Generating_images_using_DCGAN.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "name": "Generating images using DCGAN.ipynb",
      "provenance": [],
      "collapsed_sections": [
        "DNiXEKUFM4uq",
        "MSDz1mxbMzjl"
      ],
      "machine_shape": "hm",
      "mount_file_id": "18V8ga76sCOgStkNX7HT94qc-5B113XvK",
      "authorship_tag": "ABX9TyM677Vez1Z5t78pfQUKJqnL",
      "include_colab_link": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/anikch/Image-denoising-using-convolutional-autoencoder/blob/main/Generating_images_using_DCGAN.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "iaSYQuROV_Lo"
      },
      "source": [
        "import tensorflow as tf\n",
        "import matplotlib.pyplot as plt\n",
        "import matplotlib.image as mpimg\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "from keras.datasets import mnist\n",
        "from tqdm import tqdm\n",
        "from keras.layers.advanced_activations import LeakyReLU"
      ],
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DNiXEKUFM4uq"
      },
      "source": [
        "# Loading and checking data"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ju_mDPjUMmST"
      },
      "source": [
        "# Loading MNIST dataset\n",
        "mnist = tf.keras.datasets.mnist \n",
        "(X_train, Y_train), (X_test, Y_test) = mnist.load_data()"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "EhtJ4NnQMoKu",
        "outputId": "54ee8929-f49c-4b51-e27b-a0d3fb0bbd7f"
      },
      "source": [
        "# Data Exploration\n",
        "print(X_train.shape)\n",
        "print(X_test.shape)"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "(60000, 28, 28)\n",
            "(10000, 28, 28)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "b2C5aErlMq3r",
        "outputId": "9bb81edf-7460-4e41-86d8-aa0345c8881b"
      },
      "source": [
        "# Checking a random image\n",
        "plt.imshow(X_train[20,:,:], cmap='gray_r')"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x7f068a0a7250>"
            ]
          },
          "metadata": {},
          "execution_count": 4
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "MSDz1mxbMzjl"
      },
      "source": [
        "# Data Preprocessing"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sgHpLVP4MuTQ"
      },
      "source": [
        "# Changing data type and reshaping\n",
        "X_train= X_train.astype('float32').reshape(-1, 28,28,1)\n",
        "X_test= X_test.astype('float32').reshape(-1, 28,28,1)\n",
        "\n",
        "# Normalizing date [-1 to 1]\n",
        "X_train= (X_train - 127.5) / 127.5"
      ],
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "b3nCnLWnQedk"
      },
      "source": [
        "# Model Building"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "u0C4W25qQwL5"
      },
      "source": [
        "# parameters\n",
        "latent_dim= 100\n",
        "img_inp= (28,28,1)"
      ],
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "6iKMLvY4Qqco"
      },
      "source": [
        "# Generator architecture\n",
        "def generator_model(latent_dim):\n",
        "  model= tf.keras.Sequential()\n",
        "  n_nodes= 128 * 7 * 7\n",
        "  model.add(tf.keras.layers.Dense(n_nodes, use_bias= False, input_dim= latent_dim))\n",
        "  model.add(tf.keras.layers.BatchNormalization())\n",
        "  model.add(LeakyReLU(0.2))\n",
        "  model.add(tf.keras.layers.Reshape((7, 7, 128)))\n",
        "  # upsample to 14x14\n",
        "  model.add(tf.keras.layers.Conv2DTranspose(128, (4, 4), use_bias= False, strides= (2, 2), padding= 'same'))\n",
        "  model.add(tf.keras.layers.BatchNormalization())\n",
        "  model.add(LeakyReLU(alpha=0.2))\n",
        "  # upsample to 28x28\n",
        "  model.add(tf.keras.layers.Conv2DTranspose(128, (4, 4), use_bias= False, strides= (2, 2), padding= 'same'))\n",
        "  model.add(tf.keras.layers.BatchNormalization())\n",
        "  model.add(LeakyReLU(0.2))\n",
        "  model.add(tf.keras.layers.Conv2D(1, (7, 7), activation= 'tanh', padding= 'same'))\n",
        "  return model"
      ],
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "M4suLwioOQZL"
      },
      "source": [
        "# Discriminator architecture\n",
        "def discriminator_model(inp= img_inp):\n",
        "\tmodel= tf.keras.Sequential()\n",
        "\tmodel.add(tf.keras.layers.Conv2D(64, (3,3), strides= (2, 2), padding= 'same', input_shape= inp))\n",
        "\tmodel.add(LeakyReLU(0.2))\n",
        "\tmodel.add(tf.keras.layers.Dropout(0.5))\n",
        "\tmodel.add(tf.keras.layers.Conv2D(64, (3,3), strides= (2, 2), padding= 'same'))\n",
        "\tmodel.add(LeakyReLU(0.2))\n",
        "\tmodel.add(tf.keras.layers.Dropout(0.3))\n",
        "\tmodel.add(tf.keras.layers.Flatten())\n",
        "\tmodel.add(tf.keras.layers.Dense(1, activation= 'sigmoid'))\n",
        "\topt= tf.keras.optimizers.Adam(learning_rate= 0.0002, beta_1= 0.5)\n",
        "\tmodel.compile(loss= 'binary_crossentropy', optimizer= opt, metrics= ['accuracy'])\n",
        "\treturn model"
      ],
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "HFwwFiMQPySQ",
        "outputId": "acf51a01-9c68-4414-e4b0-c91ad6272ae1"
      },
      "source": [
        "# Discriminator model\n",
        "discriminator= discriminator_model()\n",
        "discriminator.summary()"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model: \"sequential\"\n",
            "_________________________________________________________________\n",
            " Layer (type)                Output Shape              Param #   \n",
            "=================================================================\n",
            " conv2d (Conv2D)             (None, 14, 14, 64)        640       \n",
            "                                                                 \n",
            " leaky_re_lu (LeakyReLU)     (None, 14, 14, 64)        0         \n",
            "                                                                 \n",
            " dropout (Dropout)           (None, 14, 14, 64)        0         \n",
            "                                                                 \n",
            " conv2d_1 (Conv2D)           (None, 7, 7, 64)          36928     \n",
            "                                                                 \n",
            " leaky_re_lu_1 (LeakyReLU)   (None, 7, 7, 64)          0         \n",
            "                                                                 \n",
            " dropout_1 (Dropout)         (None, 7, 7, 64)          0         \n",
            "                                                                 \n",
            " flatten (Flatten)           (None, 3136)              0         \n",
            "                                                                 \n",
            " dense (Dense)               (None, 1)                 3137      \n",
            "                                                                 \n",
            "=================================================================\n",
            "Total params: 40,705\n",
            "Trainable params: 40,705\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "a2Hin1WIcoVv"
      },
      "source": [
        "# define the combined generator and discriminator model, for updating the generator\n",
        "def define_gan(g_model, d_model):\n",
        "\t# make weights in the discriminator not trainable\n",
        "\td_model.trainable = False\n",
        "\t# connect them\n",
        "\tmodel = tf.keras.Sequential()\n",
        "\t# add generator\n",
        "\tmodel.add(g_model)\n",
        "\t# add the discriminator\n",
        "\tmodel.add(d_model)\n",
        "\t# compile model\n",
        "\topt= tf.keras.optimizers.Adam(learning_rate= 0.0002, beta_1= 0.5)\n",
        "\tmodel.compile(loss='binary_crossentropy', optimizer= opt)\n",
        "\treturn model"
      ],
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mLOe5djbP8Oj"
      },
      "source": [
        "def generate_real_samples(dataset, n_samples):\n",
        "\t# choose random instances\n",
        "\tix = np.random.randint(0, dataset.shape[0], n_samples)\n",
        "\t# retrieve selected images\n",
        "\tX = dataset[ix]\n",
        "\t# generate 'real' class labels (1)\n",
        "\ty = np.ones((n_samples, 1))\n",
        "\treturn X, y\n",
        "\n",
        "def generate_latent_points(latent_dim, n_samples):\n",
        "\t# generate points in the latent space\n",
        "\tx_input = np.random.randn(latent_dim * n_samples)\n",
        "\t# reshape into a batch of inputs for the network\n",
        "\tx_input = x_input.reshape(n_samples, latent_dim)\n",
        "\treturn x_input\n",
        "\n",
        "\n",
        "  # use the generator to generate n fake examples, with class labels\n",
        "def generate_fake_samples(g_model, latent_dim, n_samples):\n",
        "\t# generate points in latent space\n",
        "\tx_input = generate_latent_points(latent_dim, n_samples)\n",
        "\t# predict outputs\n",
        "\tX = g_model.predict(x_input)\n",
        "\t# create 'fake' class labels (0)\n",
        "\ty = np.zeros((n_samples, 1))\n",
        "\treturn X, y\n",
        " \n",
        "# create and save a plot of generated images (reversed grayscale)\n",
        "def save_plot(examples, epoch, n=10):\n",
        "\t# plot images\n",
        "\tfor i in range(n * n):\n",
        "\t\t# define subplot\n",
        "\t\tplt.subplot(n, n, 1 + i)\n",
        "\t\t# turn off axis\n",
        "\t\tplt.axis('off')\n",
        "\t\t# plot raw pixel data\n",
        "\t\tplt.imshow(examples[i, :, :, 0], cmap='gray_r')\n",
        "\t# save plot to file\n",
        "\tfilename = 'generated_plot_e%03d.png' % (epoch+1)\n",
        "\tplt.savefig(filename)\n",
        "\tplt.close()"
      ],
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ywCtVRaJbvkc"
      },
      "source": [
        "# evaluate the discriminator, plot generated images, save generator model\n",
        "def summarize_performance(epoch, g_model, d_model, dataset, latent_dim, n_samples=100):\n",
        "\t# prepare real samples\n",
        "\tX_real, y_real = generate_real_samples(dataset, n_samples)\n",
        "\t# evaluate discriminator on real examples\n",
        "\t_, acc_real = d_model.evaluate(X_real, y_real, verbose=0)\n",
        "\t# prepare fake examples\n",
        "\tx_fake, y_fake = generate_fake_samples(g_model, latent_dim, n_samples)\n",
        "\t# evaluate discriminator on fake examples\n",
        "\t_, acc_fake = d_model.evaluate(x_fake, y_fake, verbose=0)\n",
        "\t# summarize discriminator performance\n",
        "\tprint('>Accuracy real: %.0f%%, fake: %.0f%%' % (acc_real*100, acc_fake*100))\n",
        "\t# save plot\n",
        "\tsave_plot(x_fake, epoch)\n",
        "\t# save the generator model tile file\n",
        "\tfilename = 'generator_model_%03d.h5' % (epoch + 1)\n",
        "\tg_model.save(filename)"
      ],
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4rfsQMeMcIYX"
      },
      "source": [
        "# train the generator and discriminator\n",
        "def train(g_model, d_model, gan_model, dataset, latent_dim, n_epochs=100, n_batch=256):\n",
        "\tbat_per_epo = int(dataset.shape[0] / n_batch)\n",
        "\thalf_batch = int(n_batch / 2)\n",
        "\t# manually enumerate epochs\n",
        "\tfor i in range(n_epochs):\n",
        "\t\t# enumerate batches over the training set\n",
        "\t\tfor j in range(bat_per_epo):\n",
        "\t\t\t# get randomly selected 'real' samples\n",
        "\t\t\tX_real, y_real = generate_real_samples(dataset, half_batch)\n",
        "\t\t\t# generate 'fake' examples\n",
        "\t\t\tX_fake, y_fake = generate_fake_samples(g_model, latent_dim, half_batch)\n",
        "\t\t\t# create training set for the discriminator\n",
        "\t\t\tX, y = np.vstack((X_real, X_fake)), np.vstack((y_real, y_fake))\n",
        "\t\t\t# update discriminator model weights\n",
        "\t\t\td_loss, _ = d_model.train_on_batch(X, y)\n",
        "\t\t\t# prepare points in latent space as input for the generator\n",
        "\t\t\tX_gan = generate_latent_points(latent_dim, n_batch)\n",
        "\t\t\t# create inverted labels for the fake samples\n",
        "\t\t\ty_gan = np.ones((n_batch, 1))\n",
        "\t\t\t# update the generator via the discriminator's error\n",
        "\t\t\tg_loss = gan_model.train_on_batch(X_gan, y_gan)\n",
        "\t\t\t# summarize loss on this batch\n",
        "\t\t\tprint('>%d, %d/%d, d=%.3f, g=%.3f' % (i+1, j+1, bat_per_epo, d_loss, g_loss))\n",
        "\t\t# evaluate the model performance, sometimes\n",
        "\t\tif (i+1) % 10 == 0:\n",
        "\t\t\tsummarize_performance(i, g_model, d_model, dataset, latent_dim)\n"
      ],
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "303iWACYcKhu",
        "outputId": "4c37ae68-c696-450d-cdb5-1af959bc0b4b"
      },
      "source": [
        "# create the discriminator\n",
        "d_model = discriminator_model()\n",
        "# create the generator\n",
        "g_model = generator_model(latent_dim)\n",
        "# create the gan\n",
        "gan_model = define_gan(g_model, d_model)\n",
        "# load image data\n",
        "dataset = X_train\n",
        "# train model\n",
        "train(g_model, d_model, gan_model, dataset, latent_dim)"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
            ">79, 155/234, d=0.683, g=0.710\n",
            ">79, 156/234, d=0.684, g=0.706\n",
            ">79, 157/234, d=0.696, g=0.678\n",
            ">79, 158/234, d=0.683, g=0.663\n",
            ">79, 159/234, d=0.698, g=0.697\n",
            ">79, 160/234, d=0.688, g=0.722\n",
            ">79, 161/234, d=0.688, g=0.731\n",
            ">79, 162/234, d=0.684, g=0.713\n",
            ">79, 163/234, d=0.699, g=0.714\n",
            ">79, 164/234, d=0.680, g=0.692\n",
            ">79, 165/234, d=0.696, g=0.693\n",
            ">79, 166/234, d=0.683, g=0.700\n",
            ">79, 167/234, d=0.688, g=0.692\n",
            ">79, 168/234, d=0.690, g=0.697\n",
            ">79, 169/234, d=0.699, g=0.707\n",
            ">79, 170/234, d=0.688, g=0.705\n",
            ">79, 171/234, d=0.698, g=0.696\n",
            ">79, 172/234, d=0.691, g=0.698\n",
            ">79, 173/234, d=0.700, g=0.695\n",
            ">79, 174/234, d=0.692, g=0.703\n",
            ">79, 175/234, d=0.683, g=0.721\n",
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            ">79, 177/234, d=0.696, g=0.700\n",
            ">79, 178/234, d=0.686, g=0.698\n",
            ">79, 179/234, d=0.690, g=0.681\n",
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            ">79, 216/234, d=0.697, g=0.726\n",
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            ">80, 1/234, d=0.686, g=0.690\n",
            ">80, 2/234, d=0.681, g=0.731\n",
            ">80, 3/234, d=0.690, g=0.718\n",
            ">80, 4/234, d=0.695, g=0.709\n",
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            ">80, 38/234, d=0.701, g=0.735\n",
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            ">80, 46/234, d=0.689, g=0.666\n",
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            ">80, 48/234, d=0.689, g=0.723\n",
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            ">80, 194/234, d=0.689, g=0.708\n",
            ">80, 195/234, d=0.697, g=0.683\n",
            ">80, 196/234, d=0.690, g=0.693\n",
            ">80, 197/234, d=0.689, g=0.701\n",
            ">80, 198/234, d=0.683, g=0.723\n",
            ">80, 199/234, d=0.692, g=0.721\n",
            ">80, 200/234, d=0.698, g=0.700\n",
            ">80, 201/234, d=0.691, g=0.684\n",
            ">80, 202/234, d=0.699, g=0.694\n",
            ">80, 203/234, d=0.685, g=0.728\n",
            ">80, 204/234, d=0.687, g=0.706\n",
            ">80, 205/234, d=0.686, g=0.724\n",
            ">80, 206/234, d=0.690, g=0.687\n",
            ">80, 207/234, d=0.690, g=0.689\n",
            ">80, 208/234, d=0.688, g=0.715\n",
            ">80, 209/234, d=0.691, g=0.714\n",
            ">80, 210/234, d=0.686, g=0.711\n",
            ">80, 211/234, d=0.697, g=0.704\n",
            ">80, 212/234, d=0.691, g=0.712\n",
            ">80, 213/234, d=0.682, g=0.692\n",
            ">80, 214/234, d=0.681, g=0.689\n",
            ">80, 215/234, d=0.694, g=0.684\n",
            ">80, 216/234, d=0.696, g=0.702\n",
            ">80, 217/234, d=0.685, g=0.701\n",
            ">80, 218/234, d=0.684, g=0.718\n",
            ">80, 219/234, d=0.691, g=0.740\n",
            ">80, 220/234, d=0.695, g=0.738\n",
            ">80, 221/234, d=0.686, g=0.697\n",
            ">80, 222/234, d=0.691, g=0.679\n",
            ">80, 223/234, d=0.691, g=0.693\n",
            ">80, 224/234, d=0.696, g=0.717\n",
            ">80, 225/234, d=0.691, g=0.693\n",
            ">80, 226/234, d=0.685, g=0.705\n",
            ">80, 227/234, d=0.697, g=0.730\n",
            ">80, 228/234, d=0.689, g=0.713\n",
            ">80, 229/234, d=0.687, g=0.685\n",
            ">80, 230/234, d=0.697, g=0.701\n",
            ">80, 231/234, d=0.680, g=0.684\n",
            ">80, 232/234, d=0.688, g=0.681\n",
            ">80, 233/234, d=0.684, g=0.724\n",
            ">80, 234/234, d=0.689, g=0.732\n",
            ">Accuracy real: 100%, fake: 7%\n",
            "WARNING:tensorflow:Compiled the loaded model, but the compiled metrics have yet to be built. `model.compile_metrics` will be empty until you train or evaluate the model.\n",
            ">81, 1/234, d=0.691, g=0.736\n",
            ">81, 2/234, d=0.693, g=0.716\n",
            ">81, 3/234, d=0.689, g=0.695\n",
            ">81, 4/234, d=0.701, g=0.689\n",
            ">81, 5/234, d=0.688, g=0.713\n",
            ">81, 6/234, d=0.683, g=0.715\n",
            ">81, 7/234, d=0.690, g=0.702\n",
            ">81, 8/234, d=0.689, g=0.668\n",
            ">81, 9/234, d=0.689, g=0.680\n",
            ">81, 10/234, d=0.688, g=0.704\n",
            ">81, 11/234, d=0.697, g=0.707\n",
            ">81, 12/234, d=0.677, g=0.725\n",
            ">81, 13/234, d=0.699, g=0.720\n",
            ">81, 14/234, d=0.690, g=0.700\n",
            ">81, 15/234, d=0.694, g=0.696\n",
            ">81, 16/234, d=0.685, g=0.691\n",
            ">81, 17/234, d=0.691, g=0.715\n",
            ">81, 18/234, d=0.679, g=0.716\n",
            ">81, 19/234, d=0.687, g=0.704\n",
            ">81, 20/234, d=0.689, g=0.700\n",
            ">81, 21/234, d=0.698, g=0.690\n",
            ">81, 22/234, d=0.697, g=0.693\n",
            ">81, 23/234, d=0.687, g=0.704\n",
            ">81, 24/234, d=0.679, g=0.725\n",
            ">81, 25/234, d=0.690, g=0.703\n",
            ">81, 26/234, d=0.691, g=0.705\n",
            ">81, 27/234, d=0.691, g=0.718\n",
            ">81, 28/234, d=0.691, g=0.687\n",
            ">81, 29/234, d=0.684, g=0.692\n",
            ">81, 30/234, d=0.689, g=0.711\n",
            ">81, 31/234, d=0.680, g=0.728\n",
            ">81, 32/234, d=0.688, g=0.709\n",
            ">81, 33/234, d=0.689, g=0.689\n",
            ">81, 34/234, d=0.684, g=0.683\n",
            ">81, 35/234, d=0.691, g=0.696\n",
            ">81, 36/234, d=0.689, g=0.725\n",
            ">81, 37/234, d=0.699, g=0.701\n",
            ">81, 38/234, d=0.681, g=0.725\n",
            ">81, 39/234, d=0.690, g=0.724\n",
            ">81, 40/234, d=0.677, g=0.709\n",
            ">81, 41/234, d=0.683, g=0.694\n",
            ">81, 42/234, d=0.688, g=0.720\n",
            ">81, 43/234, d=0.696, g=0.715\n",
            ">81, 44/234, d=0.686, g=0.726\n",
            ">81, 45/234, d=0.687, g=0.705\n",
            ">81, 46/234, d=0.683, g=0.680\n",
            ">81, 47/234, d=0.696, g=0.711\n",
            ">81, 48/234, d=0.695, g=0.706\n",
            ">81, 49/234, d=0.686, g=0.707\n",
            ">81, 50/234, d=0.691, g=0.711\n",
            ">81, 51/234, d=0.692, g=0.686\n",
            ">81, 52/234, d=0.689, g=0.688\n",
            ">81, 53/234, d=0.689, g=0.697\n",
            ">81, 54/234, d=0.683, g=0.701\n",
            ">81, 55/234, d=0.687, g=0.736\n",
            ">81, 56/234, d=0.691, g=0.693\n",
            ">81, 57/234, d=0.690, g=0.698\n",
            ">81, 58/234, d=0.686, g=0.690\n",
            ">81, 59/234, d=0.695, g=0.729\n",
            ">81, 60/234, d=0.690, g=0.713\n",
            ">81, 61/234, d=0.692, g=0.670\n",
            ">81, 62/234, d=0.693, g=0.670\n",
            ">81, 63/234, d=0.694, g=0.720\n",
            ">81, 64/234, d=0.697, g=0.735\n",
            ">81, 65/234, d=0.683, g=0.751\n",
            ">81, 66/234, d=0.687, g=0.706\n",
            ">81, 67/234, d=0.692, g=0.686\n",
            ">81, 68/234, d=0.686, g=0.704\n",
            ">81, 69/234, d=0.686, g=0.743\n",
            ">81, 70/234, d=0.695, g=0.685\n",
            ">81, 71/234, d=0.688, g=0.657\n",
            ">81, 72/234, d=0.687, g=0.722\n",
            ">81, 73/234, d=0.695, g=0.745\n",
            ">81, 74/234, d=0.683, g=0.720\n",
            ">81, 75/234, d=0.683, g=0.687\n",
            ">81, 76/234, d=0.684, g=0.689\n",
            ">81, 77/234, d=0.685, g=0.693\n",
            ">81, 78/234, d=0.679, g=0.703\n",
            ">81, 79/234, d=0.690, g=0.690\n",
            ">81, 80/234, d=0.689, g=0.668\n",
            ">81, 81/234, d=0.692, g=0.692\n",
            ">81, 82/234, d=0.696, g=0.737\n",
            ">81, 83/234, d=0.693, g=0.735\n",
            ">81, 84/234, d=0.687, g=0.707\n",
            ">81, 85/234, d=0.696, g=0.682\n",
            ">81, 86/234, d=0.692, g=0.695\n",
            ">81, 87/234, d=0.693, g=0.729\n",
            ">81, 88/234, d=0.681, g=0.747\n",
            ">81, 89/234, d=0.696, g=0.693\n",
            ">81, 90/234, d=0.685, g=0.666\n",
            ">81, 91/234, d=0.692, g=0.679\n",
            ">81, 92/234, d=0.696, g=0.700\n",
            ">81, 93/234, d=0.686, g=0.706\n",
            ">81, 94/234, d=0.697, g=0.715\n",
            ">81, 95/234, d=0.681, g=0.684\n",
            ">81, 96/234, d=0.696, g=0.716\n",
            ">81, 97/234, d=0.696, g=0.730\n",
            ">81, 98/234, d=0.688, g=0.708\n",
            ">81, 99/234, d=0.686, g=0.685\n",
            ">81, 100/234, d=0.692, g=0.697\n",
            ">81, 101/234, d=0.694, g=0.720\n",
            ">81, 102/234, d=0.692, g=0.741\n",
            ">81, 103/234, d=0.683, g=0.697\n",
            ">81, 104/234, d=0.694, g=0.701\n",
            ">81, 105/234, d=0.684, g=0.707\n",
            ">81, 106/234, d=0.689, g=0.717\n",
            ">81, 107/234, d=0.689, g=0.690\n",
            ">81, 108/234, d=0.684, g=0.673\n",
            ">81, 109/234, d=0.698, g=0.698\n",
            ">81, 110/234, d=0.691, g=0.737\n",
            ">81, 111/234, d=0.690, g=0.726\n",
            ">81, 112/234, d=0.687, g=0.704\n",
            ">81, 113/234, d=0.690, g=0.711\n",
            ">81, 114/234, d=0.683, g=0.697\n",
            ">81, 115/234, d=0.684, g=0.705\n",
            ">81, 116/234, d=0.692, g=0.729\n",
            ">81, 117/234, d=0.687, g=0.700\n",
            ">81, 118/234, d=0.687, g=0.687\n",
            ">81, 119/234, d=0.684, g=0.712\n",
            ">81, 120/234, d=0.686, g=0.711\n",
            ">81, 121/234, d=0.688, g=0.722\n",
            ">81, 122/234, d=0.695, g=0.717\n",
            ">81, 123/234, d=0.683, g=0.694\n",
            ">81, 124/234, d=0.677, g=0.718\n",
            ">81, 125/234, d=0.686, g=0.677\n",
            ">81, 126/234, d=0.692, g=0.672\n",
            ">81, 127/234, d=0.681, g=0.680\n",
            ">81, 128/234, d=0.689, g=0.718\n",
            ">81, 129/234, d=0.683, g=0.716\n",
            ">81, 130/234, d=0.689, g=0.712\n",
            ">81, 131/234, d=0.687, g=0.700\n",
            ">81, 132/234, d=0.692, g=0.715\n",
            ">81, 133/234, d=0.687, g=0.700\n",
            ">81, 134/234, d=0.685, g=0.703\n",
            ">81, 135/234, d=0.682, g=0.717\n",
            ">81, 136/234, d=0.692, g=0.710\n",
            ">81, 137/234, d=0.691, g=0.676\n",
            ">81, 138/234, d=0.682, g=0.674\n",
            ">81, 139/234, d=0.684, g=0.723\n",
            ">81, 140/234, d=0.696, g=0.749\n",
            ">81, 141/234, d=0.693, g=0.719\n",
            ">81, 142/234, d=0.684, g=0.693\n",
            ">81, 143/234, d=0.692, g=0.713\n",
            ">81, 144/234, d=0.679, g=0.720\n",
            ">81, 145/234, d=0.688, g=0.701\n",
            ">81, 146/234, d=0.686, g=0.709\n",
            ">81, 147/234, d=0.689, g=0.707\n",
            ">81, 148/234, d=0.686, g=0.712\n",
            ">81, 149/234, d=0.688, g=0.696\n",
            ">81, 150/234, d=0.698, g=0.662\n",
            ">81, 151/234, d=0.699, g=0.682\n",
            ">81, 152/234, d=0.684, g=0.702\n",
            ">81, 153/234, d=0.680, g=0.702\n",
            ">81, 154/234, d=0.688, g=0.699\n",
            ">81, 155/234, d=0.697, g=0.724\n",
            ">81, 156/234, d=0.695, g=0.693\n",
            ">81, 157/234, d=0.687, g=0.686\n",
            ">81, 158/234, d=0.700, g=0.704\n",
            ">81, 159/234, d=0.685, g=0.721\n",
            ">81, 160/234, d=0.694, g=0.708\n",
            ">81, 161/234, d=0.689, g=0.717\n",
            ">81, 162/234, d=0.682, g=0.754\n",
            ">81, 163/234, d=0.692, g=0.693\n",
            ">81, 164/234, d=0.694, g=0.667\n",
            ">81, 165/234, d=0.691, g=0.709\n",
            ">81, 166/234, d=0.685, g=0.721\n",
            ">81, 167/234, d=0.684, g=0.719\n",
            ">81, 168/234, d=0.692, g=0.707\n",
            ">81, 169/234, d=0.688, g=0.698\n",
            ">81, 170/234, d=0.685, g=0.715\n",
            ">81, 171/234, d=0.683, g=0.723\n",
            ">81, 172/234, d=0.689, g=0.711\n",
            ">81, 173/234, d=0.686, g=0.701\n",
            ">81, 174/234, d=0.675, g=0.724\n",
            ">81, 175/234, d=0.693, g=0.707\n",
            ">81, 176/234, d=0.682, g=0.710\n",
            ">81, 177/234, d=0.682, g=0.711\n",
            ">81, 178/234, d=0.681, g=0.683\n",
            ">81, 179/234, d=0.686, g=0.667\n",
            ">81, 180/234, d=0.686, g=0.710\n",
            ">81, 181/234, d=0.694, g=0.723\n",
            ">81, 182/234, d=0.690, g=0.704\n",
            ">81, 183/234, d=0.690, g=0.685\n",
            ">81, 184/234, d=0.692, g=0.696\n",
            ">81, 185/234, d=0.694, g=0.712\n",
            ">81, 186/234, d=0.692, g=0.707\n",
            ">81, 187/234, d=0.683, g=0.735\n",
            ">81, 188/234, d=0.692, g=0.721\n",
            ">81, 189/234, d=0.685, g=0.689\n",
            ">81, 190/234, d=0.694, g=0.692\n",
            ">81, 191/234, d=0.692, g=0.722\n",
            ">81, 192/234, d=0.689, g=0.746\n",
            ">81, 193/234, d=0.685, g=0.722\n",
            ">81, 194/234, d=0.687, g=0.709\n",
            ">81, 195/234, d=0.679, g=0.703\n",
            ">81, 196/234, d=0.692, g=0.695\n",
            ">81, 197/234, d=0.686, g=0.695\n",
            ">81, 198/234, d=0.678, g=0.724\n",
            ">81, 199/234, d=0.692, g=0.710\n",
            ">81, 200/234, d=0.686, g=0.713\n",
            ">81, 201/234, d=0.687, g=0.699\n",
            ">81, 202/234, d=0.676, g=0.696\n",
            ">81, 203/234, d=0.679, g=0.694\n",
            ">81, 204/234, d=0.687, g=0.696\n",
            ">81, 205/234, d=0.694, g=0.722\n",
            ">81, 206/234, d=0.686, g=0.723\n",
            ">81, 207/234, d=0.691, g=0.697\n",
            ">81, 208/234, d=0.686, g=0.686\n",
            ">81, 209/234, d=0.688, g=0.704\n",
            ">81, 210/234, d=0.687, g=0.717\n",
            ">81, 211/234, d=0.692, g=0.724\n",
            ">81, 212/234, d=0.687, g=0.692\n",
            ">81, 213/234, d=0.687, g=0.669\n",
            ">81, 214/234, d=0.688, g=0.682\n",
            ">81, 215/234, d=0.687, g=0.695\n",
            ">81, 216/234, d=0.701, g=0.743\n",
            ">81, 217/234, d=0.693, g=0.716\n",
            ">81, 218/234, d=0.689, g=0.671\n",
            ">81, 219/234, d=0.689, g=0.700\n",
            ">81, 220/234, d=0.694, g=0.719\n",
            ">81, 221/234, d=0.687, g=0.727\n",
            ">81, 222/234, d=0.684, g=0.706\n",
            ">81, 223/234, d=0.689, g=0.699\n",
            ">81, 224/234, d=0.687, g=0.680\n",
            ">81, 225/234, d=0.691, g=0.701\n",
            ">81, 226/234, d=0.686, g=0.744\n",
            ">81, 227/234, d=0.700, g=0.679\n",
            ">81, 228/234, d=0.693, g=0.679\n",
            ">81, 229/234, d=0.692, g=0.721\n",
            ">81, 230/234, d=0.682, g=0.737\n",
            ">81, 231/234, d=0.687, g=0.727\n",
            ">81, 232/234, d=0.686, g=0.673\n",
            ">81, 233/234, d=0.690, g=0.699\n",
            ">81, 234/234, d=0.693, g=0.740\n",
            ">82, 1/234, d=0.688, g=0.720\n",
            ">82, 2/234, d=0.683, g=0.678\n",
            ">82, 3/234, d=0.692, g=0.676\n",
            ">82, 4/234, d=0.694, g=0.696\n",
            ">82, 5/234, d=0.703, g=0.710\n",
            ">82, 6/234, d=0.690, g=0.712\n",
            ">82, 7/234, d=0.686, g=0.698\n",
            ">82, 8/234, d=0.678, g=0.715\n",
            ">82, 9/234, d=0.687, g=0.709\n",
            ">82, 10/234, d=0.690, g=0.727\n",
            ">82, 11/234, d=0.694, g=0.694\n",
            ">82, 12/234, d=0.687, g=0.688\n",
            ">82, 13/234, d=0.703, g=0.692\n",
            ">82, 14/234, d=0.679, g=0.707\n",
            ">82, 15/234, d=0.691, g=0.714\n",
            ">82, 16/234, d=0.693, g=0.698\n",
            ">82, 17/234, d=0.688, g=0.684\n",
            ">82, 18/234, d=0.693, g=0.703\n",
            ">82, 19/234, d=0.689, g=0.713\n",
            ">82, 20/234, d=0.700, g=0.692\n",
            ">82, 21/234, d=0.694, g=0.695\n",
            ">82, 22/234, d=0.685, g=0.692\n",
            ">82, 23/234, d=0.685, g=0.698\n",
            ">82, 24/234, d=0.690, g=0.707\n",
            ">82, 25/234, d=0.686, g=0.715\n",
            ">82, 26/234, d=0.707, g=0.688\n",
            ">82, 27/234, d=0.697, g=0.696\n",
            ">82, 28/234, d=0.687, g=0.723\n",
            ">82, 29/234, d=0.691, g=0.707\n",
            ">82, 30/234, d=0.698, g=0.707\n",
            ">82, 31/234, d=0.693, g=0.725\n",
            ">82, 32/234, d=0.685, g=0.722\n",
            ">82, 33/234, d=0.684, g=0.699\n",
            ">82, 34/234, d=0.689, g=0.698\n",
            ">82, 35/234, d=0.692, g=0.724\n",
            ">82, 36/234, d=0.689, g=0.702\n",
            ">82, 37/234, d=0.689, g=0.713\n",
            ">82, 38/234, d=0.694, g=0.685\n",
            ">82, 39/234, d=0.694, g=0.675\n",
            ">82, 40/234, d=0.688, g=0.693\n",
            ">82, 41/234, d=0.690, g=0.684\n",
            ">82, 42/234, d=0.692, g=0.732\n",
            ">82, 43/234, d=0.682, g=0.738\n",
            ">82, 44/234, d=0.685, g=0.701\n",
            ">82, 45/234, d=0.683, g=0.697\n",
            ">82, 46/234, d=0.685, g=0.694\n",
            ">82, 47/234, d=0.693, g=0.737\n",
            ">82, 48/234, d=0.681, g=0.728\n",
            ">82, 49/234, d=0.684, g=0.704\n",
            ">82, 50/234, d=0.686, g=0.682\n",
            ">82, 51/234, d=0.685, g=0.706\n",
            ">82, 52/234, d=0.697, g=0.711\n",
            ">82, 53/234, d=0.686, g=0.715\n",
            ">82, 54/234, d=0.685, g=0.694\n",
            ">82, 55/234, d=0.692, g=0.683\n",
            ">82, 56/234, d=0.683, g=0.732\n",
            ">82, 57/234, d=0.684, g=0.713\n",
            ">82, 58/234, d=0.686, g=0.684\n",
            ">82, 59/234, d=0.687, g=0.679\n",
            ">82, 60/234, d=0.681, g=0.705\n",
            ">82, 61/234, d=0.691, g=0.712\n",
            ">82, 62/234, d=0.695, g=0.713\n",
            ">82, 63/234, d=0.696, g=0.683\n",
            ">82, 64/234, d=0.694, g=0.674\n",
            ">82, 65/234, d=0.682, g=0.724\n",
            ">82, 66/234, d=0.698, g=0.720\n",
            ">82, 67/234, d=0.693, g=0.727\n",
            ">82, 68/234, d=0.684, g=0.701\n",
            ">82, 69/234, d=0.692, g=0.658\n",
            ">82, 70/234, d=0.693, g=0.703\n",
            ">82, 71/234, d=0.674, g=0.718\n",
            ">82, 72/234, d=0.684, g=0.724\n",
            ">82, 73/234, d=0.687, g=0.729\n",
            ">82, 74/234, d=0.697, g=0.703\n",
            ">82, 75/234, d=0.687, g=0.703\n",
            ">82, 76/234, d=0.696, g=0.713\n",
            ">82, 77/234, d=0.692, g=0.693\n",
            ">82, 78/234, d=0.681, g=0.691\n",
            ">82, 79/234, d=0.695, g=0.703\n",
            ">82, 80/234, d=0.691, g=0.715\n",
            ">82, 81/234, d=0.685, g=0.718\n",
            ">82, 82/234, d=0.694, g=0.703\n",
            ">82, 83/234, d=0.688, g=0.721\n",
            ">82, 84/234, d=0.685, g=0.710\n",
            ">82, 85/234, d=0.688, g=0.688\n",
            ">82, 86/234, d=0.699, g=0.685\n",
            ">82, 87/234, d=0.686, g=0.739\n",
            ">82, 88/234, d=0.682, g=0.719\n",
            ">82, 89/234, d=0.685, g=0.695\n",
            ">82, 90/234, d=0.695, g=0.682\n",
            ">82, 91/234, d=0.695, g=0.704\n",
            ">82, 92/234, d=0.692, g=0.724\n",
            ">82, 93/234, d=0.689, g=0.712\n",
            ">82, 94/234, d=0.689, g=0.695\n",
            ">82, 95/234, d=0.685, g=0.688\n",
            ">82, 96/234, d=0.687, g=0.706\n",
            ">82, 97/234, d=0.691, g=0.725\n",
            ">82, 98/234, d=0.692, g=0.713\n",
            ">82, 99/234, d=0.689, g=0.704\n",
            ">82, 100/234, d=0.691, g=0.706\n",
            ">82, 101/234, d=0.684, g=0.677\n",
            ">82, 102/234, d=0.695, g=0.725\n",
            ">82, 103/234, d=0.694, g=0.730\n",
            ">82, 104/234, d=0.687, g=0.711\n",
            ">82, 105/234, d=0.687, g=0.703\n",
            ">82, 106/234, d=0.693, g=0.702\n",
            ">82, 107/234, d=0.686, g=0.678\n",
            ">82, 108/234, d=0.687, g=0.706\n",
            ">82, 109/234, d=0.681, g=0.722\n",
            ">82, 110/234, d=0.686, g=0.713\n",
            ">82, 111/234, d=0.695, g=0.704\n",
            ">82, 112/234, d=0.691, g=0.719\n",
            ">82, 113/234, d=0.690, g=0.698\n",
            ">82, 114/234, d=0.690, g=0.690\n",
            ">82, 115/234, d=0.687, g=0.702\n",
            ">82, 116/234, d=0.684, g=0.704\n",
            ">82, 117/234, d=0.685, g=0.714\n",
            ">82, 118/234, d=0.684, g=0.694\n",
            ">82, 119/234, d=0.687, g=0.712\n",
            ">82, 120/234, d=0.690, g=0.714\n",
            ">82, 121/234, d=0.690, g=0.721\n",
            ">82, 122/234, d=0.693, g=0.710\n",
            ">82, 123/234, d=0.687, g=0.702\n",
            ">82, 124/234, d=0.697, g=0.704\n",
            ">82, 125/234, d=0.695, g=0.700\n",
            ">82, 126/234, d=0.692, g=0.693\n",
            ">82, 127/234, d=0.681, g=0.674\n",
            ">82, 128/234, d=0.680, g=0.702\n",
            ">82, 129/234, d=0.699, g=0.732\n",
            ">82, 130/234, d=0.686, g=0.726\n",
            ">82, 131/234, d=0.691, g=0.713\n",
            ">82, 132/234, d=0.680, g=0.678\n",
            ">82, 133/234, d=0.688, g=0.690\n",
            ">82, 134/234, d=0.684, g=0.721\n",
            ">82, 135/234, d=0.688, g=0.732\n",
            ">82, 136/234, d=0.693, g=0.721\n",
            ">82, 137/234, d=0.690, g=0.702\n",
            ">82, 138/234, d=0.691, g=0.698\n",
            ">82, 139/234, d=0.690, g=0.712\n",
            ">82, 140/234, d=0.686, g=0.699\n",
            ">82, 141/234, d=0.687, g=0.691\n",
            ">82, 142/234, d=0.689, g=0.689\n",
            ">82, 143/234, d=0.697, g=0.697\n",
            ">82, 144/234, d=0.696, g=0.739\n",
            ">82, 145/234, d=0.691, g=0.699\n",
            ">82, 146/234, d=0.689, g=0.691\n",
            ">82, 147/234, d=0.693, g=0.718\n",
            ">82, 148/234, d=0.687, g=0.720\n",
            ">82, 149/234, d=0.694, g=0.732\n",
            ">82, 150/234, d=0.699, g=0.732\n",
            ">82, 151/234, d=0.686, g=0.702\n",
            ">82, 152/234, d=0.689, g=0.684\n",
            ">82, 153/234, d=0.692, g=0.680\n",
            ">82, 154/234, d=0.684, g=0.703\n",
            ">82, 155/234, d=0.699, g=0.736\n",
            ">82, 156/234, d=0.689, g=0.703\n",
            ">82, 157/234, d=0.689, g=0.693\n",
            ">82, 158/234, d=0.685, g=0.689\n",
            ">82, 159/234, d=0.685, g=0.714\n",
            ">82, 160/234, d=0.685, g=0.700\n",
            ">82, 161/234, d=0.683, g=0.712\n",
            ">82, 162/234, d=0.683, g=0.728\n",
            ">82, 163/234, d=0.690, g=0.692\n",
            ">82, 164/234, d=0.690, g=0.708\n",
            ">82, 165/234, d=0.692, g=0.696\n",
            ">82, 166/234, d=0.685, g=0.690\n",
            ">82, 167/234, d=0.688, g=0.692\n",
            ">82, 168/234, d=0.693, g=0.692\n",
            ">82, 169/234, d=0.693, g=0.731\n",
            ">82, 170/234, d=0.684, g=0.727\n",
            ">82, 171/234, d=0.685, g=0.691\n",
            ">82, 172/234, d=0.688, g=0.699\n",
            ">82, 173/234, d=0.692, g=0.707\n",
            ">82, 174/234, d=0.689, g=0.703\n",
            ">82, 175/234, d=0.682, g=0.701\n",
            ">82, 176/234, d=0.679, g=0.719\n",
            ">82, 177/234, d=0.688, g=0.736\n",
            ">82, 178/234, d=0.696, g=0.696\n",
            ">82, 179/234, d=0.695, g=0.695\n",
            ">82, 180/234, d=0.689, g=0.678\n",
            ">82, 181/234, d=0.699, g=0.680\n",
            ">82, 182/234, d=0.688, g=0.716\n",
            ">82, 183/234, d=0.679, g=0.712\n",
            ">82, 184/234, d=0.681, g=0.695\n",
            ">82, 185/234, d=0.696, g=0.706\n",
            ">82, 186/234, d=0.683, g=0.706\n",
            ">82, 187/234, d=0.696, g=0.707\n",
            ">82, 188/234, d=0.674, g=0.709\n",
            ">82, 189/234, d=0.692, g=0.716\n",
            ">82, 190/234, d=0.685, g=0.686\n",
            ">82, 191/234, d=0.700, g=0.719\n",
            ">82, 192/234, d=0.692, g=0.728\n",
            ">82, 193/234, d=0.697, g=0.704\n",
            ">82, 194/234, d=0.679, g=0.675\n",
            ">82, 195/234, d=0.690, g=0.705\n",
            ">82, 196/234, d=0.686, g=0.709\n",
            ">82, 197/234, d=0.676, g=0.740\n",
            ">82, 198/234, d=0.689, g=0.703\n",
            ">82, 199/234, d=0.696, g=0.692\n",
            ">82, 200/234, d=0.691, g=0.667\n",
            ">82, 201/234, d=0.692, g=0.684\n",
            ">82, 202/234, d=0.690, g=0.696\n",
            ">82, 203/234, d=0.699, g=0.711\n",
            ">82, 204/234, d=0.691, g=0.729\n",
            ">82, 205/234, d=0.687, g=0.721\n",
            ">82, 206/234, d=0.687, g=0.706\n",
            ">82, 207/234, d=0.685, g=0.683\n",
            ">82, 208/234, d=0.691, g=0.687\n",
            ">82, 209/234, d=0.684, g=0.698\n",
            ">82, 210/234, d=0.691, g=0.708\n",
            ">82, 211/234, d=0.695, g=0.703\n",
            ">82, 212/234, d=0.682, g=0.698\n",
            ">82, 213/234, d=0.692, g=0.696\n",
            ">82, 214/234, d=0.678, g=0.687\n",
            ">82, 215/234, d=0.685, g=0.690\n",
            ">82, 216/234, d=0.691, g=0.696\n",
            ">82, 217/234, d=0.691, g=0.716\n",
            ">82, 218/234, d=0.690, g=0.715\n",
            ">82, 219/234, d=0.690, g=0.741\n",
            ">82, 220/234, d=0.696, g=0.724\n",
            ">82, 221/234, d=0.694, g=0.710\n",
            ">82, 222/234, d=0.686, g=0.690\n",
            ">82, 223/234, d=0.691, g=0.718\n",
            ">82, 224/234, d=0.692, g=0.702\n",
            ">82, 225/234, d=0.679, g=0.715\n",
            ">82, 226/234, d=0.691, g=0.682\n",
            ">82, 227/234, d=0.693, g=0.680\n",
            ">82, 228/234, d=0.682, g=0.700\n",
            ">82, 229/234, d=0.690, g=0.725\n",
            ">82, 230/234, d=0.690, g=0.728\n",
            ">82, 231/234, d=0.689, g=0.741\n",
            ">82, 232/234, d=0.686, g=0.719\n",
            ">82, 233/234, d=0.683, g=0.711\n",
            ">82, 234/234, d=0.700, g=0.691\n",
            ">83, 1/234, d=0.683, g=0.680\n",
            ">83, 2/234, d=0.692, g=0.702\n",
            ">83, 3/234, d=0.685, g=0.720\n",
            ">83, 4/234, d=0.686, g=0.722\n",
            ">83, 5/234, d=0.700, g=0.681\n",
            ">83, 6/234, d=0.689, g=0.673\n",
            ">83, 7/234, d=0.682, g=0.704\n",
            ">83, 8/234, d=0.689, g=0.716\n",
            ">83, 9/234, d=0.693, g=0.723\n",
            ">83, 10/234, d=0.687, g=0.712\n",
            ">83, 11/234, d=0.685, g=0.708\n",
            ">83, 12/234, d=0.696, g=0.716\n",
            ">83, 13/234, d=0.677, g=0.737\n",
            ">83, 14/234, d=0.678, g=0.711\n",
            ">83, 15/234, d=0.686, g=0.707\n",
            ">83, 16/234, d=0.691, g=0.699\n",
            ">83, 17/234, d=0.699, g=0.703\n",
            ">83, 18/234, d=0.693, g=0.695\n",
            ">83, 19/234, d=0.689, g=0.685\n",
            ">83, 20/234, d=0.693, g=0.693\n",
            ">83, 21/234, d=0.690, g=0.726\n",
            ">83, 22/234, d=0.692, g=0.732\n",
            ">83, 23/234, d=0.688, g=0.698\n",
            ">83, 24/234, d=0.689, g=0.699\n",
            ">83, 25/234, d=0.690, g=0.700\n",
            ">83, 26/234, d=0.691, g=0.698\n",
            ">83, 27/234, d=0.692, g=0.680\n",
            ">83, 28/234, d=0.705, g=0.680\n",
            ">83, 29/234, d=0.689, g=0.692\n",
            ">83, 30/234, d=0.696, g=0.717\n",
            ">83, 31/234, d=0.697, g=0.738\n",
            ">83, 32/234, d=0.681, g=0.726\n",
            ">83, 33/234, d=0.693, g=0.711\n",
            ">83, 34/234, d=0.680, g=0.705\n",
            ">83, 35/234, d=0.693, g=0.700\n",
            ">83, 36/234, d=0.683, g=0.708\n",
            ">83, 37/234, d=0.677, g=0.718\n",
            ">83, 38/234, d=0.683, g=0.689\n",
            ">83, 39/234, d=0.691, g=0.684\n",
            ">83, 40/234, d=0.682, g=0.689\n",
            ">83, 41/234, d=0.690, g=0.712\n",
            ">83, 42/234, d=0.692, g=0.718\n",
            ">83, 43/234, d=0.689, g=0.710\n",
            ">83, 44/234, d=0.692, g=0.723\n",
            ">83, 45/234, d=0.692, g=0.730\n",
            ">83, 46/234, d=0.686, g=0.693\n",
            ">83, 47/234, d=0.701, g=0.721\n",
            ">83, 48/234, d=0.698, g=0.707\n",
            ">83, 49/234, d=0.693, g=0.703\n",
            ">83, 50/234, d=0.687, g=0.704\n",
            ">83, 51/234, d=0.701, g=0.713\n",
            ">83, 52/234, d=0.686, g=0.718\n",
            ">83, 53/234, d=0.693, g=0.683\n",
            ">83, 54/234, d=0.683, g=0.677\n",
            ">83, 55/234, d=0.682, g=0.684\n",
            ">83, 56/234, d=0.685, g=0.697\n",
            ">83, 57/234, d=0.693, g=0.688\n",
            ">83, 58/234, d=0.695, g=0.748\n",
            ">83, 59/234, d=0.685, g=0.717\n",
            ">83, 60/234, d=0.685, g=0.685\n",
            ">83, 61/234, d=0.701, g=0.688\n",
            ">83, 62/234, d=0.690, g=0.709\n",
            ">83, 63/234, d=0.685, g=0.702\n",
            ">83, 64/234, d=0.693, g=0.698\n",
            ">83, 65/234, d=0.699, g=0.730\n",
            ">83, 66/234, d=0.691, g=0.738\n",
            ">83, 67/234, d=0.695, g=0.725\n",
            ">83, 68/234, d=0.685, g=0.695\n",
            ">83, 69/234, d=0.691, g=0.672\n",
            ">83, 70/234, d=0.692, g=0.711\n",
            ">83, 71/234, d=0.691, g=0.732\n",
            ">83, 72/234, d=0.700, g=0.723\n",
            ">83, 73/234, d=0.692, g=0.693\n",
            ">83, 74/234, d=0.680, g=0.699\n",
            ">83, 75/234, d=0.693, g=0.702\n",
            ">83, 76/234, d=0.690, g=0.698\n",
            ">83, 77/234, d=0.690, g=0.695\n",
            ">83, 78/234, d=0.697, g=0.676\n",
            ">83, 79/234, d=0.690, g=0.715\n",
            ">83, 80/234, d=0.685, g=0.733\n",
            ">83, 81/234, d=0.692, g=0.723\n",
            ">83, 82/234, d=0.684, g=0.718\n",
            ">83, 83/234, d=0.682, g=0.697\n",
            ">83, 84/234, d=0.692, g=0.708\n",
            ">83, 85/234, d=0.689, g=0.708\n",
            ">83, 86/234, d=0.688, g=0.687\n",
            ">83, 87/234, d=0.696, g=0.683\n",
            ">83, 88/234, d=0.695, g=0.701\n",
            ">83, 89/234, d=0.687, g=0.724\n",
            ">83, 90/234, d=0.693, g=0.717\n",
            ">83, 91/234, d=0.687, g=0.715\n",
            ">83, 92/234, d=0.688, g=0.707\n",
            ">83, 93/234, d=0.686, g=0.708\n",
            ">83, 94/234, d=0.686, g=0.701\n",
            ">83, 95/234, d=0.690, g=0.695\n",
            ">83, 96/234, d=0.686, g=0.687\n",
            ">83, 97/234, d=0.686, g=0.681\n",
            ">83, 98/234, d=0.689, g=0.717\n",
            ">83, 99/234, d=0.695, g=0.703\n",
            ">83, 100/234, d=0.682, g=0.703\n",
            ">83, 101/234, d=0.688, g=0.687\n",
            ">83, 102/234, d=0.690, g=0.688\n",
            ">83, 103/234, d=0.696, g=0.693\n",
            ">83, 104/234, d=0.694, g=0.730\n",
            ">83, 105/234, d=0.686, g=0.731\n",
            ">83, 106/234, d=0.683, g=0.696\n",
            ">83, 107/234, d=0.692, g=0.706\n",
            ">83, 108/234, d=0.681, g=0.722\n",
            ">83, 109/234, d=0.697, g=0.728\n",
            ">83, 110/234, d=0.690, g=0.719\n",
            ">83, 111/234, d=0.685, g=0.703\n",
            ">83, 112/234, d=0.693, g=0.683\n",
            ">83, 113/234, d=0.688, g=0.669\n",
            ">83, 114/234, d=0.685, g=0.688\n",
            ">83, 115/234, d=0.692, g=0.710\n",
            ">83, 116/234, d=0.692, g=0.703\n",
            ">83, 117/234, d=0.695, g=0.714\n",
            ">83, 118/234, d=0.694, g=0.699\n",
            ">83, 119/234, d=0.701, g=0.716\n",
            ">83, 120/234, d=0.693, g=0.743\n",
            ">83, 121/234, d=0.690, g=0.712\n",
            ">83, 122/234, d=0.695, g=0.658\n",
            ">83, 123/234, d=0.690, g=0.696\n",
            ">83, 124/234, d=0.689, g=0.734\n",
            ">83, 125/234, d=0.696, g=0.712\n",
            ">83, 126/234, d=0.699, g=0.685\n",
            ">83, 127/234, d=0.690, g=0.695\n",
            ">83, 128/234, d=0.691, g=0.732\n",
            ">83, 129/234, d=0.693, g=0.716\n",
            ">83, 130/234, d=0.695, g=0.710\n",
            ">83, 131/234, d=0.689, g=0.694\n",
            ">83, 132/234, d=0.685, g=0.676\n",
            ">83, 133/234, d=0.686, g=0.667\n",
            ">83, 134/234, d=0.690, g=0.689\n",
            ">83, 135/234, d=0.695, g=0.722\n",
            ">83, 136/234, d=0.677, g=0.723\n",
            ">83, 137/234, d=0.688, g=0.730\n",
            ">83, 138/234, d=0.687, g=0.719\n",
            ">83, 139/234, d=0.686, g=0.742\n",
            ">83, 140/234, d=0.693, g=0.697\n",
            ">83, 141/234, d=0.692, g=0.685\n",
            ">83, 142/234, d=0.688, g=0.688\n",
            ">83, 143/234, d=0.695, g=0.673\n",
            ">83, 144/234, d=0.685, g=0.697\n",
            ">83, 145/234, d=0.687, g=0.746\n",
            ">83, 146/234, d=0.688, g=0.729\n",
            ">83, 147/234, d=0.690, g=0.700\n",
            ">83, 148/234, d=0.688, g=0.683\n",
            ">83, 149/234, d=0.690, g=0.686\n",
            ">83, 150/234, d=0.692, g=0.734\n",
            ">83, 151/234, d=0.701, g=0.716\n",
            ">83, 152/234, d=0.687, g=0.710\n",
            ">83, 153/234, d=0.694, g=0.681\n",
            ">83, 154/234, d=0.693, g=0.698\n",
            ">83, 155/234, d=0.686, g=0.747\n",
            ">83, 156/234, d=0.694, g=0.708\n",
            ">83, 157/234, d=0.693, g=0.680\n",
            ">83, 158/234, d=0.687, g=0.687\n",
            ">83, 159/234, d=0.689, g=0.709\n",
            ">83, 160/234, d=0.691, g=0.683\n",
            ">83, 161/234, d=0.697, g=0.680\n",
            ">83, 162/234, d=0.688, g=0.714\n",
            ">83, 163/234, d=0.695, g=0.734\n",
            ">83, 164/234, d=0.690, g=0.701\n",
            ">83, 165/234, d=0.689, g=0.700\n",
            ">83, 166/234, d=0.690, g=0.702\n",
            ">83, 167/234, d=0.686, g=0.727\n",
            ">83, 168/234, d=0.685, g=0.707\n",
            ">83, 169/234, d=0.686, g=0.698\n",
            ">83, 170/234, d=0.703, g=0.682\n",
            ">83, 171/234, d=0.695, g=0.677\n",
            ">83, 172/234, d=0.683, g=0.718\n",
            ">83, 173/234, d=0.690, g=0.747\n",
            ">83, 174/234, d=0.692, g=0.730\n",
            ">83, 175/234, d=0.683, g=0.701\n",
            ">83, 176/234, d=0.684, g=0.686\n",
            ">83, 177/234, d=0.692, g=0.688\n",
            ">83, 178/234, d=0.695, g=0.694\n",
            ">83, 179/234, d=0.689, g=0.703\n",
            ">83, 180/234, d=0.687, g=0.689\n",
            ">83, 181/234, d=0.684, g=0.671\n",
            ">83, 182/234, d=0.684, g=0.680\n",
            ">83, 183/234, d=0.694, g=0.718\n",
            ">83, 184/234, d=0.706, g=0.730\n",
            ">83, 185/234, d=0.691, g=0.717\n",
            ">83, 186/234, d=0.690, g=0.714\n",
            ">83, 187/234, d=0.697, g=0.696\n",
            ">83, 188/234, d=0.687, g=0.712\n",
            ">83, 189/234, d=0.696, g=0.697\n",
            ">83, 190/234, d=0.682, g=0.726\n",
            ">83, 191/234, d=0.694, g=0.707\n",
            ">83, 192/234, d=0.691, g=0.704\n",
            ">83, 193/234, d=0.684, g=0.704\n",
            ">83, 194/234, d=0.693, g=0.713\n",
            ">83, 195/234, d=0.687, g=0.710\n",
            ">83, 196/234, d=0.687, g=0.708\n",
            ">83, 197/234, d=0.686, g=0.723\n",
            ">83, 198/234, d=0.690, g=0.721\n",
            ">83, 199/234, d=0.683, g=0.702\n",
            ">83, 200/234, d=0.693, g=0.701\n",
            ">83, 201/234, d=0.692, g=0.710\n",
            ">83, 202/234, d=0.685, g=0.715\n",
            ">83, 203/234, d=0.690, g=0.684\n",
            ">83, 204/234, d=0.686, g=0.672\n",
            ">83, 205/234, d=0.696, g=0.691\n",
            ">83, 206/234, d=0.692, g=0.716\n",
            ">83, 207/234, d=0.688, g=0.712\n",
            ">83, 208/234, d=0.700, g=0.725\n",
            ">83, 209/234, d=0.691, g=0.699\n",
            ">83, 210/234, d=0.698, g=0.694\n",
            ">83, 211/234, d=0.696, g=0.682\n",
            ">83, 212/234, d=0.694, g=0.679\n",
            ">83, 213/234, d=0.688, g=0.701\n",
            ">83, 214/234, d=0.701, g=0.710\n",
            ">83, 215/234, d=0.699, g=0.711\n",
            ">83, 216/234, d=0.687, g=0.741\n",
            ">83, 217/234, d=0.695, g=0.733\n",
            ">83, 218/234, d=0.693, g=0.698\n",
            ">83, 219/234, d=0.687, g=0.682\n",
            ">83, 220/234, d=0.698, g=0.705\n",
            ">83, 221/234, d=0.690, g=0.712\n",
            ">83, 222/234, d=0.684, g=0.723\n",
            ">83, 223/234, d=0.685, g=0.706\n",
            ">83, 224/234, d=0.692, g=0.680\n",
            ">83, 225/234, d=0.688, g=0.679\n",
            ">83, 226/234, d=0.699, g=0.701\n",
            ">83, 227/234, d=0.697, g=0.740\n",
            ">83, 228/234, d=0.678, g=0.736\n",
            ">83, 229/234, d=0.690, g=0.709\n",
            ">83, 230/234, d=0.696, g=0.674\n",
            ">83, 231/234, d=0.694, g=0.676\n",
            ">83, 232/234, d=0.687, g=0.708\n",
            ">83, 233/234, d=0.696, g=0.740\n",
            ">83, 234/234, d=0.691, g=0.735\n",
            ">84, 1/234, d=0.684, g=0.718\n",
            ">84, 2/234, d=0.693, g=0.684\n",
            ">84, 3/234, d=0.695, g=0.679\n",
            ">84, 4/234, d=0.693, g=0.694\n",
            ">84, 5/234, d=0.691, g=0.706\n",
            ">84, 6/234, d=0.690, g=0.687\n",
            ">84, 7/234, d=0.700, g=0.677\n",
            ">84, 8/234, d=0.687, g=0.678\n",
            ">84, 9/234, d=0.687, g=0.705\n",
            ">84, 10/234, d=0.684, g=0.732\n",
            ">84, 11/234, d=0.689, g=0.717\n",
            ">84, 12/234, d=0.692, g=0.724\n",
            ">84, 13/234, d=0.680, g=0.691\n",
            ">84, 14/234, d=0.683, g=0.681\n",
            ">84, 15/234, d=0.701, g=0.683\n",
            ">84, 16/234, d=0.679, g=0.701\n",
            ">84, 17/234, d=0.691, g=0.726\n",
            ">84, 18/234, d=0.687, g=0.713\n",
            ">84, 19/234, d=0.690, g=0.701\n",
            ">84, 20/234, d=0.692, g=0.700\n",
            ">84, 21/234, d=0.684, g=0.699\n",
            ">84, 22/234, d=0.689, g=0.709\n",
            ">84, 23/234, d=0.689, g=0.705\n",
            ">84, 24/234, d=0.691, g=0.713\n",
            ">84, 25/234, d=0.692, g=0.704\n",
            ">84, 26/234, d=0.697, g=0.706\n",
            ">84, 27/234, d=0.694, g=0.705\n",
            ">84, 28/234, d=0.700, g=0.711\n",
            ">84, 29/234, d=0.702, g=0.692\n",
            ">84, 30/234, d=0.690, g=0.701\n",
            ">84, 31/234, d=0.686, g=0.723\n",
            ">84, 32/234, d=0.692, g=0.680\n",
            ">84, 33/234, d=0.692, g=0.674\n",
            ">84, 34/234, d=0.689, g=0.718\n",
            ">84, 35/234, d=0.695, g=0.755\n",
            ">84, 36/234, d=0.689, g=0.735\n",
            ">84, 37/234, d=0.685, g=0.657\n",
            ">84, 38/234, d=0.692, g=0.670\n",
            ">84, 39/234, d=0.692, g=0.708\n",
            ">84, 40/234, d=0.683, g=0.745\n",
            ">84, 41/234, d=0.683, g=0.709\n",
            ">84, 42/234, d=0.680, g=0.691\n",
            ">84, 43/234, d=0.695, g=0.702\n",
            ">84, 44/234, d=0.697, g=0.741\n",
            ">84, 45/234, d=0.691, g=0.727\n",
            ">84, 46/234, d=0.685, g=0.686\n",
            ">84, 47/234, d=0.688, g=0.703\n",
            ">84, 48/234, d=0.687, g=0.695\n",
            ">84, 49/234, d=0.690, g=0.703\n",
            ">84, 50/234, d=0.689, g=0.705\n",
            ">84, 51/234, d=0.682, g=0.710\n",
            ">84, 52/234, d=0.699, g=0.718\n",
            ">84, 53/234, d=0.685, g=0.710\n",
            ">84, 54/234, d=0.687, g=0.715\n",
            ">84, 55/234, d=0.701, g=0.712\n",
            ">84, 56/234, d=0.679, g=0.705\n",
            ">84, 57/234, d=0.680, g=0.700\n",
            ">84, 58/234, d=0.687, g=0.708\n",
            ">84, 59/234, d=0.679, g=0.694\n",
            ">84, 60/234, d=0.699, g=0.695\n",
            ">84, 61/234, d=0.689, g=0.685\n",
            ">84, 62/234, d=0.684, g=0.697\n",
            ">84, 63/234, d=0.691, g=0.720\n",
            ">84, 64/234, d=0.689, g=0.722\n",
            ">84, 65/234, d=0.693, g=0.702\n",
            ">84, 66/234, d=0.696, g=0.696\n",
            ">84, 67/234, d=0.682, g=0.726\n",
            ">84, 68/234, d=0.684, g=0.722\n",
            ">84, 69/234, d=0.699, g=0.686\n",
            ">84, 70/234, d=0.692, g=0.702\n",
            ">84, 71/234, d=0.688, g=0.701\n",
            ">84, 72/234, d=0.679, g=0.695\n",
            ">84, 73/234, d=0.695, g=0.688\n",
            ">84, 74/234, d=0.682, g=0.714\n",
            ">84, 75/234, d=0.683, g=0.741\n",
            ">84, 76/234, d=0.688, g=0.716\n",
            ">84, 77/234, d=0.685, g=0.702\n",
            ">84, 78/234, d=0.696, g=0.688\n",
            ">84, 79/234, d=0.689, g=0.702\n",
            ">84, 80/234, d=0.692, g=0.701\n",
            ">84, 81/234, d=0.686, g=0.699\n",
            ">84, 82/234, d=0.692, g=0.684\n",
            ">84, 83/234, d=0.692, g=0.708\n",
            ">84, 84/234, d=0.691, g=0.692\n",
            ">84, 85/234, d=0.686, g=0.711\n",
            ">84, 86/234, d=0.685, g=0.736\n",
            ">84, 87/234, d=0.689, g=0.730\n",
            ">84, 88/234, d=0.687, g=0.692\n",
            ">84, 89/234, d=0.692, g=0.677\n",
            ">84, 90/234, d=0.703, g=0.714\n",
            ">84, 91/234, d=0.688, g=0.731\n",
            ">84, 92/234, d=0.690, g=0.709\n",
            ">84, 93/234, d=0.693, g=0.696\n",
            ">84, 94/234, d=0.688, g=0.700\n",
            ">84, 95/234, d=0.678, g=0.727\n",
            ">84, 96/234, d=0.692, g=0.725\n",
            ">84, 97/234, d=0.693, g=0.685\n",
            ">84, 98/234, d=0.684, g=0.673\n",
            ">84, 99/234, d=0.682, g=0.708\n",
            ">84, 100/234, d=0.692, g=0.742\n",
            ">84, 101/234, d=0.689, g=0.709\n",
            ">84, 102/234, d=0.688, g=0.678\n",
            ">84, 103/234, d=0.687, g=0.701\n",
            ">84, 104/234, d=0.688, g=0.723\n",
            ">84, 105/234, d=0.694, g=0.737\n",
            ">84, 106/234, d=0.702, g=0.700\n",
            ">84, 107/234, d=0.688, g=0.675\n",
            ">84, 108/234, d=0.694, g=0.692\n",
            ">84, 109/234, d=0.683, g=0.717\n",
            ">84, 110/234, d=0.686, g=0.707\n",
            ">84, 111/234, d=0.694, g=0.692\n",
            ">84, 112/234, d=0.692, g=0.722\n",
            ">84, 113/234, d=0.692, g=0.730\n",
            ">84, 114/234, d=0.691, g=0.717\n",
            ">84, 115/234, d=0.687, g=0.687\n",
            ">84, 116/234, d=0.695, g=0.682\n",
            ">84, 117/234, d=0.700, g=0.687\n",
            ">84, 118/234, d=0.685, g=0.696\n",
            ">84, 119/234, d=0.680, g=0.725\n",
            ">84, 120/234, d=0.690, g=0.725\n",
            ">84, 121/234, d=0.690, g=0.743\n",
            ">84, 122/234, d=0.681, g=0.708\n",
            ">84, 123/234, d=0.687, g=0.714\n",
            ">84, 124/234, d=0.683, g=0.696\n",
            ">84, 125/234, d=0.695, g=0.703\n",
            ">84, 126/234, d=0.685, g=0.725\n",
            ">84, 127/234, d=0.687, g=0.730\n",
            ">84, 128/234, d=0.692, g=0.695\n",
            ">84, 129/234, d=0.686, g=0.682\n",
            ">84, 130/234, d=0.687, g=0.690\n",
            ">84, 131/234, d=0.680, g=0.704\n",
            ">84, 132/234, d=0.686, g=0.720\n",
            ">84, 133/234, d=0.684, g=0.703\n",
            ">84, 134/234, d=0.692, g=0.704\n",
            ">84, 135/234, d=0.700, g=0.691\n",
            ">84, 136/234, d=0.691, g=0.701\n",
            ">84, 137/234, d=0.689, g=0.722\n",
            ">84, 138/234, d=0.695, g=0.724\n",
            ">84, 139/234, d=0.686, g=0.682\n",
            ">84, 140/234, d=0.699, g=0.685\n",
            ">84, 141/234, d=0.687, g=0.694\n",
            ">84, 142/234, d=0.695, g=0.732\n",
            ">84, 143/234, d=0.697, g=0.721\n",
            ">84, 144/234, d=0.690, g=0.681\n",
            ">84, 145/234, d=0.697, g=0.694\n",
            ">84, 146/234, d=0.686, g=0.713\n",
            ">84, 147/234, d=0.689, g=0.727\n",
            ">84, 148/234, d=0.683, g=0.721\n",
            ">84, 149/234, d=0.686, g=0.676\n",
            ">84, 150/234, d=0.698, g=0.682\n",
            ">84, 151/234, d=0.688, g=0.702\n",
            ">84, 152/234, d=0.699, g=0.714\n",
            ">84, 153/234, d=0.697, g=0.706\n",
            ">84, 154/234, d=0.687, g=0.682\n",
            ">84, 155/234, d=0.689, g=0.695\n",
            ">84, 156/234, d=0.686, g=0.683\n",
            ">84, 157/234, d=0.690, g=0.699\n",
            ">84, 158/234, d=0.685, g=0.700\n",
            ">84, 159/234, d=0.683, g=0.700\n",
            ">84, 160/234, d=0.687, g=0.712\n",
            ">84, 161/234, d=0.694, g=0.682\n",
            ">84, 162/234, d=0.690, g=0.707\n",
            ">84, 163/234, d=0.682, g=0.732\n",
            ">84, 164/234, d=0.686, g=0.714\n",
            ">84, 165/234, d=0.681, g=0.681\n",
            ">84, 166/234, d=0.686, g=0.705\n",
            ">84, 167/234, d=0.695, g=0.701\n",
            ">84, 168/234, d=0.700, g=0.717\n",
            ">84, 169/234, d=0.690, g=0.727\n",
            ">84, 170/234, d=0.702, g=0.707\n",
            ">84, 171/234, d=0.693, g=0.665\n",
            ">84, 172/234, d=0.678, g=0.689\n",
            ">84, 173/234, d=0.696, g=0.710\n",
            ">84, 174/234, d=0.682, g=0.714\n",
            ">84, 175/234, d=0.694, g=0.725\n",
            ">84, 176/234, d=0.686, g=0.712\n",
            ">84, 177/234, d=0.689, g=0.718\n",
            ">84, 178/234, d=0.688, g=0.691\n",
            ">84, 179/234, d=0.686, g=0.704\n",
            ">84, 180/234, d=0.698, g=0.719\n",
            ">84, 181/234, d=0.697, g=0.695\n",
            ">84, 182/234, d=0.684, g=0.686\n",
            ">84, 183/234, d=0.687, g=0.726\n",
            ">84, 184/234, d=0.684, g=0.738\n",
            ">84, 185/234, d=0.696, g=0.710\n",
            ">84, 186/234, d=0.685, g=0.689\n",
            ">84, 187/234, d=0.692, g=0.723\n",
            ">84, 188/234, d=0.688, g=0.745\n",
            ">84, 189/234, d=0.688, g=0.724\n",
            ">84, 190/234, d=0.691, g=0.676\n",
            ">84, 191/234, d=0.690, g=0.656\n",
            ">84, 192/234, d=0.695, g=0.698\n",
            ">84, 193/234, d=0.692, g=0.728\n",
            ">84, 194/234, d=0.691, g=0.696\n",
            ">84, 195/234, d=0.691, g=0.708\n",
            ">84, 196/234, d=0.693, g=0.715\n",
            ">84, 197/234, d=0.692, g=0.709\n",
            ">84, 198/234, d=0.690, g=0.708\n",
            ">84, 199/234, d=0.689, g=0.700\n",
            ">84, 200/234, d=0.691, g=0.689\n",
            ">84, 201/234, d=0.689, g=0.679\n",
            ">84, 202/234, d=0.694, g=0.699\n",
            ">84, 203/234, d=0.685, g=0.729\n",
            ">84, 204/234, d=0.701, g=0.709\n",
            ">84, 205/234, d=0.686, g=0.667\n",
            ">84, 206/234, d=0.689, g=0.687\n",
            ">84, 207/234, d=0.681, g=0.728\n",
            ">84, 208/234, d=0.690, g=0.721\n",
            ">84, 209/234, d=0.697, g=0.714\n",
            ">84, 210/234, d=0.689, g=0.694\n",
            ">84, 211/234, d=0.685, g=0.681\n",
            ">84, 212/234, d=0.697, g=0.703\n",
            ">84, 213/234, d=0.682, g=0.735\n",
            ">84, 214/234, d=0.684, g=0.717\n",
            ">84, 215/234, d=0.677, g=0.680\n",
            ">84, 216/234, d=0.694, g=0.669\n",
            ">84, 217/234, d=0.686, g=0.706\n",
            ">84, 218/234, d=0.689, g=0.712\n",
            ">84, 219/234, d=0.698, g=0.715\n",
            ">84, 220/234, d=0.691, g=0.736\n",
            ">84, 221/234, d=0.690, g=0.728\n",
            ">84, 222/234, d=0.685, g=0.703\n",
            ">84, 223/234, d=0.688, g=0.694\n",
            ">84, 224/234, d=0.689, g=0.695\n",
            ">84, 225/234, d=0.686, g=0.695\n",
            ">84, 226/234, d=0.698, g=0.711\n",
            ">84, 227/234, d=0.688, g=0.705\n",
            ">84, 228/234, d=0.694, g=0.694\n",
            ">84, 229/234, d=0.690, g=0.711\n",
            ">84, 230/234, d=0.689, g=0.703\n",
            ">84, 231/234, d=0.692, g=0.714\n",
            ">84, 232/234, d=0.693, g=0.699\n",
            ">84, 233/234, d=0.690, g=0.660\n",
            ">84, 234/234, d=0.686, g=0.706\n",
            ">85, 1/234, d=0.695, g=0.728\n",
            ">85, 2/234, d=0.689, g=0.736\n",
            ">85, 3/234, d=0.685, g=0.711\n",
            ">85, 4/234, d=0.680, g=0.721\n",
            ">85, 5/234, d=0.697, g=0.711\n",
            ">85, 6/234, d=0.690, g=0.669\n",
            ">85, 7/234, d=0.683, g=0.698\n",
            ">85, 8/234, d=0.695, g=0.681\n",
            ">85, 9/234, d=0.687, g=0.682\n",
            ">85, 10/234, d=0.691, g=0.704\n",
            ">85, 11/234, d=0.686, g=0.708\n",
            ">85, 12/234, d=0.694, g=0.705\n",
            ">85, 13/234, d=0.690, g=0.717\n",
            ">85, 14/234, d=0.693, g=0.696\n",
            ">85, 15/234, d=0.693, g=0.725\n",
            ">85, 16/234, d=0.692, g=0.747\n",
            ">85, 17/234, d=0.691, g=0.710\n",
            ">85, 18/234, d=0.704, g=0.683\n",
            ">85, 19/234, d=0.687, g=0.705\n",
            ">85, 20/234, d=0.690, g=0.715\n",
            ">85, 21/234, d=0.689, g=0.684\n",
            ">85, 22/234, d=0.687, g=0.702\n",
            ">85, 23/234, d=0.683, g=0.726\n",
            ">85, 24/234, d=0.683, g=0.725\n",
            ">85, 25/234, d=0.690, g=0.684\n",
            ">85, 26/234, d=0.690, g=0.687\n",
            ">85, 27/234, d=0.685, g=0.708\n",
            ">85, 28/234, d=0.695, g=0.734\n",
            ">85, 29/234, d=0.684, g=0.693\n",
            ">85, 30/234, d=0.683, g=0.676\n",
            ">85, 31/234, d=0.690, g=0.663\n",
            ">85, 32/234, d=0.688, g=0.705\n",
            ">85, 33/234, d=0.685, g=0.720\n",
            ">85, 34/234, d=0.692, g=0.713\n",
            ">85, 35/234, d=0.680, g=0.699\n",
            ">85, 36/234, d=0.687, g=0.700\n",
            ">85, 37/234, d=0.689, g=0.728\n",
            ">85, 38/234, d=0.698, g=0.703\n",
            ">85, 39/234, d=0.702, g=0.697\n",
            ">85, 40/234, d=0.686, g=0.691\n",
            ">85, 41/234, d=0.693, g=0.696\n",
            ">85, 42/234, d=0.697, g=0.709\n",
            ">85, 43/234, d=0.696, g=0.731\n",
            ">85, 44/234, d=0.691, g=0.713\n",
            ">85, 45/234, d=0.680, g=0.684\n",
            ">85, 46/234, d=0.694, g=0.688\n",
            ">85, 47/234, d=0.692, g=0.709\n",
            ">85, 48/234, d=0.694, g=0.714\n",
            ">85, 49/234, d=0.688, g=0.702\n",
            ">85, 50/234, d=0.698, g=0.713\n",
            ">85, 51/234, d=0.689, g=0.693\n",
            ">85, 52/234, d=0.686, g=0.687\n",
            ">85, 53/234, d=0.689, g=0.704\n",
            ">85, 54/234, d=0.690, g=0.715\n",
            ">85, 55/234, d=0.690, g=0.727\n",
            ">85, 56/234, d=0.691, g=0.700\n",
            ">85, 57/234, d=0.696, g=0.707\n",
            ">85, 58/234, d=0.687, g=0.719\n",
            ">85, 59/234, d=0.698, g=0.696\n",
            ">85, 60/234, d=0.691, g=0.690\n",
            ">85, 61/234, d=0.691, g=0.700\n",
            ">85, 62/234, d=0.702, g=0.754\n",
            ">85, 63/234, d=0.689, g=0.728\n",
            ">85, 64/234, d=0.691, g=0.696\n",
            ">85, 65/234, d=0.686, g=0.727\n",
            ">85, 66/234, d=0.697, g=0.722\n",
            ">85, 67/234, d=0.690, g=0.682\n",
            ">85, 68/234, d=0.692, g=0.682\n",
            ">85, 69/234, d=0.692, g=0.715\n",
            ">85, 70/234, d=0.689, g=0.730\n",
            ">85, 71/234, d=0.686, g=0.702\n",
            ">85, 72/234, d=0.692, g=0.696\n",
            ">85, 73/234, d=0.686, g=0.702\n",
            ">85, 74/234, d=0.691, g=0.705\n",
            ">85, 75/234, d=0.677, g=0.698\n",
            ">85, 76/234, d=0.689, g=0.708\n",
            ">85, 77/234, d=0.692, g=0.725\n",
            ">85, 78/234, d=0.696, g=0.696\n",
            ">85, 79/234, d=0.686, g=0.684\n",
            ">85, 80/234, d=0.699, g=0.705\n",
            ">85, 81/234, d=0.691, g=0.723\n",
            ">85, 82/234, d=0.694, g=0.720\n",
            ">85, 83/234, d=0.686, g=0.691\n",
            ">85, 84/234, d=0.695, g=0.692\n",
            ">85, 85/234, d=0.686, g=0.674\n",
            ">85, 86/234, d=0.693, g=0.681\n",
            ">85, 87/234, d=0.700, g=0.691\n",
            ">85, 88/234, d=0.684, g=0.702\n",
            ">85, 89/234, d=0.684, g=0.726\n",
            ">85, 90/234, d=0.681, g=0.725\n",
            ">85, 91/234, d=0.691, g=0.709\n",
            ">85, 92/234, d=0.687, g=0.688\n",
            ">85, 93/234, d=0.691, g=0.704\n",
            ">85, 94/234, d=0.682, g=0.692\n",
            ">85, 95/234, d=0.685, g=0.695\n",
            ">85, 96/234, d=0.698, g=0.704\n",
            ">85, 97/234, d=0.687, g=0.696\n",
            ">85, 98/234, d=0.696, g=0.692\n",
            ">85, 99/234, d=0.697, g=0.717\n",
            ">85, 100/234, d=0.685, g=0.710\n",
            ">85, 101/234, d=0.688, g=0.698\n",
            ">85, 102/234, d=0.694, g=0.694\n",
            ">85, 103/234, d=0.694, g=0.699\n",
            ">85, 104/234, d=0.685, g=0.683\n",
            ">85, 105/234, d=0.684, g=0.704\n",
            ">85, 106/234, d=0.693, g=0.723\n",
            ">85, 107/234, d=0.686, g=0.722\n",
            ">85, 108/234, d=0.698, g=0.696\n",
            ">85, 109/234, d=0.694, g=0.684\n",
            ">85, 110/234, d=0.685, g=0.674\n",
            ">85, 111/234, d=0.690, g=0.705\n",
            ">85, 112/234, d=0.692, g=0.754\n",
            ">85, 113/234, d=0.693, g=0.720\n",
            ">85, 114/234, d=0.693, g=0.672\n",
            ">85, 115/234, d=0.685, g=0.678\n",
            ">85, 116/234, d=0.696, g=0.712\n",
            ">85, 117/234, d=0.700, g=0.710\n",
            ">85, 118/234, d=0.691, g=0.719\n",
            ">85, 119/234, d=0.692, g=0.711\n",
            ">85, 120/234, d=0.690, g=0.719\n",
            ">85, 121/234, d=0.690, g=0.721\n",
            ">85, 122/234, d=0.690, g=0.707\n",
            ">85, 123/234, d=0.680, g=0.674\n",
            ">85, 124/234, d=0.688, g=0.707\n",
            ">85, 125/234, d=0.685, g=0.723\n",
            ">85, 126/234, d=0.700, g=0.722\n",
            ">85, 127/234, d=0.683, g=0.697\n",
            ">85, 128/234, d=0.699, g=0.690\n",
            ">85, 129/234, d=0.686, g=0.688\n",
            ">85, 130/234, d=0.691, g=0.706\n",
            ">85, 131/234, d=0.685, g=0.713\n",
            ">85, 132/234, d=0.687, g=0.716\n",
            ">85, 133/234, d=0.688, g=0.708\n",
            ">85, 134/234, d=0.688, g=0.698\n",
            ">85, 135/234, d=0.690, g=0.687\n",
            ">85, 136/234, d=0.684, g=0.728\n",
            ">85, 137/234, d=0.685, g=0.735\n",
            ">85, 138/234, d=0.692, g=0.711\n",
            ">85, 139/234, d=0.688, g=0.695\n",
            ">85, 140/234, d=0.686, g=0.693\n",
            ">85, 141/234, d=0.692, g=0.707\n",
            ">85, 142/234, d=0.691, g=0.696\n",
            ">85, 143/234, d=0.681, g=0.696\n",
            ">85, 144/234, d=0.698, g=0.714\n",
            ">85, 145/234, d=0.692, g=0.706\n",
            ">85, 146/234, d=0.697, g=0.704\n",
            ">85, 147/234, d=0.684, g=0.706\n",
            ">85, 148/234, d=0.686, g=0.705\n",
            ">85, 149/234, d=0.693, g=0.714\n",
            ">85, 150/234, d=0.697, g=0.717\n",
            ">85, 151/234, d=0.684, g=0.716\n",
            ">85, 152/234, d=0.705, g=0.710\n",
            ">85, 153/234, d=0.691, g=0.702\n",
            ">85, 154/234, d=0.690, g=0.680\n",
            ">85, 155/234, d=0.696, g=0.709\n",
            ">85, 156/234, d=0.687, g=0.718\n",
            ">85, 157/234, d=0.693, g=0.715\n",
            ">85, 158/234, d=0.682, g=0.722\n",
            ">85, 159/234, d=0.686, g=0.694\n",
            ">85, 160/234, d=0.682, g=0.694\n",
            ">85, 161/234, d=0.689, g=0.684\n",
            ">85, 162/234, d=0.687, g=0.697\n",
            ">85, 163/234, d=0.690, g=0.721\n",
            ">85, 164/234, d=0.689, g=0.743\n",
            ">85, 165/234, d=0.688, g=0.713\n",
            ">85, 166/234, d=0.696, g=0.679\n",
            ">85, 167/234, d=0.703, g=0.693\n",
            ">85, 168/234, d=0.683, g=0.739\n",
            ">85, 169/234, d=0.695, g=0.727\n",
            ">85, 170/234, d=0.687, g=0.714\n",
            ">85, 171/234, d=0.697, g=0.682\n",
            ">85, 172/234, d=0.695, g=0.685\n",
            ">85, 173/234, d=0.694, g=0.698\n",
            ">85, 174/234, d=0.694, g=0.707\n",
            ">85, 175/234, d=0.695, g=0.710\n",
            ">85, 176/234, d=0.697, g=0.725\n",
            ">85, 177/234, d=0.679, g=0.717\n",
            ">85, 178/234, d=0.689, g=0.694\n",
            ">85, 179/234, d=0.692, g=0.677\n",
            ">85, 180/234, d=0.690, g=0.687\n",
            ">85, 181/234, d=0.696, g=0.716\n",
            ">85, 182/234, d=0.689, g=0.703\n",
            ">85, 183/234, d=0.686, g=0.686\n",
            ">85, 184/234, d=0.700, g=0.711\n",
            ">85, 185/234, d=0.689, g=0.705\n",
            ">85, 186/234, d=0.687, g=0.709\n",
            ">85, 187/234, d=0.688, g=0.683\n",
            ">85, 188/234, d=0.689, g=0.688\n",
            ">85, 189/234, d=0.694, g=0.703\n",
            ">85, 190/234, d=0.694, g=0.708\n",
            ">85, 191/234, d=0.693, g=0.715\n",
            ">85, 192/234, d=0.693, g=0.720\n",
            ">85, 193/234, d=0.696, g=0.711\n",
            ">85, 194/234, d=0.685, g=0.696\n",
            ">85, 195/234, d=0.685, g=0.680\n",
            ">85, 196/234, d=0.677, g=0.696\n",
            ">85, 197/234, d=0.700, g=0.715\n",
            ">85, 198/234, d=0.688, g=0.726\n",
            ">85, 199/234, d=0.698, g=0.727\n",
            ">85, 200/234, d=0.694, g=0.722\n",
            ">85, 201/234, d=0.690, g=0.697\n",
            ">85, 202/234, d=0.687, g=0.686\n",
            ">85, 203/234, d=0.702, g=0.699\n",
            ">85, 204/234, d=0.684, g=0.691\n",
            ">85, 205/234, d=0.695, g=0.696\n",
            ">85, 206/234, d=0.686, g=0.718\n",
            ">85, 207/234, d=0.687, g=0.694\n",
            ">85, 208/234, d=0.689, g=0.690\n",
            ">85, 209/234, d=0.687, g=0.717\n",
            ">85, 210/234, d=0.693, g=0.731\n",
            ">85, 211/234, d=0.695, g=0.728\n",
            ">85, 212/234, d=0.681, g=0.706\n",
            ">85, 213/234, d=0.687, g=0.699\n",
            ">85, 214/234, d=0.688, g=0.714\n",
            ">85, 215/234, d=0.694, g=0.737\n",
            ">85, 216/234, d=0.697, g=0.719\n",
            ">85, 217/234, d=0.685, g=0.702\n",
            ">85, 218/234, d=0.683, g=0.703\n",
            ">85, 219/234, d=0.698, g=0.681\n",
            ">85, 220/234, d=0.685, g=0.675\n",
            ">85, 221/234, d=0.688, g=0.697\n",
            ">85, 222/234, d=0.686, g=0.745\n",
            ">85, 223/234, d=0.699, g=0.718\n",
            ">85, 224/234, d=0.683, g=0.687\n",
            ">85, 225/234, d=0.690, g=0.696\n",
            ">85, 226/234, d=0.690, g=0.711\n",
            ">85, 227/234, d=0.688, g=0.726\n",
            ">85, 228/234, d=0.691, g=0.707\n",
            ">85, 229/234, d=0.699, g=0.677\n",
            ">85, 230/234, d=0.682, g=0.684\n",
            ">85, 231/234, d=0.693, g=0.707\n",
            ">85, 232/234, d=0.697, g=0.701\n",
            ">85, 233/234, d=0.691, g=0.697\n",
            ">85, 234/234, d=0.681, g=0.709\n",
            ">86, 1/234, d=0.684, g=0.708\n",
            ">86, 2/234, d=0.685, g=0.714\n",
            ">86, 3/234, d=0.694, g=0.692\n",
            ">86, 4/234, d=0.690, g=0.704\n",
            ">86, 5/234, d=0.690, g=0.717\n",
            ">86, 6/234, d=0.679, g=0.728\n",
            ">86, 7/234, d=0.703, g=0.731\n",
            ">86, 8/234, d=0.691, g=0.694\n",
            ">86, 9/234, d=0.693, g=0.676\n",
            ">86, 10/234, d=0.688, g=0.702\n",
            ">86, 11/234, d=0.694, g=0.718\n",
            ">86, 12/234, d=0.693, g=0.703\n",
            ">86, 13/234, d=0.690, g=0.692\n",
            ">86, 14/234, d=0.691, g=0.697\n",
            ">86, 15/234, d=0.682, g=0.735\n",
            ">86, 16/234, d=0.701, g=0.714\n",
            ">86, 17/234, d=0.689, g=0.700\n",
            ">86, 18/234, d=0.688, g=0.699\n",
            ">86, 19/234, d=0.686, g=0.710\n",
            ">86, 20/234, d=0.693, g=0.692\n",
            ">86, 21/234, d=0.692, g=0.705\n",
            ">86, 22/234, d=0.693, g=0.705\n",
            ">86, 23/234, d=0.693, g=0.702\n",
            ">86, 24/234, d=0.690, g=0.687\n",
            ">86, 25/234, d=0.690, g=0.676\n",
            ">86, 26/234, d=0.694, g=0.678\n",
            ">86, 27/234, d=0.684, g=0.733\n",
            ">86, 28/234, d=0.698, g=0.709\n",
            ">86, 29/234, d=0.687, g=0.706\n",
            ">86, 30/234, d=0.701, g=0.721\n",
            ">86, 31/234, d=0.685, g=0.721\n",
            ">86, 32/234, d=0.693, g=0.690\n",
            ">86, 33/234, d=0.682, g=0.676\n",
            ">86, 34/234, d=0.692, g=0.667\n",
            ">86, 35/234, d=0.699, g=0.686\n",
            ">86, 36/234, d=0.686, g=0.710\n",
            ">86, 37/234, d=0.693, g=0.693\n",
            ">86, 38/234, d=0.686, g=0.701\n",
            ">86, 39/234, d=0.694, g=0.696\n",
            ">86, 40/234, d=0.698, g=0.716\n",
            ">86, 41/234, d=0.695, g=0.724\n",
            ">86, 42/234, d=0.694, g=0.680\n",
            ">86, 43/234, d=0.687, g=0.692\n",
            ">86, 44/234, d=0.700, g=0.713\n",
            ">86, 45/234, d=0.693, g=0.695\n",
            ">86, 46/234, d=0.698, g=0.702\n",
            ">86, 47/234, d=0.683, g=0.706\n",
            ">86, 48/234, d=0.686, g=0.705\n",
            ">86, 49/234, d=0.694, g=0.689\n",
            ">86, 50/234, d=0.693, g=0.698\n",
            ">86, 51/234, d=0.687, g=0.716\n",
            ">86, 52/234, d=0.688, g=0.708\n",
            ">86, 53/234, d=0.697, g=0.697\n",
            ">86, 54/234, d=0.701, g=0.705\n",
            ">86, 55/234, d=0.692, g=0.709\n",
            ">86, 56/234, d=0.693, g=0.687\n",
            ">86, 57/234, d=0.683, g=0.698\n",
            ">86, 58/234, d=0.681, g=0.718\n",
            ">86, 59/234, d=0.690, g=0.697\n",
            ">86, 60/234, d=0.683, g=0.706\n",
            ">86, 61/234, d=0.691, g=0.705\n",
            ">86, 62/234, d=0.696, g=0.687\n",
            ">86, 63/234, d=0.686, g=0.705\n",
            ">86, 64/234, d=0.692, g=0.714\n",
            ">86, 65/234, d=0.682, g=0.679\n",
            ">86, 66/234, d=0.689, g=0.687\n",
            ">86, 67/234, d=0.691, g=0.709\n",
            ">86, 68/234, d=0.687, g=0.729\n",
            ">86, 69/234, d=0.697, g=0.730\n",
            ">86, 70/234, d=0.680, g=0.690\n",
            ">86, 71/234, d=0.690, g=0.702\n",
            ">86, 72/234, d=0.685, g=0.693\n",
            ">86, 73/234, d=0.687, g=0.696\n",
            ">86, 74/234, d=0.691, g=0.710\n",
            ">86, 75/234, d=0.692, g=0.698\n",
            ">86, 76/234, d=0.686, g=0.706\n",
            ">86, 77/234, d=0.682, g=0.723\n",
            ">86, 78/234, d=0.698, g=0.706\n",
            ">86, 79/234, d=0.686, g=0.700\n",
            ">86, 80/234, d=0.687, g=0.711\n",
            ">86, 81/234, d=0.701, g=0.715\n",
            ">86, 82/234, d=0.690, g=0.708\n",
            ">86, 83/234, d=0.692, g=0.698\n",
            ">86, 84/234, d=0.693, g=0.710\n",
            ">86, 85/234, d=0.697, g=0.716\n",
            ">86, 86/234, d=0.681, g=0.715\n",
            ">86, 87/234, d=0.699, g=0.715\n",
            ">86, 88/234, d=0.694, g=0.674\n",
            ">86, 89/234, d=0.691, g=0.697\n",
            ">86, 90/234, d=0.689, g=0.699\n",
            ">86, 91/234, d=0.688, g=0.688\n",
            ">86, 92/234, d=0.684, g=0.682\n",
            ">86, 93/234, d=0.698, g=0.712\n",
            ">86, 94/234, d=0.690, g=0.725\n",
            ">86, 95/234, d=0.691, g=0.726\n",
            ">86, 96/234, d=0.702, g=0.688\n",
            ">86, 97/234, d=0.689, g=0.669\n",
            ">86, 98/234, d=0.687, g=0.699\n",
            ">86, 99/234, d=0.685, g=0.719\n",
            ">86, 100/234, d=0.690, g=0.722\n",
            ">86, 101/234, d=0.692, g=0.693\n",
            ">86, 102/234, d=0.696, g=0.697\n",
            ">86, 103/234, d=0.697, g=0.717\n",
            ">86, 104/234, d=0.694, g=0.708\n",
            ">86, 105/234, d=0.680, g=0.691\n",
            ">86, 106/234, d=0.695, g=0.709\n",
            ">86, 107/234, d=0.680, g=0.721\n",
            ">86, 108/234, d=0.686, g=0.726\n",
            ">86, 109/234, d=0.693, g=0.714\n",
            ">86, 110/234, d=0.694, g=0.682\n",
            ">86, 111/234, d=0.708, g=0.681\n",
            ">86, 112/234, d=0.675, g=0.716\n",
            ">86, 113/234, d=0.695, g=0.713\n",
            ">86, 114/234, d=0.694, g=0.675\n",
            ">86, 115/234, d=0.691, g=0.680\n",
            ">86, 116/234, d=0.682, g=0.704\n",
            ">86, 117/234, d=0.687, g=0.710\n",
            ">86, 118/234, d=0.683, g=0.726\n",
            ">86, 119/234, d=0.687, g=0.724\n",
            ">86, 120/234, d=0.691, g=0.729\n",
            ">86, 121/234, d=0.684, g=0.710\n",
            ">86, 122/234, d=0.693, g=0.697\n",
            ">86, 123/234, d=0.690, g=0.715\n",
            ">86, 124/234, d=0.688, g=0.705\n",
            ">86, 125/234, d=0.702, g=0.688\n",
            ">86, 126/234, d=0.695, g=0.710\n",
            ">86, 127/234, d=0.693, g=0.717\n",
            ">86, 128/234, d=0.691, g=0.714\n",
            ">86, 129/234, d=0.694, g=0.699\n",
            ">86, 130/234, d=0.687, g=0.686\n",
            ">86, 131/234, d=0.680, g=0.718\n",
            ">86, 132/234, d=0.695, g=0.717\n",
            ">86, 133/234, d=0.688, g=0.712\n",
            ">86, 134/234, d=0.682, g=0.701\n",
            ">86, 135/234, d=0.689, g=0.724\n",
            ">86, 136/234, d=0.691, g=0.700\n",
            ">86, 137/234, d=0.683, g=0.680\n",
            ">86, 138/234, d=0.692, g=0.694\n",
            ">86, 139/234, d=0.690, g=0.699\n",
            ">86, 140/234, d=0.696, g=0.698\n",
            ">86, 141/234, d=0.690, g=0.716\n",
            ">86, 142/234, d=0.681, g=0.708\n",
            ">86, 143/234, d=0.693, g=0.701\n",
            ">86, 144/234, d=0.688, g=0.698\n",
            ">86, 145/234, d=0.692, g=0.715\n",
            ">86, 146/234, d=0.685, g=0.730\n",
            ">86, 147/234, d=0.690, g=0.688\n",
            ">86, 148/234, d=0.688, g=0.673\n",
            ">86, 149/234, d=0.694, g=0.688\n",
            ">86, 150/234, d=0.691, g=0.699\n",
            ">86, 151/234, d=0.690, g=0.694\n",
            ">86, 152/234, d=0.680, g=0.707\n",
            ">86, 153/234, d=0.692, g=0.708\n",
            ">86, 154/234, d=0.691, g=0.703\n",
            ">86, 155/234, d=0.688, g=0.732\n",
            ">86, 156/234, d=0.696, g=0.711\n",
            ">86, 157/234, d=0.695, g=0.726\n",
            ">86, 158/234, d=0.681, g=0.667\n",
            ">86, 159/234, d=0.687, g=0.674\n",
            ">86, 160/234, d=0.688, g=0.717\n",
            ">86, 161/234, d=0.688, g=0.745\n",
            ">86, 162/234, d=0.682, g=0.707\n",
            ">86, 163/234, d=0.698, g=0.658\n",
            ">86, 164/234, d=0.688, g=0.686\n",
            ">86, 165/234, d=0.697, g=0.705\n",
            ">86, 166/234, d=0.695, g=0.721\n",
            ">86, 167/234, d=0.686, g=0.689\n",
            ">86, 168/234, d=0.692, g=0.693\n",
            ">86, 169/234, d=0.693, g=0.704\n",
            ">86, 170/234, d=0.686, g=0.707\n",
            ">86, 171/234, d=0.690, g=0.698\n",
            ">86, 172/234, d=0.693, g=0.703\n",
            ">86, 173/234, d=0.690, g=0.705\n",
            ">86, 174/234, d=0.696, g=0.696\n",
            ">86, 175/234, d=0.694, g=0.693\n",
            ">86, 176/234, d=0.691, g=0.694\n",
            ">86, 177/234, d=0.696, g=0.707\n",
            ">86, 178/234, d=0.688, g=0.700\n",
            ">86, 179/234, d=0.700, g=0.726\n",
            ">86, 180/234, d=0.688, g=0.719\n",
            ">86, 181/234, d=0.686, g=0.667\n",
            ">86, 182/234, d=0.687, g=0.680\n",
            ">86, 183/234, d=0.691, g=0.712\n",
            ">86, 184/234, d=0.694, g=0.723\n",
            ">86, 185/234, d=0.694, g=0.717\n",
            ">86, 186/234, d=0.696, g=0.714\n",
            ">86, 187/234, d=0.693, g=0.715\n",
            ">86, 188/234, d=0.685, g=0.672\n",
            ">86, 189/234, d=0.689, g=0.690\n",
            ">86, 190/234, d=0.688, g=0.718\n",
            ">86, 191/234, d=0.686, g=0.731\n",
            ">86, 192/234, d=0.686, g=0.710\n",
            ">86, 193/234, d=0.694, g=0.684\n",
            ">86, 194/234, d=0.694, g=0.705\n",
            ">86, 195/234, d=0.690, g=0.707\n",
            ">86, 196/234, d=0.692, g=0.711\n",
            ">86, 197/234, d=0.680, g=0.718\n",
            ">86, 198/234, d=0.692, g=0.677\n",
            ">86, 199/234, d=0.684, g=0.651\n",
            ">86, 200/234, d=0.696, g=0.702\n",
            ">86, 201/234, d=0.687, g=0.743\n",
            ">86, 202/234, d=0.687, g=0.708\n",
            ">86, 203/234, d=0.689, g=0.690\n",
            ">86, 204/234, d=0.695, g=0.724\n",
            ">86, 205/234, d=0.695, g=0.706\n",
            ">86, 206/234, d=0.687, g=0.695\n",
            ">86, 207/234, d=0.677, g=0.693\n",
            ">86, 208/234, d=0.682, g=0.718\n",
            ">86, 209/234, d=0.691, g=0.732\n",
            ">86, 210/234, d=0.694, g=0.680\n",
            ">86, 211/234, d=0.687, g=0.665\n",
            ">86, 212/234, d=0.691, g=0.693\n",
            ">86, 213/234, d=0.688, g=0.760\n",
            ">86, 214/234, d=0.696, g=0.704\n",
            ">86, 215/234, d=0.689, g=0.709\n",
            ">86, 216/234, d=0.682, g=0.724\n",
            ">86, 217/234, d=0.681, g=0.706\n",
            ">86, 218/234, d=0.698, g=0.701\n",
            ">86, 219/234, d=0.691, g=0.699\n",
            ">86, 220/234, d=0.692, g=0.699\n",
            ">86, 221/234, d=0.691, g=0.693\n",
            ">86, 222/234, d=0.681, g=0.701\n",
            ">86, 223/234, d=0.695, g=0.708\n",
            ">86, 224/234, d=0.693, g=0.696\n",
            ">86, 225/234, d=0.688, g=0.687\n",
            ">86, 226/234, d=0.697, g=0.689\n",
            ">86, 227/234, d=0.687, g=0.695\n",
            ">86, 228/234, d=0.689, g=0.732\n",
            ">86, 229/234, d=0.681, g=0.724\n",
            ">86, 230/234, d=0.689, g=0.676\n",
            ">86, 231/234, d=0.692, g=0.702\n",
            ">86, 232/234, d=0.687, g=0.711\n",
            ">86, 233/234, d=0.690, g=0.696\n",
            ">86, 234/234, d=0.689, g=0.703\n",
            ">87, 1/234, d=0.685, g=0.708\n",
            ">87, 2/234, d=0.686, g=0.723\n",
            ">87, 3/234, d=0.685, g=0.712\n",
            ">87, 4/234, d=0.693, g=0.707\n",
            ">87, 5/234, d=0.698, g=0.699\n",
            ">87, 6/234, d=0.695, g=0.687\n",
            ">87, 7/234, d=0.696, g=0.705\n",
            ">87, 8/234, d=0.689, g=0.689\n",
            ">87, 9/234, d=0.695, g=0.714\n",
            ">87, 10/234, d=0.685, g=0.699\n",
            ">87, 11/234, d=0.693, g=0.708\n",
            ">87, 12/234, d=0.689, g=0.708\n",
            ">87, 13/234, d=0.680, g=0.699\n",
            ">87, 14/234, d=0.693, g=0.700\n",
            ">87, 15/234, d=0.687, g=0.707\n",
            ">87, 16/234, d=0.689, g=0.707\n",
            ">87, 17/234, d=0.679, g=0.690\n",
            ">87, 18/234, d=0.684, g=0.691\n",
            ">87, 19/234, d=0.691, g=0.730\n",
            ">87, 20/234, d=0.691, g=0.703\n",
            ">87, 21/234, d=0.699, g=0.704\n",
            ">87, 22/234, d=0.688, g=0.699\n",
            ">87, 23/234, d=0.689, g=0.732\n",
            ">87, 24/234, d=0.688, g=0.705\n",
            ">87, 25/234, d=0.697, g=0.709\n",
            ">87, 26/234, d=0.688, g=0.702\n",
            ">87, 27/234, d=0.688, g=0.693\n",
            ">87, 28/234, d=0.690, g=0.709\n",
            ">87, 29/234, d=0.701, g=0.696\n",
            ">87, 30/234, d=0.692, g=0.715\n",
            ">87, 31/234, d=0.694, g=0.728\n",
            ">87, 32/234, d=0.683, g=0.716\n",
            ">87, 33/234, d=0.687, g=0.684\n",
            ">87, 34/234, d=0.690, g=0.697\n",
            ">87, 35/234, d=0.686, g=0.698\n",
            ">87, 36/234, d=0.688, g=0.709\n",
            ">87, 37/234, d=0.698, g=0.721\n",
            ">87, 38/234, d=0.702, g=0.700\n",
            ">87, 39/234, d=0.689, g=0.664\n",
            ">87, 40/234, d=0.682, g=0.684\n",
            ">87, 41/234, d=0.696, g=0.735\n",
            ">87, 42/234, d=0.689, g=0.744\n",
            ">87, 43/234, d=0.692, g=0.708\n",
            ">87, 44/234, d=0.690, g=0.681\n",
            ">87, 45/234, d=0.690, g=0.717\n",
            ">87, 46/234, d=0.701, g=0.730\n",
            ">87, 47/234, d=0.694, g=0.721\n",
            ">87, 48/234, d=0.691, g=0.711\n",
            ">87, 49/234, d=0.696, g=0.709\n",
            ">87, 50/234, d=0.692, g=0.702\n",
            ">87, 51/234, d=0.687, g=0.701\n",
            ">87, 52/234, d=0.696, g=0.698\n",
            ">87, 53/234, d=0.693, g=0.710\n",
            ">87, 54/234, d=0.678, g=0.712\n",
            ">87, 55/234, d=0.693, g=0.707\n",
            ">87, 56/234, d=0.694, g=0.695\n",
            ">87, 57/234, d=0.682, g=0.691\n",
            ">87, 58/234, d=0.696, g=0.701\n",
            ">87, 59/234, d=0.689, g=0.705\n",
            ">87, 60/234, d=0.691, g=0.708\n",
            ">87, 61/234, d=0.691, g=0.706\n",
            ">87, 62/234, d=0.690, g=0.696\n",
            ">87, 63/234, d=0.694, g=0.690\n",
            ">87, 64/234, d=0.694, g=0.719\n",
            ">87, 65/234, d=0.686, g=0.704\n",
            ">87, 66/234, d=0.684, g=0.699\n",
            ">87, 67/234, d=0.683, g=0.718\n",
            ">87, 68/234, d=0.686, g=0.712\n",
            ">87, 69/234, d=0.698, g=0.693\n",
            ">87, 70/234, d=0.695, g=0.701\n",
            ">87, 71/234, d=0.690, g=0.692\n",
            ">87, 72/234, d=0.691, g=0.715\n",
            ">87, 73/234, d=0.699, g=0.728\n",
            ">87, 74/234, d=0.689, g=0.702\n",
            ">87, 75/234, d=0.690, g=0.680\n",
            ">87, 76/234, d=0.686, g=0.687\n",
            ">87, 77/234, d=0.691, g=0.712\n",
            ">87, 78/234, d=0.687, g=0.732\n",
            ">87, 79/234, d=0.681, g=0.693\n",
            ">87, 80/234, d=0.684, g=0.686\n",
            ">87, 81/234, d=0.688, g=0.673\n",
            ">87, 82/234, d=0.689, g=0.718\n",
            ">87, 83/234, d=0.689, g=0.754\n",
            ">87, 84/234, d=0.689, g=0.725\n",
            ">87, 85/234, d=0.696, g=0.673\n",
            ">87, 86/234, d=0.689, g=0.652\n",
            ">87, 87/234, d=0.696, g=0.693\n",
            ">87, 88/234, d=0.693, g=0.710\n",
            ">87, 89/234, d=0.691, g=0.710\n",
            ">87, 90/234, d=0.691, g=0.684\n",
            ">87, 91/234, d=0.690, g=0.693\n",
            ">87, 92/234, d=0.687, g=0.713\n",
            ">87, 93/234, d=0.695, g=0.739\n",
            ">87, 94/234, d=0.686, g=0.712\n",
            ">87, 95/234, d=0.688, g=0.697\n",
            ">87, 96/234, d=0.678, g=0.690\n",
            ">87, 97/234, d=0.702, g=0.723\n",
            ">87, 98/234, d=0.694, g=0.710\n",
            ">87, 99/234, d=0.688, g=0.687\n",
            ">87, 100/234, d=0.689, g=0.679\n",
            ">87, 101/234, d=0.687, g=0.719\n",
            ">87, 102/234, d=0.696, g=0.694\n",
            ">87, 103/234, d=0.694, g=0.689\n",
            ">87, 104/234, d=0.688, g=0.700\n",
            ">87, 105/234, d=0.697, g=0.693\n",
            ">87, 106/234, d=0.682, g=0.709\n",
            ">87, 107/234, d=0.701, g=0.687\n",
            ">87, 108/234, d=0.680, g=0.693\n",
            ">87, 109/234, d=0.686, g=0.708\n",
            ">87, 110/234, d=0.685, g=0.699\n",
            ">87, 111/234, d=0.696, g=0.703\n",
            ">87, 112/234, d=0.682, g=0.711\n",
            ">87, 113/234, d=0.682, g=0.702\n",
            ">87, 114/234, d=0.692, g=0.696\n",
            ">87, 115/234, d=0.684, g=0.715\n",
            ">87, 116/234, d=0.693, g=0.729\n",
            ">87, 117/234, d=0.688, g=0.717\n",
            ">87, 118/234, d=0.696, g=0.688\n",
            ">87, 119/234, d=0.687, g=0.680\n",
            ">87, 120/234, d=0.682, g=0.703\n",
            ">87, 121/234, d=0.685, g=0.712\n",
            ">87, 122/234, d=0.694, g=0.718\n",
            ">87, 123/234, d=0.696, g=0.713\n",
            ">87, 124/234, d=0.698, g=0.693\n",
            ">87, 125/234, d=0.690, g=0.697\n",
            ">87, 126/234, d=0.687, g=0.715\n",
            ">87, 127/234, d=0.684, g=0.720\n",
            ">87, 128/234, d=0.694, g=0.717\n",
            ">87, 129/234, d=0.690, g=0.699\n",
            ">87, 130/234, d=0.693, g=0.674\n",
            ">87, 131/234, d=0.690, g=0.711\n",
            ">87, 132/234, d=0.691, g=0.717\n",
            ">87, 133/234, d=0.690, g=0.691\n",
            ">87, 134/234, d=0.692, g=0.677\n",
            ">87, 135/234, d=0.688, g=0.692\n",
            ">87, 136/234, d=0.696, g=0.720\n",
            ">87, 137/234, d=0.683, g=0.717\n",
            ">87, 138/234, d=0.693, g=0.687\n",
            ">87, 139/234, d=0.693, g=0.694\n",
            ">87, 140/234, d=0.676, g=0.692\n",
            ">87, 141/234, d=0.690, g=0.710\n",
            ">87, 142/234, d=0.694, g=0.728\n",
            ">87, 143/234, d=0.681, g=0.715\n",
            ">87, 144/234, d=0.689, g=0.692\n",
            ">87, 145/234, d=0.699, g=0.707\n",
            ">87, 146/234, d=0.696, g=0.701\n",
            ">87, 147/234, d=0.687, g=0.687\n",
            ">87, 148/234, d=0.690, g=0.698\n",
            ">87, 149/234, d=0.693, g=0.706\n",
            ">87, 150/234, d=0.689, g=0.697\n",
            ">87, 151/234, d=0.690, g=0.725\n",
            ">87, 152/234, d=0.677, g=0.712\n",
            ">87, 153/234, d=0.694, g=0.709\n",
            ">87, 154/234, d=0.691, g=0.700\n",
            ">87, 155/234, d=0.702, g=0.700\n",
            ">87, 156/234, d=0.683, g=0.710\n",
            ">87, 157/234, d=0.696, g=0.718\n",
            ">87, 158/234, d=0.691, g=0.714\n",
            ">87, 159/234, d=0.689, g=0.720\n",
            ">87, 160/234, d=0.677, g=0.737\n",
            ">87, 161/234, d=0.693, g=0.715\n",
            ">87, 162/234, d=0.686, g=0.728\n",
            ">87, 163/234, d=0.688, g=0.702\n",
            ">87, 164/234, d=0.691, g=0.680\n",
            ">87, 165/234, d=0.686, g=0.718\n",
            ">87, 166/234, d=0.691, g=0.719\n",
            ">87, 167/234, d=0.692, g=0.681\n",
            ">87, 168/234, d=0.683, g=0.702\n",
            ">87, 169/234, d=0.680, g=0.699\n",
            ">87, 170/234, d=0.687, g=0.722\n",
            ">87, 171/234, d=0.700, g=0.715\n",
            ">87, 172/234, d=0.695, g=0.732\n",
            ">87, 173/234, d=0.687, g=0.711\n",
            ">87, 174/234, d=0.694, g=0.690\n",
            ">87, 175/234, d=0.700, g=0.669\n",
            ">87, 176/234, d=0.690, g=0.700\n",
            ">87, 177/234, d=0.692, g=0.726\n",
            ">87, 178/234, d=0.691, g=0.732\n",
            ">87, 179/234, d=0.687, g=0.714\n",
            ">87, 180/234, d=0.696, g=0.709\n",
            ">87, 181/234, d=0.695, g=0.727\n",
            ">87, 182/234, d=0.690, g=0.690\n",
            ">87, 183/234, d=0.696, g=0.670\n",
            ">87, 184/234, d=0.691, g=0.708\n",
            ">87, 185/234, d=0.704, g=0.724\n",
            ">87, 186/234, d=0.688, g=0.707\n",
            ">87, 187/234, d=0.686, g=0.728\n",
            ">87, 188/234, d=0.683, g=0.732\n",
            ">87, 189/234, d=0.681, g=0.701\n",
            ">87, 190/234, d=0.694, g=0.693\n",
            ">87, 191/234, d=0.691, g=0.700\n",
            ">87, 192/234, d=0.688, g=0.717\n",
            ">87, 193/234, d=0.684, g=0.685\n",
            ">87, 194/234, d=0.687, g=0.688\n",
            ">87, 195/234, d=0.691, g=0.700\n",
            ">87, 196/234, d=0.698, g=0.699\n",
            ">87, 197/234, d=0.692, g=0.711\n",
            ">87, 198/234, d=0.693, g=0.717\n",
            ">87, 199/234, d=0.685, g=0.679\n",
            ">87, 200/234, d=0.693, g=0.650\n",
            ">87, 201/234, d=0.690, g=0.677\n",
            ">87, 202/234, d=0.685, g=0.734\n",
            ">87, 203/234, d=0.683, g=0.758\n",
            ">87, 204/234, d=0.686, g=0.704\n",
            ">87, 205/234, d=0.696, g=0.670\n",
            ">87, 206/234, d=0.692, g=0.687\n",
            ">87, 207/234, d=0.695, g=0.725\n",
            ">87, 208/234, d=0.687, g=0.734\n",
            ">87, 209/234, d=0.693, g=0.704\n",
            ">87, 210/234, d=0.697, g=0.675\n",
            ">87, 211/234, d=0.691, g=0.710\n",
            ">87, 212/234, d=0.688, g=0.723\n",
            ">87, 213/234, d=0.687, g=0.719\n",
            ">87, 214/234, d=0.694, g=0.688\n",
            ">87, 215/234, d=0.683, g=0.662\n",
            ">87, 216/234, d=0.696, g=0.700\n",
            ">87, 217/234, d=0.688, g=0.722\n",
            ">87, 218/234, d=0.692, g=0.702\n",
            ">87, 219/234, d=0.697, g=0.691\n",
            ">87, 220/234, d=0.688, g=0.706\n",
            ">87, 221/234, d=0.689, g=0.700\n",
            ">87, 222/234, d=0.684, g=0.710\n",
            ">87, 223/234, d=0.699, g=0.692\n",
            ">87, 224/234, d=0.691, g=0.719\n",
            ">87, 225/234, d=0.688, g=0.734\n",
            ">87, 226/234, d=0.695, g=0.705\n",
            ">87, 227/234, d=0.696, g=0.690\n",
            ">87, 228/234, d=0.682, g=0.687\n",
            ">87, 229/234, d=0.690, g=0.711\n",
            ">87, 230/234, d=0.691, g=0.707\n",
            ">87, 231/234, d=0.699, g=0.681\n",
            ">87, 232/234, d=0.695, g=0.686\n",
            ">87, 233/234, d=0.695, g=0.705\n",
            ">87, 234/234, d=0.688, g=0.736\n",
            ">88, 1/234, d=0.686, g=0.676\n",
            ">88, 2/234, d=0.686, g=0.684\n",
            ">88, 3/234, d=0.695, g=0.711\n",
            ">88, 4/234, d=0.696, g=0.745\n",
            ">88, 5/234, d=0.685, g=0.715\n",
            ">88, 6/234, d=0.688, g=0.684\n",
            ">88, 7/234, d=0.692, g=0.676\n",
            ">88, 8/234, d=0.704, g=0.673\n",
            ">88, 9/234, d=0.685, g=0.689\n",
            ">88, 10/234, d=0.686, g=0.696\n",
            ">88, 11/234, d=0.693, g=0.699\n",
            ">88, 12/234, d=0.690, g=0.698\n",
            ">88, 13/234, d=0.690, g=0.707\n",
            ">88, 14/234, d=0.688, g=0.724\n",
            ">88, 15/234, d=0.701, g=0.707\n",
            ">88, 16/234, d=0.687, g=0.696\n",
            ">88, 17/234, d=0.687, g=0.696\n",
            ">88, 18/234, d=0.690, g=0.733\n",
            ">88, 19/234, d=0.699, g=0.719\n",
            ">88, 20/234, d=0.686, g=0.712\n",
            ">88, 21/234, d=0.685, g=0.685\n",
            ">88, 22/234, d=0.685, g=0.682\n",
            ">88, 23/234, d=0.682, g=0.690\n",
            ">88, 24/234, d=0.687, g=0.722\n",
            ">88, 25/234, d=0.686, g=0.701\n",
            ">88, 26/234, d=0.684, g=0.702\n",
            ">88, 27/234, d=0.682, g=0.698\n",
            ">88, 28/234, d=0.688, g=0.719\n",
            ">88, 29/234, d=0.692, g=0.703\n",
            ">88, 30/234, d=0.694, g=0.681\n",
            ">88, 31/234, d=0.683, g=0.712\n",
            ">88, 32/234, d=0.685, g=0.702\n",
            ">88, 33/234, d=0.688, g=0.712\n",
            ">88, 34/234, d=0.686, g=0.722\n",
            ">88, 35/234, d=0.686, g=0.681\n",
            ">88, 36/234, d=0.690, g=0.703\n",
            ">88, 37/234, d=0.696, g=0.716\n",
            ">88, 38/234, d=0.699, g=0.736\n",
            ">88, 39/234, d=0.693, g=0.701\n",
            ">88, 40/234, d=0.684, g=0.701\n",
            ">88, 41/234, d=0.692, g=0.700\n",
            ">88, 42/234, d=0.692, g=0.708\n",
            ">88, 43/234, d=0.681, g=0.694\n",
            ">88, 44/234, d=0.697, g=0.725\n",
            ">88, 45/234, d=0.696, g=0.713\n",
            ">88, 46/234, d=0.693, g=0.692\n",
            ">88, 47/234, d=0.691, g=0.699\n",
            ">88, 48/234, d=0.687, g=0.680\n",
            ">88, 49/234, d=0.690, g=0.716\n",
            ">88, 50/234, d=0.691, g=0.741\n",
            ">88, 51/234, d=0.697, g=0.709\n",
            ">88, 52/234, d=0.688, g=0.695\n",
            ">88, 53/234, d=0.689, g=0.692\n",
            ">88, 54/234, d=0.687, g=0.703\n",
            ">88, 55/234, d=0.687, g=0.687\n",
            ">88, 56/234, d=0.688, g=0.690\n",
            ">88, 57/234, d=0.689, g=0.714\n",
            ">88, 58/234, d=0.693, g=0.713\n",
            ">88, 59/234, d=0.690, g=0.694\n",
            ">88, 60/234, d=0.697, g=0.701\n",
            ">88, 61/234, d=0.690, g=0.708\n",
            ">88, 62/234, d=0.697, g=0.699\n",
            ">88, 63/234, d=0.691, g=0.700\n",
            ">88, 64/234, d=0.692, g=0.685\n",
            ">88, 65/234, d=0.673, g=0.697\n",
            ">88, 66/234, d=0.698, g=0.706\n",
            ">88, 67/234, d=0.688, g=0.728\n",
            ">88, 68/234, d=0.687, g=0.712\n",
            ">88, 69/234, d=0.693, g=0.701\n",
            ">88, 70/234, d=0.686, g=0.692\n",
            ">88, 71/234, d=0.699, g=0.724\n",
            ">88, 72/234, d=0.697, g=0.717\n",
            ">88, 73/234, d=0.697, g=0.707\n",
            ">88, 74/234, d=0.697, g=0.698\n",
            ">88, 75/234, d=0.685, g=0.701\n",
            ">88, 76/234, d=0.688, g=0.691\n",
            ">88, 77/234, d=0.683, g=0.685\n",
            ">88, 78/234, d=0.694, g=0.697\n",
            ">88, 79/234, d=0.693, g=0.703\n",
            ">88, 80/234, d=0.692, g=0.724\n",
            ">88, 81/234, d=0.684, g=0.701\n",
            ">88, 82/234, d=0.694, g=0.699\n",
            ">88, 83/234, d=0.690, g=0.699\n",
            ">88, 84/234, d=0.687, g=0.688\n",
            ">88, 85/234, d=0.697, g=0.693\n",
            ">88, 86/234, d=0.704, g=0.715\n",
            ">88, 87/234, d=0.695, g=0.713\n",
            ">88, 88/234, d=0.686, g=0.699\n",
            ">88, 89/234, d=0.689, g=0.666\n",
            ">88, 90/234, d=0.687, g=0.706\n",
            ">88, 91/234, d=0.695, g=0.734\n",
            ">88, 92/234, d=0.694, g=0.715\n",
            ">88, 93/234, d=0.693, g=0.717\n",
            ">88, 94/234, d=0.691, g=0.691\n",
            ">88, 95/234, d=0.690, g=0.690\n",
            ">88, 96/234, d=0.698, g=0.698\n",
            ">88, 97/234, d=0.693, g=0.710\n",
            ">88, 98/234, d=0.696, g=0.707\n",
            ">88, 99/234, d=0.691, g=0.698\n",
            ">88, 100/234, d=0.698, g=0.707\n",
            ">88, 101/234, d=0.691, g=0.709\n",
            ">88, 102/234, d=0.685, g=0.694\n",
            ">88, 103/234, d=0.693, g=0.684\n",
            ">88, 104/234, d=0.696, g=0.697\n",
            ">88, 105/234, d=0.693, g=0.692\n",
            ">88, 106/234, d=0.697, g=0.716\n",
            ">88, 107/234, d=0.689, g=0.738\n",
            ">88, 108/234, d=0.696, g=0.690\n",
            ">88, 109/234, d=0.692, g=0.671\n",
            ">88, 110/234, d=0.687, g=0.699\n",
            ">88, 111/234, d=0.696, g=0.713\n",
            ">88, 112/234, d=0.698, g=0.724\n",
            ">88, 113/234, d=0.685, g=0.701\n",
            ">88, 114/234, d=0.685, g=0.687\n",
            ">88, 115/234, d=0.693, g=0.727\n",
            ">88, 116/234, d=0.688, g=0.714\n",
            ">88, 117/234, d=0.689, g=0.700\n",
            ">88, 118/234, d=0.694, g=0.686\n",
            ">88, 119/234, d=0.690, g=0.700\n",
            ">88, 120/234, d=0.691, g=0.704\n",
            ">88, 121/234, d=0.684, g=0.702\n",
            ">88, 122/234, d=0.695, g=0.721\n",
            ">88, 123/234, d=0.696, g=0.714\n",
            ">88, 124/234, d=0.690, g=0.709\n",
            ">88, 125/234, d=0.694, g=0.693\n",
            ">88, 126/234, d=0.689, g=0.729\n",
            ">88, 127/234, d=0.695, g=0.699\n",
            ">88, 128/234, d=0.696, g=0.686\n",
            ">88, 129/234, d=0.690, g=0.705\n",
            ">88, 130/234, d=0.690, g=0.708\n",
            ">88, 131/234, d=0.685, g=0.720\n",
            ">88, 132/234, d=0.694, g=0.693\n",
            ">88, 133/234, d=0.679, g=0.708\n",
            ">88, 134/234, d=0.690, g=0.714\n",
            ">88, 135/234, d=0.688, g=0.703\n",
            ">88, 136/234, d=0.694, g=0.688\n",
            ">88, 137/234, d=0.697, g=0.701\n",
            ">88, 138/234, d=0.686, g=0.687\n",
            ">88, 139/234, d=0.690, g=0.707\n",
            ">88, 140/234, d=0.687, g=0.702\n",
            ">88, 141/234, d=0.686, g=0.688\n",
            ">88, 142/234, d=0.680, g=0.718\n",
            ">88, 143/234, d=0.691, g=0.729\n",
            ">88, 144/234, d=0.697, g=0.709\n",
            ">88, 145/234, d=0.698, g=0.680\n",
            ">88, 146/234, d=0.687, g=0.698\n",
            ">88, 147/234, d=0.685, g=0.704\n",
            ">88, 148/234, d=0.695, g=0.707\n",
            ">88, 149/234, d=0.698, g=0.698\n",
            ">88, 150/234, d=0.681, g=0.691\n",
            ">88, 151/234, d=0.694, g=0.701\n",
            ">88, 152/234, d=0.692, g=0.706\n",
            ">88, 153/234, d=0.690, g=0.710\n",
            ">88, 154/234, d=0.697, g=0.666\n",
            ">88, 155/234, d=0.689, g=0.703\n",
            ">88, 156/234, d=0.690, g=0.701\n",
            ">88, 157/234, d=0.692, g=0.709\n",
            ">88, 158/234, d=0.695, g=0.683\n",
            ">88, 159/234, d=0.695, g=0.721\n",
            ">88, 160/234, d=0.691, g=0.726\n",
            ">88, 161/234, d=0.691, g=0.700\n",
            ">88, 162/234, d=0.688, g=0.678\n",
            ">88, 163/234, d=0.695, g=0.677\n",
            ">88, 164/234, d=0.688, g=0.708\n",
            ">88, 165/234, d=0.684, g=0.737\n",
            ">88, 166/234, d=0.699, g=0.704\n",
            ">88, 167/234, d=0.685, g=0.685\n",
            ">88, 168/234, d=0.697, g=0.691\n",
            ">88, 169/234, d=0.685, g=0.697\n",
            ">88, 170/234, d=0.693, g=0.724\n",
            ">88, 171/234, d=0.697, g=0.716\n",
            ">88, 172/234, d=0.692, g=0.701\n",
            ">88, 173/234, d=0.691, g=0.700\n",
            ">88, 174/234, d=0.694, g=0.705\n",
            ">88, 175/234, d=0.687, g=0.701\n",
            ">88, 176/234, d=0.691, g=0.706\n",
            ">88, 177/234, d=0.683, g=0.713\n",
            ">88, 178/234, d=0.692, g=0.721\n",
            ">88, 179/234, d=0.691, g=0.691\n",
            ">88, 180/234, d=0.689, g=0.682\n",
            ">88, 181/234, d=0.687, g=0.682\n",
            ">88, 182/234, d=0.699, g=0.710\n",
            ">88, 183/234, d=0.692, g=0.705\n",
            ">88, 184/234, d=0.688, g=0.707\n",
            ">88, 185/234, d=0.694, g=0.703\n",
            ">88, 186/234, d=0.694, g=0.706\n",
            ">88, 187/234, d=0.695, g=0.702\n",
            ">88, 188/234, d=0.682, g=0.709\n",
            ">88, 189/234, d=0.688, g=0.720\n",
            ">88, 190/234, d=0.697, g=0.702\n",
            ">88, 191/234, d=0.699, g=0.686\n",
            ">88, 192/234, d=0.693, g=0.680\n",
            ">88, 193/234, d=0.691, g=0.687\n",
            ">88, 194/234, d=0.696, g=0.708\n",
            ">88, 195/234, d=0.699, g=0.737\n",
            ">88, 196/234, d=0.692, g=0.714\n",
            ">88, 197/234, d=0.687, g=0.708\n",
            ">88, 198/234, d=0.686, g=0.702\n",
            ">88, 199/234, d=0.681, g=0.697\n",
            ">88, 200/234, d=0.696, g=0.689\n",
            ">88, 201/234, d=0.697, g=0.691\n",
            ">88, 202/234, d=0.694, g=0.734\n",
            ">88, 203/234, d=0.682, g=0.697\n",
            ">88, 204/234, d=0.683, g=0.672\n",
            ">88, 205/234, d=0.693, g=0.681\n",
            ">88, 206/234, d=0.695, g=0.693\n",
            ">88, 207/234, d=0.685, g=0.735\n",
            ">88, 208/234, d=0.676, g=0.730\n",
            ">88, 209/234, d=0.700, g=0.706\n",
            ">88, 210/234, d=0.688, g=0.695\n",
            ">88, 211/234, d=0.693, g=0.704\n",
            ">88, 212/234, d=0.692, g=0.712\n",
            ">88, 213/234, d=0.692, g=0.715\n",
            ">88, 214/234, d=0.685, g=0.718\n",
            ">88, 215/234, d=0.693, g=0.690\n",
            ">88, 216/234, d=0.690, g=0.686\n",
            ">88, 217/234, d=0.696, g=0.701\n",
            ">88, 218/234, d=0.692, g=0.702\n",
            ">88, 219/234, d=0.687, g=0.691\n",
            ">88, 220/234, d=0.689, g=0.688\n",
            ">88, 221/234, d=0.688, g=0.720\n",
            ">88, 222/234, d=0.682, g=0.700\n",
            ">88, 223/234, d=0.680, g=0.697\n",
            ">88, 224/234, d=0.696, g=0.686\n",
            ">88, 225/234, d=0.689, g=0.727\n",
            ">88, 226/234, d=0.682, g=0.720\n",
            ">88, 227/234, d=0.690, g=0.694\n",
            ">88, 228/234, d=0.683, g=0.676\n",
            ">88, 229/234, d=0.686, g=0.705\n",
            ">88, 230/234, d=0.697, g=0.740\n",
            ">88, 231/234, d=0.696, g=0.710\n",
            ">88, 232/234, d=0.695, g=0.684\n",
            ">88, 233/234, d=0.700, g=0.712\n",
            ">88, 234/234, d=0.693, g=0.692\n",
            ">89, 1/234, d=0.680, g=0.730\n",
            ">89, 2/234, d=0.685, g=0.719\n",
            ">89, 3/234, d=0.686, g=0.685\n",
            ">89, 4/234, d=0.687, g=0.682\n",
            ">89, 5/234, d=0.678, g=0.709\n",
            ">89, 6/234, d=0.685, g=0.712\n",
            ">89, 7/234, d=0.689, g=0.702\n",
            ">89, 8/234, d=0.692, g=0.699\n",
            ">89, 9/234, d=0.696, g=0.719\n",
            ">89, 10/234, d=0.683, g=0.715\n",
            ">89, 11/234, d=0.677, g=0.694\n",
            ">89, 12/234, d=0.682, g=0.702\n",
            ">89, 13/234, d=0.699, g=0.723\n",
            ">89, 14/234, d=0.689, g=0.683\n",
            ">89, 15/234, d=0.682, g=0.671\n",
            ">89, 16/234, d=0.692, g=0.697\n",
            ">89, 17/234, d=0.684, g=0.703\n",
            ">89, 18/234, d=0.686, g=0.718\n",
            ">89, 19/234, d=0.690, g=0.712\n",
            ">89, 20/234, d=0.687, g=0.698\n",
            ">89, 21/234, d=0.689, g=0.689\n",
            ">89, 22/234, d=0.690, g=0.717\n",
            ">89, 23/234, d=0.687, g=0.705\n",
            ">89, 24/234, d=0.697, g=0.698\n",
            ">89, 25/234, d=0.702, g=0.682\n",
            ">89, 26/234, d=0.695, g=0.686\n",
            ">89, 27/234, d=0.689, g=0.732\n",
            ">89, 28/234, d=0.687, g=0.706\n",
            ">89, 29/234, d=0.690, g=0.693\n",
            ">89, 30/234, d=0.694, g=0.717\n",
            ">89, 31/234, d=0.689, g=0.692\n",
            ">89, 32/234, d=0.692, g=0.708\n",
            ">89, 33/234, d=0.678, g=0.696\n",
            ">89, 34/234, d=0.695, g=0.725\n",
            ">89, 35/234, d=0.698, g=0.727\n",
            ">89, 36/234, d=0.695, g=0.718\n",
            ">89, 37/234, d=0.697, g=0.705\n",
            ">89, 38/234, d=0.700, g=0.676\n",
            ">89, 39/234, d=0.687, g=0.703\n",
            ">89, 40/234, d=0.687, g=0.702\n",
            ">89, 41/234, d=0.680, g=0.702\n",
            ">89, 42/234, d=0.695, g=0.692\n",
            ">89, 43/234, d=0.689, g=0.688\n",
            ">89, 44/234, d=0.685, g=0.726\n",
            ">89, 45/234, d=0.687, g=0.714\n",
            ">89, 46/234, d=0.686, g=0.706\n",
            ">89, 47/234, d=0.691, g=0.721\n",
            ">89, 48/234, d=0.683, g=0.725\n",
            ">89, 49/234, d=0.689, g=0.719\n",
            ">89, 50/234, d=0.696, g=0.698\n",
            ">89, 51/234, d=0.696, g=0.720\n",
            ">89, 52/234, d=0.691, g=0.699\n",
            ">89, 53/234, d=0.690, g=0.701\n",
            ">89, 54/234, d=0.691, g=0.695\n",
            ">89, 55/234, d=0.689, g=0.698\n",
            ">89, 56/234, d=0.693, g=0.697\n",
            ">89, 57/234, d=0.688, g=0.726\n",
            ">89, 58/234, d=0.692, g=0.712\n",
            ">89, 59/234, d=0.681, g=0.705\n",
            ">89, 60/234, d=0.683, g=0.712\n",
            ">89, 61/234, d=0.692, g=0.727\n",
            ">89, 62/234, d=0.691, g=0.694\n",
            ">89, 63/234, d=0.686, g=0.695\n",
            ">89, 64/234, d=0.689, g=0.680\n",
            ">89, 65/234, d=0.681, g=0.711\n",
            ">89, 66/234, d=0.685, g=0.727\n",
            ">89, 67/234, d=0.686, g=0.728\n",
            ">89, 68/234, d=0.688, g=0.699\n",
            ">89, 69/234, d=0.702, g=0.685\n",
            ">89, 70/234, d=0.687, g=0.686\n",
            ">89, 71/234, d=0.690, g=0.719\n",
            ">89, 72/234, d=0.692, g=0.736\n",
            ">89, 73/234, d=0.696, g=0.695\n",
            ">89, 74/234, d=0.689, g=0.684\n",
            ">89, 75/234, d=0.696, g=0.698\n",
            ">89, 76/234, d=0.691, g=0.709\n",
            ">89, 77/234, d=0.684, g=0.743\n",
            ">89, 78/234, d=0.687, g=0.716\n",
            ">89, 79/234, d=0.691, g=0.712\n",
            ">89, 80/234, d=0.691, g=0.691\n",
            ">89, 81/234, d=0.693, g=0.687\n",
            ">89, 82/234, d=0.682, g=0.700\n",
            ">89, 83/234, d=0.684, g=0.730\n",
            ">89, 84/234, d=0.686, g=0.696\n",
            ">89, 85/234, d=0.687, g=0.690\n",
            ">89, 86/234, d=0.693, g=0.698\n",
            ">89, 87/234, d=0.693, g=0.717\n",
            ">89, 88/234, d=0.696, g=0.707\n",
            ">89, 89/234, d=0.680, g=0.709\n",
            ">89, 90/234, d=0.688, g=0.700\n",
            ">89, 91/234, d=0.689, g=0.686\n",
            ">89, 92/234, d=0.682, g=0.698\n",
            ">89, 93/234, d=0.694, g=0.724\n",
            ">89, 94/234, d=0.688, g=0.737\n",
            ">89, 95/234, d=0.688, g=0.702\n",
            ">89, 96/234, d=0.691, g=0.677\n",
            ">89, 97/234, d=0.695, g=0.705\n",
            ">89, 98/234, d=0.683, g=0.732\n",
            ">89, 99/234, d=0.691, g=0.719\n",
            ">89, 100/234, d=0.691, g=0.669\n",
            ">89, 101/234, d=0.696, g=0.686\n",
            ">89, 102/234, d=0.697, g=0.686\n",
            ">89, 103/234, d=0.683, g=0.706\n",
            ">89, 104/234, d=0.698, g=0.707\n",
            ">89, 105/234, d=0.691, g=0.723\n",
            ">89, 106/234, d=0.691, g=0.699\n",
            ">89, 107/234, d=0.680, g=0.701\n",
            ">89, 108/234, d=0.691, g=0.718\n",
            ">89, 109/234, d=0.681, g=0.731\n",
            ">89, 110/234, d=0.695, g=0.705\n",
            ">89, 111/234, d=0.700, g=0.680\n",
            ">89, 112/234, d=0.695, g=0.703\n",
            ">89, 113/234, d=0.687, g=0.701\n",
            ">89, 114/234, d=0.690, g=0.690\n",
            ">89, 115/234, d=0.697, g=0.716\n",
            ">89, 116/234, d=0.691, g=0.708\n",
            ">89, 117/234, d=0.695, g=0.692\n",
            ">89, 118/234, d=0.686, g=0.679\n",
            ">89, 119/234, d=0.688, g=0.699\n",
            ">89, 120/234, d=0.700, g=0.736\n",
            ">89, 121/234, d=0.689, g=0.708\n",
            ">89, 122/234, d=0.695, g=0.684\n",
            ">89, 123/234, d=0.682, g=0.690\n",
            ">89, 124/234, d=0.687, g=0.700\n",
            ">89, 125/234, d=0.692, g=0.690\n",
            ">89, 126/234, d=0.684, g=0.699\n",
            ">89, 127/234, d=0.691, g=0.701\n",
            ">89, 128/234, d=0.691, g=0.720\n",
            ">89, 129/234, d=0.688, g=0.689\n",
            ">89, 130/234, d=0.686, g=0.692\n",
            ">89, 131/234, d=0.682, g=0.727\n",
            ">89, 132/234, d=0.685, g=0.741\n",
            ">89, 133/234, d=0.683, g=0.698\n",
            ">89, 134/234, d=0.702, g=0.684\n",
            ">89, 135/234, d=0.688, g=0.705\n",
            ">89, 136/234, d=0.687, g=0.723\n",
            ">89, 137/234, d=0.701, g=0.733\n",
            ">89, 138/234, d=0.690, g=0.701\n",
            ">89, 139/234, d=0.684, g=0.688\n",
            ">89, 140/234, d=0.694, g=0.699\n",
            ">89, 141/234, d=0.688, g=0.710\n",
            ">89, 142/234, d=0.695, g=0.699\n",
            ">89, 143/234, d=0.700, g=0.680\n",
            ">89, 144/234, d=0.689, g=0.689\n",
            ">89, 145/234, d=0.685, g=0.715\n",
            ">89, 146/234, d=0.698, g=0.726\n",
            ">89, 147/234, d=0.692, g=0.701\n",
            ">89, 148/234, d=0.686, g=0.690\n",
            ">89, 149/234, d=0.688, g=0.710\n",
            ">89, 150/234, d=0.690, g=0.714\n",
            ">89, 151/234, d=0.695, g=0.711\n",
            ">89, 152/234, d=0.686, g=0.690\n",
            ">89, 153/234, d=0.684, g=0.682\n",
            ">89, 154/234, d=0.687, g=0.707\n",
            ">89, 155/234, d=0.699, g=0.695\n",
            ">89, 156/234, d=0.691, g=0.696\n",
            ">89, 157/234, d=0.694, g=0.714\n",
            ">89, 158/234, d=0.690, g=0.705\n",
            ">89, 159/234, d=0.690, g=0.713\n",
            ">89, 160/234, d=0.695, g=0.690\n",
            ">89, 161/234, d=0.676, g=0.699\n",
            ">89, 162/234, d=0.696, g=0.706\n",
            ">89, 163/234, d=0.684, g=0.692\n",
            ">89, 164/234, d=0.695, g=0.699\n",
            ">89, 165/234, d=0.696, g=0.722\n",
            ">89, 166/234, d=0.684, g=0.721\n",
            ">89, 167/234, d=0.697, g=0.716\n",
            ">89, 168/234, d=0.694, g=0.689\n",
            ">89, 169/234, d=0.684, g=0.728\n",
            ">89, 170/234, d=0.695, g=0.717\n",
            ">89, 171/234, d=0.681, g=0.713\n",
            ">89, 172/234, d=0.696, g=0.678\n",
            ">89, 173/234, d=0.685, g=0.681\n",
            ">89, 174/234, d=0.695, g=0.711\n",
            ">89, 175/234, d=0.703, g=0.716\n",
            ">89, 176/234, d=0.693, g=0.700\n",
            ">89, 177/234, d=0.691, g=0.673\n",
            ">89, 178/234, d=0.689, g=0.686\n",
            ">89, 179/234, d=0.688, g=0.711\n",
            ">89, 180/234, d=0.688, g=0.725\n",
            ">89, 181/234, d=0.695, g=0.698\n",
            ">89, 182/234, d=0.696, g=0.681\n",
            ">89, 183/234, d=0.685, g=0.701\n",
            ">89, 184/234, d=0.705, g=0.736\n",
            ">89, 185/234, d=0.696, g=0.706\n",
            ">89, 186/234, d=0.689, g=0.689\n",
            ">89, 187/234, d=0.689, g=0.696\n",
            ">89, 188/234, d=0.695, g=0.713\n",
            ">89, 189/234, d=0.694, g=0.726\n",
            ">89, 190/234, d=0.692, g=0.705\n",
            ">89, 191/234, d=0.693, g=0.692\n",
            ">89, 192/234, d=0.695, g=0.686\n",
            ">89, 193/234, d=0.687, g=0.682\n",
            ">89, 194/234, d=0.690, g=0.688\n",
            ">89, 195/234, d=0.691, g=0.718\n",
            ">89, 196/234, d=0.684, g=0.700\n",
            ">89, 197/234, d=0.693, g=0.706\n",
            ">89, 198/234, d=0.688, g=0.706\n",
            ">89, 199/234, d=0.691, g=0.704\n",
            ">89, 200/234, d=0.691, g=0.720\n",
            ">89, 201/234, d=0.694, g=0.728\n",
            ">89, 202/234, d=0.691, g=0.706\n",
            ">89, 203/234, d=0.697, g=0.667\n",
            ">89, 204/234, d=0.694, g=0.680\n",
            ">89, 205/234, d=0.696, g=0.698\n",
            ">89, 206/234, d=0.700, g=0.719\n",
            ">89, 207/234, d=0.692, g=0.709\n",
            ">89, 208/234, d=0.688, g=0.707\n",
            ">89, 209/234, d=0.684, g=0.682\n",
            ">89, 210/234, d=0.693, g=0.676\n",
            ">89, 211/234, d=0.688, g=0.718\n",
            ">89, 212/234, d=0.696, g=0.737\n",
            ">89, 213/234, d=0.696, g=0.726\n",
            ">89, 214/234, d=0.681, g=0.675\n",
            ">89, 215/234, d=0.692, g=0.667\n",
            ">89, 216/234, d=0.690, g=0.706\n",
            ">89, 217/234, d=0.692, g=0.719\n",
            ">89, 218/234, d=0.704, g=0.703\n",
            ">89, 219/234, d=0.672, g=0.686\n",
            ">89, 220/234, d=0.693, g=0.690\n",
            ">89, 221/234, d=0.688, g=0.735\n",
            ">89, 222/234, d=0.690, g=0.718\n",
            ">89, 223/234, d=0.684, g=0.702\n",
            ">89, 224/234, d=0.697, g=0.693\n",
            ">89, 225/234, d=0.698, g=0.690\n",
            ">89, 226/234, d=0.685, g=0.720\n",
            ">89, 227/234, d=0.690, g=0.733\n",
            ">89, 228/234, d=0.693, g=0.702\n",
            ">89, 229/234, d=0.692, g=0.692\n",
            ">89, 230/234, d=0.688, g=0.694\n",
            ">89, 231/234, d=0.694, g=0.701\n",
            ">89, 232/234, d=0.688, g=0.718\n",
            ">89, 233/234, d=0.692, g=0.715\n",
            ">89, 234/234, d=0.688, g=0.678\n",
            ">90, 1/234, d=0.688, g=0.699\n",
            ">90, 2/234, d=0.691, g=0.692\n",
            ">90, 3/234, d=0.692, g=0.700\n",
            ">90, 4/234, d=0.695, g=0.701\n",
            ">90, 5/234, d=0.688, g=0.709\n",
            ">90, 6/234, d=0.683, g=0.691\n",
            ">90, 7/234, d=0.685, g=0.672\n",
            ">90, 8/234, d=0.688, g=0.701\n",
            ">90, 9/234, d=0.680, g=0.720\n",
            ">90, 10/234, d=0.690, g=0.728\n",
            ">90, 11/234, d=0.683, g=0.690\n",
            ">90, 12/234, d=0.691, g=0.691\n",
            ">90, 13/234, d=0.697, g=0.712\n",
            ">90, 14/234, d=0.681, g=0.710\n",
            ">90, 15/234, d=0.689, g=0.722\n",
            ">90, 16/234, d=0.697, g=0.705\n",
            ">90, 17/234, d=0.702, g=0.691\n",
            ">90, 18/234, d=0.692, g=0.685\n",
            ">90, 19/234, d=0.687, g=0.704\n",
            ">90, 20/234, d=0.681, g=0.718\n",
            ">90, 21/234, d=0.694, g=0.716\n",
            ">90, 22/234, d=0.685, g=0.696\n",
            ">90, 23/234, d=0.683, g=0.682\n",
            ">90, 24/234, d=0.696, g=0.693\n",
            ">90, 25/234, d=0.687, g=0.732\n",
            ">90, 26/234, d=0.688, g=0.688\n",
            ">90, 27/234, d=0.687, g=0.694\n",
            ">90, 28/234, d=0.688, g=0.701\n",
            ">90, 29/234, d=0.690, g=0.711\n",
            ">90, 30/234, d=0.685, g=0.715\n",
            ">90, 31/234, d=0.695, g=0.721\n",
            ">90, 32/234, d=0.690, g=0.731\n",
            ">90, 33/234, d=0.687, g=0.717\n",
            ">90, 34/234, d=0.692, g=0.692\n",
            ">90, 35/234, d=0.696, g=0.694\n",
            ">90, 36/234, d=0.689, g=0.692\n",
            ">90, 37/234, d=0.690, g=0.703\n",
            ">90, 38/234, d=0.688, g=0.702\n",
            ">90, 39/234, d=0.688, g=0.723\n",
            ">90, 40/234, d=0.687, g=0.695\n",
            ">90, 41/234, d=0.689, g=0.687\n",
            ">90, 42/234, d=0.692, g=0.686\n",
            ">90, 43/234, d=0.684, g=0.713\n",
            ">90, 44/234, d=0.688, g=0.717\n",
            ">90, 45/234, d=0.688, g=0.714\n",
            ">90, 46/234, d=0.681, g=0.684\n",
            ">90, 47/234, d=0.703, g=0.687\n",
            ">90, 48/234, d=0.687, g=0.721\n",
            ">90, 49/234, d=0.692, g=0.703\n",
            ">90, 50/234, d=0.692, g=0.679\n",
            ">90, 51/234, d=0.685, g=0.690\n",
            ">90, 52/234, d=0.685, g=0.702\n",
            ">90, 53/234, d=0.688, g=0.722\n",
            ">90, 54/234, d=0.694, g=0.722\n",
            ">90, 55/234, d=0.677, g=0.709\n",
            ">90, 56/234, d=0.693, g=0.706\n",
            ">90, 57/234, d=0.693, g=0.684\n",
            ">90, 58/234, d=0.686, g=0.696\n",
            ">90, 59/234, d=0.688, g=0.705\n",
            ">90, 60/234, d=0.687, g=0.722\n",
            ">90, 61/234, d=0.693, g=0.725\n",
            ">90, 62/234, d=0.687, g=0.711\n",
            ">90, 63/234, d=0.692, g=0.691\n",
            ">90, 64/234, d=0.693, g=0.706\n",
            ">90, 65/234, d=0.702, g=0.709\n",
            ">90, 66/234, d=0.694, g=0.694\n",
            ">90, 67/234, d=0.691, g=0.683\n",
            ">90, 68/234, d=0.687, g=0.706\n",
            ">90, 69/234, d=0.687, g=0.691\n",
            ">90, 70/234, d=0.700, g=0.709\n",
            ">90, 71/234, d=0.692, g=0.719\n",
            ">90, 72/234, d=0.690, g=0.713\n",
            ">90, 73/234, d=0.697, g=0.708\n",
            ">90, 74/234, d=0.693, g=0.678\n",
            ">90, 75/234, d=0.691, g=0.692\n",
            ">90, 76/234, d=0.696, g=0.729\n",
            ">90, 77/234, d=0.691, g=0.724\n",
            ">90, 78/234, d=0.694, g=0.699\n",
            ">90, 79/234, d=0.687, g=0.703\n",
            ">90, 80/234, d=0.676, g=0.695\n",
            ">90, 81/234, d=0.698, g=0.701\n",
            ">90, 82/234, d=0.682, g=0.712\n",
            ">90, 83/234, d=0.693, g=0.680\n",
            ">90, 84/234, d=0.690, g=0.688\n",
            ">90, 85/234, d=0.690, g=0.721\n",
            ">90, 86/234, d=0.691, g=0.731\n",
            ">90, 87/234, d=0.691, g=0.705\n",
            ">90, 88/234, d=0.690, g=0.680\n",
            ">90, 89/234, d=0.686, g=0.695\n",
            ">90, 90/234, d=0.692, g=0.679\n",
            ">90, 91/234, d=0.692, g=0.690\n",
            ">90, 92/234, d=0.693, g=0.740\n",
            ">90, 93/234, d=0.698, g=0.752\n",
            ">90, 94/234, d=0.685, g=0.718\n",
            ">90, 95/234, d=0.682, g=0.673\n",
            ">90, 96/234, d=0.697, g=0.684\n",
            ">90, 97/234, d=0.700, g=0.702\n",
            ">90, 98/234, d=0.684, g=0.717\n",
            ">90, 99/234, d=0.693, g=0.712\n",
            ">90, 100/234, d=0.694, g=0.707\n",
            ">90, 101/234, d=0.693, g=0.712\n",
            ">90, 102/234, d=0.694, g=0.719\n",
            ">90, 103/234, d=0.694, g=0.724\n",
            ">90, 104/234, d=0.687, g=0.714\n",
            ">90, 105/234, d=0.691, g=0.693\n",
            ">90, 106/234, d=0.701, g=0.705\n",
            ">90, 107/234, d=0.686, g=0.720\n",
            ">90, 108/234, d=0.692, g=0.704\n",
            ">90, 109/234, d=0.691, g=0.702\n",
            ">90, 110/234, d=0.688, g=0.702\n",
            ">90, 111/234, d=0.694, g=0.701\n",
            ">90, 112/234, d=0.685, g=0.688\n",
            ">90, 113/234, d=0.687, g=0.703\n",
            ">90, 114/234, d=0.685, g=0.729\n",
            ">90, 115/234, d=0.688, g=0.716\n",
            ">90, 116/234, d=0.686, g=0.687\n",
            ">90, 117/234, d=0.686, g=0.683\n",
            ">90, 118/234, d=0.689, g=0.705\n",
            ">90, 119/234, d=0.694, g=0.707\n",
            ">90, 120/234, d=0.698, g=0.727\n",
            ">90, 121/234, d=0.697, g=0.713\n",
            ">90, 122/234, d=0.688, g=0.706\n",
            ">90, 123/234, d=0.690, g=0.675\n",
            ">90, 124/234, d=0.692, g=0.685\n",
            ">90, 125/234, d=0.686, g=0.696\n",
            ">90, 126/234, d=0.690, g=0.739\n",
            ">90, 127/234, d=0.694, g=0.724\n",
            ">90, 128/234, d=0.687, g=0.716\n",
            ">90, 129/234, d=0.700, g=0.699\n",
            ">90, 130/234, d=0.693, g=0.673\n",
            ">90, 131/234, d=0.692, g=0.665\n",
            ">90, 132/234, d=0.690, g=0.723\n",
            ">90, 133/234, d=0.682, g=0.736\n",
            ">90, 134/234, d=0.685, g=0.709\n",
            ">90, 135/234, d=0.694, g=0.671\n",
            ">90, 136/234, d=0.699, g=0.687\n",
            ">90, 137/234, d=0.692, g=0.706\n",
            ">90, 138/234, d=0.678, g=0.696\n",
            ">90, 139/234, d=0.693, g=0.699\n",
            ">90, 140/234, d=0.687, g=0.702\n",
            ">90, 141/234, d=0.687, g=0.719\n",
            ">90, 142/234, d=0.692, g=0.720\n",
            ">90, 143/234, d=0.688, g=0.704\n",
            ">90, 144/234, d=0.687, g=0.687\n",
            ">90, 145/234, d=0.692, g=0.672\n",
            ">90, 146/234, d=0.698, g=0.722\n",
            ">90, 147/234, d=0.690, g=0.719\n",
            ">90, 148/234, d=0.690, g=0.697\n",
            ">90, 149/234, d=0.690, g=0.687\n",
            ">90, 150/234, d=0.687, g=0.703\n",
            ">90, 151/234, d=0.683, g=0.714\n",
            ">90, 152/234, d=0.695, g=0.709\n",
            ">90, 153/234, d=0.687, g=0.700\n",
            ">90, 154/234, d=0.686, g=0.707\n",
            ">90, 155/234, d=0.688, g=0.701\n",
            ">90, 156/234, d=0.698, g=0.701\n",
            ">90, 157/234, d=0.692, g=0.713\n",
            ">90, 158/234, d=0.687, g=0.712\n",
            ">90, 159/234, d=0.694, g=0.695\n",
            ">90, 160/234, d=0.692, g=0.708\n",
            ">90, 161/234, d=0.697, g=0.708\n",
            ">90, 162/234, d=0.697, g=0.678\n",
            ">90, 163/234, d=0.697, g=0.698\n",
            ">90, 164/234, d=0.696, g=0.708\n",
            ">90, 165/234, d=0.690, g=0.689\n",
            ">90, 166/234, d=0.692, g=0.708\n",
            ">90, 167/234, d=0.693, g=0.721\n",
            ">90, 168/234, d=0.691, g=0.693\n",
            ">90, 169/234, d=0.691, g=0.705\n",
            ">90, 170/234, d=0.698, g=0.708\n",
            ">90, 171/234, d=0.690, g=0.723\n",
            ">90, 172/234, d=0.694, g=0.693\n",
            ">90, 173/234, d=0.693, g=0.673\n",
            ">90, 174/234, d=0.684, g=0.705\n",
            ">90, 175/234, d=0.684, g=0.705\n",
            ">90, 176/234, d=0.691, g=0.705\n",
            ">90, 177/234, d=0.683, g=0.712\n",
            ">90, 178/234, d=0.691, g=0.718\n",
            ">90, 179/234, d=0.694, g=0.695\n",
            ">90, 180/234, d=0.685, g=0.704\n",
            ">90, 181/234, d=0.691, g=0.714\n",
            ">90, 182/234, d=0.698, g=0.721\n",
            ">90, 183/234, d=0.690, g=0.696\n",
            ">90, 184/234, d=0.687, g=0.682\n",
            ">90, 185/234, d=0.692, g=0.705\n",
            ">90, 186/234, d=0.690, g=0.713\n",
            ">90, 187/234, d=0.692, g=0.691\n",
            ">90, 188/234, d=0.681, g=0.723\n",
            ">90, 189/234, d=0.687, g=0.693\n",
            ">90, 190/234, d=0.696, g=0.683\n",
            ">90, 191/234, d=0.685, g=0.697\n",
            ">90, 192/234, d=0.696, g=0.695\n",
            ">90, 193/234, d=0.689, g=0.698\n",
            ">90, 194/234, d=0.687, g=0.709\n",
            ">90, 195/234, d=0.695, g=0.711\n",
            ">90, 196/234, d=0.692, g=0.697\n",
            ">90, 197/234, d=0.693, g=0.679\n",
            ">90, 198/234, d=0.688, g=0.679\n",
            ">90, 199/234, d=0.687, g=0.692\n",
            ">90, 200/234, d=0.696, g=0.699\n",
            ">90, 201/234, d=0.689, g=0.707\n",
            ">90, 202/234, d=0.688, g=0.708\n",
            ">90, 203/234, d=0.690, g=0.690\n",
            ">90, 204/234, d=0.690, g=0.714\n",
            ">90, 205/234, d=0.687, g=0.693\n",
            ">90, 206/234, d=0.683, g=0.701\n",
            ">90, 207/234, d=0.695, g=0.725\n",
            ">90, 208/234, d=0.696, g=0.697\n",
            ">90, 209/234, d=0.689, g=0.696\n",
            ">90, 210/234, d=0.689, g=0.695\n",
            ">90, 211/234, d=0.689, g=0.710\n",
            ">90, 212/234, d=0.693, g=0.703\n",
            ">90, 213/234, d=0.693, g=0.692\n",
            ">90, 214/234, d=0.698, g=0.701\n",
            ">90, 215/234, d=0.690, g=0.708\n",
            ">90, 216/234, d=0.694, g=0.721\n",
            ">90, 217/234, d=0.692, g=0.700\n",
            ">90, 218/234, d=0.690, g=0.697\n",
            ">90, 219/234, d=0.691, g=0.706\n",
            ">90, 220/234, d=0.701, g=0.708\n",
            ">90, 221/234, d=0.691, g=0.694\n",
            ">90, 222/234, d=0.690, g=0.707\n",
            ">90, 223/234, d=0.685, g=0.697\n",
            ">90, 224/234, d=0.687, g=0.720\n",
            ">90, 225/234, d=0.692, g=0.696\n",
            ">90, 226/234, d=0.692, g=0.710\n",
            ">90, 227/234, d=0.682, g=0.725\n",
            ">90, 228/234, d=0.701, g=0.715\n",
            ">90, 229/234, d=0.687, g=0.715\n",
            ">90, 230/234, d=0.706, g=0.693\n",
            ">90, 231/234, d=0.684, g=0.711\n",
            ">90, 232/234, d=0.687, g=0.697\n",
            ">90, 233/234, d=0.684, g=0.684\n",
            ">90, 234/234, d=0.691, g=0.689\n",
            ">Accuracy real: 100%, fake: 0%\n",
            "WARNING:tensorflow:Compiled the loaded model, but the compiled metrics have yet to be built. `model.compile_metrics` will be empty until you train or evaluate the model.\n",
            ">91, 1/234, d=0.681, g=0.709\n",
            ">91, 2/234, d=0.686, g=0.713\n",
            ">91, 3/234, d=0.683, g=0.694\n",
            ">91, 4/234, d=0.685, g=0.718\n",
            ">91, 5/234, d=0.696, g=0.740\n",
            ">91, 6/234, d=0.687, g=0.701\n",
            ">91, 7/234, d=0.689, g=0.686\n",
            ">91, 8/234, d=0.692, g=0.711\n",
            ">91, 9/234, d=0.688, g=0.718\n",
            ">91, 10/234, d=0.690, g=0.705\n",
            ">91, 11/234, d=0.686, g=0.689\n",
            ">91, 12/234, d=0.682, g=0.680\n",
            ">91, 13/234, d=0.682, g=0.718\n",
            ">91, 14/234, d=0.694, g=0.715\n",
            ">91, 15/234, d=0.689, g=0.688\n",
            ">91, 16/234, d=0.695, g=0.700\n",
            ">91, 17/234, d=0.692, g=0.734\n",
            ">91, 18/234, d=0.686, g=0.731\n",
            ">91, 19/234, d=0.695, g=0.700\n",
            ">91, 20/234, d=0.696, g=0.698\n",
            ">91, 21/234, d=0.683, g=0.707\n",
            ">91, 22/234, d=0.687, g=0.726\n",
            ">91, 23/234, d=0.698, g=0.722\n",
            ">91, 24/234, d=0.696, g=0.693\n",
            ">91, 25/234, d=0.691, g=0.682\n",
            ">91, 26/234, d=0.691, g=0.712\n",
            ">91, 27/234, d=0.696, g=0.741\n",
            ">91, 28/234, d=0.691, g=0.706\n",
            ">91, 29/234, d=0.685, g=0.710\n",
            ">91, 30/234, d=0.704, g=0.694\n",
            ">91, 31/234, d=0.696, g=0.689\n",
            ">91, 32/234, d=0.691, g=0.682\n",
            ">91, 33/234, d=0.699, g=0.686\n",
            ">91, 34/234, d=0.681, g=0.706\n",
            ">91, 35/234, d=0.696, g=0.725\n",
            ">91, 36/234, d=0.696, g=0.696\n",
            ">91, 37/234, d=0.693, g=0.697\n",
            ">91, 38/234, d=0.687, g=0.706\n",
            ">91, 39/234, d=0.687, g=0.704\n",
            ">91, 40/234, d=0.694, g=0.712\n",
            ">91, 41/234, d=0.685, g=0.704\n",
            ">91, 42/234, d=0.688, g=0.702\n",
            ">91, 43/234, d=0.697, g=0.693\n",
            ">91, 44/234, d=0.702, g=0.714\n",
            ">91, 45/234, d=0.688, g=0.711\n",
            ">91, 46/234, d=0.689, g=0.708\n",
            ">91, 47/234, d=0.696, g=0.697\n",
            ">91, 48/234, d=0.687, g=0.692\n",
            ">91, 49/234, d=0.688, g=0.688\n",
            ">91, 50/234, d=0.690, g=0.695\n",
            ">91, 51/234, d=0.694, g=0.703\n",
            ">91, 52/234, d=0.696, g=0.696\n",
            ">91, 53/234, d=0.693, g=0.713\n",
            ">91, 54/234, d=0.687, g=0.707\n",
            ">91, 55/234, d=0.688, g=0.706\n",
            ">91, 56/234, d=0.687, g=0.696\n",
            ">91, 57/234, d=0.681, g=0.690\n",
            ">91, 58/234, d=0.692, g=0.712\n",
            ">91, 59/234, d=0.700, g=0.727\n",
            ">91, 60/234, d=0.693, g=0.717\n",
            ">91, 61/234, d=0.690, g=0.697\n",
            ">91, 62/234, d=0.694, g=0.692\n",
            ">91, 63/234, d=0.689, g=0.692\n",
            ">91, 64/234, d=0.683, g=0.704\n",
            ">91, 65/234, d=0.694, g=0.699\n",
            ">91, 66/234, d=0.691, g=0.677\n",
            ">91, 67/234, d=0.687, g=0.701\n",
            ">91, 68/234, d=0.687, g=0.721\n",
            ">91, 69/234, d=0.683, g=0.687\n",
            ">91, 70/234, d=0.687, g=0.698\n",
            ">91, 71/234, d=0.686, g=0.730\n",
            ">91, 72/234, d=0.697, g=0.709\n",
            ">91, 73/234, d=0.684, g=0.697\n",
            ">91, 74/234, d=0.690, g=0.717\n",
            ">91, 75/234, d=0.687, g=0.730\n",
            ">91, 76/234, d=0.691, g=0.716\n",
            ">91, 77/234, d=0.687, g=0.717\n",
            ">91, 78/234, d=0.690, g=0.701\n",
            ">91, 79/234, d=0.695, g=0.695\n",
            ">91, 80/234, d=0.693, g=0.699\n",
            ">91, 81/234, d=0.693, g=0.714\n",
            ">91, 82/234, d=0.687, g=0.729\n",
            ">91, 83/234, d=0.686, g=0.714\n",
            ">91, 84/234, d=0.690, g=0.712\n",
            ">91, 85/234, d=0.697, g=0.702\n",
            ">91, 86/234, d=0.698, g=0.692\n",
            ">91, 87/234, d=0.693, g=0.681\n",
            ">91, 88/234, d=0.706, g=0.686\n",
            ">91, 89/234, d=0.679, g=0.729\n",
            ">91, 90/234, d=0.692, g=0.723\n",
            ">91, 91/234, d=0.692, g=0.703\n",
            ">91, 92/234, d=0.693, g=0.694\n",
            ">91, 93/234, d=0.695, g=0.703\n",
            ">91, 94/234, d=0.692, g=0.697\n",
            ">91, 95/234, d=0.694, g=0.685\n",
            ">91, 96/234, d=0.695, g=0.710\n",
            ">91, 97/234, d=0.688, g=0.715\n",
            ">91, 98/234, d=0.695, g=0.685\n",
            ">91, 99/234, d=0.699, g=0.698\n",
            ">91, 100/234, d=0.695, g=0.707\n",
            ">91, 101/234, d=0.686, g=0.690\n",
            ">91, 102/234, d=0.699, g=0.699\n",
            ">91, 103/234, d=0.693, g=0.714\n",
            ">91, 104/234, d=0.688, g=0.701\n",
            ">91, 105/234, d=0.690, g=0.695\n",
            ">91, 106/234, d=0.697, g=0.690\n",
            ">91, 107/234, d=0.695, g=0.707\n",
            ">91, 108/234, d=0.692, g=0.694\n",
            ">91, 109/234, d=0.695, g=0.682\n",
            ">91, 110/234, d=0.693, g=0.685\n",
            ">91, 111/234, d=0.695, g=0.699\n",
            ">91, 112/234, d=0.695, g=0.704\n",
            ">91, 113/234, d=0.685, g=0.714\n",
            ">91, 114/234, d=0.697, g=0.726\n",
            ">91, 115/234, d=0.697, g=0.715\n",
            ">91, 116/234, d=0.693, g=0.674\n",
            ">91, 117/234, d=0.691, g=0.707\n",
            ">91, 118/234, d=0.694, g=0.729\n",
            ">91, 119/234, d=0.689, g=0.688\n",
            ">91, 120/234, d=0.694, g=0.703\n",
            ">91, 121/234, d=0.686, g=0.721\n",
            ">91, 122/234, d=0.687, g=0.706\n",
            ">91, 123/234, d=0.700, g=0.683\n",
            ">91, 124/234, d=0.700, g=0.706\n",
            ">91, 125/234, d=0.694, g=0.719\n",
            ">91, 126/234, d=0.690, g=0.718\n",
            ">91, 127/234, d=0.693, g=0.716\n",
            ">91, 128/234, d=0.690, g=0.699\n",
            ">91, 129/234, d=0.695, g=0.699\n",
            ">91, 130/234, d=0.692, g=0.697\n",
            ">91, 131/234, d=0.690, g=0.691\n",
            ">91, 132/234, d=0.691, g=0.707\n",
            ">91, 133/234, d=0.696, g=0.710\n",
            ">91, 134/234, d=0.694, g=0.678\n",
            ">91, 135/234, d=0.701, g=0.692\n",
            ">91, 136/234, d=0.688, g=0.712\n",
            ">91, 137/234, d=0.688, g=0.710\n",
            ">91, 138/234, d=0.692, g=0.693\n",
            ">91, 139/234, d=0.693, g=0.689\n",
            ">91, 140/234, d=0.697, g=0.701\n",
            ">91, 141/234, d=0.695, g=0.701\n",
            ">91, 142/234, d=0.678, g=0.697\n",
            ">91, 143/234, d=0.693, g=0.709\n",
            ">91, 144/234, d=0.687, g=0.695\n",
            ">91, 145/234, d=0.690, g=0.670\n",
            ">91, 146/234, d=0.690, g=0.696\n",
            ">91, 147/234, d=0.698, g=0.703\n",
            ">91, 148/234, d=0.695, g=0.710\n",
            ">91, 149/234, d=0.692, g=0.706\n",
            ">91, 150/234, d=0.688, g=0.681\n",
            ">91, 151/234, d=0.685, g=0.683\n",
            ">91, 152/234, d=0.692, g=0.706\n",
            ">91, 153/234, d=0.699, g=0.727\n",
            ">91, 154/234, d=0.705, g=0.729\n",
            ">91, 155/234, d=0.697, g=0.715\n",
            ">91, 156/234, d=0.684, g=0.713\n",
            ">91, 157/234, d=0.687, g=0.710\n",
            ">91, 158/234, d=0.688, g=0.689\n",
            ">91, 159/234, d=0.690, g=0.702\n",
            ">91, 160/234, d=0.682, g=0.700\n",
            ">91, 161/234, d=0.689, g=0.721\n",
            ">91, 162/234, d=0.689, g=0.737\n",
            ">91, 163/234, d=0.680, g=0.702\n",
            ">91, 164/234, d=0.692, g=0.686\n",
            ">91, 165/234, d=0.689, g=0.685\n",
            ">91, 166/234, d=0.691, g=0.718\n",
            ">91, 167/234, d=0.695, g=0.715\n",
            ">91, 168/234, d=0.691, g=0.697\n",
            ">91, 169/234, d=0.688, g=0.692\n",
            ">91, 170/234, d=0.685, g=0.687\n",
            ">91, 171/234, d=0.697, g=0.693\n",
            ">91, 172/234, d=0.699, g=0.733\n",
            ">91, 173/234, d=0.688, g=0.722\n",
            ">91, 174/234, d=0.685, g=0.702\n",
            ">91, 175/234, d=0.690, g=0.683\n",
            ">91, 176/234, d=0.696, g=0.716\n",
            ">91, 177/234, d=0.688, g=0.709\n",
            ">91, 178/234, d=0.685, g=0.696\n",
            ">91, 179/234, d=0.680, g=0.684\n",
            ">91, 180/234, d=0.692, g=0.711\n",
            ">91, 181/234, d=0.696, g=0.743\n",
            ">91, 182/234, d=0.690, g=0.732\n",
            ">91, 183/234, d=0.692, g=0.693\n",
            ">91, 184/234, d=0.695, g=0.685\n",
            ">91, 185/234, d=0.683, g=0.714\n",
            ">91, 186/234, d=0.684, g=0.728\n",
            ">91, 187/234, d=0.681, g=0.722\n",
            ">91, 188/234, d=0.696, g=0.710\n",
            ">91, 189/234, d=0.702, g=0.682\n",
            ">91, 190/234, d=0.693, g=0.695\n",
            ">91, 191/234, d=0.698, g=0.703\n",
            ">91, 192/234, d=0.687, g=0.710\n",
            ">91, 193/234, d=0.696, g=0.698\n",
            ">91, 194/234, d=0.681, g=0.706\n",
            ">91, 195/234, d=0.688, g=0.707\n",
            ">91, 196/234, d=0.693, g=0.691\n",
            ">91, 197/234, d=0.698, g=0.692\n",
            ">91, 198/234, d=0.692, g=0.680\n",
            ">91, 199/234, d=0.695, g=0.699\n",
            ">91, 200/234, d=0.681, g=0.723\n",
            ">91, 201/234, d=0.689, g=0.720\n",
            ">91, 202/234, d=0.693, g=0.682\n",
            ">91, 203/234, d=0.688, g=0.676\n",
            ">91, 204/234, d=0.690, g=0.706\n",
            ">91, 205/234, d=0.694, g=0.741\n",
            ">91, 206/234, d=0.690, g=0.715\n",
            ">91, 207/234, d=0.691, g=0.687\n",
            ">91, 208/234, d=0.690, g=0.689\n",
            ">91, 209/234, d=0.696, g=0.685\n",
            ">91, 210/234, d=0.695, g=0.691\n",
            ">91, 211/234, d=0.693, g=0.700\n",
            ">91, 212/234, d=0.700, g=0.689\n",
            ">91, 213/234, d=0.686, g=0.704\n",
            ">91, 214/234, d=0.689, g=0.714\n",
            ">91, 215/234, d=0.688, g=0.725\n",
            ">91, 216/234, d=0.696, g=0.721\n",
            ">91, 217/234, d=0.680, g=0.703\n",
            ">91, 218/234, d=0.686, g=0.709\n",
            ">91, 219/234, d=0.687, g=0.723\n",
            ">91, 220/234, d=0.691, g=0.710\n",
            ">91, 221/234, d=0.695, g=0.683\n",
            ">91, 222/234, d=0.693, g=0.694\n",
            ">91, 223/234, d=0.691, g=0.721\n",
            ">91, 224/234, d=0.688, g=0.713\n",
            ">91, 225/234, d=0.696, g=0.709\n",
            ">91, 226/234, d=0.687, g=0.724\n",
            ">91, 227/234, d=0.692, g=0.702\n",
            ">91, 228/234, d=0.693, g=0.702\n",
            ">91, 229/234, d=0.695, g=0.734\n",
            ">91, 230/234, d=0.693, g=0.714\n",
            ">91, 231/234, d=0.684, g=0.680\n",
            ">91, 232/234, d=0.683, g=0.667\n",
            ">91, 233/234, d=0.687, g=0.699\n",
            ">91, 234/234, d=0.695, g=0.709\n",
            ">92, 1/234, d=0.690, g=0.689\n",
            ">92, 2/234, d=0.688, g=0.693\n",
            ">92, 3/234, d=0.693, g=0.696\n",
            ">92, 4/234, d=0.692, g=0.730\n",
            ">92, 5/234, d=0.702, g=0.693\n",
            ">92, 6/234, d=0.692, g=0.679\n",
            ">92, 7/234, d=0.685, g=0.707\n",
            ">92, 8/234, d=0.702, g=0.719\n",
            ">92, 9/234, d=0.688, g=0.737\n",
            ">92, 10/234, d=0.691, g=0.722\n",
            ">92, 11/234, d=0.700, g=0.687\n",
            ">92, 12/234, d=0.693, g=0.705\n",
            ">92, 13/234, d=0.696, g=0.722\n",
            ">92, 14/234, d=0.689, g=0.693\n",
            ">92, 15/234, d=0.694, g=0.689\n",
            ">92, 16/234, d=0.695, g=0.692\n",
            ">92, 17/234, d=0.682, g=0.713\n",
            ">92, 18/234, d=0.696, g=0.691\n",
            ">92, 19/234, d=0.697, g=0.690\n",
            ">92, 20/234, d=0.692, g=0.678\n",
            ">92, 21/234, d=0.690, g=0.684\n",
            ">92, 22/234, d=0.684, g=0.717\n",
            ">92, 23/234, d=0.691, g=0.712\n",
            ">92, 24/234, d=0.684, g=0.717\n",
            ">92, 25/234, d=0.687, g=0.711\n",
            ">92, 26/234, d=0.699, g=0.708\n",
            ">92, 27/234, d=0.685, g=0.699\n",
            ">92, 28/234, d=0.700, g=0.710\n",
            ">92, 29/234, d=0.678, g=0.701\n",
            ">92, 30/234, d=0.688, g=0.694\n",
            ">92, 31/234, d=0.688, g=0.697\n",
            ">92, 32/234, d=0.689, g=0.725\n",
            ">92, 33/234, d=0.692, g=0.699\n",
            ">92, 34/234, d=0.688, g=0.667\n",
            ">92, 35/234, d=0.689, g=0.686\n",
            ">92, 36/234, d=0.691, g=0.696\n",
            ">92, 37/234, d=0.693, g=0.715\n",
            ">92, 38/234, d=0.686, g=0.722\n",
            ">92, 39/234, d=0.686, g=0.690\n",
            ">92, 40/234, d=0.696, g=0.681\n",
            ">92, 41/234, d=0.689, g=0.691\n",
            ">92, 42/234, d=0.692, g=0.716\n",
            ">92, 43/234, d=0.690, g=0.709\n",
            ">92, 44/234, d=0.692, g=0.689\n",
            ">92, 45/234, d=0.684, g=0.708\n",
            ">92, 46/234, d=0.693, g=0.704\n",
            ">92, 47/234, d=0.687, g=0.717\n",
            ">92, 48/234, d=0.684, g=0.691\n",
            ">92, 49/234, d=0.698, g=0.684\n",
            ">92, 50/234, d=0.689, g=0.718\n",
            ">92, 51/234, d=0.697, g=0.712\n",
            ">92, 52/234, d=0.683, g=0.702\n",
            ">92, 53/234, d=0.691, g=0.710\n",
            ">92, 54/234, d=0.688, g=0.717\n",
            ">92, 55/234, d=0.690, g=0.711\n",
            ">92, 56/234, d=0.693, g=0.723\n",
            ">92, 57/234, d=0.693, g=0.694\n",
            ">92, 58/234, d=0.696, g=0.677\n",
            ">92, 59/234, d=0.680, g=0.677\n",
            ">92, 60/234, d=0.689, g=0.709\n",
            ">92, 61/234, d=0.688, g=0.719\n",
            ">92, 62/234, d=0.689, g=0.716\n",
            ">92, 63/234, d=0.690, g=0.707\n",
            ">92, 64/234, d=0.690, g=0.708\n",
            ">92, 65/234, d=0.694, g=0.700\n",
            ">92, 66/234, d=0.686, g=0.693\n",
            ">92, 67/234, d=0.688, g=0.702\n",
            ">92, 68/234, d=0.693, g=0.698\n",
            ">92, 69/234, d=0.687, g=0.706\n",
            ">92, 70/234, d=0.690, g=0.729\n",
            ">92, 71/234, d=0.697, g=0.712\n",
            ">92, 72/234, d=0.691, g=0.699\n",
            ">92, 73/234, d=0.698, g=0.696\n",
            ">92, 74/234, d=0.691, g=0.702\n",
            ">92, 75/234, d=0.688, g=0.707\n",
            ">92, 76/234, d=0.691, g=0.704\n",
            ">92, 77/234, d=0.698, g=0.688\n",
            ">92, 78/234, d=0.689, g=0.710\n",
            ">92, 79/234, d=0.683, g=0.709\n",
            ">92, 80/234, d=0.697, g=0.726\n",
            ">92, 81/234, d=0.698, g=0.708\n",
            ">92, 82/234, d=0.690, g=0.680\n",
            ">92, 83/234, d=0.692, g=0.671\n",
            ">92, 84/234, d=0.692, g=0.708\n",
            ">92, 85/234, d=0.690, g=0.729\n",
            ">92, 86/234, d=0.687, g=0.684\n",
            ">92, 87/234, d=0.690, g=0.682\n",
            ">92, 88/234, d=0.692, g=0.715\n",
            ">92, 89/234, d=0.695, g=0.727\n",
            ">92, 90/234, d=0.696, g=0.708\n",
            ">92, 91/234, d=0.693, g=0.696\n",
            ">92, 92/234, d=0.698, g=0.685\n",
            ">92, 93/234, d=0.699, g=0.696\n",
            ">92, 94/234, d=0.691, g=0.715\n",
            ">92, 95/234, d=0.698, g=0.714\n",
            ">92, 96/234, d=0.687, g=0.710\n",
            ">92, 97/234, d=0.697, g=0.703\n",
            ">92, 98/234, d=0.694, g=0.695\n",
            ">92, 99/234, d=0.690, g=0.696\n",
            ">92, 100/234, d=0.694, g=0.716\n",
            ">92, 101/234, d=0.688, g=0.714\n",
            ">92, 102/234, d=0.692, g=0.706\n",
            ">92, 103/234, d=0.691, g=0.698\n",
            ">92, 104/234, d=0.694, g=0.697\n",
            ">92, 105/234, d=0.689, g=0.692\n",
            ">92, 106/234, d=0.696, g=0.692\n",
            ">92, 107/234, d=0.689, g=0.709\n",
            ">92, 108/234, d=0.688, g=0.709\n",
            ">92, 109/234, d=0.695, g=0.702\n",
            ">92, 110/234, d=0.693, g=0.696\n",
            ">92, 111/234, d=0.692, g=0.696\n",
            ">92, 112/234, d=0.685, g=0.720\n",
            ">92, 113/234, d=0.686, g=0.730\n",
            ">92, 114/234, d=0.687, g=0.706\n",
            ">92, 115/234, d=0.691, g=0.702\n",
            ">92, 116/234, d=0.688, g=0.677\n",
            ">92, 117/234, d=0.688, g=0.691\n",
            ">92, 118/234, d=0.685, g=0.705\n",
            ">92, 119/234, d=0.699, g=0.684\n",
            ">92, 120/234, d=0.687, g=0.703\n",
            ">92, 121/234, d=0.700, g=0.698\n",
            ">92, 122/234, d=0.686, g=0.712\n",
            ">92, 123/234, d=0.687, g=0.684\n",
            ">92, 124/234, d=0.684, g=0.702\n",
            ">92, 125/234, d=0.699, g=0.708\n",
            ">92, 126/234, d=0.693, g=0.720\n",
            ">92, 127/234, d=0.686, g=0.703\n",
            ">92, 128/234, d=0.690, g=0.689\n",
            ">92, 129/234, d=0.685, g=0.692\n",
            ">92, 130/234, d=0.684, g=0.688\n",
            ">92, 131/234, d=0.681, g=0.684\n",
            ">92, 132/234, d=0.698, g=0.713\n",
            ">92, 133/234, d=0.688, g=0.754\n",
            ">92, 134/234, d=0.686, g=0.713\n",
            ">92, 135/234, d=0.688, g=0.687\n",
            ">92, 136/234, d=0.690, g=0.693\n",
            ">92, 137/234, d=0.690, g=0.705\n",
            ">92, 138/234, d=0.680, g=0.713\n",
            ">92, 139/234, d=0.690, g=0.694\n",
            ">92, 140/234, d=0.687, g=0.698\n",
            ">92, 141/234, d=0.688, g=0.708\n",
            ">92, 142/234, d=0.688, g=0.696\n",
            ">92, 143/234, d=0.684, g=0.719\n",
            ">92, 144/234, d=0.698, g=0.706\n",
            ">92, 145/234, d=0.690, g=0.707\n",
            ">92, 146/234, d=0.693, g=0.683\n",
            ">92, 147/234, d=0.695, g=0.681\n",
            ">92, 148/234, d=0.678, g=0.693\n",
            ">92, 149/234, d=0.683, g=0.691\n",
            ">92, 150/234, d=0.693, g=0.715\n",
            ">92, 151/234, d=0.699, g=0.714\n",
            ">92, 152/234, d=0.682, g=0.711\n",
            ">92, 153/234, d=0.689, g=0.715\n",
            ">92, 154/234, d=0.690, g=0.728\n",
            ">92, 155/234, d=0.687, g=0.709\n",
            ">92, 156/234, d=0.686, g=0.678\n",
            ">92, 157/234, d=0.700, g=0.688\n",
            ">92, 158/234, d=0.696, g=0.688\n",
            ">92, 159/234, d=0.696, g=0.701\n",
            ">92, 160/234, d=0.693, g=0.735\n",
            ">92, 161/234, d=0.696, g=0.729\n",
            ">92, 162/234, d=0.694, g=0.694\n",
            ">92, 163/234, d=0.689, g=0.694\n",
            ">92, 164/234, d=0.690, g=0.696\n",
            ">92, 165/234, d=0.688, g=0.702\n",
            ">92, 166/234, d=0.693, g=0.711\n",
            ">92, 167/234, d=0.689, g=0.717\n",
            ">92, 168/234, d=0.690, g=0.716\n",
            ">92, 169/234, d=0.693, g=0.671\n",
            ">92, 170/234, d=0.689, g=0.691\n",
            ">92, 171/234, d=0.683, g=0.728\n",
            ">92, 172/234, d=0.697, g=0.705\n",
            ">92, 173/234, d=0.698, g=0.692\n",
            ">92, 174/234, d=0.690, g=0.698\n",
            ">92, 175/234, d=0.692, g=0.699\n",
            ">92, 176/234, d=0.686, g=0.701\n",
            ">92, 177/234, d=0.692, g=0.686\n",
            ">92, 178/234, d=0.686, g=0.682\n",
            ">92, 179/234, d=0.694, g=0.708\n",
            ">92, 180/234, d=0.692, g=0.742\n",
            ">92, 181/234, d=0.693, g=0.713\n",
            ">92, 182/234, d=0.692, g=0.686\n",
            ">92, 183/234, d=0.686, g=0.684\n",
            ">92, 184/234, d=0.692, g=0.710\n",
            ">92, 185/234, d=0.690, g=0.726\n",
            ">92, 186/234, d=0.691, g=0.705\n",
            ">92, 187/234, d=0.685, g=0.701\n",
            ">92, 188/234, d=0.690, g=0.704\n",
            ">92, 189/234, d=0.690, g=0.692\n",
            ">92, 190/234, d=0.694, g=0.716\n",
            ">92, 191/234, d=0.689, g=0.721\n",
            ">92, 192/234, d=0.690, g=0.709\n",
            ">92, 193/234, d=0.686, g=0.703\n",
            ">92, 194/234, d=0.698, g=0.719\n",
            ">92, 195/234, d=0.693, g=0.727\n",
            ">92, 196/234, d=0.695, g=0.680\n",
            ">92, 197/234, d=0.691, g=0.692\n",
            ">92, 198/234, d=0.686, g=0.684\n",
            ">92, 199/234, d=0.689, g=0.711\n",
            ">92, 200/234, d=0.695, g=0.740\n",
            ">92, 201/234, d=0.688, g=0.705\n",
            ">92, 202/234, d=0.685, g=0.684\n",
            ">92, 203/234, d=0.687, g=0.688\n",
            ">92, 204/234, d=0.690, g=0.700\n",
            ">92, 205/234, d=0.685, g=0.703\n",
            ">92, 206/234, d=0.693, g=0.730\n",
            ">92, 207/234, d=0.683, g=0.717\n",
            ">92, 208/234, d=0.695, g=0.715\n",
            ">92, 209/234, d=0.689, g=0.702\n",
            ">92, 210/234, d=0.693, g=0.688\n",
            ">92, 211/234, d=0.694, g=0.690\n",
            ">92, 212/234, d=0.690, g=0.695\n",
            ">92, 213/234, d=0.691, g=0.710\n",
            ">92, 214/234, d=0.682, g=0.701\n",
            ">92, 215/234, d=0.689, g=0.683\n",
            ">92, 216/234, d=0.690, g=0.693\n",
            ">92, 217/234, d=0.688, g=0.729\n",
            ">92, 218/234, d=0.686, g=0.698\n",
            ">92, 219/234, d=0.695, g=0.681\n",
            ">92, 220/234, d=0.696, g=0.695\n",
            ">92, 221/234, d=0.695, g=0.710\n",
            ">92, 222/234, d=0.694, g=0.710\n",
            ">92, 223/234, d=0.691, g=0.722\n",
            ">92, 224/234, d=0.686, g=0.713\n",
            ">92, 225/234, d=0.692, g=0.688\n",
            ">92, 226/234, d=0.701, g=0.662\n",
            ">92, 227/234, d=0.699, g=0.699\n",
            ">92, 228/234, d=0.690, g=0.711\n",
            ">92, 229/234, d=0.692, g=0.732\n",
            ">92, 230/234, d=0.685, g=0.704\n",
            ">92, 231/234, d=0.696, g=0.691\n",
            ">92, 232/234, d=0.695, g=0.693\n",
            ">92, 233/234, d=0.687, g=0.703\n",
            ">92, 234/234, d=0.693, g=0.719\n",
            ">93, 1/234, d=0.690, g=0.719\n",
            ">93, 2/234, d=0.694, g=0.699\n",
            ">93, 3/234, d=0.689, g=0.693\n",
            ">93, 4/234, d=0.691, g=0.690\n",
            ">93, 5/234, d=0.687, g=0.705\n",
            ">93, 6/234, d=0.693, g=0.726\n",
            ">93, 7/234, d=0.694, g=0.703\n",
            ">93, 8/234, d=0.685, g=0.674\n",
            ">93, 9/234, d=0.695, g=0.688\n",
            ">93, 10/234, d=0.693, g=0.731\n",
            ">93, 11/234, d=0.687, g=0.729\n",
            ">93, 12/234, d=0.688, g=0.695\n",
            ">93, 13/234, d=0.688, g=0.675\n",
            ">93, 14/234, d=0.701, g=0.696\n",
            ">93, 15/234, d=0.688, g=0.714\n",
            ">93, 16/234, d=0.689, g=0.685\n",
            ">93, 17/234, d=0.688, g=0.683\n",
            ">93, 18/234, d=0.703, g=0.706\n",
            ">93, 19/234, d=0.697, g=0.714\n",
            ">93, 20/234, d=0.690, g=0.704\n",
            ">93, 21/234, d=0.700, g=0.697\n",
            ">93, 22/234, d=0.695, g=0.722\n",
            ">93, 23/234, d=0.687, g=0.742\n",
            ">93, 24/234, d=0.696, g=0.716\n",
            ">93, 25/234, d=0.689, g=0.696\n",
            ">93, 26/234, d=0.697, g=0.686\n",
            ">93, 27/234, d=0.705, g=0.694\n",
            ">93, 28/234, d=0.692, g=0.676\n",
            ">93, 29/234, d=0.684, g=0.690\n",
            ">93, 30/234, d=0.698, g=0.705\n",
            ">93, 31/234, d=0.689, g=0.708\n",
            ">93, 32/234, d=0.688, g=0.696\n",
            ">93, 33/234, d=0.682, g=0.684\n",
            ">93, 34/234, d=0.685, g=0.702\n",
            ">93, 35/234, d=0.692, g=0.728\n",
            ">93, 36/234, d=0.684, g=0.709\n",
            ">93, 37/234, d=0.686, g=0.696\n",
            ">93, 38/234, d=0.699, g=0.709\n",
            ">93, 39/234, d=0.686, g=0.699\n",
            ">93, 40/234, d=0.692, g=0.704\n",
            ">93, 41/234, d=0.684, g=0.734\n",
            ">93, 42/234, d=0.685, g=0.721\n",
            ">93, 43/234, d=0.692, g=0.708\n",
            ">93, 44/234, d=0.696, g=0.687\n",
            ">93, 45/234, d=0.687, g=0.696\n",
            ">93, 46/234, d=0.686, g=0.707\n",
            ">93, 47/234, d=0.692, g=0.713\n",
            ">93, 48/234, d=0.689, g=0.700\n",
            ">93, 49/234, d=0.690, g=0.717\n",
            ">93, 50/234, d=0.695, g=0.707\n",
            ">93, 51/234, d=0.697, g=0.695\n",
            ">93, 52/234, d=0.684, g=0.697\n",
            ">93, 53/234, d=0.689, g=0.689\n",
            ">93, 54/234, d=0.691, g=0.691\n",
            ">93, 55/234, d=0.699, g=0.694\n",
            ">93, 56/234, d=0.682, g=0.685\n",
            ">93, 57/234, d=0.686, g=0.698\n",
            ">93, 58/234, d=0.685, g=0.710\n",
            ">93, 59/234, d=0.688, g=0.720\n",
            ">93, 60/234, d=0.692, g=0.687\n",
            ">93, 61/234, d=0.694, g=0.701\n",
            ">93, 62/234, d=0.691, g=0.699\n",
            ">93, 63/234, d=0.691, g=0.710\n",
            ">93, 64/234, d=0.700, g=0.726\n",
            ">93, 65/234, d=0.690, g=0.704\n",
            ">93, 66/234, d=0.701, g=0.692\n",
            ">93, 67/234, d=0.689, g=0.682\n",
            ">93, 68/234, d=0.691, g=0.672\n",
            ">93, 69/234, d=0.692, g=0.681\n",
            ">93, 70/234, d=0.692, g=0.717\n",
            ">93, 71/234, d=0.692, g=0.704\n",
            ">93, 72/234, d=0.690, g=0.711\n",
            ">93, 73/234, d=0.683, g=0.691\n",
            ">93, 74/234, d=0.691, g=0.703\n",
            ">93, 75/234, d=0.691, g=0.728\n",
            ">93, 76/234, d=0.698, g=0.715\n",
            ">93, 77/234, d=0.686, g=0.702\n",
            ">93, 78/234, d=0.697, g=0.680\n",
            ">93, 79/234, d=0.688, g=0.682\n",
            ">93, 80/234, d=0.691, g=0.718\n",
            ">93, 81/234, d=0.685, g=0.726\n",
            ">93, 82/234, d=0.691, g=0.695\n",
            ">93, 83/234, d=0.701, g=0.697\n",
            ">93, 84/234, d=0.693, g=0.710\n",
            ">93, 85/234, d=0.680, g=0.701\n",
            ">93, 86/234, d=0.687, g=0.690\n",
            ">93, 87/234, d=0.689, g=0.684\n",
            ">93, 88/234, d=0.695, g=0.677\n",
            ">93, 89/234, d=0.693, g=0.718\n",
            ">93, 90/234, d=0.685, g=0.730\n",
            ">93, 91/234, d=0.695, g=0.696\n",
            ">93, 92/234, d=0.690, g=0.679\n",
            ">93, 93/234, d=0.685, g=0.683\n",
            ">93, 94/234, d=0.688, g=0.709\n",
            ">93, 95/234, d=0.697, g=0.713\n",
            ">93, 96/234, d=0.691, g=0.710\n",
            ">93, 97/234, d=0.690, g=0.705\n",
            ">93, 98/234, d=0.687, g=0.692\n",
            ">93, 99/234, d=0.692, g=0.683\n",
            ">93, 100/234, d=0.697, g=0.701\n",
            ">93, 101/234, d=0.690, g=0.714\n",
            ">93, 102/234, d=0.695, g=0.713\n",
            ">93, 103/234, d=0.687, g=0.693\n",
            ">93, 104/234, d=0.683, g=0.713\n",
            ">93, 105/234, d=0.688, g=0.710\n",
            ">93, 106/234, d=0.694, g=0.675\n",
            ">93, 107/234, d=0.683, g=0.682\n",
            ">93, 108/234, d=0.679, g=0.719\n",
            ">93, 109/234, d=0.692, g=0.724\n",
            ">93, 110/234, d=0.693, g=0.690\n",
            ">93, 111/234, d=0.692, g=0.709\n",
            ">93, 112/234, d=0.688, g=0.707\n",
            ">93, 113/234, d=0.697, g=0.697\n",
            ">93, 114/234, d=0.700, g=0.717\n",
            ">93, 115/234, d=0.695, g=0.705\n",
            ">93, 116/234, d=0.689, g=0.718\n",
            ">93, 117/234, d=0.697, g=0.691\n",
            ">93, 118/234, d=0.700, g=0.709\n",
            ">93, 119/234, d=0.690, g=0.700\n",
            ">93, 120/234, d=0.687, g=0.729\n",
            ">93, 121/234, d=0.694, g=0.716\n",
            ">93, 122/234, d=0.692, g=0.675\n",
            ">93, 123/234, d=0.694, g=0.658\n",
            ">93, 124/234, d=0.689, g=0.716\n",
            ">93, 125/234, d=0.690, g=0.739\n",
            ">93, 126/234, d=0.693, g=0.728\n",
            ">93, 127/234, d=0.683, g=0.706\n",
            ">93, 128/234, d=0.684, g=0.689\n",
            ">93, 129/234, d=0.685, g=0.697\n",
            ">93, 130/234, d=0.687, g=0.698\n",
            ">93, 131/234, d=0.692, g=0.712\n",
            ">93, 132/234, d=0.689, g=0.716\n",
            ">93, 133/234, d=0.693, g=0.690\n",
            ">93, 134/234, d=0.687, g=0.692\n",
            ">93, 135/234, d=0.698, g=0.691\n",
            ">93, 136/234, d=0.693, g=0.684\n",
            ">93, 137/234, d=0.690, g=0.692\n",
            ">93, 138/234, d=0.689, g=0.712\n",
            ">93, 139/234, d=0.686, g=0.718\n",
            ">93, 140/234, d=0.692, g=0.697\n",
            ">93, 141/234, d=0.676, g=0.700\n",
            ">93, 142/234, d=0.689, g=0.691\n",
            ">93, 143/234, d=0.690, g=0.712\n",
            ">93, 144/234, d=0.693, g=0.707\n",
            ">93, 145/234, d=0.688, g=0.676\n",
            ">93, 146/234, d=0.694, g=0.690\n",
            ">93, 147/234, d=0.701, g=0.728\n",
            ">93, 148/234, d=0.688, g=0.748\n",
            ">93, 149/234, d=0.696, g=0.695\n",
            ">93, 150/234, d=0.686, g=0.669\n",
            ">93, 151/234, d=0.704, g=0.717\n",
            ">93, 152/234, d=0.692, g=0.709\n",
            ">93, 153/234, d=0.694, g=0.691\n",
            ">93, 154/234, d=0.699, g=0.671\n",
            ">93, 155/234, d=0.701, g=0.676\n",
            ">93, 156/234, d=0.679, g=0.713\n",
            ">93, 157/234, d=0.686, g=0.711\n",
            ">93, 158/234, d=0.693, g=0.699\n",
            ">93, 159/234, d=0.693, g=0.710\n",
            ">93, 160/234, d=0.700, g=0.697\n",
            ">93, 161/234, d=0.700, g=0.703\n",
            ">93, 162/234, d=0.686, g=0.698\n",
            ">93, 163/234, d=0.687, g=0.710\n",
            ">93, 164/234, d=0.686, g=0.694\n",
            ">93, 165/234, d=0.694, g=0.702\n",
            ">93, 166/234, d=0.690, g=0.696\n",
            ">93, 167/234, d=0.692, g=0.703\n",
            ">93, 168/234, d=0.691, g=0.701\n",
            ">93, 169/234, d=0.689, g=0.709\n",
            ">93, 170/234, d=0.690, g=0.718\n",
            ">93, 171/234, d=0.702, g=0.692\n",
            ">93, 172/234, d=0.693, g=0.699\n",
            ">93, 173/234, d=0.692, g=0.705\n",
            ">93, 174/234, d=0.691, g=0.705\n",
            ">93, 175/234, d=0.694, g=0.711\n",
            ">93, 176/234, d=0.693, g=0.693\n",
            ">93, 177/234, d=0.685, g=0.682\n",
            ">93, 178/234, d=0.696, g=0.701\n",
            ">93, 179/234, d=0.695, g=0.710\n",
            ">93, 180/234, d=0.681, g=0.689\n",
            ">93, 181/234, d=0.691, g=0.683\n",
            ">93, 182/234, d=0.692, g=0.707\n",
            ">93, 183/234, d=0.690, g=0.707\n",
            ">93, 184/234, d=0.683, g=0.701\n",
            ">93, 185/234, d=0.699, g=0.715\n",
            ">93, 186/234, d=0.693, g=0.694\n",
            ">93, 187/234, d=0.691, g=0.691\n",
            ">93, 188/234, d=0.683, g=0.689\n",
            ">93, 189/234, d=0.699, g=0.708\n",
            ">93, 190/234, d=0.696, g=0.722\n",
            ">93, 191/234, d=0.689, g=0.703\n",
            ">93, 192/234, d=0.694, g=0.691\n",
            ">93, 193/234, d=0.690, g=0.700\n",
            ">93, 194/234, d=0.689, g=0.679\n",
            ">93, 195/234, d=0.683, g=0.687\n",
            ">93, 196/234, d=0.688, g=0.715\n",
            ">93, 197/234, d=0.687, g=0.727\n",
            ">93, 198/234, d=0.685, g=0.700\n",
            ">93, 199/234, d=0.693, g=0.694\n",
            ">93, 200/234, d=0.687, g=0.701\n",
            ">93, 201/234, d=0.698, g=0.719\n",
            ">93, 202/234, d=0.690, g=0.737\n",
            ">93, 203/234, d=0.690, g=0.706\n",
            ">93, 204/234, d=0.686, g=0.691\n",
            ">93, 205/234, d=0.683, g=0.687\n",
            ">93, 206/234, d=0.699, g=0.689\n",
            ">93, 207/234, d=0.680, g=0.697\n",
            ">93, 208/234, d=0.691, g=0.709\n",
            ">93, 209/234, d=0.691, g=0.692\n",
            ">93, 210/234, d=0.697, g=0.695\n",
            ">93, 211/234, d=0.690, g=0.720\n",
            ">93, 212/234, d=0.683, g=0.718\n",
            ">93, 213/234, d=0.691, g=0.701\n",
            ">93, 214/234, d=0.697, g=0.695\n",
            ">93, 215/234, d=0.682, g=0.691\n",
            ">93, 216/234, d=0.702, g=0.717\n",
            ">93, 217/234, d=0.685, g=0.731\n",
            ">93, 218/234, d=0.694, g=0.708\n",
            ">93, 219/234, d=0.688, g=0.692\n",
            ">93, 220/234, d=0.695, g=0.675\n",
            ">93, 221/234, d=0.694, g=0.687\n",
            ">93, 222/234, d=0.690, g=0.712\n",
            ">93, 223/234, d=0.691, g=0.702\n",
            ">93, 224/234, d=0.689, g=0.723\n",
            ">93, 225/234, d=0.692, g=0.686\n",
            ">93, 226/234, d=0.693, g=0.703\n",
            ">93, 227/234, d=0.684, g=0.731\n",
            ">93, 228/234, d=0.686, g=0.710\n",
            ">93, 229/234, d=0.685, g=0.702\n",
            ">93, 230/234, d=0.696, g=0.694\n",
            ">93, 231/234, d=0.695, g=0.689\n",
            ">93, 232/234, d=0.686, g=0.718\n",
            ">93, 233/234, d=0.690, g=0.709\n",
            ">93, 234/234, d=0.691, g=0.679\n",
            ">94, 1/234, d=0.697, g=0.684\n",
            ">94, 2/234, d=0.689, g=0.693\n",
            ">94, 3/234, d=0.685, g=0.691\n",
            ">94, 4/234, d=0.683, g=0.721\n",
            ">94, 5/234, d=0.694, g=0.721\n",
            ">94, 6/234, d=0.685, g=0.714\n",
            ">94, 7/234, d=0.691, g=0.714\n",
            ">94, 8/234, d=0.685, g=0.701\n",
            ">94, 9/234, d=0.691, g=0.702\n",
            ">94, 10/234, d=0.699, g=0.683\n",
            ">94, 11/234, d=0.695, g=0.689\n",
            ">94, 12/234, d=0.688, g=0.693\n",
            ">94, 13/234, d=0.689, g=0.683\n",
            ">94, 14/234, d=0.685, g=0.711\n",
            ">94, 15/234, d=0.697, g=0.699\n",
            ">94, 16/234, d=0.691, g=0.682\n",
            ">94, 17/234, d=0.692, g=0.711\n",
            ">94, 18/234, d=0.689, g=0.731\n",
            ">94, 19/234, d=0.680, g=0.712\n",
            ">94, 20/234, d=0.680, g=0.696\n",
            ">94, 21/234, d=0.692, g=0.688\n",
            ">94, 22/234, d=0.692, g=0.686\n",
            ">94, 23/234, d=0.687, g=0.696\n",
            ">94, 24/234, d=0.700, g=0.750\n",
            ">94, 25/234, d=0.688, g=0.742\n",
            ">94, 26/234, d=0.692, g=0.692\n",
            ">94, 27/234, d=0.693, g=0.672\n",
            ">94, 28/234, d=0.691, g=0.683\n",
            ">94, 29/234, d=0.691, g=0.722\n",
            ">94, 30/234, d=0.692, g=0.702\n",
            ">94, 31/234, d=0.687, g=0.699\n",
            ">94, 32/234, d=0.694, g=0.695\n",
            ">94, 33/234, d=0.690, g=0.700\n",
            ">94, 34/234, d=0.689, g=0.718\n",
            ">94, 35/234, d=0.694, g=0.704\n",
            ">94, 36/234, d=0.698, g=0.687\n",
            ">94, 37/234, d=0.690, g=0.677\n",
            ">94, 38/234, d=0.695, g=0.684\n",
            ">94, 39/234, d=0.694, g=0.706\n",
            ">94, 40/234, d=0.688, g=0.714\n",
            ">94, 41/234, d=0.694, g=0.718\n",
            ">94, 42/234, d=0.693, g=0.692\n",
            ">94, 43/234, d=0.685, g=0.709\n",
            ">94, 44/234, d=0.685, g=0.713\n",
            ">94, 45/234, d=0.686, g=0.714\n",
            ">94, 46/234, d=0.689, g=0.685\n",
            ">94, 47/234, d=0.692, g=0.696\n",
            ">94, 48/234, d=0.686, g=0.695\n",
            ">94, 49/234, d=0.691, g=0.682\n",
            ">94, 50/234, d=0.693, g=0.711\n",
            ">94, 51/234, d=0.690, g=0.702\n",
            ">94, 52/234, d=0.699, g=0.715\n",
            ">94, 53/234, d=0.691, g=0.695\n",
            ">94, 54/234, d=0.695, g=0.684\n",
            ">94, 55/234, d=0.689, g=0.674\n",
            ">94, 56/234, d=0.699, g=0.725\n",
            ">94, 57/234, d=0.693, g=0.715\n",
            ">94, 58/234, d=0.685, g=0.704\n",
            ">94, 59/234, d=0.685, g=0.718\n",
            ">94, 60/234, d=0.688, g=0.733\n",
            ">94, 61/234, d=0.679, g=0.707\n",
            ">94, 62/234, d=0.689, g=0.711\n",
            ">94, 63/234, d=0.690, g=0.688\n",
            ">94, 64/234, d=0.697, g=0.701\n",
            ">94, 65/234, d=0.682, g=0.721\n",
            ">94, 66/234, d=0.684, g=0.701\n",
            ">94, 67/234, d=0.693, g=0.684\n",
            ">94, 68/234, d=0.699, g=0.685\n",
            ">94, 69/234, d=0.692, g=0.699\n",
            ">94, 70/234, d=0.691, g=0.681\n",
            ">94, 71/234, d=0.685, g=0.702\n",
            ">94, 72/234, d=0.687, g=0.693\n",
            ">94, 73/234, d=0.685, g=0.706\n",
            ">94, 74/234, d=0.697, g=0.699\n",
            ">94, 75/234, d=0.693, g=0.703\n",
            ">94, 76/234, d=0.686, g=0.721\n",
            ">94, 77/234, d=0.697, g=0.712\n",
            ">94, 78/234, d=0.701, g=0.714\n",
            ">94, 79/234, d=0.690, g=0.698\n",
            ">94, 80/234, d=0.691, g=0.692\n",
            ">94, 81/234, d=0.698, g=0.664\n",
            ">94, 82/234, d=0.688, g=0.684\n",
            ">94, 83/234, d=0.697, g=0.715\n",
            ">94, 84/234, d=0.688, g=0.695\n",
            ">94, 85/234, d=0.686, g=0.702\n",
            ">94, 86/234, d=0.692, g=0.714\n",
            ">94, 87/234, d=0.684, g=0.706\n",
            ">94, 88/234, d=0.694, g=0.711\n",
            ">94, 89/234, d=0.689, g=0.728\n",
            ">94, 90/234, d=0.697, g=0.711\n",
            ">94, 91/234, d=0.686, g=0.699\n",
            ">94, 92/234, d=0.697, g=0.707\n",
            ">94, 93/234, d=0.699, g=0.689\n",
            ">94, 94/234, d=0.692, g=0.702\n",
            ">94, 95/234, d=0.688, g=0.696\n",
            ">94, 96/234, d=0.687, g=0.704\n",
            ">94, 97/234, d=0.695, g=0.698\n",
            ">94, 98/234, d=0.695, g=0.708\n",
            ">94, 99/234, d=0.695, g=0.707\n",
            ">94, 100/234, d=0.689, g=0.702\n",
            ">94, 101/234, d=0.693, g=0.704\n",
            ">94, 102/234, d=0.688, g=0.704\n",
            ">94, 103/234, d=0.695, g=0.689\n",
            ">94, 104/234, d=0.694, g=0.688\n",
            ">94, 105/234, d=0.694, g=0.717\n",
            ">94, 106/234, d=0.689, g=0.736\n",
            ">94, 107/234, d=0.693, g=0.719\n",
            ">94, 108/234, d=0.694, g=0.716\n",
            ">94, 109/234, d=0.693, g=0.704\n",
            ">94, 110/234, d=0.692, g=0.688\n",
            ">94, 111/234, d=0.692, g=0.683\n",
            ">94, 112/234, d=0.683, g=0.688\n",
            ">94, 113/234, d=0.689, g=0.702\n",
            ">94, 114/234, d=0.684, g=0.695\n",
            ">94, 115/234, d=0.695, g=0.712\n",
            ">94, 116/234, d=0.690, g=0.720\n",
            ">94, 117/234, d=0.692, g=0.709\n",
            ">94, 118/234, d=0.685, g=0.694\n",
            ">94, 119/234, d=0.691, g=0.681\n",
            ">94, 120/234, d=0.690, g=0.704\n",
            ">94, 121/234, d=0.679, g=0.728\n",
            ">94, 122/234, d=0.690, g=0.699\n",
            ">94, 123/234, d=0.694, g=0.679\n",
            ">94, 124/234, d=0.692, g=0.679\n",
            ">94, 125/234, d=0.695, g=0.715\n",
            ">94, 126/234, d=0.682, g=0.710\n",
            ">94, 127/234, d=0.692, g=0.715\n",
            ">94, 128/234, d=0.675, g=0.687\n",
            ">94, 129/234, d=0.685, g=0.720\n",
            ">94, 130/234, d=0.692, g=0.711\n",
            ">94, 131/234, d=0.687, g=0.719\n",
            ">94, 132/234, d=0.691, g=0.689\n",
            ">94, 133/234, d=0.699, g=0.686\n",
            ">94, 134/234, d=0.686, g=0.726\n",
            ">94, 135/234, d=0.703, g=0.710\n",
            ">94, 136/234, d=0.686, g=0.688\n",
            ">94, 137/234, d=0.693, g=0.675\n",
            ">94, 138/234, d=0.685, g=0.689\n",
            ">94, 139/234, d=0.689, g=0.719\n",
            ">94, 140/234, d=0.682, g=0.712\n",
            ">94, 141/234, d=0.691, g=0.704\n",
            ">94, 142/234, d=0.682, g=0.704\n",
            ">94, 143/234, d=0.688, g=0.703\n",
            ">94, 144/234, d=0.682, g=0.685\n",
            ">94, 145/234, d=0.689, g=0.695\n",
            ">94, 146/234, d=0.692, g=0.713\n",
            ">94, 147/234, d=0.683, g=0.686\n",
            ">94, 148/234, d=0.690, g=0.696\n",
            ">94, 149/234, d=0.694, g=0.691\n",
            ">94, 150/234, d=0.696, g=0.720\n",
            ">94, 151/234, d=0.690, g=0.727\n",
            ">94, 152/234, d=0.689, g=0.689\n",
            ">94, 153/234, d=0.683, g=0.677\n",
            ">94, 154/234, d=0.695, g=0.693\n",
            ">94, 155/234, d=0.695, g=0.720\n",
            ">94, 156/234, d=0.679, g=0.735\n",
            ">94, 157/234, d=0.695, g=0.714\n",
            ">94, 158/234, d=0.690, g=0.698\n",
            ">94, 159/234, d=0.693, g=0.695\n",
            ">94, 160/234, d=0.696, g=0.724\n",
            ">94, 161/234, d=0.690, g=0.734\n",
            ">94, 162/234, d=0.691, g=0.677\n",
            ">94, 163/234, d=0.684, g=0.681\n",
            ">94, 164/234, d=0.686, g=0.691\n",
            ">94, 165/234, d=0.689, g=0.720\n",
            ">94, 166/234, d=0.689, g=0.722\n",
            ">94, 167/234, d=0.691, g=0.692\n",
            ">94, 168/234, d=0.692, g=0.694\n",
            ">94, 169/234, d=0.687, g=0.695\n",
            ">94, 170/234, d=0.688, g=0.702\n",
            ">94, 171/234, d=0.695, g=0.688\n",
            ">94, 172/234, d=0.691, g=0.712\n",
            ">94, 173/234, d=0.689, g=0.723\n",
            ">94, 174/234, d=0.697, g=0.729\n",
            ">94, 175/234, d=0.694, g=0.706\n",
            ">94, 176/234, d=0.691, g=0.692\n",
            ">94, 177/234, d=0.689, g=0.707\n",
            ">94, 178/234, d=0.694, g=0.713\n",
            ">94, 179/234, d=0.695, g=0.697\n",
            ">94, 180/234, d=0.690, g=0.683\n",
            ">94, 181/234, d=0.696, g=0.684\n",
            ">94, 182/234, d=0.692, g=0.686\n",
            ">94, 183/234, d=0.690, g=0.722\n",
            ">94, 184/234, d=0.690, g=0.740\n",
            ">94, 185/234, d=0.688, g=0.729\n",
            ">94, 186/234, d=0.693, g=0.690\n",
            ">94, 187/234, d=0.693, g=0.661\n",
            ">94, 188/234, d=0.691, g=0.677\n",
            ">94, 189/234, d=0.687, g=0.721\n",
            ">94, 190/234, d=0.695, g=0.713\n",
            ">94, 191/234, d=0.695, g=0.700\n",
            ">94, 192/234, d=0.689, g=0.700\n",
            ">94, 193/234, d=0.687, g=0.698\n",
            ">94, 194/234, d=0.683, g=0.709\n",
            ">94, 195/234, d=0.696, g=0.700\n",
            ">94, 196/234, d=0.700, g=0.705\n",
            ">94, 197/234, d=0.697, g=0.686\n",
            ">94, 198/234, d=0.693, g=0.699\n",
            ">94, 199/234, d=0.694, g=0.697\n",
            ">94, 200/234, d=0.700, g=0.724\n",
            ">94, 201/234, d=0.690, g=0.702\n",
            ">94, 202/234, d=0.689, g=0.701\n",
            ">94, 203/234, d=0.696, g=0.684\n",
            ">94, 204/234, d=0.690, g=0.706\n",
            ">94, 205/234, d=0.684, g=0.692\n",
            ">94, 206/234, d=0.696, g=0.688\n",
            ">94, 207/234, d=0.688, g=0.680\n",
            ">94, 208/234, d=0.689, g=0.710\n",
            ">94, 209/234, d=0.695, g=0.711\n",
            ">94, 210/234, d=0.687, g=0.711\n",
            ">94, 211/234, d=0.684, g=0.713\n",
            ">94, 212/234, d=0.690, g=0.714\n",
            ">94, 213/234, d=0.693, g=0.708\n",
            ">94, 214/234, d=0.691, g=0.713\n",
            ">94, 215/234, d=0.697, g=0.716\n",
            ">94, 216/234, d=0.692, g=0.702\n",
            ">94, 217/234, d=0.695, g=0.697\n",
            ">94, 218/234, d=0.685, g=0.706\n",
            ">94, 219/234, d=0.684, g=0.692\n",
            ">94, 220/234, d=0.687, g=0.697\n",
            ">94, 221/234, d=0.693, g=0.697\n",
            ">94, 222/234, d=0.692, g=0.712\n",
            ">94, 223/234, d=0.691, g=0.717\n",
            ">94, 224/234, d=0.683, g=0.697\n",
            ">94, 225/234, d=0.697, g=0.678\n",
            ">94, 226/234, d=0.691, g=0.697\n",
            ">94, 227/234, d=0.692, g=0.700\n",
            ">94, 228/234, d=0.687, g=0.718\n",
            ">94, 229/234, d=0.689, g=0.716\n",
            ">94, 230/234, d=0.698, g=0.704\n",
            ">94, 231/234, d=0.695, g=0.687\n",
            ">94, 232/234, d=0.695, g=0.692\n",
            ">94, 233/234, d=0.685, g=0.696\n",
            ">94, 234/234, d=0.687, g=0.696\n",
            ">95, 1/234, d=0.690, g=0.704\n",
            ">95, 2/234, d=0.691, g=0.703\n",
            ">95, 3/234, d=0.686, g=0.708\n",
            ">95, 4/234, d=0.690, g=0.701\n",
            ">95, 5/234, d=0.692, g=0.696\n",
            ">95, 6/234, d=0.688, g=0.707\n",
            ">95, 7/234, d=0.694, g=0.716\n",
            ">95, 8/234, d=0.694, g=0.704\n",
            ">95, 9/234, d=0.686, g=0.703\n",
            ">95, 10/234, d=0.684, g=0.696\n",
            ">95, 11/234, d=0.689, g=0.701\n",
            ">95, 12/234, d=0.695, g=0.691\n",
            ">95, 13/234, d=0.689, g=0.682\n",
            ">95, 14/234, d=0.686, g=0.693\n",
            ">95, 15/234, d=0.693, g=0.718\n",
            ">95, 16/234, d=0.694, g=0.707\n",
            ">95, 17/234, d=0.688, g=0.717\n",
            ">95, 18/234, d=0.690, g=0.700\n",
            ">95, 19/234, d=0.688, g=0.717\n",
            ">95, 20/234, d=0.693, g=0.711\n",
            ">95, 21/234, d=0.687, g=0.698\n",
            ">95, 22/234, d=0.693, g=0.708\n",
            ">95, 23/234, d=0.692, g=0.707\n",
            ">95, 24/234, d=0.689, g=0.724\n",
            ">95, 25/234, d=0.694, g=0.708\n",
            ">95, 26/234, d=0.689, g=0.716\n",
            ">95, 27/234, d=0.693, g=0.688\n",
            ">95, 28/234, d=0.693, g=0.693\n",
            ">95, 29/234, d=0.692, g=0.704\n",
            ">95, 30/234, d=0.687, g=0.716\n",
            ">95, 31/234, d=0.690, g=0.707\n",
            ">95, 32/234, d=0.679, g=0.685\n",
            ">95, 33/234, d=0.686, g=0.705\n",
            ">95, 34/234, d=0.692, g=0.721\n",
            ">95, 35/234, d=0.685, g=0.712\n",
            ">95, 36/234, d=0.691, g=0.709\n",
            ">95, 37/234, d=0.690, g=0.722\n",
            ">95, 38/234, d=0.685, g=0.705\n",
            ">95, 39/234, d=0.701, g=0.674\n",
            ">95, 40/234, d=0.691, g=0.691\n",
            ">95, 41/234, d=0.685, g=0.695\n",
            ">95, 42/234, d=0.685, g=0.689\n",
            ">95, 43/234, d=0.690, g=0.707\n",
            ">95, 44/234, d=0.693, g=0.695\n",
            ">95, 45/234, d=0.692, g=0.701\n",
            ">95, 46/234, d=0.691, g=0.708\n",
            ">95, 47/234, d=0.693, g=0.703\n",
            ">95, 48/234, d=0.697, g=0.679\n",
            ">95, 49/234, d=0.687, g=0.718\n",
            ">95, 50/234, d=0.690, g=0.722\n",
            ">95, 51/234, d=0.690, g=0.728\n",
            ">95, 52/234, d=0.698, g=0.681\n",
            ">95, 53/234, d=0.691, g=0.699\n",
            ">95, 54/234, d=0.692, g=0.720\n",
            ">95, 55/234, d=0.690, g=0.714\n",
            ">95, 56/234, d=0.693, g=0.706\n",
            ">95, 57/234, d=0.694, g=0.689\n",
            ">95, 58/234, d=0.695, g=0.699\n",
            ">95, 59/234, d=0.682, g=0.710\n",
            ">95, 60/234, d=0.689, g=0.710\n",
            ">95, 61/234, d=0.689, g=0.700\n",
            ">95, 62/234, d=0.692, g=0.679\n",
            ">95, 63/234, d=0.687, g=0.704\n",
            ">95, 64/234, d=0.691, g=0.724\n",
            ">95, 65/234, d=0.686, g=0.701\n",
            ">95, 66/234, d=0.698, g=0.705\n",
            ">95, 67/234, d=0.691, g=0.707\n",
            ">95, 68/234, d=0.696, g=0.707\n",
            ">95, 69/234, d=0.686, g=0.718\n",
            ">95, 70/234, d=0.692, g=0.710\n",
            ">95, 71/234, d=0.681, g=0.664\n",
            ">95, 72/234, d=0.692, g=0.682\n",
            ">95, 73/234, d=0.688, g=0.727\n",
            ">95, 74/234, d=0.695, g=0.721\n",
            ">95, 75/234, d=0.689, g=0.722\n",
            ">95, 76/234, d=0.692, g=0.699\n",
            ">95, 77/234, d=0.693, g=0.696\n",
            ">95, 78/234, d=0.691, g=0.699\n",
            ">95, 79/234, d=0.698, g=0.726\n",
            ">95, 80/234, d=0.685, g=0.703\n",
            ">95, 81/234, d=0.696, g=0.676\n",
            ">95, 82/234, d=0.692, g=0.694\n",
            ">95, 83/234, d=0.695, g=0.690\n",
            ">95, 84/234, d=0.683, g=0.710\n",
            ">95, 85/234, d=0.693, g=0.707\n",
            ">95, 86/234, d=0.705, g=0.692\n",
            ">95, 87/234, d=0.695, g=0.718\n",
            ">95, 88/234, d=0.696, g=0.704\n",
            ">95, 89/234, d=0.692, g=0.704\n",
            ">95, 90/234, d=0.696, g=0.696\n",
            ">95, 91/234, d=0.696, g=0.702\n",
            ">95, 92/234, d=0.687, g=0.704\n",
            ">95, 93/234, d=0.699, g=0.722\n",
            ">95, 94/234, d=0.697, g=0.726\n",
            ">95, 95/234, d=0.687, g=0.699\n",
            ">95, 96/234, d=0.692, g=0.699\n",
            ">95, 97/234, d=0.696, g=0.702\n",
            ">95, 98/234, d=0.690, g=0.730\n",
            ">95, 99/234, d=0.694, g=0.702\n",
            ">95, 100/234, d=0.693, g=0.682\n",
            ">95, 101/234, d=0.691, g=0.704\n",
            ">95, 102/234, d=0.694, g=0.704\n",
            ">95, 103/234, d=0.695, g=0.683\n",
            ">95, 104/234, d=0.699, g=0.698\n",
            ">95, 105/234, d=0.689, g=0.706\n",
            ">95, 106/234, d=0.695, g=0.697\n",
            ">95, 107/234, d=0.697, g=0.690\n",
            ">95, 108/234, d=0.689, g=0.710\n",
            ">95, 109/234, d=0.691, g=0.714\n",
            ">95, 110/234, d=0.691, g=0.681\n",
            ">95, 111/234, d=0.693, g=0.677\n",
            ">95, 112/234, d=0.693, g=0.695\n",
            ">95, 113/234, d=0.693, g=0.714\n",
            ">95, 114/234, d=0.691, g=0.702\n",
            ">95, 115/234, d=0.693, g=0.696\n",
            ">95, 116/234, d=0.694, g=0.691\n",
            ">95, 117/234, d=0.695, g=0.705\n",
            ">95, 118/234, d=0.693, g=0.715\n",
            ">95, 119/234, d=0.693, g=0.681\n",
            ">95, 120/234, d=0.691, g=0.682\n",
            ">95, 121/234, d=0.696, g=0.710\n",
            ">95, 122/234, d=0.686, g=0.743\n",
            ">95, 123/234, d=0.695, g=0.706\n",
            ">95, 124/234, d=0.691, g=0.687\n",
            ">95, 125/234, d=0.680, g=0.706\n",
            ">95, 126/234, d=0.684, g=0.725\n",
            ">95, 127/234, d=0.688, g=0.691\n",
            ">95, 128/234, d=0.689, g=0.697\n",
            ">95, 129/234, d=0.693, g=0.718\n",
            ">95, 130/234, d=0.689, g=0.701\n",
            ">95, 131/234, d=0.699, g=0.688\n",
            ">95, 132/234, d=0.690, g=0.667\n",
            ">95, 133/234, d=0.688, g=0.699\n",
            ">95, 134/234, d=0.687, g=0.707\n",
            ">95, 135/234, d=0.693, g=0.687\n",
            ">95, 136/234, d=0.695, g=0.690\n",
            ">95, 137/234, d=0.691, g=0.704\n",
            ">95, 138/234, d=0.696, g=0.700\n",
            ">95, 139/234, d=0.688, g=0.688\n",
            ">95, 140/234, d=0.686, g=0.690\n",
            ">95, 141/234, d=0.684, g=0.694\n",
            ">95, 142/234, d=0.694, g=0.696\n",
            ">95, 143/234, d=0.697, g=0.692\n",
            ">95, 144/234, d=0.696, g=0.708\n",
            ">95, 145/234, d=0.689, g=0.712\n",
            ">95, 146/234, d=0.689, g=0.704\n",
            ">95, 147/234, d=0.690, g=0.703\n",
            ">95, 148/234, d=0.692, g=0.697\n",
            ">95, 149/234, d=0.687, g=0.726\n",
            ">95, 150/234, d=0.687, g=0.709\n",
            ">95, 151/234, d=0.688, g=0.704\n",
            ">95, 152/234, d=0.687, g=0.705\n",
            ">95, 153/234, d=0.681, g=0.696\n",
            ">95, 154/234, d=0.686, g=0.706\n",
            ">95, 155/234, d=0.691, g=0.693\n",
            ">95, 156/234, d=0.695, g=0.697\n",
            ">95, 157/234, d=0.685, g=0.706\n",
            ">95, 158/234, d=0.686, g=0.700\n",
            ">95, 159/234, d=0.688, g=0.724\n",
            ">95, 160/234, d=0.682, g=0.707\n",
            ">95, 161/234, d=0.691, g=0.689\n",
            ">95, 162/234, d=0.688, g=0.657\n",
            ">95, 163/234, d=0.694, g=0.679\n",
            ">95, 164/234, d=0.685, g=0.714\n",
            ">95, 165/234, d=0.690, g=0.723\n",
            ">95, 166/234, d=0.690, g=0.700\n",
            ">95, 167/234, d=0.689, g=0.703\n",
            ">95, 168/234, d=0.685, g=0.697\n",
            ">95, 169/234, d=0.698, g=0.687\n",
            ">95, 170/234, d=0.683, g=0.712\n",
            ">95, 171/234, d=0.687, g=0.698\n",
            ">95, 172/234, d=0.694, g=0.715\n",
            ">95, 173/234, d=0.690, g=0.710\n",
            ">95, 174/234, d=0.698, g=0.704\n",
            ">95, 175/234, d=0.688, g=0.705\n",
            ">95, 176/234, d=0.690, g=0.699\n",
            ">95, 177/234, d=0.695, g=0.726\n",
            ">95, 178/234, d=0.683, g=0.725\n",
            ">95, 179/234, d=0.688, g=0.690\n",
            ">95, 180/234, d=0.700, g=0.685\n",
            ">95, 181/234, d=0.695, g=0.696\n",
            ">95, 182/234, d=0.695, g=0.708\n",
            ">95, 183/234, d=0.695, g=0.722\n",
            ">95, 184/234, d=0.692, g=0.726\n",
            ">95, 185/234, d=0.683, g=0.718\n",
            ">95, 186/234, d=0.690, g=0.701\n",
            ">95, 187/234, d=0.688, g=0.698\n",
            ">95, 188/234, d=0.696, g=0.693\n",
            ">95, 189/234, d=0.686, g=0.688\n",
            ">95, 190/234, d=0.686, g=0.720\n",
            ">95, 191/234, d=0.698, g=0.746\n",
            ">95, 192/234, d=0.688, g=0.697\n",
            ">95, 193/234, d=0.693, g=0.672\n",
            ">95, 194/234, d=0.690, g=0.688\n",
            ">95, 195/234, d=0.694, g=0.685\n",
            ">95, 196/234, d=0.696, g=0.700\n",
            ">95, 197/234, d=0.683, g=0.709\n",
            ">95, 198/234, d=0.697, g=0.718\n",
            ">95, 199/234, d=0.693, g=0.709\n",
            ">95, 200/234, d=0.691, g=0.677\n",
            ">95, 201/234, d=0.693, g=0.669\n",
            ">95, 202/234, d=0.692, g=0.702\n",
            ">95, 203/234, d=0.694, g=0.736\n",
            ">95, 204/234, d=0.689, g=0.734\n",
            ">95, 205/234, d=0.696, g=0.709\n",
            ">95, 206/234, d=0.686, g=0.719\n",
            ">95, 207/234, d=0.686, g=0.730\n",
            ">95, 208/234, d=0.688, g=0.727\n",
            ">95, 209/234, d=0.690, g=0.685\n",
            ">95, 210/234, d=0.692, g=0.652\n",
            ">95, 211/234, d=0.693, g=0.700\n",
            ">95, 212/234, d=0.686, g=0.737\n",
            ">95, 213/234, d=0.695, g=0.694\n",
            ">95, 214/234, d=0.684, g=0.678\n",
            ">95, 215/234, d=0.692, g=0.700\n",
            ">95, 216/234, d=0.698, g=0.738\n",
            ">95, 217/234, d=0.698, g=0.720\n",
            ">95, 218/234, d=0.705, g=0.682\n",
            ">95, 219/234, d=0.687, g=0.682\n",
            ">95, 220/234, d=0.695, g=0.702\n",
            ">95, 221/234, d=0.690, g=0.716\n",
            ">95, 222/234, d=0.687, g=0.718\n",
            ">95, 223/234, d=0.692, g=0.704\n",
            ">95, 224/234, d=0.693, g=0.701\n",
            ">95, 225/234, d=0.697, g=0.685\n",
            ">95, 226/234, d=0.701, g=0.695\n",
            ">95, 227/234, d=0.692, g=0.712\n",
            ">95, 228/234, d=0.686, g=0.713\n",
            ">95, 229/234, d=0.693, g=0.717\n",
            ">95, 230/234, d=0.679, g=0.708\n",
            ">95, 231/234, d=0.690, g=0.700\n",
            ">95, 232/234, d=0.689, g=0.701\n",
            ">95, 233/234, d=0.689, g=0.719\n",
            ">95, 234/234, d=0.691, g=0.695\n",
            ">96, 1/234, d=0.687, g=0.699\n",
            ">96, 2/234, d=0.683, g=0.705\n",
            ">96, 3/234, d=0.691, g=0.706\n",
            ">96, 4/234, d=0.693, g=0.691\n",
            ">96, 5/234, d=0.693, g=0.680\n",
            ">96, 6/234, d=0.685, g=0.686\n",
            ">96, 7/234, d=0.684, g=0.714\n",
            ">96, 8/234, d=0.692, g=0.719\n",
            ">96, 9/234, d=0.691, g=0.683\n",
            ">96, 10/234, d=0.688, g=0.687\n",
            ">96, 11/234, d=0.686, g=0.707\n",
            ">96, 12/234, d=0.694, g=0.717\n",
            ">96, 13/234, d=0.685, g=0.702\n",
            ">96, 14/234, d=0.688, g=0.680\n",
            ">96, 15/234, d=0.693, g=0.696\n",
            ">96, 16/234, d=0.689, g=0.710\n",
            ">96, 17/234, d=0.692, g=0.719\n",
            ">96, 18/234, d=0.689, g=0.715\n",
            ">96, 19/234, d=0.690, g=0.724\n",
            ">96, 20/234, d=0.688, g=0.708\n",
            ">96, 21/234, d=0.688, g=0.698\n",
            ">96, 22/234, d=0.700, g=0.681\n",
            ">96, 23/234, d=0.694, g=0.715\n",
            ">96, 24/234, d=0.693, g=0.730\n",
            ">96, 25/234, d=0.687, g=0.696\n",
            ">96, 26/234, d=0.699, g=0.667\n",
            ">96, 27/234, d=0.687, g=0.687\n",
            ">96, 28/234, d=0.690, g=0.719\n",
            ">96, 29/234, d=0.693, g=0.727\n",
            ">96, 30/234, d=0.687, g=0.731\n",
            ">96, 31/234, d=0.683, g=0.703\n",
            ">96, 32/234, d=0.687, g=0.675\n",
            ">96, 33/234, d=0.694, g=0.661\n",
            ">96, 34/234, d=0.699, g=0.705\n",
            ">96, 35/234, d=0.691, g=0.712\n",
            ">96, 36/234, d=0.696, g=0.736\n",
            ">96, 37/234, d=0.696, g=0.724\n",
            ">96, 38/234, d=0.692, g=0.700\n",
            ">96, 39/234, d=0.685, g=0.683\n",
            ">96, 40/234, d=0.697, g=0.704\n",
            ">96, 41/234, d=0.707, g=0.712\n",
            ">96, 42/234, d=0.688, g=0.722\n",
            ">96, 43/234, d=0.694, g=0.685\n",
            ">96, 44/234, d=0.691, g=0.674\n",
            ">96, 45/234, d=0.690, g=0.687\n",
            ">96, 46/234, d=0.687, g=0.751\n",
            ">96, 47/234, d=0.683, g=0.726\n",
            ">96, 48/234, d=0.692, g=0.684\n",
            ">96, 49/234, d=0.691, g=0.695\n",
            ">96, 50/234, d=0.690, g=0.712\n",
            ">96, 51/234, d=0.690, g=0.719\n",
            ">96, 52/234, d=0.691, g=0.723\n",
            ">96, 53/234, d=0.692, g=0.702\n",
            ">96, 54/234, d=0.696, g=0.687\n",
            ">96, 55/234, d=0.691, g=0.703\n",
            ">96, 56/234, d=0.694, g=0.695\n",
            ">96, 57/234, d=0.687, g=0.702\n",
            ">96, 58/234, d=0.691, g=0.696\n",
            ">96, 59/234, d=0.686, g=0.717\n",
            ">96, 60/234, d=0.691, g=0.680\n",
            ">96, 61/234, d=0.691, g=0.686\n",
            ">96, 62/234, d=0.692, g=0.729\n",
            ">96, 63/234, d=0.697, g=0.732\n",
            ">96, 64/234, d=0.676, g=0.721\n",
            ">96, 65/234, d=0.699, g=0.688\n",
            ">96, 66/234, d=0.688, g=0.683\n",
            ">96, 67/234, d=0.684, g=0.692\n",
            ">96, 68/234, d=0.685, g=0.713\n",
            ">96, 69/234, d=0.691, g=0.728\n",
            ">96, 70/234, d=0.680, g=0.719\n",
            ">96, 71/234, d=0.699, g=0.701\n",
            ">96, 72/234, d=0.694, g=0.703\n",
            ">96, 73/234, d=0.686, g=0.719\n",
            ">96, 74/234, d=0.692, g=0.698\n",
            ">96, 75/234, d=0.691, g=0.723\n",
            ">96, 76/234, d=0.691, g=0.715\n",
            ">96, 77/234, d=0.689, g=0.680\n",
            ">96, 78/234, d=0.691, g=0.686\n",
            ">96, 79/234, d=0.699, g=0.706\n",
            ">96, 80/234, d=0.684, g=0.710\n",
            ">96, 81/234, d=0.690, g=0.711\n",
            ">96, 82/234, d=0.698, g=0.702\n",
            ">96, 83/234, d=0.701, g=0.697\n",
            ">96, 84/234, d=0.685, g=0.713\n",
            ">96, 85/234, d=0.690, g=0.693\n",
            ">96, 86/234, d=0.701, g=0.679\n",
            ">96, 87/234, d=0.688, g=0.691\n",
            ">96, 88/234, d=0.694, g=0.724\n",
            ">96, 89/234, d=0.697, g=0.734\n",
            ">96, 90/234, d=0.695, g=0.715\n",
            ">96, 91/234, d=0.694, g=0.710\n",
            ">96, 92/234, d=0.694, g=0.710\n",
            ">96, 93/234, d=0.695, g=0.696\n",
            ">96, 94/234, d=0.696, g=0.684\n",
            ">96, 95/234, d=0.702, g=0.714\n",
            ">96, 96/234, d=0.694, g=0.719\n",
            ">96, 97/234, d=0.692, g=0.701\n",
            ">96, 98/234, d=0.697, g=0.695\n",
            ">96, 99/234, d=0.694, g=0.685\n",
            ">96, 100/234, d=0.690, g=0.694\n",
            ">96, 101/234, d=0.694, g=0.712\n",
            ">96, 102/234, d=0.687, g=0.696\n",
            ">96, 103/234, d=0.684, g=0.677\n",
            ">96, 104/234, d=0.683, g=0.696\n",
            ">96, 105/234, d=0.703, g=0.737\n",
            ">96, 106/234, d=0.691, g=0.721\n",
            ">96, 107/234, d=0.687, g=0.685\n",
            ">96, 108/234, d=0.695, g=0.690\n",
            ">96, 109/234, d=0.688, g=0.706\n",
            ">96, 110/234, d=0.694, g=0.693\n",
            ">96, 111/234, d=0.698, g=0.703\n",
            ">96, 112/234, d=0.684, g=0.706\n",
            ">96, 113/234, d=0.688, g=0.714\n",
            ">96, 114/234, d=0.689, g=0.698\n",
            ">96, 115/234, d=0.702, g=0.687\n",
            ">96, 116/234, d=0.684, g=0.699\n",
            ">96, 117/234, d=0.683, g=0.716\n",
            ">96, 118/234, d=0.694, g=0.674\n",
            ">96, 119/234, d=0.696, g=0.684\n",
            ">96, 120/234, d=0.685, g=0.693\n",
            ">96, 121/234, d=0.690, g=0.714\n",
            ">96, 122/234, d=0.689, g=0.717\n",
            ">96, 123/234, d=0.692, g=0.693\n",
            ">96, 124/234, d=0.695, g=0.691\n",
            ">96, 125/234, d=0.691, g=0.708\n",
            ">96, 126/234, d=0.695, g=0.700\n",
            ">96, 127/234, d=0.694, g=0.709\n",
            ">96, 128/234, d=0.694, g=0.704\n",
            ">96, 129/234, d=0.689, g=0.699\n",
            ">96, 130/234, d=0.689, g=0.698\n",
            ">96, 131/234, d=0.693, g=0.694\n",
            ">96, 132/234, d=0.680, g=0.706\n",
            ">96, 133/234, d=0.690, g=0.719\n",
            ">96, 134/234, d=0.690, g=0.687\n",
            ">96, 135/234, d=0.688, g=0.699\n",
            ">96, 136/234, d=0.694, g=0.709\n",
            ">96, 137/234, d=0.687, g=0.710\n",
            ">96, 138/234, d=0.690, g=0.712\n",
            ">96, 139/234, d=0.685, g=0.698\n",
            ">96, 140/234, d=0.687, g=0.701\n",
            ">96, 141/234, d=0.686, g=0.707\n",
            ">96, 142/234, d=0.689, g=0.717\n",
            ">96, 143/234, d=0.692, g=0.700\n",
            ">96, 144/234, d=0.692, g=0.727\n",
            ">96, 145/234, d=0.688, g=0.691\n",
            ">96, 146/234, d=0.695, g=0.671\n",
            ">96, 147/234, d=0.688, g=0.701\n",
            ">96, 148/234, d=0.695, g=0.696\n",
            ">96, 149/234, d=0.693, g=0.688\n",
            ">96, 150/234, d=0.686, g=0.701\n",
            ">96, 151/234, d=0.687, g=0.709\n",
            ">96, 152/234, d=0.696, g=0.716\n",
            ">96, 153/234, d=0.690, g=0.698\n",
            ">96, 154/234, d=0.692, g=0.702\n",
            ">96, 155/234, d=0.701, g=0.708\n",
            ">96, 156/234, d=0.688, g=0.720\n",
            ">96, 157/234, d=0.692, g=0.696\n",
            ">96, 158/234, d=0.696, g=0.685\n",
            ">96, 159/234, d=0.691, g=0.682\n",
            ">96, 160/234, d=0.701, g=0.701\n",
            ">96, 161/234, d=0.687, g=0.711\n",
            ">96, 162/234, d=0.692, g=0.703\n",
            ">96, 163/234, d=0.691, g=0.720\n",
            ">96, 164/234, d=0.691, g=0.701\n",
            ">96, 165/234, d=0.694, g=0.700\n",
            ">96, 166/234, d=0.689, g=0.696\n",
            ">96, 167/234, d=0.688, g=0.705\n",
            ">96, 168/234, d=0.694, g=0.704\n",
            ">96, 169/234, d=0.686, g=0.711\n",
            ">96, 170/234, d=0.686, g=0.712\n",
            ">96, 171/234, d=0.693, g=0.681\n",
            ">96, 172/234, d=0.686, g=0.709\n",
            ">96, 173/234, d=0.690, g=0.703\n",
            ">96, 174/234, d=0.698, g=0.724\n",
            ">96, 175/234, d=0.695, g=0.688\n",
            ">96, 176/234, d=0.700, g=0.686\n",
            ">96, 177/234, d=0.689, g=0.710\n",
            ">96, 178/234, d=0.691, g=0.706\n",
            ">96, 179/234, d=0.692, g=0.687\n",
            ">96, 180/234, d=0.689, g=0.727\n",
            ">96, 181/234, d=0.688, g=0.733\n",
            ">96, 182/234, d=0.689, g=0.713\n",
            ">96, 183/234, d=0.697, g=0.679\n",
            ">96, 184/234, d=0.702, g=0.688\n",
            ">96, 185/234, d=0.695, g=0.695\n",
            ">96, 186/234, d=0.681, g=0.710\n",
            ">96, 187/234, d=0.684, g=0.740\n",
            ">96, 188/234, d=0.694, g=0.693\n",
            ">96, 189/234, d=0.687, g=0.694\n",
            ">96, 190/234, d=0.697, g=0.714\n",
            ">96, 191/234, d=0.699, g=0.680\n",
            ">96, 192/234, d=0.699, g=0.699\n",
            ">96, 193/234, d=0.694, g=0.696\n",
            ">96, 194/234, d=0.682, g=0.692\n",
            ">96, 195/234, d=0.693, g=0.682\n",
            ">96, 196/234, d=0.684, g=0.684\n",
            ">96, 197/234, d=0.687, g=0.704\n",
            ">96, 198/234, d=0.699, g=0.730\n",
            ">96, 199/234, d=0.698, g=0.714\n",
            ">96, 200/234, d=0.696, g=0.686\n",
            ">96, 201/234, d=0.690, g=0.689\n",
            ">96, 202/234, d=0.697, g=0.717\n",
            ">96, 203/234, d=0.692, g=0.710\n",
            ">96, 204/234, d=0.689, g=0.697\n",
            ">96, 205/234, d=0.693, g=0.701\n",
            ">96, 206/234, d=0.689, g=0.700\n",
            ">96, 207/234, d=0.692, g=0.702\n",
            ">96, 208/234, d=0.685, g=0.707\n",
            ">96, 209/234, d=0.688, g=0.718\n",
            ">96, 210/234, d=0.693, g=0.726\n",
            ">96, 211/234, d=0.697, g=0.699\n",
            ">96, 212/234, d=0.690, g=0.680\n",
            ">96, 213/234, d=0.684, g=0.691\n",
            ">96, 214/234, d=0.692, g=0.719\n",
            ">96, 215/234, d=0.693, g=0.711\n",
            ">96, 216/234, d=0.696, g=0.688\n",
            ">96, 217/234, d=0.696, g=0.680\n",
            ">96, 218/234, d=0.691, g=0.712\n",
            ">96, 219/234, d=0.688, g=0.730\n",
            ">96, 220/234, d=0.698, g=0.717\n",
            ">96, 221/234, d=0.694, g=0.716\n",
            ">96, 222/234, d=0.694, g=0.707\n",
            ">96, 223/234, d=0.689, g=0.700\n",
            ">96, 224/234, d=0.684, g=0.703\n",
            ">96, 225/234, d=0.689, g=0.685\n",
            ">96, 226/234, d=0.682, g=0.693\n",
            ">96, 227/234, d=0.695, g=0.720\n",
            ">96, 228/234, d=0.696, g=0.708\n",
            ">96, 229/234, d=0.695, g=0.709\n",
            ">96, 230/234, d=0.692, g=0.725\n",
            ">96, 231/234, d=0.691, g=0.711\n",
            ">96, 232/234, d=0.692, g=0.699\n",
            ">96, 233/234, d=0.691, g=0.710\n",
            ">96, 234/234, d=0.687, g=0.688\n",
            ">97, 1/234, d=0.690, g=0.710\n",
            ">97, 2/234, d=0.687, g=0.718\n",
            ">97, 3/234, d=0.691, g=0.712\n",
            ">97, 4/234, d=0.695, g=0.690\n",
            ">97, 5/234, d=0.690, g=0.673\n",
            ">97, 6/234, d=0.694, g=0.690\n",
            ">97, 7/234, d=0.687, g=0.719\n",
            ">97, 8/234, d=0.692, g=0.715\n",
            ">97, 9/234, d=0.693, g=0.697\n",
            ">97, 10/234, d=0.697, g=0.713\n",
            ">97, 11/234, d=0.691, g=0.707\n",
            ">97, 12/234, d=0.691, g=0.694\n",
            ">97, 13/234, d=0.687, g=0.689\n",
            ">97, 14/234, d=0.700, g=0.688\n",
            ">97, 15/234, d=0.689, g=0.709\n",
            ">97, 16/234, d=0.697, g=0.719\n",
            ">97, 17/234, d=0.693, g=0.686\n",
            ">97, 18/234, d=0.694, g=0.696\n",
            ">97, 19/234, d=0.700, g=0.699\n",
            ">97, 20/234, d=0.696, g=0.735\n",
            ">97, 21/234, d=0.690, g=0.703\n",
            ">97, 22/234, d=0.682, g=0.693\n",
            ">97, 23/234, d=0.696, g=0.701\n",
            ">97, 24/234, d=0.692, g=0.693\n",
            ">97, 25/234, d=0.701, g=0.691\n",
            ">97, 26/234, d=0.693, g=0.699\n",
            ">97, 27/234, d=0.692, g=0.703\n",
            ">97, 28/234, d=0.692, g=0.697\n",
            ">97, 29/234, d=0.687, g=0.692\n",
            ">97, 30/234, d=0.696, g=0.706\n",
            ">97, 31/234, d=0.683, g=0.714\n",
            ">97, 32/234, d=0.688, g=0.687\n",
            ">97, 33/234, d=0.691, g=0.694\n",
            ">97, 34/234, d=0.686, g=0.719\n",
            ">97, 35/234, d=0.700, g=0.704\n",
            ">97, 36/234, d=0.683, g=0.691\n",
            ">97, 37/234, d=0.694, g=0.703\n",
            ">97, 38/234, d=0.694, g=0.706\n",
            ">97, 39/234, d=0.691, g=0.715\n",
            ">97, 40/234, d=0.684, g=0.712\n",
            ">97, 41/234, d=0.683, g=0.700\n",
            ">97, 42/234, d=0.691, g=0.695\n",
            ">97, 43/234, d=0.692, g=0.719\n",
            ">97, 44/234, d=0.692, g=0.715\n",
            ">97, 45/234, d=0.701, g=0.713\n",
            ">97, 46/234, d=0.684, g=0.699\n",
            ">97, 47/234, d=0.690, g=0.696\n",
            ">97, 48/234, d=0.684, g=0.699\n",
            ">97, 49/234, d=0.697, g=0.700\n",
            ">97, 50/234, d=0.693, g=0.718\n",
            ">97, 51/234, d=0.692, g=0.697\n",
            ">97, 52/234, d=0.690, g=0.705\n",
            ">97, 53/234, d=0.693, g=0.697\n",
            ">97, 54/234, d=0.695, g=0.711\n",
            ">97, 55/234, d=0.696, g=0.706\n",
            ">97, 56/234, d=0.687, g=0.689\n",
            ">97, 57/234, d=0.691, g=0.701\n",
            ">97, 58/234, d=0.687, g=0.723\n",
            ">97, 59/234, d=0.691, g=0.722\n",
            ">97, 60/234, d=0.693, g=0.682\n",
            ">97, 61/234, d=0.682, g=0.675\n",
            ">97, 62/234, d=0.686, g=0.685\n",
            ">97, 63/234, d=0.694, g=0.706\n",
            ">97, 64/234, d=0.695, g=0.719\n",
            ">97, 65/234, d=0.690, g=0.724\n",
            ">97, 66/234, d=0.681, g=0.706\n",
            ">97, 67/234, d=0.684, g=0.686\n",
            ">97, 68/234, d=0.682, g=0.693\n",
            ">97, 69/234, d=0.686, g=0.711\n",
            ">97, 70/234, d=0.686, g=0.701\n",
            ">97, 71/234, d=0.692, g=0.708\n",
            ">97, 72/234, d=0.689, g=0.701\n",
            ">97, 73/234, d=0.697, g=0.702\n",
            ">97, 74/234, d=0.690, g=0.701\n",
            ">97, 75/234, d=0.685, g=0.680\n",
            ">97, 76/234, d=0.690, g=0.681\n",
            ">97, 77/234, d=0.687, g=0.702\n",
            ">97, 78/234, d=0.684, g=0.717\n",
            ">97, 79/234, d=0.685, g=0.717\n",
            ">97, 80/234, d=0.695, g=0.703\n",
            ">97, 81/234, d=0.675, g=0.688\n",
            ">97, 82/234, d=0.685, g=0.701\n",
            ">97, 83/234, d=0.694, g=0.706\n",
            ">97, 84/234, d=0.694, g=0.723\n",
            ">97, 85/234, d=0.695, g=0.692\n",
            ">97, 86/234, d=0.691, g=0.696\n",
            ">97, 87/234, d=0.689, g=0.692\n",
            ">97, 88/234, d=0.686, g=0.716\n",
            ">97, 89/234, d=0.696, g=0.707\n",
            ">97, 90/234, d=0.692, g=0.709\n",
            ">97, 91/234, d=0.701, g=0.709\n",
            ">97, 92/234, d=0.688, g=0.721\n",
            ">97, 93/234, d=0.700, g=0.724\n",
            ">97, 94/234, d=0.693, g=0.698\n",
            ">97, 95/234, d=0.693, g=0.687\n",
            ">97, 96/234, d=0.689, g=0.689\n",
            ">97, 97/234, d=0.695, g=0.698\n",
            ">97, 98/234, d=0.688, g=0.698\n",
            ">97, 99/234, d=0.692, g=0.704\n",
            ">97, 100/234, d=0.691, g=0.721\n",
            ">97, 101/234, d=0.685, g=0.700\n",
            ">97, 102/234, d=0.691, g=0.699\n",
            ">97, 103/234, d=0.702, g=0.705\n",
            ">97, 104/234, d=0.702, g=0.714\n",
            ">97, 105/234, d=0.692, g=0.689\n",
            ">97, 106/234, d=0.692, g=0.679\n",
            ">97, 107/234, d=0.698, g=0.698\n",
            ">97, 108/234, d=0.684, g=0.704\n",
            ">97, 109/234, d=0.694, g=0.707\n",
            ">97, 110/234, d=0.691, g=0.716\n",
            ">97, 111/234, d=0.690, g=0.699\n",
            ">97, 112/234, d=0.696, g=0.693\n",
            ">97, 113/234, d=0.697, g=0.695\n",
            ">97, 114/234, d=0.698, g=0.707\n",
            ">97, 115/234, d=0.693, g=0.722\n",
            ">97, 116/234, d=0.696, g=0.709\n",
            ">97, 117/234, d=0.689, g=0.690\n",
            ">97, 118/234, d=0.690, g=0.699\n",
            ">97, 119/234, d=0.689, g=0.718\n",
            ">97, 120/234, d=0.695, g=0.725\n",
            ">97, 121/234, d=0.689, g=0.717\n",
            ">97, 122/234, d=0.687, g=0.721\n",
            ">97, 123/234, d=0.693, g=0.695\n",
            ">97, 124/234, d=0.698, g=0.677\n",
            ">97, 125/234, d=0.686, g=0.703\n",
            ">97, 126/234, d=0.694, g=0.705\n",
            ">97, 127/234, d=0.690, g=0.720\n",
            ">97, 128/234, d=0.697, g=0.681\n",
            ">97, 129/234, d=0.690, g=0.673\n",
            ">97, 130/234, d=0.692, g=0.681\n",
            ">97, 131/234, d=0.690, g=0.708\n",
            ">97, 132/234, d=0.691, g=0.720\n",
            ">97, 133/234, d=0.693, g=0.731\n",
            ">97, 134/234, d=0.689, g=0.697\n",
            ">97, 135/234, d=0.695, g=0.689\n",
            ">97, 136/234, d=0.689, g=0.707\n",
            ">97, 137/234, d=0.698, g=0.725\n",
            ">97, 138/234, d=0.695, g=0.730\n",
            ">97, 139/234, d=0.687, g=0.697\n",
            ">97, 140/234, d=0.699, g=0.687\n",
            ">97, 141/234, d=0.684, g=0.680\n",
            ">97, 142/234, d=0.683, g=0.702\n",
            ">97, 143/234, d=0.689, g=0.713\n",
            ">97, 144/234, d=0.690, g=0.711\n",
            ">97, 145/234, d=0.686, g=0.700\n",
            ">97, 146/234, d=0.690, g=0.693\n",
            ">97, 147/234, d=0.692, g=0.688\n",
            ">97, 148/234, d=0.691, g=0.721\n",
            ">97, 149/234, d=0.692, g=0.732\n",
            ">97, 150/234, d=0.680, g=0.685\n",
            ">97, 151/234, d=0.682, g=0.682\n",
            ">97, 152/234, d=0.695, g=0.690\n",
            ">97, 153/234, d=0.689, g=0.736\n",
            ">97, 154/234, d=0.689, g=0.717\n",
            ">97, 155/234, d=0.703, g=0.686\n",
            ">97, 156/234, d=0.691, g=0.679\n",
            ">97, 157/234, d=0.688, g=0.692\n",
            ">97, 158/234, d=0.701, g=0.715\n",
            ">97, 159/234, d=0.690, g=0.715\n",
            ">97, 160/234, d=0.693, g=0.703\n",
            ">97, 161/234, d=0.692, g=0.725\n",
            ">97, 162/234, d=0.693, g=0.721\n",
            ">97, 163/234, d=0.688, g=0.718\n",
            ">97, 164/234, d=0.692, g=0.692\n",
            ">97, 165/234, d=0.694, g=0.679\n",
            ">97, 166/234, d=0.687, g=0.695\n",
            ">97, 167/234, d=0.694, g=0.686\n",
            ">97, 168/234, d=0.692, g=0.697\n",
            ">97, 169/234, d=0.680, g=0.706\n",
            ">97, 170/234, d=0.690, g=0.694\n",
            ">97, 171/234, d=0.684, g=0.702\n",
            ">97, 172/234, d=0.696, g=0.716\n",
            ">97, 173/234, d=0.693, g=0.730\n",
            ">97, 174/234, d=0.687, g=0.706\n",
            ">97, 175/234, d=0.692, g=0.664\n",
            ">97, 176/234, d=0.698, g=0.668\n",
            ">97, 177/234, d=0.691, g=0.716\n",
            ">97, 178/234, d=0.686, g=0.747\n",
            ">97, 179/234, d=0.692, g=0.730\n",
            ">97, 180/234, d=0.695, g=0.699\n",
            ">97, 181/234, d=0.697, g=0.685\n",
            ">97, 182/234, d=0.689, g=0.689\n",
            ">97, 183/234, d=0.684, g=0.708\n",
            ">97, 184/234, d=0.694, g=0.722\n",
            ">97, 185/234, d=0.691, g=0.710\n",
            ">97, 186/234, d=0.694, g=0.707\n",
            ">97, 187/234, d=0.695, g=0.696\n",
            ">97, 188/234, d=0.697, g=0.672\n",
            ">97, 189/234, d=0.695, g=0.676\n",
            ">97, 190/234, d=0.684, g=0.703\n",
            ">97, 191/234, d=0.698, g=0.691\n",
            ">97, 192/234, d=0.690, g=0.710\n",
            ">97, 193/234, d=0.689, g=0.705\n",
            ">97, 194/234, d=0.687, g=0.692\n",
            ">97, 195/234, d=0.684, g=0.697\n",
            ">97, 196/234, d=0.698, g=0.693\n",
            ">97, 197/234, d=0.695, g=0.703\n",
            ">97, 198/234, d=0.697, g=0.709\n",
            ">97, 199/234, d=0.691, g=0.701\n",
            ">97, 200/234, d=0.692, g=0.700\n",
            ">97, 201/234, d=0.695, g=0.689\n",
            ">97, 202/234, d=0.690, g=0.695\n",
            ">97, 203/234, d=0.695, g=0.731\n",
            ">97, 204/234, d=0.701, g=0.721\n",
            ">97, 205/234, d=0.696, g=0.693\n",
            ">97, 206/234, d=0.687, g=0.695\n",
            ">97, 207/234, d=0.695, g=0.695\n",
            ">97, 208/234, d=0.695, g=0.724\n",
            ">97, 209/234, d=0.693, g=0.693\n",
            ">97, 210/234, d=0.695, g=0.692\n",
            ">97, 211/234, d=0.692, g=0.677\n",
            ">97, 212/234, d=0.693, g=0.692\n",
            ">97, 213/234, d=0.687, g=0.704\n",
            ">97, 214/234, d=0.684, g=0.703\n",
            ">97, 215/234, d=0.696, g=0.714\n",
            ">97, 216/234, d=0.685, g=0.720\n",
            ">97, 217/234, d=0.687, g=0.718\n",
            ">97, 218/234, d=0.693, g=0.708\n",
            ">97, 219/234, d=0.692, g=0.691\n",
            ">97, 220/234, d=0.691, g=0.690\n",
            ">97, 221/234, d=0.685, g=0.690\n",
            ">97, 222/234, d=0.687, g=0.700\n",
            ">97, 223/234, d=0.696, g=0.700\n",
            ">97, 224/234, d=0.701, g=0.716\n",
            ">97, 225/234, d=0.684, g=0.704\n",
            ">97, 226/234, d=0.692, g=0.666\n",
            ">97, 227/234, d=0.691, g=0.669\n",
            ">97, 228/234, d=0.681, g=0.727\n",
            ">97, 229/234, d=0.688, g=0.743\n",
            ">97, 230/234, d=0.693, g=0.727\n",
            ">97, 231/234, d=0.680, g=0.695\n",
            ">97, 232/234, d=0.683, g=0.671\n",
            ">97, 233/234, d=0.695, g=0.695\n",
            ">97, 234/234, d=0.694, g=0.695\n",
            ">98, 1/234, d=0.699, g=0.684\n",
            ">98, 2/234, d=0.700, g=0.707\n",
            ">98, 3/234, d=0.685, g=0.717\n",
            ">98, 4/234, d=0.693, g=0.740\n",
            ">98, 5/234, d=0.699, g=0.681\n",
            ">98, 6/234, d=0.683, g=0.686\n",
            ">98, 7/234, d=0.678, g=0.710\n",
            ">98, 8/234, d=0.695, g=0.708\n",
            ">98, 9/234, d=0.696, g=0.695\n",
            ">98, 10/234, d=0.685, g=0.697\n",
            ">98, 11/234, d=0.689, g=0.696\n",
            ">98, 12/234, d=0.698, g=0.707\n",
            ">98, 13/234, d=0.685, g=0.718\n",
            ">98, 14/234, d=0.687, g=0.711\n",
            ">98, 15/234, d=0.698, g=0.694\n",
            ">98, 16/234, d=0.699, g=0.695\n",
            ">98, 17/234, d=0.696, g=0.726\n",
            ">98, 18/234, d=0.687, g=0.726\n",
            ">98, 19/234, d=0.699, g=0.699\n",
            ">98, 20/234, d=0.691, g=0.685\n",
            ">98, 21/234, d=0.692, g=0.677\n",
            ">98, 22/234, d=0.696, g=0.698\n",
            ">98, 23/234, d=0.701, g=0.717\n",
            ">98, 24/234, d=0.691, g=0.715\n",
            ">98, 25/234, d=0.698, g=0.691\n",
            ">98, 26/234, d=0.695, g=0.679\n",
            ">98, 27/234, d=0.696, g=0.688\n",
            ">98, 28/234, d=0.683, g=0.716\n",
            ">98, 29/234, d=0.697, g=0.705\n",
            ">98, 30/234, d=0.684, g=0.706\n",
            ">98, 31/234, d=0.692, g=0.712\n",
            ">98, 32/234, d=0.693, g=0.720\n",
            ">98, 33/234, d=0.688, g=0.719\n",
            ">98, 34/234, d=0.694, g=0.696\n",
            ">98, 35/234, d=0.683, g=0.694\n",
            ">98, 36/234, d=0.701, g=0.708\n",
            ">98, 37/234, d=0.684, g=0.717\n",
            ">98, 38/234, d=0.694, g=0.693\n",
            ">98, 39/234, d=0.689, g=0.692\n",
            ">98, 40/234, d=0.691, g=0.674\n",
            ">98, 41/234, d=0.683, g=0.683\n",
            ">98, 42/234, d=0.696, g=0.696\n",
            ">98, 43/234, d=0.688, g=0.699\n",
            ">98, 44/234, d=0.699, g=0.706\n",
            ">98, 45/234, d=0.685, g=0.708\n",
            ">98, 46/234, d=0.687, g=0.712\n",
            ">98, 47/234, d=0.692, g=0.717\n",
            ">98, 48/234, d=0.693, g=0.704\n",
            ">98, 49/234, d=0.692, g=0.694\n",
            ">98, 50/234, d=0.688, g=0.698\n",
            ">98, 51/234, d=0.694, g=0.695\n",
            ">98, 52/234, d=0.692, g=0.690\n",
            ">98, 53/234, d=0.703, g=0.712\n",
            ">98, 54/234, d=0.697, g=0.710\n",
            ">98, 55/234, d=0.698, g=0.698\n",
            ">98, 56/234, d=0.691, g=0.685\n",
            ">98, 57/234, d=0.696, g=0.692\n",
            ">98, 58/234, d=0.690, g=0.717\n",
            ">98, 59/234, d=0.690, g=0.710\n",
            ">98, 60/234, d=0.690, g=0.689\n",
            ">98, 61/234, d=0.695, g=0.688\n",
            ">98, 62/234, d=0.692, g=0.690\n",
            ">98, 63/234, d=0.691, g=0.703\n",
            ">98, 64/234, d=0.699, g=0.713\n",
            ">98, 65/234, d=0.693, g=0.705\n",
            ">98, 66/234, d=0.693, g=0.714\n",
            ">98, 67/234, d=0.696, g=0.715\n",
            ">98, 68/234, d=0.692, g=0.703\n",
            ">98, 69/234, d=0.695, g=0.689\n",
            ">98, 70/234, d=0.694, g=0.684\n",
            ">98, 71/234, d=0.695, g=0.683\n",
            ">98, 72/234, d=0.680, g=0.695\n",
            ">98, 73/234, d=0.684, g=0.708\n",
            ">98, 74/234, d=0.693, g=0.707\n",
            ">98, 75/234, d=0.688, g=0.717\n",
            ">98, 76/234, d=0.681, g=0.700\n",
            ">98, 77/234, d=0.689, g=0.690\n",
            ">98, 78/234, d=0.692, g=0.712\n",
            ">98, 79/234, d=0.690, g=0.724\n",
            ">98, 80/234, d=0.689, g=0.708\n",
            ">98, 81/234, d=0.694, g=0.696\n",
            ">98, 82/234, d=0.687, g=0.693\n",
            ">98, 83/234, d=0.685, g=0.738\n",
            ">98, 84/234, d=0.695, g=0.720\n",
            ">98, 85/234, d=0.685, g=0.703\n",
            ">98, 86/234, d=0.680, g=0.678\n",
            ">98, 87/234, d=0.692, g=0.668\n",
            ">98, 88/234, d=0.693, g=0.697\n",
            ">98, 89/234, d=0.693, g=0.712\n",
            ">98, 90/234, d=0.690, g=0.723\n",
            ">98, 91/234, d=0.689, g=0.719\n",
            ">98, 92/234, d=0.694, g=0.692\n",
            ">98, 93/234, d=0.693, g=0.677\n",
            ">98, 94/234, d=0.683, g=0.700\n",
            ">98, 95/234, d=0.696, g=0.746\n",
            ">98, 96/234, d=0.691, g=0.735\n",
            ">98, 97/234, d=0.683, g=0.716\n",
            ">98, 98/234, d=0.691, g=0.682\n",
            ">98, 99/234, d=0.691, g=0.688\n",
            ">98, 100/234, d=0.690, g=0.688\n",
            ">98, 101/234, d=0.690, g=0.683\n",
            ">98, 102/234, d=0.687, g=0.726\n",
            ">98, 103/234, d=0.692, g=0.724\n",
            ">98, 104/234, d=0.686, g=0.697\n",
            ">98, 105/234, d=0.690, g=0.688\n",
            ">98, 106/234, d=0.692, g=0.680\n",
            ">98, 107/234, d=0.694, g=0.692\n",
            ">98, 108/234, d=0.687, g=0.695\n",
            ">98, 109/234, d=0.686, g=0.695\n",
            ">98, 110/234, d=0.694, g=0.701\n",
            ">98, 111/234, d=0.694, g=0.711\n",
            ">98, 112/234, d=0.694, g=0.698\n",
            ">98, 113/234, d=0.691, g=0.703\n",
            ">98, 114/234, d=0.696, g=0.709\n",
            ">98, 115/234, d=0.688, g=0.717\n",
            ">98, 116/234, d=0.695, g=0.716\n",
            ">98, 117/234, d=0.696, g=0.676\n",
            ">98, 118/234, d=0.688, g=0.681\n",
            ">98, 119/234, d=0.693, g=0.697\n",
            ">98, 120/234, d=0.687, g=0.742\n",
            ">98, 121/234, d=0.695, g=0.718\n",
            ">98, 122/234, d=0.686, g=0.697\n",
            ">98, 123/234, d=0.688, g=0.706\n",
            ">98, 124/234, d=0.695, g=0.695\n",
            ">98, 125/234, d=0.690, g=0.697\n",
            ">98, 126/234, d=0.685, g=0.696\n",
            ">98, 127/234, d=0.693, g=0.703\n",
            ">98, 128/234, d=0.694, g=0.710\n",
            ">98, 129/234, d=0.687, g=0.697\n",
            ">98, 130/234, d=0.684, g=0.667\n",
            ">98, 131/234, d=0.686, g=0.697\n",
            ">98, 132/234, d=0.693, g=0.725\n",
            ">98, 133/234, d=0.692, g=0.747\n",
            ">98, 134/234, d=0.681, g=0.695\n",
            ">98, 135/234, d=0.695, g=0.672\n",
            ">98, 136/234, d=0.694, g=0.681\n",
            ">98, 137/234, d=0.692, g=0.693\n",
            ">98, 138/234, d=0.696, g=0.695\n",
            ">98, 139/234, d=0.687, g=0.724\n",
            ">98, 140/234, d=0.685, g=0.718\n",
            ">98, 141/234, d=0.690, g=0.696\n",
            ">98, 142/234, d=0.689, g=0.695\n",
            ">98, 143/234, d=0.696, g=0.685\n",
            ">98, 144/234, d=0.685, g=0.687\n",
            ">98, 145/234, d=0.683, g=0.717\n",
            ">98, 146/234, d=0.693, g=0.699\n",
            ">98, 147/234, d=0.695, g=0.682\n",
            ">98, 148/234, d=0.695, g=0.695\n",
            ">98, 149/234, d=0.692, g=0.717\n",
            ">98, 150/234, d=0.690, g=0.712\n",
            ">98, 151/234, d=0.689, g=0.696\n",
            ">98, 152/234, d=0.690, g=0.696\n",
            ">98, 153/234, d=0.688, g=0.722\n",
            ">98, 154/234, d=0.691, g=0.706\n",
            ">98, 155/234, d=0.690, g=0.695\n",
            ">98, 156/234, d=0.689, g=0.700\n",
            ">98, 157/234, d=0.691, g=0.696\n",
            ">98, 158/234, d=0.693, g=0.697\n",
            ">98, 159/234, d=0.684, g=0.706\n",
            ">98, 160/234, d=0.690, g=0.701\n",
            ">98, 161/234, d=0.687, g=0.684\n",
            ">98, 162/234, d=0.691, g=0.670\n",
            ">98, 163/234, d=0.694, g=0.714\n",
            ">98, 164/234, d=0.698, g=0.720\n",
            ">98, 165/234, d=0.691, g=0.699\n",
            ">98, 166/234, d=0.690, g=0.695\n",
            ">98, 167/234, d=0.697, g=0.702\n",
            ">98, 168/234, d=0.686, g=0.696\n",
            ">98, 169/234, d=0.687, g=0.682\n",
            ">98, 170/234, d=0.695, g=0.691\n",
            ">98, 171/234, d=0.693, g=0.707\n",
            ">98, 172/234, d=0.693, g=0.718\n",
            ">98, 173/234, d=0.696, g=0.696\n",
            ">98, 174/234, d=0.690, g=0.695\n",
            ">98, 175/234, d=0.683, g=0.694\n",
            ">98, 176/234, d=0.691, g=0.693\n",
            ">98, 177/234, d=0.685, g=0.708\n",
            ">98, 178/234, d=0.698, g=0.708\n",
            ">98, 179/234, d=0.689, g=0.703\n",
            ">98, 180/234, d=0.687, g=0.702\n",
            ">98, 181/234, d=0.680, g=0.686\n",
            ">98, 182/234, d=0.691, g=0.707\n",
            ">98, 183/234, d=0.690, g=0.716\n",
            ">98, 184/234, d=0.688, g=0.722\n",
            ">98, 185/234, d=0.693, g=0.725\n",
            ">98, 186/234, d=0.696, g=0.708\n",
            ">98, 187/234, d=0.692, g=0.688\n",
            ">98, 188/234, d=0.696, g=0.691\n",
            ">98, 189/234, d=0.697, g=0.727\n",
            ">98, 190/234, d=0.690, g=0.725\n",
            ">98, 191/234, d=0.686, g=0.715\n",
            ">98, 192/234, d=0.693, g=0.686\n",
            ">98, 193/234, d=0.682, g=0.673\n",
            ">98, 194/234, d=0.694, g=0.683\n",
            ">98, 195/234, d=0.687, g=0.706\n",
            ">98, 196/234, d=0.686, g=0.729\n",
            ">98, 197/234, d=0.686, g=0.721\n",
            ">98, 198/234, d=0.697, g=0.686\n",
            ">98, 199/234, d=0.686, g=0.680\n",
            ">98, 200/234, d=0.689, g=0.708\n",
            ">98, 201/234, d=0.686, g=0.723\n",
            ">98, 202/234, d=0.688, g=0.709\n",
            ">98, 203/234, d=0.696, g=0.701\n",
            ">98, 204/234, d=0.687, g=0.699\n",
            ">98, 205/234, d=0.690, g=0.705\n",
            ">98, 206/234, d=0.690, g=0.695\n",
            ">98, 207/234, d=0.689, g=0.678\n",
            ">98, 208/234, d=0.693, g=0.690\n",
            ">98, 209/234, d=0.692, g=0.704\n",
            ">98, 210/234, d=0.688, g=0.710\n",
            ">98, 211/234, d=0.692, g=0.710\n",
            ">98, 212/234, d=0.693, g=0.691\n",
            ">98, 213/234, d=0.702, g=0.697\n",
            ">98, 214/234, d=0.687, g=0.707\n",
            ">98, 215/234, d=0.685, g=0.714\n",
            ">98, 216/234, d=0.691, g=0.702\n",
            ">98, 217/234, d=0.679, g=0.732\n",
            ">98, 218/234, d=0.684, g=0.704\n",
            ">98, 219/234, d=0.689, g=0.704\n",
            ">98, 220/234, d=0.688, g=0.699\n",
            ">98, 221/234, d=0.687, g=0.731\n",
            ">98, 222/234, d=0.692, g=0.721\n",
            ">98, 223/234, d=0.692, g=0.674\n",
            ">98, 224/234, d=0.691, g=0.645\n",
            ">98, 225/234, d=0.695, g=0.686\n",
            ">98, 226/234, d=0.696, g=0.746\n",
            ">98, 227/234, d=0.695, g=0.761\n",
            ">98, 228/234, d=0.692, g=0.715\n",
            ">98, 229/234, d=0.687, g=0.676\n",
            ">98, 230/234, d=0.685, g=0.690\n",
            ">98, 231/234, d=0.698, g=0.701\n",
            ">98, 232/234, d=0.686, g=0.703\n",
            ">98, 233/234, d=0.699, g=0.685\n",
            ">98, 234/234, d=0.689, g=0.691\n",
            ">99, 1/234, d=0.692, g=0.704\n",
            ">99, 2/234, d=0.692, g=0.730\n",
            ">99, 3/234, d=0.687, g=0.739\n",
            ">99, 4/234, d=0.688, g=0.704\n",
            ">99, 5/234, d=0.689, g=0.681\n",
            ">99, 6/234, d=0.693, g=0.684\n",
            ">99, 7/234, d=0.693, g=0.718\n",
            ">99, 8/234, d=0.682, g=0.724\n",
            ">99, 9/234, d=0.689, g=0.736\n",
            ">99, 10/234, d=0.694, g=0.694\n",
            ">99, 11/234, d=0.693, g=0.674\n",
            ">99, 12/234, d=0.692, g=0.696\n",
            ">99, 13/234, d=0.690, g=0.715\n",
            ">99, 14/234, d=0.688, g=0.709\n",
            ">99, 15/234, d=0.692, g=0.688\n",
            ">99, 16/234, d=0.691, g=0.678\n",
            ">99, 17/234, d=0.691, g=0.687\n",
            ">99, 18/234, d=0.693, g=0.715\n",
            ">99, 19/234, d=0.689, g=0.726\n",
            ">99, 20/234, d=0.687, g=0.701\n",
            ">99, 21/234, d=0.689, g=0.690\n",
            ">99, 22/234, d=0.688, g=0.693\n",
            ">99, 23/234, d=0.691, g=0.725\n",
            ">99, 24/234, d=0.689, g=0.717\n",
            ">99, 25/234, d=0.689, g=0.676\n",
            ">99, 26/234, d=0.695, g=0.686\n",
            ">99, 27/234, d=0.692, g=0.715\n",
            ">99, 28/234, d=0.688, g=0.726\n",
            ">99, 29/234, d=0.692, g=0.706\n",
            ">99, 30/234, d=0.696, g=0.717\n",
            ">99, 31/234, d=0.697, g=0.726\n",
            ">99, 32/234, d=0.689, g=0.704\n",
            ">99, 33/234, d=0.690, g=0.694\n",
            ">99, 34/234, d=0.690, g=0.714\n",
            ">99, 35/234, d=0.684, g=0.718\n",
            ">99, 36/234, d=0.691, g=0.687\n",
            ">99, 37/234, d=0.691, g=0.670\n",
            ">99, 38/234, d=0.696, g=0.695\n",
            ">99, 39/234, d=0.682, g=0.697\n",
            ">99, 40/234, d=0.694, g=0.710\n",
            ">99, 41/234, d=0.683, g=0.720\n",
            ">99, 42/234, d=0.697, g=0.711\n",
            ">99, 43/234, d=0.688, g=0.681\n",
            ">99, 44/234, d=0.689, g=0.686\n",
            ">99, 45/234, d=0.696, g=0.688\n",
            ">99, 46/234, d=0.687, g=0.716\n",
            ">99, 47/234, d=0.691, g=0.707\n",
            ">99, 48/234, d=0.694, g=0.711\n",
            ">99, 49/234, d=0.690, g=0.686\n",
            ">99, 50/234, d=0.695, g=0.681\n",
            ">99, 51/234, d=0.683, g=0.695\n",
            ">99, 52/234, d=0.691, g=0.727\n",
            ">99, 53/234, d=0.696, g=0.712\n",
            ">99, 54/234, d=0.699, g=0.702\n",
            ">99, 55/234, d=0.686, g=0.690\n",
            ">99, 56/234, d=0.689, g=0.707\n",
            ">99, 57/234, d=0.694, g=0.695\n",
            ">99, 58/234, d=0.693, g=0.709\n",
            ">99, 59/234, d=0.699, g=0.710\n",
            ">99, 60/234, d=0.690, g=0.709\n",
            ">99, 61/234, d=0.683, g=0.703\n",
            ">99, 62/234, d=0.691, g=0.690\n",
            ">99, 63/234, d=0.692, g=0.686\n",
            ">99, 64/234, d=0.698, g=0.709\n",
            ">99, 65/234, d=0.693, g=0.706\n",
            ">99, 66/234, d=0.686, g=0.690\n",
            ">99, 67/234, d=0.688, g=0.687\n",
            ">99, 68/234, d=0.690, g=0.694\n",
            ">99, 69/234, d=0.686, g=0.727\n",
            ">99, 70/234, d=0.702, g=0.740\n",
            ">99, 71/234, d=0.689, g=0.701\n",
            ">99, 72/234, d=0.696, g=0.697\n",
            ">99, 73/234, d=0.697, g=0.706\n",
            ">99, 74/234, d=0.685, g=0.715\n",
            ">99, 75/234, d=0.690, g=0.686\n",
            ">99, 76/234, d=0.686, g=0.692\n",
            ">99, 77/234, d=0.680, g=0.706\n",
            ">99, 78/234, d=0.696, g=0.725\n",
            ">99, 79/234, d=0.695, g=0.709\n",
            ">99, 80/234, d=0.687, g=0.704\n",
            ">99, 81/234, d=0.686, g=0.707\n",
            ">99, 82/234, d=0.689, g=0.672\n",
            ">99, 83/234, d=0.687, g=0.700\n",
            ">99, 84/234, d=0.689, g=0.691\n",
            ">99, 85/234, d=0.685, g=0.688\n",
            ">99, 86/234, d=0.696, g=0.719\n",
            ">99, 87/234, d=0.699, g=0.713\n",
            ">99, 88/234, d=0.693, g=0.710\n",
            ">99, 89/234, d=0.689, g=0.709\n",
            ">99, 90/234, d=0.690, g=0.718\n",
            ">99, 91/234, d=0.689, g=0.706\n",
            ">99, 92/234, d=0.686, g=0.698\n",
            ">99, 93/234, d=0.689, g=0.724\n",
            ">99, 94/234, d=0.693, g=0.731\n",
            ">99, 95/234, d=0.695, g=0.711\n",
            ">99, 96/234, d=0.690, g=0.676\n",
            ">99, 97/234, d=0.692, g=0.674\n",
            ">99, 98/234, d=0.692, g=0.702\n",
            ">99, 99/234, d=0.688, g=0.719\n",
            ">99, 100/234, d=0.693, g=0.714\n",
            ">99, 101/234, d=0.692, g=0.702\n",
            ">99, 102/234, d=0.678, g=0.692\n",
            ">99, 103/234, d=0.693, g=0.716\n",
            ">99, 104/234, d=0.689, g=0.701\n",
            ">99, 105/234, d=0.691, g=0.704\n",
            ">99, 106/234, d=0.687, g=0.698\n",
            ">99, 107/234, d=0.688, g=0.701\n",
            ">99, 108/234, d=0.691, g=0.697\n",
            ">99, 109/234, d=0.686, g=0.706\n",
            ">99, 110/234, d=0.697, g=0.698\n",
            ">99, 111/234, d=0.689, g=0.681\n",
            ">99, 112/234, d=0.689, g=0.671\n",
            ">99, 113/234, d=0.686, g=0.676\n",
            ">99, 114/234, d=0.689, g=0.720\n",
            ">99, 115/234, d=0.688, g=0.740\n",
            ">99, 116/234, d=0.691, g=0.700\n",
            ">99, 117/234, d=0.699, g=0.683\n",
            ">99, 118/234, d=0.692, g=0.701\n",
            ">99, 119/234, d=0.686, g=0.715\n",
            ">99, 120/234, d=0.682, g=0.733\n",
            ">99, 121/234, d=0.696, g=0.708\n",
            ">99, 122/234, d=0.687, g=0.678\n",
            ">99, 123/234, d=0.685, g=0.705\n",
            ">99, 124/234, d=0.695, g=0.718\n",
            ">99, 125/234, d=0.690, g=0.710\n",
            ">99, 126/234, d=0.685, g=0.705\n",
            ">99, 127/234, d=0.690, g=0.710\n",
            ">99, 128/234, d=0.687, g=0.710\n",
            ">99, 129/234, d=0.690, g=0.698\n",
            ">99, 130/234, d=0.688, g=0.698\n",
            ">99, 131/234, d=0.693, g=0.709\n",
            ">99, 132/234, d=0.696, g=0.709\n",
            ">99, 133/234, d=0.692, g=0.708\n",
            ">99, 134/234, d=0.694, g=0.713\n",
            ">99, 135/234, d=0.696, g=0.697\n",
            ">99, 136/234, d=0.684, g=0.689\n",
            ">99, 137/234, d=0.695, g=0.689\n",
            ">99, 138/234, d=0.690, g=0.713\n",
            ">99, 139/234, d=0.687, g=0.703\n",
            ">99, 140/234, d=0.690, g=0.725\n",
            ">99, 141/234, d=0.693, g=0.704\n",
            ">99, 142/234, d=0.688, g=0.692\n",
            ">99, 143/234, d=0.697, g=0.696\n",
            ">99, 144/234, d=0.694, g=0.692\n",
            ">99, 145/234, d=0.681, g=0.691\n",
            ">99, 146/234, d=0.690, g=0.696\n",
            ">99, 147/234, d=0.695, g=0.701\n",
            ">99, 148/234, d=0.697, g=0.701\n",
            ">99, 149/234, d=0.684, g=0.729\n",
            ">99, 150/234, d=0.693, g=0.706\n",
            ">99, 151/234, d=0.689, g=0.694\n",
            ">99, 152/234, d=0.688, g=0.693\n",
            ">99, 153/234, d=0.691, g=0.687\n",
            ">99, 154/234, d=0.699, g=0.700\n",
            ">99, 155/234, d=0.689, g=0.702\n",
            ">99, 156/234, d=0.687, g=0.696\n",
            ">99, 157/234, d=0.692, g=0.716\n",
            ">99, 158/234, d=0.696, g=0.711\n",
            ">99, 159/234, d=0.687, g=0.718\n",
            ">99, 160/234, d=0.695, g=0.698\n",
            ">99, 161/234, d=0.699, g=0.694\n",
            ">99, 162/234, d=0.696, g=0.705\n",
            ">99, 163/234, d=0.689, g=0.712\n",
            ">99, 164/234, d=0.695, g=0.702\n",
            ">99, 165/234, d=0.686, g=0.703\n",
            ">99, 166/234, d=0.699, g=0.694\n",
            ">99, 167/234, d=0.692, g=0.697\n",
            ">99, 168/234, d=0.693, g=0.700\n",
            ">99, 169/234, d=0.693, g=0.709\n",
            ">99, 170/234, d=0.701, g=0.700\n",
            ">99, 171/234, d=0.692, g=0.716\n",
            ">99, 172/234, d=0.690, g=0.719\n",
            ">99, 173/234, d=0.693, g=0.707\n",
            ">99, 174/234, d=0.703, g=0.660\n",
            ">99, 175/234, d=0.683, g=0.663\n",
            ">99, 176/234, d=0.691, g=0.733\n",
            ">99, 177/234, d=0.693, g=0.708\n",
            ">99, 178/234, d=0.697, g=0.712\n",
            ">99, 179/234, d=0.684, g=0.694\n",
            ">99, 180/234, d=0.699, g=0.690\n",
            ">99, 181/234, d=0.697, g=0.703\n",
            ">99, 182/234, d=0.691, g=0.711\n",
            ">99, 183/234, d=0.684, g=0.707\n",
            ">99, 184/234, d=0.685, g=0.714\n",
            ">99, 185/234, d=0.688, g=0.704\n",
            ">99, 186/234, d=0.690, g=0.716\n",
            ">99, 187/234, d=0.696, g=0.682\n",
            ">99, 188/234, d=0.685, g=0.672\n",
            ">99, 189/234, d=0.691, g=0.711\n",
            ">99, 190/234, d=0.696, g=0.707\n",
            ">99, 191/234, d=0.692, g=0.707\n",
            ">99, 192/234, d=0.691, g=0.698\n",
            ">99, 193/234, d=0.688, g=0.713\n",
            ">99, 194/234, d=0.687, g=0.720\n",
            ">99, 195/234, d=0.694, g=0.702\n",
            ">99, 196/234, d=0.688, g=0.684\n",
            ">99, 197/234, d=0.699, g=0.688\n",
            ">99, 198/234, d=0.687, g=0.708\n",
            ">99, 199/234, d=0.690, g=0.720\n",
            ">99, 200/234, d=0.676, g=0.707\n",
            ">99, 201/234, d=0.690, g=0.681\n",
            ">99, 202/234, d=0.689, g=0.691\n",
            ">99, 203/234, d=0.702, g=0.690\n",
            ">99, 204/234, d=0.696, g=0.688\n",
            ">99, 205/234, d=0.692, g=0.705\n",
            ">99, 206/234, d=0.689, g=0.704\n",
            ">99, 207/234, d=0.698, g=0.694\n",
            ">99, 208/234, d=0.690, g=0.688\n",
            ">99, 209/234, d=0.690, g=0.724\n",
            ">99, 210/234, d=0.686, g=0.712\n",
            ">99, 211/234, d=0.684, g=0.685\n",
            ">99, 212/234, d=0.693, g=0.685\n",
            ">99, 213/234, d=0.693, g=0.698\n",
            ">99, 214/234, d=0.681, g=0.704\n",
            ">99, 215/234, d=0.694, g=0.690\n",
            ">99, 216/234, d=0.693, g=0.697\n",
            ">99, 217/234, d=0.689, g=0.722\n",
            ">99, 218/234, d=0.687, g=0.719\n",
            ">99, 219/234, d=0.695, g=0.717\n",
            ">99, 220/234, d=0.689, g=0.710\n",
            ">99, 221/234, d=0.691, g=0.694\n",
            ">99, 222/234, d=0.689, g=0.677\n",
            ">99, 223/234, d=0.695, g=0.709\n",
            ">99, 224/234, d=0.692, g=0.716\n",
            ">99, 225/234, d=0.692, g=0.708\n",
            ">99, 226/234, d=0.702, g=0.690\n",
            ">99, 227/234, d=0.685, g=0.683\n",
            ">99, 228/234, d=0.692, g=0.690\n",
            ">99, 229/234, d=0.690, g=0.712\n",
            ">99, 230/234, d=0.691, g=0.719\n",
            ">99, 231/234, d=0.685, g=0.698\n",
            ">99, 232/234, d=0.701, g=0.681\n",
            ">99, 233/234, d=0.687, g=0.700\n",
            ">99, 234/234, d=0.695, g=0.696\n",
            ">100, 1/234, d=0.695, g=0.703\n",
            ">100, 2/234, d=0.694, g=0.726\n",
            ">100, 3/234, d=0.692, g=0.714\n",
            ">100, 4/234, d=0.697, g=0.709\n",
            ">100, 5/234, d=0.689, g=0.703\n",
            ">100, 6/234, d=0.697, g=0.710\n",
            ">100, 7/234, d=0.687, g=0.697\n",
            ">100, 8/234, d=0.683, g=0.686\n",
            ">100, 9/234, d=0.691, g=0.699\n",
            ">100, 10/234, d=0.693, g=0.723\n",
            ">100, 11/234, d=0.688, g=0.692\n",
            ">100, 12/234, d=0.693, g=0.696\n",
            ">100, 13/234, d=0.692, g=0.705\n",
            ">100, 14/234, d=0.691, g=0.718\n",
            ">100, 15/234, d=0.694, g=0.701\n",
            ">100, 16/234, d=0.690, g=0.694\n",
            ">100, 17/234, d=0.686, g=0.718\n",
            ">100, 18/234, d=0.693, g=0.715\n",
            ">100, 19/234, d=0.676, g=0.700\n",
            ">100, 20/234, d=0.688, g=0.693\n",
            ">100, 21/234, d=0.690, g=0.688\n",
            ">100, 22/234, d=0.695, g=0.694\n",
            ">100, 23/234, d=0.699, g=0.725\n",
            ">100, 24/234, d=0.695, g=0.705\n",
            ">100, 25/234, d=0.694, g=0.704\n",
            ">100, 26/234, d=0.683, g=0.680\n",
            ">100, 27/234, d=0.688, g=0.686\n",
            ">100, 28/234, d=0.701, g=0.700\n",
            ">100, 29/234, d=0.695, g=0.697\n",
            ">100, 30/234, d=0.693, g=0.701\n",
            ">100, 31/234, d=0.696, g=0.688\n",
            ">100, 32/234, d=0.695, g=0.694\n",
            ">100, 33/234, d=0.699, g=0.724\n",
            ">100, 34/234, d=0.696, g=0.689\n",
            ">100, 35/234, d=0.694, g=0.700\n",
            ">100, 36/234, d=0.697, g=0.696\n",
            ">100, 37/234, d=0.687, g=0.684\n",
            ">100, 38/234, d=0.683, g=0.702\n",
            ">100, 39/234, d=0.694, g=0.712\n",
            ">100, 40/234, d=0.698, g=0.703\n",
            ">100, 41/234, d=0.683, g=0.688\n",
            ">100, 42/234, d=0.690, g=0.693\n",
            ">100, 43/234, d=0.695, g=0.684\n",
            ">100, 44/234, d=0.696, g=0.720\n",
            ">100, 45/234, d=0.689, g=0.730\n",
            ">100, 46/234, d=0.686, g=0.706\n",
            ">100, 47/234, d=0.686, g=0.697\n",
            ">100, 48/234, d=0.688, g=0.684\n",
            ">100, 49/234, d=0.693, g=0.694\n",
            ">100, 50/234, d=0.690, g=0.719\n",
            ">100, 51/234, d=0.687, g=0.709\n",
            ">100, 52/234, d=0.694, g=0.692\n",
            ">100, 53/234, d=0.695, g=0.693\n",
            ">100, 54/234, d=0.692, g=0.708\n",
            ">100, 55/234, d=0.697, g=0.698\n",
            ">100, 56/234, d=0.690, g=0.707\n",
            ">100, 57/234, d=0.683, g=0.719\n",
            ">100, 58/234, d=0.701, g=0.711\n",
            ">100, 59/234, d=0.688, g=0.696\n",
            ">100, 60/234, d=0.701, g=0.691\n",
            ">100, 61/234, d=0.688, g=0.718\n",
            ">100, 62/234, d=0.698, g=0.688\n",
            ">100, 63/234, d=0.688, g=0.697\n",
            ">100, 64/234, d=0.691, g=0.696\n",
            ">100, 65/234, d=0.688, g=0.702\n",
            ">100, 66/234, d=0.692, g=0.678\n",
            ">100, 67/234, d=0.697, g=0.688\n",
            ">100, 68/234, d=0.696, g=0.702\n",
            ">100, 69/234, d=0.690, g=0.712\n",
            ">100, 70/234, d=0.690, g=0.693\n",
            ">100, 71/234, d=0.694, g=0.686\n",
            ">100, 72/234, d=0.689, g=0.690\n",
            ">100, 73/234, d=0.684, g=0.727\n",
            ">100, 74/234, d=0.692, g=0.713\n",
            ">100, 75/234, d=0.685, g=0.701\n",
            ">100, 76/234, d=0.692, g=0.692\n",
            ">100, 77/234, d=0.695, g=0.729\n",
            ">100, 78/234, d=0.687, g=0.700\n",
            ">100, 79/234, d=0.689, g=0.684\n",
            ">100, 80/234, d=0.687, g=0.723\n",
            ">100, 81/234, d=0.690, g=0.717\n",
            ">100, 82/234, d=0.692, g=0.707\n",
            ">100, 83/234, d=0.691, g=0.693\n",
            ">100, 84/234, d=0.686, g=0.692\n",
            ">100, 85/234, d=0.688, g=0.714\n",
            ">100, 86/234, d=0.695, g=0.683\n",
            ">100, 87/234, d=0.691, g=0.687\n",
            ">100, 88/234, d=0.696, g=0.717\n",
            ">100, 89/234, d=0.686, g=0.723\n",
            ">100, 90/234, d=0.698, g=0.727\n",
            ">100, 91/234, d=0.697, g=0.680\n",
            ">100, 92/234, d=0.681, g=0.667\n",
            ">100, 93/234, d=0.703, g=0.687\n",
            ">100, 94/234, d=0.698, g=0.701\n",
            ">100, 95/234, d=0.702, g=0.714\n",
            ">100, 96/234, d=0.687, g=0.725\n",
            ">100, 97/234, d=0.691, g=0.708\n",
            ">100, 98/234, d=0.696, g=0.690\n",
            ">100, 99/234, d=0.684, g=0.686\n",
            ">100, 100/234, d=0.697, g=0.699\n",
            ">100, 101/234, d=0.689, g=0.717\n",
            ">100, 102/234, d=0.684, g=0.724\n",
            ">100, 103/234, d=0.694, g=0.682\n",
            ">100, 104/234, d=0.693, g=0.685\n",
            ">100, 105/234, d=0.686, g=0.692\n",
            ">100, 106/234, d=0.696, g=0.684\n",
            ">100, 107/234, d=0.690, g=0.708\n",
            ">100, 108/234, d=0.683, g=0.709\n",
            ">100, 109/234, d=0.686, g=0.711\n",
            ">100, 110/234, d=0.686, g=0.712\n",
            ">100, 111/234, d=0.686, g=0.718\n",
            ">100, 112/234, d=0.687, g=0.722\n",
            ">100, 113/234, d=0.680, g=0.692\n",
            ">100, 114/234, d=0.683, g=0.681\n",
            ">100, 115/234, d=0.690, g=0.684\n",
            ">100, 116/234, d=0.687, g=0.686\n",
            ">100, 117/234, d=0.697, g=0.711\n",
            ">100, 118/234, d=0.692, g=0.711\n",
            ">100, 119/234, d=0.686, g=0.693\n",
            ">100, 120/234, d=0.692, g=0.717\n",
            ">100, 121/234, d=0.681, g=0.702\n",
            ">100, 122/234, d=0.688, g=0.705\n",
            ">100, 123/234, d=0.690, g=0.694\n",
            ">100, 124/234, d=0.695, g=0.691\n",
            ">100, 125/234, d=0.688, g=0.721\n",
            ">100, 126/234, d=0.688, g=0.725\n",
            ">100, 127/234, d=0.696, g=0.694\n",
            ">100, 128/234, d=0.693, g=0.686\n",
            ">100, 129/234, d=0.694, g=0.700\n",
            ">100, 130/234, d=0.689, g=0.696\n",
            ">100, 131/234, d=0.695, g=0.678\n",
            ">100, 132/234, d=0.682, g=0.686\n",
            ">100, 133/234, d=0.686, g=0.694\n",
            ">100, 134/234, d=0.692, g=0.738\n",
            ">100, 135/234, d=0.697, g=0.716\n",
            ">100, 136/234, d=0.695, g=0.686\n",
            ">100, 137/234, d=0.696, g=0.703\n",
            ">100, 138/234, d=0.687, g=0.731\n",
            ">100, 139/234, d=0.694, g=0.722\n",
            ">100, 140/234, d=0.693, g=0.681\n",
            ">100, 141/234, d=0.693, g=0.665\n",
            ">100, 142/234, d=0.698, g=0.683\n",
            ">100, 143/234, d=0.687, g=0.698\n",
            ">100, 144/234, d=0.685, g=0.710\n",
            ">100, 145/234, d=0.699, g=0.708\n",
            ">100, 146/234, d=0.685, g=0.694\n",
            ">100, 147/234, d=0.683, g=0.696\n",
            ">100, 148/234, d=0.698, g=0.725\n",
            ">100, 149/234, d=0.688, g=0.748\n",
            ">100, 150/234, d=0.691, g=0.674\n",
            ">100, 151/234, d=0.698, g=0.659\n",
            ">100, 152/234, d=0.689, g=0.698\n",
            ">100, 153/234, d=0.684, g=0.712\n",
            ">100, 154/234, d=0.691, g=0.720\n",
            ">100, 155/234, d=0.690, g=0.687\n",
            ">100, 156/234, d=0.694, g=0.685\n",
            ">100, 157/234, d=0.691, g=0.682\n",
            ">100, 158/234, d=0.689, g=0.688\n",
            ">100, 159/234, d=0.692, g=0.711\n",
            ">100, 160/234, d=0.692, g=0.718\n",
            ">100, 161/234, d=0.685, g=0.707\n",
            ">100, 162/234, d=0.689, g=0.693\n",
            ">100, 163/234, d=0.696, g=0.695\n",
            ">100, 164/234, d=0.695, g=0.693\n",
            ">100, 165/234, d=0.697, g=0.708\n",
            ">100, 166/234, d=0.689, g=0.718\n",
            ">100, 167/234, d=0.686, g=0.716\n",
            ">100, 168/234, d=0.693, g=0.693\n",
            ">100, 169/234, d=0.683, g=0.703\n",
            ">100, 170/234, d=0.686, g=0.715\n",
            ">100, 171/234, d=0.693, g=0.712\n",
            ">100, 172/234, d=0.697, g=0.693\n",
            ">100, 173/234, d=0.691, g=0.691\n",
            ">100, 174/234, d=0.700, g=0.688\n",
            ">100, 175/234, d=0.698, g=0.711\n",
            ">100, 176/234, d=0.690, g=0.712\n",
            ">100, 177/234, d=0.691, g=0.716\n",
            ">100, 178/234, d=0.680, g=0.732\n",
            ">100, 179/234, d=0.685, g=0.726\n",
            ">100, 180/234, d=0.696, g=0.688\n",
            ">100, 181/234, d=0.696, g=0.679\n",
            ">100, 182/234, d=0.690, g=0.709\n",
            ">100, 183/234, d=0.689, g=0.708\n",
            ">100, 184/234, d=0.689, g=0.697\n",
            ">100, 185/234, d=0.689, g=0.699\n",
            ">100, 186/234, d=0.692, g=0.693\n",
            ">100, 187/234, d=0.688, g=0.684\n",
            ">100, 188/234, d=0.689, g=0.694\n",
            ">100, 189/234, d=0.683, g=0.713\n",
            ">100, 190/234, d=0.698, g=0.709\n",
            ">100, 191/234, d=0.690, g=0.692\n",
            ">100, 192/234, d=0.693, g=0.712\n",
            ">100, 193/234, d=0.695, g=0.714\n",
            ">100, 194/234, d=0.690, g=0.704\n",
            ">100, 195/234, d=0.691, g=0.698\n",
            ">100, 196/234, d=0.694, g=0.695\n",
            ">100, 197/234, d=0.704, g=0.698\n",
            ">100, 198/234, d=0.693, g=0.718\n",
            ">100, 199/234, d=0.690, g=0.718\n",
            ">100, 200/234, d=0.689, g=0.698\n",
            ">100, 201/234, d=0.698, g=0.708\n",
            ">100, 202/234, d=0.687, g=0.709\n",
            ">100, 203/234, d=0.688, g=0.686\n",
            ">100, 204/234, d=0.685, g=0.694\n",
            ">100, 205/234, d=0.684, g=0.702\n",
            ">100, 206/234, d=0.685, g=0.698\n",
            ">100, 207/234, d=0.695, g=0.669\n",
            ">100, 208/234, d=0.694, g=0.680\n",
            ">100, 209/234, d=0.693, g=0.686\n",
            ">100, 210/234, d=0.689, g=0.696\n",
            ">100, 211/234, d=0.689, g=0.698\n",
            ">100, 212/234, d=0.688, g=0.709\n",
            ">100, 213/234, d=0.689, g=0.711\n",
            ">100, 214/234, d=0.691, g=0.714\n",
            ">100, 215/234, d=0.682, g=0.690\n",
            ">100, 216/234, d=0.689, g=0.705\n",
            ">100, 217/234, d=0.695, g=0.706\n",
            ">100, 218/234, d=0.683, g=0.702\n",
            ">100, 219/234, d=0.687, g=0.699\n",
            ">100, 220/234, d=0.698, g=0.701\n",
            ">100, 221/234, d=0.682, g=0.700\n",
            ">100, 222/234, d=0.692, g=0.713\n",
            ">100, 223/234, d=0.695, g=0.690\n",
            ">100, 224/234, d=0.688, g=0.700\n",
            ">100, 225/234, d=0.697, g=0.722\n",
            ">100, 226/234, d=0.696, g=0.732\n",
            ">100, 227/234, d=0.686, g=0.707\n",
            ">100, 228/234, d=0.689, g=0.696\n",
            ">100, 229/234, d=0.692, g=0.705\n",
            ">100, 230/234, d=0.686, g=0.700\n",
            ">100, 231/234, d=0.688, g=0.691\n",
            ">100, 232/234, d=0.683, g=0.686\n",
            ">100, 233/234, d=0.695, g=0.695\n",
            ">100, 234/234, d=0.691, g=0.696\n",
            ">Accuracy real: 99%, fake: 3%\n",
            "WARNING:tensorflow:Compiled the loaded model, but the compiled metrics have yet to be built. `model.compile_metrics` will be empty until you train or evaluate the model.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 266
        },
        "id": "aoZkgvQMK2E-",
        "outputId": "82b87d39-be6e-4718-90a2-6913afa18d44"
      },
      "source": [
        "# generate points in latent space as input for the generator\n",
        "def generate_latent_points(latent_dim, n_samples):\n",
        "\t# generate points in the latent space\n",
        "\tx_input = np.random.randn(latent_dim * n_samples)\n",
        "\t# reshape into a batch of inputs for the network\n",
        "\tx_input = x_input.reshape(n_samples, latent_dim)\n",
        "\treturn x_input\n",
        " \n",
        "# create and save a plot of generated images (reversed grayscale)\n",
        "def save_plot(examples, n):\n",
        "\t# plot images\n",
        "\tfor i in range(n * n):\n",
        "\t\t# define subplot\n",
        "\t\tplt.subplot(n, n, 1 + i)\n",
        "\t\t# turn off axis\n",
        "\t\tplt.axis('off')\n",
        "\t\t# plot raw pixel data\n",
        "\t\tplt.imshow(examples[i, :, :, 0], cmap='gray_r')\n",
        "\tplt.show()\n",
        " \n",
        "# load model\n",
        "model = tf.keras.models.load_model('generator_model_100.h5')\n",
        "# generate images\n",
        "latent_points = generate_latent_points(100, 25)\n",
        "# generate images\n",
        "X = model.predict(latent_points)\n",
        "# plot the result\n",
        "save_plot(X, 5)"
      ],
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually.\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 25 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 282
        },
        "id": "wfu642RWONYL",
        "outputId": "598a7a60-2bd7-4c38-c7a7-b3a21d89b8b0"
      },
      "source": [
        "# Generating single image\n",
        "# load model\n",
        "model = load_model('generator_model_100.h5')\n",
        "# creating different vectors from latent space\n",
        "vector1= asarray([[1 for _ in range(100)]])\n",
        "vector2= asarray([[-1 for _ in range(100)]])\n",
        "# generate image\n",
        "X = model.predict(vector2)\n",
        "# plot the result\n",
        "pyplot.imshow(X[0, :, :, 0], cmap='gray_r')\n",
        "pyplot.show()"
      ],
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually.\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YSczhbukOQ3z"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}