EDL_8_1_Autoencoder.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "EDL_8_1_Autoencoder.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyMPGEmxyBsAhKZCSwHQ4cn/",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/cxbxmxcx/EvolutionaryDeepLearning/blob/main/EDL_8_1_Autoencoder.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "SMGfjIfw7rmD"
      },
      "source": [
        "Imports and other setup"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pDtDvs-_7qN1",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "65f939d0-82c5-4220-caf9-f10962162703"
      },
      "source": [
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import tensorflow as tf\n",
        "import numpy as np\n",
        "from tensorflow.keras.datasets import mnist\n",
        "from tensorflow.keras import layers, models, Input, Model\n",
        "from tensorflow.keras.callbacks import EarlyStopping\n",
        "\n",
        "from IPython import display\n",
        "from IPython.display import clear_output\n",
        "import matplotlib.pyplot as plt\n",
        "from tensorflow.keras.utils import plot_model\n",
        "plt.gray()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 0 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "M0RfbGcU8q6D"
      },
      "source": [
        "CONSTANTS"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ew02NVRk8gzm"
      },
      "source": [
        "Load Fashion Data"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WVt0CcAj8jii",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "6f1c7bde-5488-4893-f1da-a38231f7db68"
      },
      "source": [
        "# load dataset\n",
        "(train_images, train_labels), (test_images, test_labels) = tf.keras.datasets.fashion_mnist.load_data()\n",
        "\n",
        "# split dataset\n",
        "train_images = train_images.reshape(train_images.shape[0], 28, 28, 1).astype(\"float32\") / 255.0\n",
        "test_images = test_images.reshape(test_images.shape[0], 28, 28, 1).astype(\"float32\") / 255.0"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/train-labels-idx1-ubyte.gz\n",
            "32768/29515 [=================================] - 0s 0us/step\n",
            "40960/29515 [=========================================] - 0s 0us/step\n",
            "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/train-images-idx3-ubyte.gz\n",
            "26427392/26421880 [==============================] - 0s 0us/step\n",
            "26435584/26421880 [==============================] - 0s 0us/step\n",
            "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/t10k-labels-idx1-ubyte.gz\n",
            "16384/5148 [===============================================================================================] - 0s 0us/step\n",
            "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/t10k-images-idx3-ubyte.gz\n",
            "4423680/4422102 [==============================] - 0s 0us/step\n",
            "4431872/4422102 [==============================] - 0s 0us/step\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "G4a6JK-amsHi"
      },
      "source": [
        "Setup class names and labels for visualization, not training"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "m_tNwyn0mxJr"
      },
      "source": [
        "class_names = ['T-shirt/top', 'Trouser', 'Pullover', 'Dress', 'Coat',\n",
        "               'Sandal', 'Shirt', 'Sneaker', 'Bag', 'Ankle boot']"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zoUkmn5Z9XpW"
      },
      "source": [
        "Plot some images."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "n5hq3JD79aQv",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 589
        },
        "outputId": "0c2642de-b69a-4c1d-b9a3-90b25f5544cd"
      },
      "source": [
        "import math\n",
        "\n",
        "def plot_data(num_images, images, labels):\n",
        "  grid = math.ceil(math.sqrt(num_images))\n",
        "  plt.figure(figsize=(grid*2,grid*2))\n",
        "  for i in range(num_images):\n",
        "      plt.subplot(grid,grid,i+1)\n",
        "      plt.xticks([])\n",
        "      plt.yticks([])\n",
        "      plt.grid(False)     \n",
        "      plt.imshow(images[i].reshape(28,28))\n",
        "      plt.xlabel(class_names[labels[i]])      \n",
        "  plt.show()\n",
        "\n",
        "plot_data(25, train_images, train_labels)\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x720 with 25 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "N8odmpoCwtIO"
      },
      "source": [
        "STAGE 1: Auto-encoders"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hRQ6OzSNpLJx"
      },
      "source": [
        "Build the Encoder"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "efscot4HpN3i"
      },
      "source": [
        "# input layer\n",
        "input_layer = Input(shape=(28, 28, 1))\n",
        "\n",
        "# encoding architecture\n",
        "encoded_layer1 = layers.Conv2D(64, (3, 3), activation='relu', padding='same')(input_layer)\n",
        "encoded_layer1 = layers.MaxPool2D( (2, 2), padding='same')(encoded_layer1)\n",
        "encoded_layer2 = layers.Conv2D(32, (3, 3), activation='relu', padding='same')(encoded_layer1)\n",
        "encoded_layer2 = layers.MaxPool2D( (2, 2), padding='same')(encoded_layer2)\n",
        "encoded_layer3 = layers.Conv2D(16, (3, 3), activation='relu', padding='same')(encoded_layer2)\n",
        "latent_view    = layers.MaxPool2D( (2, 2), padding='same')(encoded_layer3)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "D4QFajN_qIKP"
      },
      "source": [
        "Build the Decoder"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PXuiAj9IqKbb"
      },
      "source": [
        "#decoding architecture\n",
        "decoded_layer1 = layers.Conv2D(16, (3, 3), activation='relu', padding='same')(latent_view)\n",
        "decoded_layer1 = layers.UpSampling2D((2, 2))(decoded_layer1)\n",
        "decoded_layer2 = layers.Conv2D(32, (3, 3), activation='relu', padding='same')(decoded_layer1)\n",
        "decoded_layer2 = layers.UpSampling2D((2, 2))(decoded_layer2)\n",
        "decoded_layer3 = layers.Conv2D(64, (3, 3), activation='relu')(decoded_layer2)\n",
        "decoded_layer3 = layers.UpSampling2D((2, 2))(decoded_layer3)\n",
        "#output layer\n",
        "output_layer   = layers.Conv2D(1, (3, 3), padding='same')(decoded_layer3)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Ks0eEtdbqas0"
      },
      "source": [
        "Build the Model"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8eV6oxGlqdWp",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "94da29ad-f6e9-47db-bc2d-7da75b62fb9a"
      },
      "source": [
        "# compile the model\n",
        "model = Model(input_layer, output_layer)\n",
        "model.compile(optimizer='adam', loss='mse')\n",
        "model.summary()\n",
        "plot_model(model)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model: \"model\"\n",
            "_________________________________________________________________\n",
            " Layer (type)                Output Shape              Param #   \n",
            "=================================================================\n",
            " input_1 (InputLayer)        [(None, 28, 28, 1)]       0         \n",
            "                                                                 \n",
            " conv2d (Conv2D)             (None, 28, 28, 64)        640       \n",
            "                                                                 \n",
            " max_pooling2d (MaxPooling2D  (None, 14, 14, 64)       0         \n",
            " )                                                               \n",
            "                                                                 \n",
            " conv2d_1 (Conv2D)           (None, 14, 14, 32)        18464     \n",
            "                                                                 \n",
            " max_pooling2d_1 (MaxPooling  (None, 7, 7, 32)         0         \n",
            " 2D)                                                             \n",
            "                                                                 \n",
            " conv2d_2 (Conv2D)           (None, 7, 7, 16)          4624      \n",
            "                                                                 \n",
            " max_pooling2d_2 (MaxPooling  (None, 4, 4, 16)         0         \n",
            " 2D)                                                             \n",
            "                                                                 \n",
            " conv2d_3 (Conv2D)           (None, 4, 4, 16)          2320      \n",
            "                                                                 \n",
            " up_sampling2d (UpSampling2D  (None, 8, 8, 16)         0         \n",
            " )                                                               \n",
            "                                                                 \n",
            " conv2d_4 (Conv2D)           (None, 8, 8, 32)          4640      \n",
            "                                                                 \n",
            " up_sampling2d_1 (UpSampling  (None, 16, 16, 32)       0         \n",
            " 2D)                                                             \n",
            "                                                                 \n",
            " conv2d_5 (Conv2D)           (None, 14, 14, 64)        18496     \n",
            "                                                                 \n",
            " up_sampling2d_2 (UpSampling  (None, 28, 28, 64)       0         \n",
            " 2D)                                                             \n",
            "                                                                 \n",
            " conv2d_6 (Conv2D)           (None, 28, 28, 1)         577       \n",
            "                                                                 \n",
            "=================================================================\n",
            "Total params: 49,761\n",
            "Trainable params: 49,761\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "history_loss = []\n",
        "history_val_loss = []\n",
        "\n",
        "def add_history(history):\n",
        "  history_loss.append(history.history[\"loss\"])\n",
        "  history_val_loss.append(history.history[\"val_loss\"])\n",
        "\n",
        "def reset_history():\n",
        "  global history_loss\n",
        "  global history_val_loss\n",
        "  history_loss = []\n",
        "  history_val_loss = []\n",
        "  return []\n",
        "\n",
        "def plot_results(num_images, images, labels, history):\n",
        "  add_history(history)\n",
        "  grid = math.ceil(math.sqrt(num_images))\n",
        "  plt.figure(figsize=(grid*2,grid*2))\n",
        "  for i in range(num_images):\n",
        "      plt.subplot(grid,grid,i+1)\n",
        "      plt.xticks([])\n",
        "      plt.yticks([])\n",
        "      plt.grid(False)     \n",
        "      plt.imshow(images[i].reshape(28,28))\n",
        "      plt.xlabel(class_names[labels[i]])      \n",
        "  plt.show()\n",
        "  plt.plot(history_loss, label='loss')\n",
        "  plt.plot(history_val_loss, label='val_loss')\n",
        "  plt.legend()\n",
        "  plt.show()  "
      ],
      "metadata": {
        "id": "0NDsxe9LnQX-"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "EPOCHS = 10\n",
        "history = reset_history()\n",
        "\n",
        "for i in range(EPOCHS):\n",
        "  history = model.fit(train_images, train_images, epochs=1, batch_size=2048, validation_data=(test_images, test_images))\n",
        "  pred_images = model.predict(test_images[:25])\n",
        "  clear_output()\n",
        "  plot_results(25, pred_images[:25], test_labels[:25], history)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 841
        },
        "id": "Km0n4knukEc6",
        "outputId": "a821a763-a848-467a-82ab-08f659f3d714"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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PVs7j/V6f1ZE6VlVWfI+6p/Ahq3wKgKrI+mJJjzHGGGMGgV96jDHGGDMI/NJjjDHGmEGwbJsetbFYjvt5phNnfWXmAsw6TtUTRid/a5jrm266qU3fc889bVrDnrPumfXfmc2R3iPbD2XHHzz55JMn1TVtIl0zf+a+Vx09tzlyPQdiPXGG3ncUmiDrnygUP9CdQ5Edin7W+cDzLdOhr8SxBWyjlZ2yHp1urp8zW7LMBZrh0AVa36FDh9o024Tw34Gu3p7bruPO5Xhvyk5317nI95LZADa2CbN0WY/6dTmnYGf9xmOutlvcp2xzobYUvC/y+Gk5rp/nhrqoR/aS2bzOXKWzccqOspg2ukfw/OO9Ve1Ao+9of2T7WBSeJHOjZ7LwFlGIEy2XHQ/D5bSf+Jmpe3CftiuW9BhjjDFmEPilxxhjjDGDYCL1FnBCHKoqJxZr9XUlzFxas+irkYhLxWLsYs0iwze/+c2dcjfccEObvv3228Pr8onELKrViKKZ2JU/s6ufinhXIuprMxaZKyWrcNSVMIpkrKJ2nis6RpHqRcWf559//thyfSODZyePZ2odbgerS4HunMrcRVfqlPXmupkKkfO0XTwWkfpPv6fXiuaBjhOHaHjmmWfatK6DvuEp+Hu8rnTMMiL1VqYanQV9Q4Nk6lvtnwbdO7l/VB3F65vdqNltGOiOH6umtE18LVZZZKopbq+GKciiP0frOzvpfFY0/aBrhe+T99YNGzZ0yvE48HMyW+eZeUC2B0TPgmxPy/q3r8qc83R+sfkJ77mZKi3Dkh5jjDHGDAK/9BhjjDFmEEys3mrEZJkaIIoAq+X6WqL39TJRFRmLUDm68q233topd9ttt7VpjvqpbY9Ef9mBo+rlxqJ3rn/37t2dco2IT6OVTpNGFKkiyWiMMk+HTNQaieQ1j9N6Lf4e52nbo4M/M9F4FM1Xr7vcfso8u2aBjgW3ezmqmUz9oPC9Zl577L3D6mE+iBTojhOvHe1TXmeZujZSe2id2cGks47IXEpp29ZXBan9EanqWE0MdD3xdJw5j1VTupaiw5c1MjuPbZQGuvOLrzuJ2jjqp1lHYFbYqzJTb/GeoWMUqbf6eqTq50wdxWSenpEJh9YXedFlz3SdX6zSWrduXZvWaOX6/I+wpMcYY4wxg8AvPcYYY4wZBH7pMcYYY8wgmNjYoI+LH+taM3uATCfOOj61a2GdH9vt6Cm80YnpGpGZ28QRRTM7o8h2QduusB4yOt0dOOEqPqsTujMXZ9bFs5tw5vbNY55F69ao2Vwnj6uW477ncjpGkR46c6VknXmmJ8/cQFci6vJy4XZzf+vciiL3qs0arxcN1xCdAn348OFOOXZZ37p1a5ves2dPpxy7orNuX/ub51w0V4DuXFfbpGitRTY9s4JP5s5Owc5CY/D64XR2aruOc2QTp/2xf//+Nr1t27axfwe6rtg8XmqLEdmMZfZ2WdnM1mXWY1lKacdGbZD42jwuuvfx2GaR77N5H5XL8qJoynrtyB1+3PcadK5xfdr2Sy+9tE3zHqB7um16jDHGGGMIv/QYY4wxZhBMrN6KXF5ZdJe51UXibxXpZe7LHL1y8+bNY9NAN7rytdde26Y1SiuL/LPDFCP35ehAQuDk/uJrZdGOV69efdJ1pk1zP9lhckzWlswttK+rYqZmivo+c1mP1DpaLnKbH/c5IqtjJSIy9yW7n74HbrLIuq96IFMRZSJ7vhbnZeET+h68mLV91lGXT0XT51nYjCwUQeZyz3BfqcohO7iVicYyU+dEc00/R3Vr/dnBmX0PuZ41fdVxmSq+771kfZq1KdrHsz0tW29RHZNEOef+yEIs9B1bS3qMMcYYMwj80mOMMcaYQTCReou9CrKorJnVd+Tx0qhzGlj1oxEq2fvq6quvHpsGgPXr17dpFq1xNFjNy+6LRWuZOiPyatKyrHJhC3XgxD3PUr3ViAczcSpb0mceAZG4U9EDD/se+MdiUu43VVtx2/k7eo/cRhab6/hHXkFArI7LVA0rQaYaZPr2fXZIox5SGUXOVo8+XoNchx44yp6EvP50LvLnvipqXZvR3rRcledy4YjM2dpkdI7xnObxytSCCvcje3Fm6zvbB7jtrM6/7LLLOuXY/CA62FLzlEilvhIHjCrN9bNrZ1Hb+T4zld5yDvfM1L9ZNPporWibonmoY8f7g7aJ1zbP3+VGurekxxhjjDGDwC89xhhjjBkEfukxxhhjzCCY2inrrNdjuw0tx3ms49OTz/k0VY7CCHQje7JeT3XDbAuU6f9Yd53Z0PS14cgi9Ubu8c2p6g2NzntWNj2llLbu7ATdLJoytz8LU5DZBUVu5Vlkz8i2Sr8XRdDW63LdmZ2H6uSj6MbqWjuJHcXp0Nct9VR/B/rbrKkNFPcfl1ObHu4jdpVWe7u+beI+zmzPeH5kdjCR7d24700bPplb5yPvB9n4RbYUuq6yKL5RhHStI9qjsijRUTRiIJ5fmU1PFhW/7xqeFc31M9s47uvMTpHRecjldN5EdqY6lpGdlJbr64oe2VhmtpNZRP/sRPe+z0pLeowxxhgzCPzSY4wxxphBMJFsr5TSiiivuuqqTh67h7OaSUVz7KrI6ieNSMwqLa0jisrIB3gCXZF3pqaJ1FYqLmMRJF9XxXHZIZXcjkxNM2u3WEZFkqxuyFREkftvpiJSVU90cKuWYzdWHocs6ivfRxahNIr6C3THVkWyWbRYZiXHEsjVDzw3M3FwNu5MFkE5q5/VWFzHkSNHOuXYnT1ztc2ix0ZkUXyZM+Hm3Fyz76GwOka8Xnif0fAf3Pfslg50w4iwWYJGbuY1yHm6L0YmEBohP9pXtFy0hoG4n1Y6Wjof7KzzqG9IAF4rnNa1wvVpX0Uqokx1G0Wt18/ZeouehRrqgtdiFtGf26v9lIWbYSzpMcYYY8wg8EuPMcYYYwbBROqtVatWtV5Vd999dyfvhhtuaNPseZVF4GWRnooZWb2h4lSGRWHZAWSZ5XhURyZCz0Tt2eGbkceFiggbFc4sVSONqLCvCD0T8/c9CE/FqZHqJPO2yg6dy1SLUX2Rx9ep2hRF/j2ThxqOI/KoysjEyNnc76u+jQ6N1THjvEhdPa4dEVyfqrn7XHclKKW0/TDJwYxRuSxCPH9WdSSrSHiv1jbwOPO86WsekPVvNoeiZwnQ7Tf1DovKzYrISzby/sxU9n0jMmcHLGfq6kit3dczKlM5cR3ZSQ19798HjhpjjDHGJPilxxhjjDGDwC89xhhjjBkEE9v0NK7pd955ZyeP3dTZLVJdJCMyXbXq3qPTZNXtPapT7Yz4e9kprvy5r279xRdf7HyO3PRVx9m4i87ylPXmHlTXHLntq96cdf5RNFsgd5GMomHrfWe2WxFZlGg+vZvTOof4ezoPOYr2RRdd1KbVBi2zKZgF2fWyU7AjF/zMruT555/v5PG9RxF99TOn1b4jcpvNToeOohGfisi1X2nyVsIepK87cJbXd6/Sa/H65jHS+c17VxZBmdc+pzUSNM8BdXtnMvtLhvOWawt2OjTX0Gch9wH36cGDBzvluA/YTV2jl/MYRTaiQHeeq/1MNEaZ7V5mkxeFitFxZRf2rVu3dvJ27NjRprdv3z72O+PqjLCkxxhjjDGDwC89xhhjjBkEE6m3aq2tSDeLGpmJxqPDSLOD9TTqa+RGzWoKII7QePjw4c7nvXv3jr2uitojMbyqE7K28/dYjKlt2rNnT3oP06ARPS5XxBupAlVcHYlC9XuRW7q2se8hgX0PwsuI2gd0xdXcXh1LVQvOglprK97Ve+0bdiA6DDcTbWcHB3L/ZKognhM6d3i/4Pr0urz2WU2XzRW9VnSIcN8DNadFrbXdD7Po2tnho9Gay8JrKFHU3ezwSc1jIpWmRg/uq5rLXLS5HVlk4ZVQbzXXzJ4TPH9VvRWpnbNnQxZuJTt1gOE+7asGyyLpZ/sQ39e2bds6eY899libfvzxx9t0FoU7w5IeY4wxxgwCv/QYY4wxZhBMpN46evQodu7cCQD40z/9005edMDd5Zdf3il36aWXtmkWV6uIM7MwZ9EYq9XUQ4TFhFyHelRF4nAVhbLojkXjl1xySdj27MBVrm///v1hm2ZF0yfZYZzcp3qgK99bFi03s+6PyLxzMpYjkmfRsnqmsLqGPbSA7qG4PH/37dvXq63TpJTSzsksCnjm4RCJh1V1wGJlVeXxeuR1oR6TvH5Y/aceLpzH7VPPDfZq4THsGwEciA+N1X6JVPzTopTS7qF6jUgFp+sl8jrU+88Oyu0bvZrnQ6ZajOrTMedyUTReLZeptzIV1kpGT9f2c9/zfG5MGxqiEwl0LWfqrqjvVR0VzRtte1+v22j97t69u1OOvUB37drVyfvrv/7rNv3QQw+NbcO4a0dY0mOMMcaYQeCXHmOMMcYMAr/0GGOMMWYQTGTTc+zYMRw4cAAAcOjQoU5eZKuh9i4cxZbzVGfM9alOk/WLmf6e9YZcjvX/QB5NmOH62YZDbV0i11+gG7ma89TOaMuWLQBOjro5TSKX9b4uztHJuJlbbF83y+yk3cyVkvXcbG+ibeK8zKaH50ZmW8ZjqTY1fe2RTgc+mTtzy83mdzTWavfA95PZ1vBYZK7t2ZyI2qTjyfX1teHI5jb3U2TzNiuX9QxufzaWka3KJC7afH+RLREQu6xnoROy0CD8vcwdnj9nUeUjO7+VgMMPZHt581wFTrZNWbt2bZvm56T2B6+BzCa07/7OZJH0GR1zHlveN7QveN949tlnO3n8mfdqDTnRF0t6jDHGGDMI/NJjjDHGmEEwkXprbm6udT1VdUwUXVJF188991ybbtzfgZPF5Cx20zoi8aeKBdkNjutQ8WwUUVLLsTjthRdeaNMsmtT2qRiQoz9nbvSNuC9zKT0d5ubmWlGpqnT4PrkPsgPeMvVWBtfB96r9FrkaZ+7ZWWRwbi+ns4MxVQzPbthROANgZdQgLEbXvmKRfnbgKK8RrkPXVRY9ltXeGzZsCK/F4xulgW7fsQhcVdTcpr7qPFU7RmqQSGQ/y3Ftrqlzrm/042g96j1HkfSB+CDRbD9m+qq5szACPA46N/qqcPi6OmbLVZH0pZQS3l9kHqCH+PIYNQdRA8C6des65bLQD7xXRaFGgG6fcp72G99TpjLmvYP3en72A8D999/fpjnqMtAN55KpsfVeIizpMcYYY8wg8EuPMcYYYwaBX3qMMcYYMwgmPmW9sf/QENjRSb6qe+c8tu9RPTHrFrPTVLk+DXXPNiiZ/jc68kJ11ZGLZHZkgp78zvYz3L7IvXNWYdIXFxdbXXHmgsrtV10z2yGxC/iOHTs65VjXmumrM7uByO4j0+tyOHe17eB28FzWEAts06O2T/y5ryvxLGnmcd/rZy74mV1WZovGtm7cJ3rSPNtSsP2B2gRE7uyZ3VIGt0ltAPi+suNomr6Z5TEUkR0I90+2R0b2DdlRCNk+kNnW8P7JeXqtaI3oEUTRkReZ/Z62ie+L+yI7rmIW1FrbtuizgPub+yAL78DPUz4Gp7lWg64jzuO1p33Pexr3W/Z8zk5t53K8V6hb+jPPPNOm+b0A6D7XeU7ZZd0YY4wxJsEvPcYYY4wZBBOpt44fP96K11QsGImDVczGIj4Wi2Vui5kbMYv+NDIyw2I7bROL3rPTeaOIopmbXt+TdfUeGzWLikSnBYvQVVXJbWERorqsR9GKn3rqqU45/p6qCliUySqyLEovi7JVPMt5LArO3F35Hjn6KdCdG1dddVUnL5rnOpazdottrt+0Qedc5H6u83s5arnsVPooFATQPbE+O409OulZ5yyPb7aX8D3rCfE8J/i6KrJfiRAEzVho/0YqyEwdGZ2CrvXrmovWrd5/FK5B+y0yCdD6eCx5/WVRuNWMgucK169q1pVURWt/cH9HYViA7hhxnu59/FnXG+fxGmMXeL0Wj6WulehZqP3J9bHqW1VYHPpCx5LHjNubRZ7PsKTHGGOMMYPALz3GGGOMGQQTqbeAE2I4FS31jWbKIr1M1M5oHtfBKhY9xIzzIlFi1g4tF7VR+yJTfUURllWkGXlWTYtaa3t/mTqERdwaRXPr1q1tmqNmPvzww51y/D1VM3E064GABAwAACAASURBVMybjckihUYH8qmKifuVVS0ayZRFrareYw8EFv9m0Z9XguiATKDbJ32jrGbzI1Mvcp72Kx88zCrFCy+8sFOO6+C0isBZtZ2pWLII7tGhmlquWcOz8t5isoM0GW0jr5FMdcJ9qqqfSD2p1+L+5jqyqOp8X6pW47nC+4qqbLLIwtGBmNp2VZPOgqb/M3MJHqPMaziLyM3eUby+gP4R8yM1ZuaJl5lzsJcse/WquoznRrYvRXsZYPWWMcYYY0wHv/QYY4wxZhD4pccYY4wxg2DiU9YbHbDq8lnvxno9tWGJoneqPo7zslN9WZ+sulDWL2durNnJ6hFcn+oWo2iVQOxaqzrpWdsNcHTtTL/KLvOf//znO+X4xHh2QXziiSc65TJX4ygCqOreI/fcLIos1606fs6LojMDwJYtW9r0xo0bO3lPP/10m+a+UL1239N/T5dGH5/N4WwdMNyPej/cd2pbs23btjb94Q9/OKyD7Q/4WmzDAQCf+cxn2vT27dvbNEfbBrq2YbwnaARw3hMy26dsjjVzc1au67XWtk8yO5DMto37m/dPHYcoYi4APPLII2163759bVrd6DmP6+e5AAAf+chH2jTb7agN4KFDh9o0jxf/XdF5Hbmsa3/2XQ/LhUOD6F4e2cHqM5PvJQsNwv2jEY/ZVo7t3zQCPY8tt0nXOefxM0LnF3/vsccea9O8XvV7me0Wj5faafaNrm1JjzHGGGMGgV96jDHGGDMIyiTqk1LKfgDbTlnQTJOra61rT11sMjyWZwyP5+sHj+Xri6mPp8fyjBGO5UQvPcYYY4wxr1Ws3jLGGGPMIPBLjzHGGGMGwVfFS08p5e+UUmop5aae5beWUi4d8/cj48on9UxUPqnn+0spl0+jrtcrpZTjpZQHSikPl1I+UEo59xTlP15KedMoPXa8zZmjlHLJaDwfKKXsKaXspM/jzwAwX7V4PIdDKeWnSimPlFIeHI3v1yTP1PeUUn4yqOedpZS3zb7F02W2QQr6890APjn6/1+d4bYsh+8H8DCAXWe4HV/NfKXWehcAlFJ+C8APAfg/zmyTgLIUxKPUWmdzyNnrlFrrcwCa8fxpAEdqrT/X5JdSFmqtK3boWCllvtbaL1CHOQmP5zAopbwVwLcAeGOt9ZXRi074Ultr/UMAfzimngUA7wRwBMBfz6a1s+GMS3pKKecDeAeA/wnAd9Hf3zn6tf/7pZQvlVJ+q0gErlLKOaWUPyml/IMx9f54KeWzo7fZf51c/xdGb70fLaWsHf3trlLKp0bf/VApZXX091LKewG8CcBvjd6az4muZVruA3DdaIz/W/PHUsovl1K+P/tiKeVHR9Kih0spPzL6278rpfxjKvPTpZQfG6VPmgellE2llMdLKb+JpZfVK6d/i8OjlPLrpZT3l1I+DeBnknXEUrxLSylbR+lbSymfGa2jB0sp14/+/nfp779WSpkf/f1IKeXnSylfBPDWM3LTr2M8nq9LNgA4UGt9BQBqrQdqrc2P9R8updxfSnmojLQuZUmL8cujNM+H38PSD9d/OhrHrzsD97IszvhLD4BvBfCntdYtAJ4rpdxDeXcD+BEAtwC4BsDbKe98AB8G8F9qrf8XV1hK+SYA1wN4C5Z+vdxTSrl3zLXPA/C5WuutAD6BE1Km3wTwE7XWOwA8lP291vr7AD4H4HtrrXfVWrtHvZsOo18IfwtL/Tfpd+8B8PcAfA2ArwXwD0opdwP4XQDfQUW/A8DvnmIeXA/gV2qtt9Za7VI6Pa4A8LZa648iXkcRPwTg348kgm8CsKOUcjOA7wTw9tHfjwP43lH58wB8utZ6Z631kzO4F+PxfL3x5wCuLKVsKaX8Sinl6ynvQK31jQB+FcCPBd9v5sO3A3g/gF8YPffum22zp8dXw0vPdwP4nVH6d0afGz5Ta90xUj08AGAT5f1XAP+51vqbY+r8ptG/LwC4H8BNWHrIKYtYemACwP8H4B2llIsAXFxr/cTo778B4N7o773v0pxTSnkASy+I2wH8P8uo4x0APlRrfanWegTAHwD4ulrrFwCsK6VcXkq5E8ChWuuzyOfBtlrrp07vlswYPlBrPb7M9fI3AP7nUspPYCnOxlcAfAOAewB8djR/vgFLP4CApQfmB6d+B4bxeL6OGO2b9wD4AQD7sfTj8PtH2X8w+v/z6D5rmQ+81tWOZ9Smp5SyBsB/B+D2UkoFMA+gllJ+fFSED0I6jm57/wrAf19K+e16crChAuDf1lp/bcImOWjR7GhtehpKKcfQffE++zTq/wCA9wJYjxMvsmPnQSllE4CXTuNaJqZPv/K4t2Nea/3tkej8bwP441LKD2JpDH+j1vrPx9Tz8mt9A34N4PF8nTHq448D+Hgp5SEA7xtlNc9bfdYyr/l980xLet4L4P+ttV5da91Ua70SwDMA+ugH/yWAQwD+zzF5fwbg75cleyGUUjaWUtaNKTc3agMAfA+AT9ZaXwBwiHSU3wfgE9HfR+nDAE6c4mb6sg3ALaWUN5RSLsbSr76M+wD8nVLKuaWU8wB82+hvwNKLzndhaTw/MPpb33lgpswp1stWLP3aBE6sP5RSrgHwdK31l7Akyb0DwEcBvLcZt1LKmlLK1bO/A8N4PF8flFJubGyrRtyF5UeMfk0+9870S893A/iQ/O2D6Kq4Mv4JltQmP8N/rLX+OYDfBvA3ozfZ38f4wXkJwFtKKQ9jSeL0v4z+/j4AP1tKeRBLk+JUf/91AO8vNmSeiJEK6vewZEz8e1hSQ2Xl78dSX38GwKcB/N8j1RZqrY9gaYx31lp3j/7Wdx6Y2RCtl58D8A9LKV8AwG6y3wHg4ZHa4zYAv1lrfRTAvwDw56N6PoIlY0yz8ng8X/ucD+A3SimPjvr/FgA/vcy6Pgzg215rhsw+hsIYY4wxg+BMS3qMMcYYY1YEv/QYY4wxZhD4pccYY4wxg8AvPcYYY4wZBH7pMcYYY8wg8EuPMcYYYwbBRBGZFxYW6llnhQeytrAbfOmeEYrFxcWxeeo6z59XrVrVyeM2nHPOOWG5vu74x46dODyY2/fqq692yr3yyitj8/Qe+bPmRe2Lyh09ehTHjh2LK1km8/PzdWFh4aR26OesjVFeVm5+fr6T17QBAM4999w2rWPJdXId2vaXX355bPrLX/5yp9zx4ycCv3Ldc3PT/x3A9R87duxArXXttK/B46lE6yCbm9n3s7XZdzy5n7N94OjRo22a1x+ntRyv50nmIudF+xR/Pn78OBYXF2eyNrW/xpGNX9b+5dB3fWdE+4V+P2qvrs2+exP3RTaXjx49OvW1yWOZ3Sfn6X32fWYyWV7fsex7rQy+l+U8S5Z77VdeeSUcy4lees466yzceOONY/OilwV9SeIHEXcIfx/obmobNnRjV1155YlDse+44442vXHjxvBa2QA+99xzbZofjjt27OiUe+qpp9r09u3bx94HAJx99onTFLKXRN6o9YHVtPfJJ58Mv386LCws4PLLLwfQfUgA3fHjNupGzN/jPC3HY7lmzZpO3iWXXNKmeSybtjVwP1500UVj2wcAjz32WJvesmVLm/7c5z7XKffCCy+06Te84Q1tmscO6M4bnaPR/NWx5P7Ys2fPTA43XVhYwBVXXAHg5PHkzzz3+b6B+IVP+5jXla5NHs83vvGNbVrXZrRG9Fp79uxp0zyevP4AYOfOnW16//79bTqbsxdeeGEnj8fwyJEjbVrHs+k33jemyapVq7Bp0yYAJ48lz0dul77AvfTSS2PL6Rjzy7/CdfIY6bWil0xdL1yO26FjHr3w8Uu0tj0b58OHD7dp3ft5r9uxY8fU1+aqVavadal9Hf1402fGV75y4gxrXrP6o5z7VH8UcB6ntd94zLiczsPsxwPD6zz6oXmq+vh7nM5eIp988slwLCd66am1thuebgTRxqqdr53XwItU67j66m6U8u/5nu9p07yxXnbZZeG1uEN0kfED8MUXX2zTzz77bKfcH/3RH7XpTIrA6MBEA6gLIvrVPi0WFxfbdusk43vLJiMvEE7zgwroPlx4vADgLW95S5u+5ZZb2vQ111zTKccvS5zmhxPQfTB+7GMfa9M67x599NE2HUkdNE8fGDxnefOYxi/rSVlcXGz7Inso8bzSOcaba/aDhF9s7rqrc5wabr311jbNY3vttdd2yvGLK88PfkABwN69e9v0gw8+2KYff/zxTrnPfvazbfqhhx5q0zo/eG7rffEa5IeLruGm32Y1zrw2M+k1j6vO70jy1UdSP+570cMQ6PYp1589lLmctv28884b+51svLI5z/vzSgfjrbW2bYl+2ALd9mv/8vf4O/qjJZJuaR1cTtvE3+M+7PtynP0wzMYyk2xyG6NxnQTb9BhjjDFmEPilxxhjjDGDwC89xhhjjBkEExmOlFJaXazq5LRcg+prWXfHekLVNbNeV+072Jj64osvHls30LUnyvSTkY6T2wB0jTHZrkHtlvgz67uBrmFXpGcFcuOwadGMU2Z3lbWDPee4/WoM3BhlAsCdd97ZyWPjZTZUVL022yiw3ZW2necl242ovRcbobJNV6ZPZ5sXIPaCUFuPTB8+LUop7fzXPonakq1hHnc1VuZ1cPvtt3fybrrppjbN60evxfYebHejfRzNxQsuuKBT7qqrrmrTBw8ebNNqK3jgwIE2rf3U15um6cNZ2YeUUtprql1M5Gmoc46/x/2W2QrqtaL7y2xJIjsgzcs87KL1knlvZfNLbTiZWdtOAl1vv0nKN3D7M09Trl/HMurvzBiYr5vZ6kTOSUB3PWdG7txeHRN9ho5rH9B/PVrSY4wxxphB4JceY4wxxgyCiV3WG7GUqq1YhNrXrYxFYSr6Y9XEDTfc0MljlRaLuJ5//vlOuUhszmoZbTun161b1ynH8YE2b97cpvft29cpx+I4FQUzkSset2NWbrEsQs/Ev/odJor/oTF2WIWlaiaeH6yWYDUE0B0XVmOqKo3r4Pmg5XiMItdzoKt2VdEt9wer5nQsVcUyK5r26HjyHGSVjsY9aeKJAF03co3NxeXWr1/fyWMRM7ubs0oS6I4nt0/nGM8PXsOqduW1yio3jXPF9anYPIovpv05iwCWWv/5558P4OQ9rW/gPm4/f0fNCHi+q1ohiumUqZ6zMByRu7xel/fnKNaafs5ijWVmBKoGmjZzc3PtOtNnIfdjpt7pGyQwU7Fz30ehRhTO0zXAY9TXFZ3zdO1l4QeiAKU6D7NnLWNJjzHGGGMGgV96jDHGGDMIJlJvzc3NtSKkTCUSqSKAOIy0isVYvaXqEhatRVFktU4Wp2VRKLPjBNhjSz27mMxTrK+3wKxF6MCJtmjfy3k0Y/8OdMeBx1zVh42oHjhZ7MqqHx5LjaQbRf3U+vh7fIyIRvpldVcmJufrZuc9ZR5TKxEFlj0rdY5FUVF1jrGqij22VCW5evXqNq3rm9cZ952Ks/naXE7VDVw/j62uK16bjPY9qz8PHTrUyeN2cP1Zf86CUkrblqzfuF2qOorOm9L6eL5nRxdkxyRwHo+f1sfqhywCL7eJ25tFeM72dN6rdX2vhPdWZEYQHcWhqvjoiKcsQr7O+75HhfTdZyPvxiyCeBaFm9eb3n/kwaltsnrLGGOMMYbwS48xxhhjBoFfeowxxhgzCCZ2WW/0a6oz5M+sa1MdXxRRMjvJmV3U9VocTZdtR4CumyyXU500f+a06gjZzoj1jnqPrHdV25/IPV5tFKJ+ngWqG+b74XvR/mB9OLs/q06W72Hbtm1hO9jeom+EatXJ8zhz1OX9+/d3ykXRbLOotGrLEbnOa9ujiKLTpJTS3of2FY8bt0XnLUc+58jK2ic8V9UdP3JzzSLE8hhmEcDZRiRzteVozRypGQCeffbZNq1zkdvEdmlqizHrU9aBE3NN53d0+nu2B0Wnm2v92cnc0XhpHpPZnGR7P8/RLNov1697Dn/mtEb81s/Thu2ztD+4H3mO6RhF/atENlhKZj/EdfB1tU3R3Ne1wnsFj6XabPYNP5DZcfUNvWJJjzHGGGMGgV96jDHGGDMIJvbXa8RmmXi576GGmXs4i91UrZKphaJynM5Uc0wWATT7fibWj6JQax0r4UoZ9V3kwp+NJbdX+4nVEuomzHms3lIRJ4tXM1USq1uy6LuRGkavy/Vnqhfuy+xgxFnStE9F1rx+eJy0XOSyvnv37k45ntM6v6O8LAIrj22mAsj6OHJl1bnIqnINrRCpOrJI5LOAzQh0zUWHT+q8jUJNqJoii4ofHWDZ96BLdVnnfosOnlai+9XPOnaRWjo7ZHYW1Frb+8sOYGUiUwfN07WSuaLz97hPdS5HY6lrheFrZW3PntvZXI6iMGfPiAxLeowxxhgzCPzSY4wxxphBMLGcNvIqyFRVfVBRHXtvqdiKxV2swlA1GKs6OCIve3cAXc+jLGpopKbQcvy5r/hU738lVCLNNTKVArdfPdFY5Mn9pmoTHi/2qAK6Ikr2tlPxJ1878i4DumOeRQDlNm7cuHFsG5TMAyk7aDFTi02LWmt4eCL/ndeproNLL720TXN/Z95omhdFps4iXWd9lx2WyXA7eGzV85MPv92+fXsnj+cO15epPGfB4uJiu1/p/sFtibyhgNiTJVsHur65Tt5ndd5E3o/6HIiiCWt/Rp5d2aGqusZY3RWpWFaCWmvbFr1P7resP/qaG/C+mEW8zjxyI5MQPZw4UhlmB51mnleZmpXLRofRjqszwpIeY4wxxgwCv/QYY4wxZhD4pccYY4wxg2DZLut9o0SedMEgCqXqAiN7ESB2W1N7DHaPPnDgQJtW/STrtbk+tU3h9kanRGtedtpt1AZgZVwpG52wtjGyschcS1mHrOPF/Zad8hxFYgViXXbW9qhubSO3Xe0GWP+dufRm7vwrTV83Z7XN4IjjWZ9krrFMdoI39392ajm3IzthmfP4vnRdcYRmjdZ8//33t+ksBEPTnythd9fXTiGLws1ofzBqMxWFH9Do5nxttovK3KaztROFk8gi6Ws0/ihquO6/ugamDbusZy73UYR4II5Ynp12r3Xw+GU2p3wtblNm08P1cUR8IN7T+Xmsdah7/IUXXtimeY9yRGZjjDHGmAS/9BhjjDFmEEx84GgjqstczjL3dRYvclpd7FhcqaJbFqFl0Y+ffvrpNs0HDarol101V69e3aZVpBeJBVVEyp8zNWDkfnqq700DjvqqY8Ri075usdnhf1EkViCeA3ogHY95FpWU1ShZ5GYWoXJaxb2sMn3++ec7eXztTA2xEqqvWmt779lc4jyd35zHomhVTWWurJH7qq7NyKVWx4nr5/vIDn/l9c2RpbW+Bx98sJMXuWhn15oVTT9k6ltepzpvIzWWzmGun/c+hfc0VWGsWbOmTUeqLqC7RrKwB1H0Z3Wp53HWeRhF8lYydd+0iMK8RG7amds3900WzkDXLO/V/GzVuXzjjTe2aR5XVjEB3X7btWtXm9YwEHv27GnTHDZG4fZpmInrrruuTd99991tWtV7rJ5+6qmnwmtZ0mOMMcaYQeCXHmOMMcYMAr/0GGOMMWYQTOyyHp3+G5GdhsyhwrNymS6QddTaJnatZL2juqpy+P3MJZD1qZkbZGQTo5/7uimuNHztyIURiE/X1X6L3I61zkwPH4VHVyL358zmgXXcbMuRtS/Ly/ppVrCNVtY/UUh3oNtH2Ynm/FnzuP7Mti9yP9f6orDz2Xrh+aZzke1CLrvssk4ezwNuu/Zn83lWYSVKKe381P6I3JLVNiWyT1J7Ru6ryy+/vJPHZTmtoUHY9oP3dLXp4Tzet7VcZLeiLslZ6ITItVnnodoCTZv5+fl2XmV2mtlaidZUts6z40bWr1/fptXm7d57723TPB/4GQl0+/fxxx8fmwa6Nj2PPPJIm9ZnOt+Xhh9461vf2qbf/e53t+nMJvEjH/kIIizpMcYYY8wg8EuPMcYYYwbBxDqURtSmLqjRqauZy2V0IjPQFcnu3bt3bBuArmhUVSI7d+5s088880ybvuGGGzrlWBTIrnl80jsAPPbYY22axXbqBhpFMgW6/ZGdmDvriMyllHbMMhVc9ncWebO4U9UGfC+qPorcqdVFksXwmQs8u7qzKkPbziJedpFUETrXl/VT5k496/ADQFe9pfA6YzH1pk2bOuW4TzI1GM9pFTFHISR0rUcqrUytm0VBZ3hcVJ3DovN169Z18vj+WYWz0muz1tr2na4DbguvJVVv8X3ymGt4Da5f1f6sGuT1rfOM90ne3zTsBPfp1q1b2/TBgwc75djdOFOX8f1rm/j++R513qh79LThsdRnIbeFn126R/I48Dir6pbXx5VXXtnJ4/u86aab2vQVV1zRKXfzzTeP/Y72E697XrMa9oBDxfB60/2A+0bX5W233dam77jjjjate3/fCOmW9BhjjDFmEPilxxhjjDGDYNkHjmYiXxYzqcopUmdknlIquoxE4KqaYHEoq6DU+4DLsVU5i3SBrriWv6PiyMxbh9vex5p/locaNuJVHaPIOyfzmGEViPZbdNid1pl5zkUqraxNLArWOcN1cB9ruah9WjY6FBBYGfUWEKtduP+5X1V9u3bt2rHfyby8dJw4j/s4i2Kceb5FnitaXxalO0LnKatE+oz7rNVcQNczCuiqexhVK7DqktXNrMLTPPXk4fXDKjKdD9xGHj9VR7Eaa/fu3WPTAPDEE0+0aVaD6UGnbGKQeStxWtWds16bi4uLrdeheiUxPBf1+cFjxHXomHMdvJaB7tiy+khVSawKjEwKgO6a4H1E58bGjRvb9C233II+qKqW6+d03yjviiU9xhhjjBkEfukxxhhjzCDwS48xxhhjBsHEp6w3rmaZu3l2Yizr6zLde+aqGJ1Oq1EeOQrztm3b2jS7rwPA1Vdf3aZZx6k6Q66fTxpWHSzrFtVeJoo6rLYMK+GyHl0jcsXW8vyZdeVq58G2VprHnyM7G6DbP1xO+z465Ts7IZ7TmY4/s6/i72kdOo9mRdM+XZuRTY+GFmAbAbZ7U1sErkNdoPnaPDZqb9fXBieyFVQbA74u29ipvV12enrUjijC9qzs7UopbR/r/I5OnWfbCQC4/fbb2zS7omd2TFlUZ26HluP5EEVEB7rrlq+r9ic8D9leiPdzoOtGreMcRfHX/Th7jk2D+fn5tp3qHh7ZSaltSuQ6ruEiOESH1sFjlkW55nXPa0znOn/mMVebHm4jzz19lnB9WbTmAwcOtGndVzObKcaSHmOMMcYMAr/0GGOMMWYQLPtUy0y0G4mks3IqZuPDBVUkGaFqBRZdZtFhOS9Se2g7OJ1Fnda291EpjfveLMkiDWdqiCiidKaay8SkkVoNyMXmEdxeFfdGLvCTqCyispkacJZEfcT9wCJwVU1Fh3vquGeurDxfsijVp3sIq/Z9Ft08Qscl+l52rVkwNzfXjgWPFxBH5NXo2qwy4nHO7jkLL5IdKMzzhudK1k9RaAOgq/bhMCHRwa/AyVHx2T2ex4/nNTB79daqVatak4nrrruuk7d58+Y2zWogVR8ybEaga4rnis7ZaA/KokRn0dEj04xsf+fnabYn6t7P32P1m5q9ZAeTM5b0GGOMMWYQ+KXHGGOMMYNg2RGZ+6oBVMQZicxUzMjW+JrH4lAWBao6Kjr4U8ViLPJk8aGK/9mrgMXHKlplcZ+2Keq3WUZejq7XiCgzsXbWLr7PKAIq0O1fFWtG4nBtE+dFngP6OWof0BUnZyJjJlMNcF5ftck04QNk9fpRZGRVK3A7eb1kY5GNJ4+Tiqwj9a2qMCIPokzVyp6f6uGRHYYceZZG4zmrNbuwsNCqeNQjJfK2Uq8szuM+0Pmd5UWqH1UjcB28ljTyfTTmWo73iygKPtAdc32u8F7N96HlZh2ReX5+vh2ba665ppPHXnWZR2S0f2RrL7sv/p7Or8gkIPOS5TydM5HaOVMZ6/yKzGD0QFtHZDbGGGOMIfzSY4wxxphB4JceY4wxxgyCiSMyR6esL0e/zfpDPT2YbXoy9+0s6mt0Uru6LUbRftU1M9Knq70ItyOzh8hsI1bilPWm7sx9sK+reORKC/Q/rZfvNdNXcx16LW4HjxefHgzEEaQ1yinfv9qRRP12plzWm+vo9aJ70HJRqAXV00d2NkA8hlmf9LWHisIbaB6vdbXp4bWpc5vnBLdD13Azn2c1rhz5Xvcqnt+8R+7YsaNTjvuAv6NjyfegeWxDw/2rUXf55GtePxw9F4gj6attBo8R20tmUZf7joWW0/6dNqWUdr/S8AO8FrNnBufxOGThULRPo+j0fLIAEO+t+mxlsr2Cvxc9j7Wc2sjq3h1d68knnwzbyFjSY4wxxphB4JceY4wxxgyCidRbpZRWtKuiNRYNZwcsssgsc5dkN0YVazJZBNDI9TqL5MgiMxXBseh2/fr1bXrPnj2dcpFYGIgjWUYHjq6UaoSJXMIzNWPmLhhFvAZyN8aILOI3z8NMBcnt5XtU9Ru3T11rI7XdSocfaIhUkfx3nt8qHub7YxGzipv5XlUdGLnXZuLs7GBYJnOBj1x09R6z8AmsDuW8KGL5rMb5+PHjrXpCr8H3yaoJvc/t27e3aZ77qvbI3I25LF+X1xjQVXdlzwE2YcjMDXh+cV425rq+IzVNpg6fBceOHcOhQ4cAAA899FAnj/cPXg8afoDJoiRz36sKkr/H/ab7MT+7eC1mB/dmz+pIJZ2Zs2ib+F4ylZvO7QhLeowxxhgzCPzSY4wxxphBMLF6K1K7ZIdFMizyVG8YhsWa2aFokWgV6Iouowi8Wo7zVGXDdVx88cVj/w50RXdaB/db5kmzEiqS5poqMo1UNdpGLqd9ymSHs0aqqr5qQe37SBSajSWn16xZ0ynHKg+9x2iMVEWzEofHZhGZI5G4iodZvcHrT9UemRfV6d5r34NEs/0n8xLhzzoneB/oxGmcWQAAIABJREFUe4jiLFhcXGz3EJ1LPKdZFaH9wQduch2qSor6DejuY9EBvUqkmtLP2Z7A6zFrXxaBmNuRqbBmPZZHjx5tzR8yFS+PpUZJ5j7gPUjXHu99GtWZ5w33ve4BrKrKDmrlcpynpiOR6lpVUaze0v2Kvbd4bmi5vmNpSY8xxhhjBoFfeowxxhgzCPzSY4wxxphBMPEp6w3q+hfZDajdTuQup/pO1iery2zkqqhueqzXZBsc1X/ztdh+Qd3vWBeaRWxl3bPqGSPXwcwVcRbUWtv+1/bzmLGOVtvI+lXWu2b30tcGJLPFiOx7tO19rgN05zKHIgCAtWvXtuktW7Z08rIopWeCZk6qzQWPB7dZo7HyZw7joPp3XnPaBzwemZ1X1D4dp0hPr+Wi8BSZy7r2E7sKc9u1DX2jlC+XbG3ytbm9Gu23cZMGun2j6y9z5+Y6ua90n41s8XR+cf2ZnY3a6TVkru3ZfpFFEI9Okp8Wtdb2eaCnh0cnhut84+dTdgIB92kWUoZZbkgUbmMWjT+ykdVnehYZOwqRoeswC5XDWNJjjDHGmEHglx5jjDHGDIKJDxyN3NFZ7NbXFTsTf3MdKrbizypqZfoeJMp1sKhOxd+Rm6WKSLl9WkcUhVlFdVFk22nSXEOvzZ8zF18Wf7N6S/s3i7gbqQmjKLia1vkY5akomK/Fc03VBOw+qmo7HvfM3X7W6pBTEakr9UBIVkdwOY2eyvejazMKd5CpNfv2T+aSGs2PbB2pKpTXfhbpfdYHjnJoEBX7sxqEx0hV8Txm2brKIlTzWLJqpm8UY41gHh0Eq2uT7yU7PDabD5Frt97/rCMy8zVV3RdFu88Ozs5U6jwfMrMSzsvuP5vf0SHBukdGkc2zPTI7cJXvQ9vXV1VpSY8xxhhjBoFfeowxxhgzCCaOyNyoLjKx8XKisqrqhEVaKiZlMRZ7MKiqi9UsrLZQ7wAWyWXW8Szi3bdv39g00BVBR6JxzcuiU8+CWmuvCJbcB6r6YY84VgPpWPJnVWnyfUeHgAKx2krnGn/Oor5Gqi8dB26vtonrzK61EqpK4IS4V+8hUu2q6oRVIlG0WCCP1Mr9xWkdJ25TFuGX+zxS2Sicp6o53jtUDRu1I4r2O6tovmxGoHta5PGZeSVFfQh0VQS6L3J/ROqMcZ/HtW9cGxsydUa0nvUzq9eB7tiyWknXxqxVz4uLi6FnUuQhmHkwRhH9tZzO5Sh6tc7tyBRBVYuRaUqmVuO0qqKyPT2aD3qtzNSFsaTHGGOMMYPALz3GGGOMGQR+6THGGGPMIJg4DHCkA+3rvhm5sapukXV+Gr2Ro42yTU8WlZN1ktrWyJ5Gy0X65b5RZLVO7stZub9m7egTRZvTagPBNgCcp/eSueZnJyX3qSM7jZ11wapDZp13FkGbv5eNc98xnyXNelIbAr4/to/jdQTEkcmzSLiZnUUWCZjHJrMXicZT5wrfY3bKetS+cZ+jtq+UjRbQ324o2z/5nnUdZNGKI7u3vvNZbTG5jihKONC1F+H9oa+tC9Cds3zPauvSN4rv6dC0M7Mr5HvT9cbt5/7IbAc1L+qrbH5l6ygKTZHNQ87LTjvoe8KBjnnfCPmW9BhjjDFmEPilxxhjjDGDYGL1ViNe6ivizESmLCLT+thN9rnnnuvk7d+/v03zAZEquuRok+xuze7V+j0WpamrbuQmq/eYiQ+z6JVMI8ZcCdWIqpwiF3N1aeV+5L7OVAo6RpG4Motkzaq0zG2xb9/1DbGQlYvce4GVUYeUUto2qJg3EmFnh/xl64U/65yIxO86TjyGvA4yF+IspAHPU+7/LERC30NLVa27kuEldIwiFV8WcTwjU31leUy036l6i+vjccnmIe8ruo6yqPiR6jnbV2ZF0z/ZuuQ+VJUbq4L6RpDW/ojUUVFbtZzOp2jMMvMAztPQCVlE6kidvpzQOIAlPcYYY4wZCH7pMcYYY8wg8EuPMcYYYwbB1Gx6IvsJ1btlOvVx1wFO1g1zWHG+rtoesF0Cu7b3tRdRe4XoBPbs5HDV/7N+MuuLWduB1Fpb3amG745cH1WfzP3D98LHcABd/a+GH+Cx5D5Ql8bIvVPtLSI9uZaLjkvQ8brgggvadHYafeZGvxI2IBzuvu8xGNn6i+Yp0O3XzO07c6+NTllXWwRue2QfAMThCbS+zGYvctlXZm1vV2tt71vHiK/J96y2S5GdlK4r7sfshGzeS7P5wPDaUXjPURsW/h7fl5bjuaHHUETHqGg/ZUegTJssXEd2JBHvszxGuh9nISKY5czbLFxAZpsa7SPahuwYCr7/zF6Wn/979uwJ22RJjzHGGGMGgV96jDHGGDMIlh2RWd3K+ooJIzWAnuCdiepYZBaJ/gBg8+bNY+vfsGFDp9yaNWvCOhgWoa5bt25sG4CuCDmLEpm5YzbM6iTnubm59vrZqdwsMuRT1YGuGDpzuWT1pKoqWd3FY64qskgkq2qrKEyBjtHq1avHprPIzTrHWWzO45yFKZgVHGFbVU6sSuAxZJUv0J3TvA7Wrl3bKcd9rCpl/h6nte9Y5cnl1BWW74VVE9np0IyuK56bmdoxi7Y9a9VzKaW9H11LkVpQ961IpTVJ9PhoLDNVZV936Gx/j6JJq5tzZh4QqSczd+hZEbnFR3NR+5C/n7l2Z3m8/njPzNSnUQgH/V7f/S2LvJ7NL74X7rPMrCTDkh5jjDHGDAK/9BhjjDFmEMwkInN2KFhf7yUWXanqi8X1rHJSUTCL61mkd8kll3TKcR2ZuozbG6nY9Foq1s+8vpjIE2eaNPejKqIsUjbDY8bqqAMHDnTKsSX93r17O3latiGL2BlF3wVisbaqMqJDVXVMuG8yzw9O942IPE1KKe19qLqgr8qPP3Ob1bsvmx/RfNG1GR1EqGpNzjt8+HBYHx+eyioyVb9lHmvsSZiJ9pvxndW4llLaeaftjSJZ69yMvtP3UF+gO28yVTx/zjzxIs8jXS+R2i67R81TL7UGHbNZq7dKKe39ZHtQ5mkaqQ+1Pi6XeQ3ztTLv6gyuj9ubPdOyvZTRecNzlvdZnYdZnYwlPcYYY4wZBH7pMcYYY8wg8EuPMcYYYwbBxArNRh+YRafN3Hz7RmRmvZ6esv7000+36Y9+9KNhHVu3bm3TbCPC+n+ga0ewc+fONq22DFzHk08+2abVDZv7Ios2yvWpLUSj857VKcC11rZtqufnNrOdw759+zrlPvWpT7XpL33pS2364MGDnXLPPvtsm876nvX82UnD3CfcPqB7L9wOtV9hO67MbmDXrl1tWiP48vyI2gesTNTX48ePt32h9lDcNp5njz/+eKdcFBVV7a54nLIos9yvOscimwsddyYKbwB05xXfv4an4LHQOcFzmO2H1C5oJUIQNGRRkpnMhT+zweJx1muxzUR2Enrkwr9cu0+2/cii22dRfKO5p9eatb1drbW9fnZtXkeTuHMzUYT4jGzMM/uhqP7M3itK67WyMA2R/ZiWy7CkxxhjjDGDwC89xhhjjBkEZRLxXillP4Bts2uOGcPVtda1py42GR7LM4bH8/WDx/L1xdTH02N5xgjHcqKXHmOMMcaY1ypWbxljjDFmEPilxxhjjDGD4Kv6paeUckkp5YHRvz2llJ30+axT12BeS5RS1pdSfqeU8lQp5fOllD8updwwYR0Xl1L+0azaaPpRSvmpUsojpZQHR+v1a0opW0spl44p+55Syk8G9byzlPK22bfYAOPHbQp1fryU8qbTLWP6MYsxpLrfWUr5b9Oq70ww24NHTpNa63MA7gKAUspPAzhSa/25Jr+UslBrjQ+TmTKllPlaa79gAGYiylJwig8B+I1a63eN/nYngMsAbJmgqosB/CMAvzL1RppelFLeCuBbALyx1vrK6EUn/JFSa/1DAH84pp4FAO8EcATAX8+mtaZh0nEzX318NY/hSj+vI76qJT3jKKX8einl/aWUTwP4mVLKXaWUT43eaj9USlk9Ktf+ciilXFpK2TpK31pK+czoDfjBUsr1o7//Xfr7r5VS5kd/P1JK+flSyhcBvPWM3PQweBeAo7XW9zd/qLV+EcAnSyk/W0p5uJTyUCnlOwGglHJ+KeWjpZT7R3//1tHX/h2Aa0fj+LMrfxsGwAYAB2qtrwBArfVArbWJ8vjDNGY3AUAp5ftLKb88SvP6/j0APwTgn47G8+vOwL0MibHjVkr5l6WUz47W4H8c/UBp9tj/fbRvbmnGp5Ryzkhi+1gp5UMA2iiepZRfLaV8biSJ+Ndn4iZf50RjuLWU8q/HrL3zSin/aTSGX2j20VLKplLKfaPy94+TtpZS3jz6zrWllHtKKZ8oSxL6PyulbBiV+Xgp5RdLKZ8D8E9WrhtiXnMvPSOuAPC2WuuPAvhNAD9Ra70DwEMA/tUpvvtDAP59rfUuAG8CsKOUcjOA7wTw9tHfjwP43lH58wB8utZ6Z631kzO4F7PEbQA+P+bv344lad+dAL4RwM+OFtTLAL6t1vpGLL0w/fxoM/5JAE/VWu+qtf74yjTdCH8O4MrRg/BXSilfT3kHRmP2qwB+LPh+s76/HcD7AfzCaDzvm22zB080br9ca31zrfU2LL3AfAt9Z6HW+hYAP4ITe+8/BPDlWuvNo7/dQ+V/qtb6JgB3APj6Usods7yhATLp2vspAH8xGsN3YWl/PQ/APgDvHpX/TgC/xBcZvQS9H8C3AtgO4D8AeG+t9R4A/wnA/0bFz6q1vqnW+vPTvtnl8FWt3kr4QK31eCnlIgAX11o/Mfr7bwD4wCm++zcAfqqUcgWAP6i1PlFK+QYsLczPjn7EnIOlQQeWXoA+OPU7MH15B4D/MlIr7i2lfALAmwH8CYB/U0q5F8AigI1YUoWZM0yt9Ugp5R4AX4eljfR3ywmbnT8Y/f95LL3QjuMDViOvPMm4HS6l/DMA5wJYA+ARAB8efY3Hc9MofS9GD8la64OllAfpMt9RSvkBLD17NgC4BQDnm9NgGWvvmwC8p5TSvASdDeAqALsA/HIppRECsG3lzQD+I4BvGkmRbsPSj9aPjJ6f8wB2U/nfneItnjav1Zeel05dBMdwQpLVHhZUa/3tkej8bwP441LKDwIoWLIl+edj6nnZG/CK8AiA905Q/nsBrAVwT6316Eh9eXb+FbNSjNbMxwF8vJTyEID3jbKaQ/WOI95/+qxvMwPGjNsPYkkq86Za67NlybaS11mf8QQAlFI2Y0nC8OZa66FSyq/Da3bqTLj2CoD/odbaOYhvNM57sSRhn8OSZL1hN5bG7W4svRwVAI/UWiPzj6+q9fxaVW8BAGqtLwA4RLr+7wPQSH224oRYtX2YllKuAfB0rfWXAPxXLC3ojwJ4byll3ajMmlLK1bO/A0P8BYA3jH4FAgBGou/nAXxnKWW+lLIWS78iPwPgIgD7Ri887wLQjNdhABfAnDFKKTeWka3ciLuw/Ki0Hs8VIhi35mF4oJRyPvr9MPlLAN8zqvM2LO2xAHAhlh6AL5RSLgPwt6bScNOyjLX3Z1iys2vstO4e/f0iALtrrYtYeq7yiaPPY0lo8G9LKe/E0hxZW5aMqFFKWVVKuXUa9zMLXquSHuZ9AN5fSjkXwNMA/t7o7z8H4PdGD9E/ovLfAeD7SilHAewB8G9qrQdLKf8CwJ+XUuYAHAXwj+Hw4StGrbWWUr4NwC+WUn4CS78stmLJVuB8AF8EUAH8s1rrnlLKbwH48OiXzOcAfGlUz3OllL8qpTwM4E9s13NGOB/AfyilXIwlieuTAH4AXVuQvnwYwO+PDCx/2HY9MyUat+cBPIyl/fKzPer5VQD/uZTyGIDHMLLVq7V+sZTyBSyt1WcB/NXU78BMuvb+VwC/CODB0bPvmVHZXwHwwVLK/wjgTyHSmlrr3lLKt2DJzODvY+ll+JdGJicLozofmfK9TQUfQ2GMMcaYQfCaVm8ZY4wxxvTFLz3GGGOMGQR+6THGGGPMIPBLjzHGGGMGgV96jDHGGDMI/NJjjDHGmEEwUZyehYWFumrVKgDA4uLisi44ioEEAGB3+ay+N7zhDZ3PTRsA4Kyzzhr7977XBYDjx08EXH711Vfb9NGjRzvl+POxYycOi+W6lfn5+TCvTx8eO3YMx48fjy+wTObn5+vCwsLYdvD9cN7cXPcdmfsx69+o7qxs33J9yerLxq/vfUV1A9058Morrxyota7tVdEE8Hj27X8dTx7rvvc97ZAXyx13vpdsbPuOe9+1ubi4OPW1OTc3146lEq3NaczvrA5uj/ZN1FfZfsHw/pu1L2O5c5TrP3bs2NTX5vz8fG3Wv7ZjOXtLNl78TMqudfbZJ4Jg67OVxznre34WfuUrX2nT/PzUdmRt5zkUzX0tp/Qdy4leelatWoVNmzYBOPnmosZo53OHv/zyy2PT+r3Nmzd38jZs2DA2b/369WHbuSN1kR06dKhNb9++vU3v2rWrU27v3r1t+rnnnmvTuri581evXt3J42vzPUeTfvfu3WP/frosLCy0/fjKK6908rj9PM66QHiR8YM9W8DaV9wf/D1+mQW6fdV3UXBa6+Prcp62na/F9zuubFTu4osvbtOPP/74TAJeLiws4PLLLwdw8vyOHl68FgHgy1/+8tg8XZtM9sDSsY7INjyef9lD4txzz23T3P/6Q4g36+xHEq+J6CF/4MCB8Punw8LCAi699FIAJ/cht5nHK+s3Xrfab1yf1sFj27QHOHk+HDlypE1zX1144YWdcvw9vq8XX3yxU47r4LZnL1u65niu8Fjqj1Be+3v27Jn62pyfn2+fS7rPcluydcRjxv2h47Vv3742rX3F43zjjTe26WuvvbZTbs2aNW2a9wCdN/xsfPTRR9s0Pz+BuO91P+Zy+szk7/Fc07XB5fbt2xeOpdVbxhhjjBkEE0l6jh8/3r5pZb/Y+a1SxVjPP//82O/wLwkAuP3229v02972tk7eDTecOPCV31SbX7oN/CZ8zjnntGkWxwFdqc0TTzzRpp966qlOuS9+8Ytt+uGHHw7Lcf0sRQLivlFVmr4JT5vFxUW89NJLY68VqbQyKQijY85v4Dpv+NqZZIB/yXFfaZu47Xxd7V+ee5kEgetQ6SaPJZfTX52HDx/GStC0PZPIZVKyKC8bl0wlwn2cqdKYTEqVqWyyPSeqL2sT95m2qSk3q2j2i4uL7S9flZYw3Eadm7yuuJzODb5n3av42ixJu+yyy8I6GJUkchubvWccvH+ed955bVolTJmEMFrfOjey9TANaq1tu1WyGElwtD+5HO8z+/fv75Rjyd8111zTybv++hPHcb3jHe9o0299a/eMUJb0XHTRRW1apVTPPvtsm/7kJz/Zpj/72e4pJQ888ECbZsloNpY814DuPMr29L6qUEt6jDHGGDMI/NJjjDHGmEHglx5jjDHGDIKJFJqllFYHmlnLZ67okR7ztttu65S799572/Stt97aybvyyivbdKTvA7o6+8zVjfXfrMdct25dpxxbvWfW9lu2bGnTqgvl9mbu4MsNCdCXWms7Fnotvjcd54i+7r+Z90hfd0zW5eqYR95bfV0ktS9Y96w65L4u3rMey+b60drk6+t8jMpFHjRaf+b513d+Z7Y/kfeWjnvkGZTZHOm48LW4TVqur1facimltNfo6wmZhZ3g+Z31b2bPxh6IajvJe1p0XaBrc8KesOyRA3TnVOZ5FoUaUbLxmrVND69LfWZw/2ahTTgv20vYe5ntdgDg7rvvbtO33HJLm+ZnmsJ9r3af/GxkeyH1xOPPPM48F4Duc0D3WZ5fPJY6dn3XpSU9xhhjjBkEfukxxhhjzCCYWLbXiNfU7ZtFTSyeUrHjJZdc0qZvuummNv3ud7+7U+66664b+x2gK8ZisXYWLCwTBbM4lUX3F1xwQaccuwGyuFddM1ksyG7uQH93zEbcNyu32Lm5uVZkqWJCFjVy32Tiw8ydmD+riDdyLVVxbyQK1r6PXP37RqzNxOTqcsr9wfNG55eqh2ZBKaVtX6Z6jdRFQByeIIvuqvfK/Z+FKohUmdm1Mrf0aP/JAtqpiD36XhSeY1Zrk1XPOh8jdYzOzaivdG6wykHdyNk1nVUiGtAuCmKna5j79y/+4i/atD5LIvWp9jfXlwWqy8JJZOt9GtRa2z5XtQ2PJd9bFtWYQ6+85S1v6ZTjZ+Y3fuM3dvJYjcV9lbl9Z2YJvM55nmibONDgxo0b2/SnPvWpTjmehzofDh482KYzN/q+WNJjjDHGmEHglx5jjDHGDIKJvbcaUaaKSTMRKsORl2+++eY2rR4BrFrKom1mnimRRXwWDZLrVrUER4rkNrFlvPLkk092Pr/wwgtjy+m1mv7sG2VyUjIRehRVV8chOnQ1O9NIr5Wd7cVEKhAdc/7MomAVa0ceQyom57ly/vnnd/K4vXxdHbPlimEngcez7wGOeq+RuF1VRJlHX6QOzTzauL5MDRZFfQe6qiq+lq71viraLCJ6kzcrL65SSrh3RWrHbG1yns7FTBXI851VWuppy/3A+xuvP6AbmXzt2hNnQWrbI7WKqt8yr79oD9O5m3lNTYO5ubn2mZmp4DhPx4jnIpt63HnnnZ1yd911V5u++uqrO3n87MrOlYvUW6oG47bzPqjPcR5nTuv5Wp/+9KfbNHs/A7E35nLNBizpMcYYY8wg8EuPMcYYYwaBX3qMMcYYMwiW7bKe6UZZv646w8imR0/uZZ292oFEpwurLQXrclnHq/pJ1hlyfVkUWW6funDytVhXCXR13qyrzaKNzgKO+qp67chmSu0cIvuQTE+uYxnVkZ3QzDYAmQsq666jkABA1w1Sr8tt0tN/OS+L4LsSlFLavtT+5/7qa6MV2UQ018raMa4+tcHhfo7GFui6r2au8pENkq5h/qzzOXINzuzBZgG7OWcRgzlPxzyyT9L1l7klb9iwoU1ztF/ew4Hufs92NxzWA+j2Kefp3OByWZgCvhddm5E7e+b2PgvY1i6zhcvayHl8OgGfWgAAV1xxRZvWa7Hbd7a2o7mdhZLg8dI1xePC9kg8n7S+PXv2dPJ472Y7HnVt7xtCwpIeY4wxxgwCv/QYY4wxZhBMrN5qREgqTo2i6aq4i13VWMSZuZ9lUVUjt2luq6Yz1Vx2SCWTuWjzPbLqBIgPyYsOo5uVy3rUJv3MbVTReCRC1v7g/lY1UxTBNXNtz1xV+6qc+h6Qmx3WGF1XxayqMpsFtdZQfM5/7+uim0VVzw5AjA4tzVR+UcgIzcv6P6o/E8tn18rW5qxhVeW4vIZMTRG5G/dVUwDxPqahGyK1oO4D0brNniVMX5fvrI7s/mdFc82+z6csdMCmTZvatLqlc5gXDY0SmXdkczuL3Bz1fXboN88NPjQc6B5aqu7su3btatOZOrbv4bGW9BhjjDFmEPilxxhjjDGDYCL1FnsVZGoFTqt6Z/PmzW2aIzRmUWxVbM+fsyitEZmoPROhs7V4FJES6N6XWqmziC+Lhtowq0MNmb6RrFXEmXnnMHxvKhqPxk/HgfO4D1X1woe48tzTcqxy4rSq3/h7F154YScvOvhWr7US6pFaazs+upa4T7LotJF6TMeC68vWUnb4JM8DrkNF1NyX3Md6Xa4/U39m4nGuP1OHN3XOam2WUlqzgMzDLPNijCIyR2p0oH/UXb0Wfy/yrNVr856jXjiR123fPUHpq96bBax2zuZLpk5l1Q9Hw9ZnazQO+pnrzyKPR+OlcB16XR5bnoeqwuLo0vyOAHQPEo+8c4H+qntLeowxxhgzCPzSY4wxxphB4JceY4wxxgyCZdv0ZKcms25NbTg4mifnZXrizCYi0w1HOj7VBbJNR+Y6yLCOW8uxflkjTUc2Q2oTM+uovjyWfd20tVwUvVrtMnj8dEx43HkctI7I7Vt10jy/WBeu85XdO/lazz33XKcczynVoXPbWe/8/PPPd8odOnRobNunTXOP2nc8t7jNug6y8A9ROe5H/R63Q8eJP/Na1zbxZ3bDzdxVM1ui7JR5/l62rzTzYJb2IE1b1M4mszU6VV3jyKKg8x4X2WwC3X0gaxP3aXYfnMdzNxvLzFYns9OctU0Phx/IIntn++fGjRvbND9PsrZn9k983SwidRbeIbLh1HJ8Lzy/tO1s+3rLLbd08r74xS+2aR5ntaXt+8y0pMcYY4wxg8AvPcYYY4wZBBNHZG5EdH0PNVSVAKt+WBylYm0WmWauaJELOLcVyNVWUURYFcFF4jM97I7bpC7r7PbM4vqoP2cpfm3qVnEqX5NVkJnKKTrgEMgj80bRu7Moxpka7LrrrmvTd999d5tWl9ZI/J0dbqsiY1ZbPfroo22aD2AEVibsAKsrMzXFkSNH2rTOOVZVcf/wIZJAt89VxMxibz4AUced+5LrV9VgdKimjnvkiq7q9UyFx3ms0tL53NzzrNYmH1KpRO7X2b0wOg683+m85TweZ1VtcP/wuOia4/bynqn9u3fv3rHXVbL753ZkUfZXwmW96UdV/UQRj/V5wicXsHpL+433Lt0DIjf17NDhjEhlqH+Pwg+oyzqbJVxzzTWdPO4PNj/QtmdqzE65XqWMMcYYY17j+KXHGGOMMYPALz3GGGOMGQQT2/Q0OtBMh6p2EQzrLqO01tH3BF2tIzplO3NvjE6+1Tqyv3N9HLIf6N5LH7fgWdmDzM3NtbpdtdmIdL6ZDpXHK7O3yE7CZbsuPfKB28R9etVVV3XKcTjz22+/fex3gK79QhaKPzshnu+F61ebB9XRz4K5ubnWhiLr48ytM5qPah/AdjKsi9ey7Go7rr0NbMej1+I+5++o7QGPZ+Zq29d9m8nm86yIwnRk9ilMdFxF9h11zY/sYrRtPEY8DjpGfG1ez5kdCO8Jel3Oy2x1+HtaR2YzNC2asVAbusiNXG2hor7Knou6V0XPv742Pfr36JR1XRt8rcxVnu8x21Oy53Pf434s6THGGGPMIPB5oon4AAAgAElEQVRLjzHGGGMGwcQRmRuxlIqWWNyVic/YVY3FeKpiYdGluubxtfpGWOXvZGJGRkWmrMLhdCbu1rojUV0kqpylS2UzNjpGfUWXUUgAdX3NXNH52vw9VQlt2rSpTbN6haMua7ko6jLQvZfsHrkvVEXGIloup+EXVG0wC2qtbdt1zrDYl9efrmEeJxb765hxHape5HFbt25deC3uE1Zlsnsu0A0LwP2tkbNZnM9jzS76QO6uy2v1kksuadM6n5t539dFdjlEdfPY9lUbR9Hy9Trq3s/hRjitbeP5noUE4GvzHNqwYUOn3JNPPjm27iyMhao2+NpRGliZyPfRM5OvzXNb95lrr722TbPqZ5JI09G86avu1voiMw0tx/cc7ZdAd+2tXbu2k8dhX7Zt2za2DZNgSY8xxhhjBoFfeowxxhgzCCb23mpESlmU5OyASVZp9fUqyERrLBbreyCm1sci70h1ltWnZAceRve80h4ipZT2HjLL/OiwSqA7zpyn5fizqiojDzu9fxavs7hTD7xktUzm+RGJZCfxtOJ7ifpC658Vi4uLrYpY74HVAqw+0jnMeayaUrUHqybWrFnTyePx4LHQPokO9NSIzPv27WvT3MeqDuf5wXVMsob5PqNouQBw+PDhk9ozTXhtZt5n0ToFum3ODu3kcVFPJh5L7g9V0/T1SI1UaTqHWN2Zraus/7N9fKWJnpncj5GXItBdb9xvOi+ze468cLVcpILKPMWiqPpAfF+Z+k33dFX3NWTzMMOSHmOMMcYMAr/0GGOMMWYQ+KXHGGOMMYNgIpueUkro3h25AKs+jj+z/i+L5Ki6Zq4/sqtQonYDXZsH1kFmkZtZv5xFk1a4LNs1rERkUKXRxWYnYPM9axu5r7Jx4HtWt1P+zHYkGpUzmjd8Uj0Qu/GqDpltyyJXbaA7b3ScDx482Ka5L9RNWu1PZs0tt9zS+cyRqfm+1caAx4JdtlVXzn2UrRFO67iz3RHr8NVlne07slPW2Y5nz549bVrdzXksNGptFO1WbUkOHDgw9u/TpOm7vjaBOm95DXJf6zrgPUhtwbjvswjKvC6yPuG5wnWrTQ/fI9eX9UV2LU7rXqdretqUUtp26rUju021oeM1wesoO7VdbWv6nooehXZZ7lzne2TbPV17vC/pOwPnZeFF+mJJjzHGGGMGgV96jDHGGDMIJlZvNeKlLPIiix37RtFUlVDmAh1FYdZyLLrMoh/z9yIXai2XHXyWEangosPTZnXgaNYW7jceyyziNdelolWeAxwxGehG32QxLqtXgK4KhNOZeis7JDFSVWburRppmevMXPszdee0WFhYaPuS1VkA8LVf+7Vj26Yq38h9WdcBj2cmss/mTqTaVpUFq0F43C+77LJOOY7czFFb+e9AN5Kzqh1ZrcB9o2qfF198cWzd06RZW1kU3+xg1WjuqxosizjO6zGbDzxmWSiTaN/O1lz2jOC8zEWb0Xk4y6jaDU3b9FrcjzzfVL3Ffd9XvdP3vvoeENo3PEMWIiI62Fs/9z1gfJLDhBlLeowxxhgzCPzSY4wxxphBMHFE5kZsmKk6GFVvcTm25s6s6FVdcqq2TZrHIlkW92WeKZlInturokoW1+/evbtNa3/OKtprw+LiYmtBr2Jjvm9WAag6hFVQfJ8333xzpxyrJTZu3NjJUy+tBhXD81zJDvDkeZRFc428FPQeM+8tHmceV1XNqTfXLDj77LNx4403AuiqswDgpptuatP79+9v0+wVAcQemFnfZWqVTPzOayab6zx3ov4Gul5aPMdUBdVEUwbywzc5L/I0+cxnPhO2+3Rprp+J7DOvpEi9pffCqOccR7mO9j4gPlA42/t5/FRVyXsJtzdTnWV7NedlZhmzIvLEi9R9un/wXsh7kO7bnJd5ZbGaXu+f68jGnPfFvn2YmRFkEZkvv/zyNs2qZn0O9H1mWtJjjDHGmEHglx5jjDHGDAK/9BhjjDFmEExs09PozbKonNEJrEBXN8g6SdXPsc4/09dm0WGj+jJbg0wvyO3la2W6VbVH4s+s41R36JU4Gbi5h+yE5kxP3NiQAMCVV17Zpt/2trd1yvGp6Arr79neRO1nuI1R1F+gOy7cp5kLJ495Nte0DrZ5uOqqq9o03wfQjRA8KxYWFlr7KG4L0LXVyCLw8jyO7HuA7lhkNiK85jKbPa4vc23n9qmtHJfje9TrZnYwXAePbeOi3vD0008DAB544AG9lanRzLu+tjp9UftDrkPtpPgzX1dtvDKbGYafBbxv61hGIRH0fvmz3le0bvu6Q68E3H4OF6ARqtX2rkGfGZk9XWSfo+W4TTxeUUiVcXlMXxd4bofac/I85L1CbSV9yroxxhhjDOGXHmOMMcYMgonUW7XWViylaisWPbMIKlOdsHiKXUmBrrhPRZDR4aHaJhZX83eyAzb7iurYlVsju7J4VtVbLDbncistdp2bmzspAmsDi1M3b97cpq+77rpOuW/+5m9u09dff/3Y7wNdNYpGUFYRbYPOB4bHL3MD5etmhxVynoras2izPLYbNmxo09dcc02n3Je+9KU2zdGCp8n8/Hzbdj58U2HXblVv8Xzg9aJjwfet7sas+uC+03FmdXYWzTsKQaBjwePGLq8qKuc1p23istw3KkZv1LXZIcanS7PX9BXZZ+73nFYzgkytwH2VqXm5H7gdmVtypt5i+Lmi7YvU8EB3r87atBI081bNIKIDm9XVn8eI98/m4NsGrl/XdmZyEpXLxjwKW5FFEOe0qsWjvgC66j5+tmg4CrusG2OMMcYQfukxxhhjzCCY2HsrOjwtEhtmorQs+vFyDiDTv0eitUwEl1mYswiVRePqzZAd6shix76H7s2Cubm5VoyqETBZnPjOd76zTb/97W/vlLvhhhvaNKt31NslE6FHeSqGZ5FnFmk5Uq1m4llOZ3Mty4sOxtT6Z8Xx48dbNdT27ds7eXzIJs9bFbdH0XRVvcP3l/VJFgU9Otg38/LKIrr2Pcg3I2qHqvdW4jDg6MDR6KDjzBtG1wjDY5QdFBytFyD3joraHkW/PlUdTHRgZ1a/zpusb6ZFc329T1bpZBH+o+dTdgCr1hE9a7Qc90dfNVhGX+8tvm7febjcNlnSY4wxxphB4JceY4wxxgwCv/QYY4wxZhAsOyKzEul8M/dl1idmJ5Wrri46JVbrYPe+zJ2N26tucAy7CLLdikYcZtdf1clzf2T6yeZeZmXrU0pp+/jaa6/t5K1evbpNs30Pu9sDXVsH1smqXQb3ldr08Liw3lmjw3I/Rm7RQNf9levW6/IcYp25uotym/RaUZvUBiSLAD4tXn31VWzduhUA8Jd/+ZedPG4bpzVyM8P3pn3H80Nd1qOT0LNoupnLK7eXbSAyt+ls3Pl7aqsUrce9e/d2Pj/xxBMA4nAL00TtNpgssm5k/6T7Ce/HGgk4s92K2hHNNaA7N3hcdK1HEZmVzFYnapPa/qzEKevN9bNrc39oKBG+Fw45cfDgwU45rl/tCjkvO8UgCguh6zeyz8rsZbMTCHht63zgPZ3nRhbCIMOSHmOMMcYMAr/0GGOMMWYQLNtlPTsILxL7A11RWHaYHKtE1IWNRXzs2qxtUtfpBo0GGYm89boceZnby+3RPFWJsHqL89RFu2FW4tfjx4+3kXt1jFgtuGXLlrAtfC8sdlT1Tt+DP7kdei1WLWbqEBbjcn2Z2orvgw/n1Lwswmyj8gCAZ/7/9t48XLOzLPO9nxoIIYHKPM8QCISQhCRwQMbW5tg2falHDmg70R5bbT0ePba23a3HVruPE+2RRhtxaAVnROWytRW1iSCCkoHMkomkkqJSSVUqAyQkoVL7PX98a6261137ebL2rv3tSuW7f9dVV73ft97vXe+81n6m9847R/l0fsyDPXv2YOfOnQD272MeDx7bm266aZQvE0VXc1hVu9z/VWTyLOSDrs3sIGMli+Cu487ouHC/ZX0G7AsJkK3ZtaAfC90Xsz6oDphkdL3w2FaHuHK+KlxAFWqEy+O0mkBkoQN0DnH5eu3peOCoqrdYfZSpn4BxnVndqSoiLk/nQxbqYCpVv63m8NEqzEt1oG31/JgaGsSSHmOMMcYsBH7pMcYYY8xCsGr1looFswiYKl5mMSmL4FQlwmJN9Z7YtWvXkM4OLgTGovKpoj8WH6q3EosTOX3mmWeO8vHvVGTMVvVV1Nv+2rzEr3v37h3uecsttyx7b2CstlF1SCZOVLUB91Uloq4OxWORZ+W1kh0QWh0OyXVS9RaXoV4VPN+2b98+pHs105R7rxVLS0vDeGpE5uygP/V24HFjVa7m4z6pPNr4vpV3Df+mEtnzvVSMnqnSqvWjqjS+F5evZfRzZJ6qkX5dqDg/MwmoDqnMTAqAWo3J/VhFj8+8w3S9sFcO9696GrF6h9uo961UbpkqpZqH8yAihvVfPTN539HnTua9pWpXzqeeeJkqUNcR5+N9S/PxWuE1W6ljs+csMG5X5RU5da+osKTHGGOMMQuBX3qMMcYYsxD4pccYY4wxC8GKbXqy039Zd1fZXPBntsdR/SRHm1R7F7afYN2guvplkTgrnSHbL7Bdg9aXdZdsYwQAxx9//JBWPWMV6ZZZz5OcNQo1u5ByH6htFfcHj4Pqa9l2otK9c39Up7FXp0tnETvVXoHHhXXcaofA86Y6Nbx3/18OtR2ZB621oY927NgxuqZ2ZT3qGsrjxmNbnUxdRQyu7OgyN1ddm9z/fC8tj/uY56/OD66T2ipxO/m+WeiKKsr7WlH1W7XPZvZGK3EV5nvxuGi/TZ0PmW2R7pFZG6vowZXtUxW5eT1c1vt7TN3Lq4j23C4NycL709Ro4VqnbPym2kxNjbxe2dVWZVSu91PXoyU9xhhjjFkI/NJjjDHGmIVgReotdr+rRJxTXdNYdXL77beP8t11113L/gYA7r333iHNokt1fcxcOlWVlokC+WBFYNzGLEomMFbHqUokc+9T8WzfrnmJXzdt2rRf+3qOO+64Ic1t1gi0rBbjdqo6oLrG8L0q9dZUl3Weoyr65PIrUXDlJs1zj9WxKq5fDxH6hg0bhr6t6lm5HmeHhVaHxOq1TI2sfZKJ0VUVyKqqKgIyt6Ua2yxkhl7jMrSf5q2uXFpaGu5RuRRzvXSf4f6tXNb5cxUxOIvAq3XMQhZoGbw2Va3G9cgi2Ou9KtVGdeBqZWKwFmzYsGE41FXrn4ULqFzzGT4sFhj3laq0uQzuX33uZHt1NQ+r5xg/dzmfzjVus5qVsOkAr71qPlRY0mOMMcaYhcAvPcYYY4xZCPzSY4wxxpiFYEU2PaxrLgtN9IfAWHfHemctl0P5q03P1BD2fK/qBG++N+t4K3sk1qeqjRDbumgZbJfAeu1KtzoPqrHkvmK3SB0H1r1Wdivctsr2YDVMdemtws9Xx19wfau5X7UjcxlfS1prw3yqdN08hpX7bnYEgV5Tm4gs7Hx1MjejdefPbB+g48TjyfVT20Pej9SWJAvBr2X05c/LVisihrpMXVeVzRrnm2ojBOT2PtXeNDU0SOXmnJ2QXtlsqK0gl5+d7g7sP7ZrzdLS0tAPuldx//C61BAt2RE82r/cj7pXcz/yfqTP52z/rI6i4Ws6Rlkb9dgUvi/bRwLjkDBT968KS3qMMcYYsxD4pccYY4wxC8GKXdZ7sZaK6jiS7QknnDCk1S2axYtVhEZGxessnmPxWRU1MovqqGVUrpScj90DNRrv7t27h7SK8VhFouUz83ZZZ/WWRiHmOlanbbNKJ1ONAGNVoKoluEwWyWsZPH78m8o9PDuRGsjdRXVMsvI0L/eF1knnwDxorQ1t1PXC4nKe+1W08Eq9U50az23lfFVk5GodVKdsZ3D7q0i9Oi5ZNHZtf79e5qne6vtO1aaZ+7WOZRamQNWRvJfqNd7v+BqfCA6MI7XzWGr/cj04n6pzeN5w/Sr1VhVpeupzZl70ddGxzNRWn//850f5uH94XFXNyP3NISeA8R7Mzy4dI1YfVRGeeSyqZyZf43bpuuTPqprbtm3bkK6i+081CbGkxxhjjDELgV96jDHGGLMQrFq9paJGFpOpuoRh8VQmdgfqQwNZFMiiMI3YmkUs1YiPXAarVVRcxteqgwu5jWqJzp9ZZFiJ4edBRAz9U4npq0ihPOaVpw6j7eJ2ZyJ5LV9F+Uw25jqHMm+rKjqsjnOmetG5rOLaecBrU+dtpo7iNQaM21eJiqeoZYFx/+hvsgMLKzF6dUgl171SFfA4bdmyZXSNx2nKwaTroSrRduq6yPLx+PE1nfes9tCyuT+qg0mzg1orcwPuU923MxVOdfBt5b2VeeUBB+49OoVsvnA7+Zlxzz33jPLxCQTcH3oANPePqiCz6PQ6t3ksqmcmt4XNOTQf153bpeo3vpcegH333XcPaX5nqNTTFZb0GGOMMWYh8EuPMcYYYxYCv/QYY4wxZiFYkU1Pay11v2PdOevnbrrpplE+1vFxWqMaV7phLp9dGqsIq9mJwXotc7nV+/JJ5Oqyzrpr1buyfnLKKdTztBvo71npw1dj76P2M1WE3MwlvAoXUNUvq29lo1LZElUu6zzOz33uc9M6rIfdwNLS0nAfbSvXu+qHzAVa619FNc5cSivX68o2g+vBbtO6XrJrGg07Kw/IoxNXkYXnQRV+ILOf0bnJ64zT2hbeu66++urRNR6LKho2l8Fr/6yzzhrl4zLYXujKK68c5bvjjjuwHBwdHhiP39TwASsJv7AWLC0tDXYylb0a28XoM5PbzWOiz5Zjjz12SH/iE58YXeN1wDa3ut6y0Bu6p3Pd77///iGtbeRrfMoC11VRm8ibb755SLNNj67fqWNpSY8xxhhjFgK/9BhjjDFmIYgqyuV+mSN2AbhrftUxy3Bma+34tS7UY3nQ8Hg+c/BYPrNY8/H0WB400rFc0UuPMcYYY8yhitVbxhhjjFkI/NJjjDHGmIXgkH/piYiTIuL3IuIzEXF1RPxZRLxwhWUcFRHfOa86mv2JiB+KiJsi4vqIuDYiXrkGZX4kIi490DzmqZnH+FHZb4iIP12r8szqiIi93djeFBHXRcS/johD/pmx6Cz6M3NFcXqebsQsOMMHAbyvtfa13XcXAjgRwK0rKOooAN8J4N1rXkmzHxHxKgBvBvDy1toTEXEcgGc9xc/M04Sn8/hFxKbWWn44mFkJj7XWLgKAiDgBwO8AeB6A/8CZ3OeHDn5mHvqSnjcC2NNae0//RWvtOgB/GxHviIgbI+KGiHgbAETEkRHx4Yj4VPf9V3Y/+ykAz+/+qnnH+jdj4TgZwP2ttScAoLV2f2vtnoj4kYi4shu3X+4WaC+d+emIuCIibo2I13bfH979xfLpiPgggOEEzYj4xYi4qvsr9ccORiOfwWTjtzUifozW13kAEBFHRMSvdeN3Tb/uIuKsiPhYl/9TEfFqvVFEXNb95vkRcUlEfLT76/QvIuLkLs9HIuKdEXEVgO9Zv25YHFprOwF8G4D/M2a8PSL+e0RcDuDDxRif3313bScVPLfL+z866dGN/f5s1gU/M1trh+w/AP8XgJ9b5vuvAfBXADZi9gZ7N2Yb9SYAz+vyHAfgdgAB4CwANx7s9izKPwBHArgWs78s3g3g9d33x1Ce3wTwz7r0RwD8bJf+CgD/s0t/H4Bf69IvA/AkgEu5rG4OfATAy6isSw92HxzK/4rx2wrgu7v0dwL41S79EwC+oUsf1f3uCADPAfDs7vtzAVzVpd8A4E8BvBrA1QDOALAZwCcAHN/leRuN/UcAvPtg98sz7R+AR5b57qFuT307gM/SOsvG+OcBfH33/bMw+8PkawD8CpW55WC3dVH++ZnZDnlJT8ZrAPxua21va+0+AB8FcBlmg/UTEXE9gP8J4FTMBtisI621RwBcgtlfjrsAvD8i3g7gjRHxyYi4AcA/AnA+/eyPuv+vxmzBAcDrAPxWV+b1AK6n/G+NiE8BuKYr5yVzacwCUowfsPw4vQnAv42IazF7QXk29r3I/Eo33h/AeIxeDOCXMXvxvRvAiwC8FMBfdeX8MIDTKP/7166FZiJ/1Vp7oEtnY/x3AP59RPwgZrFTHgNwA4B/3ElvX9tae3iZss36sjDPzEPapgfATQDesoL8Xw/geACXtNb2RMRWzBanWWdaa3sx2xw/0j30vh0zac2lrbVtEfGjGI9Nf6jLXjzFvI2IswF8P4DLWmsPRsR74XFeU5YZv2/uLi03TgHga1prt3AZ3RjfB+BCzFTtj9PlHZiN2cUA7unKuKm19qqkSo8eQHPMBCLiHMzGtT9Eift82TEG8OmI+CSAfwrgzyLi21trl0fEyzGT2v6niPhwa+3H511/A8DPzENe0nM5gMMi4tv6LyLiZZiJYN8WERsj4njMJAJXANgCYGc3eG8EcGb3s88DeC7MuhARL4qIc+mriwD0m+X9EXEkpi3MvwHwz7syX4rZSxMwM7Z8FMDDEXEigH+yJhU3ANLxq6LO/gWA7yYbrYu777cA2NFaWwLwjZiJ1nsewuxB+ZMR8QbM5sfxMTOiRkRsjgiWBJo50u2j7wHwC63TdQjLjnH3onRHa+1dAP4YwMsi4hQAX2it/RaAdwB4+Xq0wQDwM/PQlvS01lpEfDWAd3bi08cxsyv4XszsDq4D0AD8m9bavRHx2wD+pPvL9CoAN3fl7I6Ij0fEjQD+vLX2AwehOYvEkQB+PiKOwswO53bMVCUPAbgRwL0Arsx/PvCLAH49Ij4N4NOYqVTQWrsuIq7BbHy3Afj4mrdgscnG781J/v8I4J0Aro+Zy/OdXd53A/jDiPgmAB+CSGtaa/dFxJsB/DmAb8HsRfhdEbEFs73rnZj95Wrmw+GdumozZuP8mwD+vyRvNsZvBfCNEbEHs3X9E5ipTd4REUsA9gD4V3NthRnwM9PHUBhjjDFmQTjU1VvGGGOMMZPwS48xxhhjFgK/9BhjjDFmIfBLjzHGGGMWAr/0GGOMMWYh8EuPMcYYYxaCFcXp2bBhQ9u0afmfsOs7p7tYVctem8rhhx+efub6bNy4cZRvaWlp2XponTgf1++LX/ziKN8XvvCFIf3EE08MaS2Pqa7xvTZsWP7988knn8TS0lJeyCrZtGlT27x583710M9cf82XXevLpXsN6Wc/exzMk/NWfTUVLuPJJ/cd/MxjDAB79+4d0nv27Fk2rZ+rfuK5V/XTE088cX9r7fi6FStn48aNw9rU+/PcqtZmNp7ad9m66uoxpHmdPutZ40PYedx13Wb34vWo48TXHn/8cWRMWXPVb/h381qbPJba99lYVvAYaXlZPv08dR+rysueERXV/jP1Xoy2n+flY489tuZrc+PGjU33w55sLfLepPk4rc9i/qzPzKn77GrGkuurdc/2Wd6b9ZruB6t5LuzZsycdyxW99GzatAknnHACgP07hycTbzo64NwJ1cbKi/uCCy4YXXvJS/Yd0XPSSScN6SOOOGKUj19SeHIfdthho3yPProvJhrX78477xzlu+aaa4b01q1bh3S1Wehmn7VZ8/Vl7Nq1C/Ng8+bNOOusswDs/wDhPuCFpC+BXGeexCeeOD6a5bjjjhvS55133ujaKaecMqpTz9QXDIWvPfjgg0P6kUceGeXja9zH99577yjfZz/72SGt7efxe+5z9wUn1QXNfXj77bdXkYtXzaZNm3DyyScve39+0eSx1X7k/ue2PfbYY6N8n/vc54a0rqXnPe95Q/rCCy8c0qeeeuooX19XANiyZUtaJ77X3XffPaR1XfB6vOWWfSch6Dzi9usL+NQHZf+7ea3NTZs24bTTZseKcfsB4DnPec6Qrl4Cpq5hnivVg7J6QdT51qNjyXXiPxq17OzBrg9U/p3ei9tZ/SF7+umnD+lrr712zdfm5s2bh3tUc5HX0UMPPTTKx89TLuOYY44Z5Tv22GOHtD4z+TmZvYQB42cBP8eqseS99OGHx8eo8fzdsWPHkH7ggQdG+e67774hzXuI1rd6cebPO3bsSMdyRS89S0tLwwBUG0bVqfyg5N/wiwcwfoi84hWvGF371m/91iHND9TsxQEYvxDpSwov2vvvv39I33TTONgrLzIe3OovS70XL7rsr1hgXx/OK3jk3r17hzboppNJN7QtPDlf+tKXDunXve51o3y8APsXrZ6jjjpqSPM46IsY35vnntadHwr8oqMb886dO4f0XXftWx833njjKN/11+87w/TKK8dBorOHntZpqkThQFhaWhpe8vUvQO7LSsLCG1T1VxmXcfbZZ4+u8fi+6lX7jsniFyAAw0MdGG/WOsf44bht27YhrZvm1VdfPaT/+q//ekhv3759lI8/6wsF7xGc5j+e1oPW2rAfVPsHz6vqRZuv6V7F/at7DY8z76368pFJVHUecr7qr3cun9tYSammSqEVfcFYa/bu3YvPf/7zAOqXO57P2r/nnrvvxBf+o/Hiiy8e5eNr55xzzuga77O8trVPM4mLPlv5c98+YP/n2D333DOkeW+97rrrRvn4Gv9xo2XynNRnxNR91jY9xhhjjFkI/NJjjDHGmIXALz3GGGOMWQhW6r21ny1Plq9Hdc1q+Nijxkts+HjmmWeOrp1xxhlDOvMmA8a60aleSKzH1Loef/w+Y3A2+lM9OZevekeub6Wj7vtwLTyaliMiBv2o6pAzvanagLAR4Pnnnz+kL7roolE+tvPQ9nDfZQZ7CtdJx5/7lG16VN975JFHDmm2L6m8y9j2BxjbBTFahuq550FEIPP4YSpPCzZY5v5Xw3Q2Pn/5y18+usZjzfZ26mSQjZPaA2Z2ILo2eS7y/GMDTmA8D9j4Gaj3kuXyzXNt9mut8uRRw2OG2zLVLlD3Ku57rkdlB5LVVcubahhdGTJzPSrnBh4nHWO2aZoHGzZsGOa+9lvmAcX2rADwZV/2ZUP61a9+9ZDmOQ+M16nei/uH9wrlAZEAACAASURBVNmpc1jHK/PSrIzhub3svKDlqZ2VGkcv9xtg+vq1pMcYY4wxC4FfeowxxhizEKxIvQXkotLMtVDzV/EZGBZfs0srkMf6UVFlJu6q3KHZ/U7FZyy6Y3Ucu7lrnTJ1npafxYCZl8t6a20oO3OXB8aqB1YJAWM1witf+cohreoddhOuYm1UoubM7VrvxZ81DALDY8lu7uqCffTRRw/pm2++eXSN1V08b3TeqWpnHrTWhjmjfcx9V8XYedGLXjSkec298IUvHOVjd1hWdQFj0TzPHY7DoZ+5HiraZ3h+6Fxhcfkll1wypFU0ziqAD33oQ6NrLFavgk3OOwRBa20Yw0pVyUwNuKp7H7dT5y23k9eVqvOnmDwA4zXHa1jvy/sRl53FA1oObn+2nwH7u2KvNa21QW1chZLg+avmAW95y1uGNKuT9bnD46LzfspzG8hVkLreeN5Uc4j3Po6vpyYrvC7VZZ3d23luaPwwNZHJsKTHGGOMMQuBX3qMMcYYsxCsSL3FHj+qEsmOV1AVUSZmq6K+cjRJYCySzI6QAHLRqIo0szN9VBTM5WVnPGndK6+CLFQ6l78eHiLqMcPjx2JN9l4Dxp467CWjolAWQ1bHkrA4VUXo3FeVBxL3I99Xxbjcr5kYHxjPvRe84AWja6yKYbWRlrEeEZnZs7KKmMv9o6qk17/+9UOa26rt6Y+iAcaqQS2f61HtF5XXHqu+OJ/2KYu2Oa3HX/B4qvfdVVddNaS5z1QNOFXldCD087Oat5UKLlPt61hW7eRrnNax5N9V0X4zEwgtj/d03ksqs4TqHKrqvLWpHj+rpbU29J2qubltPC4vfvGLR/myo3oqb7aqXdVRDtl5a1M8jTWt9eV7qckK94WaGHzmM58Z0rzP6rNksifapFzGGGOMMYc4fukxxhhjzELglx5jjDHGLARr5rKe6QLLm5PeUU8yZr2unmbNJ9KyrrnSmVZkOl/VT7LetdITs+5ZI1Ty71gnr/rZ/vO8XNaXu1cPjx9fUz0s65rZ5VJdKavosKzP5zmg7uZsn1Pp8lnPqy6NWT6eN3xSMTBul7pnszs7u2CvNlLogZLNFW4rj+Fll102yveGN7xhSLN7qY4nrzltK/c5rz8dC76WRXetytM1x7ZFHFpB7dD4s9r03HHHHUP63nvvTe/V9/N6rE21weF2si2Nrhf+zHZNai/Cfa/7JYdh4DHX+cBUNjiZm/rUCOJVf+s85DXN91JbQX3uzIN+/lQu91xHjSLO7eawCloe90FlO8ljpH2a9Xf1jJg6flw/3juBsX2hurOzHR7fS8dyqq2dJT3GGGOMWQj80mOMMcaYhWBFcneO4qsqLBYBs1hTxWeZW52Kplh0pS6NXH52qKhSXctctFV8mLltVgfJVYfu8e+qSMXzor+HuvBzvViczq7KAHDMMccM6erww0pMyv3IaRVd6uceHVcW6/JvVPydqUpU3K1i4inXsgMY503fjurAUx7DCy+8cJSP1SDs9q19UoVaWM28raKq83yp1Go8ZzO3bmA8Zjx/gXG/8RjqPtCrz+a5Rvv26PzO+qBS5XO029e97nWja6y+ZXdgYBy9ePfu3UOaVX8KzxXtN94juO90T+D7cvt1D+AyqkjAvL9ppGI2ndixYwfmwRQ1KNdf9+MsHEy19qpQKVXfZ+gzjselOgA6MwPRuvNnbT+vS66H7rNTo2tb0mOMMcaYhcAvPcYYY4xZCNbMe0tVUD2VGqyyAGcRp4pT2Xugiv7MnzOVjebj9qlYn73G2IpeyaJQaj0Y7af19NqqDp1jMbFa1bMnDLdZy6vUeJlHg4pJM0+3KiJzpgYFxuoAvqYi/sqbj1VAXN/Km289UE8eVguw984FF1wwynfaaacNafYMmhqpFxiPNYulq0i4PGZaHq+LSnzNZfBvdK3zmKmXDH++/fbb07r3c31e0dKXlpaGvUfvzfOWVTW6r/A4v+Y1rxnSHHUbGI+tqn54HvHep4d28vqpomtz3/N61vXB5VeHpTIatZ/7ozr49uqrr07LXAv4FAN9PmURqrV/+TnE+6zOPx5LnTeZGqtSE2cmK8DYq7JSOfF84PWrdWf1aeXlVq3tqVjSY4wxxpiFwC89xhhjjFkI/NJjjDHGmIVgxS7rvb5N9W7Zadnq1ss6WtbrV67MSmarobYMmT5Y9d+sC80iwALAgw8+uOw11V3zvVR3ye2q3KErl8O1oLWWusVyn7KbqUbRzNzUdSy5P9TtlPubr+lYZi65eq/MjVfHnH/H81D16WyXonZGWYRuret6RGSOiPQ+vFbZbueMM84Y5WO7iCxyOFC7vGbutVX01Mo2htdmZec2Ndovl6c2amzTw7ZsWkb/eV52dxs3bhzWWmUfxmndSy666KIh/YpXvGJIv/CFLxzlq9y5eR7zulC7DZ5fld0NR93N3JCB8VzJXKOB8bxkeyFgbJvHe8ytt946ynfbbbel9V0rsjAv2YkE27dvH+Vj+1H+jUY55/7Q/TN7ZlbhSqqQDNnzvgrfwvOJo30D47l3zz33jK5p3h59/lTvDIwlPcYYY4xZCPzSY4wxxpiFYNUu6ypOzaItqoiMRVBZhGMgd4MExmomRsX7LOJkcd8555wzysdRSVk8pyJCFf/2sNhWUZFmdjDrVNf2taS/p6ovWOTJboGq3uLf8fip2zeLYdX9OVN3Vv3G86aKAFq5UmbzS8e4ct1mdQj3jYpj1+vA0R6dSzye3A+VO3Sm2gDG/c+HewLjfYHFzyqKrsIJMNmhmlr3bH5UEZk5UjEwPmz2yiuvHNK6//TjOS+X9YgY2qdzidUgXK/jjjtulI8Pln3BC14wpHW8uLwqEjDvA1XYCU5rPi6f14SOEc+VKvwHX1P1FrezCnGxHmYE/VyvDrBmtm3bNvp8xRVXDOlzzz13SFdrT9vJ/c331T0tU1tVz6cq5ATn42uqmuMQEdWB1fycqZ4RFZb0GGOMMWYh8EuPMcYYYxYCv/QYY4wxZiFYtct65Yqe2a1oPkbzZSefA/nJ3KqTZlc/tjPh4xOAsc6Q7QbUloFDsbMuXHWr1fEamT2Ktr9vy7zsBpar23J1qU4yzk7brtyTK6pTgrOjQqpw69kxJMD00+75muq/2ZaLXZxVX70eR4rw2tS2sv0Mz+8qfEAWSgCow9NnrujVcTTZ3gHkYR2qOcVjqPXjz7pf8Bjy2GYnnc9zXPu5W9nZMBqSn8MPsA1Htc/qsTt8rTruJzs2QPNldlfViduVvVd1dAM/M7JxXa6Oaw3b9FQu5tz3t9xyyygf2yvxetCQE2zXVR3lUNkYct9n9pFAfoyP2uby3lHZfW7dunVI67FTfK/sGKuVYEmPMcYYYxYCv/QYY4wxZiFYkXqrivqaRUGtolBmahSgVpewOI1Fl5wGxmIyFqep6I9FhixOVrUanwRbuf5W0Z/5WqayWe7zWtNaG8SNlYqIr1Wn02fiTi1D50/mTqp1YtUSj5f2L8+p6kTizOWyOvGZQxsAY7dgdrNVV9T1Um/146ltYLEyt0fnd6ZSVrUHj7uqC7IIurrmssi9qm7IVJk6nrxH8L2qEASq5j7llFOWrZP2U1+PeY1ra224ZxVltgrdwG2poviyS7yOM6/HbF0td+8eXcM8tlPVFFXYiUr9wp+5frxmgToq/lrR11PnURZBWVWa11xzzZDmMdf9mNVblTs797fu1Vk+rTtf4zlVrXOeX9dff/0o3+WXXz6k77rrrtG1LDSK3ssu68YYY4wxhF96jDHGGLMQrDpUbKVWYJGZig8zrwsV6VXRIFlcWYlJuR4snlMxKYvdWPyvEZk5X2UBz2K3SsRbRS/t+22eqpG+DapSyA411LpkVvvVwYDVgXSVCD1TR1Vqjirqa+bdUEUerdSiHJFZPRMqT4q1pO8LnUs8b1mdofXkfHxNowLzWlVVHt+7mrvZGFaq1swzDxiv7+og46p+3C5Wletc7Os7T8/K7LDHbE/TOmaHAWub+T66B2fqrWqfrTwws0Nhp6q3tH6V51WmBqnUOfMgIoZ6q/qQx4j3TFUlqTdTzwUXXDD6zHufmnpkHqoayTpTb+l8zNRxlXqa9xQ9VJSjMKs5i6qhl6vfcp8zLOkxxhhjzELglx5jjDHGLAR+6THGGGPMQrBim57MJic7LVt1fNmp1RrtlvVz6nbKOj/WNWpUzp07dw5pjvh45plnjvKx/pN1wapbZNsGvnbCCSeM8lVuptVJuMy83ZwjYqiL1oNdENklWfOx7pl/o+2v9PeZG+ty9e2p+obryLrmyr0xO3Fd664uopmbura/mg9rRUQMfanjlLmHVyfec39pn1SuwlNtddYisiqTnfSt9kjcZrVn4HpkITiYea3RiJhkN8T1OuaYY0bXeN1mJ2wD022wKjvFrN/U7jEL0VGFNanscbgMtYPhOct9oTY86+Gy3veXrjeG66jPzMym57777ht9zqIfA+M+rmzyuI7VyQJZyJZq7+Pf6EnqvE4r+8tq77FNjzHGGGMM4ZceY4wxxiwEq3ZZV1FoJlqqImVWIk6+piKz7LBIFeOzyJNFf5qPxabVQXiZeFZVJ9lBffo7vm+Vbx6wCH3qvapDO6tDHqvwAxlVhOqprtDzzsftqkTX66HeYqp6Zm7D+pnneuUaOnWcKpXb1HtVZPtKFWahqnvVxr6M9Yi0Xal8eSzVRZ3HstpLs37Ta9WellGNHberisY/tY+nqr5UDbYe+2w/v3VfzNabqpyyg0l1z+Hf6TX+zOVl4Ri0fvqM4zI4n84vzsdjpGrnLDQFkIdNqSL/V1jSY4wxxpiFwC89xhhjjFkIVnzgaC8Oq1QYVaRMFpOxKEx/w2I2FYVxGWyJrqK1LPqsijRZxMeHSmokSPbeqdQ5XA8VwWUqskoNOC/6MasO9+S0ioYfeuihIc3eWxrJOosGqp8zDxwgVxFV82aqmnHqwZiViJfnoUaOXa8DR/v7VJ5SVaThTB1ceW9VaoVMDb3c5+Xqqp95DqhqLvMSUY9OLk/XN88dVhWouqGf6/OKyNxaG/q18nZkjx8+bFKvMdV4VfM2i84M5BHHqzVXqbynqiorMvXL1MNS15K+rdVzkdumkZt5XbIaU1VYPAeOOuqo0TW+d3VA6NS+z1TS2kaeU9V+zPl0THj98bNF71V5QzOW9BhjjDFmIfBLjzHGGGMWAr/0GGOMMWYhWLVCs4pwy/q66gTvysWMy1cbkexUX9UTZm5wletgZfMwNTIr2xdMtWVQfeQ8T3AGxnYDla65ilbM48J9yjpjYKyTnarnr9ypq/mV6XV1rmWnp+u8rq5lp8JXEWvnSd/2ai6xHUBlw8FtVVsuHoup4Qm0DyqXZSazC6psvtgmorLp0Xma1Wm91+bS0tKw1nQPyiLfV9GleYx0vLJ8wHjcKzuuqXtaNjcqW53MXVnLqyIQZzZHwP5rYB70/aP7Z2Y7WbWzimReRd7Oxqh6ZlbhDHhuVGOUhfJQu6Xsma71qNzop9pnWdJjjDHGmIXALz3GGGOMWQhWrN7qxVdTxdWqfshctvUwxyriMV+rVCcsQuNDS1XMyL9jcWd18FnlfldFiWYx3hS10jwPNezHqXIZ5bHUceAwAKwq4O+BsdhRXWmzA0enqgUr1/5KJJ+FTlBVDtdPReg8ttUhftmBn2sJqyv1fqwiOemkk4a0qkSy8AGqXq5UP9k+oKLnbI5pvkxdqW3kz7zu+dBhYNyWE088cdmygTpydT/X1yMUQRWhOgu1AeRRclWtwOoHVaVNPRQ2m9+Vaq5yL87uVanVqkOOpx5aOi/6PURVPVlE5kq9xb/RKNy876jqlvuHQ7loX2eqJN1ntfzlfgOM+746XLqKSM17K881vZfu3RmW9BhjjDFmIfBLjzHGGGMWgjU7cHQ1nk0s/lRVz9QDR1lkqOqXTEStYjHOV4lxWS021ftE1XYsXq2szddT7Kpjl/VBdXhj5eW0mkMeK/VplS/7jbaxUi0yVfnZwX2VmmBe8MGGKh5mMThHatV8UyPrZioW/VzN4Uy9peVVkYCz8rgdVbT0ql1VhNj1PHC0Ugtmh7YCeUTtSvVZec0wq13DUw90zca5ekZUVF5IU/eBA6Gfj5UquPIuzrwv2dMYGM+VSn2U1QHI+3SqR1lVfuU5WtWdqQ4nrrz0RnWalMsYY4wx5hDHLz3GGGOMWQj80mOMMcaYhWBFNj2ttUE/WulrMzc1II+8qOVxPnWz5N+xq6baA7AOkXWG6jrIdjeVCzTbQHB51UnIlS60cuFbD/q26hhx27hvVA87NVpuFZk30yFX9htTo7lmNkf6OYtC+lT34rxsNzM1GupawmtTXVmPPfbYIX3qqacOaXVz3r59+5CuXIord+7MRqRyjZ164nZlR8D3raLsVjZCvA6OPPLIIa22E/fff39a/lrQWhvsOrR/eWx5beop61x/Tuvc5LbxPOnr0VPZ4LCdVGXvxWNZzS8uv4omzeVxG4HxWHI/qVuz2lzOk6l2igrPZw75oeucP6tLOZfPc6AKr1GFnmGmRvTndugazU50APLnjDJ1n7WkxxhjjDELgV96jDHGGLMQrFi91YuaqgPeKnFX5jpeqcEq11JWVanocqrrI4t4uU4qgstEf1XU1MotvVKRZZGv15L+HipqzqJjan9kfVC52Vb3qg6uW67eWrZSicYzkWkldlcyd8yq/fOkr7uqY1j0z+JxVT8wlSqpUnVwWzlfpY6qIjxn61vXReV6zVTrluditTb7z/Nam621oa26p/G85ci699133yjf7t27hzTv1ar2YJWI7unZOtN5M1Ulwq7z1Trj31WqDe7/6jBP7kM9gJb7aR601oZ+1P0zC9mi48BUKqLKXCJTVa72QGy+F6ervY7rO1XdvVze7F5T16MlPcYYY4xZCPzSY4wxxpiFYEXqLY76Wh0sVnlIZNbcKtKqIvyyOI3F9arC4DqyKJGj0urnKmJy5nk2NRJklVfv1Ysj53ngaH/P6lBYVpWo1xvDokYVIXN5ehhpplKoDgasor5mh4dWB1Tyb6Z6eem9p4qW5wWPZxXtlMdJVQI8Nqw60XysItF+5X7gemgfZKJ9FVlzX1bicZ6brJKtROV6LVNp6Zzo+2NeassNGzYM6069a7jf+BBlVW/9wz/8w5DmNfzggw+O8rH30jHHHDO6lqkqqz2d0Xw8b6o1wb/jstVbKcsH5JHB1fOO5/m86PtR5wvXkfeg6vDUyvyCqQ665ms6t/laFV2dP0/1VmYqL9lqT+G+qSJXV1jSY4wxxpiFwC89xhhjjFkI/NJjjDHGmIVgxaes93qzSidXuYxm7q6qk61cGjPd+9Qovmo/k+lM1TUzc+GsdPuV7nqKHcg83WL7e1RjWUVanmo/w9fUZTYby8p+htF+y+6ldeJr/BvVp0+16VlN1Om1pu8LbQPbWGV2O3qN02qjxXYgeq/M1b2ylapsAqaGFshO0q5sEaa6xq7X+PH9+vmq/cbtfuCBB4b0pz/96TQf2zvt2rUrva/aOuqa6dF+yvLpGPGaq/ZPHpcqkn4VcoFtPZmHHnpo9Fn7bT2pwrJk+Xg+6NrL7BRXUsbUkB3Zmpj6LKxCXcw7xIclPcYYY4xZCPzSY4wxxpiFYMXqrV70pKLFqQdmsmiNXe5UjKuRSJlMJaIiMy5/SoRVYCzeU1fuLNpoddBpJRqvosP2dZ+XemvDhg3DPTLxtN5f25K5/1Yqikr1VYk/px7OyuJaPqi2clmvxKlV+zM1YDaW84TdnKs5c++99w5pdXPOwilo/dl1WNUI2cGf1SGCvDa1jzNXW21jdqikrk12AdcyMlWa7gPzjJIOzMayr2e1t/A62LFjxygfq3E4Ire6rFf7YhZBeapaUMkirlfhDKaqI3WOcps536OPPjrKp5/nQRZ+JItqrO3kfuN5rnODx1Ld+3luV4fCZmp63RsysxKdC1lEf11TPK81REYWcqPqzwpLeowxxhizEPilxxhjjDELgV96jDHGGLMQrPgYiuzU8Ewfri5xWch5dZWrbHoy93PW4wJjHSKHYp96JEF1MnTlbpi5XGr5rMdUfeRKjrZYDUtLS0Nd9F5c/0qHynAZbEsDjMdS+zQ7UVjrlIUVqOyz2O1a51dm06Nzg+un+n8ev+pk5Kn2bgdCa22oQ9XWu+++e0jffvvto3zc55mbOwA873nPS6/xPOb1qOuA50RlU5XZvVX2DDwuautRjVk2TpVr9DzgsVQXa25P5r4OjPuD21mFBtH+4HWcHQei17QdTOaWXJ24XdnU8XzVa2wXkp0Cr9fmQWtt6OOq/lP3kmouVvszjzOXoeVlNq26p6vNUE91nFRVv2o+ZOO3WltJS3qMMcYYsxD4pccYY4wxC8GKXdZ7sWklgluNW1mlzqlOrWYxrp5IvGXLliHNrrUq0mPxGUcNVZEe14PvpXXXqMMZlcvlvE9ZZ1TkzXXhftOx477naxrBl/tH1ZbZ6cLVqcmczsSswFjErXOI5yi3Q/Nxu3R+ZaEOVGS+XuqRfq5oH3N9+JRpVW9xX3L/qAqLIznrGtE+6mFXWyBXR+kc477jfFNPWdf68NzWCMTclsoNt2/LvE7oXlpaGsawEuFz/bWO2WncU1X2wFg9yXNKwxRkaitVW3L5VeTf7BlRnT4+NaKxrkV+RuzcuTMtY7VERNqezIygUjlxWtXtvO/qeuO1zf3GqmpgvNaz6Opax6kR0LnuOq+5j9RlPXuf0Dk/1YzAkh5jjDHGLAR+6THGGGPMQrBi9VZ2EGZmZa8iJxZrcT5VCbA4TlUYLAqrVBPsscVivMr7gFUxKmZjUTnXQQ/CY1Gwijb5M/eZerf0ost5qbciYmi39hu3k+ul/cGfWdTPKhRgLDJVcerUQwiZSqXJ13hOaf9y3/M8UQ9AFhOr2pLryN4z6kkzVd15oPRzpToY9Z577hnSN9100yjf0UcfPaS57/g3wHisdS1xX7K4nctWMtE7MFalsHqjUoPxnNC1manfgFxFqfO+3yPmuTaziOyZWnCqeqs6YFKv8bzldOWVxdeqKL78m6kRnqvydD5k3oG6r1RewmtFXzftN243932lFuRxULUze/rpvM9MEbK6av2q51h10Cn378MPPzykdU3x+mWVI5BH9Nd+qkxuGEt6jDHGGLMQ+KXHGGOMMQuBX3qMMcYYsxCs+pT1yhW9cufOdMiqj2PdnZ4MfPXVVw9pPjVa7QFuvfXWIc12Cddcc80oH59QzPW76qqrRvlYZ8ptVN1qdXp6dlqx9lOv45zXic7sFqv6Va4XR/BV3fstt9wypNmOZdu2baN8PFfU3of7g8dP+yM79bpyW8xO8tY6sU2JzjWeX2qPxHOW5wb/RvPNi6WlpUHfr+OZnQav9gzcr/wbPcH7xBNPHNL/8A//MLrGNlDHHnvskJ56Gru6kfPYcJ3UrZftjLj9Oma8btn+CBjPzRtuuGFIa/t7W6XK7uxA2Lx589DHas/I8533yOq0cF4Tum9nkZv1XtxvVQgRTqsdSGbrWe1xlYtylg/IbZp03mjIhbWmtTaMUxaWBKjd+Xk+8z7ziU98YpRv165dQ1rnDdv48DV1bed7cX+rXSKXV4UkYbu+K664Ykjfddddo3w8l9W+l/eOLNQIMO5f3ccZS3qMMcYYsxD4pccYY4wxC0GsxO0yInYBuOspM5q15MzW2vFrXajH8qDh8Xzm4LF8ZrHm4+mxPGikY7milx5jjDHGmEMVq7eMMcYYsxD4pccYY4wxC8HT+qUnIo6NiGu7f/dGxHb6nB8/bJ52RMTebtxujIgPRMRzniL/RyLi0i69NSKOW5+amrUiIk6KiN+LiM9ExNUR8WcR8cIVlnFURHznvOpopkNr+LqI+FREvPpg12lRWe2zMSLOiogbk2s/HhFfllx7e0ScIt99bUT8UES84VCaC0/rl57W2u7W2kWttYsAvAfAz/WfW2tfjIgVxxk6ECIiP7TEPBWPdeP2UgBfBPAdB7tCABAzntbr4FAkZkE+PgjgI62157fWLgHw7wCcWP9yP44C4Jeepwf9Gr4Qs7H8yYNdoUXlqZ6NqyzzR1pr/1O/7557bwdwilz6JwA+BOANAPzSMy8i4r0R8Z6I+CSAn4mIiyLi7yPi+oj4YEQc3eVjScFxEbG1S58fEVd0b8TXR8S53fffQN//Uv+CExGPRMTPRsR1AF51UBr9zONjAF7Q/YXwp/2XEfELEfH26ocR8X2dtOjGiPje7rufiojvojw/GhHf36V/ICKu7Mb6x7rvzoqIWyLiNwDcCOD0tW/iwvNGAHtaa+/pv2itXQfgbyPiHd343RARbwOAiDgyIj7cSRBuiIiv7H72UwCe363Ld6x/M0zC8wA8CJRjh4j4f7q19rcR8bv9ujTzJ3vWAdgYEb8SETdFxF9GxOFd/vdGxFu69NaI+OmI+BSArwNwKYDf7so6vPuj5iIAD2D2B+z/3V17bbe/Xt7d88MRcQaV/56IuCoibo2IN693nwCriMj8NOE0AK9ure2NiOsBfHdr7aMR8eMA/gOA7y1++x0A/ktr7bc7MeDGiHgxgLcB+JLW2p6IeDeArwfwGwCOAPDJ1tq/nmuLFoROOtf/hbDS314C4F8AeCWAAPDJiPgogPcDeCeA/9plfSuA/zUi3gTgXACv6PL/94h4HYC7u++/ubX29wfWIpPwUgBXL/P9/4bZZnkhgOMAXBkRfwNgF4Cvbq19LmaqzL+PiP8O4N8CeGn3F605uBweEdcCeDaAkwH8o+77x7H82F0K4GswG+vNAD6F5eeEmQ/7Peswk7SeC+DrWmv/MiJ+H7Mx+q1lfr+7tfZyAIiIbwXw/a21q7rPLwdwXWvtzoh4D4BHWmv/ubv2JwDe11p7X0R8C4B3AfiqrsyzMNuPnw/gryPiBa21cQj5OXOovvR89bjmkwAAIABJREFUoHvh2QLgqNbaR7vv3wfgA0/x278D8EMRcRqAP2qt3RYRXwrgEsw2YAA4HMDOLv9eAH+45i1YPPoNE5hJev4bVi4SfQ2AD7bWHgWAiPgjAK9trb0rIk6Imc75eAAPtta2RcT3AHgTgP7ckSMxW/B3A7jLLzwHhdcA+N3W2l4A93UvrZcB+HMAP9G9lC4BOBUrV4WZ+fJY//IZEa8C8BsR8VLM/qBYbuy+BMAfdw+1x7uHoVk/lnvWAcCdrbV+L74asxeR5Xh/UfaXY7Zml+NVmP1xAwC/CeBn6Nrvt9aWANwWEXcAOA/AtVhHDtWXnvygmX08iX3qu+HgmNba78RMNfZPAfxZRHw7Zov2fa21f7dMOY93G7Q5MB7Tv9YjgscIoHFaBR8A8BYAJ2HfYg0AP9la+yW571mYNofM6rkJs/GYytdj9sJ6SSdt3YoDmw9mjrTW/q6T6hwP4CvgsTvoRMRXY6bpAIBvTZ51dwDgA7L2YvZH/nJUe+SbMJMQrRQNDLjugQIPOZseprX2MIAHI+K13VffCKCX+mzFTHoD0OYbEecAuKO19i4AfwzgZQA+DOAtEXFCl+eYiDhz/i1YeO4C8JKIOCwijgLwpU+R/2MAvioinhMRRwD46u47YPai87WYjXUv7fsLAN8SEUcCQESc2o+xmTuXAzgsIr6t/yIiXgbgIQBvi4iNEXE8gNcBuALAFgA7u4fmGwH06+/zAManlZqDTkSch5m6ZDfysfs4gH8WEc/u1uBBseFYFFprHyRj5quSZ91qGdZhp2HZ1Frbrdc6PoHZXgzM/pj5GF373yNiQ0Q8H8A5AG7BOnOoSnqYbwbwnpi5QN+Bmc0HAPxnAL/fbbr/g/K/FcA3RsQeAPcC+InW2gMR8cMA/jJmnjx7AHwXHD58rnQqqN/HzJj4TuxTQ2X5PxUR78XsIQkAv9pau6a7dlNEPBfA9tbaju67v+zstf6uE+s+AuAbMPvrxsyR1lrr/vJ8Z0T8IGZ2H1sxs7c7EsB1mP2V929aa/dGxG8D+JOIuAHAVQBu7srZHREfj5mb7Z+31n7gIDTHzGAVdWBmE7e3GLsrO9ue6wHcB+AGAA8fhHovKvs96zAzQF8N78XsOfsYgJ8FwF5efwLgD2JmwP7d3b9fj4gfwMxW719Q3rsx27+fB+A71tueB/AxFMYYY+ZERBzZWnuk+6P0bwB8W2vtUwe7Xmb1RMSvYvYH54psIrs/WP+0tfYHc6nYRJ4Jkh5jjDFPT345Il6CmY3P+/zCc+jTWvvWg12HA8GSHmOMMcYsBIe0IbMxxhhjzFT80mOMMcaYhcAvPcYYY4xZCPzSY4wxxpiFYEXeWxs2bGgbNy5/0DgbRHcxUQAAS0tLWsay+Z71rGeN8vF9qmtcxlSq3+zduy+Ei9adP+/ZsyfN9+STT6bXVtpPTz75JJaWllbeyKdg48aN6VhmaL9xnaeOg7Yz+91qxhUY9+9qypuHYT/fe8+ePfe31o5f63tUa3NKvYDx2PA6rfpEr62m//lada+1KGMqU+qxd+/eua3NzZs3P2U9GB4vYHVrcyXjvJryVlOPqWOu+abWd9OmfY/AL3zhC2u+NnksK7i+OpZZf1Rr77DDDhtde/azn71smtsPjJ9rjO4t2XPy0UfHQZy/8IUvLFveWsxXzcefH3/88XQsV/TSs3HjRhx77LHL3vDxx/fFGOJBfuKJJ0b5+AWG851xxhmjfEcffXR67aijjhrSXA8dQH3AcjsY/t2DDz44pLlNAPC5z31uSO/atWtIf/7znx/l271795B+7LHHRte++MUvDmmemDo5+mv333//sm04UDZu3IiTTjoJQN5PwHgh6csnT3BeSFV52qfZBNd7ZS/LSrZodZHxHOCX1KkP8QptP4/zZz/72bkEvOS1qWQv17ox8njyNd7gtDwdT+4v/p3ei/PxWOi9GJ4TOgd4DU/9o0PnBN+7mhP9XOd1vpZs3rwZp5122n51AsZ15rbx+gPG48J9Uz1suM2K7uNMth6n/oFTPXj1WvY73S94n2V0LI8/ft9z8aqrrlrztbl582acddZZAPYfS5733L86ljwu2TzXz2efffbo2kte8pIh/cIXvnBIH3fccaN8O3fuHNJcX34eA+Nn4SOPPDKkr7jiilG+a65ZPt6stpHbr/Mkm/P6Msmfb7755nQsrd4yxhhjzEKwIknPk08+Ofx1o2/W/Fb40EMPDekTTxwflPzKV75ySF9wwQVD+rzzzhvle8ELXpCWccQRRyxbv0osyG/I+obIf4Wy1EbfpO+5554hfeeddw7p7du3j/LdfffdQ/q6664bXeO8/BeNvt1Wf3WtBa214f7aHzyWlQouU6doeZnaRMuo/rrm301VQVZ/4fJnTutfiNlfGcC4ndxPKrVbj1hYPJ4qVWG4v7Ve2TXtO26rjjVf4/Gs5gTnU0ndFHW6fs6kTUCttsvmhI5nX2Yl0TwQpq5NrmO1X0xVF1UqjGod8F/tXI9K5ZT1tf6O21+Nl67bbD5oGSzZnwettUHa/5znPGfSb1R6yu3ka9oWHq9eit/zTd/0TUP6xS9+8ZB+7nPHx9rxs5ulL8973vj0Cl6nn/3sZ4e07j3btm1btmyF557OQ77X1PVbYUmPMcYYYxYCv/QYY4wxZiHwS48xxhhjFoIVe2/1OkC1qmedKuvaTj/99FG+N77xjUP60ksvHdLskQWMreoVvndlza1171HLcS7v8MMPH9JqD3DyyScPadY7q83RCSecMKRV185W7+yZpTZS8yYiRm7xDLe78sDh31U6WS5DbTYy+5zK9od/o3pdrlNmm7Tc75b7vearPF8qm4f1oq+rztvMxkXXC69hno+Vjl29EysbsCzfVFuuym4lmxOZNx+wf7u4vlXd12N82S2e4baxzYWOZTa/tbzMy0nLyDzbgNyjSJ8RPObVGs76V7+vyphqA1i1f63IbE0yD8ZqznKf6vzlvldbHbbJ4T7Q9rP9mnolM1m4GX5+6r14r9B83Bc6v7J9trLXq7CkxxhjjDELgV96jDHGGLMQrEi9xajoi0VNF1988ZD+8i//8lG+17/+9UOa1UL33XffKN+OHTuGtKp+soBVKuLNRK36ey6fRcaVC/yWLVuGtLoHcjBFFePxvT/4wQ8OaVZ7Afur4NaaiBjarVE0WZzI/aHi1ExFUbmHaxmZS6rmm+qCmoUmUJFxJpKv1AkqCubyub7a/irA2lrB4zk1eGOlpsnclYHp/V8FlKzc1BmuYyUCZ9VrFXAvUw/ptSrq+0ojX6+UiBj6caqqsnL7Xgt39irgY3ZfzTc1gGTWv1WQTIX7g/d3DT+wHmYFffvUFZ3vPXUPqtRg3DZtJ3/meujez27lbH6hYWI4qOHDDz88pKsgmdzGI488cpSPVV9VJG8uv9o3KizpMcYYY8xC4JceY4wxxiwEK5K7t9YG0ZuKIFnsdO655w7pyy67bJSP1UIsclMxW3WuCou7soi+wFhsWp3pk4mCtY2Zmkbrx6JAPucEGEev5L7Qc3zmHZGZUbErU/Vbpm6oVFNV+ZXXTaaCVBE3/66KgJpFjq28ElV9yuWv5gy4tabvv8qjise68sqaeh5ZFRW2WpuZt5vWKTtDqvLGq7w4q3maqbQyrz3t57WitTa0Z+rZZpUnDzM12q2WX+1HmWel3ivzlNLvM4/cah+pzmHK6gpM9/hZLax2rs7KqvYZLa+n6g89K4u9uXjMdZ/lvufnc+X1xuugiibNaL5K3clt5vtq3atI9KM6TcpljDHGGHOI45ceY4wxxiwEfukxxhhjzEKwIpsejuKrth7sts0npLP7tv6O7Xi0PLYRUv19ZqtT6YarSJb8u8plneFrlT75lFNOGV07++yzhzRHbt66deuydZqnPUjfBrVByU6yVZ0p61Q5n9a56kceC9YNV1GzK3fizD6pcoOs3HYrF1yeK9lcW+5386JvR2W3wO2pImzzbyqXe7Vr4bnPa1PtqzIbnGqtT3UVn9rfuudUdkwHcp+VwvusjhH3D68/zZdFsZ16sjyQR1mvwnAwVfR1TlehA7i9Oje4vlondonm+mloELUlnQdT5hLbLOrzhMeS15G2hfuU3ciBPLqy2qPyqfPssq5jma1fnQs8LzPXcy2/smmqwmBU9qejMiblMsYYY4w5xPFLjzHGGGMWghWrt3rxlUZo5MM4WW2jB59lBzhWh8kpmat05bKeuXpqPVjMpqK6LAKqqtWqurO4jw9ZVVFdL/KdIhpdLX09q0M7KxfJzMW8isis45yNXyUarw5azFRpOiaZirTqC2VqlOh5R/DV+2ofTz04MotwWh0IWfVPdVgorxlWSaqaJpv/WtcscnjlUq9k8yBzbZ/X2mytDX1cRSGuxiEb5yq6dnWgbhWiI1tz2m88tvwbVUnzvstqkEp1wgdqAsCxxx67bL4HHnhglG/btm1Devv27cu04sDgMC/K1JAqPH7VQcCTD9wsIuRn4WCqMqaGg6n2yMo8Yi3eGRhLeowxxhizEPilxxhjjDELwYpPQuxFjKyaAYAzzzxzSJ966qlDWtUPmXdUpaaoDpZjEZyWMVUslompK2+dKl/m1QSMxbXHHHPMkFbx7L333rvsvdaK1tqgYtD+zaKgVtGPuQ9U9cCeFTpGPH7sYaAidBZRc5008mgWrfmRRx4Z5eNrfK9KRKzidW5L5fnD5at4fa1gMXqlXqtUPxmqvs0OcwTGfcJqC71X5uWl+8oU1QCQHyhcRQev1NxVHbIIu2tJ377K26pSP0xVU1QeaLzmOK2eUroGe3St8+84XR0cyWYUqvrkz2pGwdHuuc/YIwmoo9GvBRyRWeF1NfV5Vx26y/Ne5yzvi5WaKYsSXe0pmdoSyNVxK/EizKI1V/1UYUmPMcYYYxYCv/QYY4wxZiHwS48xxhhjFoIVu6z3ejnVoR5//PFDmu1WpkYtrewG+LTX5erUozrOTK9dneKaRQ3V8lknqfWrItgybNOjenHVPa81U21AqvGb2k7Ox5FSgfG4c3+wTh4Y2zzxOJx44omjfGwfwPr6nTt3pvfl32iE4cp+RcM29KjtV2YLtpawjZauAx7PKjovU0Vkrk6EzqLkVrp+Lp/ngF7jdlVzj/tb+577QsvI3KN1TqxHhO0s/EAWrbaKplzZS/Dc1/nMY8R9o9F02T2c98wqH1+rXNt5Dun64zK07rxfcBnqlv6Zz3wG86S1NsxbfZ5ktp/aziz8QHWiue6z/Jn7tzo9ndNTo+zr9/xs5TVVhS5RW53M9ump7p3mm5TLGGOMMeYQxy89xhhjjFkIVh2R+bjjjhtd488srlSRXuYup/my6Mf6uRLdchksMqsONGORY1UnTleHLqrolkV8rBJk0S8A3HLLLWkd1wIWu1YH+VXRjzO1oKoNOJ8efMdz4KyzzhrSp5122igfH2LLqtWqTizK5sirwDgkwK5du4a0iuS5fqp64c98Xz3s784778R60Ne1OvB0qpv6aqMN83yvRNYXXXTRkOYI7trHrLa4++67l00DY3Xwjh070vpxPTRMBLvLVwc73nXXXQDWJyKzkkWNrkT7UyPm6j15LHldqMs6r0FOa/9mz4iKqRG/dd3yNX1WMVOj+B4I/T10XWbmErqncb6q36rQG1w+10PDBXBIjfvuu29Iq/lJdgBtFr0cGI+RqvC4TrquMlV2dThxhSU9xhhjjFkI/NJjjDHGmIXALz3GGGOMWQhWfAxFr0erbFUqu5gszLW6lrLOb+qxEaqfzE5Mr04T5jpVobyz3+h9K3sZtiFQF+3VhtieysaNGwfbGO37LCR6ZcOQ6Yyr8oCxKyXb7bzsZS8b5WMbELb7qFwpe9sLANi6desoH19jmxudQ2yvpbYMJ5988pDm+ao2JfM+UgSY9Wvvilq5yFcnn7POncvQdZDp6bV87jvuKwB4zWteM6TPPvvsIa02PbxGbrzxxiGtNm+33377kOY5Ue0d6tZ7yimnDGm2A9HwEQ899BCA/W351oqIGOw6dG/hsajC+vMarPa07PgO/czu0RquhO2uuE465ty/1fzK6qvzutpz2J6ocm1fD/p6VvZDU48UYapjcXQ+ZKFdtE/5uB6279GwLDz3eW6oGz3/bqrNjbY3Cz2jz/GpIVQs6THGGGPMQuCXHmOMMcYsBCtWb/UiKj0NmUWe7O6p4m897XqoiIimqsipLO6q1EAs7qtEX3wvFvdVIscsSiYwFvGpax6L5Dgypora+3rMyy12aWlpuIeKHbltrO7RdvLnTG0HjEXKz3/+80fX2DX9wgsvHNLsvg6M1R7cb+remYULUPUhR8Dm0AHqUs9iXC2D68Tzi+c/AFx//fWYNxxOQsW+vAZ5zFSVl6kVHn300VE+VvOpOzCrFVhdec4554zyXXzxxUP6pJNOWrauwHhd8Dyt3KG5PB1Pbpeq0ji696mnnjqkVb112223AZgeAXal8FiqSpX7h++varAsir2uYd6fdA/iecyqqcplvTpxO3M/1/XCdaqi8XP5WgbvObwfqWpO59taw6esVyEBKpUsf+Y+rPZj3Rd5XLh/dQ/gcBu7d+8e0jq/sjAFqi7jcA+V2cfU9q8FlvQYY4wxZiHwS48xxhhjFoIVq7d6kWKlVqiifGYRlFWVxGqd6oBQpiqjOkCRy1d1FFN5pWX31XxcdxYTq5i1b4uKH9eK1tqgulFxNd8zOxQPGKsHWJz8ohe9aJSPVQXnn3/+6Nq55547pFn0rKqkrH465ln/ctRfrS+rNVRkXEWazlSwOmbzFqED4yi+KurPVFrqacGfK7Uql69jfd555w3pl7zkJUP6zDPPHOXj/udxqtTVrH4544wzRtd4LvI1VY9Ukdm5Tqxe5YjdwD6vJD28cq3gaOnV3GGVg6ogWa1XRYjnz7r3cZR4VhlWqgkeS937eH5V3rRcX65TFcVXVXNZGaqmmffhsbwudW/JIqVXdeJrOg5chl6b+nzODl9WtRWPJefT9ZZ5UFdezVU06bXwarakxxhjjDELgV96jDHGGLMQ+KXHGGOMMQvBqk9Zr04+z9zjgLFONYsSCUw/GbjS8bG+stIZZrZFVWTI7MR1YNyW6qT2inm5qvds2LBhsGHQyKls/8I2BWoPwK7embsvMHYnVhsFtg9hvXEf9bYnG+fK3b76PduAqD1AhtaJ501lP1TZJ60l/ZxRWx3u82z9AeM2sEu/upuzzQxHygbGIQh4H9BxYt0/j7tGzOU6cjt0HvF4cv+rjQHbFeg1ri+3UddH38brrrsO86C1NoyT9hvP1co+i204uG90bfK61fAD/Dtep7oP8L0z93X9ndpTMTzmVcRonq+VfRbn0zK0jmtNRAz7hD53pkZaZnjeV7auU21ONao4h2e45557hjS7sgPjNVs9qzhf9QyeSuXaPtXex5IeY4wxxiwEfukxxhhjzEKwYpf1HhVp8ecs/VRlrCZfda/MDXC1dc9UWpWKpVJ9rYUabLVs2rRpUE+pGzm7IbOqoFI9cNRTVT2wqiSLygqMRaEqqmQ1KY9LFTW7ColQideZ7NBFrSPnq8I5zAtWPVcqxOrARVbDcQRejpQNjOcHj61+ZlWahkXg8cz6UT/zGFau19Wc4LGoIldzGboW+7qvR0RmHcsspIaOA0esZvUcR8kGxq75Gq2Y13R18DBH2Z+691fjwFThRLhvqjXHZehYzmsMl2Pe7vFT71WFVMmi8WsYjurZxWT9q7+ZGqKmatfUsbSkxxhjjDELgV96jDHGGLMQrFi91Yt9VYTMoiUWQWkkR7YWZ3WBis9YrK0qkUwUpmVwPi6vEpGpNTvD9eV2aRuzqMB6b66T5luLyJMVhx12GM4++2wAwFd8xVeMrrH6gseZI7QCeYRVFWtXonEWc2YRtLUeldg1Q+9bRQfN7queHplnkR5kqf02DzZu3DioI9SjitUULPbXQzvZk4cj8LKXHjBuX6UuYHWEzm/uy0odnEWg1fHMIgtX465wHVklqBGue5VvVdaBsGHDhmE+ccRyrQv3taqm2EuLo2HzGANjbzCNVsz9yHuw7p+sMuUyKnVDteYy1aeqsLK+AMZzPisP2H8NzJPKG5jRtmQHjurvp0a55t+pB2MWXVlV+wyPg/Yn74v8nFyJx3PVLsbeW8YYY4wxhF96jDHGGLMQ+KXHGGOMMQvBiiMy93qzqZGQp7pzV7r86nTazMWuqtPUCJIK6zs5rbp9rpPagWQnXq+3K+WmTZsG/b66rLMbK7eT9eTA+CRnbpfaBjDVKcecruwLprrCVnYImf1QZY+kZbAdCZehbuHzjvoKzPqnt+N47WtfO7rG7ufcjzqeXE9ug9rvcb6pp1ZX0Wi5fO3/qSfUV9GfGb6X2ilkEWMzN/p52d1t3LhxsANT+yy2p2I3dbUb47Flmyydi9y2z33uc2mdeJx1j8wiLeu9+BrvfdVel0U9B8ZzQ+cNz1/Op2VMjcZ+IPT9U+2L1ekEU6nsYrh/qkje/Jlteipb1+w+1TVtY/XcZaqozrbpMcYYY4wh/NJjjDHGmIVgxT6XvUhJxVgsnqrUFCxCZZEZR/UExuI5jcSZuS9Xru1TXeC5HioiZHXOo48+mpY3VZ1RqePW48DRXuyrB2nee++9y9ZDRcMsrmYR8u7du0f5ePz0wMPskDzuX2A8LlWUVr7Gh+RV6kOeT6rK4Daqe2cm8tc5P1VFcyAcdthhQ7TdCy64YHSN1ZU8V9XNma9xP+hhgwyrzpQsKi6Qj2cVWbc65DDr46rvK9Ucj/W816LyrGc9C6effjoA4Lzzzhtd47Fk1YyOA89p7gNVU3A+dWfPVFA6H3j/4N/oWuK1ymOpYz5VXcbl6V6auanrPNQ1MA/6+aPzKFPrVWqbKnJxdaBrFsVe90V+PnNa92Pu7yrCc1Y/nRvZM13LzPYorUeFJT3GGGOMWQj80mOMMcaYhWDF6q1e1KaipMw7amo05amRWLP6AHUky+w3mq/y8srqW9V9qjV7FoF4Xh4ie/bswY4dOwAA119//ejaPffcM6T5/g888MAoH4sXWfS8a9euUT4WIVeRt1nEyapEoFZVZVS/YS8FFoVXInkV62cRxVk9COzflnnAh1SqCoPrmUXRBsZrtVIdVOLxbL6rlwiLzrkMne+sUq08PHjN8VrS+nHdVV2ZeVNqvn4ezOtQYPaS1b7nsWX1nHohZVHhdU/kaLrqpZepHafuSVp3VrPx3NN5yHsJz8PK86w6RJr7Sefhaj2lVkL2HMq+X+1B3Dx+OkaV11NWJvfNVK/W6mDSqV6yqprLDiTWdli9ZYwxxhhD+KXHGGOMMQuBX3qMMcYYsxCs2qZHdaHZCeTVqdpVNOXq2tTTjTO7INXFs853qvvdVL1opWes9NW9XnNqpMqV8vjjj+PWW28d0gz3Faf5tGb9HfehjhdHjtUTu1nPz+lqjKpo3ZmLeWXLwGOpLs7c/gcffHB0LTs1eNu2baN8n/nMZzBvnnjiCdx5550AgMsvv3x0je092L6qd4vuyWy0dK5zH6mdU+Zeq+uA7b64H3U8eZyqE7w1nEJPFYm7t2lb7t6cT220br75ZgD1ydMHwp49e7Bz504AwJVXXjm6duONNw5pnnMaCoLHj8dLIzdz5OKTTz45rROvK7UZ6+sK5HsCMD6Bm+uup9jzPOT66R7Jc0BDnmTu22pveN9992G9qOyOptqSVnsf909l0zM1MjKPX2W7V7mbZ5HXqxAi1ZqtnqdVJPbRvSblMsYYY4w5xPFLjzHGGGMWghWrt1ZKpaaooilXLuFTI1RmYrHqANOph6VWbnosTq3EgpU4rv/dvKLB7t27d4ikqv3B4msWV992222jfKzaULdehtV4Kl7P3FM1UirXqXJJ5rnBddc2ssify9MIz1yeup5nc0VF7VVE47WC1VvaVl5zrC5QlQirFVhdVLl9b9myZXQtW5sqbt+6deuQzlz/l7t3BqtIeAzVDZvRyOE8D3is9SDO7du3A5h+CONK2bNnz6BS0z2C+4fXnLqs8/hxf2g+7rdqPmRqCmCszs32DmC8L1bRg7lOXF9Vg3G7dCyySN66Fq+77jqsF1NDr2i+rN9W4vad5av2Cp5rqqqcGhKAP+tBzFmddH5VIS1WgyU9xhhjjFkI/NJjjDHGmIVgReqt1tog8tIDyLKDRFXtwaLGytK/OsAxU/lUnmJMpbaqPEkydZzet/JkYvEc32teXloZrbXhnpV3HPeVjjl/ZnWA9huLKzWqcxbZU71xMrFmFfW1EoVmasZK5VipRStPPBbrqvfIWrF3796hb7WPeT5ynxxzzDGjfNwengO6/lgNpCJrXkvVAYPsCcf7haop+F5To7HyNZ0DlXqZxzBTZQPzP0CWVc+qWuP28N6qcy6LHl8dUqkq5Sxauraf1bnZ/q7lZWXrZ86n6q1qnFm9U0VdXo/DZPt6VicGVCqcLNq4rqnM+1J/V6nIuK8qjzLed3nM9XmfHRBaqeamnoRQre0KS3qMMcYYsxD4pccYY4wxC4FfeowxxhizEKzYpqfX36l9B+vy+Jq6SGaRm9WmhXWSVfRGrR+T6XKnRomubDgqV9rK3iezH8lcdeelc26tDfdXuwHW7Wc2N1xHTWcnxmtaP1eu40wVlTSL7DnV3qtygdd2ZfYr2sb1OGUd2NfG+++/P83D7VFbnSwKehV9XK9x+Wz7ofvAVDsQngdTbbS4/3XOVq7B3OYquu16nLLe2z/o2uR6ZfYXwLgf2U5K7UC4zWoLltmIqL0d7/3cJ9VYViduZ7Y/aqdSzYfMJV5dued9ynpEDG2tIjJXp6BXczZDnydZNHPNx595LKu6V6cn8Nqu7CWnXpvq9l9hSY8xxhhjFgK/9BhjjDFmIVixeqsXB6prWiYWq6K5VlE5WTSuYs3swNFKRFaJvDPXx+oa9CdRAAANl0lEQVTQtswFUOtXudVxn2Xus6qCWCsiYqh35T5YRe/kPmD1hY4ll69qKx5bbquOeSZqrdyJM1dtLa867I7Ra9xOFvlX7p3zIiKGOqj6gT9XLq88vlxnzVeJm6t1xnA9svrpterA0Uw1qmrz6kBhHs/KvXZeaq2eDRs2DOtJ5w4f2lmpt7jdrK7W9VetuSyyvObLxlxd29nlvOrDTOVdUZlAVPeaV1TtnqWlpaGPq7ZkbulAHdmc4bmi5iesTuZxqUKqVPsiqy65bC2P5+hUd3tdb9WzNiujwpIeY4wxxiwEfukxxhhjzELglx5jjDHGLAQrtunpdXnqhst6vSrsOeuQK5301FPRKz1eZvtRud9lboT6ubL94TLUbZPLYH1ydXTDvOjrqXp+vjfbbukYcd9nJwErlT0A90HVp1VYAdYpV7rwqWHZq/Dome2W9hMf1aAuyGtJ3xeVTQDPx8q2rXLBr44QYHitq11FtuY0X7ZHVPed6tZa7QNVvn4Oz/PomMwOhceI+1frMtVlm/PpPpD1ge651fphMhsvLS87cbtaw9VRKVWIi3nvs+yyXtnGMdqH1YnpGVkIFK2H2v+xvQ/bgmlduXweFz0qhMvnvV/7orLX43tV86GyIWQs6THGGGPMQuCXHmOMMcYsBCtSbwH7xFIqSmI1CIsQVZ3B4i8WVakaqIoAOlWVkonote6Z6qtynWPRmraRxcQq7mNRHau3VF3YixnXK5ovw/fMog7rtUqlx/2TqQqA6W6LLAqtIsxW5fGYV9F3+bOK/3mec5urNs6L1trQdr1/5parYmRWkVRhF1ZzQvbU0A2q1uGxrsTX2XrUNmYqWb0X95net9+PpkaAXSkcGkT7l/fZTMWg17gPVL1TrRG+VkWP58+c1n0g22d1DWfhB6qQEUoWCVjrvmXLlrSMtYCja2vfZ8+a1Ubhr56LmXpLwwocddRRQ5r7RsvL+lTHpNpbs/rpvOF1Walqrd4yxhhjjCH80mOMMcaYhWBF6q2IGERUKkriCJAsnqpEnFXk5iw6bF+P5cpTuEz+zdTyKo+y7PdAfZhedsDf7t27R/l6kd68DhwF9oksqwPuWKypasYsMm91aGfVp5xWbxT+HV9Tr42pao4sIvPUCKXL1bGnEmPPk8xLJIskruJhXqs87qqemxqRmZmqOlG4/KleY5U3GKPjWalNmXkfUgnsq1ulWlwufw+3ZarHS+W5ODXCceUplak7tbyp0dcrbz6ey1Xd5xXxfjmqOct7SeUtWY0Xm1LoAb9ZpGw1vzj22GOH9EknnTSkVQ3IHqmMPiOOPvroIc3tUFOBSlWZqcUqL68KS3qMMcYYsxD4pccYY4wxC4FfeowxxhizEKzIpmfv3r14+OGHAdQuxZdffvmQvu2220b52B2a9a6q/2XXOdVjs41BpSfNdL6VDQtHllb4Gutgq6iWCts+7dq1a0hrP/Uus1Pd8FZKa21oQ+WOOPXk2ioqK5cx9XTlylaEx0910vy76vTurI1Ve3UssjZXNk3zgl3WVV+eRRmvbDhYx652eXxNbSIymwPNl7k5V/ZI2Snoeq/Kbqmyr+J+q+Zzv1fNy1ZraWlpWP86b3mfrKLWZ9GldW5yOytX9CpCNVNF583CU1Tu1dV8rU4t5z24sumZ1/7aw+EHFK4X1zebb5rWtnA4gzvuuGN07eMf//iy6f553sMR47l+27dvH+XjZzxz5513jj7zc5LtjO6///5Rvioaf2ZDqP06NXK1JT3GGGOMWQj80mOMMcaYhSBWIqKNiF0A7ppfdcwynNlaO36tC/VYHjQ8ns8cPJbPLNZ8PD2WB410LFf00mOMMcYYc6hi9ZYxxhhjFgK/9BhjjDFmIXjavvRExN6IuDYiboyID0TEc54i/0ci4tIuvTUijlufmprVEBE/FBE3RcT13Ti/cg3KHObAgeQxT808xo/KfkNE/OlalWdmRMRXRUSLiPMm5l92H42IPK7H8uWsKH9Rztsj4pS1KOuZTEQc263JayPi3ojYTp+f9dQlPLN52r70AHistXZRa+2lAL4I4DsOdoUAIGY8nfvtaU9EvArAmwG8vLX2MgBfBmDbwa2VmcrTefwiYkWxxxaMrwPwt93/hyJvB+CXnqegtba7e3ZeBOA9AH6u/9xa++J6r5GIyIPpHQQOlYf3xwC8QP8CjIhfiIi3Vz+MiO/rpEU3RsT3dt/9VER8F+X50Yj4/i79AxFxZfcX7I91350VEbdExG8AuBHA6WvfxIXiZAD3t9aeAIDW2v2ttXsi4ke6vr8xIn45ukhUnXTmpyPiioi4NSJe231/eET8XkR8OiI+CGCIRhgRvxgRV3XSiB87GI18BpON39aI+LGI+FRE3NBLFCLiiIj4tW78romIr+y+PysiPtbl/1REvFpvFBGXdb95fkRcEhEfjYirI+IvIuLkLs9HIuKdEXEVgO9Zv244dIiIIwG8BsD/AeBr6fs3dP33BxFxc0T8dr/uKM/hEfHnEfEvlyl3v/0yuf/PdWvxwxFxfPfdRRHx991vPxgRR2ffR8RbAFwK4Lc7icXh2b3M/kTEeyPiPRHxSQA/U/Q9a0yOi4itXfr8bv1e2/3m3O77b6Dvf6l/wYmIRyLiZyPiOgCvOiiNTnjav/R0b6X/BMANq/jtJQD+BYBXAvhfAPzLiLgYwPsBvJWyvhXA+yPiTQDOBfAKABcBuCQiXtflORfAu1tr57fW7IJ4YPwlgNO7F5h3R8Tru+9/obV2WSfdOxwzaULPptbaKwB8L4D/0H33rwB8obX24u67Syj/D7XWLgXwMgCvj4iXzbNBC0Y2fsDsZejlAH4RwPd33/0QgMu78XsjgHdExBEAdgL4x13+twF4F9+kewl6D4CvBHA3gJ8H8JbW2iUAfg3A/0vZn9Vau7S19rNr3dhnCF8J4EOttVsB7O72xp6LMVtXLwFwDoAvoWtHAvgTAL/bWvsVLvAp9kvmCABXtdbOB/BR7Fu/vwHgBztp4Q3V9621PwBwFYCv7yQWj62mExac0wC8urX2fcj7PuM7APyXTnp0KYDPRsSLMVu3X9J9vxfA13f5jwDwydbaha21v51DW1bN0/ml5/CIuBaziX43gP+2ijJeA+CDrbVHW2uPAPgjAK9trV0D4ISIOCUiLgTwYGttG4A3df+uAfApAOdhtqgB4K7W2t8fWJMMAHRjcQmAbwOwC7MXzrcDeGNEfDIibgDwjwCcTz/7o+7/qwGc1aVfB+C3ujKvB3A95X9rRHwKs7E8H7MN3awBxfgBy4/TmwD82249fwTAswGcAWAzgF/pxvsDGI/RiwH8MoB/1lq7G8CLALwUwF915fwwZpt4z/vXroXPSL4OwO916d/DWMV1RWvts621JQDXYt+4AcAfA/j11tpvLFNmtV8yS9g3Pr8F4DURsQXAUa21j3bfvw/A67LvJ7fSVHygtbZ3lX38dwD+fUT8IGYxcB4D8KWY7QNXdmvySzF7aQZmL0B/uOYtWAOezvrvx7q3x4GIeBLjF7X8kKun5gMA3gLgJOxbkAHgJ1trvyT3PQvAozBrRmttL2YPwI90D71vx0wqc2lrbVtE/CjG49sf4rIXTzFvI+JszKQMl7XWHoyI9+LA5ooRlhm/b+4uLTdOAeBrWmu3cBndGN8H4ELM1jUf8rUDszG7GMA9XRk3tdYyUbnXZ0JEHIPZHxEXREQDsBFAi4gf6LI8Qdl1fX0cwJdHxO+0/YO6LbtfTsDB4Q4OU9YIP2OHPbO19judauyfAviziPh2zMb/fa21f7dMOY93e8TTjqezpGc57gLwkog4LCKOwuzNsuJjAL4qIp7TidO/uvsOmL3ofC1mLz4f6L77CwDf0um/ERGnRsQJa92IRSciXtTrhDsuAtA/EO/v+v8tE4r6GwD/vCvzpZi9NAHA8zBb4A9HxImYqUfNGpGMX6Xy/QsA393binQqZgDYAmBHJ2H4Rswexj0PYbbB/mREvAGz+XF8zIyoERGbI4IlgSbnLQB+s7V2ZmvtrNba6QDuBPDaCb/9EQAPAvivy1ybul9uwL71/M8B/G1r7WEAD0Znn4fZ+H80+75Lfx7AcyfU2RQ8RR9vxT4zgWEPjohzANzRWnsXZtK/lwH4MIC39GMeEcdExJnzb8GB8XSW9OxHJwH4fcyMie/ETKxa5f9U91f+Fd1Xv9qpttBauykingtge2ttR/fdX3Z6yr/r9udHAHwDZn/9mLXjSAA/3724PgngdsxUJQ9hNrb3ArhyQjm/CODXI+LTAD6NmUoFrbXrIuIaADdj5lX08bwIswqy8Xtzkv8/AngngOtj5vl4Z5f33QD+MCK+CcCHIH+Jttbui4g3A/hzAN+C2Sb8rk48v6kr86Y1btszka8D8NPy3R92309RC34PgF+LiJ9prf2b/stiv9wpv38UwCsi4oe7a2/rvv9mAO+JWTiSOzCzv6y+f2/3/WMAXmW7ngMi6+P/DOD3I+LbAPwPyv9WAN8YEXsw259/orX2QDemf9mt6z0AvgtP82M3fAyFMcYYYxaCQ029ZYwxxhizKvzSY4wxxpiFwC89xhhjjFkI/NJjjDHGmIXALz3GGGOMWQj80mOMMcaYhcAvPcYYY4xZCPzSY4wxxpiF4P8HzkgyBLYlgi0AAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 720x720 with 25 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "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",
      "source": [
        "# Improving the Autoendoer"
      ],
      "metadata": {
        "id": "g6xEriLS4HP8"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# input layer\n",
        "inputs = layers.Input(shape=(28, 28 ,1))\n",
        "\n",
        "x = layers.Conv2D(32, 3, activation='relu', padding='same')(inputs)\n",
        "x = layers.BatchNormalization()(x)\n",
        "x = layers.MaxPool2D()(x)\n",
        "x = layers.Dropout(0.5)(x)\n",
        "x = layers.BatchNormalization()(x)\n",
        "x = layers.MaxPool2D()(x)\n",
        "x = layers.Dropout(0.5)(x)\n",
        "x = layers.Conv2D(64, 3, activation='relu', padding='same')(x)\n",
        "x = layers.BatchNormalization()(x)\n",
        "encoded = layers.MaxPool2D()(x)\n",
        "\n",
        "# Decoder\n",
        "x = layers.Conv2DTranspose(64, 3,activation='relu',strides=(2,2))(encoded)\n",
        "x = layers.BatchNormalization()(x)\n",
        "x = layers.Dropout(0.5)(x)\n",
        "x = layers.Conv2DTranspose(32, 3, activation='relu',strides=(2,2), padding='same')(x)\n",
        "x = layers.BatchNormalization()(x)\n",
        "x = layers.Dropout(0.5)(x)\n",
        "x = layers.Conv2DTranspose(32, 3, padding='same')(x)\n",
        "x = layers.LeakyReLU()(x)\n",
        "x = layers.BatchNormalization()(x)\n",
        "decoded = layers.Conv2DTranspose(1, 3, activation='sigmoid',strides=(2,2), padding='same')(x)\n",
        "\n",
        "# compile the model\n",
        "model = Model(inputs, decoded)\n",
        "model.compile(optimizer='adam', loss='mse')\n",
        "model.summary()\n",
        "plot_model(model)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "lyrVW6XAnJS9",
        "outputId": "dfecea50-c158-4a7f-b603-160068a3b376"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model: \"model_1\"\n",
            "_________________________________________________________________\n",
            " Layer (type)                Output Shape              Param #   \n",
            "=================================================================\n",
            " input_2 (InputLayer)        [(None, 28, 28, 1)]       0         \n",
            "                                                                 \n",
            " conv2d_7 (Conv2D)           (None, 28, 28, 32)        320       \n",
            "                                                                 \n",
            " batch_normalization (BatchN  (None, 28, 28, 32)       128       \n",
            " ormalization)                                                   \n",
            "                                                                 \n",
            " max_pooling2d_3 (MaxPooling  (None, 14, 14, 32)       0         \n",
            " 2D)                                                             \n",
            "                                                                 \n",
            " dropout (Dropout)           (None, 14, 14, 32)        0         \n",
            "                                                                 \n",
            " batch_normalization_1 (Batc  (None, 14, 14, 32)       128       \n",
            " hNormalization)                                                 \n",
            "                                                                 \n",
            " max_pooling2d_4 (MaxPooling  (None, 7, 7, 32)         0         \n",
            " 2D)                                                             \n",
            "                                                                 \n",
            " dropout_1 (Dropout)         (None, 7, 7, 32)          0         \n",
            "                                                                 \n",
            " conv2d_8 (Conv2D)           (None, 7, 7, 64)          18496     \n",
            "                                                                 \n",
            " batch_normalization_2 (Batc  (None, 7, 7, 64)         256       \n",
            " hNormalization)                                                 \n",
            "                                                                 \n",
            " max_pooling2d_5 (MaxPooling  (None, 3, 3, 64)         0         \n",
            " 2D)                                                             \n",
            "                                                                 \n",
            " conv2d_transpose (Conv2DTra  (None, 7, 7, 64)         36928     \n",
            " nspose)                                                         \n",
            "                                                                 \n",
            " batch_normalization_3 (Batc  (None, 7, 7, 64)         256       \n",
            " hNormalization)                                                 \n",
            "                                                                 \n",
            " dropout_2 (Dropout)         (None, 7, 7, 64)          0         \n",
            "                                                                 \n",
            " conv2d_transpose_1 (Conv2DT  (None, 14, 14, 32)       18464     \n",
            " ranspose)                                                       \n",
            "                                                                 \n",
            " batch_normalization_4 (Batc  (None, 14, 14, 32)       128       \n",
            " hNormalization)                                                 \n",
            "                                                                 \n",
            " dropout_3 (Dropout)         (None, 14, 14, 32)        0         \n",
            "                                                                 \n",
            " conv2d_transpose_2 (Conv2DT  (None, 14, 14, 32)       9248      \n",
            " ranspose)                                                       \n",
            "                                                                 \n",
            " leaky_re_lu (LeakyReLU)     (None, 14, 14, 32)        0         \n",
            "                                                                 \n",
            " batch_normalization_5 (Batc  (None, 14, 14, 32)       128       \n",
            " hNormalization)                                                 \n",
            "                                                                 \n",
            " conv2d_transpose_3 (Conv2DT  (None, 28, 28, 1)        289       \n",
            " ranspose)                                                       \n",
            "                                                                 \n",
            "=================================================================\n",
            "Total params: 84,769\n",
            "Trainable params: 84,257\n",
            "Non-trainable params: 512\n",
            "_________________________________________________________________\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "EPOCHS = 10\n",
        "history = reset_history()\n",
        "\n",
        "for i in range(EPOCHS):\n",
        "  history = model.fit(train_images, train_images, epochs=1, batch_size=2048, validation_data=(test_images, test_images))\n",
        "  pred_images = model.predict(test_images[:25])\n",
        "  clear_output()\n",
        "  plot_results(25, pred_images[:25], test_labels[:25], history)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 837
        },
        "id": "VbbHrE6KnmNL",
        "outputId": "78be9f69-0352-48a8-e62c-2e75d258988c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x720 with 25 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "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",
      "source": [
        "# input layer\n",
        "input_layer = Input(shape=(28, 28, 1))\n",
        "\n",
        "# encoding architecture\n",
        "x = layers.Conv2D(64, (3, 3), activation='relu', padding='same')(input_layer)\n",
        "#x = layers.BatchNormalization()(x)\n",
        "x = layers.MaxPool2D( (2, 2), padding='same')(x)\n",
        "#x = layers.Dropout(0.5)(x)\n",
        "x = layers.Conv2D(32, (3, 3), activation='relu', padding='same')(x)\n",
        "#x = layers.BatchNormalization()(x)\n",
        "x = layers.MaxPool2D( (2, 2), padding='same')(x)\n",
        "#x = layers.Dropout(0.5)(x)\n",
        "x = layers.Conv2D(16, (3, 3), activation='relu', padding='same')(x)\n",
        "#x = layers.BatchNormalization()(x)\n",
        "x = layers.MaxPool2D( (2, 2), padding='same')(x)\n",
        "#x = layers.Dropout(0.5)(x)\n",
        "\n",
        "#decoding architecture\n",
        "x = layers.Conv2D(16, (3, 3), activation='relu', padding='same')(x)\n",
        "#x = layers.Dropout(0.5)(x)\n",
        "x = layers.UpSampling2D((2, 2))(x)\n",
        "#x = layers.BatchNormalization()(x)\n",
        "x = layers.Conv2D(32, (3, 3), activation='relu', padding='same')(x)\n",
        "#x = layers.Dropout(0.5)(x)\n",
        "x = layers.UpSampling2D((2, 2))(x)\n",
        "#x = layers.BatchNormalization()(x)\n",
        "x = layers.Conv2D(64, (3, 3), activation='relu')(x)\n",
        "#x = layers.Dropout(0.5)(x)\n",
        "x = layers.UpSampling2D((2, 2))(x)\n",
        "#x = layers.BatchNormalization()(x)\n",
        "#output layer\n",
        "output_layer   = layers.Conv2D(1, (3, 3), padding='same')(x)\n",
        "\n",
        "# compile the model\n",
        "model = Model(input_layer, output_layer)\n",
        "model.compile(optimizer='adam', loss='mse')\n",
        "model.summary()\n",
        "plot_model(model)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "98jPeqdSlTGZ",
        "outputId": "f15a7b11-5050-4ad4-8666-142849f1420e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model: \"model_2\"\n",
            "_________________________________________________________________\n",
            " Layer (type)                Output Shape              Param #   \n",
            "=================================================================\n",
            " input_3 (InputLayer)        [(None, 28, 28, 1)]       0         \n",
            "                                                                 \n",
            " conv2d_9 (Conv2D)           (None, 28, 28, 64)        640       \n",
            "                                                                 \n",
            " max_pooling2d_6 (MaxPooling  (None, 14, 14, 64)       0         \n",
            " 2D)                                                             \n",
            "                                                                 \n",
            " conv2d_10 (Conv2D)          (None, 14, 14, 32)        18464     \n",
            "                                                                 \n",
            " max_pooling2d_7 (MaxPooling  (None, 7, 7, 32)         0         \n",
            " 2D)                                                             \n",
            "                                                                 \n",
            " conv2d_11 (Conv2D)          (None, 7, 7, 16)          4624      \n",
            "                                                                 \n",
            " max_pooling2d_8 (MaxPooling  (None, 4, 4, 16)         0         \n",
            " 2D)                                                             \n",
            "                                                                 \n",
            " conv2d_12 (Conv2D)          (None, 4, 4, 16)          2320      \n",
            "                                                                 \n",
            " up_sampling2d_3 (UpSampling  (None, 8, 8, 16)         0         \n",
            " 2D)                                                             \n",
            "                                                                 \n",
            " conv2d_13 (Conv2D)          (None, 8, 8, 32)          4640      \n",
            "                                                                 \n",
            " up_sampling2d_4 (UpSampling  (None, 16, 16, 32)       0         \n",
            " 2D)                                                             \n",
            "                                                                 \n",
            " conv2d_14 (Conv2D)          (None, 14, 14, 64)        18496     \n",
            "                                                                 \n",
            " up_sampling2d_5 (UpSampling  (None, 28, 28, 64)       0         \n",
            " 2D)                                                             \n",
            "                                                                 \n",
            " conv2d_15 (Conv2D)          (None, 28, 28, 1)         577       \n",
            "                                                                 \n",
            "=================================================================\n",
            "Total params: 49,761\n",
            "Trainable params: 49,761\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {},
          "execution_count": 12
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "EPOCHS = 10\n",
        "history = reset_history()\n",
        "\n",
        "for i in range(EPOCHS):\n",
        "  history = model.fit(train_images, train_images, epochs=1, batch_size=2048, validation_data=(test_images, test_images))\n",
        "  pred_images = model.predict(test_images[:25])\n",
        "  clear_output()\n",
        "  plot_results(25, pred_images[:25], test_labels[:25], history)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 837
        },
        "id": "Pr3-oYcxow0H",
        "outputId": "7e5074d8-0c08-4fe6-beba-3a400613d33a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 720x720 with 25 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}