[404218]: / Code / PennyLane / Time Cost Efficiency / TL 2 Class CPU kkawchak.ipynb

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{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "id": "U8_09H0pzhFZ"
      },
      "outputs": [],
      "source": [
        "# For tips on running notebooks in Google Colab, see\n",
        "# https://pytorch.org/tutorials/beginner/colab\n",
        "%matplotlib inline\n",
        "\n",
        "# from google.colab import drive\n",
        "# drive.mount('/content/drive')\n",
        "# !pip install pennylane"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "82ypZxUgzhFd",
        "outputId": "d08218d5-7143-48c9-d69b-f2a989b43e5e"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<contextlib.ExitStack at 0x79cdeecdfeb0>"
            ]
          },
          "metadata": {},
          "execution_count": 3
        }
      ],
      "source": [
        "# License: BSD\n",
        "# Author: Sasank Chilamkurthy\n",
        "\n",
        "import torch\n",
        "import torch.nn as nn\n",
        "import torch.optim as optim\n",
        "from torch.optim import lr_scheduler\n",
        "import torch.backends.cudnn as cudnn\n",
        "import numpy as np\n",
        "import torchvision\n",
        "from torchvision import datasets, models, transforms\n",
        "import matplotlib.pyplot as plt\n",
        "import time\n",
        "import os\n",
        "from PIL import Image\n",
        "from tempfile import TemporaryDirectory\n",
        "\n",
        "cudnn.benchmark = True\n",
        "plt.ion()   # interactive mode"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ko98w4r7zhFe"
      },
      "source": [
        "## Load Data\n",
        "\n",
        "We will use torchvision and torch.utils.data packages for loading the\n",
        "data.\n",
        "\n",
        "The problem we're going to solve today is to train a model to classify\n",
        "**ants** and **bees**. We have about 120 training images each for ants and bees.\n",
        "There are 75 validation images for each class. Usually, this is a very\n",
        "small dataset to generalize upon, if trained from scratch. Since we\n",
        "are using transfer learning, we should be able to generalize reasonably\n",
        "well.\n",
        "\n",
        "This dataset is a very small subset of imagenet.\n",
        "\n",
        ".. Note ::\n",
        "   Download the data from\n",
        "   [here](https://download.pytorch.org/tutorial/hymenoptera_data.zip)\n",
        "   and extract it to the current directory.\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "id": "LWDOibNFzhFe"
      },
      "outputs": [],
      "source": [
        "# Data augmentation and normalization for training\n",
        "# Just normalization for validation\n",
        "data_transforms = {\n",
        "    'train': transforms.Compose([\n",
        "        transforms.RandomResizedCrop(224),\n",
        "        transforms.RandomHorizontalFlip(),\n",
        "        transforms.ToTensor(),\n",
        "        transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])\n",
        "    ]),\n",
        "    'val': transforms.Compose([\n",
        "        transforms.Resize(256),\n",
        "        transforms.CenterCrop(224),\n",
        "        transforms.ToTensor(),\n",
        "        transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])\n",
        "    ]),\n",
        "}\n",
        "\n",
        "data_dir = '/content/drive/MyDrive/Colab Notebooks/data/hymenoptera_data'\n",
        "image_datasets = {x: datasets.ImageFolder(os.path.join(data_dir, x),\n",
        "                                          data_transforms[x])\n",
        "                  for x in ['train', 'val']}\n",
        "dataloaders = {x: torch.utils.data.DataLoader(image_datasets[x], batch_size=4,\n",
        "                                             shuffle=True, num_workers=4)\n",
        "              for x in ['train', 'val']}\n",
        "dataset_sizes = {x: len(image_datasets[x]) for x in ['train', 'val']}\n",
        "class_names = image_datasets['train'].classes\n",
        "\n",
        "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "162cgfnXzhFf"
      },
      "source": [
        "### Visualize a few images\n",
        "Let's visualize a few training images so as to understand the data\n",
        "augmentations.\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 207
        },
        "id": "uGGqqCoEzhFf",
        "outputId": "be5daad3-221e-4160-e47e-969befba4e54"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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z1ut13blzp/7zf/7P9YMf/KAC+vGPf7y732233bZpiPdmz8pf/uVf6pVXXqlRFHXv7eHDh/XHf/zH9eDBg1qr1XRqakq/4zu+Qz/ykY981TrOzMzozTff/KTbpqr6+7//+3rZZZdpmqb6/Oc/X9/znvd071W/AZuGeO/bt29DSPi//tf/Wnft2qXGmO69/ehHP6rf//3frzt37tQkSXTnzp369//+39dDhw49oXoOw4yH9rU2UX0aU42hDe0b1N785jfzsY99jDvvvJMoirohlM9Ve8Mb3sDRo0f5whe+8GxX5Rmxbdu28Q/+wT/YkFjtm8Huv/9+rrrqqk0Tq30z2OrqKq1Wi5/+6Z/m//yf/8PKysqzXaWhfZPYUIMytG9aO3HiBFu2bHnO09Oqyic+8YlnRIT5jWD33XcfrVaLn//5n3+2q/KM2Mc//nG+/du//ZsSnEBwFW3ZsoU//uM/frarMrRvMhsyKEP7prT777+/myxsZGSkm5hsaEMb2tfWDh06xPHjxwGIoojbb7/92a3Q0L5pbAhQhja0oQ1taEMb2jecPasunt/8zd9k//791Go1brrppm9a//rQhja0oQ1taEN7cvasAZQqBPPtb387d955J9dddx2vfOUrOX/+/LNVpaENbWhDG9rQhvYNYs+ai+emm27iRS96Ef/lv/wXIKSk3rNnDz/90z/Nv/gX/+Jxj/Xec/r0aUZHR79q1sehDW1oQxva0Ib2jWGqyvLyMjt37uwu0vpY9qwkasuyjC996Uv8wi/8QnebMYaXv/zlfPazn92wf6fTGchkeOrUKa688sqvS12HNrShDW1oQxva19ZOnDjB7t27H3efZwWgXLx4Eecc27ZtG9i+bdu2DcujA/zbf/tv+aVf+qUN2//6L97F1i3joICAB1ClSwn1kUNabheR8h8g4UBBwmfJxlj6SKVym3T/R3m+6jhQoXuE9O3Wd3j3uP66aXnsY3raVMsmaKhq+V1Vy7Kq0nSwfO3bKr0yqgppfx217zpVZQqUVzPs2X+877XLiMELeNXQbpGBa6SAGkFFeufpux5C2F/KtpqB61Ueh3Du7AKf/dSn2TXyadTOEGvC0soa9x9pcM9dS6i2Uelww62XsXsStoyd4/SJFnfeN80tL11jPFaMGFa9R2Wc0xcFxwqXzlwkayve7ON//Ok5VskQK9Rro+zfN05D1rjn0Bq5KuLbeLWhXnjydkFaSzBSXQthfCQFEzE2nrBwYZbzi0rRKZiYnmT7ti3c98AhxFisd+zdOgrNBo46o5NTnHj0CIsL8zQSS17kiLG0c0dRPSfVoncqiAGD4qvriiEyhlf9vdfTXrnIpz/zd6SxxbfbOCOMjM+wc89lnHz4EbLOCpEFj0NQREz5qJVPk2rvmS/L13X3jf79Nvvs380rYmTgvdTyeUEEVcWU95lyv2uuvpJWlvOFLz61TKlDe3rWfwufeYJaeO1rXsbeV6yRTLbw3uPw+LJ/AYOYiNjGGKOIeGqRweApfI4rHM55RCKMjck9OO8R9UQWECX3Du8F4wUrBmMtXj2OAsQRGYsVQy2pUxQO5wty53DlhVAVFFuOGR5VDxi8A2sF7x1IASjOKYU3WJtiJAbvsUbwGsoRiUAMxnhUc9QXOK8458JIJAbBoAqGGEhQYhyCxyN4rMlJYsdow4LP6WQFxtbBgRVhbKzB1MgoSdTk+LmHmV15BKeWwkU49SBCbC1WDSIWxWDEEJkEKxFOLWDL+ijeFeReUdMdhACD+nA9EC2fE4+IghhQwWBCrdWjOIwBbSdc/PAe/vPv/OHjZs6u7DmR6v4XfuEXeNvb3tb9e2lpiT179rBt+yQ7dkwD6/rPaqBVXZfyuux4jfQBjqqT7gGOcJGrI6pBtDf49n6W3vhdnUHC+cuPgTc8bKse+uq7YPrOXf3Y35mjWg7yildFvaLoQBuqdg+Ak/J8/QBFBbwI0j8gVdil/wL6qpHSK7pvXwSsGEADZpEe+KuKpapleTFUdcAlJ13wFyoeXojq+pUjvwh4oZ4Kk81FMrXU4+0sLK2yc99ezp7NmRxdQPIOh+9/gOXtM1zyisu5RB/ks/de4MS5BruvbWOLBlHhaa3NcWB3gzSGKDM04zodJ7i8IJeMuIh53uXT7N9T5+Buw55tq3zyc57zF3O8eJwIK2st8I5GkRFHFiOCMUJscryLaK14llcyityR5x1OH19hcW4Wo479W8c5dGKOowsZ3/5ttzAz3uCLd3yBxZVlnC9Ya3fI2jkeoVM4cu8RBOd9F1haY8KVNRZVh2IZn5zm3NxFLp4+xP69l7KwsICO1rns+uu5/qbrOX/sEVbnT3L27AKLS2vY2IKnBAe+fFbDde9/XqQEEdW9W38P+7d3n9e+e7v+969mUj4A3nmWlocJv54NW3+rnlmQIlhraUwp6RaH94o3Bue1BAMOa5XIgFhBxBNJTiSOegSIxxcOvCIoHacoEXghigSHo+MVIxEJglUliiDzno4rQD1WHJEkpLGSOWi70OfGArExCBFhk0PKOolX1JX9qQagE0B+hC/7MYMgYgGPx5MXoY8zUYxIhC8c6gULqIZRwBAFgOIEIzHeawBEkuI1RrEksSOKVkhrHWqpp/BrqM9JdJypsW1smd6Cdx3OzR7HjZ4gqa2C1vFecQrGJESRRVRC36seKwZrPEYcSoRqWAPK+wLvHKl4MGHcUa8YE6EluAFfrhouePJy7LUl8FOcFnh1oa9pJaS1pHyuvvqD9awAlJmZGay1nDt3bmD7uXPn2L59+4b90zQdWMmza+VD25300zeB1/JF6xIHJU+i1Uy/GgmF6r/qTfQifW+llONkj0npki90yZQ+K/cvf/NdoNP77IKLst62HB16oKYPYJQbfPk9kD4aZtLdQssvvq+9Ze2UEtj0wY8AwMrzKYPXrzsbDnVU6ZWpG6bRJfNECaAqgCJ910d7FdK+e9H/GX705T3qXb/eTD6U450jTZtgRmmOA4Xlhdfv5Oix80xPKtu2Cs3pJt6v8akvw9HTGVdflWHyAKTiOEdrBd5npD4Ba3BEiDMYD8bEXHHFKC+4YoldOyLorHL1PmG65vmDv1KW25aVdpuiEOLYYiNTvsQe52Fu2WE03ASXOZxmZD4AOe8KGo2Uk+fnyPKMqdoYW8dGOHv6BOdOnWR1tYVRYaSRYIwbAAyBWRCi6vkRIRLDaHOU5bVlClWaYzPs2ruTrVunOXnkFHuaozx69FE6F8/zxY9+lPu/dCfLCxcZn2wyNT3O/OIqkbiSwQuznkCUVB2Odh+rzUCIMabslBgAMOttMzCz3jbfXr1p9B7AoX1d7NmQ9YlAQYbYMFBHAl5zlBzU4lwd0RSsUPgMIzkJljRNMVFCFHA2GI8iqBdUfLnIogIeaxNiY1DvyombxavBa4GKo2i1yRUKIxQq5aAdEYklMoI1Eao53kGhOVgJLAIACUYFI2FIVQVjCsCSh+4aawDnUNfCAa7IQQ3GJCgO1GNMGpgTUw0Cof4iHhXFOwUnKA2ydoyROWq1mJFkkvFkBxNjWykoOHnhIc5cPEyBA0ZxEuElvN/GxKAWUQtiEBPGBGMFX3jEKNYG4CUmQ107TOrFhj7e2ACwxOBRfHk9jVhiIgqfo7gA0kzoV9QrKgYj9kk9F88KQEmShBtuuIGPfvSj/L2/9/eAIHz96Ec/ylvf+tYnXI4p2QeoyIMwm+8f91AZHFZLOln62IHettL90XWD9NxBfY6gHrGw6axQel2rCEbW76NdtqQa/Ht8ScUl9HXJRgaZi6rlfSxP9wJsOJf02JeBs/TAlvYhOukDBP3MTI/Uk02Hij5o1btu3e/9O/bO21fD8loMup66s3gpYZZYomgaNTUKlPGJnaycXsRYBz4lqo9i3BK7dk3zwF3L/O2XF7nlpjYvuNRjdRJNJ5BsgVq8Bt6jEpgJT4zKKMYo9VqdW27ZwY7kLK69SqwpuVtlZmqV218Q8/9+OkPVYKynnibB7WIUMOH6KagJK88WPidzntjGNBoxAEXhMSJsmx5FilW+/Nm/JXeeGGFstEZrJUMIg7/zvmRmwMYJ27ZN06w1AJidm2dlbZHt+/by/GaNRw8/yotefCsvuObbOPzAwxzXUxy89kUsacHJ8+c4c+IwrK6RFQV+QThw6T4aW3Zy+tADGCOIKZ9TYwJdrbrpILUZU1J9f6zZUPXbeqBSieP6v38j29fX7fGtZwIYA6YcmFU86vKSojB4HGjWm+Ro6NuccxjxpJElshFxHIMKReHInFIUjkJ9GOCdIypdmq4C5d7jFAotSi+lxQcvSNd9K7gwsVWIjMET2MdCoZoVihiMNaRReNfzIkfEU7gisN4m9L9GIowaVAUrKRCADxiKPEcJICeyMaPNSVqtFdr5KsbGOJdiJQJxgCeOG6A56ixTozsYq23Do5y5cIRz82dxIiA11AWEFJs4AAan2JL19arBjYOWrBWoZj0Xvho8BvEGa2OsGMSUrm7NiYzHUyDqUAqsxCApKoI1FlGwQGRNuFJP8lV/1lw8b3vb23jTm97EC1/4Qm688Ub+03/6T6yurvKWt7zlCZchCKYUgGjfANzrTczgbL5kTEoSmu5HlzEJ20y3A9I+1qXaFCCzBCHAxsldH0ioHvKyqN7GalM1iqvpY3ro6QGqfcKcoFtMVX/tP3mpp9kAhyo2ooIlXbCjvR3K69LfC4uYkqoLx3ShhfSYFFNdP0DL+yBIVZXyUlR00iDYKQ/qA4rdgnrepYpKUhCJULOFwqUkdUtWFEQJ+HYb0QTRGlE8z6F7zvKROy5ww4ta3P7CAmGcXEaIVLDGgTeYKMF5i3gHSZ2VpYI5LdjTrLF2fg72KpFbABoUZpkkrTFeK8AXOAeNmhBZRTwl02CwJrBAWdHBFTneK5G11GsJcRqRZ1nooIwhLzIQz6kzZxE8aZJwyf5dnDh+EuciIjEsLXewxpAXjnqjyU23vYxLLruM6a1b+PQHPsiD99/Nm976/+XkIw9x4uQJli+e5bOf+jRthQNXXE9LHJdediVL584z3Wyw2lph695LSZvj5KtrbNs5ji8KfK50FmZZWl7EWpDIYCPFFcHNAmCMLf3u656tJ8iaPJZr77HcRQw8KUP25FvBlA4iHWwUYSVBVclyoShinLN4VTBtjFissRhivCMwCppDZPGxx9oYxODU4ZzDu9KRbsBRUPhyQiFCI03ItaBTgIoFa8MMv8jC5FcFUY/DIepKfUiMwRBZixHo+DzMT8rHNvd5qbnQclwSjLF4CSyCNUnoKx2I2qAnMw68J7ERWoS6QoQWglGD90UAG6TEcYRgcb7AOUctHqURNUijUdQI5+ZOcnruKK2iQEwjABFyrAjWRmEkMR5rTBibKtexlI5e8ViTEbSLMc6DU4PRCCPB1RUAVjnxQEvQEvQ3iAuMTHBcoaUWJTKGwjuyIn9Sz8WzBlDe+MY3cuHCBX7xF3+Rs2fP8oIXvIAPfOADG4Szj2c9pqJ/qBYGRaeKiiLdQTbsUzEcvf5Ru+X1/PBhe3fwrjrW7v7d0X/g7GXRQTxbDdSVS6mfPek2Yl0h5QDdDzn6QUYFUkpPD33+APo79CBG7HX4FTsUHj4pr0uYjUjZPk94UG0JDsJMua9+WtZJZJCZWX8ptMdEVcBQNmGculqcEgj1X+MemxJ0NCZOSKVGlkNBzrat04yPTtFpKYtLnm1bd3D80AI3Xp1x+80Krk4hoG6+nKkXQYBXUo7YGlEyysLFRVqZ4cU3rvHAPR22bbuS0eZFXGeZ2G7nwYdm+bO/g4MHaizM5yytWcQXJYNiCO4wU141H1g7I8RxjFel08lKVsTh1RJFBmPCvkUB7XaO73imxieYW2gxMp6wstxCBKwonU6HpU6be+76EktnTzN39gReLF/5/Bc5dfI0UWT57Cc/wc0vfgnb9uyn3b5ITcZZ6witTk5Um2T71AxXHDzAWrvFapoye+I411xzLY16jaNnznDN9dcTAV/49Kd49N4v4/M2Jo6C4NAVSDnbMhJcOxvddP33VLu/9e/Xf9xmx24s6+sPTh5LfzFkTZ5Zi4whTQzGKt5lQISxCVqU/ag6VAO7ZzFl76soDsVTuKDVsJFiohDm4KvJWNXZ2nCE1wIrgvcZ4Ht9rIBIEKKKV6yECYjHoc5ROMFFHisWYyKsCLGW5yLoA7Mi77LIKlLq9AyiUQA1GtggawR8XDKvOaqOOEpKVkbIXcHFufMkiUWIoGRu1a+haoiMw9AiMSmTza2kcYPF1iznF0+zmrVRSTGSQKmPwXi8KQI7ZARvAmCx3uJKIbtzBR4PPrBCSgAnYkMbVIKnw6NYU/bL3uDV4R0oFnCoJWhOsFgJbIvz4FXwG+c5j/9cPO0n62nYW9/61ifl0tnUqhm4rmcQwuDZ7Vek37HR26PfPdHfCW3oLNf1VF0SYn3HVYGeLjMQ3g9Tnq1bv006vG7nKP0f5YvYo0IwJdVeCWeRwUEhlDXAE5XuDIJrqHy1K5V2NcUYrOH6q1XVsUfZa8Wm9M18e0dXf2vvWj3meBOEV+tt4B5IjJoxIMGKIrQo3DJRcx/792V8+UvHWGspM9Mpz7805fyZVeaWU3buzZioj+KLZazxYOrgIrxanE1IbMqJoyuMNCL27q6za2SWT33uMN/xknEaUULHOaKJSa66bpVr963wxTsNdx9RxBrUGlQcsVGsClYgNjFtwr0xpudKrJgWVcW5MFhX4E8VHj18AhsZnBcmJ6eYmRrn/OIy1hoMyr7pGUZqCR8/ehSTjFDMz/Gpj/wtN932ChbnFzh1do5HHznE3IVF4omE5z3vajory8zNzdJZW2Fx7gJH7r2HrN3h6htuYqW9yiOHHmDLrr285JXfz83XXs3YxAjXveAGPvQ3f8kdf/cZ5i9cRFwHaxSvPsyySq3QZq4eqHzO/UycbApY+p+ljY/DuhehmhL0E4ZDwPBNZdbUEE3xhcM7wWuEYlEyohicE8qpOc4XQYCqDsSHd7EcOL0LEW7WBK2DKUEBasA7VBzWKFY8RdbCa6l7U49BQX1gEh1ljxnY4aKSCnhFrRJTYMUQWyV3oQ/1WkXWhbqKWEQ8+KKvP/Rh8qYJ3tWo1WpY26GdzQOKGBPKwaEGxCZYrQfGXhXv2xgDceRI7CqNJGV6bArn1jg/d5zl9jxeEiKpEZViei8SylOHMSFCB1FUIIojjAvuncDTC6oe50N0DiKlztODBn2KGBAbrq9XFzQ9UgkgLfhQBsYgJngHHEruoPCbywQey54TUTyPaaVrpj8Mct2cDNCeWll6A2dl1TC+6XD8uL1gv2ZiXZn9nTA9JqHa0O1+N3TW/fXur2MY6CpQ0d2jZBzWDwj9TMRA+X1t7cKyvqel57oZnB33yPZ+PUH/4DEApUp2Z10dpHc+qVgTNg5w64FWfwHeuVJlHny51sYYC+NjNRpNYX4+YueBg7SY5+KFedbaBk1Sxi+1eE0RPUtRrCJeiWSSTEcgr7HSzrn8sq2MJBmM51y6/Sxf+ornltv3UmcX+9xhxq5TxhsZc3OW+461AmXslTiKGas3SI2FvI0ag645Mufo3aLKFxhe3EpcWj0XPqj70JKOvjC7xOTYOMnqCkUGvpPxgb/4c+qJZS1vBy2KjcjbCxw79BVu+c5XsH3HHsamRvAqrLTXeOSev+P4kTMszy/icgcWVtIR4lrMw4fuooNnz96DXHLJZVx2yUHOnDzGvfecQ0jYu/tSVl+YMz8/x6P338/qhQuYKNRdSnayHwj3g5L1LEm3neuEto/l5il/3HDve8/a0L4Zzakhd+CcI4pqeCckNsVYQ6EFURQ0H16DKNPhwyzeFxgiVGIKrygFRh3eGhAb9B0aoU5QtcTiMTYGzfGiSKlPMcYEAKQBZBtjSpGux9gIW4KGwhUYNUhisZHHehfAT8kOiADehTBesUGzJgYllOc1iHMFgyXGaIJ4j9E63huMxOF3I0RxCF1GwphiAAxEsWOkJmwZ3c2WyV000gZn5o+z1D5LJ29jGEPU4tWF/loNohZrIDIhgkiIELUUroNoQUQU3M+l5gcs3oexIkT/Fyi+2/drSeErHiMRStFluDAS9DshOBa8YrEgEWrsZnPzx7TnOEDpc5X0R7Ws26nHImy0rvelj0/ZzNbP6TY9VzUIb9i7r2tdX0CJFB4/5EqCuEh7+/cK7he3yobtwXOiXeDSbaFQur36CqwAXJ8GpscY9TFU0nedNmIhgGrIpcdR9bme+sDJIEDpb2DIHVDtBx5vwwvgHSAxNqoRS4ejJ2dpr2a45Q6ykrPgYxrjk3TcIgvLnk7rAoYc74tSS7GGM7MYjSmyRSa3WKaaLaxfYLVQnr8fzt25yKEHPLfd/m2szn2FibiFEcP2cUsihlw9jUaD6ektjI82IG+xeHGO5VaH3Gv5dvba2O/iqLZVA7vBlC97eIDabU+r0WHHljFOnFpEUPZvn6Sd5fi1nPnZi+Slkv7Qg4cwUY1d+/YwXYM7vnQna+0OZ48cY7WdB/V9FBOnEVu27+LgFVcwPTnDqROnufb6F9FaXeDLn/kYRx95mK988UuMjDbZtnUXS6uL1Eeb3PDC6/nsJz9N0V4lLmd3lG2BzRmTzWwzkLLevhHWLR0yM8+OFbnDZz7MuLFYo6isoAYiEpyLAI/XDNUCsUFTAiBiUWOD5kQV8Q6PlANrCN4NDLFiTAisUOlFZ0r1/mmBqkHUYKIIVFCXBaaGkP/EIxQlGxDYlggTJYgDKwUiBcFtlGOkynUVh2M1D0w4SdB7mIxWpwheYpPgnZZRQAKiiIlQAac50EGMUosKGrFhZmSaXVv20qw3yYoFcr8UNDySo74V5JFaToicQ0SJTExkI8BS6R69etQrcSQYsUE0TJV2o4we8opqHmaWBHdPECdX2VJMV0Ypvoy9NgZ1ZT6bMt+KtYJ9koL45zZA6dJm4ev6zvEx+zsZPO6r90rSf6a+YgYBSLe8vkF70E3RV5b077t+ZrkBDnWr3Y1uWQdqut9L109vmK82DwIZ48tfq8MGm7sRYlUYZr0rZ/1suc+1EyLjB9PJ9denEt+G66Z9LE8JYrSiWD0rKzkP3L/IgYOQaoRJRzGmSWt1nr/66/tIR2rs2dsgTgTcFEnNI6pkmSdp7ESyc6jziPHgLV5GETPOkRNznL2YsHtEieJJIr9GJyu45dsyPvzpR9iz7ZPYKAPtIF5opG2SpCAemWTr1DYmJ8bR2DN3bo353NPOs3B9VRF1FFLqUowJgLBkj4zpB4YlhNMyGoAqf4KwY8s4S8ttRnBs3bGFHTPXcuHCPIlN2L//AEk95d47PsuZ449wNFvlmhfdztGHvoI3jsTUieuW9mrGzu272bb3EiZ3bmfHjp2cnv2boKpvdzhz5Chnz51lYW6BhbkLHH74YdI4ojk6xsxN13Pt1Vfw+Tu+QAzB52yUyESlENF3o4BCBIIpQWAPiNF3z0VkIIKn+uwHbJu5j9a7h77ebMrQvfTMWuE7GNfGKBTGYEXIig4esMZRqJA76boXRFzoBiVExCiKSgAMQkguJpagt/Ah0idIUgRXhsGGWV+IiAzgwyPEqIJzWjIpQUdWddYh1DbkOikU8pwAaozFEPKJaJm8rQJAzlfMc4Et2R4vFrE+6DW8QR2AwUsQsFobJmhBA9MhjgoiC2O1hKnGJDtndpIkwoXFR1lcPcdaMUuaGOqFknVWSrYzpSh1NhUrFDwKwc3kXQAfUZQgNkAB40NqDO8rBrhKTFeyOdjuu2iclDDGY8SE/C7kZZ2jMMH0hMhGXChHnhzkeG4DlAqUPA4DXIEBqaiWdXRKfy6ODf2ODg7iG+mLdWUxyMhsBk4GP3uV3ghM1s9KSx1KNeCXotPuzLQqrc/FUyVj24xOlx7aCYBmXZRNVYP+1nbb03fsht/Wnafc0Bt0Nh1Y+nv/Xhm9X5Vms8a0neDOO45xxVU7mByfwRilvbzG5c8bY2VxgSaj1BtjWB9jTYsoMqwstim8IVaHcxntrE0aNSFSEq+cPLtIxysTzZhOsYb1IXurGHjh5R3+9jOP8qrbOpAkREXBai1i264dMDpDM60xHrXoiDA9GTMSpZw512JxyZILFK5DYizGKEUZvmukzEhJde+q9gfNSsUWzc8uggjbdk3xmu9/DQ986lPMPnyYAxMzXHPJNu6++2HOn1BMmnDweQd55IEHmdixl+/8zhfzGe8Z37qdmS3b8MuLzLUztu3cyc7pLew7cAATpezZsYOLZ05z4dhD3PP5zzHfXkMRYmtChlxjaIzUOX7iCA7lwIFLOH/6VJhNqsOV7sbI2pJRcSDBxYN41scTVsBEVbtM0mOJZJ9IAqdvVFsPZB6PFHoON/NrbsY4bORKjVYHlahMgpaR52UWZ0mwJgnRKL7XP3nNg8BTFSEK+TjKUN04isiygsKViQ2hdGWbACDK785XrIUgJji5K6DiVUASDCFsNjhIgvuk44J+LiJoNAIrAR4T3Dvlf0iZFiNO8c7ifE/voWXUj5TsiXOlHkRBNVyXWgzNNGJqZJKtE1uJUzh27l7OLDzIWnEWp2vE8TjN2naaSYOltVkKXUXUYyXCmqjsb3xwFakH70KdrMUhuMKjhaA+hB1LlTm2BHCqnsiGUGU05EBBS32ascGVJFKmKzA4ArAJ3Z0iODzJk3ountsApeuZeLxMldIlSaoHej27IZV/7wlNytb3KrLhY335/Zq//oRvVcK2Xke2WY+1HghUBdGX/r7adV0DKiZlvYi1j7nZcJY+UFYd29+Wrntnk9610qA8FljpRQT1gaHHAS5d4awCYhjdOsrVtS0cfeQCjeYMdmSOZvMCM1MprdVd0LQUYmg262QtwcoaWWeOtdU2o7HHYmiYBqD4wnHo0FHaRcyllzbYOlkQ6SJec+KRSTKd4fCxBc7MjdBqF9TsCoW2qTX3MrNlGx1TQ32b2aXzzMyM8W1XjjFiLRcXU44cbfHQkVWOnk/odFrU0gTxZbpr09OfdPPZ9C8r0HfNI0A7HtPKGN+yg8ntl5NYx+SWfbzgJbu55qqrWFxa4uzxR1lb+QJn77qHj/z1n1FvTLF9+x7SesLC4iIjo2OMpDHbxkY48fCDXJy9yKmHH8RGhvvvvYf5dgvFMNpsEse2DI1XRsbqbN21h+X2Kj/y93+c//obv8GpY0eJymiIINRWjEopBC8TAnbD5kM71jMj/c/FZoLbrs5q4BF7dt0/QzDxzFqQLkRlZ2hDHhTTocg7qBqQiDgK0XMuD9ovKxGFLyjolH140HEZC5FYLEJsLGoc3oOxUTmLj/HqwYeQV/WCNQm5CyyBMQVeg/A2TPYs3gfNS2INqXFY68l9EVgcLXCFEiJmQlp8rx6IECdEWKLEYEw5yXQFFotqGb6vWUj6iKBqyvBpsNaCFCRWaMSWieYI05NjFLrCkbMPc+LCIZaLC3jTQn1BnLexzYyReo3YZVC0CNo2MJJ2n2H1VdoKTyXcDxIJGyZJ+AD4qlT+qnS1dKXWRqtcUsahWoTzeEeBUCAh8y4eJceox9rSZWSe3Hv8nAYoA+4CNh2fe6YhYkXX/SDVgFsxLApVLhMdGMSrTvOrXeDNOtfN6/34RfUiQPojcrS7fbA87WNN+nUjXQyzybXpz4a7fpcKbKw/qFv3AYakV2Z/fcOsIajPVcqURjpY6mPDykFT78AVTIzEXH5gnsN338OBaw4w09jOyNQJ7EXPww8bzsw12L01ZzyN6WSGLIrw0XYyfwHxGeIFocGpY4ucW8ywdjtpmmAjC5EBb7jn/hqfv3eNC4sZN1xzgqLYQ5SugXosQs0KLl9lZXGe5WyVa68eZaa+jErOnh0pe7bUmWjEnDl/AU3DbENFyLMMYzxJEpet8vSLo3tgMFxf75RzF+b533/xV4zOjHDVNVcwM1ZntD5C3IzZumMHW3ftQNtKhGX2zFE+9fGCq2+4juboNHpeOXfxPD53nH/E8WD0JU6fP8e582dIohG8z5mdnSX3YVaI9zRqTYwRCpdRFAUzW3dzw/MuZ+funWzZNcHchTHEGJK0RoHDWsva0iKa50hFA5dh1+sBV+8x2gTc9mtUnmUw8rWwfrJxaF/dwv2Pu5lHC5cBio0aqA9LPThaISmYRCH7tsZ4lCipIWIoshBS66pkIl7IchdynwgUPsQsK74cVEHLkGV8YELUhI7RaE5wdQseIbJCbAyRCRlXnXpcoaganC8oyp42wmCJwAcXt9Owpo8rUrxP8T7oNqyE8ShB8DZCvSf3DtUIG8VAgWibOGoxWoPR2hgzE1soaHFm9jCzyxdZKVbJfQKagGa0NaNYPk0rXySOhEY9osg6tDudIAj2MVbiwGKqD4L+UkBstVyDToqQ8dZrN+RZS9AomPI+ObwWGBsHDY4EvUm4hkGn5iSkczDGlv9CEHIlsn+i9hwHKAMSz007g27m1+ovoW/0q0aGcuO6kbzHdvRRz/3nGCRPBjZXREd/MIuu24cB8LMZU9JrA+hA2vlueTLYxh5HUdGEVQWUHuyo8p9oNxV/N/qm7/j+6zB4nTfqAWSTi1FFRgtSJl9Tep62jShr/bpJ0rdvnq2yOv8FkuY41jbZsm2B82dWWVZPUeTMTJwlW4hZmV0i2TnC6bOgeY3LD7wAt9rBRXVsssrC8jIT45dRuLtY6yxSRKtsbU6zOn+B8Sjhk58Y5cvH20xtL3jpi7dxy6WnWVg6iU/XMAZcEXP2zHEyIlxeMDZm2bXdEwHeJhjTxPmCw6cucPNNW0gR7rhrlqVWinM5cWS6sxZf5RvQdeG3Zd6ecu08CnHMzc5x1+fuYP8b3sD23VNIY4oH7rmHhdmLHHvoYZy2UDGcOzfHthOnOZ2f5OLsPAuLixTtDk5Dkjkb29IHvQRGKNSHRb2ssFZ0cPMFURQxMl5nYnIrO3ftYWR8ij957++ze2aE/NL9nDwzS310jLRZY/v4BI1GSqfV5v677mRlba3MAjooCH58Vq3vrj/HR/TnePWfNfMuMBmUCb7wUSmYDRlZIxOSqLlyMbpCC4xUIs8IVClcjpEQExeevwJ1QmQNFsXlHZwanAaBbVj/JgALI6bMdhpcsVEVuqyCseGmWiMYa8iKDkWR4aq05RLSCBixGKkTEeFFyHyO9zkiBu+TLvOAtV33rkiExZK5Dk4dSI4pRbY2WqGewvjoDFPjU+R+ldPnHuXc4ikydRReQGshikYc3rfJc8hMk06xSq5tYuOIUsW5VdTXQRK6UZhqkTJXSWwj0LBQohVBoiCYLXwRBMu2dP10E5kExicAPghCZSnvRy8HSkRcCmkVa3w3PPmJ2nMboFSDcx/gGBTWlV+qkXeD9QXu6gb4UJbRx4h0//XcJevxygDkWMcs9Abcx27PJlvLGWkYrXoRMH2tkB6I6aKi6jzVIFGW33Ml9eUnkd7+0l39OFTGiAwCwbL9g/oaoZtOpfy9cl9V+pMqUV5Q0K+DZH33qZv8ro/hEQEbNSh0G81YgQajo3UWZ9fQNU/mOyTSZGTcMlUXtoxOEuUdTp6/wNzZRSZTy1zepOUEG03QGBHOrI2xtNZm/8Ea1id4q1xcqjG9vc0rLpthqqHURm9krfgs2GUimyAmKNQdMWfPzDEyqlx/yW6aSYIUq8QmoQAOn1jgzPmC77yuxmU7xllrw99+7gIYMFFU+pZDx9gf2dLTE4UL4iRENah3RMbQzj2f+Mgn2LJlO9e/9FomGzEnTxhca5b7v7JGXAitIuPQoUfxDpbXVoiqjtAaVB0UwkizwVSzQau1whxKKyuoN+vURhrEXhgbG2Fq6zQvuvkl7Nyxh3vueYAPfujD7NqRsGP387hw9iSdox2SOOJhUbbWU178stt45fe8lA984GOsLK9t1Dt1H5XBtj5WmPnQvrVMNIAKLcXysU1BcjwdFIc1Sci8ikCZNFBNWCgwpHI3FC4jMoQEiQ68L7BWaNRGwBdkvkPmXXgfSiZFRIljAZ+HFPDl0g+xtRQamBLvAtuCD6LZrlNWgo5ETMWISEjA5rTbwUVxinMW1ZQgsC0IyeJAvcGYCO+Vwmdh0UEyUEhiQ2o90+MzbJ3exlr7PGdnH+Xi0gVWigyRFCHBkKCuTDfna3gPndziBFpFRhI5arEhjU1YVFE9YsJiisbG4MGGS1qKcoNrBmNDfyy+65ry3clU1AUnQXNWLR2kOCnCWj5isF6x3X19WE7DfgsxKFVnFkKqzIC+JFj5lPRlmq2idfsHR+3tRneQ75bTjwT6Bv6K+oIyYVnffpXgRTYHHeu7YFmn2+jt1Qd3HgPcdN1bUrlPesdpX52BMlFbKZ7t16TQn5I/AKkQJswAkqjYEKoBtg+wdcO9S7RcVmiAKQp5f3pi3+pa9a5neR3WP8NGiJKYuD7G6uIJtkxM8KHPrbD74NUsd+5lYXWU0XSZPC+Ymhrlgx8/x/ZdNUbSmB3bphibyhGBtVaDw4/MUviUU3NTNMeWaDbqdDLD+fMZN990PV7uJBrZimQrXJi7SD4ZMZ4keAdpFLEwX/DwiVOIqzExbpmZiIloo5J3L9LMlq1813dtYWKqjbGGF1w3yV33XGAlt917JlLlEwn3a/1gHUTMpuwkQqRCUTjOnD7F/3jPezl65DAv/PZbuOq6F7H/kks5dfwk52c/QUMiiryg0+kgZUcYmaj0s3vECrEVpsdr2FFLcW6Zwq0RxzGuU3D1Dd/GbbffxsjoCOcvzvM3H/owD33lS7iVNiuLCTM37+ayq3IeuecB0IJGpEzVDPVOQbM2EfSxGqIs+vVL/SHWTzgfyjelDTKPQwsm4hDJ8epwEsSYIh7vBWNixBiKQsucHuXz40PEmPoQpRJHCVq6cay1qM9DRIx4vHpsJMQQBlYniFcgrFBsYyVO01IYK2XuLBu0pF6p2RR1MV4NcdJELeTeIdgSwASw41nFexMGcVGcj1EfUXhTClUBNCy1QYRXIS9zJsXWI7ZDPfGkIozVJtkxtYfCLXH8zFdY7izQLgLLpBoSrok1eBe0JIjg8XRcBzER3jcofCessaOW2DrQFpCESCgtQ6lVQ2I2AAkrSQfBa7nMhc96rjClXM04OGyEkJum0CrVvQ1rKnmC3sSASIERT2QN2SZLZjyePacBSs8qfUk/hwHllJxuttPNjuyO5wPcx7oy+pKyad9uA3v2WAmBPldGXzkbN647uu+sWs0+v1on1h3eu9RdlRp+sOzeaj5dfUmXUpH1xQ1ihAGyRLqbtHvN+3Yq2ZzuJfUVcOoVFlw9FWjp84GFE5R+MXr1RFhdWmbh8FmiJGJxKeLeexd54OEvsHdbxvJajdFmxvxCncWViCMnz3Pwyku58br9TI6NYorjeH+RxeWEK67aRZaPcezoHVx9eczcOYPnPHEkrMw/QpTsph43AfD5KmdORTS3w5nlJvt35VxYWKOZpHgbEzcsJ08tsWvHKKnxIBYb1ZiZsTSbSxiTYMjZNp1w3dVNPv/lNiGLggZK2ARWo9Kc9AtH1+cL6bqDMMwvLPCxj36Is6eO8bwrr+WSy57Pt996KwvzF3nooUdYXl5DjFKXqMxKGYCrjVLGRye57JJL2bF1lJMP3E3uHFGSMNkcpTbSYGJ0hN3bdnLD9Tdw6Mhhzlxcwis8ahSjLcab49xy0wt55O77iVSoIdRrMTUzj65NkI5OosunBinEvuemCiceSFa3iRtoaF8bG2RxH8vWg6a+XqtPF/VMmpIBbXy5Tg6miiRJAFMO4oaublUsFktsLbnPKAofkqNFFucK4kiIopg0TXFFQZ4X5F4pCHoR50xIBU8EWiCqWLGIWFyeh0E9yNSxGCgsaTTC6OgoS6sX8GViKqFimQHxhASqhioAV33owYJI14TMtRqSpxkseVGEzLjiSRNIE6UeKyNRjZ1bd5PEwpEj97G4eh5jx4glJsCQkMwNCjAW9ZYQbp2HJGla5jqRFOc9rQ6s5vMIq0xNbsEa8HmGVIxQ6arxUt3sIOA3GNTbsEBiCVCoOKQyksdple8l5ESpJqIO8OJJIyUyQfdTFN9CLp5KOgLVsEtvA9qb6VPNSMPvGxcCrhKQMVDCgFWkiPSn6l3fqW4SWryJmHSjy2nwjL1+XQe+b/y9r/juqs0b+ZmN7qtBt0I1mAzCsr6rKRu3h81VlNBA0b16qYRFsqrVFj1V7/I4Pedg/atbvLIG9x2tM1FPmL13nnpzmtbyWZJaStLpMNuKueIFezn86DJTW8aYGE+Ynk6J4lW0dYG4fZRtE+O0dQdfuEtY6sDYTIOJep1HHzrB5OQYd9yxQHPXFC+6JqGjS6RxwfyS4uhw7KSSJMr5OWF8rEEUpeydXiSVNR552HLNFR40QaJ6mL1lOV7bIJbECNdfs4ev3H0vGVHZ/Oq5LH3u656l/ue2992UnZ2n1epwxxe/wn0PPESzMcLkeJOTR04zkia011rYqEan1Q6PmrGkacyBg8/nZd/z/ezfOc0Dn/0QX1rrML/awhvh1LkzTHYmyHO4656H+NhHP0FqlZmpKa56+Ut4ye23cv/dn2d6eieNpGDXzm0U7TU0z2lJQp5u4/zsBdA8PBnqe497H/Ba37bqc33Ct+e+PffA1tcLjGxmcVQg0SoQY2xMEkGrvVImVEtRn4DEpSvDYYxHJQyi1oSJjildN+XydMRRgsuFTt4Oqg6FvFzTx3hTrgxsiEq3TKvoYG1M4RwQxLFeII4SsjXFAJFNyPIO3obnW0u9CiUYsSZFJA5AxQtGfUijb32Zmt8gBCFwXq56js2IEkcUOxqJYXpkiu2Tl2CM5eGTn+fUwiNgRrHUg0vKWLzP8JrhsDif4MvF/Go2CqHFFgpnAnjw0MbhihGMZLRdQd1AFPuyT66hzoIRLEKRZzht4cWHkG07Qk6EdwXqg4jW4HGaEaayUYgMEhDCtcOUifGEUlQMee4o3JN7Lp7TAIUuK1ChlD5wQu+ryOCmfiBTeSq07/AN2KEPaHRn/v27rHujeyG5g3sOYJUN43Ovkv0D2Ib29B0z4CrZhC7ecDUqZqICW33nHNCF9AGOgevb902qdvbVc4AM0Yq3CXv3A0A2E0lW9JSsu17lWhkYZW1pjhGpQV4wt5ZTixKOnQjrQdSmphlvJozXY2557Qu4+nnTuPwC1l/A54uI5Ki7AJ1lTh2ZY9f2JldftZOvfPJh7r4/pzE5x8yWUT77mTmetz+h2WgQJUv4IiVt7mdmu+feh5TZtYx9B/dStJaYnGkyM55x8tgsF3duZcuEx7ssrAdiQIsMIQYt2Lqlxs4dKUdPO4KGJ7Sxn01Q9d0kZo9nqlC0Ay+yttxmdbFFvtYG9ayttYiMIXMFKkLhIYlTbvuuV/ODb3g9B3bv5AN//kfcfe8hjp+bJ2mOsuuS/WiW4Ts5hx58iEsuu4Sde3fx//7pn9MYSWl+4fO88cfexE0veRWTScyFM/ey1FrDZavgYHk2Z3dWZyTNWZq9UOZJGGRFqs+qvf0s0YbEbN9MOGWDPbuN2wwD9nRn1T7Kulf7GbdaYwRpNPBOsJKQZ4sYXQIJ7h2lhseWy0JUzESBNXFwZ1CAOrx6jAVMTl5A7gzeCc4oRZlILcZg1WKAggyXFaixqAS2hnIuVbiwuGenzPHTdrOcm5ujoENehNDaKEowUYR3GeqL8Jx7SpeqxUtYC0cJbh8kClow8RjjiYxDbEFsOiQGRmvjzEzuRIzh1MUTnFk4Q1sLcI6iyDBRghEBsah3eB/6WdsV1hsiGwe9GwbUo3iMClE8CuJYa4fjmklMIxohMg3UCd4XZEWONwWqYdFDowbKBQSrCbCqYmxgbJyGdqqEbLuByQ/31AhExnUnv4LtG6OfmD23AUofANjYbO25dfoYiy5P0Ceh6E7qoe9L+FGrmZ+UA3r/AFrtz0aQ8lWrvsnum8ArKoHtRp/9IBGBlAs0dT1JXRSz6YnWYbaSkKSnLekWO9jeAelJf0NUN96JvutYiWgHgEp/i8s6D55PuoAqiWBmS53ECqN5xNKiY5YO9UIYHU+46YYpvu3KMfbtEiamE+J4jSRaJls6TKxLOFG8GrxVLr0EpnYrB7YlHG9aOtJhcbbGUrvFq75zjJlJQ14IVh1F0SKJ9xJxnq074eh5mD18mm3bGmg8wq69jjg7w+FHW0zeMEUaJyRpjdWlNsa0Q64Fa2jURrnmij0cPXU4DMzlM6VdVXzJapUri24eOl9dHynFhODUYwwsLK/QqKc0THBNrRUGcNTSGt/3xh/i9tu+g0sOHOCTH3g/D937IOcW2zSbATxJu82eS68GVzB3/gSf/uK9TI5O0KiPceHMcY6tLPM/s9/lZ3/h7ey9ZA8nTx+iVmuy3F7D4qhPTrP3+Zcxf/gu2lkRRHj08p+sz3WyHpisBy/fDGHGzzYQqeyJdkubaeC+npl7XVbD5k2MMdTTUUbq4xRuhU7eoZN7cu9R6ZQr+oYIHkHKXB0xznUQceWMHTDgHLgi6K8KDWnbjRcSb0mI8GLAWjrqKQiAwXhBfWAq8YJzBjQmMhYbdyjIAiusgpQLAuZFyMjqnYJ3RCYuQ6PprnycF4FJdj6svhxFAiZHfJvY5jRTZTStMzE2gwLHLzzMxZULtHxGu1CMFHgTk6CgBq8x3luM2pBYToLbSLVc20stKiGnkTGCV4uWCenURHSKkL9EzRqNFKLIIi7D6BrWOPCKeMX7gsJ5PEkQ0poiLFlkBPERZd7e4MIRj6gQmyj020aJorB2UvBQC0bix30O1ttzG6D05VroN6mGT/E9bCJ9g2E/bTJICdBlFPo2d8us3CH0DZ6bUblPDqv06tX3fX1/sZEer0BKf96Ras2eChFUeVD6EUfvXP0cx7oPNoCF6pLJxuYNALW+llTVqH7uyqP6gQuhHZX7TPoAz+DVscwuFizOCRMjhvGJgonEsrLi2bJ9nOuu3UUSr7FjT5NYF4mkRWd1DeMaeF1C8fgy8dtlly6hklIsn+XW2w5y50NweukMVx3cwa6tk+RmBJMukljPzNYUk+RkeUFzdBv7DgpnT57kwtmL5O0l9u/YzsS27dx3J6y0CkabTUZHxlldOo/iggKeNiKWfbumsHK4ex1UXaCkTZ/bcJ1otGLTetemx0n1wGvY3OrkTDYStuya5vTCAm03wi3f9Vr27NrFhaOH+Oh9d/K5O75AEVkWVpeJopiRhmHbeMyVVx1kpNHgK59ZwscjOCBt1GiMhHwphw8/yu+8+9f5zle+nLW1Dp21FkXh8XHEjTfdhsFx9uxpnBdiE9pRMSX9jMlmiwl277EqtgzBHNrXz7SkTTfrY75eVrRS6DQggjU1RDZCbJ04FjzLqHSCeBVbCi9NEIqqx/kMYz2IC7N5hTwrKArFuQLVsDRf5IQaETUsCGQKHQQXJajxqEZ4J928KWJiIptgGKGR1PF+kaJiOwkRfRaDFQvGkBlBxZJ5KAolshERBmMs1ob1a1SDsFZKdiO2jjRWJkbGGauPUqsnnDj/KCcuPESuOYUPEU3qhciEaWTgWMvVkr3BBuEIEsVh5WJ14X5SMiHeYAg5YwSDehP0OEVOzgornVUiGyaBkYXI1oiiGJzHWU87LxBCfhOVDEyYIBkJqyJ7gkjYGBPCikvXWxQrjjaFz3HeBtBkvpUASp/4YXAxOvpG08G3TLuDc587oZ9xoM/V0ydYRPqgyDqdSd+Yz+AQPbBb+dl3nqc0K9lYfndGKn0/a48R6bJqIr3kcD2/z8b6CX2anr7LM0iu9DboOnZJu1zJurLpaniqXCza3bb+WvQjISFre2ZPZSzkhrReo1G3jEWWucwzPTNJc0TQdk6Un6cozpGvLIOZwdkpRGcxhWAlBVHi2KFmETTC1Gt8120NPn2HsHZumb/+322mds/zfbePgrvIrj0HiOoNJO8QdYT5Y8dJawmXXD7GsePK//3EPDsnwBlBfYtWexnvMiIb4zQFyQiysA4zMw3qtZTVLC8vkYNSk9LzsQVmxBjThcqmVOhXmXgrYNI/2KtTnBZkWUQWGw5uG+PyG1/N7qtvYvb4IR5dXODBL3yG3VdcQ54tcWD/TuYuLHJx9gIqF2h9/ENkueP0iVOIGryBWprSai2FOonwlS9/iQfuuZtCBHJHURSktTqXXf58zh8+xJmTp0vRuXTdeOtdOQPap3XW3eepIfxvKHss98izjb02O3/Xs6YbJ0ZP8SybbHv8vs64CENEoTm5ejqZEkURcVwjMoYoVuJGRFZktLMOhRo8Mc4VWPHEsSDGlPlUIooip/DlOlEoscaM2gYNEUQdHZ+RiyM3Su4Uow3GmzvwRUErWwhuEWNR4tJtouRey5XeHZEEEap6BVGsRsRWyEO+Mowto1yEkJNFywX3VLF2hCSqYcQh0qaeWiZHp6ilCRcWTnJu/igtnSMvCiIdJTEJYkyZZj5CkRARhIXCh+y5Uchp4hVCSG+58rsRwvo5MRQWNMYXIGUkUC7gEDLv6OSeNIoYqaUkSUStFgdAtbZM4RSnLriyEFQMmJDG3pDjNLA2SEjcFsUGJKPIAgOj5dLGm4eqPLY9twFK13o6igGTSmWxblCvOvXehkEAwqCor9yj/OwbbvsG0AF9SXXAOkFH/1k31LW/eo9xE7WvrKoZA6Gp9CJ1BsvauLUHTNa1cQB7Pd5v0JVBDlzePhTTdRdVO/TvWN2ZKmfKuhDUPlCFQKGewihiOrTWPMmOMVIpGB2N2DYToe0TSGcOzxwOsBLjZBRjErRQiISWCwuPpRacj8AsoR3L7m276awcZc/BZcZa2/BpgV8+Q2JXSJsNRLdw/PwxZmcPceDAGJddCqdPN2jNXOC7v2sX93x5jcNH5ojtNNYIK62c+dk21naYnnSI1kGVRj2mlhhW2qF9IYRP0HKZ9moxQaceFdsFJdVaS+H6VHqB3jPqvccbsN7T8o6VuYxrvusl7Np7kKMPfo5mOsmRL3+JRj1n7vRdLMwts7jcJusIecdx9vRFLp6/iBIztWU7S8tzRGqJ05jlFYhE0Sz4pAtjKCxMTIyRdmJcp8Un/vJ/0azVmJtbCOGHXstU3z3mb7PIpH7rXzDwmwCfPKes31Xcr43bNKfUUz8LjwdStJ0Quxptt0bhCpSYWG1IlEZU5lGKqScNkigjLzoU3tHWNoaYSBo4Xcb5AojBJqCe1KQkGlHTJs2oRuYXafllvDU4Cb2YeCUSU4YUhxDnwudYC65oU2jOUuYQbaHeE5kmaVQn9wXOODItqElCJAlF4Qkr91oMGZGENP2FN8SixEQ0G0Hz0UgbxGnOxMQYjVrKyXP3cG7pJCt5QeGDK0slxxET2xiRCCXtuW5UQCxO87DgoAdvHGKU2BgMCbnXkHbehIUODQrqEYkQE1Nlh/WagfdYn+AyQ9u3MeTU4zqT9XHarmCtCJqzwhPyqIhijII6jBaocRj1RFGdWtKgnQW9UNDd2DBBfZJz8uc8QFnvpen/u7e1/CyFG9I32lYYokpHFiQofTT0gGizotf7zzAIXTYwAV2iplczXV9hHay3rgMP6+HFRgdUr7D1/68yFnbZlArDyuZXaTPbrLUIYWYPfdNFHahrL+JJu26ILrjSPqaKasbNQN36xcZJFJEkdRoTZaKzqMbyWhsMdFZbJMU4uTvO/GKT42enuOL5K0QyQpGthNwI0qDID1K4ReLmPHGUo1gyt8jkzv2MjDWYvbjKrdcscdfpGunIDB0SmrWEz/ztfSyvzvM9rznA5HiNU0cWyPI1vuf2S9g56tnzki18ZSLhrz98niufl/K8S+t87HNtrr0Ctk3VMFGC8ynYlCTyJXuiICYQtgpiw71R70vvnOJ8dY2r1PE+COw2uVtGQyRM1nFcef23M3n5Szl+9lGy5TZnHr6H1DqWlhZYWuxwsdWGHByGkZqAhoW9nBiiSNixexenT53jzKnTeKekqaGepuTeUainaVOsCvHICMtFh7PnT5JaQ44jd0Itshjt6U+onr0BQXX/4Ne73977rzbZHto3tMm6T3giNzRbiolXa9AQcreIw5L5GlEBsQ0J2jIntHMhievU4hHGayl4xUpM4deYXZzFa473NcQlxC4ipclI1MBYS5sOLdcJE53I4n0cxKMmR0zG8toZrAkAwHkDHgqfk7sMjGJMyDcSHE1BIFp4CXlYbAAF1pqS8VTwHufDc1/4DI8jTRJqtYysPU+aRmzdMgVScHLuLs4uH2Utz3FeMJoSRQnWxGWIrwmZdRWCHz+wEVEUkSQ1cnV4MWWfD9ZUqxD7MglbByMGa6OS5bGIicJI4cPSn56IXEqGBovLCnLvqCcRhTi8ZoSkeRYxHmtKF5eJUQxqhNim1ONG0OG4GFekOEJ+G0Xx8uTCeJ7zAGUDaVJ9djvGPuQuPaajq1Ppn/F3B0gzOH5L37+KpZD1596Yin6QdZAB1mRQy9E3ben7s9I+VzOcQWaGjbPRPkKjugYV447XMqFd38C/rokb3GEaArAH8qsIJc3ZO1GvGhtZmX6w1c3bKxUg62Wc7UGqdeVI+Ewiw74tKYutDnMrytEjy1y7fyt2ZJm1dos1H5NEEXjH/Q8q+w6kTDTPIrbAF2BI6XTaFN7SHDHkbonITBFFTSRf4KoDY3zqAY+zLbKFEdq1LUw2OiR+jdNnz/LtL97Gtq11OisF23dv4/kvsDTokHfmcSK86PoxxiZ28IU7L3L0mGFpdZHnX1bHZwY1noX5RUYmA8OCEJgQIprNGnFiWZxbQUwc1syQnLTWYH55JQz23RBcT5WB1nQTMxFW6hbFG+HA86/lwAuup95ZoTm9mzsf/gQULS4uzBIZaIykjIvSaWWIASMxUWwoHKy4iGSkSXtlhfbaCiNpSpQ0WFhZYGpqikbumZ+7yNLaGiutFlEt+JstCbnvMLNtknNnVyhcWOm1YsW6z1gfg/JYqe4HHuCvkfWf4uvlYnm2XTlP1jar79ezDZLX8K0cUx+h8HNktLFGcRrhNOQo8ZqTSkSe5RTOURSQRDG1ukesI6k10LYjW7OYwhJpSmpTBEOmbVb9Mj4q84aUs6EoMkFAqg7n8zJSSAK7qdVk1YUBWCNUhcLkOKcYSUqXCyhhteUoshTe471DNA6ZaLWgEIfSIXeGrJ0zOZoyM7EVUXjk5Oe40D5MXtRwRQzkQTNjIzASUuhr0HuE3GcSVljGYqwJ4EkVa0IytaAVKUcPU7Ku3oEH53JEEkQMXsP6O96XoMFaOirkzhBhAU8rK1hqZ6hmQSzrQxI8YyCNijCp17AisjUm5ICRkBumntYDlMtWcZrjnKcw36KJ2vpn7QO/9C3528+cmB7ioLuHlBlU12tMSlg6mAOk939gUOdRFrr+/a6O71+XkIFS+/Zdz7xUAt51npINGKX7d8nndGmlPudUX/v6Bba9xlVtLcVW5aAa9GFBvY56umvISEXp9yOwjSyQ9P3d3U3K6COkq0WpBLlSFSMwNdPkJTfu4jOfP0ZaT5jZO0FKnR279xH5FVazWWrxFFbmOXlulRMXM0bTHKRGEtcpipxEYy7MR2wZbxCRY8SWL7NhanSUOJrnoYctq2sZ52dT9k22ubB0iBdct52De2qkxjA62QC7hInqFK2LaDGHNTEFSxzcN8bY9G7+628fwTYiFuZrTE6EFNqusMxeXEERkjglzztgDDu3j7Jrzzirs+c5e3qZs3OKmhRRi88dhffEcYwYutcoSKJMUNqLgoGYCGpjXHHtzSSLp7iwOocpQFuLnDh3gXOzSyQRjNRS6vVRamkB5BSZkqQx7Uyp21GaE1OcPHKcHdv2cdurv494coI7PvY3aKvF/ssv4/Sjhzh24jj1OCGuJ2zZspVOu+DC+WOktZTt21NOnjxPEkcbAHwvOd2zmZht41v5bNozB56eHIPxtbBBse36cz5+HdRbfFZHswZiUqx1qM9RE5gKpw7nwgw8MpDlkEcxkbWsZEqaRKTxdoyHfHWVRCxWItTmrPglOrqKN2VadsLifEKB0yyAiVKnEZIoFghRSGGvDjE5SoL3UVif13Uwpk0SNYipIzbFFUrhCSBBK1bCIqIIDmvaKGvE1jI+OsW2mZ1YiThy6i4uLh2jg0c0JpER4iih8C2gwEiCSgoaIRhisVhjyX2Y/KkUIcRXXbd/9abMDFvmJgmZC0I/57xgCOHNzrvyXXRBNyIRvkzumOUgWBwRSGBi1DewJkKdUniHd57YRmHFaKe4rEDE0zaeepJTi2vUGw1MLGRFm6Jw5NmTgxzPbYDyuG90vy6knJ9L/8DfR5toX1HShwD6QMdmpgx2sutJl41bv1Ym3dF7QJfKYFX7Q5A3sBJ9ZEXFJlXZZUUMFimXG++BsS7FWO7vCYh+s5b2O6F8l9mR3me5c3BglG6MTepZHWml4MYX7WOtSHnovoeJvGV8xyRL8xeYnq7RWhuHyXkuzI4xu5Bw8mzK83fOEpPgCwVfkMSnOHXcsmt7k/HUUrjZMmPlJGNbLEnuOTebcuR8Rv3eo8y8qMFau85VV47jiwXiZAvCIqbokBfnKVyGxFMY5jFuBe/qjMQtLrssAjPKX398gdd/zzjWhxnGHXc8wHJuaYzH5GshV8El+2e47da9jMRTXDx9kb/+2HHufSRnYWWN1NqwyJ96TDm4V2yWrzogE5JJGRvzwltfTDubw2ZrFGtzLB47zPKypegUGGNoF458NcNoRmSUOA55DjqrBYVExM0Grr2GFjk3v/h2rr3h21luZ9jbXs79n/oUew9ewt6p7ezY9ygnDh1mdn6OuYuzGGNpNpssLq5SrzWo1VJckQUQ1QWowc3Xn0G295z2uQTXuYK+FvZY3cTTi1bZ+LRv9g4+nm02ufjag5RnA4A9+XOqr+EyRQuLTQVPjvcFxlhEBY/DSMl0qFIUDlGItEbkauRtwNYQHCM1Q+FyvM/omA4dWaVwbdIoQTRCvQup3E2M90LIeVqg4vF4IlsnjQzWeDxKJ+8geCKJwVgcQfBqyMu1cFwISdacyIKIw7sOiGIFaonBWHDOMTE6ytaZSYzNefTEF5hbPQamRqwjiCgxMRONfSy3LtDxc6ARaIiAEbEYE0S7UtVXHIor3zVXPlNl9KqY7uTPiKXQMhuseEQzbLiqGPFYIqx4jIZVmD2GsDBAhCs6OA1uZmuiwOQIgMFrROEtXj1Fye46yfDe47zH2ChoipTACD3JxQKf3Mo932AWiA35Ki91Nes0hNCssFWlnL0HPqo3M90ATvpKkt6/gTOIhHTH0u84emIxOgPd3EBuiHXbB0qT7nk3liYDvw9EIUn/DLyvMaZ0P3W3gTpHkRcUWU7WblPkGeKDoCxUsfSDSumuMr1zaN+52aQO/fXt1lj6LnhPjNLdx2mORIvcdMNuXvGKa5hqtNi7dyu7tmwhsWOcOdfCmf2stqZJI8/qUoOiKOgUpymic3hZwTba7NwlHD6u5HGKK8V3OTkTW7ay1K7x5WOrrBZtzp5cpONytu+7FGszOqsW6wooWmQifPbzUywsTuLcQqCGZQRjc5Jkntd/z262TqWcPNNidRlExtm1LWXfxAJpFDE60mDbzAhXP28Lt906ybaxDPEZO7caXv+aS7j8wCidvKCI0hC2a22XTQvPSOhCQgpNEG+Y2reHLZOjTMWW6ekJXBvW2obF2SVsp8X2tMF0UscXBRme3BrWMlhsKRcX2mQaMT45xezFi6RpypZdu1hYXCQ1Oe3zp0gmRtmydSd7Lt3PZddcS2N8LGhGnEddAVjiKGFpaYEkiUMIsgbWpOosqyR0j8ecPDOsSu+9qN6xrzUI+hoX93Uz1a933WXdv2BGUopCyDoZqGAlxhDWdLGAOIfFY9Qh3pMS0XB1olaKtBtIXqfIPN7nNEdjaiOOzJynkFmUDkYEVYPzhkKVAqXjHG0XVgUOUUFB6RUZxVqHmCKwk3GENYoRR2yEWhTEumlcD/qtIiQxMyYkjcTlWHGodXjxIAWWnMn6GFtHd9FImpw4+wAXVo6QoYhJy6gfC8az0jqNd8uYsOIh3gnqLWiEL8N9KTPUFh4KJxCuDiphjR2LDcSHgnqD1ySwVC4kuXNa4DVDJKRCEFuAdjAUJCLERBgVRHOMcYGpldD3iHqMenBh1fLC+ZAh1lvQBKcxHa+sZB2W1lZYbWW0MljLPW33LeTikcotsI4u7s8Xse6ATbb3qIQBUFD9tG6mt2kHqhu+9H7arBpPoEPY4KPvVqiv3tIf/VLVse/3vgoOZrftd2v1NDVKb9HAoijIOm18nuHVkyQJSaoYWz4y5XoT9J230sxWq3lK/wnXWzlb1HW4qySGetqZ8ncrBu+WSSPYsrXBLSMHme/Msq3R5v5DZ2nuLvBmlKuua7L7kjHi5hJNFVQawX/qM5wql2zJ+dKDU6wVo4zQoSgKFIMxObXE8W0HR9mzs838BcvFhUn27PFcPDHHvut+iFiOk82dI88MR84scfD5nsjHOFOAteX6HDEmyrjykmmaTRgfT8jFk9ltPHj6MAsXl9gzNYZrt4gjg2/ndJJlDJDZUZY7LVaWcm66usbDR3NWcxs6hdIVZkwIJVQVVAUjnt379/HKV30PF089yuTETu6540OcfOQErSihSCyReNpZCxHDzMgoS2sr+E5BoQaXZxjvKLIW4jLUFYzUm0xv3wVRgstWePjQIS69+jp2zUxy7PAjrC132L1rD2dOnqTd6VBkGSOjjSDAy6DR6DE9Ut3QAZaMXsQOg8xJpV15pmzzSKI+OvGbyr6+7fnq2HLjDtXzEEcxhVq8t1iphUlfJGGFX/VEYslVwEeMuDFG3QhJEfKXUC/IaYEtMEZw2mByfAYbZyy3Z5G8RVZE5C5CJMLjwyrCWgpP8YgJg69zBVp0UAoiE9w+RixiHIFPKcBH2KiG+rjLbFhjQwSRl5BvyRiMARFPEsNYOsNMczdW4PzsES4snsQTIRLct0WRo2opvKLSCXUixvsEr7YEWIExDVldlMIXpaA+nDMsuFiu0lxqDU2VvVXDu2YjA+LLVYijkqHygANxRJFiNCSeUw3tFfGlWN+U5/Nlsrpy4qwhEZuYCJGQx8j5gmpNOO/DeCJG0PzJPZPPaQalet6rGbrpinS6MTkb3C5d6LI5kAc2wQKbnXqADSgjMPpmZwpddqH61z1W+/6xnu7eeJ5N2101Qgbr8vheL+l99l2zXnRSr3zvHXmW0Wqv0V5dIWut4vMO6vIQFYMn6DT7gE/JSFWalS4ZskmlelXpY3aQgb+7+5VttVLH2ByRnHrdcu7kcepNQ1KsYkyHyK8h0mJ69CzjerE8xmEkL19KRy1dY3J8jlNHPdgcL57EGs6eb5HGhpWLbe69d42s2eTC/BqrK6tosoMrb349Y9NXY+MGJ451uLi0QlpbRsRjaSISfOfGjIJJ2b2/yfMOTFC4gsR1cLnD2JSZLaPUU2FiWvi2yzp86jP3c3EuI5aVECaYKN9+6w5e/Yrt3HjlKLUoQk2IXDKEZE+iUI8t0zXLvskJvvf7XotZOc9EGnHq2INoIhQScX5ulTUxuDgiqqcUPqPotNjaGGUqrmHycuW1xJJENUanxkAMvt2itboAssqdX/gcN730u/mOl9zGzPgkkU0ZnRgjTRMaY5P4ImN8eprEWlzeRgU6rRa1JA0RDFTQREOW2D4gMvC+lA/+M5FJdrPz9J7DpwaGBstkw3P7RGwjE/uUqvK07MnW+fGsYmO+GiPT31f3jnVoHtbIUQedIqOjbXLfIS8M+AniYheN1j7StV3YbBpvauSxZ02XaLFAi0VW/SodV4DE1Oqj1Gs1ogjEtFFZBcmI4gghwpokrMejWuYUMqHvMgEIFN6T557CBVeG8w4VxfsY52KKIsJpRJzUsGXEjSKIjbCRJYqEWuwZrSdsn9zDzul9iGlzbu4RMB5rG0BwjwgGI0FnglhMFCGSoi7BEBNWMFacz3C0cdJBjAv9Gz5oXrRApACyEGFjTLlwoEN9hqGaFEgpBo6AkH4fDGINNhKcz1GflzrD0G8aMVhjQBwqHocPafy1KEW2gtOwcKAjsDpFYXBFRO4MuYd2AZ1CntTb/ZxmUPqVDtVAqNXm7vS7N8sfFJvQG+Q3oILqc/DF3RBmXM0G2fhWPvE5Wajnhpmdrt9n/WFl+/rCgcJkdbMz9lERA0xT+WkCfaKVmFYCG6J4vMvxRQeXeVxsQAtMlCCmhph4XXnl9ZAeMNxssioij3lhus0ZoIRKet5YrE2wuZBnnvGG4fT5FdY6EecXEjA51rcp9CypyVFJyYoRch1FkmUil2NF2LF1lXsf3cWuXU3Gam0K51lZtawtZ8y2C4zW2RbVyRZXuf/ejG+7/gDLZ+5hbe4Yax3ls59borVmUdfA1mp47eB8jogDSRGNsUaI4jr5UptWLsTkuMKzc+c4Zy5c4Ntv3c3VV6yQxEt86YsXuOnWGiONNjumYqYaCXFc48W3jnLk5COcms8QwoqjFcVlrNJIYy7dO82pOz7I1u0zZH6UdKTO0qk1RupKvBKyyxadnDSOadbqeOdpt9vExjI51qS91sZMTbD/4PPYs3cf937hTiRv8cn/9T5cbBBJ+Kmf/Mc00oj3/+mfcvCS5/Pt117Gp33G2fMXSBPD3n0HePj+r2B9uFftTpvU1EPCqj4QvdHF1/dO9TErz/SigYNVGNSPbPz9sQbvr0UdN3NPP165T7QuX19G6LFuV7XdlMJRoOsKRoNbxJb9TZHnuKgIa0K5jELXEB+RMkasU0RuEls0MIVFrdJKW7hkkcIsU2grDPIeIqu0ilVmlxyFX8F5RaROs6k4Z0Om2KKNqieOQkhtgQmrF0uEmLCeDGVwhceXACFEzoiXcgIXOkxjDF5dENpai1MFKYhMTmIKRtOIbaM72DG2i7XOeY6e/Qpr+Spq6mEFYV0D9cQmQV1MlWVWNORTMSbCYUClZCOC5qTwBZFEiJcQiSO+nJAH0OcliGbD4p0hUBljymzaQU/iVXE+iInFhsSQeV6QuyK4ZzWES4dJRnBxqeZoydz7bm7aMMl1EoBmtYK99xXbE1iqAoc+ybV4ntMMSpW3ZPMJgHZ/GyBJ+v7YlEDpn9mv/23T0+hgP7CeNeibVlRApv+/x+pEBmaRm7E9m/QKVSZZ2fTf41IrgxdKBBtFxHFMFEVExmC0wHVWyVsrFJ01fN4B5zesDB2KKxFO5YLrZ5GqCpmeLiUc0jd49Q1mPY2RoBIR2ZQ4rlH4nAO7x1hbmaWTd7j3wTmOn5on0jEiHce7mHZ7O8fO7OTi7H7QfVgaFNYy2nSM1E5z6twyBY6s3SBO2lyyr8bFZTDiuOIyYWJMqI/uIMrXOHHffyVbux9rR7j06imuum4EYyaBuLx8DkuKFU8UJ3iFKB5lftHw4U+e4sxFmJ7ZQtwUsrzDnq0juGgnz79knEv3XOQLn3W0M8H4nMi2sZKzd2+TG75tOwk+JEQSypBiYSlT2iahY4X5c2dZdZCMjvKhj32OhYU1RsfrjDbSICy0MS2U+U6bNopGYf0On7VpJBF7t+/mumsu5+4vfYl2UbCcF9x/+H4ePXaMPZdfxszkKO3WInd8/lOcO36YKw8c4EUvvpkt0yOYtMHC3DzTO7cFYVwpiCtcARrwVPWkPhYzsp5Z+Ua0DYkb19XzyYKq0CU81mTiCfU864556laxQNrza68rc7MOaF0NZLAv7gmGQz9qBEzl29aQdUNUS4G8kHc6tFdXKTot8AWprzPpdzHl9jOe76bRGSVyHk1W6TRmWUlP07LnacsiLi5wRigKcK6gU6yw1JpnYXWV5TWl3amBm2A02c5ofYI0BmEJ7xYoilUK1wmDdaGUCxnjKSjoBJ2GKbCRkCYpkY3xmpMVa8Ft7HOyvEMnX8VLgVrBRA4bdRitwa7J7ewcez41O8HJC/cx3zqL0wTvUrwLrIc1logEqxaLLVdBDoN+FIUU95Gt9H0GIQlaDxcyw4Zx0ON8Tl5kIaU+HqdFcPeIBg0NjkgCWLGUwEQDiyISBMNZ7oII2AoSgU0sURIhVhEJDI1qEUBZuXSjMRYxAUxJ188fUiA4VVBLhCUxhljMk3pan9MMipgQWdKdZK9jFMJOFXuwkeGQLt0CWr48/bqKx+4sqxP260P6Su4nCNaduu+UVBqMUJL2qrtZW6WqdVWGrm9S9/zry9gs98TmbpceKLCxJa3VEJfhtIAiw3XaKB3UKdbGiE2wXZfaYDn9FRftvwjlddNeOwaT4vUBll6LUMDGFuc81jZpNjyupTzvil1cOP4ArbmYL3zhHDtftYqoEOkENorYv3cLWEfUOo+p72Y1W8Tky1yybYkv3BuxZ+cMa63zzC2MMzUNB3c2uOqaUbZPOlYvLNKSg5jaPNY2cC4itmu86PqtrOVtElnCm5Xgn9UkLA6GwaAkxtBeWWV2bYUDz99OczxifHyUbA2mJseJozUib1nKEw4+L+HYmUUeemicG24YoeYIWSQ9PP+yKT79uRMsrlWa+7Bq6bapHXzP930vYuChu77M+PYD/OGf/m9WVlfoZIY9uw8QnT9Keymj3giLAnpVFpdXiTFMjY2Q1mpkqy1WZi/whY/+LUceOUK7yDFRTNIc5cYXvYiX33Ybe3bsZnF+lpWlVf7vBz7Etj3b2Xfpbma2TDG7lHNg+1aKpODIQw/ick/e8agt/eHVuiYiIfqg7xlc/9xtfDb73rHu392n+glHzTwRzLPZPv1RNZu9M5v3D4/FZvR+GyBKn5TL6fHKfrz9Hs+eHGOz2XUwJasX9HC+96aX6NSrhuReImFVXAmCVGdBS5dea3WRdnSO2sQyY8UIiRlhNJnBUCMzSitdpG3XcFGG2haOFUIkSwgbDokBPepNEJi7Fh5DFDWomQbex3QyRxQXxHHQn+TFCt4rnghra1j1VCvuepTMZYHZEINXIY1inIbkbQ4hMnGIevEGTIKiWOOI45xmYtkxsZtdo8+jGU9ytnWYc60j5IDRWpjQGI+ROpYarsxlJNV6O2VKe/EuLJAoJTuDQTXo/7x3FECYu9iQhdqH6B7UBI0aMZVTR8oxTp1ByrBlr4FPEReidhSPKeN7oAhrhZXJ6QKPYss+22B8WIQwszGxSYkRlA6loqXkn4LANhKITVhV+snYcxqgUEWOANXCLt1Bv18bsd76xsp+kCIVi9BnvTwe6y9sCYYoP7R6SR+b8nw8Gxji19e5fCCQskMbQD99s7qqQes9Vn0dipZl9fcx68Olg+DVEicJ5Cmu6JBnbbL2GoVXEhVsUkNih4l8t7xubbquL7qMTHeNlqr86rd+Ubf0VEMbQA4GQ5OOn8dG00hniShtMNlMufKKFufmDnHmVMK9hzKuv2pveGmLBSRqoclOoux+nC8YiUbIUstos8VIbY2zZ4QtW5s0xrbQnp+jFkXs3tlk9uwqtdoYhx5ts29rzki6hEQ1PC18sUJD17AmzA48GSIRJkqw0Thewszw1Jl5Hj62zO031RgdWWPH9fv527+7F8TSHB3F+2VSa1Ad4+TZnE6tg4134YrziPG43LJzxxR7dk8w/+AC3oZkTAbh+puu4YW33cKnP/ghvDH82R/9L5aWOhApHsWKY9tEyrmFFqbSfLgy4RWw2F6jYWPGx5usrc6zOOeYGE+ZbmzlBTfeTJw0+a7bbmX7zn1EccTFCxdQMYxt386HP/IxXmVvxwGr87NEl+xiz9591OpN5hbmqKU1sk6HJE3oho5rNTj3Hs7HWp+n0iJt/jJ8fW19CPR62wxwPRnbDJCsn1A8066a9f0DMKAPqULD1x+zse1C0HYISMgciikzWZeTD5Ug4oxjQ7OW0KgnxJGl1Zpj3pxmi4mQIqFYXSEfAx3zrJglWiyT+wIjUfBySlknDW5naxSHUjhHnhcETUVEoYbMgxiPGhcWAjQxtdoEKW2WV2bxPkeMAg40wZgEjxDZOkkUInVUhFYe1vcpnAepYUwagAEgJkEE0ignsY7p5jRbRy8hisY4t/Yohy9+gZVsBaeCGF+2AQLQdnhrcSYkWAvuEsGqKQGdLRdeDYnYggA1R7VAxQSQZiziBdFSFOsU8YKXcF0Qh9UAfso3MWhXxFP2GL33TooA/soFEQPXb0oAWrp9tFysUULocgA2ilKA5qgPQlw1EoTMIiXL8uTCjJ/TAKV7j6v/dQfJ9bOWvpVfy23SP0hWQKNbavCxrSc5uwNr/8a+70+0K5V1x/VzCwNfdBAY9TqC/g5r3dF9HKtu2IeBa1XRGJvP2gSxFhvHqI1AIc9y8jxHMURJDZPUMVHUZVG6x9E7h3YvXL/wVfpQXP/3vvT5/TUpXUaGCHUWJ47IrOBISNMJas1xdu0S5hZHOHKiw9WXtWgkLcQso8UsjhbCHFJ4JEmwtd3EbgeXXzrLlw+tMb71kpDwqQ3EhuW5BivnTnN+IefsUoeTOwr2TTjqkwcxJqauq+BWMcQUKIglsjXUJIikaKQQjXHs5IPsPrCH5vgIalZRFrnqql1E4wZrBBM3sG6eB44JF+davOK7gnStkAJwGGNJY9i9e4J7Dl1EjOLUsG37DmYmtzA7N4cWjuXVNWYXlxEb49VifQatZfZuneCBE4uMjjdJbMTq8gqdLA+dnQ1rBrUzZfuWbTStZf7cKYx6bKvN87/tZsa37mZhaY5777ubBx58kCRNSJo1Tp44zj133M1SscLC4hzGGi6cO4e68lZHlqINaTmBMCVIqRY7HLivfZ+9pIFsvn09C/p1GsC/1iYbXvR+eyy3zzPXxn5A9FgMV/j8akDMh+m8VitslwkfBVQ8UWRo1EaYmhxjz55JDuzbxa7tu0ANF5ZOsJLMsq2xm5XlDhePnqW5LWakFkMzwxcdxNWoj0zhXI6SAw4RT2Q8RZF13VShtlEIr/VByJlLgUQm6CVKMWujnjLWFFpZmywPCc+c7+C8w0uCIUV9XGbgLoLOxRjiOEI0iFcVxUTBfRUZRyP2TNQm2T12GSPJNPPts5xc/iKznfvJaYNNUdqBcdGworARRSTBShC1GmNxrrwnNoCSSsvlfE5YETmk3rfiEWsDawLENgYVjEZgEgoVOq6NShbW8gMEB1Xafs1RQkSgSIgYVFEwEVZiQrolLdNoeEzFemlYTdmLBIClHlMtEaMhER740CajpavX4Vz+pJ7N5zZA6aNgKamqrtdFww6yDlV0Z/jSgyEDDgiVLmW5gYlY/63sbwejYNZxLZsx1BXrU4GITTqsSp/S/b1cUU6r+j9eRyGD+2wUAK4HLOvqWx0vBmPjIIqNYsRYvGuRt1bJIotNUkxkMXGEWIv4ainw4H9ETFjkax2qqxLCBcayTH9fdZL916CvLoInK86CjOKKVQxLqIxhbIOs7RifHmVs1HHppTtJ01N4t4xqjFNDfeQaOsUiOXNYDFkn5tELTaaSlPm5jNNnBM1aLK3k7NjToJWtsWZGuPaaC7TvWeDI6Rq3XJMhJsL6BiJtiHKcX8NIWtKyESpxWJwQJS+WWF5YYnRsGopFXGuJls/IWmNoZjj8yAITV9cQ0+Qzn7nAVVd5dm0bA98hsZMUfhmlg9gWu3aPE9sIcYaJ8ZT9O0ZZnj/J+aOj3H/fXTx06CHUJiFjpM9pO+ViR8m1oDbS5JJL9kGRc+xYmSJcPd6HNPd5roxMb2XHjnHarWW03ebU3V+k1ogZG0lopDX+2+/9Hnfd/SU8MfOnzzIyNsa5pSXOnzrCxTOzFMtrJGMpzWZKLamRZTlJYsMsV8u8DWwEwv0D42YJ3HrPrPSBm2dmoN7MXTRYlc3epfWsymZ126wDeLz9q/M+kelOP+BbPyl7PNu8HuuZlG7Yd6kvCeHubNi32kdVy0zcoW+OraXRTBkdqzM51WT79mn2797O3l1bmZyexMZ1nLOcO3mRFS5Sm+lgGwXLF9ucmVvELyuTRcLWA01qaYxoTCQpIqa7um5iTcjJ4fPwdLjAtioOKwng8b6DRhanEUKMdxbnQ2baen2CRtpB/GJYkFQcWRHW0IlsAlbBO1TDKr5VCrN6EpiKXD0iOda0qMcR4/Eoe8cvY2vjMtpunrPL93Bx7VFaxQqFByM1vCtCODGl4EUsRoM4VzAYp2FF8bIfVZTICniHlzywLyqIJCWTQvcemWo9Hk1J0wnURLiVeYqSuQKPRIHBEUI/IFjiKMU7D6ZiUyxV8jcpI4VMKQrGGlwpng0Lu4Y4Pa/l++4CDBIpBb/llTMIIt9KmWQZIBuq6XrYXg1s5eztsWctg6nmpf+lX7drrxPT9b1Xrx6PNQHacNYn0NF2Z599nXn3+P5yH78zq65Br26DM9mBUsKzFfYQwUQxNq4RpTXiNCXvtClcQXttFZMsY+MEEwctSvfqVaxJ93tfxycwmLvl8bJelHyYCN53yNqrROkeWu2j1ETxNiW2hk5rhek9lyNO2LVzFZMvIjWhkH0kI88nHr2E9uojtFsrrCwKFy9G/Nlfn2B6+0HOnT/DgWvg4L5JioU1Tp+fR/IazakJatsOkH/5FCdOCnc9UOeGxlkadhut1iqLF1ps290pr9kWXARITiSWTpETpyM0G6N0luc5d6pBYmdYLdqcOrNI7mDP1dOMjE5w992n6bjTPG//CBfOeaZ2dCjaQmQ8KqtEZpKpiTGSWNm/NebyqQYnTi+yEE+y+rk7uPeBBzHWhlBqL0Ri8BrjTEynnXNg727GRppcnD1Pp3Blipo+LYg4Zs+cINElZjNPnmXsGjMc++LfcuGee3CT0zxy/BT10Qlu+e7v4/gj9/LAFz/H8dTQabcZGR/h0L338v/5//00586dY6l1H512i6y9UK2NgPSxYv2D+vrv8Dgz9O6r/cyyCU8URPT/1i8I3XjMRsYoHLP5O9j7re/96XHF6/Yp5xEbgN/6um9+nvUMVlXegMB1oA/tgaHKpVv9TwETG+qNmMmJBlumxtm+dZyd26fZtmWaqclxRkaaQUem4H0db8aI4hTMAs1tjonLYmqjbby3pM0mqxcdCyfbNCcyzI4IGy3TznJUI0Lq9wCy1TlUDXEU430R0rBrB2MirEkRHMZaFCUrwvoxxgrOgbYd9VhppjW8FmQuC6G8KmXuExfCdIsCiaOAJ1QROojERAgmyojsIpMj0+wa28PO0auAmItrX2F27TCtvINhnMg4jNbBGvIiLzUiCUKKJyekxI8o3GCCQ8TjtIMxQiyKd4qYuGRapNSLBNe9tQYrhjwPGhp1BcaEgGLtThyr5wZEDRBcNWEhUl+u3yOliDdoYGJMqa4LCRgNgpqQSbzyAIYw6BxVH7LWSQlYfRIioIwB/RZy8VDl2+izQQ2DBhal20H2chasO+gJzFf6OsZ+KrQqeUD51ndIuX+/bfh54K++dgzM5vrYoYHOotrW93epUxnUzwiVSGqgSY+xoWKaxFpsmhIXTeJOh6jTIV9ZprW6ikqEjRNslAQmJUpKX3PZgk0md7JJpzkACvtr09eBem9AplnLziNEOLZRrx0g7yxy7PwKW1NLUlzkkOzn+KlRbn5hwpQ9TDF36P9P3p/GWJalabngs4Y9ncGOzW5uPobHPOQQkZmVGZVTVWVdaoC+UAx9U0335UKLklAXasQPJCQQooSEBKgFhdQgcW83oIafF25X01UFVN3MrKqMHCIjIzIiw8PDZ3dzt9nszGcPa+gfax+b3DwGGn7kZUsR5mefPZ29117rXe/3fu/HHgVJZELam5TMzY75P//JPlnTMJxoWk1Hnve4+1AiGk2e+8ynuXKxQ9Hv8qf/223ef3ePnZ2zvPWu5ac+26AVLTAYjrn38AJROmBxXtBQmuBAYImiJpPxHp2FZa7fuslLl+6TRRUzep6Zlc+RNVq0kgdUCG5e3+HVzyR07SX6OyBiQZZ18TYhTVvgLDMtzYX5Fk0P99f7zL3wPEsXF/n+t94IYKMy+Foz4LBEGuZaLeaKXWyjyTh3bG7uUxQF3nuUUsFPRQajqvGgh21Liv0++7lBesHFlQV6gy7j7gZ24iirMZvXfshoa4dnnrjEW2+/A84wUSV53uWdqzd58LDHpaef5e71q5QTcdBmPygscBSkHBNg+ulA6cN1Mq3ZdJLtOA4KThfOfjD4mXbWH2U5OoCfFIwefhbHAMTRazjJujwemB1hGQ/u42FdlaOsxzSN97i/zBQc1u+XUHh/BFWIw/NM+5Mwr3AcZYUPpx0+6AmOPE+pBJGWdDotlpfnOXN2lrPnZji3usDC/ALNpiaONJIG1mhMJalcQmNmntnOOXR0hnPn5+ht/UtWVuZJFia00pSsaNCfLRHVPtmSYmbGkaYFzhWIqABiylIS+SbOxUgaJMwgjcSbCdhJYH5thnQJSim0DxV4LSZoOJzG4zDCMbGOmbTBXCtjNNmitD28MVgPpRNIFzxIvDF4BFoqSlegpQYpiXVOp9HiTOsyZ9rPI0XEWv8t7vZ/xLAaUxqPswrvNKFusAkVhp0CAjMUHvcUmIi62F8VWA/vQ/RM65qlmhqrKdAKb0vAo3VyAFqMc3hGYTvpkT7oUYT3KH84moVUZ0dR5eAtUloioQ7akBRB1xLCOT4wT94xTQD2tX8LtYmdFB4rCMy4D2yT8g7QB6Gkj7P8ZAMUjvcs00H18N8H/6ufyNFB83QG5ORyOBn5GCmQH7LZwRUeAIZHdzjoR47TO4fAY9qPHyKkepvTGaJjc7pHANoh2Dq4JF+zHUIhogSVNokbJVWZU+QT8skEP+gTRQlRnCDjBKmCL4qHoOA//CWP/PrTZpmPXPnRTl4qRrZCuAKlM0Q2h6Kgt/l9ejs93rmxySufbHO+dYfR/jaTfgM3P4E4ISFDSU8WlTSSikQWQVBWDtj3De5v3KYyCcLkxO3LXD43j7Z9bCJYXDpL/GnFvfV5Hj7oc2+14sL5iKVFyf5Wlxs3S67+aI9Wa5mV1VlmV2MWZhT5YJfnP/Us/eFdOmqAqSp0ukyWFSBTYr3MeO8uy4sF8wuLWNEizz2be4anL6cU4zGxj4hERSQKlmYihnsTREvzcHOXH99YY3trP8wOpaxtrh1KxnRmI5rtDlk2YHvU5dbDPXrdUd2GDwcygUd7hYxb/Mwf+9M8t73P99+5Tt7dZ3sy5uFGN6QlSk3kJ8zJir4Z8vbNe3Q686QzMywvr3Lt3Tf4vW9+i6tvvcOZy09Rjvq1VjsAi2lYMdQGmQ6ihwUip8/6aKigHhJDm/iAENGHv5LHGYzTRa9Hr+FkGzzc93i7PbQxOLrdqVdwSuhkuv408e0ByKn7CDEVzB0To6opJDtxtqNhGHnwvKeAJYRUOd5vTrdzgNC1kDUc22ORIoiztVZoJUnTmNZMyvLyHBcvrXLx0grLy7N0Wm0ynSFkSC91wuCEwro26HkazQ5nls9y8cJ5ZJTxcN2wvbdPVVmiskncX6XsZvR2SxKanLsYMX9ZIGa6GDHEOoMJ/mEoEqSrEOWE1MdEoommHSoTq3oG7yOsBeldKAAYOSpXgSsCqatCXR4rIyalJIoUcbpACwv5gEnRI3KgaFA6H2rNSIkTEU4EB+lGLGlGGWdaFzk78xyxSticXONO9/v0y9uU5QRnNdY6vFO127YCpxCEOjvGOKQIHk8eB8IhpMHbkFGjpv2qDb4jnuC4O31OzstaJ6OxXmCMreufCYQkZFChsL5EWE+sNN47nAfjQ1aQdSHEFFKGBbgAhEKzE7UmJvz+KRMjvECi0TpCYLHWgA0hHVu3NylCOw7Ayx/Lifgoy080QHmE3jwxE/InTMxOAw4fJVrrpyd7zH4nX/iD7092PCeu/Ygr2SkXdhp9/FGo7ekOx1cdgqKjF3DK3lPcNO14RVBfiyhFZy2SqqTMJ+STMVWRM+53idIMlWQhHBQHFmUqhH0sk338QR1hkw5Zn6OUsjGO69d2yccVMs5RWU5HFUTlOk+/+ARzuwOeeSrmuZU1Xjw3RqQlWoAWMZ4RzmuEynBCgW/ixAghBWt7JXvOsLsBT1yaIVpJUewijKOZnWMvH7Bw/gwq7uJMxPXrPc6uLpLKSywuvsXcwpCqitjbusH2wybvXdsmTmMWlla48MQczbSNNyC1B7+JmhQYPYOJP8mgu8DS+Vm8H9DUCldW7PZTdrtjmspRjMeoVsKt9zYY9IfIdoNeadl92Kc/HCKkw8lp+qFFCkGnk3Hl8hPEqeL2rZzxwLD2YJ80iWoB8uEAOa3p0+q0+Kkv/zc8WFsjnVulcIZv/85v0ZydY35ukbW1e6SdWbb2+9zb2mHYG5AlTWZXFpldXuTlxk+zu7dD1mghvcUV1cGsXhx0SoKgB3BIKZgWEjxkI0K66kHGSF2QTFBXPz42HB+ChEfLXBxrZPW609v60XfqtJDLqawGHDKRYvpvwZSdnf6Wo4LTY8fzcFp49+T202OEYeEwddd7Dut++XrwmFa1FvWWggMm0+PrTI1wc8TBX1E/H4GQOrxvsiSKBFGkkEoRxYookczMRCwttVhemGF2bp75hSU6sx1m52ZpNJpEUTArq0rIK1UXsdTE0VmgxeLCJbJ0ic5shtaWe/e36ec79Ac9huMtJsUAdhowTnA+RmFozWSkZ0ri2QFjPNbpADhyjR9r5EhT5YJIanQakaYJOkoJ6f6hJoyQYWYfxR7rCiobzNMqUiy14JQqWLBbS+4hixUz8Tyx8lhtcTalsGFAVjrCComUETrWRKqinaXMJ4sst6/Q1C36+T3WRz+mV25TVQLh6vdOqmC0iACCjiPEW20IKVkPMmTLSGKcD2JXRUIkU6yzGFtgsVTOH1j1h3c4Bg/GAHXmzbQQj/MBIGgVKiELHYV0X0PI6qtN4ECGjCscttbDeHxgWhHgJd45ZCLRSmA94AKLEgCsABeYH0lom0JKHB5bp207F1ipjzKKTZefaIASxltRD2ZhRd1VHPn+yOanzI4eNwE7NrP7SJdypHM5Qr8+/tg1tfqYo59MvXzksR7r6E6wQSdp42k//Jgf8sjqKWjy01miQmrQaYPEVlTFhKLImZT7TEZD1P4+Ok5DuEcphA720R80rTwds5ygi47srySsLBbIqqQwe0SMuLc2YbfXwGdjluYFuC6CgkZcgWxiiUIRMhzCt8BnSJkhZQ9vxhRuhf/1t3r0o5SL54bcq2Y4kw2QcQNnSkw54O33DM8+ucVCZ4bVlZK33htx82afZ6/M4aozCDVDJpucv7jH6rldnvOzbA1e4J0313n9h7/D/V0LsskrL68iyrN4IrzrYapt9gZ7GD9DGgkaqabRcGxsF2xtZLz0HAy6Xe7fH/L2mzvEKmZ95BijiGY1mW9QTga0GgmVN0xyQxS3eObZK6wsnWU42kc5gZsUeCew1iEjcawZ+boTaSSa8aDH1v076CylNJr+YEJzfo7PfO3nsb/z79gfTXj67JP85f/D/5Hf+81/y92bd3n/h2+xu3Af0Pzy136G5flleqMBm3feQ9WP0jqBqr0dXG0+NX3OztkDpi0M9IffC+/BuVq+dMjwHdAWfhq49Mea2cmQynTH6Xzg8LcfeUd9EPAdDOoH4ZFDgDM1M5se7Ohb+Ujo9Mg5jjEkRwD7aczRIWCbHs/Vr0H4ezhbqvM6FCEU4OrJWL3R9HdODxXs1w/9iqQErUBrTxQLkkyQNCLarQbLixmLC21arQadTpv2TMbsbPh3lnWIkzZSJTUQ0MEKvgqZJ41WAjLDGo1zkoXZy8x1zmFsRVlO2N7doTt4yM7+Q5ypEM4jRDBsi8wisnA4YVBZTjJbQHNIxQ7CjRClxI2ajHYlZbfCD3MSrRCzgiTLUdEQG3s8Cm9C2EfKIJJFW5wosVTBfEx4TGkR1iCFQBGjBMgypCirUpKJDo4SIxylL1FahzR/JdFSkSpHI4lYTM9wofMSc+lZCrvL5ugqvcldhHRo1cb5EUFYq3EIiqoM3JgApEarcK+cNUH7ISNw0cEkUagY5zVlFTxtg1NrmFg4F/QiTFkKP30fAs+Cr0M9vgyVlqVDYQ9kq672fZmmPAcQYfFT9luEtGfvPUhX1xYK1y5RB2FlKS1gEcrWWVygbHgZjZuGimqPFvf4MeG05ScboJxYPgxsPLr++OdH/Qc41sGc5hfwwRc07Skev+3jTNNOxqk/+Hwf9F3dq31UcHL0OzH9L7wtMo6IXJOsPUtVVZi8YDwcMup3idKEOEvRUYRW6hA6CR650Y/8FnECph0jxaadt6HZhFg/QZw2+OG3X6ffn/DW9ZxB7yZPX9RcvpLy4sUUZXI8Gic6lBQI0UDQABUjRIYt1jE2Y3/P057rI1xBf5KwsuzY2pvl1g3HxdUmVbFLqnv4fA3T+DydRp+5LOXaj3Jm0oyzZ+eQdp/K7eHFE1j/HMLusdS+yZe/cpEHe2f5v/+z1/jBuy3ubUR87vMRq0sZsW0AEc3IkGiHi2exMiNNI1rNAbv9CUWZsf6w4PvfuosRCXsTz93tMfMr88xlKakQJIni+SvLVIXhjXfWmPiMhcULFGbE3vY+587FdFoRN/a6CGnxXuGcr9mNGh5LwUwL/uO//22+/wff4YmXXiLPK1YXWmzvDdi49ZA0TvjcJ17gC1/9ab7y6he48c4P6Y1K2rMNrl79MWljmY31ayzPNXnqySepRvvcuHEDZ3JULf8yru7YpiyJEGEW6MLMXyCwNTNfI6dQmVVwEBo68PAhsAoHrOBjwohHQcCUIQkp6wS0MhWjiimeDu/i8Roxh/V2Hnk/pufwcAzAHJkRHH+Ppx4SJzNkjsKdE6zjNOw0fY88IX32oHCbASFD8U7hw2xWO3QEcSTQsSTJJEmmSJLQZrJmRKupmZmJac8ktNopndkWc515Os0OjawVSkpEEUJGCCcRNFBqDh1lOCcwxlNWFc5JlEqIoiaNxhKd2bN0OikP1x+wt7+FY0BZFJR5QVkOyKthGChTj3cel4efqWQbIQviKMfF4f6YgUMVCjNRDPcNRXcMJgXpaSwlxB3QMyWTeIs8GSLjZtCWGIkSMd6F4S2KFF5WWMpQ+A8VmFQnkD7CU+sqqsBCVlaSJSlRAsZugTZo0cRZTyQVcexoJgmdZJ6VxossNz4BTNi17zMwD7G+W4djZGALnQapMNYHJ2gvQQZGyHmNwKNlwjTbxeFAWLyE0jmMGQE+ABhvCXuYI/NIiXUByArh8c7VxngaKSTW29qT5HBaLKUKQmFT1e+FROCOvSthAi9rG+DDMUQ6AbWTrBcE0a6oc46ECS1fimDRL6mzO0O4UIj/mkSy9fKIoLTuGA46kCN/P/IxT8xwPvQYjwnnTCnVw+041p+eBnqOp9oeiYsfnf2eILsPT3M6uDqxEce3fPQeHsy86gueptKKJCVqtWlYgy1yjLGUec6ou08cJ0ilkVohohimzqEf5d4fBWpHZ4AEDYP1nonX9Pr7XP+Dd7h5d0hz2bMwW9FINMOyxW6/zbB0tEQf7w1SthBiFikynGjghQFX4UyG1A2u3Zgg4jYNDHtjwWQ8ZG7ZMRwnrN2fZekMvPK0ZtRLsWaIqUasXjjLe+/fJzeC7T3DfOcM3rdBzqCyGOmXIL8BPGS41cRVOU+cP8vV90v6kw3++z9zBScF1khQA1YWPd1SYcQ8sc5pNjSb24bBZBVvExrpBpM04u6DMVJ6hqMeTVExu9jgky+c5fySZlJUPNjLGJZtxsM+D9dvsbG+z9yLy/SHI8YTS6MRDLROhkCED66Rr3/3D5gUJddee42Fdgs/HjHqdtnfvs8nX/4EN25e49v//n/h/df+I9/5weuMS0h8xeLSGVqXP8M7t9c40+hyadXy4vPnSVPB9eu3GAyGCECpMIA6bw8YBOtDuKeOZ4RQhA81QYRS6EjjXHWwjxR1e6z7yuCtIB4T1z7+HnC0bQkRgIKr292RzcMMUQEe546C6WnphhMvsD/6pp/UsEwZTHHk9FNAQ80e1dfip+fyh9sflIsI16VUyD5BOpR2xKkkiiRxokhTTZopsoYka0gaTUmjEdFoRmRNTaMZkaaKLI1Js4QkTkmSiCSOSNKYNEmIdQNchhAtnM9wZEBUh6YyoniJKMqoypCxEyVQlYJ2a4EsmWEyLqnyCXlsqIqc4WCLsizBBf8i4Q1ppBA+CkZevkLGtRBTC6SSCBeR9wUm9xBF+ExhESRakS5JfFwgM4dsSFSsiRoZpjIIUaJlnZqrFVYYrAk6Cy9ipLR4YTBOI0lROgoV220eQEE9GCuREMmIJIuZ+AKvYmIE0meIvEMkErSSzGVznG09z9nmK2Rijp59h1GxRmn3sVR4oVA2aDSM8xhj8c4ToYMbrfEY4ZEYIumCgaKjbs0OvMX7COsc3hsEHuUjhBA46QObIWXQtngXRLSEHyJlnWosPFoKlA9gRdRp4t5HKBWhYomQIyozwRMqFstakG6dqxnP4GOiVDB207WhW+XtQTkLpTR66rHiA+CWkcYCmLpOEUEq4Px/TVb3JwfVI7OpR8IFJ77/yOcQYtp/PrI+LCeKm528pGNk8JGPiFMf1NEshulyTFh3FLwcHO7wpEfhx2nZPqctj1rSTQ/pD9gTTwD+Qmt00iBtO3yZY8uKXlkw7vcCKo9jZJyQtDVCq0Ma5vDHHNzTo1d62IMf3q8pJQ2wu1vxrf/1KleeFOS9COs7VL7F0uqEsmxT5AuMJw/ZGsY0ZxfIy5w4dkH5Lh1eGrAaYXJKo0DPIrIhJl7AIrh8dotz559irn2e7uYNxsUt3t6e4zPPF6i0xWDQZ3/bkS0Y0myWvd09RkPBw61Vnr7UItVDYjlBs4fP9qBQNFsFn/pEh599dY67t+7yyourKKHwvmQykjxctzRYZ361w6goUbpJklZcfuIFuuMm63uWxec+yffeuEpRVmglKMeOPIpIIsdiZ4g1E8ZlydkVj/UNeoMuu5t9yknJZGzIR4ZYCayxeH0cdAvAGsPe3pi0OctMaw476rL3cB+nNXOzHVQx4erV99ne3OH+3Q0m4wFCapIoZnM45uyTnyKKIyZmyI+ubbLX3WY+E4jCcb4R0RNNhrlhVBRY72qTuClD4RB1JxhAMAfOwudW5vnkS1dYX9+m1+tTlMGZ1Ls6M2Bqo16Xtj8ueD2i8hD1hKUGNv7gramNp0Rd9VXVaZHO14LGsLMU4hhQQFDT1CeN5w6zBYVwB+c7+loFLFNnEnpRF12r9SEymGFJKVBKoTREUQjBNJoRWSZptDSNGUWUepKGotmKyTJJmmmyNCLNNEmiiXQAhFGkiXSKUjFaCaQKg5dWEUoFR1alIIpihG/hXYzwCd4nQANBk0g30DpGqIwoXiRN5nA2DPKtRoNub4+qLDHOULgue/trjO8PglGXN5jcoYUnkSVCFFhv8TIUxdNS4ikD6yMMSvgDq3rZEKQdjWgKsizBC0HlKnI3CJILLRGqGUSgWtfA1h/o36TUiMhhjMH5kF0ivMd6g6MKNm/OgRMoESNl8DCyLlTn3Rv3UTqnkWra2RKimGN3fUBuc+Is4dmlZznb/BRNdQFPiSHHu4JG1Az9mzF1Jo3EU6GURkhZC1hDDZ5QoViAVyAtQvkD8Oq9wNYJxGDRQgYgF5zSQpsUNbAS8qCyvLehHQWCsA6vyDpEaX3NtIEVkCVpGB8cOCYIHbKGPBrhJM4GplJ6UY+14QWYFkecFgOcVmQOU4vgFiuEQDpHJIJUxVrLNBT1cZafaIBybOpzQE0cT6f1B5k7H2GgnrK+p57n6OJP/CvMgsIxjg/2R0PKJ8bp48d/hOg4mn552pk5ilBOvcwjXSfHuuYPBC2HqZKHcZqj5xPIKCISTbAL2MpSTnJ6ezv0u3uoJEYlCSpO0DXNKOo7cVA00E9vhj9A3dOylYenPH4fswbMtiIe3BZceVaxuyfZulOysLyKtTAz1+XcsqBfGCp/EVt26U76zM03kT5DuRjjhhTVhMJKbD/h1j1DoxPz0guO55+5QlHltBpv488mXL/uwfco8hwdZazvX8D7bcqtWyzMX0FHisWFed6/tkN1YYl2VKHNdYQb4cUIWy1xdsHwK78wy+oZxf/l//Q8Y0q8CzUuyspyfy1ndfEJOq6DcT3u3B6CGdNsCiZ5m9UXnuX3v/kf6CzOE23s4bzn7PICMwlEvoctdkErEjvhQiflzTvrrG06Bt0CpS2xtjRSTxJpClMxNbCatikvQEaCs8uzLJ5/jhvv32Ou3WCUDBC6wd31DRr9MX1nKXJDZUqUknTm24wGQ85cusLc5afYX7tOb2cHb3LuPxzzUCjmGglzjYjlpqIdw6CAwoKxjtJaSueoKl/XwPKouA6t+PC8n734DC+sPs+9h/dYW19nbXOHrb1deqMeRVUGA6vaFMpPRaJehBmahGC1bg9COgJPJCVJosmyJsoLvCmIlKCVxjQbGicl3VHFVm/CcFKB9UgXqOvgIF6HZGSYbU99l/yUkRH+AGwLJWpX0ACmpAShxcFAopRAaxcyYyJFlBiiVJAmijSVpJmk0VA0mhGNZkra0CSJIm1kRFGE1MHzQgqL1B6tdU3pC5QKmq0wGw4DmZAhbCC1R6gcpESKBCkzhIoRohEYR9fA+wylW0jVJomWaCTLNJvzNJsNnBeMhmPG45JBr8tkvM9gtElZDrCmxJUW5YpwLzS1j5PDSYMQBcJVaF8xKcbcffCA996/x9LsZc4kEVKUqNiSdsb4hRFidoyNx+SyjydCuAhhs2ClIRSelKrSiHpQDP4oAu8V3gVTMCk9QlYYW4IH4wIkFCqEGVFBG4ILQNRLQeUNeTmiGTligndHK21imlCNPJ3sLEvtF4hVi4m7w9Bukcsd4qxDU5xDiC7GbJP7EU6C9gBRELG6YLccXFlCrRsI1yuFwjkZ/mLBl4E9Ee6gvwzjm67BSXB9DZYjsgYqdScrfQ0i3KErrXSh75W16FxEaOWINVQ2pBw7D86FsKEQNTjxGm9FyMyqqz0758N11CDLe/AyXLtHB2DogmM7LoQevfSBAfwYy082QHnscspNEB/wHRCg6wkK/NiH6YzoZGhlSu2Kw2MLDlDF47CRP4gGHh+KTwspTfUCJy/30d/zGLTyiIrwtHtwEpnVsfkpUJmyGcIHbxSZ4tuCzApmKkdVVfT7u/T3NohjTRQnpEoSJc26Nkf9q+sZaTApOuL0+5jHMhWLSQmXrsBwMsO7Px6wejEi32rxs7/yx2nNxFA84MHdb2B9zsSmCCSDUU6adYmiPkI1MFWBMxoRt7j7/g6tjuaP/tGIK8tjev0BeXSO2G/TWFjnK+fabK9X3Lv3BO/eLHjv5hoL8zEmH3DmfJcXnniaRsPz/IvzLCw1iQ34IkKSYRgi1T6NdEzhKqriec6eq9jpLzO2ivHA0t+f4HzG0C3wcNswKnN089OMtnr84W/+JisXFpCLy5xfnvDezQHt2RbDXs6nP/UMr7y0yGxjG1EO2dq/T1n2iRLN3bslLz0d8837I0ojEXHC/FKb4r2teqZ1tCnUug8Da+tbzK+sMhxNKModbFkgJ56FhQ7ZQpO92w+4dOkcd+4+IC9LpICllTnMaI+HP/o22owoxwMSral8MCHfHE3YHI9px5qldsp8K2Y4sVgXwnVCRWilkVozLAv2BxVF7tEqPPRJ3iWRmsuXL/LUU0/TH4xZ39hgY3uTwWjAuJrQG+2zvb9Hf5gjfQj5OFse6EFiHRFHGoEjVjDfarG8vMDs7CzCVhSTLmDotGIW2xnCSB7uD3l3vWStX1B6Eaq+ShFCGjEoFYqfKRlcO/10EqIEWodsLSkhigRJHEIvcaRQWhJphY4ihHLIqCKJBUkaEcUKFUl0FBNFGq0hSgQ6kQFUECOFRkmFkhotNUrGdSp3UTMIFi8tSst6ButBGBw9nBiE8In3SC3xIkLLNkLNEamzRGoWSYIWbbxv4mWLOJmn1VohjecQRMRxgkDQ3etRFAMq1yef9CmKHGlLlC9xfoKSGhkpnC/x3iJrcCZDWTuK0nL99j1+9OZVrl69zfr6iD/zJ86wei4h1grjRljfw+sBlhJXaqq8hbQxiYhIY4/D4KNg1e4B5yTe1RgDgRAKKQJjYX2FdSWeSQ1kY5RQ4BzOB1BsDTjrcJQgDF57nPDkVUUWRSAcaar5xEsvI1waQi96wp3R9+iOb5PbPjqR4TmqBkkCSdXDYyh9hYwctnRUxmJsFQCS9HUZvzBhMNbXYnKJRyKERXuPqhlHQdBuWBecXqUSByos74PmxHtwxiFlAKrI6aT9iH4kyJVQSuJchXcF1uUYb7E2uO16F8C2EjVbCTgn8EQYF65JylBokNrUDRlE5iH1OABBa8OzCFo3QluWHy/R+H+jAOU/cRGP/fDI+qBXm4KWo8DgkA45Lq49pCEOjI4+Aqvzn1qE7PBajwAeHoUhH2+Z/h5AhA5VtNtgKkqTU7qScjRiuLtHkrYP7PFFnNQAJ7yARws0fpAXzMFqIZC6wczZT3Km1SZVt7HZDC+8/BwPbt/ga7/4i2ze3EbpWQpr2R0J5rKYbtfgRcTZ5QhjHcI1qVzJ5to293dT/sz/8GUW4pLR5C103KelMmTpqGiix2OWZ+dI26tsjjp0e9/E+gY6mmdyd42nnz5LREba6qJsBVIRxZco/T2kUwhVEpORNZZChyMjWo2K3/3t+/zwRk6axix0zjHJ91ma13Qa87z+7dfoXPo8P/en//c0o+9i7W1+fLNBKhQX5yx7SZtLl2OeeWqBxI2QLmJ+YZbNvX1e++EGM3MTnn/C8f03IlzuGeclw60uKlKURYX1wUUzsIpT++mK9Y0+g2++wflLF5HjhHw0wUrPzNwcuYNYZ8wvz7OxuUWVF2TNDvvdbcb9PktLizipULLWjtTlDRAhd2FYOkY7I9JI0owl7XYTV1lsacjHOSIKZd8vLLUQUnB/a4C1nqt3bnL3zh0un73EhdWzLLRmeOH8WT5z+VniuM3I9Lmx9hbXbv+Q/v4emohIhXqqZVFhjCVNIxoNTSQdjUhxZmmB5ZXztObmqFzO/miX3riHFxVZDMIJVhZjyoWMdu5wWhHHiiQSpGlElAiktGit0ToAF2QQGistAzhQAcQoJYkjRRxJIi3ROkar+IDRQIq6Rkmtm/CBoQnJS5ZpTNVLW78HDucqECVK26DRkWkNOkuMm4DKsaqi8jaE9ETwMNEiQakMIWKci4ijNrFeIVKrKDmHVi1i3ULLVq01mUHHs7RaiwAMB1v0BkO00Bg7wZoC5xxaeVSqsFKEQnZG4gjsSShy55GiwtmcwXjM3dvr/Oit93n36l3WH/SpKocgwntBpCSJTvBVih1HmK4ktk2KXsrm3T3IodOKmFtKyeYlYsYgmxqjLaXIcd6GujI+6IfSKEZJQYSktBXGl1hniVVEqiJwirJuo1JGKBmjlAShcCpknaSRppG2aDeW6TTP02qcpSjG7E822O1fZ3e0RmF7eOFxucF7R6rbdBptongWLxrYsocUY6q6OrATVR0+VChp6rCiqfvBoD+RSLwwRBIEOtS7QQZNFL52y3V1G5J1lfDw10mP1jKEh6ytwYhGIDDWBTAnIhwaWx+zsi74p/iQlozQ4F3tpitwMmjVPOHeeu/AuzqUObWRDZGn4N0TIheOkF7tfWiHUtRFEj/G8r8ZgPI4u+ePo409cYQTa6ZU8eG3h+c+sd+Hgoqp+FQcu9iDwxzEyh93bY+cNBxRHD2OOPjm1OOc/HkHh52i8see6ti2OkmIZzu0XEFVlfTLDcbdAbCGEw4ZBdGsEhFeyCCiqu9RQNW1vmVqf3H6qVBRk+Wnf5mlmVkWl/exos948JC5/h63b7zNTGeVFf8F3v/+93nnwdu8+gq4ytHbr1iYkzijyas9xoMB3/92n8YTq8zNNrDDLdLOL2PNMAwUw7fBbZLbPrEekjV2+epXY5L0Zd65/Ta7mx605d1rt/jq5y/RSkaIchxi8F6gswX8cB1BjNBjELNIZVG00WKf2CfMNkcsL88E++ykgXMrfPt3r9Hf3WJu4X1e+NwTDLZm2er2ub8xYmV1hd1uj0tLczxzPkGaNSo7xNkxQmnOLC2Rzczx6eeuk6SSTmeC9RZJgVaGufkZJhu7NWM3tbmvhZkEWnYwKmg1Gjx1+Ryv/d43yU0F/R5Z1uCZpSY33n6P4XjCzEyLbneX1HtK68hHfQoXfBbsNDuFcNzgLxaqsU4qx7is2B/3yOKIRGuiRhsnHFU1YX8vZ6bV4vknF+k0E7qTEXcerrG/v8XNBxkL8zNcOHue88sXadsMU/VJok2euxCRXVxEi5g0mqHZnKc0jtFkCDInbUKSeCLlyNIGUVOgmwanIaoi1DhiXJU4YUAamt7xpGlxkWZgebQmjkBHQaAqRBBzKiXrbJ9Aq0spEIpaZCsQRCHlvi43L2UUZvXCB82Bi/BUCBGEjpUzB06dlamwJog8rZ9gRQGiAg1CWIyoiNBokSLqAnfeV4SisQEYOCEQxCjZItFzpHqFSM8RqSZazZDoZSK1gJINGukcs+3LKJUwHA2o7BhTjej3SryrqKp9rM1xXgcGtZ7pC6eQUYKW4ClxfkxVht/kRIVzE7qDHW7cuM07b9/nvR9vsrExwFRTabPE2BLvHbGMSGQAZDPuHOO9NuONLoPuNipXeCIG1mOqIUtFRpYnyPkWSVuFFGM9pLQTnAvsg/EjpJNIUSJkga0mKJ2hZYISOvi4eUthSxAx1luwoGMCsxUndLKUTrrIUvNJZhsrFL7P9uQme6Mb5K7LqBpTuVDh2NoKiWAs9hlOWjSTGdI4I9atEHbSOXiDryqqygNxABTegPchTCL0lD8JhVEBjw6DvQfhLREeKw2FNQiv0TIFX2dNeldrbUIHL6VACYEmIjjBBgbTGBHq8UiDsTkOgZca4RxaigMGRUxD8ge6SFeDDFs/v+lIU9X6q8C3OMALh9AgJHgXQmhuSuh8jOUnGqAculROVxxy2I8P1Rzd/+Qnf+Tvh527/v8jhz48xunal6PnmW5/8pS1CO9gjyOpiEfAy2mW/Y8sxxgef/i3vrbDQ5y4G8dIIXGw8rj6JsRwVZqRduboFBWMS3ZHD9jbXMdLh0oTVBShmu2aLJwyUIehsgNNyim3XUxvsbO0E83cwiUWV85iiwk7mw1mdMyD9Qc8+9IXubUzYWdnzPxqg6vX9/DjmNmFXVrzmnaygi2b9F0H17iPcQWvf+82T50rWGqtQpyzsPAVutuvUe5+B3ifgg2S8iHSb/PZl56nvfhF3n77JnfXCnb3H/CjawO+9OlzRMJQuopKriCrLt62ydIlrL1eB/BKnHB4EfHKyxHjN3o8/6l57t7Y5O5azI/fuk1/fZuv//d/jJnmJn70PTpZTKKe4pkrA+5vjCirhE8/t8C5uSFlMUDIGaSMEMIzmOTcvL3Bn/mlZ9h+uInWuzjh0LpBq50xuPsgpPYeaWqHpJ5Cxw2eeOIy3hs2tu6jYwWFoxoMyLs7PHFmFjPOySTMtJv0JxOqsqQRR7STBvvjcehEXRDoOXfoZuqPusfKCO8dk6JglOdIFazQkyghSj390YRMlSw918BnJReezVDagRwwioesmyF2skXLKyQVug2tJc1Mqol1RJbEtBoNhIgY5xGVH6JjQxQHW3bnBCM3gbhEKIdNC5KmQxIftDXlQAkZhH0EZ01VG21Nw5yhVkld4p7QMRMilzWFLRE+JWTAmBrUxIAMugM8iOBG4V0oay+kx/kJFQU6btFqX8R6w/7wKs5NiBKFwNUhLEtpDXmVgwour945tBfEMmgyIpERq1mSeI40XiLRZ4jELHE0RxafYWn+KRrZEqbylGWOdQakp7I98nwPgUE4CS5cZySjOjxrUcoHoOI8wmucSPA6w+gJZdlnXOwwHO6xtrbF22/d4+q7D9hYnzCZKPAKIU3QTLgw4AlAqxDCcDYlUcs4M8NwIsH3Wb4Qk8w4jHQQRRBLSiGJqgw1ErhkgmtGeFFX+XUl+JKqCoMp0hHJKLBIXtVibYFQGiU0lTNUtsIpQaQ1aSRZbC0z35xlJlliNlugMj22BtfYHd8mt4Mg9nWGqsopbIGzRR1aSsjLinE+RCsdwHgSkaUZsY6IRERBhaMOkTgBWuGqqblcgpARzprgzCpCiQEhfR2iksG3xQZtjDcSV/9uQWi7UGu5apM26z3SB+AivCDSikhaoNa4wEEV5YNMOSGwmIMkNVt7qwSb/rrqeo1RHDZU6pF1TR/A2apmv4+UvfX/1Vnd8yj4OPL5mAzj6CbHdziyxVHW4SjcO9zjIwHAeveTdTkOWYkPAiePu86j608DRifWH2CQ4yzQaZ4uj7Ixj7uaI46vQtTvQXjRk6yJmluAvGQ8HDDcfEh3Z5u4kREnCbHWqEwdeFtM4Yl3hwUGHy9SFsRJhrMVZd4lcSXOCrJolknD0U43+P/8P/8nbl5bQwjD3HyEi+HGLcXMUsqYF6n8POPuXQbFPtlyyvkXP8WD62usr23y6n/zgPnFZ5lUd1k89yrbqoHpzyHGr+H9Dh5Q6R0uXnia2ZmfI//33yBprVGOR2FEcxUqPUsrucJw69/R7jyJsBbrE4R3WNfHijl0tMDS4jajHcODh1ucPy9YUZ/kvZu7fPJKzjOX3ycvligmMUpskuguzz05z6UzY378Y490fRwhJi5Egfcxxhd8/60RzXSHy+fP0+22wAqiSFCNLfnYYaua2q0zR44WoJRCcvnyBT7zyiW+9Y03WXhyBadCZVKFZSaJ6Q8HpM2YuUhzd32TyDmaWnP+0gLdYVVrReuS7FAXBZu2ecc0uBcFX0lAoqWkFB6TW/JhQSIFsfY0RJO9/T5LT0XE59uIiGB6FQm0UiS6IImiwGbI0GhKGaMSTaktPbEHaFzD4IXBipJSmjqUklAJj5dl7SECUkbEpEiS4MFiA7PkcGhFENM6CbJ2Jj3wL5m+DVNGIdDa3gniKCLWHYTQlNUwpNMKjavtxREh5dX7ksoNgv26chR0mdgRqVyhlayQ6gZOzpOXMc3GDHGUoYSiyPcZjTbJzQSnIrTKQhaFh0Q3iVWbJFokjRaJ9TxJNEcczdLOLtFpPUGkWnTabYQU7O7u0+3tU7ldhPJ4l+NdjvIeiUaIFEQEiBqYABi0jEJIxMigz/ER41HB1t5t7tx/n5vX1/nxW9us3y+YFEEwGdIAwWPDO+/rOi4CiqKkyh1lJfFSU5YRyrdpt1ZozVSksxafjKjSEqNAWDCTCaavqKTAO41oSCSjkBIrFMYZLA7hPEokIU23DjuU1tRaOoVzhlhbklgzk0V0sjZLrWUWmoukOmNcrLE7vEG/WKP0OU5ocHUNHBd0dBKBdRrjNUooDCBsCLdl3tFIMppZh0Y8Q55PKKqcwlYYF5xWrQ0hPOPBO4urTc201ggVbOelqovtOUGiIyDU1ApAJFRXdhBAj6zHAyR4WZuwuRqMBO2LtyXeOY7WaBI4VA1SvPfBu0V5lIyCJMFbvPXBh0f40BcB3gcw4zDBU6Z2sp2aCNYZ/QdZeh91+ckHKB91+dCYz0mWoabBT9nq0TH01FGVk0P9wazyZAqP8DyCoI4hzcfEYz5gEY8cY7r+ox7ntGDW4TGmYMjXQEzrGNVoYecXmC3H5LZgMujS394iTTPiKCEVGpEkeKUJYImDvHnxQdDPe+KswfLqZYrJkOF4zMLKkxS9Ie+9ucvs4oQvvZLwtc9fIh8O6HUXyF3GTHOXatRn7cY3iJsXkcwx6CakrQVm2glXPgdKXiDOH6CGKZP+GoNJl8bcp2guvMrADDHFj4JI0knaeoPWguHJ1Q4/3ihII0meF5DM8HB7nu3xiMtzEd63KapraLeMkwO0OIdzhHukNU899wR3N3ZZmm+iyru8sDrP9q5ib39Euz1DFmcgmnz/DcF2v+DTL1/B3d2gt15y426DJy8qKu+oTMJ+H37/D9/kS186hydhbj7DlI5WluH9hKIqaDRjepNx8BkRCseh8Zij4MzqLIKcJAll7POBwUaS1CpaUYxNJc1E0Uqa6K0+yIjzTz6BY0Q/7wd2wR0yYkffEXlgslanTIpgzS5tQeQl5y5cpBFH7Nx9wFh4bvWHdKzg8mzM4lITqUKNEqEkXgZxoVYaKWK8D52v8CHG7oSsvRYEngZeWDw5CIMQEd7HeKlAOoSTREITCY8gIdbzqCSmLHuMJttEWtHMFhBGMcnHEAmiNKKqRhRVH7wJr27tHTGdeXoR42VSp24YsFU96ww0t7e1ibhyVKbAyAmWEqUaNKJzRFGYzY/LddpqhcW5T4EQGDfG+Qq8RSWCyIGvckChRZOk2SaNmzSTDlrOkuqztBvnaDXPofUMeTEm0RnN5jwS2Oneoje4T1FM8A4sJb40KMVBmCA4m9oQmq1n2Kq+95o45I9Kiyn77Hfvcevuj3jzvR/y7o8fcvNaj/0dhzOBNRU+zNin7/0Bw1xrbIqJRdiCPK8Y5TmjfIKPLUknoejH2NJhhKCMh6iOImkpSl0io4hy7KHraOgIH6tgKSA8aIV1klgn4CTWhvRXX7d/Z23QiiUCLQVZLJlrNlloLHGmfYZIw7Bc42HvTUblRiiK6jXSglCSSMdUDpSLcT6E7oTQWKvABZM2Ix2l8XhvsGZCI23Qas+T2Ypx3mNUjLHGISJC3R6X46QO4UIpEdJja7YiVmktRJXEMkEISeEKnA2BIY/FeRd8cqjFwirEWSpXYUVgSywiMH11Kv00JBSSMdxBjR9rw2RCIoiUAB+EvtY7hIxD+AZTd9EeZ6f9dTCCq1OGmNZPCeZt/4WN2r71rW/x9//+3+cHP/gB6+vr/Jt/82/4E3/iTxx8773nb/2tv8U/+2f/jG63yxe/+EX+yT/5Jzz99NMH2+zt7fGX//Jf5jd/8zeRUvKn/tSf4h/9o39Eq9X6uJdzsHzAcHps7YdzBUe3P33fxzEzxw/zYe6vh2DhtO1O93E5cfLHXMnjw0+Hmx0ziDt52EeO+egvn77kolZuCyEhSYg7M8z4szjv2LkvKId99h+uo1TMnIrI9AJCqUMf0Dq/P+Tfn16szQOTSU6jvUzsG+x213D768x1v0my84fc65/hC3/kCTpZRYQCEWHsZbr757hzJ2d74z77ow18p4uI5hBRjJ8IhslFzi69Rye7CPn3SMRZhLtDub3OKLtEoiQuu4izCuEmCL+DK7s88+SY9f1lOouv0O/dpLHi+c43f8h33pvwf/0LczSSH6FJcGIf3BxCpSiZgciJkjmefHaG4cRw7c1Nzp3bphUl2P5drr53hs99roMnZrfb5jtv3OEXv1Rytt2kaSo+8/mCG+9bmlnC/AJESYcsS/j6f/dznDkzx7ja5srlMywuzLE7HJM2GyBSzMPdAwfNAJtDu5ZS8okXP0WiE/Z3S57/xHN89YsvU+3u8daP70IasZcXDEYlNo1YX9umM9vh6Rde5M7dG4xHgwDhp+DkhNme96GyCGFsBldB6dBSMZNlzEUJZT5i4mMKYRh6hzcK4zxxEtOanUEqjVYRgalwoCSeCHyMdHFwVfVhliZFjJRBD+ONwLmyLkSvQbUQwiKcCMcTBk9gf5RukjXmSZuzjMYxe+N7CGeI/QxO5IxFlyyaodk8y2SS0BvfwokxDovwNswuhSbWCbFuUrkBk/EEh0EITaQypE8RxCH9GBGAlRQIJYn9LM3oMq3sHKUp2B+tUbou6JTlhZ9mcf5J9vt7bO/+mN7oBtInLDRXcSanKCta2QrtxipaNVFyhla2QquxSiOdJ4kzwLLX3aTbW2eQ36cs95mM95BURKrWOCBQQofaMUoidHgnhbBEQqOUIooStIwQPoSaCjMiL4bs9Ta5dfcab199m3feusv1qwP6+4TfiKm70anJjQ+CWh+YlGmx3rIwVJMRk3zIYNynsA5pFTJOQQiiXINYpHQdyv0R2ZIgmXVkDUGiJH7ioW9RnZRKFMFXJtIop7C+rs6LR3hHJFyoJ4NHakukPDNZg5mszWJ7kbnGAlJaevkG+/kdhm4dIwuUbKPQSFkF7UglECRIQnqztaYmImoPER/Aa0EwIDS2ZFJWZElKUmvzmjLDGUdRWqQ3WDvtu13NSniMNSH7TagQwiKkBEsfh3sobN03uwDMJCAipFJ4JNYG75VQATmABS8kQmmENXUaMFMbZ3zt9uxlSH1WUqGFAQqcLINGRSqkiMH7OnxcTzGFR3pZt3GAYPRmhZuatpw60jxu+dgAZTQa8alPfYq/8Bf+An/yT/7JR77/e3/v7/Ebv/Eb/It/8S944okn+Jt/82/yC7/wC7z77rukaQrAn/2zf5b19XX+w3/4D1RVxZ//83+eX/3VX+Vf/+t//XEv5yMvH405eHTAPyFn/VjLowGi6dr62B8c4eFxfM0Hbnsa5fPI5w9jkT7aOuF97YZZNzyh0FmDFJj1HlsY9qqKYbeLFzIMNjom7iiE0vWluiOBo8cvg91d3nr3DS7NzdCWt2iPHxC3Nvm5ry1zr7/A/miCcyOakSVyBR6YW1xgdqlFYZbYWB/y/o3bjMshgjMkrTPsjnYpilleeMYy03iJidMY93mw76OLHSo8ceunEEpj8g18kSLdNnOtTebTCl/NE2ezOArOLU/42ZZmrhWjaYLso1yGVBFODFGyg7ElUjVpZSU//erTvP4HPWaaG8y3Kp65HPHdH4xY3xqxsrLI7Te3acSa5ZU5VJzz0z99kUbrAS88s80bb87x5S/N0JAFrVhw6bwkimaQ3iIo+PwXnuebf/gGxkCvO6I/GB3cRxmmPQgBUSJptAT94Qa+clRO8L1vj5hbssw2FIWHUjqcSCjzkkYj5Zf/d7/At7/zBuPRMHSVIowwUyOnA+djX2cj+ODXYL1hJo5pR1GooloWlEqxO5pge45SBO2GchbvLFplZMkyKIWS09mdCrVKZKgEK7zC26C/QIBSEZIEJVt47ShNl0i1yZJV4mgJ43IqNyLSCUWxR298lVG+h1aLlD7Cj7boje7QH91DKkl3/ADrcoSUzOunaPuzoBUTU5GXe3gmgMFaAVYSRxmNNBTPsz7HUxCEgxlaNlEyQmtFLAO4wguyeJWZ1ieZaT2LlHOUtmBmNgh8rRVgZpF2nplonmShw3L7aYaDdbyZkLYiICWWi7Sb55ibW0WplKqqKE3JKO/TG6xhqn2MHTEpt6nGQ8AEkW8dWggGcfVkQyikjFEyQauYSEVoVbs52wl5MaQqS/J8wDjfZa+3wb1797l69RbvvnOPezcHDLsCZ2Kmqc7TbMUgkgwgJSz+QJMwyUeUeU5lK4T2oBwiVgglsdbjK4+ONIoUMW4yXK8oqzHyTEE7UzR0A1v1yYdjRMsBCukFSkYYwAmP1klwH/YlXlZEWtJIY9pJwnxjntnmKp1sFu8n7BZrdCdrFNUA6wTWpDil0FIjhKAyOQawNHA+CXVtvEJ4UATNUyjwF9X7gxIOISoK00cpT6QUiY5JogZtLUllSV4aKhdAiRASR4TwBUKEdGlBhfE5Imqh3ExgS2SF8wo7fT/EkUkBBi8seItWcRAITz2oVAQ6D3WAqKsrixqwHoCOwEhaW4WK1iINI42TtT6wZtKpE+6lCWEoIpTUeO+x5AhCWrf7yONZWD42QPmlX/olfumXfunU77z3/MN/+A/5G3/jb/DH//gfB+Bf/st/yZkzZ/i3//bf8vWvf52rV6/y27/923z/+9/ns5/9LAD/+B//Y375l3+Zf/AP/gGrq6uPHLcoCoqiOPjc7/eBaaiBg3/XFxH+HDvCSVbkg5dHtRtHf+TxD4+FECczc44eXwhwJyu0ngaijl/zaezC4TEfd7aPvpwsTDjtPE7L7Dl6jX4aohICoWPihkB5AaXFlzmb9+6ws7ERUnGTBjMqImq3Av1YMychaHryB3KQFWHHOTe+8zoXvvoJmtEdRNnHaYlK51jRc4jIEWmBdyOcgHy8ENI9xRi8Z/Vsk0b6DLNZyY83PctPvEz58BrjseUbv/M6X/7qNktLn0C1P8Vg/ALjzW8x8Y5W1MXLCTJqopJXsNEmZr/DM09u8ObV9yjOSsTsCl949SL4CYIhgkFtFBXhRI4SKdYO0dE8le2RxIvktuLS0xd5eP8BK/PQXnyal57d4sdvr7Mw3+SlF1a58twqM2mFKAfMnblIPpacPWs583CP995v8JnPeiLrsHYMcj04YZYlL35yhXfekXS7g9AhKYnwBj+l62tzpbLwvP7dd5GxINIRRW65/uZtVlY0qp0w3JswzB3zs22i5gydSLN2/z7bWw8RwiBROB+yBQ6ysORhyNI5j3cWhSeRmheeepbu5hb7wwGlFPSKMRUCZUPeQhCjBo5Hygxd+4eEHjDE04VUBwUEvQuzci+rEMP3BqUyYtUGIVA6ptE8y+ryZ5hpnmV/tM3azo9wviLSimpyh0klSKVmWA3Y699kML6DUCURUBU5zlUhpBG3UMOMPC8YlfsU5RjnJ8F/xCmEg9zkjMsecayIUwG11sWZHC0Pza+UEmiVkEXztLMnee7S11ie+wTOJxTWhIFGScpiwHC4zXjQQxPRiBqk8SpJc4ayHCG9IE0DY9JIZ2k1U3qjDdZ3rlNWXVAVVTHElGMQVQ0mwTsFMg7p5jiEUkgRoaUmiiKiKEHJJLACvsSWJdbm5MWYIh9TlDl5Pqbb2+X+/TXevXqbd3/8gAd3R4x7gIsCEJjqEPzU1dpPpQ7THufgVbeqJGpoIpfhiwrnBGkjo9FoIrSq9Q0x2qU0dBqs1rs7lGoftezRmSbJSuxon9hGGJFhXe0gjCNSKUomSGWDOVkiiLVlJmkzm55nqX2RLM4wossgv8ek3CS3wRSwrAQ4ibEWJVVdfdgEQILDuwrn6nRhfGijSCQh1ONROOFDyAZw3lNZgxGeUhaMRUkryUjjhCjOKEtHWZUhnCI0Goe3ecjUEo5Ie4QwGFHhpAAZ42wA8NRp/s4akA6tBUo5pHRIEbJ5gpeVxwsXSgLICulESAVG4YVGTLWCXmBrd1q8wIuQwuycqDN6PFKpA8Y0PNUwKroaHIVyFaGERHTgIv3Rlv+sGpTbt2+zsbHBz//8zx+s63Q6fP7zn+e1117j61//Oq+99hqzs7MH4ATg53/+55FS8t3vfpdf+ZVfeeS4f/fv/l3+9t/+26ee8+SgflAF+ODzwTfAVDPxmB/wSERDHH6cAp9jiOTjMBwntqsVoY+CkxNhJXHahR27vCMrwv8OYcbjr+0oK3TkVx5fI04HJVNvNYQIsVdx/JZJrZGNBs3FJWw1YTjo072/xtbDDdJGG52lNGNNlGW1YKv+hdOKrFMFo4CaEKc502Jr/SZDnmPRFshEUJgCREIjqYiyGOUzTCkxGIzv0dtKObMSIWVJWe0yNzPD5PyYW2uOna09qu4eN9+9yUy6yre/+T1+6qdeZ3Hxk2TqIswtElcV4+4DdOsSspgwMW8inUc3X6IzZ4jMu7z2bcvPfnXEwuwZsGOQe2hXYJVE0EHIDpUfE7yhJNiIJEsY9XLOXVnh3t1FKrlFYXOWVwfcvgsPH+asnumRWYvwOtRgiXO0b+HFMp98dsDvfmfA5r5nIVOAQnmJFhbsgLNn5ulkmqqoGBiBNR6NJpYaVxEEmtLinUYLhy8U47zC64qhi7i74Zif7ZB1EtJ5uLzU5tmXP8PbP3idd976YV3kLwjtJNS25hJJXV5dOJxxOAOXL1/ADkeYSc7d23fJpWPiK5wL1VmnQSfwGBdYFwiW3lImCHc0fV7UmQhgnQ3VUb0NoRpvcW6Mo4vzOVKkqDgha7ZptBZQcUY57LM1eJve+C7OVQyGm8GkyliKcc5e7x6VHaKVJI6nar7QPvujbUb5kLKqgvDVmeBL4STehXROpUOnbCuH1zFRFAMCR0qWzCOlYjzpMa4GRMkYtMeLEVoomjrotIx3DHPPpPRENkJUHluMabbmieIW0ie0swprxljrEFJhrSE3u+w/3Gavd4O82sJTBk8QGwULcuFROjAJjlBBWCsdzON0HO517UqKKKjskKKYUJYTbFXgrKEqK4qyIs9z9vb3uXPnPu9fW+P9a9usPxhTjEStazD4evAKACX4dBz2OdO++DCkq2YMqdS4QjF2gpiEzswindkF4rRBZT37vSGFgyRq04wyvGpQjcFPKnTLoeOKzGTkxQgRK5SOQgaMd0htQeQI5YgTTac9Qydps5hcphOfJ0s0hdskrzYp7Dal2QOX433QrkihQjq4rIIfDTaESvwEIUP6uJJga8GpEiKUjCaI06epzSBDWrLxeKmx0uNsiTUFZCmt5gwzrRbWGsqioLKOSdljXPVwbohzFq1bOO+DLkmG998JAQTnWOmDSDiMhY5puRIBTNPQtaS2rA9ZZVL44OsGSOGw3oZt8eH4SPB16nOtK3MHz1LWz9Eh/fQ3e4w3IGx4uz0oGSoof5zlPytA2djYAODMmTPH1p85c+bgu42NDZaXl49fhNbMz88fbHNy+et//a/zV//qXz343O/3uXDhwsHnk1qOD6r++0GeHodj9HGQA4QUuwOh7XTl6cf6CF8yTVs5Cn4+/Fofjd8c3eaD9TdHU5WnqV8cC2D5E3uefg3Tcx1ByyexlwevJLLZIFtcYm48ZpCXYfa8uU6j00Q1gvAxjhuh8/KuvsY6DlrXMwmpbYLmwiyd8iz3tyYszjtaIqc0HvQI6aHKZRCXyRgpGrSbEwS7fO+1DOsnrF5psLra4dy5hJ/7wnVu3Pv/8uDWCBk/IGlaSpNx88aA/vYbPHHhfXRrARVdQS62qcxtrG/TmPmpQJnnfSqvmF9u8uabl3nr/Xf56k+XxLqBqyyV2kOQ4W0LGIciXHgsA2SUIoSn2VRIDJdXF9nfecjKmYyIhMtPbvOj6zucP9OiQRGMnUwC3kAkcL4JrQs8ffEB198+x+pXNFQjIlEQ6pEoZFmxvzVir1tw5cWniVoJT1xa4NKFeVwlKSvHzm6fB2t7PNzYZ3t3gLcCWUZ4aSm9ZGt3n7OLbZ556iLnL1zkO99/l+vvr6EUgf5FBJGqCLH2YH9dYfBIAzMqpdHQNJHkWuO0YlgUjL0JM3cR0pKnLW9aYXkaAjV2zKQcIoiCoE8EgWkYAUsQEqVmUbpJUU4Y5ZsUdh0hS7TaQokMkWv6xTYPdt+jtJbd/h0e7PyQvNoORQqFQ0iHG0NZGqoq1GyR2mBceLckYEWFKfpYMwxaKRHSqOsSPSBcmCFCyGCSGiFipAyCZWvBeYW3MWUlKU2FEgSLeyKGwy5b0XpwPjUGXyUoPUOUJsy1V9CdVZqNDIRiklu6gzXKah8dRVTVmF5vB0FJVXZxNoRwgplWIKSUDGZk+PC+xlGEUjGR1kgF1uUUph9Snr3DOoOxJWVRUhUVrnLgFdYI+v0h2zs73Ll9j+vXH3L3dpftrYJiMgWptbYEf9z3YpppUjMaB/1I/X26ZFHGMNkucdqQph3SJEOrOHjGGB/AlpdEqkGadUjTFl40ELYLZY+KASLOEFUenG2FxliJRBPZmFgrIiFpioQ5NcdsvMpC42m0EEzMTcZ+HaEMWkjK8Zi8nCCj2VDIz0NlgmV+KCUQoaap4j4AdSGD26+UYSC31iCEDy6s3tasA3UtJ01lptW6BZXXDEuPpSCOmyil0FPWRySkaYQQQ5w1OJtSGI0QA0qbB7YWifW1zkwE12LvQIgApJwTaGUIgm1JojTGSWIRYWSdbQMI6mwzN7XYr4t0eln/hqlBHOAVoaxAkK94qtqvZZreHKoXS6FAeiwS8/EiPD8ZWTxJkpAkycfa5yMVyfuAbR5hZqBWUPtjK3390h+/748P79QHP7rZCabCH9vkyNlPOdCj6piTPMh0CDjGzxz7HUe++ZAo2GmMyoEw8ki4jTq9WmlF0pph4ew5vHFo5ylHI/YfPiBKk6AZaGtkFNcvaijbffQnOxdSXot8jHADrr/xPc5+LuPMqiVxllIqrK3QToW6FqLAyJxINpnJSj754h12N5us35bcv3GHxZWYmdlzXFoZExOzPbhM1Bih9ZC1HcmkHFL4fZQcMTtfMLvyCRpRTDm8Tm/zPXb4KRpZTKKHNJtD+nv3eO01Q2Q2+dIXL5HomKqaxVuDkLvgWjhhqOwAhAHRxrtJqAxrYx6sr7O532JueczlpYwzZ2bx13Ie7mVcWTRYVyDSBCVK0B2EGZILxdyZeb71o30+V7ZRGJQ0WNFA6Tb7O/epypLZuTZfePUKaeyZyUqEz5FK4GWGc8vY6jL9Yc79e/u8/c4N3rvbYzicphfCvYddbD/nu999l3FlEFFgC6QPoZyg8g9F97wN6ebOGD79yU+jXMXW3bv0BvsMq5JxWSJczYxAHYs+FNUeuCvXGWJ5tY8f30PIGF+bvUkkUlRUdoQgY6b9NM2kQ1kV7I7XGE7WkdITRf06/m0w9ipFKRgXFZMip3JjtHaoKMx4PRxJ/62BsvA4pxFe1IXdava0DhkEliGYoUkl0Xr6LkKkMxrpAs1GB+910DBYQ5HXGkQiIj1HK1pmofUSZ+Zepdl6guFEUZoJWkEzbhDFIZXVecE4n5BXOaXJQTgm+QaTfAvnSiozwfqcSAV34JA6LevaNAGcKBmy5qRQaK3xuKAnKQ3WVlRmgnFjvHd457FWYG2Etxpn4tr51zIah3IDt27f4/q1B9y/16e7a6iqqUnX1KQuTPACkK1ZlDq9XBzrXw77r6hdkfeHDMsSFTWJE4V1EwYDg7MRRekwRqPjWRRpbTjnkTIGElxh8KpBIXQQwZcFQgoS1SRRbbSJSYwHXyBHHm8sWksmustgsoZRdxFxRayb4RlFTTKhqbxGKY2va8tYV6GdxklFWUjwERqJUArvbHCVdSGd3gfpMQJZ2+qHkKixBoQK4RQfyiWUBqwrcThUz1CW4xBe1FkN7KpQukG2SaIOaazRhSQv+3jhqGyFsQEghzNWoCxCVoF5VBolHJGKwAsSrVEGjEzAOWxdadzVtXeos4EOo/7uAIhMp6dSRnh0PcGsfVq8x3mPdQ7rw3utpcTVYSdr1cdSofxnBSgrKysAbG5ucvbs2YP1m5ubfPrTnz7YZmtr69h+xhj29vYO9v+oyzH24CNYwgvxgcmsp+/DNI55GNY47Xwnx/SPfp5DQHI8E/rIEU+Ebg729IcVVY8RQAc7HWeBjoV0TrBMj4CPY/TRKesPrvV0NBPWS2SS0JidZ8l6RGXYvn+L/s4WWsma9oyJ2zMofZh+dhBCmsaOhECjuPD0k+z8/rvcuDHgubMJadqBaoJ0IQ3OiRJ8MN2qREEUzZJFlvPRfS48mVFUZxgPFRvbOd42cX6CHSvWNkue/sRlNkfXKP2E0p5jpqPZ6w0x975NmlhibxjsGK7dHPDsyzPMtPd4sGs4s7DLzKLn/TuO7nCLX/4jK8QqoSx7tWh9ghKaOD5PpSK0bDDO9xDJAt29DV77ziaNubPceSB58sIMo4FnfcuxsDniypkgZMQZhM8pqzYC0PEC3/6Bxtg1pEiIRAMhFFUhSJuOd966w3Ci6bQcO9ubtJMJ8VxJpEZEOsWLGCc8+AbthuOFpwsunYt49UHEmz/WfP+9nAejIjBTqaQsK5ScJuuEhuJcKPPuXAjNLC6fY2V+nu7GGrbfpdIwsgWTSYV1ApSaJhAwbc2PtuiDx80w77OzdwuldC1PErWYM9i4O5fSLRxJss5wvEN3+ICyzBFCouUIJQOdbWwIlxSVx5pp+5Uhw6EOUQaQ7UJhOQSmBOF9mDk7h5uaOAhfFzRUTP0ftErRUhHqoUTMzzzByuLLOKfY3b9OFOVo2UTKNkncopldpt1Y5eLSi5xbeJ7FziUayQJVKShMqHqrtGI07tPrbQETrB2S52OM7RHFNbjI96nMGIEFAjsjnAo1gpRCKlnfrxgtwgTA+gprx5TViMpMQpqzrXA2aMC8A2c9phJ4r4OBnZNUxZjhoMfm9ia3bq7x/rWHrN3r090zmEocFKgLQmZ7/HnWHVNgdI7G14/3kKbKGQz2iUSHdtpGyxhbTnB2EmbqlUD4GKkSqCZUwz5uAlpbZGTAerRuIeIWypeIShPRJNJZ0FNQEktBu7HIwuIy7dkOLs4ZlTcZ5mvkrofUAq1zHJLStcidxJrgQu2dx3qNQ1I4FdgQEoRLUcQhBCQmQbPjqrp9OLz1tXjW44ytdSI6hK5dsH93qNqCXmCAsSlChWhT4ZjgJVgLkUyIpUXJoKEydlKzORKpYhI8SsYkUTu4ClOBqEK5ER8jCJPCqC5BUuQFzoQga+WGVFWOlLo257MhrONqo0UkSoWU8SBzcOBcqNcjVCja6WMQFnyFqzPkhAiiYqwB7xDox0/cT1n+swKUJ554gpWVFX73d3/3AJD0+32++93v8pf+0l8C4NVXX6Xb7fKDH/yAz3zmMwD83u/9Hs45Pv/5z3/MM4qDBn+gPTkxYJ5qTPaxzzIloo+yJ6GjPj2cJB4Pnk4Vjjy6//FtH4ccHr3S0/+eHqr5yPfklMs4yZqc/AUhjVDgpUKkKY25BRaNwZsJD2/fYOveXZwDoWM6kUI2W+HlqO/H0ecmhKQoR5Ra8YlPXeEb3/82osp4+qmEZy5mRKIfZgEOQi3NGCs0RlQof46ycQ6dvwv+dWYXXiJZWCGfGIaDJrYyjPp9rv+oImmuoNVFKuGoxJBuL2ZnqNjfzVnoeCI1oLE45D98c5vnXvS4SpNpR5zlRNoxHDT4zd8e8TM/k9FUc4yHFp1AmnXwMkORYSuPUhmR1pTxNk88fwHrU7a29tjYXua3fgfMeIPnLs/hmSco+TXOwWCwgxAD3nhrzNrNLf7bPzqmKVepau+C/d09JuWYW3d2MUoy02nywzfWOLOQ4J5cYKYTE4mKNAml3aUsEa7AOEMkKlZWDF+ZGbO65Pn331HsjyTzHUl/CyrvEC4I7BBQGY9UMXNzc8RSMddZ4MLFp6h6ezzc3WDsoCpcyHwQCuU4QCe+HrDCsz3x/tT/LipDdzQOdvFKHhSdwzuscRhb4oYTPCGdGA/O+FrUaoJwF4FzYDxYX7dZD9Z4ytq99SD1VYiaAZAHTIIguMAqoQ7CT0JqIp2E2aC3KJmSJA20iomjBnMzF2kki+x3t8jzglgvkjRWmWmdY6Zxlrn2Zc7PP8252VVaaQslNdY5htWECgFOMBn12N9/n97wBlIKIu0Z512syRmPba2BCIJMhEDJYKkvFSgRChIGIBUYoMr1sbbC+oKiGlOVBVVVUBmDs9Q0fAQ2wlsVUmSFwLgCUziG/T4bG2vcun2bW9d3eXB3zKDrsFUQ/QofCgGeBJzTkgrT0FL4+vSpWzEWKN+g1VwkEW1sWeGqEG6xtVDTelCuQIoJ2FBd2+YVToyQeY+GcsTtJkp7YimITBx0FVlBe26GpbnzLM09QZI1KeiyXz6kYpekHUHZYjzuMR5MgIzKQWkkzmqUigGFqyKMBYhqxi0KjsFe4+vQdAjnKryvgkDcK4LNfIXxLjCHQuNtAIOxDjWkHB68RRhBZaAyCcYqjLN46cFLvJMYJggxQpYhXKbqatlKCpTW6DghilokUYwzBWU1QalQa0jrFCl0/Yop4jgjUm2KqkVutqmiMc5ZyqpAOI8XERDjra7fB3mQ4eN8KCaImNbnCQyMrJkj6UHJqXh2Gr4PrNHHWT42QBkOh9y4cePg8+3bt3nzzTeZn5/n4sWL/JW/8lf4O3/n7/D0008fpBmvrq4eeKU8//zz/OIv/iJ/8S/+Rf7pP/2nVFXFr/3ar/H1r3/91AyeD1uOMQSnDLgfNAh/GMtRD5WP3+8ISDn47pSDnojoHD/BkS+OsRjHrlscbPZhv/dxy2N96o7oUsSRKM+p9+aU8z0aZDpybfUxhVLILKOxsMisyRkO+6y9/z7rd26jogSdJsgoQaV16rEQdZzW14WwQEYpUdKGuT6MY7797YecP6fImovoSaDhlUhwXgEaLTQOE14aLZHyGaJiEzN8j6q8SxS/TNaUtOZ3udJ6DtWSrN2s2B2WPHz4AN3RXFg9xytPL7Kzvc3uvmdvv0CpO8SxY2dvljMLEqk2yDpPIWyPKOtSjBf5X36z5Gs/t8iZ2ZRqonn36j1WLs6wMJfhEAg9gzcDtGiyPPcEdzfukmRtXn9zjwtLD/ipX/DMdGJKMpwONtW2LEiiBd652iUf9PiVX+lzfvlJKhehIo1EsLKa8fvfeo97657FDrz86YuM9/s83O7x+g/us7R6iRef70DRoyzHtGc8kUwRWgXL8iSmpXp84rkdFjqSd2/H3N3yzM61WO+NGI8qEu2J0gad+TmazRaf+uSrbN95g15vm+t3h+yM9hlPShChaxHOB7+Qg/YSOjpZP2cpRF0irQb7taeK9YLCiCD48yH8h/cINw1DuECJH2ERw6QuhDqkqtsRPgBhJErHeA/WlIHiV6CDhUXoVn3YLxwnDKxaqbroZc3u+AhcHMZd6zCVxSUSlTRwCLb7a3RHOc5Cu32edvYUizMvcGnlGVY6Z2nHMzSjBK1CkcDClOz0N+n2urQbiyil2N+9Trf/Yxy7VA4K7yhNXjNQAuEcCBveaRF0JEkcoXUoRuicparKkAprxzg3wVoTisxZg3MWYxzGuGCu5WWo2SLAVcGVtbSOcd6l399ne2ObO7cfcPPmJpsPxgy7PngD1ffEe1f3L8cnWycZ2g9atEpIWjEt00FUCaUVKCcxLuh3ZAiuIQVE2pEkjjwfUxRDhMyJI4ecSFSUoloVPh2hogFxLIka85xdeYql2aeRSjJwa/Sra4ztfSpnkLJJlMRkookUJVWhGOcFVREydaSOMVZQTAyj0Zg48URRhJNRYEeExuACM6JE/WzBS4XyugYfBofD+QDklAihQV0bqeFqsCEEpbEYI7A+DpM8V2c6+iAqUkIFR2mvcbYuNOkDk2lshfMTCp1TVWOqqkRpHcLpIjA/3oVU8kinxCIB3yCLz9DMbAj5VTmlLShtiXMWJ4OOaqqnEbX4NfjnqACeALzDEQzgpNChZIR3lA48SQDB4uNJNT42QHn99df52Z/92YPPU/Hqn/tzf45//s//OX/tr/01RqMRv/qrv0q32+VLX/oSv/3bv33ggQLwr/7Vv+LXfu3X+NrXvnZg1PYbv/EbH/dSPrTR/xddPlas6HEakqPfh4OeCrI+zqk+ZHkcoDh6rseVSzhtta8Ft0fDXwfbi7pIuBAIrRGNBunCMvPnR/T3e2yvrbFx5xZJq0WUtYJplNIIWbtPTmdc9TmyxiJ7exPOrrZp547vfPsmZxcMzz3ZhmKMKocgPMalON8MGgNZBgdJ2UCmT2JsBy96jKsug1GDMlcM9x6y/aDNc5/5WS4//TzDzXXefON3uH1/wnj/Dp00ZTwEr1tk2Qu00gHb2wWXrpwlFz3ac7O48SLr6z9iefEuWpzj9/+wxxdezVhetFy+uMitW9fYmTvPxcvniKpZdrdv4uIZLr1g6RULOFPw3JVV5udXaM+aUDlZanAZZVnRH+UgcoZdx0vPvULW7EMyiy33wacgPEkWs742wVaW9pJjVPWpvOP5T55jdj7m7vUtvv37Qy5fWeHJywlKDfEIlPC0sjaFafFw3IBJg7S9ycKC4wfXxqz3gofB8soSMzOLfPFnvsbGtXfYG+4yzrdwCLrDIb3dXUxRoUUIgfjDCN0h0Pf+QCtxFLgfnX2H2RgY56eVbhC1Z0eYydWFDl0ANq7+93SQDM0msC4QhInU+xvnsZUPpewRtWlF2Nd4iTBTZ806u0zIYA7nQ6hHCIGWLtipy4xYLqJsk2JkKcsJSQTzy3PMLX6KZnaJM/OXOTd3kTOtWRo6mJx5AhvQG41Y277D1uAmiJJRtYUrK0ajNazdC1kwTuCsQIsUpRwQZtQeA6JEyogk0WjlsTanMiXG5FiXU5kRxhRhELMwrZcUfnBIjXYGnBVYBF46rKkwxjCajNntbrGxscH9u5vcvbXP+oOCfBTShqUUdbLdtL7K0f7tcX3d4+LGkGYxiZDEkwiUDhoYoaDyCBRaBV8TLWMC0eQoXcWkmqBkTmwEvlS4yiB1ieyMiWYkrXSOxexFzsw+i5WWPfMe+8VVnNyh9EOqCpR0CNVApRmZTmBSEQkTauZUjtJEVGVKMZTkA0XcydAqgBNJA4+qXZorkEUIZUiPEhLroPIGQygqiActQSlHrAQCgzEOVIKMFMZXGFfihUfLBGRCZUqcK4NY3BNs/UWC93EtUAdLhVQlxlWMiz7j0uAx4T0zBa70IZTnNfhgdBjrRj2RdERakaYRcZSRJA2knSDcsGaCwFYeYy2VCSyJqJkxvCXUlQqeSN55cAohgyDWOIfxLpRNIELwXxig/MzP/MwH6j2EEPz6r/86v/7rv/7Ybebn5/+LmrI9ck1HQjQfNth/PI3K4wIch+xGuFUnu+Dp1Rw5zMEM5D/l/Eeu4SgN8phDngpSjoALcWz/A0rn8P/TUxxl5k89Xb2h91gBXkfE7RnaK+c4O8nJ84Lh/j6bd++QtDtkSYxutetMiNpj4EAjAPuD2+RuRGdRU+y36G9Z/sf/x01efjnjZ7+4ypmFjFh6qKCynsqZOiUuFFAzDLGyzf2HnneujkjjlFdemWWlvcMnZld4sPcGdjChOXeWn/rKF/jd//m3mV/IWFlQvP+tPfYmik99eY6dWzt4GfPjaxs0559Cu2V++NYNoMVwf8AzT5doI/juH6zxqc9c5onLSzz/4jwPNm/x7hsFzfYW+4NdZuZm6fclc/NLvP322zy1ukG7c4H9YUynM0+FDwXbtGJSDZjpeKrJFlY38OIs48KhozkQEYaCvAjpu1/9qTY73W3eer3H3GKL2zfvsLiywLPPdrhw5SK3b1ZUpWehPUvhRuz0+mxsTbh2y9IbaF58Zoaq0vzmt7YZlJrzT5zj53/254jTiLfe/CFR3CZKIMsdGw/vsrWxSX84xKNQQh+Gcvxhds4jmq26obgj66faoymTEgABIWXZ+XpwDRoLZA1O3CH7gQsiFylgWjxt+mp55ymsxdSZQ0oKnBCY+j30kqD3qUNBzoUOXXhb2/WH0JK3DkXGfPtJljufZqZ1mb3+bdb3vodzBfOtiyykV1htvczi7BVWzywzk2bE9btgvSA3Bfv9bR5u3GI4Xgc1xCvHXm8dW1Xo2hBcigiVJHhvEcKALPFUOEZYN8DYMaCoqpKynFBWhrIa1xVyQzaOtQ6cxBkZgIoLqZ5BbyKwtQeNkILKRJjCM56M2drb5MH6Q+7e3eLB3T57W4bJSOBt0E+E/ssArg7TBR3K0c7j40wgjSyRSuJ8jjOWiS0pqyqMfy5CyBgtM6IoiDzzwmCdRkRZKLJoc6yNkLakyLvMZG2WF59mPn2KxfgJDF12yx/Rr25SiD2EV5SloqgmSFWXMQ1UHl4ZiCpk6kFbqCa1+VqEcwpTJtgoYio+RcShjUsX7ruvEL4MlvFChEKhtnZGUUkwPFOu9hYBZMhaNF5grME4i8AGdsYplLBIFYD9gTlh3bgDmA8p/sEd1mIosZUNz6Z+sbzzuCmQ9MHA3liPxYRCkZVFFw6tHYmOQ7aRdERJQqSjcA2VRcs6A89XNXsZwm8IkE5gXAgPeqmwMgBx6y2eMrB/H2+A/cnI4nnccrzPq2neI2uO08of7W05Phd4PAA5uID/P+iNY7seDRMd+Zc4tvWjTMyRCM2hCHi62YcxIR8YsjkRlxLHDye8P3adiFNOegSBTQcemaQ0ZueZv2Aoy4KH168x3N9j9+5NWlnCbHQhABR1omn6CuvGVIxJ2k2aZcXcky+Be5OR2+R//q0dIrnIM880uXA+ppU6ZjozSObQymM8dHeG7O5Kfvd37zA0DT77mTlm4jHNbIh13+GF+UXytdcQ2bOkKqFYv8rb3RbP/OkX+doXKv5v/9OPkL/wWT796bN899oe77/7kJXlC9y/cxcnDMvzDZbOpZhGQaY2QwqkK7AOfLbApacWwX6D++v7PNhaZHF8l97I88wLP82rcwuU/bfoxF1UlOJNxcjENKIMZyTdbp8sTtla3+PVL87SakWULgHZxhqJljFSFLz8yTYXVre5caNiMOmytwtzzZL1tfcZDZf4yhfbvHhFs7ya4kzOZCDZ6i3y+3+4z9NPFnztCxlx3ODBzgLPvbjCC5/5AgKYX7nAzbs3iSPYfvgeVey5e+8+vUGOl9NZlKidauu02yP6kum/ZUgDqMOZJ0Tc0/6z7vicPaJxmjply5BKfQj8XUh/5BjkD1lqtfO3d0Fk6GyIhUslQYKd+qvUlKGcZpABSoWsFOsMvgzZDFpoYtkkVUvMNl/kwtmfQcqMvdEaOsqYa1/mybNf4tnVz3N56UU62UwoX4+j9JDnhsl4yE7vHg/3rlKWO8TKIWUDb1PwJSoK4mRJFGoOKYv3BUKN8WJEaXqUpk9le1RVH29A+jNIsUCwU6+w1oYS9zUoctZjjauFjOE+hL9Bp+K9xDqLqyqKyZjd/R3uPXjI3bu7rN0fsL9dUY0Fwqlap1Nn54Q4xnQOEsJwHzY7esx3RvchEZgR5KXEVApnFZgS6QtimaK0REYx3hvKIkcpTRolTEoLOieOMnzlGfeHzMYvcqH1ORI1T0GfneoNutU1SjPA+lCbqTCGSWWQVhA5iRABFDgbUoeVqvUayiJkjigFVX9CFSW4KLj+GGGQIgmhRDHAixxLicDWNaGmoD2wwpIIpRRSOLxTOKfwIsczxlkdsuGkrjV8HiEqJFVwqkWBS7C21luqkDUkUSH0paKg16lT+QPiMuBcbfjs6xdCIOrMmsqZumRDAPmlNRSlQUsVigQah1IVkQg1ryKdEUUa76vQn0tJWZTgPc5acgoKYxAqgCwvzMHILGT5MQmAn3CAcnJ8PfnjPyycAafxGkdmXafsfwIenNjj8Wc5/cpO5x0+7IpPXXtSHHxyy48wnXkE7x3sd4K+fcxPnVZvPiKkYeprQm0OhQcVpzQXlllxDoxh6/Z1ug/vkmRx0KosKXTaCOI/MfXMsBSjMUIkCOnp7uxxZjnFTUpoRHTmK25c3ef9ewNeeqEilQLrZtjYybh8uY2tNN0dmJufQxfbvPziFb70leew3euBpfB3qOwmWuxTVZu4okJZwWvfH/Pql5/nykqThajiwb1tvvypF7i/BetRn26v4HM//VVe/fLT3Lr2DXy1hi26EHkWZgTDyRr9wSyl1Ex6OVI+w+KlBneH24zKkr2Nff7j2m8xu7zKS5/4I9wd3efSvGE4FvzBH97l859fQuagSdhYe59b6zl3bt3llc8uUZkUSYYXJd4qrBd4XfHerTFSZTx5eZmHexGDgea5Kw0uX2pwadXRap2jNFtMyjEtGbE6v8cf/cWYpy6kVGPI1QUWzj7Df/c/XGK7W/G93/8m29t9Lj35BHZvm+99/9vs7e6Gjg+PsIHyd7UIMGQCHDVkmopPzQkhew0QjjVaeYx9NCa0vzppIMxGg5IHWcfzp1zJFPC4elDG+ODJ4KlDQgKlZF1sMBzHO1BItI6J0gyBpChKyrKsM09CATatJFGakGRNkqQNiWVY7GIrQapbvHjxj/LUuc/yxOonWGqdIZURuh7D+6Mem71N9gf75JNdJsUDJuV2DdIUGomUFo0JoQEpUcIjyLF+zKTYoai2sL6HseMQxqnGGFugZINY5USqBB9hrcC5kH1jncXZqnaXDymt+KAAEiIQ9VUlKIqKPB+ST4b0unusb+xz736fh/dH7O+WmDxUzA2PJcTSfB3eEdT6A3HojP0Iizpdf0yrd6ITibuITokUJcYkFFajREyiFcpA7AoymaBEzqSYMJ700UkIkTi/TdRJSJYEo3EP5wvmWheJVZuRv0fX3qBXXGVc7dR6GY21QYhtrMdXJWVZIaQg0k3wCY5QgFJQYV2FVJokkzhZUPkRTntgAsKCTFAavKs1Gzi8pU7LFUilgzhUyiCYtYEHk7ZOu1c6tAVTm+ghsB5KXxJpHfpMr5A+eKdgQUpLqHMUTNZirYP5WlXhXYUnlIBQoi7YKTxqyrgQChCGmt22Pif1cw1+JbbGMq4qkBJiFaERVLJCW4eUARDFMqHdmEGLYPM/KQeMywFFOQn6Hkw4bz0GWPHxIMdPNECBKcA4Ebw5ShvDKYPskU0fs/5xexxf7x9Z+dFozQ+iOE4DLYLjIaOPcIYjux80vtO+PHFVhx9OgKjp/iduTPh4AuaJOj49tbYW9RbTcI0URGlKe3ERXz2JLXK2bl1l/do1JJozSFpnVpBJGmbcQjAZV3ivyeYsuelx8co8zj1Epc9SDe+T50OaswkNlyCSAaVosnbnLLGcsL9/n86ZOdo+ZnEWPvHHLhJ3GkTS0Fx6CdOPYXQD7fbwqiL2lso2kcJRdR1bt+7wZDvj1U/MkUqBSLu8+FyTjQdN5p99ip/75VfJRz0uPfnT7O/eIB8+YOvhDtZZdjcMN27dZ+5Mi89+5ilmm/OM7Q4L82dotVrsr3W5ttllMPF869//vxAVJK0WsjnPZFTyyhfmiBPHML9DI2oRZy12zct84+0lOu2YT760hC8LrK0ACfETjIomlg6tuYgn5iPeu7qPbM5y5VOzaAcj1wMrMEJSqT202ecb3xDsvPISTz97mYf9JS499Qr9ndts3rvNF7/yFe7eeIPv/t7v8N71d8lHfSKp6qqoAmcdwgfhnycYuR2yJ8ef/bTdP5rBc/x9EHUs0blAITs3rccT1gsfQjtht5DhU9c6C9k8Pghmjx4zUjGtZptms4Wzhknex5gJUqV0WueZm72EtbC7f4+iuodzRcjKqGenadQki8+w2H6JcwufZLZ5mSRq0Ug+y+LMGZY6K2RJEsI4zlKVQ3b3N9nYukd/vIFlgPPj4IODAx8HMaH0tRW+RyiBJ8fYHGOGlNWA4eQho3wDUzuJOifAKaTIkNEM1kfgXF1nJoQzvQ8VpoUPLqdC6LDOizAT9xpjK4p8xHDUpdffor8/YmtzyPqDEQ8fjOl1C0xZj7TiyKtfs1KH/cT0i+MhniNf1F3IITg9mb2lopioNSbOxpAZJjMe0/NEVZu4bNGwCe0kpSoCaGuqoLGRKidr57TnYWa1RE08HX2OZnuOnrnBbvU6A7NLXu1QFn2ETIHgRVIai/UKU9k6jOYopEMphyAmiKyrUL0XFUCeEwzGI5odjdY5QlZ4irCNCGnI1gYIIHB1CQaNkhlKKawtwvsigrBfE/Qa3tcAvxaaeurwp3VonyB8RDCwVfUcUSBlCGdqBUqGDDZrCqw3UE8YBB4va6G606E2kTE4WyCkxQmDcw5VW9s7E84bJgF1tXAhMU7ihKcyBuUcSkqM8FjjKXxFqiVJHBHpBg3p0BqMFZi6+Kd1HusdxcdL4vnJByhHl4N52YnGL7wP5mQ8+mJ8lOOdvhwN74gpZ/2xr/nY8R457wdfwSMM0oekVB/OVP2jO5/c8ICyPWW289jjHvyPw2HHH9x3J6gtB8O6KM1oLZ1hqZhQ9Pe5/957rJVvo+IUlaTI+QVEHERVWjeZ6DbKjsmrHZKZBqPhU5x/9nNot0d3c4Miv01vf5+ymKHKMzyGpYszzM4uMb/8CsJ5WnKN+fg2xo9Rw3eh9TLZmS/Tv/mHVAxAdRB+Hn3m53j2lR12ire5fF5TuXW+/CVJ12mKfMLSYpPVK6vMzRfceud3ufDiV1m5+CKrZz9Fr3uVWH2XvW6fRrvLtR8/5Esv/wyTYoBSA1Ll6cQDsJLzlxdxmWZrb5PqjCVreMxkm9evTphZ8nz7G1eJkRRmjtZMxIVLF7h+fZu82uKTL11GuDZ5WVDlI+ZnDGeXm0gtuH9/hqJUXL21xYVlwdbGNuNexmyrJGo+ze72kD/4gzWGZZ9PP7XMV78K9/YyfvPf/ZDFs0+BE8w3Jrx0ZciNa/9vXv/Dd7lzZw+DQUmNcSEF11kBUgb5B0cGIQFSaaqqAhcYiMPwzmlt7ziYoE5jPwAm9az9oFX5kFEw1alozcEM0RtC9VfvQw0UQsqjiDRKZyiVYsyYyliM9SRpk0bjIp3GS+STip7voYTDSxOOLQVN3WIhvcC5hc/wwqU/wtPnX6GZzIUwgHI4KclLw/7OFuW4h3V9RuNN9rsPMbaPF+MQh5eKSKZEoo1SoU6SUio42rrgVFraPmU1wJgR1g6p7BjrKqrKBB2MS9FyBh3NoekgfQYuwfno8D7W6cde1sUEvMZ7DXXaq6k81paUxYR+v8veTped7REP7w/YeDCi162CdcUUFB7rMsSxZxiw5Gl9xMl1h1YQ/z/y/uvZtiW97sR+X2ZOs9z2x7t777mu6pYDqgpAgSQAko1msAmSrW52qCVRUnRIelDoSf+InvSiCKlbepAUbaIZagoEQRAkDFEoAAUUyl9vjtveLzfnzMxPD5lr733cNUUA6iJn1K2z99rLzLXWzMyR4xvfGE/OKdZUacEuG3orHRQdcaWi7gaUM6FoDVZbuqMThrUwwDGddVjnkKKiPTni+Nhz6fY1Nq5dpS22OZr9kJPuPaY+4sMk6UAi+NDRhTYbihliSD42Kh71c5wNODtCLHQypdWI0T4xlIgIs3nDdN5Q1x3GdqnkpSS2LZIlpCn/RgETS4xkZiTO0/SrMWWRmYiPIYMGRTWNK5c7dZLmpyYGR/Ah6TkkJgG4FaIEMIYgQgwBr5GgimRzw8TmRKKm2IzUEilE350zMJgE7mNivCV72VgxiCnz95VF6+LRYBApECnR6Jh2DaezGdYZKic4F7CuoHIFdZ3GvI+e1jdY/4zL5GOOn3qA8iwGJA2Yp4nG858vUI2foir2JNexeP6nFu6Lr/nMRf3TAJhPV+55co5/bMJ4xrmdMTAf+7oXQNJja8XF53vyfs8/34UPgjzrc5FEfZa9HkuXL7Nx9y77R4ds33sAb/4YN1zCVVUSWYaI6Sbsv/ljeOPnuXrnV1k2Mw7khMP997l2+2UuV6ssj9b58IN3QSLlUuD2az3cYINL61+gPxjRHd+nmAesPaJQTzd7yLw9xMWfw9glQtdDel+gFAsSuPniEf/wym2G5VuYZh9KyzoNTfsi6oasrSyzcesVqlhwvPkBS4M1rl96gbJvEWOptn/A0d6Eqxs1PfFs750wevEShd3HmQbsMU7mvHJlyMvry/zcK3dRXeLRTuQHH77H7UvKcrFPXUQ2T/q8+dGQOPuI0Ex58aXr9Os5s8kh25vHTGdTro+2uXW54OrlGcvDKf/NPz1hbbjJqLyM9qb8yXce8St/Ywkz3sY3gclRw/ajfX7zI3j59dtcWzYUt28y2mi53fsOVrfRtuCjd97m8sqIbn3Mg+1IsMW5h4iax6p+KTvJJG8V61AMIXZYl8sBusDHi510YlUusitAinSP2Z9EeOw/WLQBn28SYiR3lJjs+KmECwnvagIznRPCPsenR2hsQQJl0UcY0HYdk/kuk3HDZHyMb9OmpiiFUW/ApdFNbl76GV658yu8dvsbrA/XcCK0fsrWwUfsj3eZtjNm8z2ayS4xNijJqVUEjFGsLXC2wEqV/rWGSIcPczS0qXwTTuj8hBBnhNjlLo0BhRFssUK0ArHGyAArQ4wOMCQmRjHZQG/xOabPPHUkpaRn1WQ+5/2U2WzM4dEhuzvHbG9N2X50wtbmmOMDj4Yif3CppfTJqeLJrqtPd6Tzetb9NYYsqI4gnqIHoYxYOmxoKcMM27a4eoo1BtUZOp0h0eO9R8qGonL0ViHWJ+zPP2LabjFtUgdN0kTVgCNqR4iJaYhBUNJiu+gaVI342ED2YPExou0E9SUhBOZNQ4ipMBJCQERzl0pL0ACmBi2IMaQyqGnR2CbgosnhVpSkAyGVl7qFK7OJSDRYSkQrCD18SIJcpAPbgG2R7A9krSQ9lXra0NERU6aVWpwt0meuXRKOmxJdZF1J6ggzknRjkkNbjSSzveT/k8tDOdhWRBMrZ1K50MeWECNeOxqdE9oO1zqcBWMDRZHOoSqSd1DlLMw/5aWSj59qgHJxR5WOx1H9MxUePyHJ8czCy0KU+qke+UnH83aV+VkullWeAA/P+vnjXkWfuuVZtz/5QHn2z5/0enk3fZZ2+5iq12Ccoxwus3rrRW7OJswmE7bv36e/vEZvNMQVDgisLsNf+5s7/Prv/Xf8yYOv8eoXvoY/7jCDKSvdKaN6hBk5emXNvIi88NIViCVFb4O6HtLv9Tg+6iAEOp1R+B0Koyg7+O0t7MbfY3T97xAnu7QHv048/k3qeEhtLV1skOApgqD6AGMd0ayyvGTRINS3rlBNHfvv/imXf+Eag+UNfHMXAsRZQbi6Qus3uXltwKg8hnYLU7Y4tZh4grCJcQGDx4cJw/4KX/p8xS/99ZepdYf7Dx5w8OaY44MZGxurjGcTHn5wxHDQURYFR5uPkMHLHDVbjPgIa064e/Uav/D5I46nGxhVrl5f5v33HEc7R6xe7lhavcPnvnCNf/BLB3iU4/EJQb/PbCtw/zurvPjLG4hOaH2f7b0pN28aRq9VzPyUB/szrEkGbIkK1qxrSFqhtEmT7MsQUkvqhWsgff0L8PG4waJIAjwxKt5HzhK1OXd0BnILcX6cCiH7o6TMLJPj4vW8ApHc4Yia8maMsfTKSwx7l6iKiq6ZsjV9k6Yb08kpqKNXOFYHS1xZf5mN5ddYW3qdwq0xnjcE9pnNj9nd/5C9wzeZzbcRmaXUWLUgNnXISIExBc5ZCpecXlUDnU7ofPJyCb4hxIYY26zTydk9WoKWWKnBjnK/tYHoQFNGDZp8KFInTm6NjolBSkm6JgNDg0HwPtLMJownB+zubvHo4TYPHxyx/XDCzs4p03FIHicsWpLz7HBmJ/C8sf+JM8jim3/G4xbzm6Di0FyywygNJ3RujoYeakti4TG1oa5gzfYx0ePcEmuXbkB/SmNOGM8P6eKUeZjTBQ8SMVKBODqfBKdGSozUeA34TlGq1MrrSiIFvgtIZ4lhFfUeDRYfevgQkjlc04PKYWxyjDVGIVvaa0xAy0rM5ZcIOkuln5xIbE0yX0wdVZFUv1EiBo0OjSUm9om+TKyX8djCY4qWKB3WWErnKF2BmI6umxJ8g5DamxeBfVaSzsRIAn5CCcbktPXEOgqJ4VAWnT6Lx9vMVLZgwOi5wB0ibTxJ11aOAOiix0uRymEhIl2LyBhnktO3s4Jp+5/iGjk/fqoBCjx+uT+fM3k+L/FJ3T2fhmF5zhP/W5R8Pi2L8umBQnrW82jAj9PXnC8J6fg0n8Gz3HbPfo7ndWcRSRtvUpuoGoMpa/qrG9x48RXidM67f/4Ddj76gMFSn6pXJEfSGFm9fon/zX++yXf+9Lf5r//r7/LWZmR0bYNLL0z4xje+wrXLJaFpufTil1i+tEG/XOLS1bs03ZSmmWMYItFQFz2CWowGpA2oHBPFMzt+G7/3L5DwFoVZwZYV1t2naA0UEPIOy3XbjM0x/f51Pnz/XX70vbf53Nd+lrt3Ps8PvvVPuP3aL9IfwKP3j1gZLfHO908ZjI658doN/GybvsySoVFOE0UinYIxQ7z3VOWcX/tb1ykHMwp7g3rtNbaOPsC+8xY3X3+Vwwe7zA4nzJtD2naJ4VJgufpDVqygdpnQnRLCd/kPf2XAb3zzGzz84LdZai5xb/M+fj5AZp6yPKEdz/igu85Lt3bYWOvYftDw2l3YPBH+5PvCxshzcLjJcLTEoJyzemWJaPu0Pzrk9Ejx8wZXKr26Zj5Puy5jXQYWpG4Fk1peHwfYi0VpwZpoBjecX5mavDtiLu0IaW0ma5hSB0ECLanmT4qoi4uS4gUGj5SD4qylV1bUdYmRkl6xTK+sUW2YTY9o/BxnPb3S0HMV/brHjctv8OL1X2Rl8BJCSdcc82jr23R+zGy+Q9MeEcIMzRogMQXYBLCMUawLWCcUzmKMEkJq64wxZMFmcoYNoWWxoxUpETWgPsk/VPMit5hSCpAydXssSqoRFgNLo+TOpKQhSOZ3ER8aZtM5JycHbG8/4tHDHR7eP+DR/TEHu57pLIX8GROJIWTguFis4hMQ8d+mnP30kZyCK4ypQDsCLc7ZBK+iYrQh2hbbL+gNalaW19hY2qDnlqhcxTzuc9js0MUjQkganq6bEWObQKl0KJauzaF9pkxiWU3mfTGU7Oyc0q+XqOtlQlBUHTGUiYkLDj8fECaCngrN0TLOdpR9EDcDOkRMZnfcWRBmpENpAU3ToCQ9yAKER435Ck2pwhp6qK9RX9OFAhHFllPENWA7xGThq1Ws0SSW1Q4NHpt67xPozyBPBKwKYBE1SY+EYG2JNQVCygAS7dDcnZVSr5ILbEBRa0A0l46S5sxFSTqaGAh5jCazaE/qtlYWYZwhBJouIgRk2gI3P/V18VMPUNJxXr54clH9tO3Fn/zsT94mZ/qKjxuqn1j1+YlP6kkYkd6zXvz7Ey/4OND4+E/m04KTp8tfT5TP9PxeFyQqZ7+rgFhHIX1Ga1e5+VrEt4FH777N3ofvUtWWqV0hGmUWPZ3z/MxXCq5fP2BnH+5tnnDv4T2+/z/8gG+6JW5fv8a1tQPe+NLXmO59xOnpA0pqwrSh1QjtAc1sGyeBDsVag5Ex4eCf0O4EquoUY5dwxW1a/w5K8gZIHQtpcCpzyvZ9emaJwg4ZSYvxDfXKFTamn+e/+i//r/xH/5P/kDgYsDZ8kSh/xmjUx88fUEoLtJhOME5pRUGKlI9DDa6lNJ6CY4wagj+mX63w1762yvj0FkV/ld71r3FQ3Mf2Nxj0Iq+/tsag/AJd7aD9gMLPUQmU5hRrH3BwMuTkdJvSdPR7Dmuvoxzylc93fOtPlDs3X6Mqj+n11+jUc/NawZ/9cJuDKjBvS0QMK1df5nOff431R9v88Q/+EImBsnBcvbrMF15d5nT/kKqAsoo8eDjnqC2YMGJ35xBt5qk3IS94ymI3dlFMm0MHNaWvplKAIYaF/4lmIWw2XsvX2qLcKsZgRHMdXzPtnhbqMxt7TUC3az0xdDQyY+62c3uxpy4LBtWAQdmnV1XU/RXWll6gX6xhI3TdMTN/TIwzfOho/Rg1TTpfk/pZgoTsd1HgCptKWxLxYU5sNe9UA4s2awNn4kg0ns1aqEmutVmYqYFMwdscCZFSZDXG3DmyAGbmwijMkCJGvA8084aT4xM2N7d5+GCH+/f22Hp0wtFBRzPLn6Ystg7ngFDjszZDf8EARQaYzESINGAmGFNR0KewfUo1iLQMhjVLS5dZX7nJoFoGCYzjJqfte0y6R0AHAs4qVpQOCDHShg5Voe26xPgZA+IQM8TIiGbWZ+ejKbVdZ2P1JkVRE4JhPG5oupaui7RTYX6yhO1WGW/WdJM59UqkHBaUw4ai7FIatjGE7GIdEh2Gydd4Ku1ZfOwSCEJALR5AHSb2IPQIPnXhlFVA3Ay1U6JVhICVBGggjY1AR0ebXGkW4EQW5dMk0pLMtCUkEXEmWROodimyQQJIQCxYXBJVLzowhdQRFkPyCkKIJiJ4VNtU8jMGE3OJMV5gRFXSZ4AAjug/25Xz7wRAOV9Mn88M/OTP/fi+AS6WKT4OnsjjJ4Y+Q9T6F3WWT0KPsxO9cI/H/yaP3frxz/qTT0Xn5aOFZmfhSSOLbW7+m2CxvQGjK9e5rQEnnp3332PrrR8zry4hGJyZ4RC8sazdqNi41ucLXzoh+intHL773jp/+sMHHH3QsrX1GldWb+J9YDI5YdKlThPvocy7Mi3yLl0iIrtYp4g1RGZ0zbtgdsFE1JC+a40YCx0eui0qN2Xg1uhGBfVojdO9j/hX/+L3+OCdLcr+dbrxh7z5wx9x45WfYSbbHPkTrvWb3PoZiTogUIMMca4CYrIxV/JiLsRoCN2c4Sjy937tRT7YXeHHH0bk+CGzk31KvUJdD5jrAyyvEIOjo+Ro/ioroz9idSQsb9zh4OEPWR0U9OoK8BSxxJVTXrwN730w5Ss/c4m94/s82p8xPTW4boqzPX7l6yOO55Yf/XiL6czSeM903HD72oC9w5blJcPtGxU3v3KHXtXhu/scTyI7p6t8dPBFvv3tP2V/K7fqIslJVUniVTkvI5yXec4ZgeSFkrQkiwtRIE3AWVxqXFJZ+E5TXWNhfKIpWdWcaa8i3kPQGa0TnLE4Y0BK6qqiX45Y6i0zqFYY1CvURZ/CDajMkHZ6QMshbZjh4wmqc0Rs1od4xBjE1AiJJXHO4VxBjMlePsQ22cpHUEndIoswTUgJt6jk1uAFWFsAkATUzj6UBaBTn3Q2wacOFCUDF/P4RKgR37VMJw0H+0fs7uxx//42D+4fsr2ZxLBtu0iqzQynklxsL3Ri6Vmb8XPmCj0byj/RYUyFdVNUp4hErLMpfTmW9G1NbGeUZcnK8Drryzfp133auMXR9ENm8QFBD/LMUpy1uBfW4SO0wdN1TSq7xYC1ktgC02LFY8RRMGJkl5kfrnF8ukpZ9gDHdNowmU5ou4bgfSq3xIJZC5PjiNkd0FupWb42Z7Q+wRYzjASIc7w26XMzFmsUK47KOaJA13b4mDQeUS0h1BQMwfdTOKEqrpzhyhYpOgJdQoyqJLSaypUGJeicaHz2VEmutkkn4gGfEshx2UsomQBG4/DRputXcqdWVFQM0aRWmxg9GmPWqCRmRSS3SrPo9glYPKK57V/yPRfXIjEHW9hc+vr3rs2YczbhL5SieM7rfVKHDM9b0J/egVyUYzz7uAhq5Dn30yf+/eTz+yxn+ZPe57H7XQAiWcKeL+Tzc1eBWFiMG7J09QY2eqRtuf/222yensDoEsIhal/As0dZnKKxQTWkJOOR46tfG/Hiyxv8we/u8O733uZB8WMuX3uFygTevb9HbA64tazcqCylV9SkHAui4pKPUqInmSIySyUozY3sUuWFpEVRnO2IcYfhYJ3Rla+z/e5Dfv0P/zsebB/zj/+L/y0v3rzLjx59wN3Pv8qj97/P7oMxg7UC91LB3Dc4q3R+QJARvdFNlJow38QazZN0ooGdFSCgcU7PnXD70lU6+zrDeom3f/+f0TYOYoezDhuP8LpDUcxp/JRJ9xp1Lezt7TLoeV55yWBtQN0JwjqEKdeveB48Kjg5vc6775b80Xc9L9yJLI/glZdbrl6bctUOubQ+4uhozm/967e5MqpZX3U0vkA7x+5Wx9rKKmUfrExYdw1lb8jyeo+qG/Lnus+jfVLbeUwy2viMYuNF8WRUpfMxZ7HkSyh/V9Y5XFFiCwsimKAE3+YrieSoKZINz9KDE/0O1gplUdKvBvTKEcvDVZZ6S/RcTa8Y0KsGlG6Y6u9RUkBfGKPSoMSzyzjpbCIRj2BxJreiSgL23s+J6oldmyZ65Qw8pdKOglqMpPTY9Lc8ajLWiqppgUDzwpCAVoxdKhN5nzpTjMFIgSExLYtAuBA8XdMwOZmxt3/A1tYuDx/u8ODDA7Y3Z4xPIyFI/h7yOcXzLczFgL+/7KnVuKSx0CgYM8Q5i/eBQvs4VbowZ+PSy1y/9Aq2KDlq3mZ/9m2abosY54gDJ8s4U6OaSlRJhuRzuUXwvkssQiwQcRAiIRoklkioqe2AtusznygNHaoe7wNEh9UUcZBAm03tuI2ha2u6WZOdegNLlyOmnCA2UIomxo+I0FHaBGhnbQKsSpmShnHYOICuj3YlRpWq8thqitqWFHqZQKmV1OJbOEPhBGsjft7h0JzOnb7PhSdVjAncpjZoi2TX2pT8npyqJZd0EstpMqtzDvKVeAb009ydSlM+A0EjqbTjJL1TryHvz20WxYdcanQQq8+04/2pBijnC/wnW9h/1uMxV8ozvuFxy+6P/ZyfMaKfHSr4JMB4/hl9EjT4SeeQj4M2T77qc1/j4+6U27wzB83CF2PxISyEtItPXeoBgys3ufLKnPHRKdun24lhcSu4wVXcvCDEHcT2UC90anDuVabtJhvDyJdeU7753j1m4Yjj3Sk/941fYKU45Nd/6zt8p2o4/fkeL11VVoeeftkQTbZHMnnhDClXwmBQUnnHWEMQz2IBsQjObLExepEPHrzJv/mN73Drta/yX/wf/yG3bl7nD//1P2F51Gf9xgs4N+P6zRs0h98i4nFFlehs21CWq1x/6e9QVOvsfvRbdOOHdF6BSdoBaRbhaYXxB/TND1mSF/iz9+9x/RoUFqTpY8sPaLxgbcD4EwbmgO+9ucxoacDxzvfZeLHi7kufJzIjhorSjcB1SPMu6ys9fvT+JmodU9vH9GvuvHCLl+/2ubRRUxvl2pVTlOsM+kf8+m885P0PHWpnXFvpc/3KkN2DfXa3JlT9JS5f3qDuQ7+4z9IbgTsbl/kf/uUh9/c80XhETQoJzInGMZ5TJGddOqp4VYLIma13zP8ZBaNZRBvTYhR8IObFHJOydQtrqKzDiKFwJaN6xKC/wlJ/jboaUhV9+tWQ2vby2PQYgRCbPNYXzE4K55NFEVUt4iLG2ewfEYlM0ZAs32PMCa+kjpCL4VYZn0MQVEP2cnG5CwdSJT9csBJfWP7nkmhMLqdBY/LTCMnmPLthpZIWKTjRN5HJ6YyD/T22Nnf56N42jx6esLM1ZTIOeA9kce0ZW3ph7J4JVz/FxPKTMieLw5oGZ0IGnkKILUYiPS2xrWXQv8rtjS9QlZaj5j3G7Y/xHNLGDiMupUszxZtIYWqCag68m2OkpCr6iM7wIZUNBQ/qEAb4bsDkpM/8tIdvLb5RNHaZPU+sqRgwziVmC0cQRYzm8kWf7thwQmKx+uuRsobCdhQma7NMgbEF83lD4+coPSx1Bj991A/wrSXESFUHbD1DbIfmkMwkcu1ycnF2ji0c0CHGZbCxKOql806C3RQNkMSzMXX/iIV83aQ0bc3i7NzCHBMgUbLeK3uq+OizpX7ST8Us+IXzlHO7kD7lcMREwIXMQJcXxvqnO36qAYoiObp9UbmVs03ZRQ3Fhb+e3QZ50C+oyfyXi78993VVHxuRF9Ugn1pUe6YReawO9Fd2fNyrfXbdznPur5x9Thc/s4u2emdMtyo2ZFajrIissHTjBW7PZoxlyPH2EbFpCIOKwl6hMC8RWMLofQKbiH8TIzPm4QrrGy2Dtx/y2he+gDMNrtvmpde/yH8wafgv/y//LT/6nnDrTo//6T9c5o0XNinNJO0sVHPXSCqzWE2x4SoR1Vk6YaMpKp2IckRPNlkqLvOP/nf/e77+S7/CbLrNP/v//Lcoka//jV9iOHqBtbrH+/d+iMzXiHETKxOsCjFWIHOODt5h4+Ytrr/6n7J//7c53f4uIU7S52NKVBvAk7o1ptxeg+tLq9TLfw3MHEzH2BucjBGZ0qmyvnbAj9+q2D8a0k0ALVm6fJtJmDM5HXPr8gRne8S4zLA+4L17QjG4RKcPWN1Y4aWX7nLj5avY5hF+8vuoXUPE8tprVzncVX74YJ0Y7+EMbO6NERf58t1tTo5XeHh/jeHqXdYvVUjvkDu3T/hrX+/xm78/5nBSgoQzNmKx2zu3wT8fm0mbl9g1suAvKSwCwSd2IeTUYVEwIWmKCmspXEG/HDCsluhXI5b6l1hfucna0g2G/Y3kVxFmxDAhxiSm7LqYWnuzo+tCu5Iu2gWIzjbvJHMvINnha5fLMbl7x5zT4dmB6axcnIbFgkVJu9W4UI5LQPPuXWPA+5Ct60MeR+fCYbDYmFJjrQENSWcToqdtPacnE/b3D9ja3Obe/R0++uiAna0580nK4UkaoJwunTOTzsZqHqlnwvazAf2Xc6z2V+n3hC5OiZyi4qn7q5RS42eWa1fv0uuvchreZspbiJlRhmWCsan8Eea0ISDMidZBKIASZxet8IKQ0oGjhpSpZBzQw8/7nOxa5keO0Jgz9kXEprJXKjDnVO1k7x5LoRIDkjKOumjoToTjRyUhWAZrM+JgSrDHWBPSFBcb2jjGWMXZEvwc9QPE18R5DaGl7LXYukNtl0rP+TpT6YCOoA5P0teoBqJvIV93qdR3bpZIDnI0GKwUyRcnChiHMUmArDGVX1JURWIcDW32QLGkEEASiDGR8yEaMRKwAlYcIkUC0+ohpnOO+HwtmVzpUKx8Nqe2n26AIkksJsQM4CLBpAvSshD4JFfJhe5hwaTqwt30IkCQC7LXJ8biUzoUHr+LPONvj9t6P05hnz/g4wf947uXC+Kjpx4t56/7xPk86/i4v+vidS4AvYui4KeeYNFpcUYDXoR6CZiYJ3Zi+sRzpMVg8UoC1lIur7D+0stcnju+v/tdQv8GS0tXmZ+8QxEMwQ+wrki7IXNEEfp0NtJbciwPW1zvkKVwip6e0BQDqqHhxvUelZvx0UPY2zP4W4aStBAak9pjwxPOmfnX1DWiGU+JoWkuE5hw5wtfZlyscjj7iKOP7lEXyi/93X+EWsfx6THjw4f4dsr4RGG9j0RLIGRh2T7T3d/jYbPN2tVfxOsYXIR2hJgWkQ4JaUcetCCqIOYR164J33lbWRsFXr39AGf+Os3JB9jBPZztY9pTXrn7Ev/id/ag9tzfHLOz+y6X1l9ldPMKsfsOBKEeLmOOTii14V/+yRYrdcmN9ZKlekJl5wTTIeYqhDGeD6iLl3jj9Q16yw8p3XXe3F9n9+FD/vbXPWuD26z3xsy6IyZyzNG2cNwNubla8cXXJuzseP7gz6d0MU2cmq+dp7t6Em1cmBxuJ2lsLgSyCbgEkmg0fzdiEHG4omA4GDIaLLPUW2NUr7E8uMrK4BZL8vhBtwAAuN9JREFU/Uv0ymWsLZk2Y2Zdl1J+YwI7IomaNjk3JZ1TZk8kT84kfYBKKh0gi5JN9hzJ78uQc4lIVvzCBf+P3L2jmV5PF1tA8URN3ikhpH+97+hCQww+b8YyC4PBmhKhTtoDrwlM+0Dbzjk9mbC7t8+jzV0ePNjnwYMjdncaZlNFc9Kz6uOzyGLDJo/NTZ9mNvm3P6pymUurK8zbY7pwSIgt/eoSvhN02GN1bY2ZPGCqyWTRSB8jU4wRfHB0+XsMwRNDi5MK41KmVQKVBrF17mRJ10+IBlrH/MhyuhtoZx7tNBu4gbFpfbBS4Iw9D6y08YJFvSGKRX0gBEt7bDiNHu+hf8nj6o667CCSrjVSicNIZgtjD+36xOAoK0/Rb4lunAIDNWBM6oQR8Rc227BwefVdTAZrkNkNwUnOmcoeQ4akx0nF4ryWZXfZGD1iAkYSGxKiz9dueg3Ntv1RfdIGPRb+6TBqsdrDmDI9XzgGDal1Op+pngnVk3ndZzl+qgEKWDAuIceYYrnTKA0pJ0nkwm7j3E124Y6ojy32emGXL2cL1NmhF/658LjzvYY+ceeLYGTBlvDEBPC848k7PAGO5PHd2Pkjnn7iz8Tq8Pzp6KnnyHd87PX1MTb7wt3S/z/9qcn5nQBN5gdJIGpAqpJqbYPepRloRxk3Cdt/iJNdggwR04KfoWJoYx+Jy4jsUpY1JT2OTjwbt1ap/Q67ez/mvXeOmEnBf/IfTNDJlDt35lg/w0AqC5iU7YJmn4147qKpuY8uTW6pZTBoyc4RhPvfZqsZgH+Nk0enfPEX/hZia+qiYNYdYV1F8B37ew0HDys21q5SD2asLNf0jMPhMCcfcjzZSi19moWX2XhLMn2a7LMtGqdcvbTOla0J9+8JL9yqODp4k7WNX6RtjwllR6UNy0sVmMDy+oDga9p5x3C0Q9FfJpwEtNsGV3Hl9mu89eCIqNt8/u6XCfGU1VFD7Dw+zJmxys54wJs/PORv/VLk8tV1Zs0+m0ewvtbj5XXH1fWaqB3eRYreFW6svc7x/o958Ocdj+Yld1+Y8gs/W/Hu/Yb7O6mL5VnX7GIRT2UZlzp2sieGkSR6tQtflbxaWxUKW1K5Af16mZXly6wsXaVfrtErlxlWa9RuCVFhPjskaEPrJ3idopr8J1LLcu50WLAbkFgQwwVhK8SYRM6qiiskdTxomVJmF6wD5B1svDB2lKipFKUh7XKNZN+YIIQY8KHF+zmdb/B+jg8dPnQZKOWhoqltOjEvhqglXpN+o523nJ6esrt/yKOtXR48OODhgzG7ezOm01SiTDbr5sJn/0nzw18+uzvuGrxZZji4jugasZvTtyvshgf0lmFmt2j1HkGP0WjxoaWLDUGVeTOn7ZqkjYiCRk+QBgkpHTh4T6RGKYlqQUtAkCA0pzX7jyKTEyH6gCHppNLirCgmyVYEQswaj9wlZtHsg2IwRUEp4ENFd5IC8rAdvZU+TiYY5wnRYGUEKvjQYmMPuiGhE4oqYnsBdU0KJtSWRVMBmd1NmiWTGTOHcxVagG+myZk2zxNINi7M5cKkGcnKL7EoBh+TN4qzpPnFJJ2WdtnHRVzaqJG9WjTl9YSQmDyRlGEl6rAmGQ+2sUViLjnmUE9UiGedZQE13WfCuz/VAMW0XaKVjKa6WCyRzoJp0xZMQTTLfyQk6ktsvl2yK55klkUzDXgBmTyjVXdxnO2G5IJZ2wVqdPHwi78//gSf/f3+29Z5nwU+nnsaFwDZx72sLE7s4lt/6gGP0S1PvZBGUBaOhiaDwzStm7LEVblDQj1ePgQEZ9Zo4haqe1hbEXWIjY6Ix4Yxa2vCP/nNGX+wsc8vvNFy427FjSvL7KyeIIMhX3nhlEhHSUgKdGyyhF68H3IzgCx2lpoAi0pihCRSuzG90RtsbZfYtTXabpnh5XU2rlxFtKOJHXtbbxO0R2iPqJYGvPvtt/n+H+2xP+7xd/7eCl9/oybqCV4E42s0Vrk8oDkiPe3oNbOAqGKILG2M+NKXr/Dn33mfH721wvW1OUY/ZDZeYqk8JWiPyWyCrTzLK6vcufMyL720hcgxzhpsdYkmfAhhhnU1X/7KS7z/5h793gFds4YpOuh2QSxtEP6b//5DfuXLBaYziN2gt/QycVpyZamkFxSPRdtNos6Q3mXabo9oV5kdfcSNJaGwa1y5rHz51TkPdydEMUjQxGQuAH8WggI4ZxnVNb0iuWVKLq9YSfcjT7QWR2l79Mo+/XKZfm+D0eAag95lSjvEmgprLAGPD9NkNR67VKKTBIqTHgGMunO6bJHYm3eAqtnlFJ8n6wX1XyA4wKEmtYYmvUpMHTwhcHHPGGPI3TdJn5L0BKkMFHxH52d03Sz9GxpCzH4kC8YjG66pkkpKucTQdh2haRifTNjbP2Jz65D7jw7ZfHTKwV7DdBbywpuv50Qrn2lbnh6veuHfv/zjtNln6/CEK0t3uDK4RmEMEoQDvU9RN7SyReAon44lMCUg+C757sSQdvYhKC0d1rQYUxC8oFoQ1eCj0HUFMVqM1ph2yOmW5eBRJMxMZs4S+5VKQWTzO0sImhKxSSUeleQ5ohIRm8qTVa9H6S2TqTI/AsoOV65QloYQjhLbYvLnHftos0JoCozx2IFH3Qxsg8HjbLo+c/Rg2qzk3V/oPF0M9EuHsSXGprb3i2KGNKYWFvwx+8GkykFUA2pTcKYzycwts5pGS7wIQRYp1enas9hUZsw7tgTcE7ujNBlAtakrieR8aySxToaFxsknRugzXBc/1QBF5xNiO0esR/yYbjLFn0TMyipueRVrLGhIxjOaJgdvFWcMxnuiJAJMVTLjkr7As93+E4Dj40/meff9i6BIL04Y/2M75Il/4TNPaplONItW5MzEpDY2IZrUitf4PmUtiFRgLLRTulAj9g7WfQh2h0qE1hteffmUv338A37nWwP+qz/ukNFvMRxYLq8Y3tsbcW35iJsrY2IwBHLSMgmoOucS9SnnjJcYwQc9Wxy8B40NS+5Ndk57+Poyr12/xfLydU4PD/n+D/+Y1+6+Rq+3jh2scHrygOs3Roy6H7LytUd873u3ubbu8N0RRmLq5pA5EjsAjCnxCkL5mAbAAEiksDOWr6zysz//OjsPxnj/ESGOiHaep1dDiInyresNPve5DXrVLkEjfnqEBkPT3aQsHhC6HQY95fOfqylGQ8bHysOD69zeeAiyzjf/4D0O3znllf/Y4L0h6C4rSxuE+4eMj5eoB8v49hgTTonOU7YfEJsttnZWKKsxN26v4SpL0wZeec2w8r2Kg5PsuyAXSh8XrpteXXJ5fZ1eVWNNXjJ0kRtSIKbA2IrKDui7JaqionI9nBtRuGWM6ecSS7IlDyEQ/DTreRIoSm3G9mwyjxqT9weA5AUvhhQ+GFPLJuoBmxKHraW0/dQeTEhzhySWBDwxNnjfppyVxbWsKTQtGbWBNS7pGiTpCRJz0qXE4tilkqLkbh/S+RoKjBQIJTE42qCEpmFyPOZg/5hHm0c8fDTm4aMJ+3tzusbnXT+pY4jsGXPGwT577D4dl/HZhvVnORrfMPHHdHEDE15gtbhFlFMG9Zv0KkUk0MQegRZVh0SHxBaNk8x6dEmvEzuiWKLWaFcQ/ADfWbwXuragaXM44LwintScbgr+tKCwDmvdmQo7eYkIVixWHSF40C5rcopU7hNI7rEpKBBTIoVibUmce6YnFju0lENDURpE6mR8piDdEjpdJ0RP0Z/TuhkiE4xOseJRJF2Di6ygmNxfW0ldMlK0tO2EwJxAd1b+Swg0bWKSALpMz5F6wfAxdQQ6U2AoISzmOPtYRS/GJAq3gBibykhGMnBP4D2FUGbWr0u3qdosFEu+PpbsqpOQ8fn4+pTHTzVACdrSHW5juwbbjGl3PuT04btUl68weO2rxEuvE4sK5ztcSCo7GzpitPgIUijRAlHIkqHUdvpUuebi8SwO4vy2C8QKT92YH/98VfwnchWfMEs8lSv8icenhxXPeN781s/Fyec6mE881cUTLB6famepNr947KLeCYBH9DgJaWWOxn2M79HZy0zaZUotKQpP6EzSMxr4+s/M+epXh+zs3+WjBwN+/OY9Hm6O+ePffMTkFfhf/idCHUj5JovXjIoPIVuSL85J0pA00Obk3hhATUPZ7vDC9R/y9iPPw3df4/7sB/x//1//b3amHV/6mZf5B//p3+fm9Ze5fPV1DvY3+dH3dvgHv7bBr167jeoY1U2MHRK0RvKkEoJNsaLqcLZIoj7VNGGZtKDGboLtz9m4fJnBxhrzfWjMMVENXVvi5Iit7V3q/gpilnF256yMITJmfw5//r0VvvHGA6pCKUS5++I1Pnwg9Ko9tu6vsFoLdX+bL3/+Bi/crFladlhmzLSlLAIv3Vrlj7+zz+BKxWClwTDFBBAzozHL3P9oj42NN+ivfxE//SFWDNc34IVbexz8KO8IFiURyeWQfPH06yVGK7eoyx5VUSSPhZhaaK2twBSIKSmlopQaZ4psPOUIHjxTxMasFWlzicRkli6XbOyifJYobJNbKpXUYhnjgsXKt6uegQWRIoMLk1iYmGzMU4fDYtKe0/k5bTNPQCdVpFI3ki7cdouUmExMpYnQnaVBFyalz1rjkjlX1tmIlhgqJFYQCtpGmI0n7O8fsrl5zL17pzzaHHNw1NC1+T1CdptNJxEXq1H2N3nSPuGifu7TZ+385EcMFc4KIp7oa6riDp3cp6x6iIxTS7BXuiAp4C+zAaboYSPQBTqfSisqEIKhnTuamaOblwRv6NoiZQz5gD+tOd2KdMdlyjNyFZjsBBsWtdzkVmxsRJwgccGqaMqoIfn0gBA9eBQRi7UlhYm0s5LmuKBdKjGmBJfOTbohcbqMn1b0hhbnJkQ9BTMnEBLDIyVOCyQ6aEuiFzo/R2lwLhDLjsbnjCStsGKzKDV5moiGBNDF4sUmvU1UJMZkPW9ILB9J6GuMIYTUdGJU0RgQ4/P3HxMgltStk0I6lYX4VTVrZDSNpSSUhYICE1JgpRoF8YR/n9KMTV3jygqkIKojSgXtBDfeR3YfoGaIWbmFkHQqFBYwBEgqZgkQkmBNRPIOLS3zeW16xpEZFnn8lsXxZFXok8f2Z9yW5C39OZ138ayePJsnzu2xn582oHv8cRd2UoCc/f/jz7jQuCSx34Vbn5lu+vwj7eUiCyGusBDs5W4IOuCILvYwBoLWRHdC6WqC7jAZG/orNzDSQTxF7QSmhrnfY2nU8LNfv8zrr3WMt0/ZPBzyo3sdH24qL22AtlmAacF7izMhmbghua69aDnlrJVUqLC2T0eDaz6k75d4509+m9m84+f+5i/yua/8dQo3pjnZYvOtP0KqPt5P2G9v0HjLoG7BnyZLcx/SDtoUKBGRZJvubGDRrmfsMH9OaZEChwkQ7BgnDUtLI2ZNRIuWw+Njhr0T9k8vU9Ur7Ozt0itqlCOMXmbuPb/7+7t08/coXAoykzhkealHlI7VQUVVPOT9Bzf54mtbXL1asnF5KZ1LnOKIEKdYBjQn7yOXh8zaIVVRIqbB2BX29wMmBm69cJdrt/82h6fXGd//XWbNhBeul3zvh3M6LELIk33Mi2XyMBlUQ5aWKkrbx9kKZ8rcLZCFiVljZo3J1Zjs4ZAdWclAQUnMR3IotbkkSRLEZtYkhgQOkkh2sTAnYTeS0oxjNktLGoAyOYLmTp1zM7XMxESP9y1NN6Pt5rTdPDEmnL34ooCZztu45HprChwFmpOfjUmGV0YSxW7EpZ20d6TQP6HrIrPJnN29Ix5tnXD//gkPHpxwfDqn6wJRz+LhEkOsWbv2RKfOk9lIfxWg5OJRugGVlJS6xKi4igg0Zg/pzzgYbzIen2BLgxQVKiUhKp3vaHyTLNaNxdr0PakKIQrBJw2VWE9VOAZDS2EN4i1tr0QmjoNDkrcOitiQ557EmFprsBZMIWAlgV/VDCDS5x9CTOUesRnMppKSk0D0Q8Ik0pwKReWJcQ7R4rolutMklrVFxNgWlaQ5Ea2ScFZ7hNgndgWh9ag0VM5jCp8FrpauqylsldhfiRAMyZwtYIxNkgY1hJgDDzV7oJDWEGfTShdid9aclsZIzKHzesZ6SN4YpRKmJglFXAhgFbJvU3pIAt02FqnsHlOSvUr2QvkMx083QCkLitEqkWRBXhSGYekotYN5QLc/QmYd3taY0uFW1gjWshA4p8yLCNqlCU0WC/e5PfbF4wnC8/zWZwzmx9N/80/P9EH59Mei3HAu4Hti1/PE/eWxnx4X1D4JTj6OM3rebSzoykXP/GcFW4/TTDlxdPHr+fOZDBSMgAaDV8HYVYQJxE3KoiRWBdMTodePmGyE5YuABpD2mG5/Ch1UPc9VM+HBvvLdjypmoeUL17LgMBqcATEG36W8C5Rc/wcN0M4Vax3OjVAtsAWoV/rVISt3XqCzK3g6rt6+RXQe295mcnzE8eYPefT2R/TX17h/+IBXrg9wbgUT6yzUzAr54ImiWBHQQIgRZ8tc8ioTDa1gjcX7lJgbFYytqIdreGvZ2twkygqNbLB/PGNl/Ra+2UfE4aNysH/I4daHvP5yQbRDRI+wYqjqivFkxsn+Pb7+xpjTo6ts7w64srKN+ATqgxFUG4y0rA7X+PznX2V5BM18QGuuY8wPEQLWt9x94S69Fc/W4Z/gypeZ6g2iP2BjZYWl4ZjTDoJXQgdXblzmYP+E0DWgSuVqVnp9nJTZZbSHkPJDVFOKbGIa4sJdL1mKG8VYIHfiJECX0qmVlFIbtEtCV000tpHkc5MEuNknIi90qpFoAqo5GFEEQ5mAg7nQoSBJn5Ss51t8mNP6OZ02eOnyOZ4rV6wRjLUURUVpawpT4Cix+f2mMpY9Gw8aBKMFoUvMQeg8k3bO6clJAieb+3x0f5+HDyccHjX4kLqc0l5h0ZV0Dr6SMVt8DJA8zaKcEQl/6YezQkWPJXmJkbtEwwPG8jaxnmDUUfqKtmmYnU5R4zGuJCi5RAsaFWeTK28IESRSli3WplKtEXBFgzE9QiNEP8JUPTAmlTpiQII5W3yt1WTqV1mcNRhnEVPQ+kjXpTlC1RCs0IV45u+x2FghArEmzCLzY09v1CKFEpoKP6/wTaAezQjuFNUGjTkc0vexOkJCLxkjm46ymtMbeozzdH5K2ylQoVKjWKI2yQwQzbtJl+SxC1BCyIAcIJ6B3+zBTPJASQA+STdz8U8FFZdcaHVRrEkCbdGEaVI/diSliGfti1iMtUgG1EGVSLIEWJA+n/q6+Au5uv7/dCQ0Jyk0yVnstTvo+mW64z30YBuaOe3BA7xvcNUQDQ3SqymaGdOjCTJap1hbR6oyTVYaFzEg+fhkbxN9Nj556viLGuTPLCEtLsyPeaEnAcjzSjvnsOv8nctjf5GnHpUEnM/7EJ4Gas86FuyPklp90aRBOWeF9CwvQk1DiB9gxUOMRG0oCoePNaeHFcsrFWF2lS4+QuoJEgVpI+08EK1h4GAZ4f5BwTffdzSvd3zpyxHXdmgOekMgaG7dy7qYmAe3NYuB3RFkA286euWYE3+fjZt99t67x7/+jf8nX/zGL7KyvEyxdomN6g2++/1Ndu9v8wcH99n45RVuXnuRjgBMk2No4n+TV4Cmzo1k0lYStMEWQ8QURK+p40knSFdgYoura1qpqEdDTk4sw2GNLS+zcWXM5Y2X2d3b5MalAWoNa6sV//Dv30229+4YG5vEPDllWPbZOzrh5GjG1bU/Z3PzF7i+doBxc0SE9+7V3Lk1RZlTD45YXbqFLe4zITAuXkW7m/RNwA7+iPVrP8u1qy+y/cFv8Wj8PWbhOiMzwPXmjFaGxIllMj5GjHJ5bYPdrf3E0SmUtmZQ1rnw6jjzr1CLGIcVR1Yt5jKh5k4EewY2zi4s9YQ4pw0NMUaCppwUQwJdhbU4W2JNmansNC0mM83z9l/VkK/15COxWOzVgNHkVJq0Lkl7EmJH1JA8VTCpxVWTrqFwFUXRp66G1OWIyvYppI81faypU0lADCLJjC50HvWGDk/jZ7TzYybHU/b2jnj0aJ/7Dw55+OiYw6OOLpyXTCVrDx4fw2k8XZwqHtcCLW772CH7F3rUBaz0LrFWv0whBeP4AXMe4Oko6gHO1LTzFusis7mnawTvFwxUEiUbcqlBPJGOwgWM6UAV5wzGtLRth48F3gwJJhIkWdAbCmy0YOTMYMwYsEZwNhnyGetSw0XwKSBPFK/pu0m2jkkMGhYt8Fi069GNpzRTRznoo77PdOwx1kMvENwklUS6AUZr4rzASD95lRQTbH2EcadI4VGJdHFMoMBIIDBHc5yCYM8ApjOWQMrPEVJJx5mYAAvgjKMQwYohSqDTjqgdCQ70UoeaxORMGw0qqfyFptDDLCdBct7QYo4WOWdAVaAjnJlfqoTsJ/X8leJZx081QEk96AZRsBoQbeisxaxdpVi9Cq2mZNf5Ed3kmPnpNsW8R3j4Lnvf+yayssTy1/4m9YtfRdyQAs11cE8yMfokXcYnnuHTP5/VgJ5XfPnsh579/1/hjPJMhKOPgbuzP3yC0OVxUJRuESM5YGsBEyWxXTLBYBEpczSJQ+kgKr36kPHRkHfeX+H2XU85TQFhoUi7k2o0pw0e8bBUC5faMSfNiN/77hBWAjeXTri6HOmCRV3ExBRtH4LFFDM0umSJjyFGh+glvAamfsq8C+z88E0GK3e5+epXeHj/A77ze7/LV77xZXrOcrB9yAt3Rvz+v5qy7Tb4nT/b5u/8irIx3KDzQ5BTQmxAbVqkY5dpZkG1Q0zataeE1UCMTd559VGJ+DgFAq4sqQulbVpKOaLF8OMffJO+mfLFlxXB4WTG8uAI6CF+nLQjtgDj6NWnVIXh3qOCr17d4uD0bT64b7l9KylkfvSDFa6/POCtH3Ucho6e3GejP6UKljD+HeqB5cH+G+w9us3nNypmbY8m3sVUEPY7Pjjo07QNVzdKKBqKuo/Ghv3Do9QVECWnIDsKO0AXrZ0kkWxKXvUgNrf/puBByUyJtSm1mGxkFaLPaccdIqnUYzUJH404nC0pbYGzRWIuxJ4DFF04unbZjC1kZi/tEE3WzUSNaEghgCF2dL4hhDYLa2NmaUzq2MFQmorKjairJep6hbpcoXJDCjPAmh7GVAgFCx+K0LUEbfCxowsTmqnnYO+Eza1tHm1tcf/eMY8enXB40NG2+UNBMxecRlbaSD17NksGeant+Wl29q+m1NMvKlbrmwzLDTo9oNEHSeMlVcrTsQplQWGAokDGAaIQ520eK6BOQRxCcnyNOkNJ8QbWpHXCkMzsUkhzBCc4cVhXooR0k00iWI2JNTUulfKMGFxREDzEtkuMQOfxbXL2tdagNgEcMQZnFeMdcVbixzVFWdI2kSbOGY4sUgZCFCTUmDBAtMCqgu0I5RiqE7w5wDIjubAqPs+xqi0hakpJyOzyoqyTPEgUS8x6FEkbb5v1eZrGBkYQEzMLksB3CB6iyWADRB2GPlYNgRQsmITqCtIkEGerxPDGiNHUXdfF9Lw2W+OfMZXy71EXj1nUifOgimowURAbUFNBD0xvhB2OKEdXCc2E4FvC8CpF1aPbewBbH2E27kINFJbgSiRk/uCZA/rZnMrZcF7IL+QMVz4ux3jsOfVsMnnKQORTHKlGyIXa33Pv+cxzvfj7x9/j6edZ1PIvkjdPkSyfdCwEevlXYyQNujOck14gZpoqBkBN0g4xJVJgxDGf9PC+oT+csL5hGM+Vd79XceNWn341YzYdIp3Qqzxqa6JYyoGhbE5ZWvW0lPz2dyqGocevfjVy+0aLawTtDA2GreM7XLu+iY3jxZeLZ8a8O2Uyu4Urr3LthT63Xoh0xVucbh6xcfUaq73L/PHvvMWrP/tznBzscOvuS/xH/9kOv//P/4g//GbkZOs9/hf/eWRleIeoNV1ziA+zBBZsQMlJttIiZpjyPpAEVkh21VGmGFnDty1FUaRS5yDyw7ctnTxktH6T+ekRrtjDsgKcJs1JOMHm0oNqh5oasYb57IjN3cClqxv81u/CDz7a5+RV4eU7GwRVPtz8kN/57Uvsbyl/+tEpr1zt+MorJ6ytex5sz3FlxXFzwtrlddZXLrO6sUZ/8Aaj9dt89KPf4f33L9O1lrXlCX/yvfscnK6yvL7G3u4DVldWkdBSlIuOlzzWcluvFXNmurgoXzjjUkeCWJxzWGsT4xFbujDHxxk+TFFtERMpbAIoqMNKhbUVhStxpqKwJcn4ceHG2aawRs26n7PF2+ZWU48PLTEkYaAPDZ2fE2JDpAWStkhVsQLOCYUtqF2Pvh1lcLJGVa5R2hHO1FhbY2yBaurg0JC8b4hK08yZnJ6yv7fP1tYe9+5v89GDLR49aDg+9vju3BwuzTy5ReM5c8uTc8azQMmzGdu/+GOpusJadZdSShq2iXKMkwKlQIwQRAgmYBxI6HA9IVolUtONbYo9UEElgGlJCrICNBA1CWuTE7NQWMEVymDgGPcFGxRjQiqFqMG5Mtu7J0t3JGCdYIxSFJZay+Q63LYQYgaCimJTCTKkDahxieHxbUV7OqLsK02zC9Uc268w0SJdD/G5pFc2aDkjWk8wcyTOcNJmYJ7eg9JHFmrbBctqUmfRwjfFSEjXZ0yOwWHh65L1R0nDkq5PiemKFy2TV4qas2iJVOq0OLEUtqCLAtpgjcOYiqCWaBSMTc6zoogWhEUmhaTSDtmVVyR14H2W46caoKRxlxDaYr+QnUwIGjijnYxF6gIpSqwPhDs9lm3HZOs9pLeM33+EZ5diOECWVrF2SCzKJJxCUWNTm7I2WUy3MPQSziqPalACSAoNS4NFzxCrxPNzXuRxLc42s7HPZhcuTAwXJ5SnJ5f8r178bD7h8+N5WOLpws7Td8lX8aK8cwZO5MJ7kcX/0q9PIJnHnvuMYHr+66oK+AFIg0og6ipwFVcfYkNL6ISum3D9csMuK7z/zoDbr/YYDW9Du4nQoP4KXgTqwGDQcQfPt/64Y3u/pejgZFzxs68EvvKyYVRHxHnacIXxLDCSY5ogiDWYqo+1FUvrqwxWVym4R6UlMWwydPfws5d49/33+eiPH7C1c8L/6n/9j3jvnW+zdP0OX//6Q37/d/cIbsg3v/0+v/A1y2hYo2aGzQxKaldNlCliiOrOEo7BYvuXqEzL8eE7GGmJ6tBuzjwc8affuU8rN1m5HDk9OWU+2ee1W4eIGaBmAxNPEFug/jRdr6IoHRaDUnB4DFdvzri14Vnpt3zlczWN3ODtjxzbOztcXmr5n/9nt/nh/+kYS8nyxiVc6aF/hw8/8KytHHB5ZNl58DaP9ne4cekOXh7hdcb1O3foDo4pqzXms5Yfvjnlzo1Vrq9N2dl07O4eMer38sWQd4Am+dQIRWr7dC61PuYuC5cBg7UpPbXzni5M8WFMiFNU8pjNkyTiMFRYU2NtmbpkTIGTAs5KeslVVgWsulR2M+cLuGbvpBiVEDM4CQkMRRqMhGyCZRNAMcl+vyp69MoBfTekLpeoymXKYpnCDFOJyRYYm4WFHQQEjULXesbjE/b2dnn46BEf3X/IR/f2ePhozNFhxHeSykFoXojJOppnO3detLV/Xj7KY7ljH7sB+rc/1srPs+pex9AROU1MFyWKw2CJRogmM1lGiTagpYIHmvRfbBSsYMsylVpiKo91PtCqx+VcJtTjpKPuC0UPdNriNYliRUw2+5TUOUW6FjQmw7EYA8YKhRM6S/JJMUrrQwLARpCQUpNNDiMNnWV2UiD1BO039JY6nC2g6UNbIMbhhh7pzfByCtaDzDHaURVJnOtDAsox5uvdLiI3ExhSIqJJs2RMRE32dIoLYJIZatGk4ZFIFJ/ZFYtJWeMgEE0qLaf2d4+ROQZPYRqQJum+EKIIQdMakEzbUihhcnI/b6tPK6JJZfLPuBH/6QYonGsf0nqY6a9FNVA17/AXrauClBWmLukNv4659hK0c8J8Snt8RDc+oDc7Rqo1ZPkK6kqSVU6ToErhEgLMz5ldvcDGcxW/JP8+iYuV+YKOQ1N//YJ1uGgN/3wm9ZNKQecUhDzx5T+P/7n4N33i1o9jUp4U0YlevI+eg5MnTuLp87ggqD37LNKE+HzuJtkvqxkTfCREUHec3V/7GFsQYo2RBvGRa5f36fcGvPXmOr2lQ155CVBLaJYZz45594Ew1zUebcK8rSnCNm5QcNjVfOvNig/GDS9cafnKdY+fvsvWoyH9qw6bGZ0YAmtrG8RiRlGvoxOI/RG2fg09+i7deJOXbinLl77B7Z//x9Srffa+1fDD936H4/e2WL404I1vlMz3x3z7O+9y+9aL3Ll9g15t6NpDok8agSgFgRpDD5EUZCcSKFzHZLqHkR7E1CaMdew+vMdoOOa0K+hXQ+7c3GBVdrm0qnQSqRCiTpEwSQu1scA0TycFs9mcue+x/XDMV75RUBSOcVjhW/8KdnbmlCuv8mjr+xwefkBdXKM/sBh6GDfn5pVLVGaXGA2D1Uv0a4MtxswO/4z33pzRTj2dvceN0ZzRxh2+/LMrlOUHoI94465l/so6b77j8bi8A86ivNy9Y02Bc2VaaIycidpTO2XMtHeLjxN8nKbuBEmPTwDHYqTA2ioJb6XE2jIFuckiZCTrjRJGTBPrmTAtC0rpkrA5BoiL9uAZMc4QaTC2S4BJy9RCbJJpVeH61OUS/WqFXrFGr1ynKtZxdhlnejmiPrvYaAp8U4203ZyT8Qm7+/ts7mxy7+EjPri3xYMHJxwdJ3OyxQ7ILFinPH5FDM9igp/SsD028uRsvP9VdfOM5AVKVun0XSInnEdfpPNJrdia818iSsDHyJwO74CuxHp31iIsNpWIjVGIqaMqqlK4Mr1fE7GlUtQwnbRYKVOXiQgheNQnpiVYZd5EfAcqnqoKuKKgKKFWQwiK8Qsxc8RqhxNDR+qc8V0gejAhoDqjHjZUdaAIJUxHIIoMTqB/jLqG5PwKlSiFNTijtF2KJ0hOtjG3nNukcckGamLSGEnp3R5d5OAYlzfBMV0LeNAml0ATkxgWzKABJPkEQdJ2WpuiJdJgayFafDSprKwmAUi1OXk7MTpWDSYmYL4wvgzkWHL9bCrZn2qA8rzj4qW9UHsImb1Qn2hwU9NfvUnQgG9mUOzQ7j9Ex2P8eIJrG0Jvidic4sd7tMZRXblNb3QZEYPPQVtWk29ClIjBkfrOU9uaPfMbgGjOF2RhgaU+HhDAExWhT3jXF9b8T11lSQ/Lj7jwWk+VsJ5gOM5QxRN3OActz5cWP5sdedarXvy70qjFBgduToglJnZou5UGb4iIcUQ7QMQTQ0NddfzMF6e8+6HwzT803H5xjfX1Ic4ec7zT8J176+yfHjCq9vn5r1W8e2wYVRZTz5kZwzuHPfbHlqFtUFYp+46VOGfezbl69wZFL+Db+/jxAWouU5rbuN4GH3y0yre+fczf+9Vl1ntz2slD7r35Fu9++1+yu7nFi69f4eatSDc/BrvGwfSI0w+WORovszF6h9W1dQpb4wqPkVWUAZgC1TFQgExpjh9kbUViGBRwdIxGQ17/mf8ZnTq6wjO48gIvcMzlSy/geQsbD7EyIOopEo8wdg30JiIls3YXU63ztb/xFd7/8fd5dFJw/cZlmuMrfOmNyP4LV7kRNji6v854csT1tRMmk0OKqoeqsDRs+f53J7zzQUNvdMTnPr9K1X3EaFW4fON1TvZnvPP+KbP6DquXN5if7rO2PsS3Y2o3oa9zfvGNMe8fTs+Eyalb5hycFEWJNckcKwSf6uZCKutog48zOj/NHU4pldWYEpESg0uhabbCyqJTpsjdC5q1ZwmoGHG5U0HOWYgMphMVDmhAtE3/EXN5qUodl2oRHNYKhTNYV1LaZapijbpYpV+uULkVSruKNUMsZTYBVGJIybHRz2nmx4zHhxwcHLK9fcDDR/s82Dxga3fMyaknZqHoGbhCzhd3WXQZxafG0uO7oqfByeINi1y831/eUcoyyTLxEJUWS0lIs2xmX5XofSpbeMX7QDv3+ABiK4pqgKHCN57YtmmYmA5rSgoREA8oPnehhzhDyxnloGZyqPguOclGAfWe2EU0GAoRonF47YgSiDHQF6EqS4xA07YpoLKwydxMFbUG8Yqfx3TOBLy0UMyo+1BJicx7aFdh+1NMNUbtERgPWuC0prI1hUuGfZp9RzRrOBbdZkZzVg6cMYQh6jlIE0BDNhEM2bE4l6QW65CkbrKclpY33gnMJI2XJ2qXuthUCLHGR4tKaq1PKdzpcVEjohEnfcpiSNDALJ6mUhl6dk1+luPfSYDy/CP56Tkx4JPISJ3B9WtcfYv+5euE+ZxuekJ7tIuZ7+Mf3eP43R8zryxLd17Evf4N3OpNqGqMVUxs6TS50loVJFqMaYEO1GaltBCy8ZdoCvU6E37mHdtf1bGo3z9ZXjkrrDyT8ch3ewyQPPvZn/zts761p4DRhT+IN3gx0IETxajiQ7bKz4DPyoKiX0KZE9p9Xrk94c7lK3ywZfm9H+1Q9gNf/FqB691nUJZ8eC+yexRY3iiwRGyR3mvo4P6RoSgL4njOex8s8fk7JS9c6xgM95BwSqHHhOJ1+pd+hZmfsvvoX3K8/QCdNYx3lriyOiLs/xFXVl7jy197he7bEIvIWHsMShDtGInQTt7l/uYqOwdf5LofcuPGBsO6xQESUn1c/Skax0DavC90EUIH0RO0oTcYcGvtDt3SC/z57/xT7r/7PYrDN1n6hR2W+iMkhmSa5DwShRAmqG2wpkd3GqkHn+c0zvm1X/sVrgxn+LDH+voWnXmF6tJXWJ4eMV/6PIUz/N2/+R0ONj0nx0JRHDAoX6UwJUv1NusrYxwtpl6nZys6nTFcPuFnftbx6OEJ3//zY774M68S7BamjKiUSNUgAr0qdSQk5iEJhZ0VrDvXCoToCTGbUolmk6oOjQ1Ksg0Q0q5wMdJSuVeSsE9Iu2sTOV+D01SbFvCQAEjO/4GkJVNVNFqipF2zmLTiqTOIqXHWpA4hLRApsNZQuoLC1ZRujdKtUxVLVMWQwg5xZoTVOjGuMYttfUR9S9fMmI1POD7YZXdnk62tbR483OXho0MOD5tU1sFcGDXxGePyWezJs5iRv8T6zac4Ok6YE+nkiGSIVySRMx2tGqbNMSeTPSazGYeHY+YzSwwDRPoUzuGkQroeNggxzJKpX9mBbUn+YhVdiMnJVQLKKZSR3uolmuOa7jAhXdWYzddS2SS0Arl7UGxMOrAQEDEURZXWkKhUpsygGbourTPWgStT2dRXBikiEmti26Ob1el6rk7BzCgoOQv7c0nonWzkXd4+GpKXsKG0fXrVOhoCrT8mvUHBR0/yjbMU4hA80bQQAtaYDFCSCVyy2ZCc6GzRmC3+tSAuwIwmXYuPbTI7xKJiiQrep65DYxN7l2CSwdKjcpcZ1JfxOqOb3SOEE1SSCaWa8JnWhH/PAEqapDqVhHKdpJUt+uQ7Y0EGNa7fI45WsaHFVCN6ocMe3sPNTtDjR4TegMgqWtREWxHVYENqU1bABJcQpgGIiSLOoCSh1gVQSL98WpDyk9aAL+6TPnFaWoCVjwEqz370RdCjz7zH88/s/J4XS1AXH3t8avnDP3Pcut5yeUUo6jaJZ6MhhgV9GWn1KIVCimLMMsQZ3bxDZYurly9hSsf0cM6Pv99wetTil1r2xzX35nCrCGhp6EWoK8UZZTBsGQyE06jofIkPtywbN4YUNYQwJpqS6D/kZPP/RgwBpxW3r+xxd+OUqr/BdLxDrw60oy9QXrnEqz83Z7J7wLt/vo2tKpaGMChajI4pBn/EbPJlPvhgBecc7lZBv7+O2inanhJDh8YpobMoDivxrLsgLcgG6a1R+w/YfXuTYaf019YZvvBrnJz+OivVFm7wZeZ+hsYCZ7aRuI1Ej7arzOeO0633Wb2xweXLQ1w4QecOaQW7PKCoVhmalo/e+h6zpmAQO1642eed+5u4UR87bfmlv/sVynCX/gCIx8TQ0RQD1AxRUxObHa5sHHNpfY0P3/suw8GAojC0k2OknOFMhaGPSMTaNC7FpFbfELpMS5+XAxceNUk06BDtYdUhkgyrVAMLViS1bKd2VCOLDoMEQlRSo6pqzG6wXeoWAiSXh9IUHpN1eFRM8Ol1xIMoVqv8ejExNVLhbE1VDCjckNItUboRzg0wkjUwUkG0xBhTkKB2+DCna6fMx2PGhycc7O2xu/OA7Z0H7O4ecHLU0LXpzDT68xEkjxW8uViyOvv7cyeaz3r7X+yx479D6UsKc4IxqfXV0xAlZCO8lrIoEVNjzRLzmWU6ga6J+HaG7wQXLEUYIsFBm0L1VFrUzhAJWJvm5xA9SougVP0BS+t9jqcz/IxkoU8S7NvcqZWMGlPJdZHy7juPdY6iKFKuETZ5mUQI0hBNxBSWIlQYutQBpH10DrOZg6DUg4ZQTolmjlVNHUSFoy5LhI7WQ9AkErYLPwspQfpYN6SLqaVaSOnBGgIQMBZUF51HjtJlcK4l2TghA/MEvkOI+CikKIXkMyTZgE2EFLBIuuZZBGcSMiuVAyhzGUhjamsn/25MSSlkpkcI/z518VzUPDypv3jyWAzMKILizzMBVJMjnmRmwVgKDNp3oBWmepGluke3cwVtWoLvaO+9jSlXcGvXMKuXcW6IkRa1bfanEExM7Wx6gTk5r6s+qdV49rknQCJP33jB0OxxiPCM9/3Ez8/sQv+Ez+7TdQd9HF/y/Od//BnO4cnF+jPAbG75w2+NGPVablyJvPzqlDuXI6UReqXS7xnUBqSDKIozLUZP0UKZd4bD447x/ADfCBurHftLHX5S0ByXTGaRwajPfDyjXAaxEauCqyLGGryFqi9E0+dkfEhTWR4errI0uAz+HkZ3GLgW467QBIOpBlg/wesxnV+iN7sPe9/EtMvo7JSlS5ZbJ4Y/+PYpw7rlK1+rKI3gmVIO3sFPXuTtHzbM59d48ZUR/VrTNVtcSq3N7Q4hthgGSYsRI1ifr70CfIuZ7lNffon+RkG9dIn737vJpel7mP4RhVvl5HQZZ1v6zhNxaCdsP3hADG+w7oQ42yeUHughJhC7KRMrfHj/IZPGMSwiH769yaWVIcP+Ev/yDxou3dzj72yssnblKqq7aOxhQ4caS5cnpqJaT0Z0usXKYI2dvVPWr97m0PaYnZwyqhI4MJJCyII2SDTErB9RTSWfBOwvtkMaYlz0HZsU/Ec482kwxqX2SClyqSe1GZvcqxxZtLFnYfIZEFoAlOKMrVCTZH+IRWKBMYmOTx0faWxaU+FMygoq3QhnUwtx8lqp0mKhJk/qnhBbQmgJvqHtZsxmY8anRxwdHHJ0cMT27i73H22zu3/KvImpU0RTMuxinnhsi7BghPRZZeInb/grpHCfc+w034Npy6AcMKqGOCmwDDE0Sc/Tcwz6MGsjddXSDBr6S3N8Z+naIuXVzCNh4gmTEh3XdL4j9gZQK8bNENMBPtnJ0ySBdS9QrbTYA8fs1GC8UJeOwuVWc1Fi7jxYpMgTNGnETDJMjALBp4U+6Pl0KhisWNq2JRow8z5SKcG32GqM9qdoeUBZdBQ24IjURUm/qmlawyy0Zy7W1pgU1idKDHNOx/vEaDA2z5uaPHOspNRvJeZMqJC7awyGkDbJRhPzRySq4D2EaJEc+aG6yHJO9z9bLE2GvzGlJBtZiBQEVJK7My1Tf0A3nYEJGDPPuqikl2nls3nd/1QDlMcX53Oe4HnL4UKPYiTV4Bbup+nrSB0AKeU4pPZLEaSsKS/dwg1X8OMTQjcjHOwT9rYgeIyxuPoS1CXRSUpKjQGbEWxabBcMysWzfb5hzScyJc/pdLnIPly87XGQ8rhD7nmn8gWeRc7/OX/JZypHzl71JyWIn3XOz3o2JTlEHh0JB8d9fvPfGMpeYGO5pF83DNY8RW1Qb/Be6NeGjRXD+Fg5PS5xpWN54FkdeqZjwcYqhUe2wtJqYLQ8py6gmxrKIjIVz5IIzpJ2cNZxOrMsXbrFh5tX+fPfvc+Xfw6+9MqEfq9HsD2CznEmYEyNkct4OaLr5imWvTtgNHqDtrxC5Jj5+MfU8S1mx4FHDwq6cUe9pIz6OxSTGf3lu4wnS4TWIw6cHWDqpZQhZRUzmyD+ECcVjdnF6YtEGqSLtKakWrvKj37zD/jyV+8Q9YTRcJWj9i6Wm9SlZbAyZedRRTe8xKBeZ3K0yenphDd++QvceennOX34zzFdrlfbKfPZI95/931++KN7vP76F7lxY4Xvfv9N9jb3eOOL17n3QsO773/I6b6wtrKMRRnUl/BVIHR9LAraA21xxRD1DZPTlksby6wsjah6K/xo6z5DMyNExRBQmvztW8hUt7LYHZ5PdAuLdmOSyV5cpE5jz/QWSUxtcmZPkS3kE8g44zNN7kbIDtOq50J4I4uIgcSyRI2YGFAd4HKQoJiYz6XE2RonNYWtKW2VQImUCAVQoIHMmARC6JKxW9fguznNfMZ0csrJ6QH7h7ts7+2xtXPK7v6ck0kkRFmEtbOQfCUH08W4ySP6jDn5CQfnX+Exabc5ak+J5ioqhuVySCWrJDuBgJWCOVOQDmMF8QWFs4h4bBHw4RTqlmIJGBtOtwOnYyVOKmKrVIMRpoC5TmnDYWrPdRWUHulPqFYNs2ODP0ntyLpot0XBCBpDsra/kKnku8VGN4FjjZqF1aCYlP8zC8xmDX4aqeqSspxTDmbI4AAp9ymKjlExol/2KCz0ygqxStfOEGYsrj1I5ZQEQzs0zjKbmISzCaP6ZFaHnrFpZ6VNNRiS8ZyyMJ7MCc2awLnNbrQiml9roaC0RMkp2lFz2bXKYFwJISduixC1TcnhOsGp4NAEULRMcTSUn+m6+KkGKGdEpl5cXp8jzrzAXlhN9UJkgYo1C+EUNGbRnSLq0Ixg3WAVegNsALd0jWbrHiE0dMc76HiGWbmCFoI/3qTpphT9IfVgBVsUqfxg9FOWTf6ij2cBtly3vghCHtPLyaee1M4EtosneKw2c4EHkQsvo0/cuHgGffJRFz+v3N8vMPUTWuvZ2+s4PGkIvmLcdPR6hrqMdG1Ka+0Viist1gLiWVkbIiayvxN45UZkY32Je5sTQmHxxzN0qUe/HjGbntKvClrviWFAQcfJIcToibHCzz7g7//yR1y55BnWoGaEiY4gyfXUaIEUfZyscHz0kOXhKnZk2H30p2wervHal79At94ynf45K+urFFWP63fnHG6t8+E7D7m2scfG+o/puglHx4Ze72YSimokxA5n+8SypSSi4QPErOOcYxKEerBKPD2k0AmvvfEaW7snLJUFq8Nr7O9vs+5G+NAiwTB0wu72kMHdCtwa68UHhAf/jNnKKr0CvE80rkpFezTj/ps/ZG9/l+2TU6RvqOrL3LhVos7yt3/xZ5kf/TGFGWD8Oq4uKPvriB7gY4nRFuta2uYURXHFJSIHLI0Afciot8xXv/Q5jBgOwiGtLq5DyZ1GmW3I15doZlA4K5yCkGvtGVQuRrykUpCRZMq1EN4aFgAlWZwbExAcqSky71jNYprPNXyxGaAoZ5k1eddqDIg4hApjygyGXPZqMmlBoUBjEjPGEIiE5EDbtXjf0rUN8/mEyfSUk9Njdo/3eLizy/bOmJPjSNcZCIrEhRW55s/i2cdfdnvwZz+ePbqbdkLTjTnlIFm8i+FSsUohlqCnBGkRAoYOEaUsDEU2ZvPR0vqAIeDCLJXuQyTaDqTPtHXY2MeFPrPJHhoEKSzGCl4jnZ1QLJfUqwXTxuK9I87zNVOksgsmfc6xU4JRDJpShY0kl1prsFaQqBAc3ivttGU+mePnDVo6fKME7Sh7Y4rBHkXvhH7ZY1AKdSFnDtXeTxHpKB1ISMF7qoIxRXKcxqMYrAFrDSGksuJCs2Uk5IqASQ65umAaDWIX3UDg85KXrtvkviwKGJOBl88p74s1NrUXW2Nx4lhowawsxppBjMlp3S1B0+uDQ7UkqOQx8OmPn2qAgj694j8fAKRFNIWNO5KZkyY/GQnJrlqKXKMWQgDOWrNMsg02grEOygHVaERspviTA+Yn28jeGG065h9+h+bgEeXlq8grX6N/5SWoStTmWO54RlA89jaefFvw+MTypCbjWe/1WfPQ8x8jT/y24FVMft1PKtc8/XddLCqfAMMew0If83xPPrlGRU2BwbBaBqgdUx+ZtGPKwjKoa0qjxGaWaFFXgPcEL2AhNAHtBCMdM1Pz9uGQ467jynJg0FsBxnSm4dbtr9K1j6Dssza8zOaH32c+HlAVjtnhjO64g9cs64Nko616SnQ9rAxBVlAswXjUe/p1zfZkzLVl2Lj8Vfa23+aP/vmv442h8ZGX33iVk5ny7puek+MjblwdcOfzhl7ZEObbvPvWvwH7Ja7ffA1jI07nGFUiDb77PkJNaV4gxDFFeZmunRHmm2jTce3qDaZTj2sndP0OKSo2H32bWzduUNgliqV3ODwM7B8uURWXWLq+QlU5uvG72GqWNBoldF3DsAq8dG2bqjMcfOcPqG9d4he+tI7rN/SH6xRmyq/+3S8T6yEHp1Ps3PInPzhkuOx49U6k64SqGlEVfWI8xWgSGpYyQ9sjCI8QAtEMcMUKnRhEilxqSa2MaArRk6ggib4mj+jUBpnr5vm6UrIfSNbpGDFnLrWSBYNnYZQiiSGR3H0j9ix+QEk76gUYEsOZtwQiZ2WitNmxGEpE7JkwcTFNaYrgTcGBwaOxA+3QkFqWNSSw0rRzxuNj9g/22dzbY2v3gP29U+azgPoc/idJJxDPvHGeNcI+xbj6H8kRQkvbzVE9IGYQ0jd9VtwolS1ocGLpuZJCAlIMEOPw2jJr5xiThJ1WQV2gJ8LcdnRdoPYFEhzdrKA5qpnNVoiupqk9Unui6TDOMNookcbR7EPbxBSmZwxYxaZdDt4rDT6VExFsUSThrYbMmgizqTIdd0wnE3zXIATEKrbwVMOO0VJLNfAUlaV2A6yFWdgjdgr0EalQLEXRw7qAakP0yTQubfCy7iOfnyF1KJncjSa5a8eKo5ACQ4FLtSCCpnDDLsQzTxKTEHxi143DSJFlBB5jYp7j/Nm1Jpp7fnJYYIw5Zdss2JE2MS3GotlsL9GbSqYkP/Xx0w1QFhqUJ8bg85Y8lZynok36YnWhynC56BIxMRLTFi2JgXK/eNRkJyy0RFHUgq37uKJPHF0itMf42ZzeyiXMwYdoc0KYjenGk7Sj61VEa1ObWEydPFnClrsIHu+tWXQW6JOllgxV9AnE8vh9nnXrM44z29vFZ/WTbrUeP5knwdSzdnAX730eYPa0WPj8sVnEKBFXwFAqlA7XCkuDkugDnXiiGmKAYMBr6tgSIEbBB2VteQ0Xjql7fXb3WkZLjnqpZKleIdoRSMVhM+fnvvyPKDrhj777TZx7jSt3hkTZZX58zOnulH/9pyuMVpT1akLNBFMeoAVEV2EoKXxqd9xY3+DBfmA2P2C6avnK3/pV4lh4/8d/zNbNd7l6taJ90BH6HV/48m2Wqx28f59JV3CwH5gcHqHuzzg88ly//gp12TGfHxCOv8tqTynqO7S+JQr4MELDMaHp0oQhsHHzJUbr60ynj+i6PgfHO8T5t7i+VqFaUQ0rDg4itzbmlMO7aNVH3WEKTiz7iAUb57gly2uvL7O27Fgqa1xfseWUbjqF5pCuXGN5ZZ3dg0M+fP8BD7bnfO995ep6n5f/8V1mjWc+nlHXl2mD0ut5muaY0hTJTC14QvA4mSPRgK5hcw1DwqKYEVL2iHAm8EtllyT+k7PrKQOGCwzKohvImgxyJDuLLn7HZL+VzMRkgGRIbpoLkGEEFoZvi1KTWZSbFJCLt5lk+xAlTfgh0eEhthCT6WPMYlwhEKOnbRtmsyknp6fsHe6xt3fI0eGU6bhJO39Nk/xiM7CwqX9qRD4GXPSJv3382PzLPJ6X92Oso/OBLszoQlqMS1NRmZqhGdDXQKElwczxpkO1RBG8RMSVNItdvCYLiFA20J8R5p5gLRpaAnNG6yV6tMLktKWZtnhmULSURUWhjrJ2hNqAkvOXCjofExtgU/tXkIDENrW8u7RQNzNP52E+90wmM5q2JQRFSocVxfYDvVFkZTWyuuKQokfjGybzU6IuzPzKlPGUpVTWOJytMLYguo6u7XLjddJOJaDsMZIyd0QWSd7g8iZTxFM4S+WS23Lbdqj3WU6StCliLETJc4bN0RGKiMPmUmIUl0uS6SWSsiu1J6fOurQBUMBoAVnjJRSpWqH+bB/xWY6fboACF0o3+bhQQ3jqs8ifTpRFnW5xXznTiCjmrPQhsggqz359mk2U8gQhajC2xPZKpDLI0GCqFVyvZnpwj2bnA5hMscuXsRvXcKtXUWZJDU26EJWIhHhmBqWkyTe9rsWESLQLXjtZfuf2IBYZ2YnGzQr9M33KOU/zdNFLn/njp9ttLc7t6dvPjecuyl0Xx3nx7SmB72MluguPOvNzSD9nj16w2ZlXFYLnyvqAybjhsPN0eIJErNjkSZCL9UahbeE0RF64fY3lkWN35yH4Bh979FbW2D/Y5Wf/2q+x/+AtNo8/4MpwmTt3b7P76ID33/4RS4Oa5vgEr5Yxr/A7P2h5466wXm0j03sMeidYO6H1PXanBb3iBsuXVpk8/Ii4f4u3fvBPefFrX+T1z/0aSw88v/g3Xsf2Oz7/+TVWr76MqR2zwwdsf3DCtImMlq/TK95jfLjPvff/lO+V71D2ChCl6lXcuv4Cr778OUq2aOYNYkuatoeRAUpJKC9x/cbLNM0j2hZ6g4LO9Tk5aOh5ZfXGq7hliJO32NsPXLvxOTAlak7PAu1UU6aMDC4xrB3OgfcTmpM9uu4eg94G1EtIZdHulCujAm5d4sf3t2ibGT/7uVsMhiO69pS2m7F58JDjiVJVDgklrqjxs0PEGaxJQEM1dVikLpqUp7Sw8RaTJ1UxkDNTEotiMzjI+xa7GLuJ8VjU1FPXAalcY8w5+5GvUJHkILvo2LC4BEYycDFi8lWYGB1ZCG0fO1JaLFGSRaRmk6rocydWlyZsDYkVjMnPJoSOeTNlPD7l9PSEk5MxJ6dzppNA8Ol6Nov5SpKw/5kj9AIt/9NypGqiAIEQ5tnYq6I0S5hqjYEMqagJjDE6wStnDQjOCJGCTmPKxomelhlazIAupRTHOWVvwmBphd5ywfikY3oK41Nh2kTa0NLpGDWWcrnG9WpCa9BO6HyEEOn1ClxhsydJKgGB4LvIZDxnPg/MG0/TdclQzRW40kJRIYOGaqgsrfSo6hMmc8903uK1BamxZkBQl9VW+Xo3BiFLBFRT9EJep4wsmI2AaBbPxmSCJsYSQyp1BvVEYwnRLDKK030WwbhAihyxGbjncmZWAcSYVjyjko3hAlFCcsoluecKZFAVcitsZiVzFEnQObDQe362a/KnH6DA2QRzlk2TGYbF8F2QLAJJBJuR3tnDF/4Bmux7FwDlIhdj8t81yeiAZEVO9IjRRKG5EnNpiKm/Stxcoj3cpu1mhO1HmElLrzO40SBPaB3YCDblGoiAxjapxvM5pTbITGEnHEu+HC6IAtPkeNHS+jEztfTxnL/fjyuJPcHWfMKH/oxneRbd/GzYc/bJ6rNO8uJ95Ox+MUaMTaFUIkITI9POJxGdg9gmTUAkZj8USYsAqZyyurzOYLREMznm3Qe7WIFbd67QTU+YtsLAeX73D/4f/Op//H+ge/iAH73zPV773C/gxw03X7rFaACne/t0c0s73ebeR4YPPzT0Zg3DcoW1tYpSlLm/xoePLPP5Nl/6YseXvrTGYVhm5/23ufXSMd/65/9nhtU6SzevcXD6Pn23RCk9UIurhvSXbmGb92lmPyK6GdOZcP1mpJ0/xMfIaL3PbGp58OGY050xvcGQ+SQwmf8pd1+9xmq/h/eeo4M3aaRj0FtjtPY56uEVxsfvc9B8yH53wumDNzmdfxFjRiwNXqQcLTGf71LoANUTNJaIzLAKvd5NJpN9XKGYYgWZK9Y1lNUywUIZTlDbJ+C4fOs2d++u8OjBn/EzPyPAhMEgUtbrBGaE6QmPHu0T4gnxizcJakBroEH0GKHKOg9PanP0xNil1FeNmaGoQGokJBbBXBjti265BPTTtZJS1TITo4LgMwNjM3O52JUkX5QUKX8RKC8mccd5l88iX+SiWZoBXLa9krNScgieGDxol65JheQ+nTcmUYnR0/mWeTNnOpsznbbMZp55k5Jo44LxXVS2nxhqj43IhT6GxYbgcXb2HLw8a8T/5QGbx+eH89fxHnSebrFW6UIHOsZMHuLDnMu9qyzZYbJQFw8S8fhkBtbN8JjUTUMSLFsTKVzSbUQ1aIhonOHEos5QlB31QHFLhlFIrcTeT/FNC6FEwirzY8fswOFPLaFTiDWoQYPSdCE5uNLQzj3jkwldSAnoYsCZgqIeUpUFlIovZ2ANPnYcTxtOZ1NSZM0iTbkkBBAMIZJYO4Tolc6k70kpSNvNZHkvusgASpYWQQMiDg1JzC2iWFHAE2Lq8kEEsVDgUgimAnKePZfAPWkd8gnwJLNDgyN5xJyF6ZrUjm2My+dWpkDBsLA/0CToN0kisdBzfpbj3w2Ako+Lff5P6jeeN+bStHJhp/7EnRd15ov3T3/IoMgoKslBz/pZqmcOBgxe+BLltSnTowO6nV3a8RHh/o/oX7mLLUwy3aIBU1HWV6CsKSqw1hI0BZUhAbVVDitL7El6e2mXl+2A8lmdi34ff9MZ0JCZlCfmo4vz1JMY4dlg5Tm7tsXH99wazeOszWe5ThfPG2PMADI1wc26lk5zW7E1tK2n65Iy3RVJAOdjgXEVo40lmiA8eOttVkeR9UGf6Dt8AG+Uk823uHTtRV4aDPmj3/i/MxyNaNtjvvedf4o/6tO7eYti1Kc8OaKN9xleG7K8POLK0grLfpOba8ql1QjO4MOc070jqC8zm5RsHa5yODnipS/8ArVZo169yXCp5uj4kKsbX8daRydjKreMMxX1cI12dsRgWNKrWkqZ0h+0zHuJdTNEDsZzVvqXWFnf4Lj7MdK/SWktxxMLZpnWvIOxkaIcsr7xBkW/x3jco3Il48Mj5qdDjvZbvvOtP+DOy47RK5eJvqI2Bd7vEuIR9+8fMhyVrCz1mU5/TGwjrryG0mMSHzHoraQOIwSlBAkYO8f6fW4sz1mq53z4/vf4wuufZzprGY42WF5dx4ZAK54f/KjhrfcnvHh7CfE1mBM0RkTKM+YGVSIhdcepTzswccnwKYtVc80Hg8tzQMgiP8mmXD5P5mSwURC1gpg6a5KITxDjz4BIVEU0pDo8BjEppyeVkrInikjK+ZLFGASwOe8FUldgzKWCDiW1uaYFIc88mpjZECIhBKKPxE6THiHkjhIDanO6es5OWYgW5WzQnpeIL4KTp8ZSniMvAoXFz4+Dlr9a9iUEgwRH1OQSa0MKyYyyR+tntDFwY3CLkS0QaiwNgcDC6Va1AySJlZ2lLzWlK3O3lKTyUdsl4bdVTCE4DYj12ODRGJN3bdekBHM/JxZ91PaTf8+kTq/TRULjU8nSJC1I8EpQMDbrjgqLuMQOinEEOiSWtG3D0YlHq4ZOA8l130IogB5G+0jooSEFCapROhvSdWks1qZxkcqMOW6ZPG/HpE+JarO2JIf3mZjEqV1i6RObmDOsjIL3ebwsTAwTQx1jwNOx6HIVkxhA6DDEJBoWyd1wBSIVMVo8HXph3VlsJgWDNRn9fIbj3ymAAk8i9HToBTplMUk9fafFEzzfov38bqm9CpMEdF5T3c5kq98oAraiGPRZ7q8w2rjGdH+HdvsDOP2QyekRfnqKtjO60wnqVnAbN1h/7Qv0V1dxVvDGJuGcSKozYpBFoBO5RZGI2AjhwkV08b2c/WKevPFj3tuFz+mp4+N3W/rEPdK8+UTN+Yniz9nk+AlnlWqyJrEoJvXca8w7WwUw+C4wb7N3iVoG9ZC1jRscn55wPDmlalusGE6OWtYGhuvXLtMznn5ZsTqoqWpYqfo0InQn2xTFAC+BLgTGm2+yvvQKDDom28rxwZRv/NqLfP4Fy9BdQbWho0VlRE9a+tUKVFcgHrM+7djbmfDOB3u8t1VQrawwWr8MZcDVyvJSiSssXRdx9SXWLl+mnfVADjGrU+rVGcf7+3SyR1VajIMbL15BwoDOOFSPKeopx6c1p49OeXvasHbdcvul63RqqOuS8fSEe+/+iNt3X+PmK7/M7/7Gf89Ld6/zS39fCH7O/mST253BmYATw3Re8KffPaTqLfPLv3SXkd9EJBDtAHVTltYLnI2QJzH1yQDLUKDdlFuXI3/j52/z1vsPuXQd1vq3QRswgWppmZVuQq+e8vaPLeurI0ajE2xcziF8yZgr+NPsY5KnybN2yZRVk4xgIxif6+c53zx7rqQdY0vUGUFnyT4gRIxxONPD2T4iPRSH5O4rYhIVYiOWpBlLwZQeocRKQM/KPNm4TVKnQvbizEwPWWPSpsVTfNpwEElKeT0TDaYwuoAGRaLBqMWqo3AFRekoasHNk0MpQc7SclN0x+NFVMlj6iLoeMxkjAVIeXrUfZrsnfMq8pNzwU8CaC48RyhRrRPLZNImTXxkOp8xn82Yz+cE77m5fIO+LUA7VBQrQl1aTEzhgNb1kkg5FUJofUvTNCCeLkLnG4J6SmswhaOTQOuneD9NjIiTVGKSMXY4oC5WMdWA7sTCTOmOO6bjhnnj0yJtLcY6iqrESokYi3EWKRxqIl1o6TqPBo+fKJNTxVAgRUEMimUAfoiEIS6sInEZ9XX63lwHrksJzTaghWJIQFdsBJuuKzUxbZJJQtaQ/XgKBCtADMnUTQswYDTijGBTbmbebC9E4J4YAzFGVH26opwjyQlCUp2Iyxv3mDaOCtakLjiryplwhUUeXnqsYJKm6zMcP90A5VMrvC4sinLxtouL5Xl56KIm4uKjH78lJxobstFb2l2ZRQJrTMg0moipHP2rt3ErV3F+gj3aYrazSbO/Qxxv026/STi5wkFzj+76y/SuvYwbXcZQQpynlwgmp6mmScjlL1pDTAM6poXaPOcjeTqG73zhv1gO+4s8nrUPe8pm/+JJPO/Q9OcQ0mIVkZxPkSbozkfi/6+9Pw+2JKvOu+HfHjLzzHesurfmqp6hB2i6QTQgNGGQxOtJfH4/y1hGtj77E25kISlkDbY8KRCy/YfDdsjya4eNvghLJkyEBgujAYEEQmoauhl7oHqo6q7qmm7Vnc+Qw957fX/sPOfeW1UN3bIlusVZFbfuPSfz5MnMnXvvtZ/1rGdVCqUTejNNskabNEvwbsT5c6cp8xGVD2wrTaoh1ZorWyO285JDBy3dRsbm5hptFFYStGlgSsPalT6kLahy7FyX7c0BRbnJ7GKDOw61uOtERaovIsFS2jk2NxTeBRa6BUatImEb7Ye0mgk33dDlwFKTcxc0F88/y9baOYZK0Z/JMDccYt/hW+nNH6QUS5o26LRnWVs/z+b2RR568JOcffoCnbZi374mc/Nt5mY79Dc9ZXmW08+MyNJtlg60aDU07bkWpx4VQrHA3W+aYyA5nU6bmXaDJOnQ6zWY7cxzea1g+dABfL5Cq+XZ7m8y1+tSlQmXLqV8+fEtFpZm+BYDIlvoxsFIdCOn2YorNe9dHLCCofQlyhp8AGNg/8H9/OGjJbcODtFubTOnVhCvGXEjIclYnLFoXXHy8SGvuqeHSVoYSVEqR6jwMqjRtqSedGoSn0rRqoGmgSJDYSfhGWq9hshAcUgoQEZI6OP9kECO1gqvGnjfwOgkHku1CdKMI7bKEGngVIJog8OgauVXVIYWWztE2QR9jc90DB2HUP8XIvE1FheMyrYxZzRy2MbcEwlC8ApxcQC3RpNkhmYzpdtt0Bs1EXGM+gVlJTgXwNWpxhHGZSJ5vytMG/WdAuE6mRNfvctdf8PO/v87o8X1R1bvNFLFGrhax1pHwQvOV5HgWpUggSRN2N/eR0KChGGccLUl0YokKBKVYWmisDiiPkdpykgCrdvK+yIK85kEq2oOMzLJskR7nCswTY9JAsqO0O1AtQnQIOSeKncor7F1WrtVmiSJlYlF12FJ5/EevBPwUA0tYdCj0T6KoomuhhhpoqoWaTmD9k1EGVTi6hRpHwv1YVDeYjAEr2L1bF0iqkCZSDEI2iHagY7PmNWaJNEoPA6Pk1BTFmNYKOhAZgxp2oyOlcSigyIgylNKRVAVohQVAauIJGEVEw6QuoZEzQ/zwUVBPSXxHCSGLcdJICKRtyLy4lyOl7WD8rW7yXjFsPv1OA6m9uwnk//j673Hlj3fJ4yhVlWzoUNN1B/Ht2t4rR6MEIPWiqTRJvEGmzUw3UXs/Cq6PYttBlIzQo8ukj8zIGyvYBePo5vLZPOLJElWX0NcgcWziXFwmTC4d5/pVVcwyVbalYapdhyxnQH2a91Ruc5fL852QlC7Qz5jXGrXfld9qwBViA+9UoJVCqMMlau4tOloZi0OH1sGFbi8ssqwv44KFQ2r6GSKrVyonMcpS6YCo62CTS9sbysOH5hDipL1zcus7XO88S3voH9lnfbGsziTcri3n688/iRrl/o00xluOdHk21/fiHLm7VexuXmeMxdm+b2PnqXZ8vyNv3iYFluIXEKFikTaVOWAzLa45eZ93HBomZDMcf78GYRAf/0yg66mOdMgMwfRUuIp2V55mq985svM2MPc+Z330ZgtSVpN0tYsNmnw2CceojEz4u43CM4PmOs0yGyT0WDAt/3FuyiLIzz+qS+iXh/o3XwzR297IyYJbKxe4sTNxzj5xAUW5o+xdenzBDVgbVjS7US11bm5fbz57jWG1SxS5uiuxSYdquosqWnjJcLNJmnEtnIOJVmM9UsBySwzHcX+zPHYlx7ki+UGprrCm950C19+uuSJZ0bcfVOPhUXL+uUB556tuPU2gaqIeg+Sx8eidgZQCUrXlYd1A6OjwxC3qav6uJn8vxNM8VQhx4ctvAogCZWOtbKiwmuzdoASNC0qnYCKaJzWHYyajanZtNAqDupaDAFbk+Y9IJPVZwgSHRTvCL5EiCEpVKgd7kjZjTT3qJEylie3qaXRtHR6CXNVi0p5mmnCdmPA9qggLzyh8PhSqGqfZ1JZPU619aKj7t1j9ER20JW9HJWvjZyAuoq78nyhod299tpjXNurxwhqvAhF5JgJqkaY4vcU1YjNXDi3eRbQ7GvNk+l2XL0TtT+UVlhSTD2tVd7jfSTN+hD5F+PsTASCBKQOPai0UReSLXEhRxkHjFAEdKPAGI0oTZAGLR+Fy6rcRE0QE38rHY8/VnxVCFYZlIn+qipTGM7SKLoYmQM2sCTokKCtQZKA2AE0HGLyiLipmKpusCgxKCdoV3PtgkJCQnDxznlf17nRhqzVQqGodInouFimDpEqMRPSqzUNEptG99bXlAHlQXtU0Pg69K+VR4mrtV4ikhmz1DQ+RCRFgorS+zo63TGpIxLGY0FXF8O2L8Je1g7KtSjIn8zG/WsMX6pdrPxxzY9de8fXO3nCMRanfCS3Sqz06HVAS3wYnBiUBDRlhHazJkmzhenOkswuUu6fJZx/AhlsMbqywmhrgNl2qMY6ycUMs7hAZ/kQSdqMDylSD4CRTjteP4U9yI9cM4DsSO3vkED2XNv/gfzDva7c3ne/lu2ZZGRn+FJA5QKr2wXNpkaUI0XT67aYWWzRaTfZ2Npm5fIlyrKgmUArNXgfxYiUMjE04itU5TDWcPBAyuqVkuFW4LHhGocPdrnxSI/RYIPPPfR7HDx0JzbpcWXjKe665w6Sp79ElTra3R5H9h0mbcxCs4sRx+bKBk98dovRmfMkB3tUAt5soRmiVMBRIKpFknSo+iex2TaqczdHbjxIqGBtdcjK05foZA10eIAqJAz9Eibf4LXf/m3ceO9bMTrEME9+mfX1UwwGZ7i8tcXywgluvus7KEdDBhuPsr52ElfOM2cPcOzoEV77pm/h85/8DH986Y957T3fTJkPGGyv053vcvRwycEj99Jt91i9/DSnvvzHLLQMc+2Mue4Cb3qDZjh8jJa5OaJEoyHGjvBeYY3BjWqMTEUSXKoT8IEyWNLmLA074q9892E+9BsP8MXHN7i8IawWju3tIZdXLnFi0XB03z7y1OFG55FyBa9msOki4ioCKUrFasNoizZpVOnVNXdE2wip63H2zg5hNj77Mc1xPMyNV8nBl9GJUhDTlZOJdonSERmN0LXC2iaJncOqnFBD7okJaAuQErN+IsQXREXxtRDiJOuj3PiYVDhGN0SNH3GJfVYplFEoq1FWk2Yp7W6bnuuwX3t0omg3DN22Zas/oj+syAcVeb+kLAPeRX0OCdS8lDgwhXEfV3UG3WQ8YNLXr68Q/dX66M7+13NqdpydFzcu63EygFgIARcqUAGrDKiA14HClfRHm6zpyzRti7QxR0KLhD6OHMHFiVA5XKgopcLj6vsc6zIJDh9cnNxrTRqtY/s7V+F9rDkjIY0LSzKMNBCfEZTHNkeoOY1ODb5KUd6iSwEnNW9K8F5iBo9J4kQuLkriVxBGGhkkEdGxAZV4dCYEU+B1gTcjVBLRE0zMu0FrREXxQOUKrEgM15DE8xWBUBGqCldWBK+pfIoHKpVjE0hM5KPouj6PISIyShRjCTZfzyvjBbg1NoqwTVTRY+hI61rRtk4qUV7wztXPMvUiOsRMOokLnjrtcrK8fqH258RBuZr9sHv7te8ptWsa3xNTHeMI42l8B8CN70SHQGoYS9UFyoJSsVqjUHuWMT9fqMWUVKyyqwl4FF4cOkCSWOz8EqbZZui7lKtn8cMzFIMCWdlCySrV+rP4pWXmbruH5uxhTNqh2WnRaDUm1z6OA04u6Kvdhuthu1fHYq66bddqF7zQQe3ac7nW4bvaxqvAXadRD+a5d1AliG3QnYnFHL0rKTaG5P2cIq8irBkiAikEnBALc2lBtxTKWboHZrjh1kNsbT6JbULmAhcvjZhtWZIkZevseY4fvIVhUaFyzUOf/QwHjr2G88+doqdzjh7pYVsNXLHNaHSR2dk17vum57jn9iGhsYCSVcS3UNbj2UCxiNIwqvo0bAPxz6FG+wnJMUSVzC94qipw8iunOXEiYWleGIrHLLyJ1AbOP/1HiGmQtboMR5ugU3rtY9x6V4+V86u0unP0eidIU+Hp08/yiju/hYOHbmam2WJ18wKvePXNrJ2/zCd+59eYP7Cfm26/Fa33g38Sk3VQ6TKZXePgiVvYlPPY6hw9WcOgaOkVtLMgCxjdJvgMUUJV9UmzSGrMR4Eq17SyCu9GaDWDNrHYWqMRuPOVJ1i5/GVspUnKLjcuFNx3ywG0usRC8jiN/ZaFmVnEC4mdp8wLxChQCdrEGji6jvVrXTsctdqlNjpC1Kom7Sld87UimhmUQcTgqVMfdYKSWO9HJJal8BREpVcFqkIoayREY22bxGyS2W0kGaHkAEidbqwSUJEUK+JjVCeESepwqIms43zO8eJHxv9CrHcS8IiKGWo2gaShabUb9HwHST02c7RbnkEX2n3NcOQYbHkGGzmDQUlRBIo8PkMx8aLud3WVb5mQckEkxOusw7rPj5x8LTTkq/TgF4TIXG0aTRpDXWhEWdBFXQdHIEgkL5eabTNgbbhKajrMJbNYMhTreIYEFSdBh6MKrtbgqNPLNWiTYG0MxZZVSVV5tEnQWiMhQYmhoXvo0lCODFWpcSNDVWgqHNp4bCfQnLNo3YBSEQYpxaZm1Aef65obZxiXWQ8hxHCcdvjK44LCWEdo5gQzRJsCdE5QJdo6jBVixqYFbCT+io+ItyriLKJN1C/R8VlDwFiFbsS21WZICLX+SO0Ra12Hz+r036gXFCjLHOcFF8CFUJd5iNWYJ5EAIqAlhKgppGOdIRTRWdfgfdweQpgUFURCPTfF58nobyAHZW8neKGTZu0JTiDGnc/HiXc8uF3vRtZxXqnjcDV2Eep/hjj5azRGdL1qEazycVXnA15pjIopYuI9mkCj0SK75dUUxa2Mzp1h8PRj5FeexQ/7+PWK6tKjPPfIaUJrH3Zxif233cah224n6cygEk0lJWipj0tdXfOau7Xn1zWm6k1y1dD0J9JS+OqfmSAj13V0rufUxIFdqQaN5iKNbhfnh+TDTRIdc+uNCSQqoByIsQQxdBuWuZ5hpqmZ6QitlpACzf0dDu1LaRUGoxJKVzEoEhpNx/Zl2Lwy4snHPsPSkZs4evRV5DIkm0lorHRZmh+S6otsb3hUfoaqatMfXUG7Ab25GVrdeYQqagaEJgQLpoEEyOx+CJejY+s3wayipInzW+yb36bbOsiZ033ySqPKx/jd33uYhVsXuPmVh2mmPQiaNF2gN3uUUFXcOX8Mf4vhxhvuZXX1AufPOQbbXeYP3MDC8nGs8tg8pRiusnzTYWYXD/Hpj/8enzi9wmvf/G1INseov41OHe3uPI3evWxvn2V76zOk9gJWCTo7gIQBUs1QcRmbLQEaYzwhVPhQRsnthoD0Y/ZLoqiKy+gUGg3NTa+4idWiw4VnL5N1YaO/Ri/ZT+VSmoduYF/WQ2Qb7QeUZgMljcmjoLBYm+4U2SPFmCyuTlXkbGgStKL+0TuZHUGI/JQErVO0ybAqim5BHpEOIpE1BIdzLpaVF6LDISVJ2MCbPsHnkWugY7jWeAs6A2WRWnU2Vjn2E6QGmKAZ0SY0VsZjUMATqEBX6MRjUyEN0BSL6Ba2qLBpRatpGHVbtLa3GQwKhq2Kfssw3E4YDB3DkWM0dBRlReUczklMCQ3jCG/sdeO12fP3v/HW66Ehz9ebX6g9/77GKNLE4iSqeIuk+GAJyqHxMVPEGQoMjgGVnKF0Djt/B3O2i5UCJSWVKonkzclVotFYZfBKsCaDNKWgQDmPsVE9WMTELDDXxBddZFsT+pqqDEgIGDMibQRsw0MyxDSrKKLmc1QB1WwPvaLZuEgMdYboAIuyJNoSAGM9NqlQdoSka4R0BUxOUEMURX26Ubk88kEMWqeIGHbwh/HzVRJXXzHEZXXU5lFKIdqhtSDBYINFa1PL2UduiEKhjUYZhQvxeSkr8FJrpfg4s8VsIF9/p0IkYBRYrUElBKWi0qyuQ0KAlTpzKAgiBVoCURdIxSSO9BuIg7ITE7ja2/9aHWpn0Li6j6prXl3dqcad16AxMR5HjOdpVUsAE2W4Ayoy8mNQBmXiDQ8IoqOgDRIQKoLyZA1NduwGOkuHGaxfZOOZJ6jc4/TPn2J4boVi6xTNmYSVZx5m+yu3MfeKb2L2xE0052axNkMZjyKy2yfs/fFVq91XsxOzn0g9TK5zjBtddd3jkMvkILL39qgXEm679n7ucYC+ioaKNZaFuX1sbA+4dHmFRuZp2OgIoqL8Vq/XwTvBuYqDyyl33aRYmClo2ECrs49GY4kk0azlgSsbI1rzhv2LbWY6M1hj2cotpx8/iegGUm4S8iGbzW100GytXmKlf5FclzT0GqrYppJzFFWD4AM6FXRTEbiCRuFDgVGKWJI8oKxH2xRVjvBmFuwMaXMO7TuMKoUvExrdc7zilqM8d0m4sKJYnOniN4bMz98OXjh35jSXLq/x+je8md78ftbXTnPDDffQyhqcvPAMX3j4JF966AluuvNJ7rjlnjj4zi2xtdGmv/EcvaUj/IXv+WusnT/LQw/+MaIr7n79YUI5osLT6R3C+T7D6giruWLJXMSoFto0EG/RVijdFZrJAiFUuDCKBdMIdWjTo5MFbNIguAFSeUQ3cVVBo7HAoYMZVzY2ePzkebY3BiQ65Ref6KM6Jd1ZzStuaHLsuEfMCFSjFi/UEWZXTbTKMDrB6BSjE2KV4ajaapSa6DVMkuq1RZFG51bGMn8FTucoGeCIRF8JoU5T9TF0qurMGqn1MSRHMaByAyrbR/suRhVocSjtJx0sVnOtuRRqp0/siqhE54eaYIigdUDrCkysVWRTTyaA0ihjMJkhSZu0GimjwpE1YNBW5D3DoGvpbxsGg4rBwEdHZWgYjUrKPFAUgaoKeC/1oiXU9YR2EJTxSV0zyqmrnZRrHZprFy/Pn978tUypgNIBk0Q0OkqdGIxJMDqK4oUQU7GrsiDIFkpKMmVJ526mZZoo6tIBqkJwoBzGKmxI6gk2TtzWhBhOayQ4Ae9TVGhASPDSBt/EmgIzC22rQAeC8oiq0DZK43u9QSCQNeZozSaoBYNuKvqlUK0ppGpE1DzEVFySgG0qkswTZIuy2iTJClSyjajtiOLpqOrqfUTijWqiggElOBWTBKISsoEgNfk5RCSFnUwtrUzsryqtxUBjun7sp2CMw5qIzDgfi7D6EJ1lpWrFXKlpBChiJWIB0XhAJJJhtR6HKT2xWGasDRSF3QLBB4xUscSENlhrQL6BigUCkxXJDuXseiGf3SEd2RPiibYrrkqt1rrnMLJnvx0Cal3xuP6MqjUL4j6xemSM/8awT9glJxUHiDqUUZe3VkrAKmy3Rad1jKw3x8zSDbQvnufyY4/Tf+4kc7NCs5GxefYMZ85dYf3AEo0bb6B34Bbacz2avSZpoxOltmUAKNxEM2FctTl+5+T+qXgtSuqYJ+PfO6mTUeuFHU9HqZ39RO2sWneHzCQiSBHW2S0/Hh3ESVx87PDs9lUmtz2iWc45Lq+ssD3o02pmaK8pwpjoFhEWjJBkhoNH2tx9u+XoQoURC/YIJm0zrJ4h9SlXVoTnzl3m1luXmF0+QqshKJVx9qlN5o4fRDVy+ht9zp58ko1wiiM3HGZ27igyqvjyF87x5tubdO0mQ+dQekCrXaJEk4QBuHWCtDAatJ+PXCRVxnTTsIUSwTKL1ykSZihVhSeBzkGSImO4+SD7F7o0k0Ps7xasbir+6Hd/h3v+wlvxgz427+PziitnH2V79Um+eO5pnO7w8Ce+wKtfezvl+iVeecttFKMN2u1lNrdPo4Ol110iH62Rdhc58Iqb+c7lI/zRRz/KI1/4LN/85m8j+Cu4pEGr2k9VrtJ3OVs+0DNDrOngqUiSLiYMCNUVilLQSYFRrZh+LAnIHGnWJoQhNo3ostYVbbvJXMshvVdx9FX38PT5FbbWtjl+Y4X1gZuOeB57xPPrnx7QmFnkzd/SQ88XEW+YhEcs1mZYU6cTj7UV6ni6VkT+idrJ4YmVHASjG5jQwNBBVIkhx6itiMi4pM4sSGK6sq3QKuo3BPFYE0mziZpFq24cYINFgkWirnF0aELFBGyY6FCoCf8jLhjqfiIqIrDjeH6IBEZUidIVJgkkSoExmCTBJg6baBrO0Gh1GOWa4bBi0C7pdEuGw4r+wDMcBvr9gsGgIh96RkPPcFRR5I6qqAi1ENhET2mPMzF2LmKfvD6X/Vpe2/XthSGje7dKnfGkGJcYsbXQmK6dF9FRb8S7QElObjxro7M00oQDnSM0TRtFScyWcgh15p/SGG1jijgOUSGmJutAFUBMilQNihDDg42OodFTBDsEE1HCyvepfBE1SOw4bCFkqSdNRwQn2BloLzUZVCl+SyMhwyYGkyh05km7jqxbUVlPcA2kDIgaEqwhKIsEj6fCaovRdTgzKJwPkdshNdlWx7iKJjoSWkU+jVYJRlviLJagxKJ0DHNpFR0YrUGbOvyCAmVqnZ5aYblGpMMupzT+WdUcnrqys1J1Gr7eWbzWdeyMNViTYkShRUhUgrUpyhiK6hspzRgm/IQJ6WuPc7J7xb779/WQlx2brCfU1aGe+rNqjDDUk+/1vlnpGPKZNLDadeSxWxWXMap+0OJKJqplGmOxc/M0ZxZoHjlB+9BtjFZPwfA8fmsDq1bYPHsel2/gnztN89ApZm6+nYXDx2h3irjy6hqsnUVJitZVDfH5Cfw8OSsBL3UhRVXHTpXUvkG8xkl5d9lx4mQ3ZL3LydhBWcZOy6591C7nRMbO5e72Gd+/+o6Pb7nWpFlCWxoxzd4LYna1qUBZOdJGg4W5Hr12As2MkVsiTbo4OYMOFVIO6aZ9brs5ZXG/Ic2a6EbCKB+w2R/Ras4xu9Cnobc4czbn4vk+o9GQQ0dX6Okmg8uG5y5W3Hl0QCPAMHiqUqNsILNlDLOpkkg7q2p+RALKITLAa4U1gvcbqOo03lc0VRclTcR0SRoHsWGDrfwBUh1oVCkn9v1F9s0vs5o+TbNRULqE1Cp6+w4x2jrP+Ucf5a7X3MPcgQ433rZE5Tw6bTMKl3HDVQZb6+w/8lq8K3H9FaQxi2l3+bb/1zv4yH////Gh//4rfOtf+r/oNpukjVnStEu702JzK6XyWyyYFVJzBBcCRhIqVkmSBqgoXuacxiS6XpFtkiWRQOekQmHw/Q2O7b+RU/2EkBne/K33snbuFL48z9nT63QPBd75/1nEF00e+lLgi1/c4FXfFoWxYoG/OGBbnWFVOiFUKqVjJpVOJ8UAJ8X/rnqqRLcRmSWEEUb1sTrFmljrxLgWzufRyUDqysemzoRJ0bSwukNqZ0jUHEbNoGghkhCrs9Y6D2qX5D511gdEfhrj7JowmYS19nipiGtXF+vMmE28bCPU+hfKo5UiM5CIIq0SmmWPTsszbBWMOiXDYTkJ8wwGKf1+yWDgGPRLBkPNcCSM+lDl4EpNqKTmooSauwPjGi5xyJJJX5+8Ob6fAjIJX+28t7vPjreNt0dNjasRmKv6O7ommO6kyUYiZi3bUI9BSimUt6iQUjnPZrGKGiqstiy1D2H1TD1xCsFXBB+Vh6kXZkE50DHsYHV98lrjUEhR0Wh0yFqKihKvcpwvEQpsGGFEdlAJaWCVwiYZ3ucM8228FpqzXSig0B5yQ5YJup1Da4jt9THtLTQVvlJIZfGhiVhDsI7ACGvB2ozEZJFzI35XC9TKsVIjiyqphQI9CBid1tWzwY2VjWtnz5gaOVNEDpmv4qJR1wvHmhui66dxLIovQt236qVrvSgM4hBl0T6pF/S2TgiICHymEhJraVhN07awJqVwgaGveDH2ohyU97///fzqr/4qX/nKV2g2m7zhDW/gX/7Lf8mtt9462SfPc37sx36MD37wgxRFwdve9jb+w3/4DywtLU32OXPmDO9+97v5/d//fTqdDu9617t4//vfj7Uvzl+aDEG1B3f9sllXfeaaTrI7NHG1yfNuurbA3e4BcQdjGaMJOyuOvSTRnaDIWJlP155yTMnSytBsJTRvuoFw40HWn32K7ZVztHsH8b39lJtrDE+dIq+eQNoLNLpH0EqgyNE5SD8nNQmtfXOoNKAosIlGdKzloeszCnXVViU66rqgouDUnmtll4MBUj8+qkZgxn+rGhvSShEwu+6zTByeq+7y87bApH0kUFUFxqiddt4THgKCoswDmXUUW8L50MW2WnT8Fotzi5iGQXxB0llHmYS0cQhtE3y5iR9dZOXMOgvLLeZmR5jEUziNqIxz5/u4ouToiQWSZovf+uRlbvwbTZTVeL8N4rEiNSmxiRhA9xCziNJNMAlKKqxJEJkhqAwjHcR7lMoJdh6rSgp/HsQjyUGwluCGpPvnaR1/FVuXzpBmTVyygs/Psf/WV0FZcKlSnLgF2ouG5vw89y7/FRJvefyxBzlz+iTF+ojuvn28bm6Lbu8Ag8EKzuXoRAj0+Oa/8N089dhT/P6HP8r5lUvcetcruOX2E6QmwZaOQd/j+pscbF5CtY4jUqBCI6IqThA1wiYJzg9Qso1NYt2YQJOGzShoIrqHqCb+ypOcX3uabL7BIFjm2nOI3eAjv7nBqUfX+Bv/74xveXOH7eFrYghVp3VqcRZTgVUjZiDosSCbiehI7bRofVV14t2Tq8RnNIQCR4ZTKSZkWNMltXlcve+aaGM/1ChJUTTRqonVTYxpYHUDTQukVqDd1SOQWvdB1Q4J4wldalXbcUWUiJhIiPL3ShWgR4geENQAryq88oipS17Y6NjY1JJl4JqWZstS5E2Gw5LWsGI4qmi1CzqdlOGwYjiwDIaG7QEMth2jQSAfBsoi4Kr44+sKy4iaVAKYLDbGI1m9yBqnGasJvLmzyr66B7/YUE/kVQoxJAoaS0JNXlUeRzlJUbUqQesWrhpSUbCtVzkfEvLKs9BZopV2sRIwyuHUFiJ5jcDpKHsvBq0SxGpcpchHinJU0Go1aM94gl5F+QHOlxijCVhcSFB4QGFVG6NSxFeULicv1ymdJyhN2vZkC01GJFRlgW0qTLsgZOuoxiY+GWC0w7oEVyTgMqRsEpzH2CapEqzTaElQBpRyoMaCfJGDEtsrEomVTlDaoYmS+VFhVjB1pU2lQWkbhS1RsSxUPCBBHLp2XIzVkUssCoIhps2zJ2wU2bCmrvlTZzspiSEsiWN08C6ShMWjxdJMGyRJG6Msw2JEWfwpVjP+xCc+wf33389rX/tanHP89E//NG9961t57LHHaLfbAPzIj/wI/+t//S8+9KEPMTMzw3ve8x6+53u+hz/6oz8CIuT29re/neXlZf74j/+YCxcu8Lf+1t8iSRJ+7ud+7kWdPIzny/HI8qI/XtvVnemrH0h91X12pluR660crvPNk5o7cbUBYzhOAXGVBX2Mzlg4dgO9A8fIt7fZ3r/CynPPUPXmSZVndnaRZtombR5EgqP/9GOsP/QZKn+Z+Xtfj11awlhPu9NBrMKkGVnaipOBNbVCawzHiCh8UFhLDZXGB19piFVgBV1LTUf4mrhy1HX6nniYpGuPvfldqyzZwZGuB//KVX+NB/pJ5E3tnnx2BIHyquS5lQ0WOinVaESnd4XmUopNe1FUTENiGmAyVOLx+WWqwUmMCKnKSW2buZkDrPQHKAuNdsZgveDK5YpRcYUbDi9zqZzh9IUexw9ewgcFKkWlPvKAJIvwr2pHRUXtUSRYHdMWpVpHdEWlBKW7EOZJTUaeP4EtN6gkZ2N1gFQWi0X3lpHyMsMrZzHbBXONhCw/y+qpPjoJtKyjvZCRqG3C5SfYSnuwNeDCc+u0Wkc4fMMR+oOCT/3ur3LTHa+iOTvP8sJ+RqMNEI9uaF73rW/k0LEb+a1f/00e/vhDfPYTnoVDM8zPJxyc20cvXeTxUw9y+ysvY8kIMhOfVz1AG0OSnkBVFdY9RT7KUSaj0U3otDoMVwPNmX1sbW0z0xzhfZdnzxZcOley/JpZbDPhphOe0Uj4fz7guOv2PodvMeQqwRiD0S00TRQZjGFrxhC4xeoGRjUYVxjWKlZYZdcKfscfFtBNbNLE6w4+zOAln0x8sTJy7L8RVYh1dZBIzlXKTiofi1iQnZon4wKfOwuVKGMfJhN5RFnAIcohFAQKAiWiRogaIKoPakBQwyiSRYXgUbU0ORLviVhFEgJpmtJoaBrNlGbbMcpLOqOU0ahgNCwYDGAwhPbA0O+UDAeOYb9iOFTkefwpS8E7IVQ+nt6u9cMeDKpeaO3oqOxGUer1/S5tFdjrpOw4Nde3sWMZ75PGmIRUZSjROIlKvj5EUbaI7maR4+ULqhzW3RZFeZ4iCAdmDtG1C7RtXMyUfouAkKWWxDYhpICh8orgNXm+jU1gbjZFpwWVz1EOtE5QZAQVcAGCz7HGkpgU7zUjV5KXQyrfj1lHZLECc7OF7WUMqxzaA0xriJg1RG9HPotWoCuMaZKEBuJglFeoMiFTTVq2EXls5Hg1rs82lpC3dRp9XEgSQiTBSi0dKoEgJYqxmrIhOhVRaVfVjnwcMaM2j0litqknRGRaqfrZjk5+nMOSSR+KaEp0uMch1ZixGoUKfQiYWssmkOLEUJSOwSindH+KOii//du/vef1L/3SL7F//34efvhh3vzmN7O5ucl/+S//hV/5lV/h27/92wH4wAc+wCte8Qo+/elP8/rXv57f/d3f5bHHHuP3fu/3WFpa4tWvfjU/+7M/y0/8xE/wz/7ZPyNNryXRFEUR5Ypr29raep4z/Oqhm+vbV/P0J9PhVUfdFda5zsfHK43rp+eOnZcdREVEdpVN1zX0Ov5UhOi8srHej8rJGpok69GcmaV35CjbW+toceSXVzj/uY8T+p7FwzfQ7FQsHBROf+lZznwxpXnTXehWg6p6lqLqMzM/z+ziYfLC02glLCzMkGUdlGqigyGxFsywjg3HCpdaxcwAHWL6dK2VHFdWUmtWKo2omOqnZOfu7W2VOrwzgYmvarOrBjo1vn+14JJSKqZxSh1LFSaExzPnRjQ6DW44MCBN1hFnKFYVYiFRGeJLtFSUqSY1M+R5YDDIOXDLEu35G6gEnj3/DBujklanx2BrhPcl6xuOc+YKS0v7+PSXFYePONKkQ1k1EArGSsJGZyhVIWEFhQVX1Bkjgsv7BDtHHhbozdyCxlOMvsRXnjmJzvus50ssL78SslXy/hxrK54jyQaGEQcOGawdYN1XYDSH6w8ZFgGTNDCdNt3mMu3y87RmE07sO4zqWpi9lZKEcydLXHmFhdZNaJtQ5Bu4wqFsg3PnLmK7+/n//tiPMFzb5NHPfYFTp5/j0vmTXF57joVXLXNubZb1P3ycV93eZm7/UURaiMlIGz0U0EwFRxOxc1G10syyeWXA9pWKpaM3s3nmcSqXoMpAcXGbO19zmGymIOsu0ZvfpIXn0ZMbPPhAxVq+yivvPUpmEqxpYW2K1VFXwqpGDMuYmJ1gdYqmUdcEqWvkTPgfejKZxpTLCHkbMqxtEqRbIyf187WrD07c5jB2RkzNIakRkFpNU+voh4sahyv1BHEQqIUcJ/XQQQJ6rI2iRgQ1IKgcYYgwIDAg0MdTEagIE2JrhlZpdHQxk0WBd4oss2QNTzNPKFopRZExGo4YtAzDUUp7WNHp5DWZ1tAfVPQHjkHfURSCqxSujMJvoQwEJ/VCabyIGN8Xqa8FqOsPXX9p8fxj6vNx4uPkuoPiWJMgykYCp0REhZprMU4nRzUIUuJcGTOX/BpOcoLkHJu7gY6ZITUJQ53hVE6gJIiuFxGaYjBk0O9jjLC4sECahijqpgSrwUjNt5AKFQSdtGMYw28zKPv0y5zCl4gkaNUh9TMk5X6MmyexQmrXkeY6pNsoW0QnIyh8jFljEkEphxZDQ1dQNLChS9ssgQ4MwgoBX2tuxdBXDNdEhqOE6ASnytZZMgplYrqvlyqGZH0DpZJaEsNNnlOU2iGWiyDY6NioSA43qs4dJmqZxPpTAYhZUqhYCU7rWPBBRNdjsalT/RMMWZ0l6dkabDMsBlTyp4igXG2bm5sAzM/PA/Dwww9TVRVvectbJvvcdtttHD16lAceeIDXv/71PPDAA9x55517Qj5ve9vbePe7382jjz7K3Xfffc33vP/97+ef//N//rzncX135Op3r79S/+p2veCDTH5d72i72e/XRJPqUevquXhndTGetHUdq2bSGWMV5drrDXGZo5JAyyY0u/tBoJyZR0nGlc99nvXP/BaDxgaNtqHMID10K3M3vo5Op4Uvc5zLydopooQrG89y9plnOFnkpNaQNhokNuOmW26g2U1Jmm1M0q6JiOOiZ75WDXVErYcoNR8VBalLkY9joPH+i6i6vtUOqXYcGnohplQtDFQ7JzsEsZpsrECTYlSTJ58csnrZsG8+4ejBkgPzKZ2mpZHE1UA+dGyPYHV7xNp2i17vGEeO38TTp87z1MmnuXR+Gxc0sz1L0tLIyKJK6I8qDjcb/PEfXeHiRcMrbmpz3x0aEzYIVYE1AiFSEV3lKEUhJZAJw6KBT78ZW/YoSenniiTb5sy5K3zqwcCVCxmzi0MaX3mM2WNtpDyACjlL85dp0Mfljmx+llZjmTTtxOkhrCGyiWiP4lm02kSKHqG6QDV4FNl4mmF6F0mWMhgOUalQlQVLi6/k8upTaJMwt7CfrcEVCr9J9+ACrz/8ndzrSi5dfIzTj/4OZXmB2aMtBheO8KVHVrjh5qfozHZpZQuoylPKFsoXlNUhLlwekXpLurbOM+c2KMIiT146S6KEzCts2uU1b7oLmgOUKGZ6A6qiQ2ffDEf6jzBsr0NVorUmMVGlM9W1/LuJDkliGnF1qwy6rgSrVczmGfM/xv0o9sMAyrMzeQYIBi1JRCbqz+gJalI/mxIhbAl1CFSEyDUJE4n52rOBWvdokgFX9+lxAGjM2QoqjgNKBHQFUjspMkLCCC9DvBriVRUXACZmgcSKt9EpU5hJyCVyFhQmUSRWkzmDcwmtpqXdyhjljs6oZHswZDQo6I9KOoOCwcCx3XeMRoGqgHzoKQtPlXtc6XGVx3vB+5rQO/Esag7N9UZd9TyD4gswo03kuQVf3zGPCwVeAkoLiTGgDFXwk/Ek+BhCdiJARZAhlfTxFCRGcaR3lI6J4YUibFGGbbwqEAWuHLG1fZbKFexbPEKrWTt9ypCgYjkBAqJrsjQGpSylH1GWQ6owjBQO2wCfoYtZKOYx1QLiM0Rvo5JtVLpOMAMib0/Hwn1iUQqcLwi6IrEZaRO01Vhn8SGixaX3VAZsTQhXousQmGC0QicGq0zkl4zz7BEcGicQYpVJTC2kKPWE5EMVEzPG4ng+OqB6/CgraiQ9OhxKm4nYmpIKVZd2USi0xAydumcAkQ9kdYoxFpHAqCrIq+jMVf7FPRd/YgclhMB73/te3vjGN3LHHXcAcPHiRdI0ZXZ2ds++S0tLXLx4cbLPbudkvH287Xr2Uz/1U/zoj/7o5PXW1hZHjhyZvI5x0jGtJ75zbU/ZvSLf+/p6ks3XZvrsfEb2vqzRz11wsrr6E7v/qrVKJvvsItwKTGQm61Wcqt839WDp9bhIWi1brGIRPTDYuQ7Ld9xJs9VlvTlkdPIU61uBUecQ1fYWG2dOUbS7cZLPEoJNqbwjzeZIGhXnLj7D5vpFtBKKvODpU08zO9NlpjfDzNw8C4uLtHsdVALd3izGWoRAkBylfCTXBYf4qPUCXOOM7cDBY6TpBTgoauzf7Q731CXCdyMqwZMkKdZq+v0BFwYVl84bnn3W0GsGWk1PklWgFd5lpFmXZqdL1mpSmRafeehxnn7qWYbDChUyIKCcoZM0GORDtPY0RKgGA1xq+dQDQzZWSg7OF9xyJGCyqIIpAVb7wqhKWb8inFlJ2Sqh29vP8VtSGnqN0hSMii5rFy/z1JOXMOk88wfmUM1n6HVTMnuMlfV1brulR6IqmtbSSA3NpIqr60YPI21SOUoIQ3zIY90Z08EFjwoN+g76W8/w1IVVDt3xVg4dv428GJDZDs4OKF2fdnOOUbXF3Mx+nCtZX30WJzn7Fm+j0Vgg7XRwW/PMLh6hN7tJWe1j3XiubAe2n3iOA90hWatJ1szYty/jhhtbGFbYuHKRG285QOlnefb8OudOD0jbDdqLgZULp7npth7N7jzf+Zf/b1K7wLmLp5mZnefSM6cQPYcmkOiSxDgSo7E66kkYA9ZKHcpp1JVUVQzxMM7wMXs4YqAwapxFFp+5UAsrjhEXxkXMxpWIJU5QoY57aEVNLq9djTrUOf6MaD9ZncZQZCBmt9XPrYrfpZkIQNfjUECpKnKRGCGSR+KsCmBAk6BUGjU3MDGchNTnGVM8VY3iWKvIgsV7Q6NhaDRTWmWgmXva7SajUclgMGIwzBkOS/qDkuHQU+Q+aqjkFUWuKEtNmeuYplxGhMX7Wsbfjx23HUh/HBcaD5l7UZKrcNNrFmfxjTQ1mFSjdVq3SRVX9AZitlMMVWg8QTw+xPspQSDoCdJVBWGkClb7l8h0E9M9Rs/sI1Edcn2JUbVKJSOK0RUIQ/YtzJGlCh+GBFE1ITnB1o5svNspgorhnGqICw6tNImxkdweOuhiAYpZDC2cclSqT7BDlB6hVBGPFjTehVoN2UYkQqJ+jmgDSYXoPrkEKufJ3bBG7OJzHKt7RwKr1imNJCW10XEofQyBuRCoPDhfCxqKRWlBxEdnzyhM7SwpYqpdqAnSuh5H9Th65GP6fURK6lTmoIAELTFp3yobNZ+IYU7BYHRKmqQkVhPCiFHep6oqxPu6cvMLtz+xg3L//ffzyCOP8KlPfepPeogXbFmWkWXZ82xVuxwC2fV7F9kBmXQatfv98W7Xyeff+7e65t3JZ8Zpt9dxiHa/s7dj7oVW4vgVz2fsruzI0tfxXgl4JZMxUdQ47KHrVLpYzTJtNJh/5Y005v8CK3qTjcdOkw+hePQhLj/6ZUqdUCUK1e3R3XcA0+jRbM9AYvGNJlWzDSJsDR0Xn3yGVpKRiKfbSllaOkBvdg6dwKEjJ2g0Zmi1W7S6hla3QZLaGjo0UfmQgK9FhuLYPV7B7kJQlLrO/d97r3av1sZOSgihdsx27qbWBucc1WAbJR6rLQFNfwCDYYFNUhpZk5nZLkpr+tsVYWOVwWhInldRdLEe+DQxg6LdNsy1ZrkiFc2mYbHXZKVyXF7ZYt+MpfAVH31wloe+2CJ3I5YO9Eh1ycbGkEGRM9g2VKMGF1YshfR5xenPsH9xCGnAWoOrGjQ7bfLNLjpZYHYuY37+OPlgmwOHuySNOYKypF2HToYYKlSSof0GohNKGogMowCV0SAZIeRU5YjEBKp8RP/0aT79lTPc9Z3fz2tf81o0mrLcxugWmZ2hP7jIWrmFsS2K4ZBquEKRb+JUitINRPfozr+Kjc1TpGaNhJxKw0q5nyeeu0yjk7NvH2z3V2kmhuFmTjkcMLe8zIOPb3Ph/ICbbzKcPHmBo92UhQNdujP7UaZCzCaStjh49Di9TsrBw3fz1FdOghqCqlBSoiWgJUp9x2h3dIaV1LVztEyekxhj13Xs/eoeN0ZBYhw9Dh1x4ouAyc44EerCajW/tT56DCHVoAsxHCu1gzKerBWTasXjNYcI4AhEkuYEZZ04RyAq6nbEjLmImCobNWCUJDUJGJQKEWkYK3QGX8P+MftISfwOmyiSzFI5yMpAq51SlY7BMGU4SBmNSobDguGwpMgdo2HBaATDEYxyRz4KFLmmzKEshKpSVFWsGB7RBZAgUZArSI0O12hvvQDcK4u/F1XevU0pSKxC24jCQiRwSigQAkYpjE6BBB9i7bF4TIMLnpjlY1AkiDPo0MC5lO28YqbhaOsGmWpjULG6sSvIkiZL+w8hkhCIJfWiNHGCwWB1k1ipWvABRmWOk1HkA4rGqAxUigptfDGH73eiJH4CuR9QqjqsoxyKmqshgtUerSpsrYjsQ0DXQmhBOZzZRnSOdx6jYgVgnEJMRE1QYHV00tMsITNNCjei8hVlFWoFLpAQw82CxwsR/dAhooXK1M8y0eGRSLw1RhM1vMbjalwZxucu5iUqbSYOIUYhxsQFb5CIpIhEBMVmKCXkRZ+8HMV6PXvm6hdmfyIH5T3veQ8f/vCH+eQnP8nhw4cn7y8vL1OWJRsbG3tQlEuXLrG8vDzZ5zOf+cye4126dGmy7U9i18oMXbV9D2KiXgASeXVo5/n33o207HZCdq/496wixroOsjd+G4vgjTuw1JVO1WRi92Mpb6HWMKlzBGqui42pA4RQAA7batG85Q20fI/OyoA092z2t+lvXWFUFOQXLM+dfhasZWMwRGUtOgv7aM92aXaadOd7tGdnUCphfXWN1fUNzq6dQbmnkHLAXPezZGmLhcUlDp84xOHjx5ndt5+kaUltikkCjSyJg0Yt6Q1V9ACUR2GY1Dyqy3Y/f1swmUB2C0eNX4f4YnyDURJlsaOSqKCMptXM6HZnSJIEV1Wsra3hKgd1RdgxyTKIm0wAaRrFjGZmDSqkdDJHO3EMtxMWj2p6mbB2OUcWhO3Q5MqGsF4ISVLSMAZftXDBM7OvZGM4IAxTvA5sjipSyWigQVdsbxvQPZykYDNWhydZvbDF/sPzFMxxaTPDNoQDrQEmVFh7NE6KBIwKiMpRVHgfVzJBQJmKtiQszG3y7d/aQjFkez4W9hoOcipfMT9/Am1TTL5F8FuUow20VAyLQL52niTJmJk/wcKiZnOjz7GFG1m99GWq8hw2lHTn9tE8tIDOBnjlOLfaZ+3iBgvzM7jqOE+evEJJhfMFqVmg3ehj7Bqz83OMPJhC050z5MUlRn1oNrrcdPRuVi6tg5wCcfGZoQQKRBIQU4cQiZOy2uFvqckqcJcWisBYBn+H5zRO16yfF8YckVgtO64HAsF79owbKi4ItNHo8fg+dlCwTHgmkxBP3ZellrOvC4xCFGFTKJSPMHwQi+gMY1okYtBBIVhMDeHH8GoNvxOi/k8AZUDqVGUtFq0SrDKkGEIwhKCpnFCVgbJwNBsZRadJnucMBiNGw4J8VDEaWgaFZTiqyHNHkQeKPDAaevJRSVl6ykpRlYay0LGqrhOqKhB8vdr2wkTJvEax4uKqvg/ju60UY1L72CkMUqG1jwrbSnCuJNQF6kSk7uORgzEpJkiUb/cIQTRaLEZnaOmCb+Kcop8P0LJOJ+nRMvPMtdq0whp9f4E8bFBNuEkAaRSGU74uQBjTcSs3xIUcFJiaCO8lKrUq38YPm1SlRjcDpa4o/QBJHMoKoeZjSLBY1cQkdXaXMgRna6xcIgqhYghHtKAThzFR58cHcJGIQ2IU1iiy1JKmBiXgvMf7mhslY2ewdlV0TZeVUNdxUygs2pj6Ua2LVOo6v0xqVFt2SkNoFev+yLjnSMwaCuIJIvXCIVa+Mjpqzig0lSsZ5mV0ThSRS6P+FDkoIsIP/dAP8Wu/9mv8wR/8ASdOnNiz/Z577iFJEj72sY/xjne8A4CTJ09y5swZ7rvvPgDuu+8+3ve+97GyssL+/fsB+OhHP0qv1+OVr3zlizr5+qyu+j2Gdtn1Wq7aXXaPH9cea7yq/yrZN3GfXV9xndPaqdx7lRN11ee00jXhE8biZxHGi8eQUCf0qrHAkkZLFIjz2qOtiZhcXW8CDGl7gX13LNO78dWMRiNGG+tsrm+yvrrB+WfPcfbZcxgjbG5eolq7QDGCrdMXcFYhDUhabeb2HWF2cR4xHt1p0sgatLIW5aBifXOV0fqAkxcepXXyEea7PZYWl1g+sERndh/7D+1j6dABWu0Uaw02idkOaMdYg2F8H8dEWrnqxuy07I5DsnP7xwqdY8cuimspVd9HrVBGTSqili5wZXUjllqXmBUhEjuOiXg9Enzko6k4kKZJwmwvIM7T7qS0W9BKC443t3DeEYJl20FvVJCYgoyUZ09usv+AYtMFZuYSgispKsWJmzIoNaUEpDCYhsTaM+0WaxcO0sxyTj+5Qn8Tjt3a5MTNJxjlQ1Y3niPRh2BtiUxBMv80iXJoTBzMGBFI4/OqdR0jzlECZeiTaYfDkJoWc53A1vACukoo/DCGoC5uc+zwcbJml37/ElvrF5hbmGNzuyJVgc7sMQbDdYpqg4MLt5A2u6yunIRQ8IenHuC2W+eZn23h/YiZhXlmZ2+jlBWkOMy8OchQPUZ7PkB7yPG7eywsHyftHiDTKVc21um1DCoR9i32GFU5VdVndnY/m/0nCaEkSI4P/QhVKzWZqCEBKWrnIhI2kRh317XORUQzYvhhPD3u7vB7yOwCWnapvtZIy1gfJKKaGm3r768RQKXU5HkZOyeRKFtrjYxX+4wRlfF3xAy/QCQYUmcFxTopUoeAdK1BMV64BELNRIOYReHFxX6vakRGUxOGUzQpgiELgs/ANYWyKCnKnKIY0Wo2yEcVRVEwHPYZ5AmDoqAoHHnuKUaefOQpCktZOsoiUBZCPgy4UlFVUBaBqiSmLbvIj3Ourkc0XkDBBImSelEyGV7VuOkcUCIqHse7KAamiMUgqwDelQBR9VQ0Sqd1Cm1U8XViSGyC1hlWJ4gqWC/Os5mv08wWWGweYSk9QNcsIsoSnEJTxWdAe8Y1gKwGcDWBuuZV2OhkKECUwikfJ3PdZug1GI8kJaWMCCam8aM1hqSmmqY0s3kSm5K7TfIyJxB1VQQdFxU1wTpIiEhZElEN4xW6iih6ZjXNZkqaWJCKyhcILqq0hgBeCC5WL1a1A+99/KzFYnTMKIzq5h4/maBUDDUFYl0oFV0nXXNvNGldZ8pNog5CiOnKKkzS/K1OMCqmKefViKLKqbxDGztZELwYe1EOyv3338+v/Mqv8Bu/8Rt0u90JZ2RmZoZms8nMzAw/8AM/wI/+6I8yPz9Pr9fjh37oh7jvvvt4/etfD8Bb3/pWXvnKV/J93/d9/Kt/9a+4ePEi//gf/2Puv//+rxLGub5N5Nx38TkmK5jnta/twe04L2Py5Q7aofbuMZ46d0Iz7HJ/9pzG1cHXMfoSkY8dX0Ymq4y4+pLJ++zia0i9Xdefp34VDy2gA6bpaLUaNGki+2fYV3nKAm7aKhls9xFXcOX8Wc4+9TQrz11ic3Wdzc01NrbX6V/e4JmnLtGebePEUwVFZ3aBuf0LKK0oy0Cj06M9M0szSylKx9OXNzizukUx+BK9dkqv02Jubo5Dhw9z4OgRFg8sMLdvFmMCWsfVsZeA1PC9qJpPgoqrSkWchCdqomMnZJzquBPuibB+vA/R+YhqiGNuii/igDJWHCWMybxxKSwhdlitDILHhLjK7XYs1SBBNzMaTUenPcDnBaOhphgqvBJCqVGpI4wCvg8MDbahERmRNQNlmWCTCkMg1RlpW+OUReuDbFzuoJMN8tEarXaL/QcWGFy2pLqiOd9lcHmDzdGjbKWPs3plmbmsw7d9cyBzV3AYkqyLsU28z4lqkDHsIaqsU0gMaa0cWQxW6C3chW0mBN0kTS3pfIPPPfQ5br39NczM7icvS4zkjEabbG6dp7e4yNLcMvnaOhcvnqPV7rD/wKsZjUpOn/4Yd7zmdTRnEirXJ9/cJB9ZZmZuYLN6Gj/K6CyfoNneiBoXdhalF+hveY7ecpDDh2+jKDZJEsP2Zp9my5D7NfJiNEmZ9CGPzphWMT2BElQnqsYaW094dZgmtj5RPE3qVeSOYzteXe70t12lIETFzJx6x9ibY6gmPm8SxawUk+dxwjtTqnYQxtBsRLfUJIVNoYMmRPiDcZ2f+FPVK9GY2RNqh2OciaSJjs5krFDRuQ8EvNQ8DXwMaSlDrLAcn3Gjbc1hAQkaHxQuzaiqjKpqUDRziqJgNCpoNhKaVU6zyMmLgjx3VIWnLISy9BS5o8ijk5LnnqpUVCWUuacshar0lKXHOShLhy+jxor3dRFFL8RoTJiMU4FxFh5EvQ9ft1sMV+Gl1lGydRsmBF8fE4NVyS4UObar1mC0Q2khLwe4okApw7bbYFiW5GnFXHMGnTZoJPM1suARPaKSiiAJoqB0FV4iipEQs2BUJZMFj1IeAXRlyRqaCo1XJZXro+2oLgAYnVUlCptoEqsxRqN9gtY1ojb20kTV49WOAywElPZkSROTJVRVTghFXcG6TkOvF2RKa6zSIJ6gQ82niYiJVlHyQatGDBeKqX2MsXqsrnV/atXz4GO/kigbER35iG6pXRmVSiWxLwFKoky/UQptIsJXuRxXHyvU5PMw4S29MHtRDsov/uIvAvCt3/qte97/wAc+wPd///cD8G/+zb9Ba8073vGOPUJtYzPG8OEPf5h3v/vd3HfffbTbbd71rnfxL/7Fv3gxp3Idu9ozk+f5+6sc4Wqy7O7XEy9o1+9dhcBk/N8u32TvGV0d5nmec7oep0XtDKW7ZaF2f7GMt45j3zUBC2pqXqIxSUKjpenOtlDMgQhHbjjMiVe8gu31LUb9AcP+Jlsba6ytrHLp/Dr5aMDG5iqjYWR+hwuX6A82cUGznWS0Z7sUM11KoxBjSRtNRsrhHFxe2UZdPM8jTzzJTLvN4QNLHD9xgoPHjrF0dJnWTBtt43lGueWAlVgcS7RGaTd5+McWO9KO47ajw3L91zu3cAzR76AzSo9T48arYZBaEdQbBQSwbdJ2ik4cN99yAzccnsH1T7O2cpL1lRU21zLwmqoyeC/MzyU0ssDGhsPSQFJFpQu0sqRGMyyFmewQxVaDXndEmq6yNHeYZ85skXXn2XfsTmbb+zn15Gd59vR5ZpcXOXLjUYy6hIRVVi4rPvbJwOvvNsz3FKFYiYNPEuuJ+FASxGMkQYWAU9ukNqP0CcENuXjhWWySMbtwCCTDNDJ6vYyt9dMMyzmU8jSbcxw6tI/tjQaGJkZblpb2k1clVncpqg2eOf0MZalYPDhH2uqy2F0ibVxhK82Zn2/Sand5/POPMXf4ZlT7PFJmrK5rjt2wRCNbxAXBBE2vu0w+GtJsx0wYgmJUbtQhS8GHERDroCAjlIzQweN9zGqJ/TCrS8DHpz1mllE7ImHyBOwQ0HdW8OMlTRSNHvfluly8GvepHSdEajhlN5di55kaQ4E7ryOKUgu01eKLPlQxQyWUESUKJT4UddZKTEdFGbQoQq3aHGQHTfUSM0tcKCOJUYNRAsqhlEPrgDGCNbHvRyJxTJN23pOmCc4lpJklKxOyhqXR1DRKQ1Zq8sJSlBWucFRlwJWBovDkhVCWgbLwdWqyUBQ+ho/K2pkpFGXhqEpPVXnK0lFVnqpyuDLEFFhPjbCEyYTvvItcIxN5Pj5UdTsZ8DsVrT1VRD21Biq8i42RGgNKkVgHqk9RRGRKm5QqDBmNzjFM1tiwZ+gVc8w02sy3Zukl8yRa4/w6MARtqCjw4nFS1ROk1EiOwuiITsRq3QHSnGbHEMQwKkqMDthUIHEoExBvQcXQY5ASX1UoERKdYmu4VqFim4YQwy0qcjyU9hglpElM3Q2hIC8DrixjFps2jLklYx4WEtDEGKjRSY1+qPq4CWBiVWJfk22Viun1SsdqC0ojwRLCrgxJ8THpQcc1T/Axw3RnVI7IZpJYskShjCOvCipfEkTVqd0mfk/tHL1Qe9Ehnq9ljUaDX/iFX+AXfuEXnnefY8eO8ZGPfOTFfPXz2rVFrXZf/lXn+2JcN5gcbzyQ7frWr/XJ8cKp9jXGTsXez12dTTRGwK4+zR2S6Ff73t0OTR3rVmM9hviQxeupHRdRaJvQmslo9g6wfPxQ7WULrioZbg3YvNKnv7nFxtoao0FJOSzZWl1h9coFBsOClZUreCVU26vkowGBhNDp4bSmlA5CDK2s9rc5f3mN8+cv8swz5zl84gJLB/axtDzPocNLzC8vkLRSVLBoXcdb6wlCyQ5CtOee1O29o74rk9fj7bv33UvY23uH4+rLx86jPd7DkWOHaXUzlo7cxLF9+0jNiEOHZ0kTT2kWSBQcmi8ZDQz9UHBkXnH6vKKfO7YH0NAt8kFJ4QJYhfGQm0Czs8DmVkKndR6bCalZJs8TGnaB7vw8nYVDrDy3Sto6wA039jj15GmChkPLTXy5zurmFk9+eYVzK7N86zfPcnx+hlaS4+QSKjQxovBY+pVgTU7mc4Ip2HSvJKeBNQO67UW0D9gY3+LIiVsJMuTcc+c4/9xznLjxFo4cu4lm56YI0TrP3OJNDIpNms02m+uahx78dQ4caJElnlMnn+JVd+9ncanHXDfFe0enc4x++RVWVxXHb72T7bURIuuQNOjM7mN2bokiX0MQKgcBT5GP6orcVZRfUAGRMma1hAKhgLoibZA2QbKYKiw2rnCVAL4Od8o4hlP3DX3Vz06HUxIHXwU11L7jgIw/HSTK96s6hV4rtas3ygRBkbFkfF3fJIp/V/hQ4CWPBRZdjqtyKp9TuRGlG1K6nMrX11oD7yoUkYyr1ARRoEZPxrWzogR81KMwikgoNZE0q7WgtcKOHRQUxlh8sBhrMDaWKDCJYNOAdZCUUJSGqrS4yuFcwJWesvIUZSw+WBXgnMaVRIeljBwXV0BRGIqioio8RekoioKycBRFRVE4XCVULuBKVzsrcWEQvI+aI1QI0dmIIcuoQRMnckEZh6aM/VkybD1gWmNiVW1KqtJRBIM2LYy30UEKm0i1gck2yMNFSr9ICEcw7Rlm01kSmmjZJqghzg1BcpSUhBAROk3UXfRaqGrpftGCTj1Jq0LnGj8SktSSNRKC0Xhc1ANRDYQQlVclZnsZQ0TCJICYmOHCzphtdIqVQKItSnlKP6KQAkzkq4SgEa+iI6sB42JpBIn30ehsfNY1CqXrtOI6sCORkB0dPR2LEhKfYcW46OZYDVkIqua2ESYonhepS1AkpNbQaiY0UhXDTlUJhPockvq6xqUeXri9rGvxXG8y2rW1/r3Lablu6jDXcVx2BWomqO948nvh/p/a/cdEEnv3+Y9f7/6+nRXeZG+1S9HvqpPeOd4YKtz97o7CparZ9SK6fsji7Qi+JIRIPItoucYmms5Cl+bsHEpM7EShhgB9jvdDRnnJxTNX2FpbZ+3SOc4+9RQXn71Iv1+wPRgx8FdIMgtpRrM7h55boKxKLgyGXHr8S4TPbrDU63L7nXdx8x23M79/H53ZGeYWmzU06hEvMfPhqjbY3d5jQSlgT5hnvP/zFTjbCQdpxI87pYqiUFpxeHkBp5usbQ751m++kVRWED+gqrZAj1AmwZUJ87NCfz3l+LEBhw9DnmueeVL4yqlA3yWUwybeQTZjaS4vcvn8Jo3mBRqqoO/nSduX6M3OcfDI7WwN11g9/Tkun36O7sJxsoOHuOX2krUtzwOffIZ2Y0RZ5jSMJoQGn3u04vTs49x2dJmbD8+gylXEe0LoUrk5NrdSuvM5eTlL3y2SdXs0uhmSeLqdfVE42xS4KnD62WdoacORI8vgR2ytbtLpNvHe02r18Dqmvj59+tOceewZFkzGt/2Nb2eu2aXfqpidb/HcmSfZt/8Io9EWiKLZbPPpP/oKN97+fzPof5522mR54QijYZ/cdOnMHKJ06zRamnyUMD/TxJeD2O7GE3AxlTVolEpBGihpgjSBWAdogowINRq2VxwwdpoxSmbiZDdGHHfB62P0cUxEFyYAZMxUQcDXxNwQOS5jUrvSY6JlnWop4xL1DgkOLwUujGI1ZD+k8gNKt03lNimrTYoqvu/J8TUpNPpWYVJrU9WOlpqEnerTr/kzahIeqGsXmaQmfCY1gqJjZpJVmGARpRAlJDqS1rUNGK+xqSErS1xV4r3Hu0DlIgrincY5CE7jvcFV4CpVpyJDWUFRCmXhKAtHnpfkRf2TlxR5RVn4OmRURt2VMtQhhkhQdT4niOBifBetY9iGENk31CmzUSRvRzsl0ZZG1sRVfcoqp1Kj6NSGBINHtCV4QygUhC2265CSSmJ/n7ULNFWDinUKtkl1ilMuZqvURSErV8Q2MAq8QxuonMepIWLq0HMdYjU6YaIjHBQiaSSsShS71EZFvRMvNWobUZZxqrpWmsQ2SK3Bh4qiGkXHVGtUiHPJJGMqQCV+UptMY0F0feyIwFlbE2FDwIdauwqJac+T7LiIOCpdA1tS6/iIig6k1MVZJcS+WX8y0yntrEGjkWFMdKYCHmtiWrIOClGBEMqdAMELtJe1g7Lbro/ujB2Y8U5jF+Gr+XC7HAm19/36IHUYRq56f2fz9c7hq33beLAca3tc77PXXt61SNHe+kDXXuckS2hXfEgkPpBG7yLi+aieiLa1v1OX4dYaUiEzhtZMl95cD18FfPlq8qKkLHOqQc6V5y7x7BNPs3ppjTOnz3B+5TKbVUFZ5jQ7LWy3i2k0WQ8pDz5+is8+8iSzTcsr77yd17/5W+kt7iNtl5FHMS5cWN+EcJWTsZuTEnfZcUquJ729k7Gx6z0FsZx7VMy1rYz5G1+NvzLgpmML7JtTbF3xkYQmARKLaR2l8Jps4Qr52jxeCjQlrbbnrtdpbryp4olTFU+eDqyXmuXb7mXz3LNsrK5wbH+CH1gqShb3H+XihWc4uGyZbR+g2zyCPrJA1tUcP3ELg819FPmXeNUdtzHYfJbSr3H4RAfyDTY2Wyh9nD9+6CRPnsw4sNDjyPGEJDOkLcXDn7vC5051ePXrGizuqzi8v0c1Suj1ZnFek/s1xDuePnmGx5/4Ene/9k7mZw/Sbc7whc9/kkMHDqGtJp/pUW5eZO3cCo10hjfc9xaO3/4MLl9BteZ5zZvvYVhs020ZkkaKDx0azYQ77jzMs89ewZj93HP3t6AaDZozh6gufYXz55/gRPcunBQMR9s0kmbU1dGztLuL5OVzKBWzwIzOSHQHa7okphcLwukWWseCakz4I1HQKmLRO319x7EfI4jjxtdjiJOJg8+Yor7TJ8cDQlwFq12hQOICIIQaao/9Z+ygBHF4X+J9QekHVK4fnRTXp3SbFNUGZbVJ6QZUoayVTsfO1Fg4rl68qAjjT9Bc0TFJuZ6kdZ2FNna6YiaTIdY0qlNLddzmiKrPBg+6ruLsHcoLygQSS5zMQ8B5j/Oe4DWhSglOIWII3sZMHq/xLiraOq8oHBEtGTsno4K8KBmNcoq8pCgqyrwiz0tGI0eRe6w1pDbD6gzvHcHV3DodV/Qmpi5G5Q6VURIonaf0RayNZDK0jjyV0vm6RoyLekA6pvciGVEt1cfsGylw/jJVcLgyZ9Q4zGxjicRYEtOmoWcoRHCUcUIONTomARUEhYuTea2arSw0Gi2QBOUCxjRRKhB0hZO6hJ6yBFU7mRJAHFoLzgPESsRSo37GCNYqUBrvFIQEqbWvBNA6oHVEcrxAUJYgpp5NIkLoBVQIURW3FsuJKsgRDYndIKCMR2mpn5mdGbJetkWuTFwB1E+m1HOGxWpDllpsYvBBKMqCYV5SOYljaQIWwXsXU7n1i3M5/lw4KC+49Pf1PY/r+hC7WfnX8k+YiK1dg97I1X9cHXbadRxh17Hrt65BaoRJNeDJMXe2TRycPY7XDmIyXtlF6Dmu9HbIWdSgizBO+6PWVzFeYoaAMNF9CErwOmoDEEIsuKcFUkWzl4FNwHfYf2SB47ffwmgUGGytMRpts7055MLTZzn33EUubg5Z21hnbW2VoS+xvQabvRYXP/kpnnr8FLfffTv3vPnNLC4voOlj6nTPeLt2MnZgLydlt2NydbuMWyGuwsZZU2P8KuBRGGuZafXwrQTXneeWm4/z7a/dh2w8iXKrOFfEtF4NXjVJW0dYPtzk1LkWhdpksbNFJR6PMHcQ7juQceyA5ZGLN3Luia9wZWvAoYUOze6QShRVoZldugvxpyn6A5qtVXoHjtGYXaD0Q85e+BIzczfQnW1ishmypMHIPUtZDWmlDXQ14OD+1zE4n/PUmc9z5WLJ//q1wNyJAHbA9iXN2vosX35wyLd8160MNi7SbOxnMNqgKITZ2R5rl8/xBx/+TW68cT/zzVls1iRpW15552u4/NyzuNFlhpc03bn9HLr5bhYP3EpqGpy7conR5ohOt4dYjwwdC0vH8UGzuLBMVQ3Zd+IA3/G2kvOP/hE3fuf/xerGOfTmcxTDiiOH78QNVmm2D7Gt+3Rm5ukPRjRbbZIsoawyMtvAqBZaNTG6gzVtEtMkMbFwn1YZSMaYJBtr6cSCZmNFWLW7X9SO6PMtGqIicUzxp15hRl7JLt2PMVIx7rqqVhzFxxmh3l/E4SlxPnJNfMip/JDS9SmqTcqJc7JF5QY4idyKCZFXManOrLWqV7yhxowsO6J0sVib0cnEWRkXShyjD2PipapJkGJihw4h6lfEqskhciyM4BMQMXhfk1tDTKkNPkHCOOMojVwFPw43gA+G0uvIQakcrqgoipI8L8jzEcUoZ5SPGBUj8jwWNywKR5IarFFYLYzERURXwJiExBiM1nhfoZXBmgQfHFoFtIr62la3EIRBsUnpNmukICJGpnZYjXKIlASnCDSoQsC7gHcDxJ9nVA7pV6t0GzM0Eo02bax4QtjEUQFRhyRIHC1i3pgGYzCmRNucRreBVBofNEoaJMbhqAiqBInOUQ31IaHO0hSig6MtSqUxbKQk6sIkAedLnKsIvtbkIXJOxgrJalxR25voQGiF0QqReM7jopVBKhAVi0PWo+H4TzF1KKeu1cOeAq91CKjuDUo8tnZ2rbEk1mATQaRiMBpRlo6iUriQggokGqKIJzHk+HxRjOexPxcOyo5db+C5+oZ8DYBpsrluoD1xml2IzIQXoa756CSlcdfqq27ea8/hOv7LXi7NLuTmuie7I6M9rpo6hp93jrfrj3qCH4vwTI6hZOc9paP6sdSQKj4OYtQKsXVdEiQS9kRVaBXhPEGRtC2z7TYzojGqhego+NS/6xWsrmyztpWztbXJ+uVLnH3uDBevXGFzY5uz5y5z6fwGK9uXWdvY5lV3v4YTN96AUvNEuPdaZ2RyJ3YhKLszfHb2kUiKDSE6V2qXDk0dxlpePoLtLjMarPLsp3+He//Gd2AlZ2u0gnclZb6NtVEYzKYJSSPB+hGLc54NuZnlhRV0NcLnDmuaSLLI/E1zvOlmw7nHhnzys47toHG5Zabbpgg5pS/Zd+A4g41TDLa+zKmvXCBr76PTOUoITTbWT6PFUVUjhtWAntlPrw0msxxdbDI/f5q+JHT33c1cK2OmNeDk6Wdpdzp05wvedNcSM4uzWLNIom9iMNimXXkwG6yvj2h0u7zpbfcyuzBH2ppj1B/y+ccfRfJ1rBpxaOkgraWbaDRaFGXJZv8MiW3Rm0lpZgdI0jjQWpuSZg0qX6CtpWlnyYbz3HRbl4tPPsuV1bMsLhwjhBHLBxusb/RJkgzCJgszhyjcBs0spSoqnPOxerBpY/XOjzGtGFs3SS11n9STdTLRP9mTpacsIibC3Lv0F8b9cxdnljFXJcqd1yEbYvgjxs13p83GFHFVC1iNi65NOF4qKnA6iehJDO/0KaptynKLotqicJuU1TZVGOB8jpe68CY7qI3oOrstmEiCDKBMTP2M0vB1fSxtYmqxjrLkYyQl9pN6YYKaOPeGuiSABnzsI14bgqR4b/HB1UKIEiNiKvYRQiRdKhIgBbFIiE6LeIUPGhdslMh3gqs8ZV5RliVFXkTnZDQgL4YURc5wlJPnBUkSzz+xDazOcTgQM9HtiIskXaMVGqUtRnlsWgsqMsRLwIU81hsOdVFJFYA03qugsSFEBEIsIeSoEMnGfZVTuTWGVZ9W3ma2tcBMu4PVLRQVij5KRaRnzHnzwSBiSYymLD0jU5KkIyRt4IeCc1HyXRuLkYBSCYKJQZ9QiwrWiLAWAVI0Scy+NAFjIIQCH6IgX8xUVMQ6TLXOT4jFDA0GWy+MDGB1qMM/EssUKOI4HerQvlYQak6KUNewikrBY0FCVXvKSgE6xGKItfNstMYaIUksaaJQlJRVIC8qSi9UPoaIdO0EiYpKL1Eaea+A4teyP2cOyguwFxIAU9fbsXZOxmDxHk9Q7dl7zycnToCaHGFn01huaG8IZ0/wZg9ocr2T3+3A7AhWUa+4Jj6WwDiWOnGaajgxbh+n7safoCIpTEFMj6wfMV07IYGYdSFaE3TtvdeTgQ+R6KfrfP4gBpUmzB7sMHdgjoBFo8kHA86dOcezT5/n7DMXOdV7mjPnn+X0mctsb3+ai2fPc9er7yHrzNT3Ym9452rBNmAi2jUO/expofF+Y+dkF1oVjMY0DKHYZPPyCt/+unt5xZGE0dqTlEWF92PdTxfFpCSAbZDYZQ7MX+bZ7S5NM0Sls+S9NkVhuXhFsV10qULC/PEedySGlct9Lj33FBfPraBM4JGHfpvjx+9kYWaBxBhW1k7T7BxAK0WaOmzSZaNvcaFkdnaO/dk6S/MNBnmHM09tMn/7BY7deIK0dRNlf5Ve5zRHbl5AS8pWUbC6tUZj7gSz8wsEu4ExJUoXaDIQx2BwibmFJUoFjzz2MCe/8ABHj57gprteQTtL0Dg2Nk7SaXYwukG/PyLNFiERCD2SRNFMWzRmWlShQgc/CbskGMQ6Dtx8jCsXnubgkZtwpUGqAdsbz/HsuU0yVXHHnXczzIfMzQVaWQ9DwKsWVi+R6NpRMe26CKOtwxmmdrQNsRYPe58RTUQO8TETZtL2e3vPWI9k0ocmGXY1siABZCf9NTo3Y1GsiaoJ44KEk8wd8bjgI/E15FR+RFWNKN2I0uUUVUHh8ujESHRwYvSpdqz1zoma2vlSytQqp0ldzdlMoPZYaTmp6xHBmAODsqB83ddrVEmpOGkTV9s+xNRXocKpFBNcTH0OO9XYNbbmstja8bMoSVAqQ2FjvaJgCZLGyrmeiFCUnrIso5NSxDBvUY4o8pzhaEiej2A7wYvDB48xGcboyXiECkhdRsPYSOK3xGuOBQOFohriqzHSbQjYeK+UrR0bQJv4zKt4biK1oxY0vhJy8biqiETgmENAr9XEmi4qGIQCbCAEjwtQVC6iaQKJTWikAWM8wY8I3jIaBXwJNktilg0WLR0khBjqEF2nX4e6ynAkLmutSIxGa6FyBd5HlVdtI38quta65gaamBaNQrRCQhURcK3q65YojRIEN0GMIyoSNXN0zW8ap7FHZEfF0sj13DCeo0I95kc0z2pFlmiUDhTViKqIyQVK16nJfpyNFWKasbL1QvrFSYm8rB2Uzc0B7fZWHbL42vt/tVCQeh4HYAyUXItMxcbeHY4ZOwLR8ZDde13/2MIkpDIWcrr2W2Iu/UQLZHzQyYnvDuyMY+q1QJT4epuuL6SG7lRdi0FRF93bEU2TWqxKaZmo1opScbUoNSQsQtARdNYmiRkOIdRUK09FhdTpbSZEDkCki8UBX7Ql1SkKy8LSPmYWD3LTbUOOHFjm9z+6zVPnAyOX8qVHH+fKxfMcOXYDxmhmZnpRVpsaCarvYZCxsFCd7SCy91ZKjK/G/fTEIxyvVJWKwznliE5SkHcbvOJVtzFcW6FfbFBKC+8DhhgH1kHhfcqoalEmjnRmhrWLTZ4eHmOQL/PUBcezl0vWnyqo8hFL7fO8/nVww53fTOMrlzDhBE0tXFrdoqmbXL78HClC3l+ltfAatF7GlQNcGNCbmeHw0WWeO3OWdmsfXdvHO02rs5/bXnUDtjnLsCgoqgGWOWwiHD74elZXP45yR1jc3yVNbsKywHBY0m4ssbG6TaI8jWaT7Y0VOu0uwfdZe+5Z7n713ew7dJzZ1iEwlq3RCq40FMkc1rZJVUkoW1HGO2xy+eJzjAYV7dYseSFcXnmWoCoWZw+S2i5rWxsUhWP10honv/wQWXeZXjellSSce/oUc3Pz5MU2Nm3SHzq8UyhSvLMUowxvIjpitEerWG2VMTlVxRi5lujwUmdAxEdZ12UhxrylMbfjqo4NE+7X2G8foyWTKsj4HeSOMUrJzqBeOytxQo/fFYLD1anDzo9wPqd0JVXlKRzkzlL5Jg6FD2UskrcLvY1KuREpCcog2sbVp7EEbWI5CR0nGV2jJrqekCMnJaC1x+gqklBVXCwoBNERWRpfbQiKIKYuiqhrTZbdqBCM5dGV3qlyG1+regVuINRic0Fqtf+A0YbURtTHakuWZGRJkzIpaSYFZbNgfTQg3xZoaUJogsuivLsyBBMRIK0UXqdILWlvNEgQyrKiqkzU1wgKvK/LFNWS7NrUUu9SX9e47VuE0lDLrODRBG1xylJtB8qNLfIOzLR6GDKo1ZodFVXw5FVJ5Stc5ShGCcbHiTd4D5WFMjoxLkswiaqLPfYialMOIipCRDY8ESFyRazvI1ZTisN5iJo5Id53qavoKIMeh+BQVJ66eJ/FK8DU6tpqPD5GjRUvjkB9Lrv4iF45ggqRRE1C0Fl9n0Lda8Ypx0TnTwviNZXTVL6gqiIPSYKNz1b9LAQh0gTGTr8EwtBePxjwPKbkheQOv8Rsc3OT2dlZ3vuD30fWSL/epzO1F2PXhLTU5P0JGW3XE6wYoyXjYm1/ujaepIwZZ/nLrncn8Tr2TnY1T2iyip9E9aBegWgtsIsXNEZwxqPEhPM0lv/ffU57eDVjR1VdC71NjqGiIzg5x7HY0u6Q1865j89h9/brZT5de5d27s/OOzv3Z/d7E6LqVRlYV2dl7f7OnbdfCOz5UrPr3TfZi9b879p48fQ178+f9P5d/Wy9ENuD/+758/pXPH7u5P9oM1+nl75om/Sx5/uG572mXSfxEnt0v+6nJJAXFf/+//llNjY2mJmZ+aq7vywdlFOnTnHjjTd+vU9jalOb2tSmNrWp/Qns7Nmze2r5Xc9eliGe+fl5AM6cOfM1PbCpvXRsa2uLI0eOcPbsWXq93tf7dKb2AmzaZi9Pm7bby8++UdpMRNje3ubgwYNfc9+XpYMyJkLOzMz8uW7IP6/W6/Wm7fYys2mbvTxt2m4vP/tGaLMXCixcG/Ce2tSmNrWpTW1qU/s629RBmdrUpja1qU1tai85e1k6KFmW8U//6T8ly15cTvXUvr42bbeXn03b7OVp03Z7+dm0za61l2UWz9SmNrWpTW1qU/vzbS9LBGVqU5va1KY2tan9+bapgzK1qU1talOb2tRecjZ1UKY2talNbWpTm9pLzqYOytSmNrWpTW1qU3vJ2dRBmdrUpja1qU1tai85e1k6KL/wC7/A8ePHaTQafNM3fROf+cxnvt6n9A1r73//+3nta19Lt9tl//79/JW/8lc4efLknn3yPOf+++9nYWGBTqfDO97xDi5durRnnzNnzvD2t7+dVqvF/v37+fEf/3Gcc3+Wl/INaz//8z+PUor3vve9k/embfbStHPnzvE3/+bfZGFhgWazyZ133slDDz002S4i/JN/8k84cOAAzWaTt7zlLTz55JN7jrG2tsY73/lOer0es7Oz/MAP/AD9fv/P+lK+Icx7z8/8zM9w4sQJms0mN954Iz/7sz+7pwjntM2+isnLzD74wQ9KmqbyX//rf5VHH31U/u7f/bsyOzsrly5d+nqf2jekve1tb5MPfOAD8sgjj8gXvvAF+e7v/m45evSo9Pv9yT4/+IM/KEeOHJGPfexj8tBDD8nrX/96ecMb3jDZ7pyTO+64Q97ylrfI5z//efnIRz4ii4uL8lM/9VNfj0v6hrLPfOYzcvz4cbnrrrvkh3/4hyfvT9vspWdra2ty7Ngx+f7v/3558MEH5dSpU/I7v/M78tRTT032+fmf/3mZmZmRX//1X5cvfvGL8pf+0l+SEydOyGg0muzznd/5nfKqV71KPv3pT8sf/uEfyk033STf+73f+/W4pD/39r73vU8WFhbkwx/+sJw+fVo+9KEPSafTkX/7b//tZJ9pmz2/vewclNe97nVy//33T1577+XgwYPy/ve//+t4VlMb28rKigDyiU98QkRENjY2JEkS+dCHPjTZ5/HHHxdAHnjgARER+chHPiJaa7l48eJkn1/8xV+UXq8nRVH82V7AN5Btb2/LzTffLB/96EflW77lWyYOyrTNXpr2Ez/xE/KmN73pebeHEGR5eVn+9b/+15P3NjY2JMsy+e///b+LiMhjjz0mgHz2s5+d7PNbv/VbopSSc+fO/emd/Deovf3tb5e/83f+zp73vud7vkfe+c53isi0zb6WvaxCPGVZ8vDDD/OWt7xl8p7Wmre85S088MADX8czm9rYNjc3gZ2K0w8//DBVVe1ps9tuu42jR49O2uyBBx7gzjvvZGlpabLP2972Nra2tnj00Uf/DM/+G8vuv/9+3v72t+9pG5i22UvV/uf//J/ce++9/LW/9tfYv38/d999N//5P//nyfbTp09z8eLFPe02MzPDN33TN+1pt9nZWe69997JPm95y1vQWvPggw/+2V3MN4i94Q1v4GMf+xhPPPEEAF/84hf51Kc+xXd913cB0zb7WvayqmZ85coVvPd7BkWApaUlvvKVr3ydzmpqYwsh8N73vpc3vvGN3HHHHQBcvHiRNE2ZnZ3ds+/S0hIXL16c7HO9Nh1vm9r/efvgBz/I5z73OT772c9es23aZi9NO3XqFL/4i7/Ij/7oj/LTP/3TfPazn+Uf/IN/QJqmvOtd75rc9+u1y+52279//57t1lrm5+en7fanYD/5kz/J1tYWt912G8YYvPe8733v453vfCfAtM2+hr2sHJSpvbTt/vvv55FHHuFTn/rU1/tUpvZV7OzZs/zwD/8wH/3oR2k0Gl/v05naC7QQAvfeey8/93M/B8Ddd9/NI488wn/8j/+Rd73rXV/ns5va9ex//I//wS//8i/zK7/yK9x+++184Qtf4L3vfS8HDx6cttkLsJdViGdxcRFjzDXZBJcuXWJ5efnrdFZTA3jPe97Dhz/8YX7/93+fw4cPT95fXl6mLEs2Njb27L+7zZaXl6/bpuNtU/s/aw8//DArKyu85jWvwVqLtZZPfOIT/Lt/9++w1rK0tDRts5egHThwgFe+8pV73nvFK17BmTNngJ37/tXGx+XlZVZWVvZsd86xtrY2bbc/BfvxH/9xfvInf5K//tf/OnfeeSff933fx4/8yI/w/ve/H5i22deyl5WDkqYp99xzDx/72Mcm74UQ+NjHPsZ99933dTyzb1wTEd7znvfwa7/2a3z84x/nxIkTe7bfc889JEmyp81OnjzJmTNnJm1233338eUvf3lPJ/zoRz9Kr9e7ZkCe2v++fcd3fAdf/vKX+cIXvjD5uffee3nnO985+XvaZi89e+Mb33hNCv8TTzzBsWPHADhx4gTLy8t72m1ra4sHH3xwT7ttbGzw8MMPT/b5+Mc/TgiBb/qmb/ozuIpvLBsOh2i9d5o1xhBCAKZt9jXt683SfbH2wQ9+ULIsk1/6pV+Sxx57TP7e3/t7Mjs7uyebYGp/dvbud79bZmZm5A/+4A/kwoULk5/hcDjZ5wd/8Afl6NGj8vGPf1weeughue++++S+++6bbB+nrL71rW+VL3zhC/Lbv/3bsm/fvmnK6p+h7c7iEZm22UvRPvOZz4i1Vt73vvfJk08+Kb/8y78srVZL/tt/+2+TfX7+539eZmdn5Td+4zfkS1/6kvzlv/yXr5uyevfdd8uDDz4on/rUp+Tmm2/+hkhZ/XrYu971Ljl06NAkzfhXf/VXZXFxUf7hP/yHk32mbfb89rJzUERE/v2///dy9OhRSdNUXve618mnP/3pr/cpfcMacN2fD3zgA5N9RqOR/P2///dlbm5OWq2W/NW/+lflwoULe47zzDPPyHd913dJs9mUxcVF+bEf+zGpqurP+Gq+ce1qB2XaZi9N+83f/E254447JMsyue222+Q//af/tGd7CEF+5md+RpaWliTLMvmO7/gOOXny5J59VldX5Xu/93ul0+lIr9eTv/23/7Zsb2//WV7GN4xtbW3JD//wD8vRo0el0WjIDTfcIP/oH/2jPan40zZ7flMiuyTtpja1qU1talOb2tReAvay4qBMbWpTm9rUpja1bwybOihTm9rUpja1qU3tJWdTB2VqU5va1KY2tam95GzqoExtalOb2tSmNrWXnE0dlKlNbWpTm9rUpvaSs6mDMrWpTW1qU5va1F5yNnVQpja1qU1talOb2kvOpg7K1KY2talNbWpTe8nZ1EGZ2tSmNrWpTW1qLzmbOihTm9rUpja1qU3tJWdTB2VqU5va1KY2tam95Oz/D8myvS6AXRPiAAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "def imshow(inp, title=None):\n",
        "    \"\"\"Display image for Tensor.\"\"\"\n",
        "    inp = inp.numpy().transpose((1, 2, 0))\n",
        "    mean = np.array([0.485, 0.456, 0.406])\n",
        "    std = np.array([0.229, 0.224, 0.225])\n",
        "    inp = std * inp + mean\n",
        "    inp = np.clip(inp, 0, 1)\n",
        "    plt.imshow(inp)\n",
        "    if title is not None:\n",
        "        plt.title(title)\n",
        "    plt.pause(0.001)  # pause a bit so that plots are updated\n",
        "\n",
        "\n",
        "# Get a batch of training data\n",
        "inputs, classes = next(iter(dataloaders['train']))\n",
        "\n",
        "# Make a grid from batch\n",
        "out = torchvision.utils.make_grid(inputs)\n",
        "\n",
        "imshow(out, title=[class_names[x] for x in classes])"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "EtqiyYuNzhFf"
      },
      "source": [
        "## Training the model\n",
        "\n",
        "Now, let's write a general function to train a model. Here, we will\n",
        "illustrate:\n",
        "\n",
        "-  Scheduling the learning rate\n",
        "-  Saving the best model\n",
        "\n",
        "In the following, parameter ``scheduler`` is an LR scheduler object from\n",
        "``torch.optim.lr_scheduler``.\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "id": "9ORJI2wpzhFg"
      },
      "outputs": [],
      "source": [
        "def train_model(model, criterion, optimizer, scheduler, num_epochs=10):\n",
        "    since = time.time()\n",
        "\n",
        "    # Create a temporary directory to save training checkpoints\n",
        "    with TemporaryDirectory() as tempdir:\n",
        "        best_model_params_path = os.path.join(tempdir, 'best_model_params.pt')\n",
        "\n",
        "        torch.save(model.state_dict(), best_model_params_path)\n",
        "        best_acc = 0.0\n",
        "\n",
        "        for epoch in range(num_epochs):\n",
        "            print(f'Epoch {epoch}/{num_epochs - 1}')\n",
        "            print('-' * 10)\n",
        "\n",
        "            # Each epoch has a training and validation phase\n",
        "            for phase in ['train', 'val']:\n",
        "                if phase == 'train':\n",
        "                    model.train()  # Set model to training mode\n",
        "                else:\n",
        "                    model.eval()   # Set model to evaluate mode\n",
        "\n",
        "                running_loss = 0.0\n",
        "                running_corrects = 0\n",
        "\n",
        "                # Iterate over data.\n",
        "                for inputs, labels in dataloaders[phase]:\n",
        "                    inputs = inputs.to(device)\n",
        "                    labels = labels.to(device)\n",
        "\n",
        "                    # zero the parameter gradients\n",
        "                    optimizer.zero_grad()\n",
        "\n",
        "                    # forward\n",
        "                    # track history if only in train\n",
        "                    with torch.set_grad_enabled(phase == 'train'):\n",
        "                        outputs = model(inputs)\n",
        "                        _, preds = torch.max(outputs, 1)\n",
        "                        loss = criterion(outputs, labels)\n",
        "\n",
        "                        # backward + optimize only if in training phase\n",
        "                        if phase == 'train':\n",
        "                            loss.backward()\n",
        "                            optimizer.step()\n",
        "\n",
        "                    # statistics\n",
        "                    running_loss += loss.item() * inputs.size(0)\n",
        "                    running_corrects += torch.sum(preds == labels.data)\n",
        "                if phase == 'train':\n",
        "                    scheduler.step()\n",
        "\n",
        "                epoch_loss = running_loss / dataset_sizes[phase]\n",
        "                epoch_acc = running_corrects.double() / dataset_sizes[phase]\n",
        "\n",
        "                print(f'{phase} Loss: {epoch_loss:.4f} Acc: {epoch_acc:.4f}')\n",
        "\n",
        "                # deep copy the model\n",
        "                if phase == 'val' and epoch_acc > best_acc:\n",
        "                    best_acc = epoch_acc\n",
        "                    torch.save(model.state_dict(), best_model_params_path)\n",
        "\n",
        "            print()\n",
        "\n",
        "        time_elapsed = time.time() - since\n",
        "        print(f'Training complete in {time_elapsed // 60:.0f}m {time_elapsed % 60:.0f}s')\n",
        "        print(f'Best val Acc: {best_acc:4f}')\n",
        "\n",
        "        # load best model weights\n",
        "        model.load_state_dict(torch.load(best_model_params_path))\n",
        "    return model"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6YCmfkSizhFg"
      },
      "source": [
        "### Visualizing the model predictions\n",
        "\n",
        "Generic function to display predictions for a few images\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "id": "JtYakW-kzhFg"
      },
      "outputs": [],
      "source": [
        "def visualize_model(model, num_images=6):\n",
        "    was_training = model.training\n",
        "    model.eval()\n",
        "    images_so_far = 0\n",
        "    fig = plt.figure()\n",
        "\n",
        "    with torch.no_grad():\n",
        "        for i, (inputs, labels) in enumerate(dataloaders['val']):\n",
        "            inputs = inputs.to(device)\n",
        "            labels = labels.to(device)\n",
        "\n",
        "            outputs = model(inputs)\n",
        "            _, preds = torch.max(outputs, 1)\n",
        "\n",
        "            for j in range(inputs.size()[0]):\n",
        "                images_so_far += 1\n",
        "                ax = plt.subplot(num_images//2, 2, images_so_far)\n",
        "                ax.axis('off')\n",
        "                ax.set_title(f'predicted: {class_names[preds[j]]}')\n",
        "                imshow(inputs.cpu().data[j])\n",
        "\n",
        "                if images_so_far == num_images:\n",
        "                    model.train(mode=was_training)\n",
        "                    return\n",
        "        model.train(mode=was_training)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "b9bKXGG7zhFh"
      },
      "source": [
        "## Finetuning the ConvNet\n",
        "\n",
        "Load a pretrained model and reset final fully connected layer.\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "QqkwG_MmzhFh",
        "outputId": "d5bf96af-9816-42ed-d534-d55fbdf44b2d"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "Downloading: \"https://download.pytorch.org/models/resnet50-0676ba61.pth\" to /root/.cache/torch/hub/checkpoints/resnet50-0676ba61.pth\n",
            "100%|██████████| 97.8M/97.8M [00:01<00:00, 95.5MB/s]\n"
          ]
        }
      ],
      "source": [
        "model_ft = models.resnet50(weights='IMAGENET1K_V1')\n",
        "num_ftrs = model_ft.fc.in_features\n",
        "# Here the size of each output sample is set to 2.\n",
        "# Alternatively, it can be generalized to ``nn.Linear(num_ftrs, len(class_names))``.\n",
        "model_ft.fc = nn.Linear(num_ftrs, 2)\n",
        "\n",
        "model_ft = model_ft.to(device)\n",
        "\n",
        "criterion = nn.CrossEntropyLoss()\n",
        "\n",
        "# Observe that all parameters are being optimized\n",
        "optimizer_ft = optim.SGD(model_ft.parameters(), lr=0.001, momentum=0.9)\n",
        "\n",
        "# Decay LR by a factor of 0.1 every 7 epochs\n",
        "exp_lr_scheduler = lr_scheduler.StepLR(optimizer_ft, step_size=7, gamma=0.1)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "IJBze7TnzhFh"
      },
      "source": [
        "### Train and evaluate\n",
        "\n",
        "It should take around 15-25 min on CPU. On GPU though, it takes less than a\n",
        "minute.\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "ycl4sxdzzhFh",
        "outputId": "5cb81b40-0ead-43a4-b3d4-2561761037d5"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 0/9\n",
            "----------\n",
            "train Loss: 0.6069 Acc: 0.7213\n",
            "val Loss: 0.1427 Acc: 0.9412\n",
            "\n",
            "Epoch 1/9\n",
            "----------\n",
            "train Loss: 0.8177 Acc: 0.7090\n",
            "val Loss: 0.3842 Acc: 0.9085\n",
            "\n",
            "Epoch 2/9\n",
            "----------\n",
            "train Loss: 0.4613 Acc: 0.8156\n",
            "val Loss: 0.3440 Acc: 0.8627\n",
            "\n",
            "Epoch 3/9\n",
            "----------\n",
            "train Loss: 0.7726 Acc: 0.7254\n",
            "val Loss: 0.2610 Acc: 0.9085\n",
            "\n",
            "Epoch 4/9\n",
            "----------\n",
            "train Loss: 0.4350 Acc: 0.8238\n",
            "val Loss: 0.3932 Acc: 0.8431\n",
            "\n",
            "Epoch 5/9\n",
            "----------\n",
            "train Loss: 0.4685 Acc: 0.7951\n",
            "val Loss: 0.2556 Acc: 0.9020\n",
            "\n",
            "Epoch 6/9\n",
            "----------\n",
            "train Loss: 0.4422 Acc: 0.8197\n",
            "val Loss: 0.6155 Acc: 0.7451\n",
            "\n",
            "Epoch 7/9\n",
            "----------\n",
            "train Loss: 0.3944 Acc: 0.8197\n",
            "val Loss: 0.2026 Acc: 0.9216\n",
            "\n",
            "Epoch 8/9\n",
            "----------\n",
            "train Loss: 0.2919 Acc: 0.8893\n",
            "val Loss: 0.1918 Acc: 0.9346\n",
            "\n",
            "Epoch 9/9\n",
            "----------\n",
            "train Loss: 0.2305 Acc: 0.9016\n",
            "val Loss: 0.2030 Acc: 0.9216\n",
            "\n",
            "Training complete in 8m 34s\n",
            "Best val Acc: 0.941176\n"
          ]
        }
      ],
      "source": [
        "model_ft = train_model(model_ft, criterion, optimizer_ft, exp_lr_scheduler,\n",
        "                       num_epochs=10)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 923
        },
        "id": "c80qeSpIzhFi",
        "outputId": "e1996071-571f-455c-f5c3-df4c4dc36263"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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b28X7ub0WE957nAuUku3mrhUnQs6fOdXj061zCyK7WLY2R5MARRUPSFWyVpwqUpWCUlWYdx2XL13igatXiVE5Oj4CH/D9Lk4cpRZq3dylgojinOJFyGUikzhbn0J1IAUpGUIgdB0hRkQcVSveC7GfU6aJWjOxrzz8wAFd36N1wgfBe8dOP8OlzHpaM54N5GEiBI8qnK5XFDyLnR3m8yXLxZJLVy7x4JWHqQWOT+5wePs2165d4+TsmGk6g+yhCLs7O3RdR+eEaXXKoBNFC5JBq302rxVPoe8jFy5cZN7vgFaGKSFS6TwMeSSGgHNznKuknKi1spgt6GdLuvkc7ztEHauzU1Ie6boeR9udFYbVCev1yXld+nMMok3e05YXZ2l2KVCFKgq1ApYEqSgqjtliwc7uDj5C1sLxak1ynr7rEOdsg5FNvuXbnYXlUkUpNZOmRPAdpVb8hmUYWgLv7UjDOSoO7z0isOgCKkLVSi2FXEaqVhAh9h1FCykPuHYMxRhYMCcVj6uew8M7HN2+w97OLn3vUVW8v8Du7g4PPvQgh7du8fGPfYxrQ0JIhK6nW8wIVRimFWlSy+lcxXlItYL0hCiEGNjd2WPW71CBuSgeR9fyP1UFcagODGdHdK5HXU/sdlBvRY6TwHKxy507t5jKKbPZAgkRZaJEB/X8RKTnWJ3py3MfB1ns5ywVoaBSqNXjxeMB9Y7lYsZsFhGnpDFzPK6QboaLYQsHiAjqsN9zHtVKKhNVlZwzJSdm3lNaEIg4ou8sV6pWCdnRVwlSoVZ2FwucsyQXJ0iIliA7jziP4si54Ntu1nlPIFAQgnP0IaKlcnjrJr/FSNfN6MKCEAKlVmbLnscefYQxrblzdIdciiXMuTCME2WCKp7qMpmMCgYRSA8+gggVRZ2g9u2RaiU4jzqxwM8wlZGiE7PYM5/1iHPUagFaxXFw+TLTeMrq7AQdlRg98/mM+Tkqkc8vsW5YiVOxs1rt4qkWqFZ1OSooVFGKwsJ37C3n+GCJ+TBMjGPFhb4lgWClqOB0s4tYImT4D+Q8IGJJuSutAhOHiAMUcUIQjzgl59GS8nLKwe6VFvTK4fEJ03rCe0etFXHOpNkOMpmZ9ETvUInkYoG6nC8oopyOa46fPSVTsRh2VCpOhXF1yunpEb7r6Po5qDJOA8M4kHIG5+iDw6sj4ygi1AxO2w6pFVo+lGuh4iBkqlOr5NJISomaKzlUSs4471GneF8QHCpCN1+QpszZcGxHuQ/E/vxw5nMLopQSPng7ehBcLaCGDRWdQNUCC0EqiHMsZ7vszGc4hTQlzoYz1NsFr1pwQFUleI8TK1etKCtM02h34jha7lQqnrsc5VorKgEfvEEHGDRw684nePNnPUa/mG0xlPWUWKURVShaWE8jDog+krWiDiZVVAQfrAKq1aGSEYE+Olz2TGTIxY5Uha5CEPAhEAVSSajarmnHeqYjkoNv0JoyacFNE259SqlWcUm1PDKJkCZBXANp205bUyFPidyt0QKK3gOdQK1C1/dUnTGNKzRlkr4KS/ycE9F7YJNAV7xWShVyrUgrLRErdKObs1wu8H0ka2FKidNxIlfBO0ctCk5x3lGBVZoQEYIIooVpmloQTfS+Iwgohgl5H0gpUVBCcIgWYgiM+Yw8njDrggVMuwgL55jHyOlqJOdCqQVxntB3dAihnzcsaqKUxDCM4AOiFScB74VahCkNaIZKYtH19L1nyZzTaeDOyQpQFj4yi5E8BSaF7AQVj8eT8mR/1pVbt24xn8+YygS+0vk5OVdwmVm04+7ScpcA5Jo4PXqJKR9Tam1VabLvEIfzAXzHTphTxAodf46F+fkl1lPChUilksmGkWihlmrlvxoukQWoSphHFju7eO+puTJME1MWK2tls5sUnHNW6bVdKEul5tTaGIFKobpKBrxUwFFyIaVEUCWqx3krFdOU8N4x62e2EVQll0yhkqsyjCPTMEIuSHSgSvYgmqmqpJQYhoGjsxM6N7O7nUop1SrRWtpRqsy6SBEho4zDwHq1QgTCfMdeF8Wrw2mHiuBa8qwSKGXgbHVCrYlhHBBXEDmxdkZQShcR77jQz8goOQ1MyT6bCGgtlDSBgvcdpWRcr0jxSIYqMJb173Qpf9frHINoovTO2heiVEnU6gBDpSu2tbbrybIPLBczFGXKmbOUyOpx3sA+O84MsQWrzqJrrRXn8T6QczbcJVZyLqAT3keC73He0/U9Xe9RLdScObx1i8sXZzjvSDnhKhxPa24fHiKlbnts0zjSxx7vPSp2A2zbLbUYRKETU2uxlGLItVbwLqBSmHc9VIVc0FygGIxgOLWh6s5VfGvXVAcxOLzrSTlBy7G0WlCirf/YbkIfDXbQnBmmwlkaqCFQS6J3SowRp4JQmVKFPlJrQoJQc2Y1nZ3XpT+/IJpqRQgoE6KKJ1p+IkKtBjLC3Rxnf2+PGCO1KCllTs8mCzqBlBM+BhxtR9KWCyGIepy3puU0HRPFESrkbI/xTnHe46Q1eLGGLqVycnyHxx99DQHHaZ44Oj1mODrh7GzFehgoOQEGZiqKYJVmzQXEfJCcCKoTSEfO+W5VqoqooJq2iTBiSbFW26k6HwguUFGcVipKqpb4+/Z4EcE7YdFFYvCI2u7inKekDCL0ztPHHsVRnFCBLkS8OqqAygYKCHjv8AE65w0CASYSIbwKE+uSM2A9ItcaGrppQ1ibtbUfoOs6dnaWOOeoJTOlwlgsWAyVAUpFQmjJtF1SQ6srKkJRGMcRDQG6SBRBJOCctpZLJk2KEJh1AR+CNYVr4nQ8o1Z46aVrSK584toNzk5OqNWwISuTM7VWnHNEHJkK3tu/qaK5bIPIKQTv6ILHx45cMlGFqEJ2VmzghBAjs/mMNE2MqeB8oHcd4jOzbkaaEilXA/L7Hi3c/d5UrdBAGEomakW04GulBiFKh8czarRen1Yi9hoiQgwRVxRKxdVKF+a/w5X83a9zC6JZcEw1A0oQj4pAsTvURFCldZ8dy+WS+WJuvTVVTsbJElmxQAnBLpYTt71Imzs+U1u5XhnHkS70SLVSXeyFgIqSqZqZUkaJ5DxxenKLXh6lpMKNmzf5+Ec+yuULl9nr5pyFwFSErovkkvFB6PBYz98+Qy0FzQmqkkuBFtiFzefMhGK3EN4ZxoXgfcD5SKpWoToH3nlimOOdt7ysKn2MhA6GtGY1eQPbZA5UvPf4TpFgO1mQQEEpteKq2M4tno5q/XlRCkJRq9R8qXjx1CC24+ursO0RovWpBCFZmkvAGw2kXWTFSvDlYklwnpwz6zRxMqwRNyPGgKp1YXPKIGyPJQBaby5PGaSQU2IRO1xVSm3VnLaL1yrYWivD+oRSB0oaOR1WnJwe8fGPfozjW7c5unVE8B2CI4YZTgK5JMbJkncvHauSqGpA3ayfs7tjJXoudtPUxlAQB641XMUFiirqPYvFHsvFrjWoVSmlcaiwdk6tjiRCDAEPXLxwiZ3dAyBYktwSd90etUCpnE1HpFrZXe4ym+/go8NrI3k03GyD9otArRkXPPuLGaG+Co+zPkZUWpda1TiTDVsxLpB10mezGbvLJcEHilZOxokqniCGDXkXEbHkvNRCVdcS7QpaG+HNkXNi05u1nKSCU3L1dI1YJhi2dOfwJvPdGQ899jpu3jpkHjyr9ald9aqtCoSaJ6aUcQIhOEqupJLJ04TWdvFdYDHfpTYAFYGk1XIfDGxFQaWQdULFenbiHFSh1IE0DdRqwCgidqGrULLgg6Obz60YKbVlAhaopR2fglDWI1IseH03I8zmRm4TiM5yyU3g1arkOlrT1nl86PDSndelP78gcs7d5RN5CyZtTdkNzcE5x+7uLovdHVwMDNPI2aiI2I5Vqx1htVjpLWL5hFIRKZSU8J0jxMB6SHTeW7Unzio2razHY1zoyLnQRWMuhssPMk6Za9duMukZfucBNFwkyBnrvCY6wXUeiQFXrTcnWhk2RzAwtiMnRCEEaS0TC4CgjkRGFXJrOGttR5xWqnOggtOE6IZnZWi61oqvBrAWcZSipDQZtrPNKe37LZu8sBZKyVS1/FCcRzY8Guym8+JwYsedam73tAGUtUClfNI1/L2u82t7OHf3ydQCR7EdZNP/ms1mHBwcMOt7EOF0nNqdKNR202UmRELDioTgHUqxpqJzjfEYjLzmPRVFagUplJwZzk7ZvfQafPAUVVILhFlwXLlwwEefu8X6ZMWlvSUy7ZIOM71zlpugxC5uyWwhBFLK25tDnAPnjJPTPpuxKo2V6RVKNXqHQ40spoaTCRZQrhZcVYIPQMW5SAjmfqstR0QKUQ3P2VZ/xXhBVaBkw9DAnl9roeREcc5IelVxPhCDJ6qlplMxZqOFmyL+/JRi58hsbO12rIyvjdt771osFuzs7OBDYJ0mDk9OURcIziMS7W5teL1zRlYT2ZTIxiMWLaQ0MI4DXYxk1EBFqaSSWMyXhBi2jVonDh8ckjO9JHzKfPwjH+PkYMHRnWt0LjDbX5CSUkql4kglERs0kWn5FkrAU3NhVKNfTCUbZrRhMDhHLRbssz7i1AhnYzmFaoDizPuWE3mcMwiEoHj1FJQ8DZydDQQXmcqEarFyvVQ81dpCOBY+orUypYk7R7dZLAaQwqKzQJpUmUKH4pj1c5yDnAtnZytCPPu0nkW/m3VuQeSr3Xmb1Rr49mbVtuN519PHDnHC8TDh4xxpj3HeoVWsYat+mwxqTdTWCvGiVBwlZXIpdLEzIK/tEC50xNm+5VAbnMa6ZmgdOLn9CS7PAteOjjnMx4hmpHd4F5m8lcy1VMY8oVRyThinzQh0UpUpr1lNa0oRUs4IhZwskMRZ03c2m9N3OyCeaRo5Oj6ilMp8PsfPFlZyz2YgdmQpSnZWvo+1cPvwNs4LpSRynqzpixUZ3jtiDHQ7+8ZmWK9ZTQPDMMeVibyYAYKSibFjrJWLBxeZhxkpJQ4PD/GhErtXYdsDhIQjYEmuaxdQq/F7Yowsd3fxwTOWzOl6aFTQiA+mkDABk9sqQUotaIPxc04gVryrKr6CF2MMeO9xMYIkKqZyCLTEVS1BVQIPPf4GUlpz6wP/jTEfs9P1LBZ7aH+FMt6GMqJVibIp2WuD2g0YVKlUsVcI6kklUdTAUa0FjyWruXXWRSuaJiQlVA1UDN6jIbSmskN1QoqAs1wqVKGmajdhtfLKV2M+aKtOpSXjKJArWjNpmMhlpKRs358Xlkvrsb387jYKiTKd25U/V6K+p5397efNhxWE+XzOcmdJBW6fHnNydkadMn5nx2iv0JJvj5NIqYWcJlRba2EcCS7g+8hUEi60owDjclMtN5INER4jxjltAQh84qWPcnT7Juo8XZxx5eAy3YUnmMIV8ukJpWSkVU3i+rYLZiuNUUp15JKppRKqNwVHsdbOBgcTEZwIvpXlUgtVU0uAFYJHxEj5RUa0ZKPRaARvpLv9vQsMZ8dkNrzoiqvgvH0/nfhWVdprLOMMcQHxViVKDARxCA5xRubb3Jzed6SUyNOrMScSLJmEtpNY9VIlI94xX8yZ93NAOTpe41XoF3PwhgB7cURxtitRceIJIVIrlJIJIW7zpGlK4GLjbLdy3lnfC2+UCq+WdJaq5KqIZnQSLu09wp2bLwGFRx9+grP541xfmcIjOE8W6+xryVsiGziCN07zuoLXsL1B1AlSGypNATxeNuxDgy2o1rZwCAEh58woikihE4e6QqEQCaxytpukn6FTJQYoIkzjCKpEIIhryhnjPnUhgnf2/oeERIePPaVVasEFtAq1CrN+Tt/1WwXMeaxz3YkUyM6CyVXrJQnWt9lZLHFOOJsmxnHCiUedo4ogeHz0OO+piFEeKBjtRoyDHMU4sSKklIhhZvkTidDF1gDd7ASOII6STCrTBY8j8sTr3sg4Tjx/fIIXz0ulp1YxhgBNaIBdHMuptBWPau81F8NsRChYH6vUCigOa4hWLWSCMRWxsrw4q64s7pSSKkkEL4GEfV/SkmCRigvgakBDR5HMbLYgBEeuinOBEKN17J0S5p7ORZyPVtL7OVULO8sFTjxjqdsCJaVMSooLwKsxsU6ieBVC3ag7QEVxCLPYMZvNmajcPD7Bu2gBgR0d3gneW4OwlGTYjG8XpbSmg3hDdzWjtRClGttPC6UIrjS8qL241op3xnB04vDOoS4zjz0Hl66yLsqqziGBIqSqBIVZPyO5REqJlDJWrAOSKU7xcYahD8oszJh6pZSEVOzIQgjR4zAKy6xbIvsRKuzMurY7ZvoQEBdxrT8nVcDDfLFE+tkWoM0lE6WCV3LFKlFnNBUEduIFCJHgeiPAOcufQgwsur4FzmToe+zpwxznTa93Xuv82h7F2gaxg2EcLCmu4LywWC7pZz3raSTligRnHeVSkWA3hclZMoin5oz3njRNrQnqESdWpk61HZd2ZDlvzMXaUGOpkEvFu8rMd62XJkzDKe/79V/GRYdfPkCmB+IWewk+4rJxrLvOk7OS0gnTlJDQ2alWFe8DIXS2S/aVWCpVywZ9QavgSLhcTGUSA4t5T9fP6BRjTfZzuthRnOC6nhh6arGeWMqnKAOGIVV6P8c5R+iadKgUfJlI04D4SJjN8GGB8x7fuEzOIHCSU7pZjxPHMKyJ/QIvG3zqVRhEIsqV/X0Oruxz5/QOh4eHnJ6t6GLP/v4+s1nHjdtHTLnQdR2hfWgPRB+oWpjSiITZloAv2lQjQhMeelJK4MSyD9kIAg1eSCTm0x3c6QA7u5RNSwSl5MRjDz1GSonboyK9EfA3LRNxRvEFiLHfHo2Co9QJFYeKJaeu9dNVI1C3ShQ7SkFLRqVaNVdNeeGdR0sBB14ioyo7e5e4eOEhZt2CEC1XSmlkGjNnJ2ecndzi8PATDNMZoe9YLJbWcFY72quYDMg506RUFCdG7PPevhkR6PpIiJ4hQWo7XK2vwsS6d45LO47bZ9dZjSd0c1hqx87OATt7uyRNHK2OWcbGZgRCCDgEX6sdGiGSgL7vSDk3baPDh005bOxC1+B/VctbfLWUFnFU9QyrFUUL/mJniqVa6foFFx/qqalw9OKNrQ9AzRmplTSNpHEiBrtTfWh9J53wGhE8WQTEEZosp2LvSasDyXjxqDgogmU/Ld+WyswHplyQRoMdS+bBvQe4ePGA/eXccqVmOlFz4eTklNvHe+zsXuT6Jz7CneNr3Fwds5jtsjtbGAUmFdbrNbNe8H7GOA30fUfA4YKiQQC3PV4RwRVlzPnVmVjv+sByb861W4eWmGpi/8KDXHroKZIkju4c412HeIfXarQPxMj9WlD1pLYjlFK3rRPnPbN+ZozDaSJNEyEEvFryraWa8M8JGgIHlx+x41EHuzu14ALk6QwXlJSNjE9aAdY8dbWiuVCmicn7uxCBM4WJNY8r3pksKZfWEC0DORkEIKr42Bk9ViteHZTKMKyQ4kldTxGlOhiHgRAi3o08cHEPqWxZkiKC7z0PzK8wnx1xq49IP2N+6yrHN5/ldLzDylcWYU4phXEybMiHgdDKdxd6jo9PyIwc7Oyy55fUqoxppJTCemV02vNa5xZEly7vs0ZZzJa89sknWezucfXqG3j++IzrLz7H0brS9wtcsFLXi6c6I/GPuaB1xO5eU25stPwhBKaWG9Vq8D+eLQ7kseRcHQTvCSG0f9shp9Eufql8/KO/weHNm5zmxOzKk+xdfMiOLFVUMxWF1hQuAjEExAn9rGccjM6iubCa1lQgOjEJdYVaJ3xRo6cmYd7P6H0k50ye1niJTGmyY6gmlsslXdxhbzFnNpsTgJALU5podw+CsLO/z3Jvj51bR7wogTKd4k4zZ+sz5rEn4BiqMq7XpHqEFFBXmc0XzGdzXFY0m/2OVJMY1ZRwOVGHVyHH2i0j8905B1cusruzRMMCmS3oR9NXOXGtq9/ubK+tLM9G8tcJxVN9bJ1nO7OHYWggmada59H6a9WUDJMmOhVw5gJSdcNdKlQKPng61/Ha172Z0wdPef9Hn6PEA9zsIrlWgrNcYgPeuS11pRoVo/XxVDAmY5mo+EYGq0QxOZELjV9ewLnW4JTEbBYJ/cxgDzHUO1VlPZwxTQMpj6RGHd4wISxXs+9VVbl6+cDUMMcH1LK2xnDJ+Ojxo5C1bOEJlwpJV/T9gsXeBWqtrFeGZiMFp9Xe0zmOPD23ILp8+SIDhSmvefHaHbqdhzmR29w5PuTw1s3Gu5ZttZVyNhJbSZYSNjLapuLKjYwFoMVAtZTN/4fWVxMpRLHcpozm51NKxnvh9PQWH3z/f+Xxx17Llauvwc166npNnC3QBikY9VSYUmKaBlQr5R6zjI1Lh6q1CKpO1GIk+skpHVYNOqxZG1QYNTUVpcd7h+KoeUI0GuPAeSKBYVzz8ac/xgMPXGXR7xnBf9PSaO9rU4ZXqTxw9QqnJ2eoKOPZHWo6RKZkL1Vbcu/B+Uh0njSsOa2FneUOXh3jmIzwL0IMdauoOY91bkHUeQ9d5KVPvMjTz73A/kMz+sNEnQbG1Yp+viBrxVchS5MATYmcM7FruMeWY21S4E0ZGmOgix1HJyeNimFcaefMUSNla7b23oMUwJLbUIT3/X//Pzz81OdRQ0+umQzMgtK52oJuokxroBC8p5RKbu5rzjecyTlSyqbkFXAmLgPxeAf4iCZz5QheiGoU2SJqWrxGh7FAqfjOIW7G6dkZ7//gB/jCz38LIia/LsnaJxbkfvsdhOh47PFHSFl58XRlbROUGANVR6SYD5GIpwBaJ6L6BpxaP0+8sRtXZwnvz28nOj+wIJ/SBWFMA31/idAtERWGsyOkZEr7kmuppPXAsDplGE9NHZGtv1Tr1ILD0Xed8Yq9J/Y9EjylmA7NVVNLUPKW7beh35aSqTUxDcfceOmjDKtTbt+8zpQ9JcyR+R5ZK4fXn2YcjhlXh3iU+c4Bqn67G2xk3Buah2y4QcXwKHIl5xFxyrI3ZkKtiap5q7EDw2fEG885igkTVAtdEGJ03LxxnaeffbYdw5vXtUotJaPo5rYDd11guewJsSP4Bc51SAjEfs5Ov2AR5gSJJkws1hie1kabqVrJjRu1WC7OdYL3ue1EVx4Yed9HP8xv/dZHOLj8eewsd6gycpwmnPNoyZSxnflqio9alHFMTIPhIEbOsvLfeb/lZG8ajZrt+Do6us08embOE5xjKmtKEsJyQS1CkYr3c5584g9x48Z1jm4+y2p9h8tP/p/onJXqRebUZMeGhEjfX6D2R6SpbvX4G0KY937733k/a4h6CwiUKSX6fkYXw9awCuwxPnakrHSlIjWTSmKYBro4h5yY+Tkf+9hHODi4zNVLD5qefmNH2II5hNDcUDwPXL3CyckJJ8Me4+lLdMsZp8dnrE9uEGVo35VZ6mmqjHUwSjG2q0bf413gHAHrc9SdMfHx5z5CjAdcfvgJfHTcvnHDABxRtE6UsYI34lmga4oJTzffJUZDX0PsEO+3zELnHb0P5DKRxgHpAk8/+zHmXcejDz3MTj+jlsowZJZOCFHwPrKzf4n5G+b42HP1gauMx9c4evpXWBPoHniK+YWrdPOeSkdOioTelCQCfT9jvTYIYHOceO/NQMvdFQKUHLcNZ/OP6O/6Soo2UcKOEewb52kelpSSiHFGyLNGBU4889EPcrC3z3K5xzRO28JCRLZBDMrOzoLXPPwIH3/xOjVdwUnhdZ/zubz04se5/uz7Gdc3LN9xgeowJiUQmnSoTgmSMSLOa53bM40JtAjL/UdwIXJ4dJ3jw2vsdEuTAElr97SG5jhZidl1M4jmSDabzciNbroxZui6DidCLeb6defkDlodO8ulyYGnkVpM5jzvd+wOB1y0yuahxx7lIx/4JVQLT7z2KYhzbiXHyTSQamlixGrqJuxi5ZKJnVnHpJwNPRdrJodo1aMTMS8gNhfIqrdNkG12T5NaG9vxbkUklFJZzOdUVcaxUtYr3vf+X+MLv/CPvsyUYsNN997UMUXg4uULHJ+dMQ4npPGYzBGPvv7z2N29wnNP/yrTcMRsZ5/dvcvQKsvgPNF7PI7V2R3S2Z3zuvTnF0RL73n0kScY/UO4Xjk7vMPczwnN+dTcxjLjlBE8i3ln5784kirz2RyCQ0pBqmxtZDb/Xa0GvAvUlFCMRRjFUVJiSgM+LAjRZNnOKTlN5Jo5OT3hbD0yrCcWF5Xd5R75+BbSdYQmLBRXWh6ipGFEVen7vvGR7WJuJUiqBmwi+NkMkYDXDfdJt382XpUFkNBc3nI2BmcDUsfJph762OFmO5yerPjIxz7Cmz7rzWaX16qulNL2WDPtXuXy7i5Pf/TD5OmMk6ObLC8+yaXXPMni4IA8nhK6JYv5nr2et7ZIQPAirM7usLr18fO69OcXRHcOT5gmx5GuWMaI5MqsnzOfzy1YnMOHGXGm5DGb3UqMxm701gsyH2e/hf+dc4Rgd+U4JhTlYO8CHRDEM5ysEDHJT+i89ZNqao6rIFSWO0seevhRzk5PKc7xwtmIu/gQS+eN4O/Mk6jUTNLAqIEQIiodpQ4M08h6fYqPoVWNAI7F/kUuXH6Qs+NDptNDtvzye1xzN2JNKiTNaK10xPZvAphXo5bKMGbGdeLW9Wu4z3kTsZuZwrcdaymlbRCJQOg9e3v7HB6NnJ0NTNMZs/4COxcuIVxCxL7LLQtSxEBe75hFz7x/FR5nv/pfX6S/+gbm/YI8jo0SEQExt6/gyGpb/2Jv1iQwSklWXaViqHHemJbHiIhQRmMFDsMa7yq+Kp0PpCmZ24Ur4B2uD2Qq0fWImNln7Dqm4Yxnnn2alAqn6+foH3iCyw+/HgnKVAqxSXvEBxb7D7K7exU0wTQyjkcQIMx8Ox4DQTzRzwnzXaahEMIubteoGyknpvGYPJyai2tjI4R2IYtzFPXUmre2NtIapv3OLj7AMKxZDWuWs7g9wrquYxxH1uu1HaPJ2iyXLhxwVjLdYkkZEhoUDQbsbozGNnaBGx4UFULscPHKp7ukn/E6tyD66Adv84VPXGTqZty+cY3gPdULySmh8V9C81ssWpmyKVg3CetGqQnck1cUci3W2V6dsujmZITRiM9475oxgSeGiOaREiPijQU5DCOlCI8++tk4EY5Pz7g2FNbDim4+N32XC2agLoLvOqJ4ZjGgNeHXC8KYGm1VETVKig8e9R1B7YIlrUTx1JxYnz7L2Z3ESaPkbissjPxWQiJ5U6iI9WnBeZYXL7Nz+bWcXn8BZxG7LfGtMnNblgGYv+VsZwY3K3kcOLtzG+cC88U+xXsK0tog5pa2+V5rrcaPCq9CsPGPf+Vf5PP+6B/ho89+mJsvfpz5fJ/QSGGdmFN8cGabN7ZEeINgl+Y8ZubmVtJbkmrthbPVmlqsV6Vkai7kmolS8HjEgQ+RnJWwPuMsdazHFTfvnHDpwi6PPvkks9hxvF6Rn7vGqXq0KuM4MpsFQrVgpyqx91QRgu/peodEc0rzCpvqoGC8ooq0/p1SVMm5jXVQI9gbdlS3HXMj3pWtJg/nKWEXme9T/S5kpZQVLtA0b2l7LG52500bSEUIwXGws89KItLvWguproi+hxopDlDzd9zgT9vq8l5o/hWucwuiz37TGZ947v/NC88c08UOFzwijpKzeQ22CzDl1BiJjYpaCvPYke8xbQBaqQyIZ5wSzgsi1j8zBp+YWRWVs/XIbhUziVLP8emKIU1cObhA5wXxjtoF9sIuXTxGh0wphsWchpFaCjUZulw04zKsVUwe3d5jKUoXHeKjGTZg8GZubv6plnakZYpaZYYa12kDkuZScOrI2OdYXLzKwdU3oX5GRVifHDHrIlINOd/wpzZV32Yn2iTZbj7n0u4+J9dukLxnHReQ5lQm+ujw1TOlcYu3bb5f40S9Cumxz7/wW/z8Tz/Hw69/K5euPMRqGimqiHckLVQR8lTQUkg5E/rOyk/FnPIFaKX9ZifyPuCdI42jKUZ1IpdESms8sFqP2FCWnlqTHU/iCeLYn89ZHV3juZc+wXJ5gf1Llzi4cpnZzBGLN60ahkg7azsRVPDVN9Jbta47apwj7ygSCE35urnIKuaWn9uRXKRnzOaTWCvNX7GiCkMpBHG42NPtXGZ58bXg59agVuXk8HkefeQCvhlaTMmYDaVUalNUb9DrGCMJZXFhzvI4cDKsUO9RHei7nloyMSii9ru1oeHGOa6N7XQ+69yC6Lnnj6h5H3xgaiqEmhJOzD53o02nJZOaTVPmnAUZCNFZ5bIp60XMLHMcBiIOrbShMHZXhdAIZ8Gc02xYjGcxn1PKwJ3DG6ATq9M7rNZnxH7GenVKmXqyjI3qmnFaUA1UUaNseAskGtZTaO64Tbq8MX6fxpEQYzt2Gqk/7lFlRpXRTCK8p3qHc5FZtyDGPXZ3L9It9hA3I1Ul1kpJI11n80bGKUFtziYq5AyVfM/Rv8HRzF/7wauXOH3+RfLY4V3Et2Sr6GTeTNWIdvb1GwHwPAdunlsQffg3T7n4yBsJ0eS9mm0EQHWbMVWuiW9MY76RXZuuTrb6982W+7LeTjEFRNWC5gktNuMi59p0bY7Fco/d3R1EAtIMqS5eeYzh9BjNBekiuRT6GElHp6yKMpvPmcWAOEd2ghfFh2D1TC7kRi81I02lpkSMtiVscpWUbM5HRTfII93eg7C4TNhgXbHHx4iPPc7Z8JhMNFdYClMe0XTCa598mM7PGNZrs9RpdFsnajv4OG7hj9VqxXK5ZJomFjsLDnZ2uXm6ojQFjeJR55kyOK3kaU2cd1vTq/Jq3IlcuERcRKpWM7msihiP1GxZct66VUguaAytXWCk/apgPuVGAdmgtScnJ4aRIORqrhpmSGD2MqEL+C7guwhewAtlmMhpzf7eLjuzOaUkPvKxD/OB3/gNbh8eEnevEvcfosSKpoJfLMgl4VXoxHa5Ks0BF0/ZOHMoaCrtGL5LZzVHuI0TnGO5PICXtSvY7q53MaSKimvg3yGPPrzH3s4ONRnvSEIghs5ySh1wwRFr3N5opkZJxNaDfPDqJU7Xa4b1KVWVXiHWDq9z+qCEMKMU3TqrefcqzImW+7vm1mFJAM6bwM4Vw0MspzFTKO8cU5NIk+3oyzmh6nDNtHKzda/OVkaZrTZlp5RspK1qpuRqzSuii6QKktcc3X6JD/zXX+app17Pw489Rc6VfmeX18QFD169wsdeOiQlYL1i7oW+n0GpFBK1BtPAl6k52ht2pU3iLc2tYwNH/PeTlO4dCridsXYPkr1ZrokaS00so+PS/v4WLU+1EEKCUPBdb/SXRrDbBKKIcLY6ZWe5h4gnBM9rHrjKzcNbpDKwOhnoZrvMqaTe0/kO37jpOTtEXoVg4+7ygL0Ll5hKZlwPBALqmsVMu1vbEW8/q3W/nXPQznm04prNyqYaKTm3qTpGOhMfUT8hTSWLmsIBTDXSx451N+fKlUf4jQ/+BpeuvgYXO177+GeRi8mibwwf5MbxGdGbf2LOI6JCYSRnEwY6iYypQCrNdNxmvYgBzRTcNj+5d22CazuiogXTpsy3AGv1nUAa7/DkEw+x6HfawD8zCZvGkTSOLOuSNA742FFy3QKYOac2pTGxWEZEOkDZWTzE9U9cY70+YcRsmZ0sSKESCSDeNGwbgt85rHMLoo//+n/miTf/n3F9hxbzhZbgt4R3MOnMUBK5JEJzYiW3gXbbTvjdL9w5Zxo0rZQ0IbWSpwJqbmZm5RtxMTLrO0JnppvL/QMuXLmM63rWWc1/KNhjqInPevRR+Pg1SpBmX2IGVlRHlZG58zhRei/URl21OSXVcCGPlfbts296XMCW5C+t26zts9y7E3mnpnbVyrLzHFywimwaM7Out8+mhjGN09i+B5tQsAEMvbcWyDRNxr/qexaLBWmaePDBBxhL5vrpipNSyaUwm83Q2uO7SHTBHN3OaZ0fFcTNWK9WRJulYJxnreb6gUmbc8k2slIcOWdCCMQmH8pam9jRgLZaK8NgnXYfhJqbmVWuxDhjyuZQv6nwvA+WV/lA7Bc8+MjjXLyaKNVDmRimU27fPOLC/j6XD3YZxpHnbx7hvVExBEcpgrqRlA1a8EhTdZjPtOGRYqW/Trhqc8zuktgaHKBi4xTa9Md7vYA23G1XlVlUHn/Nw3QxUlJh0c/spsNKeMOH7PdsR7PvbRM4m4Da/ByCFQmuizx85SrLeMit0zNW67UJDVSJagNyvHsVItZv+PwvMj+elHDUbZlcq9pcL28a31ptcmBpx1sVIZW81WiVlNhS7UvmzuEtLu3t49SZC4dYpTRmBVeZBc/u7kVKw2NyswYuw8jzH/8tbt24jUNJJXHr1i12Luwzix2Pv+6zWSwXTFmgRsR7nKt4sfZMiJ6SjXSfaQ6a2OTCUs29tubmBhtDs2CmTTUCKnQtB6n3GLprKzR8nnj0sUe4dOkios3RBEG9gLomSGCLmc3ms+ZP5FsrxG0DaZNkb7hPIkKY9ewdHFCdMB6ecHo2MZSJRV0aMt+9Cj0bfdezWq8QhK7rGv2BZpDQTDydKROkOtvuo23ZnTPN2SZpqqUYs7FUprMznr1zm4cefABfWoO2gm9G6Y5A3y9sFxJrTwxpJE8rTk5OydNAGdeoZi5f3MPHQKnKs9cO6fqO1dlADD0iineW/Jda6SRSXaXWqQ3mFRyO6rM5AzszGZdi/OWgkNqNgZrPUFbzS/IxbFFr7x15Gnjk4StcvnypJbrND7sZVoj3bZqAZ5omuq6j5NK4WBGbpFgRsZ0ohsB6taLWymKxQBorNJXC/t4FptXIrFROUma1XuM3FeU5rfM7zqaJWjZcm8bIUzOlwrvmvmpV2sbBo6RkJt8hGt1U1UxDGzw7DgPrcWQ29/bv2R4PljCKM2qD88I0TfTB3Dj62CGlY//SPi9+7LcAJY8r+rMdVrmScLz2TQ8wTJkQejNKJ5OK5R8hK1qiGVcFIVYYx2xBUjdVUqXUgseZMXtuTMyiNoNEK755YNecmtlWoXOeWed46IGrW03d1CY0lVoaoOnISdv3mhFpIyGKKWVKs73ZJO0pJUPN00RKkdlsRtd1DOOAj56LD15hdnKMnqy5eXZCUF5WKb7SdX44Ua5EDIkm2N0uzoa1DGkieE+u9a4rGi3HgK1m3pzjpe1gjmE44/KlffpZZ64bVRFXyVKI3qO5jUpwBY8yTCM4QUrhxvMvcOMTL7Czt8vRySlxucuFiw+yTPCx55/jxRvH7C4vMEwD/TIx7ztidGxMpVbrNTR5W84T2iAJ12TO2wqzFEywq1sGpO28poKVBnWgSqgDB8tLPHDlCuKEs7Oz7U606dZvFbfOZuVukOmSFcSRsg2hgWpmE86+Fy0Vh2cYBjYmq/P5nGEYiV3Hzv4Bq6nwcO+5dmf16gyinLNVYa5NBSqFmm1ufZ5G6DuTsmxyh1aaizOX19q2+23lQeXOnRN2ZnNicEjFqqka6TqT6DgX8KEjxDmx76lnx2gx8O59v/6rfOw3P8KlSwc88OAjPPnU65nt7DDre558w2fx4vVDqlRWwwrqDlphKkrJ1aYS4cxBQ2AqnlIgiJlw5nZshRDovP0ezb8aZ5OUNuMbXC50XvAeus7zyMMP4p1nHMctczPGuIUL7lo5GyovYtVqqQVVM0D1PrbABtXSsKqCK7oFaEMILBdLnETjIXk4uHiBl164ztnpifX6zmmdX040N/cth9i8s2r+RImKRHOX3xDdq5onoTSekTELN1WOuasO0ynjdEKdHBd3bajwpvzvNFBdBy4gcU51dofevnWdF59+jqtXLkJVLly8xM3bN6Gf0d1+iD1Zoqs1fUnsXTjg5umKsJizmeZszVhHzSCuMtVEqmLjvwUQxdVKEW/z1bQNkRHr2Sk269agB9oIKscyws48cPHKI3h3d7cBtgj2NCXjepdCDD0GgpdmNdwSc6xZra25a50W3e5+MdrjSilW2aZEjB2zWQ909H2HPBK4s15z1qi557HOz8da27TBcNcxzKiZ0jyehervVifSWh6oWitBYEqFLnp8EErOLJdLfMo20To4XDWe3jTakekazWM9DIyHR/zmr/3/uHH7CKev5+TohC50XL50hZKVw0FZHa/xTghpwrmCdhHRgpbAepxATNTnxJt5eG1OttBoKGYknp1BC1oKrcUFAXIxm+JuOd9KuvM6c3J6iwcfeJKd5c5WzxZCj7YxVaom0LzLPZoA2VJAVJu9HoVaUlMGW59Ia2UYRzofGI7WzHbMj2C9XptbrTdFzYYCsru74ImHH+aZF184r0t/jkE0JZxCpuU4tRKdJzQD1k3DdZM3bLZvVUxuXCt9F/HBMeWJmgqeiItG20jVZqJ2XW/P7QO+64zqqXByfJOPf/zjvOnzvpDZ3g6PP/YIzzz9LCcnJ1zYuwDDmikEvApZPFpX6JkSu55xGEAyiJLzYGYO1YI/54EqEdeI82BkBNtzlVo8G29GxbX5Hjano+LQYUX1lcVy0ZJim2RkZugGf0+jHV3aRI9mNGpGXshGtpSh1OZP2fyFto9XilTjPY0T0plOLZdifPQgzWIHfPBcuXqZ9epVaOjgRRrnxng5uZgMpzZu8bZBeU8TEqCLs0aysrle1obIDOOEiz1BFCETY8DPZ0zjiE42MFeC6elXw4qC8NhTb2S+2GHRLREily9foYqwGs440AFZjayP71BdT1zu4hZLVAIpW6c8dMaFTiVTxkxwkaJmvulcbfYvhr77hmBLFYozyWVWyGVicELte8RFZos54/G8UTuM5uoaB9xEhYK4TAydueiqNpyI1smPKDaKotZM3wcqkKbKNI2ETui7Hi9mmXP75g1817FzYd8MKUpmudwhTQm8ELDBeg9cunhel/4cR5pLc+6qalWYc6Yhw8YyWa7QHqt35TCqtbnQmx7Ne0+IgVs3bxLEEZ1xcVTNy7Hre5K94LahCI79g6smgnQOcRnf9Tzz3POcnJ1QphHvPsblixd56PIFXnj+BQ4Pr/HwG/+wGXWWikSo1Zmhg5hCtKq5otW2C1IUlWxJtBg3XLBRC6XazqG1si5r1pMZZsUYSOs1n3jpEzzxxKx1883d3jmzzgnBlLOqBXPZV2If0GKVoYSAcxX6AKMxKEXMRL3kiqhjWJ/S9xEXAsN6xWxnDrlyfOsG6x2TI1184Ao7u7sN1X4V2u2Z5yJ0LpCkklIhBN9GM9ztG92ry+r7Hi9ij2sGUiJCTq3kdVbeGqOvAtlAuKLMZh0avJXQIsS+Y7G3i6uVlBMXrl7m0uXLXL58hcPDG4hmjo+PuXV0zN7uBaTc4U1PPsAL1465cTwBlnfYBiOI7wwBr5WSbOoRijm7NjTdVLBYj4yMuiY6yIInM5WJ/dkeO695kFnfMY5rZrP5tjeoKpS2u7nmCrKZe5tLbi79lqSLE7Qorplk2ZSBABRUKn7WMxZltrO0xD0VioP5bEkqysWrV4h9T6520277KeewznWQMMExVaMyOO9JLXik6Bauv5d0ZnQOEL07OE7EMU1GUBdvWzhaSMnm1pdc6LwRzDxWVnfRjK1wRgCji7zm8ddz+eAK7/+1X+EjH/0tlosF5WyFC4HP/pzXsbfzBIt5z4OXdjhLxwylKUtywVOp2qYdqaCu4jSTq+KrjQu1BqtDi/XNxAlOM7tzx2seusTubMbh8RokcPHiAfP5wkhmzt8DGNqEJXCNdagNY7KAnSYbbNf3PWBe2Hlr2lntxmoCAiv97d98CKQpk4uNNMV7xpSgn5NTgazmV3RO6/wsiEumiz1TTqZ7EmlkfN02/z6ZiF9JmOVdCGY6UGtlvV4ZO1LMiaOmCe9NCdrP+hZc7SKirIeB3cVy29IQhaCwPjrhgStX+MK3fAF3TlfMu45Z6Dm+teLsOHEnwaCBVKznZvbAldDZ3A6qM1dWryz6iATzT9Jc2q7kUcxLSVXxIfLYQxfZ6QOnqzU7yz26+Zy+iyg2LTFnmxmy4ZLXduPc7UIYyBjaDJSc8pb+YeV+bbkVxCiMQ5MRObdh9Fre5f02naBUyrBGQk/oOkIwOfV5rfNLrPuu+V3asBdxDm9yDcactp1uePmRBo3ysckvnAWLCuSWN3nfUat1/UWtLZJzpevMLMush80ANFcb0XD92vP83P/z/w6u54EHH+aRy1f4zQ/8N4o4xgLz3R3+2Gd9NlUqz98+Zb1e4aQyix1BoJ95lvM5F3ZmSC1MJbFYLvBFWS57G38+FcZcUQqvffQxZn3k+vVDjs8qFy4+xGy2sIAINigmh4SjIyVlmgZCDDixcVjadm+whDrlhE1eqq3vFmzOvZoVYC5W2XlfmHIiuGj2x204jg8O5yPTZPY7XozzPpTCcneXEPrzuvTnOzTPKxTncdF4yjbvzEwTSr3rnXyXaG4jBjZJtg+Bvu8NBsC4OOK9ubrGNgQGQKDvOps6HQJVK0OaNqat6JRZrzOPvu6N7O1e4Gx9yiSVGjpe89Br6Hd32bl0gbFUjg5PqEUJriNrYX//Ahf3Ipcu7PDcc9dQ8cQ+sjpJOOm4dXgTpTKfd3zi+g3m3YwnHnsNu8slL16/jV/s8ODyYFual1xQcVQVtNjRGGMgNQOM0jRrWpWkJoeSEBFtuWEtlEkMRRcTJTZ7dkpWpinhvflJOl/YcOS08aCMLVXpYm9jvUIwN7lXo1Oac5tt2I4UxJSutWm3Nk4Zm+DZ5ketokmlNnL+XaKVNdEyoYMYjFoiCl3fU6tpvCRYQ7fQ5DGlkksiLufMdnc5GkZCt8Ni0fPmL9hlFo2TfO2Zp3np+ZdIIjz6ps8n18xyZ8HxyQmOBd53PPLoY3T9guA79i+uyTnx2IUD8jgQY+TJ1x9wcnTMs9dPmfyCxf5V67c1axlBCCGSis26DTEy94HFfEnuigkeS8ZVwXWRlDI1mywKCThnxlbDMDGNBkBadz6jaiMWSq0QTVYUarvxRJnNbDQVChTHlLKZk2IzRXy/OK9Lf54DYgQXzR7ftfbE3T9KHwKpne3eG8VB1RwzagbnjS5xcjJRsmE2oenUQ2zTnNNEhwGVgtkTy2Z3U2VKmZwqIpV+seTRJ5/kbD2QpooTZREvEkPg+ieex8eeR554lLPR3M4Ws56rB3v03RwF9i5cpp/3eOcR5+m9I+QJEWVsc2tjF9m7ENjHEG1Dn63TnpuWLsZoYgBsyIsA43owisfOnDSlTW7cckBpE6o27M1ALSM1GpmsFutT1g3TMqi5z42J6gIxmvBhPYyUXPDeOFBaGt04VaRWnHsV8ok2dsHA1iIu52x3WsNUVIWLB5c5vHPrnqQSoBIlkgucnZ2RciI2pFq1UhrK7b0wThN9XBBCj3QzQt8178Xa+k2WO02l0M12bOTUwjrlXYgE51jsHQAwW+zSzzt2Dh4EH4mdTdBO2aY204IhRuvGBwK1FuYzM6ToYmfodNexTqNNR8Jbok6lc+5u7tc6+7lkai0kzaSzFR5BojfZUWsduWJmYBmlToValJqsyZqT9cXOVitqHZnNelTbRCdX8GFhExmnDFU4WZ1SxpFrN5/h8PA2uWRC79jd24Vvfdu5XPtzPc42PoMbDdmGbFXINj1aArduH91DQ7DS1jm1SYNZWa0GSjZaf6oV8SZa9NUS8i50RN+hTbOmCPPZjGEYsdlkhk/FGHHith1ygG42QwR2dvZZLJbMdnZw3tF1yy15LE+JIjbk19SuNEJYJbpAUSOG2YSj5nSbMp2bMSWjj6ScUG9HjGwG3ohs+2mpFFIpzBqddVOhCYZHpSlxtj5jmkbWx2ecro5RLayOzzid1oxltArNV6R6pmKzXRfLBXu7eziBcZy4c3TM6uyYEIX5pStc+ezXs5zvoVoo4+l5XfpzHMsgjkENINwMuQVL8Mzv0NDpnCZMjamtV7TZvTIVGPJoO0bTs5c8kavZ/sbYoeJRMStfkzK7rUSnVswdpCG/FjzNdzGYm9k4joy1IGp6ssVsQdcvzByz7aYbe15rFrdjpIkMpzThnZiTmnpTgZQMObeBdJNZEmcl14RGgwZKttxwOw5hw2pAKCmRh4HDw0Nu3b7O0Z3bDNMZqmIjqLwh3/1ywYVLF+kXO4TYgThEO7QUxrxiygPDtLLXCpHdRx7k8uz19HEHdQGntkM7J/SLvfO69OfY9qhqLvklUartSJYge1PCVkNdXZ2otTQqxGa4nlEjtCXVve9I1SztnLNZH8Hb0JMYg3XafbC2hAtbkM4wEt3KrUXsGFutBubzGa4N1psv5kCbMYvg+3njOZtHkuAahRSyJGrORC84D/NoNI2UEqvVqbVuqoF/ne/IqdJ1sRHqR5beJN65mLcSYjuUq5DHiVwGXnjxRV584RnO1if4Tpgvd9i/8Ai+XxL9zHT4qgidBWItlLFNydYKEqksCGGO6y4Yqo8HZ6S6MVWEgmoGZ7unK6/CsQyn44DzsSW4aQuQAVvjBu/CVuinarsIzWcZLHdIw4i6zHJnTq1GrQg+sH/pArO+p4x23qeUcV3XEmnDn7yv7Xlgmgb7fzX7PRGYxokQPF3sbHS5OILvUXV414N6VAqaK3kaUCdGWXVCqQJVKKky31nifEdJZjdccm6TH7NRZ520Wa/Rdr40ocFs72rK1JSoqXB45zovPvc8R+Ma30X2rz5MN99pQWFHacplm1Mp2UBOfxfItWMyAQFVIZFxVNCAeodXSw1E1cwnnKUQSV6FurOiUEuyCc6b5io078FCCD05K6qpHRl2vE2p4H1v5t6l4l2k72dIVYIx98lTZX08oHMBtXaB7WBWibhiFY00fvc4DQzrM2Kc2T3pDewzCCHYkdQYAM4VfNmwKZWUjJZRvXFjazGlrRfBBwPstFZKNiC1FDumQgj4Vh2NjeCmmEDBYUPxBBu5MKXMi88+zeHpTcpswcHFi1SNrZemoOUu2Uw2TWbY9iDrXXvkKsbdqjoaB8dDdjZCi5IRMlpbYOPtQslEeTUOzROElKY2syvjfEDF7Fk2O0XJ1Qjp95g+mWN9Q7bHsfWUbOBLVqBktE7UM4P8Z7MO1cikmTKsiaVi4hxwElhPI+thYt7Pmqd0JafCfLag62Y2M771pLquR8S1fMx4PhvKStG6ZS7WYkoVWr8sjxPjNG3bO/Plkm7ek9YjJWciDjb+286RqGg2jOzs9ITnXniBw7NTpNsn9nNSpuWRG+GUbr+ze/+7CabSdibD3ppuo9249nOl2h5utjI6gUaqGL2FKgT3KqTHKi3PUU8p5qtjYw2wu4tsaLKC5SMCTfaTs6lA1uuBEDrDGNXhyHSh6e0pjX/cQUtGbcaZEKsnht78CYvN2xiGiRhNCuQwZHc+36XrrEw3snublqiVKa9xaHNhM+Xp5muOrW81lkQfuu0OEFsVOE0TY0lE8VsP6o102txsHThIY+L2rducjCO1W+Cq2I3lfass612xY2sT3RtEW91aq/bu7UWq2shzwL4DKtllPOZC4ihkVbQmRDuyvAqd0jblfQiRvo9tFoYjlYRzllxKO4dLlib3EXA2hLdqsh1Cjbil1cY2FS2gjlk/s36QEzNYSBmJpkkfxwDq8ME4PU6ElAUnhRA3HfLEMJxwdmaTH8FAO4nOxjip3eF1Sk31auYrtgt5grepzmk0EDC2CQBFbQhxzgX1TczoPdMwIM5xOqyNMI/w4osvce3wNi7OCFUpmslZ72F5tiMMI/77VnXCPWoYETu12pBmpTWpW7UXVAx+cBkRT6oG2oJ5Thojs1Lzq1BGbXYwxcpS5wnR2IJVwQVnNA0CuXFiNs6o1gk3PKnanBemPBKdkls+MluYk2zOtDGXUxuO6+lmS7RmcvHNEMHM1K2jbeCcYhTc0gbs1VaWO1fxGpnNevLK5nKkbI93zmbQ4oRciw3xpeIUwqy3gBPMub60XcQFfN9Z0huimS6ocHx4xNHhbe7cuo663qqtWlslaPLx2nAwca5Z2VQ2g5HvdRmpjT6jSOMxWdNZRUxW5VsDEexJMbVxFbvY4hp9hPLfX8Lf8zq/40wr4qy7vkGNbaf1sDmn2/ldtXB2fIrzjsV8QXbVIIFijU1Ti9iXEYMR50OwXtqUElOG6hyuSYm9iy0fMA73NCayFvroQQw/8n4jR4qW2OOM1JWL7RoIiMNHExSKGE9agvkm1lyoUpFmoL5lGxRptjMYmt71UOH49il3bl1jWB1zfHTbjr/lLi7E7a5BkwQ1zQgb137fztHNoJmNaxxS7UgqlghsgstDq343Y8/FZpOgW29GVTWpU/E4SfdQT175Or+xDOPU5D6FnEdKCYC38eVo2y1sp8hFabknAOIjeRwgiBHa1DhGXRetLHbB6KfOyGDqgGDz0UqtqBM7wkplvRot/8W65r6LeK842YCS2kh9m+F95rtYqwGLNoYzGEfIbUriVkorW87RJrcjZSvfFUpVoofnn32OZ557nvV0ZtME9g7o4wybfbaZv2pN1FpDw5nuVaVuqMN3j5xSKi4YraRkCw5pnK2K0ZKTswarltY6QWEzbktBnYkJijpEX4XVWSkGDuackK0LVyXlgc6H7VGi4pAo5m4qoN7htDIOI1od0ziyu1iArzhndcZUC0E93sgBOAlcvnyVa9duEPxd4r+Ibv0TffNytrllAXEeJ/4eTlMm59q8qW1ERGnDVFS1WeV5arXCYGOu4DIkl/ExYGaK2nTxxlI4vH3EzRs3SYCf7Ri4iBlVgB35qCJOzTVOnSk1NsPU8Pck0ACWE7ZCFcHk2ZtKTJpmUp2YcQaQGxLu2s4v0pJ73Rhk2bU5r3V+XXxqmxokiFoTEzUvn1o29sEV9Q4aYu1DhyjklDk9W6Pq6Nt2r20InBZPwKERcxURQUVbr8woICkn1HnGNG6NIUpKzFsglGqSnlqV0I42GI0gP42EODeeTW0kN1XSZLlDrYIQKWWyI7tBArma/6PtHnbBjw6PeenaNcY8mVurClWN3qtqu+XWdFMbEU+N/K/37Ayqm4oUtE0+0koTCFiSXFpGJe1o1FbRURWnjZwmZnPom1+mxxq8OH3ZLvdK1/nhRG0uq3OBlAyHKXUE7Yye5qzMFl/N3bTN4chjZRpHpnHAhw7fiGfaDBGkVS3rcUC9o/eOKU2Mp4YnTWVEZIYTmxcbveU0TgQfg5XwLQFI00QNYrYxpeBcpJvP6PoZKU+IEyR48jg2LMaIX1UzpZpCVb1vfgHGE9844zqEaVjR+8Lt9YpaAxkldq0V0zwaHc0ORrTp1dL289oymGRrq4dRUbQma1YbA6sFU7V2TFVybSIDsO9WLC+KgBalUqh4otSmJj6vK3/OvTMEhuHU3Cic8YAqmZQrpSRKUYL2Nu++DYgZ1wPjNAIO5zojl+VCmtaEnYWNgQp+a+IUEFJtd2bby0tKZpCljnFcUYvSz5aIwpgm+r63ctg5xnHd+nE2kUhc13apqTVxG9bS2g7GTjTRoBVEbjvtsabcSvrAsF5z48Z1htoMZkrFo4Tq8E5w0eMFdmdLplxIwxqqGmcbLN9zbRixMx5Vrb6N6VJULUXW5pa2v5ibTq8WelGKBE5WJsJU1OiypXlEtVzJbRJxd9eQ9DzW+RH108Qwjgzru93wWpsNcdVmpdf4Pl2H945hGBoKbLmS9xFxVsnFfgZI417bnLEYbWgK44hqQUJE1azwPA4XhDIUc9AXZcrZLp53RBcYWeO1QQtuYuGWlJrwJVpbpqzNPyjbMZRLMv62KD4YAt11C/wssF4dU4oZMhzfOuGlay8xlEIi2mcNkzV3g/DQwR7zEDkbJ6o6chrae/KIKmMtbS6a2Wc7zK5Qq2+7qO26ffAc7MxR51mfDkbOd5WCmPuayxawbYKBND8kAVapUEtFNCAUYngVJtbr9cAwjEAlOKVz3qirTV8evRlTqsJiZ4/5bM7hrRuspvVWc86GI62CF7Ox8vEu0c03e5qCmvhOwW1wEFXKZDYv/Sza1GgRnAuIs0G8Y/H08wVOK7EZR2UdUPVmzCVm2+d9buYOpmp10iEkvHesV6d4b0qMVCZchZs3r3Pr6IRJNyzFgqiy6DuuXtrjYH+HMhSGkzVTWbO7WHLQeaYpcbIa0WqCSMmQxRJv52yc1M4isLPY5cJyzjz2lJR5/ROPcufohJu3Trh155DbJyvGs4EyTdTgiMEzjzNms8h83tPFwDROrNfmijutE+v12Xld+vNFrDc9nwo2kiGbjd7Gg6frOkSVYbVmWA/GmRbDYaRWHAWqbbmuTRJy3nCm2FiO3jmbrCwBL0a5TZoJatXKfLlj5HU1vMVnhSxkaWMsY0dwwqzrjM3oO2I/xyrJ2shzBphuuuTIPUPzqlDqSAh2pK5OTxEmdmfCzeORIuDEszsPPPTAAZd3FniBo1KRICzikjQVjk5PcR6m9cTu7tws/nzAhcoiRPbmC5a9zY1bT5l0uOajLzzD05/4BP+POjENI+tcSHliLGubR1uM+ppETfjZWnGm+7e8rFod0IbYnM86Z8S6SYBESCQ8YcupLqWQpsJsvrAP4IScFaIn1Qw+oC6gzqihTjyC0nU9eRjseRrRrJRKmAVErQ3iqyNPNrs+BuvGmxdG2Xpga874EImxJwChX4BzlBoIYYaTjKZp6w9kxhO1jXkyixgzslpZOU40T8d2l+/NO3KdcevohDB3PPbIA/TRo+qIMVDKmnHKrKY1Uo1ym9eFSOa1D1/hzq0Trl+/xuHN25wcnzAOa6aamKr14kL77GMeTZKurQ/ZoIXaRpF679FsMiLb1ZVpm6S35u2mX3JO61wR61qtLYAIpRkSaLOQiT4YE08cThrDDhvdmWs1D51Wnpvv44xaM+Mw2d9Xc1FLw4DWgpRq3XEt5Gky95BcOVudkVWJwTeSXLXk2kd2+hnTMJrcuZ4R+p7QGSKuG9OoRo5DHSH09MtATsrZ2YAILJc7TGlsO6+pZsU7Dk9OuX18CgJX9nd4zQMXGIeB67dPuXHkODw6YTUN9F1kbzFn3s8IFG7cvMV/+X/9Is+89AIpr+76NwJUJW88DKQVLwguFBbzGVF61lNiLBPOOx544CEeefhRVqcnPP/cMyTNhnFFCN7RhZ5hyJycHN9TDb7ydY5dfLVpfykh8xnL5Y4Fjvcg3ubJOzECumgDBI3v4V1AvA0xEaPuMawHYhfQ2rRY3lNxppEXKCURQs+gMKSEm5IpK2QzckBxvTdKSlFqNhzLRkDcMz6KFTUuqVToAowBqjn/5zQhWH4iwDStCT5SqzcAz4OUymo1sB4zRQO+Ex575DIXd3Z5+vaaazePWE9m5/fY1QN2uxnXrl3nY888w0u3rnN2dkIdRwY1DlJtts1dgzryeiDlwu7ujAsH+yxmB4RFz6ULF4n9jFoDp6e36WcLdpb7xDijlMrBg0+CJqqWZk0ccDhUC3eObzPU6bwu/TkS9SXQ7XSklOn7hQ1FcWZBn1BrwIZAScWm+/iAVKVMFUebISbGK5INakvGxWBDZxrLcDWa40YfPKVOhn60KYKlgWnOO1w1Z9nZYsn67MzMoNZrikDseivhi5lEeAeuW+DywDhNVFH6fsF6WDOMib6fM19EdJUoJbFaTfR9YBoTL33iGpC4emVGf1I4uLiHlsCvve9pXrh+g7NpRUkTJynzwkfOODs5ZhjPKKJUUfI0mUtua4dcunyFN3zOG5n1M4ZpYj2smKaRi1eusuh2UQlI7PCukWBd5NKDT5oCRTOnJ2esUmG28HTOHOjAZoV4iahTlrsHVHkVVmf7+wcQrXFcJuOuiDaHK28+jg4owZkdcSmQK6lsSPeFEDBBIiaCDNgUZ5xr9NOJaZoo1VoJKU2GgpdK6I2WUajUYrvHkBJhmKilMORsM8x8wOWMBk9HQqtjHLPZxkxnlGqUlCnZCIdSKlpH43U768yHYJLm9ckdlmHi0SefIAh8aPUiz330OX7j5AMMZ2cMaW0c7eZuVrW22ayG7G88qs1usLB/+RJPvv6N7Ow/QN8vmKEssjWDF/Md5mHOmBIlZQSbm5solNVAyZV57OhnS3ATSRTNCWqhnzdudp7uGqu+Gicvxn5GrgVXM0kgNn29ASC1+RPptmm4MZ7OKQHRdoaWk+BM/VFyREsmek9ihOaO0agAdDEylhGCo5bClKZG47DXTmlkdWb6/i5aw9VTyWWkm/Ws0oSXTPVH+ODpPI1kNlBrYmPmOZv3VmEmGychCOKV9UngmY89y9O/8SHW45rbJyekmqhkKIXSWAbWgN5McayUxpyU2vhHTnjNk4/zus/5XK5efARVA13JmUi0j5ts9puIScj39peshjVnqxFV+x6P0mgcpLwhtjlUCuNojiqbKhllu3ufxzq/Ln6yO944yYbfKHeHzol4fEOHS7EmbZkyOWV8YwtuJ/W4pj135r5RJ2deRM56QoJJtBfzGWNOpGE0M1Hn0Voacd508FNjPioejU22VAoMxUaXl4n5vpg5aS34Kizm+yZpdtWMplIhhI7YOcraemhBOvYvXeHgkQf5jf/2y9w+vG7N5TaeSqo1j9HNyPTa2LWKF2NLUoXFcs7jjz3BU5/9ZuY7V9BsOV4u9t0EZzyp6oSpSbIEOD1em78TiSmP+ODNllkzqVgCbs1jjwtW+gONa+W2XKXzWOfXOxMbYZ6dcW1KTQh20U06ZG5gyN258aIVFUWDNSdzNfcKe64OH4RxNeACSK2EbFXTvJ9RnQ2OKynjVVrSaI3Iqkby39Alci0UAmFD63Ab4lZlWE/sVCBnik6kVK3puuGFl8wwrM0iT7TZ/jbv6awsdvbZuXCR0/URp6drmw7QZrVqgeiE/Qs7xFnP7oUFl/YvsTu7wCRYb63f5crVx1nMlpSkJJdxzUnXyd05J9DaIqVSgpDHkeOVzTabz2f0ix6vyukqU72ZQWjKW/OHjTW0dxte+6uwAVvU7lqKa6hpNFR3mrYWc4iNFtjwcxKZ6izBxikheMudnEOLNWwBgkDNiVI6ikK3mFNVzZ/ZSSPR2wW3gb7gw10wRLzJoKUBljW3nbIKNIS3m89YrzKxM826ZtPUG5ItlDxhs7eaIdeYyKWye/Eyf/RP/V+4c/gJnnnm44gIH3z/+0ll5Orly8QQePObP7+JED3R97j5jlVgLpJKwfdzCB0lD8ZK2NBFFKZhNEKrtCPROVzzHxaF3hn57+x0xYULuyz6OasyQWgZA4k+BqaxGD6nFR+MWXFe61zN0LfoLjYSvGiiKnjfEbyj1Lx1AymqTKkgElDNrAcbguK9QCo4zWgXmuWeIwTzMhyHgZwLfd8x63qmCilkNBfCdpKzmSnUlpvFGBv+1Pp0zlnTNavZ9IaISEQkUMtmgo80SkYLRMG43cV0bEUy3hlqnlPl4Uc+h8ce/xyOj+4wn+/hIxxcvErsZsz7HcRHnKq9drWgdyEQXKVMmamYqddGras5U0VwwSG52vDB6K2dVAqpNoePaP03snJ4/Q7Be1zwRO+YpEIx51hTIrf5IDTV7jmtc+QTGRoq4ph1PfsX9jg+OWKazBIFoIsLXK+s1ytjOdZ2THXCMCWqdngXcD6QaianxKzvwQdL0FFKSbjgKbVScgHvzEShprZNb2Tbnr7vtx4BPkbzw3YOiRGHEp2nizM7mjAA0fm7/kkb7+daq3X8pVI0t0qyN9/EGGFKpKngJNJ1Ozzx5JuM400l9HOCC1vp1NnxCSenp2Z22keuXjlgZzZnlUaGbCmAVyhqU6+jmJVgUcU3dNoBuY5kFVwpRBV6H6hSKdJaUKUaczREczEpGS8bC57zHGh+rlQQSx4F4eDCg+zsBG7euA6lQqiUKkzTKX2cs7tzwMnZEVVXBB/xeBbzaDzqWinOynQrMCpB1CY5FsyQHMOEcEJq0p7Y9+R8d4Y8NIVEreY43YarGNGsgnPkVBCd6OrErFuiJZnfczH+0/ZLCmE7n7425a6NxbKdzdo6mVIcRVMTIhhr0alrQ2QK69XAxz7yUQ4Pb3F6uiL0Ha973VM89vjjtnsgDNqIeyhOPUOacNV2JycOgsnSZfJEMk4seEsL9FINsC2qthVXY19uGKCba+XDq3B8p3U7rHI6OTni5q0zxtEqGS+t3Ec5Wx1ztjohV3MK8V2POEfA+M0bc6vS7qTN7I8Nc0EaMXscR1BlbKT6LnZmvkCjsbYdCG95jfOuzTQT65KLEe3jrAcpuIbZQLGioG6sau6OkoKNiHDDnyogjURXjUkQfUcNVgF28wV5arNMiu3AL7z4DMdnN6haWN1YASsuXtlnZ7FPwNzmNpbHW/6QGOYm2dw/Mor4gC829agS2ncvZqiBTc4upc1WjpGaJ+NQ1UJttJDzWufrT+QjTjpWqxNwuX0BNk5Km6ymYj22kk0vbpWVyYsRM6/KOTOlFTPfU8aEhJkdcSkx5UxqwbYxz/SNiI5YIr/5tzxNVDEyWydiuxx35TehC80kVEjTQEojIWojomGK2LY2F0k39FYpZmBeKkNOdkxOG8FmAFUCjmGcKFPaBuFyb8bpupDGFbv7c648sA9qAazO4cWRvCk4rNiIFkBq7AVqRTtvN6ZUvAsUMMf/UpAQIDgCETcmSjvi+9ihTvG+w4nZ+J3XOscS37Z4NKHeyGhOTC1Rtbayt5XOuhkKYwRzj+BrmzqIobfm4KEQpZXWNqhlQ4jflL0bK5v1NDSRooF3Wk0VErpoj1Hb6p3c9TJUxai5JTPvWxC34cQ5Kc4bEa7kwmo1oi3AazM0dY1I18VIKXVbNOScGceRPKWtmjXXwmw2582f+4W8fnw903TGbL7D7nKfaTJNf5siQieeqdn1ebEKwXuPOihtJ/XiqL7JwCdjU1bj8+LUUbSCNz64tvebi+LVfo7xVYgTaXXMFn2TzpjXdnVqMznapBxtuYgNh6lIcAbDi1BcwbUyltb/QirOO6Y0Eru+Ga5XY0aKaz2nZJ7ZOWNTNcKWBloba7LWQnCejUXffD5nvV4j4pj3HShM42DWvM5DqISu4J1JttWP+OAojbxfkmvHd7b+VYysVyu6vmtmFXfFmSEEo5c0rnhwAT+7xN7O1Ua39Qh3pdcAxcT55r/YKB85G+2VYixLBTRXUhBqztBorxvHOEoha0W8ma4WlDKMiCuNLnN+OdG5hWOMvtkGJ2uMlto8oG0UJVVArWUAuq2AgjdvH8VwDFW1IwG3pabGzmbV68ZIVBUXPGNOWz6NF4eUAlrIrRsObMedS7Ox6XxgPp9vnUk2jWCj2RivehwysVuYEZR6GwKDqWJn/S7OBwt0Z+j7OI5kNQf7qoXZ3GMPqU1rVwlRKC0PtJ3ZAjClxEYevcm9fAy46OlCmxy9YX2q6e4cNsIBgFKIndgwwc3821II3uAAX5TYToQ4j9ui4Bwp1udZ4lvn3XvfqKkeISKSoCSbXOhcO0akjV3QbfIqOESK7VRVcWIeiqUUgtgQYctoZXtcbKYV9V1vCenMMw0jkmzwnUhhfXzGfGfRJhOaAmS9XhvfuOU3IQSbT1sqNigxszo7Yak0pqM5vY2D6b6cU+pGv9Z0Ya5ZKWvjUtVaidEKhFyKKXp1k1sZ7lVrJacmwW4k9Lum7EZVUdr4hSlTpTb41BOCufGbTNzhHUiwatA1MGjTL/MeUEHpofM4r3e9o85hndtO5BxotVkcombRNaU145BItVgfiU3eUJuTmdE7qpqTrFerzHwzgHDeW/ujs3nuq/XK7vrtHDDdkvd3Dw4I0TRrznuTCwWH66OR5LSaUlWkObYqmisnpydswFtt728+XzKfzduuuBFHKiFKExxYM7eaGL8Fhhr9xJm5hKpNFug6jxNt4k3LHUXYGqPedfto1oBUYvQEZ7kZpVJzaeboFijmnOYRXIM1CjlvZNV21NVaQGy8p5PYHOsKRew7CK/GEt+7YGe5FFYnx8zncxBaw3UzfPceaxTnjPtreaL1iVp7RFp5bgHiDAcpyfIrEQMoQyDn3IbNKXmyrbxSSQpRTXpDw4pi323niYyrFRI8dZxI48T+pStN0m1mWeMwMo2p+TI2W2HxtlOSbd6YFuvbeUcXPSFG+uY2sl4N1CwE11QYPmyTfuAeFa7tK7lkcJ7gxNKC5ixilHM7EhETG+Rk80dqMMyr6Giz1apZ7KluFDaFUqyarDWZsaFvlOFmtH5eS/Q8BUj31/+W6/zqvPvrf9t1P4jur1e87gfR/fWK1/0gur9e8bofRPfXK173g+j+esXrfhDdX6943Q+i++sVr/tBdH+94vX/BwGaIIvun3TNAAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "visualize_model(model_ft)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "vJTTbA44zhFi"
      },
      "source": [
        "## ConvNet as fixed feature extractor\n",
        "\n",
        "Here, we need to freeze all the network except the final layer. We need\n",
        "to set ``requires_grad = False`` to freeze the parameters so that the\n",
        "gradients are not computed in ``backward()``.\n",
        "\n",
        "You can read more about this in the documentation\n",
        "[here](https://pytorch.org/docs/notes/autograd.html#excluding-subgraphs-from-backward)_.\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "id": "EJnsmCCozhFi"
      },
      "outputs": [],
      "source": [
        "model_conv = torchvision.models.resnet50(weights='IMAGENET1K_V1')\n",
        "for param in model_conv.parameters():\n",
        "    param.requires_grad = False\n",
        "\n",
        "# Parameters of newly constructed modules have requires_grad=True by default\n",
        "num_ftrs = model_conv.fc.in_features\n",
        "model_conv.fc = nn.Linear(num_ftrs, 2)\n",
        "\n",
        "model_conv = model_conv.to(device)\n",
        "\n",
        "criterion = nn.CrossEntropyLoss()\n",
        "\n",
        "# Observe that only parameters of final layer are being optimized as\n",
        "# opposed to before.\n",
        "optimizer_conv = optim.SGD(model_conv.fc.parameters(), lr=0.001, momentum=0.9)\n",
        "\n",
        "# Decay LR by a factor of 0.1 every 7 epochs\n",
        "exp_lr_scheduler = lr_scheduler.StepLR(optimizer_conv, step_size=7, gamma=0.1)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "dUP9Jp1EzhFi"
      },
      "source": [
        "### Train and evaluate\n",
        "\n",
        "On CPU this will take about half the time compared to previous scenario.\n",
        "This is expected as gradients don't need to be computed for most of the\n",
        "network. However, forward does need to be computed.\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 0
        },
        "id": "E3W00L61zhFi",
        "outputId": "04722cff-9a7d-453d-faa3-f4935f4f9275"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 0/9\n",
            "----------\n",
            "train Loss: 0.6032 Acc: 0.6885\n",
            "val Loss: 0.2116 Acc: 0.9412\n",
            "\n",
            "Epoch 1/9\n",
            "----------\n",
            "train Loss: 0.4197 Acc: 0.8279\n",
            "val Loss: 0.1670 Acc: 0.9542\n",
            "\n",
            "Epoch 2/9\n",
            "----------\n",
            "train Loss: 0.4298 Acc: 0.8197\n",
            "val Loss: 0.1559 Acc: 0.9412\n",
            "\n",
            "Epoch 3/9\n",
            "----------\n",
            "train Loss: 0.4352 Acc: 0.8115\n",
            "val Loss: 0.1864 Acc: 0.9281\n",
            "\n",
            "Epoch 4/9\n",
            "----------\n",
            "train Loss: 0.2723 Acc: 0.8893\n",
            "val Loss: 0.4027 Acc: 0.8235\n",
            "\n",
            "Epoch 5/9\n",
            "----------\n",
            "train Loss: 0.4009 Acc: 0.8115\n",
            "val Loss: 0.1415 Acc: 0.9477\n",
            "\n",
            "Epoch 6/9\n",
            "----------\n",
            "train Loss: 0.3828 Acc: 0.8443\n",
            "val Loss: 0.1728 Acc: 0.9412\n",
            "\n",
            "Epoch 7/9\n",
            "----------\n",
            "train Loss: 0.4025 Acc: 0.8197\n",
            "val Loss: 0.1385 Acc: 0.9412\n",
            "\n",
            "Epoch 8/9\n",
            "----------\n",
            "train Loss: 0.3196 Acc: 0.8361\n",
            "val Loss: 0.2041 Acc: 0.9085\n",
            "\n",
            "Epoch 9/9\n",
            "----------\n",
            "train Loss: 0.3194 Acc: 0.8279\n",
            "val Loss: 0.1518 Acc: 0.9281\n",
            "\n",
            "Training complete in 3m 55s\n",
            "Best val Acc: 0.954248\n"
          ]
        }
      ],
      "source": [
        "model_conv = train_model(model_conv, criterion, optimizer_conv,\n",
        "                         exp_lr_scheduler, num_epochs=10)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 923
        },
        "id": "xI_eFV3rzhFj",
        "outputId": "76b38413-fc2e-4c13-beb4-bc1558b3bec8"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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Y2dxCBzHWlOzu3mIy3idL5wRhgFQarSTGWBbzJY0kJokbVLaOt2xV4vEEOiGWmtl0ii0zRgcHXDwacu7sXcxGw+M7FTrdHkWR00lCdrZXef7qAUhHqCU2rwjbTQ4OoCz7CAT4iKs3ZizTGWe2jnD2kGanQ1rlCOkRDnbW11lUGZvhJuNJgaJNYAV5OUEoi1QcxyxgncC5AOcNHldvYwKkBCUFQik8Hu8lCFsfIx1eGrw1x1sZCATeOZRweAR24bn8RPaZL+pnaSfmRFJKnHM4m5FTIQnxtBBLMKrJK+5+BVWec3h0BydSpLY4AV4LAiVpeoGpKhZzgbEl1lY0kogklnTaFUo1uHDqFDvr20TNDkrA4al1bu7uc2N3j/lkhvOea/YiabrgoLtGq9mm0+kjg5But0OR5zSSGGEtw+mMo6ND1vpttIbpfMLzl58h1JJGEtJqNmhEIaFwmDJDCMPqaoIzEmnBFo7nnxszmVqieE5WWqz1pLmh3UiYdizXb94hiA6wtiCMQq7eUEShJGqEaNOgu7bK6qDLxd0bQMnOVotRNcLaHIRFWFA2wNoA6wKUrMMGIUS9hQmHE+A86ECjnEWiECjwEu8l3tXBNhI0AYtxxic/OObZxxcndelPcCVSAoHD2hJjK6xzdMJV9oaWu175EOfXV3j8Yx/l9t41jJiCNggpQWmE0MQIbFeAlgQiQSLwXhIEIUkS04hbrPSbbK536fVWkEqztjrgzOnzvGI85eqNG1x89jLT6ZSyKDjcv0MjabO5eYqt7TNkUUTqHWm6oN0qyBYL9scz7KlNmklMKw45OthjdaXLeDzk4GAfayvW1vucXevQaUewOybQHco8J0srhNQYC8JKpI7wsmLQaLC10WU2XRI3YlrNJrdu7VMUJWGkmTmDDjI+JJ9la73P2vYWrW6TySjl9NlTrPXWuT27xTi7g60sSIUsA4RSSOmRXuJ9AKgXtyuERwBKS4QH4SRSaryzeFGvRMIr8rHgmT/IufRExu6N5Uld+pNzokBJLID3GByhjol9C5k0eej+R1hOJ+wf7DJcHEAjJQhBKRASlJII6WkFDfqrPUKnWaYZi2WK9R4pJGiFEzlOGKwzICVhoIljwX0X7uLsqR02NrZ57vkr7O4fMJvPmU7HzGYjppMJ5y/cy+rKKmjJfD7FVgZcxXAyoapKjkaHPPnUEzSbEZ1uwtZ2n3SRcc/507h8zOFwgveeU6c3eO7SLSazim5bkDQiCiPw3oIDi0V4zWxe4jyYRCOkJtAhZVHirKcqDc9fPuDG7UPumczZOd3lyu4+00XOhVMd4haU1iOTBVLFxCHkVYEUIKVAWYlQHi1CEApPnXFJAUrWgbr0EuclAhAoloeGj/6PAy59csre7gJj7Eld+pNzIq0FL0B5hRDEssmdmxmd1ftoefjwE09wa/cmKjIk3QiLQyCQWBw5OohpRx3aUQvlPM0mBEFGUeYIAVo6JovbPHczR4oGg8463VaHZe5IC8PW5hZv+Lx17rnnPg7mBbfv3OKJj3+YfDRmfniLZ6dD5ufuZeeus5TGMJ2MUGGTpN2m4S0rgw7bpzfotiLOn12nKA2///uP89RTF+m2A7KipJXEYOH06TNsri9ZznLKyRzlLALLZJETCMliljEapQxWO4RRgNYBov5iaHW6tDsRu7cOKErDs5cO6K/0sEZxZ3/E89ev0u006aw6Nk+H6G7JQgzRlQTaSOWRSiJVvaUJ7+A4jQeQSiIs4BwCi5YByz34wG/f4vmnxoyHBdYYOu3wpC79CXLxhUNIj1QQBB2aVZenhzlvvHeTxXhIvpgwW46QzRlKV0gkAoXwAiE1cdwmVApHRdJI0GWJ8JqsqDOQSEtMMWVUpuSF53C4RxS2iOMug25KIw5otXtsr2/w8L3rTOf3ct+p0zxz6SKT2zcx0zkb/RYP3fsKfKPJPFsyOxrR8I7dO3cIteOhBy/QbGka7SZXL13jlY88iLcpvrL0vKUZayprCYWg0UhY6bVZ2RgwHM04OhjTaXu8qRBK0+/3CJRACkWv1yZfLuuVwXkUElM5vBDM5iVPPHETJ0oevH+TXr9NZcEv5qSHHh1Ctx1jfEVepHXtSADHhUSpNQhZB9HHKT14nDNIBPM9xft+7XmWQ5iNDe12gpABK+sn16w4uRSf+kMgBVom7N2ZUQUrbK+tMjy8w3Q6wsmcpFniRFmntUIiVYN20icRAXmekZUVSgvagcLGEWmVgfUY5zBCkpclRWUYTReUFQRhg7WVHbx3hEGIl5okbtGI2yiv+cLXfCHB6wUfefyjjOaWm7tD7r27hc1LPnnxCSpfoBPNzuk+m+trbAxaxEmEyVKKtGS9v83164dMZkOGwxlB1GN4dMRgsMJ9ZzaYzVJW2i2ELbC+w+H+Ebdu7+KcpNCCySRFaQneUZaesjIcHO1jHYSRQgcK4xTzac7jj99gZaPD1s4OxnlGRxlJ0ibs9FDJkoqMokoJAoVWEqkkWlLXi3xdhX7BkbQImN7R/O47n+b5ixNm0wKtNVunushkSW+7OqlLf4IVa+9w3mGdRBrL/lFBd/Uh2o2EK8MRk+kEwoq4KSkq6jtGOOIwIlIKiaB0lqwsiTONCAXLPCMtc7wDbwvwAuc0zosXv7A8m3HlZsadoz0acYJ3Je1GQiNp41zC5toFTm2eZWfQxaS3+NhH382zT8VEsUIoz9qgwxvf8BqEt6SLBcKFjI/mnL7rAbzNmeztkhYpnVaLdJ4ymU5Z5hXVwZiVtTausgRBQLfVBBnSTGKefe4K6bIiinsMh3PCUBGGAVIKnLNUlcNaR6uZgPcc7I9RwoFzOF/HXs12iMcwW84ZLWacvqeFbizR2hGUdSvES4H1FikkXtQxqfMejcaOJb//W08zPRLYqs7SNtYb6HbO+oWC8w9GJ3XpT86JSmPBe+JohVW3wVNmzKOnTlMtl8zmc+Z5Sm9TYVxW93SEPa5yF5QmIjeWZTHFe09eesrSkWVLiqKo+0TWg1c4JzCVQwiBx2OsxTjLfFGQZhAoT1kpnOvjfMDTz97h8qUniVSCNRVOSEoPj9z/SqwvEEXF/GAfQ8A0TZFRRiQbFNmCfq+F6rdY3xqwf2OX+1/5Co7GE27enIBskFWS1V6PdrNNUWYcHOzTarXptgI2V3sUBSznEoRAIrjrzBoHwzF5XoL3LOcpDk8QSrQCKRXeCqaTOWHcpJFI5mnG/h1Ju9NgsA0lc4oqQus6GXHOIGWAkKpeg6QgO0q4+AcjpGuQpnOytODUmR4rpxznHzWsn5Po4CVYbDTGoWRESIObt2aUqseF7R1u7t5mNp8yz2dsNiSZrwtp9c7nKE1OWZVUZUFlDFoq8tKA86R53c4Qoq7EOmcx1mGswDmojMUgQEikdEgJga6jreWiIE8ti4ml1w8JleHMuTM0YsnpU6c4v7PGnaNDyqjBNCsoqxmtXo/xfMFsuSSUAQtZInwD4SxxHJBNJ9x71xkajW2WRUlZ5BgnmE4OiFttJpduUuQjGkkTYwqytMILSWUcvbYG79AqpigmaFUn6N55vAeLoLQOKkWimkzHBnJPrxNTWsd8ouj0B0g5p9QpoYlQSuIVqOMEBaGZ3In48O9cYnRnzt7enGVqWV1tcva+BqcfWdLddoDDeXNSl/7koCDea4QPELnhYJhz/z2vpCEF4+mQ2WyE1BmL8ojKWawHW6/eVCYnLxaUVYG1DusMpiopTEVhPbmBrHQUxlMYT24cpakfG2qBq82NAXGk0Qh8FWLyDtm8zWjPEIUdup0u7W6brY0VTm+sspxPOMrm6HaH06fvoj3YIuiucHi0wJaaIE4wOI4OD9i9fQPvoNns0xms8wcf+Ag3Lz+HdpaqnHPz1k0WKXQ7p7nn3ldyc3eCDiJecd/dlJWh1YhY63d4xSvOcOdozt7h6DhVB6EkUun6cxuHlhoQlLlH6w7zoSE9yml4QbZYcu36BFcOcFZQlClFmWOMOc7EBIsRfOx3b5HPPVUlMUYQJnDXw03ufr1gcFqDEHjPiTrRCSqlhSiRkE49k7zBF5+5QJWnmCpHKoeUBZ4Ma2sHEgg8DjxY67Gmzjqc81TOUlooDRgL+DoZqWnokigKMNZibV3mt2XOVn+LO7cnGJfQ76wTtwNC1cA6T2Us585uI71iNk1p9jr0+jvMpmOGB3uYYsnZux9gP+iwWCyR0rPM58QxlJkHp9jf32U6TZjMC5KG5vDgBkmkWc4mjA8PmU4OOTwc0mwmlIUlyyoGK20ccR1s39rDmAohJYOVDkWWEYYNjK3I8xThQaIIAs1isSQIQyIdUs5TMpmSCE/lNLOjNfqhRIgUKRVKxXVvbxbwyfcfoU1AlmdMZyk6gPMPrfHom9pE3SW5qerGpnB1cndCdmJO1IpaBC7gYFwQxls04pCjvT3SRYrH0GyKY1wLeFcHgNZTV6adqOEJru4XGe8xRuDscePZe5wXdWfaWSoEcRQR6pgiLzi6nZE3Oqw0t8lKw3Q8YeIFm9srpIscUDiruHL1BqsbKyjjOdofI53DmZJOt0WIJXIlOg4wtmJpBTIIcd4RJ03Wtza4dv0G/dUew8M5g15IsxEShZLlouDmjV22dzZI85LSWA73p0RRQn9lQNwIuXH1Fllu0UqysdpjMlYslxXGVEgh8AhmiwyZCXQgGA9HJJHEK4+cG4RMiVWT+djQ7XUw8oBK5YTGYlHceDqnJZvMWDKbFJSFY+dCg9f+lU1WtgW5kSA8uXNYVwDuM1zRz95OzomCADOHvZFl+66ztIKQa7Mpo8mItFjQGRi88DhXx0Te1oGdoHYq78WxwzicF1hbI15kfYuCVyBVjYdxnrzIsYVivueYzjSPvPIBbl27Qqc3wJgRUTPi1NlNqATDUcqtWzcJdMhikVHlS+ajI7rdPvc9cC/tZptWp0VeFCxTgy0EK9unWEzGnLvwIHmxIJ638cKzubnBtau3WEwmhFojcURxgA8cUQxhAIt5hsITRoLJaEK/32LcaWJcwfm7ztBpCc6fWePjn3iO4digA40OQ9JsWa/MzqFRZKVHBHVDGeFxeomPBEfNFfoahM5pOMXhVcXw5owzW6e4emOEKSvuuqfPG//qWU7f08D4ClmFSBkhCMgROPsS7J2FApZLgxNdHj5/N+PRhNl0TJYtCWNH2BD4+mZAOnCiDii9ryvdgmMMnhc11kUIpPQIJUniBt3WgAs7FzCVYXd4xP7eHsPbCw4PHOs72zQaDcJGm8UsxVYVjzz0MHEYcePaLrYs2FjrM5vOmYwO6XVbNBotOoMt+v2zCLFkfe003lh6HY8lxDnPLS0xpWVzY5tlY0K308D5kEdf1SIO4X2/8z7arSZBHBIIgSlzzp/bwFrPE5+4QqebsFiMKPKCVqvB7dsTrj5/lbsu7FDlGb1Bm/FsjhAe7+pVynl/XMrw9Q0TJzR7HRbjPURgEfGSaaIIG5owtswOQ+a7is977FXc2D1ieDhjbafNo1+wxj0PDBBK4ElQIkMhUYASkqI8ObHUk3MiLRhPCiwraKkZj/Y5HB4hpKHdUSQNReU1CIc57vN45/HOH7c/wDmBd76OgWTd9cFDWeRM7IhbMmBnbZ0HT5/GjnOujxcIIZgNx/zaO3+HrZ1VhHP0uy3m4xmHeYZH0m9HRFoQxQEr3R5JHNDt9lAqYDyZstprUuQ5g/4azWYHJEznKUEUMZ9NWCwWrK5vEIchk8mE09vnaTUbHO3e5PnLNwmSPjdvHiBUQFVaprMFKM/RcIbD0mw3MUVOoxkznaVcuXyTU9s9ev0mrVaIc5LNrVPkZcnB3h2sN0gpSZKQZVogxYJIaEzhKJaG5XxOMGzTiFZIygF3332a83fdx3/9b/8OlOH+x/o88rottFbI40JkKDVeBTgd4V0TwUswsDbGMZrBYHULiWU+G5NlKZlZ0oosUeSQTiCFQApwpk7T663Mc5ypI50ALzC2bgvUAbWlKJdc27vK9f3rrDRWqFLNYNBkOjE4r1hZ6dKIYoT0NNttvHesb6whHezuHbG60WFjYwWhFVleIoSiKitmsxHj4W2m8zVO7Zyl1QxJopgw7NBMIg6V5/DOHmmaoEROoxEQ6gbNpMepM6e5594H2Tvc5ebNPfJ8wWxaMhovKEpLWVY0mhHtTovZbE6W5uBAK0UUaZbLDKUEpjTsbG+xceoUv/7Od1LkJcJp+t0++8U+DknUXiFLD5Glp1xayhTSvT6vfs2jPPLI5/Fv/t1PMpun3Ptol0deP0BIiyQ87uA7lJAEMsBKg1ch0DypS39yTrRYlJS+zeff/zANpUnTJUoaGk1Pv+/RusRbhxASIR1G+Drbci+gfeVxzUTgrUBUHmcdIFAenJdIK5FCkGUpo6HDC4WONKsr69x9bovr13e5cPY0u/tDnIsRxuGEII4DqjLjvleeRuuAKzcOkckAUzmKdEGeZ5RVRZR06pVsZcDa2hadTp/5IiOIEkqjGY2OcL7FxWev0m6EtAdbhGbOXadO8YVf+Hkc7N3hAx++yJmzZ3n66Uusrgzo9VpcvXKTOI5ZHfSQWmCKknarze7eiIceeYzZfIEETm3tsL29ze6tm5Rlzu7tO8hAoAPH/nBIM4CgFOhS0A83+aLXfgmvec0X8cEPvp+r1w7ZOB3x6i9aReqK0ioQIVpJwCOFQAiJkopABsBnluj5bO3EnGg8TnF6jSSMOBgeMRyNqUwOjSWq4dGhraGbts4yvahjozrVlMf4IfEiVltIgTG+TiJeyOikQ6JxVQ19cF5SFiWj4RG7kaQsPbv7I3qDFmGgmM9nhEnC6kqHB+45xStecT/T4RH/4+pHiLo5SWsdFwcUeYFFM51lKEJa7aJeMXSL7e3zVMbz/HNXWAYaHYQgmnzy2Wfod1s89thDeDNF8zSgWVvf5Mrl2zVoDMHB/hFR3ERHIcvlDCrJdLJkc5ozHc/RRLz281/HfHbEdJly6sxZFosZBwcFWgqU9C8C7XPviQWsBD22V1/B/Q98PuPhhN/7wIepGPOqN3TwwZxlVhKaEhcJQh2hpDgGs+ljUoAAe3IN2BN7p9nU02wMaIeK4WgIWEpX0B1oGm1BEFnCUBBFkjAUhCH1TwRJooiiF55zNcMiFkSJREegQgiiumEZhwnCa3CC2TinyCvyvKKoHEGsqKyj1Uq4cM89aOUJNJw+vcmrH3417TBm/+ZtLJ4qHSGFYTGboaIWOkhYzucsl3NMJSiKFO8r2o02m2urbGyss7a+xdapC9x1zyuJGx1u37jG8OCQ3sopgrjH85f3mC8d1ktW11cZbKxgvATnCcOY9Z1tokYMUnA4XGCM40Mf+ABPfvjDnN46zyOveSOVlMxmC5JGC+s8SnrKokCFHqRHqIALdz3C53/+m8gLy/v/4ONc373CuVdXVI3nGS9uM0sPWWRjFumYoqyLuJ4aaxTomDBoEgQvwe1sNAnY2umSLhYslws8jk4vortiSRoe68AYAZVF+bpFga+X2BqfLHC2LgF4LdFaUhlLJS3uGP0vUIQ+YmkyityRpQalQ6Io4fBwSrMRk+dTNja69FstjrRja2eD1zzyINXsgF967x/wxKXb/JWv+DJe9dADXHrmCT7x5HOYIESpkKTZRYYRszSjU1rC+ZCktU6vv0MU3SKOYprNDoPBJmdObbG92WBrZx0tJY89+nk8/olPcnBxl+3tbXbO3cPNG7e554E1hod75FlGv7dCu79CWVSEgcBGAaPxkquXnyVQnjNnz9FOGpSVwRjDYNDHuRTnc4SvWzqntu/isVe/lpVui4vPPseHPvZ7dE9PidcPKMsKqPDO4Fxdk1MyREpJIBRKBXVGLAxanlx2dmIrUeGabK2tsUiXzBdzjMuQDUujW6DDChWA1BapKnTg0QHoEKJIE0WKIJAEoTrueCuiSBHFNfVIBx6pLUEgUAKyrKQoSqI4xHvB0eGYdLkgz1IarYQ8t1y7fovpomK7l7DS6vA7v/27/Lff+B/snDnL5z36CPfc/RB/7Wvfwhtf8wDZckqRZ0znU/LKY5BkWVE7cbGgyGpGhnWCxaJgkRZUXnHzuefptFbQOoYg5q4HHkMHMXGYsL62Sh3wCRqdASvrWwz6PZStOHNmm+6gR1FUJJFmPh9z+9Y1hkeHrK6usLqyQhyFLBcpZUFNVnSw1l/hta95A73VUyyrkPf//gdIzS36OzO8qLDOYypDWS0pyzlllR7/nmOcPa7R1XGmEC/B7UyHA1baXUxRYkyBEoYwqWh3JVJZnChBlCjt0AGowKFDhw49YRQQxpowVgTR8U+s6+72sbPpAOIkwhpDkRusq4l4pqrbH9bWfDeFZzIec+3mbSqhsSrinb/yTn7tv3+AVrPJ5voKkZbMhrvkyxEPPfQaNvoKpMZYhTOQl4bxZEJaWEbjCagYqOGmpgKlA5q9HS5f2+XXf/kdjCdjrNNUqeXC/Y+wvnOexSKl0epytH+bRtKk0W5hs4zPf+MbWVsdkOc5q2srtNstOp0W0+mY3/mNX6XbaBBHEqXAmpyqKihzSyA1r3rk1axvbrHSXefSlevc3HuOsGnIywpv68q/cx5rSyqTY0yJtQZrKqwxOOeP+VxQV+ZO6Nqf1ButDLYJleL2dEKep1hSNjuaKC5xsmYuCFlnCQiQXtTgcunRUoAPqcHnqg6iLSiVAxVVZWooiMjxIiGKIrTOaTWaHGZzgkDivWWxnKF1m6PDBeurq3RWukxTxW//jw+TVTmDaAWJJ08neGcw1hKETc6dPsfjV2a8UBw3eY5oRBwdHlBVgg1nybIMa0yt7uoFrVaHgpAPfuwZ7nnV60EmnLvv9fjoMnmVk6Y5a2vbZGlKni5o97vMDqcMd29z3yseJohafPj3389sMqPfadHtNphO9jnc36PIMrR0hK26t2aN5eGHHubRVz3M5sopKiP4tV//RVJzRDVJ0T2I2uK4PQRGWLR0OCvw1nPcCKh/pMP7FzLfk7ETc6Kd1TW08BRFCr4iamnWVuuVxHpPoATCC5yta9O4P6S/1B9ToESAEgHWWypv0SIkCiS4AqxDixZJ2KPTTsHUd2ivn9BqtjBVhbMWIQShVhwNj8BXDA8mzNIlnV6LIAzAOZZZgQ47EHYQQcypsw9y5fApolAzX4yJQsf4qELpiMGgDVi6vRUWpWK+TPF7e6xurLO1fYpnPjlmb2G4+dwnSOIuDzz8GFevXOLo8CJJIyYOI3qDFSQSvb5Bc2WT/eE+SMHOubOUz12i0QrwwmOtpdcfsL6+wY0bGXlRUlWGnc0Bb/yC1xLImEZrnXf+2s9jfY7DkWcFy4mjt6bxQfniDeiOnd3aOqZ0rl6ta+AbmJeiEyU64Or1m4wnU4QU6Kak1dNoobBVhCskprCUBZiSujfmFNKHCB8iRYwSCcIpnBUYA9YAKEzljtP+BOUbdJqWJPCImnFOXdk+pghLUfPfvKcwkqUtSPobxIHC6JAnPvkMu3f2eeDBV3HuLkPS7DFaSpwXCClZzmesDLqMJiOqvKDVuIflfM5ouqTILYWtEFqzCqxvn+HSs8+Tp57B1g5He/sc7e/T76/QaDe5deUSQji2T20yOTzi4Ue+iE9+8P1snL+bTnfA1UsXWV3royRkizlFYbh+5XmkOsaVRxES+JIveiNahJzevJsPfeS9PPnkR/ChR4oALxLSeUaVK5QS9W5lJcLXW7O1jspUKOkQOISUGO+oqpdgxXqj3+fiwQFZnqK1pdePaTZDbGHxkwZkmnyUMx5ZitxQFQbrA7RuolUNHg9UhNIRIMAJhFRIFSKpgVdCCLwQNBMJiTxmg0qEVLjj+V7GuppCLATWGERZ0Oy2aj66hP1Fyo39a1y6PqTb+D20Dmm2+hTes7K6Sn/QZvfmFeKkTacRU1nDjdt3WBYC5yVhEJAkDXzlWFk7RZGmzCdTTp07i3OeZTbHLWF9fYfdK8/SacWYrGSwvonysHr2DDadc+6BV/LUk33GR4Z8uUQpWcNmDSSNFloFmKrgrjOnOH/+DNunHmCUVbz/fe/i6GiPuJMQxNSCEUGEyZuopMLL6pi0yHHMWFGpEikKvKjxSsZZ8jI9qUt/krwzhXMVYJiWc8711kmCJstxSOJW0KpB5SfcPrjJPC9wziN0SKPZQRKjvEIGEVoFdaleCYIwQqqahGeswVvLH3baBNbZ4+FwtsYbW4cx1YvMh3rZtjUITEgUEi9DKhkwXGaMFhnWWrQ6wNsSLTzrayts7ewQRg1WV1cpS0O7u0KrM8CLkF63z+//7u/QX9tiMj9CxwlpliKBnTPnGR4dsVhkJEGDndP3sHfnOvu3r7Nz7hV473j9l/x/+Oj73styPGH71AVm4ylb212KdMZiXjAc7rG6tcO5s+fJ50MeubBBK1ml0Vnl//2ln2Z0cESVFeg4IE4aGB9gjWB8NGKt7fFKooTE2poZ67zAmBIpc7yQeK8obUVRvARp1MJ7TFVQVQVBC9o9ic0s5bRBs7FKr98hP8oQzmGNxQlNIAKEUARBSBCEaK3rHpqQ6CBEhXHdQLQ1TtnWjbaag+7BGYtxDovDWY8pK6qqwFYlrioojcFYQ6I9yhmEDLBeAJI4aRKE0TH0wjIep5R5xjRN2T04pBHGrKyu88Ajr+J0o4tZLOh1V7h14wq3bl0nLyvWdk7x0KOPcfGTH6HXirjvoVejBisk0ZKycgSNJnGrx974eYYHe7SabVTluOfe+1jZ2qGiZDLc45knPoYEkjjmwVc9RlaWPPv4H/Dw2XXe+OoLuKDBe97963zoQ7/PfDxlba1LFMXkRUphS2zmaGQSYRoobZFo8AHOSZyrV2dZU3VfvLEq+xIkL45mE2bzBUWVM+hF9DsJVWGZHs2hPcHlNeN00AlRuiQrHEaBVAqhFSrU9e/eoyNNGAUIVcM4vSqR3iBUhhQWLSoW0xRjLPPFArxiOp6RLY8ho2XFXefPc7i7T5bNOXMqxFUFthLgJe3+NufPvJKdC/fTbHW5ef0iH/mD3wM8WocssiVHR4fc2r3Jwf4d7n7FA1y49xEWg5z9/TsIHVJZS29lg/HhLsPhkDv7Q1a3J6xvbrOytsH1a1dptZqUxQDJObI04/DwgKODAzqdhBjPg/fczXI+5/nnnkEiycqc9GjCF37t15OPbtGaXGF5OOaDf/BOHr96GUSE1CHLNCWrMtZOrUPpcWKBrQSuCpHRMR/fK4ST+FrwAHgh+30BBHhSV/4Enei5y5fJ8iWNRsD2Rp9es8E8n7OYD5mNSlY2TxM1mmzfdYYtm+Otoaoss9yQuzFCgYo9MhCoKAQtccLgfYmnRGERvqIRxcQm5vLlq1SFpSxLllPBeFRSlQ5jHM7CYnEJrSV5UZAVnra2OGexRlBmc2IdkAQR29tn8VXG4r45lakoq5yjwz0mSpCmKbcOdzk42uPO7VusbZ5mkWc4VwfzT3/8I1x86iM4L9m9fpkoSui0B9z7igfo9VeIGjFXr19leLiL8w6hBM9dfIpXPfYasrLC6YiyLFnb3OHwzk06nTarjQZf+Mij9Mq/wTOf/D1+44O/w8XbBbrRJ2rEzGdTKmNQUjA6OsKpgijxmMpRZYa4IV9UAqn/aZSM0DIiUCEaiUTi3EtwJZpNR1hb0mwGdLohSaTxnZikD8M7U/K8R6OxTqs7oJVIWg1NkgjScsZ4vse8GFKQUWCpvMQJAaI+PS9A+FrpohFpWl7jXIZUCUEoEKqk1WkQBm1u3bhDnMRYa+n2uiwWOcNxRbgqcVJQOs8yWzIeH7JZVQz3bvHkxz9C5WrQv0CyurpJt79Gli6YzcaMh0c8e+Vpnrv0FEmrgw4T7uxep8hzinyKVhFrj72G4d4NPvEHv8fG2hrbZ06zsbrK1YtP442lqizLdMmd8S3GkyMaUcRjn/8GhA7ROqi3eGu4/6GHAcNsPORoNkH3NmgsMnTUprvS4/Bgnyxbstrs4qzB+jqFt6XHV7KOF73H+5rGKETN6dNSoIVCKI0S6iSF0k7OiZy1BFqxstJk0AkoXY6ILOvnm4SdEmkXeBVibQsp2nTaXborXYQybKQrVPkBpR0zzCbszVOWBrzQdQrv6y9DeI+zJQfLJSvrHfZvLUA4gthTFhmTSY465qjnheXgYEi/3+PwcIzWjlYEDk9hS0aTIYeHe1y5/DS3b98gbrWJwoiqKjHW0On2aAzW6HVXWB1scHBwi8loyHR2BF4SBBFx3EQHAcvZkOGdXVa3trj63Md59zstX/4130C7t4JOEnrra6TXb5Bnc4w1XL5yie2tDa7fuI6piroJHCgacYMqDPiNX3sHl578EKPhLbqrWww/+WFWVkKcE2RZiTrOvipTIQKB0gHOO5wLEd7Cce/MOYt3tk7tcTXUGFBSE6iXIHnRVEuSRNLpxsQxZOUcLxxhV9CLNd54KJeYwjFPLcFIonRAoxHS1KsErRZleUisOwRyydFywbzMKZwDIY4FEWqRzCiG9c0V5uOcLPckSUyeFihtiRuAtzhvcUYwnc6pKs+dO45uRxKHAiUNu3u3Wea/R5otaSRtqrKk2WhgnaTdaHPPXXdRGcNwNCKJElbXt5jOhly59BTTyRhnC6yVnD57D73776IdLAikhVDz+Effx6tf90a2LtxFdzCAy8/QThRxZ5Usu02z2aDdarF3+yYHh7cp8pR0meFyw/7hER/+8Lu5+dwz3HXXOYqFQwpBVeYc7u/SbDbJ5hXpMiVuRdgXembWskjndJ0CVa9EztXqdbUQVg3+E64e8Kc/x4mNf9ROzIl6TU27pWlHOYXJqYoKD1hnsMJRMad0AimaOLmOyBzuTkW/3affX0OFCXEYI8JVkq5jy6QMZ/vsT4bM8pTqRa0dCANBmFQ0moqiNIRBjA4qOt0GaZpRlY4gkCSNJvPZEilrBMF45NChJNCePB+igoR2p4PWEYOVFYIw5Oy5uzh75hwrKz2ODg8Jw5DxaIL1gvXVHfI0Q6qb5MspJs9QtmRFJwwGLQqtSDoDbly5xM/9+5/g0c//Ito7W4RBxObpbYoyoLeyRp7OEUHEwd5NhLNIXY/t9Epz5cozzNOcm3tzZvkVVtYXbGxsgAx5/vnn0UGA8R6PosgzZCiQxDVa1Aqsc3hvELZAWk1gE4w1VNainKiZs+IPFVxOwk7MidIip90NEEFJ6ecI+4fNQFvVHyKvDFUhScWIItzGigJReOQypCwSvC9p9Tr0+z1U4Gm3+3Qbt5gujhgupszzDINF4JEdTafXIE0taboEYY5pxY4oiqhKh/COKAyJo4j5fIbHEwaCXrdFu9Xgvvsfxh93t5uNJiDo99fY2T7FyuoqOzvn2N+/ze3d24zHIw729wl0yKC/gWn3SNMZR6Mhjew6UbnOrJzRvucRCBpcunWF0W+PePT1X8x4POXO7ZsEYUKz3SGK4rqSbA3D/V1aSRO12Welvc7/9be+k5/+mX/JM02JCAVpviAdZXgRYqwlzws67QQvPCCx1lHmJTqUVJXAE2BtinMGjiEfQdAgCC3GGXASISzGvgQFHXoNQb8FQk8p/RxvNdJrjK0wxlAZS1k58hIyc0CRL8jDNYxNWRYzAiKU1Ky6VWSgaHdbNKM+UU8S6xorrKUktxnGVkgsrbZmdWWVO9U+7XbE8HCOx6M0KO0pshTnBJWBldUB08mEQEuSRsz2qdPYqmBldZMsywi1ZrC2ydbmFnHSpN9fQSLo9wds75zlxs1rhGFMUVakaYbUTc6d3SCbDTl79tV8wZd8Oe/82f+bm09/gunoEB3EpHnGaHTI7tVnKVFMh/v0W3fjVYe93ZtkecpoOmd2Yx/vDPNexS/+P/+JG7eepruiiIMQbzxlWbG1tUVe5FSlwXvI85J+L8EHHmtKisLibIQzAUJ6wGFsQWlTdJWiyhAPRMd8s5ekE3WbkjDM8XqOcQWurOqGqxPH/HmoKkFVeaz1ZMWSeZYxzyY0ghaBaNKIVllUKWmWsdrr04hjms0+g846Wg5oJzdBVVTVnFm2ROSC+XCMlpKCEhWAqKCsKnQAoW6QLivyLKfdarK+PmDn1FYt5tkdYCpTywzHTVZWVmi1mwg8ZZ5TFgVbG1uUxiBQ9PsLNjYyrJdEcZPnn3qSONwEMcRVkjt7IxbpjMwUZEXGdH+fZjPh4OCQdq/DIi1ZX+lRphPSZcF4uMd4Oqn7WoHEuYDRYs573/9bhElK1JAEwpMulwjvuX3rNmEckuuSLCsJNCyWOWEiWF3pk5oxWZ5hTIgKRZ2EYLE+x9iU0gQgLJYKKTXWvAR7Z+tdSdTNyKNakNsdy7nVMjD11lYLyvhaFdVC5RxFOUUyJVAhrWTO0szJbMmiTFlrrVH6AUJrpF+l05BETYVSJZVN2R4ckZTP85wfc3n3CNpN4lBTZIa8yKiKrA7GlWQ0nrKxMaDIC5QKcNZhqoL1OCbUCgGc2jpDt9MkjALKIqesKoyztSKZs2TzGQ++8hHazSa3L19E4VC2ZHp4m098YEiSNNnbP6IociyOtCqQvsQvAqTWFCieuXyLpNlkmdZCpdZ5Vtf6zKYjlNbooBaAiBLJ9uYZDvwBKMPu7iE+y4mTBK0CpDB4LKbKGU/GqNiDCMmLgkbsjjU0Rc35p8K7AucFlQPhdS1ZeEJ2Yk6kogwZLXHaYalpzwKPt76GvdoalRioukNfA0LqD+U9VK7A+DtUboFTFq8MxhkKNFHYwVVzuh1F1IzRYYtIDegkazRfM2CldZVES566tsdylpHldXlfagi8JAgDnJUEWrBcTJFSM4oC2s0WUnh2Tp9mbXUd70riaIXByoA4aSOAdqPJUki896T5kqo0XLjvQa5fuciN559lpb/NrSvPYKscLSxGBARBgCrzWgJPKtLljHa3S7qcMppPyfb3iOMAhCDPDYvFjE6vxXA4ZZkX6NgRBIIszzg4GlPkEEYRKgiYzxY4L4hjRRxCMwwxZUmQqLpB7QChAAdS/qHYuqz1HoUA51+iMdGZ1ZKyYcg1qGNKtHcvpAC+7rgDWkIgwWiHcKLWF0SgJQjhKe2M8fJ5jBuRm1XG6R0i2SAOEwo7oDIFzUZEK0mIopBWZ4fTd0V4rwmU4GZrxvPXx0yXDpSiEQa02h3mswIla3BZEEQYU1GUJbPZnNkiJY7nrKys0W630TIkCkLa3S54jyoKpNIIGeDQbO2c5aFHX0+70cDkKTpJuHbpWbyMGPR6tLcr9nevURRTHIr+6jaHe3uMhnfIC4f1tRaBFAKlBGVVMpuVNWTVOVpJl7LICaMEFTQJvaOoUmxeECqB8RBHMc7lRI0Iewzcy5Y5pkpeFN2rv3d5PC8kREkFwh8zZcqTuvQnCAU5pViIkLkv8dZTVZ6qBFv9EY1BUS+voQYQNb0+OCY0InDHzuZESWb38eWSKOgQyyaWLrqo8L4kX8TMVUQz6dIZrNPsNtk67QjjiPvzjPNPPcOTz+0xrRocjucs5lN0EGKtodloonWAc5Y8W3I4GqHjW0itKCtDfzCgso7FfEKj1cJax2h0QLPZpJVEjA72GfZ7bG+fIo40h3du0i1KehsbPPGxj9Dpdlnb2iHPUiZj6PQGLJYLhkcjhJLoQBJFijiOSZcFoZI0GyFFVRMMhRSkE4/FcHv3OvNFRrYsicKIvKpYGQwYTebM5nPiWLNYLugMQrw+plc5hziGwNYrUIiUqlYQEbVzvYDCOik7Oc3GtW2E79Iqx9hiQVFUCGHJPGCP6xIShKMWB32Bgy9AK/mi1Iz3HiF9rcmsDF7OqWRBSoWipl0ju1SFofIRLgStFUlzjc1IInzGqfUO956/zsXLt3n6asmNg5yiMgRhAy8EyywlzVIGgzXKsuD2zWskcYONBzcxxtJud1BKsZzP0GFEp7tCq+M4e+FuLj33PE987IOsrq1z9uyZWuIPQZQ06HT7PPf0U2xtn+LoYIdWq4OKQibTJ3E4AiVxQLfbJU2XeBxSCeIgIU+XuKoiCCK01rR6A0yVEich1kCWZQghSbOcKE6ojKDZitBBhrUVYRQeK+pHCFGiJUjZRB0jJYSoKcZCiOPv9yWoHus724TC08j28fqIpZzi/RJjzIurkXtxNfLIoJYqfoFWrY7T0lqCSBAFCiUNSloCpQgjhVc5GUMkjnYyQIucvBohS4kvp/TailbSx4ZNkkaP3s5pzt435KMff55nr46YLDIK74jCFqur6wjqFSGKIm5cfZZ2u0On2cLmBVunT+O9IPSeMIhY6fW5cO4CrUabGzeuYYwjTVNe+fDnYbKUII5QwpEuZ1x79kkeevUX8MmP/D7T+QTpoN9rAXWM4q0lz0q89wRRg4PhjCTRrA7aKKlqVgaGuNnEO4utBEVZoqXGOI+1BQKLKZdETYcOm0gNYaSJwgZKlQRKEcgYgQavEEKjVHiscW2R6iUI1I/iXq1uro/ncRFijKUsFxTS1yMYhEAcq50KPEqClvVAE1njzGpVDCkItEdSK8LGYUISRMe6hBVGZZggw0rJNJ/gS/C5ochjqlaHJI4Im11WkwZBo4t1IXF8nSvX9jgYFziTcbR/Bx0mFGXF1qkzOC9YpnOev/o8/W4fHTfYPpUgKkOoI4qipNPq0Wx0OX36DJcvXUSHMd56dk6fpyhzNtY2eeyx1/Pr7/x/uP7c09z74EP0Ox2uXrvCfDqlv7LGbDJCBpLffe978KXnvkce4rmLT5Itpkync8ocVtdbrPQaVMKQ6xLnC+I4OGZzOJIkoMhrwSwhRY0PSg1BFCKpkD5EywjFC4F1gJIRgY5riT440Q3txJwoDjv1HozChQXOQBbkLFVeb0vHussvNsEECF3rXqtjcWZ/DOAXslZACxSEWhPqgEBJpNYIKYgCTRAB0iK1xyiDxTJJS5ZpRSNK6CQJvf4K3faAM2caSAEb6y1uXr/NlRtL0rKiMh5rQoYH+/R6qyzmS0IdsjoYkGczMIagmTCeHLFYRKysrhNFAZGIOXfuAjoISbOC+WyKUBIhNZFOuO+Vr0crxcOPvY6yKAiSNvlyzsbWabQAHSdkac7FTz5FGLXo9VbwZU6ZlQSR4PBwRhhaBmsdsrCk10+Yjgucq0smeZ6ilCCOGrSaEV4XVKZu9WglCFSnDtqlRIsQdTzvo+6nWZQM6pEYJ2Qn50Sqi7EF2AzpYqQPkaKNViVaz1CqwB6n/N7WymDOexwvpJ61wKcUtWaRE7auDymJVOp4foVDSY1Sqj5eOnRYD5JLKcmKumbSKB2FVfg4REUtmt2YU8KytrXK6VPr3HXmgCvXhly+OSXLFzSaHcI4YTadUJUFWzunjnUhS2TmMVVZ37lCUhpDVRYUec7Vq1fIipIkadHrdRiORtzav0NRVYwOjtjf3aVIl4z2bzM63KffG5BWJcu9PbZ3znHr5i0++gfvx3lDvpwRBJIyzWk2I5Z5xfLOIb3BCqPpkDAOkFKxXC5r3p6UFEXKZJQRtRyNTkTSDEE5tGqiRN328c5hTElgSoywSF2PvBLuJdiAVT7EWostwVV1QUuJCK3aJGGAd1PKconBHws51TihF6bkKKmPncniqCGvpasD7FB4rC+Rx+IPDoc5HkWpAOOh8IYlObkrkKYBaU6Yl8TCobDEcZNmK6DVbNBudekPBqyuHXHp2ojhYsrRwR6bW9tUVS22Pp9NOTw6YtDtkjRbuMpjTEmWpSgp2Lt9A6Fq9u7lKxfZ2j7D/v4ulTF44PbuDXQUcOHuV7C+sU0YBERRSK/XJ8lzClNw+9Y15rMJK+vrSG9xJqPXTZgvFpTO0+o3WKQLqtIRBoqqKhHCISRUtsJ7iFyE8HU/LIokQZjUwhhO4ETNkrHWUpkCIQNAY4RE6ZfgdlbmKdaVeAPWCExVd5UlAUp4QtWkEnkdVCuOMUIepRtonSBxSOkAi/UG50sMlspnlC5EiEYtueccmBIhQ6Ss77KidGR5zjKbkpmKPPWEfkFlJe3WFOUNkS7o9xOisEHYDYnjFq3+Gu3eATduLrh1VCDwREkDJQTWGqoix8sBs8mE/b07FKakESf02l3On7+H9mCV0dE++3fusHvrOh4YjUbs7+9iHezvH7K+vsnOzg6DwSqDlRVarTbzxYIsS+n1usynS/rdPgd5irEV3gs2tzcYT8c0Gi2W6YJ2pwk+IghVLdBwXP231pMuSsI4JAwaSF2B0FRViZWWwBukkFhXYa3EOYWXYCuDcC9B3tlyOcbZirzMKIqcoigxlT3G+EpAI1BI4VFaEcgGzhVo2SEK+zi3BJ+DEChqlVMlzPHqVKtaIMSx0kwtT2dMRVV50qwiTRdk2ZJZOkO5AlVGzBcztJS0kphuu0VZdWgnMc2kSbu1Rhg5vA+x9hZhlFC6knvufTXdZotTZ87Q6XQwpuJwPGRRZOzt3WGt34Yy49S5u4mjiGazSbs3wIopWZ4yPNrHeocKagX9+WKJRxKGEYEOWMwXeKDXG7C5dYpnnnqOW7duEmpPEEVUVc7+4SFCwng0QoWKTqvFndtDer0ecdIAn1OVFQKFKes5skA90cALMAYlK5TwWGmhMsd0K3Us7eOpZ2SejJ2YE82zIa6qSMsFha3HSXkva4yvEOAzhFf1BEDdO0b6apQIkUIjVBvnguNqUYkSEiUzlPQo4QjkMclagDMFhQEpQ4wV5EVBXuQYU2FsRVrt041OMTo8pFyWdBotrFmr1fftAEeDsNUl7jTY0E2UEmxt52SpBTunN7iL3mAViWe5mNFudWrBh8kRd1+4h1ajQZ5nDIf7zBYpTz3xCSpjEUoymY6Jm13WN7aZjkdMJhNu3rzJ1sY6zjomsynWelQUIZXCYxmPp5w+tc3oaMxgpctkNsE5RyAjtKxB9512ny/4gq/g8ac/xsHtm2TLnOUixRnLeDgj6EQIOjgnwVdIbXDWUoma8VpzPBXC+TpceCnqWA+Xe/hjKorzDuPccc+sjiWsKXG2whmDxNWjuREIH4CXCBUTqggtaicyvp40GMqSQAmUtMe8fRDoukfkLcILvPdYZ3G+Ru1VVU6ul4hYshjnzBY5WV6wurKCUAlBY43EhcjcIwkYrK6yKgu88VRGkc6vceW5JVs759nc2EEGAY0o4OaNq1y/8jxCgo4Sbt14nuF4ypVrlzk63GM2n9HurrIiI4ooJoxi8jxneHRAGGhKY6mqCqU0pqrYPnWW/mCN27fvcOvmLbq9EC8cOlAoFaJDhdSSO3u75Klj784eO+fuReuE3RvXqCrHslxSlh5FSBhIymKOUgZcjvQvaDgHaBfXUxiFx4m6KX5SdmJOtD+/iiIAr18kF7rjoM5UBdZkeFcdSw4XeBkjCQCJdR7hDYHSaF1TgQPq7EuJutahlK4LaDpEybpXVs/7ACnMC4LXeFHPgB9Ob7M5OE+7aHHr+h3yg4I0yxEyRqgmMmyTRAmUM5KoJGkGBLHGixAxmTCcZdy84ciynO3TZzh95hWsrW9y+fJzTKYzJrdvMRodcufOLsPREbduX6vxOo0mrsqwVUIQBmitQDiydEEYBvUUgaqu8XS7A9a3Ntg/2CdJ9DE23CBVcNzfAmcdrVbEcj7nox/5MG/+xv8vd527i2ef+SRXn7/CtUuXabVDKmOw3mNMincFCotX9aQD7wPwIc4rJBJ1PBL9pOzk2B7LQ7yrgWNaxgSqiUDjvMP7ugWi5QuTcHIqA040KL0BUxAEETJMUEITaFAqQBDhsSDUMd06JAgTQt1CoKgqS2VSwBwPnTkWzRISYwz7o31WumsM1gYc7g7ZPyoJdIJ1jsV8ShJHRFLQaQX4XotBt0PUVAwGPYR2WCm5evkZxrMJzWaX++99BavrO0StHocHH+LSs8+wXM65du05JpMjWq0+RTrF2xXKMmVr6zxFUeN3kkaTyXSCs57Bygpeqpo37yt63Rh7LJHjESgtqazFFAapJe3mACGWzGYjPvi+9/Et3/Zt6FcH3Lh+jV6/CzKj0QzxfoGxBiV9rRl0DMORaMwxCyR4YZLlCRLPTk7kqnLklSM3FYVNqVyKwWB9haPEUyGURymPkgZBhrET8myfPNunLJdYa3DOIb1EvyDU6DWCoHakIEGpGgGpZPiCcHEdaFO3CsChZC2YPZ3NmKVLeoMmcUtDJLm+e5uLzz7Lk09+nEuXnmL/8Baj6YThJGO2cAjRIm6s02i0CAPD1s4q2XLI3u51Dg72SLOU0fCQO3duMJ4cMhzeIcuXIAXbp86RFTmXrz5LtlxwuH+HdDlHq4BlmpFlWX2RtaYocvIsJ4gisjxHKUkoNZ1mh+Uyr0dOBSFx1GA6HtJrN1BKc3S4y3/+uf8COfQHA5bL5XHxURLHIcaVeF/PtazLKcdTDHDHN7Q45s29BHWsoc6+LfU8VOeXIPJj8Lh9cbyk0vX0QWEsSFfDP0wBxaQuzyuFsjVp0fmCMEjQtYQ3Tmi0SlAqroNFpREqBBngpQYvas69CtDK4DEcDA84tbHO2kaHxcyyVBWjScHB/pxWY0x5rkAJRRR36biEpW2jTIyOoEqn9DotIOLO7pj9owMWszHD0RE3bt/k8GiPokjJi5woimm1W+TFDGEcu7dvMJuOOXv+bow1TCZjvKvodftMp2MuXnya6WzEbDat602NBB0o5qnBeYlHUhS1SFWRG7rtJtZGtNoNrl99jnf8wozuICaMFEEkmC3HtFOPDDzGeoyTYOtRn54SZ9WLjW4p1fENeDJ2coIOukZ7eFGX5ivjcVQvjlcQeKRUaFEPwQWHsw6pahVZa1LS9DbOjTBRSCOsYyCBBBEgZYSWMVJHoAKkVwREREYRBo5AV4Q6w+BQog7AwwCqyjJPU06tbVGWd3BOYJ0mlwnjZc5zz+8hZYBO+jTaOWFREhiLsEusmZIulkSqyZnTK+RmznI24qknPsL1a88xmx2xTDPKwpAkTfIsJQwihsM91tYbSCmYTSckzRZKBQwGfdLFkqvXL7OYTymKgjhJKEvD0WjK+lqf0WRCsxWTZymbW2vMZnMq4+mvrbO53ebGzZvoIGexvE3pEjqDCB0J+msFqLKGxAKVNUhVa0BZlyGdPA4PDHiL0ie3fpxc2yMKyJx5sZXhncA4zwtQXg+1muvxXFSpPMrXdCJ9TMgUssI5g0GDatVyucKAbKBUiFIBSmtCndTzP5yp7ywh0FqjdUCgNOVxUTPQ9YyQsiqYLCb0Bi3Gfo5WDW5Mhywzj7cxN26PkMEuTsSUxtNpNlBkJKElakR4UdRd78ozH91kf/d5Jkd7LNIUh0ArzSOPvp4kanB4UFOmgyAkTpokjQYHd27Q6a2ghGC+nDMcDgnDgCxfkqZLjPc0ooA0L2h3mpRlQbvdpMiXJJFkZ3WbMIzJy4rKGKqqQlpDECpmRUonMSR9dYwVEnWA7RzKCZQzSFfhnML55nGIUJMaT8pOzIma4QBnJmRl+eIUIe/AHMvqSWpEnXX1cA8pJUKJWtuaWnJPquOR3UrgWFL5Jd45Qtq1UoiqnUQKT1VVVKZAKUkraSCcx1c5Va6RWqG0QCjQ2uNcznh+QLfZo9NrsJw5tna6CHLKXHP1xpiiMORFxWR0SLsZ0e+2WO13WKFHp7+KjBKkMiQNQTeGbrNFWUFeFrSTJm94w5fTbrcpFkM+9oHfIeysUJYGISWV9YwnExaLJcPREKUky3ROVRUURY1orKwnEoIsLwkCTV6W+BxaSYs3vuHLGOyc5ed//ucZHizwzlMaS54u2DwrOHOXxlHW34Gsb0iHwDqojKu/h8B/ajDtX4JO1Ig2kERIOWKeLfG2ns+hATwoUQ+JU0GMwqLUsYyMtTUkRNfC3y8A0rywIOUxRKQGpSspEBiM85THQO04ipAerCkJtMIrga+hAYSBBSRl6Sgrx/5oTL+zSrMdIoVkNJxSVQavNLcPZgh9wN6d25w+tY4QZ0kaLZqVoukTAhXTiB1bmzvce9/9xI0DWgcTZssUHCgd0ekOuP+x1/Dww6/iox/9IPuHh+zt7XJwsIcOQ4QQx1OSHCpQFGVOlmZUxqGCeo5HEiu8t3ihMWVJ1E3obd7LKx/9fJLOKu9/3/t512/9Fou9McI7NBpXBQSNEOvqTr9wvr5Bj4ETOI93rm5L+ToOdS/F2R6SgEA1acZ1czQvcxAQuHooXq3PIAmjDpGsVc8Ks6wbiTi09LUKvTyGdWqNUAKl4+Ngy2BMTgk4qXBCglKUtqTyBdZXeGHrTFCUBMojw5oOUBkwVmBKz/7BhLOndlhZ67BcZliTUhaC5QKu3jig10poNDJarSWtdklvEFAR4fKKKAjY3j5DHDVY377Dxz7yOM9duU7hBB/64Af56r/6ZrKiYjKdoXRCmuU4B51ujzTLqMoKqUBISaA1eZ4xmc1xeNI0O0YjSgb9NtJromYT4S2/9s5fxqgmDzz0CH+lt8HB4RG/9673UpUVwz3DYCuh0Q+wGPCmhse+sOoIUUNtsHUPzRVYL491Mk/GTsyJiqoexKZVQKuxQhhmeG9wPsNUNbNAhgnNpE+sI8CgCoFjjrW23vJEHYAbm+NRSNk67qUZhLdYW5BZh5eaCo8xBo3AGYen4phnAqJE6hp2FXrIq7rZC4Kqqrhx8w4Xzm9z+swGeXYHIfxxpzxBBZrLV28Dgjhp0Gh0iZIecdSgTBc0G426664DyrIiz1KeuHiZy5ef5Vff+f9y/wMPcLB/nd0bz9NIGswXS4wtCaOEKI4pi7Smd88nOGspTT2/TQqwXlAUnsPDBUkQ8oZHL3Dp0h12r17kf/z3d/KlX/wlvO/xD/La176B0cERFz/xCarCUywh0h2KcnoMaH/BQeqVvCYz+npFFzU//wThRCfnRLkzRFogdYOmimjhca6kKA/I5BApNWHUIYlCYh2hVIsk0UShIc1HGFNh/THYHA/eIvFoPLaakbp6RUEqhNQIUXf0LbXW4SJfkBXz2gF9LbHnX9geZQ3JRQqUBusKbt854Oz2GusbIa1mE+9mLOeW2TyrC5UHR/Q6beIowVrLymCDRigR1RQpDTs7Z1k/fT/Zcs61q88zHx3y+OiAZ5/8EEmi8FVOaRxB1EIHAh2kdLod5osxe/u3GQ1HGGsJheTU5gp3DscESrLWDhn0QgaDFkfDBUmsGY4mXHvuKf7dT/0b9vZ2+etf/XV86Vf9VbLFCO1SmklMKxmwqG7hhUfIGm8U6ZBEB2hZIpSvobFSorRHvRThsfP8ANHs0tBtmnGbQGmsLZiJFONHxzUcXRfVwohAayI6BMoRKME8m1Daui4ivEApWWdxXtbdaJuSeYlzGqkiAt2sA0ksaZGzzKeUdomlPL7zapFQXx3TlVQtMC5qDC5ZsWR/GHJuZ5MjOcH4OShF0kyYTCqE7nDl+k3ysmQ6HZNmGefOnCHxEl8ZvMlImi22Tm1y7swGz1w+YLZMGR3O6XebtVL+smI0vUWz3cQaQ6fTJEkER8MJXgRUeUEzVDx49w6nBg06zSZPPHOLdiuhNQi48viUQAj6nSY39w75pZ/+98RRyEN3PchXvPmrmM1H/O47/wuVlUznN1+EGWtZj8MKlEYrXeuEi3rYsBAOvEGKl2Cx0bo5lXU4HyKFJ9QKGTapfI/cjrG2qpGNQh3DXMG7CqUEjagDKBbFBCMLFAlKOKSv8L5C6hCco6yWWB+ihMJVBXiPsY7KlDhv0FqTxE0Ksag1eqzABQKt6+zEueMIH42WTSqnGM5ydrZPc/vWiCJuky1Suv2Ig9EIaR1FcRNnIYoTeoMBnc5pCBoY76mWEwSW9e1Vbt25zXA0pSo8UeA5t91ipeF5/CmJD2B3XCKd5r6dFfZDz+6w5N7TCf3BgHkJg3ZElc2ojMGpgkVpSKsZyyNHq9ng/le/lmeefgY3n/C+9/wGD73q1Qw2NtGNhLycUBiLinztREqgpHoxK65VQHQtRO8tQkSol+JsD61qeGtlc0qbUrkSB4RBmyhYx4kmxnvSasyimFC4AscxyVFIpAoIdUSoQ8IwJIm6hDrE+ZSs2CcvD5AiI4kC2nFCI04IghgdaKSEQGviQNKMA7qtVXqdDbqdVRqNkCCEIIAoEjQaAYP+FudOP8C9Z19JHK8wywtOnR4QxTXWZm2jz9pGm+5KF3SDG7f3GY7G5EVJVlm8blBWUJU5nXaTja017jq/QzsOaQQBVWaZjOeUos3KoMVrXnWWfrPFxsoKr7n/HK954Aybqz2ECOg0PFev3EZITawqun2DERVSRTR7GrSn2V1h4757yMslcRgQBJLf+M3/Rr+1RqvfptEMkVrhOGaIHk8t8NRC9A6P8yXWFxhnjguuL8GKtcOR2wW2BC8jHILYeQIV0W1sgWyQmQUOQ2UzRFnrDVlTYcxxHKObtVzwMSNWyQjpJd6XCKEJowHNxg6x7oBXVKZins3QwqKkw1UCmfSIgwHKW9J0gXOQl0OkkJhKYYyk111jZ2WTwAu6pstzt58jabcIwkNkAPPlgrW1M5zaXufq5WeYTQpu3bpJf2WFKEqI4hatJEH4giQK2d7aQngo0oIinWNtyZ07Y3aDEQdHC9a318nzgqPDIc3oHk6vNHkqOmSaOp64uI+oUnY6EdFAs3muyydulYwWGUk7prsR0906xf7BAThPuz/g/lc+wsRZfvWXfo5sOiFperKqQgtf8/pwVKIEHBiJExXSe9Sx8pxDUp1gA/bkKENhD6kE3lcssgO8l0gREWlNK2qidZtJPsFSoqXDu4rczLEOpAyOh+ZZtO6jhEMJA9ahVFQzF3SHVvs8q51ThCIgzzOm6YwgUDgf4jBYLWkEfVYaq0hbMUQwSqeEQYryAT4IyQtAKrSO0M6iPOggZDgbsb414OqV6wgLxt4hjFaYzxWzmWW4e0AjuYSW4GzFqa0d4kASa8mg18daw92vuMBiuEdVGa5fPcIWhjgJuH57SpZbllnO//2Lv8fW5g7NuE9k9njdK1eYzBwrK5Kw2WU3L4mSKaaCzBS85o1/jVe87ov5mX/xI2ytrqIQPPLIY9wi5cmPvgfnlsfqH54XwIpCcZyNGiQeKWrKtpcOSwnUQ4VPyk5QWuYU3uUYW5CWY9JsTCDbRLpDnDRphRonArJqihQVQgQgJZWpCGSA8JasnNRDdIUE5dFKorxEyhZJsk27uUYUxghXD0Ep8UgdEguPEQWuskRRPTRYyhAvFcaAUl2CuIEWCVHoyaqCYTGnqSJm2Yzc1Mu8DQsefs0ajbAWAH3+4ke4fGlBOvfEATz3zM2aJ+cdylec2zlDECYEcQcvFEWWcz2dk85v023CbDal2e5w/foerqroJ5L1psYs9nj9w69gvX2K+8+tsnfQYvvMfezn8NSHHmeSZoRhiwtnPo/26ja/+cs/T7XMCaWsmSlJwu1LTzOfH9FoVAQReOcxFXXhE1FnacLXg3iOR1Z4B2BxFBQnV7A+OSdqNRqURuELAWWIMTnLIqXd0HgUoQxohrUKRz1yyBK4Eq9yvC1RsoGQgryaI0WJ0gEBCukkWnVpNTZIwg7OQ2ZyhvmCpclIVEAoAwInaxiKy1lWGm89syrDSUWSdEhUk0gkZEWFW0yZze+wEJrZYkpZzWkmCY0wotcKkEIQaMUbvnANWz7Hc0/OcM4zGuZcv3KHrc0d+iunefTz38zhjU+yLDM6UZPlMmW5MSHRkiLPuH2woJnEFKsCm8LmIORLHttARh4tD1j6VW4sHSvbdzEXjmdv3Wa6KPA+YDbz/F9f/y0smzHPPP4xptMFjTDEG/iDJz7MJz/2bqRwtDohOixrnJar03uOJ3p7LzDe16p1lUN5X09rNg7PS1DQIY7baNvCoQirCi8qBIJlPiUUQNJGKk0UtWuctM0pPSitsX6OcQ6JQkmF1g1CDYEICenQiTdphk0iFbKwGdNiwbKcI7whlPJ4yRY4X5JVU5xxZEXBssgIZC2yHgQB0lhCLWnHDfIiw9h6LlugRL2CRTGRDhDimCCpY+55YJUidYwPMoSTOB+TZoLN7Xt57sqzSFOgoyZSCVrtHs1WC1FVbG7fw9opuHHpCTpBwd2vbHNhp8PrvuBN3BpN+dAHf41+r8G4tKymHW7dPuLxZw6YMiddKDY2HuDJi89wNNlHCcHGxga+LOn0uuzeucLhzesEoWeZFqyJutkspCCOamaxkBzz72tgmnA1WgIh62DbvwSlZbzQNJIEJQOkamCMRTkFQmK8qUdPvbATe0egwxc7ytaUeLJ6YC4C74uaJSI8IohoxS30ca2oNDmmWqIpkdKCKKmspXC2hoDagtQalnlBZQVKq9phraT0ktJ5cjxC1QGoDiUhmigKieKYQNXzZaMoJNKSRkOzuqkxhcZXmihu4X3M8889TRQazpw+TxBrrClJkjbtTo/l5LCGkWRzHrhnwNmzD9OJJywWM/za6wjENYLwl7HlHqltc302Zjwq2N8f0VyXdNsrfNFf+VouPvMEj93/ABeTgKLIOHP6Ap/4+Ae58fwTnN4ZcOdojPElR0eQNKDfgXZbEMQ1gsK6mvhZz5iz+BcmONcd8pO69CdIXhQRzahDOx7Qa3tcVVKVJcvSUJkCY3LAHo+PrLFF1hokpsb7+qDGAmOwtqLAIUWBZEFepYRBQlHOyU2JFIIoiDFmRmYWNVHPHwP4bVETEIsFeWXAh5iqoKwszoRUJkCKJk3drKfx4OoCaBCgta7pxQpEoGg1m6wMuhw0pzQS6Kx0abY6bG5ts7Z5lqgRcOqu+znYfRbnHc1Gj3P3vpZ0OafISvaevMIzT1c0L0c8fFdMMXmGofhVorhFEDdwdownx5aS1dUd7jufUyQJuRe89zf/Dc40kMs7rJ59mPagx3PPfhTskrw0rK1uEc5HrG9IvPK4wrOY1qLoSduhAoFUjijWWOGPZXvqVpAS1AycE7KTa8AGEWHYJA6TWtHdGkxpYDFnnr4QxUm8kDg8lS1rdQtX1CBXL9CyiSQkLyuy6qi+wEmL0eIm6IhKBgiCWhEeav6+N+AdCpBCUXpBYUoKM8fYkqJyVMUxrsmCp02sIpwrgJrDVm+hGnF8owZBgAoDZBwSxppGKyKMDVESU5UllXNMliVtHfCxj78faVLWNrZroH6U0F7d5vBwn0C1yNIx42eeo1MZ1gaK+dHTuMF5wuYGB4cTtPKEyjNa7LMUMC1SVBix0ovYOfUYyCYr/VVObaww27tCLqEsDFdvPsvdFyw6riE3jlpPwwvBYlnHR0EAQVzgvEQqhw5kXc3WkhPEpJ3glCEpKG2FMLWXByoCbfGUqON58lpJhPcU5QxjUhwWU2VIodAqIRAai0A4ga1ySl+RiyHGLljaEU4OaESbRLqBQiCd/UPRb2ep7JKiWlCaEufrrriXx8hrJ46ZDnU/TUtf8+KOp2J7X0sCKxkSRRHtZotms0W/16bTaSLVgtl8RrfZYu/GFfqDDe66937y2Qxh53RXBsQkUOY0m13i1oCot0IYTqgKh5QeJzwyqIuug3u+msNgiyuX3k0vhskw584QZAukyDi7vcObv/7b2ZuM+K+/+NNYW1fkT53eYDK/Tq9vCeLjKnwAWtdj351wVFZQWYGXHMsZuhouYy2prW+ckwTqn5gTVeWShTUUQUwcJXhlyaoFhgIvPaCo5d8ciAopDdYUVKaWCQ6UR4sAbytsVf8oYSmLI0obk9qshnlYiYsGhCLE2AXGFZQuo6hyjC3xwiC0IRYeLQSmOsYVI+uJj86gdUgSNcAJCmew9ngurdbEcUIrjOg2GnRabTphzPWrNwkjV6MeOx20lty4/Cxb26dYXT/NcngZW5VwrDMQRBFxowVBm2Vh0TF4JSm8xEYd5oXhmYufpHBTKuDmyGNLKCXYJbQbAi8b/Nf3/w7XnvoQZnwIIub+B1/JtHiOaLmsOwTSozXEEegInBKUBgoDsagbz/4Yqow/HinvgWPB0ZOyk3Oialkj7qzBWoMPgrrcftyRhwoIqGxO5ZZYl1KZDGsKSlOxtEO0bOFshrNDvDXIGreGMUuKY8aCkhWSHFvj0EmLEaWZ1NBQIVGB+P+1dyZNkibpXf/59i4RkUtlrb3NSIw0IzFoQMBFCA7c4cgX5aITF8BMhtkIG2AwZu2ZXqprr4zMjHgX3x4Oj2f2B+g8tJnKzbqtuiszMjJed3+2/0LvVOvZiRCswxSHzZ5FLDEbOuforcV4z6b2xKR26cEJg62MwTJ0nj4Exu0ZF2c7truBPFXe7y95v9+zGd7xy/+142/+9t/z9JMfMx9fIiWp9E03cnpyyqOLc3anO77++pKPPuqRlPjdN7/n1dU11AWM5eqqNhErbRIOHWxPHC9e/pLl6iv+9LO/4bnp2J6NdBdfsn3/v7l40GNtYF4WgodhVETjFCsJQ2cFY9Vzt2TBeiV4WiAY02wcvoc5UV4XiinEKqThDPqt+rGWgpHcBNFnljyxxCtSPlByopZMzpFlvSHnNxgywYqKg7ZUKoshFRVmcraoLohbyfWGXBclPxrAlhaqlFelVzhqA2oDtv2dEVXfxwohODBZWaOmEosQZSTXTIwLzgeePnvKuH3BMYDgmI5XuFr4/Df/QFwnfvbXP+OjR1tKLfTDCS6MnJ4+YLvb8Od/9ikijutV+OqLt/j9F9TQ8fjRI65v3ilMOAg+AAacs5yedhwPI3/7t/+Jix/+jPCHf+DLz/8zy6vnBC/UlECRxayrMCWVMKwYUoIlabTyVst9ZxWvpIhGQy7KzLmvdY/hLFMlM+XMYV6Zhh3BBVI+4m1t0FBhSTNLvCYmhYd0ttfJMhmpinMJrnm+3mo0Gk2MU82Ueg3i6HtVBfFN+as2KePavs8aoIlCFeMotio7lsqc3uO8aXCIgjWRWI6IQKwd9iBYL8zpSFhvcNuRMFSKy+QI3npwhsvLPXH5BY6J03/773ggFtdv8AK7s4dcPP6Ez3/zW/ZXB168Wwmj8OOPOrrNhiePfsjJbsPl1ZdAYZ6EF8+Fw1VlPUQwK79+/ivmr/8n+6vfE+zCzUEhrdaV5qZU1YLKK9vGOiEXyEkV6YoxlCSUZHBOw1etSslRBZb7WfenCjJdIuK4Wt4Dhnk+bVBFrT6GboMlUPLKul4R0xGDwXWCIeGDoe+FIVg2foeVnpRmKgdiQR2bE5Q64XzC+h5vMtZGvaKlKioAhYaWQiPpKezB+ghJRcpTXpE5su3PsQZyObI2uwdjLFUOFJoEsFU4xcXjnss3jq8+f0fvPMMQmOYjJa/s373g+Ve/5fziAdvzh1jTiIfbLScPHvDpp08R/xJ7MlNdobIgLJycnnJ1sEzHxHRUF6CzC0OWlXFj+N3v/yvDZsR1liSGJA0TZdQoWVVSBOsMuWqHugvgPCxRiFHLeWsrBku+JUW4W8W6+1n3R6NeX0EVlnhEjCXXK6zr8a7Hmy1UPT1iK8ErY7VUQZhwrjL0cLrZcdJ/RO8uIFmmeMlaX2HTkYXIaKALI9vxFOcXCjNZNLnsHIpeRCgJYmw62hIIGEYMRayKPmA4GQK7YSTnyPW8Ql2xpmKtQeRAyR2VhVKvqHXl5MEZc3rbTFZEsdEVYhLevn3P5ft33Oxfc3pyQvCWEidEFrrOcnXzCreJPPnMk6WyPdnx+v0fOD15imEkxUQ/CGcPFfd0dmLwwRApnD96xtNnn7Kub3j55sAaF0RMG6pq+MNUglV2i3UQF1gXo7ezg6FXgkBpuuKdg/7+4ET3mBPVIzT5YGt0w4xDR2cDY3dKkUisyortu4pzKDfKCn3nOD99wkdnf8lp/wypHcs6MZYnFPmYQ35LN15RGXly+hMe7Z5yOf+Rb65+TqpHghP6Hvrg8SZQc2CJwrpkcj6jt4/o3I6b6YppusbbgfPxIRsfuD5e4fbqXVuqxZrApttx2m9wwDF3XE1XpFI4e2B5/dywHCN9tyOtEcPKdDTMxwOH60sO16/ZdD1rjpSceXhxxk//6V/yX/7H/+MsJ8QKb9/tSbGwzgsPHz5j3I5M0yvODK3aEmKupDjz/up33KwvON1uyHXGOqPiYc4SY8FXoWaD7ZSsucZWhaFu3FIgFu0lGa8hLRXFVt3XurdN9PGjJ8R0Scwr1vZshof04SGd31IKXK8Haj3g7MLQe6w51VAXBk7Gp1zsfsjF+Bnb8BBkYB5WUjkAM+f8E1KtdP6Uj09/xFm34c3yQ7a7C2LeY1ixwTL4kZNwQZDAcb3h3c0bYu447R4zui2xwnE+ImIZXYekI9YIRi6YlspaFqpoBWOtJaWZm3llf6x42/Psk4HPf/OWs3DKzc0NOQpj53n28SfM88IaI/N8JBihlgJiWdbI5X4PkjneFPodTZRdFdHOTp8yx3cUSlNM0epp7KFUQ6wLThQSbLDkVFp3vuCt3ig1Qyla4cWiFbH1QufMHZZ6SdI4fdB3hs3mvp78fdoyPP3nXM1fsKZXjP0Ten9G8A8ZwgkxzeziBm+FpVxiZGEIgU1/wba7IPhTgj/DmS3WP6S3G/pgmOIVWSZGC8EPhDCyG5/gfcfOOn7gPFUyazlSSfRu5GJ4xgDsl9dUPmdJhTE8ZPQP2OIZh0VNX0piWRzYVxiTcFYoKbJm4bq8px4mShLmNSG1A78l28LJhfD6qyO5GKZGg353WBGv3rIxRupmg3WOaoR5XZjTS/7kJxkz6E29roah7+j9QE6Jy3fvWZNVw7sqnJ5oSX5+dsrFwx+D8+xvvqakQk7mLiT3QbAoCUH5bLoBYwTnNeHueoXHlqpDWe8E38v3Uz32T5/+K95OD1nzG3p/yqb7mG3/iNF6rpbXTPFIIDPlU2K6ZPA7tv1DeneGsVuwPYae3g8M4YQ1JrwbqRWC88oQsZ4lzaw5kaswhKd458k1ssRrvO2w5gxMRcyEc+cMCBhPloI3ji4M1KxQ0bUcSCwkIsess7YlN55cNVADnTshdFtKDaQyM556upOFUDymA7dZebP/Buc2XF+/YVkfUeRccxWEIonjKtAJNYEV2A4Df/LJX7E5f8qvf/dzjjcHQq/DY4wwJ0gC56cPKP6UL5//gpr2lKo4oVuGcS66KfpRK7Ii2qgso5BFJZ3FaH9t3KK3kihqtO+/h9XZ493HjF3PIT2k9zt2/TM24SEB03ST39NhsWnkaAYGf0bnzxScZjyWgHc9wfYYYxFj6LoNOwastWC1mRhzJMqKGE9nd3g74Eyi2soaD1zGt1ir5bmzHlcTRWZSmRG/RUwgyzVrmVjloNTtbsStHc5legHnO6T2TGvBGGEpE8fDys3xyLAtfPajkc55DodM5wveVYI9cJhfkvIPdZ5nHIasDBSfmA4GXGUMhvPzR2zOHnN5/Zx5ectmG7A203Udh2PiOBe8N8wvn/N2/zXUqjoGAXyAlLVaDR24oBXwdgs5Cz6oc5NF8B04p43HFNUH1lk4ObHsxvt68vfJ9jBOE2gSFU+ulbUmvOsZ3YbVzyj16yHenTL4HWPYkvLMWiZyXUgyU0i42FPF0LlOZeecbQ4/YE1CasaZoMQNRGnHZWGaXxHzRAie4AK9tSx2YY7viFLZuAv68IBpueRqfk1cZ4yFoT8nx5WUCqUkUsmsWcjiWdYrljmTizBuDSdbSGWh7zxPsCxzJq6dkgg5UuqBXA+Y2iP2iOlvGM8LQzNDLkV0Y9WJuH5D5zJdKIyDJRYhjFCjwXlDP6hARjE6B5MKu60BaxAsIVSsVPqgDcXBaIVWF0UxSmtIeiOMG8hFSNFwnOr30wM21RlYSZKRunJdZkI+UrsHGFaEyFQyguDDyNhv6a1hrXsO6x+J5ai3TPEYMxDcSB9O2IQd23DBGM5x1rHkG2JJ9OGEgCOVhVImlviS4/oFOU9YThn9KSIrMX/J9fpH/dn2L/DGENM1h+k9Uhxbd06Wa5ZYuTpUpkWVRHKKlBI1j/CGLqgHiXXAKuSaMG5DolCcYMfCwjsO6ZLr5QyXHHO6IdYD3VAZBtiNTsW45MDl5S9ZpysGD4NxTDO8P2RwapQ8DEI3KHt3sNpIrNXyox/8lH57wcu3vyKmdwxOZ2TLZBh2an/RO7AJ4qpNx5xUEhr0NpMq9zl/vUcadT1gbKXvtzgq++ktJc+keq2DQA7s4wuSGLbjE6TcQL7hevklN+uviGVhXgtTFKp4+v6UITwmuFPG8JRd/4xgPTkfiXll6E54YJ8xhq0SG/MLRA4M3mPMwpTek+WGOb1iXl5xOc/czIGHw4oUi6k9cam8nl/y9vIt83yk5IGUEkik74Sc1T82lcbMFcjJUgS6oGAv33Qmh77H2o6buNIf3lNr4tW733A5X1K9sBZDWQq5CikWRN4QgsEPMNXCVCt+UMrzZoS+041jsqHrwBrD+ekP+PMf/0d+//LvqfU9274QPKyL4B2EoOOhYDQXcr1umpiEnAy3sxLvIN0fsPH+NtFVfMv55gkPt8/wUrhZ97yfXrDkGUhYIlfzH0gVHtTPuPGwpj9Q0wtqjqSqsb5kKBR8tiQLa3rDtFwzre/o3EApe6b0CutPyOaf8WT7MVUyh/wSsStD/xHIwjE+J5Z3LFEV6W3eUEtkH6+YD5H9fq8CVXEmx0rJlXVVoXHvtPpxTmdv1tD0ICE3MqDFYCXhjGWzOYfqefL4p9ysB958/t+Jy5GbeWJao3q8DVZ1i6zFd5Z5LUhXcb2hZqFX3gIhWE53qJIHVmeBAazb8LO/+g9cLl9wvf85nc9sRmGZFbLug+ZEtdwKrurNmRMghhCkVXZKTYvpezjFf375gikFljKw84UpHriZ3pHKzJwu29T+ilQyKVWs2ZPyHifKtxda6746ah1ZcY1Xf6TWS+blQDCBWm+Y4hsiEFMhlQUjK4flt/R2pK8bpESWWFniwHG2zNeFm6tIzntiesGytH6KFEoumrS2kKUPgrt5nHfCZrCsK8RVh5qlah/IDwPGGpzbsTv/jOvpkjfvfonniFSI2tBBrKE6w8nunH5IBN9zPB4oOeKDYV7UaDl46DpNjmPUMUhQl0+cXfji+d+xpjc4OeK7xmxFbb+whlRVai9lg/UOa6uC92vFGov1UBqA7R7FY+9vE72/fMPxWNjfvCXYzLq+YEnXbMIZp+4x1+kljid0RqhxJUklRoM1lWI16UwFpAZq6YnrAvYGZypIZZYDAaM+q0VpwWmB45TI+YqcHMdUeB2/Js4zy3JgOs6sa6LETEpR1cGssMYm7tAUM2oRKpac5M7wuHMwDAbvlLtfs4CnhQKjPR0K1vdsTi5Yyp43b35FzhN+BOsNnTPswpZaV/quIwSoNVKqx/lGLqiCkSY6YaAPhlLUYenOOMcarC1I+iNDMEypfW829AMsEWIWctV+UC5C8ArEMdZgnCGnegf/cF5v2Pta97aJTsKOwY2MRbg5POcYv2ZJ18j4A7bdiKOj1IzFY6TS2VM6X1nSQUtx45pz9QnBbLFV8TDBBpx1TenDtbGEWj3UBV5/9QVrXFmXmXVZSLlS69oSY1Vn80aho6noZui9UASMCF0wxGiaBrVpqIA2g2vgLcla/VRrkSJsRosxATGWfjxnmp+z37+kiuokGodChDGaJwbH40ef8m7/NcuagD2IZbPpKXVRcfIKsRhcvNXmhtDp5jJGGHoVZVgXo5tLVLlNiHivVVhMcpfrGHQIbVBp5lI0JzJNvsd+HzHW63wk20pyjjULNV/QmUeQB27SyppuQfoRQyS4ESRQUiBHi0igFI9hQCQoBKQuJLlWcQejt4QQFGAvhlwyxgRqMaSsKMZUVkqpLEttowcaRUkH184afG/oOoPvlGYTgm429amVZpcJ0ySKuvSw3VisE3yBLlT6wSDmAWvaU9M141jvkAPqlGkIItQ6023OOK5XHKcjgjRtoErKM9ZDjQoc0/JflUtqhSRCF6oiCxBi0nDUdR0pJ5xRtqKxFovOzjD6NQZRtwEUIlOKhkdrrPaTvo/6RF998ffEbDCm02ZdcRjXYY2hiApxemextmJZleWK8sNSytRbHGTVRBO02lBnRktK6l4kxlOLbTz+ijWOmtUOouSi/RFRDLFz2vp3wdL3ehtt+hEjhVqTvkZR8VBjVRE7F8OywDQpKK7rwbpKLJZxdPggPDh5wpOLT/nVH39NLgdCr429GA2KktWH5Ae9/Q7TNXa9IgSHDx5nR5b1GufVAchaTYzVjFrL79uNtKwWEThOELxl3AaO14mahc2gCblp8n1hEFyCZakYsVjb5IiLbbCYihi1m/9eJtbeFXIpxLSQon4YuZrWj2gaQW33q+SJ3gprVhyQuRVnMtpVRbR0XVHj22UW5klD0C3TU5otePCajLqWlCp3X+EUFs0tEEhJMB6sVNJaqEl1tbMR1qwzrXWFnDWxtqGd5Gr1dpVKXwyXrGBnYqvmahLFMidDzlVVN4oC6K2BzhtOTp4Suh03x9cEtyOEgVz2yp1reZixFbGa3GtBqD+/FA2w22FDCD3H4yUlC/OqIcmIEIw6OtW2+aQocrNU8y2OyCvmurQq7t6e/X290PUxUYvG5tpwK3cfhtUEshRtdIGB2iodUTkUFf9UxoKhvU4RfRhNgtA5oyOGYHHONjErdaN2vmKscqtKvVVcK9xaXlujTTxjV20aJguicr2HozDNOouSRj+WqmMFVcBVAL6I5lTLvGeZEtbukDwxLbN+CC0PAqBaJBuG3ZZx+5jN5hnWjfjwFCOWnA/kbKj1DdSk8zp7CxazDdGpB+32dorrBEzq2A2ULESjola2NCSotPdcgKKNU2qTG2xmOvUeQfpwn6Z5q4YLSxMXqNrzsQZswzsjDThlvgVVFVETvWFQ8JTzhpQruVp8p5hhEQgCodPT2nmodxK6Aq6qT4bRMOCtXmnW2jv5wpQ05am1UDNMhzZXckLN7T21KrGWlnhXFL8jt2W2lsZdeMLTp/8aMbC/+oabb35BKVX9V0PH2e4jgh+Z5lcY56g1Ms+vwWyJaQHRr+3D2B6qYqVvb23vhNLgvUZupfFMU3qr9J1RCCwKxAudTvRdMMQE1arUoGDojNx+Srr5hHtNquE+daxH2gbRUj0XTfAQhW96a1Tg0poG0dQHnqt+39jdVlBQxJHS7elX0xdET6XzDu/1lNaq172i+wrSfm4tGk5rrXft/pq1PO8DUFEg22iaQ7Zgk2pCSoViuQsntm0cEUPfBU62n3Fx8deYcMLN9A1L2t951zrf8/TJv+DTj/8lcb3k6upLpvUVSAax5Dy10BXVQLIe8K4qCRN1qizSbiAH1QpSrVZTrR2hIV80eTYN7hHaATbQ+XaTNvqSbYjHKpBShWy+pVPf07q3TTR2pqlyNUFzMXin/l1CBAteNAw50c4sUnGSMc7SBa+9jKSg/Bhp4Ct1DZLabolaKElPbSoaMrWKVcmXWrRys064ldn13uA7msxxu1GM8rWsE7oO3GpZkz4cqYZktVrTW0AwdDx68Fd8+sm/IdbM1y9+wdX+18yzslhNCDw4/RHej3z5zX9jCFu6bmBjHhGjjmoMHpFMLit93wOewkOW+J6Uast/aO6UKNGgKsmBFqoUUtxkYkwjIhpDFUvN0kBnCmhLpb2Og5q10qxiWuJ+f+sePWCFNamUSW3x3LqkCXbWtywIzhWCheArVPX0sqYSXSJGYV5haf/IHX+83OVM+uu3Roq+KGIMztV2u912nKV9YAaydnWtNYROcwhaRR+8grqyQqdR4XmtrqQl/LUaQnfB2flfMG7O2b/6P0zH31HzXjURnQErWJdY129Ylj+SvWfsP8G7M4I/UQ9bDN4JKXtyvqILj4nrkcPNW2jjFGkh/zYO2zvwWNsEVUObSAvPRcmKtrUVvKhYRanoLd/aGzHqWElE7uhE97XubRPNM8RciVl/Uet0w+SsZW81yjhwTkOZt3KXFzlrMEHuqjZrjU6b259vv85Y/fBqC1mChhrdOJbSgPr6b3srXah/X6GqOQRiuLviS9YcvJaKqRoaxWhzUUsAT0wwdheUunB9/TXT4beUpA/e+dv3UljjKwwOqZHWg8eYzNidkqvajFpnGbozjPkMHzpeHv+v5mRW/W3bGwZUkKHWeldJOVf17Ig0rzS9WVLSMGedDmBrO4RNpogq2n64Bepzf/sHuFc8EW0HtCTOqKW2GEXj6ZMDsBqfq3zbILOoer4BWwVTRdW+UOV956SJPuhVftvhNeaWlfQtKJ3WSrC3Vp9teKrh4FvDmtscIuf2vXLrK6I5nNK+A5ZzNr1Cc2vcM+VLem/Zjeccl6tmV9roymXFmw5rRpw7oe+0lHfeEhiwxmJsT/ADKWeubr7h5vqF+pp4uXNkAu7+II1Pd5vYK9+s/c5FK1HdV62YqUKMrU3QKk1NA24rT7jVwbqvdX94ItqJbjFX2vWs5YB+GKZVCqU1BE3jTfWASeo6uCZIRVsApp1KEbX01OscPYmtagm+fWEL9O0Qt4307aDx9kFU0Q/UNpVV22ZTIdDkV1BRLP+APjzF+Qu2208IdsCYQKkLKZ1SbSDJr6nrRKE25YQV73u67jEh9O0XyBiT6LuBfjhBCBjbsexf8v79L7Gy6C1sdJZ3C1rV2ZZtt1zLgW7HIY3Rmpt4vLEKjS1VG7K3B8wYDYXSPpO7HWrv9zK6P5Gr1u0ttydHtOFWcvt/0IJ4gyuIjgekKNu1zTk1vOTbm4HW+9DNpv0S/W/dQHIXzoDWgGwNONMamObuIkKqMiFKUYEHAhjfEufGXTcWsKcMmz/jwdlPMKbDWMdmeMiyXjFPe2Vn1BnvA514TE6Is7qxg6UbNngbMM5gXMWGgvgIUpmW16zrwv7qDxh7VL1FUdq3sXoY8h3xsnXf2yC1FsCJXpLtFvautU1Q/La5PXS34xejh0axkO2U3SciDTAi9/yKH9Y/unWPY7gP6x/r+rCJPqzvvD5sog/rO68Pm+jD+s7rwyb6sL7z+rCJPqzvvD5sog/rO68Pm+jD+s7rwyb6sL7z+v88hEg6OJkMmwAAAABJRU5ErkJggg==\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "visualize_model(model_conv)\n",
        "\n",
        "plt.ioff()\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "oGyX6XpFzhFj"
      },
      "source": [
        "## Inference on custom images\n",
        "\n",
        "Use the trained model to make predictions on custom images and visualize\n",
        "the predicted class labels along with the images.\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {
        "id": "PSVIq1DLzhFj"
      },
      "outputs": [],
      "source": [
        "def visualize_model_predictions(model,img_path):\n",
        "    was_training = model.training\n",
        "    model.eval()\n",
        "\n",
        "    img = Image.open(img_path)\n",
        "    img = data_transforms['val'](img)\n",
        "    img = img.unsqueeze(0)\n",
        "    img = img.to(device)\n",
        "\n",
        "    with torch.no_grad():\n",
        "        outputs = model(img)\n",
        "        _, preds = torch.max(outputs, 1)\n",
        "\n",
        "        ax = plt.subplot(2,2,1)\n",
        "        ax.axis('off')\n",
        "        ax.set_title(f'Predicted: {class_names[preds[0]]}')\n",
        "        imshow(img.cpu().data[0])\n",
        "\n",
        "        model.train(mode=was_training)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 227
        },
        "id": "5vggKlbTzhFj",
        "outputId": "07aabcec-f469-4fd2-d277-e5fa568c82f7"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "visualize_model_predictions(\n",
        "    model_conv,\n",
        "    img_path='/content/drive/MyDrive/Colab Notebooks/data/hymenoptera_data/val/bees/72100438_73de9f17af.jpg'\n",
        ")\n",
        "\n",
        "plt.ioff()\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HtpVRKGBzhFj"
      },
      "source": [
        "## Further Learning\n",
        "\n",
        "If you would like to learn more about the applications of transfer learning,\n",
        "checkout our [Quantized Transfer Learning for Computer Vision Tutorial](https://pytorch.org/tutorials/intermediate/quantized_transfer_learning_tutorial.html).\n",
        "\n",
        "\n",
        "\n"
      ]
    }
  ],
  "metadata": {
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.10.12"
    },
    "colab": {
      "provenance": [],
      "machine_shape": "hm"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}