[404218]: / Code / PennyLane / Time Cost Efficiency / TL 2 Class A100 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": "25438bb1-0ce8-45a1-eb58-6be4b457d133"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<contextlib.ExitStack at 0x7ab610cbfeb0>"
            ]
          },
          "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": "269c2684-e379-4ebd-a459-6ca60e7d5378"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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4iKqHVljhk46Ptcz43/27fxeuuOKKkOd5+PzP//zwV3/1V+GWW24Jt9xyy/K4RYnn6173ukvef/fddwcgvPa1r12+NpvNwtd+7deG9fX1ACyv5Rd+4RfCF37hF4atra2Qpmm48cYbw8tf/vIwHo8/7DX+7M/+bADCG9/4xo+qTcdx+vTp8LznPS+sr6+HtbW18NVf/dXhzJkzAQivfOUrl8ctyowvXrx4yftf+9rXBiDcfffdy9fe9773hS/8wi8MeZ4HILzoRS8KdV2Hl7/85eFJT3pSGA6Hod/vhyc96Unh53/+5z/iNX7VV31VyPM8HBwcfMztW5SvvulNbwpPfOITQ5qm4TGPecxl31MIIUyn0/CKV7wi3HTTTSFJkrC9vR0+7/M+L/zkT/5kaJrmkmNf85rXhJtvvjnkeR6Gw2F4whOeEL77u787nDlzJoQQwu233x7+9b/+1+Haa68NaZqGEydOhOc+97nhb/7mbz7s9U6n0wCEr/mar/mY27p4Bn/rt34rvOIVrwgnTpwIeZ6H5zznOeHee++97Ph3vOMd4Su/8iuXz9t1110XXvCCF4S3vOUtlxx3/vz58G3f9m3hmmuuCcaYcOrUqfDFX/zF4TWvec3ymI/32V1gVWa8wicCEcJHoYJbYYWHAW699Vb+5E/+hNtvvx2t9bIk9OGKF7zgBdxzzz38n//zfx7qS/mU4OTJk3zDN3wDP/ETP/FQX8qnHH/4h3/Ic5/7XP72b/+WJzzhCQ/15XzKsUifPeUpT+GJT3wif/AHf/BQX9IKD0OsNCgr/JPC/fffz87ODl/wBV/wUF/KJ4QQAn/6p3/Kf/pP/+mhvpRPCd797ndTliXf8z3f81Bfyj8K3vrWt/I1X/M1nxHBCcStH3Z2dj6kFf8KK3y0WDEoK/yTwXve856lWdhgMFgak62wwgr/uHjb2962FPTu7OzwpCc96SG+ohUejlgFKCussMIKK6ywwqcdHtIUz3/5L/+F66+/nizL+NzP/dx/srn2FVZYYYUVVljhY8NDFqAsyjFf+cpXcvvtt/OkJz2JZz3rWUuL5RVWWGGFFVZY4TMXD1mK53M/93P5nM/5HH7u534OiDbN11xzDf/23/5bvvd7v/fDvtd7z5kzZxgOhx/W3XKFFVZYYYUVVvj0QQiB6XTKlVdeudyw9R/CQ2LU1jQN//f//l9e8YpXLF+TUvKMZzyDv/qrv7rs+LquL3FpfOCBB3jc4x73j3KtK6ywwgorrLDCJxf3338/V1999Yc95iEJUHZ3d3HOcfLkyUteP3nyJO973/suO/5HfuRHPuTGVF/xfb8P/VNIBBJBADwBKSUieCI3FP8SgNCRLRJBCAGPR4jLI7gQAgIR2RlxZBkuAyDAxf91x3pA4INHIEF0xwp52T4hi3P74BFC4D0EH+I5locJCEB3zaJrFyHEY4Q4OjTEo+SyDeHo7wKEgBDE0d+6e7O4rvhfdLg8aqtHdNdP/Ljluzl+KtH96gHZvRRgyccd3Qo8sZ3xmgRCSIL3y2ukaxpC4EMgBJDy6FxZdR+Pnf8vvuQLnoDQCbX1NEVBIhXFdIYtG4IREAIhBOq2oS4bhJBICWmWkiaKui4pixJhEvqDEfOyYD6e0c4L+v0+SkmapmV8OEVqgdeBQODs6XM0Rc1oOCQQ2Ds4oKoqlDEMhkM2NjaQQjCfzZEI+lmPbNinqGus96SpYT6dMDkcY10bv1Xv0SLQ7/dx0oEA37YYodkerSGNoXSWeVmyt3dI21pqW1PaBusMWmXkacpGPyeRDaO1HslwAEhSLRn1N0mTDO9blPQYIxFS4pynti3eemzT0jYNLngkYJIEpTVCCNrW4pzDti3Oxk3oXPDUdU3T1IQQUFICAucXzyp45/EelDb0egOGG2uYXoYT4BEoqREIEq1YHw7JtMG3jrZtsM6jtOHuiwfM65ZBbpZW9Eqp+EyK+ADmeU6SpCglAY/RGikFrbMYbZBSIaQgeI820fpfa7N89lOTxB4RYv+xzmK0JvhAUzfUdU1Vz2ltTcCjpCAgqBuHlArnbddXJEUx5//5wlvY3trAtS37e7vcf99pWtuSZxoRRyVwkrpuaK2Lr3XjgFISHzxpmuOcpanr2EcE9PIe6+vrFGVJXbUMhkNOnDyJTnS8/10fl9LgfaCtKvJejtIGpRSeFt+2iBDiONn1KSeh8RYCKKkI3XiD90iOSHWlJILYL5U0OOdQKk4bYrHBpPd4EfDeI6UiBB//LSTBOaxz2OBpnQOtwHkMkmAtQkp+/01/wbvv+r9Uh45Bb515vUdhZ8zmMxrvCDaAC3gpkC4QfEBb0FKS9hOSXJHohLJxeAttGds1HAwp5iUiSQkBQpDkSUJdzGhdS+NsvCYPQsRBSKG6Z0IQgieIgEAhhUJq2No4yWQ2xdmWti1BijjfCGh8S6oVkowAaCOgDSgh8cFxamODrD+AINjZGBCmZ3G2wScDagLT1hCU5vTp+7CNRQlJL8sQQGNb1nNJz6RYIWnKA9YTx8TCbhG49sQ2deu4MK1JjSFISW4yBsMh3gcO9y+SJgatJUkmWcsMPaOZ2ZYmOEwqyIaKtath89QmiVhn/9495tYwWr+SvQvv5Zordzi//0Gu2xlx1fY6o+1Hk+Xb/P4fvZ7ZxYuINLB5asBN14/Itlt8HkA55rOKCxcdmxv/D7m4lj//vQ/yM/+///9H5UT8sLC6f8UrXsF3fud3Ln+fTCZcc801iP6VhOHVXeeKs6ckToLxlS4QCXHi9t1k6LtJW8g4wQshlkGI6CZ4EbrwQMouCIFFaKBCF/AQjib7xfHHJvTQfe7ivCHEThy69xO6WTgszgZedJO57zqJEEfDRYid3otF4BL/4kO3kVvXBi9E7HCEGDR1xwoR8IsLFGLZHqRcXp8Q8XNRXRDRUXDHM4EygJAS0b0uRAzQQgDkUUDmQ2yHWLSuC05E6IIJsRwWjyKh+GHxmrrzS1XTCynbmwNI+zRCQGuhtbSDPqJqUKmmaErKqsIkG3jraOoG7yyjUY80EUzGgqqf0riA9y03XHGK2WhOU1ak0gAuBh6uIe/lmEzjvENXDYeHEza219HaoHDsH3oGwwEb6xv0+33a1lJNxhhjGA0zPC3rPUNAMJ1OUd5xcmeLeTlHA9I5bFNjpCPtJfSHPZqywlcN2tW0TYExhs1BigxDJvsTEqFpneVwOkOImtpINrNtrtxYY2dnEzXoM2tKqmJOW0zIlYgTpPSA7e6ng6ZCeE+eGkb9QfxOhEBKgZIKCHGibCy21XFyExLnHGUpqav4/SkZJ67WO5q2oW2a+D0qTfAWV82ZjFtUnRK0QpkEYxISqdEyRbYVaEh6CZlM8CEgpKI3r0BpRv0EIQTWWrTWOOdIkowQPGmakGcZWhsgBh9aK1xoMUYQQotUAhE0WqeEEOLfXQwKsiyNE3jXp+q6QimFsw5vM+q6oqo1ra2QSmDbBiFVDC6EiMGUipOxNgEfaq65/louPPAAFx4oY+CYDFHaIyRUtcVaT56YGNMLj7UNQgqUVkgZf4zS1LMW8Ejh0Boecd02QQhm84JxUeLaQ2aTljTpk+d9hNIUtqRtW9Is5cprrmVelThv8dajeoZekpElCTLEILJ2La23GJNgtIYQkFJB8ODtcqEjhEAqRfAB70F2gaJUEhZjmosBtvNuudjxPr7uvScQJ9jSWbQxCA/SOlQ3Xvb7Ob0tyWy+z/6kRqsU5VOUmONsgXUerAcvkU4iLXgXaJRACshNn16WkSaGvf1dtAxUdUsxPsQkGbatCUrRNI5iPiZVksZCYxuU87QBbGiRIiCCBilItKafZAhh8U7SesdaPsB0y+BenjEuZjShC6CFAC2QMsH6FqQj8YYk7eGC58RoHe9c7Efeoa3HO8dgKHjyUx/Hu993N++84wIqX8NbC85RuwYRWnqZxvmWnsi5YRMOK8de7Qgy0NMBSU1ZjNneOsF47piOJyAltZxTVyX9fsbG2oheL2XvcMx6r48RLV4FhHcYGUhTT6Yd6/mQ4TBjpAzpVk7jQJma3qkNjPE8+hFX09bncWmf9S2H5CwnR45y1zIc9hj1BhixQVo2jPIKtTFDXb3JYPsBDg7+BkdGmprlnPiR8JAEKNvb2yilOH/+/CWvnz9/frnJ13GkaUqappefKHC0dOcoEACWwcmSxRBiuTIIMlx2qsUEvWRPuvMtgonFZLk8X1hMuEfvP37Dj0/oscP6Y7+D9wHCcQYnnlOGyAI9+MtbtGoZ3IjY7MXk733H3BwdfMl1SHnEBoUQmZQl1bJo43LV0AVc3XUv72nX7kUQtzh3CKEjbxa0DfhFUHecISG+LokrjgXDcvTtde06FjAtmhOAxllcURB0Qj/LMamk1Tm2KLHS0rYFZVuT9nv0R0MIYNsGrQVCOGSeMegnZGnG3oU9bFWxdXInrn4Opkz295E4qmLGwcEe6ye26A/6SC3pD/v0BwOUVFx19VVcceUVlEWFCIF+klNRx5V5krI2GnEw2cdZSxCSsiyZFxUjoSjmJeBZH/QZ9tdIdMfymIRBluNaSzkrqA8LqvEhhbN4YcA5qrKmaixSaZRJGPYNo7U+g/URWX9AfzjCVJopAZxCioCUkfFr25ambijmkUWSUtIfDpB9g1a6C2ShaSx1XdHaGhc8eFBSIomBQmvb+N36gHfgRMATCFIStMRZv+D8aJuGxpb4SbwGKTVaaYzS9NKUPEuRvRRhTHympCBLM2aVgxCZnLhiV3jv8D4Q/IIVVISggG5jRB8IzpEajZLxOQveIQgIH7DWojpWL3iPt5bg2jgJG43EY5sGgui6tkApjZS97lnV+OBJEk1d1xgTr8+7wCAfcvGeXcpHtlw4vYu3sSf6IPAWrG1pmiY+y1LGFXsIZEoipEBoCUrgcbQCMPE6vffk/R6ZUQz6A7SQXDh/gbKxaJ3gvWNWHFC1ijYk1LZFGIVKEw4OxxTFjMQ3GJ3Q7w9YX19jY20DpSVWQNAKHwK2tRipMFLigsd6340PAiEVNgScbWPwKmVcocjI/PrgQQS8i9+7CPF7jIyNR4qAdQ4VAnkwiFYeLd4UtLYhBM9gsEZzqubiA4e0ladnegyzLbwPTNopAVBBEFzA+hgQCARSKFrrGU9mtMEhugDUuUAjPN5ZlEww0gCBNM0geJqqRiNBeoKPLElqEgSS1tZIIpvcSwxeSVKtMEaxubEGKtBPUupiirCaRBsSYzBaU7Q1npZESrSQjIYDJIEsMUxmLdZbLI6D+QRlA5NDwe3v/iB13WCRJEKhkNS2wHlB3UJuDLpj8eq6ZndWM28daSrJU00vs0yqmnw2JwgPSjMu5mRKUtQ1k6lkNByS5jtcdcUpLh5c4OqdbdbyHsWFB/DC00iQKtC2BiP7OBxVqMj760xm58nzdbY2r6AtT+N8xgMXL9Lb3KacXKCsJngf2c+6ClzYr5D7NTe5Da5I1hm7uzgx6FFMxtx3//9LCE/lo8VDEqAkScLNN9/MW97yFv7Vv/pXQOyMb3nLW3jpS1/6UZ9nOR8GEPIoCBAd6xCWuQ4izbBIRRyfDZfnEt1hoWNkOuaAsBxwF5+zYDuAZcrkOMKxCCKIsJygFyFEwC0/+vgkH7rUjgiLo8UyNQLikkDn6COP8iShYx4WAYOUcpHciqvTY20FcN1AJFncxMX9EUdBR8dExU86fq3hknMt72aIwdIygFkEcIvrP5bi6mKZSz5fhC7NI2IgJBefLgRKa7CCtvVUoUb2+nhtmLsJrqkI3pGkKZ6A9QFlUoajDaQMWFuTC810MsbXBVmqmU2mGJuSZClSO7KBISWhf9hDVDrS5IlhtD5iPplTzgqUlHjXorVha30D6xx10+CsY2tjnTTNqOu6W30GrHcIAVIIyrIkSzLSVDMa9OkZzSDLwDvqpgItSEyOGBnyNKOaT7k4ntAGhcw0VkqaoqaXKUa9PttrOaN+iuolVMExALaHa/QSw6RskcagjME1Hmfj9xKEwAsFQSCQeCdwBFpn8d7TNjXFfI5zLUJ7tFL4jkVrraX1LaGbnBrrKZuWxnqsDzhvEQSMEoTg8MTVeujYRY+jlZYWwXgyxnmL1oY8TUm0RmuNNppGDeiNNnHOLftYJPMcgYaARwgFUnXdW+CdwAuJVBpjFE1j41o3BFrbYluLkjHNpZRCKInzLS44lDZ4C411XX/TeC0ADd4vmdLgWpQSyFbEoE4KnACtEqr5jNN3vZ/x4QWca7C+Bh8Dv+BBSEWaxBSTbR06kZHRdD6OYz7QcVcIAwTHIM85tbNJv5+QJJ7tkyfROuGBBx6gKkqMlmhtSL2iKByKgDRw9p4PYonplsY6hBNcnF3g8GCfveE+o/URST8l66UYk0am1Eu8c9297ZZoMjKvbVWRZllc5MjFAsstx4HgXNeOjnH2geD9Mo0bU2ECozXede/txuUFE5PonCTPMf0x03qKKxyZyRgm63gnmFVzhHfIIHAiIJWkl6RIZVA6Bzx5MqAuS2bFNI4tQmCtR6eSw8mMXr+Ha1pcaAnC4QNYwGiNlgYtJVnW53C616W6HCLRjNIB/eGQ4Br2L57DASqVrI9y5g0IoZnMZ8h6BkojRcComGaxrmGY58yLCaCYz2asj3q0ztK4lknVoCc9RmmOcyVS6uV0hYjMZdlEdqdp59y1KynQBO9ZGyRMGsfWcMgDByU2BBINa4M+jbM0RUWSaJwXnN/bZV6VnNrZ5upTJwnBMqnmJElCaedYEWicZnJo6Y0dg0Sig0f7GeuponIV77v3TsrdM0jVcuKqER+8+y6EaBCZoTcwJFqzNhzQSMPu7h7lfIrkFMNTfarBjDyXpLo6Nnt+ZDxkKZ7v/M7v5EUvehGf/dmfzVOf+lRe/epXM5/Pue222z7qc8guQvFhkZ4QHVUtsR21GPPQMW3hCV2AsUhNLPQmdMyAXL4GfqlZYTFJL2KdYyklLgtOwnJAXXTMEGOjLq0Tz7Zkf7h0wj8eeCwDn45i+JCalmNvOmKKFumkENNYwS9FJMfZkMUALghLNXUQXVAWFoHJEWuyYEkWD9iH0td0y6Pl97AIUo4CHo7y3aI7f9fe5f0TAn/sVdEFYSrLyZ2hKBvasiGoFCEkWmuCi9ebJSknTpxC6ZS9vTHTaUWWp1gnCWjy/hAlJcFYWudpq4a14ZDkxA5ZL2de12xedQrhBZPJjNOn7+fCubOUswrnNaM0Y9TLcMFRyQaTZSipaL1DKxUHBBFomppEKcrpjPnBAUVtqZoGIeExj3oU11x7DUorXPA0TcN8t2Xvwi4+ePq9nK1Bn60TJ+lv7lC1gdo5sqpibdYwnc9pqoIQNELnTIuSJPEgBXk/Y14WXDwsKIqKRAh6WpEo8MFRO4sVDus9zXRM7jzeCw4OxyipSFMTg7AQSD0oLUmUQkqJlhIpBM75OEm4qMOoakvd2O6Z8LSiQsiobUCAMTHV5RF4IaitY1rM8N7RR6GSGpEmeK1ppCD0DQxjB4nMn0eq0FGGrnuCHGCXQX98UgxSCXRiqG1F28bJX0IkWmTA+gaT5ljf4vAIo6ltS2XbqEnTKqYnJAjTpTY6htEYg6trCIHE6C6mFhA8o/WcM2fv6R5ph0kEAo9RKUEJUgFaSZy1GK2QRtF6iwgx9WaUJNWaPEtxMpDnKTvbW6SJRmmF79IZG9sbJEYxmUxoGkuaRL1NWdbUTUPZNIxndUy7BIW3gdo6hFJY69i9eJHx4RiTGUbrQ9aGQ/pZhu7lOCxSK7z3UTXjNd5ZjMnQJiUQAxhE1PZ4HxkU6UMM5ELHTi9nWI7SuqLTv3nXaW/iYVophBBUTUnbVjjf4lVJ61qCs/STPlu9HSSKyo5pu8Citp4QanTwZENDlvXxJJS+xOiU2lU0PpAJwaycMewPaeqGhVBOakVTt4TgkSpBCUHZ1iR5Fr8D26JUYJjAVTsGUjicBeb1DGMEmelBiEycVgFNixCRUZTB4SysDTfZ2VpjOu/6arAUxYxhqhEq6loUktAtMF2omdUtzvvFyIvAd9orgfMtbSuYOstICbTUKDxCBlJF1I+VFfN5gRIw7PWoWotJDULBbF5wQe7iheX6K08hJUzqmtrWGAQm64Hp4WrNhYN91HzGdb0ruGprnUPd50//9nbO7x8y6mUM2cQVM+6fXiDPDNtXj6IcQXr2J4dIKXEI3vWBMzx957OYTG9nsDEAOeNjwUMWoLzwhS/k4sWLfN/3fR/nzp3jyU9+Mm984xsvE85+OHRTOlLJpShrMdGKBevAglYNy5zqh5roRTexRlEUCzqg64wsOxTdOaSIK4UHYxEkiS76XYhcl6sNlidfhjnhOMWy+JBLUkTd0ceuO7bj6DM59hmXvrZI0YioaeFyzU2gYzW6CMz7EHOqD2rTJe95UPrl2IUepcAe/H0t003HdS1i+dmXfCfh6A4tkmxNAOsscpBjy0AlYxDZKFB5wtpgQFXVzKsKKeIg29Y1IXjyfkaeb9A0Jba1SA3jB85yeO8e/bSP7/eiWNOD1AnD4QCZZ6jMMJuOqfKKLFkjVZI81wQpuffMGc7dcw+j4YgTJ7aRaUJdF1RNxcHeHie2djh58hRN21Jc3CUzEqMMPaXAw/mDA05fOEdZVmADxXiGby1bG9DPBuhcUzrLwXhG7VqU0Uilo3BOWJwMCDSDdECaJAgJB9NDLu7vs3dYUsxKcq3YHPToJSau2AGto9ZBBYEra4qqphhP0FqjQp+0lyO0QYeAkQlGSbQWaBXpeSuJaRTXYrTHKEsr4qSTZylZopHdM1U3Nc62uAAeSRugbizOeqSSaKniqlsIvAxIRbdKF2gtCVgCLVKCVoLgJULE/u59ZB19sCRSoBVIZUAaZKJp2zqmGYiMj0Xg8bhgO3F6iDS/CEgPeIEMAuEFMjLlOBFoXQM4UpXiTYpGo4QidH3c2mbZeWMqCpRKIisUErRUBOnI84Smm4il02if0DiHVIFhLyPP0xggekXWy8nTPio1oFQnOo9pWZ1IRqMe3nu01jR1/A4tNVLHAM1ZiW07HQ6+k3UlUcTqJfWsZtI43LymGeSEzRF5lqIxndAVmrohTwdonYKLQaLzUVMjZBTAitCxP56OiVksFKM43joftWgEgq8REqSyKK0QgZhGE4K6LKirIqaHfUsrG9qmBQ950meYjEiGgv3pGN9YEFB7j20b9g8O6A8s/eEO/f6Qpi1pcajSYa0lTRKMhNI3BBWvNziPEQLbMWwqjRKAjIZRppnXnu2tnFMbmis2LBebGdYFEi3Z2BgilCNPDGXVIqUjzRPaJoqRA2CSlEE+oK1atArUwZIpRS01rQfnK9Z0RtO2JCrBeceJ3pB96yKrLESn+/EgFcGD8wJwGBRKaYrS0ZYlwVj6RnAwm5KK2IeEC2glSGXCrKwY5H2SpEdZTJkeznlPeTdX7pwgz9dwlccLx8XdCUVZ4xpHQoFuSs6YQzIZOHX1KW7Y2mFv/xCtDPdf3GNtqGhKzbwouWpnI4rUgyM1gTakCAR7xYT33Xkv7ahGtc0yU/HR4iEVyb70pS/9mFI6D0YUZoZlEBIWrIM4mqBFPJBAVFMfiTqPJstFGmWR3lhgEQRI2dUIdZGKkHFlpVikIy6dtL33seMGsWRhwvKckf5cvNjFRZHZEV2A3/1hcSkLse2C3VgwJGF5zOVf+XG9zCKnHhZxubg0QFswKbHyaPF+AdJ3qZp/4AtYpJSO6Wv8klny/7AL4GIQWyaNHnzPO6Fu6BgdAc5aDs/s0jSWbGON1lvmsznGpHjXIExA93usjdZpmpbZdI4Xgq0Tm3hnsU1JkvcwKgXvUVJyxTVXMej1yPsDgpGcv3AxpsaIA8PhJFLFj3r8Y5FBk6ebJJlmPN7lcHefE43Fli3BO3zbkuQZJh0gCsjSnPHhlEFvSJokpCbm77MkJ+/lAFTzkmpSUExmVLMKHIyGI3rpkMZLduc1rgErNGmekmc51rR4X7MmhyA90mQEoeMqzDbY+RzKmix40l5KYjTgaW1LP8vJ0gwlVPf9h0gLS4UBrHOkSpEpje5Em1mWoKQjhLh6VkqjtUFKQ2I6UawQpFmClJJelpIlBiUkTdswnU8pqwrfWASCVCqE1CSZQmhJTyh6icEYjdIgtaRSGu8Dzvk4kckofRAI7CKW7ypFQKCEJNeGTBtEG5DKkQpFFbo1qHNkWRa1Ed0Tv2D4nHddNVJXzRIgU4bWNpggsV3AIkSndZESbUQnkF30v5iylULgvMS5BudabCvxyjPIe52+IaaGnIsCcGMMQniUFiRJSprF70u4bjwTIJSK1TJSdFUvCqMNdCk1pRWqNfSyNZwrcUiCdJjG0rYOIRomkzFK5csJLygBUlAFS1POGTdT9spDtre3GPV69JKM4AVp2ouiVmKBgVgEqCGKPS9diHTLRR/HSKU0iBjI0qV7QgixGkvqbhg4Esnb1tLULc45nA9RaErLtIlpxWE2JEtGbK/lTKb7FE3ZpbTBqUDZlqS+ICCxvubk5pVk0nBweAhSYW2F7lLeJjWUdduNQ0dTYKY04NjaHKLngfU1RS/11H6ONiMSXXP9VTvUvqRqZ1hvyVKFcwKtFIWwuOAZZRmJSZjPDxFC0LRzgpdY1+K8xYpAL03ZOzgkqIS1wRr4mnlb0JRzvHfLFFtcuBkGgyEhFPhmRrCOpJdgvUVITwiWYZownrVs5AMKV0WWqW1p21jZVBtPmmiCMtRW0teaMxf26Y36WFsjVNR6iW6B3jSeLNmkv30T7zz9Hrb2Zkyt5drtk9x97jxB1iASVCmpGks5aMkHisbPMEbTywb4ekZihihO4osJhbnIaJB/qOnqH8TDoornH4LohFxwTMshxFIzu6yc6VI7y5TJYqBaRHOdTmR53mOMgZSLTiiWHXI5MIlL33qcnYlSFYH17ijSuKwBC6EXy4Bp2ZZjKStYrM+683S0hTgWiF0iWD1+nmPXxeJMDwo4FqmhBaOzKAXuuJ9LmJvjnyO6WuBLz098rfvnQmS7FOZyafC0JI6OtZNj939x67zzFLMpIkhU49BCMRtPcKpiuLGGkoLJwZSt7ROsD4ekuo/UirX1EU1bsnvxPNP5PJYv2xaPYHtri+31DcqyBAR5r0/wcllua0JNr5/jlKe2gXvPXGTYTxn2cwYbmyQ6Y5D3CMEitGBezgkCBsM1Nkbb1FWNRJAYw/bWFk3d0rSeSTFH9XLWBkP616XUs4LZ4YSyrskGfdY31nAycDAbY9tAlvUYDYf0srzTdFiSTBPwuMYSfFwpxmjGkylJNsiQOqYhgg+kJmU4GJImKViHay1BBlKl6fWg109p6halDEYnSOJ9MEYgQ6zocS6mCpWWJCYhMQlKG7I8p7VxsswTgySKW+OKyiKNRpUNODBCQSqxMoCW9LrAwmiBkA6ExwoQMlaUAUhpYpqSgFGxqi64lmAlXkl0YkAFvPSIEPDedYNkEtkaH1/Hg/DgunRUkqadmNYTnEMb0z3PHVsQLN5HUwElFSgTBa3eR+pdCmxTk2uBj6V1GCWRiaSxNQhB7SXUgZ7KUKg4QZuU4AAcJlFdoKIgKJRMMUpENmvR/xeLLWPAenSSgDa4smE8mVFWDR5JE6BpG6q6jT3Xe5xTCJ/RthalY8BnfRRJE0R8nnxg1kxxrWPe7yOlJs97bG4ZSGwnMgecjxox67DBdanjODK55SAY03AOhxSG4EGKWCIsQleSK7tS3m4ShijiLquKuqlwzuJdiCXDtsa2hwQPadIjS3LWB+uIIlDbiiCiXUQQgnlZkSUZ+XCTQTZiMjlEKcm8rKiaOUppBnkvzgeNRyjQUuG9xbmA0QqLIMshz/sMMsEgc6g04Yr1E3i7jwiSntfUtaOqHFXjcF5gg0P4gAmeJDhsW1NZi23jwsAFSy9PCCQkJo8VXCFQu5Izu7tcu7mGVlC3Nda75YJaKtWxVgpt+jRVRRAeh6WfKaxU1AGGueJC6dmdT8lMSptAGzzGxxTnvJyixAhjUlzwHBQFWWqw0xIlPFJ60AJlHGfPHRCaCrcOHzxzP0XRcPZgRussAgVEsfKsqEnR6JCyt1tybb7DYLSOb1uaVqBEhgiWaVkwzHLqPY0f2Mvmnw+Hh3WAwiItDUfBxiKNEgB1POXAMnBx/kiLEiGWKZxFBc0y8OjyzIGA7/LZwbvl++P7FhP50YX5I9XJpZe80FiEIyGpkBKJP2JFFidmsUDpuIblJH6kn7nkIxapnBCp/MUxx4OLxb1YRlfxX5HtuCRIW+SbRBTud3qSRcAh5SJKkos657iKXDJYMRg5SrkdC666a/DdvVicO15WPN53JYuLPL8QgjzNSHRCr58j0xSPxzrHxvYmynnuvvMu2klFlg2orGW4sY7DMysmVFWFFAEVAlJEwefB7h5N3dA6x9rWJibrMVjfQCnF3tkLOA9VUdFb77N/eMidd9zB1toaN15/LVoorBGQeRJl2Fjfomkt4/EEEQJ5r0dV1dRNTT7rsTYYkiiDCBKfSNIkRUqFHgxQ6+v4UyeYlQV1cPR6OVpBXwfG4ynzYsphU9IMRgzynCxJSRONSRLapqGuSiQ+po/yjNFgiCeK8NrGI4UmT3v0BgN0ovFNQ1OCdZEBkwoylWASjZIGgURJFXPawXcMglyyLqKjkaXUSClJE4N1FiFF1Gm4gLUtQkXtRBYCWdYiWod0AaUkTglUlpCiuhQSgMN5y9yqLsWjOtZG4hwQOj8SH9OQ3nvwDik0Vng8tmN+YgBhtKapo5+EQERxqlLLSh58ILgQy2MRMa0pY4pB6E5TEQAkTkq0MSihIFhkcBgpkD4gvcQ7hRc+Th7CoxXYYPFBULYOW3p6vR6p0qgkB2vBu45RiP40AhVX9BowihDzWggdg9EF4yhUgvCKC2d2OX/uHCbJkNJEEXPTxNSOjBVVdeVBaBpbk0iFEgEpLBJFtDmIFX4BiWscU19RW4cUE8bTgs2tTU7snCBPTdSf+IC3R4Fb7NKa1naeKTLq3pCBIFwUCguJWiymuv6/TIV3i8wYWDU0TRODJgfYmMqrXYPzB2S2IvghqUkZDbYIwmLtDItn0FsnS3qk2tCiOJjtMx4fMEgM22sZp3ejwN16F4M1peMYoyQK3aUcVUxlSkc/M8jUMFx39PqGzR1PbjKcg6p0TKeOyazhcBLLx5su3bjdMzz1Mdfytvffz7SoIksjJUbAYVGQpT1sWbDWz8lGG8wPdmldQJgM3zRY62K/ruvleKy1om4ahllO0hsQZgWNdWhpGOQpU+fYGGb0xhXTJrKUTqfQehrV4J3AEGibhn6WR7G6A2UDWRYXMZUN0NRoHZAamqLAlxWVK8gScMFSuYCzDWmWYn2gqRxBC1Tao2zmFJOGIEtGwx20yji3+/cE55hN9vFzy8RJtDOXzYkfDg/vAIXFFHpUfrtkP7hUjxGC7/xBjn4WniTH9Q9RQ9WlWKTsPCCOUjks0jGLz2NJaCwZjVj774/KaI9pQ+IL8cqFjJHoIkUS/INSMpfkVsQlAYTvUj2X44jhuEQIfJyNCUcBwzKN5GOQtXh9EYgsGYxj5cYx6AhIsTCZO8Z+LNp6PIV07HtYFnAfS6kdD5zCgnFZtFoslChgiD4W+/sHtMQgBu853NsltC1lOUP0hiij8NYymU9pfMVkfxdXFORZgpUBrTX93oCQRMFDPZ3TVBaTKoxQzKdjDvbO0usPscqQjdbpFw3bwwG9JEELTZZoXFsghKO2Fi9h56orGW5tUkwmJGlKWjc4Z9Fa0sxL6qJie3Ob3miIFXDx4kWaxrI+HGCMIml6jOczlIRBnpFKjUbg233m1RyrgVwijaYoK2hkDOgUaJPSy1JSKRHO0diKWTmnUS6WWZoEpVOU1iipAY2vGuqmIrQeZWJ1i1Td99EVycggCEIitEIJgxaiMwGLAa4xkkQanI/+PF7ruDJVCmU80hisc2S6jVLWcLQQUEYvXXqkEChpMAJMpWJfVQLhow2jEmIZrPvu+RGCWDkkMoSQS8NGZx15nsfVelGxKIdVOvY52WkPhIgeH01rl+nN0E0oUsvov6I0TrjOjCuAFChhUCi08IRWIQR42ZXyS4lEEXzbmR1qrPME55lPp4hhoNfvdyud6FMkhYypGi2jZiRVBK0h1YjUxDxJWKSvJQhNVbTc9cC9IASD0MfYBCNSWge29V3QI7qFgiNJNN456tKijSToxagiAAUiajGED4QgcSL691RliW2jh48WvkuTeLyLouzIwth47VLQ2hYZoi5QCklYLuTE0sQt9vvOSqAbJ5q27UwBAy5261hS7uP3bl1D5S0Chw8j0mwNo8BIySDVSG0gS3EtKCGxtmbUz2nqllOnrmEyb6P+p2noDUYUVYOzAQ2kSUIVahCBJMnwwaIlyCxwxdU9EiM5ccJw1VWbVMWUusrZ25syrxtmJUxngrr0CCnZ2ujTG/bZWFvD2gMKGw3qFiaDe/Mpmzqhto56OiG4gFEJUklUmuLsHo11ka1SCq8kDvB4iqaml48YoEmosM7TBEtrPUVZkSvHngPhDRkJ/dThMsmkccwqz7xtcc4gkxRNixaa2XRKnsbFiE4MSZ4iEwmNRBtFnhu8sqhgSLwgGInHdelRGLcVI91jM1ccTiYUdcOJrcdz3/n3431DalIa3zI7PCDklqYRx6exj4iHdYAi4ViljVgKlGCh7VhMuFE3wiLIiNRFDC66NMVCyLXgQ2THyHiOSnRFiIGO6KocEN3qfvGpywn48i/hkmCjW0gc15n44DvyoEtrLNJUXfiz1IZw6XkIl557OblfklJZlCbHk6rOYZNuwF2shBa0IuIowFFKHnmsLMRx3SCjcYSyxHmJyHKClB0b4pd6oCg+FiB8d+3q6N4vgyTZBUByGVjKZZonttFax97+HlJpWtdG+lJr5vM5s4NdUmOYzuY45xn0Roz6fZJ+hjKC8nAfhWCQ5dSuoSwrrIvGVBub26isR1lU1NM5xWSGEi2DLGNtYwOfZBwUBcOdTZ7y+TdTzmekSUaiM5K+Ih8kNK1Fmx4Iwdr6iCQ15Hnnn4HAXXs1Fy5c4H3vfT+1EWyvjUAKGueig6iJxmZ5alC9jOA9mUlI+w6V5qS9PlVVoBNDfzREpwmTyZSirAhSxolea4JUBLWopU/QOqC0xOgUpUysSumqYkxm8EFR25a2saAkJom6AWct3ndapy79GKRasipaLqpmBAqJUgLlZSdnjSyEkDraZWiNblu8iL4ssQokPhNSLUr5O8ZtmZ4NBCHjZ+LxbR3ZL6VBxNJdKSOF7TwkNootlU67RYXANYqAJMtSwMfScBM1Bkob2tbRNC2IKEZUyaKvdHxpiE6vUkpEd8lCCpSJ1+jbSLsnukfTWISKVYIEhyElCE/jGhprQcRJHQRlFbfsGOamW8GLjvkxZNmIpq3o58O4igiRrV30eoEg+Mh37p/fx5aO0WAN3wosAR8sRVnSNCUhOJSS0WEXj1YCKwTOx1SL8J4QGqQSSBSiMxBztUUQ7yM20GA5Vz/A3tlz5LlmtD4gyzL6vT64LnWLRgqN67xmlIxi4cUgJ7uUccB3rKnqxibRGVxGy4PgXRyXHAgXF0VhSQVHJ+OyLvEeWufI0z6pzLAW5u0UXxcoL0m0RtAgnCSRivd+8E6UEFjXsrm2Qe0DTV0hhUJLiWuj+7AAnHPMW+j7GTed2OTqq/qkKeQZaFPj+oKq8uBbtjYCk1mCkoZxeYCRksnM8od//vcMhz0ec/2VvOPeM+RKYW1k7VOZYLuCjcY1tMTKpnI+jYaC/mjR6pVkYDQIgXQOaUElgmG/h2ssM2tZy3JmdYUrIc0GNPYA9JCyauirwGNuuJrSWT7wwEXcuGFazck6Q7422JgqkgMaV9N6h7KBQS9F60AmFBujAajAwbSgqAqCV6RK0O/3mFd1DBp1jkoCiVUEW3H6gTvYHd/PVtqHIAnWoQkMRylF+jASyX7C6NiPRXAhOBKSwvHVOcubsmA9LhG0CrEsR150GBaiVYAQPQViKiMOpFLKIzOyRZJnaZbW+Y8cm+iPX88SYhEUdartY9eFoBuMwvIaBLF8ItKrXML+LHQrwNI593iA5v3i3533wmJlQxcEiFh5dDQUwhGbczxdFe+nsjX6vnfRL+4jEHAnH8Ns/TE4beLAShcged+1YbFWPvoeLtWvdNU6kkvb1t0bIQUmTcFb2qbEVQXOe+p5SSkkg+EaIQTO3HcfD9x1P3lvyPZVJxltrzOdzwiuZa2fs7V5JU1TI4KgLAoOy4LBcMTaiROU84LD/V3GB4ds5H127zmD6g2olMfsrLOzuUmRGoqyoKrnpKlme/0K2sZiG48xhiQxjEZrSK2omprZfI7JM0YntrneOUb9AeujNQSSweZm1I80FfNihnOOgTZIHSsbpPfYUUO1uR4rDYQi0wbpBX2ZUeY1KEmSpQQJTVtTNhWubWmdw8mYVw8q/sgkmosFG1Ma2iQkaQ4irn6FMMt+4pynoT0KNGUM8qU03T4E8Ti/CCpF57jsAiJ63SO1QgVDEDKWGAcXDdu0QgmFFpIg498IoqvK8QgZnUylUEglu8A5+skIrWhrH03fusVD0zYkRiKERqsFgxpTTlmeEQjUdbWseokdzoNo4gSrur6KXzod2jamGFUn2BVKkiIxQeBCoIFo368VrbMo4RGuxdoWqQJKebQPneW+xluHVlHEi7BYBeDRXRC7cBhVWhMInV2/XKamgwDfWlztMf2ULE3ItIklsU7RtpaimGJdhaeJuigk1rakJot+J6FGykDeS7G2pK5bvIhpOt/54MQPrFlqDTpTu8p56kYwK6ekScqg3yfv9ej1+mgZF2/IWP0XugXgQowvpOrGlhjkSd1pB4U8YlHdomwZXMeeII4sB3yQIKOXjqREOE8oLSIdEmQG9GjqCQJHVelY+isVmU4RjaMMjjzr4RGkSQZ+QqoMzlrQYLoqMOtaWpcwHMCpLcHmhkYISBKHs/uoVKB0YDBpyY1Dy5aibONc4R1laWm9Zn/ScOqE5+TmkNm0wgsPKEZZj8q3+JAhlca3jt29XR5x4joy1aK1omljelTImApu2ibeV+tobMNgbZ2L8ylzFSgaz2Z/A2UUSmd4cUBdVvTSPoGUQZ4iXcpNVykKfwbXOpS32OAJWqPQWCFRcSVCNak49AqDJyQNZ6VE54baNSiZMJvX5KNeTHVVNc466rSml6ZxHNGa8xfvi890rhDSRCZWeMwwMFpvOXPZRP4P4+EdoCwmYaDzrT9alXd/j5bRi/FUHFEWMfdxuT6D2Il8N+FHIzOONBIhLKuCZMe+LHUjMir+F8xH6OrZlyK3Y0zF4vVLnF2PM0DdBH0U0HTHLgpmjrX1eMnv0YQflu85np6BGMCozvHxSMfSBUqdd8qD78si3RNTOpLUzhnO3sspcR4lW0Qy5L3hEVQiiedZ3CuiA8agr8kSycHER0GdWJQXL1JOcrFQ6r6eY3F2CCRJylU3XEdbV7TzKbP9fYqqYG24hklz5nUVmZjaMj6cMZ3s04aGw+l+9AEQcObMObbbwPbONp7AXrlPlmXcf9999PIew/4QJTRpP0dmmkQohhubpFvrFMWEw4N9EI6qKilnJYN+H20MWhsGeYJJE5QxJNowm8+YzGdMplOSJENLyYmTJ8F7WqIBWq8fRa9NowhKUNUVAkGWZRgVUwfOWmQVJ0mNRLiAsIF+ktAH8n6P/qBHYxsu7J5nMnWgAsLGZ9gYQyJNrJxQKqZhfDTWQgnyPI8+JR1bFp8ZibWO1rVddVkUNSov8EEiguK4CZ/1gRAcWgiMUqTa4LUGKdEhBiFOxGoaLz3a6MjOuIANi1xf1C+EIAgi9lkpiVs+SAgipqCcj2WbklimHKzDuxbrJJ6UgIpVucJ2+gqN0Rrn9LIvxK4qCJ3mJQYRLk6oAYKXy31uFmOA6RYoIkRjL0+IrqvxLAgfUwRaRyWu9B4pPA6HwqCF6spaXXQ5bRxaL9JpIrqq+pYsz4Foyx8Zpm7REGK/lFrgm5KNrQ0e88QncPb+Byjm4+gIawuUClH0SYugCz6CjWmDLiVrraA/GCKkoGnqrmQ7/igplgxp6D59KTGTirqqsa2lbVsOJxPWRiOG/SG9vI/RUehLiNuJSGKpeNxKI6ZvpRIxZdVVXXY2eEtfFWvBWY4cg4XoGNhu3FQCJ0QsF1Yts+aQ1I8wSUaihoTQ4GLtM0qnbG1eQzKdsLt/NqYbgyNTkcWtbXT3NcogNZ0GK6Z9rrpyi9EwgGwJTmKUJTUGGwKGBMcuC7emoq6RQmFdYK8qCELjPOwXjpsecSXvfPd9DBND03iatsUkGqMMCIkKFm1y9g+n5HmsmqKxRNsfSVH76FJrNCE4ZkWJ04Yk75FKTWNLDooSZRTBH6IkVLZlMNLszhre9v67eNwjTnHNqWuZ2Ja7qgu0dcBZh84MtnWMp2NGSYLUhkQqQtXiMijqALsF+VoPJQJaOVIVr712ltq2AIzHY1LRI0kCo34vsnWuRZkEJzOCq+mPTpCsBcyoOpqDPwo8rAOUI53FMaFmxx7ElAxES+yj5/x49ckilfPgcy6YiCXbspg2ZcdELH7vcuKLFSYhdPv9xEn/GEcRj4u9LJ7PB4J80OeyZEUvSxMFjtq3EO1eEphAF/As3nHUrkuDli6lgohBSrwJLAUz8pj+gw8RqBAjbWEDptgnz0oG/XVOjwtssmTv40d5R7Ae1ZasyYoTyhLanInVMXpPElyI1LNfRl4PCk6629nahnN75wlBUE0KbCtoQwqNZaAXVQKB/rCPMslSS1ROp2AzVJqwe+Ei5bTAVTVVWXDvvfews73D7sWLEAQ33nQTDk8+6tFfH4LX6CRnXBzywfe/j+ZwyrU72+R5wjBLSXVOMW6wwdLS4LxntLaOyRLm0wm2blBIfGOZty1tW9G4ltSkZGnOKASapqVpa6TqGKKOBaxsvfxivYqztfNdui0RMcjRinR9RH80RJUFeTkFb+Ng4sG5AEIhhcEHaPDU3uGlRuiufD4YkgXL16U6XfcMys6KfZEGEcSJw3WTVtR1BfzCLVkIEpPESiGlY2o0xP2forg8MncLVsRLh3Xdtg9EEze/3HjQoUQLUqJUEkt3uyktmo96RJAYFZmPqnYkaUwvxDSDBG/RiYJU4LpKp7Ztu74gO62GQQqDFIpFejZREt/aWEHhHFpIjNR4KfBGLnVmWil828YtNDptRvACqQzehbhKNQrrGpKwMC0MtAJU3PAhmvdpkD2JyTy1ashMPzKOy3x0tzhxIe6LIyTCCzZPbCMFnL73bopZgcwTqrJEK4Vr2xgQErAuVu1obVBaxHLydIi1mrZtlv0sLpIkIcjOZ60rFw6dZs8dVeS1bUyPHR4eUpclW5vb9Ho5QqYolXT7iUXBfjSLPNLoLGwZong2Pl/OuW4fJEFwi6l/sZjsLAtEQEuBEI7G1zgatFAUtcO4AT3TQ4gULT3KwDDPaesKGzw9k9M2FSHtkfdzpIml43mSYyRY3yK8RktP6zzTxqETQTmbk2cjEBppGkTTItWAsobJzDKvAq2N7WmB0PU1qTRnzu/ymEdus7aWYLzA9yTjwxrb2G5Bm+ClJZiUWgqmtUUsAlPvQEbh8ag/RChIdMZ0OmY8HnNqexPX1OBFF7/FFHlPC8aVJ68LellO6yTT0vOoR21wc6oYT+dc2KuoJw24BkG0F5iXJWkvBRtw0qEaBdaSDHJaFyezJDGsD3L6aUbZVvigmc2mZLkkNYI01VycHQCQKYk3llYdIkJNm9cEfQ27uwXHJqmPiId1gAJxdYWInMRy07zlX8MlgstF4HJJMED3nkUUI4/9HkIsKbxEtHnMIbX7XagHG591CYtjbAfh+EaBS0eSZXnxkWdJx2h07YiutJdO3ouUyJJ+4ChY8+FSI7RLBbJHD8aSjYkXEVdxi5DqQczMstz6WHMk0EsD1Wyfw72a2fYW4iQQHKJtEfUcJhfJygv07S6+usB99RxvtknFkGw0JB+sMVMbzMwWLh/ijL7s4V2keOqq5q73fwAhJNPxBNdYTJJAiPn1rJdj64YQYpWWloJ+mqO9p5nOaSazmGMlcLB7AdvU9I3h3P33oaSm1x/QVhWTYgwTKGdrzOYVzgfOnT/L+TNnuf7UNYxGV7C5s4nONW3jOHPmLLv7ZynrSUxT1JaNnS00Ets6mrbGqARjDNJEunY2nUbr/GlBU9c4HIPRgDTLcd4zL1uCh0Evp5cmURJXV9RtG8usVWT1pIi7987KgrooUEh6SUYiRRS7yjjRRJt7oh+Fk2glET5uhOidR4lYRut93HU2xJNHVnIRabuwFKH67plwnZMoIQ6kUmmE1ght6PaFJQi7iHSR8tgOvASCjgZwwfpYSrlgHLuHzC8cNaUmOLFsM8cmuM4fmtY6qrolTUwUWoqAElGs60J8n1QSW7Q0neW97H4Wlu5Ga2xjOxYnPn1pmi79UrxzCK9AdDbuSnUpCInQCS7EKp4gFVZAgyNKZi0Lb6NFv26ljmmw4BEuYCswqWIw6GFUr9PMaQQapEJ4jw0tTWOZ7O1TFDXjwxkISVNBavrMZzO8151zdhQ4Oxein4k2OOtom7jxonfRe2U2naNMTOdE7Y2IZr3LEeqIkXYL23/ixOF93PDONm1XjbRoXjeWGhWZ0jZWyyBAaBU3k3RxM5GF14dzAWeBVhAcy4rLOFbG9JFePC/imJe39GQ9hXc1k8bST0fIoGmKmjPTPUbZnKppGPQGeNcSRIK3kkFvRC/tU9kS5SxIhQxEoTCCprIIDK4tsFIymdZsbfSopzOczCingekEpjPI8/VYaRYkwUpm8zlz21BXHiH7rA9yyqKImyNKiyQjzwfsHR7inWNeFRR1H6lS8IE0MbRNVxFmG+o2Xn+iNFdfcTXvvfM9HO7vkaYSY+KiQbYtSscgwRUtztZRmF0JLuxq/vZv384jrzzJNdsbnN2/h0RAUYzJ0wFKRIbZd/qk2dwiypZ+Hp/7hQt70daIiac0NTYEyrKMlvvZOgFJ2TQczKbsbA3ZPmExO3v0kxrrWsrKUZT3UowNgUfw0eJhHaAs9BUsUzfHgoQlC7Lw0ojUpTyuA+mU9IuVHV3a5kgHskjJ+KP0gziaQKVcaDQixQ2d6CtElXtbN7SNxVcloq1oQ0CqBHDkWcq1N65x9lxJWQWkMgStjg2+UVa3EKhewmQgoStLFuKI9QmByA5BFAz7BUnbxTKLKiF5ZFYnu9TKornHA634/656YbE67EzrRIDMCNY2IJSGZn4evXcaqzKSw/tYU7vo+gJrqaC0YxQVfa1o/BmU0ajSUOy3SHr0e6ewW4+l2HwE3iSd5iUOQq5pacsqBnhFHXPqrqUqZ8iQ0O8PY7mrUEiZMC/mBCloPZSippfliNZiq+goW40nHDQtUimGowEBWF/bpD8cMpmNOdjbx/uGw4vnmU4Lghc0Zc16krO9vYHNE/YDpNbhXUMjarRxbKU5WiX0Uk3fZORbVzBJL3D+gdPkgwFXXPNIjJHc8/6/5/zkTNz9eD6POwZ7x2Q2Jc0ygpBI1WNr+wq2Tl3BWn9AXc3Yu3gOW+0iiBuimSDwrqV0U+aHY4J3qM6R1zlPqwLSdHvBCMBDIjQqqK7ElrjKdy0Q8/WEBBdC9IBxDmu7SRkQPiBD1Ep4oPEOFxTORgO2JElJEoNSugsoOqGpD7TOYZ1FBdn5ZcT9VBb9UkiBDAvC4CgRKjl6lrMkZREsOWtxhC4dEVMKRipCXdKqgMmim6zQXeCRx5L00NQkWYqQKpbEiqi5UIplOlLruKrXUqNVl8ryMX0VpECLWPaJiaW/MnhSrbs+KJfpConEKB0djZ0jSE/QoksZO4K3WCtIpMYISTu3WO3J1gcEHdNiQmoQCcFJ2rrl4tk9pgcHGKNj6KMVrfM4CU1d44mGYSYxzCYt1rU0Lm7yp5ZysKjtaZoKHxpiNCK6e3G0uIljTWccw2IhFcu346JBg4yl2J6Ew4MJ00lBmiQMh0M2NjbINlNaH/1iBCHes07bp5IkssndfXct2FoQbJdK6wzDOuVdV7wUBeF07rRxMWZohYcQn8N55UhlTqIztAhoPGtJTlE1NCFwcmMLrGOQGiblIUEI8t4AYWtwNjKNkQLBWkWLI5MlzgdmE5iMS/YOTnN46JkVhqaOgvK1UZ/9WcV4vN9ZPEgSmXDnHffzOU99NKfv/QC7u1Py3DAvLRfGuxRNgdAw7PcIaOrpDCMVDo8jpni1UjjX4lxN0IHGOoxRzKuCLBvQ+Lj7dG4U/TyjsRWCkmnluO7UDjsn1lgbbjA+uIcz58+xlmdct7PJ/XZMO6/Bewb9IS60uGLOrHA4CXk/fn6uFTvDHiHNqdua8XwOEkpnGfX71LVhYFJQGd4XXL21w9ZVDaOrC0Jq407SrScVEu88rkqZfrhJ/UF4WAcoQYhFfH05jrMR8ehj/1+It6I46zhDsqh4idUqsQMpKSJN6T2L3U4XCaClCDYEgm3ACmxZUB6MqS6cpzocE9oGW05RqUH3Mm568jXURcs9b91lb7fGC0V/c53BddfRWIM3GTJL0J1Q7dIGBkL0i4w06CKHv8CxoGTxh1iRwHJTvkX8FZsRlhvyLXQvl3xaAMQirdUFgT4gmoqmnJIMZjz5sddz1x17NOf/D7UK9M2Yzb4m61vqtqasCtY3t/BVQdJTaK2ZTQvW8gRpBHXYx4X3cPrsIdMT/4yQDfHO0bYt87NncJMPooaSUZpSqwZPSutim2bzCp0kZDphsLaGyTJCiN4Z0+mUqm0Y9AekvUj3tk3DdDwj4JmOx2htOLF9ijxLqa1hMOpTTCxNUeLKChkUxkGiBLtnz7C7t0vlYWNzk82Ndar5BOEarFYUbYELKeuncvLtK8m3e1ga9vb3OCjnpK3Ge0+q48ZaUXTaUhQFTVHS1jX5YI2tUyc4ee31rO3skGY57eE+bjxBmBzhW2xdU9dV3CVW67h5n4/PhAq+yxcrtD3yKkFIQoiaAKk6nYDztG0USMYyWhNXUdJggiN0OhTrPd46sHRBw6K8OAUkWiZkaYrUUSjrQ8C3Dt9arI8VJpW3nYZDgTTdXi8BHeQylRj7c3x2Q1eamyRJtFkXcX8tYwxBLdYW0eMleE+qFL5tsHWgCg1ZOiQIResbtIjaIOEsUseqCB88UsbKoNBpoby30XvFebSSy5Lr5QaXwaPQcVO+4GMJuSCKggNofLfJpSTRChqPEAErY49sQ0uiDAaJkB7r67j7LJG9qm0NEmQae6TQCo9kdjhl79x5QtuQ67Qr3Q0kiSE4SxoSStdipEZ6ha0b+nlKMW9xAqbTCW2bxXQNHUsgNXVRx+enY2SP3HFjWmbhdRKDrsXCpWOWQ6dk9XRmaSHqH6qato2VS71+RpJItIkbeEod3XiFj8EO4sgowbcC39BtWMgyla20BBmFzAFL3TiMiC7Hqks91r5lYDJGwwG29YxnJaHxJElMccyqGaNhyno+BFtw+swZ0iQhCAVETZmUkGgwGJJUYBRUtaNuoJ5bhiPLuQtz5vOGulRcuCDYnwQOCks/NYx6Aq1ymrLpHHxhfTDi4sUJhwdT8szQ62W0tgIayuIQ52zcyRvN3v6EYaKxNtLaWkqkirtLx4Wao6GhPxywNlznfDOnrOcMe31q2+KUYDppECiSJKW1gbosKepAr9cnTfqUbspOmnBikHEuPSBvFbOqop+PMFpiUo11ktzE4DrTKU0Tq936wwynA8rWeA951mN9MOLs+ftxVDx655FMmODbO9jaadFbmllR0gRP3Tqmswaj455lHwse1gEKsNRMLCfYS/QLXWpjcQC+Yx8XKZB41FHSpTssyiwiTdqxIlpLcAFrY6dwzuKtoykrpAuxxI2SejyhvLhLOT6EsqSdTQm+jVS61thMceY9B7RFw8HZcTS2Ch5jh9z0lCu4555z7N5XoIdbsLaOzIeIJOv0M3E1qRRsDRPqqmVadk6YdOZpXQ7fL+9FWLIyy9TQMRylehai2eUflsFZHIToaMDOO4Cak6OaYRoQ7Zyt3gFtuAAbW/TyPlvrGbaec/rsnEfc9ChObSWcu/9+8C1CVfT7OUm6TlW2TOdzqrKmNz5LEJrJiSdSlzXNubtIDu6hJ+9Hr2tO7mzThkDtHf3ROlVVYdt2WfY9mUy6zcciu6WUoiwLBoM+a2tD6ioOynJWUswr6uAgz7j/vrtJzkardYSgLQvqYh735khTHI5Ex83cyrbmYG+fajLBzbaZHu5TzGckeU4yGPHoK25g59obSQY5YMnX1nn/X/8Zd915HxujLaRrsXWDC4681ydLU1ItCMHilCLfOMGV1z6Sk1c9AoRnMj3ggdP3ceHM/Shn0Z2Tp/cs0xQeG1MuzmJdiwiOVEcGYemf0eku6PwnxFL301VKKRV39Q3RxVR3FSS1a5m3FWVZ4oWLKQAZN0VM85w0zUlMipIK5yyNbXDOYWUb9Q9e4JUgqCjW9MFhbeh2+fZkTqCFitqKLhgIHbOnuo3kfIhmalpIlAtgo4hz8XeEjJuudc9z07ZUdcVA9yIDJET0uqgrlJIkSYq1La51lwrIRccUSAGpwQFNHV1npYy+HnGPlNjnlIobC8rO3MV3ndTaKLxVUhOwUVMQjnyIfPBI2hgICIeQsVJEigbvK4wegItB5/jgkPl4jhAClSSIEHAhanFcsLS2wbaLvYDiPY3Gdg6tNImSuKaOmhE61tcr2iYQfNxnCSGwNu6P5Bfl1SEyxzHNJwBJjFfieChlEtNr3fghlaBt285PJjCZjFkb9djeXCM4j0yTLlCO5zrmDwGAs7EEOsjoVisBoTxouSio7MTZ3RaR3qOFQBONxtqmYWIP8YFYMuwcRT3FqgwhE6racf12jleGZphzdv8glvBLidKGxjZ463DCsyYTghdUbUC7lqoW1HXN4dRzx/0lxkvO7OZcnNVUbctoIBikjtT0Oa+mhLZBukBVTGiE5wN3PsBT/tm1TOr76DWKutWUhSNRkmGS4OoaowyTcg4i0MtTyqKll2fU3U7h1rbkRnE4HWOtxXQ+JNP5jLXegF6S0tgGQsAIz8TB7qzA65bT586SGckstIwGLdJ5TJIj9AwtY3m3yYfMqhqUIDOG1rboqqSXpCRGsTkaMQlT9soGYRM0nvH8ENd6mtmM86f/lnTbcO0Ngq0brqKQM4qmwgVPvydBqCjat4rJRz+7P/wDlOM6EqXU8t9H/z9iExYpENGJ8eSxvPBS2NmdUHaDsQsCpSC0cWOt2XROvT+jOriIn05o9iZgLXKk6Z9IqSdjqouHSAVXPO5qzr77kGoy73KwDcFKLnxwihCRivbNDCEVzcTx/rf/X4o2oJwEN8GwRcoaWp9g5lOcTgjEvCDBszUQrKmSZjph78wFNne2GIchpcqJKx/JojKhuwVH9+FYqsv5OHBFX5kux78I7uhSSiGWVQsR9+VIRMHVJyTrScaoL2kuNsjqkKuuup6rr9/BNSXFVNEbDbjqxkdx/r73YbSjKGpsC71BD+tbdBLInMB7i7GH2Hv+nHbmcFYynH2A1F4klROkkqSjAaFtkQg2traZTmcIIuXu8BTzOZ16E4DBYMB0Oo3ulCHQHwwJDoppgUSQphl5nsfSvqqi9g1CBaytEDpWNNhQo40C4SiKKZVrSRRgGw4vXqCpKqyzBO3oJSk6HVB7jQHqquT02bMU8waqi/h5FL7aRcpjPGZ9OGStnyNkoLGWdl5wYf8QkezTlBMunv4gB2fvo50fRsfVJIkVC4npnFt1FOY5i29b2trTNi1N00ZzNRnwLgYqShmkAy9jEOBC3GPH+xCDHuLEmiQJg7yHUIqiLJAlKA+ttEil0WlGkqaYLIvX0u0zY22DsS11XWOtw4XQ7ScjlzsaW+ej46mPFv3SS4LSqGCWE1gMoKKrqnOuc60FLT0yOLxo0Sr6qkDcebgVLd4EbGgxQjMu56g8JTcCT4lJDKiarC/xogXbYHwc/owx+OBQQePbaOgmu3RoojQLB1Td/XuREo6Bk6X1LvrPLNLJicKFQB0cKqguHWJjKhiHFJ4QMkKnA0LqKCjv/Fq8jwzExXP3c+6++xlmPZIkxdCLiS8P3lqMC3gv0CqLDE6iKebz6BPiBV4bBDXay26LhBZtMqDF1QHTbfnRWqhq2+1z5FEy9nPnAkK6aPPfMV2Srt3WdXvpOFKpUM4RRNzPSCCQNjA53CUf5AwHPYSWUeS8SF+3TTdeH9G/PghE55MUdEDqBXMSn98lY9xpBB0BL1wU/QdwCPIsjxvkFRXeNvjg0UnG3Eneff8Bw75h3LToNIm6KSFxIfbHVgiUD2gTGIwG1MWcfJAxmxYcTGsaq5nNBOXcct9uzbT0XL2d8JgbTyJIyPQah9PAffffF9mn1sd0c2UZH0w4sbHFRI3xFATbUvqW8XyOaiyn1jKEgGnTkiV9bJtgXQyOlRDYtqUkCrC1TsjyEcJXCF/S2DkTKpSIz1OuFNNgqaxlYAJ1OSNLd3jEIx5FW5zjzOEBvm6QBBKjqNqCZuLJe0OK6QFVsBgtmVcebRTjw5KTV0myNKGfG8q5wBEYpjlN2nDF9hrO7mGLGf1eH5EaDD2u2nkU5VpD4y6iJ2OU1DQm/QwqMz6GZanuEke7+Ma/HxOP4qKgK9DVMgYWu4QHF7rSz4r5/iF+VpCngcx4zn3gPubn9qmnY3wxAd/i64YgJL0rtzH5Gm4+RlBC4zk4cx/N/IBs1EdJQVuUy/1MnHc4WyI86DyjnhScveODkV5XCdnGgFk5pi9OMkgDMvQpbJ9a9QlGcfGw5nB2yNXugwzkIeff/VforZxrTjySM+Ym5sPr8VlOtw9ixzAt7s2lfiwLAax3nTEVchmoHa8mWqy8dVOQlucZbbXs5DWCCRd2S2pmUMYSOekLRgPFiZOb1OVFLl64yGRWAQKd9tBJD6XjRmQZiqYdI6gJkwmM38JguMVGViHlHtZOQexgehl5uobt9BPMSrxtscHjQwzaEHHCIQiyNCPP+xweHtI2ljzv0xuOcE6QpFW0aLdRtFrXNUoJev2UftZDGknrPW3ZEJynnJcEBb21AaPhCGcDbdOiVY8kyzC9HhjNfffcwbxuuO7aq5hPTnP/++9gLR2idKxoCUF2FSOWajZh3DTosEnWywg+ML54nsm45NzdHyS0NbY4JMWSyThZSBzON4SORg5BIyQ414KLk1z0/WgJUmI0xGlFAT7agzvbpS0Cottw07qYulNKI6XCE/fNSZM07iBd1UgZ9+BJ04ws72PyHGkStNRLN2QfAt6V1FVDU9UQs+lx12IdFwJaSBrXiUuJAmwpF062Eint8lmLgUpUTfpOdyLVYk+XhQas+1lkHkTUWxRFTb+fY4uSfmIYphnB+UgzLzIVXb/QKqZTtdZdmbLoGMToKJtlGdbapTW9kioGFUJGo9fOF2mxWZ6gM4f07bJ8WiCQ3W7BXiqEMgjf0loXd2pGoLMULwIqMWxdeSX99XV8U7N3/jz1bE5de3Sqab0nhpQh6tRCfB6ljG7LrXUorcDF1IvoGKDQ9WnvwUhD23pmRU1Rt3gkIbgYoBC9cABMYsizaCiWJiaWezsXU4U+DqEKgdSara1NNjc3ESEgEk3d1mRNTZr0kJ23RwBEx1YudXIhBi5x6wuPTOKePZE5iYokgUCouJs1wcdUG7LTT8VF53ReMHZzlBAkRiG9xdsZyJSZ1+wMr8IkJVVxSGEbatuQ+QSNpvVx/6jQBg4OC8JI0gZHkIbSwXjSUFeC3TEcTixGea7YydG6JqXHvK1ofdMFd3E8EkEym0yYzdfJBylJL8W6CXVbgIgLiBO554Vf/nR0NuD3/uh/U7UKIRVFMY3PZQhgGyrbUjnPxsYODkldt2TSk4q4mWTVWowQoARKCeq2ZZga5k2JHe9yz+nAlWtDTm1usDHqce/FQ/b2p1TVDN/UGCE7XZfACYVSgtxo1oc5ozyhzAQQXZfb4PGhTz/rMz6csrk+RLZzEpGSyR6DwROxXjLsK86O38TaCIJvEXV4MIn/YfGwDlBEJ6o7XgFzZNXexR5icSAdc+I6tiAsB6d4vMMWLcXeAbMHHqA8e4Zq9wyinaN7CpOnuLqODMl4Eov1RbTNpmNApJjj2hopwVY103efh+DwwSKci4NIbVHGELzDETBC42SDnc3QicLW87hZlFtDSMOZcs7w8JCdK6+msTnzMECubxGmBzQffAd37N1OGsYMVMvVvYTHnzD8n/su8N7xHvaqz0IkaezQSgLRZTOKZeO9kYiYE46ZnCjyXWzSJgLiWHmk7lIF2fwim+40ayONcg3v/cAFTp8rGZ6qaaZ7yFmDtRXJ+g7jwwlnHzjPdFzGKo/OOTE4S5BRHe5ctEE3iUAKSxjfC3YCJ3bIsxO0bUpT19x/731s7GxjhSJNc0yeokPCwd4uEIOUeVHQ7w0xOmU2K6PzqUnRWuNcrBZJBn2cUNR1Sz8fRLv3pibJe4yG66yvDWlcy2Q+Z2Yn1OUchaZxFmchXcsj61U3cdIyMUioyznzvYvsPnA3u3dukQgYBIke9Glai2s9KoALgVY4UhKUTggOvAUlAplrsOMLlNO9yOpJcDLuSxN1Th5tAolWnb+Pi/qFqohaiuBp6obKtaSNJUtdZzEeK3W0igJRhIhVGTYKWZ0AK0EZg9SK1FuU1HgFs6bmoJjHZ0VppHUkRKM3pRNwUbjaNi1VUVJMZjTzAte0CGWjf4cUaGIqJyHuxOrblsY7Qsd+Hu3fJOh8/aJvhpBRwxAiGyOD6rxLRKcZi8GMIzIbqmM86nJGW6asrQ1xZUVPGbzwyMbjROi2OhCozrwtbmwnIbhlgLQISmLa5qjE+Hh1nJYSlIol0yzKan23C3QTE8hCI4TuSppN3N9IaxAOZxv0QribJDSLtJuW9IcDYEh/c4emtEwOZoz3d5nu7UffpS41FgS0Tc3CVFHpjmlFI6RAyy5qW/T1NtA4DyqWgbRNg+8WdaqrvpHdRNs2AqMl3jUYHc0IF9WMZVMTtGa0ucHV11xDmiQIGbcbCMTNE21V40Mg7feQWkU2eeFgvVz9hAXni4yFS51uqqv2CdE2f8HsKhkZnURGj5m6tTHtRkzFxlWMwDpLb9BnZ20jMjHCYT2sb52k3dvFKIMIUHtL8AGjA2vDhN29OWUlyBKJCvE+jucSJw3jqsCFwOZIM8higDWf1RQI5vMJzrX44BBIRICiqLjjnvsZja6nP1jHpIekWYbxfQ7qMUFo1MYp/GwXGxzFvKZqGnKTduO0onKW1pbUjWf/YB+h4ncmlSCQkCqFkoKqqdkcjCjaadwLKASMUvTTDIJk72BMph0qCFQIaBFIpKS2jqKqyJIE25RYV7PeS9naGHHDqatZ66+RJgXrww32mkOCFbjaYouWaVOTJwprGt73voarmdG/5iL90XUEpRllJ9C9a6na+2mLmo8lQnlYByihizCW++8sKneWgUrsAEcKE7rVD8gQrZND8FSTkvF9p5nddRfluXtxswuEqgTpEMojZIZMB5ApEplBsNi6hK7MUucKqR2+LcAHnIsVHr6tCM4hZnG3VJOlBGexTYNOoyeB95bgQGY6sgA4hPDUkzFJltMIz2E1B1djemvkZovJudPowzs51Z8QehXrukL5isdf0+MpN2mKtmLy/rdzz/tK3NpViNE6ajCiPxzR+EBjPYguMsd3tfSdePJYoBd3gLUk8zH98iJbYUxRtwxUxUZ2iEkkbZ3zwKGgFZJce4pJwel7xuRaUt6/x/50Tl21+BZaB8HEnVKFrXCuiN+NFwjf0jOQqgrR7JHoBnvYcuAEOlOYq4dsbW4ym82ZliW93gCjNLNiTpAe5y1rayOSNGE2LTE6I01TWtvGXXm1pK5LLu7tcv7iHtNpjRGGxz/2JvprA2pXU1QlaZaxZraoraVsHG0Ak6UxJSU8VgiC1PR6PYIQlJOaurQkaYJEsNbvIQhUsxmmnzPojUBJhIluszI0hMaSql50gEUTpKZqHQSLArI8ASFonKf1nrqxsaSvm4zTNKVNNEmSIGSKs5a6C5YEMV/dWEfdFJSmJU2SKID0Aa1kDHZYCEAjq2GtjV4QSuJcjcWShyHlrOBwb5/ZdBYpeaUISYq0DW0xB0qCdVH/0tQ0VbTEbl2D59iGeEqggopuqkrH4+uaYFvcYi+qTqwanVMDHotSSXRxBmSIHiiy01TFijvRMX5RdxGrUTzONQgRmE72GAwStFYkaWQMQtMijYiOpULgu836pDZA9EEJHbPknCNJkqN9ZDqmViqJdVHwp2TURugQQAZCsFjXIEPVZVUVXsQFihQBqR0iJOA6hqDri6b7joxMouEjIq6yfEBpQdYPZIM1Nk/22djd4P4P3k01m5KYnMY2KBWdY6OeJeDwBJng8SQSvKsQ3mOkgGBxCJJEI0RLWLoGO6wLKJUghOnaHTfIE0iqjn2OurS47cdV11zPqStOobU+YrEN2KIkC5KgJOWsQAUwvQyRmKipU3KxX2HHfkbnXallF+QtKr069rZLWSOO9lVrXDQ+ZBHcKEkvy5mVMc2otEHoHoO1dVIJ5azk9N4F9idRE9NLMkKw9LSkKAMCy+G8ZlNr+nlG25RopSlrx/7EczhrOCwdLgi2N0bsbGqE6nN67CnLGhXEUpMku5RfEIpy3nKwH3Vto1zjB4b9wxKvNU3S5/33zpDTiyjpqZqC4AI6TTFS0lhPv5ezf1jjnGNazNHKMtQJQgRK6xGVYzTqYVTOztYWoLijvsisaVAyjV4mUnFwcEDPNEids9bvM583hBBFtrYpGG1ezbQSCOdIsiyW1btpZKmEpJ/1KXJQcxDBYLKUomo5t1+Qb0g+8MEps9JwbaMor3g/Krek6TotM8pyjtEbHwuB8vAOUBYtXUyoUh6tbhYb2oWFhqLTmwjAiIBRUMwrxvecZu+976O4/25cdRBpdB1gJLuSScg3R6xdeyU6zZhPKqr1Mc10iq9rUHDTZz2ew/1dJqcvUM2LaDrU1p1mI6D7GVvXXsHWzhb3vfP9jM9coHY1Jklw1mOyNA4mvkVLSVOXKJXE1WU5JxsNuHD33YxOnWC4XjKwFQfn3sfJpz2Ww/oCAc1wZJCh5b6zY2azhKzZ4+T8zzl7X8CZTcT2jWRP+DzCcIPGg/AtkrifSNAaEUzUI4S4v4poW1Q9Yzg/R//wffRn95CLGZn3lI1DPSJBBwHO008E22spYKnaQHFYsHXKYHzJvC2YTxus0zStjZuiybgZXZJprHcoHTeoahTodkYeZuTeohqP0AlGZBizydXXXYPScfO5qqgpplPOzacICdoYfPAMRyMEmqIou9cs5x44R95LGY56BF/hbU1wDaPtLbZObKNEjXMVVdmAVlw8PGR/PGE2nbHeyxmtDdAarIIgFcPhOsNBn8SkOBvN1rTWGKORxEDP5pYgJIV30VxKJ0g8bdvgOq8dbTKSJEMIjfeW1oJ38v8j77+WLcuy9Ezsm2qprY50GR4qRWUplEChIdgNNgkaGzR284JvwAvyLWhGMz4EeQkz8o59ATZpbBpp3SABAxJAFUpnZqSIyAiXx4/eaqmpeDHWPh7VzbauukzDSQsLd4/0s8/ea605xxzj/7+fkBCsfVlST12/cezxIZBUlnl+zHgfpmI44UcRfMrmWVJZgQcaI4WMtQf9xKGAjlLMKEUIiRw9TiVUjgzdhouwI1xqOfEMWRw9OdH7kSaM1GOHzzCMQYLNstBdFYk8jrJRpiQZOlahdYFzJc44srYkD0yiyqQ+EF4PerCcwVgZJYio8oNIW+Y6ElZ3cJ2prCkLydqRjmWaBLmKbheZr2pCFP4HMWJtQmVPyFH0YNqQksfZQrpK0xpirZWEWfdBtAvTQScfeEbTpqynfKtsyFlotJEkna/pTPCwPqkslGB1EKMbiTjQsqE94AKUCEdBo1Tz4DA6PTthNSu4vbzi1csLjNEThE5w8dZZ0IohTM68g/BYibjYKAVGY52VIi2JK1Crg0BZBPdRdljImRQNQ9KQA2UpHZ/5rOHsyROKspR12Fggc/P+PTfv3/O973xGbUvUzEyjx4GqsJMRaHIH5QN2R6EKuV/yZG5QE0X2oPeXtGqmXLSD/TljlNzvIUiAX9VIXs0w9lTWsJyvuLu9IsSIjz1WJfqssKYkZjWRdBW+y3SvO66vE+8uWx6fFKxWihwNfozc3Q/CEnKZk/Mlp4+XpGS4vL1n22XafpgAdQLjy1mBFnv+u/drqtKwXB6R2bJpW/JgaBZP+Lf/9g+ZpXt8Suz6PU01kzUhJciauqyonGXbd5SuEnoyiVJJyObGj6hdS2UVd/eXrAzMjQQF1kVAqUjo92gdebYyaGvYhoq7/Uhkgx9EeuC9Z9ks5ECtYD8M1MsTdl3LGDS5D9BZmmJBiInoEypZssq0+4GWxMUXW754F2lOM0/Pa5bHt2gbWDaGPuy+JTX47//6lS5Q9GRN/ODcUd9ik/DgXlB6Kk4mcSj9SNq/Zf3qNVdffslw+R5lRupHDaawGGNxpaVsaqrljBRG5scLVqdnDKNnHB+zub5naHvIntXTI1anBW/DnruLgW4vi6dPUdTX8zmLJ484/+gJY4TrN+/J3UAavYS8JYsprYB17u8helxVMQ6SHdLFAa0NWzMS+h3LsyXVcckf/vCHPFto9qHFqYq7VrHzHW3rcapjNS9Ydy3BbzHXV9ivOua/+Y/ZpxoXNhTdG3K7I+oaylNMWVI5g4kDurujGW5YsGMW36HjO+pagFyzMtK4AWXmGBNZ1oGdU7S7kflZASkwbjbk2MsN5gPjTk6V1bJibgOGFkdFVRZoq7E5s0kBxo5GBfLY0o49Y9Scnj9iGAdevXvNo/PHpAx362sWdc2zJ4/YrO8pm4ree1SGx48fTXY9CKEC7UlppKo0x0dzSutYLh8xX56iXWY+m/OMJ3S7nlzMuFvv+Oabt6SYePprj3l8fk5VWfrs6ULAuRKrHYUtqMsarSy2sDR1TUxRTt6jJpFkhh0zlgFbFKArNAI/KpuSwpXkGCUS3RhSFmthSgGjNYVzYrGNJeM4EhUoY4QCrKTrIJuWjCEAjLWC7naWuqwoqwqlIfgoToxD4a4yIUHf9YzDntJmrIOowedMP/SMbU8/CtcnpUTXtdzf36FcgXMVhSlwxlAYg7EGO9nxzeTGEZH2AaoFSUsCsQ/Cf4GJxWMnB9k0khXWjvw9M2mkDjkvCk2ewvkSXroyk+vVOskX0Vq6NCpGxv2e8mhF9F4KttIxRrFkEgKkIIVBGkU3cFg7poBDWxick46JmoL1DuOecRzR0/qS9RQ6qg1KFUREG6Gy0G2lUNCSsWX0dIiKDwnPs9lMNjclp1XpAEfU1GbIOT5s1DmMpGHg9PSYZrbk3dtr3l9cTgnMjn4YMcZh9YiPI1mJdidpRUA0N4duh7MysskxicYDg8ryPjOTmBqN1pLM7NuBlB39CM1cc7fZMl/MSCGIQ8kYLi4vuXp3wccff0qFJedA5ztJa071lM+iJlu2jPJsqTEuPxTS5ANGQqzOxkwjv0nrM+3dDzTwFA9CZgkDdNpiTUWII6/fvcQoi5uIutbVeN+z2VxKUW8LcU1nS98HYkzYwmHKAhC6rDYadEEm4YzBDwpXrPjm5WtCUOiyQluH0Z5o0pRThcQ1OMs4Jtoh4bct8+UMdzVycrziD/7uf8Q47vnhP/unqJjQxiIDd40PnlU1pw8eYxy1cZRNzdBFqsKQgqdt92iV6bWiIuODop455kVmnywxJTSJ4Afq0lLXFUWzZNi1lE7TqkxpoLANhVP84//JP8arwJ//4T/nZJn5tV//XV69/YKru/dcX0XiqBhGcV7G6XCSc8IoCCHTd5qxi3Q7Rb7puGpKVOl4dLxkt//3qEA5zJ45PLTT4nLIjQF4cN/lTIqRfrPm7osfsf75n1AfFazOZ4yzc/zgWZ2tqBYNR0dLlquG2ULiune3V8wXNScnj1FGZqn7fc/V1Q0mRv7WH3xM6jr+2fsL1pe3GA1RZ4gefODuy1fc/vI1F0/PSBiY4FcpeKxR+P2esIfgPa4UMWPcb6mP5hSlZtxt0HWF6xLeezoC6IK+87y5e82LxzOGseDnbyKlHejGER8zptQ0daaeZ0zuUbsvUfc/xTW/jdcNunyCG74mr39OFX+ECRtmTqPGHqsl4VZXEa06lAo4NFr1lA7mTpwkhIpVvaZdODZXAyl6oCaMHd0Q8b1GJy/zTmupLBTKY3TGGS2bes7s2z3DdkNtBZ8+dlsKHWF05PEIWziOT0/EZWFgtaiYNQ29VcRYUS2WHBcVKYgbxlUyWw9e87R+zNBv2e83OGs4PzqmrhtcZUlaug9kmb0Hndn3La5yPH38jMfPnlNWJVXjWJQOnzIxyGmj6wcy4iLSaGKQxdk6IV4ChBTpupa+lwKpcAXKyUm8cBW2mDQAXglpUqkJQHVoawu2XWnhgGQ+dBuMNqjMNOIRK6mIFzXVrGI5X7GczbHOEFUgjAE/BA6cmJAy3kecsfhCoxko7AEOleiSQfWR4EdGpSm1Ev4HEMYRHaGoDbOypCpLCiunZ+9HotJklYlZBK8xJYZxBKTrE1OUDT1JW14fujuHcEkFZOGf6OnEIayUAxdj0t/kjHKIjipGlLKI9l3GJUYnfL/F9zvKxYyIx5YwdgmrHTnKNdJKdD5aJGXEEOWUM6nnlTao+C2huLUfwgdTRBQwsp0mEFqqtpKpEtKDINRZi9V26gB8GEsXhdCGOaxn0+L1YYydRCxMJKdphEzAoqgrx2ff+4yjx+f85M/+knE/SPdXgdYJY+SgFlN+EPge3Iw5J4pSOmyHa0XSkCaAnhbxPFlE18okcg4kLVqy+/uWH//FFqP/Fk+ffwQ5i8Zu6hoWzYKkHVorXBgkayYG0aEABxCcKQxFJW65NIWyqmn9zjABJfUUKCmfS86TgD9nrKumDptYo8cURDfkCpHfqULw/0SstoxRrmnMAYWh67dCuDGZjGYcNNErrGs4PynYrDs4Lug8zIqEspp372/4yS8Sm22H1gv23SgYKi2p2wkpelXKhJgYPOzanl978pg+9lSlox8y8/mclErpoGVP4dx07USn1MwqCgy7XcfZ8pT7vqOeLah0T1SWeVURhx1K0rpICm7awBAitXX0QcZCxWKFZSTril++/Zo/+LXPubrfc3OTqYqCsixICt59/SNO54G/9/3HnD+eYZuSVxc7vnl1z+39SKkNrR8ZxxE0WKNYNBWbXU8bFF1MVA1oZeQQYxVtO/J6uGeh53+jHf5XukCR2zNJ/HnWaJUojSJmCIe2Kwl8pltfs3/zNbtXX9LfvqZaaM4/ec7583M26x7vPcdnK549P+fz735EUxe4EkyM9Pun9G0g9JHZYkF9PAerefNNQxw93//sGe1uT84w9CPZj+ToMUYzxkBqt8QQuNzePeSOHBD5Q+/JUxvbaMXoo6S9Gk1hHaHvKUtLWVsKF4l5ZFivScZw9vn38FeW7f4t9TKw22Xuc+D2Zk0cW06OapaF5smjM3SGPnq+eflj1KefEptTelfjy2OKo+9D/wZ3+yMW+SXZ31CoAa00SxOoDYxYnFtQFiWFiZSFRytP1ELkdDrQuMzY9eyso1KOtlf07YAmUhUIB2P0jK2ncQ0mS7FWFRZG0SSURcXQOJQuyMMWXIFxFU47TmZPhOw4s/R9S1k4kslUNrJojlBWwra0NSgMYQxT6Fyk79as72/YrtdoL/kuKJjN5gz7HTkZrLb0+5bTWcOL3/89mtkCrQ2jSgLESmIxNVba9yKNmObNWrp3RWEnJHeB1sK40UrRtgpnC8qiQpf6YRyTU5pO3RpjDc6J/iTlNMXNS76TNobClnJHT2wP2bzl5KuNwwwdYxwx1lDNFjSzU6pyji4NQQei2qPyIKdyo2iMkbGb04wj6GSpSimuYsx43aK6ARUSxidcgsoarHPEBAlhSJjJgcPBvTDl5+QsNuKUxXWVk2i+YooPlnV5FmTzUTp/6/dKXB/q25wjHsamJNF9F64AMimNlEVBmlwUSoFxmUJZCm3wwVMjVORkoJzV+KTIGuKQ0c5wyPXSGXQWN9NBFHsoSnI+dD5ktAcQY8RMtGltpmurZDyU/Dg5lSSAUYrLqdgiPWhE5/M5zhVkIkqN8o4V8l6Z9B4EyJEYBxIRV2S0iQzDgCst50+OsPa3+PJHP+X6+hZXlKgUKZwjpkTw/mHVRB2cUBpnxa4++vAgWn2IzkhTirSGhBfHjkYEwJPbZ/SeP/7DP+J725ZPPvsO6/sbcojMZg3jOGKdxY8t2809tnAc6RU2TnqmFKcCQ6FdJieFSYo4bbT64bOSgk7wEMh6maUsTGSij4dNYeqCadCJEEbGYJmpyKbrqRT4ENBKYRxYq2lHTwyepik5PhbR9/1m5O5+x8++NCyqI45WRxwfP8ebLU9OP+Hy5pLbqx/T7nckLN1+IHg3xTZkXFnKyMjH6RlP0h31mXbXkutEsSgYBk93f8vF1Tu8T4RhlEI3K1ROzOoaXZc4lSkqzd3dLT7DanGKySOFUqg0spw7jFKsW0VhMsPYY7WVRkxR4cNADB3PnixYlQ53fsZ3Pn7Cn/zyPa5w8tyqjA49oXvH6ukLivkSbzLfvPySq6t7tuuRdtcyaEM79tPum7EaQt8z+J5gkuj2UiYkj9YNlXLc+o7Ye6p69jfa43+lCxRtM7M5EA37PtNYRVNkBq8ZYmIMiXHX4jdv6C6+Ity+53ShOfnBb0Bl+Ow7zynLgp/95A3X3Q5rNVVtMWnk9GjB0WlNbTVlPuXyes83v3hDd3dD2VjOTk7YL0p268Aj53g3RspCY2xiDBHfeYauJYVeTjwpEUL+llPBYDAE78WNkUCXBSlJLDg50+73lIXFFYVsikaRAnRdi60bNruRZvmMdthxf9PjFzVRWbwHv9/TF5qj+pjgI1UZcc6i3r/C3X5Fqo8IyoIpGVzFOF9hls9Y+D+m3v05d7c7SrXn0SKzKBNJF6Adi0WN73tCuGPs96josdPc2ehACD39cEybNDeX+4m9oKmKRhwRNlM6g1WOMASkgzq1ZI3GPXpB+XjG9vIdm4tvGPtIYSwZRU9mv9/T7SPKQN929H1HyJkqZlTwKGUEaIVFF05O1HGkmlnKZsF8vqZft3gfScZibYGZrajLBms0q6FHKcVsviQpRR88nR8YxpHd/Q7f99RlgbMF4zhSVAVF4WjqiqquMEaYBWFa60tbsjo6YjafU1eV8EAm0F+MUXQlKYqzwwjwQ2st2uWEMFZyQqeMnoiqxmiZ0aNQ2mKMotJKdM8eMKDKAtPU2HoBhSaOWzo/EsdetDLWYZ0kmGaVSdljlcVVU9ZPytAHbFVRJo1xiSopGmupygqtDT4iM3ImAuhkXWbqYoJYW8VhJd2Sw6jokHkl9tcP4wZrDqLTTJGRgoGD80wIuQJJk/GHTcJkiFbhbcZMoX/ZR6FxKtCTHiOlKK8XMk4pycnRVphHQQpJY+QzHXUU0YgCbe30rEhHKx30NipA9hROM47C4yBlLEqyZqJiTCIIVWlyrE06HWwg5RE1RuwkfKZw5MLxV1oHiof1Q74/hKCmLgwP9nqjIsSBk/MV5X/wu/zij/+C64tLchgxqhBNhIYYRhnfuIwrKoyFIitWtUV78DlhC4tS0mXLUj8QoidNOhHnLFFJoV65kjhCVVT8+C++4M3Ld/RdR13XfPTRM7pux3Zzw+g7drs1ELm9rXj2/DllVYOR8Y02MiLgEMpInNw7U1NpcvQ8uAyVhK0KSUVYJlkr0dgkPYnCp9EPisH3MrLT0jlMsaNAk0LEZYVSlvm85PGpozCGqiy4uRu5vR949WZP/UnF82dPOeeMm6srxnCJ1T3dTnP6SMJSyZUUp9by6PkzHp0940//5N+Q+o6cA1kZMo51F/no0YLd0LPRnvX6TsTJIVDXFXU1w2AYh5akMvu+x/dbjhqH75xoxpJm9IlCJ8JEI47Zs6hnDNO9n7LHGs0YRrQp0NHz+GTJ++0Oox0UivPjFb+82LLf7TmpCxbHS549Pefyfsvrn37D+fk5i8We9f2O0csBYzsM6GSlq+tbgs50KWJNJulEURqIkHrNzW3HMBvZjyNGGe52W5bmrz/j+ZUuUJ7O4fc+VwQU/+4beNRk/v7ngX/3oxtudwXbdkPJPWq+w/3gCGNOqaqC5vyUl1+/4m/91gtu7lp+oQImJ8ZhYL/tuHX3VM7gx4GycFgSl+/vePvmkvXNPfb9PWePz7m7Xksr/NefTL/2ZB8YtxviIG3IFEZiEgufCO8OwVyGEBV2irpXCsZxxFjHMJ06qrLEVSVuVlMUlhQTgYgtIIdM3+4ZDTTVI4K23A+JXJ/ilieMt3dEXWKqySashWdwMlN0119gzr9HNo6kJjZHKoizU4r8Eb6/pj5a8/0XkcdVTxHv8F1iiCNVUZKKitSV5GzRU/s3RIuPEVKL55TeQ9tJ2NXRcYlzcnazRhFDZuhHYh4xxY5MTd92OOso5xVljASruXULiD1d36KMYnFyRLVa0a3XbO6uiWNHzpl6MaPrOwg9vR9oyLiywWdNzB6nNM7WqGyo54rC1OzbDp8T1WJBaQvCMIhmoa6w1rJcLsR+ahS73Y5xGOn2LZu7O7HSxl5a/M7SzGqOjufUTSmW31bjo0LpAmsL6skNorUAy1IIBO8ZQiBpUEnw/8pMnRmliMGTU8QTCTE92EQPkKysMs46SWWdihPlNAYrIXaugKIgNSUh9bTjjuBbUhhFrKt4aJUPo0fy0gzRS5ptjAmjSioXSXVByoq5K2hcMQk4FUWQ2fwBhaiM+daGGicSuuQD6Uk8kSabjpocdkofeCcTC2XqxqQcpUME0//vEOxnpTt5gBAerKdGk5TCKNFrGGMnaXzCx0hV1xPBVSyqIro1KJWJ2pBCFJsvUvwpfSgWjeja4MEaq7MIX7XO5JimBOUMRgrIQ7dHp1F0NNpIEaETzii0ioQkIYrOGZxWOGcYvaecC2Tx25lfB92NUpokoTSQD5gDS9U4MAllI1l76sby63/wO/zsT/+cty9fEsZe1p3pGjij5f5SBcYqjLIcL+b4tsdqTZzYG1mJ5iymjEoTRyUrUnLEHEmTGLi2JVppHj96wjAO4tLThpvbW8ZhT11XLJdzqtKhbObq6pJf/OIXPHn6jNOnjx66Z0ZrcpLoBnUY9Wk1EVAmQbKR8U/Mcm+ZrLDWcRiHmen6HgJOdZZOCz6SfaLXmsKWdMMOjIz3cobSGFaLOR9/dMybN1fsuz0hG8aQuLrpsfqeq/WfcvT0B7x+/XOcvWfuMtfbgN2O7EdxcCciddPwP/tf/C/5wa//Di//d19y+fYNmYQF2hRZ6grrVqB6hjiyH1revn+LM4aYIj5Exuxp+y1VUMytwZUyFiycdIC835FiwGa5rsbV7PYepQd2naIoDIVNlDZTm8yVB1NYZkdL+vs1qfe8v9uTjeN0ecR233Oz2zJfap4vn/B+P6dt3/Pm7YbTE8V2s0WpqauYIgHp/sZ4EK1nohVReFlaslXEnNi2nqa0LMqaPnkKYyH+e2Izvt3DLy9GjhcVqzLx0SowK9f8D38v8urrC9QnC06OP2a97fj6lxeYPnDx7iU5RbZXd/x//19/iHa18Cl0Zmh7fvnzV1xWBT//0RuGdk/f7uh2O04fn3OyENfN9cUbvvjJS8btDqs1jfF8+dVLfvGjb9i8v6Zdb3FVw9M/+B3e/Okf0l1fSrtbFaSo0boiTBtWihK+llISAZ8tqGZzyuWMsiqZzecYqymrAjDYmBl8RxwjuxgIoyfZJe77/yFUC8xiSb5/hbn9mvu7e+rK4E40NmpMTtjKYK/fEm++RD2fYUyFQQtd1A9c3/fEXc2njwO//Y9+n1nlWP/8z3n3p38qLp+k8TFhVXog8cZp7jqOJXgZuV3ebLDGEkcjNuIcmM8tMWX22wHVR4qmQHDunhhKmiriTEu/jeR2T+1WGFOTrYSlXb6+5ujxE2ZnzymbFcG3DKHHkjBhJPiIz4acDDFksElGLgiXQSsDWKLyLI6PaH0gao2bzbBVJRqJ4NHWEF1B7wdUgKqqaaqasqqpi5J+37Lf7enHAecs8/mcqmlIKtGPAz4lQhJ2hHKiE9F62qSVAitMGqsMypRT+qx+SLZWSnQMiYw2GoMwP6y1OFMAipgCziisk3wdlYFYoZ1DGUdpFkBBFyNDv8d3LUSZ7w9DJMRDdLwBxPmTs0Q5OKyIeAtNbizKjmQ0s6KkMCLgzCnj1Yg1spHEmKZR1wEGdsihnRwSWYjGBi22Wqak7en9fkgWlvEOU/fkoMdw2j5oIqLSU2Ei3RU12X6z/iCutNZMO0ZiNmsIMUz22mm0MXUjUp6ui5GRq9aiAbKHIsxKRyNGSSbW0/hIZ0NQhmyMFBBWGi7OyhhiUiChckJPY4yUA1klAgZTVqipMNKmwBqLc4UUM3IXSJGQ5f2oQ1GFIN6VdhLzETy60mQdyQZCzmQdsY3j+3/7t3DW8dXPfy4RGSi0FZt3SD3Se5CCcLFaYouK6/s17TigJmK11lPBlhM6W0LMxKBFWJs1KSrG7PFedBZ2CjwNIdC2nhxHhqGn63acnB5R2YqmmXN7d8v7y0vKRSMdwkkXnA+MmSka4MN1RsSYSLf5ASJnrBRSCFDP50w0RvgwCQySo7RvO7xXNLMZ2iiGlEQbNBnClFXUs5LCJurGUhaGrs+yL4wdKjpif8+f/Zv/N9u+43SlsU3BvLGQNKvlKdotubt8zdNnH/EP/9E/ZjZb8uTF51xfvBM9HJk4BNIw0o97CjTWVtzftgy7FoDkE5vhFmMMTVWh8oj3PYVRVHXDdz/7hDdvb9i1HaUrsTqz7zw3m5YcFWMYSFljc43VGZtHlrOa27vIajajLGWP6VPmx19ecLuWzpi2Bbf7juI6crles48NUdUMYaB/94pGO5S2RDJrP9CFFmM0yYuUYZJKoaqaFDJ+AFQiFZmkEkVliT4J2+lvEMfzK12g9EHxxbXF3CRcoVGmxFDzyH/Duz//giff/1v8+OU3vPz6grev7yhyYLPekL54xboNBDe5Z1KAwZOUIfhMDhnfD4T9nmkVY//JhvTJI8bec3O7pd11+O0eVyi+ebri3dev2b27pLu/J44elGbYtOQQUUmQ4uiANCXFFntAyRulcUWJKyuq5RHzx2c0Rwvqpubo+IiiNDx//hjvA9t9Cwq29zsuLy7Yvr+mv99y//4VJ3/vP0WVNcEW5NNfx21/RhfAlBZXOfoQRCg3jMQv/zUZh/rotyRBWIPerumv3nDkLvj4vKRSGZUM3Tax37XklBhjQSRwVAXpIChwhaUs5NDX9yMLa+i8wmmDVonCQVM7EoZu37Pf9xR1Q9aZ9X1kvfHUdYPNsGkN673nq7d7hhJWqwarR9p9yx/9i39FOatYPX7KZ59/l2bZMJ831FmKr5QSylYYV+JjpO03hKEV0WLMYB1jCOz2O5rcUM3n+JjZ7lpGP5JzFOvjkOnHgXEUcFEqCgBCStiyZK41rnCElGVjKQusK8hkiqrAWE8I4pDxUYScMQahXppMIoJWmMJhcpasAQ4WeaEMBx+I3hP8SAwe7azYXCfLqjN6oqoabGExSqGTwiWNK2pqvUTZWpxQ+y2xE3BaSGoKwhPWhDYaZY2MJLIQX8X+mTCuosgaVVSC3Y4iTNRmgsQVmRw9wYfplI+E/OWJ1Drpc5RR6CxcHTXpKh7QAJMj5tv/cBAHc2CdTG4gNWkxlIyLhP5qMIALYmkWJ88UhpiyOK5sIUWTSWQCiUDKBmUKjDYUWUL5xMKcqIwl+kBGsagdThv6vgOfp++ryNYSvCKpCmvAKS8nWl3CA+nWghoI2X9gMyWLMQ6TRdBocqY2DmesjC1IKEaEVDeJ/vU054iRNPgHdV0IEa1LMCXqQKIlTcLejKsMn//+b2Dqktc//SU6GaJSJGXBGXANyTmC1sQQmB83ZGex24G+6xn2O5SGwpVYG0lhpDSJzg/E7EjaktGo0uCMntg3mbJyFCYTfGAcEzFA13rW64GqqnCVIZmCLgS++uUrfBCRulz1SV9lQGUpFgHSFGsguhhxoRmliCmL5XbSnQRAI/efnRxXKI0pSsbk6cbMYnmEHzt86IT5kj7kVb2/2dGPaQryDJwtLZ8+srx41rAfLe4ejm1JWWXWXSQGS+89FAqTExjD0xcfs1gdy8FDO+mIZkkZT0rcNPvNlnYUGq9JkRgCu27PYtFQTa4vQ5YDrBh6WMwa6rKhcFtMMdIPnRyotCHkTO0qYh7I3jP2PVpBVVp8CDhtOF7M6IbMrg98/uQJb67v6buRZT1nOR+5V5mbzcCf/PQtAcer93tWs4rGKtS8ZN11dCFhXYHyw4NlPpFJOZJ0xhYWXSryLkFUZGvY70dWJcyrElQJ419/j/+VLlAkT0QjElPFbav5SVvxi6/2fPOTey7+6/8Hu/srQjfQHAlJcL/e0m++oh8Ts9OlMCW0Qg2BnA0xKcIwkn0gTYJDN58x7ndsbx1dF+k7z/5uTWw74sxy8eYdN2/f0e7uCcFTHK1YnDzm9hc/oVu/I5MwukDbGrKhcALO8iGSc8IVjnI+n/5ZoV1BvViyOl6yWMyYz0rqecOyLHhsLOMYiB9Fytrx9b4lxUR38zXD5TdUH/8AtTgnf/ofwlc7kt6wHSskdxZC16Nygt1bws/+P9h6jnnyPcreo979hFn+hhcnI+fLms1P/4jbd1dsLt7h0pbRR7Y3I662mNpOLb5EVkKqLF1m70esyvRDJvoWkzS7bSKGLTFp7tc9Wim8znRKsx4D2Vi02VKbDGHF25s7tj5ja0OxOkOne5qm4vvf/5ibm0tc2kHcsrm+YX1zx5MnH7M8PcVUBmMLtC1wOVGoQEmBtRKwt9vuub6+Zru+o6orjmKkcDXRZ3wcsYVBkUkhMA6DtLGNE+Gy1jjj0MYRjcFZEfbmrFC2JGZxvhgzQylPUgEdAnmCSJmpg5Kn/oKZ2AjkTJ5OxxoRWIpl1hHGAWKkdpamqXDWEbMmREkL1sqhsgWkq2KMxjpDVVaURk7YwQcCkWgtWWlcnkipOaDzxEYR6QSgiEp0DdNZVSi5JGzW6CjvQRkjYW3agp6SrrMMLmOMhCBCWAGnyff99jOb0wedykGT9e0xj1JKCrKmfFgE88RLUTlxCIL8wCWJWDtpLGJCG7FbpywbgNbqISPmMH8pLMTQ45RFKy9CRnWIckpoBbPTE+p5TRoGKuvo13tUBFsYksq4IhGRU35hSsiFiGknC69zlmEcUMjvtYLBe0IKaGWJKLJReKMIVk2Asr/a/v52JIV0igTuFmPEuhLtnHQ44MNnLT5pQhxBKz7/ze9ytFzyzY9+wXq3JuWC0rkpnkDGVkVZSSp4bdjsJCfHOUeMQZw5hUOVk+tnVBBBZWGDFBp0FKeRzsDg0UZTaAvZcGBUGaslYXcvmP7CWYa0Z+xHQeBP2Ajpwk0AxyxdlTh15ESbNVkzJ2quMuCMI6EoplGUkK81tSuYVzNCMPTZE8eO6uQRaE0kErNYx6uqpG099+sNKWZSyDw6rVnUkWrmaMms93tUEXFaupZGaQZlKLOhPj3h8dPPuHn3DS9efERRFtzd3LNb30+ZRRCiZC09OjrGGo0PO4IfCMpzfXfNzFrmRcG23U1vLzFvSnxIuKzp+p6YYPQ9fbumj5lZVbAoKkL0FIWjHYW/ZcigC8asadsekuL0aMHb61tC1nx9c4PfjoQY+Y2PP2G+XPGXX/2cbpe5uemwpWHhSpIP+KgZi0hjS242t/gsCeXzqqTrRaZczSuaEwuFJ6QebZ10a7sRVZfYoLFZM4aA4a//9StdoHxb4e99ZB0066DR+nPq3/8u9asLbn74X7K5+gqvNNW8AWMZfWJ/d0+72eBsSbmSkcqw7xm3e3KU6PoYB6JRnH16znzhiH3HsO3pdwOha4njwPxohbFZ1O2uwrrI6dOnfO/v/w/4t//0/0JKnqJYoihBZWETTAuIMRbjHK6sKecLyvkMV1dYFMN2R6fA5oDvHZu7NU0phU0YPV3XcndzSbMsOPvOr9FuIpthKy00Z1Ef/ToxD7Sv/hlF39P4iqO5Yj5EdpuOMLYwevw3f06xfEa5+TnL9k84Ptry+OyIusjE/TVxc0XBFm003mdiHNFDIikrmoVesV13DL3DWSYbsEVpw3q7Z1HV+KBhgO22I40RbEEqLWY0PDmr0GrEEmmKY35x8zF3fs182TNqMOWM0O1xhePz3/gOn6WPWd/c8PUv/5wxdDTVkvVuxn7YkrXFGcdsPsdVE5MkRpjC5pTWLJZL6tKhAKstOmmCH0neo51GO41KkvxhixllM5MTHtJZC1qRtEM5h1GCdx+8hzFM1sADYVR0DDEEUgyiY1BQOici1MNGrGXCHkLAxzClygaSVpiqZOYsRieSioxJOB7aGTEUKk0KinFQaCcI8Rwj/dASC4NiJAwtOmWMq9ClFY1GHFE5kjF4MtHIidWHQAjjJFXI2KSFPWK0OHYKg0LszgJJS1iMdF2mwsNM4xYVNSpEUfpysPlLhwLkxBpjQpmpM3LYiKcRStbi8og5orSEwmmQblPW5Cg0Ua0Pbpsgz5eVrqRS0sFzzuKcIaVIjJO+ZcpyKqxs0s4Y8tSpkf5KxJQFrhYXTBhbunYDMTEMkbo8YoiRbMFpcEa6Q9Y4ORGbQsZ1psQnyZ8yyAjP6gKVwQ+HMEeDKwvRH1nzoUBJonNB7qRvaXsEvW8qod5KR8nw3ywC5d4CckTnjrMXp5S14ou//AuGMeCMwSgZ1Vqj0TpiCNSlpXCaoQvUZYn3ZrKFZ2zpJhd0ojKOMAYKo4h+gMREU5Y1gAlMp8z0syvJKjLOQFA4ZUlBGDCkjLNGOl0pSVrz9OeSb/SBeCyFsFiBs1KTjipK4pPScl9nEThnlSYuUaIsC5pQ03Y9TTPDGc0+RQ6e/pgEpHO0aKgbSxgj693I1TpgqgZTGVLsef6okTGXV3Rd4PFxSds5Zs0R3RigqGh9xI+e1y+/4fbulpEs3ZUshf3tbkuFYbtZY3TDmze/REWPJ3G/2WKtwlnF6fEJOsOu65iXNdE4dv2IVopltcLvW8nO0YqPnzzn/uZWOl6FQ8cARnHTClhz4Uaeny/56bsbrG3Ytz37MWCMZb3f8Pmzx1zfX/F129P6xKJQoGG777CN5Ch1/YhWhmHYc7D9F3VNt78nKM18VRBNZuxLhhxJBpwr2Y+BqlVAwNrq358C5fAhHRbUrCap+vkLRqN5cvIR9XLJL/6r/wKnbtA5Mux7Upb2a5pa6fQDzdmK2fGSOIz0G0FC5+xR1rI8mbNYlnTrljD2qBhgGBnvN+xtpOvPyEpTNjWpH7l/d8Ff/LP/mn7XUZbHODeTtliOZKII/LLGGkdR17jSoW2mrhxFY8WeGAe6TUQFmRUbZdhZIdv6oSelkagz58+e8vjT7/DNz96zz0dobUFrcqnh2W/gd++Ju3/Hvg3Mmhm2AueEbZLJlDkyv/gjmrs/YW6vqZ1lNhfRmdYNZx89ZXtt2NxsiDlTOghZZuDBZ/wYGZLhZiebbo6Rfkxsx4bb3YwQ7lgulmhdsjpakcJI1yvC6Hn+/IRPnlp0kFPdxfiIy/lvw6InjPf45Dl6+oT9tafter746muePz0nJFjOZtxud7T9huWwZb/xeA/z+YJ2e4+ra+azBf0wEKIEASoSzmmaWU2MmeAziRFbWmxRk9XBOhoJWXJ3Uieob62m7sI0+zbKSDpwZaRV7AesLnFWdATGiPBvHAz9FLRn7XRtlCHrKXTOWNFuqIDVEW0Stoi4oiKOXvQLBEKaujUYYWiELGnBOaCjwh3YXihSSPRhI92YHDGIfdnoSVha1BM587BwyigBI63iFOIk1p26DoDsM/I/owQFr6ZCFKTuCCHIBhvVw/gmTyLanEXhr40iZzMVKJmcNCmpByFqnsTkCrFq5xwRDHt8ENDqqfgzE+jsIJA8nNbzRHwzRvD0kB4CBu0UUJmBmPXUmUnyfRWEcSD4UbREb29YlAVjv2Ho71Axs9kNlM0CbR1Og8VTqElvo4X1o5wjZYVXhqAsVgvlmOxFPyJ+aXFKxYAKkeyDcHAODZM06SOmwwwpkb2XDCtnHzb+yVfEIbzoYA+Wz98I3ZYIuWd51vDbf/d3eP/qNRdfv8OVFp1HCqNJUV6/rApOT2py7Gi7EXKQOyCIc64sC8pa4ZzDrWb4EGi3iqHvSFPysCSuS0fFGs0DIyZJkKeyEzl2GksprShcQV1UqOQZwvgQqirjHNHpkSY3jzpkJkmuVUah4uTsiTLqU1q6MSEm2q7j8cmMerXiNmv6fqR0FYWyeJNE72JLTOV49NjhfUA1M7b9PS5G7u5b9q3n8xczlguLrRq2G023E7Df3c7TmVuuL7+gUJqXX/2Sf/pP/3N+/uMf027vBFqIiKqXiyXbbqCcNbx49IRfvLki+IBW0km3VlyHTlfIsMpzNK9ICWIc5Zo5OaQWVcXqaIYpK97c3RD3+2lNEE3O6KfIi6Soc+K+7fEpsd73RAzZlJAUV3f3nB4f82uffMrddsftekvcbycdnGIIkTEEskY0koUYjHdtS1XPqOpapAy+oKozjInKavbtgE+RLkfGkDHRUVcl+L/+Fv+rXaAcvrK0++TAkYlK3AAjmeLj7/DkH/5nXP3L/xubl18yjB4/jBjnqJanjPcb6qMlxXJBDp7qaEXoPbFrRbmfRKVfzira7RToF4QpMPQt6aojdB+L4r90uEVD9p7+7opCFSRnKJpaKIQxkJJFWSebmxNrqbKaoi7JGtFMjPqhld6HEbI8cEVdCD0we9q2pTk6RifDX/7LP+b2XrP43d8UQJWeTiyzBfqT/4DtF9fM0gWbXWDsPKawrBYlXh9RV9C8/i/IwwZzOmfVHDFuPWO5ZHnUsL+9YNdHusFLIvBsxjiKGyeNHt+PjKPi6mbHk/MVykTqWYUxnqN55uMXH1PYQDQakuP+fo/VcP6o4pPnJYtiw5gT923Da/Mb7E6/i310Q7z5M3wYmJ+sUGmP1vfkfuTlz15yfHSEKxvOyye4ooFoWFlN1w0M7T1oQ9cLyVYpGIZ+EiFr6roiaIv3ET8mmmY+bV5TcFuXCNFLtkkEpQpyFhibsw6dteTIRI9WspmOY0+MAWfEteOMo7AWpROdaiUgTmuMsxyC3fRksWVq2SszWc/VxOoIAW9Hkhcsv1FWFmfMZPsMxJAEN61ECyRJvEbkCknat4Kgn4oXDYfY+pAn7DpZRgfIydsYM7HJpPV/0IN8oDVP5E4j3ZScRLejdBbKZ9LfOsFrkkkPYxpA9C0IbC6GSAgZ0Gg9mWSYFvODq8cY2dyZtBjZf+gVKLG3y2u5B8eNehilTZ+pMVORBH4cH8S82hZCNp1AcXoS3+I9YefRTnQeisxyuYJ9D4WmvVszP3tEoSxOCQciGwfaoauSnA1aW6wTfH6arMVGRbRhCrfzIr5Nmq7r6fueIsbpdCmffUaIqWoquHKaEoSt/VbD5NBDlnVQrtb0WSsZL+aYICZx/BQFL77zGU214PrNBT4EbEq4wjKGEaylKDVFpWiHkcRATAdImiPjRLdTFFN3yklxcLi+eRJKq0OOjvx86sBVieJ802KLeoAOxsyUHSTOoWzyRD1G7sH84f1mSbmRMlNNQmzBwMqp3lYYDbWrJjS+IybDsjDcmsTFxUvaYU00kkNmcyL0HSnO2O8DhdO0bUddFnRjptsFqjMHpqZcVeRQsN2tWd/v2G4yl9uAvv2aXbvh8XLOxatf8md/8ReoGElDh0I6zkXpCH5gWTT4dqQ+mtEYw0W/mWIwMjlFqrogKxjHAacjVdNwenxESplfvrths99R6Rq3LLFlxbv372ms6LFCEJs7SqNzEqGsURwtZ5SzJWndszqvef3mkmW9YHO/5snJCb949Zonj895cn5O10tnWGeoCkfMmW7wIrAGqqKmbddU1hH8SFEY+iFx837Dx+dSWK3vIjEnEZdHMVfolGnbnvlf38Tzq12gHBahhwc6HzJ4YPRx6rBYlp9+H8J/xjD+lwyvfyytxaqkWM7x6y3JB0xZsHq0xLqKcbNj8AMkiRPv2wFb1aScpRXfe+I4klKg2/fcvbmgWC6ZHS1x1jDuW/SgCSoKN6AsUVYeJGudePytJWNhmlkb6yDD0A7MZw0pBsE4WT2BdDwqdty+fEfXDiyffYzWjos374lRc3r2mKIu8ToTtUYnyNrB6jHh83/I5uK/ooo70sS6sPvMrr1lld5A3qPzjso1bLYjtug4+bigHfbcvntPu7kjjB0wgeeQNNkQBYRWmkBRKrYBUrJEBFD1yW9+zm/+5me8/sm/Y4yZYUj0IXM8gxfPl5jc4nTGLE74unvKK/05oa4pHr1g/HLOsFvjY2R2dAzDPU5nxhC5vrwhqoGqVpyeH3N1e8uycSwXFTLPcdze3/P+7UvZDGPEaEdZ1fhRUmnHYcSHRN91snAESaGe1TWu0BR1Q8oWUGI/Vhlrjeh9uk4Q5xOt0/sepTJDGHHRU7lK4ktSFqy2LR4KE6VkA44p/bfm7goNWuOMQefE0He0u4gfe6ySWfuUiIazGuNAhwhZU1YVdVVP2HIIqcMHRYoC05KOjyQ696MnxIlIOjkg4IPNFyOUVJ31Qdggz9u39RBKTu6JqXhgKgwmjYiIGSdGyiT+lV4/DwCwYCPFt5xL2ojGwk6ZNDaL8FShMLacdDuZnGSchkpTQSKalkR+cALpCbCmjcIHTyZTldUUB6DIIUkYoRKwXwZwhr4PtH5Eq8jMRmwaZGyTLX3smc1rNtsdlTpmFEUukYRjKqBI8myQIHqsihRaTXIJJWtITqBl5CMArzx1n0STJP5soc8yjdMyimwF9S5EWZDl28joYCrWpKMUHrpQKRZChs1hyuOTgvXso8cUhebi5WscCeslIFBjwOVJqyNFfYryvg5lk5ogPdJ00yxWc6qqoO+l0MqT5iorhc9M+HsZI2IE9lYmsT314aAXEu2PmUaA4VtFJjlhlZmQCHAgx+Xp3hPlWJw6iJmYB4iGXdgxq2YP3YTbCCFrUAmnkPVda2IasSmikmLfRu7DwKqZo1ViDAN9SLRtoo8Vd7uCzc2el2/3LKoZl5tb7nY9ZSHasOvNLWqt8F6KbCIoV/DxR99h7DZo1TKGPavjJcklQo6YSfgdo0A6/RjIIZBVZllaFmXFrvW8vnqLxrGYzzk9PeXl+xvSbs1nn7zg7vaemDNpiAK5Q4rOABQ5MV8sqGZLfHhPiJ7KHQIwM+tuz/FyxbuLSxZFw/niiMv7e7puwA8d82ZGWS7pfUc37vE504WeQjlGP1AUc5pyxn57z0/+eE9RFeRgMMrgo58gjVkMFUZ0RH/dr1/pAoXJ2yQOgnx4ph7cMXnaBJTRLL7zfZ5qw8U/V6Rf/hRUpLu+JedIt7lnXJ/Qm4zOHc3JjDgO+E4IgJvrDftdTzVr6LYjMY4E3xHCQIqB+7fXnNcN1aLC6YDWEeYlOSmCj5AitnQPQKqklNhQJ95AUZR4H4QQqi1jjDIj1obSGvKwwd9f4FOg94H50SPKqqTfdPRdy+PnZ8zKDf36C3qn6Ztz0nQqThj0o88Y9X/M3cW/4Hx+T/RgqoZ0d8n9y78kdBseHxVYbfEjlIsFd1d36PaCbnNFGlvIBdpohqAxVjH4jCWQk8HNj1iclVxctdy1midFTb2oOXv8jLv374i+I0YlLdGw5/mzc6yVhTiqgpgbbsrvsy0fgTEUiwWxqgHNsG9ZPTujv1IUtcEPPaVyJCou311wd9+x63qurGa1nFNVDUo7Eok4aRvq2ZymWVC4EnIixQCFw9qM1YrCiJFx6FuGHKmqFavViraLDKNsgiHIyd0aR2nddKrVE1nWSbYIiRh6EQhHj9aKpm4wpiCE+AGfPg0zBK9uSSh8FER34UoKJ3yOQCS10sbWk8MkWxFWmjwh8F2BUobCOZy1uCkU0CqLMTUheMgRo6WVHrOI2HwITD3zyVlzSLHWD52LQ4FyKDbS5HQ4KDK1vGkRW04gtanZ8cG1orIQg6fAvw+ocoOxaXKuyMcigXlOxl45oEgU1mKs2JJTTGgtGHVjlKSBZy93uRENwsEdl6J0Gw723L7rSF4YFUK/nMZPKqGd5JWkGCWDJWcKq1FREPhoTVQZVztUkE1LW4UOmTRt4DZ7jBaWDXnqxuSMyVnGGQdN0jRaS0oJ0C1P0QBTuyADanJRKTN12NIEWHNZigfiVJQoRJhxuKcSqDiNkifbt5GiVyUlbsUwkHJERcf8ZMEjnnH77kZGlEm0Gtt2DwqhBCdx+AgdVwom6xyFMyyaBlcU5CwRHHZvQOUptHASQqNRCUwSrYjEHyRxOGUoppGbmTB2OUvXjyj5TyolsjIyYkVNRa+MS1RmKt4yWR52UlYkJSnaMUpSdlMf4Vyi323o+gGjLEU1x4SOvusBg4+ZN+/uqWpLUTkUU45TlLVu6DPv3rXsXt1RZcPNbcc1I5v1npgj+7ClwOKjJ+ZAiiAELcXHn/w6y5NjvvzpKxqdKWYlZV3S7rf0fiDnRO8DhS2ptONo0ZDGkX7wmIXoEn/y5WuS93znk6fUi1Pevn1LYQHluLi6YrPZYVOYwIhTnRsiOUpHq6ocf/7FF1hVMKsa1vc9PkXGrFnUc8q6Ztt33K7vWa5mRKV4M7zDaUs3ePb9SFXP0LZHJXGphiSupH4YOJ03ZBqU8/RDENE5CazEUwxDpkmZkUDx0Fj47//6lS5QPnQ5JwEVSMHCoV0MBxqDcYblZ5+T8z8maou/+pp+e4cqC1yhsEXg6KQk1DDuB4p5AwrGoWd3tabf7Dg5ndFtduy3ieX5nHZzK/HXN3fURwuWnz+hqBc0jaasZyyPz9je7bm/vKKsBNBlrQgn+wHGOG1VKmMrx7yZM4yBotCUGtS4w+zvuL+5YOj3uNmCxdlTyuaIFBPVomA+h2fLSKHuWG/v0TmRzn6HMD8may0FitWop9+nDR23Nz/kaDFQH895ohL7zS2FmVE40Nbx6OOPmdWWWQlvv77GdxFNyeg9SgnEqXaZwirCmBgGw2a03LWGV5ee5GqWj04ovp5z/e4N7N+ADuiY2d+uOTm2zGclSkkxltWMTXzERfUDRlWIBlJN+gel8ENPtZqxfed5d3klmOiQmM/mLI+PheRcNjLDUIq+z4TQEVIQJ82k7yiKhLNTbk3fYbRhuVgwb5oppn5kK3MOCutwRcm4XrO+F4GwNVr0J6WmqEpcXYqGIkRUdiimkMA40vuWlCNlUYAqyCiGsafrhgdY20HsbIyRcVyQE2CKiagVKMmuGbyfKKyTm0V/Cw0/jTKZQslCSuicMNqSs0W2QE3GiyPJixAXRDCc0yGz6kA3ls08I66XCZMmrwvo6d9Kf2CPGBIpRMk5yWH67wIrUwc3xjQqIimI0/tAC0dnyrqRMY+WzButSUEEt9bJpp9zItmpwJkIoTF52aj4UPSRhR2T4jSKyplxHGi7HW2vKEpLCAntSqE3G1BRCrXgPdlHXDZUaBpbkIwizxqK4yX99RW537LftxIaaURQLenBoj2ScRdi4zUH+6p8f62kUxOT4Nm1kxGZHyJ+GMWWKm9siqiRlv+DVFYZFBYQS7L8cUZwr4FDYmLOngNtVfyNEdRIzh5NwBjRU2kcR0+e4qo5b79+RQqR3Lc0VUlOicKWDH3k/n5L27Z474FMXddyD1szMUwMJmeMtTRNQwwBP47EELFJ7idpbmgprIWGQ1JQumJqrEnGT8iZMGl0xFkl/JZ8SLE+rP0po1V6cJ/lBEkJFDCnJGngVUNha4IfaHOm1hWqcFhjGKLH+ySNp5RQ2choIyeM92zbDgd0vYekuE8tF3dbtErMq5J2TIwxkUKHdB8tVQUmFfQ+o3Qg5UhM8OrVN+g3v6QsFBjousibdzecHC8Zt3tC8GgUlS3ZbFtCDCzqkqOjJfNGnINPTo84Wy2Yn5xzfXfD+aMZqMi7yzWffPQJd3d33F1d4/te0tRDFnJ01mjrOFkegdXs+5Gr2wuqssToCmM2XGxueZwinz95yl9883P6Yc9iUVLel4Qx0o+eu80d87CgMI5Nu2M5W3GzuUFP2V3aKBgNlVHURcE4DnhTUNc1+2HNmCLBZzD5sNz8tb5+pQuUBJPqXR3MAQ9zzzilvTKdokVlrzj+/LvoomL7xR9y/9Wf49eXKKc5f3LE+mbL7ZtbTFkyO13JSTtn8cproT5ao1idLLi432AUFKZAJ0N/35JTpljU1LXmd/7u3+bFD36LH/7f/xl63NKUipykkOo6TVk5tvsg1s+y4Oj0GN/2lM4Q2g3r99/gdxusAlXXlMdPsPUS3AwfE81yST2vUPs9pn2DMgUuKezdH6OGjHr2u7A6lZsH2bzi0ed0N1eo/V9ydrIi+sjZTBDv8eYlXReYrxwnxyXvvvwZ601HmtY5Q0HAMXTQNHKikcl6wRgq9oNnMyRWdYG1mhw927u35HGDdtDtOiobOFosptOzopjPMItzLjbf5VodE7NGIYp+UxqKUtOPw8NJ0bkZs9WCu5tL9mNHXRqsLpmXInDdbtsJVS7jEp0t4ziw29+x33csF0tmsxpjNLvNmm63RT1+TOEc682avu9ICsYU2bUjt3c7fEiUpYOylPFIjLhcir5gsvsSRqyWG7AbhBo8ayqK0kkAGtDd7rhf3+NsQVU0Yuu0hqHvkZy7KIVM14rAj0TbtYz9iMlqEq8GaZU6JWLwlIQ/kKXQsSHgYkFRFOhkJ6S+bEyJSIzS5re2xGo5+aYUEd6G/gBcSkKVVQfbxDQ6PQga9WTxlT9LRO9lZAFkwvT3pDg4NIwk6E/+rb41mv1gQJERaJZ2Dtlm7MIhT7MUaHLS1ugo83WlpECyRsSQkoIrIyHnxB1FO6LHEdt3JB3wbQGmIugShYOsST5T1Y7tZk0MHlU4ep1ZPFoybneEEHB2STk3+G0vo4D9ntPFHKc1KgUwDcpYUpyYJ05RWNEGmQPkDSAm4dooiCqjYxTQ4TRGTDFI58pasgGwhDi5t6ydPtcKsgYVQI2ggpyYcwG5JGNQ2T8UJDIKUZKKjBPBazZoZ8la0RyvOOtHLn7+FaWqWB1VDJuRfdtTlHMW8wXj6AkxoIKi6zrB/U/uF1eVjGGUWIaUUDFRmYIx9mSTpklVJitFYaxcl5wfwulkhCcdlRjSJJ6e7PmSiSBunskUIXWtpF8nPaU9oydBtUUpKZz6vqNTkbpcUtqCfuilS5YU3TjijMJg6ENEJSnlLIZhL1ZdrRXWWKqqFohjkvyKrh/IaQpB1RL3kBnYj4lVU6Kn5ywSwViMitSlI/qOISYMhmp+wsXba8nCMnoa81sqGlT0uAllsFyd4GzBo+WM1ckR86Xl9PyI27Zj04081Zrt5pr7u2v8GJgvF/gA3XArjBiVMST6wWONRKkcnc65Xm850jMcsNvteLFcEIYd3338nJ+8fEkcO04XDVfrLTkoRu/pu4F5U3Aym7PuttiUqcuawjqOlkfsxmsZg6cBax1HqyWRxOAdpraUlUE58+8PqC1Pi6csXod0zjy1uWQerqa28gMR0RpOPvuUejFDNXPWP/sjxvsbfvHDb+i2HdppytUcUxUYV05EaQkgbBY18+OS3csNYd9TVSXBS9v5QL1cHs8odMn27paf/+G/YVxfcHJsWDUGZwp2XaCrajoPqBHrHK4wVEWk63vuLi/YvL/ED1uKwmGaOc3JOdXRIwavSVoTlKJYrHDa8+Q0k7d7ut0VPjhcXuPaIAuC/TuwOCZnRUyKNhvG/Jiiu6C/uGW3HlgsZxRxxKSGyivev36JGefc3e9IWXD7XTfSeUXIFWkcMGpGMjXFqmZ709OGknJmKAuHM1ASqYynjaMkWe4i+23Lk89WLFa1tNQxKGW5bo/5In6fNRL6hgJnLSMJUsS3PSqDK0o+/eR7uGrOzd17Eh1d2xNHGGNgNquoxkC778QxoOVU05RzjpeOopAFYNbMyNFzc3nJfr9nt99zfHwsOoAY8DGx3u0pii0gwssuSR5O4Wr6rmd9f0dE7NQWTex7tIrYwhESAmHTmuVCuh3jGOj7nmEYhBES5RRdVhUqBA5Cz34Y6LpOgE7TTN5qLaye6RqSEjEGhum0fADNG2MwzlJ4T/Aeq4qpmygFjBQj8mwYJW4weVaktQ7T9EZp0XVoO20S0xThoO+YNCLGTjh06QVgEQy6x5NjPug0pdjK00+p0tT5OYxhJyz8QUipFCiDVgZblFNuUZKRwFSe5GRlcyaSo5fslpAEzqsO5NHD94cQPL7vRPMSR9quZb5o0FqBjoxhwKEZfSDEjhRHlLas5g2h3XB3+ZbV2VPy2E22VVDKEIcRvZLxidUKlSOMHp0C2RgYI07UWKLryGoSCKdJbwTBBxrjpvBHhCrrNFkHGXMESFqhrUKZA8RNPje0JhNIuZv0KlMnIivubjfUZaaeFWQVJ03LFLMxzdO0tWRnSFpyg1aPzyicpb18jx/2aJMIsaM0NSjRjSQf8Smx3yWCF3dP3dTEPhNSxA8DeQyolCkO/BnrJC8oiBjb6MlabStSzlJMa8H3p6BJIUxRDqCMxmEYFdMBNE8soUltM+l3jJJ7K6UEOaC1IU53ZgXo0DJ0nqZeclzWhGFkUc+ASOd7hpjwPqHzQOUKwpCxGVTMFIWi3+9QxlAXejIICHvr+Oicrr0lYYkh47Not2ZNST9ExsmenWJLCiXWKGZVSeky93fXgJVxbrbEJHlHdWk5WRyzWC1wVrHdtmxv73l6OuPJkwXz0zkX774hjQNKaW7vtzSFoqoqjlZzhm7Ax8y8mdEPPYNKzErHED0mF8zqObNVwd2m49X7dxxVJeTIfbvj5HTFSTnn8eqU97c3FAqJcTCa5BOD77G5JOmSJydzLm7fCYNMObrgeXJ+jCJyt4tsh440tASdyNZgS0NIA7Xm3x/UvULzMNtReTpBAYjleHLnSfEwDYTE6JMpjk949Lf/IfPHj7n58R+y+fJLbLYkPxD2QVgGCVThMNbSt56uH6lnM6J/R9VY6tmCrpNFuFzMWJ4ccXJ6zLKE3LV0m1vKMmJNyWJe4JxClRndKmyCal4DhtHv2d++4+3Pvqbb7UhoXHNKsVxQNg3zs0dEUzGOI2MbpiTZaz47C5SVJ1dLxsGjxj0hSsJluvtjBlOjP/7bMKsFyY0hJcXltsBEz3DfsY+wLC21T6xSYtgP3F15bq62aDRdB0Of0NWcftQsXGI+N8yOltQnT3l580u+uXjPZp05mhUsG8X+6hITJZF1GCD7lrOTmuW8pm5KZouSwtV45nzjP+EdR3I6P2iHFBg3ByRdOI4jMUaubm8oXEdMgaKsOW6W2JUlMFK6gqruWQwDPo74wZOzoO2d0xSF5J3klAghcHJ2JtcyZbK1aK0pVYVLmbbdyaZrHcF7UpBsmVTJCUsrQ0S6OiYrNNIJ8eOIdgXZGDabLZBpu56hj2w3PTk6QdtnLXka+x0KcM4SgmcYJFU7RCFIagXJGLpeWA4P+TUpTIJwpowaBVZOrjFkgk8kw5QpM7XKc5w25cNDoB7cIUpZOaFOApIM5JCmjqTiwc6vNdpY9DSiyohOwNgDcE1yfJKK39KCHVJ7I2R5H0xpxQotp9+cH17j8O+yrGjqOfv9XjZ4pTE40JZsI0ZHVLYolafxmv+2nvfhsBJiZAgjWUEQaQIqJUqn6MJACgOmKOi7HU57curF4ukjqm5YHJ9irSP3G0LbS9cqReIYJNkwe8JuTe/fUhQFpp6RtCHlgpgzUUnmjtbq4BwmkfE5kq2SjQOISbgVSiVS36ELB07Sfo0SWN5UXUxjHRHh5jiSxh6dHMopfvInP+b/8H/8P/G/+l//p/zeP/g9VI6ix1GiD0FPpFmjp5DISNaCMZidnlDWlt3lK7IeSPQ4k6gKgzUSrBgn8abSIjwtQsXYtYxBiio7dTsSk1jZONFBWIU28t+KohCMvrEPUMBxGIlB1uw86aKsmrp2k/NLPQiqp3iQLAXZweUFmZSCMFmqSqzxWQGWrBz7occYw9nqBGUV3e6W0tX07YAiofKIUYHFfIYJnq4fqEqD1Z6YJAzy+aMztPLcrDf82q//Hb748b9iGNccLc94d7uhjxofIikklEoyBjUZoyLLpkGpEZ0NlTWkPLLPnj6M34LaOQKGYQwoMn4IzOuCZx/POP9oztW713z84gkXf/Y10e95dLpkt9lwen7GZrOnWSwYQkdoA9ZYfOr5/OMXhJgoyoph9NioiGNmu91hYk9VVay9YTcmHp1WPHm0Yj/uCd5StQM5a/rs8X5gt77n6fPHrJoCH1esx5aU4HSxYNkorm9v5ZCjFP0QMJW8/91+oNLQ/I0oKL/iBYrMd6dZsxJnQJosxx90OOrbo8sHRoLWmucvVjSf/wHhtz7nx//mT3n7k5/RX35D7AbCmEhBgVZoV9C3I9Ymzl884fLlBUXYMYSIbUq0LdGmpCorzp6e0VSa/dUVSckM1SpYrCqMgexEjV/EzNXVHa+/+prb92+x2pKjplyeUlQNs9NzSUh1JUE3jMlQH80pw8jQdxSm5ertG2Z5yWpRUy/OGH0kDy1a76jiO+L7PyRpg/r0d3FlgyscvXMMg6KgwFYV2kDUjrv7HUtds547jO/xbcs4KEa9YN96ctHy6Q9+h2NzzeJIk8aey/c33G0z1zdbitmcp58+Yl4XnDxecfuy5OKNJ3Qdn78oMUY6UhiDKxqya7iPz/mGz2lzyeEcnafuh3ICguu6lv1+i9KGsllhtcXkgrqydNsNIfbEHNFYqnrJcmUpSsO+3TOOYSpSRGtAioxDR1SGenFENVvKmMA6YQdYsfwu5kuGYSBn6Hs9FQ6BnDtxyrhiKg4MzjhiiPgd9H2LChGVEuOYCGNiv5uw5WkKsNNqanmLBU9Ekp5xGAjBP4xYyJmkZIwUYhKdwaHYCAccuP5gLdbCMFMiMZmSYTV6WsBjEEdZ0oqkwwMobhKdTCMCNeUBieBVTzqXh6A5rQWMpqSNrvU0e06R5HuIkezkNeRzn7QBSdgYZIMifdiEtPCAvl1YTFYRnC04PT1Da7F8alOQxojOovEwRn6mnL3wXBD3UgwRa91UECSiFgS30oWMh9DcXl8RU2B2vGQMmbDf47s9lTMUWlxb623P+ZPvM69bTBpp766wy4pcaFLnydqQdILNDZuf/5jh/gLlaszxI9TsiObRM1QwpBykSFQyokhRMQSPLR1jGolAM5+xOJpjCKQgnQ41ecGtmdKZ0UAxaZRFr5HHDn0Qo+qB9dU7/q//5J/wn/yP/z6/83d+D5Cxs8qH7slUnGhFTgMEidlQxomGWSvcbEkxO0atN8xqx3LRsGhqul2k26/RxqGNpaoaynIyAowQJ7aFLmSUN+Q4QQsTWluUSSgtdvSgA7aoUEo/pHWnFFB60rMcMP9TQS6yYDXpjWSNyJP4OCYpf6cm33QwjXRdL+ncWsIHIaOTiKVv4h3LowWzWUWjAs4+5ss3b9CmoO+HSXw98Ph4xhg6nhxbrNV0reO4Svi4Z3lmuXr5xxB3HM0b7re31CaRtKWYEBFFYfApUVojznDVUdrMshHi8KYNNIWiEH4bs7oAqwihRYXAfhxZLStOT0aKas/tu5/y/OkxP3n5kir2LBYVr765JyfLSVGiF5Yvv3rJ2A8oJesLVuGzYd97qn7PZx8956tXb6Q7mkX4vKgahhx5+/49pYHzkyUnxyve395hCsmIClnE+iEM3N/d4ewRrq5ocqApG6yLHC1rRrvg9nJgVsxJKuFzB1q6oJ2Hk7++Phb4VS9QUkal6TSQpxPfdNb4IKCVzko62PayRJ6TFPfrgJobHj1/zKPf/48oPvoNrn/2E7Zf/ZRxfYGJHqUixhrCANfvA2McePT0nFgHXl/s0MWcwWd8jHz5o9d0+46/8w++jyoXjLuELi2zWrE4riBnujDSdXe8+vIVX33xDZt1h3WO1ckR9dECrQzVfEGxXNLdbRiSJXWg64pmtsQw4ttbrt/8GBt2lNqj9CPqqqSeLRm6jv2wQZmMS2/p3/5bsnLoz35LgGTzBYOeMew1OSTKssKaRH1Uo+aOISV22w3BDygF3ZDYbCN97KirL/n4t48oZxU9c159c8urtze8+OwZ7mjB+q6jToqbi9fs2h03txtWjadwjzGlQbkZuixJxrBPK34Wv8vX9kz4B4fDIYAyjF7mvcYarLN45ORU1jXWGfy4Zww9dgoF82NAEaeN6yC4lEvuXCmtZMCPNbv9lpSihLMpJUyaqfWsjcK5krL0xJipKs/oI0PfSxHjDNkqmcdnAVFlIGkjD/EwYpRYTWO2BB8xEyRMTydk+dIP9+U4MWZSmtwyMU7dBAfKPDhjiOIOCjFIgZI1KUdMkm6GSYagNTZFbI4fqKQZ0qRx0UZOVn+lQIGH3x9GI4eEbaZrIwJNHv5bnnQAAsSStkzOAaPilHkjALbDKEeur34YLeWpa8LUslfqcHiY+gQ6YVzk+HSOcZlhHAgx4nCEKD+XmuymRhkpTLTBWPkO8lnK6Cr4IGJbBSThxYydZ9YYKrMk9hv6+xHblKyWC7oQUM5gwyDJvsrRbncUtcWtau52W6pxRIUMuwHTelbljE0/kPYdm62n85qkrXRcNJgkYXYpyXjHeM+xNqQxUDeapqymROYJlTA5WdR0f8k4TRxLGYkqyGqUezyLyPP63Wt+/uqW//lnH6HUyJgClZrJWCQmlC7k7ysHeST1PbvNlnKxpJotpdjEUM/POToeMeoaYzLKJGZzw2Zf0vW9BB6GQFVV9G03vSf1cMR46JxNXT5jNMYKuFBr6SbBASg3jeMRsZvA9Sb8Xp7u+ZRlTDjpUNLh1bIU7qKT0xTOgdKEcZRCJmayEVuxzhGrFDpnwrAldplUWYLJfPT0CN/vud529ONIVh11bXBFYDWHs0WkqRT+KHFxd8fZUrGYFWgTqW3J7W6ktAY1EWC1UoxZxL2VMVSFZlGLrquqaxaNEIPVvUKnxL6PWGNROhNTR1VoUmipKsPxCkyhcCx4+vFTri7vOSkVzB1vLztOVnPqWYlTjrcXb4jjnsoa+jCNf5Nmt++52e55/OiIfb8n+CT03zyyHyBv1/zgs4+5ut9yeXsPGmZNQ3vxjk3XT1EekdIJFmO736KU4vsvPqZrjrm6fc9qfsLqUU3faR5pzxgjvYf7+/ckRnTORDSjTxR//QnPr3aBoqdFLU95MEpPt27OE6rwr6q/HyBZyB9ZnVnNLVebiMfQnJ/zZLXi6Lu/zubrr9j98qfk/S1KDUQfuHrfMjs9YXa0ojoyDFXg4vU9Y9uSkqLrtow/74CRx09PCdlycrzCNIo2wdW7K96/uuT9uyvuru5RxYz5o2NcWWHLima5ZPSJQEHYeyjmmKqmOlqxPH9Gl+aEFNm/eksMhjh41vf3zJoK8pLSVdSLI/rxlr7voWhJwyvC63+NK2rc0+9SnJwynj4jxg02eiq7Y+buWR5XVHXD0dmSR/Mz2rsbUgzU3tD+8p715Zr19R2GOcMQuNkOXN3uaduOJ48f8/LikptXG+7cnIuv3nF7+UssI+fnkpJa1CWuqrHVkn1Y8U38jF8U36XHTHhqddBKYhxgDElZxigQJxmFGMqqIATPfrfH+4jRhqqqZNynhAEx9tLWlmVMngbJQtGUpZpU7mGKd8/kLOMatLgsstLYooAQ0bahmdmJjAlKe8bYsdvtGIaRqeGA0pqyLBmyaGfMQ0Fy4INIYODhkdNacmvGcZxcLcJBiDGSYpg29IgACKeFP08ZNzlOOgs9EWETGbA5P0TNh6k7cyjQH0wfRhMmiu1hhHMg2tpp1PVQKEzEVzGrT8V9SuTgScaQzMGGnAhjL+JPae6L+FGDSlo6P1M9os1/g5Eiu+9/+9k+vB+lOF0tGMaKDVv5uw96BiV6niCn85TGh83xUHBVswI/WOLgBZ1uBjyRorbst5ek0fPo7Ix+74RtNHqUUXSDZ7AHkm5mNptz8/oNJ2fn5DxACOR1y7Decu8jg1e8u24Z3keSq9E3gWqxoht6xjBQVSWzWYM205AnRXyCoq5YnR5j64aMAx/JSjYXNaVUH3AJSXkiAZ0DJgeUks/7sJE///Sc/+3//n/D4xePIHXiMsITgsfYQh4sLbA/fOTm5Vt67zmrGh4cBSqjicwqC7UjxBblNK6EuixQMdN1PYRMHhM6IVZvLdk6h2uplMKojNMBq6fpEgozHRJTDJKRdaAY5zTRnie9DnnS7MQP92OCqKZRoZLxvohmBWgXRjXpzCpWs7n4xCaBcj8MaG04mjUUtsBoxTC0lHNHv7/jZOXQKtM+aG8SVgfOj+C7H89YzMS+/puqYVateHt5z74fODtybNo9lRNhflWIDXvXeiqraUrFcpE5WTpsXWNLS1lk+jbiR0vtVuw2A72HbbdjNcs0pSbHwGpWcbpQfPbdT3j+UcO6u2JWRlSzYLs3fPaR5a4N/OiLl1zdtCyKkvNlLeYLImOGIgFEsjJcX6357NE5u+XAy4sLjhYNZEWFwkbP2ekxl1e3NO1ADj21K4XhA7iqRGuL6Ubu9p79bss3l6+ZVXPmdcX720vUUcEmbMFFun6kMHNpHkSBIQYUu5g5+RtUHb/SBUriWxKUb/254tCylhZWntgLcqKU8U9hM8dHJW0fud1kwnTaM2VF+bjk/PyE1a/9GuPFO4rdV+zff0O/XXN/tcfPNaU9ps+RPrSgIll5srbYwrLdD7z7tz9D65LHH51ydDRjf79mc3tPDoGROeXJAjVqOp/QVhT6g3JUxzMSGltUPH1yztlHj6F5wjrM0OWC7X1LeXNPaG+J65Fu6NmtbzBK0Zc1RXnM7Lgg316x7zdYE8mbb/C/+CGuqClPP8J/+imUI4tuxzJdMpsllLWMKeCVo1jUvPjBb2ILy49/+C9Zrpbc3A7M5xXNvOTqHt5cvKcqLUczTXtzQdm1LCtLSgbve+LQ8ejxivnyiKKxzI9XFPWcoOdcqs/5svg9Nmol12Y6gackbinvA/3QY+o5QVn6/UBhLMvFCls42t2eFPPkJgFj5fQOmd2uA6BpGuazOdo6irLCWMvQD8SUqaqZjDtSnkY3YLR9cCXEYRA3iZmcOspQz5vphDbQ95q+79nv93jvKYuSuq5QVYEvHWHo0MaCthhjyZnp9JywNlIUBRDx3uO9FxH2VJwwWXljlFQYNWHlU5RF+KBh4CD8djLCElYIMqJJCX0oXFI+TE2Y5qEcUoOVNmgrOh01nYq/3UGRjf4DgO1h80F0Lwd8fMqZOI7iRNGiyVJTN/NQBKmHYkjx7U6Jnl4nf+sQwUESq8xDh8VUjrIo2bZbctvL66aEUhZnNDopcvCTCPfwOsgmbxV6TDhr0Epa/fPTFd3NDaiILhSL1YzNzS392FMeH+OSFCfGWIZ2i0+eYrbg7npH12u2ly0/fvcLrt99RQoD+97z/nrNq4s7Lu836KLmxWef8+z5MUO35937NxTO8NlnH7M6XlCXjsViyfLklKOPn6NmFeSAyV7ex+SWylHcNylmdAqYFMBmcgz0+y2oSFUtUdHgdOTT7z8RDUjoKV0FaZDxpkUKRXXA/Cf2Q8fps6dUy7lMIZWMgFLoJcMpR5xSJDJF6aiKTOh66soyqySLCstDkW6MmgwJUgBbnTAqTATdaRQJk0sNtMqSG6PAWLGtpyTsFp01IQXiJK4mT0OfLEURKoutOB8Gw+BDxIeOYYA4ek6Oj1jOHYumYb/T5ASF1nR+QCtYnFScHpcwZIZxjbM9i7kACgubmM8yn31UcX4KRo8YrTlaNlyvBwo7ctf3aO04WzraLovLUyeMzbisWDSO50/mzGcKZQJHJ8fs+j33mx3bnSdmjY9iz7Zp5NmR52SeMM4ymxlOTjInZ5bPXlTshlvmOhHKipdvLimKE263LReXe0pb0NSK7a5lWdck42lcQ7+9Z1E3ZGX5O3/v7/HVF/+GzW5HO8D54owny5Kv3n5DN3ou7vY8eTyjLgourm5ZLRb0fU8iyKjMyvgrKwl9HL0nDgFdDMQx4bIltZ6iDHS0DL2np5dRpM7SQVMan8z/n+PIf/fXr3SBcggLhA/jHXVYAOUoPM0nDwu1ltGH1hSV4W7dc7IsEROmOH50VsJQ0YZmdcx8uWCen+Ivznn/i59x8W6P3w9IQJch+zm2aDA6YP0e4wJxVBAcfR948/ML3lsjJ0atcUWNMpCtI6MxZkI/mxI7K8m2pFksWT15xPHzjzCLI6hPyLtMSor6uCB89Ov4+7eEsGHoL7m736LIlPUJcbFk1syATLi9w4/3KDp8m2i/bHDFf8zy+ATTOZZhQ4GAsYoiow2MY0fflwTfcvrJr1NVc2bVlh+8mPPJp6ccn624+NmWMUOjA2fLhLKR41nJxXpGN86Yu8zp0QuUnYMzFA2ocoYvHnObP+Zn+be5VE+ZbAcPLWxpwWckHilzf3dHpRPbzY5jE9luNzhb4MeRcRBIXrSw329lw9Ql9/drDkb7jKYoBTgli1cUV4EWW18mEhCyqNaaJAEh2LKQrogR4WlKUQBnGXL0eB+mfzzWWsqypCpLyGKRpiwmIa38DHGCnB1GGzFKcXLonhxO+8ZoYogTSj9MIxnpnOQcSAd3z9QSz+QpNHDStIQg6b1KukVS9sUJjjYla2RFzqIR0VoEvuIqyZMW4MPzdShY1KH9Ms39tdYi6onCZck5k7yHFFFGujVRWjzSzldScHzIyZkEtN8qVKYnmr/yy2kjU1qTfcBay3x1hCt72t3+sAhI3RUMWedvFUMTMdSJRoiUKRtHFwPLR2cUdc1d23K0WJKCp6hrhhjo7m85PjunG3pOcOSbG9rbK3rfQ9Hw9vU1f/JnXzJs/4w4emazguWiZIgjq+MTXny+orjd8u56zddvLvBh5PzkmMfnn/Llz7/g7vYnfP8H3yUHz77d87t/+/c5//gjytKRCkUKraDKYyaPSuzk1pD8SDKgVMCOkTQOfPkv/iX93Q2f//bvs3r+qUD/uh4l1YIUD1qjXQHafesTlpTq4yfnVIsFWElEjtNwXLRFUzZRSqKA0eBDC8YzX9TMlo5xGMR1FAzqkL+kDdYJNE9PTFOxfTussQ8HRWvl13d3d4yjpypL2kEcWRhFCMIzyQ9OMcTFleXnNFmeLoEHTlqVJPe7Upph9NxvtnhfsOv2HM8KlvMZRsHTeoEzBtsYXFGxXfc0i4qTVcPri2t867EkzlYVj88sTa2IY6DUCe9bdu3Ao5Xh2XnN+2tYzzNK1ZB7VsuSbRshaWaLGb/2veeMw4aYW5QOjDkImajraXuxHNfWMLMjy1liuYTlAjCB46OKx+cF3XCH0yMqG3Z9xlPy/u2W41nBb/6DT/mjL16y//JWOr5uRlEHGVVlhVeZJ2fP+PSjc37j2d+l23f8+F//BVVMvLl6Rxxb9m0CV1DWNZU1bGLk4vaOkCXXKOGxbkbqR+bNjIinQ2FV4tMnj3l9955V4xh29xwdz7F1pu8SN+tWClYjA42EdHb/JhXKr3SBIrHb8pWTWPJUmk5O06OoHkSyQgOwOaNcpu0ChXVs+0ScHAvyfeQhlXtecn1aveL0e7/L0+/9gC9+ek3YbfC7ltuLe8J+j3KZ2QKWM+jaG3K/RztF7SCExBgkl8CgUclS1A1FU2KTIw2GJ8/PWKzmBFPhmhXN0Ql5Nqc3M/pgiDvRGqAUuiyoHz9mvPsN9t01aFhvXqLWG1ZJo21JWTTYesH82NBvb0ixR/fvuf/mXxHGyOl3fotF/BprBPNelVBWiTAK9yW7hm69Ybi75uyj73B79R5bVHzy+VNWT454MZQEk9E5UM1KlC3YvHorTpr5kqenJV3XsN0niqqgSwofTrjYfsrXi99nY4/J5EnDINkzsulOC6otKGYLGeF0A2HwxDKwWV/jipK+6+jaHbOmoShq+r5lDBGtZeSiteb+fsPt7T1FVWFdIcVhWeMK0aOsliu0tdhJq+CjhygCSWNE95JjBi3ZKa4waJ0JY2Icg+garKWqKsqypHBusjnGyVmj0VMxYbJ0e4IPH6y7U7EiXYAPI4mIWBPjZEmNKYiNcmqFaya7/KG7gbxmTtNnp6yE6k1jsayNnIoPQlg1rQ9qshBOltdDi//bWhCl5C+lb1ctImgBHYTCOqH7UxQXR8xaeCBa+voHnUHOk+ZFHTQK8kPk/67VKidIk/Iya9SUe2RtgV2tMMbS7rbysyWFKTRBjVLI5SinbiImZ2yE/TBSOOGjHC9rdO5RvqVaPiWgqc9Oqbstb774Sxr1a0Q14unxoWU3KH78p19xfvaYy/dr3r95z3Jecbdec3Xjmc0rTpczbLhjcTTjvDGEZcM372+5ud5iU0VRlixmz7m+ueblVztePD1nfXPF//mf/Oes77/mf/Q//UccP35O7hPRyPgxBonEUAPYmElWk22AuCZfvuZF1RFoiT/5d2zX71g8fYZu5kRXonRDNg3YijxxgfJ0SFI5oK1mdrQgmQzKQ/KYKN0KVXlUGySJ3VV0o8ckg2sqitkMawxjEkWMYOitgNUUEmKoNcpaTEasqk6YHgowTuiqSVvarud224nlviwwk15ETRqnQ2fmAApUfHCZHYSxGaYRLTLCdSUhio6r73usFlbV3gfqIVA2hrrUoqsInn7ckb3nu58+ZX13zWqdMZXmaNXw+MywbhPbfeD8yGAd2DLx2UczCD1aBZq6pCiXrI6eMgx75vOGFEeSD+yDZbWIJAx9m/nm7TUzq0iLhBk1631ChYjRgbpWvHhiOT9x7LseXMFsFrC0pCAuynYf2Q8ZqzMfPXXM6zm7YWAYPItSw2jJ2aOtZu7m+DDgbMb7nh/+8/8n/8nvfZ8ffHzM7eUZf/bFS2pTQglj9oSk2A8B2zjmVcmbmzWeUZLLiTR1zX4YBTRpC0xjSMCsWXKaRk7nK27inqZYsVxW7IYWny3r7SijjnTIaDpcwb/e1690gQJMau4pMCrIhvLBFnCgysoHk5VQGcdxms2jGPdSoGT4K/P3g3pckQnKEFRJamqaT5Y8WggArL7q8MNAaRJnC0Wpe3YXb+nu7tmut1gHt+9vmVs5BcasicFQLGoev3hMLOZs94rzF09Znq/YD4Yha0ZXEJPM92MK08+qSdPF1bOa6tl3GO7fQt4Rhh332yty2JFVQypXVHWFLg3zqsTQ4buWfNsz7H9Ic3vDfK7JtaEuBRt+yDcZfOBmM9K2Fev915ysCj56fkoaIlpn9puBISp8rCiqEpqaoCzutGLzvuN44Xj+gxdsbrdUV5dsNntevb4nuoG7MLKf7VHH3yctn5CrBbhislce+AbiTmmOVlhnsUoR+gFKyHlgv92x2+9xtsAZQwyZqpxzaPSOYybFLDCpyVKcmISceou2luVyJX/fmQngp1HWEKauRooKhSOmiPej8Gi0JI0ShcNhrYSlmQmEZ61FK020lhzDNGqRolgjrhNrxaZ50KUYYx4IsR+E3B86g+LymWiaSu5jM20AZuoUaC3XLmUZ0x1m/NKRSg+Fuoxi1KGx+C1RrDh2HkoG9WH5kDA2OAh6pb4QjY3oviJZJ3IWXUBKB7x9JB1opzlPAts8uU0OuUPyCvKcyZN2eP3Dc334bLTTKOum07eMaOvFHGMMu+1WPB9+nAohNX1bKVJKKwF5nRJhsyscNxdvWK7mItwbBsysghSoFUIdXb9n9fgjrn7xY7786dc8ev47vHp9i98lzlbHxH3Ps88/pVSazWbNZt+z3Q2cHs94YTWJxKIyLGvww45uqMBEunGLDwMxdP8/8v4s1rYtv+vHPqOb3Wp2e/Zp7jm3q3urbFO2y80/hpj8BcEJGCWhe7HEAwIJS0hGQjwgIYEQFhIS8ADmASReAAmUvAQkpMiSA04IxBi7+Lutcrmae6tOf87uVjeb0eZhzLn2PrfKUP6LPJSY0j5nN6uZa60xx/iN7+/bsLE7ks5+LP/p33+JMs34w/+X/z0KS1Iit//6nqLMRG5BToOGDt9fMbx4wnxRM/RHbNZbXnz5C8RoWT56mxRLkkl01x5jHGY5I2mdXTxDQHaBJDXCJRSgRkIuLruHRBHou13mwsSAD6BUSVGUJG4KWqFkTgIOmRgqR7RHaJ2/UlYQGW0oimI/hnxMSFNiV7ux9aNHqXC26g/kiJGJOLs3DJyQvAhRiH0hE+PYBUoJXRYcL2bM6pJCJvwwUNea5bJgXmlKDSlYUhqY1zWz+RLrLYEOLR3Lwzz3ShPZ7BxVlLx/v+T0OLdPdRU5WCRE0FifcNEznweWp1UmH8eAj472esf69UAIZVZOpZYCy2Ydmc8r5qXmdCgIXUBguXNHc/+uYb6o6TpJiLntq/RAU1XsNhdsNtnvpzESUxyy23ZcrzfIMbvJhsByVtOtW7q2wxiDF5EOxWc/93/ky49/hVW/w8VI7ztClBhBFhckSbCeodQ5wFZ6hM9loHMe6wcCnsvNBaUpMSrhE1x2Pffv3COKhCdxtbvgdF7zqXfOMMUr5MvIZhtJSWK0oKwkwn/7LNnv7AIlvdlfz+riLMWUI5ycyINZjo6zmfGdURXrp13pOHGnsX++n9an6j3hg+DlKmKMRJXZMKo6mFMxz+zwAmYziTl8wHzoOXKwWlvE2y2zKjFrNNudx4uC+cyQlMHHguNSo2rNLnmckvgoCGGSzaVMkmSU1Y2kT6kUzekJ/tFn2W1fkLavaYcrbNfjRcumPuLw9Htp5CXGXiDkjmbZ8s5Ji92tmR90WNlQzBYU0dL2DqF03m0rQx8UUS4YNmvwVxzODMkoOlvy+HXJziq8zEmsNtR89WtPuH51gQiaQTuu/vNTQt/y8F7Dprtg8GvcsEXZC9SL3ySmBtPcgYNHsHxInJ8Rl2dQH4EpOb1nWH7fh1x//ddZ3L9LXdcIsc6kSJFomopZPc8usduWo+Nj9IhgVNWMvuspi5qiyFkxzkdcSEAmspaFwQ49Q5eldkVpKAtD8BYl0n7RD87h7IAEelqElHibSbVVVZHFFhkB0UpRmIIYdQ6UDKP9e8wkvzQiJdrk7JE0cUimgpjcUkkjETWkDF+nsXiGhFLk8ac1ajQGFDJPnDGMxm0h5PEtRtVDGlskKe860y1uyHQIxL4w2Ct5UrZZF2MasBhbSVIkRJKIkaiba6GwvwYzp2hEbGRuTwmRFRxi3BFPqNE0rscrbX+9AfviUutMckhjwF5GUsgT3mxGIyVh6IgiIztZXpmt4kXKPJambri8usxzQcyqnt31Jq95IlHWNXaweB85XN6h//gZS1ewefyCl//Lb5CerrgbLfHyNU8vLzhoCnQKHC+X6BSp6xkvNxuevzin0IK6KUEr5oXgsuuJ1lIfzLm0PT70IBds2o7zq46iOuH6cuD/+i9/jkePlnz2ez/g8Zc+5uXjp3z3h58mKIk0migDQfSUsaNwO5oYoe/Qlebk3c8gNlc5IiI5xCAQqWW3ec0qXbF87x30wTITbduO4cU5pmwQRYmolpnWnADbkfD0ww5idnGNISCTwhhBU2l6O36GgBA6txBlABVHE7+Jm5SLSaMKlFSjNDwXNCl6wtBi2xXJ90DCubAnhocYx7k9L5BCinF878tYUsi+MjHlcSVGo8B2u6Vr19R1xf27x3z4mbcoVI/zPUcLwTzlgqBq5rTbNa+fn3Pn7h122zWDH6hqSQoJFT2Hc8mHn5pxMA9E6xEm0cwFVZlND/ttpCoTybds1x+BcDnBGEEIkcYEtlvLwZHm1fmK00PD4Uzx6vU186rieKbwXhITPLgbOTiKaDNQzXLAoncJl8QYwBi5czJn17UYMUMpT9s6UpDcv7PkqFlwtOl59vwKEz3baNkNEaMU737wIabSdFKhqlPu3jvh+MlrVqsNjrzxJFjwhqZYcrnbUhjFMAwUyhDSQG+3CB2JYiCpnCMXE7y8eMHx4ad4ubmiPGhY79boref+owPuPayZVYKra0/rIkJbTGXh6f8gCMp+pzmFAt7qa08zrthPeImp9EgTzJym3ubNXcY5dG8nM3IlSUphh0hVJ6z3mY8wto6CEKBBN4bOS8qDgqGNJCLl4pgkEq6M6CZXrLOF5nrjEQGSknQ2YYzJjoYjVKomePzWa739+kRV0Nx/SPfyA9LlU6K8ZL3ZEeJrlvVrqk+dIN/+IYZ+gwwttewpN1/kcP6Yo7P7bKu3SUNP3DwFzvOkIjT18hBnAy4kGn2KLWb0RctyGei3kXUfc+aL6rD9wOLgLsvSog4bNhtF10fW2wHXO6IMmPIMPXMUeHZbi3EW+g1q84TK/hryYoFlQasOEYu3CPNHvLz6kFgkHpwtmB8IFjrnlEQLhakxIoGcDJoC7W6DVJqibFjMl3vn4KousmpEZOWCMgVN1WC0prcDtuuJKdD1W5KzORPDKKTJXg/ZNSMbs1kbcLYjhUycrKs5QkZCGNUhoz9JiCHbdcf8vQ8+k19jQsmRyDpa1k+tjrxDBpRGVJMkOcPi1koIWQlhjM5QuNF5HysmdZLIKb0pIytKZiv4SbYsRoQmTcNnn4UxFj9Te0fmnfB0bcSYH3tSQAkhUJJcHEUJUZGCx5Nfb6Z+3TJPTIIbTgj7K21qb2UnaHHz8/QVIzFmFEEbk5UYMZEMMFnYayA66pnB64QbbeJjHxBRoaJBC0GKFlOW+OCYm2okHOfF01mHtw5RCF59+SllNePk7nu8+spHqM6xmB8wn83YrC4IIfHgvff50m9/GZtapHTYuEFWkbjecVwrrq1is2tJxqCVQeuSkoiJGrsd8F02lwtJsjq/or2+5s7JMcEMSK2z701KpLaj9AHR9uyGFr2Y4UtJEwP9dkvyG+pa5UC57Za6mXHU3Msy4SESK48QPdvdJc5ZZt1bmHkBUSCSwrYt/vqS5v5doi8RWiJFIMmOtF3DpgUbsn+NFFRaElLP4aLm6qrHhYKIIglLSJZC5+JZSY8SoMcMIKRAlXo0eRNoEtEHCpHY9Gv67SXL5RFqlMNLpbODcbJjjtJNwSpHx9vJIyiFaRyN6iAtKYoKQcCHgYSh3/ZcvHrN937XIffOTrF9Sy00WkGhPOXdA2xQXG8stYws7hlWa9isHSdzOFqCwLFeOQ4aBSkgo6S32Zl3s7IcLCQ+DGxeb6lnhuQ9MQgSCpkc61VkWcx4526NtRZVCWb1IefPrnC+486RoW4SZWVJ0RGjQqgEYsykcp6hjcyWNWaeqJYFu53j+ast3bDg7O5drraRTd/S7VaUWiIaTRAFu67l+PSUH/iffpR/83//vxG259w5Upwen3FycpduSAR7nele0hO8Y1ZKtm1ksIEhRiqjkT7hQkdd1wyDQJqIKRu0EBzMKl68fs3W9xRDj57D0/icorEsjw6pz2YI/ZxDEzBNTQgNl8/+R0FQxkPIW6FmU0EyToCCXKSIcbeapt4NjKqeNJL4YGTa3up5CkQSFFLgQ3YTHXqoFNmLYWzm5+wSwW6IdC6QtGI3jI8hMlTpY2aozxtNPyS8B6QkxKz9t3bM5BCTsHHqr94UKfvXq/LrNYs5zVvfTfviY/TsgmF7TT8MVKtnDOtXFPp70HeOcSmTgIfZXYR7iV0esq3uYm2kLi+Q89doZRFaE1TNTFyh/RajDNXxfVQFm67non1K0wSOj0545iJKbBhsoNEQSs2u0yznmtXr10ipWV2uuPvgmProHi9fvkJqOJwrtlqQvMAli5E7ChxFuqB2T/Hnn0dsjqke3OPOnZ7ebqjMffqQQ68Sga7tcd4ym82pGkO761BKs1wcMp819H2HHXqcHajrimY2Q6hsQy+lhJgYnBslu5G+2xHWK5ztGfDsvEeagsP5IUeLI0hizMvxKJFJxUoplMoTcUyO6BODHwjeZyLY2IqQQqBMwThA8dbl3SBTGyOMIy8TB4uioDAFdRPwztG2Ld4OaCEwRqNNVjsIVC6eZQ5iU6OTqxTZ00VMHJRbPBch5U3Q3yQrnVqZYiI5yhFBErcQnrTfAWspkWMKMsLvd98xpBGWz4hKImcFpVteLPsWzL6JNElJGds5cUxNzgXKra3D7d4Pt8gHJCHQhcmBbyFlh1cx5r+kRJSQaoMX4Lyn1gJpE1pL1psth0KxubpmfX3Ju59+i+2TpyhVcn2x5fLimnbjWK22gGA1fIUXL55CgsVymf0gEtnzJkbm8/m42MtclIrsRowQbHY72r6jrCuCD9hu4M7RjKOlZzYT/P4f/YO8/+iIsLlmXjrkPKHlDuIW3EBE0VqNCQV2EGg/oLVCiZrt+ZY4LyjqElkWVHVFEgVD69HSkdwWEdosMw4DlQzIsMG+6GjPX3H84XeRksC2PeFqSxHGz0NrhDbo2RxRFIhixuXVV5ECjC7xziJ0REaZjUvE5GeSxzJqQusmw7/Mq0kpsN1sWSyW+f3JjXRCcoSY1W5hIs9DTsUdWzkpCGISOT17HCFRjFYTOOaLGU0oKauCD9895NMfnvKptyvuHpQcHLxHURww7J7iuiui8Gx2HWenhhiWvHj+Gt9vWZaeQgtSDPS9pxQaqSV955AqoY3K7ZfoiTZhXaLbgu0dwntCzBvn5UJTqcTmakdRCZYHJe2mJ9mBszuGYDuq0mJMoCwNuhKEmDkbIRpSqinKhiNTgvSIaHG2p+8MB4tDYop8/OQJu02BForTY82qqek6w/alhRi5f/8tLi+uePH0CX13wenxkqeXT5ASylrT24BREmt7gq54fn7O6dEJV73luu/w0eWgWwJFqUkGvABdV1RS8dY7j1htHGW74un1GoaBwiu+9vEr7nWOt++/xcHRgl3c8M5b30Up3uU//peLb2tdh+/wAuVm9zf+fEuqKCZuytTqGSWat82obt9vMq0S3ESZQd4MdjaMJLN8QQihcHaqUHJR03WCbghoJdlsMszMSNAVQhLCCE8DfXezQIlR2uojo7Y/8q2Ob1JAAEIrmgf3aS5+CLe+pBo6wvY1Mq1Q3TPi0BNnFSBJSNLBAzbyAdcZ7ydq8Is56uAhzkDXesR6xVwtWMwNR4Xl8dVLDmcN9qrj3oHk+O336Wbv8OS3d8ircx7eq1icPWD7jWuqxtDMBbsrS+x6QlL4neIzn/0eoOLFy2dEsaOqK/wAUhRErei3A432FCZxOEvMDxLLRYUQmt1K4oVGKkk5L2l3O6xzdG2P1jWLwzmlULSbLRdX5wQR6GyLdR0hyGwUZQxSZ98JL7MvgnfZgXQYBpJLVLrGSEl0O4bNimG7RjhHtANVPaOsaoqiBJUv1sElZMh5P5mjAsEPhBiye2jKuSdGl5RlmRGIBFb3dF2H927vJCulzBH2RYHRBqkUMUW6tiMlcFKiBRgzOn6SjeDU2LoUiZFvMkqHZU7ZFWRJnwiBNHIEpFIg1YjaCG6SkUVW/kh1gzIixsX+dvGiRvQmFwd55RBZvSMkMabcqhJkB9WUbgqmCbm8VWzEOKm4pmsif213Ha/Orzg48CxmzZi+HMnYpsicCchJxCllF+C6oI41bhAkG8ZiMbvmSmN4fXnOW2enbLYbnLcUZYUUks2Lc06bA2pVsBkim6sNx4cn9NseLQ0KnVG0XZtD6qLk44++Tt/32ehQStBZjWdjZBgGwiCwPi/eyQ34MFDoxGJpGOyW5UFipj3vvX2f7/k97/Lo7TNitLSdRXUwUzUqRCqtaa1nCJB8onCR0kocCllIClXho6Tb9XTB4QfBYaXRydP7LDGWr19mtU5lCNevkX6LTj1hPVDfMSS/YXvZEVcdM60JYsDMKtTiAFUtoZjlBOlyjllesF7tKERODDYjIkHKGUNKyszXkoYoEoUxFCrLgwUemRz90CG1pC5KBpdNCVN0xNCTYmB0gRnn7XGcBEhejM6xMX8OZONDmRiDLj19v+atk7vcP5tztd7wH//zOZdXS/53nztmNttRlh0HhzvKuye07ZqjeeLq4pJnL64xMXH/RGJ3gbLQlBJUSNSLnJ81DAGjArZzCGFYLkqC3xGGRKkU/S6r+5Zzya4LeJMoRKJtE7uVR7qI0uB3HaJKFAaMAa0S/dBRSElZKYLLn3XM7DmGLuG9IyKROpvF9+1z6Bec1AuWJciQ+NrLwJc+fkYcFCkZ6nnD0dld/t3P/xx929OUDTsnSb5HCY8xiqN7j7i8Pue4mPPk+SVpHWgWR8iiQGtFO+yy9X+RicVCZ26MR3LR7/jG9WvqcslgO2ZVw7rfIqyi3xnOL1Y8ODvj7PA+rwbDi/Ur3moe3CJQ/LeP33WB8u///b/n7/7dv8vnP/95nj9/zr/6V/+KP/7H//j+7ykl/sbf+Bv8k3/yT7i+vuZHf/RH+Uf/6B/x4Ycf7m9zeXnJX/yLf5F/82/+DVJK/tSf+lP8g3/wD5jP57+rc7mhwt4uMsbfTcqDqUhhXNhvbeDS2NtWk3NjGgmEIwFrzze8tYMTUuJiyrkR00QdE92QslxYSwY32puPRNw0Nb8F7LpbSIlglLAyKjNuuCd7ouKE7tzi1ExxKlJAMStZvv9p3OoSJXvMLHBnMVDLc3y/IoY5Suu8Y1bZetmNLRAjJW4kwUWhcQjm9+5ztetZoXntPMYp9OUXuZMes3z4XXyZz/H15yWb+e+juLK8evEVHr33EBclQidcv+LBwxO8U2w2PdZrnrxYcXLvEaudpdvk3YlSGl2UFKWgrzbgOqq6wJj8fuzW16QBLp8LDt+eo5eB3WaH7Qd2mxY7DKRwSbQWFx2vri9BQH35AlLukTZ1BQPY5ElCgTTURY0WCukDRiiUqRCmGGWLjpoZuinZthu0kBA7+s6RhEUXB0hVksRouhYEVVlQVjnGILjMtXB2i/WOhEIrQ1k0lKZECUkr25FMejMehRQokz10TFGgtcY5j9QWM/pEaCHQWmUkj5CLDanGsUouEMiDQgg58rBkzkaRmXAtlUYqPY7bqVhXN+Ns+kJmszXCTWGiJpQyty5zwk6WE6cxEyiP3cxYTCOZdk/u2ufU3WRxTNyaqW052W9DYrCBl68uubq8ZDmvOVguWBwdIDSIIiffskeqsk8MMlHPK6SM9LFFIKhUSd+33LlzyhdfPqGoHnH88D728gpdKobrc7CJZnHMxdc/4uL5E5L3uKGn3W5JPiCB+WxGGwYKv8Rebml7x5NnLzg+Pma+mJFEwvpAFBqEISZJM6uolWGz3aBk4mjeQAzMCklTJt595z6f/vB93rp3D60Ebb8mWYu92nJQF0jvKIBdGwhSYJVnSBafLNF7fEoUtc6tRucYosBVmiN5B2cdwYds2+5Hf53VGrs6x+BIwWOMJhnJ5vlTgpWUak6QiuLOMaJpkNWMJArWz8+Jvefw3SPmR3fYtQ6NQgiFQiHwRJWt7bVW2dpeKIwSaCGz47LMCef4gZQcutRkN/+Malvvcd5DFMiUxQEiZs+aEHN7JwaRnfpzbzPPmym3kpaLJVpLzo4W3Luz4MH9GfeODrl3VHJ8VFKJS7AvqJZXFKVGcEldKLbrC5rC8+5Dzep8YLtz1IuG3balLCPz2lBXkrazlCpHSAw+k6114Qk+Zqt/P6DwbAcB8xw22G8ddZ1dhIVUbFYdi0ZSFJlfo1Qu0E2pWSwqkkpEb8eFLUEAZwN+yBlbUkdcsIBCR8XhomNWK652Da/Wmro64MMzT0g1F5sd2sz5wR/6vVz+h5/nYn3B7PiIy2fPeOvhfa5XK6p5jU0D77//PuvVBvki4RHsVtcYLTCFZrCKmATBexg66uaQ5C2D3eHcwMXVNc6/5LBoeO/sIV98cs16tyVax3YbmM2f8d2ffZ+Hd95jtVvxlZe/Skzvfdtr/O+6QNntdnz/938/f+7P/Tn+5J/8k9/097/zd/4OP/MzP8M/+2f/jPfee4+//tf/On/4D/9hvvCFL1BVFQB/+k//aZ4/f87P/dzP4Zzjz/7ZP8tP/uRP8i//5b/83Z4OwH4B3/+c5Q3ffBtuKCr5d+KmPRTTvr2zbwfFNELZkGJgQqt7GwkpMIWepZSV+iklhiGMks43OQZp3C0KMbXoxQ3JkJv2lJzOf1R17IuusdUzoUIZEs/oTHW04OAzn6UTV1SXG6R7irM7aNcIfz/7IQgxTgbjexEjbiRRSiFGTwvFbgjYpJAxZziY5gFX0jAr3+I33Nt8tJuz6kEtHmLu/Aj26zvUNy5Zbx2q0qxeXiCWkqN3P83s7JBXF4nHz655KDve/tSnePa4ZlifM687rMgEsWZ+gIwNlUnMFwKpZ2wursAXLE+OOX1wwPn1C64u1tSF4d7RAZURBGfph47N9TVysAilqWtJVddZnROhAgqhCeQ2XbIDSSqMNBRlkT0iskIfKSJGw/xgwWa7JlpHCpFd77CDp6UnWIU2BULlZNaUZM4RSZl7oaQiyKxakWNhEFPKHA0Rc3EhbxAJI81oyjUGo438E5liVnAAYVJEkIvSTJBNI3oyjbGblGCZna9y1H0EGbOWSEo95urI/UWRjbsmDsoIxY+cnZExMvKTRo5WGn0p9nyRnLWTVQe5JolhLDZEIogIakQzpcj299P1NcIle1fZSdE0lj/57RPsdju8HejtjkU4oJzVGG32sQYxjbvq0V1UaZ0ToUNEF1nBd3B4iBCS3XbLwd0TQvSkOBBDZHF0iBOe1YtXVPOC7VXHru3Ydd1oKhbZ7tYMSrEeWmyIJCMx84Y2OJZlxcnBfR4/f5Fj7UvFbnDEfsvQtgzdhrOTYw6WDZXRBOc4bGa89+47PHr/PcCx2W0YXE/YdQgGlNG4oSMROTCGuNshdVYr1dEzVwIjIzliyiO9gCDQZk6ZDOcvr6FTSB2Z1zWEwOblK+J2R3lQEUU2R7OrDW4Q1Cf3KA4PkLMDZD0DrUlE+vWazfkFOgmiC8zKGcqF7GsyjiMxEiaVzATu6VBKZe6JkqQY8N7jx7RiJXSOkijM3to/pkQU+WqMeQknhEjw7IMW97P8OE5ImVDathsO53P67ZZzDSdHBYVJHJwdcLhQLKsDqiqipCcMayQWP3Ro4yAo2nVuDS5qGIaWuo4YBVo6RJLYfqBSiWATWgq0gKHrCdYTbKQsBQEoZCS4LHSwU/ihGvBOkIJEq0BVJtSI1pti3EBHjzaRMLbFpCwo5ILdTtC3K2IC78jop7IgJM/PAy8uEtshMVhLu3E8vzxn1yoev1hx//4jnr14zqtnX6cqsxFncgJdzFjOLc53HMxKnDGIpuH09IR23dO2a8JsPvokRXw/EGpB9JamOgCpUAJMUbDrt5RasnVbnq6esCgbtt4RjSakltcXVyxefoMP60POjr+LYF9x8f9PBOXHf/zH+fEf//Fv+beUEn//7/99/tpf+2v8sT/2xwD45//8n3P37l3+9b/+1/zET/wEX/ziF/nZn/1ZfumXfokf/uEfBuAf/sN/yB/9o3+Uv/f3/h4PHjz4pscdhoFhGPY/r9fr208K3CzqU49aiH1s64hijN/nmNW9imAiY025JdN0ncaiYkKxp+yQGBODTfvEzdttFx/C6MMipvb+NxUp0/skxTT9c3P+t1/Prd9NPJQ9ujIqeqaCSmvN/N499PBZZHgFVx223VJefR15eAb6hFCYUaUn9v356TxCmnavuZUcb7WzopA8E/fYiQdcX3hsps4ThGE4+hSht1yt/yNJXHJ4doc2WF4//wpF/YSzz343L+Q9VLnDhq+zSAPvfeoR7faA61eP8YPFKEm721BVFV2MFMxx246iLOmCoT46Ah3x3nFx/pL5bEZ97wxZZtMtqopmvqAuI8ZoqqamKuv8PoVApQ1NVRNEjkgXUuHjKGFUmTukZOaUpJhfvVKGeTNHlh479FjncIOj262xg0XrIpPySoMSDT1+xBwYd/NjGyIJrB3wweU8HpHbM2H06hASiqLMjqEjqjZNxFJKTGH2n4EEYvTZm2UKxoxkEngSiDHjRMqR7CpzcjMhZX8gRm8WMdrcM4bpiZvxu29/Sokai5REREyEFqZ8nr2ebERENExFS0wZnh5J6cgM1yuRgwuRozyUG37MbW+Y/fWRPCLZzKkhQ/vbrSOKDr32lFVB01RUTQkyF0FCCJL1aJNDBNt2Q1UuUNphlOboeMn55TkP3nkHlQy9BYfnzmlBt+2ZH93Be8Xl9WOaWeByfUnTzEBHtrsd9fKA9fUVg21Z9w1C5zZCG6/wr1Zcb7f4lEMWy6BZ6JJlrUhmTl1VoAxtiAQkqyHy219+yYvXO2Z1ScQxP5xTiJIDechuiGzaNSo5FvNDypBYxh1GeEqlESSSUqiqZth2eJ9QUjMvl+AC7e4aUSqEaaiPDtldv2S7esbx4QFxvULaDhbHxJg9h6o791BHDVGVxARSBHAD9uolYrikrBcIIVFlRZQBaQRCJ6LzWSYcBUoltAnE6NBaUqgi5yMJyRAGnLf0MeDGzVw2Hbw1n0VIIRIDBJ9zrIITIyE22+THMctqPx+OXKpZM6eaLShLxUFd8uLFFYfLBv31J+hHR8TkOSsjth2wux4ZW4xMmKLCpZ6misjg8SGrlaJzyDHgcbOySCJag9aRNMDQ7zBVJHpPDIpCQz8EZrPcopEqI0FaC7SGHnAiEZLA+0RZaUgOb8GqvME1KbeskpCE5Ih2h5LZziG2CWc9TgSSgOdXkuvNjK4riUmh9JyL9oK2k6xWubCulOI3fuXzXDz9OpWSWGtpmpqL81cUhwccLqu80ROSbzx5zvr8CikKFlVDGByV1jiVybZVVZGiYxh2FKYALWmKJZu+Q4V8Tqu+5e2DY+x6h5rVJGWwfsfq0nK9POekeZt37nyWL4ovftMa/zsd/105KB999BEvXrzgx37sx/a/Ozg44Ed+5Ef4hV/4BX7iJ36CX/iFX+Dw8HBfnAD82I/9GFJKfvEXf5E/8Sf+xDc97t/+23+bv/k3/+Y3/X5fUuzbMRNJViCyH/K0NxwviOwNcWt47xGVCfGYqvIkIampT0/eId8qeCbH2j3HZaro86ON/fmbQuM2oqLGtOVJQCpu35aRAzPxaKR8gxMznWvipp+fBJiqIN17j273Q4RU4boN8vJr6NAi3/o+9MnbUFXEMQWWsY3FuPbcNr3LNVtiyoHpA7gOfBQ3kwmJpBXu7qcZxBqx/UUMifnJCW57yerFC+qzjylPv4t1/ZB+OODJq/+C6r/G2Z0F9x6+y+XlFdF7QhBUBzOi7dnZhLOa5s5dutWKuSzYbXYEZ7l4/JJ1VbFeXaDrmvVmDT4iSZRGs5zPaFyPX3i0Ujg7sO23FH1L3cyolwtMZRDe41yA5AkuoQqDEoohOtquxXmHkREtoJCC6Hq2m/VIhi5RuqSqSrSck4IhRQ1CkukQESHU6JyYibXeZ0+OnEIbs1tmypySosg20mn8DBIQQ1alaWUQRiBkVu2E4MGJnN4sZfYiG/mqSt4UGDGl7EgbQ+ZCjaigjBFBQAp1M26FyJk6MSBCHody/CelkIsTbhlnMRKNpythcq1VBo3E4xEhZa+UfCkQw5QplIu2vedNShk63o+7m4J8vLKJIbcyjNEUsqCRFQQQvafrV6TWII0iNRpZVUw5N1IJnHecn7+mmRUoZXjnnff4//z8/4vPfKZFaIUSkRgdkYHWbfA7xWJ2gikFm901UkeOjmcslhVPnmwRhYLygK1dI1vPxfWabdtRDonSmKw0w4LIwYXvv3sfpRXX1+tsJZ8i15uW2XLGi+sdX/n6Cw4WMz587yEP758StoJkCqyuuW5XXD9Z8dZRSVQ9tdK5kA4BTIF3A6oqsF7iXCTFjFKolLi+eEUKFlSBior2/IL15jUzU1AakyXVKWGEIYiS+f2HyOUxSeVWRA7hS/iuY7daYQfLbA5Cdmid/XySlESflX8p5IJEaYmWAkZrc20UWil8cDg3ZG5SSNnGPiWkkrStHblYkwQ8K15DF4ku7ndweQ4XGbXm1hw+jpn1akWKiXufegdVO2aLiqqAqmy4toG7hw1lPaMq1wQTCL0D7+m3LcPO4YdICoFSS4JLaA3eCVbrQPKJkzNDsAGBziZwO5d5LzGh5E3YqdEZqa5LRSMERufNxKyoGAbHvMktSec9TaMIMXMZtc4eRzFpghfEoHAe7DDQbj1tBy4qgqp4fqW4XBuc00ij0YD3A6XwiCDYDA6lSy63W9qPvjYGWEuaqqIsK6pmTt9t2TjoZMvjxy8Y+sxhIwUgMASXvaKqEmUHtJQIA4mBJMEnTVkYtDFAyInpMfBk9YrSSIKzlGWBMeA7zfWV59XyJUf1wTet4/+1479rgfLixQsA7t69+8bv7969u//bixcvODs7e/MktOb4+Hh/m08ef/Wv/lX+8l/+y/uf1+s1jx49Ypw6gRtqSZK5kMiFwdjSnsDB0fxHiOkeNzvHqcDIbZd0g5iQF2QhxRvcldv/A3v/lOkxx2/eQG9uP1+ugrhpK32CuDvtDm7f9/Zj3P79RFrUyznVhz9AuPchZntJuPgq64uvUm4vMScfwoMPkId3kEW9tyCfHuaNQmtaKEamfCAz5W9QnfF1pkQsCmhO0LXC257N9SXq4BHDKrB69hUOm19iXr+NQ7Kqzrh++ZjLi68zP7hLOZ8xm1UsqmN8ChB3GX5VgrYTrHeRCsNm25FiIPUbou+42l2ClljrkCiKomKTIi+f+ywlns9y+2ZctKuqZnl4zKI/pC5H0rCUGa5WmojHe9j0O16fv8LZgYO64nSxpDJZOri+vMxR7KakqBsOlkfMZ3OMLii0yVyRceEOITAMA9ZbRAhIspFZJvt5vHXZW0RkJZDWgpz+m/ZISia8Zt8UaYCUCN6CzAUKJFLIPiO3S9iUMknVOofzbp8BlNtDow3+qAASUmRlVJCEoEg6jhyCMCqFRPY9EZlmPSlukrxBD9MesczIi1RZpp24UQClEa2JhJEse9PiibfQkzeTlBOMV18iOzI7At4MGJ1VSEUObiIlj8OC88ix4J5iBHrb0w9bjo+OOTo6ZDGfcX5xwVtv3ePiMlAWAttt8e2aslhyef6Ek7sHbNZbNjvNx48/5v13P8Xi4IAexdHRMR99/A1eXVxRVDOC8AwuUKFZzCq0KihkltX73TmD0Awust1m877P/eDn+CP/px/j6nrNb3/5azz5+DHn5ytwge/+4F36YSBVJa+//oSXX3qM/vAYkwIHixlCl9iQTQW1qRhay27XoqsqL/xC0F5fksqaQhb4JOh3WUKPcQgK1k+e5WTfqqEfPJtgMSFRiswbiWNrDh/wbYfre4yUmLIgSQ8yYIpsShiTRMkC6zJCpZTIfjdSZ16VMqBzseyG7CuUUhrb7wJrXd40IvAe/ACuFwx9ItpRuZPGxONpzhzn7qkgyPL3XMAKkYjecfdwzvufmtOoLU1pOSwDabPj5cWW0lhK6Qh2i3cW1+fiThDRBmwbMIXBu8jl5cj3EImhzdevGzxDF/E+u0pLlXk3KXmkBh8cRWkoiuzbgwQlSkIqmGmDkC1KZ6R/2jx4l0UXwsiMnniBC5oQNDEIrteBF68EQUrWNrDpND5IYlQMg2TV9tQNzJs5SVl6G2iMwsdE22+xzqJMg9E1pS7Zttnn5KqLHM4q3nn/PV68umRzscZ5T1FqlBuwKVCXBVsi1jsKCnSZmM8LSAU2dpRFLugQ0NmBWEiqokAbidKKspqhhWS37Xn16il2/q3XtN/p+I5Q8ZRlVkJ86yPD28ixpk7jDi/lBTbt3Tknk1k13esNcu1+chwfVcJIbJ18IcgL+vh7cesiyZHz06I9ndX4aOPPMcb9ApbGfIqp5plaN9Pz32Y530ZpficF0h4RkQqzmGNmc1I4JZ4+YPfsHrtnX0A8/jXMyy9R3v0MxaPvQhycEXWR+SmR/WIySUvlJ3gCIjJKT0f0hOzwKMZo6Gz0ZvDdmupojo/32KxfUr74Dd76QOA13LtveREqnjyds44P0Dzg2kkq6ZhVAlN0NMsWpdb060tkURPnj9isO+bpOc5bYnA5myaG7PlhNMIF4q7D2iwP7q6vEEpSFLlIqaqa9nrFZVFRVTWmajCLGX5xRFHXyKAwQDu0vHz1gs36mnvHR+hkqQqNdVsK5bB+x67bsut2iASz2YKmnqNVgTbcKlDyCEghoyZGTQMrkmS2q5dSZhKhBEncT9TZmE9k2W5MGKWyP0QCoUHqMdAwBKLIhI98j5u2ifR5R+e8ZxgGnBuIKWXVhdJomUnTCZC6yC0gIShM3hEZrcfdcLbVl2N7Z4/axVtjUOSxH0mEsX0qR1fdOBpupbEhlEbO1jRuJ7QzpTiiD/GN8Z0l2AIpDKAIKdJ2O5q6zM6/CAptEEpQJAi9JYzj1YxS8JQKUpBcnl9zsjzi7Xfe5+L1Je98z+8hxZLNbsd8UZBkiSoSqhl4+NZ9Vq83CKN4+o0LrlaByBGzuuHIrxEpYKRCp8is1LR9zy45ZuWMU1MxLwqkjtRVRXUy472DU1A1n/2+7+HO3btIY7hzcsKsaviB7/0ugrUoAioFXr14zq/9L7/M8aLgcz/6/dBe00ZB2HZop5jNZmxWz6iqhKg0hMRgFZWuGNYr/MbhdUl5eI8oDX1qidIjQ3aHlSoruu6d3KNtewKJkDYglkA9hi4G4nqDP7+mQSOMhKJCimpMrFZjnk6C6CkbQ1FmqfWU+SOlxqeEHyx2cKQRdFNkfgZSIJSkntfoomDooW3B7cD7sVVPnrRFkqN3Vd4oTfO3FLmARiTKuuTo5IRt3/GFj1Z06oQf+dxDHjyqkf05ZWExhcfbHiFyCroN2eYhX5sSZyNKJrrO0m4y96UoFSJK+s5TFoahd+hC46wjIQlB4F2grHJxVsjRQFGr3D42JUJooigJgx1ND0Nu/xhFcGPhHyRuCKgi+58EK2g7sEPChgIvBX3QXK/hepM5X1WdxQaLeYUQiqurDa11VGWBFBERA73rRjfgkDlOlBwuj1HA5eunPFs7lnODkQKSx3qHDZ5SKi63O+7MD6kKQx89g3cEIViQMAUIETkwc2wfCd5xedUiRFazlqWkEGBkTiRXCM4vr1ivO+A9vt3jv2uBcu/ePQBevnzJ/fv3979/+fIln/vc5/a3efXq1Rv3895zeXm5v/+3e+TkVBi3ZSOEkol7t+3Eb8x+8v1ueCO8gVLsfR+EQMSb9stUtIybRW5qgpviZTLD2h97lIX940zIySeRn/3rucVXmc7zd5JEf7JtlP84vgaZQBn00SGz5vsoTh/QP/+I9tmvYz/6RaqLj6ne+X7k2Xuo+SFBqXGD8mbbajrBqfXEHkQaCZJCYmTA0AOC1Dygl6+Il885OnuL1QvF84++ig9w+OBtlvOGtx4dIRXsUFgZCcLgB8ur1RW+XRHbKxYzT6Mt1cEJr55+ne16xew4ZZfUMedGF2bv6eFjIGZ6A1qkvd8HweOtZ9Xt2G6uMEVFVc8oyoZiO2dYb6kXM2aLbDp0ubrmxbOnrFfX2O2a6+vXzGcNIgRmumCxPOJi27IaHO12zdXFa0iCrusyJ6KuMFrTdl1uExlFXWiMTBAFnkRIiSJlpYORGlwkBZdTj5HYGPDegU8oZbJhmfe5p60FWhYY8jUTSKTgUTEiUySkmH11RCB6z9C2bHc7ejsQYkRJldEemQm+MSUCefJPRIwpKUxNWRqMEVSFRkuFRqKBZEAahZYGgRqL4jxIsoxZZYfcyfV11JsJORZdCdLoEjclLaeRFzWZbjGtTVEQgyRFiSpKpDSIFHHO0YmAVCVCGMJY+IcQ9zJpBKgYOTw8xLue3XZDEIKrqyuOjo949vUnXD19DijarSN5hbNw3beURcn86Iht6zl66y6iXHL+esvLb7ykTIGiNJByMWfHGAQXPW4YsINDVDXOWsoxxuDs7Izf+z//zxSzGW6ItO3ArCgxiwavJMFbZKnRIiKi59HiUyyXJ7TXl0jlKJsl1rf4MDBsBx4eHGF1zWZ1wWl9hyFaemuptGDY7ii1IvQ7vNog6yVBJcLQY4zA+QElI1VTk0rF9dMr7r7zKcqmIRv9jFlSoSNhs2SlbDDzGc3pvYxmxZCLhpHYLQQoDSENIBJC5jBMoxuUgNhbYjuMvn6CkCKeCFoy7Cz3zx5iisf0bWLYxRy/FKe5ZpqDJkQtB2pOCLkCMgs8FzLBO4raIKPkG1+7ortc8/IzR/ze7z3kagNx6DhaFCTvRtk+iKTwKeZWr4ykCM7G8fEVMViIEqMkPuTnct6TSDg3xkSojOLsW61KZTRRZvKwICCEA+Hza0nZXBQPyoyPIRUkSRgiosgbryKWDD5xvnW8WOdMpF0r2ViNQON2gaIYKA3UVQMnJZsBUIYweOqm4fnrdRbmp4TS0PeWF8+/Qdtu0FLRzOe4APieTEsGZx2yyMqd69U1pdKZ+6PJidMi4lNWXBW6zl42o4Gl9ZFdHxBlZLmo0DFAGlCULKtTLnfdfk38do7/rgXKe++9x7179/i3//bf5/5AGQAA3ktJREFU7guS9XrNL/7iL/IX/sJfAOD3/b7fx/X1NZ///Of5oR/6IQD+3b/7d8QY+ZEf+ZH/Fc869iMnPoWc8IcbXsgtr6hvamNMLRgp82NMBcjITx+VNHK/OCfyc8R9tcINdwWy/8OItoxnsa9S4lg4casQ2Rux3TrH/M03t4D2eS3Tc36yZy/G15AmySnoukSU99BHJxR33qV/+tt0L79I/NL/k+ryHeSj/wlx+ghRFNkRF8lkmJUzU261goQYC5ZRygoYEViWHuYzirPPkHYHxJf/kRh6moM7tK8HnnzhN1ldX3H61ruURhOHLZuXnydRs2u3dKtrfN+hVKLreoqHdykOjzFHR+jHv8nSr0npBO8TsshqFKaFcXxvpFL4AqTW1DInp3qZaAU4OxC7Ad85ht2AUBuEvuS11qhCY6oSLSTbruP8eoXvO/z1hrYuOTw64PDokPnxMX3f49Y7ko+0mw27Xcez58+ZzWcsFgvqJvudeO8pyoLlYo6cz3NYmhqVCjEQXZ7khwCDc5lIKDVC5C815loEH3KfX2kMJpu+JdBKU5giR9FrjREgY8AGz2AtQo0TuRD01rLZbken2RFFTDeclYQiSYh4hFCUpqauSspKUheGwhhKoXJeUaGRRYnRBVoapM4eIZlbMsFE41iUI8K950lJQkjfpHDLKcs3/JnJKM6YmoODO+y2HZISo+tceMWOTbdDKMlcZFQJsoIEOUk9BKUW43jW1LO8AG/CdfaYkYKr89cczGa8fvoE11lCVOzajoWpuLq4zETY9QYfFHfOTvjl//KrSFVw98FDytkcWUj6vs1IjZAYo9ASFIlZWROip920HBwesTg8pDk6REjDqxevQUkSjqYpERS5dWB73NATBSzeOmNxeohwLbLb4FaXuM0KIT1dH1ge3icpxeV6YBccWiSsHTBKIYRBaE1SBdt2C01JcB5DiRSK3gYO7x7R+YhZLFFas311zsyDXhyQKkUoM9dKxwVzYdCLBaKqSQiCtegUUHZAKYMocnsk8ycSUgTKWpPocd6zG9b59cY0on6CkBQqlqSUOLx7DyFFltLajCwLmQuBsa5H6rHNLvJnvO+gpxw7AYIUI3VhcnFqDHfP5pzMIvQDX/7yJSeHjnkTmc8b5o0g9g6pDQURESNGFvjO0lqHTCm7MZcwuERZQFkp2s4hpcIOYdoLIwRoPZly5vGodMS6cVsXIlINCFnlFPsQ955BKaZ83chAEgmpc9vXRyAVaNNAskiZU5eDbrjcBvohKy4XVUPbBpzxdKHjyatLrjcdpZnRJUdsM7lVkttku65HK4HBoaRCKbjebuhs4KQRKJNQQbLue5aqJqVAbz2xLPHJUyComoKmNhwdPWDoErvNjs36mmGw1HVFb3t88lifiMGw3m2Z14a+3zBvZpzNTtl8YtP9Xzt+1wXKdrvlK1/5yv7njz76iF/5lV/h+PiYt99+m7/0l/4Sf+tv/S0+/PDDvcz4wYMHe6+U7/7u7+aP/JE/wp//83+ef/yP/zHOOX7qp36Kn/iJn/iWCp7/9iH2CzbcqGPgFhIRx6JkDCqbjqkwSeNtbitp4tjKENx4pEzKH8SNy+Z0n5jifjEfy+ab9pDIj3/zxDfPv3/MlPbT+9Sq+uTnuF+Mp2Io3fil3H7NoxB0zxeRQqAqjb7/gPL0BHf+Pu7jX8ZefQ0xrNC7H0Dc/zRydkjipq31JpIi9hdhbglluaxKibnuMUtFOj0ghAeIoiT2X+RwuUPqAvfsKwznL3h8dY5HcTSvuHtwQlkpLs4DKx+xOlKVmr4quXPnkD5VGAm4LYXJPWuEQogslb0hb06fq0DGrF5RRZagxuCRMaFHrwQSmcBJNkgb+g43mpgpFEPw2OBJg8tcJqkJncfWgVcX1+y6HMIVrM9tFrLCZnX9Or/fOisWSmM4WCy4c3KMPj0h1jVlqUlKYKNnsAGSyyiKNiSpiCqitSAKcDFgvcUOOfhEKUNVVVR1RVkUOaBP7Js6+b2R2b1EG40JBuMMRVlSlgVdr3HOYYeBYF0mrU78kCSQuc8EgNGarjCUZTbSqqqCShuM0lCUCF1m8zKtUabClBWmKPa8EjEVsIyS+BHxynBnlj3v5fPiprgG9gGGkNVNXdvTdQNbb4nxmhg8hVHE5LCdJS5rjFhQ1RlJSVMQoRhVanFEb0bOTLOYY6TirUcPePnkCc3dM+pa07mB7WBpnWD1co39xmvWmy3XV1uCFzx88DZBJFarFQend4lJc3bnmOvtY9bbLcZImmKE9HVuyVnrcNGz2mywwWPaloBi8C7vSGNAK6jK3Hbsuhbravq+o7c7hAqoEFFa0ocw8pMi680WoWYU82OG3QXB9URczlQRuaBMpmQTHFZB5RxagncOoRUpCprZksuuZX52iiprVs9ekpLgoKkRsUZGRbfZILWhmh8iijLPMyIhYkCJxKIy2ODxgpxuKwQhOowWCAJKwmq3IcgpLTxAznNHJYHtAkeHZ1SzxX7ekrmiRRIRKv9OCZG/n3DcSdo8jfyY59yQciL52ckpVaUIbmDbJQoFSXge3i+5d3eOMS0kT0omc5tch3MgvMX7HFNhCo0pBc4lbMgFc8jiRaxNeK9RwoOQSC0QKiJVbrEnAiSB84KEw8iUc7FixIeUU8YF2cY+xqz4kYqYbXwQWqCCpB88r89bvvI48PEryWa7pQ+SnS3onQQs0q+Y1Q3DkMB2qCBotx2xiBzNZzgX6NtM0I8ImqpmuVxwNM/o1rbfEFLk2pZUome3eorAYS1QRmpdsGlbtE5IBSSL1g3a5DZUbzeE2CGMRabsKi2VxPmWYXBsdh4fW3pvaKIlSjidaWDGt3v8rguUX/7lX+YP/sE/uP95Iq/+mT/zZ/in//Sf8lf+yl9ht9vxkz/5k1xfX/P7f//v52d/9mf3HigA/+Jf/At+6qd+ij/0h/7Q3qjtZ37mZ363p/LGQg+3EIlpYZ0WePmtbzsdnySd5sV5zw7JlfJIKt0TYfMN3+SG7Et73qguhBCjkZa8ia4fJ/JPlhj7Z5A3ap43Xhu3C5tbBc3YahoR81GaOXpDTI+sxlyMtx5RHh/jXz3Gfv3zdF/5eZrVx5iH3484fo9QFnspqBQjWrR/jrj/XgKFlvTOkIr7rOySvmjg3g+g+7uo7rdRxccslg8grtlcv6SIGT4Wi5LVq2t224D1EqEbPILm6ISoC3Q02ABtaKgqjQFEGqWxMRuXCTl9jgItVd6xp8gQLEMkK1m837+W/DkBKZBCIHhH8D6n/EqdC1nn8mOLbKm9bXtW3XNQuY2RFSrjQqxklt7ZgZ0dsCFzJoqiYLvbEpylkgJ5dEBMBUkLBh9wNiGEQuKxwubcFhNROpNCbfD0Nlv1xxAxpUHIiDYCPZpFTZNcvgxGhZocCZSFRrtc1CzmC1JMaARthCFkwlsIYZyQwwhRZznwIBK+0PhSEIua6CpSkeWGafAkaXM+kdGYymIGizEFSmuyogekTCgJhTGIpLKKQGWi2OQmmyXK+edvRTpfrdesFxHvMxdAijyJ2+zgjes7XNvTtT337t3B1GVuUcapsIaYJFJ5lMhyaSUlwTnu3LnDk69/A680QZR0XnLdOi6vN1xdrXj+5BrvcsHkg2e1+zr1/IBt79ls1tgQs2z54AChWgqjKGuFiBHZVLR2QJaapqn5xjcec/7yJYsPPmS7bbO7rfJIJTOyZjSmMKjiADv02V9kULRXF9lnh4wAJhK9G+h9ZGDg8HhOUBJR6nHX4Ok7j/WWKDVWQBAaFzyFKnA+j/flyTFKCuazJSd37yGHxPxgiXM5M0p1HrvuSUJRnN0BXWVkJOU2nVIyF6ti5H+JkajKpGLM81TbZU4Y+886z4fBj7lVSXB055Ts0J1QBlQ5FSr5cRnbJlNbeW9kKcjqNQCdqMqKFCMvr14iRODB2QlNqTEiUGjDooysdwPuqUXIgZNaYpKjLD22lwytx8ic0aSMJCvBchp3UeRWaPQQvKB3OYZhVujMyhrHttJZhWctaKVGJ/O8VRysRJLNHaVM+AgZRM2hm1nkp4hDRIcEIiJlYD7XOC/4+JmnGzS9T3R+S6KgNAUYEHIgJIUhZiS395iU6L1FKsPBIociNmXJvJmhVU3SFb1vuVxfI0XiqguUCOa6RFYSIQqUkvlLK5ARWRYIlTktV+tzVtsWHyxNUXFwWGKHgu2mxzuX3ZutY7N2eDKJPMpIVQuuutekdMK3e/yuC5Q/8Af+wH+VhSuE4Kd/+qf56Z/+6d/xNsfHx/+rTdnefDL2O+Np15+VBglUFqPJxJ64evscp//3BQOfbJXcKBWmxT/eeN0jx0pgkiVPXI10+1zeeJ9u+aCI6fY3f59E0VPiq5A3f5u+e6MAE1Mn9s33I44EXhjVPbeKmon1IoRCNEvMw88gmiPar/5/ac+/yKx/xuLd/w3h9NMM1RFRGEQKyFtnkcZHTmSNhYkdJmxJUrHudTb3FIrL5hEbfUh5fcjbzTUffNc7PL/8NFdf/VUqscG3K2DBLsBAmd1TYwQKTNFg1TEbsWB98jlYaGb+N/IuhRyCF4QcYd9RaQLo0e00+imyPeUsGJE5RSml7EESpz6wJxJwPtBFi3cx81mMye0WNyCDuyEij++sktkDRUbyooTACIUbrdUHF7mOERccfbTc7U84O1xyMJuhybEHNjic91jnSVJTVjXGFEgEPsSswHHD+I4bXKkIhcxkQ5HHYhpfb0iTAWD26UkiS5irqoKYrcBlSOgkGJSkBfqhJ4YxOdk7Ip4EKCHQMRCRhKSwMhGtyP1x0ZJEluzqsqCwFlMMmCJ/flLkJFul8v/WGbQsUNqg9FTISyapsRS5n703fbtVqDgfaJ3Nt1eCkCxJCIqypNEl0Ru63QZ3saGqFiwpMKUClfB+GJGUiB96jMpOpDbk5zBlyWIxZ7fdIXzi8tlrzl9e8vr1is2249WzLVfbnmrRYArD6tpxUM/xg2C73RH9lu3mnKODgrrS2JjogBQ1F9stB1VJ3VSYWcnQd3zh136DxfwAoTQKD9GC1Gw2PcvDJaow4ANNM6MqKopdjVv3BA9OWbamyMKaLiKso29bXDfwzjt36a5WqEpQzI5wzjEMCRE9RRVw/QopNEbc7FgLEm7XcnD/XXCSEAOzoyO8D8S2Z+hWKG1oTk7IegI3zoO5PBhcRwj9SALNOz8jR1s/bUhSsO12tL3NBOyQ/XpIkhhkJn8jKJoZ88ODfZir1AJdTDvJ3Ja/IcTmIlxM34++PDIBo5fQ8WxB9D2IhPM9g67ZOZgHxZOLwNeeRoLbcnqU+PQDy3uPMoqVyIRPQsIUmcAaA3hyRENO5g44l98/qRRa5yI8rx95z6a0zkKCIeJC3EM8PkRc0CAlhZRIORl5juZzksxl0QItS5wztG1i2zk2XeT0ZM73frrhG+cFr1eBtA5YHwiDYGMz4pNURKQBoTOPqTAFQgp2my0hQlkUNE2NMor15pLNqgciR4uKlCSLQ02ipN1eY2rHLC65unqJiJF6WYGOmMZQzgwDO4R21GViOTsheNhuHYN17MbcMGQgeJEddpPEJ7BDpg0kbvzMvp3jO0LF8zsdE8Jw02Z5M38nr/GJKWtkH5p2a6Gfjk8aqY10jv3PwI33ycRz2VcOb3z75n32j80e1dk/7fQkt5/s1v1vt5G+SW00/n384ZvIs1OTNAn26M7tQk0AKIM6fcCi/j/QP36Ae/af6L/288ztK8z9H6GrzvCovfPnxDHIbbFspjXzr2ncYyhOODSOZZktqZ8Mmo4j/MmnKIenHJ8a0kGFpuNYnnN5HXh8WeSsoNTQoTHVnLO35hTxGdWdd7guvofhuKANzzh9/htomdsoud0k8BG0zIVoShDIhYcc4dI0uqvG6T0fg+j2eXXiZqFMowQ9SQgpEFBYP/ajlcqT1YSkjT3vkHJImUZQCg0anAi5cEPiu4GLV+eEvsd1Le3BIVqbLCP0gRhyZlMUEl31mKIEYk5Ddo4QLEUhUaLGF4JYKNAaEXOLK/pcnKQ0LvZS4EeES2lNWRT5GgiR0FtkjGNmkB9TlhNJpWxcNzrSKqVyyJ9PROmwfcLFhPcRnyBiUMqgyhJdFZRVSVU3aD1yZLTKkQ9KoLXBqAptSozJygk55gCFEPZfk4Ms5AI777AlUOUdqpQUhSHLYAU2CYQq0LMlwQ68vtqCUcxSQVkVhOCz2ZhMoxtmJidPO/wYIsend3jy1a8j0Dx9+pqPvvoYo5r8vNKgysTWWWTwROu4vrzO1uxC4Hzi8rrj4cMFs0IihkjbwsurS4R3nC6X3C9KyqbgYD5HxoJnj19xeveMsqkRQu1bBkNvaZoZSutcIEoJBKpa0zmBjwLnBEaUSJPvo8sZz88fc3A8o5nN2PVbaDtKWecwSQmb63OKKi+u1/3A7OiYsqrZrHf4CDunAUXwHq013dDT1A3L5THN/bcQ2pCsJRmNTBJGBGW2mNO9Pkfp3I7JQIfNpGsB3dDT244k08g3ifkCTIIQIloVeO84PLuTgxP7/gYVGTd544WWN2xi2hIJplyoaQab5Oi9a+ljxcM793n+8gUX5zskPUUhaa8HVBQYHTg4MswLz8N7M3S5BVGiS4mPbnQByL5BKelxPpD4IWbIciR+KwFGg0iBkPJGNcRRDRQlKWUFafD53LxLdAH6XeDOAfgkkCpAFARPRpdkxA2j+adRWC/4+Lmj7RW7IbLedigRODmYIbxis/MonRG4eVXROcfg4OLymuiBhaEwJWWVcN4iZKJUhl3bQhwolKBpDihmBcEn5qcnrFfXBBRlIVhdXDO4gfpA0ywbimVBXVb0/pJKeZaLOafLMw5mpzx+/prN7prNpicEh5IRU+T2mXV5vVBK0reO1aan1N9+ewe+wwsUMdL+9/4lb/41Qye3lClvSGe5jZjwiXvfau/AeCGOqIt8s5Uy/bc/B5Fu/ZQf4Q1FzO32T4Ipmn5feIipfXJzmz1P5hNFVbqF/uxfz6Q+ml7Y9Hzp5jWKEVmJ06nMD2g++CHMyRn+5RfoNo9Zyv838zvfT7d4m17MsRHC6ASae9GRmkDVr9ltNmAlC/Wf+Z7vvsMr+QFPvqFAJNL8gNfVD/NrL57y+PFvEbrAO/ff5XVxh2f3H5GaJWXVYExNYSpO5i8oX2zwZw9p2wekuSLtVvn1yelzkVl9QoIks903k5lY2ltlC+Rofw6j/hwZI0ll9EqMPi9aSrwMCK0wIu/WlMzurRmkE2MkvNh/hiHknBqR8uRZKIlMilqrEc1R+BQIg8tGczHxerUhJTDCUBlDqQ0KSRKKru2ymoBxwQ4BLRNNbTBqQV1JbK/pE+iYEEbiyZ+JC5krFUTOxrlJIWb0adCUZUkMnhg9xhiMMblgD/k6Utw4K2evlhzIJkd1DCMHIiZPcEP21ugVujCUxRZtDFprlJK5/VMUFEWF0YGi8JRliVb6jc3CVJzALZt7kReywpTMmsPsDlw3LOZzlCkYXG6zBNdnHC9mA42uHQhuoOg0dZORqH6wNFVBSjfxE4mED56yahiSoGstr1c9ayuIwRJTYucdfbB0wfPgrbd4+o3HWCTeJ/RSUS4PuG7XHLvs+eGcRwtDNBVtCLhty7xecrIoaIo5hZmzXnccnQqkyi6cirwObzYbZrM5WuWWgVSgyoSpFN0WYhJYKzBlQdSBiKKuDf1Ly5c/+grf99lPQ7+hXW2ZVZpClbhhIPQ9RbNgtduBzjvqfhhAG8J6Q2ojUhYIITClwVoHLpB8nkIaf4pZHEAIJKmQk3xYC4zJHCRy3YGWQAoMY3FC9KQUCUkgYiZRp5Q9QwbbUdQNJ2d39hYQk/mjHC+uRBrDKvdAxF4tlimBeZzmZkwgJsu2W9O6Be+8dZ8XL15T6ZJEIARBqTSHS8NbDwsePZrR60t00rSra3QQ1FoidS7CY8rRAQjF4GK+pgI0RtLbPBc7n1vMPkCp8/UXk8DZQELgQvZ1QWV/oWGAtvX0JYgCTBIjJ1HgHLlVlgyDjRAsQtSUpuTXfqvDGI2nwHaRi+01m50mRAlaIWMOGQxRjrb7A1qVXK42uNdtNjfUiqJUNIuaU7Nge32BrhRCg3M7+m5H+6Jlt91xde3ZSUuR4OzwmFWxQdeS+dIglEN0PWenp8xnS+ZVQ9tt6QZHHCKFFjRlCalACMVgLYN1GXHWee5aXVpU7Kg/sVL/147v6AIF2CMoub0T9315sS/Lp9bLJ0zIPsFFuY2u3D5uFxRpvwvjjfvCTRvpBomZtgO3eSKfuI8YF9npSrz576ZEmsCVT9z3zXOcniijMeKNv7HnkEyTAVNdkyuqvFgXBeHsHfThW+jrr+Ff/xLm2X/k3tsr3MH7XKdDhmAYoiQiKKWicB2LdMnidIYoj1i3X6cIIMsPKDWZKFYYLtQ9vv6lb/CNz/8mqX/NRw8/Q/H296Le/h5EU+FFIgpJbQLHlSc0h1wv36bdylHlcfMGxnFnE8cK0cU4bnBC9qcRgJBjFIHKniPkfm8kEPF5Vk0RokaOXi5Gq8wtSSCUuPV5jIiZGAvhUdq8/6wEkCIiQaknu/sEKe6JxMF6trHNQX8JSq0ptKZQisIUSKUJKSM3MXh89JASRguSr7KrrQSVABuI1iF0nqSENMQAkAuWKEe+R8rcgDQWAVpriiLvXouywAWblT06n39MYh+CKMhIihyLicwhiOOimltnMdi8c/QW23ejNX+R05KVRJsCrQvKoqGqGpqmoSwKlMpTzmRxP0Uu3EZRvPfMFw2Hh4cURcHh0SFNXbPbdbSbFnwkhSx7DOP1Y21ERDUWqQEhE0ppeisgyuz3EckuviIRpaeoDOuNo3eKTa8YXCCJgE8OZTRlEoTOg1ckXdJ7y9VmoG83LBclhVbYncWkgijgoJlBSgy7jleXGwpZocvEoV+AizjRYqXEk6jNAul1NifzeQNSFCWjYBBkyRA89axClgkvHUFkvpBUilk5w7ZXbC9XOdpBapL07Nodvh+Ig8XvHAyJsirxQrGzlgKFDhIVLJiEI+Gxuah3AdtGhhA5rUoOF7MRtYAkesTE5dE5uyoGkZGWZNiutziXkQiRZM6/CpNt+zhBygBF4OThaW7HDQPB+hE8Fjet8lsbuEQar7dM3k8pFzKlKTE6o5wuOIbQsmm3ABwdHtENFus8ShoODmreerhgSI7/8B8ec3Rgee8dw92F4Ogok+ttJ4hkW4rpuXISukTEjOQIPSLrEVzMxYVREhkTnc/XoBvRyMxGy/w9NRJnBz8ZHwp8EBBBKrIHiRS4ICEqzq8cUhd88N5dnr4UPH8daAdFaz2JiLU9wRlSla+3WVUQg6dznl3b40TexMkkMVKjk+DF82c0lUaIiI6JqqkojOT09Ai5WLBbFbTdOdfXjkoJmqWnnmlSLYgyYP2OslY0sxJtEpt2xcXrlu3KYUxkNtMIpfFe0W4HnE9juz87kHunsGsgeh7c0FH/m8d3dIEi+Gap7Zt/5XadkH/7Ldo7b96CW62SN//6Bnpx6znzEn9TCIl9kSD2vdNvdcRJYjk9563HmHgP07UrbhUe02uYvCNuSMETkjQhRDe1zy3s5KZVNT2WyJBqigXBFMTTzyBnJ7TXH8PFCw76p7x/eBdm97jijC6WpNZRpQ137i24Wz6iTRVld5fLp09Zvv+ad84+xddeRpLyPDiZ89XHM2KUhMGxbQNLXWfJJxDJUGmlIdgdQVRctSXeZWLcbQw4pESIPi82oxMj5JpDkXvEckTL1AjvC2RuASWRIVgy/DzJqEUCqRIo9sUIpH27gZQn3emNFGlyFx45LyJmL5GUCCLlYmn6/MbCJrqACqBTlmq2cqAToyW41pnImXL7IaWYyyqtaGNAY1GpRXlBaBxD2aNUdutEKqIs8ElmJZkAaXIhYJQi+UhwIRepUowoVBy5TgnIqgwZE9GP32s9mh+ONvYyBwAyyddJGYkSMec4+alI6MhhZib7oEhNoTvqpqPrWoqyzLtvmdtIU55QHAsUpEBJifMuZ6ocVcznc5bLGdYOON9ind2jLtktNntWWGGyg6nSOJEVJXVREIaQrdWDI8SIIKM+Uji0Npkc6qfrKJPYk5DIwlAUJauuQ9V15uQMNluPtx3vPLrLYjFnG1pCl0g2J2bHqkEkyarrsC+esQ1rmBXcOTslpQIZNLK3qLlg8D6jJ0KSfMDFHqk1uqhIwRC9yTJ4WdNuttRFnR1pIghZcv/eI6KXyLLCKEPfdXQ7h0oSKNhtB+qDGbLM8H5EkjRja80iRS7wlBy7MDFC8Kjg6NotS2dJUeS2olHjAq1uZPFKEYDddoO12YTMOcckoZVS4IMnRgFo+t5xcOchx0fvI9oO1zuG3o4ZWNwg3oIxHDPdglByAaOVzgRRoTC6YNYsMxE4Sbp+IKHo45blvOHtB/dJnWcIgl/5zWe8vtxwWAXeu1dyuii4dxopdCTFEj/0hJDTt4UEF0YvFJkJr9oYZPRYl6eiYcjFv40RAvTbSGkkbsit5RQFMilCyu9HUQmEyoXy4CPOQQyC0gTKWpFSQMmCbZevrxcvLeVcUS8kL7/Ws1r3aFWgkkSrYiRwQ+sCSjiklMyqhiQ0u75HYlAkiBEtDKXSefyrgBKSq82Gl6sBLQJCpdHLRxI87AJY73nr+CHqbkmQHdaCS5GhX9NtDbuNp915ykpzMM/+JyFlKXY/DJCy+lBJUEnT9S0xRZqiyAmu3+bxHV2gyLH1kkGBNw3G9kWByNVp2jsGvrmg39z4xk55Ij/dfpwbIEVkrsPUNhk5KePW+aZgIk0P9y3OW+7h5umBp7TalCbOxFiExJh3pdOCd7sQE6MOaJI1c5PvM530vshKYl+kJJH2rap82uLWe5Pybmtxl2J+Qty+ht1H9C93FPFXOD4oqI7v4KWlLlqM29IFy5V4l7j8gEr2VJuv8cHDRwRqqkXFcpH4LWkomwpEw8HhEeX8gKQ1E8lYSliayIKezdEDVi7v1pBy5Jgk3Ai5xpR7vjGEnOY7vf9SIaTeE4jTWJ0mkQubOHJQcjtotH9XApFEThcVEmMMuTiZCpQsSU4jErUXqU8+IgIEajQ7SyPvJ7P39x+KFPtsYBFSRiLGgkvEBD4HB8o0WpvJMYRPKJzPPejBetrOMlt66sZTlBJjMprlosaFvLNUUmX5r1EYLXMh4AI+eKwfGGz+cs4Svctw9t40Le0Lkjc5TbeHcUaJsrIjn39McTRMHBUQIk/KyISVgWgHht0OVRhMabKxE3lBFChiyIVgtkfXWGupq5I7pyeUdUNK0PU7fEgZ4Yg2m9kxnXPeySM1ISkE2WI7pkhTGvwwsFmt864/OpQWmcyHwfqAMFA2mn6zGyVSeS7Idu49QkWGPhMLg88F3mq94t1Hb7GJO1xwKA2GhImBe6dLri4D7WbN8/Oek/MDRPRU4gcxQWN0hUolAo/WCR+yeZWMGiMNbuhJwY++JrmlEkNARdAxFzPHy0PqMiJl9q8RQrDatPiQqIsaN0jS4GmCIfaBpCKqMHjXI1WVjfXGNoOIeX6UgBQxt/AkYDLfS5EN84KfOH7Zj0Yaya7rcL4jpTimFbvsjzJySDJ6q+h6RzM/4sGjD0gRhm2PD3Fs/8DEb0vjNZXnu5u5PG+2ssOyk1AaRVPOSCEwqxq01gzeIaTgoGiIQvHFrz7jqKiptWE9OE4Oa+7fARs8XYDLLnGykAiXcDZlOGMkUjubr1FrE3WtkKVEZC86dKnp+pxoP9iEQLHbRUINwUmCzNYOqY8Y2bA8OMRen+N9QGgIQYwp1JEgJb2NmKQIKaFUxbb1RMjxALbgerWhbxVlJdFjqGlVamSCvvfoqAjJ48f5e17XRG+JwVOWdeb66Iz0hJCIvsNFS6MFUUa00NmHpYioA81216J1ycYPqH5gPtOQNK5PuD6rEG3vaWaak+MGO0RE59luRrdiAabUWDtyqoLE9Xne9U7dWlX/28d3dIEykUMnjsi08Gfb8HiL3DkhB/KmlSOzPfc08U6owqRYmfT2e3LoFNonbpAbIRhD9m4hFreLi9sQTLqNzKQ3C41b32eC+k3xlCHHG/TmW/mTkG4Ww98ZUeLN+42Twv7H6Rt1Y+E/YLCzBzC/x851qNVj+uEcfS7R3Zq5WONkj+86LhZv4+UhJ+b7edB/kfn6MT/06FO8igW/+oUNafCcLGuq5YLl/VN2sxn9xO1J2Q75pLKYwSPmZ2xXKitLRgZsAjyCGDMpNruoyxHxyC0DNxYgUufFP4nJlT33lj0RPxFlRxt2RU7unZKAw1hkxLGAjEw7/DSOHQgqT+5Spn0KdhRpX0ilJEhxVCRI9tEIGSqP+aKbspBImf2f0s3YgVFOnRAjkdY6Tzt4dGvRZkNRJepRYuqjIo5wbqFLTNVQlgqtBExkVB8Y3EDXtXS7LX4YiM5mxGYEfNJ+/Ezy3yy1hsxLiEkyeezE9KZ/kJikaWN7KxeGPrvbOouVXe6bj1/78ZpU9tUZ+S9KKaxXaGWoyjkJjQ+JwRdshxUuOpKIKK1G47fRTDDlnB8lcmBdofMuU0tNqRv6wfHsxVMEAaUlKUiEbEgYIgFkwqdEjJLSzChNkY352pw8jfdM7rlVWaIUtG3LYr6A1NLZFmctKiUWpiTVDcN6jUTz7OlrVi8v+D//0ZDbErLARVAKdJmIosW5yHx2BAT6YUNKA1UJIlhIA1WRKOOA8g6RHI0WSO/wocuBk6agOVhwtd2xSwkfIo2qGDYeaQPlXGJFJBhIY6CdjOz9g0jZpUQhKCrN8mSZi2YhEUECOrcObS5ohYZ2d8V6u8nRCeO1qXTeTKU4vp8BQoo0s4a3PvUeQgba9TVKZGULIiu7Mklbc9PcTuO0doNPj1dY9ifxHS60HC6OEUqz2m3YZPiBF84TI8yKBt97Sq24dzrnU+8smdWWs2PoNmviskTKyHq3zYhjEfHW4WJ2jVVS4QgclIqAIApJkhHnsi9NP0gI0A4J66CzCVNo9Pj+ChQ5gWqLc4l+iDRV/l2lBes+0iDxHVQp378dHC5lDpV1movtjnvHJRcpoyVS5RyxGCVaKgqZKIxhCJLosw3/YVPTlMfMGoOsGjadzY6uMeB8Sy1LooLjozmUml3Xslpds6XFGMGBKYiiY7N+xdndRwgBZTEjeM+u73ExUc0UywONKQSL5g7JX3K+fUmlPeVswdaCCo4Qsktv9BDQDP3NevntHN/RBUoaLZfTOPlPC4JIkypfjFX4jewrb5vz/feGZ+OiNKlz0li9TyTIN1kd43O/gYAwtmHI36RbzyXEG3D/hJbAm22b8exzKN9tLky68fB4Q7mzf3hBukWKvPnbuLCQkYIpywLSuJhMjzA9+c2kIMZzTBlxZYckmgZ98iFWfpoQAkXdUYqBJvQMYodv7tLagkt7Qrn4DNWL36LePsEc/jDDOoHvMaqgLE6QszvEsrnVwhIUKnBgdizrgo/DIe2Q9m/qtIsPMRcKIeagrRRTXudlLh6kUuNnmBURPoaRXwEhJJwL++TUaUWOIhJFQiWVuSzcSF5TyjuOMBlljaiYTAI1Ih5iarExkfvEyPHJxEDi1ObLk6sgm7sJkXveKU1tuekW43PH/N7IPAfigyC5hHAJpEWqRKEhJ9hkd91CGUxRUpQdRSHR49YzhjgiKI6h77HDAN4hQ25fpX07c2xHTe206fNJEGKWMEcyuhhiLuLCiPyNIbbjZ8Yo4cx4nkgpt8G8z7Lv/SuGmLLXhyS3WKSSOFmDUohSE5Jg3bZctis62+936THefEZCZiUSPlJUC7SWpNRjTIV1AdtHdi6yHRJloVnOl2gS2+3AYn6E/cY5ziaSlwiZ06mVqJk1DZvVQAqOFBSSSEqeojR453n+/Dkz02Bdyh4tQ/7/9atrrB0IsWCwmvOnG77nM5+iOThBNxWtdcTYI43Fh0RJQVmYjErIMVzPuWwLby3OOrQWNMrRd5eYJKlKhR08vvPEMpuGGW0IwVPqAmEMta4wLntT2K1HL2qESEQR2Bs6pkjAZz8Wk8nUd956wHy5HMfFOJmJLP11tkMqwW6zpuu36KkgGcf/hBrnORWCj8iy5MG776KloF9djryVNzdK2WAzz5X5O7VHpW/a5NMmMo/boR94ZV9zLq44XBxwuribi8SZpNYlzvYIIWkKwTtvHyFEjyksGMn7776N7y759S9c8/ZJQUoD3mbkpLc5DyjoiFaSwUVsGDltSpJCxHvBtheEAmzMqqzgPAuhCG3AlArnXUafdjuue0HTSPRIsB2i5HqjGRKoFuZzifOR8zVcd5LlbIlJR2BfsChL4gGoPtF3Hl2UaKlRRlONn1noOmqt6JzF+h5tJAtTc3b3hAdC8KXf+hKb1RVlqTB1mdthm0gll8wPlphCIteK5Byh9XkjpSvee/gBO79mtblAOU0TS0jX6DJR1SVVPWNW1Dx+usWHgWZe08yWbF+sAIEbLBnsFIgAfrhJL/92ju/oAmVyo7yBNiK3XdmmJXsi4CkxtRTSuPZNw/7GzZVbxcHUBuDWfd5Y1AWfuNBuihQpxDgZw95vZeK/kNs80+5c7rkj3BQz+2eaAvo+gYCMxydN6qZTmTpQgk/cZ5xv8sT+5nt5Y3Yrbt2YcQERpKRoIyAkgy7YkBcHcZiXyeQiA5LH7pgztSQ8/XXSxY6zzSnn6ydcDRXD7BG9eZuoypvnkIlCKBYmoZczuusS58O+aGL8fHrvxwDInG4bQgDi6FgKmjgmGANJZlQjJXxMRJ8LFOfjrc8981a0FFmSjCSn58Zx8s6eJN6n/UQtxLjgkh0v5cRN2X/2jAhMVmAwoWzTxCvZc3THEvdW6NlUoEwTdXoj4VgqjRYKLTJaIlPAOs/gAxGB1QY9ZFi20AKjpmIJXAhYZ7HWErxDhITO4CNxHG9SyNxuSXE0vZN7o79cGOYQQh/iGLImRh5VlhJOaBIpI1xSCHJwq9gXu9M1MFncJxHHFu3NOExlgRscwQYG57m+OKfdrhACjDaQIs7Z3KZKHgTYmP1lzBBRKo/XbtuzbQdevbpGacmHH36aw8MlTd2QVGRrB3YvX+ONxgqJlyrv+KQj2B11XeFNYoiBqCNosUdtkpUM3tJXioRi11l669htMzyutcHHkqKMCGe5d/cupiopC4mJDu8dUihCMAQapFaYumKz3RJsB4RRDRNYLueUas6dKvGl108Joxus3VhCcAwMDH6gKJucTYWEumaVJDPjcrvI1CRR4ITEksP7dCJHFkhBWShi8szvHNLcOcr29D5Akghd5DTxTUdYrdleryAGlDAkn8dwCAmlCiQa5yNKKbxQLO+dcnx2FykNfghoNYMoEC4X12LcKKQ0zrf7OfWmMJqmxekiy1qZMSIzBEqhmZkFy1lNc7hk03WsV2tscAgpeevBGV/46hPuHBTcf3DEbhf5f/zcb3FyaPjf/vB97PlH2SW2l9ig6QZHSlAVBi1GcnXKPLZdP6CEwYWIHaAfFDubreoXywU7r7m43LCYwaw0uMHTlILBwTwlApGhk7Q2cLGGI6XwzvN643Ghpu0jH73qMSYHdq7XjiFoepvJ3SfHDbsuIBVvJI0vFjNs340IpGW1GTi/fMpHz57z/tv3qRcLrO1wtsNHjY8Dm23LbthypTxawTAMiCTRRYERga4f2GxXXLYXeL/icGbYmR1WdMSUaIeszGrMEmNKVCGIItLZgRAdAnHDS5Imz8H2TeXpf+v4ji5QYCo0xrZIyj24XMnnhT1D52PuAbes7cfbT8dt/5CJJCnkTb99+t2+mh8vnKnyT9PFtC8u8iKTC4GxXTQlGk+Fythq2p/HrduKlLhlZvvNvJnx9vm/Nz1Q9sXOrWOi4Iopc2gMDRJjcZdlfTfw6r6QufVWT7tjUtz/mHfIgoTKC1OKvOo0z5ef4d15x+WXfpV29WVC15COP4N4+AH+6B5Cq8yJA3LolACtuQ4zWp+loaNhP5AXyF03jAVKXhhDyBOaUhKd8iIfZETgiVGSBPgY84LqE96FXKyMn4sSIi/4SmFGxEDKvHjmPKKMPkwJuUyoWa6pRkfXsWgZ35v8PoeM8oyrcoo3Y0ZKgZ+ai1MxS1YMpJuROY7FsbARAqV1DkNMikoISglFKemVxreebT8QnMvJx9Ki5cgpGCFDnyLeZ6JoChGZUpaNT0WDGM2niIgUQeQWqdqH/k1tHrJ3S5w4U7lACSGx5wyM14SWiskgMJGLkMmi/zZXbHq9UxEjzBht3zsuLs+5ujgniISSmSA6pW8nAonsBBxDQmmDD4Gu7VmeLhApMbTXLBcz7j+4x9HRMcooYkigEx9896f57a9+TGd7nLd0fYeQht5ZpBB0tsRHn1FNJUCCHgm+IYCRCuciUsGmv6btLc4FhLdIoTNxURp0YXjr9ACtDN5Z7NDm8afL/JkaA1LlsS4E3ltS8qNZY+Dw+IDToyPKRvF2gvMXT9hJiIdLdutA33aURQlKYLRhPbQIUyC1RBYFcYB5URGTIiaDEJmorCRonT1mpJE0sznHd05zNk43jNJiQQieMPR0q0tcl9sofmyRTlsrJRUhJjyQqoJqtuDo6IxyeYLrLMOuz0q6JBFJosaxPSkM0605dY/AiJuZC6YMHpGvfyCFRPARH3peiUui82yU5Oz0hPsnh1y8OMcKz/nFmsNmiWkafvHX16xevuSDd475PZ8+RcULoqiw/cCuHcbr1kAI9FaBCIiokdrgvCckjfeaq63jfCOQIqCNYdcLtl5Q0nG+Caw6BSlwNEsoLdBGZ3t4Z0khsW0lvZestoIQJDFpPj6PVEaxUJp1W3KxukYq8AkGp4hS0tuAKQsUmcDb24HgLEppylmN1o5lecJyfgfvtihpadc7Lq6ukSrkwqfQHB8eY11PtF1+b2Ucc3oMRhg8gn7X8bWPvsTh8YIHp3eo60RaZwn5andJ1+/o+oGra4+PGqEMvUvUoyihLEukJKvjvMyKrvg/UoEipkUhk/vyRDeN85wBIUfeyTib3loC2E/+0yQqhCCFTOaRSu0nzwmpeQOhmL6BPX+FW7f/JLJxuzVzi/ixv/z2tx/PhWnHefv2U5vo1uQ+Pce3PMbbybz6jevduJBMhc/+rD/5OCOStH/u/Pz5PckolRgn1CRu1DRBCHoHv76uecXvQS4VLl1Tz08Ry7eR84OcCTIVfSkbGnUeXlx63j8TzBcaxET3TeNnmdh1dixQsgpHiEwKhTxZ5d53wEtAZFFxTgceDdFGdCCMiIYUYlQkSKSVOV9Gj33wqSCJt5RC0/gRIGVEEEYprtzzdBl3glNWD2MbaI/YyWwklz+Y/Lt9gTIWQHmyTqP3SC5aM2sjgVEUSqGSRydNaSTGaGLb42xeGJEONY53Ym47xTRxs/LvR/3STZEpspQSRgKxiHukbyI8ksuX0RHypogSAohhJLpmi2wp5Ij+jBwhcYvzNQ6rHKOQkbKU4qjoAjWe68XlOa9fvyaEgNQqX5sxElMYCbYjmXhsSnlvSVpRzSvKukTExPLggITMk3pRILVGyUAQkdn8kO//wR/kl37pV1FaUxSGvveEBD6lrEbI7F/EGK6WUm5bCCEY7EAQnqoumM0KlgcNw+DpOkc/2Py5S0WIgvP1lqQkznv6wSGlQKuEFAqtCtCKvVlg9PnqUpqIRMtEt92yfrVl2DoKPefxR19jVhgqswBvKaQhdom6bLjsXyM0iELT6wIiWFUgoiRhkKJCK4GQEaMNQkqMKTk9O6MoK0LvkbrAtz3XV2v6diB5jzFi7x4rRHYMzuNbYlPCFAV6cYBZHlA2DYVu6FbXRBeJPqJUSYyZJB7HayuN2Jkckcl8oYyFfZpG3E3xn0Qu+IOPRJt9W0hweXHB1dUVTd2wWq25d+8OdS0YdoHlckFrPY+/8JjDWvP+B++wOIJnL15QPyjYtZLXlwktJXjF0A5oKem3njt3a1abhCkSXZ+43sLQWtbbwGaAQip2G8+rdUJLx7wWdF5x3flsY28Vy9rggZ0OORfJRvygGLygXTs0glUbMEnz/FXkcFawbrcM0VMLjZaSiCc4SR+gkSK3cmTg8GBBqRSDt0Q7sN0O7Ezg1fWWs4MlZ2dLVD0j+sD51XOIicE5fGdQRlI3DSk6rB8gDCThGKIlIAguUBeK44MZ82ZG0I6zO+9Q3zngP/3az2PbawKO7fYZhZ6BMrTbjkLma1lohQh5kwdqj3r9bo7v7AKFcdKfKm7Yb8mmHesbkuJPtkf2/9+CKqTI3ILxBhMaQ5p2eTemb3kNeJPweqPQebOA+GTBctt/5Y3XMu225SRrvXnsyYl2fx5MdcM3f+i5nSDfuN/0oj/5fuwXqqlgmkCd6X77eurmXG6TfW+/13LkM2wdtGlBc/IDuLkDIVAUTH4i+8eREk3iuEq8f9xztBTEq3jrXPL5xJQYBpftS9K0G5cYlYsiGSNOSZQKeccvBYGAjTnYLzNmRxVPzAuBFAIvs2U+UiCdyvLd6f2Jadyuj3NmSrltNDloiqz0UFLdtOnCaEBG5gaR9rqX8X3NyM00wITITPeM9pG9QUjIsVOZFUQS4Xx+fTKxaEpKXeeiICVIihQlfW9JoUdKg5TZ1yXF0Tl3JOXKcYxNlfy+LTOOpjx241hkTGNfvnGNTEXGfgyJicgIckQhM2lYEOVNiyiRkEyojBiRt5GMLLMrro8JkRJtu+P8/CXRWSqtEUQGN2T+SRo5LQmULEghZuM4mYnDhwc1RRVIKbAIEufA2y0h1ohUIqqG6DxSKz74nu/jM5/9Xn71l3+ZO4Xi/PVr+l6AMLiYCFHkZFY8WkZkdJkjohTBB7QMOBJCepQxSCWpKo2SESUEM6nwtUSIgAuJrY20LlErMAXomN8zXRhC9OAcMTj6FAhJ4kIi4Xn28ZephcDuWoiRu6d3WV9es+0GShPQxhNshyoNy6ogKpULqeiQSWBVQhpFlDlxuZ4k5CIjJPW8YXZ6TJIK0QW2V5eszi9o25ammeU2ZJLIqFFKoJUmOI8qNFRL6mZBuVii5wtSyiTTdt3ie0cMI6cqRoTQhOTRRuCHbi9KmDaOGdi9sV+4mXcyXyumRPCJ4DL5UgpJ1TRUphxJ0uC9Y7vZoBYzal2y3rQMbceDgyWdHdjsHA8fVLj0/yPv3359Wba7TvAzIiIzf5d5W3Nd9+1cOBjblF0YMNVuSkVLNMJSQ0ktSt1S1QM8W/YDlwcE6gcQEhb/AG8InhASEk8gIRqJhgZMWU1VNYWN78c+l733WnutNS+/W14iYvRDRGTm77fmOj6HftpVae+z5py//OUlMjLGd3zHGN9xxn/6nS2b+8iZsQQVul3LwsAuCEEN3eDo+p6272mD4fZ2oB8in7+2bLtAZVO4ufVJY+TuoDhXE/3A+cISg7DvYd8lzZ9FnRiTwRi2nWLE0Qfh7WagqgxBHfedwVYO3Xs6jSxWFZeyoPWefd/Se8+iqjlbLjn0PdLUSWdIYLGo6aNj6AO3b2548+ZTnAHF8/jiErE93kbi0DG0Hq1z3p6zCZiHgGgAtbiq4r/68T/I4qzit7/4Jm9vXvP40QsuLj5mubigvb/FB2XoAt1+C6zo+56D3RFjoOvbJHcfPaKSTZqO9uT72b7cAGVkLXIYZwYgxtCFTiEf5otxNryjfkgxSsYkmXTNxPSMOSFLiidRuPyn3PCnNBMsyXvjqciGbSYEN+a45KZzhdoUkVxFk85tZAoH5as+Al/l2IyskYyGYw6cJhAXx3DEaHBmzMh4P8rIsshsPs1B19FWwktRx0bORiEobEINtkqS1xm8UMZWI84YnqyVP/DBlmv3Fm8/YtulTPXE5+dQQoy0XZ+NZa6oIhJMSMJEqqlkWGRkNFK1SRxLzFOFV5gqTyRV9iBJo8BZRXwWOtB0/DSqMoYWokRiSbIWMvthRsOvObST8mSnIEupbIE4Ys/CUtncxTddX8mXSt2JA5A6pHr2BroIuB6VZep3EwbatqPvDvT9QPSJ0YsaRrYkB6ozoJrNmxxyGvOUChtCyjOZVJPj+MxECuuXkibT300eA1KrAJMYFmOScNX4bolk/d+sWCvkhO0EXUpuiip0/Z5u2GKsIWhAfeqxkyZkxJgILoyUsTVCZS11Xaf8B58qfS6uLrl9u8X7QNM0YBxSGZxUKbE4RP7P/80fo7+5Yzj0XC0vePVmy5vbDV0/EICuH2i9p7YGiSnRWozivUdVaTpPUyddjLNlTbNQpDIsasfKNdxtDjy9WmFlQA9btDtglsv0HCQ7KT6guZu2NxWDGoJGOqmwIpw/eoa2O0LXc3tzy9MXzzm7WPL27p63+wMvHj2itgK+5aP1JY8eXfKffvmXCEubtW9SDlGS10mssjFC33eszi94/PFHiBi67Y7Pv/0p27s7nKuSodQ4KsdGB9E19LZm9eQR51dPkMUqzxWTgEOn9Dcb2kPHgMHHpKMThhZXLXBVTV9brFvm9Tm/b3kulPmVCMAchtbkZISghAE0CrVbslguMS51Hn50+Yimtiyc5YMXV9xttmy2PQzKx08vud8POGf5+OkZb+/2fOsmJSW/uFyx62/p9sp6ucQPB+72mjqdmwE0JcljLT44Xt4N3NwrWw+1q6itZbsNiEt8T2NrQoRVjLzdRkLs0xx1DkxKxr5vI11w2MwGGXHcHQw+GPZDz8JVII79EDEh9WmqVdC90PmB3g/sO8Ozp89wFu7evuVz3/PJ06cQPTebey5WK7ohMOw3VBW0/Y4XHz5js3tLNJrbK8SU/O0HHDEXFmQ9mMpQX3ZoJRz8W+62L6lrh3FLLp9c0PsrXt/cgAjdoFgGNCq7/YGhT2tzHJIWjkEwYn8QbAJ82QEKuWmfmEktlRkTkBfcEtqYJ0cW5Vd9T3hEi0L6kb8/O/7J90ZAIKVz5/GjeIgxmR/fnLI9773jdwFokTEZcyFm1zTfRuB1corTRN9yvYUJOmKlTq/nPdcbC/A6OfRYMSUpMdWFgXq3Z//2wK8tP+DT22u+u4lZdEwy7Z2eoR+UsSIrj0ZigzMwzWqo47XmL6bbm8GrEeTpeG0mknITSrpmDk2UbrsakxqtGhlBhMnMgeYS13K+WOYcCSxNDF9JkJ7OMc6XkaVKV2QlMRjlWMRIEGXvwcc7DofAclWjEtjstmy2qVQVdWhI11SwCeUZknOmZCq7T6HRWF6SMeE4SWFOXy7hHyFJ4EsGGGUsoyRgZAzICFAy9JBZOThk40gCkjPGJYnwpedlRaiNEHUYARe06bwxsWTWkBNNPdYITe2oq4rKVayWC6wVvFcePX6UKriGIeeABTSArQVU+MbXvsEf/ok/wLe++etcnBuW6wqRgTcob2/3xD7ggD56VFIeBR606PF4MJWlHQKN8zxaLFlUFqOehfPYc8cHT88RBoZ+R/AdUGeBP0BS64a2V4bB0At4m+TSq8U5EpXmyTmqkbOvV1z3ntweh7VznC0qYrdh2N/R3b5kd/MZ3/jgEcvfNmzFAYYQUgmsdTb1aJLcKK+yPP/4I+rlkleffspn3/4OMcSkt2FS00dPS12fsTxbUV9c4c6vkPoc6jWYCu16/KHjcLej3Q/0bSB4iNikESOWiOB95PbuLTEqT55ec3F1OSZOi44+0QRWs1CixqSinEr902Qzkt6J9rBnsVinpo6bO2L0LBvLm9tXrBYX1HXDs+dX9H3H7f6eP/D7vspnrwLbbc9h2/HJRxfE2BNkhXVK1x8IvaUdIm0fiBKobRJVE6vc75S720jvUy5KiA2dc3hafGcQqeh8St631iC90PZK4wLWeipboTGyPRi6NjmyxSnse+h6Tx8EbRKjI9axbfdEsaiteHL9lNv7GzQG9sPA56+/4NnVFc8eP+KZFX77s9cYG7leLWiHFlfV2MWSXXtDs17x9u1LBpOaKrpcqFBJyjuzVpIuEymny5hA5z/H43j66APu9zu8tuzbWyLKcvWI8MUtGg1+GFJ13wBd6FOvMrFEL1mQUXBWsO4HgyhfboAyretpcufGcQCTHZYZrVQgQd7nhOWQbHBi2TWfo/wzJtxqyRSYGIspX2OK8894j+S1jz198gI/GsMpkfB9oaCHdE1i/p4px5ixQcVgFur0SIr/+NaOxrOwKzpe0NFtzuXH8sIyJZ2O40ABbOPoj/CgdLyNmgzk4OHzYcluc0kVarZdpO2TjkHR5BhRkpaQVRmf46Tg0rH4eKym6xpZJp1Aa7KwJhvAkMFOum6bv1OOmfKLhVgAEaCaclvGkucMkgpAKZ5g2l9zlVF5ODLuU+ZFulhFJOW3xPEhppRQHTxD79ne71gsm9w1uEvhnZEZjEjJ6NBxgk4MihTmBiSHSo7DdyX0NAMzkqsGsqZMKVXXUQ4/XbcpIlUImJjDoTrJ5ucGjqkbbMTmcFMCKCn5so65JFs9EvuUG2AipjEYt0DFojEZcD9ExApLC1eX56xWy/Rwg4A4NPY0yzqFUIaB4JXGOFxlUTpCgOWy4Q/8oR+jbT/lsleqlVIvLfrrr+gGGMI+5TP1RVistKiwOek+0g4tqNAQaCvh/HxFpRbnkhf+6OkjBk3CXFo5ek0duT2GIQr9fuD2bs8QLG1MIRRT2aTWGwyDtcTQ08eYyr9DpG3bJPTWeWwIWG+p6zU7tXTdwOOnL9i86el8pKlqrDisJoY4oBgnmMqxu73j09/5Fu3hgBhYni0Rq1Apy+s1i/Wa9ZMn1OsLjK0RU6NS4/tAt9nSb3f4bsAPEbTCapWbBxrEgh8GKmdTKXUYuL2549NvH1gtVklfKov9xUxLF3CiQXPH7QxsFcgcXGoA6ZEgtN0B6x2iqXw6OqFZXGCNZVU7gsDvfPGa3/97P+DQtXxx09HtDjy9uOLN2z2HfUdjI2dLpT8MoCkhO4Sk3XFoB3b7QB8M7V7oveGLrSdi2Pf3LNwS1OAl9d+yOW/mVatUxuMXQl0l4O6a9IpuWmG794irUoWkN6nKMKRigyGkNhkSA9YtiD61ztgedjx7dInGwPbQs9kf+PYXrzlbLfnKiyd845NnbPYHTFQeXZwB8Pqu47y55DDsME55cv2YTbuDIISuAxtxVWLsbJU4X48QrXB3eAPNiuvzH+PifMu+v2G9OCfGCl1ViNTEMEA0+D7gveJ9Al2ekAsaQgaXnnkq5vezfbkBCoUVLMZiZtBzIh9zY5U9yofKdae8jNnfmIyxwlhyeSwjMtHj45/moaby15JUkK1pYScKTV4qhbSES8rv7xjc6XpH9dkZjX7KaBS9A07u+eG8nBmky3HfcbyY7nE8jhzV/ZQ/5bLufA9ZcdVoppVtim9IzM/JWoJdcO8F2SUhtdTDoYRxJq0Uk6tC0AIzJedsnDJLxRBPD7Dcz3iR47jm6wgpRlzCUErq3pvtOUIKWUWTKl7SPmEEJyMKQyfmiQlQFebKyoyYyNeSkj0nMCMmu5M6JaOaDGijpHLpVgx236YS9PGAGRhpwEjIICUPgmTGJCe9plHy+bNZmAdNLQJE8KZERVOFVPmv4KvkbNkcJoKR3ZJyzqRKa4zB2AJScuJtnrOlBFszg1JE9EQiSI+rFOsiQQcsDmMtdb1ksVgjYunagPpAY5RlDu9YY/HeJy0W06MiuQeQ0rcHunagMgtSlbpFXMWj549ZXzRsX75k7w989/UXvL6/43bf0osyhIEhxjFvw2ZHJU2OUg4uSVxPUqhJhx6pa4ypWV1dcOj3eAfOLDCmYehhGFoOhxvaIVVVmcoRQ5OjcgND6JHoiZIA3+BTuECsQcJACJ4OkDhQibKsV3z4lR/m1as39GFF8C1WUsiwKCNjBLdInaX9EPj8s88QUjVcXS+QUNGsz3j8tY+5fP4Et2yIzkFIqqCxl9Sy4tU9/X5A3ZIY3SjnEKPH+44hRja7ls1uR+UqHj++xg+euqrYbPe8fv2GDz76aJRcSOX3iqpHgySAksm9EmyF7Ijmd6KpG4yt8oSsePH0OUpKQo4CwQi//tu/g5PA27sdd5s9Jloery94vT0gotzuoJIBZzw1kYuzFKJpJHLoBBOE7WDZ7iO7XaALhoOPDCE1EtQYqOtUQdZHj0hqJ2AjmAq6QRlC5PzMcrdJzOGhVbaHJNaHSQ6bV+iHgIolGGVlE6hTMYgx9MPAdn8gBM9FXbFuGl5v74kx0PaGz2/uOV/UrJcVViKfffE6pY+bAFY4X5whHNgd9ixXZ2xvbxBSfycRxVUCXqicsB0izcoRROgOO2p9nRKwNy/pQ0fb77jd3aVqLlLYcO9TiJmQ2WhN6eup03MgQO6l9v1vX26AUozMeMfJYI2Jm9Of0+5Rp06vMxAwlRhP1Tzp8Do7lY4Ap+xzlPOSWRGkGJSS5DrlwZRrHi+rePSZuSne6hxwAeM1zju+TvddGJtid7O3XwwvM6BUvjczaCeWfcbqT/RUYYdGc17GZ/alY5s7IbjT0FqpStGx/1cCICHLbZfQkCCjcuuINUYQlo+m5TrzOGVmpRjJ8pwKaBqngjJ7zpnhyWEb1CYWRJWQe+pMoDZmQyG5CiHtk9JL5Kj5nSrTOI3PKSWlGpmNlkyMRXkm0zXryGilHdPzigjY3C9E5jks6T7SGA2MvFV5cFIAyjS/R1aj6AdJVnSVKT8lDWfKP0kgBVIuEDPQlavoJkUTZFToNSf/FSYlKW6W8ybjpmNCbaLcUhNFEUU0EP2Bw9BTu4rV4gK1AlgWdZpQ5T2JMWlxqFSETaSqU0Xf4Ds0HogyYE2FtUs0CFKvWZw/4/ab32bTWn79m5+z2QqdWgYi0VUJiKQucElYTiMaPQsnLKplKpU3SnV9jX16xfXVJc+eXvPo8TmuvmC3BeKCRVVhJMXtVXukDympWSN95zHaEmK6Zw1J5yUUdiyG/CJ5FpUlxKT7ggJeUePAVrzd9XS7ntAbrKuIweLjgFjB9wdWpkJCh0ogEJHaQG3xFioxPHr6hEfPn0NlkxHWiA2psuOwb9lvfcovqisOhxxyszY9t9wQcbvfs91v6PuO3TYJu1lrU+m/wmc3n+POKnxIRl1zHbsqKalWU36KyY6Ezp2FvLb4YUB7T900LBdL3t69JYYeVeX68VM+e/2a2+1bnj96wm/8zisu1muenK/YZt2avvesZMCdNWz2hmUDYefwfuByYfCtZ1kZDofIZh+430W63hBjRdt7LCm5tPMeH9KYWJsVzY2hjYrxsG4MuzbS9T2rpWW7Fw6tIJK6RYsBjQaV3DjTBw6iBHGsKoOrk1SAi47bmy3m4hwTleePnvB2c8eiaVg1S7btge2+5dnja+p6zf1+g5UKW0WcE4xERA/s799QiRKN4gc/et11lRSoA5Hrp094/uhrfPuL3+S7r38Z4pKu2/Ppq9/hZrOhO3gGfGIGs/J1akOSdHEKQywK4lLouKrMsYP2u2xfboAiMgMCkzGfAwjIhtRIzg6fG9DZoYoHPBNFe2c/mYz1u/vIaIjK/xZDlz6dG4X8FWXsQVISB+dVMfNrLQZ2BCBjpqWMOEOQMRdnnlcyr8CYh3jKv8aasaR1vLjs8ZdhSZIZ072Xfd7HRCUvfRb6gVxVJFO+aMFAabAYbVVma8SUv43w7vhcJl1YueQRJBY4qDqClhHwPcA0zZ9RLtqhJPZoSbLNYCaKSV5d1lNJpct5vMbnrWP4bX4OEUHixAQV8FUSZ5UJ8KZFOkuNlzvK4AFJOgPGpE7NqcFgOu+UkBqOxqq0dy9ga8wJyShjBA7pUZC6xU/lxSKapc9zmAodQ0pmTJxlLEFOPX3sdD6RkcEpzRzFmBH4kO+xjKtBcJgEAhSMSUxNCD2qQrt5i7Y9TXOGGIvEkm9WgE7uDRNNKhHuOgD6YZ+l8oW6qtJ9xEjEc3b2GOsWXKwtF6szDtsdy8pB36VGks6l8tahx0igMkJVJY+zqmuePr3mf/hz/x2//0d+BENAwwA+ieNFH4gEnDWo97R+QEuNrKRy+Zg1aIwM6R23FiuzfCWdctWMsfiQGDBnDRpSCbC16Vnd3t/S7VuIpP5B3oCLWOMwzlFVVTYcNTF0VNYhVqjWC66vn3L19BHigWARV4Op8L1ye7Oh6wbCIKmdg4DLXaptft5t27JvOw5tEhyr65S0nJo1MgrqbDcbfuPXfo0uP5uynqTXNLFqojK+D0J+Z2LB6koMqe+TH2Az9BAjNrcxeXNzQ9dtUylwN3B1eYUToW1bEEPrPUYHluuKiOPQdqmXk1Tsti0mOA5dy+WZ4dAF9gdl3zu6No5OTvITU/ms9wFTVThrGELAx9SjavBKrIRdJzgLg6afW58Q+OBTBY+1DSGmuV5VFtEBCQFvHQwhMbgKe98hO8N5XLDd7JDcHHRRGUTqFJa0NeePLlisazb7lrvNK4ZhYNko64VFBZxN8y2oEAm54s/io6U3wvoadsO36bq33N4d6IeK+40n6o6u7/GdEnrB94Ew5PUvpuo8aw0xr3W2AmsTO2qqHwCd8L8BgBKl5GAwGW6O2Y/SzM9Ye/J3MxqRkaWYLXJHIOeB8MipkXvo94fySN4J2eSFp5Syjt7/yXdG9ofja4SSCDqa5vJtCotRHLBjBuX4HsbrPAqWyBFLMd/ed/+T8Z19PnPk807T/iLTOfVkP05/eRdglrygaV8ZF/LpLmT+8dFB06KXAYlkJid3MTY5NKfZqy8GdMzTSVQHJTE7jXoZr5KLMgG19Axn583jFOL0TNGS1wOuOM4yNSpUm6X9T5gX1TjOf5lp3QCjuFma5+X56NgBWa1J7JFITqbOoCb32MkFZUk5OLMuHJ1/AoFjArEJE3iUY0ZFsnNhxg7S5bvJkFmgQbLkfyr919BhJRCiYLRFA4QYWSzPUpffApI0EoJnCAGwSAzc329SR9XoQTzqPX2jLBeCq1OztOsn11xcXFDbnq9//Jx2+13agaThUSVhrGgNUqdSXcvAerlg33suLlf85f/Hn+f500f0hx1tu6XvW3zfoiFgFMTn6wM0eqwpSeiC5kooJN3TmKslEys8uSHpIFZsYnViAh4p7DTgY+D2/g4ToXY5fyOAtULtFjx7+ojzxVNuXt/io0dI5a7n5+c8/fhDzp48xdZLRBbga3RY0rXKfh8ZujNUA3WdwIi1jkQ0pjwuVaUfBrq+SwZJS9gxvR9+GFJ4LyixHQg2kHpVJQCskBv2JWYMAogZAbGO1KuObxukDucIOOOSGGP00B2SBodb0Hc9O71nmSu5Du0Bax3OpnyLofNYW6HRMATLthVigN4bxAqHDtpB6Xxib3yw2AycQgh4DZSwrPdFgE5wkkDjEAMaElNys/N0vUC0OBMBR2oMGqhsg6ssi6ZmyI0pRQx9FzgMA/u242y9YtseWK/X7Po93WZHPywZwkBdGypxHHY7mkXKLFgv4HBIDNdqYWkqCH2HsZHKpIo9r0LMvci8RqiFZx/VdOENMQz0faDtlMMhMPTJ2R96RUMKdw4xhZONcclhyOt9sc9CoGDtH2T7cgMU1Uz/zf80sRswGdt5kmgoLIdOpb8ouSvrBGIezNngXfBxBE5GxB/H8Mp8O6XXp3Ol60Gm8ybh/gkcnIKgo2ssnmqu8xXJYYh8j0dhnAkLpPPMS0FHgDSNm4YpmVfG4+hUASUTi1E89fl9Fdap5IVocrGTZ5wBQRmbkaI3+aZyTH8au9m5RoM7ewaZLTkGcxnETBdfbrMQRYk9KfkV5ZjjgJHKA0Mqo1bJUCRZZExO5I25E+rYMqBgBC0PKN1DEmWbrkPz5zp2lVZKOnJ+73PTvrRzuY+gEWMK8GFkDhQZ2RCKWuzsnkuIKarmQqKknKsmZrXPNCKm6PJL6lyMKUAtlsY7o0Q/hb3SjDBLifgRIxkzc6Lj79bEpHia1Z5DjPigBFEGlw7jqDJDUqNmQIigPWoDrd8y7G44W12yaFIX2y5EsDU+Rob+QO0cYgLet5mJjNze3XNoIms/cL5uqeyK89WSF4+ecRtu+aFv/F6+88WGuG+ppaO2Sm0S2yJRuVgtaaoltzctX/v4Q/67//uf5msfPeU73/wmwfdT5+zYkdIFDbbME42k9nOKE8GKzUzOkMqObZp7gw+QgYpGpbE1cYiY3L24tAsQXC5vH4gx4CrD6vKS/f6Wzh9omiTG5mxDJRYThf1uxzAMqE2dtF3l+OCjDzl79AJXXaGmIdLgMdzf3aU+Q6GhWS6xBVBI6gGlmrRr+q4HiQyhJ2iP2JSQoON8csSYSoJ9UEKuLoqAdUkWXUTT1Mn/J2OSfH5Hy6t00k/M5PXA54RMUcX3HbaqE+AVR/AD1A1D8Lnho03l3bGh7/c44+g7z771HHpLN8SRmeu9cOgibZcAR4iA2CxSmZ6DE5dzkEDE4sRRieKMZfBCHyONJvXhYcjtJALEaBPAi4qakCt7PMvlGUPfs16u0MawffMW3/dsiZytLnj1+i2Xl5eA0Heeu7Bj0VScLSrEpETfi/WSq+tzri8v6EKHCVuM7HF1ABkIYcCK4IfUz8qTKmLrtaFa3zOEHjUpgX3wAd972j04Y3KfsrTueQ9iHK52QBIdlBQiIAHIWZrDD7B9qQGKjDGCd73qcR85riIp3l2qbJFp1abYhhOA88Dv7wMdZXsI2MzLi4++IzMQdXRvY4olpx8+aJiZDA6aqi2Or61Q8r8LYJqNwdE9lWsY6Y0ZQzFZWUr+hOqUQzKCpHygMU9kvAal6Bwos5yg8dKPwU7xtk/Zn+SVy9HvhS4u4ZdSFaOzf9NCXwRgJhAR43TNJWkmtZvPBkWzVzd6C2FCPfk4U45SYQpKvlIZtsJ+Ja9RILMTQpkZ4+flGYcwjsX4fOLsGaOjTs94LWYCVYESx2J8VglcyJisbaSweDPAmb8WVVLGMICkXAnm86N4zbP5UDz/IoRX/rMmYn3RFsoNCEMYr92Y1B/IYEAcRiowEY09EY91iebvu4q6WqCVpTIOH5LOh6tcYiMEnHNZu0QYhkDTwOB73tz2nEWPcxXn52dEP/AjV1dcPn/BP/9//r+4R6Hbs15azh9d5ryPil/71i0//X/50/zf/vv/lpVVXn77W2jwmUkzKYk9d+pNrRNSd3KLw2iqUhrpkHy/khMiy2atRYzFxAgakNwhumj9gGRdFhDjQQa8BLy02EowLKlsQ9K7qBFqdltP0A1dHHD1AlNVXDz5hPXVVzF2QdSabjcQFYYewiA0zQqlTpS9TaFNJeVgDaFL1+OUm5s37Pf3YAdEfWbuEvMRQsD7gIgjieLnSaNgbALVsQgpzRO8VVEDRhP4Hh2rvBbZsQSexMYUtim/KzEooVKuL66pq4Zdt0eHgKjhycVTNod7eh/wxuFMnTp9e0OISYht1wZ8gME7Bo1UiyskHqjE0PepZ1eMSrQpXC4IElJCdRBPG4dU5h0Nvab+RjEkxyZkQcMQBbGGEDyoo2pqvEbEOOpqyXJ9ye3+QN+1tF2HW6eX7dAeaOoqga9cuSeqNM0SGfaEDu7CgappuL48p9sHTGVY1Ff0/T3tsGez3yVhyfyu+gCPX1SI6Yk+AWpUMqA26BAYVPFeaXtNNIlWGFNl9nhakwRL0nEys7Xu+9++1AAlO7uTN8oEQsSUuGVesOdAZM4YZCuYDPtx4ms5ZiprYzSu499OxeEeACqnTMl8K8bqwRvLEuUlPyWVKc8NbzYko5S/THkieVBOr2sCIWlMxrDH7PoeutbCapT1oozxeA0y1YsoBaAVFmJ+/5nd0eNEzXyS/Hv6UWASsivMwTiWD4M0MzOs0+fpGc/R+xhKGf00TZ7QuE8eH5lgImiWt0+EZeqSPJnwoClvQo1QNEjm41lYrARq5oxbSYgme6UyNXHMAKoAspSAmD5I88FMLz4ngEWP7zcZ+NnzGYFTyotBcvO1/O6UeZdJqZxnkycAGU9qptolUsIzZfoyPvMJlEXVxJjMwjwqilqTDLgqZIn8SJJiMcbgsnhiOqxBNKA2LXzDcKCqanzo6duWZdUQxSVdFlLnW1Go65q1Krv9Hu89q+WC9WqJtY7D4cDu7hZrK5bLBe3Q8NGLj/jQV/zi//tfUa0c68tHVJXn+cfXrB894pd//Tv8D3/2/8p/+6f+NMPQ851v/wZD1zEByWQsVD1IStDVGBh8GEvNJ5wniOZ5FfP7UeZRDPl5JxBiHIjPXvsMF4pIkvVTj++61DhOhKpe4KoF3TCwvniKqx1+iEQZqFdLjGt48uwFl4+es99HNodb3t7c41zD8xefYKRh0aSqFhGb38kJOIaQyuEH37Pd3rHZ3KAEoqYqqtSkIRLiwOD9JCIoOTG2SAeIogXgF8Abk9hiYeO0gN+cBzZ6MDFkkFLCm2XtSJ2Ho0QqW7NcrznsW7b7PedVg2sMKqkS7/HlNa03dN2OIIkhiREGTUrXYYhEn3K+EJPUhOOAj6BisFEIJlLbhmHwmaUPOewW0rOOqaLF2DQzhZyjVVYVK6haQjTsDgfqxqHR0PuBJirVYoWpd4jvOewPOFEO2ztkdYbNWkNRA85ahv2BxcLhncVYRfA0ruH8+QtuN5+y271K1+87VARvc8VgVKKLXH+Qmgd6TQmvBmHoc4FDVLpW8YMQgs35ZklvZ2x0OhaHkJJ/NTHQKaP7+9++1AAlLaRmNF7FQhaqvxig97Eho4Er5kveBQBzdmVU4ZTs5Z54seV7D+WvvGOQZ985urby0o1sRqrmKB2N58BkMrQTzCmL1anBGq8vr2oGmcmcH4dEju4pGy1bcnsK2JvtF0/udw7+RuNbWI/8yTysUwAT4xkK0DoGMKfnmD/HeXUKmSWbj+18fpSE04lFkNHQJ7YgeX2zEc3TKVe6MGm/SKJGUtgiI4DTOTF/bu8A4Nl8OAW5x/vk/3Ipg7Xmned7us3HJz2nOAGn/AxKTowxU/WMyWMhMoX/JqXm6VGNlVHZ8x1ZwgyEYu5+LMiYGxNypY21qbuQz+9cyADYGpObQBqwWQdEIKpHFJxU2ZApgsW5JShYiXTtPcPQszi7wlZLKmNS08jo6fuOdrcnDp6mrqisw4piCJg4cL/ZIMawXp+xfvYRF6tLfv1Xf4Uf/8ozuifnHPY7XO1YrM549OQp//0f/T/ye7/xI9y9/pTDbsO+u0v3EVIeRimDdTnREzTr/yR2M1pLwOaYfQW4xDLEQL87oDFgK6FuHFVphWBiqngxCTHGIef45LSMED3Rt9zfvcW3notHjzAiXDy+5Ku/94cxpmZ/6Li73xB9i/qkw7Hdddz99rfp+sCuVx6/+AoffOUbGFMhVMlAGQdqx+TcFNYxiELbdtzc3rHd3eXE5zzvSHl1IQ6oRMT4MVfE1qlkmVhlAJsBdJJrziyj5vdJR2CiyNEczn0cUFIFSVI6LuA9Cfk5Z6jqhpvbWw77LoU0CKhN4nvrRcVysWbYbHHOgLEkPsIyDEqtwsIuCGYAddze3yChrCPJ/ljrUufj3C/KGYEYUKlwVQPBp1L6aKbeOhpRtdQGjBMsYJwjqtJUFc6mypi2veeTx2e80R4fPdZY+mGgbqr0/gaP2AqjDls19GJY1w1nywWrVU1TB/ywJwShXtXI1tNU0HWePipdn1zwaAQfAotrEOnZbSMHD+0BDofIfitEn8NVfUSiUEmVnJuYk5ohd9KQsaOGamZ0VSZm9/vcvtQAZUoem7aH2IDRMM7s4Lse/MOGZfQ0R+NW/i1eqDk6z9z4lFqH0+sbr/+9hp3U4I2cHz5eC8dGe3aM0bct+2YWRaavwcyAiuqRjtc74/UeQPXQOL8LxCajPoGTvNCMrE26niNmS/XoHqPOG4XNx+f4+RYgKWMDm7w4zq4xP8qjrTybAkhUp5/zXVJGdvruPCQ0/W1iaxItPxrv9wCR023sxTMfg/G6M9uTJ59kcPngfD36zvTZ6XMsT0J1nlg+AdCYyyWncdMSTh6Pn4k7CjMUQhZ9o+wfM7CJ2euexiUJtcFpoq3JYEUzMNeSnFuaLs42EXCuIvgO5YBKJHJg3/VUnFNVK6IR9vuWwz514V2uV6xWS87Wa1TJreBNktRPiQVYU9O1PXd3b1lfOK6vL/C+xvc1X/uhn+CHfvLH6GLPF28+5/5NSiLEpEaAMtJfGWSrpUi4G7HlzSCohbrBuAVRTfKUe0/bdgxDoB9aFosKbQPnFwusKOu6R0OqhJHitORxkixbf3/zls3mhkfXj1nU1UgyfP7d76IYOk8qa0UQ0yQDG00SPHcVX/vkq1xevaAyq1SFhcuGPoeeRJGQZP6ttfR9x+Z+S3s4jJPD+wEIOFMRfWL5jEZUHEZSiC14JUahMg0gOFvl3BqfABwKMb8TOUkWyNpPUoYUJCk8J66lAJoMdMSkhGkVDu0e6yxdVC6WK3TouKprqtoxiOOz12+oc16FxlQ6b8QSjcUaDzELxInSGEOsPOqFUGyLRsLgicGk7+arWjY1aFIg7tVTGYfF4iVVyi1sSnR2pk7viUuAS8RiEHpVjF3wnVefsXQ1ofcMfsDgqNTRVDWLXDlkLCyNY2FdEmLTAaka1DmWq4blas3t63sYwC6uOWuU4e41w+6eIVqCBHoLV1dwc3egXlZsO8N2E9ndG/Z3gWGI+M7gcDkPLdtBSnguglpCkWLPCc+lhcV7zMl7ty81QCkIHZhW89GG6eh1J8qJzEpMxnTsMDxikWPDN36kUzgE5lVDHB1vDjjmYfmy6YldmhvYI7Ci+ZxFbv+I0Zi834cYHz05vuh8LBiPXYxIAQnlGFEnZVrmRk9GH/4I5D0c3kre+NyDT/vZ8dHoLA+isBtTVr6gBiwW0bGbzew8ZSF6N6wmeTErnxVNjHcM9Mg+JQYoxrQwaZQH72d84Ee5Kvmn8Ydp/rx77yfJ1ExzcA5+KMAqn0+nUT8C2O9jXk7B69G/46l1BNsPhRgLyCwMSMkNiDnvpFxzzHS/lBh8ZJZDcAz0NKbFXDUxkTGk+RU0hy5MATKZtSElHaY+KCkxFCIqHkjhASNZbwGDdQZiYPCe0G8Zuh3GONaraxpRpM75OUnAhKpyOSciEjTpkCwX5zTNMinVWsMH3/g63/z8d+iip14u+MP/zf+JFx/8XoyFt5+95vbNKyQ1hkFFMDO16OTrm0xvg1hDSR5UEcRaqqbCOsd206U2DmoRY1gYR1UtEksSFRdqzs5WWNnS9sl4F7n/NIH3HLY33Lx9w2GfFYYFvK2pbIXXCunBVhUui6ZIVu7tBwFXsXr0lPPHT7i8eMy6OkvXriV0mMJvTd3Qdi1iLep72r5js7lht98kAThNcRGXgUwUpcMTckJwLNVJubzcqSLS5zmUc9Bihid5GluOHTkzOh65TUCBLpq6JI9mQIQoqbt2U9W5V1Dk4mxF9AMXiyXdMGCWC7rdACrUdZXm+hAYjCGKUhsDEVqfqqMqVxNij40prG0lKUsLiTURq9gM6irrGELLRb2gR+l6T+1IQnkuJTpbJ0QfE0vlElCuq4rGCevFgv1hlzoXA/t2y6PVmtf3fWrzYG0Ce8TUGsOA0R58ZL1c4CqHehg6S71wLC+XeNtz8AtUAr3v2HWezgttH9GFsnpkaGNgaC2mU9pOub+Fbi/4Lh3PiQGT1s3UmiJkpl1Sx2yVRB5klT1RzSqXEf53JXX/PbcZvV2Mx3u8yuKRwrsg5XvR6KchhFNPtSz+enLc02s4NSSTsZ4AUNmKNzvSCvNjl3NqTgYl+9uZjYmaPe9ZeIX33J8CpYRERgZhFtbIO73Pi0+MwCl6zKMy2S1GgJQOcLTfeIszYz/mTWRwNh5ZxtTEQreM/EcZmUmMjdHrV2VsWjxKuEvp3lsASblZpVDK83tKx5nOcQpC3hnbd8AF2XsvUvhp6Ms1pHstIcWHGZj58d4LUmSaM5JvSTOYHLG6GMad8rOJJRtxvNf5nE2gJJVeH8/J9FnMjFJphJgW53KFJeG2NNlMnhg5Qm9SozFnEGeIQ4thQCRnPGWtnQQESE9fAqoRK6Chp9vdgDpqZ3GLJft2oOsDb246hKTVUtc1hpqqqlEixg242vLJ1z7mya99QF0t+UM/+X/g7OoaYx3f+eavs7l5S4UlBp+ektEpQbuMHZorpHIlDh5MAqXOOi5X17y9uWFdObykfJNeezBdzqkAsYL4joU7p64fsV5dcHNzy6Hf4n2PYhFp6OMjllfXnD22s2fkcWogegYiISa12KgB0ZpqsWaxWHD95AXry2tMvcCIS4ZmfI4hgy4Qp4RuoK4s4j19t+V+9wX9MOQqrBTKMQZiGAhKFu9KyZWiPrX5jDL2tVJNfWuG4FOyb1RMhDAmzKcVaAoj5xHOE7iEZct4z14E0FQlVVtD0zR479m3BxprWazXLFZr4pAm8cXZEu+V4DsuLtZZjXjg0HZ4MYQYcVQYDdQiiFiCxJTrlPNfbL4UFWiqhrqu2bc7Nm3HQMDVNuXumKSsrTFSiSU4Sc2GjMVWNc5GLtfnRFEuLs744mbDo/MLVFuccyyrJisqV/jep8oh6zIgAFdXqcO3gPeeM1ODV169fUPHlmHRYYzBqyU2K7pdR994zFI49APhNue2BaFrYbcTQp/XHzTlhkm+0bxGxZwMHZW8eE0q2KKZEUMo7Uq+3+3LDVAeYCRG0ADJAx1BxvjGJSYlz/FxMZ/N7aMwTf73qApnfo7pTT76no5GcX7cY+NV9DQgLcinoZWZWTjyDCZjMX0yVV0wSrGPOxmZGJc5GCufzzYzDRFSmjCWP8aJzUjXH2cgITMf43Xq0eMpTfeKgFu5l3x5OZQ7VaoUcHFq3gs7NValjKAu6XeM11fGJk7TZNQwyRUVU1gnlw8jY7t3HdmS2QHQTMeXvJlyze+CkPeFdh4CD/nyx2uZbqCEQWQEajI71nj+E/D7YJgz7cwEEOesy3TuWZSMkn+k+m5OT/HCS+5JZHr/3g39lWUsja+P+TeTOlOTwUxpj1DmtZIZJlLVyDQfRk4Nl6X2YxhAJBl2SWGiunJ0XQsIfR+4WlpcTcrz6D0pIREW9RLU0W52HNoW4wwXV+ecE/jJn/zDnD+6worBysD97R13d5ssJpefhbHYQqsyvZPpXUvlltYIIUScS1765fqCtTvn3t9wvlzRS0reFeOhsSBZg0cDPna8vXvFol6zbJYsmgvQiu12Q9d1BFMxWDcKBtZVDaKIWjTUiHqidARtCUQiAzE2IGfs73seP65Z2hqjYF1FHyb2REn6L8YIxkaM9YiNBG25uXvJob9Dg1IZR4wDSiRGJWhuAxEUS1I7Jg65wsYg0qC4cT6nUEw+p5jUd8qQAAvzeScjUE9VdXYUG5zmf1n20lw/dC3t0CMi1HXNolmxOLtg33vW6xUxRHo82809i3rJ2fqKzfa70DSEIbBaN8TtAQmSxRMHogZsXRGCT/ekglss0lrhezBCl0UcB8Ca1NHd1Q1dGMAIVhxN09D5AWMFqwmnrOoF+67jYtnglme8eb1hs29ZXzxiu73nyeMrtrsdEGkaixhhCIGqqsHWdCGybhqcWF48ecy2v6XvlKvrcxZnkd5uOMS3vPrOloMIF08f8eZuT7sfMK3lQBKaUw8xCGDnhWYg5N5JBQinZ6KZ8Us90eKYi4JmuQQSi/iDbF9ugHK0oKdtlLgunt/MgI55CZMNG/U4Tk3hQ3ke73jDGVHOjcHEilCA/XjssuAfGRfJ4IQTwMTEooy/F7B0YvTGhVETCDkyWrNznhqQ+b0xP3+5+HL9Gdg8lE8j2SsvXxv7vJxouqT9y/lOwz+M+inIFEI7tfvzMdIARfmnhLLmvn8J64yH0OTBh+xlaAYac8XXYhTT/8d8Q4yeQrrOHMbI3yihrII7T4Ht6Rg/FOaZ7/9grsoIgnlwmzN44/dkel5peufZpFNezfH0Or4mjZrFVfJ4zkTgyvnG3isF0Z7czzyRW0mGfPS5VBLomI9berhp30LpG5OMvChqkqiWxeCQnDTrUijENPkcA6IRiQFynsQQlUDPzd1n1PUZMdTAAjUVvUZe32/TXNgHbBQurq+IZsWbuz2L5ZL9vufsbEW/37N59SnGb0E8So/YZGzG6i5k7ANmrclVGyT2RJQQDIYFl5fX3N/dUzmLao8QEAlYC9asSLHZCGJxJS+j27Lfb5LX7hzNwoCr8KpUzMQKdRjZG28dzi1wWHQQhr5jGDwqlt3tBmstwdaoWyCVY4hCJCc4ApWrk2+igg/5HRg827dvaO/e4vwBk8uHvY+oqUAqfMwVTFkPKmbVWR97DJaFqVLyrM25ajGt0MbkpnWSwoZ6soZoVh6Oea3RUecnjXv5Of1veh71YpmUU0WoXU3nPd/61nf4Qz/6o7ze7vnaRx/zv/6nX8NYw/XVJW/v7jk7P2e77zg7OyNKxC5Au44QFOtqIj2aVZUrW+EHnyq38nun3qfEeWNwGCypz5KHFHYSAyE1AKyrBcTAatXQ+QPGrqjqirqKNE3DYr2g3Q+8efsWJ2DP1pxbx+12g6sraucwYqmsxdULUI9X2Hcdr+5vqRdABbv9PatFzcX6A2qW3C9uePnpXWprwRprBmII+FDUoAGjueqq5N4VZ7qsA9nxGA0eOQRZck/yRIpJrTZyrHD9u21fboAiTB58mcRGpoZEMjPgOdQzhVEKKBBKRccRdT439DLlusQjnXZl3i0WSlx+MsYQx5j9KcCZ7I4eMRNlG2n5YidnYCjdaoINc0an0ORSDP2J5ztnjIoBOxJqK2OmE/szLhKzsTu+0AJWmIyoTEZ93F0lVyNN4ZYpyXh2/cUFmj2LckjJhrYYvZFWH0FEFh07ut9ycMbyxPHPMWeViKIkOh6m7xXDoznPQvVdQDsHgEdj/J7tlN146Bjl8xEknoK1E5binZ8zMD6ed6cgaAqVATm8NGOVQsix+7zGZBbxtO2C5Gc6gsL5dVDCVYxzdcx3ylLghdHJDxJBs9x3hWrMZdcKYrDi8kEVS6oiSWXJAlaorEOHnspVGJLqrBqHMTUaAt3Bo8ESQmDf72iBXdezXl/Q1EueXDzi7OoK11T4oQWJ7DYbtpu3xO5Au9um6xNBsWDLWBRHoDyvdMcxAFisE5wRlAXr1TUhKIf2BlvBEDpC7Bl8n6pgTC7LoczJNNedBMQEVCIqAyJCsxTqSGJw8qJnbCoH9jHgfUcILSrQao9UBnFL+r3ih8DVxSWr5RJF6AePczViFZGUQ+BjTnAm9+Qhst1t+eL1K9r2gFFPjH0Oj8Iw9LlixyFS5S7h5P6+gElhNR3/WvLSSlopee1KQDrk+zfkME9R/y6hSMmd0TXluGnRAsEmQTwRogqrpuHF9TX7ruezN69Ymppvff6Sy4tLfuk3foP9MPDR9RMOXc963aBRcTYgxtJ2B2pjiHUFYUjVb85h0azGmnKHRBWxwiAVTmFR1ez6jsbVNLVj3+6IqiyqxFZFB3XlcPWKoAraUztL27c0jUMEnlzXfDU85j/+xrepxWEqYX840GShOVWhqRf4oUNEOAwti7qhHwLPH18hovSd5/J8QXMOLRvu376l7Xtevwm0O5fEFl3AVhXGJs2d1AQ1Qsz5JZJWQ3TSNCFX5GnMC1TOI4plDR5ZF5PXacv/rhgUZcIHkw1KC9lkGfVocZ97l5InNiMLoEz54mnfWAxznDy7kh1eFtb0wuRywtEal8/NWO3wjhdd7D1k3YNjo1OSJSc4cAI2mH0/G/UC1kpo4CFDJiM4kRGQlITSh8aYmJOET7yZ8bizcuUyK0fcVj4bgcos5JaBoc7GoYzfPAeoMElRIyZmmjUn4gWNOLFojIkWzgt7ec4xJjGpOMIxGYGeUkpvNQOUwk4VEDWdf2QjZg0by3XOgcX855KgW/Y7fQ5l//k+D4WE5vlID4VQgGN24/R5j+ebJNPT/hPnNPeARq+HmHvEzJ51OYfOS60fYBc5LlGebwX8JT2UCVyna03hMyMGZ2uiDtnWR4xUSY00BKJEotjkrYliXcrx8MHjLFnsTRFqLJYoEHVgCDUxVnR9ZLPzUFU8unrCcrlmYRoWyxX1osbVhsXiDO8H6qZhs7lnu93mcbP4EDKQSqA1hOQZl9LKAoYVQY1BrOPJkw94/Oxjtjd7uvaAc3BoW0QCISQNlaZe0nXDBMrGuRPADETxyZ1xqcpDJTE1jQXvO5rGYUySvn/56oahF7reY6qGiOVr3/hRLi6v2NxuCX2gqhuqRYOKMHhP1SRBNEglzDHnD6iC0eT1v3n5BXc3NxiJOElJkomxcTjjQFxiYSIQMiCRlPyKcYhY8Cmp1efxctZhxBANSVyN4mQAYrIswjR3NKvplrSwBKTTwUz+WURoFg2r9YrQdnz2xWv2fYsonF+siSFyd3vPoJG2PSRADkk3pa5YDAYrlv4QqB30KqyqNYfDAaueZlGlBPshUEnSOLFicc5hjdBUjkDK2RCjLBcLRAMXyyX7rivwk9DvibaiXjTUJPBmJbJeP8JVlo8+fM6nn96w6wdcnaqA2rZlVdcMPjAMPX2IeFUumopVJbhmzX3bcnm25up8zbpxLGvDoe75bOO5O2y4vRMOG2XwPc2ZYblOcgljWFsE6ywxSmpemUPbQRMPUgLxeVciMeWUaXmT0xyOuR4VUlXqD7J9qQHKuM0NnAqimao/9fQpC7hO+8+p7pnRPx1GlaxtKPNP5egUI+NBMboT4zBnEhLwSSWYBVyMi//vdqszIzj6pXOvdQ5UTr43/czo6c1DQQ+cjHK7OvlAx+NXmKkMpI6uY3a95b7n1yInYLAAh5EVK4xE3scwhQ0KHCUvouQus+VtSZhy8qeCpkz5IwZlNMiZccvJgCMTkCoVx/uKM3GseWXQKUh5KKT2DlOS9XvKcU57SBUBvvfldaTPy7lOxpnTeXT8l+M5nH6es4cjMJZE95dXZM6QTCAlJhn8B+bP1BcoLWyjTMrRPJhdc5k7I2h1OGvwoWXwAWscYisUj4qn1WRExYKRADqAUbwKag0+hpw/JYhZ4Oozul4IYujF45bpmpwoiwrWa0uzgNWFUjep2VkY6jQPxOAI7O6V/c5jTJW6tsaUcxFNTYyMOigUw2kNlbFcPX7O4+cfEAV2/Y6h2zH0fZ5LSlXVRPX4mFgS69zYE2psAGqyyFdm+SpXJeMfUofp5RL6YUt/6NjvB/a7AePOsLbGSc1XPviIj548Y7Fcc71coWLBVIir6YNS5+YtNkasSeXC1hh874FIHDq6/Yabt68RNJWaxgGVVI1llVRdJJJKhEnjpjk8FxS8xFztJVSmSh3DxxmQ2bAgo4dTQq45y2l0wJSYdFGK/6MyridTwjrs9ge6rscag8tVTOvlgtViAc4gQWjfbqmd5XK14tM3n/Fo+RR84KPrJ3z69obl+jyBYt1zdnaBBqWNLRhlXS040GGIDGJQEerKUjmHamC9XuGMRb2n04FooGoc53VN2+6JcaBaLegHz+X6iroStvstIrAfFLftqS4avvrVT/jVb36X2rkEeocBIxa1qZpnYRy7rk2J0AZ8t6cNgvee9fKa1foSUwm1dDxeP+ft2z3DYYDgCH1Hu0/h0GZhRzZcbAZ6RpCQVnivjOKBqI55T8mBl1HJfB4uN7m5aWFPf5DtSw1QBKYyYzle6MpAIcnohBjeGaBxiZ6Bg9Ec6szw5M9K+a1qxMwX/fGfRE9PBrSASRn/PubASKKnTxsAFoBRVGrHO80TQaaLY1L2TNeUwiXMXtoJYBTCZBo4OTEIU2iolHkeOcXz71OMTGk2N/OCzXsmoaTYZAEfEzNQLs5MY5Une2K6smomZEOYx6rA9vz4NIs5lZybWACKSq4mIJcRg89GRcaxm/fPySBEpwqCwoacgo9RDfWUWYjxWDiuHFqna58qik6gxIx9eSjkM32W2I/pFCe5UOMDyZ8xzefpXHPQM4V3RrAExCw7PwdaOt7DA8Dm5G+UhYrElsyTi+E4vDjN93SPIaRuv0keH7xPiZfITEEZBU0aJoZ6TKpNTFdEbAPSUElDEIcfegYRbFMjYQeA9zs22xbrHlE3Bj8sqOsFVbPAWSX0AW0C9fUClYbPXv86zjkUQwgmz6+Kvh+S3LdO12W8cH7+hMfXX6WpF2w3t8TQ44PHDyFXTyXAKjEmyXeb+qQoWcI+oXAqSYq6qcmiYt2AdQEnjqHteP3yMw6HHZVdICxYmnM8DR7lww+/yscffR1nG0KvGJdLb41DnEMNRDFU1oIfCCHSNAtCDKgtAmRK1/Xc3t5RuRLSlVRppBZjbU5wT6yOweDzc40hjJo2wShSWQbvU0ky6dkGn5KhC7ibLaOp71de1yUv/FPIO697xWErv2uaB14VcRakYdk0LOolnfdcri7Z3m0Y+oHr62tebe5Zr86oNc2P7dBhK8swhNRzaEiic9iIdYltUFGcgxg8dVPT+YCpHGerBfu+Q1R4ev2Eu+0Gv71FSMDFOMti0XDYDRw6n0X8BtQ21KsFvjvw+euXNM1zVmpQY/jqV77Omy9eEaOnN0Ig9cTxqixdzXVd0w09nVeuzi5YqPDy5iWv72BrNiwuK5qVT2rEw5paB1oZiEHp9i3WmfxfGvf0vqZxNTbJ8ktmQSQmAcUU/jGURokZh4wGc+yZlDujn5Cpv+v2pQYopzTBsZc5hUdiyfiSd2n0McfqZBsX2bIgzzz7eeLpu3T77K1KB5oAy7h4F8Ny7FkXSDMq1pbLnjEv03I/3bNIRqlMOQfvJmme+MyzMRCmD4vnPDecpzkFD4Z55mP20PdOxit5WRMAG8EUoEYoaeOFYRIEq4KflayNrEYoA2XGCpyoyUtTis5JAfppsS2iXKM2bOaKR4Cr0znSz5MhDSEcgZQ5o1Du7TRcNgc3yfNI+xqTO7VGPWJlHgI4898nnZn5BC4zKI9lXij05BjHYaRjjHT8nCTpW5RzjxORzCqk8M3JdDi53mn85vHn0/l5ND5MLI/P0vCuqhEJ05xRSsg7gbVZrDeEARGHlYZq8RjqNYLQ9luc7KmrdF/WgTGO3nvEGPbbe3zf0TZ3xKvHrC+ucW6JiKGqLN5ZVldPWVze8Orl51grGFMTAnSdgtTp2YeAdSlRf9FYLq8eUy3OwRmiVQZ29LpHXRoHl8ttjQpWUwlyiCVsklgJVxtEHJLVbysn1BV0hy1vv3jL3eu3tH3Hcn2BLBzGVpiqQbXh+YsP+OQrX6NpVoQhJBExV+Wk0qzHkbqCIgrW2ZTgG0LSi4kD+Eh/OHDz9iXO9rgqJb5qBmKp4aEZq5mkJLBjUE1zvEaybg0oPWoBU4MIwQeij0miPuP2MdQoZNcv6+To5ECl9zXRp6VyUPJ8M5q+56qas/Uaax31omHbtjx79BQdlLYbSPnwhpvtjo9ePMc2Kbfj5ZtXPH78DOk6Dm0HmqpmrDRsshMJgco6DtFT2ZT8WruKSGS9bDi0npbIvu9ZLGr64FO4RCPLZkHXtvjoCRo4q5+w6Q4sVwvag0LseHt7w4effI3H5px2p7x6+SlWI3VVIQjLxZJ9e6CqLE3tcNGx7wfcoeVrH39EoONme8uldfQ2UEvEuhp8w/12x74dOLQtKgNd7dNxFrkyLicdSwYaioDNbGr2hFO7spj7kGnK+cl9KQTNBIKAJBFDMe9ZLN6zfbkBymwbAzcyX/wKAiQLJeW/zoFFThB5Jwwh0wtSuBnNJ9CM1otRHUMSZGM/nif9mzLOZ4akUMD5ytOfZqGNDK7mtmc0PZllmRiIfM6CWmf3X0BP8aY1X0cx8FZklCguLA/lWmesUrmISegrq9zmENVD+QfTg0ljZLKBO2IDRjd/AoPJS5quZb6NY5FOmmKeMY7GMiVL6ji+qRx/FpIgdTtNC3+6lqCM9yqjVS/zYWJswFJyAeZsQmEATkHa6ZjMAUvZJ5XnxvF6C+CZhu7hip/5PiOO5njupb/Ngcjx/D7dHgpHHbdTmBamhx73KUCbrldHtifO8rjm+5wCveKCxZgl1cWmZFM1OJsMUQgRV1f0Q0cMIeWm4NHYIyYxLZVtUDEM/oAMA2HY4uI9VU4C9R4qGirnGHQgBoMOHYcBDpvXnF085vLRc5brR9hmhZEadcLXv/ENvnj9mm7wyThKUmK1xuXE4iqFo4xydbHg6ePrVGmBsttuOBzuUxtbl4CVcbl5oAWjAYdDiBhnEZuaJ0btsc5ROUtdLegPG159+oZut0VipGoa1NX0VKhrMFWDuIqz6pKvfvX30CzqVM5flSRcS+mdEoaQJOjtlBBubKb6jWElK7yx7O/e8Prld7B2SK0RsCQT4tLsKPopmh0lJAGgPDNFBasKovioWGPRmCrFYh8JQ2Ts55RVpy2Fl5axFxkZvCfxPi35xJSw/hhullyaLklozcZAF3oWtqGpKl6/fcO+O6SEVKB2C262B8TWnFcLwHB2ccnu7pbtdoczDvGpq+/Zasnm0BIRFlVNaPc456mrBlVPUMvV+pzgNyyc42K5xNnI4e6GzkNjFS+Rs/ML7u9viRIZYs8wRNaked44pfee/+VXf40f//1/mMHf45xh6HosJO2Y6ImDR2KgqRZUxqDeMwwDb25f8eHjR9Qb2A43VN7gO7i53fE7v73Bt6AhtWdAYTgEhkWgdhW4NG4pcd5A6TwuoMbgveR+XEl3KC0KFiQiJgFGo6BmslOmLCI/wPalBihzb35kGuaUc/78IRG2+YJ9miOAzLtq6tHCr8qYUGmYDP4UVhnPnI5lUifV/MURaIxGbXYdBRio6Ozayr1mjz6fZMxBKXZcJ2+4GPAjY6Q5l1XIqFYpTHRePdJx4ty4TqBPiyGX0YRnL30OyGbAL0TUyGzsjq1aeS7j/Y0fa24Md3zccQQkjWfIoZiSYR4w+MJCZOSuMSuWjk3sUuw65W7kI47nLcxGyTMx81ubsRvxQbAxvy+YQMSpim3M4SWYQNscWL6PQXl37s4B1MQ+lb/O+ZvvxcSc5pTM93kntDQyP9Mz1YIHZwzIFOqZrkgx4+W+D9AeARf0KPyTcjsiddXgnBDCgLEGEwTIwlKqBB8Ss2Edxgr7zWtwgsNjYktlDujQsV4u2fct7e4OFUsUQxSDsRVnZxe4esF2/5Zdu+fi0Y7HLz7GuBVYw9n5OV/7+jf4tV/91cTwWJh0TJOWTNTIoqp58fgpa1fjbMUwHKDzVBFwQrA5KVM9GpVFvUhsoOmxJuIsiFUWTWrE1ncth7s9r7f3dO0Wq0pVCdKs6PqaerHAmoZgF/RiMbbmo699hWa9JMaQE8vzIwk5v0WS82bFJscramYw89TM4cqqrjm/vOTxk2d88ea7iBUMFkWIwQCOUpyQlokI4kCrEXzHoGPYwJoFMYakRArJyI15DLmAAUaPXUhaMmpAxWDEpvcn5xiV7ulIHIsADFmNXTwYg1c4d0s+ef6YN7df4EPHsqlYuhX90FEtzmkEbBDudtsECLFsN1vWzRJVAR8I3lOdLakj1E2dGhLuQGPSTAkSqazDKKzXS7r2luWiYedhyBozTy9rBgk8vnjGdneHRsO23+GocK6mOb9gWcFBHZ+/vmXZWO4kUC0b+q5jUTlqV6GqnC+b3BoggWWxFRcX5yA9UTwfv3jKzd5wkD339x3bjXLYBnabgRHBqWHoB4a2JlQ6A4IgsbzTZsb8grGpWITI2B8qezGjQy4oRiKx6B09UIjxvbYvNUCZGz3zzl/SVsokS17F6bdl/q/qsXfKBBpgWohHwzh6iMXjywY8n2YUOhvPN3kZc0A096glGyw1JZw0GYQxL+HkRt+J+0/4YjTCaR5KrlyaoymZ9kNGZuEhIzIarXLtMpmqEn4qx5WSCzAO8DEgfGgbw0vkfJX8FMpxo8xyIGKa7FFhCErQJLsc4+SFSVaHTRorGf3n8Yqz8FIJJ5TkuvRzUt6ceOTZWM6B2AOg9+ie5s9fpzBO6muSAenJPvNcjlPQMIWPEjMxD9GMFWnTgL67yfHf3w1RTtcwjRHjuM8/n791D4GptGXpa/I7M37/+H7mYbMCgN9hk0hlrCEwfs+5CrDJowt1amtvLNr3qD2wWtZ4E1EfiNFnjxyiH3h0ecHt3T27Q0dE8MYSh5a+vcdUjsvrF6zX5/h+w83Lb3H57GPUpO7AHzz/hO9++xX3m9e5GklBAk1lMBEkep5eXHN+fUHn0nxq9579NhKHJnGQJjLEgaqqEXzW1VBEU3deGxXftvRDy267oWv3oBFXWRZ1jVrJBnxJzTliK4KxDArqHB9/9atcPL5EzQBAtGFkLoMxqVdfjOAjVVXl0AkJqJfco/wehxipL64w6wvs9i41b8RjbOpYHDXVqxTMnaZaDj9TWI1czqglNGiS5DuSckyYNKEMOcdDI7GUv2cvzJipc3nuk5DUSu3cddKxLNk6C+K5WJ3z9Y+/xmcvPyOQVFplgKpa0O92DP2e5bLGUtFaeHr9nM32jm9/9gU//sPfoB8CLV1eBwLnq4bWD1RGaeoKK0rd1IhJJcbWDgz9nvPVWcq1aQ231lI5Yb1qiFYJfoOPHa5q6LoDj6+W+MM9zaKiqg2CQ2gZug2h7aiMxVnL5fka3w+EGLler/lit+F8vcI6x2HwLGqHiOGu26FV4OnTJ3x284Y3X7yl7yO1cezY0w1lLYnEIPTtQN+kSqtSYYdMTrMxlkjElLlqciUVQiK08hokqdFh6nSflJ41KF79w+vSe7YvOUBhCjvklXqk3GXmKeosHMFkUEaRrtmiPdHZ8s5Ajp+NGeaT/Spg/qHRl3wesdnkanmO73q24zlmQLMY7nH/rMSZyuvMCFgUxgoxlSlcNMcIOg7aZMw0g5bMD8wuqHw7sw+nXvYIPHQEFNOYzziQGSA7pffHnUcjV64jLaZHtKAWBcPxK6mMOKSGYDGkHiU66+VBUScljlUkOmcu5s9Z5oZ4KqPl5FmV+9TsLZYDPBQamQOAo7/FklB2GlqZzjM11juu8BFJtGzCOGYawvFhvp8xGW9gdvzTzwtYKOBtDk7K9j4A9Q64LWM8zoGptHj+vaOw5OzY8zEWyLoYghgdpcURRhG4SlJ314vzS5xL1L5RBSP0ztLXjsEHovdY6Tm7uKANNxhN5dTWCi4qBOX28095rS+5eHTN5dUVu9uB9eUzrFyzWtf80I/+Pv7H/+kONZHaCM65pIURkwd9tlpR1wtMXROC5/b+NT5uELNHQ8CoTVk5wwEjij8MVAaGCLvuQOhbfN/isoz+crlIQmrGoOIw1YLBg9iG4BpUDSGkjs8ff/A1Pnr+CcSkpDvWuMQSOhOMOFxd4Yekwis6Z7BIpfvejxVjUjeIrBh6R13ZDDQ8SJX0aWbTMDG4qedOeZ7Wlmds6H1KPE25YEDOVTFEoiixKE6bEuRJrGCuC0OJyY3PTKeIYjSHh8vyluddJOCMcH6x5tuff5folRePntINPcZKCtUJRH9gvVyx2x+o1jXrSvjWy9d07ZbBd3xx+5oPLh/hFmsqI9SV8Haz4fnFmvOm5hA77g73vLh8wrMnj1OlVvBYa3h0dcX5IfKdVy9xtknluMD6fMnl+RVD32OjUhtLf2ipLs8I8cD+7p6mXnC361FrafuBqq65WK+4jfcs7IrzizP2Elitl6yXDUEjGz8gUTh0ke1+zyCB3d5DsLx+fYMTi3UWCWFU5UCFMPQMQ41zKak1xjyeJtuhmT6WEUmsluYDaMy9lAQjEaxgilgbigblnY6fv8v2pQco802ZlTZmAzaZG82sRK4SKYYDJhcUJu+2GDMKVT3tM6/SOAI0oyf+Ltsw5ZckA/Kur81sv8mozb3p+T7lisqiP4KU8V5ktL2jJgnC1GSreLQFdM3+dkrRwIPXUUreRTOVmk/7ELsw/3f+2ek9Fa/9ITbCGk15AkVfQmKixyWV00VfuunOu+qWxNcJlE2NFs34jEw2cOEofJO+PxrN6ZOJtZDCuMyesx6XGb9bAWRGFqd0MS7hvDlged+4Q5rnJotDJZ0akpx4mT8xEh8Ag3O2bvxdmCF9ju5tml85lDkDYfNQV1mE8tUh2BHcxQwQTu+tfO8dRk1SDkRVO3xIoQmNMSc/kpKLco6CSOoe3bgFw+Dpu0Mah+yHOxKjoeKIJuCtB1I449APXK7WPH/xIa+/eEs39FixNMYiMWBdxBPZb15xe/tdjG14/uHX+fj3/ATV6jGPXzzi6Ucf8vrNS5yCaAImqqn0c3W+pqoXiDq296/Zbd8wDPeIbpI0fC+gns1uQyVA9FgnHILHuWSMTZXmpK0qgqkIGNAFxq4YvKGq1xyCT+xBTvb85OOv8dGLT7BeEHHJcVNFfUBDZBh6bFVl0bfRM4NxnidnrzhpIVdP1dUZT65fcPPyM4LvklMWa5QUggJmXbbTOhhiWQtkLK0HcLYCDMv1CufeJqY7s4FGFTTkthMFgc7aMKgyqcn68qjLjErnGp2dUtknfPH2DU4qFtWKfd/hxPDm/o6L80uGrsNZeHL9mP/1V36LZ8sa3w+4agViubk/0HrPm+2G6ydX4AYaV9GI0GvgEPrcC2egH/a0fkVVN6xWA8bAar1kE/YIEZGIaot4x+A9/TBg44B1S+7u96yXK17dbPl9X/mAm7vfoAqGl5/f8fTRowR+6wbnKpxNZfc9gY+ePaNaOFbLBWhkVZ2xvb8j0qQWB14JvXLWrDhfrbjbbfBxwJjszEWXxz+k/j7OYY0SAokdzIKJZV1NITgdGU9KWE5IQnZiRrkPg6Yu0YCxxU5+f9v/JgBKjKXslxSj1NnAHe04S2odgcXMDUNH5mGWXkvpyjr3BuB4AWfE+MfGeb4dg8cEFsrPabGVAmXzmVMCmRm9/HJlM6++TIrsOU8O68wbL0616pEhKpNKNeV0pDKwYtDLV9+PeE/H9wjs6cnneWZPd5dHXIt/NO2WAPuEforhNsZiVScGJfeMLUhs6g1RQimTUSwAUeeLcL6OmBmNudf+EECa33l5VHMA8BATMO+mPB1XKdUvpRpnDk5Ot4fmkjGThk55tkVUUFXH8Nv8egq7OA+dlPs5vbf57xOImMDJ/NqOxnicYxMDIxIn1qoc9QSonNwwUQfqhdDgECP4gbQ4i0VDwDoBE6kqQ1Mvib5hP7QE7Yjesx86zs7WgEvlmwgESyMNlRWwQifK3d6DBExV0yAJ2GVQBEnGvLKGpaS29y4KL7/161x/FFlfPOXFiyvu3n5OowYk4EzE24itlGa9ICJo6Nntbhm6e/z+QBwGkIHt/T1v797ifcflxYrr60siQrVIOTSpuWeDMUnOXm0NCNFbxDRYccRoqMyCLnqMGK6uH/Hs2WOsCaCpKR19qo6JJCExEy2+T1LsSVTMQEjhmRQTLe8KSMzzJRq0h4Wt0L4l5VGu8B68dKjxKIq1lrKWilSY6KaWCLlyLuRzvHjxAucqRL6T83MDUVMjQck5cVocv9FpSsYyv7lTc89xfkq+/sw+SgLuMSrDMNAsljSLmv2wQz1UVZXzmYRmvWLrI9vdjt9TfcC269kdWnxUdl2f8oii0g2Bx+dralOxXCxpuxbrLM4t0b7FOGG32zHEyNVqwWqx5vXtDRIDdZ0DXsGmJF61LCpHpGOxXrDd3eEG5TDA+vKa5WrF67sNb7/4jA+vn1BVjhj2HPqaqrE0xhHUYCpLs2zY47larbhrd1BZrApCTQyRfd9xv9uBKrV1RJO6gkcgBkU1ST34YWAYUj6WdTkXTyPjOitxZLIyjc8YvotJk6cofgc0zb2QwM573/n3bF9ugJIXTjMqxx4PQDFID3luBcAku1kWzpKEmv5nNGHFqOhkTGDyQo9YC941bsVLP/773Jhx9O+I/kcjL9OHJOMzarKcDElhYEZ4MnrOs3yBd675+Mdjb/9ho33EhpRx4vRQEygYx2Ec6nzcEWRNMtcTgChgpgAam6hcmcp0C42c/o0nL4Ay/1WLEc/nKKGYh5RcHwpJjTf7u2xzVqAAgmO24V1QcxxuOWYY5vtO+4zL8Yydm41xAWQnCb1zRudoEzm6t1O2awzzzObIfL/p3/L5BJ5EU3JmAZCnIat3zqOJrq+z6IXEVIprJGJMhEZSfxATiXi64AnGw5mhbhYMe8dw6Nm1KWmybhwxtmPrhyTGYHCGJDEumhNuk9CWx+CkxuYFYmFrzs/OWZ2fs9ns+Xf/+n/kaz/a8sN/+Kd4enHNb6qguWvxEBTB8OTp85REyMB+f88Xr77D7evvMOxvaXevs0eZqx5qy5vtPdV5w8X6AqcVqFBXDUbcKArn4xKiQPDEaIGI2CQMZ63jyePHfPzJx1jrCKq5J1EyGqUFhI8Z/FATg+DJ/ZFy3zIxipFwBKy9HxAx+Pt73nzxLayLVJWA9ohmA5YT4o+drOOVwdjUIbhpFnzw4itcXl7hc78kYxJDElSIIuQMtqP1du44au7tM56j7CeZgcnrJMgY0kJTV+MQPN3QpzE2wm67xbmGs/UF212PrQzPnj/jP/zab3N7e5sTUg2yWvH06opd29IfemRh8eRcKAOVNRyCMkQl9h0aB7DC4vIxv/XNT3nx6IrKJdl3H6DTAesh+IEuKFfn5yz6HUjqONX1glRr+v411eqM3u8xpgLf0cVI5ZJqsHE1Ymusq6gwLJsaI0pbVUQZiBLZtC2dP7Dtd0QT6X0PImOYJhqSkKVC0IHBC2YAJOWyIAIBrIlgiiue18usKRWJiDEYjWgoe6T8IjWaeg8VyY/vc/tyAxQpLwVwZNCm7Z2GZWVS63wRLh7tDKqMgbkpDn/0spQFOvOOY7BEj43JdKkzzzr9wOz0GduMTakTu5EnEFpCHzrJys+p/5lxyKTDBM6Yfh6vu9zD6JmQa/opiO2dxnBz8a75nT1o6PJewnysTfZqJg+9iDGlKEM+8glIMuMgSSpLlIhK8sZi1kwQlbGnyzHIKFf88LWeAq/fnTnJ32M2hmUxnB3rQfbsCNxNInzl7wnEBGJUrDXf81qOzsU0H9Lwpd/fAQP5mk/B0zFAzQD7iNE62X/mBJyGnxJDk+5vVJjUZGhUU6hizuSEkak4BicKOFMh0ZJErUiLooC3oJpk5iX3ConRoybg6hXGrFg1C/b1Do09u82GEG0y9kbxMfXiUSPIwqJD8vxVIrVbpGoII1jrWDZrVqtz1otVahA3BKwXfvy/+knOLh/T77f0G+VssSaGPe3hwGq95vmzZ1xdXxHU47vA/evPePnt36DfvcWZiHELxKYM7qgGHz3N4oztduDjT56wWtRYW9OsLugH5fZuT3fo8drQeQV1VJVLgGMIrM4anj5/xvWjR1QVIAGMQYfAoJpyNQKJkcFijGPI4l8aQuopI0r0HnQg+oEQfBJnU89mu+Pu9i7lpMQWU1lCXj9NBTbWiNj8/NJcDt5jbBKzQwLE1Cn56uoR6/U5lxdXKWcnT0GxqeOxREOQ0v+nhAimxOni8edJPQIUiWUqz5ygsgJFHaXwBz/Q9x3GWc6WF3RtC5J0cZx1bO7uWK1XrK8e0YffBIksmgb1gbPVAmMiXei5NA3tvsW3e0Q8UT2tH+i6jq5doBJwrubiasXjJxdcvFqw2/dED70/cH12ydAP9ENL4yyHNtDu7hMTES2NrfjV3/gmQxiIxrI/dNzc3rLZ7jAolw5cVTGEyMoq62VD23su10vuu4GqqRiGPdSGL96+wdqKpqmTOFy7p1rY1PwxpLF1Rhkk4EOGlhpzc9WAzHpmpVc6v+/oEWtNtoKqmt7XSArzaNpbSt7FD7B9qQFKydd+n+fH6c/Zi5O8eE4L7axyZwQL6TtJvyi9EpHJKyw0+higmBnDhxgbmMCJwjvNAUvCaVFELYZby0JfvASZMkfeqUoa9x0HaAwr6ezaRqORs85MBnpjvoEc5wUUkCeQS4cZjV055ggKZPyfPITzsTgxuJqrBOPMW5pd+xxuioBYg4mKIeUjSF6YSkM1ycJJqjpLvjsZZ6bpcsS2nQCG+c5HzBvTAabvPAyC5sZ9ftBixOehk1ICqqPnOfvGjKV4J4eDd6/7iP3Ke8V8ntHLPRqbCeTmi3jn+kdwwvfaymI0fU/13Ts6AiN5vyM2UjUlivo0LhUCWdpcclVQZQT1fVYiTb0+hq5Pc1k8UTpcozRxxdBB3x1wlUOMBZves2EIRDW5g+6AcxXrxYLLqzNcbanrFa45S/L6AXRQrtfnXNtUceP7ARP3LGvlfusxBj768AWPHz8mxEjfH7jf3PPt3/pVtN2wdiQdHusw0SYGKCgSDQ6HxfHhsw8ZdEBcg0rF5m7D280epUpOinEYY+i8p65qnj9/yocfPaeuCvubwLt6nwCFxtTTCCGKQaQixpRP5H2bSkCDhzjg+xbfH4hhYH840HUdfd8nI2UMg0aCKFQ1ShFAjIhUIEmaP4RADOBjagMoYri4uGC5WHBxccF6vQY19H2qEnLOIgLWTvk2JFiTQBB5nRMp7k123pIQW/l9PsNKDt30rqbO5ZjIvt3io7Jya4JPVUt9CJwtGsLg0Rg4P7/E46iNwRjwXvFAs1zS9ge2my1PzyzdYY8jd/8N0McOjOCjUlXKalETmiWf337OV7/6Ib/1O5/i+wPGOvr+QIOlH3oGawlGuGgMVXPOzd2eMHRshp7laoFF2bQtn7+9RzSyWBhwDWoMK9cQxNP5DiRVU1WVY7PfchgOrJdLEHh7f4OaCjEmVWzhqVFisAQfcpfpgFVBsWNTxpjBSn69CaRwWcJ7uWIyr/nj6m2SfYuEFDqKxdYYsO4dM/C9ti81QClbSYQq2ylbUViG0hjuNJH41JMuCa/f3+JfvlGM8nEzuaNOwRR25HilL+GmMfyQTnS0qIvI7MUrbNHoIzD+YaIkxj+d3mu5EkOOPUr2subnm7EZIpJyNJCsKzC7pnK8o0l3PG6nhvrI854RJ7PA1NGhZpecFieTvWc5zn+YMygF3J0miSLfm+H43ViU/IhOGJPj45yGiuZzZjzGeIpc0qsBpDBXE8s0/95p7tP8nsZRnwGKpFtSXEsZ59m0W57nIkejXtiWd9Vw+Z6Lyxgyy6CEGSt3eu/p33e1Yso7O0RlN6RkSBcBySWLYaB2glqDUZOfR7JuQXuC3GJrxdVC9A5TrWjqBUM0+KEfzydBMSqYoDiExjYpn6EdqDSHlw49sd9hpSJGGAaPSqTrb7nf39APkbaNnK8afFtj6wVnriFsD4gRdve3fP7Zb7Pbv8XVgeh7RHKuhwjE3HlYFR8CzWKB94o9O2d5ec1nn73m9eZALxVGGlBLDBEfPBdnl3zlqx9zfnmBFTuybyIkWXlNyY9BI0ZC8pTFoSg+DBhjqNUTfU8YerrDht32PiUah5CUbHOlmTGGKMIQI9EJIqmCJ5Xi52aAAUzlaNyCxWLBomk4W61ZuAWuqkdFYmstqGGxcAyDLwsi4sBUBoIivuTn5fLj3IhVMDkJFyRX9yQnMnnnEQsaEDl9h/N6QGTwPVYq+u5A6D0CLKsFddXQZkXVprnizRevIQ5cry+52W+4XK9YugWv7u/xh459O7Brd5wvG7pdT6GjBcVJTLk+zjCI4f7mjv/yv/gGnwyet5++ZIgxh9k8266FruPZ1RVf/+A5r27eEDep+/Vu33PoblhUdQoddXvWyyWPr6+5ubvn93z0Advtntoo++2Garng7d2Gjz/8GBcc93d7goHFasUXdzdcNAs2FTgxYGrEZMVtH+k68DGr6hqDcw7n7MhiBU3vn2RRtohM4CU7pIakBiSVYCVSqSVWhr7LlVmDpGaSP8D2pQYoZY0tRmPOZJx6bAKj9PFkvUtFy3E53BEz8B5vthhBRoOVjWB+4WZfSC8Rs2MV4DTS8XH0UEvWepFtTvdo8kTIjMi47s8sd7mtbPSnEEAZl8kqFiZEBQh6xLyMtH+heiQbjREA5NEd73NiP6aHcsJEzJ/DHATmL2iOaUouCyp5vBaZJcTOQAhkcFIMeIphawwnYODdHJpy9qNrLs96ZiRH8PTuXRwBkvfd6+lnpwDoCBQbIYap906pongfGJiDE4VZa4Q5kiuXXwTn0jHHeTsC0BNwk+fCQ+GvqRDqXWdgChfNSrznfJBO4zb9ewziju4xKmHIHXW9jrIBMYC3imFA1OMkJXpGCdiqJvqICxETM7tWeawbMBKTVoWriT7Q1HXqmut9Mnaaj6MhhYH6wDAog99yOHR4H8F3aOiJBNSBrWrOzhaoWyLmjPawox32OB/ZbW+5efM5+81NyumwFeSu26pKjVKJMihgGw6x5+LRY+LlFeuzBR7h5RdvaENEzYKIw4jgasPTJ9d89MELVkuHYUgVbMFgrCOEQAi5Ks04QrCp86yJGBNQPEF7lroEH9lt7mm7DYfDHao9wViCqYg4iLnMVE3Sl9EaiYYokT4GbOVQ9VysL7k4O2O9PsM5R1PXxJiAnwtJCyo6Sx99XpMiub30mAxvrcn/edRntk/Sm4oW0cIMVMy0VhpAjMvibilRc0zIjgWYpHmupMqSqB7UYawSBk+9uqT3gYWN9D5yfnXJvjuwWDTchz21dez2e9bNGZWtCTZydnbFy5svuDy7ol5YhsOeCkGtEn0AV1HXFdvtPe1uoO0iq2bF9dPH3N9taI2w3fZ0gHQtw9Dz65+/4fHVObY5EPcdqHK/3fPs/DyB6+hTefN6Sbh5w/5wwMiAE5uSgL2ni56Xb7/gKx99le/cvuYQPLt2T5DAgGd1VrPfe6TKZeEiaIjY2tJXEdtFxEhSbLYAAZ3Zn1TencBjyQNM/Zck6VTZgKsyWSI1EmtWTc2hC3T7gbqqH17U3rN9qQFKoUJOjWNJ+Jov8CPomHYbDbgy5Tq8451ybFTm5ythkaloYQIHo/eeKeviVaaSyWMW4TSWL7PrI3voScioNInjnQWdo++QJ9Px/R6xA5Imlskv/tH583WX3IECDE7H75QpSZ9Pbvb72AjV3AyxJIZqCRvp5NGXsdGcHyOkBCxMFmCScbFKw5TCO8djcTIus/Mjx6BhGs90/e8b3zm78b5tHr44ZVRSebqd2AnRVEKbDxpjHDV7jq73gfE8ZmXm8zUiuHzeAhh0AiDl+cz1dB54wPNGluO8mp17/l6U/JMUk07zNubQHbPrj7mSjvE942isplChZZAqGVzvp+8j2GycJILV1FMnWk9VVVhjqIzB4nGSBNmi+qxHUdH3Pqu6ptup6zpVh1mDDznx0EWC+rF7cNUYVANGFkRJOhPY5MH3vSF0AeKBphrY33/GbvuW7d0biANWEksSokvsagZw0QSGGJIYoBjEW/6LH/kvuVxeY6Rh6AfQGmsMfQxEjVxfXfHRhx/y+OIyeaJDIPghJ5YyervOpfwUI4LDEfpIjAOBmHNfOjZdx26zYXN/i7EkkByrJK6VRXHFGIwYYkg5XkYlKctay6KqWZyvefHBC5auAU3SC977DEZThYrJjz9qpHIVQSPD4JFoaCrHoW2JIdAsDXVtCN7ivUdD0UUpDrrJir1MIN7kZNpcRWIsCGYSkBQFiUfq0OX7KPRDj0Zlt9tztjxjeb6gv+kwPnBzf8titcQL9BH6fuC+3eGHyKOzM9bLM87WT/Cm5mK94PXuPgvGWXwcqOszwmBY1DX77Sve3H7Bt3/zN9jv91xeX/Lk8TN+5dd+i4v1BW++eIs4y+EwYK8adOupK6HrWtRHNoeBZbNGUPpwoPMHqsYSNPDJ0yfcHTZ0/cAiCsuq4fXta5bnZ6zPltzvb1ETsZWhjR11XbFkmXKMyrpXKaI1dQ3ex9y5ecgyDpJAZMyMqigquUKsONVkyQeJuEpxlYKxLNyCypzhpGE1CAeXkqrf63k9sP1AAOXnf/7n+Uf/6B/xK7/yKyyXS/7oH/2j/K2/9bf44R/+4XGftm35S3/pL/EP/sE/oOs6fvqnf5q//bf/Ns+fPx/3+da3vsXP/MzP8C/+xb/g7OyMP/fn/hw///M/j3M/IF46siEySbzb9xvxU+9tDC+kBBNGFdIR9ARUAyK53wTvApa0yOeFXItBmq7r+FKFIgdwamzGcun84HVmUBJmKNYj0Z2YKYdB4wnAODqzjMY+9d6RqeQ6s0ojn6E6qjmWsNV8uE8CTyNrVWxgOv/DY3/EYOgDlST5GCaP43iwvKVOtTblAOakqylNNN3jsUja/BkcG3lFZ4Jkcwal0FTzW58j3eleyvEKOTVd6hQTfwd8nrbzzHhuztiUkOXIpEwDOI3jDBio6pEuT4wRlZDPNQNfOoHqcu3pX0ZGSebDPjIsM+qjsDwnwKvcilJAdTJSOk6OfL6oxJzFXWLZBcSXswlk+fkaceAcBO8pHaglN4UU4wlhQAV87Gm7DotQOUNtHbVzMAgmGLxPOSbe93hxtAxY6znQUdcNIilJ0x8iYiwxmlGrw/vI0A/oENAQCGoIpEoINfl9jhuG4cDQ7zns7ljUSgzC4NNgGiPj2JUh8Tm0asWxoqKxDb6PQEWIhuXiiqA7zpYLnjx7yqOzFYumwQRBh6T8iS6TmqxEfAj4YWCxWDD0PsGhrs/vdGAYWgbf03V77rt9yqGrU0KzEUc0ikaPJNc5JTkiWWHW4CpL3aw4v7rk8vISdQbrHCZoLlMNOSkyKdFGkspzNIKPgdj5BIRUqXLpr+Y5dXatPDJCfWe5fQX9Ls3rQEDVYiRAtEnpOsrYQkSMGUuNJYdHDSnpFzGEaBANSS9J02oRUWJIKqzO1NTnSy4vrzi0HSpCf9gyDAfO65rriwu+6AYqY5AQQDva4AmupguRK+BucweS7tH7yBLLpVtyu9nwdnPL08dXDH1gtTzHtwe+8+1v893vfsHZ+oxh3/ITv/8nOVsob3d3/OIv/n9YNBVekuNweb7itu0ZWuXy4gkX6yUmDKydRXRg4wfu93skKHWTANhmv+Hlm8+wS0c7HAgaqZs6gX1SI8vSzDJVdkWsGFydmnNGLwwx9fqRUo2T127NdkgpycwmL9gAEWcjrnJgqlSxZEgOmHEsF0sknkocfO/tB0IE//Jf/kt+9md/lj/yR/4I3nv+6l/9q/zJP/kn+eVf/uWU/AT8hb/wF/gn/+Sf8A//4T/k8vKSn/u5n+PP/Jk/w7/5N/8GSCqVf+pP/SlevHjBv/23/5bPPvuMP/tn/yxVVfE3/+bf/IEu/mibaAfgfeBk8u4nOj0bGQJTRVDZfzI1p4ebe5ax0P6a6PbkHU8sS/4GY6VQedIiBSGMx0InQzenysvCHUPJqyFTcLPv5u1YhOsYBJVw19xQzexqtg7HNzsxDu8M6PTt03BAof9m7EBZjGT2+elWrq/Io483DtkDLV6UwZDizSatV4TZs313S4Z2PianzMQ8T2Ju2I/CM/lYp5+V/cew2ng8OdknMunqnAAfmQDfkZNRmDgKEHx3rIt4YLl+DTF3Dp3dI7O8qdmcO3l1yowf576Uv2V2pDgA5dGEwtIU9c/xvwS4S7WWFuZLSqlzPGrWOMJ9TfkhlVqMtaCKNyarHMt0bGcxS4sSqcSQMlktMYJXh5UFxibqG+vwGHAVUQ1ChXUpnu61hNgMIQqIA2vZtxHVJBPvtRjgVNkQ1RPUQwjEEPDDHj94Bj9g3SKNCam1fdSIy+98DDmOH5JRRRIt4KzwS//f/5mvf+OHuP7kE2pX8cGzRxj7DGMdTbOkCoruQxou41Ax+BjxBIJ4HKlktD8ciN7Tty3boaXru7QmaAIxKKht8rkjJkacmqSBYhY5vyBiRalcxaIxnF+cs1rULFcLXF3nCqQIxBE0WmuJWQLbkDoX98XbdhYpYBpJoTVKvpXw9BPD2ceWuy88tja8/C1PaIWEvnRcL5P/OIUpVdO7XwAgVjAx3aPXlDwdYuqWrDGzejGDLjFUdUU3KK9vUgJqtVjirbLvOmDD2eqcSgxiA6uzBe1Ni/Vwc/uG7X7HwilPzi/4fLdFTcBIRHTB7eaO3bDn2dOndPsD373/Jn0fuN/17HtlWfUYO7A2ym9+91dolisqSa5J1w+slucsrtbE/oDGyF0gSf4rxK5ltW5YNQ3b7kDd1Ly9uSX2hmYBzbph3+3YHwbEKSEbFVMWyvzySnbvXG7YaFSxmnqhmZxIHiUnLpss4xDy01WDy+w7IgQJVJVgqvQcmqbh6eOn1PU5+13g7esNQ+ypTcMPsv1AAOWf/tN/evT73/t7f49nz57x7//9v+eP/bE/xt3dHX/n7/wd/v7f//v88T/+xwH4u3/37/KjP/qj/Lt/9+/4qZ/6Kf7ZP/tn/PIv/zL//J//c54/f85P/MRP8Df+xt/gL//lv8xf+2t/jbp+N0bVdR1d142/39/fjz8f5XbkbW78TinwstYXQ3LMCUyUc+nAmjKaHUkauuxzEvLJyBwtzeZOr2i6jjGsckQ9zPcpMfvRl8zXn34tNqCAnJnpO2ZOTjz3udFVZl1UTsIGaRGYXb9M1zVdj4xjxXvG/qHQw2gMZQJup0BlDGvlB3WENfJnYgwSY+7Hkd45Zw0hHOeclOc8Z3TmzNlpiWsCiLNya6Y8l6OxepD4GQt+Z6B0YtKOAMV4gCnnZHz2s2Mfh+RkYiOEsS9XatJ1OvYZIoyM0DHeOd3SGJ0+x+nOkETnagETOgPgs+z9EZiqppJRdOyBVd4PnT379L7k7+b7U5K4U2I0kkZHBJy1JA5fxoRLkQh4nE1aIel6bNJziAJJeg20xwDWOUIM+bmU0AnYpOaF5lCKKAz9tN6kvA6PRI8h9ZyJeJQe73uC74mhRUm6K0g2vU7wXlEfCCFirUuVaKqgqZNv0u4ZcM7w5vab3PzP32Lxn865vLhmWa949vxD6mZJWJ7hvWLqmqpeEELPEBM88CHQDnuIit+3xMEzHDpCCHQkpso6m4sEoLIOwSSBLlWsJAO1WCxYna8xVQUiVFWFM4amWVA1FeiAovTDkFkL8jOuiCGxMN4PaR7EBCzE5qqiuWBhVKykJNnUx0i4uFoz9J/TRHgWDYe7irefDlkeHaKkxHhjbJYWmNbOlBNnMvCJqTorRnzW3AhRU/PSmNgbkzoOIjatFX3f4X3P+XpN1x3o+hofA3VVsd/tMdag0fPs+WOGPnC9vuBuu2dhHS8/f4W/PEesUKvFuAVqhN1+kyql+kh3SAm1w+C5Ortit9ngjGW72bCoG4wI++1tYoeMoWlWoEplDaxWCMrmcED7jtVyBc7x9Mkj1Fq6zT2PV2u2+3uG0LOghlrofGIXg4akVj3r8zauJcYkFqqEHUOau2ITEHIWBs2cU8wgVDS3S9D0bErhSRVoakGdYK2hdmluLBdLzlZrarfi9s0N3X56r76f7f+vHJS7uzsArq+vAfj3//7fMwwDf+JP/Ilxnx/5kR/hK1/5Cr/wC7/AT/3UT/ELv/AL/PiP//hRyOenf/qn+Zmf+Rl+6Zd+iT/4B//gO+f5+Z//ef76X//r7/w9hSwm6XZ413see/McGai0yitpwiawIqNcezFsMEtAzN7bO8l8+fdRr+MYc7y7r2bjMnZLnhkioSiwcVS2BSDFCBaWR3MOQUGxKe/MlAZvxbDOPVThCEFTjMbM80en65oojNm/Ov9dHxjb43t6R5SrAIh8b6WZ48ylBySXD0/evEhqSx+9H1VfjRGsGoIJKexzEn543/YgKJqGKRlQQ16Ej5mUMjynDMYJxuO48eAMtB0Bt/T8jJjZ+fPc1KkSqQx3Aall6pSnPzIvs3srjMf7xmEOvGASq5t2OB6f43Bkvo0SJqQwJyVhLlXfiCjEgFLAfpqzBcTkU6cnnHHWqMVc5o4AIZWDioUQPdYK1tYpoTVEKlfna0jjLmIQVzMMAYNS1YtxX2trjJjU08YlTiZouhfnavrQ4vs9RI9qzF5/yPfhUfVZ+At8GFBN5cVCRYgxy4JPz9aKQcQRbchjmpiMscmUQNII8hijLBcVw2HLbddxh/Dys2+le7MGnGF1cc5yccH5+WOePP8IWy9ZVBVia+5v7tjt71lUNdIIEnI4NCTucZxK1rBqajBCXS1YN2tWyzWL5RJrQSQkjiqS20dEgk+htG7wqCo2J6okeXOTPe6UsO79kAFtSkL1fkgAU8iSDUKPJ9g4dsg2zjG0qZx5cQGPPzFsbg3tXUgLfdK0S2Aqa6VY0hqgWWTMk/KVwjDkTslAzPMuVwKhkjVcMnuDEOLAbrdNp3GGt29TflAMA/v2wPlqjYsOS0qgXi/XdPe3RD9gDfjQs1wuif4AhDEPx1rD2zdvGILQhz0La7i/f4O1BuMqhqGj6zyusok9UeijJi0SiRw2b+liYi27oWeIgdpZNkNHQDl0LYfQ0lJjqjSmXWjZdQd89FiRca5O60taI4xJuX0l1J6KcWS0M5iUHJ1KPRWjkRBg6CIhRHwO6xHTsdZLwdaKOKhrqGqD14HXN6+Jesvj9ROap0/YbvbIcarg99z+swFKjJE//+f/PP/1f/1f82M/9mMAfP7559R1zdXV1dG+z58/5/PPPx/3mYOT8nn57KHtr/yVv8Jf/It/cfz9/v6eTz75ZPRax8wGeRdAlL+X7Yj9OAU2J97+90pOPN2nGIw4W/TnxZtHRi5/XrK5pHiogIxJjemok3HQMYRRvj5dQ/nD+6DR9MloWGFMRD3aT7PHXNzuOWHw/sO/d4xmdzKBkrmRnt1rYRBOvfly26dAYmIgOAZzJ9c0H3sRSZSlZnAER3NGCuNQ7n2OEaUAkuN7kKPHMgEEwczGW7MxzqAk54wkTy8kMapy0vGm5/O5AMhkxHPfNUo++MnAzIDLHACWOXmSa1KOf0TfzC5lGu0HwGvpWq0jANbiYcVSiVbCWpr2nwGUMi80sytjVpEIOJvCJyF5gbVN/WPGXBkvOLvIYlMRYwSxDh8TvR9MXh8kAYJS/THhqRTW0BghRg6dT1EPYwnRI6oY9YimLsjg8XRjToYxpBwHUtdZ61JPKCStj1EViYkxsSYZ2qjJeEdRTGVRTPJctaKpLxiGCM6AzeEtwOeGfcYod3c77m7f8Ol3v8XNm5f88I/9AVZnT1mdXXNxdkkUUO9Tp1ug6yaDGWPEVRXL9ZKqchgjuGqJBsldiywx9BgSKNMYkwQ9ig+RiEU1h3Ki0ncDtXNYCagIMSR1UnE5FBsSgDEZCGgsADWmTspG6LsO1YirFti6Zth4jFVWl3B+ZenvS1fxAmIjaqZ5GyXnv4TUETt6HcujUZl0rZjS9w0ydp5XIn7o8d6z2d3x/OkLuuGA1ySit6oN1kaoaw67HTF4xAnRRCxQWUs39CxcBSirZsndsMNWFqIwdB0hZjZEbFrFRei9Irmqq+8jzlqMMbg6JSg2zYJdd4cVi7iaDz98ypPn12zaHVGUu+2GMAR86Pki3qASWS9rvAlgyfMwacz43Jl6HDQtKQk6Oqjjf2SxRc3wLYM67yNd6xm6gO+VwWe12KAsVoK1EeOgWjiWS8eTy0dcnX1ADJbf/Na3+bzrIRiMr9FZasLvtv1nA5Sf/dmf5T/+x//Iv/7X//o/9xDf99Y0DU3zQOxKDBiL5rAKTEZpXFuVnBjKuCiN63DRmNEyWXODLmNSb5oZ4gQS+3DiRZ+GMCzMxMpmLMAMDyVafCrTGhfp0fOeb2nSjNRcZh8yfzEZSMlJsKQQ0ljJNDPS49gcGd3JgJaW5xLHyx/H8iGw9k6S5JwpKL9n4zgP6RRgIOkPZTAZWxPp7FhlEMt3yR4y8zYDOhm5k+cxv84joHoCINN+syf2wHNgdg/vdgLW8V/VApoTHIlFIXhcHyIidryulB0vaTF66Fo1G1pTQOwxGCvJtMdArHw27VXAkxmb6R2P1XyenI7fCE50ftTS8YSRHRpDQZAMhEi+3olpGhOZcxmolDmSKwMEwArRCV6g8yWPKaR8gHytVe1QVfyQRKZMNPldtwSUqmogd+qtrEURfPAEDUngLeSmkhGCV4auT1oEJgl2SUzGxErSg0AVEyOYvODHFG6MIeBqix8GnLNZITcv7jY/M+MQPKJJzr12KWw85OszOXNeNcnWl+denlfKPXNUbk3KmIu8evVd/H/o+KEf/QmunnyAcVUCVdbQrFdEY7g4r9P8sqXreURszusopdgIYu34PMhhFCcmh2VSGExCYk5iiLmvimBjWoYnWflUhTYMQwLgOqkGS67G64dc3QTUGXysl9csY8VeBvZDRJzh6rHh5lNhaFMFUcKThaUSQl5sVQMhZkXgOPeqDEUrKa2/mqT8s3aHCsQY8D5AVrr2vuN+d8BYiAyoUfZ9S+2W9CEglWV9tqR56+jGhQkqZ9Fg8V6pbJXCzovUyyZ4gw8HrEpu9jjgfcC61G7BYBkUJOZSaWfpfQviCBo4HHY8qs64u3vL0/OG6uwMJPV66vYdB79j0VRglHbIIRSNSW9lZjNAcpuUpH+SKqWSfQwxhcWCJMbMxpwnFhXfKYdW6Q4BfxgIQyT4mKtRobqsaWqI6okx5az0vkVc4Or8iuvtI8Q7doeBYX+6rn7v7T8LoPzcz/0c//gf/2P+1b/6V3z88cfj31+8eEHf99ze3h6xKC9fvuTFixfjPr/4i794dLyXL1+On/1gWzGQxfueFvaxnJFivtIkNaPXnD4p+8RxVZ2xKzozqDOm4khK/gHW5sgrhDEfdpzPc1YiX4wiSZ5a4/F1Zw9kdILLhR277UeKseVeCitTvlUAzqlhnh96DGtwnIh5vO8ErMZ7PmWcslEtzfAkx0GnsU9JWCOIml8nxzkRc4bMWINT8FqeWZiBiVODm8+jx9dXyLICMk6b501grjTkK8ajHDznVpQOvRzn4xQmRDV5alGPxwmOxckKm1LW1dPw0ZTrdAwkxvscmQ3DVNUzAc93wzzHoPV4zE5Am5ExKji9a9McFBFcNjZBU/uBiSxJDIURkw1hGO9PRPASSyVomquZQUk/W5CaxtRUdUPoerSNhMoRjOSKvwzTTYWVkhdCirfHQFU7Oif0RuhEcEKeg5FaLC4oIUZC9OA7rPaEfsBYqDQCIYmciaYE3RghJoG4NOSavpvPrFZyqwKL+iTHr8YT8ERIlSU5dj/EgLE1mCoJq8U8D00ax0Qi5aq0EFO+BEIIMYWUjFI3FbvNHf/hf/p3/NAP/SgffO3rGLHgHFpVMAR8HLBVNXvvhdI7RaOgYohWUBuIFlCP8UMK4Whq0qgxVW1oGBLgMJYQBgSlG1qcq/HZmBlxCSAGGR2U4j+qplye4D29b/Fh4LDf44ceJw0vHn+F/ebXE7tQWc4vLc0q0rVDSo/XHJKIhQ8xUwgn/24y4xP0/9feucfaddz1/jMza+29zzn2OSe2YztJ49SUckOaUIWEpm6RQErUUiIoECFRhSqlFajFLQntLZRHgQsKicofCFAULkiEP2jJbSVKaW4ARQ6tyCXNC1KSFtJCUpJGsZ36dR577/WY+d0/fjNrrX1s53FvG9v1+kbHOWfvtfeaNbPWzHe+v5fEY/SetXrZiLQ+Tto+j0RyU9fCsdUVfBBMDdOqYFpOWJrbxCi3jENNPrLMjTI2b97E+voqeT5HVU4pfIUTWF9bJx8OVVEMFTYfUZQVxmh9Jc0xElQVcwNsPkBqfUaC1DigrEuC0RIKdaixmWdgasarY46aIZusMNg0xzSoE7axhsp4qnrCpJpSBx8JYrxPTZqXTbMxc9YgpoprnJpsRHx8fpQoBR8op4FyWlNOasppjZ/qM04cU5Mb8lFguGAJgwzrLNPC81xxhEkhbFuaMhoOKIxlzs7jgsG8DDeUl0VQRIQPfOADfPrTn+Zzn/scu3fvnnn/iiuuIM9z9u3bx3XXXQfAE088wdNPP82ePXsA2LNnDzfffDMHDx5k+/btANxzzz0sLi5yySWXvJzmIBKiWhvvPKuM3dIunV2JvJ3Ypbl102RuU32UZjFL3ummQ17aRaFdkDqEp1Fa0stxAt2gZEDnfVH7cOP0Ja2t2JqYbjh9pFk7OsSsIQXp/Q69adSJTlu6/UciWe01KbnYoILMfKIlDCcjZog0WS2TOpKy+NoUAj5L0Y47T4fPtYTIJJOXOhemom9aiMNuuLp0zbNOsmpOax04jzcJtv4UDbOU1HdGz2XirlESGYwmI9NGyiQSpiGxLdnAGE1xHtqMww1Bif0goAvZRkUq5i1pJ1f9vtDpF2tniwGqSVHazmx8amYVmm6XNUpPjNBgw2ikjyYlRl3JdSXSl2IIqTF4NOGeshyLJ9bkSTbuqLA4ZglahjByAZM7GGUUzuO9JvRKDnzBSEyNHmIYl4mkOOgE7GuybKBj4dWh1sWLlLqkKEpqX+F9AcYjUut9FWyMPpKo1LVqXSL6SlgNFgcW6pi23jnNhurifVYFyPNM80sEjxGnVYiNELTORGNysK5NL658U4sXpqgpMI3ahEAdAqPhABsCX/vPr3Js9RjnnX8hi8vbMLXRtP4Sa+wYgxbqic+WN0021oCSpmBTNnIDTfVZo8FRxlB7q4UIfU0IBh+MFjL0HoyqgkE0UZlmrPdAhQ8+Oi7XrI/XWFtdYToec2z1GHXwlHXFRVtez+q84cCRr7G2VlFNPCGZPNC+9pHpeBuwzmCtNJsDY0zMLu3AWFycw5v5MU0HjTSszrK+rvE6EtFvxcdcOY7xeIoYTyWBwXzO88dWcBhcZphMVsidoypLirpCxnDuOYsEk1OXJYPRgLr2rK8fJWAY2Ays07GNuZtSdm5PwAf1qRETfSEFxlXFMDNsHg2ow5RpXTCooF6t8ZMV7GDA1nOXqCY1w8EQjzAtSgKa+8UET4hze3qoU22cUIvWYopzlb7u8TETeh2EoqyZTCqmk4qqqJHat/OPEbDC/IJjeYdl/hyhEPUJmgsjhlYrcx88fIiq9JTBYcMAV86zKdvGS8XLIih79+7lE5/4BJ/5zGfYvHlz4zOytLTE3NwcS0tLvOc97+GDH/wgW7ZsYXFxkQ984APs2bOHN77xjQC85S1v4ZJLLuGd73wnH/vYx9i/fz+//uu/zt69e09sxnkBlJNjkB2ON2nMIojEAdaH2uUZdri5VTAiQUnzriGpI7Jhl6wTdLqz1fEvTdNCCD7uUg0mZqINxMk+yoctMdD/bzRbdM0uQMNERGKGxWZn0O7yu4ttZ4OA2GRa6GQO1StQvpS4THsR+hXpeaVrmk8vpom42180bdxoOmrP2lkPre30rU6sqVh6VznpUD39rk6OhFkzUvp+bbGJ+nJjBtmoAJi2UrB0XktOzcc5h9ISsLZnWhVm9rvT52c7VEI6Xq+q7SeAWNFzQx+mv9NON/XZ8c645qS/d++RdJ2pTc2dGwnVRn+hRpkh+dS0/dkqQvF64o3QEPX4TGXOolmPlZCqnd82g2YzvffEWCRlA439q5sEbVPmHFY8AxOwgwwyizcWU2uVYwNYG+KC5AlWz2PThOt9XFCFPHcY0Zw3NmgYaDFeZ/XYEbIMLUQYA2u7/dY8Yk1iKU96QpJ5NogmrjJGTRBZNlA1BGLEkcOi2V21ErdTV3sHlhoNnFZiIGgRTOMMVtQB1WrmMZKpzKK5K0IIWlCyVsUoGIP3NQee28+hQ0fZvuM8zt15Hktbz9UssKXX0ODax+fTUlU1WW7wwVOHaPYRDccNVRUje1yzWBljqWowNqOuPFk2oppMVLewFmcNtQ+UZYURjbbyfkpVrLC2tsJ4PGZ1bcz62rouynVNVVWEXM/x5OF/YnX8H3hfMhhYKhPU9NIaEduigUbnOL0PHBLj2I31sSBiJABRscKY6HydZhkTyXdnQxHPUVWVEi4RpsWUIEJRH2NxcZGiqhi6jPWyYFyOcXmmYekI07Lg8NoKC8MRC6MRIdTkLqPEQAhafdtpJlstHeAxov3QrFvGaji7NeQm0witUFGjjsDW6Hw3NxqyVmnywdJXmMxQhZppVcY7SkmQ+PbZTP/ZkMzORGKplN3G/kA0bL6sAsW0pCw0t06z+XApf5FhODdgcZswWPCIswwGjvnRHDs2XcTm4U4m0ynr62s8f/gIy9kSvjQMhkuYKS8ZL4ug3H777QD84A/+4Mzrd9xxB+9617sA+P3f/32stVx33XUzidoSnHPcddddvO9972PPnj0sLCxwww038Nu//dsvpykAPHLHB1kvlNV1lp/O8mI4//If4rt/5EOkxSyZXnTnFhfrxmEqzgeR7KSJaqN5oJ3M20UVK2pD7NhtTVQPSLueRBI6C+6JSs9vNJ3MrH+SSFX7NenrE4FIlY+tnV0cT2iaab5XZswHSfXpolnmuqQqtTEdELPkdosjd4/rtrW9JtO0T8OoNf5eD5Pmu9uuSNefrovO+GwkF+1rFuLj2yoKJzJ/pAvtkpKmTwyNqWr2PKZpSwr/liA6MTXVi6MTGi3hSPlLuuYca22MbtIxOBGJ0kXKzVxD4/tw/NAdd52p1om+l95Pk3sk4xIJYCRZTZ2gzuf0YtoMnXoNmmPCBJ0Qk8OoiwqANRaxLvoASKNq2XgOlzmsy8jzIXk2wDlLlhuyOUcxLZp+w1lqVGEo6xqbO+pSzQHee5wTwnSMr2vqYkqxvko5HTNZX2VarHPuBdtxxuIiqVIzJNgQmoi+NrGew1mLSE2WaeRHqCs1HQQDkpFlQ0pfApqcbFoWGrKZ0opLiOYcIQs5FqGWGjFaQy0Yr51ajSJJhcxpaLRNRTqDJ8u08rVzTkcj0/o26utRcmD/11ldOcx3fdfFLG3ZjhXB1j4Wx3NgNMx4WhQYg/qVFFqnKMsMAduQgyABl8G0LMA5yrpArGjyOimw3mK8JUzB1yXTcp2iGFMUU44dPYQvCsqiigoSOKvRTqoMubjoGsriMJWdsG1xJwOzCtM1ymOACSRjTTBeTSS51X41RomftbGEgD6/RnSBrkN6VjqTY3SwE2mf5Za+a8i2GDUfT6cT6mAYhJwDz68yKSYsLcxxbDKmDKVmKjZeU+aLQAiMp1M2DRaopMRYw2h+M+PpupK64HEpS6/RcPk6aB6fQT5ocrNUdYVxhsxlBIQyeDxQB9Fn0jqEklBVTNfX8DlqNqwrRJTokohaUpjSRtZ0zOxGibdO29Ek76EqPEVRUk7LWDZBlZ5grTp31zXGwM5d82y9oIbRBLHCwBqW589hYX4JL4HSBCorLC1uZvNoB5NJjS8GMN04554cL9vE82IYjUbcdttt3HbbbSc95qKLLuLuu+9+Oac+ITaZVUa5cOjQIUIILC4uMp1OGY1GHD58mPFkwvKu72kGSYxGS6hreuykKNXbZkFKk3t0w7Q0ERZdf5d2ZymIjc6ChjZFeyquZ0yjGKRcDxuDVBLMhl+Cyg1RDmydC2muJ77X7GzjIn+iEySFATqp+bun6/qr6EISUshzOiblXencX8eZgmxH8Ug5ReKHWme1dMYQF3vbkJf04KT11Db9bBonXkFNSGnhCx2ScmKiQkMuTtb3XYIW4i7jePKS+qNlWCnbponmOAQlvukWky5ZaMeue97uuWf6crarj7ue451ZT3ZNHVLdURCTUpNO1yopEn+6qkJ0TsW0v6ddaqfNavaK6qVVshKCadQUL9IsTmlvkMiJkiCDc/r/wSBH/X08c8Mho9EI772Ov4/5hiT2YezdeLFUVcn6WHOU1HVBMVmnHK9pm+qCc7ZsJh/EnX7wiZphjKqXttO/el2QcpdodIiappLKalG1w1rbZJUeDAfqoxKVFogOryYmahPdsBljqKWAGAmlETvqbGus5igJQROnpXvPWEvuVEmoa08sL4tzjuEwZ8uWZRaWNmFG0iSPtKKERnwgsw5qTeHvqAl1HRPNQcqSVFUVxAgs9S9SkhGCp6o906kmEavLksOHvkFZTllZO0LwJZsXN2Ms1C7gc6vOwrWhwmBdjhX1+8DpvVTUBcvzWzhv6Tt4/KkHsMOAzdXEY2wMkjai32NVXbKmVU/EBKX+Sblr7kkdV/VDT1RHtROd93XS19DjSNrjBrWqPVVdImHIYTlE7ccMB47VSUFZ1tSmRryPIdAGkxmWFrawtj4BCTijC2ye55S1mopy43AGBrmj9qrEZU7TJ9RGGOY5FkfhPV5q5kZZzGkilBWsVQX1akVNwJiaLMzh7ICVYiXOpSZSDa1jpfmk2jVLQ6AEMmI1aB3tSgxlVanJqqxUSRJBI9wzCDZGe3k1gboA2YQwDAznrRaHnNvMzi0XUtcZZV2zMFzg6KHnWT26Trkwoiw9xTpsZddJZrXjcUbX4vmt//E/OHpU5cPHHnuMt7/97ezbt4+rr76aj33sY9z/hS80C3FyDmoWiESbZXZxSpUwQ1IS4rk2SurpNYWJYVkdp9CuGgGkb0ptOM5JsdMeoIl0gRS50jUFxNdt8sxv5qdGJUk4zvSxYREziTzEBoTIElrzQPwnJnOa+d7OgnrC/kkPRVI8klIVz2mN0QyFcZBaktLWRmobLHFBispD9ydJ5RsW+7T7b3wyTNq5hOZaNvYXsa/axburLMXIHVqVLJHZhoCZxEra7kp93E4es86pG008qQ0QHaRPsjFIakvK9eNcymtw/HGzF0isb5TMBqFZFHWx1xsxKXAtIVFFxcYEapGNNSRGlY1oYiU5LxpMMHEy1Do6GNQ/woBEZUL3evE6rAEfCEWpES1W3xPvyWLfeRGqutSU9wIDqwunlRpnAo6KUI1jEq6Cup4QKHHWkY2GDOYWkKDTX+YGMcpE/StAYhKvTt8ZwRsDzlCj+05vLS5TKd1J3pS5MEAQrwUsceg0m7Lpqb+G2JjKPQRc7hjYOaqg6emxWqspy7KY6E59bxCP1RgMvTc0jzhZliPZEEQYDocsLMxzzrYd2CyPCl1k5llUXHJBQsxuGywErWMzzIdIEKrK46s61uTRgp0ZlrIq8ZWaFSaTCc8fOsSRI4fw1VSjnjA45zTRG4Zzt+8E6xivTykKLUVQlhV1FbCSIbEatQisHRtjlgueOPBFVsbH1BRmYThnyDKoq/T8tpuxNDP4ZGpDzW4hhsY2ph+xzWKtCcfaTZlOa9I6ggdpUtQE0Q1UXXukmOB9TVHU7H9uP1XpGQzUSGedgSCslQULCwULm0dMJxXOQOWLJuquRshQsj8cZhSVZzot8aImSTVHqskny3Myq4UsQx1i/hlHUXm0vDfMDYcUhWCdx4hVhYW4cRUTc5kk5/OYjchYMOqbYo1tEi1KXePriroqqEOl3mfWMbA5lgzxgoRS525nmd9kGS5otmpjtObQ5vkFskFO5UvEZmyeX2LL8naOHP4vnn3u64zHBcYP2br1whPOZyfCGU1Q7v7fd3Pf//kn3v3ud7Njxw4OHjzIZz/7WV7/+tfz7LPPtrI5MZFaM0+36kkKNYZ2B6r23kQ8pXmvneg7vgNxUU1Jb5r1qbsLTr4qMrswzeyC08JlksphOjH8qendf1tDjRDzrxg610jiBZ02zL6dFlHTHGuwRlpyJDSqR/KNmPm4nHih7fZxIlNte9Juf7Y9ptMyG3NppFoy6cAmE2X7khKT0JpBTtYmY0xTsLF7FcnTfeM1qc9A64sArVSstUpi2ySpLR3iGJWy4FNyv3hNSf06AYk8nvTGc8aefCGSkghP2jnOmOnoKiPxmq1GO7TEi8YHROI9oWYmoZuOPJGYNuopNOpM6p/0nCRFSZh12AW9t22jitlItPVmtc40Zd6dVARfU9WCyyxiSoSakOpjoSTAe02NL7WHuqQuJiAVUq9TjsdUtRCkAOvxwTCaW8Zlixib5gcTKxqDtRmC4KOzMZFzGtHIMcETfI3gyTLdkAoOvKP2Kd+LJnVTcpHT7FPjEFpjMXmAUOMrgyPDGosLmiHZm9anSESofY11GVWpCc8sVn1G0PDofDTCm4wsy9m2cwc7duxgNBhCMLhSlUeTOQgV4lxcuOL97NXB2FmHyTKC94ycQQYZxXSKdY461JTrYwYIEioqX0IoGQxgMGcpRUWHRi0Uy3TiWV8pOe+C8zh3yxBjLWtra6yurLI+mbKyNiVUlYZvmzUOfT2wxjG2bJtj2+ZzyP06YXPFwmaDzQPUOrnZeH+pa6+L948Hb0HqGIU4m8IhPT9po2Zox125TFRVomSuc3DAV1rmwIsnlFqJuSwLxuMJLjOEMpBbg6AmuKoQJsWE0cBjrGNaFcw7Nd2MBhnjYgyDTFUZ0ay4mxYGTKcVpdeEber0r8OyMDdPwCO1x0pGbTSjra8NGMu4qCnKYyxni3iBJKSFNM+K0YFx+rzZqDQlHcnG2VAC0fG5VkdujGYbthnO5pjgqFHzo4jg8sDW8wZccKEwWMiZisXIkLrKOHjkEOPxhLLKKeY8w3yO77zwdfznk19jvLIfX7+CmWRPNX7kR36ELVvVI1iivDkajQCa5ERJ8gUaJzrTWSKMRUeUdlJPk367bqVFMcnwtpnskxuLTzttkrNqdyFOpp3jHTlnzAhxlTPWRpugaRbWtPB10RAUaxpnV9v5Hkm/Q5Mx9zh0SFD6uyUNtJMOxKiGTq90F812G01SC7TNNDvRtHB3OEccIpn5fGNKO9GaLK2sH9LCLG1odbdtXTUhmeOIY9PeAXERNjQKjGzo78bnoVE/jDowomYQ7328vvY+2diWEGIfWJl5fSO6ph5ta7f97edm76FWvQBiNdtZ59muX1D6jLXpfo8ExKV71mkkR3t0Q0ya7wJSIqjO0GgbhHT36hjEE3bDuZsMwpq6FFBikue5VhjOgXlVaDJjmFYFk7rAmUyfNxOoY0rKIAGp1QesqgqmxYTpdJ318RpVJWqWMRrZk2cZw9EQ61Ka+RjBR/IFCjqmoVZHUehcg6ohRjKCaJr8UFdIqHHR0VaQqGyo+SFzmaaot47a+6iEgHGWytcM8hzN1Bqa6sFCDagi5r0nz1RtIJ/HR9LinPqhmGxAPtrElqXN7NxxHpuWFmn0KO8JPsQFK8SNR/y8TeaoOOfkOb6qoj+HaGp/q34Svq7JhwOClLjcKhkUddSFFCavRLH2nswpc5tMp1RVzXA0AgNLy8ssLS4SCJS+Zn2s9Yv+679WOPoUbNlk2X3pq8CWTMYrZCMhmze4HJiAJroDI3oNnoA1Uc2zBhssWD0mqXjGgonzQ/rdS1S24gSnPmLN001X89bQZFVobMySW9cFPhgqY3DDgT5XRsd+vD4htxnODjChZkKtKmioGFmHVJ5KoPQ1gwyW5heQ2hKkoq61kKZ36vQ8LoXhaIRQ6fMXYsRp5jBimMszKl/xjWNr2EGOGI+3Orc5YzAexMbnUTPmRVIWlVyr1+W9VvwOovWtRibHmBxqTeCHV7MgoqYyDXMPuEHG/KYBmcwxsuewdeE81ovA5s3bMGbIwmCJzGScc/55bBpt5StPPM7BA4eOm/NeCGc0QamritddcgllWfLJ//VJtp97Lv/9Qx/ia089xdEjR1pVQhJFiAtQnBu7O0wlH2kX2zlJUiU66kRaZGcO68oZ6XNdJLUllf6OskV3d3ycQ2bTFjNDbGb9D7qBsXLi8za/yoZrbs+9cbHc2BaRdM3tIj7rUDvbYRsXUYxpVZzQtDbOEe04kXbgMR9L93q6mpGINGnTuz8nupbmtfh1rQwvGi1kla6kOkld1aghS/G8aVerJgGiacU1pIao6KQaI2nxT1e7scLwiZSOzgUfR9K690o6Z1IuugSgjeiJ3x3bk0hjalP6nBKQlnS15p1WPXHOtg680DHDtW1t/RRSmH5G6hldyIhkyKk/WJaRVMgsyxjkA/Isw4slhIGOkTVQB5ygmZZDwEjARX8IqWrqsqYqS6bFlNXVNYpySl3rpsWHAuc0HHY0GjG/MEfta4zkkSNljYpYlYX6k+BiTg0loC63BG/J3IBAoc6qzmJNjojFejUFuGjDsiaLpFFJQRAIxqpFBcGaWjcWMS+KBZy1EMD7rgqmUU1VrRVhjck0wZnNWDpnkcVNiyxuWWZuPid3GfhK7788A/FIpsnlxKNmtVBpeHfIkBjmLFhC3H6HoAYsl1klRWLBZZR1RRlqSm/wkmHsCOdgbrjIpISqrGKStuhvRMV0MqEsy2iqEnytBC2zuRYhdANEhDzLqGrL6iF4/vlnCaOCYD3GCc55hiNLsS6EYBFRc5nWjfFKOmJEmFiDQbObav9F53P0HkqmDiGqiRI3XDGvisEgLm52jKEW3cBalLimTawIumBbrXkzdC6qa1AUNZO8ZPPmBexAqMqJKlY2wzlLFapYP8tQ1jWr5VSVa2uxmWU0nGNS1405KYQx4pX6OmPAOYzVZ2d+NMfqOFB5j52q46o4lJ3praTDB5pfp8msLG1STqtFLcXomA+yEQMzwnuHOIOvNO+MD1XcfGvWW18HDh2rWa8nDHLhmPWMixrvB2TGsTS3lU2bFqlFeObQ1zk2PszWc8/BVxt3xC+MM5qg/MZv/hbGOg4fPsyRI0e4+XdvYevWrRw4cIDxtIj+DXH9M+2Encwo7fqXplDaY9ICHJUy4vEQGhufibtuHfS08CYpPS1CKdFzekBMI5U1QnmnEm2zoEhHAOqMaZcctOQLTb4UJ/qNnqAzxIYTm2o2HrvRTHIin5O0m24Ulqj42I660dGqZhLIJWXIYGKWzk57ADGhKZ8ux7U3/iNhhqSEWJAMkkNxS5Zm+kFHScfMJOfblpyYKHtqUTpLSwYSoWAmWia9l4iK+oSkM8FMFWvTRuS8EGGElpAlQrxRAVP/kzr+7hoikb4jjU+jehjTEI/u/ZYIShO+adS2rMdakn+LOq9aovuKEpp0/emeD1ZzXvgYFmptU1/HOhsTv1my6BwpzkWTk8M5h3NZVHIMIWh7nMmoxWNEqOuCVAkZ0VovVVlQVTWrq6tNYdEQwIhDQqqBY6iqmp07zlOCUsNgsJl8MFDFxmr2U2sMZVESvI9ETah8wWCQUZZVlMNz9RsIQcNyQ03mBOsqBnkeX9PKwb6qCfF5jIGckFlNqGYcBCHL1eSSWYfUAbEVg8FAHWitvu4GA6oYyjzMBgycY3lxkUE+IBtYrAkg0Q/EKpGz6K4fq5EiunDHSSVrTaU65mnTBr6uAEfwOra+Fi20Z2yM5Ig3gBhVMEym/jaSavjoiFd1xfr6ekwuZxkMcuq61mKBzulCGe/BEQOmRyxPPrXKzt2WTXNDVlxBNoS5uZz1rMKXMdrEi/p6xrpGBjVHJu//NoIwxLJHSc0ziHj1gxKQJgWmbzrBWt34EFRhCSLRFGLxAtNpEedlo5EzJuDQEG0Xx3haVtjJGgQNzd68eUgIDh88mXVUdd3cJ3Wsom2ckMVMtg6Hi47BSQXWkgqQG4vFYV3OuAhk2QJ2usakKjWqL+ayMfEZciaafDQ9jM4hRn2OyARcIKBVukf5CGOGDO0cVSWUIlqVO2g5Aa01BYvLlnMvQFPc55qocWRzyvE6ZTEmSM2xlec5unIALyPqiWVptMzO7a9i9ehU1bCXiDOaoGza+d8oasP2LbC92aQaLtj6XVHkhC27L2ZQHcGaTF+JCkrS75qFasNOtXH47G4S42QcDDGULSW6aZdQIxsWmaYqcnI9JDW0ievXomSmISQ0x8R/I8tqm9KSoG7boEOmNqoxaTEWwW641uZ6ExVoFJNOGzqTWTOx+VbhAdOQKBNoCEr3WtIimyYlh9Bad9rJapZQGHK/ijFaXRUTJyOruTRM5sE6rdZaJw/+tINKfiNdkkZTI6ahpyaFH8fjRDT7ZZDGNyHZZpskSySfGP0eVUvo5MdJpqiUqyGqHVI3n++qPseRv6TqbRinLvmIrWj6qVVDbGOSSqqHtSaSA83Gm3L4JKJpbaZk0UUlsVFRVDlx6fNOs3Iai0ZRkIh5UiiJtVE6913seOvaxGTWasK14DT5l/64GMXjKIqKYytrDXkvygKCEHzZVgwXKMuSopgymUxYXVkFY5p7KARBk68JQokxOUvnbMdF55Esm8PlOYjmoMjyjLqqyTKHuEAQLQ7ofU3t1e8jSBVdVHPqOuDrHDWfgK8nlN4iZNR1TVUHysJr+nBoss3akFFhyN0cWUwdPxwMIAieito7hmYelw1jdXdhMBrgYtp4jMUHOHJ0jDVjRvMDjBVcHhO72Zi2HlVvosOR+nwYg5gKk6t5q9lJx/T0mRWCr0CsFocr6yYKy4eaqq4oqpqiKCkmBZNxRVlIJKW6oIegBmrrhCNHVhjNH2Z+fp7MZroDz1J5Ej3e+4DL5xmxhD86Zu15DRWX6RwLmzOWloRqPTCdpsVUI3tS6LVRmaOdatK8ZYhRkDZuJtXhWJMZani4quaRJFh1Sgy+3fhJUlPj02gEGMZtkxhwaOSN0WrYRCdxZyxzmzdR1QGbGQZujqosCHhsHsjEkZuAd1pvKnOG4SDXOc058qDFLgcDixXH+lpBEBhmOdlgwMAMMCbTcOtpiY0+ewaDFaN+SlbbiQEbkmKi12xMIHMBawO5deDmGeTzSMhVbXPSpP4JNiC5FuS0NrB9m2PrORWjecf8/CbmBueyee5VlIXj2ee+jpdAJVPOXbiQsqgZzS3hGLI+LhgXJQNeOoyczPvuNMaxY8dYXl7m/T93vT7YL4T4QPc4c6Fe8HFR2vimnPSP/290xchWB/pWne2bg5OLpy9dVn05h36zMHPKjmlpFifo8Rnl7cVHxP4/zAXtffAiZ/hm3xCR86fzy+xbJ/3rW4XOdqX7wvGvzyAR+u72ahZNYUVod1qdC07W029W927sy2/G953wS4+7fznRQZx4djnB55LEdbL3X/Q7TvCZZoIzx092J/z+eJZmT9pszeNRs5vRmW8Qfb8sK/7of36co0ePsrS09IItPCMJypNPPslrXvOaU92MHj169OjRo8f/A5555pmZWn4nwhlp4tmyZQsATz/99IsysB6nD1ZWVrjwwgt55plnWFxcPNXN6fES0I/ZmYl+3M48nC1jJiKsrq5y/vnnv+ixZyRBSfb3paWlb+uB/HbF4uJiP25nGPoxOzPRj9uZh7NhzF6qsNA7Z/To0aNHjx49Tjv0BKVHjx49evTocdrhjCQow+GQ3/zN32Q4HJ7qpvR4GejH7cxDP2ZnJvpxO/PQj9nxOCOjeHr06NGjR48e3944IxWUHj169OjRo8e3N3qC0qNHjx49evQ47dATlB49evTo0aPHaYeeoPTo0aNHjx49Tjv0BKVHjx49evTocdrhjCQot912G69+9asZjUZcddVVPPjgg6e6SWctbrnlFr7v+76PzZs3s337dn7sx36MJ554YuaY6XTK3r172bp1K5s2beK6667jwIEDM8c8/fTTXHvttczPz7N9+3Y+/OEPU9f1K3kpZy1uvfVWjDHcdNNNzWv9mJ2eePbZZ/npn/5ptm7dytzcHJdddhkPP/xw876I8Bu/8Rucd955zM3Ncc011/DVr3515jsOHz7M9ddfz+LiIsvLy7znPe9hbW3tlb6UswLeez760Y+ye/du5ubmeM1rXsPv/M7vzFS878fsBSBnGO68804ZDAbyZ3/2Z/KlL31JfvZnf1aWl5flwIEDp7ppZyXe+ta3yh133CGPP/64PProo/LDP/zDsmvXLllbW2uOee973ysXXnih7Nu3Tx5++GF54xvfKG9605ua9+u6lksvvVSuueYa+Zd/+Re5++67Zdu2bfIrv/Irp+KSzio8+OCD8upXv1q+53u+R2688cbm9X7MTj8cPnxYLrroInnXu94lDzzwgDz55JPy93//9/If//EfzTG33nqrLC0tyV//9V/LF7/4RfnRH/1R2b17t0wmk+aYH/qhH5LXv/718oUvfEH+8R//Ub7zO79T3vGOd5yKS/q2x8033yxbt26Vu+66S5566in51Kc+JZs2bZI/+IM/aI7px+zkOOMIyhve8AbZu3dv87f3Xs4//3y55ZZbTmGreiQcPHhQAPn85z8vIiJHjx6VPM/lU5/6VHPMv/3bvwkg999/v4iI3H333WKtlf379zfH3H777bK4uChFUbyyF3AWYXV1VV772tfKPffcIz/wAz/QEJR+zE5P/PIv/7J8//d//0nfDyHIzp075fd+7/ea144ePSrD4VD+8i//UkREvvzlLwsgDz30UHPM3/7t34oxRp599tlvXePPUlx77bXy7ne/e+a1n/iJn5Drr79eRPoxezGcUSaesix55JFHuOaaa5rXrLVcc8013H///aewZT0Sjh07BrQVpx955BGqqpoZs4svvphdu3Y1Y3b//fdz2WWXsWPHjuaYt771raysrPClL33pFWz92YW9e/dy7bXXzowN9GN2uuJv/uZvuPLKK/nJn/xJtm/fzuWXX86f/umfNu8/9dRT7N+/f2bclpaWuOqqq2bGbXl5mSuvvLI55pprrsFaywMPPPDKXcxZgje96U3s27ePr3zlKwB88Ytf5L777uNtb3sb0I/Zi+GMqmb8jW98A+/9zKQIsGPHDv793//9FLWqR0IIgZtuuok3v/nNXHrppQDs37+fwWDA8vLyzLE7duxg//79zTEnGtP0Xo9vPu68807++Z//mYceeui49/oxOz3x5JNPcvvtt/PBD36QX/3VX+Whhx7iF37hFxgMBtxwww1Nv59oXLrjtn379pn3syxjy5Yt/bh9C/CRj3yElZUVLr74YpxzeO+5+eabuf766wH6MXsRnFEEpcfpjb179/L4449z3333neqm9HgBPPPMM9x4443cc889jEajU92cHi8RIQSuvPJKfvd3fxeAyy+/nMcff5w//uM/5oYbbjjFretxInzyk5/k4x//OJ/4xCd43etex6OPPspNN93E+eef34/ZS8AZZeLZtm0bzrnjogkOHDjAzp07T1GregC8//3v56677uIf/uEfeNWrXtW8vnPnTsqy5OjRozPHd8ds586dJxzT9F6Pby4eeeQRDh48yPd+7/eSZRlZlvH5z3+eP/zDPyTLMnbs2NGP2WmI8847j0suuWTmte/+7u/m6aefBtp+f6H5cefOnRw8eHDm/bquOXz4cD9u3wJ8+MMf5iMf+Qg/9VM/xWWXXcY73/lOfvEXf5FbbrkF6MfsxXBGEZTBYMAVV1zBvn37mtdCCOzbt489e/acwpadvRAR3v/+9/PpT3+ae++9l927d8+8f8UVV5Dn+cyYPfHEEzz99NPNmO3Zs4fHHnts5iG85557WFxcPG5C7vH/j6uvvprHHnuMRx99tPm58soruf7665vf+zE7/fDmN7/5uBD+r3zlK1x00UUA7N69m507d86M28rKCg888MDMuB09epRHHnmkOebee+8lhMBVV131ClzF2YXxeIy1s8usc44QAtCP2YviVHvpvlzceeedMhwO5c///M/ly1/+svzcz/2cLC8vz0QT9Hjl8L73vU+Wlpbkc5/7nDz33HPNz3g8bo5573vfK7t27ZJ7771XHn74YdmzZ4/s2bOneT+FrL7lLW+RRx99VP7u7/5Ozj333D5k9RVEN4pHpB+z0xEPPvigZFkmN998s3z1q1+Vj3/84zI/Py9/8Rd/0Rxz6623yvLysnzmM5+Rf/3Xf5W3v/3tJwxZvfzyy+WBBx6Q++67T1772teeFSGrpwI33HCDXHDBBU2Y8V/91V/Jtm3b5Jd+6ZeaY/oxOznOOIIiIvJHf/RHsmvXLhkMBvKGN7xBvvCFL5zqJp21AE74c8cddzTHTCYT+fmf/3k555xzZH5+Xn78x39cnnvuuZnv+drXviZve9vbZG5uTrZt2yYf+tCHpKqqV/hqzl5sJCj9mJ2e+OxnPyuXXnqpDIdDufjii+VP/uRPZt4PIchHP/pR2bFjhwyHQ7n66qvliSeemDnm0KFD8o53vEM2bdoki4uL8jM/8zOyurr6Sl7GWYOVlRW58cYbZdeuXTIajeQ7vuM75Nd+7ddmQvH7MTs5jEgnpV2PHj169OjRo8dpgDPKB6VHjx49evTocXagJyg9evTo0aNHj9MOPUHp0aNHjx49epx26AlKjx49evTo0eO0Q09QevTo0aNHjx6nHXqC0qNHjx49evQ47dATlB49evTo0aPHaYeeoPTo0aNHjx49Tjv0BKVHjx49evTocdqhJyg9evTo0aNHj9MOPUHp0aNHjx49epx2+L927ItROQreaQAAAABJRU5ErkJggg==\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": "2e154212-d339-42ab-fa73-82611a8b8355"
      },
      "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 [00:00<00:00, 364MB/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": "dbe2faf1-a54e-4496-8709-e37ea1e760c2"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 0/9\n",
            "----------\n",
            "train Loss: 0.6525 Acc: 0.6844\n",
            "val Loss: 0.2078 Acc: 0.9216\n",
            "\n",
            "Epoch 1/9\n",
            "----------\n",
            "train Loss: 0.5548 Acc: 0.8238\n",
            "val Loss: 0.5079 Acc: 0.8497\n",
            "\n",
            "Epoch 2/9\n",
            "----------\n",
            "train Loss: 0.4300 Acc: 0.8402\n",
            "val Loss: 0.1941 Acc: 0.9346\n",
            "\n",
            "Epoch 3/9\n",
            "----------\n",
            "train Loss: 0.4212 Acc: 0.8525\n",
            "val Loss: 0.2180 Acc: 0.9281\n",
            "\n",
            "Epoch 4/9\n",
            "----------\n",
            "train Loss: 0.5530 Acc: 0.7664\n",
            "val Loss: 0.2329 Acc: 0.9020\n",
            "\n",
            "Epoch 5/9\n",
            "----------\n",
            "train Loss: 0.6219 Acc: 0.7582\n",
            "val Loss: 0.8247 Acc: 0.7647\n",
            "\n",
            "Epoch 6/9\n",
            "----------\n",
            "train Loss: 0.4282 Acc: 0.8484\n",
            "val Loss: 0.3099 Acc: 0.8627\n",
            "\n",
            "Epoch 7/9\n",
            "----------\n",
            "train Loss: 0.3457 Acc: 0.8320\n",
            "val Loss: 0.1694 Acc: 0.9281\n",
            "\n",
            "Epoch 8/9\n",
            "----------\n",
            "train Loss: 0.2740 Acc: 0.9016\n",
            "val Loss: 0.1703 Acc: 0.9477\n",
            "\n",
            "Epoch 9/9\n",
            "----------\n",
            "train Loss: 0.2824 Acc: 0.8689\n",
            "val Loss: 0.1920 Acc: 0.9412\n",
            "\n",
            "Training complete in 1m 16s\n",
            "Best val Acc: 0.947712\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": "6fee3b1f-6c99-4292-dc52-41eef4496b21"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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Fov7hUL8bU6gxSQQxSumxUpAgdKWAZgRDIiABihBDBVJAKoQyZGARs4AEvzslCCJKMMFEUBFK39P3PQAhBkqek3M/5FmJIJkiICEh4oKzIEbuO0wV1YJKROgIg0w9ipBLT84LxGrquqKUHrWIiJCtEASEAHiSG0MBS4QoxBgwKyQRchBSldBSKOpxS1TuistSSJTQghkmRgyCqGABj1S9gKkfYVIAIaigYqj586jmE7v0J5dYS0FLQSQOYdrIWb1SQZAQCCFDCJSCh2o1VAP+kIRJQQBJnqSq+uNFjZwzoMQhvOTcYyESY4NGBToP0RapkifpWtSTcXxzBwlYFAT154pxeB0FCwQJxAAi+JEYMhIiwYJHJTMkxOHYVlQDIcShODBKVoSamJJfxBAZjfzGUVVSEL9pvAzBgJASuS+IReoq0HUL1AzUhvec/KahEFLCzD87JIJ4xAmpIaZhk5ugAiUXJApRIkU7ehVCqklm5OIV3EmtE9tEVTzObfyOVi0gCQk1IsbwvSAKYpGAYpYJCErwME0Z7vShRA9g2e+0IBktnjfkksmqhFAhRC+bMbQXCEaJnWdnfabreqq68qNEvIQnJurxEgHQkimaqeuGKBHImA3luGZCUfrcE1KFqHkOEvF8KFb+gTSCQawMkUQK4nmMGMHMk3yENCTBpWSyFlSNbnHkybqMvKqUiOUexBNyU0UMjEAprafPISBWCOE4shld559DTQlSESrP1QKgGlAzrGsxMRTF9OQgwpOrzqJhBLQoxRiwIPPoEiKEgnpx5hCnACJoaR0GUPEqRGtPPq3z6iaAYogECAYxIUTqEIhVRVUF2nbud3I9wqRQ+gVF/ML2/RFtL6Q0ISXPD4oqKfmFjRVICQQM6FHzjRACVEMUDZb89yjDZcmekEsAMWIIIAFJ/vm0FGJMWDD6PiMCEnSAPCKK0JfeN1xqyLlDgkCAUjJqhRQrinr081I9EWkIIWBB6bs5VhRioJTeo6p5VhZTIBfDLHgqYAWCR1u1gkhF+BwF/p+8Ti4nMv+SYhVJmiiaMYQggSR4MloKZj1iECUhIaJD5IkilN7vLlOvWqpYkcUjG1ITyGjpIERSqj7pqIwIgWIdlju6tkNSABVMox85BqUfXl8qsvUwlMWIQAQtPSkETFsKghg0tUeIbEoYNo0hREmo9tiw/VIQx2/M4Q21QiRBqvz4GTaXmYOqQvKKzYxQeaWKOfYVBMwyMQgMOVQ4PpbVsFJIcdjUBiFEUhoTQiaXOZbFqzKMQAJJqHT+vkMFGlBehtVZKUb0zBQAizVaHNspfU/RysOvVCCOvAQtgJFCwkyIqR7u2IBJohmNqXNL13ZYMJJULEpxHEkUqyISocKTUCvqCbtlrLMBAQ+OUVH7RipKjH5Xlmx+bCQhSiDFJUz9WDABtNC1C4zCYj6ny5lRGtHUNRI9KqZQeYkuNlSKgRgSmjsEI4qhIVJyS9v1qKlDAcHxJSNTrHgxoA52qimGH51I8QiiXiGSEqX0oOL5pCioobnDBAIJFY+SqhkJzgIE88iIeBUrJyjeOLFNlFLETAgiqClihogncWqGJCPGiEiia6dkddS55H7AcgJVTMRQE6LjIKXtAPVyPCsh+d1LDaYZMUN7JXctxggLfn8FaQgpUrp2KJWNvjtkMes8qY+QuzmlT4RmRErK/PCIWK2QKqWdTZlPPZeiWWLnxjVu3Jyx0MjFs0uMY2FlreJVr3+ctOIXuIpeegOOLA9gZMl5uImEECuC71ug0OvCj/eS/ZiyQNaeEBOmBYp5qS49IrVv+FAhfUIt303SjUhRB11NFUVBlEBGLDpwKV44+L8Fj3wnde1P6omkBEy80hL1owEBMYfycz9F04QUlWIG2ZxLM0MMcrfA6glEI2rGiqIUQlUjqSGRKcPFoWQQpcwXdH1mfjSndPsUa9m7tQNlQpzUtHt36A8iZXKJehUOrj2PzgvNufvo210Wm0cswoQzr36Enaefoj2C+tx5xk1mduM2221g6aHXsK6R9lZHWT/DoZ7lzuZtxhtHTNZ3eOjR8V2+SkQI5sWFolgJqBoQiVG8yHKElRAjQRhuMiFRYQzVKYFsGS0MBUdCSJgKxTo4fpwcV1iGSUcuBTQ41RgErMIQvFb2st9MnWs7wXWCJf5wfBhOAJbseU8MpBjRvlCGkt8jtCBDCNcBqY0SIStFCqrD3aKZFCNZW3LfMj/aZv/2PkeLJaRe4uD5pwhzoQ1jJmeXWFzfIZYpowdei9gh7cEOxgGTs6egShjLVEtj6pVVSg7E1DBZWjA7t4osVyyfXmFt1ThaajizvMy5C6tIKaycP8V+WGO3XbDVZk5NKjSNyKU47WCBmCKqjijHmIgh+fcSnQYs5r1cEkZewg/8lZkDiSLBi4hhQ3rYSgxs0gArtAN5DaYMDEDBMhgeiUSMQEXGsTXMWQI1r97Ak+6TWie3iayDoo72hoCFAQnRQul7unbhX4pFTLNHLTHHeyxA8KoJ7TFRYj0hpoqRFKa7t9i4uc28S2w9dw32gFNjLrz2FIuVCaUrjEZjTl04R788IkjD6vkJk8ljLB5vqSYNdRO5/9FzFDOqGAnhEkUdEae03P/wqwmhph5FqlghJmTtKap07Qptqnnh2pRnn75OLIFHX32R8xfXkBjR3BFDGBj+ATs2KFY8EVdcORDiEHkXQ2XKQPh6CV60hdxTzFUMjvL7n1zNAGqCqjnwKo4bDZXH8Tnpu2sgohVP1IstCAZBCyYnK2Y9ueqsGJ5wGBIaqirR9x0le2QiCCIFIRHT0KMvBZFEKY4uhxgJJAxlFA2db3Dz5iY3n7rJbDex8sCDpKXTaN8yOdVQ1x33PvYqqjSmaSqqUaKqLg2ouWJiLKexR3YtBBK9FiyLl8GasRzRPKIy9YTV4XX0Lnuc2d6e8dtPH/Lscxvk1nj4vjO88fMfZHVJHAuKY0opxBj9uM49VpS+91ynqPnGVMXMyJqBQIo1RTskREwNHQDNogVR5yHFIIhXl57tl+G/hopHLDNDkkAuw3EnGLVjQdFBV0eHfNOJOrZ0UusEj7OKkBoU53xABs7JUenRZIkUEjH5HeOAYk3ImRQdcAwYdTWiST2H15/i+jNTZOki83kkjVdZW1/m/AMjqnrCaDIiVSCSyVn9y4nOhKeQvBQWIYYEKL0WByhjxKJiuUdLgZCQCKIGVjDxzUVwGmJ395CPvjjl2We3mM0z9547zRe/9WHW14YjB8911HCgT/31VYAYYchKGIJDipGUAsX831JVubQlGtESqoZqHCij4nQSwEBuGz1ijkv5Zxw0QgMXqEOOaXSEKBTz49bUdUhmRjEjycvwOGvb1sVZ4nmBljxEBENiTV3XxIEqtIFj05wxdebZ/y0wGSVkOmWx1aN7LRZaLj7yCKunV1leHyExD5WGeBUUBLHhm3aQFuO4qpMBvAuOPVkhEikYbemA6ECheiUJjjehBrnnaDbj49emfPy5baazzEP3n+Ntf/ph7r88JgzaJ4herqdjasRpBxPHi8TlDZTSO3YlQpd7UnIcR0yJUehzS5Q4AKwygLINVgqGH40iOM6DDLlXQYuTr4IRwohgBbUWw6BUxFBjkl3qUrIn9SQnlk9onegm8ogrxDQmxuj5RoCEUEXFtHNylkGXK9BrQbIjuiFUhHyI9AuWxhPOP3SO0aUzWKMDWl0gxbtsNcd1R4gOdpoflyVnVD2XMC2OXZlQVZVLSsSoqhGWlRgEjY5Kx1CTy5xSlL7t+MTzO/z2x7aY7va8+fMf4q1fcI6zq4FAj2h0ama4acjm3OExt6bF/RGDY1OGy1YsVKQ08srKFCtQyOQuu1DMXP9Tco9lHT6bwxmm4gRqABVBhyNOTRwrknb4XiAgjnmJ510eMW2IVEJ5ORKwdaqBQBRBco9FXGgVZKgksh85CKYBy06qWgmoGHJMJZRIqkes3nsftQRykIFnEkTAciab81YOxilm4nWIghYld73nIVXlstGiZO0QGXkmMPwMASsGJo5hATmD9j3PX7vBBz+yw+5e4Q2vfYAve8sFRk2PWBouQCDGoSwXKJq9+gyBEAe8qLgc2Inb5JExK8X6oRDJGANZW9VoXoAFJ7MpniiboMW8CDAj4N9RKTok7C7oMwPrnTU4FtBp6QdFI8TKc081QymU7mWYE1VVxsQpCDUXSCHOnKfgCSpWhjKUgSwwJMrA3vtPZiESUkUfWvq+I/cQQyKGiIjSdRktArUSahzIKy4dFYkurRX8PDGHCUycYe/oXDwXhNx3hOCboJSekhKRTOkXXL+1yf/4rS329ire8OhFvuxNF1kZKblACZ3LSqx1FFjy4Mg6eBRZIfedqw/Mj20GENBKppR24N/EE17pXdJRGDAchcDdm63Qe0TJrk2y4Mdy382IqRqQ7aGQ0MLK6jJFO+bz4kf+ALeggZCcW/Py/mVIeySqIVlUIoGCRyHITrwiBDNKnpIXhyANqVlHzVVAJfcgNW0wIOPlbfRjLlUImZyzS0oA1UzpgzPiJpgaKYJYGUphl75i/tqes/SEkMil9/xFcPpEja6fIQrT6Yzf+PAtXtoMPHT5DH/2C+9ndWJY6YcjKvnmKNnJe/ffcAxR8wAG+zGland5MLIMFzsDtTP0qVD6bsjXPL8yzQQNaHGxf9/OCanCpHdpTMHFcKqQy7CJG0qfndkfRaZbU3JpCCl4xda3NCtnUG3RPoP2aH4ZbiJLyXXVxKGaEJdwWHC0FCEExZg7jkFDCjVdXhAILvIKLoWIocJPwkiKx1iLIME7HEJKoD1t2zlpGRtiUxGDR7hQjxAyQWqMQhAjSQPWgQWnEJhTsnMgIXh105fMJ565xVMvGmury3zpF9/H6bXgeZMJoTgJK8H1TiJOpBbr0NIjJILFgZTNHgVDREwwOrQok6URi5nnIzHUqHgkVBUInW8+jNL3SIyUYrTzQ5rRCC0Bs94FehLos+NNIj3ZhNwp7YvbHLbKrJsy7yKzThlby7kzgflsyqgJVEG58dKMP3tC1/7ENtFikUmxgUHIlaJhxZl8Z90TViKhCTRhmUKDCgiVJ51+XSg5k5oEmrFohOgIrhKJoZApWE6IBFc5IoQQiSKkmDwaqFBVLqkNMZBz7/RD6ehziwSXVMSUUINUV6Qs3L59nV//nR06XeJL/tSj3He+8s4PgSSBIB5p5VhQFoTcLxxvwoj05Ow6qpRcDBZDRRAnYEUEne4yMtBqTFvUUevE0NjgqPJiMSfEhjLviNEQczmu0fsrFy/TzcKgnhT2j2Zs7vTsHwX2535UHnaJru9YicqTz83Ymysr48ByrWxsGd92Qtf+BKuzOVnUdSsxMFkaIyiqkRDMqQ0ihBFW9ZQuozliAcwiVVU5piMtJffEUGGFQd4ZCDHQVKcROXIBfhGqOjgJq8YxaZdipBxXM+DYifaICn03o+1aYiXU9ZgQkm82hUVe8KGP3OTqncDrH7/A4w9PIM+JzQgJhgwa5b5beFSUiqBK7gcoQ5QMHqkEP/Y0k3WKqELORM0cbW+SiKRzNeW4MybWno9poXT+2UrfeYtR1zJuGvp+TowTNC8cBlCl7wtdhr2DGTvTQssauTKWqsb1Ta1Rcod1C44OOvZmPbv7Be17DmYvQ2Wj9UrHnBADaEVulaYyjA5jjGr2U0xcvlAGLU5VNZj1BAJJCmUoezUESm+kEJAUXR+tmRQrNCi9eeKas7fHhFAPZXBH7l1sH1J0TVFxsE+CVyoUgeNqr++wIOwf7vI7T84gjvmytz7IOHb0fT8I8R2EcrWiUPqM0pGSR1GzjPbq6gUpSExYrlAUVfHWuZxZ7O+x+fQtur3I8qUFZ19zGZpA7gqoa6sIATWhaIt1hVQlFgslNQ3dfJ8Q4GhemPaJw0VkWmqO5pEwWvfCJWeKJapJYm0U0LIMUrj4QM2jGG3bsbN1xPToZbiJ6vGySxEw76Lo5gg1KeEtN8Glp33fIghNqoaOiJ4Ya9Dix58kvHL3bgsVSBoRga4/BHOUNzB0TsTKictuDhIopXjnaFSCeltRnSJdn6nqCSlF7xQpSt9PKbklpJqnn9vl5kHg1Q9e5J7zFcVmjtuoQkiUvlC6nq7v6Yoym86Zz3qUhEogzyFUjcMRdFjX3kXso3QsBWMcEvN+QrffobNtgijL95yiWl1lkVvaMny2UijFiwaTDi3CtJsyPWjJYY3Nw0BXag5bITRjcs60B45Dra6dYXNrk3EXOX92ndXlc9TNBGyLed/ShSPOP3CaFF6GmyiXTJI0CPIjuZ2yMGM5NsSgSEgYCdfgB4IrfygG3fwYJDNi8i6IokBImCld3yPEQfwViNUYygzrMpYVEjTNMgxCN+l656PI/jzH1VPfEcNkAEUNzS6XXRwd8eRzGYtL/Om3PMw4dpiNkMrwcsjQoszbwsbGHkcz4XCmzBdeBS6tLqNZQGvqpbGDh9N9FrMDpouOduYitxhaJmnC6pkRK+2c7uo+s3nP0tk51VpNpmYx7zDt6RYun522sCiR3alwNI8sstHmitHyKRa1Mj+cs7+zR9FE2xequMN87s2hN5YPWV2fsrdzi+VlYX19iSCF8bhhMn4ZtgylyqF9s+RtzWKOqyAEbb0nXhxJ1SAUCQ6smaO0pfgxIIWhYySQolF6c6lnMA9mBnnoNSuaSaHQLVqoA83ISc6YBLMO0UiIgonR9wwC9uNOUd9bqj3b27vcvDNneTThyj01fd4hhQrtlS7PEIls7s546fqc/SOYTxeYTKhGS2A9XV7h0n2X2J91LK0t0x7ssjjYYW93zs5eT98aGee0UoRxExinhtNNzfJOy9LuFssXRkhTU62tMu8yu1OYWeJobhRL5DhGlpYprSsfrm9scjgvtG2hdJn53Cu8qqqQkFhaabh4/xU2bm/wxNU7LFqnPpporI5cyP/9/+SErv3JPA2gQu5dDy3VmGa0RmUZZ5uFoh1kwzTSG1SpwuiBQKzSYLYAKfpFVlygHitBpHacic4F5hLo244qBe/5D8mVkl03AHwuAutLT+4DISkRyAPpWFeRGJQYaubzBS88v8cL1w944xddYaXpSDTksiBn6GSZ5554hqu3lMwKpRhmY+hbN6pw6RwvPd+xd+caYbRMJbC/e8Bsv2c6L3S984LFlKqCeWugykYy1sYVlyYV01s9YSkSzdjtK7YPegiChnrQZwUWsxlbGzsczBYsZoViAbWAU7DG/Q88xKlzp3nyYx9k49YRN69tcNhlFkWpY6RTo13AUZsh9Cd26U8OsW4aLEA3z/RtoW4SdWqIsRAUxJSCoCFBUbS4VkeCVxoWPX/I5ppil284Ch6CEeAumRpECFKIIVKIBMvEoIOMZOjFV1cWqPbkhRJwCS84PJBSAG2Zzec882JHlcY8+uAZkhSvwoqwub3DUy8csnc0ZnE0Zzad0odAqhpGsWLRLjiYz9k92qQqkVpg3s84fWqJpq5YSGbetZQMXS6EYJQsRCKG0Eal66HrE+dO19RhRJ6POGwFGV+kapbY2d3gxo077OzdZrpwBHpRdBDdB5aXapaahtnRgq3N2zz99FPc2T/w3juc2hmPalaXllxyVOBwdkT7cgQbY1jQ1IFARdf3lBKJKaDlCJ3NKRropSbVTpv2pfckUpyO9T50oeRC7gsxuWyjChUi3m7kUtOBprBCFSpIkfpY+oG69gbnsSD5XSoeCYL1WICcbeC8lOeuzrm+Fbm0XnP2VMXGzoybNzbYmxY2txdQrxJGif07hxweFEpMrK4kMKMUY2+qbO4XejWWmgi5wKxjPO/RVigd3vWrCiHSFUNQsmakg4lEVAqVrLA0WgIqWFplc2/OxrO32djeY++gJR/LmwSm8x4tSoiB7YM5TXLA9M7hlFKMphkzGTVoyYyqxHjUUDduhbPoOnL2G+Wk1oltotAfoVpT1avESujmM2bdDG23WNy+xWTlLPWZC15uE4kpkaqA5uJ6GgnupSMVIXS0i97bixujqhNQiHXjVRpumhBDcAVIjAR1FYHmFgxS9KTcjRzmpDTGiHTagSRAWEx3+chv3ySXmqoKbG/c4Xc+oUwPjoghkOKIMl8wm/fs7nW000yq4UgO0E68SXFRSCrMsjI1IamxtzfF6hrp3ZQiBbfXyR2kJtLnjJmwaBfMS+TsmQlxeUKnRkoVTz91la2djrbNHC5aDlsX7KkWSjb61qirxKgZMa4iMmBMs67QjEasr06ICCmMhsZPZXZ0RMmF/XbOtPM046TWyQn1mzOEnGm7BUJFXY0x68jhNPHSEqPxMs0o08730LCGhNo5QAvDF2ROmFqHhERdR4oV+lKguCKgL543xap2Jagqlap3fgQnsgwoKkSZcbRxlf7AAcOls/cRmppohS5nYpN44cltQt9w/2tez4tP/TZPPrVLVRmpbkBhNl1wZ2NK3wXEIuO1CZOVmjs7hxzudzQqVGqMom+Uts8Ug6zGLLckMUSity1npVihlEzB6EqhVWO+KKycTRwczRhbxc58n+mhy2wXvacABKEfbrYmJnJUxpMRX/SFb+Zgf5+rLzzFPLtf0trSiL7rmHc9IUK04LBE754Ii+ydt/XJyYlO0hUkYQJtd0Ru58Q0pqoTEsfE5WUYBSwq41SR2xl9AUsj7+yM4i5oxci9V06pqhAdEmXzNusYgyfg5jJT31FK1IKWgfSVRIhDC/W0o9+fk0YNcm4EFNQiVQrMj3Yoo1XWzsy5vvME66cTscmMlioOZgv6tsKs5uholxhHjMeBUcjs3p6xtwjkDD1GXQpl0UMUUgg0wZsq26K0AolCZe4vZKrEyiNRKUbOkENAq4pmtESMxv7RlPlCmbaZRe6Yd0qSSM4ZzbjrGXB0NOO3P/wR2r6j61okeGQ+PDyEEmjqwLzt6LNSeiMrw5EvNJW3OJ3UOlmntBBoxuuoOjVRSgAio3FDSm45Y82EUV1h+7cofQVhlWKJmCpScKs+bOCijpNDdfF7jO7dU/qekt0bKNROeJYidO1sQK8Fi2NWL1+BtUO0uCuHljQ0VAZefOmI//lRZWs3E+rIchOokrA8mrC9l0lJ2No4IISaWZtZWqnZ2VnQERELnFlbookd3aHRhYa+eIevt1A7nxd0cG0z9yZwkwtPbHJWeoXllYaV1cY7ZmPN0iSi0jPveuZdoVecdAUIcLToyOp82vbePinCmZUlmiqwO50hUrG6OmY6m5HLQAmFQfQZXGlZSeAEscYTLPGriduzxIrxOLFYzOg6JdSRXJSQB0WiFmI9ZrS0Tj/dJZc9KDWqK1iKqEEzGlE0E0Toe6Xrevou+EbUhXsghtolJlIhuF6oaKRoATViDIQ0IawkpN2jdHuYrZDVddPXX9giKcRKGDfmWnB6sI7RKDLdX9BOlSsPPsiLz71IN+uQuoZ5z2mUxb5TPKMYkKBU4pY2i+KiuYrAuEnUg2TjWBfVqTLvvKs/NYlTZ5dYXgosLa8wmgTuX13ld35nk4O5+yVVMdL3vXN8RLrsr1VH/Kg3Y2UcaRcdYoGHr1zi8pkJdzZ2+MSLW7TqlakOkpgqBiQ6F3lS6+QS61ANLb6ChAmjZtk7UNU9cdqFUlWJavDQCZKIzRhtjxxpyR2hOk1Vjwh+ulGyUAYJiGpP24sLyQQst6h4dIrh2HkDLNtgBjGgzdYDgsQaK5mDgz0+8GsvsrlXs7Y2JnVzjEiqIikECoU8a2lCYMkyeesmlbXIItHUQj9dEOtE6XsOS+QAiOp9+CkJ0TsH0Zy9AAAqlGBGW3ov7YsSq8DacsXpUyNWVpbYvr3HlYfvI8gM1Za2BQxedd9p+m7B7rSlSpGVlUSUQLvomO51pCQczBYczntOrSyxVAfqScN4HNxJRaGOidbcmW1lPGLcVPT6Mkysq3OPwXwbzaB55j6E1RJiBTXvHUcyvSohQR0zUtTNqppVQjykdDvAaUIlaO6p4ogwroARIqAUurYni5DJg3oRiuUBc0pYVPpFpnRGVQuhqV1U2S9oFzOee/IWXTfi3PlV2vkBIQRWJonStfQlspgHqlCztzNDNTKddyzVkYODlkoaVlfWmGlPa4HdnGnVWA5CrRlpjdU60gygppWOIgyGXuq+QzF6pAyBc6dHnFmvsWykNGF1pHz8N5/mcOZFRgxwbiWxu1u41TlmdrA3c4ikL8S6Ynnk0ZsgzPuWZ67fZrQ84dyZCyynDToprIxr8mGm7TOLruPecytsHcxO6tKf3CYaX3wz1m1jeYEuNugPN0Er9x9sp8TYOF/VdRitRx8rEJaIzRqimXJ4m/nRhov5JRGqCdVoxXvZ4phUT9AUhvaXkWur/Rt0K5dihOAmV96LVSO5IzUT5mWXqy/d4qXtCNWY3M9QMsuTiqWVxP7WgoODnvHKaZaWx8y3r7F8ahXLPVubOwQTDg8WPPT4qzjdQLlxjfnuEZNmxOF0SlFYCUJSqCohBaMisZh3LDrXWge8q1V877O0MqI92ucwj2iL8bHf3uXqjY4cIlUNTRL2uwX7beZoVpi33lhwbrXhwBY0o4qlUeCBy5e4evMOi0WHZeNwb8GVN9zPax65w8ee3cIMqhDI0aiTsDQxdqYvw0gUqguQ1tF8RFq+n9g8QzfdJVUNtfaY2dCd4KrC0Cq6iIMnjxLDhNSs0B7eZL7fUq9dZmlpiVjVhDjyVuPSu+YoBaK5kM39kFyxGCvIbSGkMTEGomS6trCYHnK4d8iLG8JBhr5M6bJTL+fWGva2FkwPC+0ChD3GYY52C3LVkFsld8bq0pg5c/L+be5/w+Pc/9gjvPen/ytb2/uICKt1YK2uaESpAzSIb57iHbC9MlRIUFWRNghbO3NUlLb0zEvAsstVLp+qaYsQonHr1j6z1slpGbo6pm2LmrG9e8ReFPYP5uSiqAl9KVy/eZN712vuPX+OO5tzdvbnjEYR7ZQUjKP9BXn+MqQ9Yr02wOrr3vFQn6fUn8Dmm1hacVlqtUo9Po31N9Dt58ndnHZ/H+IOlDn9bEqslpisrxBXzpGW1z0BlIyVTFAlyNzbtLWnLYFUV5CdTwsxUBOIwUgj5+SaHraeuclvP7HB7YMJuSiSC9Opcfb8Mrt7R+zvFlJMJOtAI/t7hb6DxfyA3PZgmfl0SpUSBxtbfPx9v8rkzBor/QKLMKkiqxEaMSQr0ZTxUo3Ss3fYk9XVk8UKi+x9+6uThEhhlBJVUkobaa2gOWEYKQp1FCKJplLa3FMnoahSsptYHYe0EAwrzuEdLTKqC37rqeu8+v4z3HPvPSxmV0lB6NRN6Tf3Orami898UT/LdWKbSEuPSaRKI8+BQkM1OkO72HKJSLOCpECZPYW1t9Gj21jf+53ad4R6iWZthSoNAEbVDIbkiqQxgSlFvT1Y8TK6Sb6ZDJcrxVSI444Ue8hCnoP1+2zvHPLS7cKhdnRWc+7smDSfk/MglosLut67I0KZYgSkqaj7nsYS/dz754plooH1mY2XbtMA9zSJoEqlkap4123Ohfms42C6oGToAekLMQlVUIjCqIpUMSF1YLWCZpKYz4W9g54qCCEl2nkL6i1AVYTlUWA290gXCBzbLroNcSH3LnlZ9MrW0YLm5i4PP7LGaHkFm05ZnSTarqfF3M3uhNbJgY3tJiE09DpGYo1QEeoLpMke0m0jixfI8+twtIG2C4QJafW1rKy6iD1oAZ1RFrssDvcI1TqVAlLQzk2gTBULikqkSCKmSOw7ks1dQ9QbtggUMbJWdIsD+sMj7txWbh5WpNrpDmsu043ucKhjdLagXyyQAn3BEfAMMSgpRHp1daFg1Cmg2SurUYF63FDajijCeHkJEhzuH6EK817pitGbd3nUSSjJXG8dXGUQm0iovI3h/JkVyEc0sWNWEuOlxGLac5R9E5+aVFw5P+a5m4e0d5sWPVlfdOputaK0nRuyz2aZl/SI3Y88SxRoIogZvXqSX1Unh+6cnFB/60MQ1pDRqpt9hhqRBdJtQbuPdLexw5vo7ACpLsH4FKQVqvGIvP8U0h5iiykiPr9C5zfpWBCaVSSNvV/NHA/Cstuk5IYiDSShYk5u554/1WPKfJuDwyNuXd3jEy8sWDlzL00NO0eB3/zgNe5s7bC0dsjrHrnEwdGBd6f2gsWaKMo4HvfPKSkExpPI0cGCcV2jOZMCjMwYr47Z2T5idnBAa8px5WyDnCWIQBFy7/rvjLG6VLNyepnxcmQyEkSVlaWA0bC9c8j6qOJoviDGxOMPnePJZ+9QpYr50YJFZ3S4DxEGlQhVciPVOgkpJUp2qe7horDolSYJZ5fdBS4AVYycpEXRydntzfaQOgM+AEVChdiC2O5iJQNjSCsQ9yj9PiGO3Vkt76JZESZYE5E0o6nGWDejLLaY728g4wtUK+cxCWgZzJ/MRykgEKtI0TE0EyQFrMzppofofMr1jZ7Rg1/GZH+D7aeeZO3so0wXL7F29hS7rVIv30PY3oAYuf9Vj7G6eoqNF1/g6OZ16qri1HrF1q0DDg4K1kMW76w1jPm8dfVsXdPOWxRPnr21SbFshMHdtc9OfVSVkLue5eURPQuOFoUkgdUUOXvPQ2xv77M0qVg+NG7uZHY2j8hA1ynt0LBgvTclTWofdoMpWfFOXhFyNs+dEAqZPoLoHIluOnHh7DKzl2NONN285psnVkMrsVv1QvZxABGEhlCdwcSd860TNAYkLGM2o7TmXRxplRBHiHWE6Q7znZfoilBN1pxSiOL2xUFQCrlt0ezJ5XhU0UhHHjeUO8q8NV68/hTjS69j9dyUtW6b8WrNM3d26GPi1gvPQhFOn1vjwj1nSLQchjmcWaHM5yymHakKVCFSqkKwwHy2YP3MWQ7LHmk0QiQR44z5YkbE/bsLgAxzSvB2zC67JTF95ta1Hc5cXGbt9Arb27sc7S/Q9ipNs8TGnT3OnFoihQ4scmFpia1pSwiRychlJOO6YlIHpvOeXIwuG33xVusymI2BV8QxC23f+velhdm80L8cfazz4ghCdEJ1sAuWMHirBkHMjcBjqBBRpJ9j5r7KIRQoLf1i6qKZkEgpUI1XaFbn9Lv7lMUUq5dQ834zG7i5WMXBtb6AZUofaYPSH+7wsSc3uH1NWEqBWClyz700s002t7aYdYU0mZD7lpXJCvc+/PlcvnfMzu0tHvlTX8atZz4B0xlb1294D1kGo2Z+MAWB/c1tlMLRvjceCEIM0S2HDYIITXSaYZ6Vrvj0hnEK5FA4mi5YaceUtmOpicz6lumicObMEsEmNJMx98Ware2etlVCEPYXmRgS65PI2niJKhUCxt40D9Jho2TfOPkuIu1eBlZsMNIILHq3AzypdYJC/SNCqVzSiRCC93sLA/Ns/nKa1LurSxk+iJIiBNwcSnujREVCRYzLVOPMUoa2L+4qMuRMgNuHmQ+iSaGiJHc3y13LrG3Z2O6QMObyvUvM5DrnL17k47/xEteKcRVhbEp3OOWBK4/w0CMPcfH8Pi88PeXU6cADr3kti0XHIlT0G7eY7c3ppguWl1dYXZsw3ztgY3+KmY+xqi5eZv+lFz3/MRvGOggrKzX9rCXPvb180UOOAe2VOxsHhCicPiUsupZFa7x4dYez6yucW3+U137Fn+H287/G4eGMrd1Drt3eZtrB3vYRp9bWeeDRy/zPD32ElhYpSr/oSdHzr4A3V4oIfe++B95ePpihvxzdY8lzinSuEQqRoDJ45RipuPNPkQrtiyuCrbgDquBtP9XQ5BgKxbxMFiIpLBPGmRTBotBbQczd1FQGi5qQUY0g0XvADA6P5pgK9UhYWTI4us6HfvUqhcTapXUuVpn5tKPLPRs7W4hO2bh2B1Nh+fQ51k9VXH/+GitrNdSXYHRAtbFJO23JXWKhMLnnXma3brDIhXFwDwBRIyQfKWVmtJ1PCahEKAazAkWE3BurJuxuzZjPA9VYKK1BErpOeP1b/xyPv/Fx7r28ztlXvZVC4bd+6Sf54P/4Ja41hde++fN44Mp5nnnyY9zaERZZUVwoJ5XbKlfx2MlN0KyDpZ/6PBI7ucz6BDdRBhk6T0OEY8cNa93sSVyYb1ZQCYPqsMfnV0yIGCnWcDyAJff0ZmiKxLhCNcp0qtAfd2u4j4ibhrlVjPe0Z1Rb9rYPMRXmLbz03G1WJoHbt+Gee84h1nHv5Qk2n3Dq/Hme/Ohz/NL/+2u85Ys/j7MXJ6yvRCY1XLp8mo3nF0wrb4MmJs7ct04/m7N+YYXtrV1W11Y4Ojhk58UXnTeMPjnE/YKMRedgY10n5tnu2inOe+POYcfF0xE96jg3qtEUWKgx6zLPP/E+Un+L133F21k6ez+C8NavfSdRexa/9HNce+bjvPDER9nYnLHoMhQlYnRdGUZ8BarGR1OFUOiAnH0yUi56grrG4UY+iaWlHxzl+wEAbAlBScOGUOuAfpjdMThsuFmQ97iLTwaKlRGSexK6lMiRWAtG0Iyog2oSbJge5BWQDtYqgqO408OebhHpcs3t7cLtDaHNhede2mFvphweHHHQFc6dn/DglWU2bl7lqY/+DikISyvLrK4l5gc3KLLChQcf5PSZMcvnJ3T9nIP9Iyw0NKOGYIVclDhact8jPB/JavTFB/H1bkmNRIjDvLNcjFlR9mcLYhSms0zbGgk3RH366We4fuc6Nz/+/5Jn+5gI47XzfNFf+X6+/Ou+heneAR/9+E02j7JH7aJEhToIS00kAZYV63vo3SjeTUd9VkoVX4aRSK112zsD1/wVqBOSjGAMvfJAKG49PHQihJiQwfATK79LFg4irmDDbA9rsTLHtEZFEBJJCqKFMszskRTcgWNwyl90kXkvHHQRYiTUcGcvI7USY8/utOO5Z2/xRW/+Aix/iOtPPMv6aJ0veNtf5Nyrr3CwP2X53GuZbT/PWL4Ya1qe/R/vZ7FI7N3ZJkph1IxYWh0TpKKZTNja3KIMSWwZLIJ7hL54R0sx6IecqRo6hlPTUDdwcLBgRCJpRWwaXrrxItpnxqv3cOnxLyXWY3K7Q2CTlVXh3ksrkIzNgw4lMp21NFH4/FfdyydevMVe60d7KU76jipHuRWoT+4MOslNlJGhnBUzQhiTQjPY5B7b4x0r/ArulyiEYdKgF8EyINOulETCUEOY98SXllAcFvDaFbS4wUIVJ6jEwcI4YGFCqQrzTjkqQm5h1IyQsOCoN05PIt3enJs3drl9aZ/LZ9c4Pa7Y2Hieq089w+l1YSllrFQsPfJnuHH7/Uy05czaKtV4zNWnbrG8tEQ3X3BqfYmb13dYdEqnSpUCfS50wjCKSzzRFh9zCrAoSr8wTk1qkvQ0SVhdSczmyt72EVXlmNj8aM58/m943Y0nWb9wjud+6/1ce+4TBIxL50bMF3NSiMSq4fmbHctV4uKpzOE8Mb/tnGDbZ+/aG9xp6yjU6WWYWHu0ccf24+k59aghSqbtOjQLuQxtKjK0sg7uaKU3pFIfkicVOhg6WSmDCW0kpGViMyXbnBQqKlHEPPcKuN0wFobJ05FFrlg+VdOcali8lGmzMRr7eFAlcGplxOH+jKPZlN2tW1w4FbjymlfRrIz42C//f5jffJTLl88xne+z3G+j05vceHGT7RsHrJ5bZrJcQxL6PnL7xrZzXYsOYhiMOP3/YvRIEFRoUfIw6CUG/+8iw+5Rz3JVMUkRGfm0xMV0xmbf04xrdvf3eO75q6RQaBc9i16ZdW7Tk3Pg0dc8zIvPP8+l1YZXXV5GxLXZx56VflN7VRyicGa1oetfhix+qtxAnAApNVRNTQx+BlfROaiAgSSslGHOmBs0Oebjd0Y12AqXnNE8OMU2ywCEaoVGxp5UB6HkBUaC6H6RxQQh0naFXiuayRKLWU9dBzrzYXkr44Y4Sowb5cJq4NqGcvXmPkvVKvXqvTz6eQ+wt3mLp594kts39/iCL/9Kjo6u06xfotvcZaEdm09eZ7yyws7OjJVTy8Q0Y972FHx6QN/3KIE6Dqac+HirYoGMUEVoKjizUvGG+0csOoNqhIXCuKqwKLS9MpstaLtMrIVF1VMlIY7GzMWHDetiionRzrZJkn2M/HjM6sWzpBtPUbRDxamXKrr1X5JALsqF02sndelPchp1HEZr+hz2kAa/QgGiuNuquvGVW7CAFPfg0TBYv5hhakTxfrEQnWSV6NZ5biE3cfxDF5AXIBWSGrRdeDuO9sznc6bzOS/d6bm1VxgvjTgzVvanrjXSomSDc2eX2Nw7ZGdvytbpNfaOWsar57jy2COEZofp3oz//vO/REjG0cER21dfYj7LWE6UwwXZYJaVtQvn6W9ton1Hj9IXL/PNjFaVEobe/6FxXAus1YHXPnSer/ziMYfbh2xNYX+/o2lGHCwyvdYchJZ6ssJ0NvWoVwrz/QP220zXBaREqjpyuHPEYtZz/swak5VVnnnyRY72FoyTIFGoEa98I+zPM51G6tHySV36k9tEo9GErJ1XAcVncln0zRFEiTKEcnHKgqHtx0xBffhJEHeSdcjXcR8dpBelWyDUWCzUdU0IDdIkN5nK3mVxPGKz65VOJ6RKOX06kTSQUmRLek6fO8fu1h0ODqFZq7l4uuaFOx2buwvWT69xtLvPypn7OfzIdQ5mxnMf/wj9oqXvMilE9+nORiqZ1NRIqjk46plnpRmNyF1HZ94IO4q1y2KKQRRCGZyUA1xaHfHaR85w7+WK2WpkdfeA57PSFqUaneb02YusHe0iYtzZLGztzTHDXfoxKlX6XNyECyOkRN0ktje32dg4IATh9LiBmDh7qqZKNc3qCgd7R6RUcWdvelKX/iRFaYGoPjBFVbHckRlmoIkMIioQAkHDIGXowDpUOyzU7mMtx5MBwfsTIFjxEjkYUSpQvXt0qWSsbzGN3vWq/dCiY8TUQNs5tZKEUao4f+EyR7u73P/w6xgvnmNJYHdvh6ODbZ544iqXH7zE//e//Ddu3Z5Rnb1Ev7TCzb05SuDi2phyNPOIlSLLIbG3ucdsXhiducBsNmPRZjpxDdGoqdHsOmsd8r8qGqMKLp5OXD7nZqSpjpy9cBrNkeevHzHf3OKeh9/Io6//ApoqcP36c+zsLdjZ2ObaC9fcYQShGkX6vsVEWD9zhps37/jrLlWspZrV0xd44KEHqTji6Gib63uRmzs32T2YM1u8DGkPH2NgRLd9B7znPufiA34FN7MKc4o44RFTRK0mlmH2qWSESEiOlaja4M1YkRJ3B6yYZvreq7JUTdA4uPSrNwWkOrE8zrRdQ2KJtu/IcUTmCKlr3vb/fBWTOnOwecBoHLhwcMBz11o++MEPIXmL55+5zQOvexP33LfKqx5a5Xc+9jE+/Ns3+NiNPU7VkVNLicW8p9s/okmBXGCxt8NKlVgE0BShFGbzQ5oUQNWNKoIwjsLpJnDPhWUevrehkgVd68bmly6tsjczeu14+kPvY+f2Izz6hV/I2vo6s+km99z/ECurE4pUfPRjn2Axn9Mu3H12drhNqAL3XDzFuHIPywfuP8fr3/oGnvr4h9lfNOztbFC6QtuqW0Sf0Dq5NmpzO18NBcowBNiy63RKD1YhIhQTiMmdQohEUe/3IgxqT7e1c29oH/RWtLiISoCS6fOCvp17NWcRScFnyWb3Oposr3L6zAa3dnZhdJ5UTRitX+bWxpMc3nmK8ZULvOqRR6gfu48P/9ovceXhzMbWVbamh3zwQ5/g9Onz3HffOlVYUDeR+y6eZufyjCeubXHrMDM5s4LRUqeKKkS63CI5szBFqorxeIn+YIegRp+VHnMl41AhnV2tePPrzzOujX4YzmQoRuaB+85QrRW6F7a59vwneP7GLQI9yyvneOwNX8DnPXw/RXsWXWHj9hY3b23SznrOXjrPfH6H2f6cen2Vyw+/mkW3zX/5T/+F23c2uXpjl3nnXbcBc6vmE1ont4mCDYi1uaRTnexzK+KKrJCLTxVMUnmuMPSKqYShRC+OG6HeT28LWvFZFCEKaRhwojljVAOnKMOsVABBQkOSnnvvPc3Gzk12NnZpS+Do+iEbt/ewNKEO7ka2u+h46NHPY7GYcevFPTafPmB3Frl03xpnT9ccHHYc7C4Yj0/xujeMOFh0PH1tl81py6XGKRpDWT1/D/OuZbG34Xx+P6NOUHqf85HVqMRIyVibJL7ojWe4cv8YseAmpubqyKoak5IwWcDa+lnSWHju6ReYttC38MSHPkiZvZorr3mEN735cT7yoY9x4+oN6iYRTTl/6gx7ezvMZgue/fiT7E1nPPfiHmtN5PVnVllaWWJ5bZmnnn2RJ27PT+rSn+S8M0eRgwzjJnXYVMe4SIzu6yzDz2wADFFHrb2cQ6LTFlGzG2EWsDi0Ug+uZ3cNQ2PAUuDYFtgd+5VSlOXJKR59Veb2eI87Wxk5Krz+oYqXNjf56Ad/DdWa8/de5tnnbjGZnOLcxUusXN1nVuCFq1e5duMKF8/VHNKSJKJzr3Ym8XhmRiQxbJLFPqMYiU2iz4qoa5gLxlw9H5IAp8eJL3z9Wb7ojWdJMdO2boAqKD67JYIYZyeBZ/fvMO1PceHyJbZu3mF6tMeNvW1eeuEF0i/+Kufuu8TKmXUuXVqhK5lXPXQWypTp4TZ7+9PBF8C4uJJ4/IHz/OWv/Wruf+y1PPez/4r5DeW5E3R0OLFN1LUdgI9mEO+719Kh5tOgYxgc9k0x7X3M5OC2H2IzTHr23wshumF53Qw/c4S7SISQSbXb8VnOnsgH75zIGD6ouCAhc3p9hbW1U9w/67l5e4qUjsODwsbOJocv/hL7N1a5s9MSR5eY7h1x+dKIjz4/J5vyS7/0P/lzX/IIi9kRt67v8tLVbe7sTqlSIIp7uU1OrRIM2ukh0RIkn1tWzNWP064jCpweCxfPVHzh68/ypjefpmkyXR4Tz1yhvfMRwjC7xNoFsa6oKji3XvPkh++goaHrIhqgGgWiGot2j49/dIf9Xlib1Lz6gdOItZw9d47ZwSF3bl2nHiX+zBdf4c6dAy6MA+ngGV761Y9z89ptwmSJU83RSV36E4xE6r1R5ibOWEg+s8PMdT/4IBcrbvgZY42E5INuozvfa+lBjUJ2b8djsJEA0QeviETHnUwJqRnkHwVCRWpk0MkIokJduTB/VEXWVmqv7JoRi6NdNxKPS2zeafmND32Yw304vTbm9Gph9zCzsbnBf//AISNa9g97DnujGixkqiqyWlcE7YnDx5NR4NRozO07e/QD0XlqKbG+Enj4/mU+7/Xr3HN5TAwZK4KFHju4QbRwd0xE0Z5kIyRU3HNhxP3npry0tUCCsWiFRackU+oEZ1Yrlntl82DGh5/ouLlxxEP37jNZqnn0tQ/w8d95nu1pIMbC9mHmZ3/hN9g/yNhowsY0c6o6qSt/ktxZdvd6hnHcIhUxVD7OUsTnyuPNe0UUo0PUGXwVw0KgGq+5o1k1jFBQ9Xyp74koUlpKOWbToBB8eC8JC0IpldvUiJJi6xer7ynuHo4koW93idoRYoOFlvsuLNG8+RQ//8u3KG3g4YuJDx1MKdRs7s24crphbWyMmkyfBYmGBGisR7PRq7I0DkzGRtAjHr68xLRbcPZ0w5XLIy7du8rpMw2TxkB6H/pSOvI8k7tD/yzDHBChdsqktAjKGx8fs/LCjOdudPS9MbfA7aPC4bxjUlWMKjg1qTAVDvZnPGsVF09XvPr1j7JYzPjV33iae8+tslgsqEZjDoOy1CwxGgde3L5+Upf+BEt8H5ODahlGZ3cMQYFi6g75uNn3MCvQJyWaEcuckA1tp0Cgl2MHWQbwMSD4mAU75tyGeafBCjmXQaju3bRFuwEBdxZbVFHL9Iv5oDis6EohCagFzpxZ5Wv+XOTWnTn7c+No3vOxF3u6psKC8Je+6gqjpsBonfnuTTpWkfkOJkKVKpbGDVXqfBhwciOFFIUUMiEZSEvfu7zFjtUJsYCloWeuJhKADrVAViHFwOpy4k1vmPDwAzNeuD7n2WtHaKcczOHmQUuUwK0IVRJOLdecGk84OtzlxvPXqSfn6csWH722y8Xliv2dPerxmGk+5GhWaF+Okxd9hLcPxVMJXqWIA2wi2clRcSPygOcAFB9TGUgU0cGiOBCCDpWegskgbivDsDyvBM28UiMmVDu0eNuMqnesFhOszw4RDwrI47GcxXyOqvY9PnxGmYwCD9zfMG8L+4sx+/PExlbHxtaC+azngXtGmG3Th0LJO8ipiDvfBrCW0i98UE2Fzw9Rn3xkJbrD/tB+FGVwg8UIcjxKx1WHs7lwY2PBbC6cO51YXw/UdWB9fZmlpYaH7xnzxp05T1yd8+QN4fntwrTLLDrY22y5tXOVe041HB1dJ/u8C5arRFNHQg+XL19G+ynTxSHpeA7vCawTLPEr91sEihhm0RNiLQTGbrBkebgT3RVN1Cc03wUnQyJUflhrX3zEQRmc0bRQGGZ15GH4jAVC9FEJSHFPIzVU3UA04M75aMJK5Y0BuXfSFiHrfDh6nV4RizRJePU9IzY2lMMtIxC5+uIR957P1PUwal0z2fxIFHMrm+Niouvtbt7neLu73poqMeAdvfhgPwtAqGlLZncn899//ZCPPT/jiMDKUuTymYoLpyvuvTzm0pmGcRM5d7riS8+O+ZIvrNjtTnNt45Cy9ip+7Vd+i/3dA15zZZ3VlYbdaaHZjxwctry0nzEC6+tLXHngMa4cZJ584smTuvQnKNTvWkKoiIIbTR0bKQUhCYNmKPj/zJWJmA90U4lIbAipxmCQk0AIY7AFpsH11zZgSv2cvpsh1kAz8hai7HlVry5ad2/j5LJWMjkvHNCzgdcrmRCFEF2V6X1sfmyeOVXz6L0LblwVFovC1at7vPHRU9ikH+QV0SdL1z0aPP/zaYZ5GHiXBngj+BzEYOTSg40oacJ0NqdtC3sHmU4Si1nPM8/NePL5I1oiqnBwqNzYmjHTQoqBpXHkntMVD1xqePCewMX1zKlqk5WLiduz6zx4NvNCF3ji2gEPPXCah+45zU01Xtru2TjoOb20xIc+/BzXX7jFhUtnGdnBSV36kyVgpaqRACkPMtUBcQ6hJjY1IbhzRQzJZa5l7rmMBJfQlg5i40N4taDSUcoCK46yOmQw9P2jqM2hBEwjdjzme3DhEMlkVTdJx4cZqw14kxTa2SGzm/uENKKeTGiWa0IVKH1HCoHzq4X1OpNzw3yWuXmz59X3CjF0mLVoALRxM3Zx6+EEngN2BZOEArN5R1+EnQPloFNubmyze5Ddt3HRIjpDIhQS9917lo2tGXd2p4wnS8QAbVc46Aqbc+XqdsevPTdjVLmn0n2na153/4iHLmfuO2WUNvDiZuGZ5+7w0q1D5j28tD1l3mWmi0PWVxq2plM2dne5dKo5qUt/gh2wOYMZIVakQabqBGpwXctiAdq5cMuiA5MRLJg75otRdEFpp5TcDTPk/ZhTG5BwYZjY3BBiTZFu2FBDZBtMLp0f8YgjyuAsW3yyEMlfa16x88QRs50jVieB5VM16cyYrD3VaIlYRc6sNEz7wnJf2H3piA0KYj2nRkZdF0IdKDEx1USfG9ZPL5Ho6NpCrpfpLXFrc5fbe0vcuN1xmGeuCaqEcTXm/H0XOLW6goUxXTfn/MVT/PIvf4zt/RntYkFfjBSEIgbqox06Ndq5sj/P3Npt+a0XDlmfVFxerzi10rDcKAGlL0dYUdbHRh2EPsN81iIBNrJyko4OJ7aJ5rOjuw18XRwMJxGCJG9bAVTn5H6BZt9soaowGdBm8QZAtWHmx0CoSnDXU83uceSOaAMWZT4HPsgwP94YkvHg052Tz/ZQ8eNHs1vvkXufQHRqlTCbkXtlttFS7bbIeEwXerrRmM9729fx1Af/O2H7JZIWFn3F7kFkMwqTiRJjYa8N5OY85y+e5srFROyP2Jsesbe/YNYqO1OlmHHu3BqnRImlp6fm3ocf49I9l4jS8cLHf5unfudFFtMrLJ+5REq3iYNMxgZ/7yT4dEXzVu5SIBdvn24PWm4ftIQwo0mBUQVr48AD5yf8qdetsrZUfGRnCRzOYO+w+FzeE1onV+LLsftdRiwRYnCDcmuHWWWBokOrSrChWvE59BLSMAtWKOZUCCbDvNXW55qZT0/0njXfLJGIaUtfetzg3PMx30g1PqBXMW19inTufRzEbIqSufeNp1i8eomuj0RpyLsz5tcP6Q+n9FbY/c1f5mBji3NrK0yWoFhg3nVMadidtVTjhvFSw5n1FZbOX2L/6EVuPrXBxhz2ZpnWIm0rxJARyZy/eJomJdYvnsHo2Xzu17l99Sb3XVrmCx9r2NrYZrU0XoCkRBPEo7AKbTGiCbUZBaEvRtZw1yHW1Q3KrDMWPRx1xvZ8ytXtzHIj1NIzWxjTuZERViYnhzaeXImv2Ud7Az7zvUKJQyIKJsHxkBB/d048eAmvNkQeMPF+d1Of9FxMQSuQGp/+7VCCw43qLUXFX1MkIMcfKSUsRjR35L7D8Kowl45Q1cR6jIpQn5lQsSAsZrR1pLVIzomnXpxz7elbBBUeeOg+zo03qSrj8KAjF0FiRsW7U2KZszjIPLe5w3wrc/uwp1PosuueSjDmfU/fzrlw4RTj2YTp/oxZ13DhbOLCqTlHhwvKhVWuvzTn0kqkw1vsGhVmWejVaM29CtQLTjAhM7QkKfTZ25QU6HpvZeqzMR25NU6vRlE3kFgcvQwNHaoUBptb+12+KyZCnBCtOH0Rj3MlI5f5MJfV1YgyTGQUhJwzptnLYQHL2RFqy34MDnPQ8sDNEcFL6ohqTzGffK2lJWDEGOn6zhP8akTpOspAqZj0gKEKfVK2iTz59JSNXUiV8JoHGy6euc3aRKg6Y5fC6GxHc7pxEX7O1NU+7cFHiP2Uw0VPboWoiWg9o1qY5Z4zo4B1M1I8xSjNufiAML1zldHIQAMra2NGk13OLyuve2iFeS8cLgo7+y3X7hS2ZjDroSuRYuaNnCZ+xFVgxdA60AGlQN+7ekBVmS38M46qOHSXwOK4aeIE1slNXpyc8tZhhRQixRZeJcWI6YCOFteGdv0h2vuURUe1wyBK89nxiPeLYzqMa3DUOuK0CgNarSEiGjACdhz6zfvXtBQfCwF+LA7z4ENIhGRIyIOHZGJ6OGNrs+fOdmLlwhup+l/j/Irx2OMr3Hd/RYodkxDpDxdcfGQJmrFHxb6jGvlY4aW6Q5vg82V3CrNZYWWlJlRCaHxytRZjZW2XUb+H7gfqsMBKTbHON50YK5NAOJW8h06gdBWHU+X21oIXbvbc2YWduTJXBkP1QDYoUTATGg1YMrT2HKoUF7yJGONkjINyagxnll+GiPV0uk1wTuGu5CNIJA5doXcJWoycWxfrI4gl58nEW0RVddhUYIRhzr3AMEjPrB+S8DAg2INvoalLZQcsShCfg1Z6SukorrUYcBxFLWG5sHnrgOeenLK5abREHpYnePVrG9bWxyyvC6Y+QWi3y1gVB8mL+U2gvftqmxFCoteeahK5PAZSTV03aOmQVGGl0PWBNG68Dy33xDQmVBHLTmFIFEr2XvkoFRYKoRqxekpYmgTuuyzsH2U2dxbsHSp7e4G9eeFoAW0xumFTdUUhOKVjplRinBpHziwLD5yvefDeJU69HDcRvWNASEEletszA6aj3ollIoiWocHRI4oEH7ZrJkO/ljt8WGnpLSNDx2YcNqZYGAzWnUoxwx3N1FDrMPPjrpgRik/zscGuRoggPtLhYHfO5p0Fezs1BzeOqBJcec2YBx+pqINArN1yuhTHnkSdxzvWLaliVqEFTHtKAJGGIpmsQiVCV3y+mfTely/SEDT6DRSEmBIWINrYW56HqrPrO9SEVAevTE1AGiKZM6sN60veOdsulOlc6TN0pbDoYd5GurbQqRGjUCdYGUXOn1uiTkpdR9LQyn1S60S5M98UzqI79qtAhQSfT+gWIMnJAB0ScPHqLGhBgnNkhqEhINm5NZMyTGr2I86KD48LGJj3ePlm4nf1SjCAi240JdGQKCzmHS88sc2N5zJHh8J4RVi7GDl/3xIXHxgRgk90FvMmSNcHBSSIS0uD0xtuWOROJ7EaEyUBAbUWKwtXG1g3RFwXgKn2tJ3naCD0nSsfrBh97gjqXcF3Z79poPQ9zpX695dLD0TEelKEpeVAGrRYKdVDCpHIJRODUIq5x7cJMTZkyz75Mr4MRWkhJiiGkjx5HrphzVykj8owi8M4FrN6iV8NlZOPHjeULEqQ4D+TQBgMshBXUBo+98MYZLhEgjF8mS4SUfOpjEpHiAktmZ3dOdub8NwzkfluTxjDfY/WXHnoFDG0fsxiSBwkuqWgJmh2vMr9kMS1TskNvUTx952Gbt2YqOsRRXufth2EcjwkpmRCqJ38VR0+dySIew9EDWjEebhBemvWIbjGyDeuIiGixaObuxr4OC9FCVJ5RqFGSBNUO3L277NITy7FfQ/uXoXPfZ1oL745HTZoisoANBa/CxhmmokRAtixDMK6gUwVegIpVBB8NtigFvUvhkJWIwYIFinmx2AIiYoKM5d7qLj6Tz7p/RweznjmyT02r/e0coZYjVk9O+eB16xy75WaGA3LgyqyLLBB2orFIYIOEIb5MeCieqd4JBia3YkMMqkaYaUMbnGBGGr6zgcpBwmYdRTFS3WEIC7Ci8HBCRWDUJFzN3h4R/9cLagJIdTuZ2DB4bSQiYNDnVGwoNTJKZ6+nw8ArXk3ToHjgYW5exmW+EN72eD3jGujxVtXjHYwcpBBnO5HjppheAu0mY/fxOKxNMnv/ujD8LI6+q2lHZy+/MW8A0vvEp/RxEFL3KJ3Nm259mzL9SdaSjEm67s8/oZ11s6dJ9ZCCu60GkJNyTN3+8OPXWOgB1TRY3Mtc7ghiNJ3/XBU+fhMSZEgglS1NxQwGJVa778fExYTpbgERUQGMZp/jjyAasG8hUqBaNXQ+OAdwaaeA1oU/77NpwoICwToNVPmgCha1IfxxGqYJ6ekOCLGwIKXYS9+XS/7RggQtMdywvDZHlJc0B5M7tIhDLC+UoZ594OzGu44VswNYwJxwJDygEZ6WU+IiA5tLzqEdAajCDEOt+fceH6PrZuKrD2AxV3WzyUeedM5Tq0LPgPB3ctQoYTeBQZZKXhvmxCddwtCZT4+07SmmIN2mN0FOc2GPKfkoQPYIBRiDEiKQEGPn9d8DlzRfmiNwrGyADFW7oyCd78UuiH6GTl3yODFOIiAHdQdVKOKvxf/Vb8p3W7YLQl760A7dGFoeTm2DA3zN8JxfhNskK4aFhJBKszcFNejTEMY9D+Y0RV3rGDQ2wQtYCPIQyUmx1IQPHk3/HgQ33j+xbum+2DngKd+9TazDegyTOQqb/7SC6ycrRhNoptCqYvKdNgMVoBSiJJQNUrpkSBuTUf0yjAFt8vpj+jmGYLnbEYG66EdgFYTTKMn3mW43MP7LaqEUHku5VZU5NIhoSIN48uDOIAqar7RYoN7dxd08CUTC27nI5EYfJxp0c6LF5ybNIVOCyZKECUYlNxTpHCCefVJOurvosO8CRusdyUkdOC6is3Bkl8k8l2sx0JArXfbk2HcODo0LzIMlUEHgWJwma0MFVrRoeJztr6d9WzfPGJra4m53E+vL7L2wIRH3nKJpbXBz7F0JFEsCqUUhAByfLQGYhpkHYMDruaMMvB0ohSdewQIhqkrN7UHix4FUhoaFAbBa6EdOnMrgjQkGcCqYCQLFM0gFSrCIndeRCRXQBTjk/wKhBgaz5msAObWxyEMhI4gofYp15qJSVAiuZjvK+kRXOMkIsjLsTozwuCC5iy6hQRxCPdD1eYViecsYch6DYGQQMLvmj0woMzmeIgpEAfCcKhqwF3YtCiYMd3f55kP3qHdKORSsX55wtqfOsv5h84ymnj1I0O1hPqGCJb86CoBoUCqHcuycDfBNpRgLtAvJXuCHJPnM7ixKckthyV6Berj09V76IbIQ27JnRGryPG8W1WlaKaqxu4hIKBW0VnB5nkAbIdcUwzTniqNsAK5n6MhYDYoQfFxWBS3FWSYMxJFh14/FwM6FyBIfhmy+EogBPdOFPNEsShIEkCR4hiz4vmNah6ONRl01IBkhwRUICiGXyyiotr5kSjOWIt6AV865WBnwZ2tNQ53dkhdZu3emitfdJ7J6ghPkwth2LBBxUleFbqi/j6yu9i6IYQMX/Mxeu6D+HLXuQrg+PMqnrBSMC2DClMwad1gk+QAqUay9p774a1M4jIESik+9EacUE6hwqTHBm2WDD5MXukKWEDxSovoGaNqcQQeByVVnb90fMhvWFUb2q08X3KN+8swsY7B/LiKCcv9oK0G+oAW78GXofrQwXIOST7aHPXBtkOXh5/hnrNICIM4bXCmPU46yexv7nP9yV32b/b0ssbkVM3qQzWXX3OOyVozJOKAZfc4ImJUFNSNqHLvj1FvU1Iz/3IFQkggSskZy4MuqvLhwEWLHyXilWYYfATEBm+iEJGBcXeszI8wv7HKYE8s7uyaZJDuOcUSUvJOFsOjdRBCjJh6ZEsSUHok1fTZvb2dSkwDrehgbRzM6MFNMHLJjuOFoSX95DxfTzCxPrbQU6/EYkoeh9Vt8USSY0nD8FsXoxVy72W1hehVnZqDaceuINHltUG81PcKyZgdtFx/Ycb2s1NCNlYvt9z/RZdZXg9uS6OeOyhedmtJw4YawEPrXXILxORIQtd1lLt+Ag4KWQxYyYgoQYRsGbPsUTVHLAQHWgdSWFCiRAq9I+Y4ARoYNFM6RF7zKpTgcn4TGf6tUEXn2kzc3CsEI0gim9LnFlMdmiKCd7sIdL0rItyWwMeb34VOxLty3a7HaZdycljjCbZRz48cRdbhwoTKE1Mz55dCGSJRwQ+/OBhZgZXe+SELIEO/GoZaodYKy4f0BUQqDnf32HnpiK0bhXTuIRgfsLLecO+bLrJ+YTLgIxmL3ukheKuO824OKXg/vw6Jqb/nrpuD+YbQXAZuzkVuMUYsO1aEiOdERAcZxc0nQjCqOqFU5AwQKEU9xkTfyKXvh89tNGmEAYuu9WN2gBKixKG16rgqVEpfnIuMLrQr2nn1SE8MNYREFTo/8hA0DF0xA7pt5mgauArUtNzt2zuJdXLHWYwQk5ey5smwJ9LulO866Mr5qNJynOOaevkexAgDDmQ2WDRYII2WMT2gTBfsbe5w/SNb5FsF64R+8QwPv+VeVs9XNEuNZwaaB66pRmjRrqVYRGMaLFVk2ODeqav976oLPCfzKismr2LoB6czhg1hTlYgCYkB04VzhdaABaL41GksEHHTrmLeShSCD89RLXRdhxGJsQHtEPEcUA0k26ClSkhxvwHRSKAfNFAQ6kRuO6ybYTE59EDAonfeZHHlmmSPRJ50K1a1CInq5Uh7iBiU9q643rxMweiQUHsSOvBBbhoeBq4HiI0DYuoSWO9DE2JpaY8OKD0cTGt290/Tzg/oy4xqJXL5tWucvXeJEFztqHmo7oI7tlKcwRfDK0QzVMDtjRNqCywYeTDM8hu5AlOq5HhSjOluK7hlA5L309OTqjFdt7g7L2PRzcEidUqeTOeerI5+u0d3poirEKRkJNbUVY3EsZt2ob4xh2jqX4O7zUl0ZznN6hhQNh/OHIRiPUImVo2DiAU/MkumKKR0nIN5hXZ85J3UOrkSvxRMcAITvctliQmqLeTiZbGUgVCt/UKKAoWIt9mE2gNvKYrUyxze2eDmE9ss7iTapXtoNbL20DKXHjnD6XOTQTLbD9LahIbkwI1mr+5CxMwdatUipICWOTbwXZ6WRCx4JRTCiDLIaG3QQgnOO4Uw8HEMQKLm4VioXENeOmJKhEqgcxucEF0DJerzz0xwGiVGUgxkdb4tpdqd4PAbsmTPD4nNELLLQLEcH8vuRuv7O9IXQ2Kiz3nwFHeFowlo3zvyLp6PyXAkntQ6weqsJqQwdL8ahA61kTvim2Di9i+SvUhW8wRRZNAa4Qi3WQUiVFVNu1B2No6Y3V7A3Aj2PK/6/Hs4fSVRpWGWWMmQvMIzPcakMpGGIgGzFrHeObYo3ruWCyGq27iqEKtmYM0d+7GSKeYMnJXOo6c0jhznziNb4u5GjNEJWsTzIDsGLmPtYKl4Uutz2oqDg6G6GxlK36K5d1yJONAgtZfzJQ/AZ0Wxzrtb1EV36uJyrwxDoBueh2NEX4fcL1Z3b6YoYEXRkyvOTlCUlpKXo+CMMYaUAmlQIA6zPCQlkJpI516ODEJ9c9f3KIFYrbJ9Z8rOTsXK5cfYevo3sBS49NgZzj80woJzdFayT2NEEREff06h9D5kJmg3tB0lSgQsEyhEiaD+Xi3IQCnYUDENclICYpkQXLLi/+bzX/0WD6j6RdEBx1Fs4ASD97yFimCZMuRPOpCnUgWiOn+ow0WV6Ei9aU9MtSf2KkSp6YMiOA1jxRWcApB7kIDGoTVKHe9yLtGQoBiV46vHs1QkIIPH0old+pN6IpEeimfLooFI8vIYBjH8UN5KBSH8LmTfZ7I5RVLXI9LyCi/99ic4eGFBPx1zq1LOPHKa1fMNp86dAo7LY8dDBAjZk16vnhMhFKdWzKNb0YxjToYF8SmQxZNXLQyD+3ALYw3Ol8nQQBBdny3qx61QoUGQqIglEu45kPFJ1YR6qJzcNV8x714xp3+iRGSIvKCDHskrWP/+DMndcDwLpnNXZQ7fmQSfY8IwHyQcY27FmX43E/e8MyCOpFseZBGOO9nwuie1Tq7bI7q8UwsIHQNuipXgzHRwhsdMXCdDRdGFl8axohqdolle5XBPYOkSxZ6i7w+459EHOXXf+l0AUoMSNA4wfjdY2cQBwHSNkRARUVQ8D6Ooz4stMrDojkWJOkgqKQ1IbkXJC5RjZSM+itSghIGt77MflybEWCEhk7NCKYjUuDeSDCO0jKg1UjwySohO6uJ6KXdwDYTB/F1DhBQH0LMMXGRwQ68B6Y9BQByRFhv4RxkKCaf7MYmDDbNHLMeyhog70Dj2cgQbU6q9R0wKQUaeT6j4cRG8H8z9FPPQGmR+LFWJqlpn6fQ62x97hln3KEsBDieB84/cx+l7RrgtnysNgwVidBS7VBWifhTRtwRLQ+Vl7rMYIhLUhV+mfpxJGPRDkZjExz9Ydu1TFGJqKKWn9OpoueoQBfzPIcldOYbS++YQqGMDRCdAw+BHOZCrkgKU5O4gRZFUUdVe/dmQH1GSj7Gy4kVFHPg8C4NWyY9vLBIk0WvHsaomqLoZhTp9VEyHqD/4WQZ8c92VzHiKcWLX/qSeKMRC0MoNGY51PsctQTEOJa5LHxz4yySJiDRMzp6jnvdcvHKFl379l8mTizz+Z15Hs2LMD/fo+x5MiDHdnXWKBKpQe79Y7kn1CJ+NW7Bh5FUA1HpMlCT1UGlF1LrhQHExmWuzB82PuZIgBaWof0MmSmLkOFTfY1IPA2x8U4Y0yEpKIQ3RWO1Y3yReLQExBrR45VXV1QAwDsK90JI1IFQ+3kvMHVD0+AYYdELi0hGz7Nr0GPxIEzjWtkdpyL1vsjAk1Zo7TKCShFm8q0M/iXVy1dkQAUz6AVKvkehnth1rrrMjtibqOqDijml1mFMdHpL7BRdefZHm8gWmB7fo5omUout1ksDgMmYhDAmv+KzYEN39wzKmQoxjNM8pePVlmgiSkFA5jlRcWiESXBEpI5e+mhFxv6IQGnI390SWMPgrBahrP7I1DebseXAqMS+fkeFnZXCHK4MyIXA8tE5CBRo9UXfI3pWKCJlCPGZdxK1vZGgnGroWPLInP7KLZiQKUSqHKiRiJVPXFTmLI9eixKoeGhC8YHhZDhJOackrkNIj5oNawiAdxQawMSwwc1hfLZJDh5UeW+wjkwWjM/dSTyZMbzxFkUSsnG+qGOPz0I6dQiqKZKSfEqz2XMM8VS3ilVWqx0jqsCKE3A+ViTutHdMWPmvNXUfc9b8hhEjKBuICtVKO25F6129LgwYl93NIlb+XvoXjY3WgMJypL1gYdOMCEFDxzgsXnnkLk0giSHCRjClC7aStlUGaAqIK0QHcSBpkI4aEQohjqlC5XaoELCi5L2gQTIbBPAy6b+spwdxc/qSu/Uk9kZfEbj+cgrcFBRoQI9vCj7bQeGI5VCh0hlJYtEa7dD9pvsB2blO6QgwNiOtyNPg5PoQNP65KHnIVHP8AVD20q3bDe4mEqqJE6Nvec5UAIYwI4jocHx2qg5KxxkyoovNtGhtXAub+LhmMpUGA1nt/Wy5OOFcVSRMZH5MgIbqCMbgGWoeRhzbQLU6j4MdyBaV45Irikly1IfoWHLDFneE8v4RoxaO/VUPFlQlmPupUlSp5L75H7eg6bcpgVejH6kmtk8uJkhOWIIh4b5UMIqiEQ/kcG55b9jI1uvaP0qMHV8lBhlxCEMmIVFgKiA7is+CVipnP9tIMRo+EBqMn44NiXEGgBCowIVQVVUqeyOpgtJWG6mvQcMd6CQkK2asmHz4j9HlG6aJHtAGLMfNqUkum71tkyM1UgVJDbgeu0Hm5EMxL77vtQN3glQRI8s0mghahqhtC8plp0reElLxSU3Vx3lCkePmXOO6s8X7iRBWDV65UEA3rh/xahEp87pz2hfRyBBvr0RKaW4JG778vwxAScUzHN0f2w35wLpUiA+HqcctM3Wu6SsDQhvNJG1MkEciYVBQphIEdRyr+f+2dXY7cOAyEP5KS7Vlk73/MRYBFJrYlch9Kk7yn52GAdR2g4YZpiT9Vxcmgx07SxVGqgXGt59DMLiJXQ9AwU+UToT1tHqGTLXZmXYsyUng7SD+U2DcY10VhXOMd3Nlto1ky5s0o8HL8mlK0WMmnu7TSPcctTV7rmumWqicMIhrRRVutmpqXbU26sgG0rsbqFCUlS2wC0XMvWfKY3G6tBZ6TykH1JKoTEWTdjAEb9TWrs5ztN3tv0UrDYj3upNkuBasXLLL+Bx028xTdopbQTHojojuZg/uSpV0Y6zcmsSRJFYERtO34JeArNBXPKZKXp16ER1BNCa2qM61Vt5L40VLVnLKTJRxIZ2sbtA07DrYf/3BePwANZocXsTl9BvedYJ3sznXf1FzkOm+M8wd3Jc0bo04C7W2txXhovS3tWK7Zmq5jpgbKfdvFR2qagcVcRDdPqja8hj60NXJxb7jL7EKtgonNyea5SAlfMCca53d1ow0oRb2X/bZ9sY8TSAHiy03N24arASs+UoG1XeV4JW6D3k0Ukhy6fmIjXQlvsZqX1WToMKcoF22jxrv6LgaNRuUl/6S26USYP1evxxZ/x8n8qfHCutJaBGaTnP/i7xOPA9s6MzS9v8a9+MxJuPKcO9AVVvGre+3HRs9OZmK5YSYVqkfTPMy1vmJWkvfiQRpkpD6s0lQ/U4Q/a6H9IVNWxhEb8rHU5srwxsylJEHWg9EMm74S/i8oGcr8TlbH4tsvUR0uXq8kzwbcqkxc3GRRYMfylxYFtUony9qIhtWBL/mROrErObaLJejX8Y/hDh5vSF07iTggBxFFtpM69XUXpd6ON2qmlKd1yWy0JmGb5k5VuB/6D2swmqnut/vOzBO3zrCkmtoDlRoyb+1v5hjMsYqC/k0l+Ti5TlZx8bEJIMWBJuk0hi1fAVYlOlYgLpm4eOsuGrINaOJDeZlYkSlFMqBGZcmUPfrGfRfh23quz8EnJtZvWJ7AuVQaIqPp6ro0kwoR7fGEmVhpCOqtrS8zJa4rDUhtcZGLe7Ed5UBrdZHR1LzLe9nPdIy/CDPGPKlxQbxhcfyWP/daFn2TmRdeU9zwpWh3CyXuJuZlffRw6l76d+nbtDGplkQoCFstgEwGRYuVRHvR9zfM+3L2KKwf7Luu/ZlqSH688Lwn0Ta2PbnPS50c0y6RXPO/ZjtJMWuy78G8nfueUtqgkp/SeofKVNOcQxWsg3WHdBUWnwQrbVR58OCP8YmF3oP/K54gevAyniB68DKeIHrwMp4gevAyniB68DKeIHrwMp4gevAyniB68DL+A/pkaQigRGBuAAAAAElFTkSuQmCC\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_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": "e1fdfae8-b9e1-40bb-c7f9-09271c7aff70"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 0/9\n",
            "----------\n",
            "train Loss: 0.5742 Acc: 0.6926\n",
            "val Loss: 0.2413 Acc: 0.9020\n",
            "\n",
            "Epoch 1/9\n",
            "----------\n",
            "train Loss: 0.4768 Acc: 0.8033\n",
            "val Loss: 0.1778 Acc: 0.9477\n",
            "\n",
            "Epoch 2/9\n",
            "----------\n",
            "train Loss: 0.3796 Acc: 0.8320\n",
            "val Loss: 0.1459 Acc: 0.9477\n",
            "\n",
            "Epoch 3/9\n",
            "----------\n",
            "train Loss: 0.4270 Acc: 0.7910\n",
            "val Loss: 0.4471 Acc: 0.8170\n",
            "\n",
            "Epoch 4/9\n",
            "----------\n",
            "train Loss: 0.5437 Acc: 0.7869\n",
            "val Loss: 0.1550 Acc: 0.9346\n",
            "\n",
            "Epoch 5/9\n",
            "----------\n",
            "train Loss: 0.4124 Acc: 0.8156\n",
            "val Loss: 0.3144 Acc: 0.8693\n",
            "\n",
            "Epoch 6/9\n",
            "----------\n",
            "train Loss: 0.3072 Acc: 0.8648\n",
            "val Loss: 0.2303 Acc: 0.9020\n",
            "\n",
            "Epoch 7/9\n",
            "----------\n",
            "train Loss: 0.3386 Acc: 0.8648\n",
            "val Loss: 0.1442 Acc: 0.9542\n",
            "\n",
            "Epoch 8/9\n",
            "----------\n",
            "train Loss: 0.2757 Acc: 0.8730\n",
            "val Loss: 0.1731 Acc: 0.9216\n",
            "\n",
            "Epoch 9/9\n",
            "----------\n",
            "train Loss: 0.3178 Acc: 0.8443\n",
            "val Loss: 0.1457 Acc: 0.9542\n",
            "\n",
            "Training complete in 0m 18s\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": "a537e8df-bbc3-4723-ab65-31988faa3532"
      },
      "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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\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": "340a20f6-8e2e-4cd5-c8ea-20ef5d7a88c0"
      },
      "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",
      "gpuType": "A100"
    },
    "accelerator": "GPU"
  },
  "nbformat": 4,
  "nbformat_minor": 0
}