ttvGTNmDPfeey9btmzhxRdfZMGCBTz++OMA/O9//+OZZ57hxRdfZMeOHXzwwQd07doVgPXr13PPPffw6KOPsm3bNpYuXcr5559/+j/MM6BuKW9xuaC4NNxEBrYWERFvKi6AJ5oE5th/O1it/2G85pprynyeN28ejRo1YsuWLVx//fXcd999rFy50hNm3nrrLUaNGoXJZCI1NZX58+eTmppKkybu833ggQdYunQp8+fP9zwMs7i4mOeff57u3bt7jnPRRReVOe5LL71ETEwMX3/9NVdccQXLli1j165drFixgsTERAAef/xxLrnkEs82CxcuxOVy8corr3haXubPn09MTAwrVqzg0ksvrfS8IyIiiImJAfDs/2TR0dFYrVbCwsIqXOfxxx9n0KBBAEyaNInLL7+coqIiQkJCmDFjBpMmTWLs2LEAtGrViscee4y//vWvTJs2jdTUVBITE0lJSSE4OJjmzZvTt29fAFJTUwkPD+eKK64gMjKSFi1a0LNnz0rPxRvUcuMtpeNtQN1SIiIBsmPHDkaNGkWrVq2IiooiOTkZcP+CbdSoEZdeeilvvvkmAHv27GH16tWMHj0agJ9++gmn00m7du3KPOH766+/9nRtAVitVrp161bmuOnp6YwfP562bdsSHR1NVFQUeXl5pKamArBt2zaSkpLKhIrSX/6lNm3axM6dO4mMjPQcu2HDhhQVFZU5vq+ceE6NGzcGICMjw1Pbo48+Wua6lLYAFRQUcN1111FYWEirVq0YP34877//vqfL6pJLLqFFixa0atWKm266iTfffJOCggKfnotabrylNNyYLBAUEthaRES8KTjM3YISqGNXw7Bhw2jRogUvv/wyTZo0weVy0aVLF0+3zujRo7nnnnt49tlneeutt+jataun+yQvLw+LxcKGDRuwWCxl9hsR8fv/tIaGhnpaVkqNHTuWI0eOMHv2bFq0aIHNZqN///6n7U46UV5eHr179/aErxM1atSoyvupqeDgYM/70vNzuVye2mbMmMHVV19dbruQkBCSkpLYtm0bX3zxBcuWLePOO+/kqaee4uuvvyYyMpIffviBFStW8PnnnzN16lSmT5/OunXrPK1N3qZw4y0n3p34pL/0IiJ1mslUJ8YSHjlyhG3btvHyyy97up1WrlxZZp0rr7yS22+/naVLl/LWW28xZswYz3c9e/bE6XSSkZHh2b6qVq1axfPPP8/QoUMB98DgzMxMz/ft27dn//79pKenk5CQAMC6devK7KNXr14sXLiQ+Ph4oqKiqnX8qrJarTidzmpv16tXL7Zt20abNm0qXSc0NJRhw4YxbNgwJkyYQIcOHfjpp5/o1asXQUFBpKSkkJKSwrRp04iJieHLL7+sMCx5g8KNt+i5UiIiAdWgQQNiY2N56aWXaNy4MampqUyaNKnMOuHh4QwfPpxHHnmEX3/9lVGjRnm+a9euHaNHj2bMmDH8+9//pmfPnhw+fJjly5fTrVs3Lr/88kqP3bZtW15//XX69OlDTk4ODz74IKGhoZ7vL7nkElq3bs3YsWP55z//SW5uLg8//DDweyvJ6NGjeeqpp7jyyit59NFHadasGfv27WPRokX89a9/pVmzZmd8jZKTk1mzZg179+71dHtVxdSpU7niiito3rw51157LWazmU2bNvHzzz/z97//nQULFuB0OunXrx9hYWG88cYbhIaG0qJFCxYvXszu3bs5//zzadCgAZ9++ikul4v27duf8flURmNuvMXpcLfa2DSYWEQkEMxmM++88w4bNmygS5cu3H///Tz11FPl1hs9ejSbNm3iD3/4A82bNy/z3fz58xkzZgx/+ctfaN++PcOHD2fdunXl1jvZq6++yrFjx+jVqxc33XQT99xzD/Hx8Z7vLRYLH3zwAXl5eZxzzjncdtttntlSISHuoQxhYWF88803NG/enKuvvpqOHTty6623UlRU5LWWnAceeACLxUKnTp1o1KiRZ0zQ6QwePJjFixfz+eefc84553DuuefyzDPP0KJFCwBiYmJ4+eWXGThwIN26deOLL77g448/JjY2lpiYGBYtWsRFF11Ex44dmTt3Lm+//TadO3f2yjlVxGQY1ZxnV8fl5OQQHR1Ndna2b5r9DEPdUiJSZxUVFbFnzx5atmzp+aUrvrFq1SrOO+88du7cSevWrQNdTq1wqr9/1fn9rW4pb1OwERGRCrz//vtERETQtm1bdu7cyb333svAgQMVbHxA4UZERMQPcnNzeeihh0hNTSUuLo6UlBT+/e9/V3n7E2dsnWzJkiXVHgRdnynciIiI+MGYMWPKzM6qrh9//LHS75o2bVrj/dZHCjciIiJ1wKmmYUtZmi0lIiIi9YrCjYiIlHOWTaSVWsJbf+8UbkRExKP0Fvy+fvaPSEVKH1dx8uMvqktjbkRExMNisRATE+N5YGJYWFi55yiJ+ILL5eLw4cOEhYURFHRm8UThRkREyih9cnVpwBHxF7PZTPPmzc84UCvciIhIGSaTicaNGxMfH09xcXGgy5GziNVqxWw+8xEzCjciIlIhi8VyxmMfRAJBA4pFRESkXlG4ERERkXpF4UZERETqlbNuzE3pDYJycnICXImIiIhUVenv7arc6O+sCze5ubkAJCUlBbgSERERqa7c3Fyio6NPuY7JOMvuse1yuTh48CCRkZFevzFVTk4OSUlJ7N+/n6ioKK/uW8rStfYfXWv/0bX2H11r//HWtTYMg9zcXJo0aXLa6eJnXcuN2WymWbNmPj1GVFSU/mPxE11r/9G19h9da//RtfYfb1zr07XYlNKAYhEREalXFG5ERESkXlG48SKbzca0adOw2WyBLqXe07X2H11r/9G19h9da/8JxLU+6wYUi4iISP2mlhsRERGpVxRuREREpF5RuBEREZF6ReFGRERE6hWFGy+ZM2cOycnJhISE0K9fP9auXRvokuq8mTNncs455xAZGUl8fDzDhw9n27ZtZdYpKipiwoQJxMbGEhERwTXXXEN6enqAKq4/nnzySUwmE/fdd59nma619xw4cIAbb7yR2NhYQkND6dq1K+vXr/d8bxgGU6dOpXHjxoSGhpKSksKOHTsCWHHd5HQ6eeSRR2jZsiWhoaG0bt2axx57rMyziXSta+6bb75h2LBhNGnSBJPJxAcffFDm+6pc26NHjzJ69GiioqKIiYnh1ltvJS8v78yLM+SMvfPOO4bVajXmzZtn/PLLL8b48eONmJgYIz09PdCl1WmDBw825s+fb/z888/Gjz/+aAwdOtRo3ry5kZeX51nnT3/6k5GUlGQsX77cWL9+vXHuuecaAwYMCGDVdd/atWuN5ORko1u3bsa9997rWa5r7R1Hjx41WrRoYdx8883GmjVrjN27dxufffaZsXPnTs86Tz75pBEdHW188MEHxqZNm4w//vGPRsuWLY3CwsIAVl73PP7440ZsbKyxePFiY8+ePcZ///tfIyIiwpg9e7ZnHV3rmvv000+NKVOmGIsWLTIA4/333y/zfVWu7ZAhQ4zu3bsb33//vfHtt98abdq0MUaNGnXGtSnceEHfvn2NCRMmeD47nU6jSZMmxsyZMwNYVf2TkZFhAMbXX39tGIZhZGVlGcHBwcZ///tfzzq//vqrARirV68OVJl1Wm5urtG2bVtj2bJlxqBBgzzhRtfaex566CHjvPPOq/R7l8tlJCYmGk899ZRnWVZWlmGz2Yy3337bHyXWG5dffrlxyy23lFl29dVXG6NHjzYMQ9fam04ON1W5tlu2bDEAY926dZ51lixZYphMJuPAgQNnVI+6pc6Qw+Fgw4YNpKSkeJaZzWZSUlJYvXp1ACurf7KzswFo2LAhABs2bKC4uLjMte/QoQPNmzfXta+hCRMmcPnll5e5pqBr7U0fffQRffr04brrriM+Pp6ePXvy8ssve77fs2cPaWlpZa51dHQ0/fr107WupgEDBrB8+XK2b98OwKZNm1i5ciWXXXYZoGvtS1W5tqtXryYmJoY+ffp41klJScFsNrNmzZozOv5Z9+BMb8vMzMTpdJKQkFBmeUJCAlu3bg1QVfWPy+XivvvuY+DAgXTp0gWAtLQ0rFYrMTExZdZNSEggLS0tAFXWbe+88w4//PAD69atK/edrrX37N69mxdeeIGJEyfyt7/9jXXr1nHPPfdgtVoZO3as53pW9G+KrnX1TJo0iZycHDp06IDFYsHpdPL4448zevRoAF1rH6rKtU1LSyM+Pr7M90FBQTRs2PCMr7/CjdQJEyZM4Oeff2blypWBLqVe2r9/P/feey/Lli0jJCQk0OXUay6Xiz59+vDEE08A0LNnT37++Wfmzp3L2LFjA1xd/fLuu+/y5ptv8tZbb9G5c2d+/PFH7rvvPpo0aaJrXc+pW+oMxcXFYbFYys0aSU9PJzExMUBV1S933XUXixcv5quvvqJZs2ae5YmJiTgcDrKyssqsr2tffRs2bCAjI4NevXoRFBREUFAQX3/9Nf/5z38ICgoiISFB19pLGjduTKdOncos69ixI6mpqQCe66l/U87cgw8+yKRJkxg5ciRdu3blpptu4v7772fmzJmArrUvVeXaJiYmkpGRUeb7kpISjh49esbXX+HmDFmtVnr37s3y5cs9y1wuF8uXL6d///4BrKzuMwyDu+66i/fff58vv/ySli1blvm+d+/eBAcHl7n227ZtIzU1Vde+mi6++GJ++uknfvzxR8+rT58+jB492vNe19o7Bg4cWO6WBtu3b6dFixYAtGzZksTExDLXOicnhzVr1uhaV1NBQQFmc9lfcxaLBZfLBeha+1JVrm3//v3Jyspiw4YNnnW+/PJLXC4X/fr1O7MCzmg4shiG4Z4KbrPZjAULFhhbtmwxbr/9diMmJsZIS0sLdGl12p///GcjOjraWLFihXHo0CHPq6CgwLPOn/70J6N58+bGl19+aaxfv97o37+/0b9//wBWXX+cOFvKMHStvWXt2rVGUFCQ8fjjjxs7duww3nzzTSMsLMx44403POs8+eSTRkxMjPHhhx8amzdvNq688kpNT66BsWPHGk2bNvVMBV+0aJERFxdn/PWvf/Wso2tdc7m5ucbGjRuNjRs3GoDx9NNPGxs3bjT27dtnGEbVru2QIUOMnj17GmvWrDFWrlxptG3bVlPBa5Nnn33WaN68uWG1Wo2+ffsa33//faBLqvOACl/z58/3rFNYWGjceeedRoMGDYywsDDjqquuMg4dOhS4ouuRk8ONrrX3fPzxx0aXLl0Mm81mdOjQwXjppZfKfO9yuYxHHnnESEhIMGw2m3HxxRcb27ZtC1C1dVdOTo5x7733Gs2bNzdCQkKMVq1aGVOmTDHsdrtnHV3rmvvqq68q/Dd67NixhmFU7doeOXLEGDVqlBEREWFERUUZ48aNM3Jzc8+4NpNhnHCrRhEREZE6TmNuREREpF5RuBEREZF6ReFGRERE6hWFGxEREalXFG5ERESkXlG4ERERkXpF4UZERETqFYUbEZEKLFiwoNxT0EWkblC4EZEzkpaWxr333kubNm0ICQkhISGBgQMH8sILL1BQUBDo8qokOTmZWbNmlVk2YsQItm/fHpiCROSMBAW6ABGpu3bv3s3AgQOJiYnhiSeeoGvXrthsNn766SdeeuklmjZtyh//+MeA1GYYBk6nk6Cgmv0zFxoaSmhoqJerEhF/UMuNiNTYnXfeSVBQEOvXr+f666+nY8eOtGrViiuvvJJPPvmEYcOGAZCVlcVtt91Go0aNiIqK4qKLLmLTpk2e/UyfPp0ePXrw+uuvk5ycTHR0NCNHjiQ3N9ezjsvlYubMmbRs2ZLQ0FC6d+/Oe++95/l+xYoVmEwmlixZQu/evbHZbKxcuZJdu3Zx5ZVXkpCQQEREBOeccw5ffPGFZ7sLLriAffv2cf/992MymTCZTEDF3VIvvPACrVu3xmq10r59e15//fUy35tMJl555RWuuuoqwsLCaNu2LR999JHXrreIVI3CjYjUyJEjR/j888+ZMGEC4eHhFa5TGhSuu+46MjIyWLJkCRs2bKBXr15cfPHFHD161LPurl27+OCDD1i8eDGLFy/m66+/5sknn/R8P3PmTP7v//6PuXPn8ssvv3D//fdz44038vXXX5c55qRJk3jyySf59ddf6datG3l5eQwdOpTly5ezceNGhgwZwrBhw0hNTQVg0aJFNGvWjEcffZRDhw5x6NChCs/l/fff59577+Uvf/kLP//8M3fccQfjxo3jq6++KrPejBkzuP7669m8eTNDhw5l9OjRZc5TRPzgjB+9KSJnpe+//94AjEWLFpVZHhsba4SHhxvh4eHGX//6V+Pbb781oqKijKKiojLrtW7d2njxxRcNwzCMadOmGWFhYUZOTo7n+wcffNDo16+fYRiGUVRUZISFhRnfffddmX3ceuutxqhRowzD+P0JxR988MFpa+/cubPx7LPPej63aNHCeOaZZ8qsM3/+fCM6OtrzecCAAcb48ePLrHPdddcZQ4cO9XwGjIcfftjzOS8vzwCMJUuWnLYmEfEejbkREa9au3YtLpeL0aNHY7fb2bRpE3l5ecTGxpZZr7CwkF27dnk+JycnExkZ6fncuHFjMjIyANi5cycFBQVccsklZfbhcDjo2bNnmWV9+vQp8zkvL4/p06fzySefcOjQIUpKSigsLPS03FTVr7/+yu23315m2cCBA5k9e3aZZd26dfO8Dw8PJyoqynMeIuIfCjciUiNt2rTBZDKxbdu2MstbtWoF4BmMm5eXR+PGjVmxYkW5fZw4piU4OLjMdyaTCZfL5dkHwCeffELTpk3LrGez2cp8PrmL7IEHHmDZsmX861//ok2bNoSGhnLttdficDiqeKbVc6rzEBH/ULgRkRqJjY3lkksu4bnnnuPuu++udNxNr169SEtLIygoiOTk5Bodq1OnTthsNlJTUxk0aFC1tl21ahU333wzV111FeAOSnv37i2zjtVqxel0nnI/HTt2ZNWqVYwdO7bMvjt16lStekTE9xRuRKTGnn/+eQYOHEifPn2YPn063bp1w2w2s27dOrZu3Urv3r1JSUmhf//+DB8+nH/+85+0a9eOgwcP8sknn3DVVVeV60aqSGRkJA888AD3338/LpeL8847j+zsbFatWkVUVFSZwHGytm3bsmjRIoYNG4bJZOKRRx4p15KSnJzMN998w8iRI7HZbMTFxZXbz4MPPsj1119Pz549SUlJ4eOPP2bRokVlZl6JSO2gcCMiNda6dWs2btzIE088weTJk/ntt9+w2Wx06tSJBx54gDvvvBOTycSnn37KlClTGDduHIcPHyYxMZHzzz+fhISEKh/rscceo1GjRsycOZPdu3cTExNDr169+Nvf/nbK7Z5++mluueUWBgwYQFxcHA899BA5OTll1nn00Ue54447aN26NXa7HcMwyu1n+PDhzJ49m3/961/ce++9tGzZkvnz53PBBRdU+RxExD9MRkX/FYuIiIjUUbrPjYiIiNQrCjciIiJSryjciIiISL2icCMiIiL1isKNiIiI1CsKNyIiIlKvKNyIiIhIvaJwIyIiIvWKwo2IiIjUKwo3IiIiUq8o3IiIiEi9onAjIiIi9cr/A5Pjp6uNXTgKAAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(baseline_accuracy)\n",
        "print(ensemble_accuracy)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "g0_D1-oOgj7i",
        "outputId": "9ccba318-b3cd-416c-aa68-cfde8399a7dc"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(numpy.mean(baseline_accuracy))\n",
        "print(numpy.mean(ensemble_accuracy))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "nm0ogTe6xAEw",
        "outputId": "07265e31-6485-4f2b-b997-fa863a0c9451"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0.9688399966359138\n",
            "0.9880399978756904\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import csv\n",
        "\n",
        "file_name = 'iris_baseline_full_experiment_5_2classes.csv'\n",
        "\n",
        "with open(file_name, 'w', newline='') as myfile:\n",
        "     wr = csv.writer(myfile, quoting=csv.QUOTE_ALL)\n",
        "     wr.writerow(baseline_accuracy)\n",
        "\n",
        "print(baseline_accuracy)"
      ],
      "metadata": {
        "id": "bcXOiWYiAagc",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "38f93916-a1e2-4f7d-e7e7-a5f4033c8082"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import csv\n",
        "\n",
        "file_name = 'iris_ensemble_full_experiment_5_2classes.csv'\n",
        "\n",
        "with open(file_name, 'w', newline='') as myfile:\n",
        "     wr = csv.writer(myfile, quoting=csv.QUOTE_ALL)\n",
        "     wr.writerow(ensemble_accuracy)"
      ],
      "metadata": {
        "id": "rXfdWVfvA5RL"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "\n",
        "plt.plot(baseline_accuracy, label=\"baseline_accuracy\")\n",
        "# plt.fill_between(list(range(0,100)), (max_avg - max_std/2), (max_avg + max_std/2), alpha=0.2)\n",
        "plt.plot(ensemble_accuracy, label=\"ensemble_accuracy\")\n",
        "# plt.fill_between(list(range(0,100)), (average_avg - average_std/2), (average_avg + average_std/2), alpha=0.2)\n",
        "plt.title(\"Baseline vs. Ensemble Comparison\")\n",
        "plt.ylabel(\"Classification Accuracy\")\n",
        "plt.xlabel(\"Run Number\")\n",
        "plt.legend(loc=\"lower right\")\n",
        "plt.savefig('Experiment3_comparison_shift.png', dpi=1200)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "id": "nHLxC7Tk-IXX",
        "outputId": "ba26f6e4-6262-4f04-fe82-fefacae5ef40"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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TJqpChJXs379foKE4cOAA/H4/GjdurHhMs2bNcOnSJU7jo4cePXqgZs2a+PDDD/HYY49pmoYaNWqEvXv3Srbv2bOH+91K9u/fL9m2b98+JCQkIDk5GQCwatUqjB49GnPmzOH2KSoqwsWLF02fX63/NmrUCN9//z3y8vIEWiC72oLibqgJjBJRlJaW4ttvv0VMTAyn1vZ6vWAYhvM/AIBDhw5JIqfkopU6duwIAJwafcSIETh+/Djeeustyb6FhYWKESpmseK8I0eORHFxMZYtW4Y1a9ZgxIgRgt8vXLggebMVXz8A/P333/j7778NXIU5cnNzJf4m7dq1g8fj4ep34403wuv14sknn5RcC8uyOHfunOX1WrBggeD766+/DgBcBJ8cI0aMQFZWFtauXSv57eLFi5Lr5JOQkIB///vf2L17N/7973/LaiPee+89bNmyBQAwYMAAbNmyBVlZWdzv+fn5ePPNN9G4cWO0adNG/QJ1kpWVJfDjOXr0KL744gv07duXE9a8Xq+k3q+//rrgGdULSf8dMGAAfD4f/u///k+w37x588AwjOo9o0QeVANECWu++eYb7u3t9OnT+OCDD7B//35MmzaN85UYOHAg5s6di379+uHWW2/F6dOnsWDBAjRv3hx//PEHV9ZTTz2FH3/8EQMHDkSjRo1w+vRpvPHGG2jQoAHnQHr77bdj5cqVuPfee7F+/Xp0794dPp8Pe/bswcqVK7F27VpBYkarsOK8V155JZo3b47HH38cxcXFAvMXACxbtgxvvPEGhg0bhmbNmiEvLw9vvfUWqlevjgEDBnD79e7dGwCI12BatWqVrPnh+uuvR0pKClEZAPC///0PEydOxPDhw3HZZZehrKwMy5cvh9frxU033QQgoFl55plnMH36dBw6dAhDhw5FtWrVkJ2djc8++wx33303HnnkEeJzkpCdnY0hQ4agX79+yMrKwnvvvYdbb70VHTp0UDzm0UcfxZdffolBgwbhzjvvRKdOnZCfn4+dO3di1apVOHTokGryyEcffRR//fUX5syZg/Xr1+Pmm29GamoqTp48ic8//xxbtmzBxo0bAQDTpk3Dhx9+iP79+2PSpEmoVasWli1bhuzsbHzyySfweKx9D7788suRmZkpCIMHgCeffJLbZ9CgQVi+fDkSExPRpk0bZGVl4fvvvzcVWk7SfwcPHoxevXrh8ccfx6FDh9ChQwd8++23+OKLLzB58mSBwzOlEuBA5BmFYhq5MPi4uDi2Y8eO7MKFC1m/3y/Yf/HixWyLFi3Y2NhYtlWrVuySJUu4MOYg69atY2+44Qa2Xr16bExMDFuvXj32lltukYQql5SUsC+++CLbtm1bNjY2lq1ZsybbqVMn9sknn2RzcnK4/UjD4Nu2bSu5vtGjR0tCjEnPq8bjjz/OAmCbN28u+W3btm3sLbfcwjZs2JCNjY1l69Spww4aNEgQ0hy8LnHd5FALg+e3Q7BdxOHt2dnZgtDzgwcPsmPHjmWbNWvGxsXFsbVq1WJ79erFfv/995Jzf/LJJ2yPHj3YKlWqsFWqVGFbtWrF3n///ezevXu5fZTavlGjRuzAgQMl2wGw999/v+T6du3axd58881stWrV2Jo1a7ITJ05kCwsLJWXy+wLLBkLRp0+fzjZv3pyNiYlhk5KS2G7durGvvPKKIAxdjVWrVrF9+/Zla9WqxUZFRbF169ZlR44cyW7YsEGw399//83efPPNbI0aNdi4uDi2S5cu7FdffSXYR+k+BJ81cXh58Pr5aSOCbfTee+9xz9sVV1wh6PMsy7IXLlxgx4wZwyYlJbFVq1ZlMzMz2T179kjaSenc/N+CYfCk/TcvL4996KGH2Hr16rHR0dFsixYt2JdfflkyZojvdxC5e0kJTxiWpd5cFAqFQjEPwzC4//77JSYmCsWNUB8gCoVCoVAolQ4qAFEoFAqFQql0UAGIQqFQKBRKpYNGgVEoFArFEqhLKSWcoBogCoVCoVAolQ4qAFEoFAqFQql0UBOYDH6/H//88w+qVasW0uUOKBQKhUKhGIdlWeTl5aFevXqaST6pACTDP//8Y2hRSwqFQqFQKM5z9OhRNGjQQHUfKgDJEFwk7+jRo9xyChQKhUKhUNxNbm4u0tLSBIvdKkEFIBmCZq/q1atTAYhCoVAolDCDxH2FOkFTKBQKhUKpdFABiEKhUCgUSqWDCkAUCoVCoVAqHVQAolAoFAqFUumgAhCFQqFQKJRKBxWAKBQKhUKhVDqoAEShUCgUCqXSQQUgCoVCoVAolQ4qAFEoFAqFQql0UAGIQqFQKBRKpcNRAejHH3/E4MGDUa9ePTAMg88//1zzmA0bNuDKK69EbGwsmjdvjqVLl0r2WbBgARo3boy4uDikp6djy5Yt1leeQqFQKBRK2OKoAJSfn48OHTpgwYIFRPtnZ2dj4MCB6NWrF37//XdMnjwZ48aNw9q1a7l9VqxYgSlTpmDWrFnYtm0bOnTogMzMTJw+fdquy6BQKBQKhRJmOCoA9e/fH8888wyGDRtGtP+iRYvQpEkTzJkzB61bt8bEiRNx8803Y968edw+c+fOxfjx4zFmzBi0adMGixYtQkJCAt555x27LsMwrN+PooJLKC0pRmlJMYoKLoH1+1FWWoKS4iIAQGF+nuJxJcVFKCstkS07eFxhfh6KiwrgKysDSgoAABfOnOCO8/t8KCrMBwDu/EGKCvMDx8nAPw6lhQDLCn4/e/KooO6F+XlcvcsuncPxU2fgKytDYX6e4E+pnc6ePIrSkmJcyM0H6/ejMD8PZ08eRUlxEfLzLsLv86Ew/5JiW5w7dYy7Fv55ikrKwJYUBLaVFQN+n6QdgvjKylBcFGhDtjgPRfk5AIDiMh98Pj/OnjwiOc7vC5QnbgcA3PmC7cJvu+A1AoH74vf54Csrq2hzXlncfvk5YIvzUObzo6TMj6JSH9jy+1KadxalJcWKbRy8n8VFBcg5f0byu7iOYvj9LXh9RQWXkHPhLLdd3F+LCi6hMD8PRaU+FJZU1JVfXs65U8jPu4j8vIsoyM9FYXEZ97wE9yvMz0NJmR9lPuk94/c7INCnA30lD76yMpw/fVx6MWXFYH1lgmsKkpdzXrEN5c597tQx+H0+rn2Vji24lINLuRfgKyvDP8ePoMznl23zwpJAPwi2ia+sLLDfhRNc+wafFz6Xci+g4FKO4vmD94F/D/jPgfi4Mp8f+QUFgftyKUdxv+BYw/r9KLiUg3OnjgV+KC0EeH1XD4L7efEkfGVlKLiUw7VJcDwQXF9xGc6ePMI9w4X5eYLxNj/vomQsLSzxBca18nGTOz/LoqjUB5QU4Pzp49xx4ucTLBu4TlT0OwC4mHMR+cVl8PlZrh8WFeZz4624TQrz84TP56Ui7reLZ09yz4KY4D0FUDEH8H4rzM+TXJsWhSU+yTMlhv98gmXhK8rj2jx43Mmz53HsQgFyCkt1nd9qwmo1+KysLPTp00ewLTMzE5MnTwYAlJSUYOvWrZg+fTr3u8fjQZ8+fZCVlaVYbnFxMYqLKzpRbm6utRVX4I+X+qJD0a/c92gA2xO6IbkwG4n+i/i9Vm90ufAV9t/wX7S44hpuv50v9UX78uNOoTaSZ+yHx+vlft/8+mikn/scWfXvRMbxpYJz7mvzIJr/9Rqyo5qg6eNbse+FHrisZDeO3v4T0t7rgT9jO+Ly6T8gP+8iPK+0QHZUGprP2Cap+/7nM9CidB/y7t6Eam+lA017And8AQDIWvJvZBxeFKhL7aHwV6+PjOwFKGKjEccEOnz98nLiReVuy/g/XJl5u2Dbb6+OwlU5AS2fj62Or5grMBg/cMfG8Mo6fsdG1G/aljt26+ol6LRlMuIB/BXTHv4eU9Duf3ciK208Ggx7Cn/MuwEDvVu4slgwiAOLXxP74aqHVgjqcey5DqjpPw9M+AFYdDV8fhbZo3/BgCV/42F2KcZFfYPNyTcj/f7F3DG7X7wWrYv/xMUH9uDSxbNo8F53/FatNzo/8B7wUlOgVhPszE1A+6LfcPbendj/9avIOPo2LqA6aiIXm1JuQddTH+KvmPaI8ReiUWk2Lj18AGeO7kOTj/uikI1BPFOCjfXHosOx91HiYXBLzOvYllMFANC9eW282/08PCtugxd+RAPY1W8F2nTtJ7qf3dCybA/y2HgkoAS7+n8g2Gfr/BHonPsdjt72I9JadBAcu3nli0jf9RzX336t0R9tx/0HBa+0R3U2D1mNx3P94ShTD2mzdmPbmqW4ctODAIBJJRPxpb8bRnZOw4s3t8emhfeg66mPkNXoXu64IJ/7uiHdswdRDIucYe+j+WcDAADzSm/Cqmr/ws//7sWtAp21+BFkHH0LJWwU4pgyHL3tR9R5rzf88CGeCUzYNVgGv3V6AZ2H3Bs4QWkh8FJTMKUFiAeQVX8MMo4vwebW01GnXW/UX9EPBUwcSh7cgcSaSVDit//+B523TkU8gD/iOiPKX4w2JTsBAFs6PIMuwx7g9j1/+jiiF3RCNMpwgamCeriIVxKmoJdnKzpd+gHH79iE+k1b47HPduKDzUfwTcw0tPYcAQD87W2K89F1cVXRLwCAE0jG0RpXocvF1chqMBYZ4+bh2IE/kbS8J/fsbW41DemjKsbITUsfQ9dDCzCm5FFUuXwA/u/WK3H25FEkLbocf8R1Qknbkei8dSo2t3kc6SOmAgCue/Fb/FgysuJ6q/WGr/5VSN/zAn676hV0Hjge29YsRcesyciOaoyLCY3RKW89EgBsb3o3rjj4JvxMFOLZMmyqezu63vN/im0p5o+X+6FD4Wac7/IIam15BQCQINpnd3RbtH58IwBg7nf7kPjDTNwV9Q0AwMvbb3tCN9Qt2I9UnMEp1EbK7IMAgOVZhzDji7/ww2Wr0OjIp8B9m4A6rQEAD3y4Hfl/rsaSmJdRC8DeqJZo+cQWHHyhK/d8Vq1eE1g+DDi4HnnjNyP+zQzsi24JX/fJaPvDPXihdBS+9XfG/2IfEdSpjPUgnvFjc60bkD7pXWxaMA5dz3wMH8sgjgkIp4f99bF3zM+I3r8a7X+ZiCPehmj0+HbBHLBpwV3oemYVBhU/g1cnjkK9N9vgqDcVjWfuxG9fvYnOvz1a0QhjvwUapmu2++fbj+OvVc/g8egPuGcq2DeD+MrKcOG5VmDAotYTB+B9fxi82T9y11dcPgekAniu9BZ4r56Mf/drpXluuwgrJ+iTJ08iJSVFsC0lJQW5ubkoLCzE2bNn4fP5ZPc5efKkYrnPP/88EhMTub+0tDRb6i+GL/wEuaJgIxqwJ1CNKUSXC18BAPK/fVawT3vecSk4h8IC4RtD+rnPAUAi/ADAZbtehYdh0cx3EGVlpWhVugsehkXuygkAgMuLfwcA/P3b94hnStDc97ds3VuW7YWHYVHy2cTAhoMbuN9aH35PUJeM7ICJMzgAq3HZxkcl24LCDwAkMbkYjB8Ujz+69nXB9w6bp3Cf25b8gZrrpwEAMo6+hfc2HcZAr9A/jAFbfs41krIb+Y+hOgpwYcsKxLJFqMIU472vvkVhqQ/jygfX9DOrBMe0LdkJD8Ni308rcWxtQFPZOW8d8M82oKwQOL0L7Yt+AwAc+N8ytD8SaLuaCAjhXU99yNW9Rdl+xDBlOPDrWpxf8zwAIJ4JvH12O/4OqjDFgXrlVdyzXw6cQ/HBn+FFhXYk6vsZkmtrWbYHAFCNKUQ040Nu9lbB751zvwMA/LN2vuTY9F3PAajob1dd/AZnjh5AEi4ihvEJhJg09p/A9WQ9wm17LSYw+a347Wj5NX8UKE8k/ADAUO9G1GXOIxkXUPz1v7ntD0V/guMXC1Hqq9BgZBx9CwAQwwTefHM/vh+xTCmimIq28DAssP/bihOc2AGUVrwVZxxfErjG3c/j3N/bEMOUoQYu4cyRPZK68em8dSr3uX3Rb5zwAwBddjwh2PfkwZ2oxhQijilFEi4CANrm/YROlwL9/Oi3gT79weaA0BMUfgCgme8gJ/wAQF2cQZeLqwEAVxxdDgA4c/B3wbOXvucFwfm7Hgo8n89Hv42v/jgBINAXA3Xfyl1L+q7AOMSyLKrlCceFznnruHI7/xq4t6X715ePNdnolLee2/eKg28CADxs4L50PbEceuhQuBkAOOFHjtalf3GfX1u3nxN+xFxRsBGpCGg8U3CO02TN+CJwfKMjnwZ2/OVV7piv/jiBl6Lf5L63LNsLAILnEwBwMHDNJZ/ehyjGj1Zlu9F0Y6DPTov+COO8X0vqE+yb6ecDL5Ndz3wMAPAyFf36Ms9x7D6Ri+IDP8DLsGjiP4yS4kJBOV3Lx6GHoj7Bu598inimBI39gX4jEH4A4PvZsm0jZvKK3/F49AcAKp6pYN8MknP+FOog8HxeOHsCyP5R8Hssrx8+Fv0hvOUvK04RVgKQXUyfPh05OTnc39GjR7UPchF+GXMNCXx1NwujHVF6XFCIMILf5ANh1/PEN20xLG8CBVnbM4wHYPn7ylSU9cMLn3S7ZD/19pW0v5H+wRrrU9wpVY73+1lTfSQIKzN8+VXbRqFzCDqNSgfiPy8a90APcuZWwe+MV/V3JWIQmKRI6+rnX7vKg+Tzq5fnZ52d1MygOJaK+rNq/xW3N+9YuT5rBJZlBeOQ+j22734Y7ZtBPA53lbAygaWmpuLUqVOCbadOnUL16tURHx8Pr9cLr9cru09qaqpiubGxsYiNjbWlzqHA6GDMCh4gUU8klCRYmf18Jh5yv8UyuXigEnzX8fD5/f4K1TlbIaR4iAUFBtCa9P0Ewg8A1u9TFYKkl2WgfxDWRflw5eN9fj8M1UmEnNBuoVwie0Y7TsT6pX52LKEwooanXGvAEArppC9BPo1r94MJ2zdrn68M3iiZaZFVGUfEu4qeHYblfycUtjVgWVYkkMvfY5bkLGbeGk2+cXocloDCqp9mZGRg3bp1gm3fffcdMjIyAAAxMTHo1KmTYB+/349169Zx+4QjWm/LhgUg3tuO8Zc2uenWeLcy+4bEiOojrp3Ry/T5KiYpgQaIUABiPB7hICozcLAsuR5OrU+IfzPUP0wKQHKTehCfz2fJO6lca6lPzgRnVRnQBc+LSQ2ZsFyNtmbMPRNaGiZuP8LJWas4v40aB7vx+xT6rR4NkAi+ACT3wmiEgFBLppG06pzyFRH2Tb1jTaU2gV26dAm///47fv/9dwCBMPfff/8dR44EbJXTp0/HHXfcwe1/77334uDBg5g6dSr27NmDN954AytXrsRDDz3E7TNlyhS89dZbWLZsGXbv3o0JEyYgPz8fY8aMCem1hRJW6aHVOk7wBsGIfyQsRdqBzQyApgdP0eEeRnwdrOxHLQQDo+CNjlwDxGi1KUuoAWJZqFdeWQVPCktYFyXUNEABQc8eVY2aCUxZvCTtc7znxaDZWbZUmbYSairNPROkj7JkDFDAz7Iady+MBSAlYVT0DHnUNEBibZHABMZvG+PPAOv3C01rCjeZQO9sTpsp6pvCemiX67QGyFET2G+//YZevXpx36dMCTisjh49GkuXLsWJEyc4YQgAmjRpgq+//hoPPfQQXn31VTRo0ABvv/02MjMzuX1GjhyJM2fOYObMmTh58iQ6duyINWvWSByjIwnFh1YDgQlMbT+/P6DBkENOk2FGtWty8LTrceK3sREfIDCM9kBDqk2CX7UocRsY0gCZ1HCoaTV8fj9iLBCA5Ew7fg3/FDlI35CFz4uFJjCttua9ZZOas4QnIBSsCYsjMYGFKz4lwV1DA8T6K65aco8UBSDjMCyZABSskW2INUC8517tJSiIx2ENkKMCUM+ePVVvnFyW5549e2L79u2q5U6cOBETJ040Wz0XoTHgGBSA+A5/kgeT1zF9vjJEeWJAig/GHePM+gBpPU4CLYyOZ08wMBoRgDweCO+jzMn9fiLNCKvhQyMtw4gJzEYBiGBgJDuJ9LpUHXSJ7rfyToK+Y6UGSKathD5AFc+E14AARCqs8Z89RmVi0hIyrfbjCyXKk7bYB0gZsXZQoAEidbjXgIFwrFCaR4nuvCkfIOG95rsKKJoTeXgd7irh21MpHCSSthykUWA+tY5ssQbI7sHTqOmF38aMwAmarO0ZMNpaFUKtC8uqC0pyb6fqp5X53awJTEUA8vut0hHICEA2msAEk4ylTtDkPkBGBCDSuhJrgPys6jNulZbDCYz6AAndCcQaICUnaBP4y8g1QPwx2uooAZEAxB8nw0EDRAWgCIBE0pY9zq9iAuM9KKr+HBb7AJkePPUcbtgHiB8ST1gI4xWeUObBZ0jNTqIIEEk54g0aE6xs6K9ZJ2iVPuP3+2R8s/Qj1/bqt4NAAFIbkHn3Ry3MXy9qDuMABHUyJMAbcYJW0wBpWXLDWQBS9AFSjwJTE47t8AFixGMAqQ+QXL+1KaUDiR8hFYAo2mjZ3I2q40nzg6hOhhZHgZmMeAmFDxB4E5aaCUyQO4iBpoYn8OZIYALTdEEVD87q55XV8Jn1AVIZ/HyWCQ86TWBmz2abBkjrfprUABFOtKSCi3quJfO5vJxEUXDX4wQtNpfxo8Cs8gGCT/jCpPJMCSJjLdYAMaI8QH6/XhMYFYAoJtF8g1Q+sOKjSh4gVZ8NmcHOjBkrpCYwHc+eYGD0kQlAAsGUIYkCI5zcdPoAaZlYZAcqkyYwtXOaLJpXkD4BSHHyIZ6wycKO9cKy0vYX+Hfw6mfIB4jYBEaYByiCTWA+pbFUUwPEuy8qPkBW5QESjwGqPkC8/iP7MmRCYBUHEOg2gVEBiGIWW0xgPNTD7N1lAlNz3jSDYGD0VyyaqCYACTQrjFfbjZJUMtDMBC1CQwCS0wAxNprAfCbLDiIbBWYgGoY0/43whcEqKQ6ATFvxBR2GpxUldrrnQyhY+wnbQTMTdBhPK1b4AKmawKwan9gy4kzQ/P5tZfoGQNg3A+Xr1ABRExhFD3Id2LgTtEoUGO+B0usEbUoDZLsJzHweIMbHW9NMdckHnuM0w2j6+BD7E0FfHh2tgUjWhGraBKZ8TsMmW+lJpGXbZwEj8rkwVKyMQCgQdDx8AchAmL/FGiDt4sJXA6RojhQJvOLnT+gmICpD0QRmog9p5gILIOegIF+WQcR5gPjt4NNe+9HppTCoABRmyAkjRrPSCqPARL/xtqhPWDICkBmVqmkNkMbvBssVDIz+igfbo7J2l0BoYkRh8HIVJY4CU3eCFt9Nrf4hK0CbzgOkXD+rHIjlhEBVExjJzVePb+Z9ttIEJm0PgaBjMgqM1Lme1AmaPA+QndKoPRjWAPmVtTECc6ZFwqGH9Yk0QCq+iHwNUEijwAgEIGoCo+hBTgCyQwPEl+RV/Tlkt5lZCsPc4nq60PHsCQZG3oOtthSGwHdKkgjRuACktZ8kEaIBHyDGRh8go/1V5izSsm1cDFU11FkHPrEkJtNWAkHHpAnMmAbIAhOYvQuz2YKf2AdIfJx8njBAzQnaxORPmAhR8mIr91yaMUN5xE7QvGv1lYj3lkBNYBRdyE0eRn2A+PYCsd8O3+9H3QQm7UKm8gDZ/EAI3tz0mMB4AyPD0wCpvV37xQKQxuRFKnTozgOkIXDYEgWm4pivFUVEipzJ0M4oMKH51Ph51F42gngUBSAj5w1tFFiwHLuWO7ET8igw4Xf+y47aUhiW4RdrgFTC4AVDnsUmMLUX5zICAYhqgCha8LuIXEi6ZiI1BfwCDZC4UH3e/IJynVwMVUOAMjoo8wdGvg+QajiswAdIezFUsGTu44yG/V+qntcQkGVMnHZqgKxzxNSnASJKhEiYB8jMNUj97cidoL2MAQ0QcR4gHqp5gMgEILNCtBMommclJjDRcYI2Vg6DFxWqq27C87Oicsk0n1Y7QUtMYDp9gJzOmEAFoDBDLiTduA+QmgmMcLC32AnabB4gLQRvbjraTTAwCnyASKPAGNmoJQEW+QBJTGBaeYDkBCTTTtAq7WLRICwnzKoXbTIMXuAzZ50GSK6tBYIOr36GosCIl8LQEwavdrYwNoEpaoCE1yJJ5KmyTIpyIkTjBIQf/jlV2loQBm9xHiDxGpF8TZhfWwCiGiCKLuRC0o2awIQ+DaLf+IvaqWoQ5OIMHHSCJjhDED2TiWBg5L3ZMCpO0AJ1OstCO/kx4eCkoSmSCAaGfIBMCilqYfA++6LAtBx0TZ5Q9dzkpWibwKL4/SpkS2EQmsA0quCWRIhGtB3K2lINvyeFTPGAMF2DZioMUlifYBkeJZGUFZ1GVgCycC0wgQaIxARGfYAo2qiHpBs1gQnstSqDsqoJTE4DZEKLY94Epv4732Slx8zDKvgAqWqAeMewrF80SEkrymj49lSUpdcEpiUAyYXBGzeBap3Tqhw6uqPAyAyMyj8RRt1oIamhTFtFg689dFkeIFIfIIdNYEbSLShrgDQiKfljqZoPkEXyOcP6iX2ABFi+FIYoESJfgCQQgGgUGEUXcg+18Sgwld8EUWAh1ACZNoFp+ACxrOxn2brw2tqv5AOk5nPCv1csqz0hEE8YWgKQuFj1/iH3O7+u6kuhKJSpIuRY5YYgZ1JUXxRSYTvpBGBRHiASHyC+AMSEyAmaVCPhZ0kzQTtrAjMipCo+K5rL2PCvVdkHSPRqoqtuwjL9wnJJw+CtDhIQj9f8h5tghQK6FhhFF3IPqPGlMPhRYMrnUZ1AXbYUhtbjxH+DVsvhAwiFTaUoMPU8QCITmKYPkIGJWH4H0Vett1f1MHjVKEDFQtVXg7cCvRogZQhNRDYJQHKmmmiBCaxif0NLYRhZDFUGf3n4vl+jjYNaXKc1QEb8XQwLQH7hs85H2E+tioD0CU1rhOkfWEM+ZColi3yAhPMGiQ+QpdXRDRWAwgItE5jByCbBG4QwUkCgARBpmAQO0rIaIDNO0HaHwfM+61kkVKDN4a0FphoGLzSBaVjAygc1gnvJ+lW1V3pNYHKhv2r3nwS1SVdNO6Rr0tLpA0SmmVRVi/JObXwikQj5OjRAdi6GyjeByUVTBn/XEjIrnmFnNUBBzaXmi4fMMRJ0mMAkIfNWLptSjtgEpiSQB7aGbikMvT5AVANE0YWWBkhPB+cLToJ3FJYVOUErP8CC7lv+EJob9uz1AeIPhloDI1+A4beBh58HSG01eIGAKTJbyfkiWmQCk+6uoemS9QswZwJTO6esz1E5ZvP4qMtPCp2DWLPDDxowowESIecEzfD6DuPhzqdnMq8owBon6KAA5GfV9zXrx2cVwTbTIzQqjp96TWBKAokw1wBxveTqQzJeEC2FYQLJCyvvuWdoFBjFGio6idzkwao44KnBKmQo9ft9qiYwQfQY/w2AFb9v6MduDZDQCVqHY6OPLwDx3s7VVoPn+w1BPGDJ3Sd134qK3dTXApOUoOkELacB4pvADAhAaiYwlT6qJ4pLziHYfCJEMg2QIUEkWIxk0pCWFcPXAHm83HUZiwIzkAdIlqAApGUCK9/b6TxA5fXU4zel6E6gZzkZzaVquB2J6yVXH4/ABKasDVL7zSySxVB58xNLtBYYFYAoOpDz1+ALKHr8NZTWAgvkmVHWACkLWeXbTfRpP2NuKQytUwszQWtlSJZ3BBdogFQ0bgIByu+HUAMkbUPyKDD1wVhShqazt3oYvFzqBS1Ul8JQbTPdpxKgKkApDLbE2cH5z4upigrrwWiFwaPiuuw0gWmtBUZsAuOmFXeYwPREzhn3ARIJIwr7W9UiDOsTOUELKiPY1y/ot1ab48RRYPo0QFQAqqToG0B5zspyiRCNCkA+NQ0Qr35iHyD+A8bvwOXbzaXAN9cltc4sqJsOzQj/mhn+Sueqph7RAKUhiBCH5bOsLh8gTROYnAaIN2kYcoJW842yKEminP+VmoOu6SR0Knmz9CBZdkbmOgRh8CzLCYZ6w+BZv/JkLNlXIww+6LsULmHwhkxghIkQJT9LnKDtFf4kL0sCM64w75DaoteWw3+ZItAAURNYJcVwJIzcpC3I2UI+WfEnIr/gWSLXAAkGTQvUq2bD4LWqwB80tO6BwImZNzB6BWuBqS35wB8UfeJpT+YA0igwLQ2Q6LvpMHi+Cp2w36q2i4oApCtJorS9VJUTSu2rEsKseD4Tjq1kYfDCZQ6Cb/F6w+D9fj9xv/KzFc+evBN04HdWwwRbocW1frrV8+IY7Le6BCDFpTA0BCD+PVTRAFnXJKJEiIJM1HzTu/D5tXwpDHHABf9FkUgAsrg6OqECkEMYjSKRM4Hx/YL0CFaK0VwsK3iIxOfkP2yMYDC3wgfI3i4pqJuWBkjgW8WP/OL7AKloHASJJlkIkg3ImcBIFyMQp8EXlyNJ029EAFLwASPVJqiauZR/Ky3THjSDyLWV6TB41eRYfMHfzEymbQLja4BYlq0wgelcC8znKyMWgLT2Cv5OLKPq8dMnDdXX5eMYHI/0+AAZjQITCceKUVkV243ldArA+P0iPzT+2CJ+YVX6Yh7x/RC0H4EJTGvtRruhApBD6HmQ+eYOWRMYb0LW47Aq0HDwt/t9QuFANDgJ1hCTNYEZx6q1cpQQOA7qCA/nO/fxy1BfDV5oxtB0gtYlXOgxgan3NbkoL755iW8CIzXTqWmdrBKA5MxB6g665hxTScKOSZCIuTL3XbjWFMtNsHpNYH5fGfHLltazF3w58fnVNUDB/fSFn9snAOmLAjMmAEHN308BY/5cARjWL3hGBalQ1DT2lpslRdepUwCiS2FUUgyFFisdx9fk6HKCltcAsSwr/E3VCVpqAjPjA8SadILWejP3MqI3NRXES1nIQWwC86vY7INlEbablklLsr+WBkhWaOZpFfnRbMQLthozgZWVkl+bXg2QcvuSaYAEfcvS1eA1TJosy12XfhOYurZQsC9/DFBxgvaz6qJSxWrw5HUlHQ91jZvl++oTgAxGgQmEYx/Ry4xkQVUdMBAlQhT0YZEPEP/6rc4DpKIBIjOBUQGoUmI0j4jc5GHYCVpg4hHVTcUHSHlgs0C9GsI3Ai21u0BDpjAwqgkErKrGR0YAYn1EgyIr8ScSlaPTCVpOWBG+XSqr15ULVXOCVr7GUh391yNjDlIrW+kn4SBOZgIz09fF4oOmgMqynG+TXq2Bz+eTLMLrZ+V7j6YGqHy60A6D1x8FRjpuGdEA6YsCMza2CZ4Rv4oJjLfZ0Lpu5TCiMHjB8yZI1yDK4Wp1HiCVkHsPjQKjKKJLAOI77qqHwetRcQp8XATb/UKtkpoGSJAHyHwUmFwSNaUBW/Z4XX4HWr4xPNWxAdW4MAqM1TShaK1NJjinahSYuFytEF4tJ+gy2e1qGDWB+crIBSBxqDgDPzc5y0e2EbSvqg8QP9TZOgFIW1vAd4LWawLzSQRcozWv8AHSMIEFo8B0nIk0eEOPBqhCANIjNBnTAEn95EJsAlN0gmZdbQLzUCfoyolRE5g4JD1QGD8KTI+KWNkExn/TF5vVlMPggw+DCalexgma0DU4UAU959IMg+drgOT3VZuQBFojyaAoV1Ny4UI9EaLwNyMmMP4aZ5abwFTKKDMhAHnh5xx05TUKJG/3hD5EVk4kWlo1nglM76QpJ1goaXpIw+D9GlFgnPlMh5BI7LtowKymy3Hc4Grwgugnv7IJjF97cxognygRIv8kFdfgASvKUWROAyR5GVUzgRGsUUl9gCopRjuirOAkWLdJRxg8X3AS/CB8gKVqTiUfIAs0QCYFIH0n04oCU1gLjAepDxArzg6rkAiRBFYrCkwiAGmo72XeevllsH79TtCqmjGLnKDFApCH5ywsJwC5RQMkXgtMU0Nn1gdInBhPkFneJ7tdth5cIkT1VxxuMVSXOEGHIhGiJGcYQT3NRIFJlsJQ+OyBH36B75pJAUiSw0pZA0SUCJH6AFVOjOYB0vIB0qMBEvp2iDRAAlWmilAlXAyM+NyKdZIRgPSsLaRvgNSYeASZoOXbVV0AEkaLaeUBUltYVVSwLpGQ0Vj1Xs7vQZAJ2kAYvJoJzKo8QGJtiIdnAjOe70RFsOSnfzClARLdPQJtcPDUuhMh+uT8USrOzxcU+YKZXHhyUADS9AEyoAEiDd7Q5wQdaKuQ5AES5fwiyQMkFuD1IPEB4sNftxB+4fMtWy8d90ky8oj9DfX5ABGb/W2CCkAOYdwJWmagECTE0vFQ8cPr1UxgOqPAzClsQtgltUxggjd+pTdDFVOASAMkeCOWPU6HcGGzDxA/yZoRE5iaoKTsaAr4TGiAvPBz+XJkTWCKFjB1zZz8IWZ8gIRotylreCmMQCSjSIMrEIDk/QDla1EuAPlZjb0Z3r+E9bTDCRoG/KY0NEBK5+c7F6sK/7z9BNm+dcLAJ3KC5vfhivN7wQrHMbm20CFUSlM4qJnACAQgE2ZAK6ACkEMYF4Bk8gAJNEB6osCU8wDxH2J1J2iZMHgzml0ZDZC5pTVUzqVnkVAlHyDSMHho5wEinjA01gyTmsBEmhKxU6yMUM0fXAXr+5AOWGpLhKhM+KU6fIDEwoAXfp4JTO788m0mbC8yE5gZbae4j2uaFQUmMAM+QComMGGyTrIoMJ+mD1Dw+nRoXgg118ZMYDqO0RSAFA4ULIZKZgIzJQD5RYuhCsxcPA0QU/FMBHaUqZeOl2ZtDZA+HyAzGdWtgApATqFD6hYu36DlA6QnSkLeiS4wcCirTRU1QMFjzGiAZDNB6xn0dJxKM0My3wlawQdI1QmaL0T6xT/qrk/Fser7SQQgUR3Fv8tGgQl8gPgaILI6qiaIVMsDpEMAimbEUWAVgoKRBVy14beJ8TdXaRfV1r0YXQqD9bOSh0KoASqT3S7rBM3wNUBqtQ2uBabDYZlQs6jHdYBzgtYjNCpqegNlKJn/hHmA/Koa0CDi/qsHBn5BX2AVtJh8s3DgJ5l66Ykc1hIZ+MIXkQmMaoAqJYZV6HIPqGDZCh0CkE+ooRB8JtUACX8AYFJjI+N7oEee0nNm7TxAIru+DKqDKytsX0ZFqATIJwyGMMw2iNi3SPxdblAUmMAEApAFJjDC1AF68cLP+XjKPweKNjB+5ZRP4FAeILAVApCxKDAVk6PCgsjyq8EHo8A0nKANrAVGrLnWlefCQJtp+AApnl3gH6YcpMDfat4HSME3T2AC84u6rUy9rDSB8YUvlsCcbfnaZPqIcvTslZCy0hIUFebjzLH9qEF4DMOyKCrMR1x8FcGSDNzvF4+gMD8P8VWqobggl7wuRXnc5zi2kPtcXJAHT2k+992XdxpnTx5B9Zp1cO7kYXijYrjfovKOcZ/z886juKCE+Pxy+PxA7sVz8Hg8iImNhy//POL1vCmVFODCmROomVw30CYquzL5p1SLKrx4Cvl5F8EwDFiFrKYMWMRA+FvwXgjWaLtwGHH+gopqFuYjBkJi/YUgoay4QNX0VgOXEI0y1MAlxKBUsHYZAMSyhfCVlaGsrASXcs6DlfG7YeBHzoWzKMg9B19JMbc9viwH+XkXA58TqgHFebJvUfEl55XrX5Qv2VYVBSiDF2UmNDdVmUL4fD4U5ufJCkBKgrnXV4Tci+cQExMLpjAfsQrlR/kq7g9bko/C/DwgOgEl+RcQGxePuPgqKMzPQ37eBSSp1DOaLUVeznkwDAOGYRBXrNxWAMCWFsLnZ5GMi6jN5KjuK6akKF+SkTcaZSjMPQ/W48XF00eRWL49FqWIQ+Bes2XFEBPNliLnwlnknj6MBswZxXN6/SXIyzmPaqVnietZXJiPE4f3omqNZERHR8PjjYbH48GFM/8AAJLrNQ7US1ceID/KLp1DLMjHJH75wbYAAvf74pkTiI2Pl9X68iNGPSW5OH10P+rIlB/jryizBi6p1uXCmROoqfRjST4SUfEc+cv7fUlxEaLzziOhfHs8ShBVeAbBwabo0gVp3UvyuWf43KljqJlYA4iOR0lJEVi/HwzDIDYuUGIsxGNF4JkqKrgU8HPk3x+STNBFFwDZlgoNDGs2MUAEkpubi8TEROTk5KB69eqWlcv6/Tj3VBMk4aLuY0tYL4qnHMD+TV/jyqyJsvsUsdGIY8idSN3IVn8LXM5kI5YxZ8LIQRXBAGEXG31t0MHzN6owwgljc+vHkLr3XTTyH1M40v2Usl5VNX0REwcvW2bKl4FPLpuA36pcjesK1houI1jnbVWvxZWXfhD89ntMJ3Qs2Wq2mgJeKR2OSVGfIo+piv0p/dH11EeWlh9kda1/YcD592wpW8zm2kORfu7zkJyLlKwGY5Exbl5AKFjQiuiY8z1fQOKGx3RpgDa1eBhdb5uJJx6fjGeilxAfl8/GoQpTRLy/29icdCPYWk3Rdd8rsr/viLsKS3KvwvyYN4THtZqGy3rfKXtPdvvT0NpzVPW8uZePRvWbXzNecbkydczfVAMUQoqLCgwJPwAQw/jw1+bVqj4ndgk/WhOhlaQxZ0wLPwBCIvwAQHvPQYnwAwDpu5/DAW+zkNRBjVLWCx88hvqG1j2PY60d8KszBWhWtMtUGcE6i4WfANa/6z0S/TEAoDZyUNsm4QcAJ/yE4ll0m/ADAFXO7gCgbj4V4zmxVX+25fLy9Qg/AATCj5teRMtYD6IIEkGmn/0Uh86nKf7eoehXzI/5VbKdZVns2/A+0mWOidJoez88qFbLOe0PQH2AwgrG4zWdyVMvWY3uxbY2/w7Z+Uj9h44w9W2uCRnRKnZ8u6LX9PB02b/QqngZitlop6tCiH1t5ob7ocaWy2cB/z6kus+21o/qWhrGTUwsecDwsUH/OD1O0MbGSvN9ZPdd+3HUn2y6HLM0LvoA6+rfK9m+K6YdMDsHf/X9ULBdT68q4gz4yu3lVRkbi/79DzyzL4C57gkdZ7UeKgCFEwyjzwnQklN6FSKzbDof4QDkD2Gd1FB7yO2czEmpcGx1vi4kECeDNILbrf2MR/tZc3jpADNohdmrHsvdO/1O0DpPpP8YER7GPaI24/FKtnGZuk0sxMXdS5X2UnPylku06QTumEUqDeYeC4bxhHwMZxn5h8guiAUgl3RdNfWyxwUTrpGFKZ3EzsRoTidd0yIwKWhMDC4R/EMN1391LOVgRANkhYbd62FMCXtWIjd2B18ezQghJC9WamuweUI4p6hROZ8mpzD7cDEM9CQXswYmpAIQaZ4Ttwww6jgvdFQIQOGBnYKardolAkpZ9eeIZRgCASdc7qQUU3c2aALTcQ/1RIzxDtJ/jAgPw9i3fqFe5DRA5WkKGDMaOQINkKp7ANUAVT7Mvl0wcMIE5pF9iGw7nwuEBqtww7UEByozK0+HEjuFFKc1QGVQf44YxqNp4nLLxGEEMy8twXunxwnayFhpxdpUrtIAMXImsPK6mTKBebhPSqi5BzAu0WQ6XosFCxagcePGiIuLQ3p6OrZs2aK4b2lpKZ566ik0a9YMcXFx6NChA9asWSPYZ/bs2Vx+jeBfq1ZkYZN2o2udLhkYj0eY8hyw3yGS6K3UOkg1QO4YXtRxgwDkpxqgChy+HT4NAShwl6gJTBYDi9zKrpuodYwFQrKHcY+GWs7Ph0tUaUKY9hNogNR8gDwmhC8rcbQWK1aswJQpUzBr1ixs27YNHTp0QGZmJk6fPi27/xNPPIH//Oc/eP3117Fr1y7ce++9GDZsGLZv3y7Yr23btjhx4gT39/PPP4ficjQx/XIr4wRtu6qV8YTUBOb4LGUpzl8LpwEys0BbCLFTS+MxkXnXCnwawgvj0XaCrqwaoOCzpEcDZGi5EiucoF2kAfJ45UxggT5mxg+H5fqhmgZIuf3NOGBbiaO1mDt3LsaPH48xY8agTZs2WLRoERISEvDOO+/I7r98+XI89thjGDBgAJo2bYoJEyZgwIABmDNnjmC/qKgopKamcn9JSWp5WUOHLvWtDAzjkRGAbL6FjDt9gFwyvqjitM8JEAIB2WL0rnWlB6c1ckQaIC0BJ4w1QGZaP2ia0rcShjMCkNdNPkByJjBumxkfoPJ+aFAD5BYce5pKSkqwdetW9OnTp6IyHg/69OmDrKws2WOKi4sRFxcn2BYfHy/R8Ozfvx/16tVD06ZNcdttt+HIkSOqdSkuLkZubq7gzw7MCkCOaIBC7AQd6kkqXHOqhANG2tZeE5jLBSCCKDA2jDVA5tBvAtOzxpX4PGZwlQ+Q3NhtaRSYMkoaIJ+LxlzHBKCzZ8/C5/MhJSVFsD0lJQUnT56UPSYzMxNz587F/v374ff78d133+HTTz/FiRMnuH3S09OxdOlSrFmzBgsXLkR2djauvvpq5OXlyZYJAM8//zwSExO5v7Q05YyY5rAiCizUGiBPSNWVoX40ymxsP6c1DoCzvghG2tZOZ22nHcE1BaAIN4GZe7qDz5IFC5uqHmP+mWVc5AMkZ+YKmsDszgOklLHcLW0DuMAJWg+vvvoqWrRogVatWiEmJgYTJ07EmDFjBA5V/fv3x/Dhw9G+fXtkZmZi9erVuHjxIlauXKlY7vTp05GTk8P9HT2qvn6JUQzZpHkwjDQTdChMYHJqVLsI9SSlbZYwjtNRR4CzGi4jbWun0Oj0/fBrPEcMiQksvIZsAeZMYOVRYHryABnQADEWmK0DGiB3IJsI0RITGFP+v35cYx6Eg09TUlISvF4vTp0Srsh96tQppKamyh6TnJyMzz//HPn5+Th8+DD27NmDqlWromnTpornqVGjBi677DIcOHBAcZ/Y2FhUr15d8GcLOh5eORiPjA+Q7W+EDBhv6JaMI74ai0YYn60aIOdx8m3LSNvaGgYfDiYwmgla8WhAZyStgb4kjrI1gpdheGHiziI3drNWmMCC/dTQ8+qePuzYXYqJiUGnTp2wbt06bpvf78e6deuQkZGhemxcXBzq16+PsrIyfPLJJ7jhhhsU97106RL+/vtv1K1b17K6G8dsJmhpx7F7gmM8kR0FZqcA5KYoMCcw0raRrAHyaWmAIjwPkBkYTgDS4wVtxARmQRi8izRAsuHmwUSIJsb1Ci2OgWzbVAAKMGXKFLz11ltYtmwZdu/ejQkTJiA/Px9jxowBANxxxx2YPn06t//mzZvx6aef4uDBg/jpp5/Qr18/+P1+TJ06ldvnkUcewQ8//IBDhw5h48aNGDZsGLxeL2655ZaQX58Ys3mAyksRfLN/SQgmpEmriIcOi54hreR0ZnDDUhhOqpuNtG0kR4H5iZygNQjrKDATiRCN5AFyyAcosBaYOyZ5+bXAynODmagit56YgeZykwksdLYNGUaOHIkzZ85g5syZOHnyJDp27Ig1a9ZwjtFHjhwRSLBFRUV44okncPDgQVStWhUDBgzA8uXLUaNGDW6fY8eO4ZZbbsG5c+eQnJyMHj16YNOmTUhOdn51XrPPFsuykjcg2x80xgPGE7puYucEKIe9AqTzApCT6mYjbWunD5gV/h1m0PIBCr6Z++BRjKBxSwZdI5h7GsqPtlsDZJEJzC2TvFweoGBmfzMaoGA0ImvgSt0iHAIOC0AAMHHiREycOFH2tw0bNgi+X3vttdi1a5dqeR999JFVVbMcs2HwgbcfB/IAeV2oAbIIWzVAbnCCDjsNkJ1RYA77AGmawAgcSyurCSyoAdJzDw0lQrTCBOYeLYeaE7SZtcC4FysXaLnNEL6vE+GIySgwsKzEkTMUJjBPCDVA3hBnLLbXB8h5ws8HyD6c9gHSNIFxqLRCGAtAljhB64nsMiDMWLUWmFscfWWzPQe1iKbyABkfN+2fs8hxT00qAWYjDFj4Q24CCzhBR243sTcM3vm3IydrUKax+rkcpBogrZXV5XD6fmhqgMonKzXtQXibwMwshqo/E7QV2hwjuMkHyCMXwauQB0jPCwKXkJNldWuBnB8VKwjfpykMMZsHCE6YwEKcCTrU2Nl+Tk+4gLNvW4bC4AkHYbeZ10ggd4KOTA2QGSpWgw+DKDA3+QCpmcBEfUlPCgrBavA628xN2cypABRCzK40zLKQSNuszW+EDMPIv0U4jWV5gKgGSIxVyRPtNIEZuW+OC0CaPkDl+6lqgNwzeejF1NMQ9IHWZQKjS2Ewck7QnAnMjAaItxaYXgHIJW0DUAEopDAmEyFCxgRm9xs+G/LV4EOL30YB0g0CkBFfBKv8ogxpgAh9wLRWVpfD+USIGi8S5QKS6gQRxiYwM34xFcJrOGiA3OME7ZVbDb58PBfnCNKnAeJ91plxmwpAlRRd6lu542VMYLb7ADGMvCOd01h02eSOqfpxgwBkZCC2Sqi2U7vmtmU2SND0AQKBCcxFk0do0Z8HyFDaA0vWAnOPBkg2gIUTokUCkC4NKd8EplcAco/Y4Z6aVALMCkByDmd2ajACuNQHyKK5LNI1QEYGYqveXu2MsItEE1jQBkadoKVweYdt9gFywzNrJbJ5gJR8gAyYwBhDJjD34ELnjsjFbCboQBRZ6KPAZB+iCIFqgOSOcc4ERl62u7JMk6DV1yqiclTuWRhHZJpaDNWACcyYBsgaIdnPuuM+yQrMXCJEYT/TM15VLIbK6k7v4hbtGEA1QKHFtAbIJ3WCDkkUWOTKyVpmCTO4QQAyMtgY8a+Rw84kk5raFBkczwOkWedAu6trgNz1Bh0yysc9v815gKzCLfdIPgw+qAESPudK2cfl4DtBM9QHiEKGSR8gmcNtN4FFugbITgHIBVlSDUWBWaUBMpCrh7jsMNQAaecBKn+rVov0Yjwumj70YWbi86B8GSAdz5STGiC3TPKy7gvl/UucB8gDPYJMxWKoei0bbmkbgApAIcXsUhhyeYBs1wAxjPyKwk5j0TPE2roUhhsEIP33zqo+5bNxoDOiuXP6fliRB4gJ4yHbbCJEn19v0j0j99uaPuKWKDBZDZBHXgOkKwpMkAiRmsAoBLAmw+BZ1i9jArPZB8itJjDLnKAj3QSmH+vC4G00gYVhFJhmHiACExgYp6/CGRgAPpbV9RLpVBQY4J5JXi6LP6PoBK3n2iuiwKgJjEKGBepVyVIYdpvAGC81gYUxxqLAItMHyOkoMB+j/iJB4gTNeMwtYekkppygGRZ+fwiiwCLMBCabwoRzgjYeBl/hA6Q/uMctbQPQKLDQYoUTdIhNYAwDeN2YCdqqPEA2CkBOT7iAs1FgdibpNCYAuVsDBG41eLV7Fr4Cu1kTmJ9ldeYBciYTdKAUd0zysi+vnFAkrKM+J+jgsX7oHebc0jYAFYBCiulEiDJOgPZrgBh3LoZq1VxmqwnMeYwMNlYNUHb6Qfg1tClyOC0AsZpLYWgLQOG6EoafNZcckAELn14naCP32zITmDtQXQzVRB6goPEoEOihUwPkok7swpktgjGZB6h8MTDBJtsXu2S87swEbRGR7wNkQAMUBsn2wjIMXisPUHm7q94zN76MEGBWGPaAhd/P6lpP0Yg5y6pn1slFiPkwMs8Jwy2FIfxNzwuC4MVbdztTAahSYj4RtIwTtM3SNMMw7jSBWYTWW7kZwlYAssjMYqeq24gApEfFbwfEJjCVZzpco8DM9gUuCkyPCczI/Y44DZCOTNCE6/CVHxz4n/XrfrF3S4QcQAWgkGLJUhhiHyCbnXgZxgOGCkASfAQrprtCADKwsrtVGiA7r96ICcyrZ4C3AU0naAINULiuBh8YuczlAdIbBW/MoTnCnKBlxm6Gc4I2Pnfwr09vFBjVAFVWzC6FIaMBsp1IzwNkcLInCfF22ucEMPa2ZdXgbeckYLfgbweaPkARvBQGC7MJHANO0HoEFCMvIFYlL3WPACSnASrvQ2aEacG4qa/N3NI2ABWAQootGqAQJEJ0pQnMItmCNaBJAAKCRZnGej+6VMo2YSwVnPuFi3BMX6CtWSNZDNU9k4ceWMDUhMsA8Pn1RYF5DEaBmR6n4Z5JXnUtMFN9ycRq8C7qw1QACiVmc0zIRoHZbwKL5DxAMKgG9sPjGkdHNSLVCdqo4OokWmY7ojxALpo89BB4VsyYwPy6M0EbjQKzQgnkFj8XuZfXCido4885PxN0OCdCDL9RJJwxHQYvFaBsl6bdqgGyzARm0AcIHlf4+GjhZCJEO2HDMDLRrzHckoTBIwyEUznMPikMgu9/9jpBM4H1zU3jlklezn+TsUIDxB2rfykM6gNUabHABBbi1eAZMO4Mg7fKBGZUA8R4XDPIqWEoD1AYTLJh6QOk2ddIBCD39zk5WDAmTWDleYB0hcEbMwDrMbMpl+IOZLU8Hvk8QDpLDvzHsrqdzd00brp/pIsgzD5YZecPS9KO2z1ZMRG+GjwM+wB5LFszy06MOUFbc112asjC0wSm5QQd+F1Nq+vKlxECAv3QXBTYhTP/oOTiKeJj4lGk+zxscT7yci/oPk5SjkvGBq/M2M2UPztm+lJw3mFYH6oUHNN3rIsEoPAbRcIacxNCxpH/SDeGIBO0GylmYq0pyIwPUDhoShz0AbLTD4J14wK9Gshm5eVBZAILC8OrlELEItprvF9VZwpw5YrOFtZIns4lW4DXmpkupwgxFtTGPHJ9zuM1HwUW7KPpZz81cLR75hT3j+ARhDi64LCngfkybb+F1pe/N6ql4PuKsp5Exx1nUrDa1wXZ/hTMTXhQ8Js/OsFQXeTMErmoonmcHx7EsiVE5ziP6rrrpZcSVl6Qu6JhTbRKrYZNXd/AcSYF+6Iu0yzLqj61za99LqOwqe2R7WmEbH+KbedQQqmttRjQ7Ursj26t+HvFfKTuBO2e6UOdHXFXAQCO+JMxvuRhjO3RxHSZcpGXR5l62J7QTfvg4cvA1mqKt5OmYmrpeJQg2nR9xGxIuw8AUHTNY8hGPcFv+Wyc5edTY2z3JhItzyF/CtLa9QRgzgRmRnt0smF/w8daDRWAQonIVtpo5l/myyTsxFurXWeseI+1w+3m5JvR8oktgm3/Lrsbb8WN0Ty2/qx9uK90MnqVzMNRb5rgN8/jJ3AOidz398t6k1WIp+3IShsHzM7Bnssf0TzMDw9+b34f0SmiH9rBfT7B1sImv/IkKGZLu9ncZ/7g/3e9Idzn72uORMyT57E+5U7J8bd3a4I1k69B1363of6sfag59mPtkyr0qS01BxHX+/WyobZqgLzx1dFk5h9o8tQ+1f0OeRpiR+0B3PetnV7gPmd7GnOfD0Rfhk3tnuK+b4q/GpidA0w7ym0rZGOA2TmIefI8Dt78Lbf9aGwLwTn/vP497Lj2bUldqleJR4tH/6dYV84EproavHTIPsakKu6vxGa2NXbcdRiNiz7A9cUvKe63K6Yd9g35kqjMI5763OdfE/uhw7Tvgdk5aPjUAXz5/CSkJsbrrqeYXxuODdwXHqnTt+OKqd9oH9x2KJhJ2zFu4uN46dlXEPPQ76q7H2dr665f4z73AAD+dX0GmszeDfBezKo8eUpS9yNIwW/V++g+jxx+UdLTmYPbCIScnf7G6FkyD0n1GgFQFmJIkryKXS9yJh3Alg5Pax53+JYfkHHnC5r7hQoqAIUQK/JLSMokNFcYdhq12AQWKvsvaUvLvgURtKkfHmLzmdgRUU92Zn4eD37bCTVXTPm+cuUyom8Eg5vCPnr8zew305C1IQNW0IcZnunML2gvRtR+6mYCviAi9u1RXK6C8ao+T8F7ox7ZaY0JzAOWq4qWoEqqKRD0T7vMwzLleg2bQ9Wvy6eR50u2RLGAGuwbquOvfYsP84Uc8a9K95VojBYvo+H1yq47pnGY41ABKJRYEF0ghtRcYdRngqRT6ytQvr5WC0Yk5QXemKT7kQz4LOPRGNSUy2N0JEjkT4aCa5JtR7lrEe1HlPtD4fp1jl52jnXkEywrqIlHRnAM7KVUWwUBSHBfPMK3b4aRFzQZjVw4JBogRi6jsv6WZsDCU34Nqs78LEt83zWfOStmP5n7LqcVM1oWH0uCHLisy8plWZXKRK79+f1ULDoraYBIxk7x8+f1eomW1nBbHisqAIUQPSsZE0M6OBl8I7O8w4boASASgCSRKSRv4MFjPcRr6YgHGn3v8EoCEK/MYH1l6i2eHMiEO33CgGwZNmv6SPtlQAPE+867F5I68stUadNAuXxtByOYLBlGIeTbo6EBYhTqxd/HoqUw+GfQmujJxwANAd2KZ1/mmTMuAKnXx0g+LIngG6yb6lhhlQAkU7Jqf5P/jcx0LWwbjzcKIIkWdlngiO7aLFmyBAUFBXbUJfKxxS5AKgC5wwSmXF+rNUAk+8hPVLLp40X44SF/mAXaAn0CkNAEVoG8Rk/uWsTfjZvA9A5etobBk5rAWFZgcuSndBAKlMLyKn5TOI9Ik0RmNtAIg2c0zolANcWtakTYZHgmMDUtMiPSoKkhKMfAuCH2YZGtj5Ua6ZBogLRMYPJaaCPI3Ue+cCgxgSkIjmR9WfjV4/ESjZtuc+HXfYenTZuG1NRU3HXXXdi4caMddYpczC6FIVck6aRk0ATmsVpiD9EbAJEaF4D84EOgAWLIfYAkJjA9ggHvWMEbKSPSOAQKlh4uqiNZ9IYVgxQDWz2BdGiA+LUQ5LSSmBel2kBFDZBgs1ADBEbsTxQ8uboJLDi5q2uAvBbdHZ4JTNXXhSXWAPkl7Sk+p3o5RAKHpYvBWlAfcYnioJHg86b43Fn3jGiVRDrukI2dYhNYFJkJzOKgGrPovsPHjx/HsmXLcPbsWfTs2ROtWrXCiy++iJMnT9pRv4jCDidoUoHCPRqg0ED6EAv9YANflN6M+G+orAkTmJ5V4hXfqhipL4vcRCWedIj9m2R/IBfgbXeCJuz3DPyC5Oke3osAv49IWkVDGyMwpTGMQDhVNIExHnUTmEfbBGvVG7QHfq4qmhM98UuLuglMy1RFZHKyVAOkJQAZOZdY5UqQc8eiMVa7/SwUgET31+PxCAIMlAlzE1hUVBSGDRuGL774AkePHsX48ePx/vvvo2HDhhgyZAi++OIL+G1w9o0M7HCCJnx4jOZtsDoKTNHuHHqUV6jWto07rQFieZNJRWlyk67CgKx+UoXtzqbg88lpaDQQ66H4ieEEUUuSMnX4AIGBj6+RAwPZoZXxatTbI6mXtAxrnseAvitQltbEaSQKTPmsypBpgEJnAiszMlmLyyQwgVnlL2dVOXrTV/hYBoyH7IUwopygU1JS0KNHD2RkZMDj8WDnzp0YPXo0mjVrhg0bNlhUxQjCQQ2Q0TcnEruuPtxkAlOwvxM4Bwa0R6QCkNAOr0cDxEdwlOBtS3myljhBE5gQFGuns/9aPdQJBEDigVRYZ+H1i3yAeF9ZTQ2QUFjyk/i/aDlBk6wGL3P/jEQRBUxggc9qE57he2hg3CCZeEm1rlZgbFFgiXNM+f/y9bbyGdEa88ifGBIfoIq2CQqubjNvkWBoNjp16hReeeUVtG3bFj179kRubi6++uorZGdn4/jx4xgxYgRGjx5tdV3DHyfzABkNg7fU5g4o63pC//BInaDLPys6Bwpzv5C2jXRBQh39wKMw6ctFgck5QUpC8PUNboLNekxgOnIdGYHUFORhWfDbm782kvjZkR34FX2AhCYwsQOwvGJRXQNEFAVmmQaIJTaBkZ5SWG8ZYdyKqCsrX8g0TWAGfIAkGleCPECWhcGrQ+4DRLCPIDijXAAiWZ8v3DVAgwcPRlpaGpYuXYrx48fj+PHj+PDDD9GnTyCbZZUqVfDwww/j6NGjGiVVPlgbnKCJfSEM5wGyVgAytkKzfsg1QDJCA4EJjAVDbgITa2GIjpLWRTEMXqVg8f2TXR1ahHLb6dUAWXuvhRog8jxAAh8ggQmMv5cod49WRJZIcBY7QRvzASLLAyTGeBQYgQmMZYnHGME9kb1+LQGIRDgPnQnMkAZIyeSsei6LBCDLhAuScmQ0QARh8C6Tf/QvhlqnTh388MMPyMjIUNwnOTkZ2dnZpioWkdghAJGe2iU+QEptYH0iRG38YOSfdYIMqSxDlvhLDo8ejyelKDC+QGt5HiAlJ2gdCRxt0Oipha0rIYkC80jfXIN7io9UOw9/M8t4hE7QSteumQeI4cpT3Mdj1IAqKgcVV2xdHqAK7MoEba0JTP26ygyt+SY2gWlFgcFCDVDofID499fPmcBIBCB3OUHrFoAWL16suQ/DMGjUqJGhCkUyTkaBGXUetN5pzUUaIPGbejAKTKFN+ZOcnkSIYnRpgBiFSVpGkyM/8YoFIHcNQHbDgBUIboyc4AipQ7zcJ0G5ojxAAgHIo6Dp0Wj7inuj1kOsywRdoQHS8h0hK9+sCYyIEDpBWxIGz5nAlMzq1gku2j5AZGMvmSaO92LGBE1gJIkQ3aUC0n2HJ02ahNdee02y/f/+7/8wefJkK+oUuTgqABlb+djyCVOpDaxWNBEVqLRkgZIGiPdZx1IY0rMaiwITnl9mSQfZpI4iHyATS2Ho8QEKlGKfCYw8DJ4V1EMpsaSkH2gM1MKlMMSRPAxk1wPTmLyDObfUWs1KH6AKJ2gVjRP0LIWh5Qhuvu6Wjkca12WJYKKhAWII6kFKKJ2gBf6Q5fuTmcDCXAD65JNP0L17d8n2bt26YdWqVZZUKnJxLhEif+Ir07PIn+Uag1BpgLTxS5ygy1EQbASOf4yHMKmgFF1GDF5dhFoGQido0RupKROYjv5rx10WrWREdAwDVqh5FfjCiYQhuUR+Cu3lEecBkktMKamMRp25PEBqJjCrFkP1c0KfZXmA5AIKLCakJjAjeYAki6EG+1EIfIAs0gDpXQw1OC6RjIdu00Drrs25c+eQmJgo2V69enWcPXvWkkpFLLY4ABM+PPyoFR0PnNUSu5IWwYnFUBWdoEnD4L1GH2Y9iRCV/EkqJnJG8oF/vBETmJIGyNk8QEadfQXt7RUKLhU7KmiACPIABUxgIoFUh2DNL0f4v8weMouhGrkrDCqqqL0aPFmZgnrIJUK0YiwhWW+KFDucoCWaRPUoMCufKM18TpYKQFIfIJIs3WGvAWrevDnWrFkj2f7NN9+gadOmuiuwYMECNG7cGHFxcUhPT8eWLVsU9y0tLcVTTz2FZs2aIS4uDh06dJCti54yQ4qjJjD5BHDaxYfIBGY5ZCYwPXOqxAmaJOxTUoaZPED8CVtOoJUxgYnuH0kUmHKb6HOCtn6o43nmkMr9oigw9Vrp0GDwNWsiDVBgk8zxWiYwD4EJzLLFUMnWAgPPV0gL9XKgOVaRTNBGnjmVwlR/NuQDJN5AZAJzl1bEuAZI+964bS0w3b1pypQpmDhxIs6cOYPrrrsOALBu3TrMmTMH8+fP11XWihUrMGXKFCxatAjp6emYP38+MjMzsXfvXtSpU0ey/xNPPIH33nsPb731Flq1aoW1a9di2LBh2LhxI6644gpDZYYSJ52gGV74r54HO3ydoOXxsww8TOBXv4IPkJKanT8w+BkPvAYnI12LoSqtXs4/N+e8LecDpF8DpDiR6YwCs9oHyJimQ+QDJHgREDqYC5tPSysijCYTLKuhaALTWgw1KACpmMAYa6LAPISCTcAHiDQMXviCoBeSidfaZHtaApCRc+nTAFmJdc7UJPtINUAeEu2cy5Il6h7Bx44dizlz5mDx4sXo1asXevXqhffeew8LFy7E+PHjdZU1d+5cjB8/HmPGjEGbNm2waNEiJCQk4J133pHdf/ny5XjssccwYMAANG3aFBMmTMCAAQMwZ84cw2WGFL/P8iKJcz8YNYGZeKh8csnwRCaw4PpaVifOU7pGce4XuSgwpTdDsRNuKKLAZP1SAHkTmOzh+n2AlM0+zprAjJgkxD5AjIIJTOLIrMMJOnC8yCndQB4cRqP/BfeREXNVy5WHfBQgHwMY2Y/cJgtepozmM1MoTPVnI2uBSaPAgnmAtMcjs5D4AJHIH2TPmfBlECC9N2EuAAHAhAkTcOzYMZw6dQq5ubk4ePAg7rjjDl1llJSUYOvWrVwCRSCgAu7Tpw+ysrJkjykuLkZcXJxgW3x8PH7++WfDZQbLzc3NFfzZAWvHBEL4duYxqAEyE3Yq/yCxon3seSCUWlq4/pN8xl6lcVp4LOnif1L05AES5JsR5AGSOkHLmUcM5QFS7B/OLoVh3AeIj3xaAYnbjqawImwjsRO0ERMYUSJEuaUwDLaLxwKBRFxqxUc5HyALzmBpGLx6hQw5QYvvBYkJLERO0ADgJZCA9GaCrjCBuUu4IcGU8TE5ORlVq1Y1dOzZs2fh8/mQkpIi2J6SkqK4snxmZibmzp2L/fv3w+/347vvvsOnn36KEydOGC4TAJ5//nkkJiZyf2lpaYauSRNbfKAN+ADpsDmbGbRkL5eVF4BC5QQtFoBk20/RYVHkA2TAIVP/VfIGGn6eGpm1wOSvWaQBIvIBUpIA9ZjArEd19XYFGECYB8grrwmVrgunfgaxLxVRiL6WGUQr+3T5b9K2NSIAkT/bpGYnoTbansnQWgHIeidoiYmZ0wApL4YaujB4Ms88siVJhC+DAKEPkMucoA29wq5atQorV67EkSNHUFJSIvht27ZtllRMjldffRXjx49Hq1atwDAMmjVrhjFjxpg2b02fPh1Tpkzhvufm5tojBDm5FAZPA6RH62JmwAk8GEKzn3j41nSctBjx5CGcVMtVuQrtI16KwWPQedFoJmjhG7ZXsllW6WDhgMPoTONgvQ+QgYme9UNw12XTBwDQKQBB4AMkfKkImKn0a4AqnKCVz+2RNYHpxwM/0bzLlLvtk6BpQrTA2TeUeYD8BszykgleMxM0a+HLn5YAZJmsJbiXnAmsMuQBeu211zBmzBikpKRg+/bt6NKlC2rXro2DBw+if//+xOUkJSXB6/Xi1KlTgu2nTp1Camqq7DHJycn4/PPPkZ+fj8OHD2PPnj2oWrUqF31mpEwAiI2NRfXq1QV/9mC9AEQ6HPIFGT1vNmaGW1lBixULQML/rYJEA+SHR/6BJFgKA4zHcEiunhZVStwHUSZirk7i4w0IsMpLYegpxfqBzpipR9jlFDNryx2oWrDYB8gj/MlQJuhyTZ5qHiBrNCABcY9w7CCetLRMYBb4AFkZBq9BWajWArNIKPATlEPyQkTij8nv7/o0QO6KeNNdmzfeeANvvvkmXn/9dcTExGDq1Kn47rvvMGnSJOTk5BCXExMTg06dOmHdunXcNr/fj3Xr1qmuMwYAcXFxqF+/PsrKyvDJJ5/ghhtuMF1mSHBwNXihBkiHAGTCris7YYmdoG3SACm3tOgtXy5ySmk1eEkiRIMLzBrMA6ToA8Rdk8y1GBpclY4JzzxAgigwpdXgJUKLuq+NxAQmKMuYCYwoKouR9h7D0XHEck2EmsA0MOZ0LxaANKLAGLHm0TjWOUGTqAalPkBka4GFuQboyJEj6NatG4CAA3JeXh4A4Pbbb8eHH36oq6wpU6bgrbfewrJly7B7925MmDAB+fn5GDNmDADgjjvuwPTp07n9N2/ejE8//RQHDx7ETz/9hH79+sHv92Pq1KnEZTqKk2HwRvMAmQjflBtAxMO3X2XyNoPSNfIfbr/IVFHx4iPfpoJEiIyXLOxTBqOZoAXmOhnhSzYM3siEodCn9C6FYbXAZGS1a/FiqIxCe4r7i9apJFFgvHIZpUSImiawcifokGiACJ2gWR2CkoYflBXGO0ujwDQwkgdI0licCcx+DRBRGgGiIAgSAYg/jgau0UOQGNZtApDu3pSamorz58+jUaNGaNiwITZt2oQOHTogOztbd56bkSNH4syZM5g5cyZOnjyJjh07Ys2aNZwT85EjRwRvWkVFRXjiiSdw8OBBVK1aFQMGDMDy5ctRo0YN4jIdxRYBiKxDeaKMCUBmHk5ZlayCE7T1EJixFDVASsfyNUBew+pchtGjAeKdn2EqZApZXxZyc54ayv3D6TxAPAGQ8LLEi6F6FE1gwjdxuTbgX49YAyT0JVMQgAjD4FWfTxkfIKOCIbkCiNQHSHCQXEGEZ1Spi9WJWVUwpJ0WXyJRHqBQ+QCRCbNET63ANB8olB9pTHKcG9AtAF133XX48ssvccUVV2DMmDF46KGHsGrVKvz222+48cYbdVdg4sSJmDhxouxvGzZsEHy/9tprsWvXLlNlOov1eYBIBxV+BlV9GiDdNdI4j/jxCvo9WK0BIt1HRm1PmCvHqAZIFwp5gMSrkYv3rTjcunZ1Og+QEQLaNr4TNN9PRV3QUEMsFAjNaQpO0FoQmsCswGODCUxbbWZ+8jO6/p4RDGmAxHC5neyf+EkWQyXR+pEIfmJ3AADwkmjnwl0D9Oabb8LvD6jC77//ftSuXRsbN27EkCFDcM8991hewUjCnqXASE1gUomd7DiLTWASHyB7HgglRz7Jel5yQoOSCYzxcHMpy3gN+QAFYmr05AGS8/WRvy9y10K09IWkICUnaGfzABlNhCjeEkSyermOwVnc1n4LMv2SmMA8HmsyQQe0AQQCF+F+gNgR3CpBhYEfDPfMhNIHyNhSGEomMJV6WyQcCTTECliWqkfgA0Rg5gseFs4CUFlZGZ577jmMHTsWDRo0AACMGjUKo0aNsqVyEYctJjCyAUFWY0BynKkOq60Bss8EJo80D5CcCUzBCVoU5WI0IkXXFStogASrmquYwAzdP4Vj9GiA7F4NnvyqRCYwwRIi/L3EU5fG2zT/hYIVC1MeQ6YaRuU+8veRE9l1nwt6FDuE18Lvq1ZZwBiPwLWCyMxiEZYEaIR0KQytKEMyvy/deYCCGiCCe+M2AUjXHY6KisJLL72EsrIyu+oT2bDWm8CItdjeaO4zSbhkEDMqZxLhxq4oMCVUk8hppK0X7mtMAwTo1AApaO5k34TlNEAG3i4VNYQ6nKDt9gEi9n2DaCkMJQdviMywuk1gfCfoYIn64DRAKscazT0lhoGfOEcUuQZIxpxsoBzRQULNUgh9gAxFHYoP0cwEzVpm/id52izzARIkaC0Pg490AQgAevfujR9++MGOukQ8tnhQkE4EXoMaIBMaGvkweHEeIEZus22IFzSV99WUv2ahE3Ro1gJjFDRA/HNzegO5a7HQBKan3izs8BliZD5pHSGsg/K9FfrtaA3U0igwj+JvpFTkAVLRAMmYwIzmRyI5ijR7cGBnfhtYJagwon4fSg2QsXYVbtB6qbISa3zISPqTcJ+gABR+YfC6e1P//v0xbdo07Ny5E506dUKVKlUEvw8ZMsSyykUajINRYIoJ9bSwOA+QOJswtxSGxQ+GUqQVURSYwuAt0Jx5vERhn7J1MygY8NuIkXnbkp2oLG1Xp/MA6Sdw9RV9TlFoFQs0GpOARDMqygNkZKAnMYHJRYEZQVceIEMnkJXGDZTjAcu7fyEJPCjHGidodRNYoJ9Z5AOkZQIDCy+RCYygYwjC4IOJEN0V4UWCbgHovvvuAxBYdV0MwzDw+WyIdIoUbDCBkb4L8wd+PctPmHmTkxWAQpQIUQnpYqi8t1bug7YGCIzXsD+CvkSI0oyrgR9EDrz8/3kYMmFalAfIDe96HoYVOQ8JHH+E8AVMMxogpTB4DYLaOnUnaGsEAA9pHiCwxC9Biv0zuMlgZBzLCz4IZRSYMROY6JigUKDqBK37NLJojSqkiRCJKiSIAgtcWzj6AOkewYMRYBSXQGwCMxoGb7zD6lsN3mINkMJ2VvBZfi8loU+8GCpR2KdMvXRpgJScoOXa1rIweJLWU8fqxW3F6Lss5fw9ykfoFYB4JknToTYqJjBGLhO0kfPp0aeRmsD4n626/8JUliH1ATKwFpiEUDpBawntsM4EJhSA9PgAuUtL5K7aRDq2CI/6NUD+EHVCeR8ggn0sOrv8VgITGMFSGGAYorBPOYwKQILPsueWeet2KArMTTACJ2h+e1Z8lJoiNCYTSSJE/ndjJjAS5KPA9KMnD5ChtcDktL9GBEPGIyjLaOCBEaz1AQpFHiBtExjJrdS7FEbwvJVCA/TUU0+p/j5z5kzDlYl4QuXpK4PRMHgz8FXXFWcWCoHBt6zQtQzfdi00gamFkwPiMHQv0QMvh55MLh6B6ZI/eZMJO0ZMBkomGL0+bG4RmIQWMHkTmLjl5CZr9QzNYidoE75zITCBkS6FoeeesyI/KCnGlpbgT+xhFwZPkgcohI8J0WKoBOXIJUIk0q6GuwD02WefCb6XlpYiOzsbUVFRaNasGRWAVGDt6OkGosBC9byRrAZvVx4gpclXFBME+TdVJRNY6H2A+PXTFoBkjo5QE5g++CYwBWdUhjExNrMCE5j5QV7dBCbRIxvxN9Jxh8iXOFLQVuo/mrfROSdoS8LgOROY+chKLbQWxiZfDFVvHqDANZKYJ8NeA7R9+3bJttzcXNx5550YNmyYJZWKWHQvJkkCoQDkgO1VXiUrHwYfMq2UxAlauo/iQyqJAjMaBq/DCVqQB0ihLhWVUj2e/KTWmMD0rHlmKwQmMBkdkKQYtesXhsGbHehVBCCPx8IoMAINEEBsurclD5DoJcXteYAkaGqArHtGSJbCIPMBIkBT26dwWCT6AFWvXh1PPvkkZsyYYUVxEYxzGiCtlajtQM4pT3k1+NAgzQRt0ATGMIbDPvVcsXDAYuS3q0SBGUOhHAdNuJZBGAWmuy3FA7uJgV4pUanfCqfccsgjgnRorhkNQcWQP5rQZ9FI4IFRjPkAiY4h8gEKXWAR2S0g2YmvAdIjALlLA2SZOJaTk4OcnByriotM7FkMjGgvo4kQzaArEWKIosCkano5E5iSmURkAjPiXwPjJjCB8YOvcQi2qVWDi6K63tmlMPjocwXWNoGRaIDUSmf5iSlNv+UqCeDC/yu2GzM3kU5Gfj9p+g51DZCuw7ltwrY0uvyMESx5OeMEINJ+ZxwSJ2iypTAINIP89wgdEW5uE4B0i9Ovvfaa4DvLsjhx4gSWL1+O/v37W1axiETGBFbCRiGGMb60CGmH8vKWwggVcgOz3yOsRyFiAegPqIqNNjYQFjEx3OeACYxcVS/OxGxUHV+IGFRFEdG+/LoIaiXzJmzV4KIUTuvzkPchH7woZa19Wy9lYrjZX0/b8wd9RROYWBjWrQES+gCZuhcEaRj4lPH6NCnFTAwSCPYr03HP/V5ePWSfK/XjSxADIF+4MboKUFzxYh0MPMhn41CFIXuGAMDHMtA7YpTAwJgpvkYNE1gpEwOr9BBlnljNfeIJxs1CVrscoQ8Qef3J/clCg+6WnzdvnuDvtddew4YNGzB69Gj85z//saOOEQNfUt6V+REA4OCADwX7bL1qjuS47QndcJxJkS+UYKD9PSEDtes2rKgH4VvHjvh01Eyqq7lftj8Fpaz0weK/kWSljcdRph5Shweu77crX8Axpi5Wps1A67rV0blRLcGxpQ0ygJqNcWnwWzjsSUNWk4kAgLkjOqBx7QS8cnN7omsQc7JnRftKF0MNfFZq0uKYGvgjrhNOoxaS2vdFXHwVbKt6DQAgB1Vkj9larZdk2/iSR7jPF1Bdtb71W3SoOL+3KrYndMfvCRmoUSet4jqYYL2Fj/OviZmyZf6nbKDqOfnDQla9O7jPiTe/hj+vfw/HmRRsq3INLiFesYSVvp5Y7rse2Z5G2FblGo3zKXPY0wC/dnwWx5hU+G9cjM21b8Ce6DZo030wt89ffT/EMSYV5+tey207k9wVx5kU/NX3Q7SpW43brhQFBlFf0CfACE2pjMih2h8VB/R8TLWELTUH8aolf+4oRvoCdYypi6rDF+Cv6z/AcSYFW6+ag0OeNGxP6C7Yb3tCNxxj6mJb1WtwnEnBqUHLAABDO9ZD50Y1sSDhPmF9OjyNY0xdRN+0CHXqNcGO+C6q9c9j49HyX/OwO7otTiIJqe37SPbR0oxld3gYf/srxpuChAbAqPeEZZQLEkcHBvrhjmsq5pxg39x53bv4rfr1guP29v9I9dxy/JUyCLv8jXQdI+k2zfsANRsDLSrqs/O6pdxn9sa3UPPKG3AWNQAARdAnzP7efSH3ufrw1zX2ZjFnRAfBluC4CgCnUQvvt/o/PF42Vr2YNjcgtUM//MPUQQ6qwNtqAPfT5to3YF/UZcj2NJQctrVqT0THEAhXIUT3K1p2drYd9agUHLzsLvT79Qp0aVwLKzMyAACt0vvi1xPP4arfAwNkncuuQtbxO5Dxz7vccR0e/goerxfFs5IQy5SKSlUfqLMa3YuMMS+ipFj+bYmNTQRT/oaVM+kAEl9rDgDY3HYm0oc/LF/o7Bycnt0EdXAeANCrZB6+jpmOtsxhxbq1HPwQatV5hfveecgEYMgEBJMqbPlM6Fwf3bwX0PPfqAqgaqcRCA5DN17ZADde2UD1mgGgc6MawHHhtj0DP0GdOs2BDdL6CWrNe1v749rFaP/DXdz+7af9DwBQp3zLlY/8FwCQCACzEyVlJQ+eLfjuZRh8/vyDAB4EABx6aQBqFvwiW4+TSEJqvFCwumLqagBAXs556QE8rcj2jNdwVeZo2XKfL7sNz5fdFjh/3K3SHXjNUuvKYcDdgYE1DUBaiw5A98GoX/77zie7oB27V3D4B2W9UIA4AECTmX8Af20GPu4LABhfMgVPRL2HRp7TsnUDgJ1Nx6HdwbcBAMlTNqJR1URgaGCgbnp5umT/tt0GAN0GAKWFwLOpgeM69Ad6TA7U81DFs0RqttRnVmJFTtDCif7ErRtQv2lr1RK6PPh+xRfe8QerdkLTS1sBAJvq34muouMazNoT+HBZR6D7wMD1DhyHxqL9rgjuL9o+f1Twl27A7DcAAD/XvRM9hk0Chk3i9uvw7++Q9fbDyDj2trTys3MQFDETH9+odImaJCQ1ROE9m9H49Z8BAAtvuhL96wlfwIKm/FZdrge67OP6IQBc3n0w1zeP1WsGvPdd4Ho6v4YeXftpV2B2DnY/m4HWpbsAAKsm9QXwBza9MR5dT680dlGNewAP7hBsanfNMOCaYQCApsGNVwXGzpJThxG3UP3l7j9lA3FP1NcAgI7X3wpcH3iG09QOAuBlgMtSqgm2ZYx+FsCzAAJjWtq+Mzj0+xacZGsilbkAICC4dLq0AQBQyMYgfsS7qAcAs/YDAK7klZf+wLvgc3R2K6ThBACg0yNfaNQw9OjWAOXk5OD8eenge/78eeTm5lpSqUiF0/5J3A34qnePxF7MLZIoVyjhm6qSM61yWVaoKivK0J8zxx6HcVagulUwgSmYQgz5WphwPhefj1XQUATra3S5Ewm8CdiSvCu6fWIqrk2fn5V2/yU1gelONyhYDV6qEdID359IGF7vcASNWQurVjuIfpfb3UvoAyTM42S64jbsqXC86Szi5vDKnd/kGOhmdD9Ro0aNwkcfSdWJK1euxKhRoyypVKQSjKaQyj+igVc06HNrBMl7CRKdmyS02+rF7PhOs3KLd4r3thQFW7NwYhOdM9gWHtFkZgIzeXv12NYBoQBkVRi2tgCnT1AlW2maXxUd16HYXtpLKUgci/WclxWemxH7lpnxJ/JINUuOTUEm30m011fzKvtrlUMqkDO8NiRb80y1NJPHW4vR2pAcxwWUCtOHGjwjENIsjwbQPeNt3rwZvXpJ/Rp69uyJzZs3W1KpSEUxWIc/eHq8Eg0Qd7xcRyTWACndaoUBxxJnNb4GSKcmxAZnOXlhRMNZ08xEBnMaILVoDFnNlUUhwoxJDZCagK90V/kh3vx9dGmAlPqvUl8SZYI2ozXga23gYQR9TXe3Ucix4gmVdsCmSB3N6DiR71Two6H+YPK55aMnSN38C5OdaI+pWqvFV3oNUHFxMcrKpFFLpaWlKCwstKRSkY40V4RICLEh2ZfiJGTY8ZPgnLzPWiYw68MjtU0gyouh8rebuxfi65KEkqtct14zFqPih6IHvvZDK9mjkeUu5Nrdp7AOl25nZKNI2ktallJ/keSTMjlJKGWVDmoEnXqntntpE7HzePDe8/NpkprSFV9itI+UbHHbpG/nfQiawITGZDMmMHe1nRjdo2SXLl3w5ptvSrYvWrQInTp1sqRSkYpitxW/rfAGU6U3Y94BROcWTPwKA4JV6wxV4MwqzqJTC+sgvnbZKDCv/M+GcpuYMYERaoCCamuvXFJHI/AFEP33TZJfkGAA5aff5ytsdAlABCYwUcVEe8ioH4hgRX2GEb1Y6GxDBQ0Q5+ulrzQD2KUB0jCBeTwCc1WFwoufx4msLY2bg6V9RY8y2rSxjWQ5CYMCEMlxHk4AEjyE3EcjrztuRrd++5lnnkGfPn2wY8cO9O7dGwCwbt06/Prrr/j2228tr2AkEcyBIJ2D+Wpuj2AwFRwva64hFIAUHyylt23zHZf/EGm/uYmvw54HRyjPKGiA+KYGkw6AZvyq9C7GyDBR/C+Gzyt0gtYvFKudWVkA4gvoFdsNm8D4/YfABGYWVjzhymYYJ0SgyeOVG+qXCIvR8odjRHsEm02Yf4tQALLQBObuKZwcIgFIywRmk3nUKXQ/Ud27d0dWVhbS0tKwcuVK/Pe//0Xz5s3xxx9/4Oqrr7ajjhGHtA+JBktBNA94n437AIkOkj/eYh8g/krSuqPAbMqaLYmGk20/qzQpZo9X0wDJrPvlVdJc6T0t3wRmRRSY9huk0N/JoAnMVP8Vm7H0DI3CY81mghb4E8lEk9k/ITs05Ut8gIx3YkZBi0ZwpGSLnozQpocLh01GWj5AunVcLheYDI1uHTt2xPvvv6+9I0UA5wQt6kR8jYPH4xUJQNaYwBRhROe2Cc03N8sfFHnXRdU3mKDPgYVv2uIJXI8WidQHKFiiHQsNajlWW3XXBNouvvbdknuhbQKTqmXldlcSDFjJ8XK+LMQohb4H+6e+0izDtC+MlhO3xyOMiA2adg0IZPzFn/X1IPfre4zeBZLjKh43+Sgw3a8VLsv8LEb36LJ69WqsXbtWsn3t2rX45ptvLKlUpMKFwUtMYKI3XoKILbljyetB8rbtdMe1IQqMESnZRb4a/M3cZ5PaIDNCpV9FoNGOAjMuOAhCiA0IIFJHb20HYYGgb4kwbMQEZsLcKckEbdwHSLC/pWuMEZ7foZKlJjATNVEwYxtBzyK0pjU4tmpMCKLAHM5DFGp0P1HTpk2DzyddHI9lWUybNs2SSkUqyuOwKIeIDg2Q6cnCRg2Qnjc3yyPQ5BqbYSCe5OQGLEHouumwVuPHq07CcgKQ15p6C3xwLDCBCSxTJD5Alsu+JAWaNL+InaBNoJRVmnE4CsxuGI9X1gnaUAJSvgYohD5AoTCBGXaCJniwgm0leBU24Qfpdp8h3QLQ/v370aZNG8n2Vq1a4cCBA5ZUKlKpyAMkVpfzZxxhJmhNHyDzcQfy9bA4D5D+Q21ygua/mUt/le5j9gHW0KCoDSh6Bxu+AGvqTZSvAdJ0grYmLoQfBm/JoEkm8/A+S9Syuk4ndLr1yPrukBempAFyeDIx/a6loQGy1AfIurbSowEyjcP3WF5YNKEZdTm6BaDExEQcPHhQsv3AgQOoUkV+QUhKAOWVMETqc4EmRr3zmX7QrZzsxUXre3ey9NyyZxCZvKSLoQb3s84J2kybqmWClky4gFDYsuheGtEKSvu3tg+BklnWEohMYDJ9g7R4cT8SmVr1a5PkzWehMoEpYnMmaEm7cR/1n9h4W0nrGCnyD0nR8iYwG59Nh9HdS2644QZMnjwZf//9N7ftwIEDePjhhzFkyBBLKxdpKIXBS4QQhYfXFidofkmWL4XhchQq6DHz9i4+hRkBSOfj6eH5AJmqN1vhQK4lAOlVx6smE6z4YjEGCtSbO8bCPiOA/0yGeRi8FgzjUQxK1Yvx9BNyeYDcNZLZmQcoGAWmtG+kmV9195KXXnoJVapUQatWrdCkSRM0adIErVu3Ru3atfHyyy/bUceIQUkDxEc9CkzmSNODrcKE5LQJzJZHTegDFHjblNGaeMT78I/Xhxm/KjUthEAzEDyXRT5AfF8B7TXcSArUHmaEeYCsmHAI+o/IBEa0YLBiWWItLt+srdecxs/9w/8c7iYw9X6gZAIzZHbhn8vkWBZKHyCnXxvlLWCRawLTPbolJiZi48aN+O6777Bjxw7Ex8ejffv2uOaaa+yoX2Sh4APER2wC0/IBMh0FZqPOVVcIZIhs3/xJRLl21rWPORMY2bGcYG04j424vAoNkNYabvIKc+WWJcoErV49/ZCawARf9dw3RiIAQWFpDxIE910g6Ea6CUw+DN7gyYweKNmiJw+QmyHSAMkI2eaWwnA3hl7vGIZB37590bdvXwABbcE333yDxYsXY9WqVZZWMJJQWg1egMdragFNIsy86eo5jW0lE8BK8wCJ3zAB8fcAHgVfGkOaCdFbrx71NSvJCK7ur+WxKhGimQSWMgiXwpBHMMk4ZgIz6LDOstC6N7oQLI5sk2nNAHavBebxMBAqztTNMeplWWkCIz/abBi801o+r9xSGBGMqVeK7OxszJgxAw0bNsSwYcNQVFRkVb0iGrVxTLwYqh2JEMmk+BA/AOJGsS2BFiP7kb+BUVSf629rbb8q5TJJ37Y4E5jHoqUw+CYwAxOJVr3lfvezVkeB6TSBSTRAOnP3iAQVM5GEQsucA0th2CRoEWmAZJ2gbTiXDtwmCtgpnMiFwfOp9Bqg4uJirFq1CosXL8bPP/8Mn8+HV155BXfddReqV69uRx0jBqIxmWHAX9NJMzrGLhONFUthKGRjJsOGh5wRL4bKyLaflekAQhIFFtxmkQ8Qv+2NaIDEA7TQ7Kjgcyb4bLEPEIEJjGVguM1YUeCC2NdFdx/wKGmAQiQA2fXyodsHqLw6Rl48BG1uLho1lJZ8O82cZGuByR0YuSYw4tbeunUr7rvvPqSmpmL+/PkYOnQojh49Co/Hg8zMTCr8EMB7r1bcx+PxwOOVvy22OEErPt3WLoaqvbPVGiC9iWB4WwU+WObqIVbF6w6vFm1RwzLTqcUmMEHRSj5AAq2bFSfSV4jUdKHjuWJZQGEBY2PwtSDuMYHZPflJo8CMn0+QE8vkWOI2HyBbo8AqmQmMeHRLT0/HAw88gE2bNqFly5Z21iliqUiEqLxPIAxeaTV42QNM16uyIDZNsEqmCsU2Nfsmqg91DZD0N0EYvKk3yYqeppUIkWygJIkCs9gEphcGItuT3C4qbvMqJi/dmht+WR4HTGBKmL0tBk1gRiZjp0xgppvIYR8gj0YeoEjTABELQL1798bixYtx+vRp3H777cjMzHT8jSTcIHGCZhiPylIYMmYPhzokyaCkaykMq69D5q0v0F15Ayzkc+0Yd6CUYs5sIT5WYZIt/yzQHFqUB8gKSMYJYR4ga8+vqA0S+F2LJCC97aeSPFP/OMkXgKQaIMdGXZujwMRO0Gau07iwaC4PkOm8YRbtY/Q42TxAZlJquFyTRNxL1q5di7/++gstW7bEhAkTULduXTz44IMAnFfNhgtEGiCPR9GUYU8eIAUcX8XXpqUw1ATK4MPP1xKx5gYCM2/tejUh/HW7zCVC1NH2coKmyTB4i2xg2uXxb63kRxN+O2YFIEEUWMU99YTIB8iuIUVvGHwQs2uBme1PFovjGtg3l5L5AKmfP9I0QLqeqLS0NMycORPZ2dlYvnw5zpw5g6ioKNxwww147LHHsG3bNrvqGRFUJEJU7kTSPED8CVsO66N0rMKUD5AdiJ2gJcnvgputq4tdmaBlw+AJF3HV1rJbLHzq1QA5AiOaNPXVx9IlK/gLecpkgnbs1cTmWyS/NLHBsizMAxRSE5jDygS59zUzy9Q4/1yrY/hJvf766/HBBx/gn3/+wQMPPIBvvvkGV111lZV1izyUlsLg4fF4BW992okQraqcGIc1QDY5QasvhhpAIEiYrIdmJmiV+6fmAyRbFOHCmZqDrA4TlN7ux7KMbD/mC3uM1U7QBCYwyYNkxmwlKUvnfRT4ALnHCdosmouhilaD5zDwDAqfO5MaoAhZCoOkHSpMYPwTar2Ehy+mdao1a9bEAw88gO3bt+PXX3+1ok4RS0XGXuV9xGn0WUHns8oE5kINUAiy3EqcoBUif5QGavPhuLqPVv5F5lWNH7GltpSJpgbItK+H8nfFRIiC+2K10YE0E7TxN11VQUW3CUxeAAqVCUwRm32AAgEg5s5Bei49hHIpDDtlXCIfIC0n6DAXwsVY+kRdeeWVuo9ZsGABGjdujLi4OKSnp2PLli2q+8+fPx8tW7ZEfHw80tLS8NBDDwkSMM6ePZub6IJ/rVq10l0vO+B8gFRNYB6BBkgLN78Vut0BTnG0sdQEZsYHSOdiqPyQdRUBSHMiYn3E57RlMVQnEJ1ed31sMoEJTGtOR4HZDSOfmT30Lx6i87tMA2Qn2u0WWW1hbZIPnaxYsQJTpkzBokWLkJ6ejvnz5yMzMxN79+5FnTp1JPt/8MEHmDZtGt555x1069YN+/btw5133gmGYTB37lxuv7Zt2+L777/nvkdFOXqZHGyFBKRIIA8QX33rUIezJBGiqQqYO7mscy4jEW7kw8l5PlimTWAmJi2dgzh/gmT9ylqUUEfakggEAn8nqxfiJTGBQTt7s2oSRyudoBXMaY6/7JjWbqgX4PF4NJ1wic/Fvx+m8wDpOK/ZKDCC4+3MA1SB/L4uf6XVjaOvFHPnzsX48eMxZswYtGnTBosWLUJCQgLeeecd2f03btyI7t2749Zbb0Xjxo3Rt29f3HLLLRKtUVRUFFJTU7m/pKSkUFyOJhVO0MqIo8AEPkAybyJqjrLK9WAE3+xDRxh8qMZ2wYnkTRWWOkGbiQIjvbfl9eUvXMqqaHE0JxmTYejqUWBK2+0cighMYKI20avqV0tYaCoKTCEnkCOYNoFp3GPGqaQe6kSKBsiwRp533xzX1FqMYwJQSUkJtm7dij59+lRUxuNBnz59kJWVJXtMt27dsHXrVk7gOXjwIFavXo0BAwYI9tu/fz/q1auHpk2b4rbbbsORI0dU61JcXIzc3FzBn51ovgkpZN+V676OvxWq4KQJTPbcjCjOhIGs5KXouGxBW1u1GKocAh8gv4oJTPvMmnvoQsuPDSKBw+oUDKTlqQnHaoexLPhDqVlTFf+Z5vv9WKUdMYrdzzPDMArXGMpxRHoucoOweUi0pUZ7gZ7jVJw0DJ7dnThmGzp79ix8Ph9SUlIE21NSUrBnzx7ZY2699VacPXsWPXr0AMuyKCsrw7333ovHHnuM2yc9PR1Lly5Fy5YtceLECTz55JO4+uqr8eeff6JatWqy5T7//PN48sknrbs4BcjHYaXFUC3zECTYKcyXwpA7nvFAYF6QOy9EQqXJxVBNIambQmRb+f9CHyAzGiBzbS/upyRCut/qdzFDi6Ey8j9pnQpQzeCrXwPEyH10PEuwWbSdoD1WvGNEPKF4sVQ6R6XXAJ06dQq333476tWrh6ioKHi9XsGfnWzYsAHPPfcc3njjDWzbtg2ffvopvv76azz99NPcPv3798fw4cPRvn17ZGZmYvXq1bh48SJWrlypWO706dORk5PD/R09etSW+pOYwACo5AGSm6yNmMBIdnLaB8gehAtzymdaFkaKWRuRpG8A0deCHlIfIEvDwKxJhGi9WVZfIkSlpJhkMKqBC7pXg1fIKh2yxVAVMD35OSbdmMvkE9KcsDa2kcdwfgk3juTWoFsDdOedd+LIkSOYMWMG6tata9gEk5SUBK/Xi1OnTgm2nzp1CqmpqbLHzJgxA7fffjvGjRsHAGjXrh3y8/Nx99134/HHH5d1OK1RowYuu+wyHDhwQLEusbGxiI2NNXQdemAJ8gAB+kxgtj0wVjuiaiDpRzbkAZI0ldQnOrDZY7VDrjGkJjB5gpcgDIM37gTNWL4UBoETNMNU3DIr2pwkDxAPJlgHI6eCtcIJq2QCi/QoMNhk5ouwxVBDYRJU1ADpFeatqIyN6BaAfv75Z/z000/o2LGjqRPHxMSgU6dOWLduHYYOHQoA8Pv9WLduHSZOnCh7TEFBgWQQCGqdlKJ1Ll26hL///hu33367qfpaiVanUIoCC7c8QG6EUfmmfbAd7aZcpv5EiDwNkIoQo50IUYfgatFgzMJhB1+C5IWq12om8aTMmeSOdVoDZHcUGKMQBu80Ku50NuDCBiDw4QtXdAtAaWlppkODg0yZMgWjR49G586d0aVLF8yfPx/5+fkYM2YMAOCOO+5A/fr18fzzzwMABg8ejLlz5+KKK65Aeno6Dhw4gBkzZmDw4MGcIPTII49g8ODBaNSoEf755x/MmjULXq8Xt9xyiyV1NkPFWmDatnDuGP7xIc0ErQ7RYqgsS/w82xsFFEC+3S1aQNQO5FRWRPtBVYixfykM4fHqySe5nSw8v3p9lM4vt8AsKVb65whz/xivk+XYHQUGV07/ERf6rZdIE3r46BaA5s+fj2nTpuE///kPGjdubOrkI0eOxJkzZzBz5kycPHkSHTt2xJo1azjH6CNHjgg0Pk888QQYhsETTzyB48ePIzk5GYMHD8azzz7L7XPs2DHccsstOHfuHJKTk9GjRw9s2rQJycnJpupqBSSrwQNiDZAW9ggOVjz05h4be4Yd3ZOck4vCkr7xy9SR9Ss7QTu6FIbCEXwzg9m8LcEzVXwMwT0kNFeSlSWvAQqVAORkMLodJjCzWkq3CQChqA2NAlNg5MiRKCgoQLNmzZCQkIDo6GjB7+fPn9dV3sSJExVNXhs2bBB8j4qKwqxZszBr1izF8j766CNd5w8l3DiswwdIMwrMwIDhxsVQQxLOz3hErrYKTkAKhHog1GsCExxrSgNkLWQTqtP+LeK+YMJx2WxNlLJKR7oJDEqZoJ0lpCYwp7V8cgg0uJGFIQ0QxRgV8o/GQOAhF4DcmTosgKNLYRBoMeRa010Q1kd21lDRAGmVq0sDJBcFplI0QZmsQyYw4Xc9wgZrrQAvcIKWCmWO9VKb1wIj3cdepBcZOYuhGj2H8RcDt4tMugWg0aNH21GPSkGFD5D6fq6I9rA4Ekj/+a1/cKRvmIymMOCkBczUG78JDZDlA6xHXYiX4EAUWAATzp62mcAc8FFz13xvAaFbCsM87m58t5kDzWIoEaLP58Pnn3+O3bt3AwisvTVkyBDb8wCFO+Q+QDaHwduZdZd/GpdL/7rDnm2YgFQHFFMmsNBEgRlB/pqd7iui+EBZU4xSuzEhcYIOBgo41lKmTWAa/dkViR6ldYi0SV83JkzDbhfodAtABw4cwIABA3D8+HG0bNkSQCCTclpaGr7++ms0a9bM8kpGCkoaIPEaP3wnaP7DV5O5ZEk9yjwxmvswCkKYEkWQllnMxCAeJbrK4SA4v59lBMm9iplYbnZgvdL6MB6hxscPr7LDKe8YDk+05He9lDDk+aZYr5ncVMqTTZVY9RcVubZT2VuypZQV3zttzYrHw1SsOeA1387gJyaMipPdhRWdx6jDsd8TDU+UsM3MCESeqIp6yS2GWog4VEWh4fK1KyDf/j7G3H3Ru9J40PxXhDgAxsc+PWuoyY2NUaHUyBP0u1KDCziUsl6Q3sFC8MfuijpV81/Ud07emOxGdN/ZSZMmoVmzZjh69Ci2bduGbdu24ciRI2jSpAkmTZpkRx0jhigPg9goD6K9wmZv0+MG7I1qhc21hwIAaiXXx87YK1DIxuDvlExuv2QmR7bcrEb3Cr7/Vv16+f3q/gt/e5ui0T0rsS/qMmxOukm6T4OxyPY0RtvBDwq2/3X9BzjOpGDndUslxzSunYBLfefjGFMXf8Z25LYfve7/cIxJxdar5sjWh48g9J/xAN0f0jxmT/+PcIxJxR89A4vnFgxdgmNMKralz0eLm2bhsCeNa9MAgXOs8l2Dc2w17EgaqDgob6k1GLuj26BVej9sajoJhz1paH7zk6r1yap/J3JRBb+2f0pwPwFga5f5OMakomTYYs3r2lJzIA570tDq5pma+wLCiWVT8nDsj2qBy68bqbj/q6OuQKPaCXh1VEfB9mNMKrZnvIZmNz+Jw54G2NRc+x7wear0dvztr4tV1e9Aw1oJWDLmKkn95MbCv71N0bJOVe57m6FTccjTUNKviej1BJDcCsi4v2LbkNeBWs2AoQsBgLufTW6suJ/1asTpftPd3PoxHGXqoe7wl9Gycx/sir4cW2oE1iVMTWuBHfFdsK3KNUiomig8sP/LQO0WONhrAY4xqfi9+0LBz217juSeTy9v8k6pHhDkjg16L3Dc1f8haRFishreg0OehmgzbKrs7zvqDscefxrmld6EP3u/i+NMCv7ss5y4fKVnbUdCV/yekIHadeoDAG68sj66Nq2FdvUD7ZZ3wxKub+phc9KN2BvVEm2vvZn4mBrDX8dRph62tKvoG5mDbsZppjbO1u6MXy+fgRJEBZKUDpyDrVfNQS4bDwB4oXSUrvoZ5YO4UTjgr0f8fP5x7WIcY1Kxv/8HRPtP6t0CY0um4iikfTMJF/VV9qY3cYypi986vaTvuBDBsDqT+lSpUgWbNm1Cu3btBNt37NiB7t2749Ila7QUTpKbm4vExETk5OSgevXqTlengtmJkk07ey1B626DEPVsIMw/q8n9yBj9HLdvVqN7kTHmReUy57QG8v4pL19ewJLj7OxGFQ8D77hfP/8/XPX74wCAcxP+Qu2UBkTl/f7dB+j4ywQAwJFbf0DDyzoS10WNfw7tRb2lXQAAx+/YhKp1m6PDk98CAMZ0b4wbq+9Fu/VjAABbLp+FLjdPseS8pGx95QZ0urRBsO34HZtQv2nrig3l9/KPuKvQftr3ku0/N5uCHrcrR0aqUl7GIU8aGs/8U/fhf89ui2Y4BgBoXBQYYEd0boCXbu7A7XPu1DHUXtgWALB/6FeI+fJeNPIf437fP/QrtNjxMpD9Q3mdyPuhKQovAC82Dny+ajx21hmEdl/fAADY2P45dLuxXIgqb6MCNhYJT54OTd2CbPw/4NvA84RbVwKXZarvbyNzv9uH19btBwAcemGgsUJkxjDMPA84tdI9vz4G+93Ypb/if3sC/cJwuwQpLQKeDaSBOeBpgub+bAABbTDjK9aupwXXI2bTwnvR9dSHlpdrF3rmb90aoNjYWOTl5Um2X7p0CTExelTnFKsQ2tadtrmqm5SUDzN4nA7E5XoZUeiz4xEoAfRevxU+Clb6OYhfqeTMOK6A77jM+iHsu6Gvjiwe+azwkUWkXleE4HT6BRvRfWWDBg3C3Xffjc2bN4NlWbAsi02bNuHee+/FkCFD7KgjRQOh70IEdFZLc6oof9deFNQhXDP7amNFTQP91wFHAb5wIUob4BrHV76Q5vSzbZdzfBj1dzksrb1SW4R5G7kV3U/Ua6+9hmbNmiEjIwNxcXGIi4tD9+7d0bx5c7z66qt21JGihiiFv5seE13J4WzT+gjDiAVeHgzgfAI+Kc6MdfadlKgfOJFvQKQBEkRfueVJ4jvguqRKFEqkoNudvEaNGvjiiy+wf/9+7NmzBwDQunVrNG/e3PLKUcIQC2bvUE0+0rT7DswwlrSXeYyKH8ZSHbhkJucLZlK7nXR3J7RUbjJv2yWZh7l2I8yrr4nudCFhhLF4OgAtWrRAixYtrKwLxSCMx4FkaQTo8fcQWvEsvAaB/4mwTh7GVc3F4fiq3xajN/w5ZHhEPkD8aDW3dIzKYAKj8HBJvxMQWeMRHyIBaMqUKXj66adRpUoVTJmiHiUzd+5cSypGIUXUOd0ycIcBXre2ld6VyC04peM+L46YwPgaIGHiSPeYwPgCkEvqRBERivtC770dEAlA27dvR2lpKfeZ4iYcXrJCBX0RPx6Fz9bVgREthsqIosBcFaEkg70igrFrlzMLibdoLoLpVLsLMqL7hV/d0hcYF0WBuaVNIhk3trELq2QVRALQ+vXrZT9T3Ije3uo+tXaoJkSpD5A70B0Gb8F1hK4XKNXV4X4oWTpEWk9HtGRuWg0+Ak1gfjDwON33FHBPrdw5TlqB7idq7NixsnmA8vPzMXbsWEsqRdEDNYGpIYkC44fBM3BleznhA2Tl5C4pSet6GI/zkyvrFwmeLukX1ARmK+4RMoIo9EF6721B90i7bNkyFBZK16EpLCzEu+++a0mlKOGL4ZxEIUhIKNaseDwMGN4j4Bqzh07cVmvJpELUrs4LQHwh0DXmUDdpgNzSJpTQEsH3nTgKLDc3l0t8mJeXh7i4igUGfT4fVq9ejTp16thSSYoewr+zWvm8iScyRjDJWXce48iEW7ujYrah10coJIgyQbukc1SSTNDOERB6zQnflnYVxcKcvPeR2++IBaAaNWqAKU+6d9lll0l+ZxgGTz75pKWVo4Q5esLgBYKJhU7QonKFJjB3xsE7EoFkYzsQCTguMIG5sS+AcWeKi0jB8ejHcCCC+x2xALR+/XqwLIvrrrsOn3zyCWrVqsX9FhMTg0aNGqFevXq2VJKijDSXX+R2VquRhsFX3rYzOhFYkRwwcBucFoCE53eFVgpwVx4giizW9hSF0tzSHyMMYgHo2muvBQBkZ2cjLS0NHg99GN2J0w+KQT8Ku3yAPMr1ESdGdA1uXaOMELXFUF2L2AnaLXWmJjBboRogbVyTE8sGdGeCbtSoEQCgoKAAR44cQUlJieD39u3bW1MzSqXFqTB490zUOhMhuqXaRnFJFJgQlzQqNYHZihUCUGh8gJwjXINDSNAtAJ05cwZjxozBN998I/u7z+eT3U6xCbXlzh1G31IYdtWbpwFCeITBO4GdJjCye+u8ACRaKleyi+NrgdG+ajnuC4OnhBLddqzJkyfj4sWL2Lx5M+Lj47FmzRosW7YMLVq0wJdffmlHHSm6CP9ssaHKg+N1galJTvDQLwxakQgxNG0RuDbn212CWAPkFmGDmsBsxRINUMTfl8i9Pt0aoP/973/44osv0LlzZ3g8HjRq1AjXX389qlevjueffx4DBw60o56UMMSoD5CV2iBGpPJhRD5Kbkx+5x5TnDYkNSVaCsNpE5jfJ/S9css9YGgixEqFG8PgI7jf6X7Vzs/P5/L91KxZE2fOnAEAtGvXDtu2bbO2dhTdhNPk6TRuXQrDGZxuC+dNYEKk7VHpl8KISFzmA0QJKbqfqJYtW2Lv3r0AgA4dOuA///kPjh8/jkWLFqFu3bqWV5AihVUbCEP0NFrn+xGk4pqsVCmLNTxiHyA3qq8VTYA23lvj4of5fuCOe8AK6+GWWY2awGzFCqHWPuWlW+63W+phPbpNYA8++CBOnDgBAJg1axb69euH999/HzExMVi6dKnV9aPIwXhl3li5H/WV5bTpQY4Q+eZ4PAzgd9+kp1uL55J6K8GQaDGc7od+USZotwz6bsoD5PQ9qmS4JvrKLfWwAd0C0L/+9S/uc6dOnXD48GHs2bMHDRs2RFJSkqWVoyigFhkSwZ3VCGJtigunOAl6BSAropNClghRTnBnGLjBBCZUFrqkd3hoFJidWNHrQnJb6K23Bd0CkJiEhARceeWVVtSFQorTb4JqGHRmFu5qlwlM+N2tS2EoYucbuIXtwMKlWZVVYQVv3K6ps+BZD/8IT7cRPokQw6We4YXumfSmm27Ciy++KNn+0ksvYfjw4ZZUiqKBwC8g8gjV5CMOg3dk0pM7p04B18lBXPe5GY/0GFcmQnQJbjKBRSTUCboyo/uJ+vHHHzFgwADJ9v79++PHH3+0pFIUDVQHQvc8jUbz+dgpiEisHG4cvZTqZKsTtI0msHBIhOj3gYGLtC1BPDQM3k6oVxMBTr+c2IjuGerSpUuIiYmRbI+OjkZubq4llaJowPAjpkS3kA6SxERKGLwVUVRODnGuuA0iDZB7TGA0CsxOwiYRoqP9kQpAHO3atcOKFSsk2z/66CO0adPGkkpR1AlVpmRDWOBHYef1CcPgGWgtf+AErpl8CZDVABlZDNXxt0xWUE/X+IbQPEC24pr7rIXjz0dkotsJesaMGbjxxhvx999/47rrrgMArFu3Dh9++CE+/vhjyytIkSFMTGBGCZ0PUEhOoxtnBCCn+43zJjA+rhFCqQnMVizpdSGJAnPw3kew8KVbABo8eDA+//xzPPfcc1i1ahXi4+PRvn17fP/997j22mvtqCNFjEoYvGsGbsAVAzbLKkckMQwDxuNSKSjEGPcB0t6opdELLIVh6PTWwbIyDmJC6GKolNDilvvt9MNpH4bC4AcOHEjX/HIS/qAols4dHiStsIeHSojziBfmdMkE40QiREuvXMUE5ioBnQ/rFwmBLqknzQRtM7RNKzP09TccCRNfAD2TnUCOs/D61OrggsXgZdEtJFigojbuC6Hv3GKNHIDy++18GLxWLirn1wJzaYcNY6xxgrYfJ5eLYSq7CaxWrVrYt28fkpKSULNmTdUB+vz585ZVjqKA6qBIB0lSPJLV4CsvrI3NEBZO0KxoKQy3SMc0D5CtRO7Ubh3ixKaRBJEANG/ePFSrVg0AMH/+fDvrQyFBZSB004RuOJorVCYw8STnkrbTvRSGJfUOzVIYjNjsCGffbjlYv6AerqgTQE1gNhM2UWBO4vTLiY0QCUA7duzAzTffjNjYWDRp0gTdunVDVJTpVTQoRrHTYcMxKvKwhM4HCK4ReiIZMkHYBRogV4bBR3bWd4oybhmZ3VQTqyF6RX/99ddx6dIlAECvXr2omctp+IkQRRN4qFYQdiQixmIiJRGiFTg54TMexvm3TNcmQuTVw63LdYQ14RO0QbEeIjVO48aN8dprr6Fv375gWRZZWVmoWbOm7L7XXHONpRWkyODmPECWJEIMkRDHiM5FBzJLEIsyYTFBiDRArkFgAgv/lw634eYWFb3aOlQLOP9yYiNEGqCXX34ZixcvRq9evcAwDIYNG4aePXtK/nr16qW7AgsWLEDjxo0RFxeH9PR0bNmyRXX/+fPno2XLloiPj0daWhoeeughFBUVmSoz/HB+oLZTYxDaMPjwJ/wvwx1RYALc0qh8E5jTGqAInAjDJQrMWSLvvgchEoCGDh2KkydPIjc3FyzLYu/evbhw4YLkT69pbMWKFZgyZQpmzZqFbdu2oUOHDsjMzMTp06dl9//ggw8wbdo0zJo1C7t378bixYuxYsUKPPbYY4bLDEvCJBGim+oihyQPUCXG0kSI4n3CJArMlfmK1HJ+UUzjGl8viiPoCtOpWrUq1q9fjyZNmiAxMVH2Tw9z587F+PHjMWbMGLRp0waLFi1CQkIC3nnnHdn9N27ciO7du+PWW29F48aN0bdvX9xyyy0CDY/eMsMSN5vALEgt5dRSGM5E/lhwTgvaK1QTgRuSPsvisoSiHB4XOUG7pU1chn3N4pL2duUDaw1EsxV/lfcrrrgCBQUFyM3Nlf0jpaSkBFu3bkWfPn0qKuPxoE+fPsjKypI9plu3bti6dSsn8Bw8eBCrV6/GgAEDDJcJAMXFxYavwxGi47mPHpEwxHhFbl02DaAkTtC6wuB5E5CVApBaWV6Px/E3fb83RsfeCnX1mI/ILGWiDR0n1w+ivSKtJH+5EZk+wTAMEB1n6PyWERUr6q/Sti5m9Nwri3CRBijG65IJ2UKKGYf7nRr85o5OcKwakQzRDFWzZk3OhFSjRg3UrFlT8hfcTsrZs2fh8/mQkpIi2J6SkoKTJ0/KHnPrrbfiqaeeQo8ePRAdHY1mzZqhZ8+enAnMSJkA8Pzzzwu0WGlpacTXEVKG/Qeo1RQY9h9sqTEAu2LaoUWnwIK0m+qMxP6oFri8z78AAFlp45DtaYTLhz7iZI0NYeVq8NVrJmN7Qnf8npCB2nXqAwBuvLI+ujathfb1Ex1PLtdk+HM47GmATS0exo74LthW5RokVCXTpGbV/Rf+9jZF+wH3GD7/46Vj8be/Lt6ueq/hMoLMGNQGTZOr4OG+LSW//VatN3bGXoFGLa+UP3jookDfvvEt0/XQxfBlQM0mwPClgs18wXh7twU4xqTi9KB3Q1s3APBGA21vBJpdB9RuFvrz87g9ozFaplTD5D4tDJex87qlOM6koLhKPQtrZpySYYtxjEnF1i5zna6KhJoJPIF71AeBfjpiueoxf/ZZjuNMCnZeZ2VfrfA9++3KFy0s13mIXh3/97//oVatWgCA9evX21ohNTZs2IDnnnsOb7zxBtLT03HgwAE8+OCDePrppzFjxgzD5U6fPh1Tpkzhvufm5rpTCOowKvAHoMvkDwU/db3vTcH3jLvmhKxaSjitXQEC2ocrpq4WbJs7oqPCzqGvb3K9xsDMv9DIwLEZ9ywwff73fX3wvq8POnprGDqerwG6q0cT3NWjiex+nR/+VKUQBkhpA0zabqgOpmg7NPAHgPl7L7eZn07iir7/Avr+K8QV4zF8iXPn5pEYH421D5mL8m13zTDgmmHAZxOAHR9YVDPjNGvfDWi/Fw1MlGHXqCEYP+tfCTz4u+Yxl/cYAvQYgvpW1oOneew8xPyLkpsgEoD4q7xbteJ7UlISvF4vTp06Jdh+6tQppKamyh4zY8YM3H777Rg3bhwAoF27dsjPz8fdd9+Nxx9/3FCZABAbG4vY2FiTV0QBrJEhQik4uUFIcwO0GQDhVEYbhOIstAfaj279/5o1a/Dzzz9z3xcsWICOHTvi1ltvxYULF4jLiYmJQadOnbBu3Tpum9/vx7p165CRkSF7TEFBATweYZW93oCPC8uyhsqs9NjoV6BvMVRePehsXKlw4+12zVIYFNdDX6LCF90C0KOPPso5Ce/cuRNTpkzBgAEDkJ2dLTAjkTBlyhS89dZbWLZsGXbv3o0JEyYgPz8fY8aMAQDccccdmD59Orf/4MGDsXDhQnz00UfIzs7Gd999hxkzZmDw4MGcIKRVJoXCRzh20cUmKzX8zuChfYFCAeB8/ikb0R0+kp2djTZt2gAAPvnkEwwePBjPPfcctm3bxkVjkTJy5EicOXMGM2fOxMmTJ9GxY0esWbOGc2I+cuSIQOPzxBNPgGEYPPHEEzh+/DiSk5MxePBgPPvss8RlUkIHY3ASoW9UoSeULS5ersVKp3dKmECfcYoL0C0AxcTEoKCgAADw/fff44477gAA1KpVy1D4+MSJEzFx4kTZ3zZs2CD4HhUVhVmzZmHWrFmGy6S4FEEYfAgnRDr5UsoRCt50grYVmtRRGyok2o5uAahHjx6YMmUKunfvji1btmDFihUAgH379qFBAzO+9BSKs1Tm8cZRrZsLG96FVaK4lMjvKpErrOp+/f2///s/REVFYdWqVVi4cCHq1w8E3H3zzTfo16+f5RWkhBkWzBw0Cix8IEmIGTbwtIEM9QezF/rcUVyAbg1Qw4YN8dVXX0m2z5s3z5IKUShUKKE4Du2DFFIivatEsLlS92vOtm3bsHPnTu77F198gaFDh+Kxxx5DSUmJpZWjUOxGEO5MJz3dWKEBcovAK6iHS+pEqby4Z6FWKgBx3HPPPdi3bx+AwFpco0aNQkJCAj7++GNMnTrV8gpSwgsrJrPQOkG7ZZBxFtoKAL8VaB4gu6HtGzZQDVAF+/btQ8eOHQEAH3/8Ma655hp88MEHWLp0KT755BOr60exHXd0bhb2LIaqB7doIiKfMAiDp12BQggVlsMX3SMPy7Lw+wOJkb7//nsu909aWhrOnj1rbe0olZKQCiJunHzDiIga+qkATKFIiKhABxG6R//OnTvjmWeewfLly/HDDz9g4MCBAAIJEmmywcpE5D4UbsVOnwA694t9gKhgbCsR1N8i/tmhJrAK5s+fj23btmHixIl4/PHH0bx5cwDAqlWr0K1bN8srSAkvWAvCh41mkDZ0Lt7gZUXdKx+ROzhSKJTIRncYfPv27QVRYEFefvllbj0uCoUSXlA/BtFa8BH/Wk+xisjvKZH7kqNbAFIiLi7OqqIolRGH1Kx0ojNHZPkHMDKfKPZAW1gT2kS2o1sA8vl8mDdvHlauXIkjR45Icv+cP3/esspRKKGkUgtDIbx09+Q3oThHJAnOlHBFt9PDk08+iblz52LkyJHIycnBlClTcOONN8Lj8WD27Nk2VJESToSdEEGdXSnlMB6aCJFCkcD6na6Bbege/d9//3289dZbePjhhxEVFYVbbrkFb7/9NmbOnIlNmzbZUUcKhUIJKWEnyIcdkdO+tKuEL7oFoJMnT6Jdu3YAgKpVqyInJwcAMGjQIHz99dfW1o5SiXDmLYM6/5qDiShLBtUGUtwEHZvsRvcT36BBA5w4cQIA0KxZM3z77bcAgF9//RWxsbHW1o5CsRmB2aMSQ1sBgld5KhhTKEEi6i1HgG4BaNiwYVi3bh0A4IEHHsCMGTPQokUL3HHHHRg7dqzlFaTYTAQnuaJQ9CAwZVD5h0JIxAvLETxH6I4Ce+GFF7jPI0eORMOGDZGVlYUWLVpg8ODBllaOQrGfincAV65J5XIiNQyeYjPUcYbiAkznAcrIyEBGRoYVdaFUYiL4JSMsoPORCNogFEIivatE1kuOECIB6MsvvyQucMiQIYYrQ6GEGhrtY47IGhx5PkC0W1AoASL47ZRIABo6dChRYQzDwOfzmakPJUyIyPnB7bOejfWLeD8GAgRrodL2sJnIaV+3DxsUZYgEIL8/chMhUawl7Pxowmn0iuA3MVcQTn2BQgkZkTvuhNlsRaFQ7IDO/SLCTZCnOEiEPzwR/OJF/JT/73//Q5s2bZCbmyv5LScnB23btsWPP/5oaeUolQjHFkNV+kKpbPC1l7QnUMixaeyiQrjtELfw/PnzMX78eFSvXl3yW2JiIu655x7MmzfP0spRKHYTdiY7in1QqYdCqVQQj/47duxAv379FH/v27cvtm7dakmlKKHE4rcXqkWxD9q2tkKVgRRjRHZniaxITyHEAtCpU6cQHR2t+HtUVBTOnDljSaUolJDB0NBnM0TW4EiXwggZ9GELH6gPEFC/fn38+eefir//8ccfqFu3riWVolRCIvghCwdCOR+xbhUuGMUvFIoiVJYLX4gFoAEDBmDGjBkoKiqS/FZYWIhZs2Zh0KBBllaOQrEbmgjRHBGlAaLaQApFhgh6xkUQL4XxxBNP4NNPP8Vll12GiRMnomXLlgCAPXv2YMGCBfD5fHj88cdtqyiFYj+V1yGamnxEbUCbw2Yip4Ej50qUoAIQUlJSsHHjRkyYMAHTp08HW26yYBgGmZmZWLBgAVJSUmyrKCVMCLNXZxoFZo7wutsaUDMshVKp0LUYaqNGjbB69WpcuHABBw4cAMuyaNGiBWrWrGlX/SiVBJal2cadJMzkVlugOaEoRoj0rsJE8IuBodXga9asiauuusrqulAoIUfgAxTpI5kNRJQPEO9aqEmQQgkSSc+4EKr/p1AooSUsBM1wqGMYExZ9gAwqLIcvVACq7ETFGzpM6ZH3eAwpFcF4jR1nFjp4BYiNMjYUFDGxFtfEOfh9gfHQfmEr3hina2AZ0V57plE2Ks6WcvXi90TOvRJDBaDKzqj3gJpNgBHv6jqsaqxXdnvr7oOxJ6o1Ntceqqu8tlcPw96oVrqPMw1voquMwtAzQy9H06QqmDW4raHjzw15F8eYVGzvtsDQ8Tvi05Fct5GhYy0nOgFf+7pgva8Dyqo1cLo2kc3VjwBJLYE+TzpdE9Pc36sZmtepin/3a2VNgd0eAFLbo/od72Nf1GXYlDzcmnIN0nj4czjiqY9Nlz3qaD3sgGHZCPZwMkhubi4SExORk5Mju/YZBcCLjYHCC4HPs3McrYoZzp48gqRF7QAAf1y7GO173exwjWSYnQgA+D0hAx2nrnG4MubZ/0xntCjbH/jior5zOq8IXZ5dBwBYM/lqtEqlzz6FEm7omb+pBohSyal8Wh+KNpVRG0ihVDaoAEShBIkgx0yKfgQ+QLQrUCgRDxWAKJUauhQGRQ7aKyiUyIcKQBRKmODaRUR14tbroLIwhVK5cIUAtGDBAjRu3BhxcXFIT0/Hli1bFPft2bMnGIaR/A0cOJDb584775T83q9fv1BcCiXMoBogihy0W1AokY8zyVd4rFixAlOmTMGiRYuQnp6O+fPnIzMzE3v37kWdOnUk+3/66acoKSnhvp87dw4dOnTA8OHCUMF+/fphyZIl3PfY2MjJV0KhUKyHyjwUSuXCcQ3Q3LlzMX78eIwZMwZt2rTBokWLkJCQgHfeeUd2/1q1aiE1NZX7++6775CQkCARgGJjYwX70fXKKHKE02KokbXsBIVCoTiLo6N/SUkJtm7dij59+nDbPB4P+vTpg6ysLKIyFi9ejFGjRqFKlSqC7Rs2bECdOnXQsmVLTJgwAefOnVMso7i4GLm5uYI/SiWEpsSicFB9EIUS6TgqAJ09exY+nw8pKSmC7SkpKTh58qTm8Vu2bMGff/6JcePGCbb369cP7777LtatW4cXX3wRP/zwA/r37w+fzydbzvPPP4/ExETuLy0tzfhFUcKKcPIBcqvzcKQQTn2BQqGYx3EfIDMsXrwY7dq1Q5cuXQTbR40axX1u164d2rdvj2bNmmHDhg3o3bu3pJzp06djypQp3Pfc3FwqBFUS6KRHoVAolRNHNUBJSUnwer04deqUYPupU6eQmpqqemx+fj4++ugj3HXXXZrnadq0KZKSknDgwAHZ32NjY1G9enXBH4VCqVxQUZhCqVw4KgDFxMSgU6dOWLduHbfN7/dj3bp1yMjIUD32448/RnFxMf71r39pnufYsWM4d+4c6tata7rOlHIixV8mjJygKRQKhWIdjo/+U6ZMwVtvvYVly5Zh9+7dmDBhAvLz8zFmzBgAwB133IHp06dLjlu8eDGGDh2K2rVrC7ZfunQJjz76KDZt2oRDhw5h3bp1uOGGG9C8eXNkZmaG5JooFEr4Qa2hFErlwnEfoJEjR+LMmTOYOXMmTp48iY4dO2LNmjWcY/SRI0fg8QjltL179+Lnn3/Gt99+KynP6/Xijz/+wLJly3Dx4kXUq1cPffv2xdNPP01zAVGk8GY9loaZU8qhwhCFEvk4LgABwMSJEzFx4kTZ3zZs2CDZ1rJlS7AKJpj4+HisXbvWyupRKJRKAF0BnkKpXDhuAqOEKRHyikyjwCgUCqVyQgUgijEixQmaTyRekwtxbT4jRvYjhUKJUKgARKnUUA0QhUKhVE6oAEShUCgUCqXSQQUgSqWGaoAoQWhXoFAqF1QAolRqqABEkYP2Cwol8qECEIVCoYA6PlMolQ0qAFEqNcI3fb9j9aBQKBRKaKECEIVCCTHu1LVQsxeFUrmgAhClUsPQxVApFAqlUkJHfwqlHJoHsXJD9T8USuWCCkAUg0SGtEDNHhQ5aK+gUCIfKgBRKBQKaB4gCqWyQQUgikEiZLagsx6FQqFUSqgARKnUUBMYJQjDE+ppt6BQIh8qAFEoFAqFQql0UAGIYpBIcYLmPQI0DIxCoVAqDVQAolAoIYWNFP8xCoUS1lABiFKpoT5AFAqFUjmhAhCFEoSawCgUCqXSQAUgSqWGaoAocjDUTEehRDxUAKJQwgY6KVMoFIpVUAGIUqmhi6FSKBRK5YSO/hQKJbS41OzIRkhqBwqFQgYVgCjGiE5wugaWEE4+QH5PtNNVsIQyT4zTVZCFZoKmUCoXVACiGGPUB0DNJsCI5U7XxBR8AYhl/Q7WRJnNrabhiKc+6o94xemqWELi8P/DUaYefm3/lNNVERAf48WAdqno2TIZDWrGO10dCoViMwzL0thfMbm5uUhMTEROTg6qV6/udHUoNsL6/WCeqgkA2N5tAa7o+y+Ha0ShUCgUo+iZv6kGiFKpYTz0EaBQKJTKCB39KRQKhUKhVDqinK4AhUKhUKzD7/ejpKTE6WpQKLYQHR0Nr9drSVlUAKJQKJQIoaSkBNnZ2fD73enQT6FYQY0aNZCammo6ipcKQBQKhRIBsCyLEydOwOv1Ii0tDR7q30aJMFiWRUFBAU6fPg0AqFu3rqnyqABEoVAoEUBZWRkKCgpQr149JCRERp4uCkVMfHwgRcXp06dRp04dU+Yw+opAoVAoEYDP5wMAxMS4M9EkhWIVQQG/tLTUVDlUAKJQKJQIIpyym1MoRrCqj1MBiEKhUCgUSqWDCkAUSjk0KTqFEnp69uyJyZMnO3b+O++8E0OHDnVNfSihgzpBUygUCoVSzqefforo6MhYeJiiDhWAKBQKhUIpp1atWk5XwXFKS0srhRBITWAUSjkMaPI4CsUJysrKMHHiRCQmJiIpKQkzZszgTNLLly9H586dUa1aNaSmpuLWW2/l8sAAwIULF3DbbbchOTkZ8fHxaNGiBZYsWcL9fvToUYwYMQI1atRArVq1cMMNN+DQoUOKdRGbwBo3boznnnsOY8eORbVq1dCwYUO8+eabgmP0noPPr7/+iuuvvx5JSUlITEzEtddei23btgn2uXjxIu655x6kpKQgLi4Ol19+Ob766ivu919++QU9e/ZEQkICatasiczMTFy4cIGr//z58wXldezYEbNnz+a+MwyDhQsXYsiQIahSpQqeffZZ+Hw+3HXXXWjSpAni4+PRsmVLvPrqq5L6v/POO2jbti1iY2NRt25dTJw4EQAwduxYDBo0SLBvaWkp6tSpg8WLFxO1jd1QAYhCoVAiEJZlUVBS5sifXn+6ZcuWISoqClu2bMGrr76KuXPn4u233wYQmDSffvpp7NixA59//jkOHTqEO++8kzt2xowZ2LVrF7755hvs3r0bCxcuRFJSEndsZmYmqlWrhp9++gm//PILqlatin79+ulaLmTOnDno3Lkztm/fjvvuuw8TJkzA3r17LTlHXl4eRo8ejZ9//hmbNm1CixYtMGDAAOTl5QEILG3Sv39//PLLL3jvvfewa9cuvPDCC1z+m99//x29e/dGmzZtkJWVhZ9//hmDBw/m0iKQMnv2bAwbNgw7d+7E2LFj4ff70aBBA3z88cfYtWsXZs6cicceewwrV67kjlm4cCHuv/9+3H333di5cye+/PJLNG/eHAAwbtw4rFmzBidOnOD2/+qrr1BQUICRI0fqqptdUBMYhUKhRCCFpT60mbnWkXPveioTCTHk00taWhrmzZsHhmHQsmVL7Ny5E/PmzcP48eMxduxYbr+mTZvitddew1VXXYVLly6hatWqOHLkCK644gp07twZQEDjEWTFihXw+/14++23udDpJUuWoEaNGtiwYQP69u1LVL8BAwbgvvvuAwD8+9//xrx587B+/Xq0bNnS9Dmuu+46wfc333wTNWrUwA8//IBBgwbh+++/x5YtW7B7925cdtllXDsEeemll9C5c2e88cYb3La2bdsSXRefW2+9FWPGjBFse/LJJ7nPTZo0QVZWFlauXIkRI0YAAJ555hk8/PDDePDBB7n9rrrqKgBAt27d0LJlSyxfvhxTp04FEGiX4cOHo2rVqrrrZweu0AAtWLAAjRs3RlxcHNLT07FlyxbFfXv27AmGYSR/AwcO5PZhWRYzZ85E3bp1ER8fjz59+mD//v2huBQKhUKh6KRr166C3C4ZGRnYv38/fD4ftm7disGDB6Nhw4aoVq0arr32WgDAkSNHAAATJkzARx99hI4dO2Lq1KnYuHEjV86OHTtw4MABVKtWDVWrVkXVqlVRq1YtFBUV4e+//yauX/v27bnPDMMgNTWVM8OZPcepU6cwfvx4tGjRAomJiahevTouXbrEXd/vv/+OBg0acMKPmKAGyCxBAZLPggUL0KlTJyQnJ6Nq1ap48803uXqdPn0a//zzj+q5x40bx5kjT506hW+++UYg0DqN4xqgFStWYMqUKVi0aBHS09Mxf/58ZGZmYu/evahTp45k/08//VSgVjx37hw6dOiA4cOHc9teeuklvPbaa1i2bBmaNGmCGTNmIDMzE7t27UJcXFxIrotCoVCcJD7ai11PZTp2bisoKipCZmYmMjMz8f777yM5ORlHjhxBZmYmNw/0798fhw8fxurVq/Hdd9+hd+/euP/++/HKK6/g0qVL6NSpE95//31J2cnJycT1EDsEMwzDLThr9hyjR4/GuXPn8Oqrr6JRo0aIjY1FRkYGd33BpR+U0Prd4/FITJJyGZSrVKki+P7RRx/hkUcewZw5c5CRkYFq1arh5ZdfxubNm4nOCwB33HEHpk2bhqysLGzcuBFNmjTB1VdfrXlcqHBcAJo7dy7Gjx/Pqd4WLVqEr7/+Gu+88w6mTZsm2V/sof/RRx8hISGBE4BYlsX8+fPxxBNP4IYbbgAAvPvuu0hJScHnn3+OUaNG2XxFFAqF4jwMw+gyQzlJcFINEvSF2bNnD86dO4cXXngBaWlpAIDffvtNcnxycjJGjx6N0aNH4+qrr8ajjz6KV155BVdeeSVWrFiBOnXqoHr16rbU3ew5fvnlF7zxxhsYMGAAgIBD9dmzZ7nf27dvj2PHjmHfvn2yWqD27dtj3bp1AnMVn+TkZIEfTm5uLrKzs4nq1a1bN870B0Cg0apWrRoaN26MdevWoVevXrJl1K5dG0OHDsWSJUuQlZUlMbE5jaMmsJKSEmzduhV9+vThtnk8HvTp0wdZWVlEZSxevBijRo3ipNfs7GycPHlSUGZiYiLS09MVyywuLkZubq7gj1L5oIkQKRRnOHLkCKZMmYK9e/fiww8/xOuvv44HH3wQDRs2RExMDF5//XUcPHgQX375JZ5++mnBsTNnzsQXX3yBAwcO4K+//sJXX32F1q1bAwBuu+02JCUl4YYbbsBPP/2E7OxsbNiwAZMmTcKxY8csqbvZc7Ro0QLLly/H7t27sXnzZtx2220C7cq1116La665BjfddBO+++47ZGdn45tvvsGaNWsAANOnT8evv/6K++67D3/88Qf27NmDhQsXckLUddddh+XLl+Onn37Czp07MXr0aKIFRFu0aIHffvsNa9euxb59+zBjxgz8+uuvgn1mz56NOXPm4LXXXsP+/fuxbds2vP7664J9xo0bh2XLlmH37t0YPXq05nlDiaMC0NmzZ+Hz+ZCSkiLYnpKSgpMnT2oev2XLFvz5558YN24cty14nJ4yn3/+eSQmJnJ/wTcNCoVCodjPHXfcgcLCQnTp0gX3338/HnzwQdx9991ITk7G0qVL8fHHH6NNmzZ44YUX8MorrwiOjYmJwfTp09G+fXtcc8018Hq9+OijjwAEFs388ccf0bBhQ9x4441o3bo17rrrLhQVFVmmETJ7jsWLF+PChQu48sorcfvtt2PSpEkS949PPvkEV111FW655Ra0adMGU6dO5aK8LrvsMnz77bfYsWMHunTpgoyMDHzxxReIigpo/6ZPn45rr70WgwYNwsCBAzF06FA0a9ZMs1733HMPbrzxRowcORLp6ek4d+6cQBsEBMx38+fPxxtvvIG2bdti0KBBEn/bPn36oG7dusjMzES9evU0zxtKGNbB195//vkH9evXx8aNG5GRkcFtnzp1Kn744QeJWlTMPffcg6ysLPzxxx/cto0bN6J79+74559/ULduXW77iBEjwDAMVqxYISmnuLgYxcXF3Pfc3FykpaUhJyfHNrUpxUXMTgQAbOv6Kq7sd6ezdaFQDFJUVITs7Gw0adKE+jpSXMOlS5dQv359LFmyBDfeeKMlZar19dzcXCQmJhLN345qgJKSkuD1enHq1CnB9lOnTiE1NVX12Pz8fHz00Ue46667BNuDx+kpMzY2FtWrVxf8USoh1ARGoVAo/9/evYdFVeZxAP/OADNcBxCUiyGgkNoKqOAFL2lJodkFdCtZFEzLLqKirWIqUnnBrS3NrcxQMXc1XDcxy3KXpTRJBTEuEi6aolQr4orI1ev89g+Xs47gfQBhvp/nmeeZed/3nPc9P4H5ec57zmsUer0eZWVlWLBgARwcHPDkk0+29JAaaNEESKPRIDAwEOnp6UqZXq9Henq6wRmhxmzatAnnz5/H2LFjDcq9vb3h6upqsM/KykpkZmbedJ9ERETGVH9rfGOvXbt2tfTwmkxJSQlcXFywYcMGrFmzRrkkdy9p8RHNmDED0dHRCAoKQt++fbFs2TLU1NQos8WjoqLQsWNHJCYmGmy3evVqhIWFwcnJyaBcpVIhNjYWCxcuhK+vr3IbvLu7u8GKv0RERE0tNzf3unUdO3ZsvoE0My8vr3v+xpIWT4CeffZZnDp1CvPnz0dpaSl69uyJ7du3K5OYS0pKoFYbnqgqKipCRkYG/vGPfzS6z1mzZqGmpgaTJk1CRUUFBg0ahO3bt/O6OBERNav6pSHo3tOik6DvVbcziYragPpJ0P2WofeIe+s5FUS3ipOgyVS0iUnQRERERC2BCRDR//BcKBGR6WACRERERCaHCRARERGZHCZARAp9Sw+AiFqJtWvXwsHB4YZtXn/9dfTs2bNZxkO3jwkQERERmRwmQERERHTbLly40NJDuCtMgIiIqEXp9XokJibC29sbVlZWCAgIwN/+9jcAwI4dO6BSqZCeno6goCBYW1tjwIABKCoqUrbPy8vDQw89BDs7O+h0OgQGBiI7O1upz8jIwODBg2FlZQUPDw9MnToVNTU1Sr2XlxcWLlyIqKgo2NrawtPTE1u3bsWpU6fw1FNPwdbWFv7+/gb7rLdlyxb4+vrC0tISoaGh+Pnnn294rKtWrUL37t1haWmJbt264cMPP7zlOMXFxeH++++HtbU1OnfujPj4eFy8eNGgzRdffIE+ffrA0tISzs7OCA8PV+rOnz+PuLg4eHh4QKvVwsfHB6tXrwbQ+CW9LVu2QKVSKZ/rL+mtWrXK4Bk827dvx6BBg+Dg4AAnJyc8/vjjOHLkiMG+fvnlF0RERKBdu3awsbFBUFAQMjMzcezYMajV6gaxXbZsGTw9PaHXN93UBCZARERtkQhwoaZlXrf5TInExESsW7cOH330EX788UdMnz4dY8eOxc6dO5U2c+fOxTvvvIPs7GyYm5tjwoQJSl1kZCTuu+8+7Nu3D/v378fs2bNhYWEBADhy5AiGDx+O0aNHIz8/Hxs3bkRGRgZiYmIMxrB06VIMHDgQOTk5GDlyJMaNG4eoqCiMHTsWP/zwA7p06YKoqCiD5R1qa2uxaNEirFu3Dt9//z0qKiowZsyY6x7n+vXrMX/+fCxatAgHDx7E4sWLER8fj08++eSW4mRnZ4e1a9eisLAQ7733HpKSkrB06VKlftu2bQgPD8djjz2GnJwcpKeno2/fvkp9VFQUPv30UyxfvhwHDx7EypUrYWtre0t91/vpp5/w2WefYfPmzcoyHzU1NZgxYways7ORnp4OtVqN8PBwJXmprq7GkCFD8Ouvv2Lr1q3Iy8vDrFmzoNfr4eXlhZCQECQnJxv0k5ycjPHjxzdYCcKohBo4e/asAJCzZ8+29FCoOSToRBJ0kr1tVUuPhOiO1dXVSWFhodTV1V0pOF+t/Gw3++t89S2P+9y5c2JtbS27d+82KJ84caJERETIt99+KwDkn//8p1K3bds2AaAcq52dnaxdu7bR/U+cOFEmTZpkULZr1y5Rq9XK9p6enjJ27Fil/sSJEwJA4uPjlbI9e/YIADlx4oSIiCQnJwsA2bt3r9Lm4MGDAkAyMzNFRCQhIUECAgKU+i5dusiGDRsMxrJgwQIJDg6+cZCu4+2335bAwEDlc3BwsERGRjbatqioSABIWlpao/XJyclib29vUJaamipXpwkJCQliYWEhZWVlNxzXqVOnBIAcOHBARERWrlwpdnZ2cvr06Ubbb9y4URwdHeXcuXMiIrJ//35RqVRSXFzcaPsGP+tXuZ3vb54BIqrHJyESNbuffvoJtbW1eOSRRwxWSl+3bp3BZRR/f3/lvZubGwCgrKwMwJVFtZ9//nmEhIRgyZIlBtvl5eVh7dq1BvsODQ2FXq9HcXFxo/uvX4vSz8+vQVl9nwBgbm6OPn36KJ+7desGBwcHHDx4sMFx1tTU4MiRI5g4caLBWBYuXNjgctH1bNy4EQMHDoSrqytsbW0xb948lJSUKPW5ubkYNmxYo9vm5ubCzMwMQ4YMuaW+rsfT0xPt27c3KDt8+DAiIiLQuXNn6HQ6eHl5AYAyttzcXPTq1Qvt2rVrdJ9hYWEwMzNDamoqgCuX4x566CFlP02lxRdDJSKiJmBhDcz5d8v1fYuqq6sBXLl8c+3q6FqtVkkO6i9pAVDmpdRfYnn99dfxu9/9Dtu2bcPXX3+NhIQEpKSkIDw8HNXV1XjxxRcxderUBn136tTp/0NuZP836vN21R9nUlIS+vXrZ1BnZmZ20+337NmDyMhIvPHGGwgNDYW9vT1SUlLwzjvvKG2srKyuu/2N6gBArVY3WL392vlFAGBjY9Og7IknnoCnpyeSkpLg7u4OvV6PHj16KJOkb9a3RqNBVFQUkpOTMWrUKGzYsAHvvffeDbcxBiZARERtkUoFaBp+Wd1rHnjgAWi1WpSUlDR6duJWz47cf//9uP/++zF9+nREREQgOTkZ4eHh6N27NwoLC5tkVfZLly4hOztbmWdTVFSEiooKdO/evUFbFxcXuLu74+jRo4iMjLztvnbv3g1PT0/MnTtXKTt+/LhBG39/f6Snp+O55xou6uzn5we9Xo+dO3ciJCSkQX379u1RVVWFmpoaJcmpn+NzI6dPn0ZRURGSkpIwePBgAFcmnV87rlWrVqG8vPy6Z4Gef/559OjRAx9++CEuXbqEUaNG3bTvu8UEiOh/VOqb/y+MiIzLzs4Ov//97zF9+nTo9XoMGjQIZ8+exffffw+dTgdPT88bbl9XV4eZM2fit7/9Lby9vfHLL79g3759GD16NIArd071798fMTExeP7552FjY4PCwkKkpaXh/fffv6uxW1hYYMqUKVi+fDnMzc0RExOD/v37G0w8vtobb7yBqVOnwt7eHsOHD8f58+eRnZ2NM2fOYMaMGTfsy9fXFyUlJUhJSUGfPn2wbds25ZJRvYSEBAwbNgxdunTBmDFjcOnSJXz11VeIi4uDl5cXoqOjMWHCBCxfvhwBAQE4fvw4ysrK8Mwzz6Bfv36wtrbGnDlzMHXqVGRmZmLt2rU3jYGjoyOcnJzw8ccfw83NDSUlJZg9e7ZBm4iICCxevBhhYWFITEyEm5sbcnJy4O7ujuDgYABA9+7d0b9/f8TFxWHChAk3PWtkFDedJWSCOAnatOx9f4IULQiS8+caTqgjai1uNDH0XqfX62XZsmXStWtXsbCwkPbt20toaKjs3LlTmQR95swZpX1OTo4AkOLiYjl//ryMGTNGPDw8RKPRiLu7u8TExBjEISsrSx555BGxtbUVGxsb8ff3l0WLFin1np6esnTpUoMxAZDU1FTlc3FxsQCQnJwcEfn/pOHPPvtMOnfuLFqtVkJCQuT48ePKNtdOghYRWb9+vfTs2VM0Go04OjrKgw8+KJs3b76lOM2cOVOcnJzE1tZWnn32WVm6dGmDicufffaZsn9nZ2cZNWqUUldXVyfTp08XNzc30Wg04uPjI2vWrFHqU1NTxcfHR6ysrOTxxx+Xjz/+uMEk6GuPR0QkLS1NunfvLlqtVvz9/WXHjh0N4nfs2DEZPXq06HQ6sba2lqCgIGWyeL3Vq1cLAMnKyrphHIw1CVolwpmf16qsrIS9vT3Onj0LnU7X0sMhIrqpc+fOobi42OD5LEStyYIFC7Bp0ybk5+ffsN2NftZv5/ubd4ERERFRi6murkZBQQHef/99TJkypdn6ZQJERETUwhYvXmxwe/zVrxEjRrT08JpUTEwMAgMDMXToUIMHXDY1XgJrBC+BEVFrw0tgrVt5eTnKy8sbrbOysmrwiABTZqxLYLwLjIiIqIW1a9fuureIU9PgJTAiIiIyOUyAiIjaEM5qoLbOWD/jTICIiNqA+uUU6pcfIGqramtrARguVXInOAeIiKgNMDc3h7W1NU6dOgULCwuo1fz/LbUtIoLa2lqUlZXBwcHhltZQuxEmQEREbYBKpYKbmxuKi4sbrBFF1JY4ODjA1dX1rvfDBIiIqI3QaDTw9fXlZTBqsywsLO76zE89JkBERG2IWq3mc4CIbgEvEhMREZHJYQJEREREJocJEBEREZkczgFqRP1DliorK1t4JERERHSr6r+3b+VhiUyAGlFVVQUA8PDwaOGREBER0e2qqqqCvb39DdtwNfhG6PV6/Pvf/4adnR1UKpVR911ZWQkPDw/8/PPPXGm+CTHOzYNxbh6Mc/NhrJtHU8VZRFBVVQV3d/ebPgyUZ4AaoVarcd999zVpHzqdjr9czYBxbh6Mc/NgnJsPY908miLONzvzU4+ToImIiMjkMAEiIiIik8MEqJlptVokJCRAq9W29FDaNMa5eTDOzYNxbj6MdfO4F+LMSdBERERkcngGiIiIiEwOEyAiIiIyOUyAiIiIyOQwASIiIiKTwwSoGX3wwQfw8vKCpaUl+vXrh6ysrJYeUquSmJiIPn36wM7ODh06dEBYWBiKiooM2pw7dw6TJ0+Gk5MTbG1tMXr0aJw8edKgTUlJCUaOHAlra2t06NABM2fOxKVLl5rzUFqVJUuWQKVSITY2ViljnI3j119/xdixY+Hk5AQrKyv4+fkhOztbqRcRzJ8/H25ubrCyskJISAgOHz5ssI/y8nJERkZCp9PBwcEBEydORHV1dXMfyj3r8uXLiI+Ph7e3N6ysrNClSxcsWLDAYK0oxvnOfPfdd3jiiSfg7u4OlUqFLVu2GNQbK675+fkYPHgwLC0t4eHhgbfeess4ByDULFJSUkSj0ciaNWvkxx9/lBdeeEEcHBzk5MmTLT20ViM0NFSSk5OloKBAcnNz5bHHHpNOnTpJdXW10uall14SDw8PSU9Pl+zsbOnfv78MGDBAqb906ZL06NFDQkJCJCcnR7766itxdnaW1157rSUO6Z6XlZUlXl5e4u/vL9OmTVPKGee7V15eLp6enjJ+/HjJzMyUo0ePyt///nf56aeflDZLliwRe3t72bJli+Tl5cmTTz4p3t7eUldXp7QZPny4BAQEyN69e2XXrl3i4+MjERERLXFI96RFixaJk5OTfPnll1JcXCybNm0SW1tbee+995Q2jPOd+eqrr2Tu3LmyefNmASCpqakG9caI69mzZ8XFxUUiIyOloKBAPv30U7GyspKVK1fe9fiZADWTvn37yuTJk5XPly9fFnd3d0lMTGzBUbVuZWVlAkB27twpIiIVFRViYWEhmzZtUtocPHhQAMiePXtE5MovrFqtltLSUqXNihUrRKfTyfnz55v3AO5xVVVV4uvrK2lpaTJkyBAlAWKcjSMuLk4GDRp03Xq9Xi+urq7y9ttvK2UVFRWi1Wrl008/FRGRwsJCASD79u1T2nz99deiUqnk119/bbrBtyIjR46UCRMmGJSNGjVKIiMjRYRxNpZrEyBjxfXDDz8UR0dHg78bcXFx0rVr17seMy+BNYMLFy5g//79CAkJUcrUajVCQkKwZ8+eFhxZ63b27FkAQLt27QAA+/fvx8WLFw3i3K1bN3Tq1EmJ8549e+Dn5wcXFxelTWhoKCorK/Hjjz824+jvfZMnT8bIkSMN4gkwzsaydetWBAUF4emnn0aHDh3Qq1cvJCUlKfXFxcUoLS01iLO9vT369etnEGcHBwcEBQUpbUJCQqBWq5GZmdl8B3MPGzBgANLT03Ho0CEAQF5eHjIyMjBixAgAjHNTMVZc9+zZgwcffBAajUZpExoaiqKiIpw5c+auxsjFUJvBf/7zH1y+fNngywAAXFxc8K9//auFRtW66fV6xMbGYuDAgejRowcAoLS0FBqNBg4ODgZtXVxcUFpaqrRp7N+hvo6uSElJwQ8//IB9+/Y1qGOcjePo0aNYsWIFZsyYgTlz5mDfvn2YOnUqNBoNoqOjlTg1Fser49yhQweDenNzc7Rr145x/p/Zs2ejsrIS3bp1g5mZGS5fvoxFixYhMjISABjnJmKsuJaWlsLb27vBPurrHB0d73iMTICoVZo8eTIKCgqQkZHR0kNpc37++WdMmzYNaWlpsLS0bOnhtFl6vR5BQUFYvHgxAKBXr14oKCjARx99hOjo6BYeXdvx17/+FevXr8eGDRvwm9/8Brm5uYiNjYW7uzvjbOJ4CawZODs7w8zMrMFdMidPnoSrq2sLjar1iomJwZdffolvv/0W9913n1Lu6uqKCxcuoKKiwqD91XF2dXVt9N+hvo6uXOIqKytD7969YW5uDnNzc+zcuRPLly+Hubk5XFxcGGcjcHNzwwMPPGBQ1r17d5SUlAD4f5xu9HfD1dUVZWVlBvWXLl1CeXk54/w/M2fOxOzZszFmzBj4+flh3LhxmD59OhITEwEwzk3FWHFtyr8lTICagUajQWBgINLT05UyvV6P9PR0BAcHt+DIWhcRQUxMDFJTU/HNN980OC0aGBgICwsLgzgXFRWhpKREiXNwcDAOHDhg8EuXlpYGnU7X4MvIVA0bNgwHDhxAbm6u8goKCkJkZKTynnG+ewMHDmzwGIdDhw7B09MTAODt7Q1XV1eDOFdWViIzM9MgzhUVFdi/f7/S5ptvvoFer0e/fv2a4SjufbW1tVCrDb/qzMzMoNfrATDOTcVYcQ0ODsZ3332HixcvKm3S0tLQtWvXu7r8BYC3wTeXlJQU0Wq1snbtWiksLJRJkyaJg4ODwV0ydGMvv/yy2Nvby44dO+TEiRPKq7a2Vmnz0ksvSadOneSbb76R7OxsCQ4OluDgYKW+/vbsRx99VHJzc2X79u3Svn173p59E1ffBSbCOBtDVlaWmJuby6JFi+Tw4cOyfv16sba2lr/85S9KmyVLloiDg4N8/vnnkp+fL0899VSjtxH36tVLMjMzJSMjQ3x9fU3+9uyrRUdHS8eOHZXb4Ddv3izOzs4ya9YspQ3jfGeqqqokJydHcnJyBIC8++67kpOTI8ePHxcR48S1oqJCXFxcZNy4cVJQUCApKSlibW3N2+Bbmz/96U/SqVMn0Wg00rdvX9m7d29LD6lVAdDoKzk5WWlTV1cnr7zyijg6Ooq1tbWEh4fLiRMnDPZz7NgxGTFihFhZWYmzs7O8+uqrcvHixWY+mtbl2gSIcTaOL774Qnr06CFarVa6desmH3/8sUG9Xq+X+Ph4cXFxEa1WK8OGDZOioiKDNqdPn5aIiAixtbUVnU4nzz33nFRVVTXnYdzTKisrZdq0adKpUyextLSUzp07y9y5cw1uq2ac78y3337b6N/k6OhoETFeXPPy8mTQoEGi1WqlY8eOsmTJEqOMXyVy1eMwiYiIiEwA5wARERGRyWECRERERCaHCRARERGZHCZAREREZHKYABEREZHJYQJEREREJocJEBEREZkcJkBEREawY8cOqFSqBmukEdG9iQkQERnN+PHjoVKpoFKpYGFhAW9vb8yaNQvnzp1r8r6HDh0KlUqFlJQUg/Jly5bBy8uryfsnotaFCRARGdXw4cNx4sQJHD16FEuXLsXKlSuRkJDQLH1bWlpi3rx5BgsntnYXLlxo6SEQtUlMgIjIqLRaLVxdXeHh4YGwsDCEhIQgLS1Nqffy8sKyZcsMtunZsydef/115bNKpcKqVasQHh4Oa2tr+Pr6YuvWrTftOyIiAhUVFUhKSrpum/HjxyMsLMygLDY2FkOHDlU+Dx06FFOmTEFsbCwcHR3h4uKCpKQk1NTU4LnnnoOdnR18fHzw9ddfN9j/999/D39/f1haWqJ///4oKCgwqM/IyMDgwYNhZWUFDw8PTJ06FTU1NQbxWbBgAaKioqDT6TBp0qSbHjcR3T4mQETUZAoKCrB7925oNJrb3vaNN97AM888g/z8fDz22GOIjIxEeXn5DbfR6XSYO3cu3nzzTYOk4k588skncHZ2RlZWFqZMmYKXX34ZTz/9NAYMGIAffvgBjz76KMaNG4fa2lqD7WbOnIl33nkH+/btQ/v27fHEE08oZ6SOHDmC4cOHY/To0cjPz8fGjRuRkZGBmJgYg3388Y9/REBAAHJychAfH39Xx0FEjWMCRERG9eWXX8LW1haWlpbw8/NDWVkZZs6cedv7GT9+PCIiIuDj44PFixejuroaWVlZN93ulVdegaWlJd599907Gb4iICAA8+bNg6+vL1577TVYWlrC2dkZL7zwAnx9fTF//nycPn0a+fn5BtslJCTgkUcegZ+fHz755BOcPHkSqampAIDExERERkYiNjYWvr6+GDBgAJYvX45169YZzJN6+OGH8eqrr6JLly7o0qXLXR0HETXOvKUHQERty0MPPYQVK1agpqYGS5cuhbm5OUaPHn3b+/H391fe29jYQKfToays7KbbabVavPnmm8pZmzt1df9mZmZwcnKCn5+fUubi4gIADcYUHBysvG/Xrh26du2KgwcPAgDy8vKQn5+P9evXK21EBHq9HsXFxejevTsAICgo6I7HTUS3hmeAiMiobGxs4OPjg4CAAKxZswaZmZlYvXq1Uq9WqyEiBts0NmnZwsLC4LNKpYJer7+lMYwdOxaenp5YuHBhg7q76f/qMpVKBQC3PCYAqK6uxosvvojc3FzllZeXh8OHDxuc6bGxsbnlfRLRnWECRERNRq1WY86cOZg3bx7q6uoAAO3bt8eJEyeUNpWVlSguLjZ6v4mJiVixYgWOHTtmUHdt/wCQm5trtL737t2rvD9z5gwOHTqknNnp3bs3CgsL4ePj0+B1J/OkiOjOMQEioib19NNPw8zMDB988AGAK/Nb/vznP2PXrl04cOAAoqOjYWZmZvR+R44ciX79+mHlypUG5Q8//DCys7Oxbt06HD58GAkJCQ3u1Lobb775JtLT01FQUIDx48fD2dlZuessLi4Ou3fvRkxMDHJzc3H48GF8/vnnDSZBE1HTYwJERE3K3NwcMTExeOutt1BTU4PXXnsNQ4YMweOPP46RI0ciLCysySb6/uEPf2jwEMbQ0FDEx8dj1qxZ6NOnD6qqqhAVFWW0PpcsWYJp06YhMDAQpaWl+OKLL5SzO/7+/ti5cycOHTqEwYMHo1evXpg/fz7c3d2N1j8R3RqVXHsxnIiIiKiN4xkgIiIiMjlMgIiIiMjkMAEiIiIik8MEiIiIiEwOEyAiIiIyOUyAiIiIyOQwASIiIiKTwwSIiIiITA4TICIiIjI5TICIiIjI5DABIiIiIpPDBIiIiIhMzn8BBKDJcevgVr0AAAAASUVORK5CYII=\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import csv\n",
        "\n",
        "with open('iris_baseline_full_experiment_5_noise_shift_2classes.csv', newline='') as f:\n",
        "    reader = csv.reader(f)\n",
        "    baseline = list(reader)\n",
        "    baseline = [float(x) for x in baseline[0]]\n",
        "\n",
        "with open('iris_ensemble_full_experiment_5_noise_shift_2classes.csv', newline='') as f:\n",
        "    reader = csv.reader(f)\n",
        "    ensemble = list(reader)\n",
        "    ensemble = [float(x) for x in ensemble[0]]"
      ],
      "metadata": {
        "id": "bXYDw2cHtLtH"
      },
      "execution_count": 56,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(ensemble)\n",
        "print(baseline)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "UdWUi-es0oC3",
        "outputId": "04dcd022-feda-459f-a53a-5f4ef547a8ae"
      },
      "execution_count": 57,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "\n",
        "print(np.mean(ensemble))\n",
        "print(np.mean(baseline))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RzIATHuzEqVh",
        "outputId": "bfe1ad09-b226-4394-bf5c-028c5866fd69"
      },
      "execution_count": 58,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "0.9880399978756904\n",
            "0.9688399966359138\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "\n",
        "bins = numpy.linspace(0.86, 1.0, 10)\n",
        "\n",
        "plt.hist([baseline, ensemble], bins=bins, label=[\"baseline\", \"ensemble\"])\n",
        "# plt.hist(baseline, label=\"baseline\", alpha=1.0)\n",
        "# plt.hist(ensemble, label=\"ensemble\", alpha=0.85)\n",
        "plt.legend(loc=\"upper left\")\n",
        "plt.title(\"Ensemble vs. Baseline on Iris\")\n",
        "plt.ylabel(\"Count\")\n",
        "plt.xlabel(\"Classification Accuracy\")\n",
        "plt.savefig('Experiment5_comparison_noise_shift_full_hist.png', dpi=1200)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "id": "fzaUjTIwDTUR",
        "outputId": "0d508723-499b-4559-81a7-4d9b800b983f"
      },
      "execution_count": 54,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from google.colab import files\n",
        "files.download('Experiment5_comparison_noise_shift_full_hist.png') "
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 17
        },
        "id": "Eptf2twlrLcL",
        "outputId": "545abe86-e738-43da-c674-6084cf55432d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ],
            "application/javascript": [
              "\n",
              "    async function download(id, filename, size) {\n",
              "      if (!google.colab.kernel.accessAllowed) {\n",
              "        return;\n",
              "      }\n",
              "      const div = document.createElement('div');\n",
              "      const label = document.createElement('label');\n",
              "      label.textContent = `Downloading \"${filename}\": `;\n",
              "      div.appendChild(label);\n",
              "      const progress = document.createElement('progress');\n",
              "      progress.max = size;\n",
              "      div.appendChild(progress);\n",
              "      document.body.appendChild(div);\n",
              "\n",
              "      const buffers = [];\n",
              "      let downloaded = 0;\n",
              "\n",
              "      const channel = await google.colab.kernel.comms.open(id);\n",
              "      // Send a message to notify the kernel that we're ready.\n",
              "      channel.send({})\n",
              "\n",
              "      for await (const message of channel.messages) {\n",
              "        // Send a message to notify the kernel that we're ready.\n",
              "        channel.send({})\n",
              "        if (message.buffers) {\n",
              "          for (const buffer of message.buffers) {\n",
              "            buffers.push(buffer);\n",
              "            downloaded += buffer.byteLength;\n",
              "            progress.value = downloaded;\n",
              "          }\n",
              "        }\n",
              "      }\n",
              "      const blob = new Blob(buffers, {type: 'application/binary'});\n",
              "      const a = document.createElement('a');\n",
              "      a.href = window.URL.createObjectURL(blob);\n",
              "      a.download = filename;\n",
              "      div.appendChild(a);\n",
              "      a.click();\n",
              "      div.remove();\n",
              "    }\n",
              "  "
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.Javascript object>"
            ],
            "application/javascript": [
              "download(\"download_94a11699-2aeb-4161-9ebf-04c1165e3d54\", \"Experiment5_comparison_noise_shift_full_hist.png\", 416007)"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from scipy import stats\n",
        "import numpy as np\n",
        "\n",
        "print(baseline)\n",
        "print(ensemble)\n",
        "\n",
        "t_check = stats.ttest_ind(ensemble, baseline)\n",
        "t_check\n",
        "alpha=0.05\n",
        "\n",
        "print(np.mean(baseline))\n",
        "print(np.mean(ensemble))\n",
        "\n",
        "print(t_check)\n",
        "print(t_check[1])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ZPKg4sics4tY",
        "outputId": "45fd2bca-a672-40f6-c2da-4e8d279ecfee"
      },
      "execution_count": 59,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.800000011920929, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.9599999785423279, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.9599999785423279, 0.9599999785423279, 0.8799999952316284, 0.8399999737739563, 1.0, 1.0, 1.0, 1.0, 0.9599999785423279, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.8799999952316284, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.9599999785423279]\n",
            "0.9688399966359138\n",
            "0.9880399978756904\n",
            "Ttest_indResult(statistic=8.173002166634674, pvalue=5.279332253696632e-16)\n",
            "5.279332253696632e-16\n"
          ]
        }
      ]
    }
  ]
}