Deblurring_U_net(pytorch).ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "accelerator": "GPU",
    "colab": {
      "name": "Deblurring U-net(pytorch).ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyOMakkMOXwzpGUqbjtzSpEJ",
      "include_colab_link": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/prafful-kumar/Blurred-Image-Recognition/blob/main/Deblurring_U_net(pytorch).ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "hzTKio9gIA6y",
        "outputId": "f3aa008c-ad10-4b4b-aa29-9a21ddb1c1c3"
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cBJXddPKKfL7"
      },
      "source": [
        "import numpy as np\n",
        "import random\n",
        "from tqdm import tqdm\n",
        "import matplotlib.pyplot as plt\n",
        "import glob\n",
        "import os\n",
        "\n",
        "# torch library\n",
        "from torch.utils.data import Dataset, DataLoader\n",
        "import torch \n",
        "from torch import nn\n",
        "from torch.nn import functional as F\n",
        "from torch import optim\n",
        "import torchvision\n",
        "from torchvision import transforms\n",
        "import torchvision.transforms.functional as TF"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zKX2QX_IZqUN"
      },
      "source": [
        "seed = 42\n",
        "torch.manual_seed(seed)\n",
        "np.random.seed(seed)\n",
        "random.seed(seed)\n",
        "\n",
        "# if using cuda\n",
        "torch.cuda.manual_seed_all(seed)\n",
        "# torch.backends.cudnn.deterministic = True\n",
        "# torch.backends.cudnn.benchmark = False"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 238
        },
        "id": "gS7g6zFOITSS",
        "outputId": "cd97aa3d-7ab9-44da-f93c-4223a9e4faf4"
      },
      "source": [
        "use_cuda = torch.cuda.is_available()\n",
        "print('use_cuda: {}'.format(use_cuda))\n",
        "device = torch.device(\"cuda\" if use_cuda else \"cpu\")\n",
        "print(\"Device to be used : \",device)\n",
        "!nvidia-smi"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "error",
          "ename": "NameError",
          "evalue": "ignored",
          "traceback": [
            "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
            "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
            "\u001b[0;32m<ipython-input-1-3108134a377e>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0muse_cuda\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcuda\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mis_available\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'use_cuda: {}'\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0muse_cuda\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0mdevice\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtorch\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdevice\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"cuda\"\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0muse_cuda\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0;34m\"cpu\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Device to be used : \"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mdevice\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0mget_ipython\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msystem\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'nvidia-smi'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
            "\u001b[0;31mNameError\u001b[0m: name 'torch' is not defined"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "fduRTd00LVYr",
        "outputId": "b6855c15-c213-421c-bdc8-834093d79d0b"
      },
      "source": [
        "!cp -av \"/content/drive/MyDrive/Train/Validation.tar.gz\" \"/content/sample_data\"\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "'/content/drive/MyDrive/Train/Validation.tar.gz' -> '/content/sample_data/Validation.tar.gz'\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "oD-iY-KvL7Hg",
        "outputId": "96af8b6c-9fbb-458f-a3fb-ec3c78fc977d"
      },
      "source": [
        "!cp -av \"/content/drive/MyDrive/Train/train.tar.gz\" \"/content/sample_data\""
      ],
      "execution_count": null,
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "'/content/drive/MyDrive/Train/train.tar.gz' -> '/content/sample_data/train.tar.gz'\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Klsgd9iVLfub",
        "outputId": "4a87e88e-859d-43aa-84b0-67220421e344"
      },
      "source": [
        "!tar --gunzip --extract --verbose --file=\"/content/sample_data/Validation.tar.gz\"\n",
        "#!tar --gunzip --extract --verbose --file=\"/content/sample_data/train.tar.gz\"\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
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            "Validation/sharp/sharp/00116993.png\n",
            "Validation/sharp/sharp/00116994.png\n",
            "Validation/sharp/sharp/00116995.png\n",
            "Validation/sharp/sharp/00116996.png\n",
            "Validation/sharp/sharp/00116997.png\n",
            "Validation/sharp/sharp/00116998.png\n",
            "Validation/sharp/sharp/00116999.png\n",
            "Validation/sharp/sharp/00117000.png\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "TMue_UCdIXTK",
        "outputId": "02379ce9-b346-4f16-d09b-a5eef255e3c9"
      },
      "source": [
        "blur_dir = \"/content/Validation/blurred/blurred\"\n",
        "sharp_dir = \"/content/Validation/sharp/sharp\"\n",
        "blur_list = glob.glob(blur_dir)\n",
        "sharp_list = glob.glob(sharp_dir)\n",
        "print(\"Validation_sharp\",len(sharp_list),\"\\n\",\"Validation_blur\",len(blur_list))\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Validation_sharp 1 \n",
            " Validation_blur 1\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "2ZCIgg8oMXGh",
        "outputId": "9c070109-f2b3-4579-b1f6-f676297ca2b5"
      },
      "source": [
        "blur_dir = \"/content/train/blurred/blurred\"\n",
        "sharp_dir = \"/content/train/sharp/sharp\"\n",
        "blur_list = glob.glob(blur_dir)\n",
        "sharp_list = glob.glob(sharp_dir)\n",
        "print(\"Train_sharp\",len(sharp_list),\"\\n\",\"Train_blur\",len(blur_list))\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Train_sharp 1 \n",
            " Train_blur 1\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "AzqRxI1wPoKn",
        "outputId": "142a60a8-3e3b-420c-9d07-a9e89b26999e"
      },
      "source": [
        "len(glob.glob(\"/content/drive/MyDrive/Train/Sharp_1/*\"))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "data": {
            "text/plain": [
              "18000"
            ]
          },
          "execution_count": 45,
          "metadata": {},
          "output_type": "execute_result"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cvC2l8YQNDT8"
      },
      "source": [
        "from skimage.io import imread\n",
        "from torch.utils import data\n",
        "  \n",
        "import os\n",
        "from PIL import Image\n",
        "\n",
        "class blur_dataset(data.Dataset):\n",
        "    def __init__(self,img_dir,target_dir,transform=None ):\n",
        "        self.img_dir = img_dir\n",
        "        self.target_dir = target_dir\n",
        "        self.transform = transform\n",
        "        # self.inputs_dtype = torch.float32\n",
        "        # self.targets_dtype = torch.float32\n",
        "        self.images = os.listdir(img_dir) # list all the files in this folder\n",
        "        self.target_img = os.listdir(target_dir)\n",
        "        \n",
        "        \n",
        "    def __len__(self):\n",
        "        return len(self.images)\n",
        "\n",
        "    def __getitem__(self,\n",
        "                    index: int):\n",
        "        # Select the sample\n",
        "        input_ID = self.images[index]\n",
        "        target_ID = self.target_img[index]\n",
        "        img_path = os.path.join(self.img_dir, input_ID)\n",
        "        target_path = os.path.join(self.target_dir,target_ID)\n",
        "        # Load input and target\n",
        "        blur, sharp = imread(img_path), imread(target_path)\n",
        "        #print(input_ID,target_ID)\n",
        "\n",
        "         # Preprocessing\n",
        "        if self.transform is not None:\n",
        "            blur = self.transform(blur)\n",
        "            sharp = self.transform(sharp)\n",
        "\n",
        "\n",
        "        # Typecasting\n",
        "        #blur, sharp = torch.from_numpy(blur).type(self.inputs_dtype), torch.from_numpy(sharp).type(self.targets_dtype)\n",
        "\n",
        "        return blur, sharp"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "riqKvnViTH1O",
        "outputId": "00982fcd-db10-4d92-9976-dd9906fdb7c9"
      },
      "source": [
        "transform = transforms.Compose([transforms.ToTensor(),\n",
        "                                transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))\n",
        "                                #transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])\n",
        "                                ])\n",
        "\n",
        "training_dataset = blur_dataset(img_dir = blur_dir,\n",
        "                                       target_dir=sharp_dir,\n",
        "                                transform=transform)\n",
        "# testset = blur_dataset(test_dir,\n",
        "#                        test_target_dir = test_target_dir\n",
        "#                         download=True,\n",
        "#                         train=False,\n",
        "#                         transform=transform)\n",
        "\n",
        "\n",
        "train_loader = data.DataLoader(dataset=training_dataset,\n",
        "                                      batch_size=1,\n",
        "                                      shuffle=True)\n",
        "\n",
        "#test_dataloader = DataLoader(test_data, batch_size=64, shuffle=False)\n",
        "\n",
        "x, y = next(iter(train_loader))\n",
        "\n",
        "print(f'x = shape: {x.shape}; type: {x.dtype}')\n",
        "print(f'y = shape: {y.shape}; type: {y.dtype}')\n",
        "print(f'x = min: {x.min()}; max: {x.max()}; mean: {x.mean()}')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "x = shape: torch.Size([1, 3, 270, 480]); type: torch.float32\n",
            "y = shape: torch.Size([1, 3, 270, 480]); type: torch.float32\n",
            "x = min: -1.0; max: 1.0; mean: 0.09802274405956268\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "priWQlknTMVA"
      },
      "source": [
        "break"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "URUyEA95t-M8"
      },
      "source": [
        "## U-Net Architecture\n",
        "\n",
        "class conv_block(nn.Module):\n",
        "    def __init__(self,ch_in,ch_out,batch_norm = False):\n",
        "        super(conv_block,self).__init__()\n",
        "        self.conv = nn.Sequential(\n",
        "            nn.Conv2d(ch_in, ch_out, kernel_size=3,stride=1,padding=1,bias=False),\n",
        "            nn.BatchNorm2d(ch_out),\n",
        "            nn.ReLU(inplace=True),\n",
        "            nn.Conv2d(ch_out, ch_out, kernel_size=3,stride=1,padding=1,bias=False),\n",
        "            nn.BatchNorm2d(ch_out),\n",
        "            nn.ReLU(inplace=True)\n",
        "        )\n",
        "\n",
        "\n",
        "    def forward(self,x):\n",
        "        return self.conv(x)\n",
        "\n",
        "class U_Net(nn.Module):\n",
        "    def __init__(self,img_ch,output_ch):\n",
        "        super(U_Net,self).__init__()\n",
        "        \n",
        "        self.Maxpool = nn.MaxPool2d(kernel_size=2,stride=2)\n",
        "\n",
        "        self.Conv1 = conv_block(ch_in=img_ch,ch_out=64,batch_norm = True)\n",
        "        self.Conv2 = conv_block(ch_in=64,ch_out=128,batch_norm = True)\n",
        "        self.Conv3 = conv_block(ch_in=128,ch_out=256,batch_norm = True)\n",
        "        self.Conv4 = conv_block(ch_in=256,ch_out=512,batch_norm = True)\n",
        "        self.Conv5 = conv_block(ch_in=512,ch_out=1024,batch_norm = True)\n",
        "\n",
        "        \n",
        "        \n",
        "        self.Up5 = nn.ConvTranspose2d(in_channels=1024,out_channels=512, kernel_size= 2, stride=2)\n",
        "        self.Up_conv5 = conv_block(ch_in=1024, ch_out=512,batch_norm = True)\n",
        "\n",
        "        self.Up4 = nn.ConvTranspose2d(in_channels=512,out_channels=256,kernel_size= 2, stride=2)\n",
        "        self.Up_conv4 = conv_block(ch_in=512, ch_out=256,batch_norm = True)\n",
        "        \n",
        "        self.Up3 = nn.ConvTranspose2d(in_channels=256,out_channels=128, kernel_size= 2, stride=2)\n",
        "        self.Up_conv3 = conv_block(ch_in=256, ch_out=128,batch_norm = True)\n",
        "        \n",
        "        self.Up2 = nn.ConvTranspose2d(in_channels=128,out_channels=64,kernel_size= 2, stride=2)\n",
        "        self.Up_conv2 = conv_block(ch_in=128, ch_out=64,batch_norm = True)\n",
        "\n",
        "        self.Conv_1x1 = nn.Conv2d(64,out_channels=output_ch,kernel_size=1,stride=1,padding=0)\n",
        "        #self.sig = nn.Sigmoid()\n",
        "        #self.act = nn.ReLU()\n",
        "\n",
        "    def forward(self,x):\n",
        "        # encoding path\n",
        "        x1 = self.Conv1(x)\n",
        "\n",
        "        x2 = self.Maxpool(x1)\n",
        "        x2 = self.Conv2(x2)\n",
        "        \n",
        "        x3 = self.Maxpool(x2)\n",
        "        x3 = self.Conv3(x3)\n",
        "\n",
        "        x4 = self.Maxpool(x3)\n",
        "        x4 = self.Conv4(x4)\n",
        "\n",
        "        x5 = self.Maxpool(x4)\n",
        "        x5 = self.Conv5(x5)\n",
        "\n",
        "        # decoding + concat path\n",
        "        d5 = self.Up5(x5)\n",
        "\n",
        "        if x4.shape != d5.shape:\n",
        "          d5 = TF.resize(d5, size=x4.shape[2:])\n",
        "\n",
        "        d5 = torch.cat((x4,d5),dim=1)\n",
        "        d5 = self.Up_conv5(d5)\n",
        "        \n",
        "        d4 = self.Up4(d5)\n",
        "        if x3.shape != d4.shape:\n",
        "          d4 = TF.resize(d4, size=x3.shape[2:])\n",
        "        d4 = torch.cat((x3,d4),dim=1)\n",
        "        d4 = self.Up_conv4(d4)\n",
        "\n",
        "        d3 = self.Up3(d4)\n",
        "        if x2.shape != d3.shape:\n",
        "          d3 = TF.resize(d3, size=x2.shape[2:])\n",
        "        d3 = torch.cat((x2,d3),dim=1)\n",
        "        d3 = self.Up_conv3(d3)\n",
        "\n",
        "        d2 = self.Up2(d3)\n",
        "        if x1.shape != d2.shape:\n",
        "          d2 = TF.resize(d2, size=x1.shape[2:])\n",
        "        d2 = torch.cat((x1,d2),dim=1)\n",
        "        d2 = self.Up_conv2(d2)\n",
        "\n",
        "        d1 = self.Conv_1x1(d2)\n",
        "        # out = self.act(d1)\n",
        "        # out = self.sig(d1)\n",
        "        out = torch.tanh(d1)\n",
        "        return out\n",
        " "
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "lQMCumaSN0Xp"
      },
      "source": [
        "class PSNR:\n",
        "    \"\"\"Peak Signal to Noise Ratio\n",
        "    img1 and img2 have range [0, 255]\"\"\"\n",
        "\n",
        "    def __init__(self):\n",
        "        self.name = \"PSNR\"\n",
        "\n",
        "    @staticmethod\n",
        "    def __call__(img1, img2):\n",
        "        dc = dice_coef(img1,img2)\n",
        "        mse = torch.mean((img1 - img2) ** 2) + dc\n",
        "        return 20 * torch.log10(255.0 / torch.sqrt(mse + 0.0001))\n",
        "\n",
        "\n",
        "\n",
        "def dice_coef(y_pred,y_true):\n",
        "    y_true_f = torch.flatten(y_true)\n",
        "    y_pred_f = torch.flatten(y_pred)\n",
        "    intersection = torch.sum(y_true_f * y_pred_f)\n",
        "    return (2.0 * intersection + 1.0) / (torch.sum(y_true_f) + torch.sum(y_pred_f) + 1.0)\n",
        "\n",
        "\n",
        "def jacard_coef(y_pred,y_true):\n",
        "    y_true_f = torch.flatten(y_true)\n",
        "    y_pred_f = torch.flatten(y_pred)\n",
        "    intersection = torch.sum(y_true_f * y_pred_f)\n",
        "    return (intersection + 1.0) / (torch.sum(y_true_f) + torch.sum(y_pred_f) - intersection + 1.0)\n",
        "\n",
        "\n",
        "def jacard_coef_loss(y_pred,y_true):\n",
        "    return -jacard_coef(y_true, y_pred)\n",
        "\n",
        "\n",
        "def dice_coef_loss(y_pred,y_true):\n",
        "    return -dice_coef(y_true, y_pred)\n",
        "\n",
        "\n",
        "def save_checkpoint(state, filename=\"checkpoint_2epoch.pth.tar\"):\n",
        "    print(\"=> Saving checkpoint\")\n",
        "    torch.save(state, filename)\n",
        "\n",
        "def load_checkpoint(checkpoint, model):\n",
        "    print(\"=> Loading checkpoint\")\n",
        "    model.load_state_dict(checkpoint[\"state_dict\"])\n",
        "\"\"\"if LOAD_MODEL:\n",
        "        load_checkpoint(torch.load(\"my_checkpoint.pth.tar\"), model)\"\"\"\n",
        "\n",
        "def init_weights(m):\n",
        "    if isinstance(m, nn.Linear):\n",
        "        torch.nn.init.xavier_uniform(m.weight)\n",
        "        m.bias.data.fill_(0.01)\n",
        "\n"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 898
        },
        "id": "h1FuDZz5v1wD",
        "outputId": "fdb0f720-2cd1-4cfc-b2cd-06b5030fd1da"
      },
      "source": [
        "# check whether input shape is equal to output shape\n",
        "import cv2\n",
        "from google.colab.patches import cv2_imshow\n",
        "from torch.cuda import amp\n",
        "def test():\n",
        " \n",
        "  lr=0.0001\n",
        "  model = U_Net(img_ch=3,output_ch=3).to(device)\n",
        "  optimizer = optim.Adam(model.parameters(), lr=lr)\n",
        "  # model.load_state_dict(checkpoint['state_dict'])\n",
        "  # optimizer.load_state_dict(checkpoint['optimizer'])\n",
        "  model.apply(init_weights)\n",
        "  # #model.cuda()\n",
        "  \n",
        "  batch_size = 5\n",
        "  n_epochs = 2\n",
        "  #blur,sharp = next(iter(train_loader))\n",
        "  scaler = amp.GradScaler()\n",
        "  for epoch in range(1, n_epochs+1):\n",
        "    \n",
        "      # monitor training loss\n",
        "      \n",
        "      ###################\n",
        "      # train the model #\n",
        "      ###################\n",
        "      progress_bar = tqdm(enumerate(train_loader))\n",
        "\n",
        "      for batch_idx, (blur, sharp) in progress_bar:\n",
        "          \n",
        "          ## model.train()\n",
        "          #model = model.to(device=device,memory_format=torch.channels_last)\n",
        "        blur = blur.to(device=device)\n",
        "        #targets = targets.float().unsqueeze(1).to(device=device) # unsqueeze will add dimension for channels\n",
        "        sharp = sharp.to(device=device) \n",
        "        #sharp = sharp.permute(0,3,1,2)\n",
        "        optimizer.zero_grad()\n",
        "        #psnr = PSNR()\n",
        "\n",
        "        \n",
        "        # forward\n",
        "        with amp.autocast():\n",
        "            #predictions = model(blur.permute(0,3,1,2))\n",
        "            predictions = model(blur)\n",
        "            loss = jacard_coef_loss(predictions, sharp)\n",
        "            \n",
        "            #psnr_loss = -psnr(predictions*255.0, sharp*255.0) \n",
        "            \n",
        "              \n",
        "\n",
        "        # backward\n",
        "        \n",
        "        scaler.scale(loss).backward()\n",
        "        scaler.step(optimizer)\n",
        "        scaler.update()\n",
        "        \n",
        "        \n",
        "        #print(\"Epoch: \",epoch,\"loss\",loss)\n",
        "        #DISPLAYING THE LOSS\n",
        "        # i +=1\n",
        "        # progress_bar.set_description(\n",
        "        # \"Epoch : {}, Iter: {} Training Loss : {}\".format(epoch,i, loss.item()))\n",
        "      if torch.isnan(loss):\n",
        "        break\n",
        "  t = predictions[0]\n",
        "  t = t.permute(1,2,0)\n",
        "  t = t.detach().cpu().numpy()*255\n",
        "  cv2_imshow(t)\n",
        "  t = blur[0]\n",
        "  t = t.permute(1,2,0)\n",
        "  t = t.detach().cpu().numpy()*255\n",
        "  cv2_imshow(t)\n",
        "  t = sharp[0]\n",
        "  t = t.permute(1,2,0)\n",
        "  t = t.detach().cpu().numpy()*255\n",
        "  cv2_imshow(t)\n",
        "  checkpoint_25epoch = {\"state_dict\": model.state_dict(),\"optimizer\":optimizer.state_dict()}\n",
        "  save_checkpoint(checkpoint_25epoch)\n",
        "  return model,checkpoint_25epoch,blur,sharp,predictions\n",
        "    \n",
        "import time\n",
        "\n",
        "if __name__ == \"__main__\":\n",
        "  start_time = time.time()\n",
        "  model,checkpoint,blur,sharp,predictions = test()\n",
        "  print(\"---  seconds ---\" , int(((time.time() - start_time))))\n",
        "    \n",
        "    \n",
        "\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "17000it [26:23, 10.74it/s]\n",
            "17000it [26:08, 10.84it/s]\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<PIL.Image.Image image mode=RGB size=480x270 at 0x7F287B0A8210>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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ldTGelUJtTG07P/n+swv72QXoRCCAaWm8NlobmX6ZWM08lgyUQ0tMY2hRrChTJWevssfEAMiYy2Kbr2kaLt1tEa2l7UxuYNtmbGjt1FZzWmP2Rbf6zBOfASoqXaVLv27Xx/3yiMuHL7i2WYIvN5wYTAtoV70JzJHnJttNARXcorsXAvNgGtZqTpnrwLhHZ4wxAwC0nHx17WLAumzIVyUWIoBBpMzUVpjYs51AG0ox6gnGXREr9EHmJmiGOoj7REGcqD5CEuqSsuZSS5UmuHNHRBvsPF1sVCqW0lDfJNWpQYyiVj9EY5OMWKsXJXKCssSbBTDXs5JTHgHb3oZLzYZoEV8v6NRpScdH/6mqSp9IcwJ7PojCVzNBOVY1ZOIk1csQcRYbeF2aN5c8x2FjJvAJhkUEppIi+fLMHQnA8i///f8yHlI4NwYah4TKRx8oNHLcwJdavjEgcDhGqDKmDwiN8+6AfNg8QwJ9lD2++nSEqJt+FePLkQGtFP57BeX9X0IZM2U5UOZ2emIy3jRejUaZd4m5kLncNsKVjwyxQMitiJy4LkgKWfC5qqq6pwYjQdksh4hCnc1gXpjZVuLsqoB8E0qfcARl7pts16frBY//8WUdgYwyV4vm4INuLaNDrFd+YXNAZHylhL2ic27x5YIJhxstJ7NacS93IhAryEVdMwtIt3E2P0DihtZ4XblxilhnMPFGybvKYltVldJ8VIO6JKbDaWDYimlK8Xg5LUSjIGFA4QFAKMnmTPjyn0SOweox7CoD1zSxxvBTJm9yHaQ5qF98DN2ur7eDyod+wa/3x8sYnN6PSCWGtcUAcU1dSkydpPPJQ70KzvnL9rrXz3QO5QZws9ZJJT3YeKWoIADpoIAUHUUSDfo6dYnf1ynz8n/9P/zfEUAbL5ovpKXnoqeKzqWOKm+9PffHx2Xq+gojmzk19l8JtZ+33EdyGG0bB3UgLszotXzps1vBWKBECP8x10ISgVkBIaPMTAQwA0MJNJ5FY+evIMUQlaSw2AvutZOgPDhPAd3W3CrDQmj43CIOFmVwDO9fUVXpXfr11q+4XrB9+OLQXHxAgNE7sS6BxFLp2B3i/DTWJuHfVNUaM+uqHxbAdPmumlCHETaZR7aRyw3cQOl2b3FKPFqJ3yscMQZbtOV5cBvATaI4Zo9vEiZlBkR9b9AYN01vrKjIkNA8yCTGWC2cGhFpIwCR6lc+ynwGT6OmnOP/es2CRlgtCgrHoSE6kj+CAvUoBW/FZDGTlJQz+arJkJBANOJ/ZN0qNk64TARSClWJpmwYFXMaXTUerqAaL6+2eUAxyrKVKR5/mN/Je6MN462ihbzHVEHsxDrXLOPakPk6AFjUaL6qqO6umkhuEBTG/hwxZe7pcZQvic7p0HyYmYwFHmQoHPxjUvIYGqnfAJDEiHQhELnTgc1PM/MkKJGQergMD0gBUlECuXaxrgB9spAbTVnTErxONhB1N7WyCiT8tlNPAgC0+NQDqcWyYq+/AhDRYGXha2sOD6p9367Yrrj++GWhudgyLzRmwIHmioYVkwLDxwfsLQ0FRNA3fOjBl2nu/bxd/GnWj8YuCSBIfM+ExrSu1FZwMyWV2gAZLEjDZsakIVNLC8Wy2hZHNO+zMXuCtiUlsto5uDXKezjzC+IZ3Ym0LB7ETvM1MdZroxFVbLwNHhZcFcTMjWPpEDrDgQgBzSEkIkxE4CFc+Z2aUxR4ci2+nWsrcE2IScquGiCu4z0Dv7sYZ0dSyoLD8CcnW8m6kfjOW5B3jiqETHdxajaIIVb9e7/IbhouPiiScQBugohG11S6jDCgmrsjOn35l3/6l9qFSZAndqyiEQYtdZyHsF6/fiIvPgmZ3T0uLfMpJIGku0e+zMcx/t6phADyzSL3m3KiezJHLu8DC/tWmmw81s9HTChr/wVKgcg8aTA0qHTQ6iKiwzQGvqTLAaS+VB1CN0ariKrcTMs8KY2ydhQvbndjckNmBwHQGMel00VUdunYrugbrhc8fTHxadqMhhOjeZMtPi0VtjEqaYNfOpYJzEsDAJB6/MItY2bVaUHPPZf84YAPD1/9u1k4N6wrrWdqTakllnozNwa3lM3MHusxzekClv13YjEFF8iIdLFKTVIcOhL/1pxJw8cEo5oIZmcfK2s20ZDMlUpchfH2E+4DbrJshDnXAibu3GHURtLgnUEy4/+BjF47hYZqokB4Dm1JsxTk0iL1tZRTwyDJA41ke02VmB5Pw8hPEaGjvF6EXIzYNezXEYeWpeiARmt5q8SFY6oaysdgHUOriO8cf2OZO+RwmrQDAJb/hv8lOFhqLhHRz36jgDZOXheffoiKQaG7R9jT/VOD0B1AuTkpplCTaW231CUEztn+Idh9grPRXBYYt9LJv/xEC5txF8IDUOFaDk1oJrK+D75NMzBXwau5DMFQgal7uUsPdFL3IUzGHVi/EBEzt8ZpqxdDwdm4BxFQiKp0le0mV1wecfmSiubA5e94DIzKAVDhxHSJ5sODhQlEzCoqu8cyjDby+KVj+pQn6jRz3PE+V6ouGJiJ3fYRtq8bGGOKjjihtTW3W0fHelXVLS5irRQT00HSo7L6yw7161i7uoGd66cwOnSoIWeyGUdNT8I08Nwbcmg1fagFuKXGOF1o3FM6wVAHucj1XmnXxKkczeXTGOsUWgxH2q5HDDR2Ot40g9emdaGfGLwnmLg/h7InA+91vHX+DuVKKj0Kxs84Ox4xEDYfeCTGx/bwIZtUHkmuNWuYOK3unq3Lf//uf4iI3KS725vP+9i4w8/gqT9Z7oOa7sDpc9z5+YcdJmE+8ievip/hjFI6EphbZLHrThbJl5WJiJMmg9hc8gKAc2k2BPu48+BAU6wDAJq7f8YIE6M0mArz4jTZTHENMoiZtUyQWJfZbBOVLnJ1n+zH//iyvn8r0PDGcDnAo9voDRcdShU0gWmhIF8kCt1th6MjIxujK0TwdAhBh/JB/M8lyDInLuPk+Azz3jTbR1DyZZjRy7rSunIz2+c2TDXG9HVTNPLIGDFDqQSHcEsHCSaG0L2OaEeUJNDMNIKNixsga321YWA2jkS9yqLJ6KwDflVKDI3JwDVJWLa2HEZf/kaK1NQV/aytIUEgFMW1015TT/ib5mimhNpE60DmHqaFksA8TK0dONWZv3dfSK8AT+uKbC+fNkGuXcUz2HTuXSJafnyrOVWjmQOHc2KirmESlMdgzIr4H/GyVU4t/+0v/2OofMKpL4Z1uRcAmwgoB8bnimM5MGqxW36NAUEXgHBKIIjGTsV69i7l/Den7p1D4cuhnQ7hDXMhiTE3id2iHctWK0shm8iS02H3hU2QaoJzZNOo+CBlZrP+4pTRg+kkvVIBNtFNtuu+XXD5O378DRv246VYZSw0qfv9NwEFOpnGNzl+GQsHlXC9hzg0u1pjvxPY+XyKOzOYFiZiCybmBobWoQwkOtuMXte2nnk907oifbVbi/V3eUIsR2kMKsS8HXNxxGh2Vmgmz6H8UodMCnKXgO4jxGe9U3FKMlvCh/uzB9k2L5LUKVOoJvxRAWap8ThoRjS7KaqZw3NghksSQrqhKzKMv1QlarxgWBPREFIRLrWePCj+AOYhiTjGx0SWY3ER+4AcsexRJ6PfqYQHJcqNp4q1lD0Th1PRPE7AuCD6QDOgSAwP1Wks5CVBQGj5p+WfNFynq9ZKJxkMzN9imLxRXO11OUwHDxg/YD85zW8F1suo29Bs5FAHFEFxczGLYC55kwrQNsU9Fj7nLUkZe2JuXud/0pJsKtleyGJ/3iSBFfC9H6hqN94Vky3OohAiTny4brEgOn68iDrgdFVR7SrbrV9w+RF//4zt/YvLKcLLZcl2Z//KtwRjr2+kNfEJCnJ0dtaQWRq6oOtxsWR2eG7zbrjv4ZkXpsxygCCzFAPEt1TZd/kMl82EjmhYaxDzPCFpGkqBy+WFBzS7YQaQZnPZdaFTNVNp47DhTqZB1BQgysB1cfckwzmEVcdYNGzjAc2pdUjhoUNZ7C0/lTBpdNVvoaTxO40C420NZd3poZDKST5M5+oA8ZxCWePQXARM1XWiP9irp5qUduDykEc+o3L6uIQYyhJC1UO4ABpCQUcrp4Ce+vpQKN4RoyGiS/2BoZohIqLlDb6LhvTf+7hVvS3u/ox5Mj778dBoGBAbxcHiamWNn09LbHQsy/Ev3s3V69TMI84hWEJSSTSsKzBMoxjU9ORmN641NMHJBIpQONaJmUoq4DHeF7DIRNnUyAEV4WaK3B6DKta6mjb4cWqq+oY8D9lOtogLTuSVsBFFqiBFF9lku976BdenL8iXs5zKQNEybmgY0mWU0MSZBGXCYuSFFCQDmrv40EKynRiZNYQmTGdNCxCRp1CjZfs0tn1dEDNxI3I/QM8iZg3vIegI6dTgj3ZUG6AQw2NYc/n8HEv4lKtEIaSDwEIRU1lzIme8Dn9SYUc03ZNgSgyEGViOIx+iJYzLQPPEoxyImj2WtCUJ6pBNQ9OicSD/j1qGGrpiLkxNEyldMLLwACjVRYmnl0/VbNYxquLxY6rEyjIYWrDwidwMMYHxSrPsG9M2ezqOTzIsoLrcK8TZ0OGnHsX+5UMHmSxYgL9MVZoeQuUz5j/pueP1PveUGeX3b2UhYHphRqOF7CEJpbGkRfoult9Z6cO+6AlvqAQSQnBuv2vQZDUoRbCRkIEJrsgpnOPauqwaFAFHqpPjJnLTTZM+SIoSIg2kqkBMY6ey9X6V64/7V4DLWRKg6xiiYktnrBnGURd/fROvsttgMkj1oHQzv7NWc2gey1efU0QnIhqI6ICJsKuMnd5M6wUiUAMztZXPZ1rbUBnQiA8B8+0ONb/WiWEQNOhg1MRrRYctfx1QFfM4ga/gcuK4XVNWzskZghwgETGXcvHwstIqDypgF2TBjNgk1zD+oDy/CLhxxL0OC/rNzDVbRINNpjP7qCsVGBo4E3NFxzemQS4IXqbgAaCy/mWWlfvlcBpOaonLWmoxSHxF7WMVgXw9FHFqTRCh1xHGfIW72L8L8J/jyAHz8+R7pK510flzvNqA5mdv/psjdRZTMROIwRhxJvefrsGyjDUbGeei8Pgwo0ljUbHAzXE9KU7gR7IVHJchhZ8gzqYcM3AxkILWb0QeVMUBmxC7G5ZLY+vbtV+v/cen36Nxf0lZBkf2MgP0yW2Ml8bcKJyKZdcefjgwHupglv7wFKA0fSjopQBosdUUEKteETFxQG0Y4UQ/EVHE0FhXWhvOa81oYZ2PgOZgcqG79vkXS2wMIVIXz4jj8SuhasJneHQkrbA0QY7R/YrRFKhYaFnOucLjClWv0AsU2pAwqGOqq5Q38m/t3uGsUqh5igWyftGUZHElld240UR58/Lg8grjrjHp8hjG68aiIm4xnTNw+YBfI0tRWWTk9M6qDbTNqwejjyhQYdU65GiIS/dLOIiPcVsQaAH+W6lAtnk6vtYazKDjl+jdh8Pv8mrjzIrgn9lEZMksqiBOdZlvHN1+7vOWpdyDlmhLDvPIUGVN8jkFuibVMWfx8EKwb2M0j30GSwZqe0BTNSjmVu3ZOOwB3aWb41/frv3D7cMnNOFvWZYCyhWRLRYKZ7Y+y1QA0h2CrrBQR95QiGmBefjSEfMra4iptbjETGgwEPXYSsZcDBqJiJjb2f1Q1tWs6+wwxYImvSuS9MaiPuitVS6VGAokTNp8vEO+sQAerFIyFlIKooAtDSZs+u8DXOewyWU7VRxOnUPSOoQ+YFB3zdr779RXRGWcBCNvrcmCI3TmrDaocABfjibYjT6Nf4emL6uQPYsE2bQETJIbJ+WFKQM5OW92gj81RCooyXKdh4ryjJmTjvtHK5aalk7JJguZObpm6PC1PMwPLMA/3SFpnUda/rwvOn+ov8f5y8SZBkDvE7gf2sRV28tCBNZdaWFYTvESqYs09LY3oGj/ANUIUqaADbzbi8gcEB8r7BMR8ilOvHyw8dSZRcy7iiNHiUcUNA2yT418wdGpUVnEyrzESMpOyHUxYsVHMG+BrfdNZOsfbl8oq9SLpZotWpo+A0nPPgDO7AAlNLUB0q0OhUizHV0+jRJNQZiNReDRhAAWDGdXCn/L7IFYDpklBlLXPPK3NnPHN/V1iGkCfEt3JExIbLJHx+xPBgukjgL579BiqLFPiX0Io2CpQ5kmIZf5jiK6Ck99xhnJmsoTNAzRQEkhsxqg+JVKm9DFlrpMWJ5cNAVI3H5wCoyWKGVeEPhMqAwcQ8Ll8qPS5oyGOljtUEMXbU8IBlWbmHAdQ1pPBpWbx5jxoDt2UMTX6M7x2FQwZX3HCue+CUKCVtQ0EYLUQVdUpXric9Csd9/q3WmEsVv47IX+5w5doK4FXEy+hPdK6K/yQRFtE4BG3ixrHg8bOWuWX3K0WQA+OWgENCY1BVJBEavlsSKibHWMqvk/MSM1aquqCF3zNC/s3UqbHdo92pRqp5oWQyzjn3SVTW779jWZLhoot4HLS3igmfgyF+Yp9039cCjzbiFiGe4Ijukqs/pIHB9GewrBEjoCVbVQ40RLY+KVWkMGOWJTaIxQRxEa1F7BUstEv2oaYGiBoUCjmLEuAgbRDKqVZNng2Imr+RgPF8Gkl6RpRxy3tRYKnozRIBTUMCZ8gV7MozAnD+ILDXkTKD2egQHCmr8HsAHjifAQYExm+kmOoxQv4Fx8SDCoW1F7EyGoT3Ij5vGuiYsHHI/W9UaLyVOHWXQRg4bCW8e98pXrPSsmz9CcX7uMq+KD0jkoMWWu7YSZWr7OzwQswHfPwave3+K5kniizx1/9oidyYfTFkfKXPPkV2NZcTepVYc7uKbvr8RpkUFqrupiNq8Rl2Lwk6nOFG9PEkww2WtAzngy6sCJ++QsyQE5nhODRz1WDQEalhiTEoPiESqiXXrvfZOnp45P9bP8bcpSErOStfJADc/4dS/VUQ7OI2aJS/ZDpOb7cRY/p4CycaJCgd08U2+0gHhpPOzkch/BYvutK9rZ4h95rmTK7cLcgZWMoO8VGLDM0yuMbPQhVlyPlQ7KYd4ODOe1BGWFr9t08O18+xg9PujGGHOEkuBkCCTFEA/j9Lxa58AXzjpy9BVmqPnB/i2vaMSUqDVmhkszSkAuABizKJaVE+ClJggliKm9st1npAeMFphweczkIcWjj2IxRKBAkIrLVEZlrHGH9qd0FaZXAjJpX4ilVGeMKuawGB8LVIxGjh6O1zCAri00vdoLZS9L2MNVmI/UE7hcMj7PChAEpwU5D9KU3eR3TBMi+6fItem3jR/SJa1pXVznpsRoDHJzU3i1yOd68e8KUuP9OyFLXl7aYHQyyngOSjTk6ZBH7slUZJTzH5He+ybS5enWga9Ky7yE8TKeE8ta3pLKOTH2cvjedE40peVa3Imi+0BXeHa8LlBaYgMw0gD6DgHB1c1nXleLBGvBsj3AFVEYOJvqoTs6j9zPnj6X7t871QuqkbfV86GoYjihhOtiKkAIII9jV+ZytGBKdscUCc4b+BhAGmheSNtQX+QfrlWR4SmDGKODeGTg5WliUcwBB0ViePQR5pLDJbHf+HOKoJyxnm16KC44EC40Q9mcAYZJiwc6jhllf6q5xEfiC6LQNBZczpeZRs2QXaMpU102BN0edVm85jFgAgyGfjLedK4y8tsB8ckTHfz8ZRbgH+I18+oDU0mcPdz+MOkOJz/7uy0I4rqkgE6o9bfztc7QYGiAJiVY1+dhCSy0XbYEWsDXL4GdY55nBA7Ab2CEatAwRU4VgCJHUKzYo84ZWgOxBB99o+mSpOqWOuWVU1lz6E0E4TKNpIj0pMxfjzYDwCnWQVbuhwiiPaNhT4VWj7hXB1z+yLLgQAoOz7KmZ8v0RYtzZG7mUQIKDXSk1uZzbAY2S+oagTiSvmjolIrnHiWAZE+X0wnkhpNdpHftotLh4fXqlcHpPLx/IHKkSBrhK2foCbKqA0owcOVAwyqwxjrcjaqTNUML0tmgQ0gA65ASZmrgvXH+Uy4wmKr6Z7ilBK8xfApdR9yDfI9v+Gtzkm7Eix16OxcE0fQpvvyH0r83sSRnL4L2BtZgRIcMQeJTl2ho0gsoK2BOwrFuitfToF9eq3EtSotGKxaULCoQXyY4WbNiOujKVyZqWFonJ84ybj794O4gUrwBFHvpPJjo4su4ocUwHrBLNIaWW5dXzmedijCkbAsb6Ta61OtwZDmBqxjuhoalAcrj0YHRFMG6s3cP93O5ENAb0yzoBs1voqh2Tf5QHw4e67n3p1sHvrYNwFOxnEiEdQF2HBYLO0RbGTmoKjp/RPC8lFV9j5p4N53M/8TmNwEepsoDNDdzObGAc26hQe1MjZmbQ8MAuESwroP9jZkUVSDVELuhgpLeZesqXUVcGjCx2YEEkJLrs10lQqmQ1cCMgPCiFXAlNXQ0dRDpxGhvKD9Fk1XrYKAaejefF57+MFJsCAYOVaVoTjqbMI7L7CIN6ouMoSSZcdnvGO8WkspFVlEuZxeX/HsKX3nk/CK/XXYMkQWoYtakn8maK6ezBWooS0br2D9DGrpWGsAuFW9oCUIeTF4nsTX6pnaOzqBMUZehvMl3si+GWQd0eTlqfu7wHRKdHIHrDqAxH7n/00+LkJjz0bsHxPsmoU7HX3slD3qT2VZw9D6vd9L6oYqa0IITOU0Og1alWdefEtOj9lKMFpcDgVsa/RfCY6qLj3fKjskZaMG9dr05fn3exIyfXJaCsnTXuPaTgTUAJTTYYBt9d6u4jJkXPFtqt1XiMH5OSygrAZhGweIIMlYP/mm2fMQNls7V0gNyY+bSAZoK4cxdEIIZ0VFALK6iTgJjylvX3iFG18CpuA5VFiE0GEmeU32bYwGO4VYnHeAhNuCsbjbnyaA+oHpqqoRgLShRiI3fViKqpwIRgzPcA7LNA2AWyk2vXIy75lpysUsa3DKxJhGKxntzhgE59nNKHh0NkOyrkiwid7W3tg53UdbY2TQtzOhCh12TSUNjYuI3Hu2yckdGGvbuX4LfZkuPqlQZOhrYP+w6WwGbmMesnY50NH6n5JNE9FycOSvPovPBTddK3e47zLX7WVz/PHymcAtJ0ByXx77fWPFUf/Tl6J7+kSkPlHeLwEJEgAVIo+xN6NjmrWJEs6PLurIgFlXuEYge0F6Ggs+zHIj2iqK6y22g2NcAzQhJVgEaE1k+1VQGMUc48FcVIrFVKKV7DkIbc/LW51jAwiA6uToifaA1BjaItGWkDVbbreKVeGVe2bxOmMLtfoCyDugcY6jMxJhDZm5hoCwd3XLZ2MIwGGHakJjphQLwb4tGrOp5EYNwoKr9GlGLoOYfmnjiwynXcw7uWppkjEpFruTTSMObDWnhEo9SVQ/Os8TgpQEndmEEVtPoFtTW0tK1A2qYECIrQTsuoRCUI6lr3CDfxarCCKVKLHudAKFM1+G8SGQKT02xFRiiKfIGUR/iacmK569RH4yeK5Ck5YS9oDWQzUNlRCH/LtqPVJqMzLsL8KagZzKh2r+1DPJQ5PZLp42avHwyBcjaOUcV8/Hl4277dPlHaoLSImb2F1uuHmYsxzuK7lqxuNyGX5LBR38C/X3Tc8ybxGVK4A5GCSAYCEaM1y+ZKztKXSjdB1uBM+UWkT8p6Z/uamllEgCglnznSTF4CfAmfEygEY48prYRYKdYBGpwP0BuDCYhCDK0u229wXLWKNNOBOaFG/PK3LgZNDdXQ6f4hUOT7fLlK6SAzvnnZFNUe9Bks1AmX6vbafGbkNQbrl0FguQnI0WoKkyqjBGKFNlJSBQZidlUJKPYm/hiLs6nnBGU0l8VEuafQ79BSdumcAOTDCmaFsGeoz9qvGRNfG4qgmpGowYUpxiKF/dMJdnMGvrXVJ3nRY7LoHJVhKlxfGf7c6C2IAQWosdRYForkjo9S5VyLpZjKIzlCEKcadY+YVptBgf2ExxzUu0zi31vymicsbSKNrGZ+J8BnCYTi2RDg7Fas+3HHR3cfaa7D2O011rlOUs5k8Z3VF+8XBUB5KJWd3c+vP508D5HuLEaPWDxAazHtzuVe1Byh6wsxTfRyRpTsU54JR3mwIKMJvjFoTmZslllBEGq0vtEbxqxZb1xSh2JS91e3DVEYjmfAks90FTDQgrKzQF4dh4BwBb2wiyTY5MPZvNm8apIu/Yupu6VrnqTmy9AObJrczvx2hydm0U4shQKcBsZgBq5kTMPpw8MWFBVsf09s4cTge0Y0+QVmetkP5LoVvkQxeAIL73YE6JIWOL5g+zC2I3MOeo0v2JyoIKfPp4Ys7baaI+VaDR5grIBs4yH5D0qX9RQTBvehL4vHOKeY1zRQqZnGLej8m0VQAjSUrkzPKVnYG7RVPhTCJn500FZfYmmKYWsdSRe+Obo7+24RNqUXCqAEKETkkepd3V0UVW2pHYjhNcMPqpOPaNZ8ySqwOw1olSORwvQAvzXGSgLdh3D9pcWeD4EUu2uvE920Ljz8jwVnckLFKB9Ou0eeevjnsVl3D3I/7wH65BxSIWXy2k/nvTE93F1qJGGFX9cl/LWhsrukVmNGBUduTXlF98DPM0Js+sgIICx6MmTgoMzkJsliCElVhBR8+Wrhr2w2NLcKI/7faiIyAYRQEiVdqXFkw1wxh4kKKmSmwp3y1VuDLb3XSIs+Q6cFs/Z2trJrOgiBN2AbKdaobaMvAZjNlAio4HbIVJ+gLeqea4GhbP5WvAs4GZwcQAqodMGkeUmjIRYMUwSTFUGssBQkBPifXQNBVtRvCHQFsFDcxiaTmJC5Ug3HJxZh4wq3o4prgILR8qAfFnCVAt/6yDOdr9CsvKFR50pxNAQJETh4ZlqnIHs6rWxQENsl0kCfOWPQ28zePSoSUq8FKH+ylKkWIioolhKEbxrgVIavW8jKsPBz22THAEV5RF6mGxsiqW3AbQ32AsfDgBdf+Z3no68tLWYt/rIzuT+3FXPFpo/1wrXmn/MdquGRCIXoBNCYSheiBBZUpCiTgGkUWAcKhZ9d7XRjzbB71xqDKO6jBpj73RCW4k80SL5YpBBjdCIGlFzjZG6nlRDwLl7tU0HVUi3H/ZIGMN2FqpKnumuw8wghu3xrXfI01DJLwC9QVsXM8NwQzrW+GBqaAKbWx6Did2Yw97NEEoCuUpIZQexWATZEsvXASQCzGG8MzCFH7AGpOC9xtJ50GWKFtaMK5ToqgBxKyYelIrSZH3lt46Lx2DMYkcluWMVnFWXjax+0ayUkHVVnxKsoyjwktJXpPPHa15wAAfV8ROVmL2GjwAdq38KPVWYz5odOFRNpwFvienWLvCs6cO/b9DV1KiU7ohePk5eVaiWaeta05zwC4LOUchvGveh8YaJKVa9XFaBcoCpIqLZVcUFSlPWPs9vfzdUOd21D+Y/P70mS1hwZFLEWLpSpZApL8sM0KiBDYZRh2cbqx75GuA4SzqYTCum+EAAvTmhrUaTXefqWMaMlaiBVqLVuaqONXzexdmwmpJZDMI52A/IFBeexch/oD1tWTQTsQl2YNlBxpf5xMyUaahYiYjND8WSZ2dhj6kCAjiopHjWFO/0uh+V/+VkcSTV3j1np48bV5Gr64Rz+8ttsByV3b8wHlG0q4GacJ4caeBzKewFmmMyQc2VZFEK1x1w78MzuDkweLRLWMBAKkNS5XOKim6qM9yfYhBKxNlZF6kNmc1V9Q1ArVVqjZMmub6BPc9kRA00rX9sI8dSLbE43jBq6qfFq5rLUeIykIGoUs1S9C0+fqNFSxPHSrky5tJYd6RV40Y0wBrFy5xynLk8SJrnpyzAfwJ0xuh9ZrK/c7m3fP2l1aimKcdrF8CiviNHRLDmysFnaJ6SE75E6X9/CfaLysF8necmHtxnAdGJGhMbOjurjmnEhJVojW+t8ZRKyCP1ODtGS5VUgNxV89Wco7WHf1WFmlNHRhvZMwgRYWHOCWtvYGxLyWavUc5mlnPOoEEgEpMOMccCnkxxQY6vCT5WiBI9RZw4F3VHUjtkc0bKMeZm64FQAdhMixRWQSnVtQVs3D9v6V0hKeISZC1+vQwgmiEZAdkpW5JLOCGOyEChZvV7Z3Y+MwwMDmxyLJ/rFmvpQoE6A0bjER2gbqbJyeH9OueMRRFrN3FZFUaKTg4wpJzdpaTmjGa2jzQ2G1AbNk1H4sRZ25tXW2ulPmgaGoGhxo+18v3plDhtrE0wgXIR/qWXg9KPexGMof9TmNuigEz+/t3Q5mOo+nkfUbXPsejQyVburhr3jPh4xtdXqm1crfwxDEqVOsvC3MAWrcI1H6HHWC2VCFFzoqcKFSq5TfNJBIS9abfZ7vDsGd6gwe4MjkW7aFcSALC0YoPkkbjhWlIsQjo4UCidTcVBrlRRIJKWqNNYHT0daBCryxz9ronWYPMKIHzdPP9jzgx7Ore2tsbkKuVgQAGzajul1ibutIJJ2CRuxWZf6sHDO3xQqvgyGGjtx/xTh/aCcuE8+J0ig7Pl1/mdBLFNGaGhNS0M0Z5N5eEhkihewLoXQ3WjGSIvm97hK8xSEErugssIEKQRDRW59Ihv40wTvyPSWpEfFYy92bMR7Nqi35gmRlyWMTiybQGq0HwsqRYqVQ1GOEB5rCSAVJZV7L9n0KNqXzf+/KLykrk3Frh70HRUoWESaf2yR1P8DmLkV5bD5melyQiZlGWY0J1OjsKGdGAogRpRMwti5pWCYJEK/EcJEivLXIHE8lZVoQTLIGUjXMQ5ctewjkNqFKksKOOL5MuDdhhAcwOo4H5k/S07ZF4boowtTDGNHUhLy+Sj42nGhmNPDKHhgbO8NjSjxkVryDxN3HFDBBrxJgfEqg7dh1nyaYd5iht7TW/sjIKvQIllUDaaanw7Ch2rW/sOjABQtLCOpLlbONhc3OzQPgVjA5SjJjRWn8MmkGDMPufXIM0hIYbqOhyyiwMODdaMoLXxIh64mYKSmhok5UO8CIW00VxbFFpbVTEDmCtGJwY7og+egGdKrDPrn4hhWO8/3iUnJFWZl0uLjGb3NZgSfMYyp3I+Kmxo/kbrkUFJRlHFft8hX7MQqwqNAzRT+ZMAWk7gM7Nz5IzxBmpMjVvj1tyzQwW6qQrlutoX3VSek8Z3mgwkVMwGygJVJR2aaOOZY1YQUW4NQB1SXZshgIUXVPflpUDSIGXIueDdqk6Nrc5U5mNMiZhUFI+eVCWFqHLBlGzAUIgYHlptXCcT6m8ETZLUtth/4lt23kKxxepEHsag/c4GhYFI0asBdJzCTAfTpPCsm0QcexUCkbPlB0yRP6DoUorYi0tC7WO3ljIggmFPGB8nBrcEMFTp3gvVry8GT1ZLy7dwtbWfmQokH5AUbgfJiilZs4KGxmOe/Pl3RtZApc3Rl0PclIsnvuzn0Wg610GFVslauMB8MOwDVTRHFbvzV+K29snlPsbZcNic1wdAHTgzxi6uoa5l/5qx+FCyFXg+TnfvTzjRsnJrzX3tGhyfWoS/YYROQkVUtpLtlGLhWuabqZtVEbtwsSD1IN0xU2PBGVERgokFuSI4AQQU5jRI6qDseV8dmltjNIfmAJPBl8Y6O+YjxSYRBWrZE+NvhJea0187FiJigKPzcH9tim9DVoRgyOqk+gRqyl2IAgIP0R/q90DqME5Ub09T4k+sORWsbn6uGdUDKtXSJF7TlOsRmAmIncaJEdvCpTDKOp0KgqcSf16I6FCx2pek4+wQx9H7LiMpen5UNdrN9zARHu6pldFQBYTOp9TJcdm1TAfVxnibuAOGtqay4kBbrS9Xvk2mHJydUpzZkBj0WHMw1Cqkzh+1heNZiLtluNGvx6/4E8oJQIGgT4dT20IsB3b9RnDZyulu98/KzJoXwsqnBm7cWvN81ZQaQM+XaoPf7bTEF9qhqosRSjGvxQPPQ4DQZ6QiIdww0oDR6WMwS825nGtzV7qZ+iP5skXViH0kTz1lxhzBlSJqj73xpB1FAnSwGGPbSkFCjaeHkpjgqf40KNWoohJ52EXXiLu9gb9dWZuH+sD1sa5jBtwS2fMG2xrDViem3Hc8LdAcSnMgdEPOxp2OxRtWZucUn4LZkl+gIVwRSGtyuFDoRIrBWYdsCC11eZSLdwo2mDiUw7FoKcYb+ck+dXVYaKSCdpBZShoaim1yXM66uimhveCoSFW3T280RHAMxEqZQ8IW2l6A2xcZwQxoPCHJfIgAGo+LgXTA5bhuEH7y6CavJXE5ZDy06J2/iVK3BHO9QIHXDSCc+HSm1ohXi1g/wtYgWKRjKvkWmznRJdMNC4RQqBpwd98PdPSayJLrZT2UVGKxaIaj9EW2TUUDYjf4cCMNdlfCWP+60nlsD4Vh17Sxno+KSTTI15hSUFMQuzF2C7hy2RNUcvA6QkTQTx8WinSFBnMEAFJoZ8i0VF9k5NKa3Sr2JNWNXswqseC8/eOrFsRiX6NSsQjAYMJJDQ3ifIkyaGpBhwGbhhvJ+gm+ckg+no0Y7RJKnGCEicxALGHi7poIlefHfTWALgmvlp4kit0JBPBGn0Sd4+LUstAzFaoUeGbMyeyTKWtWM+sxGn8o68etR83zhUuj1eel6PMBE8IG43bjnD85QC+nmXFGK9++IWw+QDPiQ/ieLHRaiZspMdiibhLliPDVtjMvChInuf41Hhk3zgmnpup0BgNjso5hfqfUcaaLm80gEendInTAxigvFIGb1e0lOLf+dECzqU/DOV/Gmp3GbAt2NfA6JUOuNMlpsm/4sVlPFyaEULtT4CZgjUxlWnOis13oEAgitbD8qWJBxJUOH0sXVMOP3DddEf6XqhJ8fyhSA0C9v2igM1yxSkmtB2bmysjJWwBysDuHvfEK0URIv+p03JnBffBTp4WUGDYxZdxhNwDPjqKpgxqs26+kMeIGLR+orrE48ds5rEVNAmkn6MsdhFn0KSKU653gGuiJGFKk1jOOrrMaZTxuJLT1cUUFyctFo2qIvsgl4J8ToF0lMtI9O5R4xDV8I2qNmrNvnjaAhb1Yzq2tmVuv8rokWZQ7M7FBz7F57lMXCXjJJ2Nx7GmJ3HXKCa12kNYNMcvZYRBluKxq/osLKII1m+Qwz0NFaBsojedQpqopPlAS+g0L/6BnGgRukGDDiUF4g89RUH2gBBZRNVZOQ4NqqTOiEnHYvf7ck0LDxDuaLmSSWjJJQRgmhiu7+Ai05AwiNzsuUuRo9GqYeI+DREssmeMl7UVD7xKoWkHEO6ZiRNJwlJvBt9oGA6x3GTw2Gt/1JxMeD2gfkDc2BSbeOdj7AHfXYgSltfaEJJdCSqfUZ+W6ZXR81ilkTdxJ40j6ngwmn8qLFG92Fy3VD6EWtTgUGm0QYI58l4N41HJfjfr+2QDaHLutzVLw+h7gN6SDr/7ZKOhcUgIyFia04Ys1xpNx4pFGZKiDR+idoCWUWJ0lkIlTZ2Amw2ah0Z0bBnNUVege27WLGq4zmak1JTtGqjUimJ27ifu3PmyDihMGHNjXlXiM2Yhso5xCVFgYqeZ09ijABuODcUZEjJRHrtwMC7qByAQQXDcRAA0Phu9R/OGUOcN+CkQk1B1778GjB754D1NdJ8QHtcCYEyRGqMqiTsjX12w/DcRJuIppMWA6ADowkGh4cKWqJ9812aKnCqsU1s81r2w/j/1FMEYKPAlRRIMtVxf9dVBQfwPSBO8BfFHjHAmhvMy6jEvsWZrBWJyGHyh/zKBBf0erUEUTb8/kBHnuuJ3msBjq9LiSsnP/VAB9wgkp7YEEZf1GyHItic6H2EbkR06ARU72PTQMYkXmcRdfIWhdd+5JFpQiAmXbbZMGoQ40jXzlorDETmEQTcepPSqoMbuJMl9cBrBzBhovFOgMNzcwSkugiAcX7tVm4pa6VyMfY32apC80h+STMdSVCJvlmM7DTzu+4DpXHfTNiZsToD0IabwiHHrgni9QA+gu0p1Sm8OkuJYDsRqY6W5OeYolckXSiPeJsLLOd3Dx4gfzpiUGB2WbhGohn0Kx1Wvd5Hf19pKhWXZxN1jyUAA51Q1WGOOr1EyhmeLL63AQI5qEtiDzbFA8htfx/cuMUYxxoCh301LskrDYHO013cX6dixL4k1zeDj3G0uT0iAFlWXICSR0E2VHUOj9/2AAPbmJh/Xz7YSFQIrbtwjHh1LVGhWj4R9OANHCnmQi4s5R2BGHGlctAjx8x8rpapjTojIRrgdsUlu0DMRvAjLsAeV8m4xHC8WZtgFNiRGGGDSWnyl6kgam8gGD4gZL9toGZ/VVqptG2HcGorlRp47j0UTBhQyO3UXF9QnkDopwxuhVIyFFMGh3uhw4bo+1pYnpLrprMKQPEi06KLMBNLnMmIqraPP+dMqp722eVM5/gjEi1iJRUoUTJHhcFRZ7ux+Jk+O9C+4oYBnGKJh4IJ/FRB4aCICwBCG1ulKs9rPG9tYUFDlIpf0R/o2xZaphCWhX0/hQ+Oe0vxoUXXJk1KUW+3+UPef1V+uU0nRlSCtSQT+fMBbo5b+hOBk6Djpea5bRlCtD1W8NoNP9Qu++mgXmN4/Dz5eUP/RM9j8wFkajhdmdTShdolMdkpa2NlJ0B8C6GBLlyXCL5rR8A8LDI1SoyRMH00VZ6B+mqMFxxCFjsuxEIE7+6tzIu9HmcrwFyBbufq9ABEzY76bE7pLXk77J0C9L0NGcygjUs0dykmULRO3vH14iNAO0W9iBM3DEWKqqEXv3YheRfofL8SOpDglgVl0sjZQFxdkjNs7iCo0wLh4CJsAjgktT+nNDHXYBhGg0+CLaAYSHSwI3khuOqTZ3ZXRomXQFu49Kc4oMFgP/rKXGqJl0sGPVn22yq+WFdvdeT5XnzvWF9metRyek7kLEN2atNsxUvEG94vHoAPFYLE1C19sjVEn+alpe3PQXSG1JrFxGhJBooXQgL4iWKyYr3xZAvxYvp1nL0bAQmMB0ahxBKhK6Y+CJ3BwPABikK6CeIYroTYshHyv/UAHESlUz9hlS7eZjTFQ69nR42xXuR+94ymQJqNRj+IZhrnO9xAUKdswIJUPCh58f9NAjIXn4fvPvSCfpUKfHJf7GVnKh6lic62Y7jc2cEOzQ5uiRtePAByaKxgvKpyOmp3TRvksJoqAaCo0DJ00qLY7O+56J3IKVLP4+iwmuEE6jASvIkou90Fe4uCS4p4//+OcRn3zSDBhNjJah8uPLpArKVJYy3pKRpmS0vbrznHXf0DHsqrPyHeNzSvoCxQjdjg8asgVgMlUpkG+LKtCI+JoBDjGDuGrh3TTqcSxVOtW1Q6HKqogYa0uMWEK5LmRaKOGcKxQFlw3vV4D+9soboA10XkJH4KPUjhFI95z3E0kD4MBttBmtYWUwv2nT/BzLzAgsB0uuIaE+kwjhMlKNJp0HQCcQLwAEu5q9ELOajiUctX1+ERljLaDs5C4WwemfZ6GW3SLEQVkztFAykgBTDESIdwqFAQiWZCBhxfEok41iKFntTsmUfaan3lwF6OGvvftumCt/gnRFV2RvJI9GmG2oYD/4tRYgWDyfUOWu48SFQovlAG2JFJxHpwbDkhjAD+46gmuEjAycLXebHkUVuKPdxnfeYpli1L7MHHULsJPTzLQsDHGVPZTtFhWzbgpzz8wrRyk+VaESFkIujhaiDMddO3oiyykSyjjwe05v5doHf6aWs8p97BdSbTRWJIXVF5qsYZ802L03lo/BV4D+lsoCtEBnK4X4GRTGJhV2lAytejz55NMW3LA2nOl0TvW0qzJ201fYvBE4tCjQdUZkzLiMfOJSPof6IyeOBTwK9UsMzvBBJB52JkOvKHD3O1+wagmk54oMiu3BAtZE5FbZIll3IjQ6WbIAx32fqy4sKDJGu1JloLbhq0EzGT/Vm1MpmhYfiuL2oQOFC18OhIpz9h1VlxWg/FKJr8IafoFTY5geKYUKW/STcDsEGV0cw2UIxQg66HYWhSwH3FTUHmPLe/DFUMUJUyNcaJLlQ5dFF1V0PrRCVYOkzPNK8sIeAzYrl6C8l6cf8oP4SqJw5hHTxw2H/NGpUt5H99kNg9YTaLhHahGE8YgQQkuJ7xx1hcvAP48Vxx+mHLIY0Pzn4cPEZ/1nsZTXmV2PQIQGtJgcRo01QmdYOlcHNi13w3zzKgl0/rMWXgBeDJcHrfOlZmiciYhXagwexCemcGr3nBoGTEud56oev9OAs1TJLiSAGY0WyrrbLA/JQVRSR7uYIkVGfSQEIR3A4QnNorI5aSeSKH1RgS/qdQAWAGAJwGKFBpWuPPS+UPlAOKlplcIwxtl0sP6hKRpg6CfQCFTEIPLkp1QeTLF6QBryTnwZRJayc8/z/fXzeWUJlyWoqL/EoPNx8wrNVekxdCA2sFy0nFItBijM6r7wdH/pedIcZEyg5zIeaqO/DqKJ5i+jM0zRgv1wc9RG19qqS7ZWCEIqKP8K0H+0UoMl0dhLPOUEdZVwinfXIFrM5R5j//YSItRSh3n+YCbshw8Dypdl8LVxR8cIYrYMKVX7PJ5m/4mqCnWLPSSe/U+1hIq1OTRUs1EZ+9DoRNNrEhAq2sqaB7QkSHlSQ7+qgpgtQPahGgKgi8qusmjonIBddZlme8GdCABzJFaA3jHTOULYQmA6WScPXTP5Zmx2TXWaj3OGTQLJeORYcy9EuOfF0RpgtvTu+0DbWDFMnDREfNUsUfmzsuZB0hPXilRzpUfJ/56VzHXJYNaFwGYNJ2lBUyWPZKdU4K79TaxbN+4HBM+aT40W/9QU1AedkeuxdUGRea/lD1BOkciqwjTm3wfVVrLjCrK1VIQ9UOMDIlcg0AIox0iDy8mDbDCV6eA0lcjyFTZqDRyBngEny900zhgq3T0JVWLmgYDV5bFVk3EyP/LK0BLDPe3K4DNGjsJ4MIDbzOxSwGjuU0WyY4m21l1kUQCRrcq2pNQj+u+quL0YsOzj+Y2qbY8JY1oMtlryYslXo7B/QGj14UqPIQsrntmbBuz4exVknzsIk0I5u1Z14sJDYnpgwgmgUseiUZ0EuHgFPyEl/rQoiArUPr9nvhNZnouW8aL1wnumnyfnm96BctYZmKsE2FZnnKzDyxZQX079UeNB/0nLs87f9x/qmHwJl+9BGS98qKD8kTHkypllsTChZmMHHdm0oW5Y5vS5mU9N1EFVu8Lt1jSy9MoOp6IEIJxecrrbGFcQgtoFwDCdjJ6rJRUY1oKFwYVJn2aLqHnGQOvEs8cXPaM/ZLGJXBzJzSdF4/dYgO/6U+33E6WkWF5oWcHsWxXBLjnNHsIIT/NlvSRAE6CRjczqZFoxXsj0J66Yiu0+HJUPcaN5g/GAWRijjHgG6zxP/dGUuJwacEqHzKMGA2P38PBk7+4KtceS2F00Ena7eQ1X+Mikth50ZZjGz0+phHosC0r1kEn5XAHySqL/gOX0An2uDLdy3rrx+CyC49dByGlUYAFC43l8FHZgOUVMauIIX0mWubX3vu/DcG1xVashR8xLWyD6Qhc0njWmvm0FjgWq+3okovm55hyYU0oq/iIQKlstlSgEEJ2Gha1kTq1IpiW71E1CA+jPE2tgwRtaWqZ+ckw2XK5tTRFW2avmv727XYFAIIq+SGlkeQB0R+JybZIZjI5MMz7UFQ7fo1iIUbtF3raIXQAWajHaXJ85HwUB/dF0d+cDfJfmqG8x6Hw9rb5u0cwcqJCO1in1OcC6V3vxcUwAbpBXHfQfvzybpuu+4ynHYfz+UkJ7wUKLZek2Qmy7a303l/Qdy4kyCTaFBQZU9KYBMmNJadNFkTYLOVviZ6EAL0ryCCIhKNFOdRJiWiP7Ir0QJQoLMMP9mJPu22sWeJoROZI+f84wMCd8x+ASBu2oN3V4NNejnUqPM06EtKPPKC4AwhVjWmhPDXlPRePbw6eqoDg07MSd568mPlvwrqoOhiI7SH3FQToqrMvNax3zDlpAuZ4RTx9Cf9orLqOs3KG+lJYq0d1bZM1DB/1aXsvXVk7LidEaLNuWDX4Riog8GvE/VUSl066poytrhRzbwxxiVtGc4DulllSWYD4dRuRPdJw2lfAMolTlWnj60UB/v5vGOkQFXaAdIp+RNWd5gxODC6IoJpeSSgWtQuQuTgsTWfCsEe05/Yl02OEVTBniL+5ti/H6wNFWBT1HeVnpMRQmUpCu8t8iF/38ctW4Pw1orrS2Yi7H7wzgOJ2QD7qrasi6u0eHDmRUeOwBlGbJbihWLvkn+WLztbyWr6Qs4XbDy7pyy2B7ZmDSQ4GrKl3da3FXDIiwQne/MSt2rEjZwMydttjcy6lzt+6eHnL47HwcwKQtNazTsGq4yW+UwMiiZAEA9qjH1AIaZoIBGxz8f6CsLiR76rLyHhZ+KyEJ4/Ngr5P12JEejlrkh3sGPWskKkWvgEgF5o4K3MPT45LpBJ0qNjVQDBANWZbP5fLcIzd/SX7nuopeqPas7nhu9fAK0K/lKygWBZabTYPF/XHN0sjdOvTHDQc3u2fvdIfXOdd/X41N2a9d2JfMe4LkbxXaNl5/GV539tc+4UdtoWBrTpzDLYbmHzj4+90JBweaiVHOO6sUz6lI7YhWmeOM7/Z7KEMKgU3FrhYwtSeN7USMd6yqmKnGs6nJoYWmh4YZ3b380NE8Q/BRoe0H5n706i2PeE4//grQr+UrKCeAToDN2dsfa8f6VPZff6fMn8sQDyAUM/MgkBhAR8GUGaClChVkoNHglQG7c0yXxKBkpvEsqnt3iGhVM1MeODWbagy4x6yDnl/VzueKbocz4LfSeVt6cN66CMAg6VXRkcJjaMAxX1UqX21RDrA+SHporjMFxKH+8ZCvAqCrkaxtdzdgjXGd/sod6N9UWP3X8lq+UKkmPPLCOVqmHWX0rQWNFwu2SnCNumOlKllQIXEzPTPCq+t0ne+vAw4n1TcADCzONDHJWPOSjFwwWLPVlwc/rVdVzfKE1Vr+PawlqjYGOEZ0CZ2GHRpanUBhJhCjFR13orA9y0xNNNYTCc0HjcfUKVm5AOhMiz3YevlQj3NVzgANAMABqasFizh5tWuxJm3tROS5koHaAdplF4F0iNqZWNsbVe2i2vcu6Bu2Gzagw393eMAeATbgA17La/mTF4PmCdUAzPY7CV050TM2YjtFiBIyUI7TFEDED9LIb7MP3MGEkpOFsvmlaihJDsrZvFIn6BzUNa1yEtoMnYEZg6PU2ugRkbNBqhJDk+rimTORCFgqEEHMj5KgVnssO4oKO7Ul4/aHvpievPwT0HBqIHgomx2zSSz7gofs+Pm71laOhpP1fH44t/W8ntd2fjifz2tb17YyexePkFGqygRmzmQXkedY1QJG9m7RwFS0tbaez621bdt6l95l6/16uW7b9fJ4vVxu16cJo3ug9vUVpl/Ln7ecMPDmI3qie7+HN0auFjQG48ShUh7xAOxfhXvd7JMpBfysI1OuEDxzRmAAE1UlQKSV8VsVHPcQTvUOtQ5VwZ21vle8z8JED1fFTwJ3pdgZ3mRceK+/VtcqHYj2QOSquZ5Bub6O03PwW3xn4sC/WiwJva9smKg1bszM1JjXxuvaWiPpXXsH9Hzm1trauHFkryclFVIloWD8IIAat9bO57WVCDhEYGJR6V16733rW9+ki0UJVAW1RltH77qRDY5VVXCVy65PYxFVF2m/k57vtbyWr67cft7YT3ROTchIzqMgupkGA0oCAyFVIXiCh7AAAzAhYEVkZlAbcIaim55AKdBqALQFRIWvA6qGwTQeXg44W0lr4PIB/Rzu47ffKdXiZbVBcTIXhTjMT2nW5OSDKMj1kEmmW7rX/OQDyCP+IhXQGDKMYGbnTFg5gy4SLNtPRH33aIXM1BjuN+A4qaK9SwdYRKRTa8xsllFOn5mZ8kmeo0K6hbaJtJvsuZlAGUpbmZRUpYsoqIt0la37TxcxJwJuNxbwPjBaAYlR9grQr+W1vFAiMOn4TQto9yT3ShAYbu3wkFmLGojt9g8dVAFp/daKTyAZxE8GD4NKHhxPAGDWKVOx6yg66/rE1EtIxiuHb7LReKafn5e7xPE0x0fth+Nj7JQKTcCNpMDBkbnAMcKYT2RWA2fRkBD5ocgtaxMZf9s92LcBEIoICJRUSd0/SoUsFyaRKpiUhYhUpXdHyxC8aGaww8Ke5ysaShUAE22ttbZlqhpOog50EVNybFtXQCOt+iYqRq5730S6bVJYElGC3iL8Y7QHAytAQH/1Xn8tr2WUpcIxgasxcFGIGrqMpbhH1cvdqgWTRrj+IBbMElcHUAOpmE5EnvfKEnCf2Wy802CguOqZwBjKhJLvuGhlhhH6kA0FJSnECcjN4PyBycRTzVKDQwW7dz/+3IwtsE5Zf4w7jLMEiE3cVHqoFlsUYk8EYepiC0CjpEoiI1cNMzoRN26OqqoivXeVLo2lRdAEcvdbT7dsj4v8jJaKs9mp8adV1xXRmdSRSCKtZ7fsx2ISobubgpLQLZclFEpzDoCuqK2xi9gjfmPd2IxOPvT/SBair0D/Wr7VsqTZHI3fSCQA4Glto6TuNg6QRysBANIFAO0VkYmO82dgqcTtC721/T3QhFNIS5Pi+lFnZDWKmDg1ABo+QfnsVGePfA5xvhbLNtDw/5/apjZYVZ3rJH6OtHqu3nRtkvoULRivky1Z3zcqwBuuvDPdECuKnW8nvk1iiBc0psbMzfwHLD3xk4pb8hVZuIwQMY68JpmIyPTUzIyIh87PVA6AJXj3qsdNjNcrLJcP0Y0YDaAbcq3SYwN7VimBwswjKTYCoFP3hhB8eWFuP27xI69B/17LFytHz/UXymmJ6VjBksbqWgOUpTqHFKdKlGsHUgNKOydt9WPJMV37kfMnPBZ9ghdDOgRmWclbHQ5qobrJLqvhxwHEp8D8kb0hRcdQhadXYR5nd/XO+41tydIAioIT0QpmDK7JgWdR6IBSXNUVpckJiMDsxIPR+9t5zfmKnfE0mgVg3Bi38nJoO9rTjZ+e+MfFnGsl8ItuoFvpo1Bc1Y4lgHBj3BhYFzCfXM1tGmtPGGbywpTgbJza1C8ZIEFBqgpYZJuFaDeEVwHtLoMlhDGVn1I9rMA5kJpPnjDV1kmqkNvA5bkr/OaJ9a9q7tfy+5YdOJWJVcuyRObfnN/zCam+MIQwgN6r5d3I7QQobnM2xEwcpTto5DtzDXVBCo2HZ+ZzcFFMl/OStCZ1ddtqDMY9ELmCbJ4capOaIt0unMA065NcFfHVc61Fwamz2SYuj5GiM9+maqLzEaZRke4q/dht9XO44jgXSZqN5ApiloI+9lUvcGZH2lCbe6a7/Km3xTx8qMQm5kimJ/upCTeQErNyU1YCKRPARFBSIvPs7dJdO26aD5Gw2BOxzJx18VQGEY/uHU/Pb89/wboC8OSZlP0ukI7egQ10G/cxKq0F+hFWfZW554dX4H4tv1nxwVX9uQvOQQcKamVrxY/tmJEWwB5H56G7H3B3wqmxTCUPUXUrJ2hVOBSF9sRP6Q474m8uJm6H8rwpXkFzxCMOH/wETH/es3gE9CMEhr3m4OP5IhVhC7NOIi+RzyWfdq+yv18QDM2F5znkrVS2Ml+UVU8vUIufoZ9dAhCjD8fNFZBdu6CRnglKYOWqp6GugIj0vnXXcIgqhGKkqd48l429wj5Vuy5CYFLhDRr7GkIV1AbOEp3MhLAxD5Nt6dpvNgwAkDpwS4fsQ51doXkrtF2LH40h+Ktd9mv59SVdySwkqAZHDXgwXPGE6zJwZUzQirWfqqbLCV3LYc6Z+QcAxcIg9Y07ztMImgqKe3acSolAjnR7qXYdxpEjxTaQFGy+W4UznT8R5hdJ+E7RpqMV/eQqZuxcLaIwPoxzMhxHHKJy/VCkxJ2H9mO8Cz/hJ8oOPAVZTqj9eAfbJQA+FKOe5qB2a1DsDAWJNlI1AxslgSdKFhHfEhQBoPLkGukZi1FkBgCKNZkFW6wSa/Tj2NJYxK2/V8vf0TyDswIKEUsX7dkzRERuFsK3b9gMrDv05pXpZdimy4wU3r2V4694/Vp+aakRoAg3Co6qUKDH4tUMx3bc8RX4CZ+AyweEG7Pt7py6atXwGNR5/V6ZY8l7Q0a6C591dlycpDVUB7VWBuIUuu/DVtYziGxXRbbyQfmDjE+OLVXNPXFsqKLP24/ZKtUu5fAIqrfK3cIC3JWYBx/9zWNxpHVPK4oOxonAbSFOr5gQlzAzDen9dsue1wMW19/L88uw3LdkS8FeOs9w31NbW+o75tY4teIMECmx9aRSiHGVvm1b33Yj1GVREMLS/pL4hiCC64bHHRfgAlzj5xWmX8svKqcgOlbuARLzCrh+/hXb2jVMTqHAx0LTT/pzE4HanIYsGO5AaqtucNUDULpiIVlneWktV2k9uZaSCzGFAXLJUTRAh/tPNFnGfurYfqxai1SV1uZ/qYvqA3CXu6AoWFShU6Sr37YUNIPiRrjpvvAT05OFL8wUOoIIy1ivrWNkest9HCQAy0LYiRYQibkjEjpsDzAsvfuut7jh8tQamD6s7dSY15Xbyo3b2ogBmOUJGUaLEDUFqBPf+C2Yl2ZGKW6dwsSsgHQVkS6yddm2p8sF6wXnC843XOFI/Qj8/Xdr+tfy7Rcb89XUlg4wMp9cVRmfmtFu3jgcarxDFWZFgUf0JoB8nwc1IlLF7rs3NOZYc7zQ9PWkf6iIiUMt7sRALXJAl4rdtT5ath+jAoan/MIr2AqdEBueRSN0NFS7e17y8arv/n0AOtuDZhMLYFc8AaB9Uf/zSISB0E7ErQjLrOUgjGYw30XTXYNA1ENUIuTlDsGikX2Dd7QP4AWqN22RcnkFqK1MvnfJbW1EhN472sYKbrS2xo2bxZSBusNNynJzurlu2/Xa+Lq2p9bQHtE+jOmkZT/2dWvxtXy8GMLW2VGx81l0xq8NVrnHwKzD0z6fSi2KKcBS1RfsRmwUkD0UxMFhx8R+SbeAoQ3QOFNqjpV0KvGLQYWWTiX+5NAteFae8pSsTOzRgdKcIIFeByZNTD9fhHzLa2we6nxSeei4SV06jDN/JwZ9vyhCqTUFNM/jz0z6FkxjzjRbWpKq16UF0T6GE92U5keTr2c8DQcHMSCCMISVmZWhpo0mQmvUWjuvbV2ZiHrH2gFtrZkfu8d+8gzIUBUQiJhXECuI3ftcL9RvaJNqI5ve3u7VvPq1fLzoAMKp0DT1xxH6rcbVmxL9DhOVdlwuTtvVBE0TEI3z2nSkgrCETAkzLOeOpHIWUNEYiYYUDZCA7qeWjXwq2Do8nuttC8kd38bmJAp44c640cBJcyu3qDuqZXccGl+NEo32WzPoeXNj/GTHWkk7b50uhWIBdgkeoFMD+JID41Z1WI4hU95wKLqyGrxkRJSFuBE15sZt5dZaa7yeeW20rtQaAFVSscZnBYNUXRECANJ7RzfbdSKo6rbJ5SrXy3Z9vF0ecfkPXIrJh6njaah9fCPxFalfy31ZnnOqwowqevfV5x5L1T4r7XKHlXRMxMJMRYbJHRGIFuiAbJpnsCo0oNlKzvWKm0RQHpGGUF4eRQCMo2UXkRISqsa5sjg9YuX482CPUWVjwn18rhLlYKOtVN6osvKpFmY6/VsB9EvQHLUe76R3zQlAp83o2cvJ/xk7DoHIMgtobw8ZnQ8Ndm0xVA2TGxMTm5sjiBVNlEVbV6Y+mcpvG7pQa0wgz1xjdia2rXndtm2TLnCXddmu18t1k/7UO7Y+QrNQpCOo8yqtPtJl8dWq+rVk4bslVy16PP03EvNpn5Xz21ahrazWBRJmEmnMQLQMFQGCOCtJgJZmnWc8GDiu8KBOc8npPsyWU5GCoLdU/pxm9N0d8ExbHuB7nAnQnK8GGhmtnrtWA66GBSGKEeF8mrfI5wPouqFAs910fqiZf6IK3iF1mXa3Vb3MRiu2csjVhcR9Jkei2l2lf1Ip5+kiFKRgBYkSxDc0lIDuRn9QkKhuXXq/Xq/au+nTVFW6wGy2LaKTGedBGeZfo9dNrtcnC7YlgMRmTQPOxf0H0Q5yB9ASXuY/aQ35Wv7Y5T4SD93x6MS2334RZppEexpH7Rg7cKOcdaUUSEIu/KFEgIZnovpbQZecu6TQSMplZgRIQnpQCyAuR6HJVhMTGDy+rZUzuFSE4hiHqo9qI9/4cAIG9pCx3lIxqspu87KJrtJswNC6qGKX0pOfA6CrMD30S0UfvJB7J8fWgW7bvauCSsd7ZANkQMB68LAIQS661K2i894EInGGbSHyVEUUbLbQqipQ6QLV67Zdt6tsXVVhxoAuGsiTAEUVLNiIqlyv2+UCVWAHLRYZLFK/hWcuxy6ni9Id51njsUUigi1a6TUeyJ+wGHc9lZmi5QdfZkjsd6YdCgh2i1pKnpCQGaBd07dGlyTXGNtJZT+T4MZZWkIqI3S71XsQM+TMhDBtMxxzU4M8w7rhdfq5HAl1LAWmR0Q16hK4smZzp/BITOUD4CbsEynXQS8dxKMxf70OernbKail1rwsPz4G4vmZ5i3oFE9aGulwVcFl+9q2IbJ/MMlcV3yoqihBSElJhJi5k3KXdW1d0QQbS+/9er32bmlfRBQeatXuPaSDElFjMDNUu0AA2X3E+WNPRQnGYxOF4IFtVdxrMV8y5SxFax/C9fVX1P5zlCMUAPqF+90Ehw3DEfUfO+FGuDFONim5rot3qG/9m/bjcEsCVJfUPpcpuw8t5qy8drp9gOjCeYfqA2Vb8s76WDLeU9U5xAnjibloD7Sh9Byi6VpfwGOg0XjcLCeqPCjffAYGXRBz+vyRk6d3vzuBgaJxPhjdUGlyx3yaj5dbuTlirDFM2u/Aok57j6oqIZBIY2IlUawKEVzcP6WbC41IRkVNiz6vgd1HlZoSwEKseFJ4CF74tvZisbLDRyffW4lF+q4KZUDAwbjXQlRquD6ZfyqfwvynzkdeofzbLQlI+1e0RXEDtgLQaeOhTl9IIBnnM+jKMFI2Hp2+wOooqgaNBVFirisiewAQ2Gcf9YgElBGWK3zHGUeOh5GtvBadgQeBp89yP/+3bIT67wMFHVU8amyKJfivBejURVllok/GMHpWrfFcHf13/ugLtuCIjA7ZHtmFRXLt5bIln2ZrKUNRJ7Y3ApRKhnhyZg1Ae5e+bb1vvXff+bNAqD7wSCONZiI9g6BsqznVBgJBLS+yPUkABnWgi0JMma6EwHqJ4dRcOw71+KgENAazW4LKLRptGYSAbUEZJ2RUkOscNPV1+/FbLNWE4usTsXtI/3nq3xQ32xJsSb5GiVm6xAzW8CKhoF4E/6AAfLrp7mcMvwMgzdpipT3Qsz41oTBoW0WYBMpn/Erq5QWw6oZhLnWRoFxvURD8KEUw/z3cIz/PJmF2jpT+uXtmBd/x+aVSlwo6vUEVnbgnhYeFDrnEraXu1yoB2MOFSQkgEQIRkcJcArcuFkwvcv7Q4prlfDxuwEJEpExQgrL/SwpoBzwg374DoOVGNGRwWIvqwfpIkxAE8nLDeV2ISfqNeFlbW9dmzjIEtVQ1qiq9X67b9bpfL9AfRxwVihwF8oUA+hTmK7XkyNGyF3oC2qsgiZIBbazopzsH/qbFMiL2mUSTBzBWDWfCtJDjeQ8s0ZZ0orZaAlceFNATUk5ajmkxb6Sowu5sxVEOQ1Ei+pe61X8rxlUUTnSbjsfZsTU6qnz/7nfV+2xWHHsJqMQFEaqoqOg81278prIwh2MrFVvE+uEYqSsfkbclIC325mZZynNIodg9ZKLeQAspAcIbVKTrPtT4fuM9w7T4gxSgXS00tkIYsKhPvXfdoZjyv5g3zZBSN/ANvOypyMp6+gYGg3lpazuf1/PDuRGpCjGvZqzNBLifjOmwibaGJnrd5IkV9GG8e06d30hn/Q/Aed6WsA9n4G1kI7OSahmJXdDk+7AU08WI5U9rHp6hbDDDwlfcGntBah4/ppXWdDIEiKG8tJYjZXfBkyQ3ts6NqGoy1pgkGjOEDpy3EGE/RwNLsMBjQUxsKArlcWjApt65OBtBjkAf9blB/Mf9EswIow+PQE/1xHL+Z3VUOZjeoEzUCmSIz3ctmscXwl5A7fbsmbg7SPMJ9bn1iQpQGeHqsWzzKQvvwI3k1hWGrQtF4jMdnQ+MNL9JxoluYCUSAqA3kXgLLQIsSwozBWQHh9uq5TTgSBJmv1tr69rO60qEbeuiuimpUCOylOoEAAKRTiQKakr8BJ7cF+Vz4N0CnIEz8AC8Bc5x/Aysb0r0BVu8KKBYVzw8gPlNyhHpsm379Yrrj7gADGxAC13mOfIqyBx9W8qR7avGqV9bDmGKcgh9O0sK2z98ildpAGO3vB0KAVjdcq5YJe+qUwoS6ECN8UGC6FFRZaCgdv2dhhm+meXpcUOBSkFXDyBDUI+K6tcTFJ54qkz3cQHKnmGWgzp2HK8X5sFcMo8vPr+jyl5oWkXMSQLdkegqP6qXyrPX3hctg7jeE3d/5oivR2qfMnZTniEoXu7H1MogzqlPVNwIkP2GW8Bu+X1YS5VtFBAWfkPM3Ii4USNqjSy1ullVW7y/SPplxieIxSCFNY4SGKQi2re+Xbftiuvfh+rZqtqCQafMyBVPdemsFPsEPAAPBsGByw//CW8f8PZ7tPN3quiqYCaoqEAtgFRjkChUlamt68rMvUvv2nvfNlG6it4UoA3rPqpkAN1OAKAK2R2RewncqkWr/u1g1s8tqdPIwfMtiyKbPrkbpbgJADwRFoZuQEbqoCDLdwZnh9l8tyKejisALKCIBwKjDEQEMDFATAcnRrsuEVuRVheqoypLQfMJjZ9xawyr7ayrFhgbeFf4Xrk2//jMAP1mBBR9vtxD7cfZ8Qzcz9zqcLyef/8UmjBxujzB/ZAm5n7Zoc/V6tnKaIHFfPGqZ/C2enNqkW+3MTOB2bxlFD4OiCyvekTmExDIkumoau/Y7FyV3vvW+9avfbs+9TAFTJ/yc2FkCH0CxwmttExWnoIsn99gPePhLc5nPLz9h/PDw7qe2/nMzNu2XbcO4x0qUHgKYUBEty4AbDGgEIUQN2JhbufVUrZL7yJ9lw4zrVkbWrN5uojsfcP25OQ6efS5QPYG/Ig/SFlKH+UIPH3zMP0UWwyWe0CdUD8xwBAeMfDguBgXxgTycUlDt3CAxdwvJ58z1pBOcNxkyo1JiKBw462q41BXFiq0oKbP3kmvbA9R59ScwGt1hAawE3aFxdgcckU1yDXGZci3NlWJQumzAbRB81rW7IdiRw5egrWBtRzE3QB9CRCzHAD3/vizT3n2knrOneyeKnag+fXgffXyZw6NDRYlBgmIIR5Gi5lhchlq3S0kpKq9C1QtwblHuXZdeNq6ixNsgznGuUPE08HUtpXoL7PkO59wPuPcwA1Q9I7eQYzG4IbWsK5o5+/W88N6Pp/PD+fVIpawjUQRKCw7fINNCyIVVRKbUby2tbVVoaIi2rv0VcTROUFauuwAmJe1rQCroosyd+6yyi7q79JLVt9DCptqd/jNIdrphdWnfmP6jY+UfIlUgDRXfdzYo5X6lIuZNEXDGDNyKbOKjh/UT6fQZjh2B/klIpCNV3F2A0NG57TzNK4B5Q1fh3aFAnS1VjSp9sB/JS0D8jmY9GNDD/5rATrjiLcA6AO05dj6OKc+QNv9Qftd51taSh+WO4elzyT0yv2pLLpQHn3Qm79Elp/F6Bx61fEdsxqh+lt64+w7yQ2sIgQBEbEqmSVJmvx4Fl21gSKigFqyLmYmEJG6hoQZUBEhIlWB3DoBG1Sm9GCjy05YVzyccT7j4fzd2tbWWFS363UTsWTs9pS2tmZhpNZ1Xde2rjFqxcR97xJ8hUHkOcSAnCWNmYhUpHc3WekEGHlaLRyV9k026QxeW7OYJyy6rqsYrEuX3rd+ax1yG11wSEL27PGv1mP+uzJxDt7/OX1srH6Vxhu/suzAB+CDB8nbGbd2JEUEgJbKi10PEUfIkTh+m/O0Q7Ad10LNndxSKJmPAiGe82xx2IVqAHPMqgOIJ9oPk+3ct3T5kTBQ0JGm1cOvAug3yQHLmp3nIaVlwtyLjIp9FezuMXGP3MP5FoffmCG4lsp5Dxit5cIKtRK6jlqTokU7VizLMuNv3pzKU3LWJWRjBz3tbpU9b4rWO/AJje0JajDoyzZSJko9nhMC1d5vfUPf0As0p0A9v3Fe/HBeHh7O67oaFrfWQNTOD016gKtpYGzjsgEsgt7FvhLVTXQTdDdiVcIWGX4Bd9UE1g3ysK4rWR53XldWVm2i0i0RsGxdQErUGvO6rkSsisgabHdqlgxB3GUIqrAEPJ6TrCwUkl9nUs2fubX4piiF+ueG9VMJw1Lnzv3Q1TIOKUwk6/GvU958arG3IUBw4+VEwwZDYz/PT/Dhb0Pfd2go/g49ifrXMVXDfyEYaqApBXIHwupzfVGKI0fcHjBR4YCsalud9sgZ84u/TDBrRaSEimFZqTu9yGs/Vipr5kI5rRy2xSplm/h/wbhs+PmFpvao5aXmOyB7vW3F5azAs7fKuY35FZ6t26Gc5ttWxO/lOD1XAbprn4TvMZkJzXQfIGJq7IbX7uPSdVNDO8djVUj318/HMdDeYF2xNnDD2t48PJzPDw+WlpGZeW1MpMx68dcWhagymaZQSJVVuypbDXq/XLbr9dq3TXpXz+kLw3Qbqsytq7IIRBq3GNBEICYFw4FYRM3hHcyNbV/RO1BhGhD7vYk9rV83CbezPV+wNmNSh3MQ6tSt1zY5dArFME5FyvapSobcmMm6HexQMQN0HasyTygJTY6d9ocj1AroYjLeFHhlkvic0tT3Iimog7ANE4VFyYugEEXDnJhKjFBUx1fjd6Suy1tC8/6IG7qa2Si5KrR4Nkbh2sOjLKjQUPYSQ3zEAxWfYMVxH3yjjvJUQFNg3GHPLd8Zcc5LEImZqD57woG90gun1QrQXAEqBw8oXOm8xuNQZsVSfudTkmXnzFleeC7K5+rATfNx10Wc0NqytrY2dk4J2bbb8HbJsOO2MZi74gobjLa6MoeXtWFd3zTLaL6u5/NqrNmosoJF0cVigygRies6iEVIzY5Q4PRFtffr5Xq9XruhMxB6F5YYxUSAUu+i2rU5LfLBLY65liaYCJZ7bG20rkxG3KmpKq6b+dl31S7oXa7dPmjvu96mJsXivvIy928Og/TKq2OM5696MRqpgas+YqeYgZtTuV8J8kEkTBUuH3KNdT/+D5PuUP9bGZPfIHbnwtIiLklqDSj+p+Fi6KbRobIwRy+Kzca4Km8cejakSiQJ8HD9BqAg0gipkQxZ7YlGkyU3AMeFi+P+sYTWXCcAZ0CLPjpF7rgIdtEvBmgqg7gabORwRGicc5Ad2OihVvXPe7r68wkL3b/m/CC6+8mvntVd5IfDQE90PjyI5jc63b3as5PzXuVN0ZINaItn22ECYVft29YBiOyixS+cwGqmSgtxWuUB0MbKjqNKxmqZWmRQJGaipmBVgkKYVKxK2rtuXXvvdi0AbJZp1y5P+z8g1HoK0z4DRCJQ7SpGholaEzN+lt43t38iBHFWqAjUthOViIihQO+dSNEBEulyuWzXbetdti59095lE+1dpKvso+st8gkRmC0tMbgxXEtyc0MRWJC1QbskM//y4u0l+2aBvPcxmPVO310HUt1gIICwtIU5bLrCrNYTxocG0k2B3bpsnzY50w5S5+F9oBEo5kl55jfIr3fgaYcsZq1zYx/4od+gAYjqMY8CKJ0tuF1dKkA4aDIh7VUpTe4QdBjz/HPlttHm3PoLAp3AbjUqc7vQbnU8t/u5ymOCDKJTVD1P37MLrfAvt+JIBGkz3ai6jsoHR5VnUoDyFeIrfOr++z1WYmbH9yXFBkrzZg3rVfckvWp1Kj2vs0jvanVf1TqZ6+J3VGn3MAMWakYE5s5txgwAWgPxEnfzDOnGE8x1haNSGjZFNsoVpCARgIQ6wTTYoiB06SL9et0ul8u2bapCANv2IzMxCYtaTl4KsmyRERTiliRQvYlzcLQVgJKuykZCyCy8A9QBhRmoiIiI+o6OgJjJ70xddLv23qWLuiV1F+kiepMyVnjxScoEYmJWMrUk1F5RmwJKxM2y5CCe7poVX0cY42HV1RkbuyxX9BLRUNT3v8WMasgZ/7AeiD/gKKwWO9wHoFqb3USgtzEFcuzdj65KdzBrDrPsQSB+6Tz6GsqCnfBEEKDRDXRiBYUDh5ZQkD5RsqUp0ocTxf5hfG+TI/YVXYGgdh/HTitJnUthorzbXKZdQWNAPprMONapt6F4mAcmfAc30KyBb4Qi3Sl/qYojoSoHig2C5CK9bGWM1wAw2z/lTRBf6fzhlxZ9jhpPcq/8eTiH5hPyW54vr19RaTgqd64y6Vl0rl89q/d8hubv46ZBWYlImHemhZmZyJZdrbGBMhFMLwBYLnIqizjj3CShCYH5mIjEeAcRWcwa03pvXVV3pVtwPNKAZUvMm/qK3rvIbmzU2L0IFFgFkCfdnloD84mIoawkvjJVFdXeVXzXD8RKIGhnUjDbzc2KQ7r22CWEdvdEK61NUxq8G1yxo0pozMQMVQU15tZWBey5KkrsQ4OYeAg6m8pki1lDU+5t673ZSleViK1ZmfzaxmzvpeqrD5+EpGSRxFVUJUy8wi1rGWY2SVO0TI1ejmjZvVzuhlArIzN11t8QUiug2AmiYG+53Cl0eRlKCkSQPIq1nAvDuFWwYVVRsuA4hEGHxxPH38mqy8ECxfWa2IRU1bHSjKWS1c5738Db7fOMxXimgoNBX/WN/PkqjnRtOhBA3MHi/bbG/cH5RScw1V8i9u+HZgqD+gidmvuI5jQT3vtrD0wZMQcO0IznFgd0dyTvUOUBleP5getVrrE1yzIloPEplGlgEDWyXT4yVksZ7IvLE90b1TUS0tl26QgE5dYoqqA+1E0JoqpPwGI7LxQVAOBTRlWk9+16ve7b1XFZnooANivlFXrG2m7crCZsGj2xfc2uBu4A2Ky+icFKIvY0FQWEWJvti3bdsFt+Z4sobLjMLXSMVsF2suzrIqKgNFsSZRMhXVRB1JiDN7GbK9JYvvrmvoeo5catsyJ19Jy9yanlVBKIKgQaRFu9qaTbnwARsYZmU3Xvd9Bc/6xrPvuds/J+1zHH2Drf5+s3/CgqxBhl3p/q+KvOCaypSfO9GUQepDRx3ToOROTo5dw2eLcO7jsmcoEmZ3HhXp5o7ONLY7fQWLJhOYXKOUxHfGVpv/aYzEc8MLCfv/oYQB+W9jkO6n60RvCEWu73nfEChEUr+GD6mei8PIdoKI17gNQDQJf+HE/PHkpdnpWDjUqeg1LhOnmoPC6P580RJ9zf9lBtLXeznD/GX0l8Y1D5RlhMJBMzt+baZ3YdhzEG0DD8hO/JufaTCEps6KfKa2hIAAIsY4wYozRHNl+YeVWd2KlCRLbrZbvcrhf0H4d+djTsDb2DGSwQtm0dpmgpo5SoWyZ6ExFmoeCyCgvPqoBAREi4yUqAo6Rn/mUG2x68T4FFRVWFBF2UAG62BaRE3Xi6NSqTa0J8L5SZGzdfkhCiOVTiQ4sPqgCJRzuEmEo9zzdzFnEhQ7mgdXiAAiKqchN1T6IDU86xcW+Kl1znYLVSR1ROQJkisnwDxQgkoLQrIIaPxp0j6Wy4Zw2dsDU8gRG6XevR0FEYNocFhw+UZEvTMtPmmC8xbR5XzA2qzMQGxsaHZFytUAQW273ywyj2FAIERHCPmTzulZ1KumHScyBiJfZZn6GWKMOiKtQOA+5wPs0ffhKp93loHrgD3bUBPfdomq89HM/zE2rrE2XGaESD1Det25u32dgjxcOBpGdV742uCL5b6BoFC6vkfzIzsVtouJZDbRMspXYEuzNMcRgmIhJVVTd8I1CLiwxnAAIzGXl0tFdI36CugyYm6f3x8Xa5oG/T+iPfcV2wNpxXrA2N4FZxZgXoSDZSOROhMVqjtVFrpoX2DJRE1IVYSJSBpqqNf9w2j7FuYSzNxk88nMMuAiIhtgw4xObvaD4+liYYNr2ZG7lrZGvmIcncbAqLCKkyqXIILlGYXbaopdnpkcjBoUVTwa4AVMa61ZfYYSguH27XeeRQjLS6xyPzODnsoFRqUvcY9RuEZis3QHEjbASlG8Pa7QYa3oYa4YpIRpYU2z/w8Y1ocZCPObJzgwgj7doGQATtVT8cCopcfwZ+qgJi9HOPc/Mex/d5BoM0f/kZA0/jbaz3q2GQlbprnDc7DKADrh1Olp8KmXYI1pW3qjP8JROONMS+B9kclBVhK4w++5OPlnJtHufy+/58K7lKeEmupEVgBXfM1UaJhjEAbnG9KjOIFtddyI3IDY1tj85Iny2xXdMJIEyYJdBAREG7v5H5izC38EhcW2uNbSBzY4FqN4eQJ7feAwB79M3SKjIvaqoJq2HGGNij5ozGOJ/RVnCD6yNcAhCgRLux9hYKRuKFG/PKbWU2uaQKYepETCJs6mvpQjiZolmKtZAC6REuAGGnD08AsNya3nwiMIHQ2DYSeV1XC9zaODK8WyQRMusOMzhxON42uW5bF9m2vvVuimlj0L7Wjb1P6wsKQaom+HqXp6c6LA9dn6USoMM+TY7zLPln/w2ca75I2YEbdkWnQC+yEb0DN/GkzqajY58rwbvj/2TbzFBxGUvAnDfFmXhYIiEZtH0Oon3nfnLYTHyWfx6+mS8JKeLsfWBW2nsQ/2NRYOWHRNj70VAlwYHw4qO096XyrCn0PfTXwcrzV5Xk1iP1bgcs1ogrfjiz4jjmq+6fVdHcfh/ssg9ln3dZMTcg3/14oizk+n0xRIbZVShM/ouCTXll230p9tUBIS0w2RUgbqqw+iqegjWyEXDpwbjFIlo/mboWkQLUBnxrJwuFqiLAExE6uW1JDm+jw6Z5MBnTGgNQ0zmoCnZY/RuIlliScjP7DTGbD4iib1Yb7d1TjoloF1K9iaLPxnAyN6zJhbVhPb+xd2+N2+qZ3Y3QQiUCU1kzSRdyRPZoIbr1LiJb730TE3vSu6gbmcRbU5hzuDmuuuJDVEVuPkVoAY9VDnADTvOwL3Op0o7UU2/z9MQ8a75BG7uXyg5XWaGkriLspHB7H+2muFClEujW4Y+I4CG4hGGjrSaVKkbQGVLfp7MNeheDaXGU6PwSIrvpBnJvMI9b5fMmWrl2vJlGVWzur2++w1NX7FqGdbnZNDg+AX9fKhnWG8HKK4BSoeo5/vL8l9jByGNYbpJXpQ3/Pf7qfMmzK4P8cM9l8FyQkPuGOt2z43hoXc+6c8ppKDRAi1Fdj80PMJG4EkJJoQzpQl0o9BtkJs9EvqUf40CrNXRrTJxLKztrqEjd7p+ZBC2c9Cx1AHNrvLbGhrYq3Dq3HzdG31L/i3JJYvQCIBTlrACLKmvqN6BQJYErt3sXOx2K3sX1vKJd0pZj74L+5LTRSobo85ZcfOew8YkRkRBsTJvyBlBRoQaQbU9uW1fVHg+1pjbncrfC7uKrkyGQRt4eVVVSnQxjLG+q74/mwGE3RIBILBfN+mWfPAZzbVcDrsos8r+mFIWfs+zADU+LZ5+1kmwauoPMgEIEHnIsdGIO06SkZn6ndqp1y5hdAT9UAjEpioiMoVkxIpj2qNTRGMNOLvhR4Zimf+DTOodQVkV5I8KbFSLYVUt0+XwEYij8duV+bFWi+vFHJ+odLny2HPQqmJEa0Vd1YlSWfbg5zd/e1z9Pw/zc+yM8r2NstdYIZGa9cDNlHz9EsSWlMKdp2G4aF/tbj1xKsUmobk4mAxyspjZyRNU0eyBuBKwKEFPrDG2w7F2wAe+uLm11sxFV2TaCivQn4bTv99Zk1ynbCmBta2NuSLM5EhWVbgQzeb+tGFxhYPvvmyM0RKTLrVuIvhJ8o+q1qspOd0gHAKUbt5sl7QXBXM9sfx0E6tfYT+JcmiigSqJQUVGYFbYIpKfVHVQ1Um6Q5pi9LQzgRL4/pWEQmxoPABZAG1ARmHv8nZkdgjXX0H1VefhHock/UXbcFKeCpkDOWXP0ScD1jUQbR3D7Co5dPcQ4BpKMoNg5J4dW1HFsT0Ih2EMbgvxas4JxlZRvJypU/ok6FdTOSQrehvWeX/EZafIvKrefTQGWwjcrtvYypvN38tnKr2tD2ec6Hw6EGvG5Xn4vEqTUpHLw+4dS6cNaf1StokSuetNQdN/FY3YIJHPayx0/uJufkTJXEMT4MfTzNRchl32c7hQWr8600Y7CkMYqTc1ETFUjjLmfGRuSIsQszK3x07DbjIYLT8jFjdfAtjVN6tDczcxORcUCc4RpiJtIuEWVReFQ3UUhHb17VtxqLGRqq3aP1wZ8N2hHpx1ya3rr8oFo8ZmZ9lGZMc+cHZQUydlNkIQdoYptbcbrTjSDsdPiK3AKY5Qxolz7tPd+S90jFS1iK8S5F4D+ZEeBP0DZcVPTBPlUGwYOrjxm7zgAmpPElNRGK8LNNbIj1sase4FBWyZoDrA+fg4AsM8UnyteGAVIxKcZHibcPxTlD7bnvf/WLPkXl2rjjPiQHLOKKszojJkFZzlg9+EEnXUgebBunNYKIFAAd7c6VLseOXDwegeKp/g5O1TA2Ik8faHpfxUCz4wVJm8wjkeqEBUN/QSFfjWEwfg7jDg4iPekhiaCKZZVWaU74hUpbh4ZwTxsIhi+fwd0M/S0wHaF05hrjBo4DcZid6C5rWlHbCNavRVkCg03Runud5fQLHciNoVfL93NwQJsQcy8jw28mM5whb4DqZ1snjHipExUVffbYYGV4wQAnUBYfBvWZWkI4rheBXoDLW4gCIDEq50Kj/vhak4of4A9wE8oO4BY5VOBadpVF8M+tQgeTowzJRGFLbV1NsVSFIMfJZAaxmKoGcijb1SyDN2hi39G3CtUJpxfhO1zHSgaD6P4E+XGWYjgd6KvQn213IFgpZY6/4n4fP9jZZ+jFCHkT+Xp9xt6S3n6wYbPSuXsqfS8R2Qrz8J3XpIIouXOUwftIVzThkhtx+nmqk/xzQ8mcAtzSjeMC0SIHQvKB9uwNMs8OKElqK/7Pe8Pr41UVX2nK9aLYWuUJEAVEf+88QpVEukKJezEC3QnPuWuGdxvO8gNE6mzGhCn3kYFnp3O2+7mztDhoKiFo/Dd9vXBGYqK2Mue4hs44m8QAWTByJ5MiTlWGU6l4ZzMYp7eQqNx6K8cMwsYC/tyBunVa7eDCVqF4BYmBos1M7O6b6RAnqY7txms/5wADZ+zvnU1CfadCTJM1XLeko9QzzEYgaHHDImURbAOtTFOGUhjGFTY2epL2YSkAkuhL0SYpQYTRwxZHb2IOnrubOxAAdBPvyqDaNXqIqbKL0X7jMeIwn0wj/78qkoxzKMW85skIv9kzak88XAkbeyyARNqKxzoXFu964IDiOe3KQbqe406GBDvvmuf+XMJiAgc1psLQB3QrswgKJF7uIU/BIXGzbCYmeAbfb7+49bW5uGTwqzMjMdM9ZuKsNCmAmEWagyZmRWdNThoMhKEUYPbzKXOj4bcgIpKv9W2S3rhRs0SGhoCKyDYdmBeORkQV8comtEtG1YA2kE30G2ISQJw2pluYLUwNQpxw2q5dR20/YDLCKubEjtyN1jw3V1zg9Hgz6RQZXINldvxebsBUPQbi/k5TI/rwPUPlNzrE0o0sKdyHlNqUYUFwGO3ZTU4djC1PcAYjKAch6ZCi+KOtgiXU784zgUhVYUaWu5BlZ1PWQB0g3L3A4vbz5YdaW0yQvHFCDXWQMS/UrNRfEYWYF9jrNuPjeb7B6Q6GM+xHn3hM82fs/xSeZD7ivf+IPk5e/7+eNb5vp55hOYTKrjXr56VEBJhLRngfVSgkncsEII5frOCdOd+I7kRLYBTCUI3Nk1EBPXoEoTWuDGvbV3Xtp4bM6uGWjk8Xw2RJWzDRMWVtIceCC5sGboUaGgqzj7sW3YxEXpY21W0oUwDo4lM/wzBbhhvJh+Gyaq69d13BbvbOWSzZLulxhZzz8rc47Vfqvk/ANxMObN3egJBFPJ0lMEpfKrJPAG8u9FI41OIPWqR58DokIKUcz9gqL5D2PlurvKtkaeMkWK58WtcTt7Em/avYsH8uYoChCV8uWMwAYig/s4O4BsMGUepMmHnv1Ycv4EAbx7fBS9WVcqBbpo41fzWI7jY3aZYpl6pEcQmoNnRH0QU2nPA9scBAMtpROqLh2HXn9eVC4HTk1yhwD4oyXMYfeC2P3O9dnvh8y8qmfONg1sBR1p04MIVlA9QS2X+H044UDbMfx5kWD6I5jQIKB8mB86yI6U76Mn3xxh7Oz2ZJRw18j2/8DBkYlM0t0GXOaiyqDGFHFZp/mHEQN1xPMw/6kuSyxubCYgh7LvaNFrStYIesgjhVAcz22huEajpNeCKYILqShCR3ncA2+ZMOXfPqvHZoeUPQ/Fgd18Zt/+EBSiXg1Rs3VDOz0eUSTxeFm7fHfHnTcE/7LXUg/+Zb6WIeXpKf9r+A++Bx88EzQgPYWucPww665huEyO2KDJjiWbQZ9LfGz8INUVkD8CWOH5jDW/CNG5HDEooVEndvjLFKsV+fML/mPVKwwQqbbECo2NDCDnBFGMxxThlWJKCURS1/Bn0esf+BF3GHNgron0lO4812NPB6Lg6xd6j6oFBo+DSgfvTfPKBPueFUhYWB8MSnm+SVcrnptdvLfk6gLvpATs8CRaZL0kkrIrImzBMDuhUF6+24z1eNtMnAwGX5NRAlDj0dAQFSYh18wsfaEWmnzaXRd9epDRH1tbW1nt3qzu35gAjn2ved9LFHHhvAHT3xf5WdgirrqNi5WEbNhv8fq1Trzr08v1t6+e8v09Oh2NyOej2jkw5rSIhB6uoJc7tT+kMuX3A5W7nMzVyH3cCeGm63aKGfxh03t2BxXlztC28Ed0zRQikvotgZzgYB4aSxkai29ibjY5jbhDpCW8xbO+0zNj0IPdzMmB1rBIdlZ3K5NZlbPkjdjtQ9hCVwXtYriYrBwDQDlqgy2QOP4FuHQy3Hbfs+69wEFhdc8pVGlVXuwcqTXim5E20UCqav0JZNzzNgTjy5pkf62gBHQdTAGR3ZbXvMd2dMsymjRf2BZRv7XWBspAQKZTZySwzAGbyUMbm6By5VxSqfag7gj2MjPI0lG5QeNAiDYtOBoHd7M+ItduKmB0f/M4qmrGhVWHmdr07i3YnSIt2tz1tHb2jf3DwynaoXq8yf3X4gNJoSYGzHNix3onMWqicMwbGAuITe2m+anElNFng1E02dZNBQ2rTR0PZpyAtoS157rmZ4UUKWCd8v0SQ3xTp/gfaYFS3Vr+p3oRAWAzdXIcQW7RIdLZr9jBLB2gJHRugkE4UVHhslIRyMH4HV56rkns0A0Ud3YPZxyf/u1g/p4eDj6h4gILR4dHSwpxrPJsiTYXtVnwlZPhTS6VXNE+8ussvxcyyIiDd3S0vqbz42XVDirjDojhvW59V2dyB2R1qXqEZAC2+sQ3srsoECzq1RjAFRjNoNLgwh0DylbZCIeHljYiMGTshQI48W7EHidDAaDMsMU9yh2YGhVeLuTW66bQFuTCXky6s2kmSIysAiJT0gyLSZVeBdPQPrqDPBFS9/ByUYAeoylUUZuKcyA4ch7nlmq79hdI1KB1heMq0MIiJGlEjNFs6EJEqW/AI0gZIWUm4BhpQEXPG6esNF+gTULJ91wHW73A2/XKXl528NSpJL28OfWtl33G74WaNccOBNP4UVbwBwH5b4qwdSJq54MYA48YALQulwaTv5zpbj6hfqrjJGBJLKr4tPiQHiZ8oAVUEsXvO1noAeGgz62+8cORbLnss9KxkE1QtcKoUuERVPWBi5c5V+1w57z00MI7AWkH/8BkzMUdUj0vdMDNuBWQHD2+mUKLZAGnG41r2P0FFBZsoLNaaDz2JWLcWAMirZBfArCmUzA9QO2LDpWz1pc0GGUlv7E7hhtHJE2wwEpnaVXvvm0fbkN6lb7bwv23dozCKoN8mXL5GesBfZIekwHX+8+PXytxxh/46Cm/dIU8KATUmWtkj85m2nwAieng4myD0xooGkS5t2yz6CemPeHQ7Sy2aHI0X/0igx/uyhJVU7rikUuhpPu3bh+xPKC8FN3tyaxDwvtPtJnqrYh0Y0V9yEC2LBzVoTA0EC2NrS0GC+T2ZYX8ZPrErQaF48RkF4LCD/Wco+4zIGUIsF4CGjG3GPi1XobCnzMFYidihw5cZSfEcJZc7CDhoM3QWFVqYe5oxDNznRGSKf0lVxV2eVYUlnQ4BhYapAcV9yKJPxFLLEkFAVZAKEFEg4dgf4bHRywYJxeaznYXYk7Sybb1v3SJ2blvvvfcufeu9R8YsC6v/5BrnS+Dy9kJrf7zrf7636uGqLAdRnaw2iTk3nNf28HB+OK+ttXNrbR0ZWlpjAq7Xq3RRICLFAkDnjYBt2/q2WaKVRNJt1tvwz1ZTLMAKnCN3rT8o9kUPmxl/SnT+eDGYfso/XioLlojt6Co9snQ5QirezCWTy9hUD2XKZGPnltmmgfwN3+6rLAmXrfxO3cIGoCAy7layVflQl5wf6bwKzSj3lIKq9cwDCnOpTwqMapedF3IkS4XHjugqpCwizI3JzS9IoSTMrTXNfKYMYssGJOpq5/xgQ4tjZeeITKzEKorhtBgynzIEkwIkHr9eoaosae4voo7Hro/V8CQgIhK9Xa+4Bi5vhfRZXu3feV13A7bnQmIxcAaa4eAJ5/W0ruvbt+e3Dw/r2s4WxLT5zDNvS6j1gIaRgMJNGXvv1+163S4frn931qzzILE/P4LOS8l3ZbVaS2ZxFJOVuqf6Wn5NOQGEnfAEiO6Qm2uLEcvL+5WzwtKAx/cgy2Fc8ZqEipndn6OcZmhODYZhcVKVA8M9YLG+vBXzbDkoka0ksD7rsngvBqTQtHpyXiIAYnDQB/ByYwbzjRsaCyszWf5UJMISs21cA6rd8T9t2xDqstgZSakRe8kaI1A9lhNiuNlSTlUBUSJV8qzhkjcEACZeV3RibJvpNB4f/3694nLFdnP1xRZkGS/omn+38uy+QgPOwAPw9g0eHv5yXtu68tuH88PDuq7NNDy+WUjUGjNZ6gBcLhfZNu2W/gqqum192/p169s2Bd/ICHb68hbfXwKIW2Ebh9GFwsevwOWPo7z8wqUsy/a7b/BsMy/Avp8Wm1O38ZuW8FiBc5U/C0CnyQQVyOOC1MmUeVYxa/n5tAF9f1V1KM+i8w/N59CddWCekIvfumLlHe0JDSBGBLyz6G1QtdBLooquouLOzZGFD1SSH6tiGHFybmLYn8RE6pZ4nik8A4QMDHc3RY7cAgAsK4luvV8v18t1u16u29av16fLFduPx6CatX3ka8oPkpi4Auu6rCuv5/ZwPr99+/DwcF5Xy2wIy69LREwWsLT3rW/btl2v0rsp+k0B1a/bdtkvH3AB3gPX2fg6B6eNqO+CvJ+jGilCq+VotW8xaff3L9dir8WKBRXZJ2xYALrthNvwF77hTwPQNZa0LU5bAWJ6DpGzPOsJWQ+e4vyfo8WrLuZJDO9LonMr248c2H2/hXhg4kDs6SmkWyh65jAQAkSvyqsb8zM3FLVxcRSxptDYiLbMFex7gBGlAzCNmZl2ON9uxAA4cNnyqm6bZYc12xDtXbauvWsXS96KeOL0Ioi1S5+F0BcvDKzAA/D9f1r++tfv3759OJ/P5/P6cD6fz+5ED2sR0/CIGjT3zbIASN+6m0FvT9uG7e9DyZ4asHPoKx7CErQHQW7xVSrfrrNlS+4rvuqXv/ry/BbJnwWga7HB+iGiU1rRF4C4apCrVrqWX6TL22PO0J1y4+NHtFyYeF1p+KR4sNNMq8A7VEk7SbOtKt/6s0yVql02RExGM55WIP2RNXY3jElbTEdRcORFtNu5Nwa5uyCQfoCqSuJKDyg1arCnmpaFWVszmN/kfFOCbpDdX38FehE/v3Rj8Dcqb4B/Bv4L8M//+c0///Nf3759ez57eOzWeA17ctPl+0pV3I1butPny+WybVftuwj65mkHNDC3rvC4qJJtp/QSaoqDDdKXTnZ1Ah6ipihKmhQWX7zrvrHyZwToLIfISvdZzDEjOF7QclTFyL0JB+42l1I5SGVleq/xONjn1r2GqmrM8+t+plfM4+WfTI+csV26SFe0VRu7hwgzozVAZCiPNU3uVFU6kSgzNWhD40YAwh0G7qfoOVgBqimK0+aXaHUltUrv3KV3Y+LciDfeGlHrbe3tum8btg++JdCK2cYXJ4P/aND8Hf53/+Uf//m//PPb79+25m7FAAjUzO7bFiRqUVEsm7duvV+v2+Pj5fL4eL1ctu2pd1cnHYS8liGR6mNTylc7lq8D7f4J+CvwUKz4EpFzEZgal/rzdVT/6y5/aoBeZpi73QWhrqZ1Hx9NepxiXjiWpXhOj1yNo1GGcHIi3OEyZr15IjiXx1XcV0E3tZZHzScii4XosVNMSdGlqwXAI9/fMzc/gRsDMZG7asdGIDIlJ0EVmyhDzSKf7P5M3BoRNfYEfW6FraoMZtK1qcpZziLSt369Xrfrdr1er3S54EYKPPliH8GmU+GT+4efMMtPccOfJJtvgHNR8p6B7/8R33//j3/969vvv//+7du3a2sWoNUjORAInozQzFN679u2Xa7Xvm3b1qVvfet926TfjDjbAsVyXG3lpxeYzhGS2vkvt7/3BngLfF9aJe2McvdkjTXAYTenonN/zmHgtRzLrwfoQxhnzLsUX7WQzFB8OVL2X+idcyqTB0VZXG34UDSnrSqI73QsVIA+K1YV1lp2pXhuaJTfQ2F9Q7+BxeMbCe2Nb61B9KZ6A6E1Baib9tedUSIJFHlwO/IgzrBEfPalx5Ewy2Z7nFrkLyfQFDH9DZMJlr0F5MqUFTCHF+m9S+/d1NRdOtO6rsT9fH7qgt6xbXj84LTxWuwZfiab/g54CIJHBRvqB4Qa4RwOHd7O32FdQQ2tnQBqrT08PLx9+/D24eHh4e35fPa4T7bmEOm9X6+b6Zmv1+vVTbvtHcXSn/fuEfLua9JnMMM8uvTL4NkCfA+8jbZJgkGlH6qVduIA34Eyl4Ff1emvbPrF8mkAfZrJ32Ev5wsNpE8qv0Zhd7rzZ8mGyF31HKRbrFITautwTgQ/TEiNNX6L/agHYH0DYoigP3mLV6ZPMfbzEW6bCdANIKjcFFCBXJ9afwItIjvxCUCoqE1Z3I0OqgddAwBt2hQgWjOMtKtb3ZiXckQQKwNQA/qWvhrkmVJhUgEgImHmdV3fnt/+9fttM3S7PD4+Pr6/dPnQdRJF5kp3cIEb5m7WRAsA9N2bnaMNeXEHECsMS30CmFBpaM3zm3B7s67r2lpr1iqkogRa13V9OK/nc2ssKtfL9fJ4uVyvnvB769fr1nvftn693i4/HoOEVD6JOzOhe5T6chNpKWSghZoijadHNx8WbOUONvZbAeL8sUlT3WX+QAFCPmv5SYCucX4wY/GBt/1ZZOBBDaLlz1Y+68yMqoU14hwu4zppb9WEIMb40DsvAKF3XG8jbk5u61up+0uYH6EfQB/8HAL6ArJkInQT+ZFpcT0yMqmVIFy3w6KXU8VqmQNz39EjgAFKliV2bc2TF0ZiALKdtMg24i4uIrJt2+PlqpdHFibqVl0KG2yUFclbAIHIb/+C1tAamicOP7kaBpDet+vtekXvMAV7a2AC0QKitq6R34s87hi5vyMA1QiLGtFDQLRdt+t1e3+54HoFMZhUdbtuhs4Wfme79st1355wBR6BxwCeQ+4euhsJVr4mXrMDP4ZCZQWk6DRaGbmVqGkZyCgf0k6q0om63nveNmd5bgP8UMWXyn2yJGApwdXzrjvwpoanJ68wCHt9E/2pJ/5G5ScBOqv0xwrM8atLMqCqYpbCInK0bqXV7EMqRvrsa053Ax9FAJg+hHb0D07GK6m0csB3uaPkVEgcAS10OnTDKiDaW3vidlrNFKG1YX1nvi0UUZSgFrYDhGZxpiMehxIaU2vr+XxugYI10iiRuTgjjO269i6qDJy5KYtwOz+sHkJkbQ9vt967AkTU1raubc2M4uRvZa6LFCsAcbvi3q9bv15TwqxrW8/ntra2ttaat7DbV7iqwhxJVCEqfdsu5oYucrlcHx+frpbMsC2NG4i2rW/bbevoin7zHbx75bh9NncSHZC2FOXyLvNQ+QrKm9D6PMT67VyUQFWfificirrcKtSiucmD/eeo0+kOkfORiCY9PXch40S5QXIg+wtsowBAhFOOpZx/cHEiuOXTvyD3/FNvEn5aqXrqXO9ZjxtN/snVWr0q4bWCcsXWg/ZDy1WViqB8PhCSA6WpPr6TvrVZZJ/vqDm7DatpAlRFxQ0OwMxQUpbYVKSVyLIXqqKtzO28nldujZhVVUAQZS7LYxElSqNnYl6J1tb04fzQH66bh+i4XjeRjtyXdOV4uNS4ObVC1TN1WdOpaBerdH/Yej9TEP+2ruvaPDQ2fHtTRaVLpy6iXTqgopDeL9t2uZgPzb5tuG7YnqJfTrutRLrgug/sqZt7mYM47OT+cv7LA3OzTVcVi/Huriuy9w3b7WtZhv5D4PLDggcKb3b1DD91AZm74BWd80eKZXYeqQD9/PsuMcvu4zct5UNREo70V2bnCUDzm0RkS19isXIBsB0mhfrukSqpYheFEsTEtBHtSuF/z076OQBd81xnOSihDkQNpZP+yNql/ZNeL03Sq/xPbTXmGZDzADH8k6JU1XMF39or2cGVfVRjklTOAiA6ASrd0kV0wOPYURpJu9EYiFgU0E5EDN4AVoW7fJOyqKh2j7bUGLAMQRw03CPYc6oVjKpzI4BCmXu5XK69d8AU3N14bo1a7q9pyhPOPSgAFmaaeu/Xy+YnR4jV5EvpjCMEm9cEhiq6mBuJ9C593664brjePAyetx6BeVHe1x5yUS0u70JvGkDiUYkZ5rVJrOCrZIYZmKtOf9p+xPZ1TJO/nPCWcSasQFM0BVOoNYyQygixl4u0w26rztqMKrzqku/ZLV4H5PuYJ4cZcSDXil3dA2+J0PrjXIpAYBGqBgHZNE8LhQAQiGfA9N0YqOwSqTGdWf9uGP0sQNdEH2nTxVjSSRyhq4lW2pO6SemGF7VLr8XKIbZrNerIsZMUJQdlpd4HZZ6WbkvnjntNNAp2+4U7tg+QfiML9MJjMBODyOeex63zLCFeOjoTN2OmjaXLRh2AtO6JYpsCjRlqWXCJGze/CacRsboIYILKla+kApGrSu9dRSnSAZB7xMSMs2DTnEcIgKozXe4dIBXtIoDn34jkXgpPMKBMQKOmpISryuNVeu/btV+32+MVj+HgZxu26wkPD2/W87m1Vd23nYlILNSUqCi6aBfLtksg6qq99+uP1yu2DbevhCcDWPCXdmpEK4GJGtBoaJnbWDQpZFdAGRBPjSsFag9Tvv5kqKt6Ju5MvwDI4rLSm+fA+7LUVWOWAFrigCwC0YmJGyJphGeOhYeXicBcMWpMw2FZOHuX3lVEdxFIhwP0/ruroBKgD1HeGCebo2WmqqJH1vtdMEFwlZlfz/D7xsp+p61GgIKVZz1ZED2RWrlWvk3UtkLlkrR7SuzeduAGAvA0YT2Wm+6gBURPzE+tnTxZiJlwCEDga1vXxmtbLW+VqigTc+N2ZlLVRg3cuDVqDG4+SZyiCOfCVAxhLSC1KYA7oOQbd8SNS/D0McnY2YMF+gAghvaN0HOn0UKIgAiQbrZxGrm23Pv8/fX6/vHy/nK9XJ4uFrkpGGMDzie8/f7N24e3D2/frutZvFFJVXvknhHVbeuPj/L+enn/9OPjV5eH+w3Ap6V5JvfWzNffk1CrxzUsY0uhYCECq1IT1d1ynfebazBQbFV0/oBidGoU2Y8vJ5OWBibj/DqkD/qUxOVcSjJQskCnmjC1zw3K7M6t7Mafli/CIzD6zNCIux/43Hvv6mmKdR/3R5lqv0dh4L+6muZQFLhJOHAdWFp+/uKOXX/8ksz6gK0vScJbwEFNw3gcv4E4gHsPX2f1SBa/ZAcBvINu4Bu2DzfCjRawhSm1CcGn1ttZznI+C0GIVlBrSkyixmuYwFBoNyQ0AxEAPoHIwpoyQfV63frVNAyiqs6R2ZXJJXKIhw0h8kCoHslUPaWUqBh3Np2KbXqKwmyTu0gX3cRjFikgqlvHJuhdr1dsV+gOBtaTrx5bw+pZCPjtw8rMzKuoPj5e+vXx3bt3737493c3/O1rCup0XxYQjC7aRGa1jAq22vDEZgCDSRthhbJ0ikjeXaUrupIspK7xIID51BoixZn3kMXz1k7qegMV0S7QTpbcbN/E7SGfGc6ZJqYqN1A+K04mdl1F5c6zxKdG3CwEfmS2N5Vz5Ng2lbPbHcVyzKKDxYpVb6qeVipJzuBIrhSMSam+EP3MeMiA2ZNs88LkFXa/rqLl52eusg7BV2qoVQmATi1Hrj/TuSbR3Mq96yPv4Ce0J7cmZr6Jbra6X7ucz6pngM4syl2JBOgqfTMmwzRmmvHf2LmzaCDX63XbNtstVBFRsskHX7sGR0oGhPjaoMdQ2vY2pTtBghJ1JepduoUu0nB8t/Us4JxdhUhbg7hSxm+8rnh4+IeHh7etcVO5vnt3uV4fHy8/vP/7v3742kG5lKcdetv5Rs2a316RaW3MWNmQ26moa2I7sap2qCAzdvHKjR3+OExzYrkd8aG6StfepW+6QWSz3Dn7U6Yt++k2u3cfKzuENxroHXU+sYG2EhCjyr5VgJgV8Hp6yC+K3WYikIrpcIk8x2feOhQhgykBrv0Qgiign1t/9Zy94Gt5LXclfZMqUo89Rvs5oTG4vTmfz+fz+eHB/rfAyJRmeLAFp6cnHAqKUGwDwPVyvV4u18vler2qih1m8rCmhT8H94EnpmVin42xZO29m01I792wZNu6qKiIxcL2dAEAEYknyYVoJJ0D9X7bBL1DgX5Fj5ziZuz8lakvfrIsODGYl0hsS559pzE1Cw1LvBKRKonAstralqh1kueatBAqbWxCp7OSJR9Qz9Pe+2bbrZtcr/t2xdOzhoif9iYJ0ycCx0+jxZdaZGKdyT6kCNcQ7bmCCwugeIO+qb+IQFV3oXik7onLHizSPieJBvaf+WKx1/cSCO9aGftreS0fKQcynkjdxiYy2g3tBpanTS6X3h+3bb1cWoQOyo10JmrcWuOVw5iZXEURKgu5Pl6u1+v1eulb1yAs7kEepiCOqUa/ibm1tja2iOd2PrBtVzOVu1yv23YzA5CMgGEreVGn5OZGiNxtEdu2v12ePDrz58GVn11y4n6eJ56A9bvF6W5Y5gAEJUvaQEqkCmEIcbMdKDVgY4to5Xtu4ctvBiqW19fgTC3Lr2ZySel737Bd0Tt6x779TNb8k2XO86lkljj23a54UhVRtw+KChPlhiF8oxgAoGEzbUKld+2biITxhokpArwnAogHQNtTD7pBLWrJQyHH5boiRVQFcXMA+sqgX8snltOd3uPwmYD2Bq2BaGHAkoi3CN3fqEXqNmctvk8DVZHrdbteb9ewOya4CyVCxcFuwrFQ4PXI++cQ5P4q797/eLng8Yb3xYygLgVQ/sSdN8UXMX97yX/3E5WPAwqWBLTFrSe9Nxq18O+0lUwjbkY5FUzM4GZpqpWMMXrW6m5Y7Kgsfes3w2ITg9IhG55q0JHPs3GVS7paKA5TKKZTQ43F+PKgpLZsShPnsKLbBF3wtH/UCjufq/ORQ33u0VnHaW67rfO5hsupy34F6Nfyq8rBSF4LOh+SMBk+EEFvY+BWqyu2EyKGxqW4SqM4/qYAQAHZYX60AIDsSB3n5eeB7BJ854tvv1ToOezOP4san1IWAKcT5ZqEwvIscp62ZiojUKMW5jfECjJ3HvENP/S+3bYN0tEF0nHbCnfU33pn6zD86O6Eqi3GV9C5WX5mP74C9Gv5nOVUeDSXaXrwe6TiLIyCtgiW9TMVu/fi4euZgZ9WagAK3C+ArRmXZcc+sbhf99quDF1OMGOOtjZuVZthVndmSvihb7hukB7mcfJLtq5fyy8rrwD9Wj5DqSZ9KFj8Em6E5epi0RCCLS4A5Gfvsbxcl48TzdObZWVLgNJYANvSuonArHvFLMM+0e/6BOCE2yfhVRr0phhz6rcAWIihCqH9N/Y7rkkmsjFRuvcbsVX5Q5RXgH4tv6r8ohX3glPayOWeOruDChRFQWdqxIU8Cxc0Nm00zG4BEC9udduaBRBhJUA1NsJARLw2i11HFvKOCEQCt6syH5Xeu7pNsELVgkL5BlpsILmBienIVdWycRN63659267Xrf94e2kPMZ36fyHbPczP/fMoOF7LN1NeAfq1/CblNPQYb8xEgha2+EQ0XG3NCBWRENHCkrahFAWQdJLDPZer1pTsao741B4U1ZbqniOAlDyDV0Sscy8FwB1jwlrLfRXI7OzUnRk9CbkbVVvZLDPKdTP7kOvNAin93uj5Cth/8PJqZvdaPls5leipABinhkancAFMa9MINU2jcFvXtp5bayAyO2c3zqAA3/BOqVcZprd1XdeV19VtRBq77lt1/A6GrqJpfH1uKxQEIZCbwHr+k83ybYv0zY5YLu6OravZ9W6bbJtcu1w33bv+7tYeS2DzZzbGey1fVXkF6NfyeYrhxLCKA4AbIKREpKTig43qWanXEJWuyqaciGBI5pZCNBxtDd2ZG7e2Gi6v5/O6nhszNUvNZZ4m6kIitCnOvM0GVrW1Zny69y6iHsFMeu/dYsx12TZzcbHAdhY8ZxPtQId2SIeIajfP8d+5sbFgB3DCAtea7OUrL/sreH/75RWgX8vnKdWzfIkwTB1PvD/Rk5vlZ1xeuG000t+EW2sRjd+CJlMAK5nHGzfDZZDH8rFgDpvKdr2kD5tYfi7TZISpLxWXRQDUmtvAum2Cgiz4Z+/mQtbN/83sey36f4anExWBdJLOIiwb9/60/042DIfE81S2WK3o/OEVl7/18qqDfi2/X/mYaQWw4tRwbt+5Gtp4suul3R3ZNv88ZiRQgpAF4IZ7gucmJ3ODC/cL9gxcHJEYzGHL/vfgee6a7OHtNEBfpLsrhpgGZNu2pw+/m9r5kGgNxd6jBjB7ReQ/WHkF6NfydZU3AONNRotwb0ML9YCICHlTTyR4CpV2RvGwAAuRUjByp1C4MbaEeyK2pC7i4TfcTVn6Zt7KrtyQTWJfUJ6e5Pe1+H02WYYW9cUrIv+xyytAv5Y/TimeuCe2VLFvuDETqDXmtnJzX2ZygIaoiCqBBLBdwd492n7vW982ebr9/tYZdVq+QvCfubwC9Gv5w5bFQ9LskbMO/tujnfn+oarYTqRYYMxd8YmOJq/ltXzm8ssA+jvgbaRfz+1FLdkUaj7IryHJ2mt5LX/gUhXTr97Wf8jyjBXHX4C3wFtL6vuX5eF8Pp/PlqzettTNiUpURdFVN5Gusolc+3bt27V33W76rUXJfS2v5Vssr9uDf+zC/6//5R8fzuvDeX378PD27cPDw8P54byuq8Ox5Y0DqapAu6iobiL2c936ddt42x6vF7lcro+XHy4//v/+/Uu/02t5LX+O8scA5e+AM3AuMbas5KJ8+90jcX89hf/X//X/fX44r+d1XVczQoIHMlfby966dJGt963Ldetb77hu/XrZHh/fy/bu8v6Hd+/evX/37vHv//PxdZX1Wl7L71e+RT+UN8BbS45uuLzgvGJtJ24cRjoRt0ogt4HOlsLm8k297K8v/H/7f/4/OHMNeToJVZUufdv6devYtv547aKPsr2/XN6/f/zh/bt379+/e3z//vHx3fv37y6X//m4v4a4ei1feXmDpUXm8I7fy7fktyxfOVQtsVlFJTWa4TIvWBvOK87rd2trjjrmAcrOoT1FpGjv+7Zh20dSmx5JVFHMwFGiAB6iaX/lDfWRwt//7/9LGpBaEgpR2a7bddveP17fvX98//7x3eP79+8v7x/f//Du3fvHxx/ev//b+x/+9u7f//3d61bga/l6y3c4nXG2PFYEFfQLPvzHl67Vn6QsobhYCzo34OE7PDycWmPLOkaEbdt6F5Hdsz14iEKPW8gAMWjFKngLqEIUujs6p6sORdjx6rlzn4MKYdHQA+iz5IVfVdps5vPZ3F1FpF+3y+Pl8vj4/t37d+/e/fD+3bt37394/+6Hd+/+7d0P//rDD//2w7u/Pd5uf//StX4tr+XlYsSNAMXtEf/xB2DK31xZzMSgoPMK8MlY86lxIwsgq6K6b1d0ge4AwAu47cw3IhAtrTExA1jVIscyABGYNycAyzfITGtrIJUuzATA0gETETfLXM6WfMDwXUS3bbtufduuIrs8Df3J5StT0/Lj337o27Zdr9f373/44Yd/+9vf7Odf//bDv7774V9/ePe39z/++//80tV8La/lZ5f928u0/Ycqb4CHsAQ7n7CayxAvlhaciMypftt2SwLYnyYW7J8J3LitjVuDxwQHW/QsEXSP+J0O/OvaAJXeVZQJFDBNxAIVQRfj6WrovG379QnXQqWvX+Ww4f/P//a//e2Hv/3thx/+9d/+7f/7t7/927u//9t7/P2rEiKv5Tcup5I5EGXNiLLoe1VlvZafLN8BD8D3wF+Bt3/B999/dz6fLX8vebQT89dH76St974TwAsEwA4FZLcoKiBazOkTZPYK7uRPBAvNDTXAVgYaUYMCygRyW4dGhK13e5yIdqFOsHgqDCK9kYB2bKEiX0te298wi+IvLMt/Al61cn/4cpqTBGZEUC7QrMdgoa6qM4rxFZKL1/LFyym0SUaZ/wp8/4/46/f/8P33bx/O5/N5JVDvXaSrwiJtK0zD0Lftum1P24Yu0FvJtr5gXbGesbY3rbEC0rt6/FhqzSJmcQYDb609PJzXtVmVOAoBIuYjqqKQiHa1bX3rm4j2zSKsbF1EugXE2kXQBXJzmO6FYvfA7t+TvvIrOv+xyxJb5xzawDQ11QLTmTCbR6RQXAEFrrFd/k2V11BCn7/8g1Fj4Aw8vEFraA2Nsa6n8/nh7du3b98+nB8eVgsZSKSAbP26bX3bejcOzAAIIq7ugGUm00z9TmDGesa6vmmNmdj2DUHExO6fAc8AwdRa47a2h/OZG5shCBNxYzbtdeNIwyBBwmGaDnsjiQw5WxcL/739/9t7uyZHcmRL7NDp6YXGxOXm9s690ppMJpPJZHqS6UGm//8v9K6X1ai3t28NmxWFRDqdenAHAhHBrM7qrq7+SkwOm0UG4xM4ODj+VUoptfqsUq+1oDwt0FzXhsQ6vP5KXe0tH/Sfth0HOtylPQfr0flpY93G2gjeWTYN3/4+BLBjM0ExDoSbDRRn9Lx6az+/PTgpBv5+wLff4u9//+bbx8dpytLStiJStRqIhL32o3CrmAODCotwES6lMrOjZKnFoDA2U+DKipbz1aVnTPldSskJMhGJCLVClQTqSQpbOR0R8ZSHwZ8jr3gSlmSqcykoBRVqBoAkkswyM/lJqpZahzINtbn31fZ5LZ4fvF6rO2gr7HaHX/v7LzhA3gD6T9uuQ0f5xj2cWgR/l5tH2PXX0tiB04Ty+9I3HgAZ/unnSwN7obYA8G/flPPPa8cxzcMDpoTH0+HxNJ2mnHOacp5yTpGyld0jghzkjHq6bU/w6sCtSp4y1suVsYmZUiEA5I4ZntvVDCCzqxkSHyMtbCtzZlr7lMtMZsxGEHfAMyOYF6ckEJEkTgHQSURAIsJVxALe49xCJ/FIaUNVLXPx8jqlBI1WLz050Gp3CKwdteutFPANM4BGgL4sg3kD6D9/+2ZwRwUWsa/uvEG1ORv9XqOOnhvmHobJZYwNxs8eHX3BgcbAfx8Lha/RDsBjc1sWIB+QBMLIAiGQmRAJcSKvpEBJhFkMMIc6r9zL5MKCV68xg5lWpebcZgawmSrDoLUqM1WN6u4GwxVN5fDKZQoiJa+uEH7RrQba8qzWhYUJIC/SAC8tLMwkOamoVxP2E2uNCAHuHpv3/v15nmevGs9MdSxeHFXoDTVw2MACBW72cbv0xJeTqt8A+k/ejg3JSsNfb7XFzv4xYeg2nPjPockPa1EeOCquvlz4Y96QX9RuQGnmBwL0BjzF/UksSYRB0vSEnFLKiVjgnsaBX260c20YAJlqrWAzZWfRxEymBKra5WavrCAMhgFaVe0a4jSAARXNtBXRIQDG7hCi1ScIgzKBYMRElSqR82UL1gyfG2rklQ2Dox/FCFE1eKkszEyAGEDKxMpCAmnzAhFVIiJSJmWuTFepSM/Ig8o2KtT1Fyzl3gD6T96uwAfgLbQIQ9FxHhYT51gu/AVhedV6OMnkVPoBOWHKR8+kNk3plCUnTolTFk7iJQ4IxCwguB7NUR3BmWmQXDEzNhWBwUiJ2JRZmCuzMJlCATKrpno1D2BR9cK+YOe7jtDmMFo1uDIxCXOqKYnXSCMRsYhABIhCdCZiZjWjpoMgZHNC+x/acTXqB5N50R4wESfJHo7e6jhE4R2XOkrV2qQP1VutqM/Bh3pIev9nXwA68v6kdfENoN/aX6Vdf0di+u+ofQM8DhLH6QEiSAk5Yzql05TylKZJchbmQDFSVZAZPMwvMl6GrkGOahYmZgJTZWKCEryCZKvtqPNc5jLDXZXrrVbnzLdaixKBjDiZhaQRJJoYgLkbhhLcfujgS1yjGjATqYvkcHUERhaxhSDAyEyHFBdBn2tRD2Yx9cQgfgWMhD7ZqGlSq82UWGv1FHKlFK611kq1Yr5ZBd9izvPVSWfTvhRIAIZk+q6N7A2MbwD91t7aX7Q9DHbjR3fvOSALUoIIsjxEgTAwGXloiMG0GrMRUYSN1Bo0laAuPzOFg4c6FKu5o1vY1sp8mef5crlcLvPHWsAMM1gDKqsAboaroiiImSIpkqHlP2YwuurtJksLlNcCBYoBqvDKk14yOECcySUYAAuFbo5702kymGqo6gbT6vHoUSne67rXqqhMVc2UiiBVLpWF3UtPmEWqzM+Ah5UjVdTB5UMHeQ1DCpGNMOJI/QbQb+2t/RXbu8VLcfGCF4YwiMF8ALHH4KmqKWkDYjZVVXhAn5mZVTUKIOymQupV190P2VShSlqtVKvViv9BC4pFefXRoYgYBAJz4LfXCCaomqGomU8FXLVyJaLF208klTTVrNkFcwElBthrBqfkrnuAOTA3MyARodaq0ForQp+xqpU1nJ5avj2tVecId6mGYsXACmG4DANSI+IutSytx+h2czQGR1isPWK9vQzQ7/DNdBRmGEytVH2eb2+O/2/trf052pi8zcmdAPoMVbDCOOQIU/UQa272Og8s8cDrSu4vXOAuyETELFw8RJtABiullLmUeY5gEVdAhEmE5CMDUAQ9N+gV9Rm1OixfYRd2Fwsz1ZvLDp7BgxhMEDmkJCIiSURSFk5ZUpIsnJLknHJK3DfoLtPBmd01kKnVfq+qLHKZ51Kq+pHgRd9NPblTZBHRMnv8TZnnub0t81xK+VgL5hnluviq9rSo3YFqfAqbN/5tB1oGcHx3nBLnLDkJC5FnMFG7FL3M9eny58id+9be2lvbNl9fd8OpAqrdZ42YRVJKeZqmLCli80SEWdQMUASjLLWau+Axc00iME9XZGpVtZpWi1i+HrxXa9GCWlCeVxkwAPAVdEV9Qrlcia4BykF5W0S4wQTAzb3iAIQHnQewJMk5TVNKKTELCzOLEEvD4nA6iWBFIiKNKwnMdYBupr+unJtHtfisM5dSiis2cylPpaBW1KcIvu3zX2+8jt2lNS5TUz8UOHaJ4//63/9Xa2VTznM9f18+lorn+hYm+9be2s9qvZTrJv2U//0uhtVhqC8lbhsEHoHTvyBPh5yj6F3Kecp5Ok3TlFNiIiaiEHbNSMnUVKuTadOIHmSP547IkJ7ghcig1aoT6kspl9s8Y241U6z5429mC0TcH9DiDIFQPkQg6SEHhY7oFg/zDh3DohCAqRlcW26xiBGiYtUCQmutl3muVT0oRU09yNAzgbhx07MuQZXUyEBqqGpqMJjCqs9ZwFqp6JTZ7n3eP6GGzjyE9fL//Y/Lh0vBx79s0a+39tZe3x4GCXGMa0HjQ/tAc/vqCXZ+on3THDamVt9kAr79D3g8PUynU/JQwSTMLCmlJDnnPKUkAiZCeNSpAuDaslN4OSYmEqIUxJRgUAbVACgXCMJLAjBaFIARpKgZ0OQAZhjAzpqbIk3U9A3/Y3J/amEW8eJ9KYmrAbEMEGl5lTqEk3ud2GD6q2ZGZkyUmFQ5zINtEmrvI7NHVMouLRxcURX1GtW56qBsoL3phNqnnzSq/+2No/Op//PDf/1/v1K/eGtv7Y/UHjpQrEPiRzzZFF3qHPkwwDfd3/1Xb4eeo7lFlqZjhAvmjMfpm9M05Slqk4q0fBvC8TZxtwSaBbR6cB8TyPMZeYKOXmkaWlWLanVchinURexY5AvoY/yrz3gR0HhETuimth4p6NZH9vf8wJJIkqSUUs5B+PM05ZSzKxs555STeOyjx397uqWop6XVo1dU2wMzCxGjqmktWsL5LgT5WuvcIr/nuZzPF63PpaLMqLdttlJb0+ReBQatS9WdyjFKH91++9be2l+5vRuCV0aFUFuQgQ3Q3NsYZHAYyB/afrxZG3G/2fL00GhyVDl5QHJHNYdMglXU8rEKJXOKLCyUUmTDTy27hfNRclcKU1gwUBAZQrElYWg1AsjM8w05vPmt6zBs5m4UfIRct1qtb+kUO6L+GIg5AQDYIPRAkilnmU5pyiJCIpSz/0EEzJQEQi1uEJEUxCLsJSygGoZQQ+jjpdQyl5be37TUUquFrVCLg7fT5lJh6uKG3ZaLk/Wl2I5H05BfaXTYGEUxegPot/YXbg8tdG6TD68MYV8OqYfhV/0TWa9QN8CN9QJ37Wz11dtqZjiCvfwTAAIpyGGADxF/TZ7Hk6Uz6CQpiXD4cbhbl1Z1O9n5Ms/zrO5pp1WhwpIAYnZU9kQc/ldU51ovpZzrdVZUW+54LwI7u/DyjGmAK6uxK7+VIhB7VhQwgdhMc8qUzZhQIzCGQak9p0QkzHCXQAP8lNSqmwB7yMk8l3OxqgQIiEAV6kBZY74AM4lEvl6t1T1b3LLqqRR66GAdusJmcvZcN4fd54eGy2hA/wbQb+0v2A6NHbfcJDe8zHD983fDYKHdKwaXKm0qx2YPv2VbzFMMlSNHYgllQJjEdduchDNTYiQyDuuekSk8mzMQvsZVdS7l/fl8Pl/evz/XWgFISgT2AGlr7sVqpIQCzME7tagVt7Q1n7l+brW9RtLYj3fkIT6AKWxxyk/1YhezMvNFLilJOueckhs53eEk/p2T5+E7TVkkOc47iyaLmEcKFZtFmZmMtdSKYspaFVgE6ObCMZfL5eP5gsvzEmkyD9T4044Wx7ZGG1dhMvBo/rkA/ZYK/a390dvre++hUZm0JFZaxRlggGZqa9Pr72qABOE/HlNOKackkpgYBlUyVVgxgqLOOuucqqZas2fsFPaaVSbhi0ZexVVVFNnMQEasql6e1cXrnHMSISJVq1RMVblChAxkauQR3e0O3rYuwGgwfRnS3i5i/w10hV2BJ+QPOOH58Zt/5oSUj4+n6XQCMycySXw6TTnnyXM7JUlNsonkeSEPkyc6XSJRzMy0luoRg9rJfzMnWm2GTo89H+QwayY+aVPOJ3IkbfoQhkUZDfT5ZwD076jnvbW39qu1o+fdZAg/eOlSghFgalBTU7ua4TZiyEu0qbPp32bsEI4KqSKFhSBmVKtRhAlWNmVGYs6Jc+IToEQkLEScUprS9DidTqeUIsSDWapZzvNUplLqfJnDoS688MJFwgxaa4GpimoCjJgMJqqSkqhWvZlCD6g3XIAzcB5WK3nIbEWtsNbILumAnPF4wuPpX6acUkrTaXo8nb59fOzQnKecJEWCf44AQrPmNw2CGTU3vggEF+IqmsBmHuWukeWZjDSylbZoHUpgPCWFKWqF3gJYdThhG2Z1DJMNdn2lV2zpMvSbxPHW3tq+PTQo4Bv0Gfr8XPA8OrBu3Fi9bUyIY/uNOc0V1w9Q/YiqqGJJWGDCEDhsiQjlxDnJaUqnKT1OeZry45RPp3ya8ul0enyckghaRRNVnUVknmepzBxJMsIW19PFGRGMyZNwgolKNZDDkJiJzcVuZOCnKCJxAgxInrnpGzA1Vdz9qDG62R2ZKKX0eJqmVkUgpXQ6TV54K6oHhNcJLbn/fTIJQyVIYO7RHK7aRMySxCqZmZKxgcVY1QRGZAYmFjaYkSQYGJ5Ayma72bOr1Su1a29ZrrsPj2v/aAzGVN4L1W/trf212/OfsRTL8xOMnkmYAJIkWTgLJabEyIlPOZ2mdJryY05TTjmnKcuUc85ymvI0TSlx0EZPE0SkMDYIECn0eyh4+GuYMaeqmkw0En9qxOZpTdXMmOs8X1OFu+DBIIycMeVDSikKeIeTnXtCO4iiR5V3Wya3ElyhX7QcomaOqy33M1Fzqo4QGEduA6yluyMiJlQ1gjG5wzWD1EHc4irNyMRVdDLDrbsBje50bSKItpnAu5rR21g11N/zGzq/tbf2F2jHI1L6JuUpTTlNKU1ZsnBmzsJZeMppynLKkt0TOoUrtEsdEYxCDDJPJgqwGRs6xQ2EJneMs0A/MAmzECmTGSXmKlyFNSUmqlWYipQnbX4aQpB0EMkhkpgju1FUzqJFAVAzVFNRraYEdqRk06omrGRcVeOcBOHU1zKMWsSMA3EF/T5Zi12vHpyiZEbQiCQMp7wwFtZaa31WRSmYnxcL4Sia1zUuj0x546cxajgy1A79iza3ov75mNLPbi6U9in9J1OJv7U/TnsAUnonkhKIDU4YEat6Zk6JRYi5klwMtZhYLWqp1PdMwpSEknASARkRGzCXepkvtVQAns/TowdD6iAAkeETRETi6aCJPNhQPPd9qVaqRgqLAr2CAHm4iXwghufOZ0Ly/NTpaCSBzAozY2MqXtoFaiZm5IGFnmFU2UgtaHWcFfWSV+ECGDZA7RHhapEetRb/tGpvtbtw1FotAHyFzp07NzIPtGwnGNi0/1OGisx9A2mfeyTRXwigjy2AapQS578wRh+ABJyGiboHY4yBce6p+nutUvjWXtOeAf2gCVVBAhcaoFXrzDQXPs8k4d8AwCLZHHNiFqIIqmYIswjlJCysprVUgrn4KylZYmHxFP4w9Kz8l8v8/nw5ny+XyzzP8/lyef/+/P5ymefnUjB/DJfh0simPGN6XsapAOkDpn+B4ZqSZxYlePoLMq5aq3khQlZotVqtJXBGEzasuVy4S11IG82t2gBwxI+bCidlU9FaK0U0jRk8gMWTiESyDrVSrpcBnTcDBwMc9/iUPsRo+AmvPYQcnfMDRP4aAP03IA8+K2U9p31uOw5uNPa7SrKwa++aNXmMccrDuimt/9ktGOOY2YRhvLU/Zrvh+vHDh48fWvWzw8DgGEiHo6eyJ0CYU5KcJAt7Wo4snJPkxJNwyiklBqC1klnOklLUinUx132mu8vEXMoP78+Xy1yq+w7P5/P5h/Pt8nFJYN+VgVVy6vYmHZEIhANcVIFXrWUi8iSjntkpEoqmxCIc+eskiXSl2ksj9jtiZsZGJqRKqsQK9vNXVpUk5VzVtFbVWhqHHhn1TTVCVLrzxgaIsZahu69Pj3fi4Ycy+KjwESSgPz1Av2usmQaL6jzMbPxTmWy+WRNMDPcR7THUYWLUzyebfxtCP7+IqnBs1Liz4z5LJyAf3XgNYiRBEpihzJgLLrfF2V7XbPqt/cnaDXgCnnq9ytsVz1d4XPjzc/74MQPTu3eT5+3MuaqpiiYkq0kNZqWUWgsxSfctds3YjIWn7OkxxGAiJIlCtjYxTaofCZg/tqx1A1+egOkBpwksjUXR0Qty95N3AyGBoqSKpJYIqWURkQBrz45E4QHNINhS1jssheSVwAE/C/ceEaIpp1IqDCYiVSvXoOqetwnPwkgMPAdj22Rp6XK5DuBQ23hEG4+jSdCH5zQhT0fxtIFfoy989dYjJqfGdueBDOqg9aT27WUH0z0WuEN8X4/0oAWnAPPAN7cpBXatV7KQ1h2lPbm5xbzWF1ILftNOuD822x2xA/G3wGmYWhjgh0jSCKA2H6b4CcMY9hz/9MSPl5aHgn9/QtBhvfqxL62YH4FpeOjWHu6fXpe/AR9ary5PT/OT5WrnWXPiJJwTe/YhItRaVKs4FocvhQkgQjml02nqmZWc0NasU9Ey1cs0nR7LZZ7nUsr8VCpMmyMHQnFO04OIOJrGU1iAFWpK3kdhpTITVQIpRaa8JinD1IzNjFRt8Io0Mxrkj6i4ZRHd2JabJCJ9+5S0ak3MloSZfCoqUpmfshcc8IBvgwHaoITW1sK+VhhhpEfaiyBnpPSQc845E5PZn5FBP7Q5yobQ+NrCb/Mgd/CgABjw47CTTr0doPMBQoBFwqoeO1TaIbwb5Taq/SsaFKU0HLQvZNIBSUDA5Qml1ZccJ9vappPcKntSQ89NnsZR82Lf/oCc49NYMfgl1Aix9WnKITsDtWKqmAvmAjXUGwQowNTCunwa+3kI9TCk6eriUr/zXXjpa0Ad2Me4cOH+RAB5WBxjgcjpbgYFqqFW1NuibC7W/9HJdG2lYSA9YJqOOWcWISYDWdMqzULBJJCBDObHUjPPpaNm1QvWASkJCU85xYc9p6WqedHVei0F8/V3Ku57MXgFAKVCBBJ2pRZClBMzkyYyTSnx6TSdpiklTswi7PmZmWiu1cuQGFUjoqrMFZWVyJjNex7NVKvqsyq0QiscIKspeWltYAFnal1IPT0TVFWEhIkUWkmZtFatYkm1VmUmHy5EAFqZl06Ww9ukj5/O0T0rFAwQNjMVNhVNAjNm7lGFRaowlVIBqF5jZCFmGlCUpwEAhlTUW3TgoMwPSw5VZog8pJy8ziKYPfv0nxCgxwQl/r5jyg0LvPIgvzqh/hswAzfgm3VWRjlCGOymBYVdYz7sM+HjeNMBtAmzNwbkGA9DWvZKM4hgyiBCdkN2bWhrrQiQQm+gA1LC4yOm/GCguTyVGbUsxS8MUIXelrUVA5RADHhuBJ/ba5wDnD8wSCAZKT0wUVJT1TTf+IKqmGfQLUCzDnDWFyJ+r47DPexsfTRVj4bpPn9s4lkn4PSAJDGFOJVRQzXUGwDwAacTUkKevnl8PH377d+n05ScZQC1JYGc5zLXWqrOpdZStVYysHiGYnECKCJB+Jrt3AAilKpqyuxfJxZmjqobxJ5WIpbwqp5nx9SgaK/amJuaqYnI6ZRVrdTqhTfmuczzfDl7Eod5rtezQYBLFxl+T+0QK7CHb/+WT1N6POXHU36c0uMpnaY05UREcy3zPJsaM0FrudQKylOe5wIARKVUD1epGlnwa9VS62WeL1EmqpZSSrlpRXWAvkFiFNyQqhmAG+EA/6T1LWGv060ePd4bema6SKKvxuyhg55zHxTFDtH8q4EWxNKcnAEwEyDQ6n4oTMRCogKDiJknUC0wVmVSIvWcdo75CqARaoXdwA8gQBJQQVcASA+QBBYwH6KuLUdmKvNJw9M6/aEB+mFYgWIQKG7DenxP9zpeOPjyAQAEON2WlFo980IC0gMyIyeIG3MLSkG9gcbw0yNSAnmJBxcQvMNZDH7urqIM4gMBajfmo1MPSWJqpdSiSuHvHwzXDJ6vEbCcUkqiqmBiqR5pHIJXDUel+eOit+hHlI/I78CNIvqZsESMlghyPiSP4SUyKAzEz5HqrOkaHfFz04s6QNdhmdb5aeeq6NLKRmlpDyLo8Dd4POHv336Tp4lb4G3kPwCYKOd8+vZxmqbTNE2Pp8fHxzxNkpIwq9lcyuUyny+Xy2W+nOdSilY1rVBjQk5pOuVTTimJm5FIwpzlt1fNfBleay1ViShJYpHmLkbNUYysBWK0227teg2AqprCcwSXufj9rlUv82WG+UrrDEtmM2NmEimS6lSvRaGe1+26rJk6rf4XYGq3C8NdRXsKDJxwmL7JAM0fS4EW3LpW9lkW7CPwd4/iA9I7xw4TLhPbiTABoqqXei7nC8iA82X+/v15vszaAkMsXO6IiCRJpO4QJphn6FRTnz5LuVaFG9m0og4ZR+m2xF4D5uhMBOA4rr0iYSng1bbJpD8eT5jBWkkJqsRsYG6x6OEM7cNMFf0pB2tyWo3hYfdKiJ7HT7VqZBx1x475qk3lcFwGYA16BCAFnCn70vAAESSByEMv49iL7raaNeEK+UcF6H8BUksf9Xp59LiRGh5C8RHmUsvl/OHyFACdgfyAJFG4gXGA3bSiVNQb6IDc4NiTNACAgQgiDyllA0qNVOVo8UtmII7opylJSunxdHo8nXLOMJtLrdomX/JaO0XV5vkyX2Yz4yQsAkFiEYP3k1rqXJ4uM84/hgrhess02Oj9KmhATYdgIvh6KiWGYQ56CGZUAwmYkBR8Xewe3TDtPLoMmkNfOlCb9upt0RPaOi9mx7AIHSAJKSHlY56mb799nCYvtpS9y4qwSMo5idf1yJPkLBI+AwSYWSnlzOdEfOJUc4aFkWehv14YlJcB0BvcbcHUDHMp82WuZm5lahsgaiPFdcPIqCFDuxntvhrmUlBNqcLgqesnylOe4gYaPL9lH93usuX/97IcXmmJASJMU/q3bx+n03TK2cy06jyX+eIUvMyX+XKZS7kyQaSqGnC1lgjCj/jxp4aDS2ffAtMBIlFQqkk6t1qv1a7z5ely+XGavvFFh68tzOwyX87np8uM+gw+tFT6FKITM0oBEVIG8UHtFvF8dAQZd8bAMEJuGOh3NgEeo0hR0rtNhhRCU621ggBTIpoLolAAs4xuzVA18prkRp5Ioxck9M5qPXDFWo4NiyfVPukqC8ysPbuiNaoQlHrVNiqs5R21tpaFr6RvoCvEAAfoG6CO2s9qR2YzGItBmQUAWzh0L8GRf7x2WUvGr2wLZh3ADPAhAvWZqBLTIR9uuEE8paGh1mZ45RsIVTG7Lz1FBnEXIkgg6UjE3Nx91EznglkVoVuSm5OFI/thyimn0+n0+Hia8mSm5/fneZ498blHM1Ui1MqWXWWNHDRVi5Z5nufLh/kCd/Kfb7g01QVtgpl8juE2ZrhhiXkFCZQC2DPsXIq0LOzG6UAgUuN607CQQBW1ohTUa+zfuVvpK5LjEpkV2rEubJqavuzYTQwhMCNl5IyUv/n222//+3/79t/+/vfT4+N0mnKePF2kAzEzE6j7TvW0D+jpi3IlqGYBJpiZB70xteQKPGBtp0vtHyDiBIa7/BatRL0mCAAyAEoe2wELT7KuVS4XDIo4MzOAOPGUp5SEAH/uRGRql8v8/vze3c40i1k2VTTRC22d7ve9pccUa8Xx5sTvyUDVTLUWoisMTDeh5ykhM751DnFdTNY26OxyQEqxhPLT5pC8Dmaoimo3bWQRgAnEBbF0NIYXVRFhZg9ylvnyJIT0DZghDJEDh4MbCUfV7DRlADH7NJNcqVpKKeWpKmpBafpGTDAfMQGgK/N11a98SRraxJUAtStrTdpuYp9KI/OR95jIluRSgmfth+fxZ9aqNCT86Esmi07C7uvGZixKwfnZabgRgyrJzbohiNF4Pei2mFLoCBKAwAoicAKnA49R6rKw6Ciy+IcG6J9hqnoYlFBfgPjF+1Q4n3+cnwLg+Aa+AgBfQ8Fwpb88B2f0+ZATUo4ILadLLAwiJXJjsHr2cxZJklOWlHPOkpIPV5ZEXnNN1bTWWjxtowvdSlyh1cyXhForoFprmT9eLrjMYQQbOwYNM1DI6z7YKmCRUtGh1pcCdkN6h1JvU35K6SGlxJlSSqo2l4p5rlXV09k09Vzd4iJQRf0xbpcB9RrSfOui2/ybjtFywHTC6YSc3qWUUvDl9O3p9G//9vcO0F51aYDhSJCwgLNr1YCpgcBJEmWPRCAs21CTF7nvBR2Zl7BfEPksWk21wLCyFsV/zRcdXdbwC2/WQ+9IzWnWVIlJyBL5TF+pughAiZGYE5MljlsVJM0AioSWGuWvKZy/vDcZe9i0SBLBlIkopQKz05S/fTyllAhWql4u83meXQyHGcVyIyQdIKaQOH/E8sIBKpgnALNaaq3GhCQpMYvQ4zSlIfkFMV0u83kuAITbSr0LqiHiEzOr2cU9oOcIV4HX9KvBMMrzEpoQt9fxkg+uTQzGvRYTCAKMQTmnaZqmKeeUc4pytyHpinBK3DygvRc5ibbYyQLJ6BN/6ynMZMbiaEytmAtRkqqqtQoz5SS1tErlfHNHDjcP+lzkwO/SohlcVI6oH/KpA4CJKREzfMlOQsSAqf5RAfqVbZMKitqfAfUZpre5PBGeAFxuIapiWImHEnKFXIG2ZskPeHxEnt6lDrVERGym6t3Hjd5iCQBYUhi2PfOhAaUUUhSay5nnlJLEh7XpoaXWWsr5fJ4vl/P5fLnctNmiTaEV5bY4WvKgC2MwwRlQrpg/Ar3s2wHafuj+mFRhAPEhhn2jK874AXKLda1X73YU6WFQNTxYOv5ubrK/ScD0DlOG16BgRsrvHh9Pj6fTNE2Skg+kPE3p9CjTlKYpT6eUk1cmcrYaVJhpWJ16s27gEWbPzrvw4mEcd8bsn8XZLRkYyIjUDUiLiuNf+DxgFhL9Ylzq3/iJAFBTLUVrNS1WzQqDyQJl1c+AhSSxr7H6VVjfrxkzqyqbmWpKcppOIhQ5g4BaVXKayuRSe9UK1dOUH0+nnMRU57m8P7+XM2sIVupPM0goOX3sCg+YAscaXbOO3K4TJEmnnD3MY5pyzsmrYDnkXS6X95e5aoUtN7nfXYrdee1CmGmtXNmx2OtlhSWN1gXH5B1yQk6HFNQH5D1zXLEAMDChLaw8e110kKaXtDdmGgVhQRw9wjM4GQFMoYEIs7I0y5w/mFAnISoKEyaosJnVUplpvsxhkGRykuLaMWog9aIs1jD++6UYnpWVTLzWuIongDUkMTWw2/b/1ADd68RRW+t1r94wVS1m4ZUP2aE5xi1+0A9wn0gi5AzK7zglEnHwUBiZGuBILTmziKhSqaqxgLJqs85u/TVF1WqGlPh0Ok05E2wu9VJmT9GitZYyn98/lYL5Q0wbCUhelugWImN3I7F2jdoshDyU0us47l4ZKzB1HqK3Wlw2dfrvwWBm4R92LbVxxubsWX3CGOhk7HCP1wwW5HwUN76xSJ5kOiUnfV5gKSfOGSlBhERYkmuEDraN/CAAtkNIZO5hMDwB/XhdWFB2A8to/HG5BAJxI06LGumYuUByA+MFk9sh2wMwVVLjppJE/SifWIIJQlhFRLXp2KsDeHQbm8FFrfQ4ZRELzwCoaSo5Qo1rrbXWUqckj6dTzqKlmiFrBnguRRshtwZE5oJbzGvNaMzGQUeo020XBETk8TSdppMXJPR8nkCUWzVVePWrSmZ18IizcNDr98rMStF5tlJQFaZkxnRjgC2q+WHoOVahBcY3sMLXHhZzYHs2sWMlACgtGsVXsR4PU6qyKCr1IQ8ihok/GYUhQsI7tyZPZsdC7r0BsBfKclsjUQtRgap6JwqDMRGzwKrh6mtWYkTUI3tZrqDVwScSRB48uIZiwSFx993qkoSI9c8N0DfgujZkfwTK4HXgGLe3Md5aX3G1OudYnqiCDEVBqkUV7IOIpdmU+sKKmK0U01JmXw1FAUpTBXnhehJhosTMqvV8cbp8uVyevMowAfMZ9RpTSwKmB2SBGjxGtjtBO3zX4Z/abHedTWPwLF6mdKBeMZ8BRU3PSTTnxMIKUk/dhSDLjX+Bmh1JFHaBPq8qqmqbCbqrBgOmjn+JJaXIo56RxEQ4TykJM085PT4+nk4TEdVaPREEkd+nRvao8V/rFxFs36lf/wDry3ypdchmN/yh2eidilswoSVAwtYH2C0beg4IiqJ+vCyuORbTcD+Hdk1wUcYat2+WMiaGmS9rUk7+MAxG4edDTFTD+llSTpKTpAQiKhUiQlyDojJ7/Y8eROHYr9VAUDKGGZQNJgCYxA3HjncpxyNz+4d/bGaq1UoppWgpVopHQlubcvo0tqwRAE80VGvR0v9gFfq8yjHkHQk31A/Qgnp6FnlmRi96YK0ES3h68EGNSAr8opmpKrERgxishpYgtBF8wiBUG5rJd3DW6DOlNu91t9DWmJWshiuHu/SFxcNUWQTs3eeKsG4C6DmsDwmkeiU6uLLn8Y/UZXsiTsnzXKecAPyx3ex+XusRrp9o7xqD9rr0ISxYTIAMkHhA1eQTnVu3m+e8885yPl++/+GH8+Vieg0OK0cOG3jM08RQrXMt33//w/kyq95KQS3ANUY/DwS5PkOfw3FFhz9b/0XGmQGaacDQ0j6h7rXNAbsU7FUIYBYxM0NVpXme5+cQ4BhEB2JSvc4V9rxEuttaIPL90wGSIfmdTFM6TdM0pZw5JD3AzKMfwqVIzciKKsEoZxYyLBnS1vBoflVNwgBF7aK+zYikccl9jTw0A3pxageZGhXogGWEDUe1RqmDX4dqay5euR2srSMIvABxID23sGIaqH13AzIi8wxuPg25NEEBHQ4ZvjPmvjTnnDgJeTBo8AQws5cKjMnD35C196GNOn45dzPATKuTXzOiSmaVuDKRZWaqapXYK0L5ldYa9hMNrBpvfZ/ZoGp1nutc6jzPl8vl/OFyxqVgflr8jjYRdxnQK+q/Iz04/bxRD/7rD4PAcgNZqqjVSjWqRrMCVY08Eb8mEjUTACQSqUKpGyiIwKHKew+oMZMEGJdS/PNW6dubekbSeS5lnj34SPUKHExvxcNt+q2wINEsN6KrVrDcmD2ohgAIEQzhPuWTnJpV9Tv4BQH6z5D6v8eIx6JvMe5CCOxGZDkakYKKqhUwGynVuiz6fKb2hFcgkBydCDqOV9Myq5oxk1bVrKq1zHM53+CgKSgfF9TTxogxxHrYEHCoA3vtkE1DCU4MQseorSfg9A1Ojzid/ubWlZyEmauqx3moqZBMBOJSS+1xdEQEMqIbNdDv0Nw5ezibn5BPD8l940BQs1Jd6wNpmWeo5pwSsY8Phy1tKR2gZlBuKnRcCTAoEx39/FMzatCNFZ9bKZdYfbGEOSx311fT7dMoQNf+2eHcwtGdmoOAd4I4KaYFo4FB3+/X0rl5h7KmR1O4ixiFz1oIlGRExCKDB7DnjCOlRaoGIMKlFrjIAgZhyfGGBfrVwC5VmxGbOw0bG3OkQJJO+JkJVFUJIGYyN4GTk5KqXTBYt3A+09isaq26uD8P4bI9oc3cnoH34fQMPI8rpviKmlklpSet7111KaWWnEqpKaXi0Uo5p5w0Rc0tv3ARd8X0QFCoadHhrwZv7uPZbfUebuMoHcea57kUrVd3fSHcSkUtaP0ioAMEY8CzajNIDuCUpondRSbCYRnMnBMRccqSxH0ZXwPQPVFw79ibtfJ46/6oGH0E0C4jwOtvSDnifDxESeutKnS+ql3mUhkt/IfJTKlVPktOkoWNQTMVf+DlGZ2TKVQhdKX6T5QiwgIIwV33XcHr/VWbZys8NlQgisvTSuXouNxXBs+I2PE08Nlu/AzpJuF0OniJIDeBR922qkosomwGIJkl1bkUv5C2rgNTaPR1AOhRV3GFkdSoGkTR1Ep2qs5EQNVKBSJci6hwM/RQB72I8unaMVmoqdEWzhbmQefE+wdsw/8BFxbR17PNpOaOrpGtLIC4A/iw+kUzWy5uUkwsgKoBRMndCaRnkXTK3cLbqmoLkUBoH21ioU6qw2JsFhGK7mnXMxNr9cKmhYFE1MKsk2tqAAlXi0dlrGQclxKjl1tMCS/XQc2zsaUc8k/coybCebKHCFUHbTfRiZrLyX11MUCq9STLqi1ynxjCSM8LEcGQkgFt4rfGPPYP1MkK36AFKs86F3MrNwPsgb9klU3YKitrVeNSfWpUbcs2nzmsF+suZl6UPHqbvxGiQvCZeklmZ6puoWkOG2YoZVHgunDll9OEQkASJakGVTATjFxkITOuOk251uqeMHghWdJhGGJ3unl7Y+s3f1Ro7m3hlQ/IyZ06CaCwdRATK+Omist84/okjJTeZSFOmbm7LlJ4yBRTQ1Gr7iWFq1aoAgqmiETQilmflJ+qBjrXJhqU8YE61H4TYYpONHlIDXo3ZmyE4zGTobh0I2CBjy/JSXKeHk+SkjNoKWWei+NW1YpCxgq2opFekZlFnvkIuS7pR/q8Pf4199PIRubGdGARWz3CNXxC3V+VGB502SxsvaM3jO5X2VBtxd0a9C6DBVjT6AintSChpZTLZf7h/fn9+/ceoKzqFDq8IDqSMi8zSHsfCOdCs6gC8O869gKAhc9cTvmSivg8F+64gCESFgMIDdxPrpIpYKpBEqz5z7lHi0fQ+RmZ9axsxEwp5VorES1CTBNZEReD8WKkP6qljl9YTdVUFK7e1FpdEycWoMbijLlLubEI8OfkgTd+OPdNZ2auRDdisCINhnpq/vLWiMX4+PpztU0HC4GOwS7uiHNSr0tQFVC1UuEFt8yqet2AvgqDwYIJqfmz85tGRFRhZkok1RNfe04R8QVliE725L4otQAAE8a+GJ29QrtMpx9Nlbm2GZEbbHDN1S0gtRQPSucGx7weXJumAxyjTWx/eERGSyVBA4Slh4iNVoDhA5CYGERVK6mSGjGSyJSTB59MOccYbktegMxgVa1Uq89eldILBilh/hiqBbeMP7XifF3uMtbrFM/ezRH5jctTBA3OLwdSHhpxRttJv8z8gDwh54eU0+k0eRVkD+FjYQJ0DqKnqj7GCEi+6CKaC6krkBrzmU8A82Ak9EPzoTEJU6gaVY9ymJJkkSTcUkVmYg/HJPMInb5OR3jWAuGLuuua2zV1g0G/6gZ+AeM0oJOvuKOVUi7z7OnVPNsRCMxESDGWaWgtGs2dNVpADIEoJVJVhcW008JMrXmVASCinNL5MqtWDSEbZnWZUrpt0mCqbuWIrgXyQWseYtf4sBlqCYsVsyd9IGK+zLOvqzufNdPGc5vYslxT28SXJRF24/gMZb+BVmsFupcDwWOwOnV2Y2Z7AqpKtRKRmqWU51S5KrESP4Xx4LosvHqIKdriDwuGRjfuvrDafoIKKoDUMBKKUK0gMoMR1MCqwrVWTSpVU1WL5RsI7qAJ83z8pVYXpZaV06I6AQQWcewDK4g9HlCBoigVVeGOmqE0tUjaPibdybUWJDwTPzMf20TvsyFP1SNC4TqSMDHwuLsPaDdqpMnj538GaH63dufw6VoRhjgCpIWj+kTX7fvTyfM6SE5CTQrssQCA20QUVdkgRMRHNdN6c7f8yxXnIf1QeoY8A+0TGk4Jw1OZn1HaZmdE3GCPvd43Gh4ee2DhA6aMPD3knLKnjGROSaY8ZRFf+MHtE3Op81xLNdNwthL3dDKWxJe51EqlVP3A7ktEoOtKbwm2fouCm1Gbw93BU0pJiGMKaCOhetk37mxOqtbq3l09yKr35LjEUe5oJJpsuP5+M9rddLrU9AIvX6qm1l3iJGVmDcq+ADGhu/g2OaLxS2pBEIgVrTCp0XKeQAOvbnl0oJznok3pHohnPHdTZZASPNQNTV3xe1abTlprhVnVdJp8gQIXJ8xgrGZWS11uTnh0W+8kfk+6kdLPtWnmTcDjdo2+Hif4JmYxDyVK6NOKv4QntbaDmvu/xZ46OyHYddWHR9zR3Ydo+SNHwlFv0B9h9hTik8F5BTWJGWbErJFRFOYyGJFfaRQ9bJ4ZLi2ZqdXWO9FMtGEW8ShZao6UZH5XWnysWXCpZSh2JdpgQJKDpE6fur4fqtb4bAy9Di6w9ghY+sowe2HQPTbfju//APD9blhD9a7QzW72DBiYrtyCjhgAQYiJ4d68BCKS1PKICzOsz73qwKpmc61zuc0zLs84A+f13Xk38Nx+Mj0/KtrttvX7MtQceOleT8C3LSHfdMTphGl6yDkSmLsaQ0RsRrUYGVGi5gnKIillEKmC+pACSq0MJAIVNhiVAr5GIpjrkriVu//4N5jywYN5zEy11mKqtc4zLQs7ZuKUpE5lvsyRZl0SMxWRyScSWHihG/lNbsjXMJocGTpYo93UoXPGB93YZ4Twd2RhR7tU6zA8fDdtFI27DTQeIj7i+ME8XXN1b4GBDDeENfOQ0VpVtRpg2r4LFNBqZlWJUGo2tZSSNS8TD1d0ZwNfBMDs8fF0vsy+fpg8lA4gg4DArFqtmUADfI18HMd0Mwav0OrSfGrq4Vhxe9iptBrI0wIi7m7cc7/iagCjmjGrMHtVwypSmMFP4JayceeSpM2Xv4NOR6W64y4+WLQGyFqUOTEGOZHy3ISRxD+KeLXJ1y/KfLKRlJZlDmIAkPdeUSvuFwITgC28aZlFUnIYZ+Kw+438oPUQj7gB0MxazVPQ146IvGApJxExz1hNi+azUTA6N+/SB4avxk/2esjYbDVIlkP8xiBug7dD7xnjt8E9GacpJREmKrXGgySWlILrETu9ZE/g4kkutZZS379//4/vPn7/ET/c8+r7phvrAMKSSK8D9G0wBfjJ7D3nNrqzx9dMwMnLUvgkdEASZEIy46ow8qmAiCR1DVVgUAMbwMwibEhMVWM57IBT5lmrEiBEiSWzqHysACn0CLluMy9rwfzDTS8/vucfm6X66CpzipDhKKmUmC/nS84pT/k0TTbllBMxGSFScPSSGI3AIrAgqKVT6SaCjOyl/7f1W/etiGAQd2IwgFjULzw8hdv/o/7zQofR09pRE4p9x2buxWEhnpTqFZr6Qrkb/DxlksHOc/PcKu6M4T5rETLOzKcpn/KUcnLg9ynQ/SJit2oguGUzCuUlyTEVS8NZBocrGdClOKCprkQAtekkJicqIo6zjwCSkTZR2sDM1kRchyQzBUW6lz7bcGB/ewZk1bSYSq2iddZnrUt5ij7odHA9ovYJD4OUGxXofwJIguQsKUvKnDJYjET9j5lIjNhPWw1QhVuMPLwFECIjkpx9DvQ75TeZPDAHpEDKltRTzJqq5bmUUuCOQBrJKwOj/Zrbfw0mksiXMOiUmdByxviQPE1TynkJ511feO/LtJu69jhL6433ML2n2CNVxXqHXxuvnwfp9tDOhnuaoQfkhJyPk0himXIWZtHKXFTVswWbmVWtRmZNhZjn9z+890S3l8vtu4/47oULO7Y72/MPXFp65bH1f3Zm2hcv/Y63GLDFNbAXGfC5x27Qj7ACzdeUP0pS1/qMzGASKf293jLUVOdyvszzPFcvLYdQHrVqqTX4lFkCJmETFIUS9BoVYc6D2Z1uoCfI03hu1/RwTfIk8kHk4JEreUo8xTSYm/9+TjnnSVjaEA9/XfSoDix3p0G2Z+w2GMfSfWxGIDRNJDq2ddAO46QLkh2/fKdo3DhuPlSts+Y1SdeqtdRaa2nEEzF4FgZdVee5nM/n9+/P3//w/v35fD5fysXdaa9hxlMQME2g+i9Ua53FVYsVkW/810UkYTZVIwMwl7lqSZLQbHqLhdGhZHDIw7KvjrEg4pRSVzgMHuPpy3VUAGYsCWzQpv+1pQWaghT+fWATbc4jQOfy5rGGi89Sf2JdjK7DMFHgubEWDCPCl548g1kJqqiX2URKkrm50vDpdEpJ3l96eiLKKeWWCoY8dBZEDIFAjHytpRw+PoQqjJws1jDhA45auSUANCZfCXW+7E5IrbMFa/YpvOeVobCfhyPNlLN4NFq7H92/lof70xF5g90jXNB6JutfYbeTEdzHfMJ9vvyN2fStpSFNLQH0lJHzwzTlXtWMiVmNQVVRiqrOLXF7BNzO5flywfl5iSL5RCrea9PRqHGHjaHvofECGp5EbWd49872kBb3/L+s/erKDekDUkGanrNqniwRERupcqVLPZsH4QC16rnMXiSCWgIcxzJPAuY91zzV8fd4f43D9b9x8cXDFOJ6S37G9IzJvByilyJNPucR2NS0aqVKVDx+3tRSzknEQuRg7hy3I0K/DeF6inbnCAPYhgWuBZu0xaeBSKlS5bbY7HLw1q03Ziz0bxZUsUgXXub5MnuG/lIW/21qv1cH6Pny/jyfLzYXm4uWucxPpUBr5GogICUwHcPdzRfPzIR+cmHlM4NEVUAzWKm11OqPjHlmZq21lIKW5sWAcJREc6wAuUcHBn4HEU9vSywKqgYJMzcRkTuHkPuzmykbIerZ9PXW0poZ1m+L+xGbGTNyBmakZ0y7kCttOl5Zj44x23tfmH4PnK44/fvT9O9Pgv8mD0jywOKxq56/NjJIijBAHaD9Qw7nTPPH1SS9cDSilh4nvLlbGoRatVarVZujhhngzv4ingqJiFzxd77sS1cAJuGg1NG5HZe8d7ajqDJwal2tI2Z09mF53UFgQ5yXrjds/BLdxrDBpxHsq7aOzvkdUjq0xbeA2IyrF+9DnedyLvV8mefysVYUxeVpqym/vvmvNvNb2q1c0AzcTkvdoW0T1d1Vua5io82fnU07rOPqCHrT+rFIEbm4kBZrdV/oqpZSzZRc6mDVgbb18Krz+fmHH/E98EObD8pwK67t9and3jycVeg2eqtzmQGP06q5pJzmObtLds4l5TnNOeU01apOrS0lE2OOW9cc2fzUR/+NATppeA8g4M8GE547UmFZmzc/h03rHhPh5eCgv/B3Mytzmc/zXEqhUqWM7oFNOoCZlVKdhUuSk01ElHkuZdZ6RXjQIaWHaZrcecYxgnx6srYEWMQDv6DGoxtFraUqqj+6qhqk36cYipANB2kgQqHRPFYAdN9eQ8TAS0sx6DhczYjJYE7/jJqMwzZK80QWjyg4us/7IlDQswE2R0hqWdeoe32e9xvwT+Cf/d/PwPPzw4dnwcfOD1IrRJDSg4ikLN7RpilLK5sm1BKIc3MBZ3L3T3/iIlzVtGoPpwSBU2KWXqkl5rzWC/0BGUB+9ypBFeL5f8m9UP3oChQNd8oyz24I5l0PHo1SeIEgj8C9kbBtveW4jb/+XnDZm5vp5ACWI0nEVRRlEBtJJWESK3a+zD+czz+cP/z7Fyoh900v6TLw6O52PtLCDuI2cIpyT9fed+ju6eFdXwC+Qn50en4TPPHDU5LmE01HAKbXltLlWevB3XTVTPXm8e61oFxxBt4D718QZ8bm19IJkQuO6SPSR+TDc8rPKf+Y8zuvAJ28XmaeyuRIXaY6aa215JxzmhR5Yo4Qb0akNUHzJjagyXzjGcTtJGtDZUW7e+f3SElQi9oHGqBheL8y+KH7FpvpXMoP78/f//Dei+GNyX7H5itbP40kWkSYqYrMRcrsjuYGRFJgz83GUT7VfQ6W2BnAtCoxmSoBDh3M7LQ1ROuwWZqZLbZOtwLG+2YAjNgVNlM2VGhNUUAgdBHA04OFuo2+CDEz6e4xZlZrZeLqtRupZ7qwlsOPTK2W58sF84z5hnPr1S+5jf6M9nx3V094eHqe8JzxYfJUi9MxSXKrdc6RibnlyfACaZ4Cz3VjUTXPKAtYTin8izzftwEwXuVw9mmZzN2rmeDZZlLqnpr+HMKgUNXQgmYul6qV8UCxmLv1zsoA4bB2OjXgNvJfDKCMNWu2NSL/GgpGV3F/KdxHeMUNqPCCJ4WYjS6NcOjl8v58/vd//ozyAC+2vw3yhTfZzWzjcq82WvG5V/txXVPjOMSt+PQQgkNBSiDfvTUFDCC6mV3r86pmeW3+1+efKtjhzceJl93rpXj9Nd2QPyB/wPS3pzw95fkh56JTqaV6oa9aq6nWml1HyqpaVVI4nLB6pkyKdChNAaUlM+XYwtljGTHhFe3uVr7c5yQS+mkLXW5ArC0crnY1V5vVT2GqernMP7x/f5lnA005kcHrgjSR3J0H2F1HRM1Ffo/EM3G3X/bSKkRkQKnVzEpVqVWrO//ZKB+4nuDaJRFqrequb0TzXNSUyOtPR7BIA4QIno98HkIC4cjMGA6HRi2Ek5mEScSaZzGISAThV25M7NOAa+dE7Kk90Ym6/7c7phHDrFadZ1w+hM9oaf3qK9A3ahjn5QtSkmlKRCQs0+RZynPK0tcu05QSsTur9xxGarXOEfPtDyUUIlitlYJyB4T6SkW9Go8qzGopxExG5D6d5hwo3BBclZovc62Ve1UuhEQSJkUYmobfsXtEZAzUW9eg/Ovd5MMw7r6MeH0FSi98WgHVW9U+70EN1y9f0rPnM7JBUepNB/niyyr01wbZ79qTE+e2V5QPC23XwThTG7UpbRT9kqf7NIgeXX6ZgPkDphnT9FzrP6tqKqHlppQuU4tDzznlS3LFWiS5N3cyJJFEWLzvfPXfLgb9HQHW+7aR0RAybvFDADCD1oDBqjUU1Rg2kXLFGoW15qJRq3oioFKVmU3MyEpRbtEevnMi0fC0s5ZtJ6yyXoq0lFLm57Zx+MEKH6temSB8NDP1ehPt6kQsJSHDXGspTwBy/ka11nrFkiAPRKi4MkyYPA2VdRInzOLOSj3bKMtCIkVYAuurcsjWccdcLArRxxie/LnHBFnc0pjxXUIIx/YrHaMmht96/hWw46G5M4XL6d9wmh6880x5mqbkSzVEvTr24ABEsklOSdzPs5RZSyWN5KcAzarny2W+zNZWIc6dw70rOmPzfCEiY4Rvpfkt9i0MZgH12iBeG0AXRkoLKPceasPrDWNPb7isw1j+lQx97l4x7vn2a6D/zZOS+nGuv/okfhh4cVf9fyHwfW6z4eFd1lNCnxjqr3ZWV+ADMCNMQ67AXG5IPyL/iHT8kNKHlJHzO0kpT1PKKU+naZrylHOepilPp6lFuwX+IEEgLZv/SsIAwt1iawkJJA/dwilpqVq9SGBPXFZbpZSW28xasPWgcphGWcESmZWKl6VSIqoiUkXVJKki8sxdyuzxQJd5Pl8u81yaQe0WSegAIkRWJLr25RSccbWr1Hozu5p5EBvabVERBqBeLRUGAzOraeRxFU4ivKgwIafEujuiIIXCna4FGhKpGSNy3rvo0q0XDtVtWzZWreRFSagDGLPklFVrNaWL4snOMK9e1CqovWZZ9lJ7BzwCJ//7F+T8zuf38KnzMKnk7zkqroiIiNZqpm6Dca1ZmM1Q5jpfLmUu8zx7iKvffV8wnS9zKQVuDhGOYvC0ZMslZop6A0SeLsrcrdNQtaVXqd7lLFZEVmst8zzPpZZnhrQiGQ7H6qA8IHLgpA3u5D/pp/AzWk/JNC797eWNedi4fi1XkH6Sn5Bujo2b0toEHb91b9MKu/12cvwz8O/A2U/oN/KkuQE/tsKS71rZ2QSka9M9Dk95epqmMj1OU4WqLwO94Deqaqk5pZRLyjl7Ch/HlKaumsH5nGN4l13jf24tsy6wxjLT89tHWpziPu3NxT0i3Bsou1JNCMfnKP+qxkxmJslTJBPXyiJFNdVUq7JwVb3MZZ7notXcrMTkZaGJkRjMR0REA8FUREyri8Qwq+EndyOAGSm9SylRS9pKRO4GrWq1lu6pzUwGAZBEPM2Jl2JrdfsIaJlFWm6DcOkXl0IYqmCpBpOIyYo7S9zeujAU0GN9/VH7ssGz8TELcWHmJ0lIM3BbeZKVX9AhO/nQispP80wGJDOR5NObGYgUIJaakuRkKfscIkRIXgHSYDEXW1Uts5bijk4UUoaxgtXItQ1SUkOtpYVfkkiSRGRK6p6LEfrpS7GWajqcMmtkj1Tvi6Vey4cIamfMFWa42j00NMBw2+Dylx3Lo2qBl2Xlw2D/H9fiv+RRvv4MRxfkjc6z2VLaloIHhhJuS05eAIBeV8a/LyCj/+x2HV5/29YzdB9blM0JUA/hxZMHF9SqpdY81amUUkq6uAeVr1RLXvyoxFVeVx4WFZmouTtzs275wd2voQGMW2yiPOAYER7FBsMTNuISwlSnWj2NRylPahA+1Fp4FldIfM7w5COuz1SLwt4uZ9dayvwU/lqR3+IKA/GV9GB6gxXTm9mVkjGzAEogHP1yTqepVaIy5kuZKxGDZcpilmvVpj/EhCThz7WI8tSzijT3CwbY7ZFV61zJoAARGZVKkScKwGJwbc5/YSesFtGOqqXUefbku+aHS8w5SSkl8cH4RgJ+WkIH/e/nLcyfgP8K/FfgHTA9IT8h4WPGx/wASQdPNCBJfKpLSXLO//bff1urglBr9fQwnqeOPCmHT+FV/em4f0YzF5p4CCFArhdRk6WYjbjGRGAGK6XWUv3+uGXFYVpbXFstTz5Dq6Jew5ulAoznMlwgjTPQEGT3q47il3beE/6MtPonyfteGPkZbZ9htbyw25H4SzM/AAcGuG1emuZMaz9mb5/lUPQnb1fg3wftewYuP2IqH6f5Y57meZ6naZpz8rIsOaU8TXku81xyLg7QKUUtE7j/gidYAOCLF+7FwV1WdUuwVc+xEIkpmFlZWJRNqQIWyXQ84WoUp47Aay/kO18vZ1yaF7yXhWA8+TNmPCdA8EEekHOkZZ8Lag3YrLfoIr0byQGAO2LdzDDlm1dhJ7qCrmROnK8pXTmTef49ETdFwSykGK3uVssuLoeZNMrDUzOMhjmwmQjDTYXU6zwVV39KWGPR8Iib427IzX2AUtzzIVmrwvNaKzG7ta1nL2SR1vmfgAF6vP3sgfG0WYw/Q+2m9UnNslpKAoJWVKIfvvuBmQyopbrqrqpmSDnllFy8N7NqjoQR8G5ApZbylzy/iXlkirrTCoEsKLeqnssMWPKkNrBKxiS1uCCmZlWt+dYTmrUeNjjV4R40fxFyelj/87ZO7X/bbdxhbkTkT59MP8TtM8+5/3DULr395LR03AX4YOkSt4rnnnWLdttQ++oNne+0Dw2gJ89e9oz6HqV+LAVzsZRrmjWlmpKkXHrupyReGEBSyyStLX9yBNYyhQqZk2uRDtRAEMkQTKEwIo4CA2ru930+n8/zZS6Xp3lG+RAEZ/Rp2buI9foP7rUiz0j/DHo4N8mVhhm7j1DxJX9LVC//BLwnNbk2PSN9hAD5+JTSEyKIJKRKIkg6sFv+UjKAmI28fqPTR+7Rxo6wHGTY4GQZZupRzmQe2Wwc0GTN9OW6AI+uui3IItwBIx49HMWsUHgrFK2z1qL67Fl21Vaz8vxTNY9+sj00H9bU/aAZkt5lSTml0+NJhJkpieQpMbOaFSndCZKI8pSk4WmpRTxGk8zMPNrFhGtiV9hZpLqbTQ9AkXC2c72MPDWmm/vYPBG19hzk9eYlZQmgXpCndZ7RB8N+sbh82OHRyBZvw+v4kxHpfPtPu9yMDPf6syaSwwDK/fR+Eis3pH78+SeiLkcQH42rf4CsUr9Ve27pcrw3lBvSjGQmtaRiabYklYWFz0mW6m4tpbTHClBDK3KDmENzznWqOk2mZl6ck5lhDCEUGLRWnS/z5Xw5f//DD99///133//w3fc/fH99/7Ty/n7NIOlVMb+Q93w4SvLoLnlF+rAaz4HpDzdJz9P0LEUjUyy3AJEmpLi33aD2UABz87pwpz2qVqzU8HgGAFj32GuiUQtwMcADOWCIVFBVI9VIKU0uKlqrs3GfFHrMdx8ev7C5leUwOpU+QZ6e6J9PhH+m/+f/S0A6QOSQp0mYq6m7x7lNtpkT3bOFfJJ2ky8R50lgNpcylwJyb0jXiTwhIouIpARAm9BTSzHPbUn9w1rmaymYr+EihfbsuuuUM+h5mL+d3u4576f7DK3hdXwdMavv5zD8ZOQQ9ad468ZG90smkttnarAPLwTEjxGqvW34+Ljl3aXAYcCifnp/9fbUOqj3lXQDf3zij0/yzw/peOQWkBz5IgJ/uHsgOHkU8cKnyMEcRZk9vQ2poaoRyOp8ubz/4f0P3//gf9/947vv/vHdd//49+8+4DvgPfDD7+ORXAcnh9FbkXYjip6Rn3H+EendU0pPwhA5OH6kNqFJSsLi5SjNzHO1aTV44UNPw0RQsmZyXRKVDClIWZKQkDSkDkeXnmnIIrM0mWu6QFgK0yTG9lw8tf7TapqZv4QTUS9AOre75ANMmht+errlpx+HhERPXWXiA0QevKwMiEqpauouh6UkL6s+l1Lrc1VUg14BgI7ICSm/Y2EYylxKuZaniGPoYDc6St2tttHboSHs2O4aDG8DO95n4diAlO1eMXae3cJu3HIcCIfdUb6mTWv0FcFuBhpntc2p0nqbu4hMuw/vbvnrtcMw1f3BWr/XMjDKdHhIbjWc/G86nfI0pcldqMO9isRjL1wPqFpLOZ/PP3z3w3ffffeP//Ldf/nHf/vHFf8Y44b/CG0zMpd70tUVQI5RbETk6PlmHaZbyGLYVj0LBJrNrx2B0MMAo4x1xEW6tS15+rwsTBzRlapwfb+VlK1Ro0vDI6Zq8UKspZRyLTPmj6H8zGsH/F+4/jgMCw7a3ZkM8KGN6hvo0IPS/fXoyoRXuZEkqsYigJVSL/NHT1BrQGkp0bs+Wwct62c7M/RsUBvOS+tXGqjMBn3uojkNb+6im661BQzvjzsB4SXi2dtnUf5Pt370uyrNS6dxXN+W15zqXbK8uZD9Br+wjRbUu0uQcZr5yWv5zVqXDjxG8QBMOBoScRbJxslYKmiuapdaqsq5MCgqz81lnuf5UubL5Xy+vP/4z/fA+y+nQvwmbbwhAD60jOeOEZGo9gr+6AhyJXykLtEekJJj90M4z0W7WSPT3sJZEQ3lE6dwS+HUqw6LSPKK8EZEptC2C3X5gFkAIqqsRMSYK4hRCM+weAw0rOt/uUvvbXAT8vbQVh6TA/TQx6nfyhgG8Y8YFT+64feDA1PZmZh6KdFuoviFjPIAPKxJbn/DLzBlDBrRhiNvdtK32e8fbT99PqAdNHwCmjd09RfGlD+8AMp4hSg/2id/Sdtz6q8jd/Q7aS8oM/tlze+wHb5Bmg6Scsq9GAHBa2RczrOa1lud8fR1gol/P60n5+yGvLFDHxq5TmvxDuvh13vGIjeNsaAHiCAJJD2cTlMUTov0FByO2RFEM9TfjQANr4v91OlzJ84zFlezv9Qj27TDMEQ3NHmDlbjHlL3tBzbWRrO9GOKN78HiS4Ewh932G7Xhs0Dk4YWjY90zvwI44t45jO9ffw6vVy0OuzlpvPbfORzfbR2L/riX8AdrxwHfR1FlqURxgN2AA8L747ZiPTbQzFHQ+Isj8qYdgL/ds9fZOiPSyKyxe7+Hcqyhpz+XUTMZN9A1NO9l6zFuEGs06W9+8rEe18uC/R7wMl8+DD/5eYP/uL4itH9ifQJ4haSzOaX+q8/C5c6af8k899be2raN8VreaN257dUj9q0dgP8EYOds522/8Mf6kxEuN+C70aZpvQHWRFV3u2owetgDvcedj3+fcFnbhyD2M9/w5b3z313VZXMrNp9sBOXNoT9B2Derz09cy+aGfLqrjyC+p8wvrY3eMPqtvbXfRdtr0BtuO7Y9NGNA0g4a1gB03M8GtXU9GTSafGCEL31k5W3H6fmb+s7vKiEjSx12uz3ncW7oH96aoHxXSNnfinFXuwu5Uzht3B7rE/hEJM5xMOTS+nAvQfMmDPKufmL3nu/nKipv7a29tV+3OUDjBVy+O8ixGB4OaPJSx82723vTO1h24O77M2TU82K/2sC8lXa42oDso4ERL9DkTdurKLcBzugF9WNzN2jYFRrSffpvnJZGRO6fjJjYEXlzLbr++b7t6TzaNe7bz5BH7u5hozu9KSRv7a19yeYa9CegeXzfNAdCOEje9pKIN7v3ao0mC8TLeDDG6gNescNThvTsegDUhlx6G646cuThPMNiZDF5XPfx6/tgGdzDuBEldXeltLtRG8K+4bwbHWnUc3jw1MQLP9nMSRj++UqN4rD77ae37+24vl3jDbkrEL3U9nbRsZO8gftbe2urdgD+I4A1c8RqFPXSKtaBEgPg2hpTMOxklEEE7wSSIIxWgwue108VqmtcHqu3bKTSvYbQrmP5l8EUVxuSG2ONhuMrhgNhuBUboNyvMF4CaxsQc4/Ie1Deh7nrbjYa78Z46N5eoq57njs+5U9z3uO9W72fZj6Nqnt3kfH8N5czzjRvYP3W3hoOwH8e/tnQNrQLgAzaM47uyfJmpI1fEcB4kHCS7GTZfd89P4qXX+sKxq2DGl5AzAYWhyZSx6HaTq49hHLvCsJraMbuWkbkHUGZXv5q38b7sEktsAHlvYKxWSXskfTuFHjXtrlbUtzf1UtB5zxMXVgfdLOTT88KWF/jSyLMa2aLt/bW/ortgIf/sb33JOYUZPY68ri77R6AHhlJgiYzg0emXAORA6OxLqY1LuFtgDMO4yFHkTR04SL24/NHvTeF8Bqa++euPDcQWUrGbASE/ZX2NqLPhgb2acZxmdckdM8l9/y6f2W7r3yfLzmcdFTdT5/2SSHiuFN7bHfV45rgJ0OH7qLzZlebq3uD5rf21raNIQIgkK7WJivrDiz6awcCAYADh6CcGiJTq4OmirmitjTUUY0HuN4dn1iDqUvVTQ8h/21n39rmj0/uocPEonwSsCmSi4GubhQP24H1CEB7wWFzJnkHynsmvtnDeLd1d4v2WUqw2/84PXwa9faQusHTUdP4hP/fcX2Zn15b7BdJb9D81t7ai+2A4/+Aa90JCxvsWHNkZ8fSmXIzGzp0VgdlXQRlWBuG+0V6p34uiThTdupNC1MOSaQ2EXzPN8f9OEf24gcUX1rH5ZFiY30y47mNjLvt0L+67e8S1sDU37wU+ojhEjb3ZLPzDc4eXjgQXh36uE+BvcdWa0rRJ3Z4F5fvzjebT/YX+wbQb+2t3W/dSLhBDW8u+Ha9ooEyDWZDKOqIy2NhgC4gjPvvKMA4Mlp19+XPQXkxHtouLAXDGdJykksSKixGyLgma7S9/2pzVv3aR6rLK+fuLTT3Xe1ZdufjvIat/exy99L208+42w0Nf0001sYzGsOuRlx2pvyJpNgbX44RzTfnvKHS+7nwE67fb+3300YnVMRiFFg8Yp1+rcZ4b5v+gN1IwfDtfgrfb9z7Wx8pv0L/6aEUNqyTf7t+esDhP61xp5ng3D2ZCTTQZHSmXKGKUoMpxwVQ/HwFzZ3PdixGqy3g39NiKnSs31LUEdzXR/FqDjyAhfWTxNB19m3EwTVyHXaiym3cco+Sw28X8Org7gnBrGlHWF/R/m/c2+YNXofIh12P756Fw+ktJ/+T5d+Ou6XARqPo57kn4+Og+rRU8tZ+8zaurgggHLm9paEb0o6l0PDPgSeNUEvDJ8vSlsD9K4rxy60wTK8OoM2/C1iW5ujdvEexaby5vQJWXwrn6t12s9Lr7/FV8fqAh3+NM+pYvPDZdlI2OMOpouoQK9inVo4HA8AajV2x4/VjNqxAeSsKe2v+D4eO6bw82ugoQ5ChfQKR+1FxBwoPvJzesqvRoWJcxd9l8W7M9N65cV5uJ7laCuAFx5j9BPAJ9LzrVmz3JJFNuhV9RVKa4z03xE/sfHQd6Zf5Bsp/lDaoZ0eKgF4goHPDKMeBv2LT/qYjuAFoBanXgy68jWg9tixetZVrXH41pgQF6NC8dduZqDXDWQP0DaPvA5xoOX3083SXsNsdvtR381vw6AP+4//ca2W1x9CVXzfKNU352tDq6DMkx2vH5Q6gcRfaWB2nI7XBxw6rm9jnw5hmG7LzhpRhmWDHmXYRl4d5e/nnmoYfaDsP9Zq6t/G5bjrmHpQFB2rLCwU0+HKf/Fe4jHtZR/oON9B2F9T2ybJxb/tNGpAOyp9WMDb7f+k0DsPlj8y6T0h76N+slDHsH29Cx2/aNukNCAdqQV5tCehMaDXQ9s/xKz/NQwiknaX5mVyxEJoDQId2cbQaNyPBt8Y5Rlo4DqyRrX/1rsqYpsZDBx+Jrv+aAu5xzBDHX2fZPKxl+msf2rZcvLvTaXOJU5+sCMAgTSC2ZwyzxYjIGDymh+3RJsaF3m1genzjS7aBGnTz4yp/yIa9bkK6JTxM3O2vM2VzdG4TxgrlbbcTDOOhm0/3oR93wx3HE9tv33Gzzysjnf/JagPj2W4qxWz+vI2+mOP2D7sTpvUTeWkGemu/dtunF24fo2FZDN6GyLY38m9eX41bx8NCuZbeYUvX4Eb10Ola26Z/DsRpW3tvbScHi4vp9NwHab+o2EGnUOszHwlYf7P5cLz0Xx+vD/jP/9sOlNuVUBegGSzxPrjzwJENQxxgiz0ZQ1GieGfb5ygZ9+te2Ql9t7biyEv1HcSc4a2X51G7c8sOWGh44HibeHQ0+nWaaQOctWN11AsPFsQ2psslX0d+jXZ1tjqTWztQeGEbsDc83kXDETo3hGXzk01Q4n44bdq48ebzcYf7uWEDynzvBLA+h1f6mby1X6nd1bvoXvfY9wfs+tLrIGrPMYKfNHVO0cr59V7W6/6MOvFSY3aNBkMScBuBlSC0ZJLofHnZuM09uG0v/e4Vjx/avfe/Tr8+4D/8j1A0vOtY1mhyCD1d/20TbNdAusGw+11oU+vRJj3qIkAfuo10c8d6DDPhaCIY2jK398mg729ccw1cnhFdsLvrWRcxmqVxIbD9ry/eBQeGNBsp9XVG3ekhdKdPH2xhCr17RdugcxdwO78eNlvB3DCrLZPHZryNP9F2JsvNAoAbrf555+htg8PInmwIjKS4h6ubjyElwHjOb7j8W7U9LuMFimi7Lrp5xZCoa/g8wPa2+nU/JtZxqeP0vbHCjEdY96ntSWGA+PhnG/V94NOY6megz12EtF23vDsHfWLmej1A/9zKSwf8p/8lgNK1hXjDy6jrLmsbDcTcwW7ASh2y+SzmwX6s0X+D1gS8g7IGkG0eT9xZWybPuHdrYyYGHzu/eUs0ubaytw1Z7KUcTAIIHlzE8A6s8Rc5Q/qNXgNZ3FEDLOabZU5q5++vC96NOIsdvI4jZ7wXLbpynyjjZkMGEsUBq12tznn/14516Af1bt3NNVivcnrHwGBTfWWOjs9tY0F3vMH969qmQsXG6RMAlmc9+lyhfbjFqq4hdEq3Qazbqn+N+9ssq/Y/7eMv+FvD3y0QAcBKJPFR1nMUoxG+1egbRoEq4GN56EWbobYhRZtPxi1/5Z54wP/0f4aIQYMgtfB/W5w3NjKIDcsEayMZXYwevW2oHQKrHjAKIFjfUBvvDQZQpuEQWLYZcdmBvtN5/7qflWEXhUiBy0cevLxbaIx51OIIpu31sPbyPrTOwevLtJ4rdbiiFznvmucurYEySXtS3PbX4Nhqy5rSobkz5ZFaYH1otJPvI0FjsULYTrEY9L4lScsX1y7upljCm0jyiraRmO9G8Ns63ay1kTW0lWW7bbZ6/eL41M58jGnAkOAh6F3nYUPnJIAJ0kn0AAX9hEdB0lfAaBh9F52xG5dfHZ0BMPIpBqpfjNpCFZfXwXNlhM6FWGHwgeveF82QuOoKgyUN2EFAmxWW7f2m8zBhtqeFzXzvpH5wh8SoaAM3w7WuQZkHUKZ4frUOLitYs492Vt5utlbJhhnIT+C6mQb63vpo0dXFrvgGNURuf/0cfAZCbYhctmvFQ/v5jZYheqBl3xgmYBo+pG4m8hsyXAv8IP3O6CcL2XxW27jf3lW97S2w5XWt4zLWXpLNTH1EG7O0dJlVhY0NkxjbCFRfHJrbIW6Kq+AKHAzkAa3Wxk1d2DF394zmflbbObsUSf7DRoDUmt2ou1oN6Hz3dYPUNNwk//Dwq3dJHqx5A1O2ccJp21I708DlvgDp3nW8dXxeKPba/OgTo//c+qW7zN/EfqNhs35LsKxiOovXAff7uVL3kh4jX9DyLg2RMpHIqeKqy887Rd3Q5P7mMM7VFHOJGm51/WyxztbU0W25p+snzyF88wBVS5x6aci4SZniWrBzagqbwTg/LY+vX0HTYbix/vEEMa4xbJhs/PULOmDcNTBiOIO3mMNPt9Hrcb/saO+Pg8fx0jcN6G5z4zi3XW+wL/3cx9MfxWvnBLoiK53GuYjR+R83fEBHEmcSI9DWAGv3DghH2KF+7f4q+5uXUPurBqr86/8xCKwN6XobkdE20NxBuevXbePA5Ua9+4zdjYEYYHejk1jbEg1H/IgjlIUajsEa2b6m9quRifujjfNsDNQ1dNem+3Y9DLJ32VWlGIsNRqqxpK7WNfJuhsr4eb+rNnzIzWg5bjOaLteIDFq8uTsWG9r7NhH2x4FOmdfu+qvTsXYQg2Egyzb8fcHu6XG1mwSnFmLR7Y0479vdFFeNTPSvDsN4WcS9YeXqPeFOyO7mn7/VnR8jsGy5KOElU6asTVmbSaUv960GX3auRi8Q5/1tGPlYf//V78cB3/zPwyUBwDJ6DcN1tu/69EVDSiMAaFhpzXLojWmhmcvdXO/ZxuMOgLHco9arevLoEeI3MNg98Gg4tJ9nl9H7mu4wnNgdZrHa7/DeXniYLyHyXbym9euGYvd0RZudc5BlX2T0CY/aBhsBbpi81h77FN/6Ztpur94dt1ifyScyKOF1A/s48OV27f5rP8r1DZ03beOwNmZ6GcjmYRORgegnANTuBfXdBSptr7+Tm9+mpYfuUjVeJi3nH5+4xNGiE0a+/GlE9g9/Tw76DKvxdqG33SOtAecKlN0xDrEN1h7QsSsMtK5/1Ajvgvv9uByhFY6h3sxjwf19A+gVdbDYDE1pWmYC75QDoOuYDQPRxY+D+4+f1RaU2w1pW9x7nhvkHU9xs2bfb7Nc6npFj2Hng4i8ucDV7W0zlmG5TCII4vbS0JXj3tICyvbS6LX1yfibfSIDA66v6Nq7tB7LnhyX7RUx6H+RtgkR2iXRDV7Z794wPa8m4IHQhIdxpwJYvxn/+ZpZ9tdr60qhR7qDy51TBoLpqvcSQLd4g6HnbtrYu7F7/ztoB/ztfwKwlokNIBhCqF3IMgJAQ8qxYXsEaoyeG10ApQa1o380Orled5fVda58hQAAFuFJREFUFDfYJB2RDQsq+SRBQ7+0YR1n+kIMCFad1duSBmTf9lzyJTjeUBesL22D1J0pb2DRtqT7sD5ct25vjKur9wTCukP329Jet7i8uUasbt1hS8kGT8Gf5FkbstzawZbbE/6Ob7h8N4nr/s/dMIYeS8MSCn3s9Pft020lOQxb7JkHFtxH3/kGzF4P4hvPHHqZ5TRQ7kU/HJ25neSCIQ2I4tVCulxu1e3OoV663E8wE/xms9UBD/95Ib9d0BxTJvlpWrv4DsrLT0a+PN7oIeTEbHWILjHHw9p1ggX6LdDZsdiG7W3UJTYuExuwG/Z8h9LuP9w/Mdq9Yr3zDZ3Eepv+yciUcW9LWp3MgoybfKp+1o0soM+L2LKMOGy3pjY1Yzt7tdcVb2uTX3+yDuvPXYH5RLd92F27X1Hb4eKl9ztZR/+G7aUSxpt+NWy76dSg5U77iLtzU/d0sX9+F7g3X/28x7SpwUbrXjFeo8XmTFGVaaQX6G8MwAAOuvqns2my4Ti3FUAPwL69vs1Noi9x9T95b9AO9ML+D8B/bLYmHtwwsKBkVzDQvCxGBjeC8ojFKwhAnMihk2ss+unqAdnur/3WX62/oiVGse3qZk/WtjiIF/65OWHcHyF3wJrWh8YQo4i1lW+8ov3Zrn+O9lw6+G5PnLbnuL2gIYGJ397VimTo9CMmdFccbpChhqIoiuf6U9Dc8+kiRuYDh2N4qP9vCoa3wwsdCe1N+/NR02Nil++HFDQroGm76j1kwetN996PnVEG/CVz56hRtFXgNg3ZiNQGEI6De8bCMJrP3HLOWFbwvffS7c6+h30sF7eHFlvd2tVx/PXXCLrCamJ6GaAf/ruGzu28FvOdBSj33REtoYAY9ATVtYK5gZ725jAyspHl6e62YfitdzJqNQz7xvsQiQO2bQ/W4xjYc4r9ONn8fLOT8e7wvdjx/UW9cIZHarJyg2b//BNnt/lk7GSdKffNosZuE4u2phVqVR+bc47/vChKxccKlJ/KhNdTNQkeqMUlWRRzeMPlaPvEfvv3FERy4UBobmRYLWi8LcOOgBY6EHvD4CK5oYu6G3f2y7jiJhE53euvaN6rA2QfrKkZ7WIDlIfLX3bT0Km/OhkmizjGEXtGvmzrNyNmfAI/8Cug8x5OPsWgv/kf4jpG3zgb7nLnUwtWNlC+7aekuxDCC3dGY21moDV+bUxe7gdtYz7ZUR/4ydD3cYoe+8rYR1/msKvz379vP/RE1X6eq4QVG1zuB1rD7WFwWO5RId5utP1JRCr2X3eWMXRGw+oQroG4eNfRGbSo+YQW5Dk83KooFXPFtb4ubXRqBSRpSVdSrZVSe8Plu2S5t5EsYynsuRp3vmGzaastXUxH5zkAo9v+hmBvIGrspV8q4IhapgRavAkWRt+Zh8F8Nh/V1AEZxpsUa/eWQGME6P65/9H6Kvo40N2dwMuvd9ETv2zmGtseoD+55wPe/WuM6r74xchzu85rUDTR8NOgvMbZleOwhjmoY02gTI+Ra5ryygbVofk1BfdGcrE5sQ2T/cS3tt3mMDhx9z7XbZLbuNi7bzqm9yVIu2rdWCnHB2jr/exqDvXnhfHS268IS84E6j9sNJlbxhUHZS+R8+Sg/AmyfIhB6PKFDA9XDdVFjC8VZPgHbZtF7KbRypXlMHj1dj4EDGFHHX8bNgUua/RAn8sPYy+6C0V32cMvB+i9t0m78O6nzz3nXMubRn3FtufIWLqrj/0wA7ar6PbABR92WTX209O4wTjUNjdpQ6LGzcYtv1bvPuDdv+7Opb2xfb6FPcaNawkMD6l/Pk7d/bC0xIXbhn6+nia3S1hOYzyl8cTufnu3v64v7di4jLuydH9S7X57GI5yt2u0ox9aslZwu2Rb9wus94blt8tO+vtRRKalQJf/fPmRtS0HM0PMuApFgHIkJ/k0KDf54iiQHsHVwlCf9adg/a/ZuiK/4Q29sNxQyieIUf9tV7csXlY2IWz7hm+2Wsb1n/fR17/6hYg82DOPPcPByJGxvAnUsxazOjggLSELI1MasIJG7qwLcd5cxX7k3WXN48YYj/i66+7Y/fNv3mGoCPiqB8FgjoftE5T3g+uIki+d/ghAtPac13W3QOuRLXkpACMoDdFin7sc3huzR+TtXXYYEvHJRo7C+retSK50kynHPamGWl/wld6PgdZ30ciyEZ7357AB6M3ZtpGMoTPFuKCFSmBwGPf/+MBws1I3/MY5OlPWJl/8pIdciqoxwrEmpb4TV5afPrmHt4Y76Oz/ZVf5MGAxhgSNTY9anmyHs03esaZ4bL3obN3Vfznra9C8lBjtizBbm096yG7D5c4SgOXquuLc8doDTDpuLFpzz6HRIGKDuZtrfQ36fa729jO1usMykPtawQCU1zwRXvI8LLg8+oFtZhlb/XaZSP1+jFl7Gmofeqq8TottOMSnidtLV4sdOmN4v2EWGKI/Nqx8SKAlBBGwp4ujsEl6tutqa1zu11uH60UDd1nSaPhhtwHT+ziUfj+pvfG9IX5CrU97s1adwGyljYxQzoPht6JZ6vR1YSDHIMvhg+F4oTBgdkeOV/Wtv3zbVZMCYlkWKnOfSltW9Bg3LUy0I6/1UkTD7t23QTuE3f37Ul6MbaQcR3fPdlGGQBJ0gtQYA2PxylhY00icm9GCRmW5363OmnciJw1XiXvo/Nu3tc3x1qHgMxDvgMO/3lOWR1wer7V3taGQwWqb9hR7pn8Xr6/95v0Mw9E+/wDWuDyeHl7RQY8NlBkiEd3vTFmdKXthXN39cMTl27K3B44i6MRQRkXzFH7JwY7W47b9HWjYbJgRV6u/kSj57WmjhdogRxshi0L1GlG4pw/mKLToR7z+pCr91sY2Fh6jxUJOCNV1lVDMQa1LsT7vAhgiPHvihG49G2PEfGPb2NLRuscvR+dj41iytSdjjdTdSb8v44TCnTmaBzQMmOvQrHVl64uT75HJClvDxUvrhA0U2QsgMW7wq9OMMeb25zDwA/DNDoKx48s08LuxE+iAL9IeZNtqC1J49f14KSPMS22cTF+i5IcWMyoNlAemXCvKWK18bCPfH/xxjgyRqAQGRgXKiIb9kr29FIMwXtfY7/ptaCh5W3+FwQLTlb6V+7m+eiIcAYVx9I7rV/EXt/W9vo1VS7itpXiAYyzv0Tos0LBs9G1tz1EH+jx2/o7IY7ORA40wR+uN8GpYeliu6ND5Rwfigft3Hwx0rwzE+qCHH/trFzRgLV/uyJ3R7kCzCgLxbSRcu/40NO/G0HCrh3PZv8fvtKcf7tX37G1dreNOPEgf1QTQDh1eIrB3TwPDHLBBsbFtOtynwejYxFMO+UJatnszVEVRlILnfmkYLrZ/uANlkciar4RiePKjlzWzvluLbcP9acd39teIVXc7rLW8/uV1XJ28vqMdF5Y3Mpcvti7+c7d71c0PDOmMeMCpcR5dQrQHXhw33hHKt+zqQQdla/3RgB5lupm8xzdjs/XrHsFlQGQK+sLdtjyGStAKlPurO1mu+niH5j6wNiqzI3W7OmhUZRo97Tpkm8Fu9+F4vKb9pffB/Qfs1M6gvfXLupuWd8Ome37IDSLbq6foFxS6eB3n3n37BC4fcJQlJ2EvFkPNKcWdfEsdcifZcLgdUz5wCzxtoKxA0ZbWZ+MpvFneDle0pNSwwS3P2tHvUmksezg21dI6sHebwefy3MP6DN9A+TVtx5G38lTT7Re+jIZxaDaYgfn28E5nyrWzZsUVw2PubTMWNivdzZZ79Nozm3457aK6YwkP6d172AsNb6K3GjAE1CycZjiEf76IFQbo8HNbFI8VUjdAHWnD5+Iylt18xfZziw++vLt37X3vbeOl2/qr3jVH7eKV2so6+jP2hhe0i3sgtaLMw4l1msybMi60JGxzXF6B8nigNfM9Nm1aBCAooToo94W/rkF5N257Do3l4lx/2LiObHB5Y2Jtfn6drRg+x9a3b8cdLr9FkXyijRyC10+ZAeCBQLbgMtuSpDhcaNrD7VkVw4sZi74MaiZfbGN3+5vbUJPsPl/e/OAus9l82CVyXrlkjK+9MwKtM9PCiKmngMcyNgkLwtKYVEfjW4w+zr5BT0eHhd5tOIyuDvLiNd29db9u2+mxkTLwy5AeB+gNY90jSAeR0er1mrARrEnxfoe97SkD2icjIrddPVBgaNdhDdG5fQx4QdvnjY1uPIrdY8oSizslVEMZWWq/45uybxvu786v1M5d1/WEmnZsNMhBm07HOA5JUZxk/XQSjE88BVo/4jey/Ol2HNftaybB8b10PxcKr/BVFlUCsER4gQa+jCUK3xooL8y69ZPejTdNbW0i3hPnl9puUB97nQ0C1voyhhxkHZepBQEuAs5AhLfo3P5scKEDVoDeLZ/Up6UO2X5zrss13QXou2tOf/0axGMYWb1CQjw++1IJGg/Av6zvAdb0Fk7bPh+UN7C1wYg9EI/vN+ygcUlpTHklwlor2WVQNEOfrvewOWInyx4L57IywRhqKDaYN3ds/c6l+c7aYhZYuFK/IlqTqVXsD+JuH4dCXA7KWn/ZPHxc3/A3UH5NO65Xit3lsTFl/2aB5nVvxJDACC17RnxC0PbhJj570Vj7b9fovE0J29sepsevxs/b5RwGB39qWnPvxobVuWFYELgGTaPTZwPl5TS6fa+RElpX8OnkehwgSydtYSnhO3iD7S7x09faEfxrdPaBO3fjEPoA/zIncQD+tptdMfDWPTrsw1hpYIi0/nYky/vOtN9m2ODQfJKkL8Fo6TqqwZFVdx4Om2eFteGOWqHY5p3tZPlqa1DubaRGa+J/wOLg2S3vt7V/Rde+Qx4Zd95L1jrbalLM7SVHlNe0w/AE3xD5s9oIzViWq9wEZe5+cmhBgK1jWB8BtGD0Ro/F4Dk3wlOnnP7V8tA23XgPuBi696aEwvj023UdZZAvBqG5w4rdg2bqnZyC6o6sxdF58V9uJr4VMRvGCHpBZwvcICwHjSJ5a4njE20c8S8N+l+xHZbecmjnccOXdUh1gO6t3/2d5e0ubVxap70bgB7v3PhV4yZj8TS0x9nzxYy2b2eUi4fyCPdjv9w8ot5xGQ9tTefe2XWTWqTvwffGS1DmsvSzVYfDKCx6lEErA+b3IxJTrPWZCIrxIjIUMYpPr0lL9FLb5F95k5U/q42uLK1nHh2FbfjMFpbQF1IuVfWHa7QQ4ZVAYQtN7vEm1ib1FTse2waiboO1A/fGYG/aNqDobzT4Ly/oPOzEWbNnEu6OgGPUHyP8K1aUGUO5v+YwhyE5om+5nGnjzqtzH4PXdcua97dkfKPDK74yJzk0s+oQM/kr5DfvftC22/XdxEMY3u9nN1rf2r7BKOENiYd6JBU1S/cWlDWY8lNXgccT6Ke08f8bFAw0rQ2bxHjj9rSc3qHxoD4O+z0YybIOC9I+Vr1VXSskbYMHXrxEgYiICWX5c6fczvWwojNvlPm1rSOdDNDMkQZqaw5sXTTIcuebWDoqOiIPg2JxbfaKzBpf9gigZ6w74Z7cbBaXm6+WI93brKVapCGQZBQGO6nvPsijuNwvZAy8JjQRownH8cP1AFk2XjvMjWfX75WXcB19TTcojNVN3Q7fr93xG+HrmZP9n/CJ9ssHcx0QkQloR8Ial7H+ytvdtYd/uHE4G4hJdxTrS6ex62Do6ApoRen0c80Ilj5611w5+FQcesr8/jD3EM+rPnUYIgtoWM8GTRj2NDpXRPBhHSh5J2JDeIKN8P1Zj/O4XFSbrz/T0/yteTuO0Num8GboI0CwIE7gHi+3HOu+v0jPjjWto1KPxddY+VlLVWGIV/PO2coWe4t055u2H2t7by4CLCJRe+/tUwgNndx5z1jMvte46ZwXA6qOkOD9TeuKEi2uhAilLnD5k91yczPvwsn+tf/9hl3+MKiIt68hozzsHsWm3SXF/au7gdS8xeXRdd9FBieqi53EYIra/YtfMs11XN6LMON8MJ7w2OP3M1B7PVCkDGdacYEVU0Zwap//aysTHq4a2Obz9U2DLH+uz/LD2lsZ6x76Bs2f1YbsItEtW5k7p348eID1x93XUiEZ0/DhyO92HgjYcJ6Gy9qrpwNY51G50zbD7S5ireAz2mE4c2pep2gUYSUxdxYy+IMuddTG18FbrpsB+x3rv+qN9u8s7lVfVRhWfhqbSx9fxy7/26LzV28ucXTCgHvLjNcAwWEFyqEv9wl86DFA66+dk24MdNZ63gijXTS4K8JsIh7tHg1BHHqL0QOBCs2gndi45RKU07Iee/DewYYu3gxH1nhKuE6/Uplah1z7B9uSCG+g/FmtT3KygHI8dhs6DjVU6nPwAGod2uJ9V5lH14vWk9XCDgYsOecWcLFQku9nFBgOEZ8QsDYxOLyu8nbR4kHU16Pc1gc09vb+I2qF3mkFx/00VjnEh1iSaBu/1eHbPt6Xm9k260KKtX8uk5ktZzACT/C22zZK5bcfAeHq/HWO5EbCzWLjcwFl3QOW/Wwm4g0jsOFwdm9L/3wky5tsdhtc7uC+aTtcPox6yzi39+37xv6tNhfUdpeOzcuqeywZWkRMF2dekzduP8f0y7m7Vnhrn27vVvNcB68e+rqEE/XIi4U9bl97Htd47eyvJfrpgRgjM+1782l+Ycp7GrTvqwP4dvGBbDVcvC0hfMOKjYZoKUJU/vTT6HwZ4+UP2Lr6ZwNuW8Px6OZs639ubqEN28frdXX1fTPCItmsbk+D5pG8/TbovDbIHajNkb/68HSJA59z9RuyPM6TGwjGJ/vfvseN22xmiLEUKQBe72c8gc2haf2rrri9AMqjogesHTAAEI4YohYbOXIN+lVJ6zdh1nfvj/0Cj46/Znto8kXHZSz2g2UGHHQ2oFHj9cytwzpJW4KIvRsZ9OV4/btw35utu+7mW/8nNzV5+PniNTwYP/wnNB53fVHxcZuisDtNWo65nN6YDhTrTBrjsHWGG7COhR1vcdmgQ9D2/nLv3h679/cbLCAdeXh9rrQ+rV9xqB56qZyfasd7z3Z/12395DddcDffbt/cVTD27S6s4x4o44Ve8FLbXxEBLoNsovvwalAenS72V9SP+OV9dP7UbZSVB3OfGxLQgHh8Dyxlec3iJ309bu411AiymxaofXLTHXiMQLzB5X0H2/TzHVWPk8dAwEdHvcaIMRJ/RKTJdm80/IgWvQIdTG3YfOh+G/eMhT5ru9xxfYBhP43NGGI/Y1aj4ZhbMEC7kXdBGbvXrzQ4DksoAwadarOG/iqU/m4Z2/HzPShjx4LHtucRWJ7fq65qg8vjAxwPTetn/tIZblr/yd2pBatDH9aOcQGhPVLxJ30wjutz29yTMUzxDZRf2Q5rUKYmLo+OBAB8NmwQRgB4SdLCazbk63QvyagKq61yx8gK22bbmC2GH+dFCrXpZvf4suPygonrzRcPufbR6DPn1zLmM+rO2stosBXP3bwJSNWFLANLoSkMMvEoIi/Ua51qAxZucxtg3UxnL92e9Z7u0Ln9QPn5avBh/bb7+PJye4lWZ+g95Dae4q++zD3s/rlf/PS2uZEjum0Uj/7DDkOvUWP3bQSv/VyyOc89iG/e0+6f120MTnezc6lOPQjwc+ntXijvR+998A2UX98egLQ2QRNAK33Z765HJDPWiQyxFMAEYC0xgHtTuJqxUZY7qGwjklvH7k9yCTMZKcXmzeZ9b7Tq1KuSrzQ4Y4yQ3SJNaD02u6V6ifAaTmrphoN7UneJG/82EnM/+cWmN7h7L2msu/IzoPPdG7C5DXumt4GWL86gD4dlqkOb0tCguaclWRXnQ1y1tdrKz93991eXIv9/EixB+ln9KTgAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<PIL.Image.Image image mode=RGB size=480x270 at 0x7F287B0A8E50>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<PIL.Image.Image image mode=RGB size=480x270 at 0x7F287B0A8850>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "=> Saving checkpoint\n",
            "---  seconds --- 3153\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "D1rk8KAnSXli"
      },
      "source": [
        "val_blur_dir = \"/content/Validation/blurred/blurred\"\n",
        "val_sharp_dir = \"/content/Validation/sharp/sharp\"\n",
        "transform = transforms.Compose([transforms.ToTensor(),\n",
        "                                transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))\n",
        "                                ])\n",
        "\n",
        "val_dataset = blur_dataset(img_dir = val_blur_dir,\n",
        "                                       target_dir=val_sharp_dir,\n",
        "                                transform=transform)\n",
        "\n",
        "val_loader = data.DataLoader(dataset= val_dataset,\n",
        "                                      batch_size= 1,\n",
        "                                      shuffle=False)\n",
        "\n",
        "\n",
        "def save_predictions_as_imgs(\n",
        "    val_loader, model, folder=\"saved_images1/\", device=\"cuda\"\n",
        "):\n",
        "    model.eval()\n",
        "    for idx, (x, y) in enumerate(val_loader):\n",
        "        x = x.to(device=device)\n",
        "        with torch.no_grad():\n",
        "            preds = model(x)\n",
        "            \n",
        "          \n",
        "        torchvision.utils.save_image(\n",
        "            preds, f\"{folder}/pred_{idx}.png\"\n",
        "        )\n",
        "        torchvision.utils.save_image(y, f\"{folder}{idx}.png\")\n",
        "\n",
        "    model.train()\n",
        "\n",
        "# print some examples to a folder\n",
        "save_predictions_as_imgs(\n",
        "    val_loader, model, folder=\"saved_images1/\", device=device\n",
        ")    "
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xputs5IrFTIt"
      },
      "source": [
        "Copying checkpoint to drive"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "MQ1mE7eoQV3g",
        "outputId": "bc832bc3-138d-4f6c-d799-38a6ebd410db"
      },
      "source": [
        "!cp -av \"/content/checkpoint_25epoch.pth.tar\" \"/content/drive/MyDrive/Common\""
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "'/content/checkpoint_25epoch.pth.tar' -> '/content/drive/MyDrive/Common/checkpoint_25epoch.pth.tar'\n"
          ]
        }
      ]
    }
  ]
}