{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "domain_adaptation.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "toc_visible": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Qd1-eVW2-Ci6"
      },
      "source": [
        "# Table of Contents:\n",
        "\n",
        "[0. Making imports](#zero)\n",
        "\n",
        "[1. The data](#one)\n",
        "- [1.0 Exploring the data](#onezero)\n",
        "- [1.1 Creating ways to interacts with the data](#oneone)\n",
        "- [1.2 Preparing the data for training/testing](#onetwo)\n",
        "\n",
        "[2. The Adversarial Autoencoder (AAE)](#two)\n",
        "- [2.0 Defining the AAE architecture](#twozero)\n",
        "- [2.1 Creating a way to load the model](#twoone)\n",
        "- [2.2 Creating the training loop](#twotwo)\n",
        "- [2.3 Defining a way to visualize the metrics](#twothree)\n",
        "- [2.4 Defining a way to evaluate the model](#twofour)\n",
        "\n",
        "[3. Training the AAE from scratch](#three)\n",
        "- [3.0 Training the model](#threezero)\n",
        "- [3.1 Visualizing the training metrics](#threeone)\n",
        "- [3.2 Evaluating the model](#threetwo)\n",
        "\n",
        "[4. Using a pre-trained AAE as a feature extractor](#four)\n",
        "- [4.0 Loading the pre-trained model](#fourzero)\n",
        "- [4.1 Evaluating](#fourone)\n",
        "\n",
        "[5. Finetuning a pre-trained AAE](#five)\n",
        "- [5.0 Loading the pre-trained model](#fivezero)\n",
        "- [5.1 Training the model](#fiveone)\n",
        "- [5.2 Visualizing the training metrics](#fivetwo)\n",
        "- [5.3 Evaluating the model](#fivethree)\n",
        "\n",
        "[6. Next steps](#six)\n",
        "\n",
        "[REFERENCES](#red)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Mo0J_K5x-wvf"
      },
      "source": [
        "<a id='zero'></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "htaqaOiFUaN_"
      },
      "source": [
        "# 0. Making imports"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hTL5yt-KUEo9"
      },
      "source": [
        "First things first, since I'm using Google Colab to train the model, I have to mount my Google Drive:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pse3O0asUMiT",
        "outputId": "cbd9b376-525e-448f-ac79-395be83bc317"
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Mounted at /content/drive\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qD67xrT_UNxl"
      },
      "source": [
        "And also import all of the libraries I'm going to use:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "q3kJAhLRUUmf"
      },
      "source": [
        "import torch\n",
        "import torch.nn as nn\n",
        "from torch.nn import functional as F\n",
        "from torchvision import transforms\n",
        "from torch.utils.data import Dataset, DataLoader\n",
        "from torch.utils.data import Subset\n",
        "from torchvision.datasets import ImageFolder\n",
        "from torch.autograd import Variable\n",
        "import torch.optim as optim\n",
        "from torch.optim import lr_scheduler\n",
        "import copy\n",
        "import time\n",
        "from tqdm import tqdm\n",
        "import matplotlib.pyplot as plt\n",
        "from sklearn.metrics import confusion_matrix\n",
        "import seaborn as sns\n",
        "import numpy as np\n",
        "import os\n",
        "import tarfile\n",
        "import PIL\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.metrics import roc_curve\n",
        "from sklearn.metrics import auc\n",
        "from sklearn.metrics import precision_recall_curve\n",
        "from scipy.interpolate import interp1d"
      ],
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2FqGUsu86I6p"
      },
      "source": [
        "We'll also disable the warnings (some appear do to the large `num_workers` that we use in our `DataLoader`s):"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZXyZDXUp6W3P"
      },
      "source": [
        "import warnings\n",
        "warnings.filterwarnings('ignore')"
      ],
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "EtOzFXkno_A6"
      },
      "source": [
        "For reproducible results we'll already set both Numpy's and PyTorch's seeds:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "69lREBQepDJV",
        "outputId": "84c2e026-cc54-4f17-b7c0-b8be2065f2e6"
      },
      "source": [
        "np.random.seed(42)\n",
        "torch.manual_seed(42)"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<torch._C.Generator at 0x7f746734ca30>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "U2oqPGGLAIIb"
      },
      "source": [
        "<a id='one'></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xS9IgoOIUVvk"
      },
      "source": [
        "# 1. The data"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1jWTNzFYAJFa"
      },
      "source": [
        "<a id='onezero'></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "vZnd2h0TXdn3"
      },
      "source": [
        "## 1.0 Exploring the data"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bTQ1u8nmUvrh"
      },
      "source": [
        "I cloned [this](https://github.com/zysymu/ML4SCI_GSoC) ML4SCI_GSoC github that I forked from the original. I also changed some files around, the `Domain Adaptation` directory contains ML4Sci's evaluation test files, together with the data, the network definition and the pre-trained network weights.\n",
        "\n",
        "I extract `lenses.tgz` in order to be able to work with the images. The code that does this is commented out because this only needs to happen once."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "s32pWkq6UtBT",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 53
        },
        "outputId": "7980315f-8d8c-4852-ba3c-4fef56e849ba"
      },
      "source": [
        "\"\"\"\n",
        "fname = '/content/drive/MyDrive/ml4sci/domain_adaptation/Domain Adaptation/lenses.tgz'\n",
        "extract_path = '/content/drive/MyDrive/ml4sci/domain_adaptation/'\n",
        "\n",
        "with tarfile.open(fname, \"r:gz\") as tar:\n",
        "    tar.extractall(extract_path)\n",
        "    tar.close()\n",
        "\"\"\""
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            },
            "text/plain": [
              "'\\nfname = \\'/content/drive/MyDrive/ml4sci/domain_adaptation/Domain Adaptation/lenses.tgz\\'\\nextract_path = \\'/content/drive/MyDrive/ml4sci/domain_adaptation/\\'\\n\\nwith tarfile.open(fname, \"r:gz\") as tar:\\n    tar.extractall(extract_path)\\n    tar.close()\\n'"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "J0O8sQ8cV_xR"
      },
      "source": [
        "I then crate a variable that has the path to the directory that contains all lens images:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cwD8ZeT7WNj-"
      },
      "source": [
        "lens_dir = '/content/drive/MyDrive/ml4sci/domain_adaptation/lenses'"
      ],
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ycG6GD6JW1mt"
      },
      "source": [
        "I also plot two random images from each category in order to have a better idea of how they look like:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Fp8I1k5MW8WK",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 710
        },
        "outputId": "4d7e3e11-dc44-4d65-9eb6-c3b4874fe3a5"
      },
      "source": [
        "sub_dir = os.path.join(lens_dir, 'sub')\n",
        "no_sub_dir = os.path.join(lens_dir, 'no_sub')\n",
        "\n",
        "# pick random images to plot\n",
        "sub_img = PIL.Image.open(os.path.join(sub_dir,'image_100015241301657914033614173596761104525.jpg'))\n",
        "no_sub_img = PIL.Image.open(os.path.join(no_sub_dir,'image_97223362218452437755314224058973719256.jpg'))\n",
        "\n",
        "fig, axs = plt.subplots(1, 2, figsize=(15,7), dpi=200)\n",
        "im1 = axs[0].imshow(sub_img)\n",
        "axs[0].set_title('sub')\n",
        "plt.colorbar(im1, ax=axs[0])\n",
        "\n",
        "im2 = axs[1].imshow(no_sub_img)\n",
        "axs[1].set_title('no_sub')\n",
        "plt.colorbar(im2, ax=axs[1])\n",
        "plt.show()"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
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            "text/plain": [
              "<Figure size 3000x1400 with 4 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Vb26MLwAXoNa"
      },
      "source": [
        "We can also check some characteristics of the images:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "0CDd91_TXwu5",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "6349ab1d-4781-4924-e7e3-4c6ffc45f283"
      },
      "source": [
        "print(sub_img.getextrema())\n",
        "print(sub_img.size)"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(0, 255)\n",
            "(150, 150)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "DfIFkACWALVt"
      },
      "source": [
        "<a id='oneone'></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hC4MYEpTWS6Q"
      },
      "source": [
        "## 1.1 Creating ways to interact with the data"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QKol5ma7Xkg9"
      },
      "source": [
        "Now we're concerned with creating a way that'll make it possible for our AAE to retrieve this data and use it for both training and testing (inference).\n",
        "\n",
        "Since our images are neatly packed in sub-directories, I'll make use of PyTorch's `ImageFolder` to create a dataset that contains all images and their labels:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "38AVc4W7WedX"
      },
      "source": [
        "dataset = ImageFolder(lens_dir)"
      ],
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5d-UYrdQw-dn"
      },
      "source": [
        "We can then check how many images are in each category:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "R2mWhSgVC9lj",
        "outputId": "a79fc838-f15e-4c11-e152-cd464547430c"
      },
      "source": [
        "np.unique(dataset.targets, return_counts=True)"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(array([0, 1]), array([5000, 5000]))"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "W6RqVD_ExDRe"
      },
      "source": [
        "And notice that they're very well distributed!"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "levZN6AkY1WW"
      },
      "source": [
        "We can then make a map between the label index and the actual label class:\n",
        "- `no_sub` = 0\n",
        "- `sub` = 1"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "N9F0avFYYzs6",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "b2355986-c45f-4dfc-bb37-22a7aee15957"
      },
      "source": [
        "print(dataset.class_to_idx)"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "{'no_sub': 0, 'sub': 1}\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wcrUMS2WZLZ7"
      },
      "source": [
        "The next step is to create a more elaborate dataset that lets us apply transforms to the data, return individual items and create a `DataLoader` from it:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qdlF4juSWSTF"
      },
      "source": [
        "class LensDataset(Dataset):\n",
        "    def __init__(self, dataset, transform):\n",
        "        self.dataset = dataset\n",
        "        self.transform = transform\n",
        "\n",
        "    def __getitem__(self, idx):            \n",
        "        data = self.transform(dataset[idx][0])\n",
        "        label = dataset[idx][1]        \n",
        "        \n",
        "        return data, label\n",
        "\n",
        "    def __len__(self):\n",
        "        return len(self.dataset)"
      ],
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "w4vXmhmvxt7j"
      },
      "source": [
        "The usage of `LensDataset` makes it really easy to apply transformations to the images. This will let us prepare the images neatly for our AAE while also letting us use data augmentation, something especially useful given the not so large amount of data that we have available."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "vNyaWx9jyZJX"
      },
      "source": [
        "In the following cell we define the types of transforms that we'll be using:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zEw7WvhODEeW"
      },
      "source": [
        "train_transform = transforms.Compose([transforms.ToTensor(),\n",
        "                                      transforms.RandomRotation(5),\n",
        "                                      transforms.RandomHorizontalFlip(),\n",
        "                                      transforms.RandomVerticalFlip(),\n",
        "                                      transforms.Resize((150, 150)),\n",
        "                                      #transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225]),\n",
        "                                      transforms.Grayscale(num_output_channels=1)\n",
        "                                      ])\n",
        "\n",
        "eval_transform = transforms.Compose([transforms.ToTensor(),\n",
        "                                     transforms.Resize((150, 150)),\n",
        "                                     #transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225]),\n",
        "                                     transforms.Grayscale(num_output_channels=1)\n",
        "                                     ])"
      ],
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ZmvjqqohAM9G"
      },
      "source": [
        "<a id='onetwo'></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jJWsV8MrcXS0"
      },
      "source": [
        "## 1.2 Preparing the data for training/testing"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "XZcVnb-xcMb2"
      },
      "source": [
        "In the evaluation test we were supposed to split the data so that 90% of it was used for training and 10% of it was used for testing, so I will follow these proportions. I'll also create a validation set that is 10% of the data (you can think of it as being part of the training set's 90%):"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sycaxcE-cmrp"
      },
      "source": [
        "train_dataset = LensDataset(dataset, train_transform)\n",
        "val_dataset = LensDataset(dataset, eval_transform)\n",
        "test_dataset = LensDataset(dataset, eval_transform)"
      ],
      "execution_count": 14,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pp8sTUH-DJfr"
      },
      "source": [
        "train_size = 0.8\n",
        "\n",
        "num_train = len(dataset)\n",
        "indices = list(range(num_train))\n",
        "split = int(np.floor(train_size * num_train))\n",
        "split2 = int(np.floor((train_size+(1-train_size)/2) * num_train))\n",
        "np.random.shuffle(indices)\n",
        "train_idx, valid_idx, test_idx = indices[:split], indices[split:split2], indices[split2:]\n",
        "\n",
        "train_data = Subset(train_dataset, indices=train_idx)\n",
        "val_data = Subset(val_dataset, indices=valid_idx)\n",
        "test_data = Subset(test_dataset, indices=test_idx)\n",
        "\n",
        "train_data = Subset(train_dataset, indices=train_idx)\n",
        "val_data = Subset(val_dataset, indices=valid_idx)\n",
        "test_data = Subset(test_dataset, indices=test_idx)"
      ],
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hnGwGayDzI6K"
      },
      "source": [
        "We can check if our data was split correctly:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7znl-MKeDLLf",
        "outputId": "8bd27029-1817-460f-b5fd-db8e02e91441"
      },
      "source": [
        "print(len(train_data))\n",
        "print(len(val_data))\n",
        "print(len(test_data))"
      ],
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "8000\n",
            "1000\n",
            "1000\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zgW_is3K0Uts"
      },
      "source": [
        "Since we're training an anomaly detector, we want to detect one class as an anomaly. In our case, this will be the `sub` class. If we were to make our dataset be composed of both `sub` and `no_sub`, both would have a similar distribution and we wouldn't be able to tell them apart. This mistake can be seen quite clearly from my original submission [here](https://github.com/zysymu/ml4sci/blob/main/domain_adaptation/domain_adaptation.ipynb).\n",
        "\n",
        "So in the next step we'll remove the `sub` images from the training dataset:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Qc3LVQBN0VN-"
      },
      "source": [
        "no_sub_idx = []\n",
        "\n",
        "for i, (data, label) in enumerate(train_data):\n",
        "    if label == 0:\n",
        "        no_sub_idx.append(i)\n",
        "\n",
        "no_sub_idx = np.array(train_data.indices)[no_sub_idx]\n",
        "train_data_no_sub = Subset(train_dataset, no_sub_idx)"
      ],
      "execution_count": 17,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "hIiClkqO2gNC",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "f5ecfffa-c509-4a80-f6b8-0b1dbc4636ee"
      },
      "source": [
        "len(train_data_no_sub)"
      ],
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "4020"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JBpXEZII37KM"
      },
      "source": [
        "We still have a good amount of images! Just to double-check and make sure that we removed all of the `sub` images:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZY9-Pbop2Dst"
      },
      "source": [
        "for data, label in train_data_no_sub:\n",
        "    if label != 0:\n",
        "        print('NOT OK', label)"
      ],
      "execution_count": 19,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "08oIcvzGdFAk"
      },
      "source": [
        "We can then create three `DataLoader`s, which will be used for training and testing. The `batch_size` is arbitrarily chosen to be 64:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_YQyXlyxdFXu"
      },
      "source": [
        "train_dataloader = DataLoader(train_data_no_sub, shuffle=True, batch_size=64, num_workers=8)\n",
        "val_dataloader = DataLoader(val_data, shuffle=True, batch_size=64, num_workers=2)\n",
        "test_dataloader = DataLoader(test_data, shuffle=False, batch_size=64, num_workers=2)"
      ],
      "execution_count": 20,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "kZ4Ws6Y_zbPb"
      },
      "source": [
        "Just to be sure that the data is homogenous across the training and testing samples, we print the first few labels of `test_dataloader`:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Kp2mgYDezoxJ",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "1eea5700-4453-4e12-d592-06ce120325cc"
      },
      "source": [
        "for i, (_, labels) in enumerate(test_dataloader):\n",
        "    print(labels)\n",
        "    break"
      ],
      "execution_count": 21,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "tensor([1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 0, 1, 1, 0, 1, 1, 0, 0, 0, 1, 0, 0,\n",
            "        0, 0, 0, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 1, 0, 0, 1, 0, 1, 0,\n",
            "        1, 0, 0, 1, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0])\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fPfnA33BAPXw"
      },
      "source": [
        "<a id='two'></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "b0YZCXDXdilI"
      },
      "source": [
        "# 2. The Adversarial Autoencoder (AAE)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "M43fyhQDAQrJ"
      },
      "source": [
        "<a id='twozero'></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "WCmT1DRpF08t"
      },
      "source": [
        "## 2.0 Defining the AAE architecture"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jZAPymZWN6LH"
      },
      "source": [
        "The structure of the AAE can be seen in the following picture, taken from [here](https://arxiv.org/pdf/1511.05644.pdf):\n",
        "\n",
        "![image.png](data:image/png;base64,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)\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "g8m4o4GSN8FL"
      },
      "source": [
        "We have three main components: the `Encoder` ($q(z|x)$), the `Decoder` (upper right) and the `Discriminator` (bottom row).\n",
        "\n",
        "The encoder receives as input an image $x$ and creates a latent representation of it, with smaller dimensions, similar to a compression operation. In our case, the input image $x$ has size 150x150x3, and it is transformed to a latent vector of size 1000x1x1: this is 67.5 times less information than the original image!!!\n",
        "\n",
        "The decoder's job is to take this latent representation and reconstruct the input. Ideally, this reconstruction would be as close as possible to the input image $x$.\n",
        "\n",
        "We want to create a latent space that follows a certain distriibution $p(z)$. so that we can generate new inputs without nedding to give the actual images. This makes it possible to \"travel\" around the latent space, exploring what's between the images that we used for training.\n",
        "\n",
        "To do this, we make use of the discriminator. It is important to note that if we want to create a distribution for our latent space, we must teach the model to encode images according to this distribution. So we draw samples from our ideal (\"real\") distribution, which in our case is a simple Gaussian, and compare it with the latent vector of the image. The discriminator identifies which distribution is real and which is fake (random distribution that our encoder generated). From this, we can update the encoder to create vectors that follow our ideal distribution."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "aqMMxt1KjBSW"
      },
      "source": [
        "We'll be using the AAE as defined by the DeepLense evaluation test, copying the contents of the `AAE_Network_Architecture.py` file. This will enable us to use the pre-trained weights that were given by the evaluation test."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vwHELD5ui4Nj"
      },
      "source": [
        "class Encoder(nn.Module):\n",
        "    def __init__(self):\n",
        "        super().__init__()\n",
        "\n",
        "        self.conv1 = nn.Conv2d(1, 16, 7, stride=3, padding=1)\n",
        "        self.conv2 = nn.Conv2d(16, 32, 7, stride=3, padding=1)\n",
        "        self.conv3 = nn.Conv2d(32, 64, 7)\n",
        "        self.flat = nn.Flatten()\n",
        "        self.linear = nn.Linear(5184, 1000)\n",
        "\n",
        "    def forward(self, x):\n",
        "        convolution1 = F.relu(self.conv1(x))\n",
        "        convolution2 = F.relu(self.conv2(convolution1))\n",
        "        convolution3 = F.relu(self.conv3(convolution2))\n",
        "        Flattened = self.flat(convolution3)\n",
        "        z = self.linear(Flattened)\n",
        "\n",
        "        return z\n",
        "\n",
        "class Decoder(nn.Module):\n",
        "    def __init__(self):\n",
        "        super().__init__()\n",
        "\n",
        "        self.linear = nn.Linear(1000, 5184)\n",
        "        self.conv4 = nn.ConvTranspose2d(64, 32, 7)\n",
        "        self.conv5 = nn.ConvTranspose2d(32, 16, 7, stride=3, padding=1, output_padding=2)\n",
        "        self.conv6 = nn.ConvTranspose2d(16, 1, 6, stride=3, padding=1, output_padding=2)\n",
        "\n",
        "    def forward(self, x):\n",
        "        hidden = self.linear(x)\n",
        "        Reshaped = hidden.reshape(-1,64,9,9)\n",
        "        convolution4 = F.relu(self.conv4(Reshaped))\n",
        "        convolution5 = F.relu(self.conv5(convolution4))\n",
        "        predicted = torch.tanh(self.conv6(convolution5))\n",
        "\n",
        "        return predicted\n",
        "\n",
        "class Discriminator(nn.Module):\n",
        "    def __init__(self, dim_z=1000 , dim_h=256):\n",
        "        super(Discriminator,self).__init__()\n",
        "        \n",
        "        self.dim_z = dim_z\n",
        "        self.dim_h = dim_h\n",
        "        self.network = []\n",
        "        self.network.extend([\n",
        "            nn.Linear(self.dim_z, self.dim_h),\n",
        "            nn.ReLU(),\n",
        "            nn.Linear(self.dim_h, self.dim_h),\n",
        "            nn.ReLU(),\n",
        "            nn.Linear(self.dim_h,1),\n",
        "            nn.Sigmoid(),\n",
        "        ])\n",
        "        self.network = nn.Sequential(*self.network)\n",
        "\n",
        "    def forward(self, z):\n",
        "        disc = self.network(z)\n",
        "\n",
        "        return disc"
      ],
      "execution_count": 22,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "EE629fZeOS1a"
      },
      "source": [
        "The distribution that we want our AAE to follow is arbitrary and it's definetely worth checking out different distributions in order to find the best one for the problem at hand. For simplicity sake we're going to use a simple gaussian distribution that can be seen in many different AAE implementations:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 265
        },
        "id": "rPTybrYpOvC9",
        "outputId": "1ec711c3-e844-43c4-9abd-0da3fbf523d7"
      },
      "source": [
        "z_distribution = torch.randn(64, 1000)\n",
        "plt.scatter(z_distribution[:,0], z_distribution[:,1])\n",
        "plt.show()"
      ],
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "3yP-yuhoOxsE"
      },
      "source": [
        "Here $64$ represents the batch size, which is a hyperparameter and $1000$ is the size of our latent vector. This is made more easily understandable while looking at the training loops."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "H_c-RbSdASk1"
      },
      "source": [
        "<a id='twoone'></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Djt_QoJpFbpj"
      },
      "source": [
        "## 2.1 Creating a way to load the model"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "PdqLQl2_1RS7"
      },
      "source": [
        "We'll start off by defining the device that we'll use:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "n-7E2MOH1Y77",
        "outputId": "fe908b7d-b325-4d9e-e7ed-d989d54407d4"
      },
      "source": [
        "global device\n",
        "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n",
        "device"
      ],
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "device(type='cuda', index=0)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "SeFjcOqF2bmp"
      },
      "source": [
        "We can then create a function that loads the model:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fJUXrvW52d0X"
      },
      "source": [
        "def load_model():\n",
        "    \"\"\"\n",
        "    Loads the model\n",
        "    \"\"\"\n",
        "    encoder = Encoder()\n",
        "    decoder = Decoder()\n",
        "    discriminator = Discriminator()\n",
        "\n",
        "    encoder = encoder.to(device)\n",
        "    decoder = decoder.to(device)\n",
        "    discriminator = discriminator.to(device)\n",
        "\n",
        "    return encoder, decoder, discriminator"
      ],
      "execution_count": 25,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "RuXCD1m61Zii"
      },
      "source": [
        "We'll also define a function that enables us to load the pre-trained model:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "FujHHnQJ1fYW"
      },
      "source": [
        "def load_model_pretrained(encoder_model, decoder_model, discriminator_model):\n",
        "    \"\"\"\n",
        "    Loads the model by being given the path to the architecture + weights of each network\n",
        "    \"\"\"\n",
        "    encoder = Encoder()\n",
        "    decoder = Decoder()\n",
        "    discriminator = Discriminator()\n",
        "\n",
        "    encoder = torch.load(encoder_model, map_location=device)\n",
        "    decoder = torch.load(decoder_model, map_location=device)\n",
        "    discriminator = torch.load(discriminator_model, map_location=device)\n",
        "\n",
        "    encoder = encoder.to(device)\n",
        "    decoder = decoder.to(device)\n",
        "    discriminator = discriminator.to(device)\n",
        "\n",
        "    return encoder, decoder, discriminator"
      ],
      "execution_count": 26,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xHTwmHgn4j3D"
      },
      "source": [
        "Finally, we'll also define a function that enables us to load the model (using `state_dict`s, the recommended way of saving model weights in PyTorch) and its history:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "cALWfFid40XA"
      },
      "source": [
        "def load_weights_and_history(save_path):\n",
        "    \"\"\"\n",
        "    Loads the model weights and history\n",
        "    \"\"\"\n",
        "    s = torch.load(save_path, map_location=device)\n",
        "\n",
        "    history = s['history']\n",
        "\n",
        "    encoder = Encoder()\n",
        "    decoder = Decoder()\n",
        "    discriminator = Discriminator()\n",
        "\n",
        "    encoder.load_state_dict(s['encoder_weights'])\n",
        "    decoder.load_state_dict(s['decoder_weights'])\n",
        "    discriminator.load_state_dict(s['discriminator_weights'])\n",
        "\n",
        "    encoder = encoder.to(device)\n",
        "    decoder = decoder.to(device)\n",
        "    discriminator = discriminator.to(device)\n",
        "\n",
        "    return encoder, decoder, discriminator, history"
      ],
      "execution_count": 27,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "abbA7H9GAUQE"
      },
      "source": [
        "<a id='twotwo'></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "erlFWRqH2pk3"
      },
      "source": [
        "## 2.2 Creating the training loop"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "gkb34XqY20Dp"
      },
      "source": [
        "Now that we can access the model, we'll define a function that enables us to train it:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7Uvsqpv02s06"
      },
      "source": [
        "def train_model(encoder, decoder, discriminator, train_dataloader, epochs, save_path, viz=False):\n",
        "    \"\"\"\n",
        "    Train the AAE.\n",
        "\n",
        "    Inputs:\n",
        "    -------\n",
        "    encoder: the encoder model.\n",
        "    \n",
        "    decoder: the decoder model.\n",
        "    \n",
        "    discriminator: the discriminator model.\n",
        "\n",
        "    train_dataloader: a `DataLoader` based on a `LensDataset`.\n",
        "\n",
        "    epochs: number of epochs to train on (int).\n",
        "\n",
        "    save_path: path to save the model's weights and history (str).\n",
        "\n",
        "    viz: if `True`, after each epoch a original image - reconstructed image pair will be plotted\n",
        "    \"\"\"\n",
        "    # --- HYPERPARAMETERS --- (these could be function arguments, but for simplicity sake we'll make them fixed)\n",
        "    # reconstruction phase:\n",
        "    reconstruction_criterion = nn.MSELoss()\n",
        "    encoder_optimizer = optim.Adam(encoder.parameters(), lr=1e-4)\n",
        "    decoder_optimizer = optim.Adam(decoder.parameters(), lr=1e-4)\n",
        "\n",
        "    # regularization phase:\n",
        "    def discriminator_criterion(input, target, epsilon):\n",
        "        return -torch.mean(torch.log(target + epsilon) + torch.log(1 - input + epsilon))\n",
        "\n",
        "    def generator_criterion(input, epsilon):\n",
        "        return -torch.mean(torch.log(input + epsilon))\n",
        "\n",
        "    discriminator_optimizer = optim.Adam(discriminator.parameters(), lr=1e-4)\n",
        "    generator_optimizer = optim.Adam(encoder.parameters(), lr=1e-5)\n",
        "\n",
        "    # set learning rate schedulers (a more thorough analysis of this would be really useful!)\n",
        "    # as of now i'm using default parameters to all optimizers\n",
        "    encoder_scheduler = lr_scheduler.StepLR(encoder_optimizer, step_size=7, gamma=0.1)\n",
        "    decoder_scheduler = lr_scheduler.StepLR(decoder_optimizer, step_size=7, gamma=0.1)\n",
        "    discriminator_scheduler = lr_scheduler.StepLR(discriminator_optimizer, step_size=7, gamma=0.1)\n",
        "    generator_scheduler = lr_scheduler.StepLR(generator_optimizer, step_size=7, gamma=0.1)\n",
        "\n",
        "    # --- HISOTRY ---\n",
        "    history = {'reconstruction_losses': [],\n",
        "                'discriminator_losses': [],\n",
        "                'generator_losses': []}\n",
        "\n",
        "    # --- TRAINING LOOP ---\n",
        "    epsilon = 1e-15 # prevents the loss from getting to zero\n",
        "\n",
        "    reconstruction_losses = []\n",
        "    discriminator_losses = []\n",
        "    generator_losses = []\n",
        "\n",
        "    for epoch in range(epochs):\n",
        "        decoder.train()\n",
        "        encoder.train()\n",
        "        discriminator.train()\n",
        "\n",
        "        running_reconstruction_loss = 0.0\n",
        "        running_discriminator_loss = 0.0\n",
        "        running_generator_loss = 0.0\n",
        "\n",
        "        loop = tqdm(train_dataloader, total=len(train_dataloader), position=0, leave=True)\n",
        "        for data, label in loop:\n",
        "            data = data.to(device)\n",
        "\n",
        "            # zero the gradients\n",
        "            encoder_optimizer.zero_grad()\n",
        "            decoder_optimizer.zero_grad()\n",
        "            discriminator_optimizer.zero_grad()\n",
        "            generator_optimizer.zero_grad()\n",
        "\n",
        "            # RECONSTRUCTION PHASE\n",
        "            # pass data through the autoencoder\n",
        "            z_sample = encoder(data)\n",
        "            x_sample = decoder(z_sample)\n",
        "\n",
        "            # compute the loss\n",
        "            reconstruction_loss = reconstruction_criterion(input=x_sample, target=data)\n",
        "                \n",
        "            # backpropagate and update weights\n",
        "            reconstruction_loss.backward()\n",
        "            encoder_optimizer.step()\n",
        "            decoder_optimizer.step()\n",
        "\n",
        "            # REGULARIZATION PHASE - DISCRIMINATOR\n",
        "            encoder.eval()\n",
        "                \n",
        "            # generate target latent space data according to a gaussian distribution\n",
        "            z_real_gauss = Variable(torch.randn(data.size(0), 1000)) # 1000 fixed cuz its the encoder's input size\n",
        "            z_real_gauss = z_real_gauss.to(device) # what we want\n",
        "            z_fake_gauss = encoder(data) # what we currently have\n",
        "\n",
        "            # determine discriminator classification of both samples\n",
        "            d_real_gauss = discriminator(z_real_gauss) # real sampled gaussian \n",
        "            d_fake_gauss = discriminator(z_fake_gauss) # fake created gaussian\n",
        "\n",
        "            # compute the loss\n",
        "            discriminator_loss = discriminator_criterion(input=d_fake_gauss, target=d_real_gauss, epsilon=epsilon)\n",
        "                \n",
        "            # backpropagate and update weights\n",
        "            discriminator_loss.backward()\n",
        "            discriminator_optimizer.step()\n",
        "\n",
        "            # REGULARIZATION PHASE - GENERATOR\n",
        "            encoder.train()\n",
        "\n",
        "            z_fake_gauss = encoder(data)\n",
        "            d_fake_gauss = discriminator(z_fake_gauss)\n",
        "                \n",
        "            # compute the loss\n",
        "            generator_loss = generator_criterion(input=d_fake_gauss, epsilon=epsilon)\n",
        "\n",
        "            # backpropagate and update weights\n",
        "            generator_loss.backward()\n",
        "            generator_optimizer.step()\n",
        "\n",
        "            # METRICS\n",
        "            running_reconstruction_loss += reconstruction_loss.item()\n",
        "            running_discriminator_loss += discriminator_loss.item()\n",
        "            running_generator_loss += generator_loss.item()\n",
        "\n",
        "            loop.set_description(f'Epoch {epoch+1}/{epochs}')\n",
        "\n",
        "        # save metrics\n",
        "        epoch_reconstruction_loss = running_reconstruction_loss / len(train_dataloader.dataset)\n",
        "        epoch_discriminator_loss = running_discriminator_loss / len(train_dataloader.dataset)\n",
        "        epoch_generator_loss = running_generator_loss / len(train_dataloader.dataset)\n",
        "\n",
        "        reconstruction_losses.append(epoch_reconstruction_loss)\n",
        "        discriminator_losses.append(epoch_discriminator_loss)\n",
        "        generator_losses.append(epoch_generator_loss)\n",
        "\n",
        "        # visualize the reconstruction\n",
        "        if viz:\n",
        "            fig, axs = plt.subplots(1,2)\n",
        "            axs[0].imshow(data[0,0].detach().cpu().numpy())\n",
        "            axs[1].imshow(x_sample[0,0].detach().cpu().numpy())\n",
        "            plt.show()\n",
        "\n",
        "        print(f'\\n[Epoch {epoch+1}/{epochs}]', 'reconstruction loss: {:.4f}; discriminator loss: {:.4f}; generator loss: {:.4f}'.format(epoch_reconstruction_loss, epoch_discriminator_loss, epoch_generator_loss))\n",
        "\n",
        "        # learning rate scheduler\n",
        "        encoder_scheduler.step()\n",
        "        decoder_scheduler.step()\n",
        "        discriminator_scheduler.step()\n",
        "        generator_scheduler.step()\n",
        "\n",
        "    history['reconstruction_losses'] = reconstruction_losses\n",
        "    history['discriminator_losses'] = discriminator_losses\n",
        "    history['generator_losses'] = generator_losses\n",
        "\n",
        "    torch.save({'encoder_weights': encoder.state_dict(),\n",
        "                'decoder_weights': decoder.state_dict(),\n",
        "                'discriminator_weights': discriminator.state_dict(),\n",
        "                'history': history}, save_path)\n",
        "        \n",
        "    return encoder, decoder, discriminator, history"
      ],
      "execution_count": 28,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "rzfUvQDQAWAf"
      },
      "source": [
        "<a id='twothree'></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "tUfP9Fd25xYT"
      },
      "source": [
        "## 2.3 Defining a way to visualize the metrics"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "a8up_6f155Lt"
      },
      "source": [
        "We'll define a function that enables us to visualize the model's training metrics:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TBGeg8vA53vy"
      },
      "source": [
        "def metrics(history):\n",
        "    \"\"\"\n",
        "    Plot the three metrics that are tracked during training.\n",
        "    \"\"\"\n",
        "    fig, axs = plt.subplots(1, 3, figsize=(18,5), dpi=200)\n",
        "\n",
        "    epochs = len(history['reconstruction_losses'])\n",
        "\n",
        "    axs[0].plot(range(1, epochs+1), history['reconstruction_losses'])\n",
        "    axs[0].set_xlabel('Epochs')\n",
        "    axs[0].set_ylabel('Reconstruction loss')\n",
        "    axs[0].set_title('Reconstruction loss')\n",
        "\n",
        "    axs[1].plot(range(1, epochs+1), history['discriminator_losses'])\n",
        "    axs[1].set_xlabel('Epochs')\n",
        "    axs[1].set_ylabel('Discriminator loss')\n",
        "    axs[1].set_title('Discriminator loss')\n",
        "\n",
        "    axs[2].plot(range(1, epochs+1), history['generator_losses'])\n",
        "    axs[2].set_xlabel('Epochs')\n",
        "    axs[2].set_ylabel('Generator loss')\n",
        "    axs[2].set_title('Generator loss')      \n",
        "        \n",
        "    plt.show()"
      ],
      "execution_count": 29,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Ewy_Mut7AX8Q"
      },
      "source": [
        "<a id='twofour'></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qNU0Fsg16rW3"
      },
      "source": [
        "## 2.4 Defining a way to evaluate the model"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "WsiObiTKrJaD"
      },
      "source": [
        "The method that we'll use to evaluate the model was inspired heavily by [this](https://arxiv.org/pdf/1902.06924.pdf) paper. I apply a simple mean squared error comparing the original image to the generated one. This outputs an anomaly score. If the anomaly score is above a certain threshold, the image is considered an anomaly (`sub`).\n",
        "\n",
        "It is important to note that in the paper the authors mention applying the discriminator on the encoded data and using its output as an anomaly score. I didn't apply this method because it didn't seem to output good results for me, but more systematic tests could check if this is indeed the case."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "J-psJ_XlsQ67"
      },
      "source": [
        "First we must find a good value for the threshold. In my original submission I found a value from the test set. This would **not** be useful in a real life situation and would really damage the model's predictions. For this reason, we'll use the validation set to find this threshold. This makes sure that we don't influence our classifier with the test data.\n",
        "\n",
        "The following code is heavily based in [this](https://towardsdatascience.com/extreme-rare-event-classification-using-autoencoders-in-keras-a565b386f098) article and suggestions by one of the mentors:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YuV5IVyUs7Lp"
      },
      "source": [
        "def find_thresh(encoder, decoder, discriminator, val_dataloader, viz=False):\n",
        "    encoder.eval()\n",
        "    decoder.eval()\n",
        "\n",
        "    errors_plot = {0:[], 1:[]}\n",
        "    anomaly_scores = []\n",
        "    labels = []\n",
        "\n",
        "    mse = nn.MSELoss()\n",
        "\n",
        "    loop = tqdm(val_dataloader, total=len(val_dataloader), position=0, leave=True)\n",
        "    for data, label in loop:\n",
        "        data = data.to(device)\n",
        "\n",
        "        encoded = encoder(data)\n",
        "        decoded = decoder(encoded)\n",
        "\n",
        "        for i in range (data.size(0)):\n",
        "            anomaly_score = mse(data[i], decoded[i])\n",
        "            anomaly_scores.append(anomaly_score.item())\n",
        "            labels.append(label[i])\n",
        "\n",
        "            if viz == True:\n",
        "                if label[i] == 0:\n",
        "                    errors_plot[0].append(anomaly_score.item())\n",
        "                else:\n",
        "                    errors_plot[1].append(anomaly_score.item())\n",
        "\n",
        "    precision, recall, thresholds = precision_recall_curve(labels, anomaly_scores)\n",
        "    precision = precision[1:]\n",
        "    recall = recall[1:]\n",
        "\n",
        "    # calculate the intercept between precision and recall to find best trade-off\n",
        "    # from https://stackoverflow.com/questions/3252194/numpy-and-line-intersections\n",
        "    thresh = interp1d(precision - recall, thresholds)(0)\n",
        "    pr_intersect = interp1d(thresholds, precision)(thresh)\n",
        "\n",
        "    if viz == True:\n",
        "        # precision recall\n",
        "        plt.figure(figsize=(6,6), dpi=200)\n",
        "        plt.plot(thresholds, precision, label='precision')\n",
        "        plt.plot(thresholds, recall, label='recall')\n",
        "        plt.scatter(thresh, pr_intersect, marker='*', c='black', label='thresh')\n",
        "        plt.ylabel('Precision/Recall')\n",
        "        plt.xlabel('Threshold')\n",
        "        plt.legend()\n",
        "        plt.show()\n",
        "\n",
        "        # anomaly score histogram\n",
        "        plt.figure(figsize=(6,6), dpi=200)\n",
        "        plt.hist(errors_plot[0], bins=100, color='b', alpha=.5, label='0')\n",
        "        plt.hist(errors_plot[1], bins=100, color='r', alpha=.5, label='1')\n",
        "        plt.axvline(thresh, linestyle='--', c='black', label='thresh')\n",
        "        plt.ylabel('Density')\n",
        "        plt.xlabel('Anomaly score')\n",
        "        plt.legend()\n",
        "        plt.show()\n",
        "\n",
        "        # ROC\n",
        "        plt.figure(figsize=(6,6), dpi=200)\n",
        "        fp, tp, _ = roc_curve(labels, anomaly_scores)\n",
        "        auroc = auc(fp, tp)\n",
        "\n",
        "        auroc = float('{:.2f}'.format(auroc))\n",
        "        n = f'auroc = {auroc}'\n",
        "\n",
        "        plt.plot(fp, tp, label=n)\n",
        "        plt.title('Receiver Operating Characteristic (ROC)')\n",
        "        plt.xlabel('False Positives')\n",
        "        plt.ylabel('True Positives')\n",
        "        ax = plt.gca()\n",
        "        ax.set_aspect('equal')\n",
        "        plt.legend()\n",
        "        plt.show()\n",
        "\n",
        "    return thresh.item()"
      ],
      "execution_count": 30,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Y0qs8lLA5PER"
      },
      "source": [
        "Another point to keep in mind is that in order to find the best threshold I get the intercept between precision and recall. This could, of course, be tuned so that we prioritize one over the other."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zFS-Bpa561KG"
      },
      "source": [
        "Now we'll define a function that enables us to compare the labels assigned to images by the model with the images real labels. This lets us see how accurate the model was:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "i1XMbM2g6q-4"
      },
      "source": [
        "def evaluate(encoder, decoder, discriminator, test_dataloader, thresh):\n",
        "    \"\"\"\n",
        "    Use the AAE for inference over the `test_dataloader` data. A label is assigned \n",
        "    depending on whether the anomaly_score, defined as the error between the original\n",
        "    image and its reconstruction, is above or below `thresh`.\n",
        "\n",
        "    Inputs:\n",
        "    -------\n",
        "    test_dataloader: a `DataLoader` based on a `LensDataset`\n",
        "\n",
        "    thresh: a number that defines the label of an input image according to the error\n",
        "    between the original image and its reconstruction. If error > thresh, label = 1; \n",
        "    if error <= thresh, label = 0 (float)\n",
        "    \"\"\"\n",
        "    encoder.eval()\n",
        "    decoder.eval()\n",
        "\n",
        "    mse = nn.MSELoss()\n",
        "    true_labels = []\n",
        "    predictions = []\n",
        "        \n",
        "    loop = tqdm(test_dataloader, total=len(test_dataloader), position=0, leave=True)\n",
        "    for data, label in loop:\n",
        "        data = data.to(device)\n",
        "        label = label.to(device)\n",
        "\n",
        "        encoded = encoder(data)\n",
        "        decoded = decoder(encoded)\n",
        "\n",
        "        for i in range (data.size(0)):\n",
        "            anomaly_score = mse(data[i], decoded[i])\n",
        "\n",
        "            pred = int(anomaly_score > thresh)\n",
        "\n",
        "            true_labels.append(label[i].item())\n",
        "            predictions.append(pred)\n",
        "\n",
        "    # plot confusion matrix\n",
        "    cm = confusion_matrix(true_labels, predictions)\n",
        "    group_counts = ['{0:0.0f}'.format(value) for value in cm.flatten()]\n",
        "    group_percentages = ['({0:.2%})'.format(value) for value in cm.flatten()/np.sum(cm)]\n",
        "    labels = [f'{v1}\\n{v2}' for v1, v2 in zip(group_counts, group_percentages)]\n",
        "    labels = np.asarray(labels).reshape(2,2)\n",
        "    tn, fp, fn, tp = cm.ravel()\n",
        "\n",
        "    plt.figure(figsize=(5,5), dpi=200)\n",
        "    sns.heatmap(cm, annot=labels, fmt=\"\")\n",
        "    plt.title('Confusion matrix')\n",
        "    plt.ylabel('Actual label')\n",
        "    plt.xlabel('Predicted label')\n",
        "    plt.show()"
      ],
      "execution_count": 31,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "q2DATiTYAZ7_"
      },
      "source": [
        "<a id='three'></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zCx4Rvac72xS"
      },
      "source": [
        "# 3. Training the AAE from scratch"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "uHqsFyRAAbSV"
      },
      "source": [
        "<a id='threezero'></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9f5APnndLysX"
      },
      "source": [
        "## 3.0 Training the model "
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jjVqMUmuMGyq"
      },
      "source": [
        "We can first visualize how the model is performing without any training. To do this we'll load the model:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "X41F_onPMQCi"
      },
      "source": [
        "encoder_scratch, decoder_scratch, discriminator_scratch = load_model()"
      ],
      "execution_count": 32,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "vO6X2234MYAF"
      },
      "source": [
        "And try to reconstruct a random image: (left: original image; right: reconstructed image)"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 221
        },
        "id": "d3-fXaO7McG1",
        "outputId": "f8465491-b102-4a6c-ff3d-ae52c060eb24"
      },
      "source": [
        "for data, label in train_dataloader:\n",
        "    data = data.to(device)\n",
        "\n",
        "    z_sample = encoder_scratch(data)\n",
        "    x_sample = decoder_scratch(z_sample)\n",
        "\n",
        "    print(label[0])\n",
        "    fig, axs = plt.subplots(1,2)\n",
        "    axs[0].imshow(data[0,0].detach().cpu().numpy())\n",
        "    axs[1].imshow(x_sample[0,0].detach().cpu().numpy())\n",
        "    plt.show()\n",
        "    \n",
        "    break"
      ],
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "tensor(0)\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "WyjC1LHxGZCH"
      },
      "source": [
        "We'll then train the AAE from the scratch (i.e. not using the pre-trained weights). We'll also be enabling `viz` in order to see the progress of the reconstruction:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "SqNdvcJRGWrX",
        "outputId": "46b39a53-7fd0-4363-911d-24bed2382f61"
      },
      "source": [
        "save_path_scratch = os.path.join('/content/drive/MyDrive/ml4sci/domain_adaptation/', 'weights_history_scratch.pt')\n",
        "\n",
        "encoder_scratch, decoder_scratch, discriminator_scratch, history_scratch = train_model(encoder_scratch, decoder_scratch, discriminator_scratch, train_dataloader, 50, save_path_scratch, viz=True)"
      ],
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/50: 100%|██████████| 63/63 [00:19<00:00,  3.28it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 1/50] reconstruction loss: 0.0003; discriminator loss: 0.0133; generator loss: 0.0210\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 2/50: 100%|██████████| 63/63 [00:19<00:00,  3.26it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 2/50] reconstruction loss: 0.0001; discriminator loss: 0.0020; generator loss: 0.0680\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 3/50: 100%|██████████| 63/63 [00:19<00:00,  3.30it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 3/50] reconstruction loss: 0.0001; discriminator loss: 0.0006; generator loss: 0.0781\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 4/50: 100%|██████████| 63/63 [00:19<00:00,  3.29it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 4/50] reconstruction loss: 0.0000; discriminator loss: 0.0003; generator loss: 0.0837\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 5/50: 100%|██████████| 63/63 [00:18<00:00,  3.35it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 5/50] reconstruction loss: 0.0000; discriminator loss: 0.0002; generator loss: 0.0886\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 6/50: 100%|██████████| 63/63 [00:18<00:00,  3.34it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 6/50] reconstruction loss: 0.0000; discriminator loss: 0.0001; generator loss: 0.0921\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 7/50: 100%|██████████| 63/63 [00:19<00:00,  3.28it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 7/50] reconstruction loss: 0.0000; discriminator loss: 0.0001; generator loss: 0.0945\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 8/50: 100%|██████████| 63/63 [00:19<00:00,  3.25it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 8/50] reconstruction loss: 0.0000; discriminator loss: 0.0001; generator loss: 0.0908\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 9/50: 100%|██████████| 63/63 [00:19<00:00,  3.28it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 9/50] reconstruction loss: 0.0000; discriminator loss: 0.0001; generator loss: 0.0927\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 10/50: 100%|██████████| 63/63 [00:19<00:00,  3.26it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 10/50] reconstruction loss: 0.0000; discriminator loss: 0.0001; generator loss: 0.0945\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 11/50: 100%|██████████| 63/63 [00:19<00:00,  3.26it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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5PtwktMxl4L6nZfa2t2dpvSTBSPKMeL5KW/DppnqSXVcLVlnQUm/ZAoEFLAtSFuRab1kBsaVZdoGmBUFDXZwBNS1JoAoaS2nY41i6AphTHfb/XdYGie02/a4Ngtr7sZSR3m8JlvqzFJW9Z6DSZa2EcxZ0Ncexz8D+733JVD3zfMw5SwKX9+K9T1FyCbYDxm+8Db8egU/ugL92DDekfRLTa2lXnSG8TB7sl9mIBNgdAZBs1ZJdqpZSBXoLRsCMVphtd403bz/T7e1+CiqWNzbSy2JWyWK/a713BXY9R7vPrkHEgr+C/i6QbwF1R2xgBqplhuPrOdr7N0lLZ45jwbYdnOw128HAzmhssFuPoe2rmnbl2FvppH0mIUh1SqWAkhyPxoh42MENI5gAOIAugYE9LfM621VopD219OwtB8lAJMkvgKhkNIi26CtYaA0UYK7Pzv/PfremwGEThlq5nuWiLUdt6QSbeKO8sZX+KZ9s97EDUTtgtLEAexxLZViZYUuvtcBrA8dWsWLvzYItUAFWreXoFYjtgGHjGzYoatu4pWLa9m7vpR2Am9kX+ZxboIHW5QLhzkOk4MA/8p7QMsHtOfe97e2FmiOpABm8VARUL47c3PNV0BjGGb0xkzG2tIYm+diBedc+lgMH5moOy8+3tA5wVh6o/+u5bCDS7tM6Crv+30Wl2OvRa9q1n5q2gd1Hg5O7ANUmRen3dD/7LJx5Pi1l086I23uziU52gLSUjf2fqJZIyOclIilP7D2wHRDfPIbbRtBmC/YENybQJYXD9uC+txdjX5ZZg4KDc+BxKtQALfoaqItnPfOSFWo9VjX1Gi3AWh7Y7gdUb7QNDFqFjf7fAqj1PNVjtcFTey4Fev3bUiPWO7ffscfRfXS7ev+N0qSAb6ussbMBew32/ncFeJtsVgDzmUHr1bdSTf1tqSzblq0OX7fZtrd8fIw5yzdJKWBmpOCQeg98+rmoZQjYlx/Y2/O3VjnQ/lxkryHA8+EK6Du4b/9I9hSdZCROscrsNMsygw+1oGeBY9e0vwUlCy672t6CkOWQ7f8KlHZWYIFO92lBuuXTd3ns7X3MGswcxx6rVaaotddtwdTu31I0bdaumh6jLX2w63rbGYU+q3Yg1fvRbbsGUnvtJCs70Zhpmc8fgR2Ar75zZVpmH1C1dhGw7IOTz9eepr1fpgHCeynnGjzoZC3JK0eHAuBmCb0ZDaE8rw0iGgDglOujW7mi7tN6i23wrt1+XqDSAo/1WM+bZVke2t6LDTq2sYPL3jcLvLvaoj2WUiFtYNYOMC3FYmmSXW1h7629DrXzrqelj/RzO1hZ02vSEsKhPt946wBhLZQeE0DTnpa5ul0GCFcFjC8L3bC3q1sXQOttXaSiC9BViCRZye3uIy3tko3agc/SK+cpZqxnvkuJAsw91ZZ6sDRFe032HLqPfk+vz/62+17kvdvjtN9tBzVgHrDddW96Dbvu385ULIXTgvqu2VN7PW2MwJ63/czOhpSf17jMFGW1ppjAnRdP/e59sNfv7m66csqLPz7fiOjrRPR/EtE/JaJ/QkT/Ud7+nxHRh0T0j/PPv/2k57h2e1rv+2nphj3IvxJ2rX17isWrpL4HVkvww7xs2zAKJz+MBSA4NmoLS43UC5TfrT68BdPWzqMW2v1bjrudJehxzDqmM/Cyx9ml1mmv+aJ3pw0U23MBZymUlqZqPfv2XC29s8vbbv9vt9t7bz37XcFX/d3GSMznusAHrbdA8Ah3T8GBgNs3QfHZ0zITgP+EmX+ViI4B/CMi+vv5s7/KzH/5KY795bVdvOjenrddX9/OLzpPEeBMp2y3wOFKlluzRa5mpWunOYi3wGQTic5LAmp5eGDuwdrfdhCxv6000Nou0N0FlFZ/33Lx9jhqF9Ee7bFas0lWrSrG7qNUjI0j7Jp92BlLq5SxsQP9vAX4XVz+Rby97m9KEOh9plUnahld1m96hklMzPwRgI/y3w+J6DcAfO1Jj7e3HfYieOdnHVt4BQasa+3bjsCLDsRJptfbrdSTiUlkkhZkU6plYHWbnb7PL1J+K/DuogLKNbjdx7C2S5VjvUwb1FXg2pW9edl5dtEau+y8+22PYe/NyDRLATM7kKhlUJ4VOQPmweJd12fbyAZ9dyVf7Rrc2s/toGn3NYlWvOxBD0+Qlm/I/w8fgb0EVS9bOvJaOHci+iaAfwnAP8ybfoGIfo2I/gYR3T7nO98jol8hol8Zsb2Oy9ibtcelja5q58UUrjO+8BIFU5+2bw/TqYB21wmYd50AyjShrAhkF4doA6lqLVfcctZKndh9G/XFGaCzVEtLn7T7WNWJBXtgTs9YBYqlSew+u9Qu+mMBdJciRo/VXpMF+tRk+9pjmdlQKQncBmvbNgLOeu32fHaA1ba012yfidp5MRZL1TDL4i7eI3xxgrjwwFtvgCIjdc8hiYmIjgD8jwD+Y2Z+AOCvAfhRAN+FeD9/Zdf3mPn7zPzTzPzTHRa7dtnbq2rPEvifo11H3+67Q1lmLy+CDO9RNOy6oLUznmBLs2hwzQKHbcddn7dmE312mQKKVZzo9pbf131a9UmrVrEJOrsb6WwClpr1etvPWmDVNriob+kx9Lp2mVIwrRfentsGX8+zXfe/q+3b9tZ9bVB1GEU2673QMLmAHCU+Ww66sacCdyLqIJ3/v2Hm/0mulz9h5sjMCcBfB/AzT3OOvX0J7VnPDK5g19a3UwJtcwlXlT1mb6wsAq0LLNv7a7nx+cWVY58LILvUJLq9lRTu4od1+3mDiv1+y0vbQWEXnXLRc2wDjnZ7q/xRCsVem3rIln/X77VJRlZBpNmp9t71XC3/bu/ZXnM7W9r1mf2+/d/OwHQWBwiFtx0w3VoCBEli8iQyyGdFy5CQVf8VgN9g5v/CbP+q2e3PAPj1Jz3HjpM+mVJlb3t7DLvWvh0T2DvAEdybb5giUjsKXhlq5YxqpuVqFQQUnFr1iM1+3LWPPZZus+ezgK1UiwZ5lR7RgcL+WHrJBlD1WPo9ex8tbWJpll20i1rL31ve3SQSsQXRFuAzfcMWUG07AjXvQPfZ1ZZ2m6XI1FqO3V6jDnb6/RiFsvNe+k4ICA82SF1eCJ2BdIV67k+jlvlXAfw5AP8fEf3jvO0vAfh5IvouZFz5fQB/4SnO8fzsKkGgvX1Z7Pr6tvdAF8BOAB6ffVGKh6n0kfpuDlDOgQJ2Byytt3zZlL/1FJvg7RnlSTtr2KXttl6sesgWoFrFjb3WdqZgt9lzWGC1A0S7f6urt9UgDVCS3aYDn+XQU6oLkVhVTHtOO1No29zORi5S/Khd9HkIIJLz0Hqb8yIAv43gm0fitXu6lJZ5GrXM/w3slNH/0pMe86W1q84MzpM57e2Vsmvt245kfcxxAt9/KOV+D1bCvy8XIF0z0xatsoWlgDkoKU/bevWWPrD/q7V9s93nPGVHSx/ovkC9plZGaGWPapZbbgcTay0n3qpOFGDbwcCC5S7wba9PAb6tOW8HIr1+m6Hbto31tm0ge5e19FA7aFpTZ4AcMIwYv/Em3BCBT79Aev/4+all9naBXUQl7eml19+mCF714PUGtFzIakzDWD6byQt3qWGAOY98HtBaGmYX7bIrEKn7INMSVgVjaQdLH1i+u6VZLGhbzt1STrtUPPZabDvYgawdLPQaLEjuknzaY1nqw+6ziy5p26oNpDbqnNk+7f2073U76Dbn4nEED2PtJ0To7q6RFh4U/JVpmT24721vz9I4gTZjrQUDIN1/IB9ttuDtcNZbDTu4313BN/t3G1DUv5GB23qmambf2YLbetxW+meOOfvc0izA7qQne70tgO/ydC1v396zlSC2XHYrN1RwbXX89npbuue84LKa9fjbfaz33ooAdt2LVQxllQ2Z++P1BvAONEbQmMC3b1xaU6ZczpX22tvrYfuZw/O3EMAHUiCMNxvwoxPQMi+KzSlPvWnuyWr514s4deBsQPEcuWMZWOzxrMcNnK1kuEuiVxbfaGggu4/9TqvSaQcOC5jtwALMg7T2x/L8NuhqB0GdMVhwzVQM5/245d91ENDP9Le9HnvtLcC3A6eVoFpKxraBau3tvYSAIo89PhRa5u1DAfUffoIUCG5kuHhOv9BLuPDTve1tb09nSV5cXe2euk4W7hgG+dt6e0AFDU3CsR5sS93oZ5ZOmZ274XhbmgaYK2Ba8FLAseDjHErylR7HAvOu1Y30Gsr1NN89z6t2ZuCwP3qs1iHRQUyBXcFXrynfF+nvWckHP3sG6j3PEp3aWYdNGrPXba+zVde0MwP7HfXitfRASqXcQLi3QTwIoKMjoWU6QvIXw/ce3Pe2t2dpjiSJqXi9Aj5EJLp3rRI5+45RbkzTPICpx2hpjV21Z/Q71nu0HrOV+Fmv2HrjoSkiVqSbFuSaQUfB3lFzrJylmvJ5dGBRkLIcNbPEJMbxLIdvlyLU47RSwuDn96YLYLRxAj1XplrY1vSxgw9zWXilLH1o21RnRgrQuhqTpZ3szEmvywbS9XM76GwHYNHDPVwDDMR3b72GtMxllMHTUA7ttG/Xz9729qQ2TiKHPF0DQAEQ6nsB+CnOwcVQB2e47RasW27X7tN6iLuWlWvlhOo5qseuVS1bwJtiBe/JnMseLza0U0tblDiA+W77zlnA1OPE5pq9r4CrQLsd6vdTKkvXYZqqh6+DQr4Otm2g1zdNFfDzfrOFVIAzHDzbRcPb52a3t/Xu872UmQcg6qrNFsPXb8ONCe6Dz/a0zN6+pPayxRLGSabWoykGtd5I5mGf68wYasAGXmeSSAsM3s8XrrY1aWxikV3cWT1LPZ96yXZ9T0slKAiq9648e/C7AR6oHrh68jZ+AFSqxc4gLuLa7f0CcwljozAqAWF73a2+vgwmTXA6H59CM4PK96nUGedBYkZtWToqf5+0XfWa9ZnYuIdSb5b20tMOY7lHPpD4jH80YDrwRUGzp2X2dr22n8E8vgWPdOMAfHQA/OjXwdstaLWU6f3pRrw854DlolIJRHOgsWChtktFYz8D5ioMPY6Cok3UUU/RevV9ZwKv1os2+wQvAF/oBq77Ky1jFyJRL91y+3pcC3Bt4LXdT9tC701BH5Df43hWAmr7rtJdOsBMk3jtqlTJMxy2bZOTobTO+oyKAWZr5e5UxajnrrOnNj6i1xcjaNHn5LcO9OAEWC3h7p/CTYz0zffgRp4f+xzbg/ve9vYMjb2De3Aqa2H+7g8AcqDjIyAm0NFBrhbpxLOfYgUPYJ5xaafwls+1nHvLO7dJUHYwKLSLqaliQdAGTbWCpXdz79fSAqVOuokFTFH2sTpwG0PQbak5Tqv6UUpJr7GlOHRgslQUcy070ARAOZfUZeXPdcZkn1uSrFVu20ivsVXL2IHG7Mftfeh12BmbtoPZj7pOBs/ggfUG22+8gfBwgPvhZ0gdwQ3pUlpmv4bq62RkNb4XP/hX1l4kxfIERjEh3TgA/fAO3OGBLIStXq0FY6BSAO0MyZa4bYNzlh/W7ymYA3MJolV+WG7XeI3lf/VClYpICeBMe2Tlz+z6S4AzA3gIAvQxySwAAKK5RgVM64XbAKeCn3N5LdGmXcy98BQlOUwHga4DpkkAss1m9R6U26bUco+x8O2kFE1pbwY72Zftcdr2tPdgAt9k21fvSeu1t2qi3J682cr7O3rg+BA0RXT3NhhvLuG3Uh49dYTLfPO95/66Grn5z95ejE0T3MO1LMKx6MGLDunTO/LZdpDFO+xUH5gtjHwmoK+AYKf+1pO1tosisHSC/iiIFxmmr4lU1AxCej4dnOy1dUa+WbzURkXTd7LNZr0qb680Thfq91KSGYCapVmCz5JGXwcLPabGDWzdHgvElhoxlBdbegUAeVc4dLKDrw1sq1nZo3r8beDVtqHNFdBt4wjy8s5S1wF37wNdEFomJvA3DC1ziZ/z6rz1XwbVyssOyE+jSPqyWt8L577Zgk9OgTu5cBiJFJLsIhYKUHb5NA0S2mJelusFdqf163f1twJOQ13MPE0F/inXEbcBUr0+b4BfbZSa4xinOYABlboZxkrVWIpHefyUROGiVI6WZtD20Wu397QdzipT2qJfwyj0i/7vfaG+OM8weByLF085yNNDwQsAACAASURBVMnZQ+ZoBj01rSSpg45VE7XJSlbZtCunQdtfByQiYNHX9r59E9gO2P7IG/CnE+iff4jUEfw2wk2vGy1zHsBfBCztdOpVsZcR4C+zqzyHp7Enef4v0jK40aIHTxNolStCbrbyt3qBCqwtbQLU6X85ZpyrSICz969gqIoM3WbPAcxBR71hZgC+Kl2mKN6062tAdeaxd9W7VnoEqMHWZM5LJsiq3nrMfytlpdcB1IHA8st6/YteQHkygB5CVcwA4tkv+pncFCT3S8wV2Luu0DUzr94ZbtwOqi5X7tTtemybkNV1c2C37W3pKDUN8m4HlLV1E4OniO7+BuOtJRYLWdgo9k48+AvsFUSPpzDtOO3Py2DkQI5mP19Ke9JZwXnP9kU/Y01iarhVZhZPPvgKiJZuyeDMmsSjplJFqzApwUzD43bdPIlHvX/rMQdDjZRzqqeaQanv6v8KsAqmSsO4/LcCre6j9IqCVhfqOfR8QJVaKiVjgR2o31VKp+/Eu1WvX49lE66CrwC62da2DAF0sKzad91nHIW/325lu9Iy2o4GwLlZvFrasllGMMZyzLLNUmD22QHzGYdSSkTAegM6OoD/5J7s9qNfhRtZioZd8kq8ep77s7LzwOMFAsPjADxfshL63l6QZWoAix58/0EpQwBkb36zBfX97pccJuinZr1u/V+/Z0HfAj5QQWWKVcJouWwgc/3GUx8n+ZlRQE72ianSNcNYg6bq6QNVB6+e8zjVcygo63ESAynuHsjLguE6eJj9HAEJZ/ht3mwLcDOzBDYzaKoSpgBobjNWKijvAwA0TZmaEb6dpyicuD7bTNlwStCcBbbPziqObJ9oFUAK6OV55YF50Yta5ie+Br+JCH/wKYaffB9hE2XZvQvsy+W5P4ntueS9PY1tB1nkeDuAM52STk5BhwfAaikAZGqJKGCwUgy2JovVdNt6KQpcwFxu15lgouV7B5OG77K3HONcnz6M836v+9hg4BSrJ50MpaMetKMK5Op9awxB6RkFSkdzD17vhc016X0kA/bK5duEL+/roKiDiQI6cwVdbbsQZABY9BXAXQ6kEkmpZk1QKjOGudRUpItyfxRC/V+fmz4Plb4qZdaqaYhk9pDVbnywBDMjnIwYj0KpKJo6d2kS01N77kT0+wAeAogAJmb+aSJ6A8DfBvBNyIo1P8fMd5/2XK+VGT59p4dODq+tnPEVsGvr1yEgvnEDbjMA778N/r0PZeWllMCPTioQKWjkVH5qwRuYyyathtuCsHrslqfflehjvcQz+8tvLW6mC45Iwk+swExmu3r6bUDX1eOVcxVAs4He/L1gwM56yNFQGSqzHKe5Z2zpE6VJtkP1tG0gU3n57EEXFUwIle2w7ZJqpUhSaSgkKDsrQKYeuc2qtc/MVqDU2ImNe+S4jNYdonsPgcMD+I/vgm6+C/5j34YbGXHh4C+pMXNdnvu/zszfZeafzv//RQD/gJn/CIB/kP/fm9plwG73s16ZbtPtRlVDjkDef3m5+mdjT92vOTj4Lx4AU4T7zT8AnAfdvCFJTDeOK7ArbWGn78qTT1P1dgFZzMHSEAooNtCq3wPmoGfVJUTzWUMwgOScaMd91l1rSQENhiau9VsA4HRdKRhAjqWqF73GMSdDKXeu51LPXPfRGYEGY20ilH5ns51nuirg6mAYI3i9rvevgeWU5H7ycTgvVm6VK5xMqd8YpeZ+9uTLkn35nkpGq94jUGc3NtGsBHNprpjRZ6EDcKZsahJTANYbrP/oV9DfH+A/kCSmsLlcLfOsaJk/DeBv5r//JoB/9xmd5+WxVsa4S87YgnEpaXrBYyhBJXO8MkWls5+ZwGx7brIDwq5zvqwSzJfHHrtfU0xIt49Fr7xagg6W8xV0QjjLfQNzSZ1O8ZXLNZTBGekdUAHE0gfqzeqMQMFFz08kgNmZeieADELLRfXKla5RINeg6nIhYL8dKkArRaOB0l6Si7AdUEoVaJxAaR0bmLXevAZnNQiclSg8jtlrN4oflTUul0JzDGOtLul9HrQkQ5W8q+2TBz4py1zboeyTA+Gzej7a9jY2p/toexv6Z/Zs7UxCf/oOvM21/0/W4GUPOIf+iw3G4x7p5FQOcQVa5jreZAbwvxHRPyKi7+Vt7zLzR/nvjwG8ew3neTXNgOkZJcxFIHueOQJR/YEFigbQd3nxs23nnecqA9Xrb9fTr8cJ7v6JAMbBCtx34I8+lc/WG3mJh0Z9YbM+W1WFmvX+rE66pWl2FcMqx8j79V0Ffz2WrRujwFtALfP2tq6Mc7I2rGaUZlBnVdsooK2WeQCh+Xe7Onjxss/nM4ocoB7LEXi1AB8dSJ2eUovF3KvOVPpOaDCVWRpFC4Ug2xd9BWFVw1jli3LlQKXL7AxIKS+rZLKliHUQsDOp9ploYHazzQum55nTZ58DfQd/5wHcmMA//iNwIyP556OW+deY+UMiegfA3yeifza/bmYiOkMO5RfmewCwxMHFZ9CGfhqN+1WO/xR2Hh1yRsViQdJ+JzVeuX7PeOlkXwY9XEqAz9N1nd7qsTidBXOzjRM/X9B+2uf0fO2J+jXQ9O3uBtLNQ9C9B+I9xiTqmODBp6fzwNvUKFMUNFSNodstqFtTWsYODgowrVbeUVWqKHetVIjy3guj4slBSQQP7jIvrX00AzN3ARRlEGDvQJCZi3Lq8nmWVAYv+8zq02SFipYpSAx4lP1IlTvOyd85aYqPDqTypgZuR1EngbmuQ6qDXpaFslIqKQGqF88UGWkJBbXMzzOz3LfObpTn10FDz92qluxAYfMM9Jnoc1OtvWbcjiPw9pvAeovNd76C7sEA99s/QPpXfvxKapmnBndm/jD//pSIfhHAzwD4hIi+yswfEdFXAXy643vfB/B9ALhBbzz5m30ZMBtZ2bMyakdi+1lLvRiwncncvPXAHUDNi2s5OqKz21WKBYA1iHXRrKAFfujmFwSyVxlgn8OzVHvSfp2/U/r2zcVXGFmJwdNU1RbrjdAGtvaLBW3bp2xhK/UK8/ZZm7QJSkWR4eZyQqtgUWmkHkdBdZqABVXKSL1iItBWKQ5XAbTvQNuhUiLq1Q8jeLWQmeZmEFBfdALWtg68evyA0FYuCHilVBenSNl5cWYQCh603lZPf5hqcBqoSh4zyLEGrBWQU6oB4WGcK5HUbCBVE6LkYQv1o4FbO4jaYLh9Jurh2+emKiLmmnWb25G3A7oHA8YbfUliSp0DTc8woEpEh0R0rH8D+DcA/DqAvwfgz+fd/jyAv/s05zEnPPvzKhi53Clzx6fGC7ccnk2aaKd6ubOQTr/lYPPjqJnzzf7Xn3PoljaRakYlvQzUzK4+cM394Fr7tSPQlOo15pefmWXxjr4zyUCueoVqtlxAS7+0SUy2PbRPaVq/DdgBFZw1iKrUQGK5hoVwvVj0tT6L8topiURPr9XWlHFOtscE9g588whFVZP3pymC8yyBF738BD+/b4jHrtt5uZBzLnpwF8COyvmVl4b34FvHBfx5tRAqJ3jhspVuOj6sMxVNmsrBYbb0kfdy/0rb2MxhTaTKbUQHywrsdpag7W2Duhb82yqY3ssgorGNzRa4eQT/0RfSHb71ledGy7wL4BczUAUAf4uZ/xci+mUAf4eI/n0AfwDg557yPE9nT/Pyt55ie6zHBLyZt24BWjPibGcol1CvodTAIAK30/PcsTSNutA05nvlWOrB6T1cIrtku+/uHS78/jO3y57x4zn819evs/eK5UKSmBYL8RyJahBSpXQpgYc07yPWFFgsd6vA3gK3TvWBOdiUpKE0T9sngmQDoQJxzFSHcvJA0ciTguHhSjznokcX0OSDJeh0IwCcEni1KPVnKLcL913l92OSRxS8ePTah4MHBy80DMSrp62pe0Mkk9x8D7TNNMx6I5y1qVJJzknZB01u2gw1qcwOLOrlq1qppbmIgCHNYxS2BHFbxAyYx0zaxKbW2wdkhscsVM3JGsOPf1WSmD78HMMff+/Z0zLM/HsA/sUd2z8H8LNPc+yX3h4H1BuAnR/HcHPeV6/agmWellZvX4B5VobUHit7V/p5Sdow2+xxztzPiwbqF2zX2q+HUZKYhlGSmADwoxPQu29nvncqWY2l6qBzQuH0/VwbbUHGPutdZuugWODQLE9b/IuUdzfbjMPAjgDfgTaDgPlmWwYWOlnLakHOgR6dSh/bjuJdLzr5e9lX9UzfiXesAK7UkHcABAw5eOQ6uzUmAAF6AHJcszQfeycAnxOxeLUAjaEOHONYg7jbocQUKOa2Cx58spZkJVsmWEFXByEdiGuHqH8rGMe0u+2VHtJtSpnpoKjPDBDpJQsNxMcHwOf34LYR440e/t59AO9diZbZlx94HHuKGcAZYFdvynrsBdwJ4Ay8nHL0vOGbcyyvHJVTTT4x0/gzMwXLzZcA7AVB37LpEs9+h5pvbwC8Q7p9LB7l+2+D//kPC2jzw0eA86CQ5XlEJVmHrDfXcuvqEe6SQVo+3urg9XvAnGsHcpkA5bEN3ZNVMmQDrq46CrxcSH/aDALmCoKZmiFmsJcZJiEW0C/HUJDdSDVIXvZ1NgqA9F76ThRFRkLIDjJoAgL0Sld5GA7eFQ6dHYESmaQk3V/iEaScfUKmT+Z8e1m8xFBT5b1RTb/9TskHwPwda4B8NnPKswXS+w0BdP8RcHiA8PE9jEdvg//ot557EtPrbxYkz9OvX1U+aICdiAS8+67oYouCIgSg66vuVn+cr4EyfeEMr18GCuVm24SJcktmJrC3Z2IcPNzdh0BMcL/9hwJmN4/l941jAZW+ExAap6rHBurSbTYBBpB92qm/pUXsNqA6EQpqBaB5nmQEGJohVfVMrKAKw5cruIKoBlBzEhOp1+xIHPKDhXDoiwDOoMqdDFrcBQF95qwWcVVg4DL4Tob2SKKc4dVC6J6UxKsvev48sK03RSNPU6z7DGOhnVi1/ar312QqvZ+Ytf22zdrZsiqCkgXpON9u21bb2xYQa2mZ5aLGX4YR6x97G92DAf7DO1dOYtp77pfZBRz7udmghobhuINn15Rz9dR1ZXZ9CZ2UI23PT4DxqhLAuQZJYgDRyCmTUDlWX6xmp/KWppl5Ko9HUJd2+ZLTObtMk5joozvAYgHqJXhIm6EGPRW4rHpDTcG6TetX09T1tp+2sSK7cIU+b1XMKF2j3idRTSYCgC4H9nL1ysJ/52JhnBcXoSkXzdLtzoGXATTk/Q8WoCkhLQOYgvTRzss+U5Lqmfbacz/lRQ56ah2ZLoApyoxBtfQ+SxWj0jRpRqfwYdbg6/q1Tpwq0kxb3V9VOBoEpuztq+KmzRso0mXsGFAN8LfPzT4nKwroOxlwkiRP8fEh6HSD7sGA6aiHN0lMe1rmOu0yYG+5dSda3zZwSmUlGl//NmqEov/d9cKqV5VfUopRpI9M4u0wA8mByGTTtcBgX54W/M19zOwS2oUcgVNtnz3QZxsn0KN1CaBy8OBP7oBu3RQePnuFJciXkszcdABPO/qBDZDaujGtQgOQPqWDh+1TNomo1HPRGYORR+rgoVmqPicMGaqGTjfiRTv5O946BK1H8cyZkZYC9qn3SAsPNyXQkJCOvMgcmWVbkL4PR3DrsfR3mrgqezLg8uESONkAgHjx0CJrXH5rMJeyQgeUYxwK4lFUP0gJdLIu+vvShioh1QQr9vX900JnwNn3q8TRuM5+9Hu6DzCnY7StR6lzwymKcu7OXeDWDYQ7D5EWt8Hffv/KtMzLA+5Po2h51rZDLnjmMwvsLQ2S+bVKlzh5mZU2UVDPU0j2BIyxTqGBkkRSkj5MRyFAprq6HyLAoiK4CsBTSvPA7BPameSoPcCLJ3a4lPIDMZVAGYIHP1xX6ZtRQQGYc+dW6gjMZl7lf+s12sFbAd0G9NQU4JU/VgVKF2b9hYMXCkZ57FSpDw4u91kv9MvhCuwJ8dYSfltVL2kRAAe4IYnXuSQkT/DMQCKRNvbC09OYU/27OsDoIFDiBc4VL51zITYaJxkc1DMfp/k96D0OeSk71eZ7X2vqOw3g5jaJsc5iFOT1GpBmvH7J6gUqD986aVreWNvZJnHpYKHLLDIDb94CNgO2P/YuwskI+sHH4He+Db/dL5D9ZHaBEuZK6fvAnE7JayIKb+drskP2jnjZg70Hdx688EjBwW+mqpJJQrNQSmAnHCwBKAsraJCUZTFfIHswLs0BHqgvbROgtdTRTqC/ijqoBfM9wNc2VrkjOdAiiCRvsZiv2amDv1VqGKXT7Bk6VykC+7ysN6jZjpaKKfyvAcsgwDyjD4xHSbkWDC+FT2f1bplFw98FCX6yQ+qFYvFjBHcexFQcFLeeEA87cCC4bUIYEpggM84JcJtJ6EjbX5nB3oM2mwremRpKR0vQZixxJ9bZ7DjJDMlR0fpTlnByF0QcoLGMxIAzgK10ijpWOkux7QhUj9xmmjJX8G6pGFXI6L1Zrr58np/Z1lSpBMDbAX4zYTrq0DsvbRYI6ZKQ6R7cWzOFvQCcn7GpYL3zs8Z7132142iU3rmcjOHBfUBaBMSFR+oIrJwaM9wQQWMCUk1+YqAqZczLTIAAvJYhsAAPzL34RjpZD3f2vvgybDftJBSNdu4vOcATycAcAjixBM+1CNVmAzo4mMn9ZtpooKa46zOyCWwWGCxva4/TenfWK2+lj1rqIHjQhFLgjIjAHYmnrIXAEgsXniDUYO7D6pCkZYfUO0wrDzfI+TZvHYA9EE4S4nEHYi5LxVFwBVQpJrjtBJoS2BOIGelwKZc8TPNZTGcGuDzzKOul5vahKYIXfQkAp5uHcA+Eu+ZFVgPFSkWxeurMQE+1hAIgiVJF0ca1bWzcpASDm5mUevN2gJh2vIuUM14DJDZzdIDwyX1M33oL6UfegZtYZj+7q18U24P7Y9gsS9PUetnl6c6UKLqaefAF2DlnAXLnwcEhrjqMRwFx5RA7QneS4AeZjhIDxBUjq3djR/3qxdfOP/fMLwV4YDcHf/UGKhd5BuAvs9d1AFBVSRfA9+6D+psouQdloY6ueuM5Saas7GOtLS9gTb1B9SZbLxyYc/gxAXGqVICpkUKDSBYtYNF2rBUegeJRuziB+4B42IMSIx16IGa6hoHUEzgPIinIgMGBZG1QR0he+nYKBPYki0AzlfeiNe68BGhZqD/usjM2sHD+mnSkdM4wircfPHC6EY2+znJz6QJeLUCnm0xjRVCiEiwGUR7kqEguJWlKKKFZ+9sSA00fmIG6WhtIZ4YuLkJ2ndnNFuO33oUbIvznDzG8uYIb9rTMs7FzPPbCtzvj1askUqVUGkDtArjzEmRaBYyHAeORx7gipE6i4WFNCKfyANmRUDVcO4Rod1GngfpS26Jj2XvfmfS08952AzFdAvqzeja7AP4ye109/HEScB+nWjNkvQHeuCUzr822ZkQq8CpQ2MJSdjZYyuQaPtdy7s4Ag35m+fqij3f1mNuhLpVH1RPlnJ5PLMlBClK86quOvfPiZQcpQ+uHCZQipqMObpB9AMCPjO2xAzsHPzKYgLABaGRxYiYuoM+9h1vnEryZh+eQQVtT8/sg/HxKcg3bCbQdZHahAN4FCfhq3KHvCm1DU5RM2lFKBnPwpWhZKZGQB12tg6OJVMjKHG1XdiQUlD4f+zyAGgxWOkdzC+zsS2MkWtgsBPDRCvjiPgAgLj343n0wvQMEAvNuHCqnvLhn7k2tVcdYr2pWJ4aMzlw+rGqI7LlzEH49LQNS5zEeBgzHHsMxYVoROIiXAwAuSvIFJULqHFzy5UUn78BEIJjSotqpJm5Sni3fml/uVllxkZ2XCalmz9UA/FXstV0Dlgjp6AA0jKDb3wJ//FnNRFxvZNANPi+/RrUyopU32uJTuyiZ1hpaAkCJ99TPksj3dPanWvMctBegq5p37kJR0XBwwnXnfkybCenGAmDAxQTuHcaDgOnAAZS9cgeMhwSKgIvA9tjBDzIrTR0BDIR1AiWfwTwhHXSgMYJOR6FnhqzQWfTS74dJPHwX4HIxM+47cN/VAHDWwyN4+U6maOAdsN7W4Gui3AaoSiADyFz49Spc4CbAzRr8lgco7WedotCAfp4RzIKuOd5CeQZH6y1wsEL47CGmb9wGv//VQsvwJe/WHtwvsQsDqC3gEdWFeJXPVGDPqhkOXjrgokPqPOLCYVo5TCsB9rhCkTZOI+C3BLedc6kcIFLHSUCAgy8BVUSRfjHR/HqfxCu2wH+Jx0/egxHrAPK6euKPa8HDnW4kmenOXfHIbhyhLIKhSgsNqFmO3S6FZytFWvWM9cTtgKAgolN+TUqydI16pqrUUW9duedgzqfyQUC8ZXVQeg/qNHgpn0+rAA7y93AofdAPEuwXp0XAfFoS/IjsrQPTSjJP/VYoKWIGk6hcaIzC6QOVfoksgJ9zBWicBNg12Hu6qfSKUhh5dsuaQDhOUoxMVTK6vxOaiFIOkAYPJKp1d+ysSf/OP6JoyzMx2+7WmSKqCiX7nulxQqjqnClifP8NhNMJ7tEp+L0juNFUyzyv61346fO088Djqp7ldVgTTN312ayuOlC9aA2WZoljKQ+aM0m5k4eVFh3SMiCuggD7ocP22GE8qsBOE+C3jLBh+CFHzB2J7CsxCA6MJNPArC1nVc3o9E5XXWKlajI9YzvEeW3beCQALubilavN6d+l6NOuaeMuD/11HgQynUH3HoJjAi2XAkA2iQmYF6hqzXrrrXpGf7eBWGD381UnwPLF0XikSknYEr+JRY+/6Au4xUPNREWmXxI4AeNxgN8KHx17OYeLjNSJ184OSB1AUYB+PCCEtRzHTakEX0XKKPcbVx1cEJB1pyPcNAkd5H0tUdCFOhhtB7lmrUK5HUTPnmMZ8DVJUBOwwCxgasoylGqeJX+ETdY3V09+ijPgLgFXR2eTEa1ySZ+pVeeAarIWs9BGcZDZVOfADx8JLUOXQ+PLA+4vqzWLa8x07C2wlxWX8mis3HrW1HLn5QH1Dql3SD0h9iS5EQ4im42AGwE3yd9S2zpzm56Q4EFewNpRLF6Mco96XUQEtqUQLwJQ7XAX9ZbzEp70+/Z3bp9dPP1MdWO8fHLp8iSoV7G4mdYIT6mmlN+5Cxwd1jVTtU/lmAip1w6c7/T4CsYzz1G37eLcEwtQ2QBeaoAeqJ/nImNaGqCk7TPDbSfJQO0kcBoXHnEps9DUSb+OCwITEJ1QjUwQaoQZFCFxZF8DrUkLgDHAHnCDK6KCxE7KKflJKEfK7wW83NM4z+Pg4OqApRy3WmIAGdB9hkDtq0npqlweAbkf60xnFvjM8QbVukdbqbFR1wDz+vWtKcDrzEKD7vceAocrhM9PMH7lGHj3rUrLXPIO7MH9qtZ68zpFLcCmQdP6oiJ727LqjICzBp3YZeBmgJJMW91EoMhwEcXLYZ85SQDJe+ngzHATg4e8Qs3k4HQ6qPUv9OWMmGubgd1AbYH9Eg+yVXHYQmUXWd1v96BzWRLUK5kkpbXEtQriIBX/4J1Uh2yqDJINxgPzqX8bgLOft6CxK7HJfr/14O0zVQ146AHEOfgzZ57bSRmB4EBTwvBmL8BMwLR0SEH6NXtgOiDxNCND9btxgeLYpA75c0JceHkftowuJsTeCU0DCM/tHBBQCoy5aQRrEpiqxpRa0RnkMs84bLVGvedc1oAXfZ71ZoA198yhzoz0fhF1JaembVMsKpqiNlKljT2v/U5MzTVlFRUR6HAFMGN68xBuG0H3H4Hfv/GK0TIvynaVFDhHundhne2sgik1YrRzWInarGPJj3rqAAS0I8RzceLpJJ+9n94heXlZwIAfhZv0mwS/lc7hbGlglb2Vl9lhVkNgF+XSgPq599u0E2WQZT2W7bzm+LM6NlcJoFoAz+cqgddXAdizsc+LnUxSVpeWywo2wLzdnatKirbGTPG2U/3fLvMG7Ab5tr3bYKuqQLICpFAymryTPXxe9RLEzNmobjMhHXSielknJE+gQBD9tfRbdsKpTyuC3wjIawCVcj9PK0JciBfvIuDXQFgDsfcIW0ZaEPzGwQ2ZdtRSvVmhw15ORGOc0x1KzQBw2xG88FKHPSWAs569lFEw3n/fCaBHliJmUwJcbreUOX+OIvGc5rJTtt59285atsBINXd3GC4xNA4eeHgCAEgLD95uJYlpT8tcg+0qK2D/Vm+dXAV23afQNfKjvDkIQsEMWQ62BXhE7fAkU1XR/0L4y4UEoKKssoWwAfyasHjo0N+fQJMHjUmyWJOUMKWUJLDqUDm9XaP9Dk99J7BbUHfmPjO3TspJwnjpZZ888Kg3pdd0Rbuq6ublM5mNkXOSeKY1yYdRBqjlsqTEz6gWAKq7PlM3xpb4bZ9Ty+2q7So7awcQHZRTAuBroS5NvPFOtO7O5f4EIGTFRnZEOFDur1SAm/X/KP2Dicr25AGQePHTASMt8vuwJvhT4eIX94Du1IEdo5uSSC414zVfu9ahkWqTZuUrLSCmMk6gFhMDqkrFOxm0Fp1cX+fKe2jbTWs+sXdwk8a4RMdPWi7EJEAxVRqGXX32c08/nX02Ss8BItNcLhDuPML267fAX3kblPMInhktQ0TfAfC3zaZvA/hPAdwC8B8A+Cxv/0vM/EtPep5X0jSwokuJUaZkfH4xIMCNTMHMkpOAvIQWZT6SMB0A21uE4SYjHiewZ/gTh/4LJ1NahBKQ4hhBk6tBNnKwxdYvSrxq9wHQUARmQCOq//vcOTuUTkq246nHrm3DWkoBJSAsF7VDH/8Clva71r6deWuEIDRM30tQTymzrGGfLYDd2i7+XP9uB1H7HaB4qXVwcPPvEpWSukUfbo4nXqqh05zQK9x5xIUHB8K09BI/WjjEzIhwXgZOOXRNpkw9EHvkXA6AA2M6ZPCtEd1qhHOMafQYTgPCF1KqIN0DFvcBv3AYbywkeSfJMXXlJdqO4KNGaqjKFlXB5LVeZSVhEwAAIABJREFUSyJUG2tgliqVwZWqi6lzcGNC0QY44dAFfEW5Jlm6mcdv21+dPCsVtlTZLCelznZJv5MdxHS8FCchZzLT9AxpGWb+TQDfzRfiAXwI4BcB/HsA/ioz/+UnPfYraQqC1rtH5gY9lemxamMpCf/otsjuej4OAaQBVi8JTeMRYftmAr23wbfe+QK3F6f48NFNfPzBG4DrJAA7evi1rK9KPgIT1etqBngF2jNJTSnNF/u+DNjtrMaT3IJDBmmr8MirxnOqQJ8Da6BctOxpEqCu2a61b8commtm8DAA7hhYr0HHUtNda7aXaXjm3WX2FSq9ZmkZtZKM5M/SMXLxZ78jN1g/B2qg0P6vPLAnMHyWDNrgYw42jgmUeXI3MaaFE3owievrBoAmxngsmampA+JS+ndcMqYbEYs31/jGm3fxnZuf4M3uBD/c3sRv3X8Hf7h4AxtegongB4Cdh185hHVCOJUYRpFI0qKCnSY5ZYqLovQxSgxsBrBblnZQxQ17iSMU5Vcu/cFO8kuAPKjpuEoEQgZjksGOxrxdC7HpTEivxfL+mtBkvXYbVNVHtVqAHp5IZU0C8Pld8DdvzeIX59l10TI/C+B3mfkPzuVpvwxm+HbW7L/MCcqKNFQfSGJZeHpMOUiKrOslpN7BdSTvdQCmFRBvTfgX3vsEP/eVX8ZPLD7Cr66/ib/lfgYfnryL/r5DfCQvT1FD5OsR1czVrS7LZyiYGOVdNgXQamyhDgaEXLdb34A8gOXiNpjVujEyPkqpKnueIAHqGdvT9e0kiTUEwL/3FclOBaQtN9u8T5IkJubiJZOVPQK7QRqYJ8up6bT/DHDAePRcxt8iDlCaQhU0zJVjN/tpKV/kGakbE+LCQ5KY5PhuAqZFfvQOxXmhSbbFBSMeJizfWuM773yKn33rn+FPHvw2lhTxeVrh/1r+BP7u9idx51GHcBoQe4AiiTRYZ7plEBE1GY0C0mV2uuzgHpyWAKcu+1fuZYrggx6ccnmEVSgZspQYqfcAAdNKtPZuYpRELW8zRHO2eKaEGM6svUB1cLbKGbuiU2kcKg5QCawmCRCHe2tsvnoE3LpxZVrmuua8fxbAf2v+/wUi+jUi+htEdPupjqzTrAtohBduZCSSNniqnrqz3GR+uCwejZuklrUbRePrhii/x6yakdgUqEv46uoBvrv8AD/Ve/yJ5Q/w1uoR0iJlnrNeDjtXKaHHabczSVmuxhQ0YOyz1FNXc9fV43U1mxBAeTFiUs9E99XSC3ocTfgCds8SXg57ur6tHHvmYnmaQIeH0p+9l+djZ0tq7VRetxVViNHFt+9I2SfNwVxt14yIqADPLJ4yRRloTE0ZkKi+OAgVk4LSkKL6QsY0p2XkF8K5K5XiBogaLDCW/Yijbov3urv4RhjxjUD4mn+E9/sv8ObBiahXuB47bJIMIAyhT47FC6co90vMpU+SLTJmE7RyyQRRsYnqJy1DjYk5kXam3gk29+JwSVYokPTd0twTG0gFavDVZqiWTNh52YIzg3J2DvV9oVy/Pq06EU5o+fApXbpA9lO/RUTUA/h3APz3edNfA/CjkGntRwD+yjnf+x4R/QoR/cqI7dVOZjvxywL4u4BoBvA5MDN7iELLyINmkVXFlH9yFchJKub5LeA3AJ8G/P6jN/DL62/i/9kC//D0x/DBw1twayea+Al1LUngyu1zJW9UE7NcBWdNz5ZSCqEkaRWgz8sGkgH72aIkeRUqHRTLbOEyxdIln1+nXUffHqJUH6TTDfj+A1DX5aXhWOqcqIxP68sooO+SLeqzskHQlmJRa5//LirGHENWL2r2Cb4m6Zg+TcOElIOpRak1inadSegZACUBz4/ixFDizE/nzOtTh4ePVvhsfYTf2b6L35t6/DBG/Pb4Jn5j/R7ubVZAzMHY7OiwziwApIVIMZEyx68qn5hpES09oO2p1z8lcYCCBEjdlACSmFWhYnrh3OPSl9lHmZD2OXbGdZuz1R1Tvs6W0wdqgpOdiWmZYJ1t6aDMXMo+xFUOBH9xvwSsL5uSXwct828B+FVm/gQA9LfcJ/11AP/zri8x8/cBfB8AbtAbLwFKG5tNd3Z4VeeZpTP0IabMNLC44GXarR1dAZkBJIZjBnN+aQjoTgn9A2D83ON3f/AO/uvxT+Kt1Qk+PjnGZz+8hdVdh3DCogWe6pT1cezcgmJ6LxbYCwjnrFstXWw5W6CABimHGBNomrJcklEaBrF6I/o9r9fjz3qZnCof/+y17k/dt2/27zK8A4+jSCAXvaz6o8vr2To/9eBzMNf/Z+oXA8627IA91nkDtzPgovRMUW5U3vmMczAlIIhqhnghqydNLGAXBcBjn2vGJMa0lMJ2YS1043iIXE9G6MnFXYfNosdHh8f4P/Ad/N76LbzZneDz8RC/9vl7+OQP30B338MPgN8KwBIz/JgQOyexpkdDqSVfTAe9LGnUQUs06rHSX04069xRBV2We0iB4EaZdbgpJ12RHEMkyg7Oc85eNU1PVKlwmzls2rOstGaflTPvj5aXQAAlUSyFu2uMbx2Ajg4kqStQKQt0nl0HuP88zLSViL7KzB/lf/8MgF+/hnM8M7tWXldfFg/hWj1laSKk85k4Y9k/AzspEEbOSRzKtQKx8zlqv8DHd97BD5cMGgiruw7LzxiLBwnhRLJUSTuueilZgndpO7RAoJ5xPoZNzJJpuS9FpFSCNuP7meviA7nuB4BcEIlhSxNQjGWhhbk87wpX/mwB/nr6tgXJGMEnp6DbN8GneZm4gDkQt5RMq4dudfF6jtbTt3/b52IBPQ/UmgDHJagXS/lZTcLT77NX6Z/LMkcupXfDVuS3LjIoEfzIIuuFJOkBkqAkIgDCdODwiG/gt9wxfvvoHYR+wrQNwMMOy888lp/n/aOU4vCbBBoTnCP4R1tZSESLgplSBEXmmIBSL5+o1MQB57LEoFJtMgUqlS6BzLVnWlRoTyq6fXaQujosbclegrD6vyQ6GW8eqIOMtr3tHxp8jZl60cxlTagKWbWjpREyZlxkTwXuRHQI4E8B+Atm839ORN+FjGe/33z2aputyteYROONVrhpeGLeDbIK7ErP5PRnN9TRuw8yDeseSVp36iRNu3vEWDxM6B5FhLUu6CE/xTM4L9v0ImsHvNarVEpGFxnp8rqvnYe6LZRklR7WTD7r0aSUAd1lTpVEFnhe0PAF2LX1be8kkBcjOEZgC2CxqJJRm+ymZsG8bZO2fXZ5563nbmeUmu/QgL+WGJCaLARBKALAdVZGOYaUa8ZIQhHgtlGAMQdLUycSXqFiqgPVnWY6JdQEp9UnhPSFRwpAXAawYyy3BDcB3UNgeTeVjNWwTvK+TAkhL+aBkBcJ0QExMdJBX6pEimedZ5paE0bfUb2vzIOnLiDrusAehY6R33kQ89JmMgBkj149clNLhnXAtF67HWS17YmycsbQNeY58sESdLrBdHMhM/O798HffqMEdy+ypwJ3Zj4B8Gaz7c89zTGft10kt7NefVGRqLXlVxNnUrD+CKBfMDMgku9kD1eX04MDMCU48yK7gdGHnK7tZbrrNwlhHeG2EW6YxHOPUTrLdhAv8SpgeV7G6C7gyF47+wzsvce08lUPnL0eN0rswGl2X24nAoCRheoBKk2jHrsOHm0w8TnbtfXtTHdQCBJMzaoYkUXS2YQk/d+Wb7Zed/u3Bf+2PMGMp+caGFdwa7Ngic6uuKWDT2QBxrxsnSQ1RfBBV2NHAFJepENUJXP+PeUkJ4oSI/KDqGtil+srkejgwYzuNJfkGBl+y/CbKAMFSzngMtvrsice88zXvrO62Ed2ttx2BKaI1C3F4cj3xH3AdBCQFq4sPp2PgORJ4gnIxc+K9031MQDzNV6z9z6rukkEIMs3rUy47Sv5eksSU453hM/XGN49RLh1oyxu8jxomRdnVwkGPoVxYhDxWU/2IktJJH826KvvD2cvdef3UAeERCCS5BPH4gH7jXjHCp6UaQ83JcnQiyzAPkXpEDHWxSHOGcCK3h109h5t4FI7p0o8vSvlXuPCI6585lfr9fkhwa8lduDz/ZXs2eTKtJm8A7MDRarySOQ4wGOJOF9SI8olcoMMuAsZuIhEOXNmYWU15cCBOb9us1XbSpK7FBjA2cF7x8zAcsCzzMpFKBmfnAiEKLr3zH9rAFLqJlGu+mh4arYAnxDWKPtwLq3RP5D4UvH2J0HM1BPclhHWJgkvMtwwiUJlMY+H8aoXp2jItdAn0346Q1l2Ik/OM+S0COBOlDBx4cDEVXlGVJKv2Mm1EmevfkLV1es7ORlPXT9rK3qSzgwM7+4bsLffyYlYFKPMHI5WWQp5OSa92uB+HXYeX0vuUj5eEk9yQgcnMFPRt1LinV5zzfar+xX+LAGa0MJwIE6SGJGToLjhtCkyMIkXoyu1ky0/qosH6D0+zqpI1qzE02WOPWfxpY6kLEIvL2vsATAQtg6dUSf4yODoavaslioo6hCq+vcX7LVfqzGXJep4vQYtFyW4SiHI30C559kMsQXpXSv82AHgvEBoqWUOqZWinruZKalMD8y15ICpMirqj/w8k/T11MsKTOmgk+9PLCrA/PjU0/VbcVDi0sMVSSDgRgF1v0mZ8qBZyr/figqFxoTUe/jTEW6ISKuuZGiyJ7j1KFLGRGW2m/oAd7KpZXxVX5618OJZUwFiSgw3cL4eqYWDzOiU2WisVIgufemmlNUxqNSjlt62wdJJ2rNw5tG0v8aazKyLFOD7DlhvML7/hqw5+/HnSO9+XWYTl7zPe3A/zxS0gTqlLZ9lr4bzeoqUp2ExVj03UEdgh7pqi0kZplgBuoC0erTMpU405cJkZUEOpYGUW9dtVkKllf0uWWfxjNnFvJtCaCWIqssD5nUv9fd4IN5WqXY6ADzI9JinNF9dSDu8npMcSr35Ge9o9nkVLcbC19LxMQCAhxF08wYwjChF3jLIKjhwSkLhWC9bPfUz+QhmMLBceuHZcUZid+Z7gCz6sq2yR5kBZmHAJAiWlkFokezNp1UARYYfEtw2YjoMIGTQHSFeNwN+G0siH0VRd5V671l1g0EkmUrx6dJ97B3CySiDZAKQA6LimftSqVGULBnEU5JCZ+tB3ofVEprRKsmCWasecjYqGcol057EAujJC42k/boAKwsN5Td58Mjir9lzSaoPzXGKnCQl8YBMcRX1WHYWzWIskng1wD8aMLy9KrOJ1FEtOHiOvTzg3nopL0lgTTLGmmCXmSZL7Y1MxTjIggwaqZ8iCBKZcS4hwcFS8LNsxHK+SuUU4E4stc4NuFuJYZmic54tqNoh8RmvvZ1NkNXilqQlo0HXxUYMsPNC6Jiy1BdJFu10IHW73VDvRfTJhgcu7cgFxGZlf+mCjNpXqBJkMe/BWsf96AD8yR2RRMYIHkcJ5vXdbPk2AFUWCpwNtF1QTXD22w6Umg5fPktVXw2Ik4IM7LlSIjuSAShU+sNtJqS8IhIypy35GVSBxwsdFxcObkpIWqslMvwYyyzBb2K5Njfmcw8R/hGXOA2dxOKh62/xgGWpP5oi0tECNCW400GUPCV25apSZkoisfXVOQFE0piWNdZQacW6wIi8wtJOQjexJB1u872Meh/52eRZeVnEQ4E6+JrEZKkXHYTVEeu7smgIPVoDfQe3HeHGBdI7t/e0zLOwM0HVQrGweJ0ph9ZjroGdAZcgUSSX+cmZcmGX+iElo3/PL5/VxVpPXSkMC+xPtKTeOZ7xOYOsSjfjSgJoKSdWuHVV8YTThLCe4NYT3HaSl3GQoBamaefsglvaYcd1zYLgV7nXF+koOAd3upHnc/cesFiADg9k4eyDlZQgsJy7VoG0FSHt0ntKp+RjA9jdhy7aruUF1FNsaQFL8agc0hTBc9tRgpDLkB0Q6Q/CuZN46yRAGDtxGNyU4KbMXeeyG0yiCqvOkN4XKkfuvY48AmhEoibbDAW43Xqs1+2E2qONDJzchUpfRM71mlwBZBeyrNfo9DVByegAchCYC+8uNE4Gdxa6p4C8filVR4+deYfbZ6PXpzV9svy0tP8wYvutt+DXE9wnXyB95TBnsF/c9/fgfhVTzxzI0ijzcqn3blgcBV5ySbzQHPEmQLwdRukkxRyARMZLMyBuBxH7v1XDlJKh5oFr5cGLrFlpSgGAWm/RnF+q0yU4IoTTBDfIqjtpkOlrWDP8hqX+9pgzb6cM5CoTLQPR2dmFNOFLMnN7WosJ6WgJ+ujzksQ087BtMtOuxSQAmT1phUBVE1mzqplzFE6zBShszXMFFKUIlM5J+Xu2hEFO3cco2/xmqs9ycqKUAcpszg25BkvKC14vQ1HWpIUXOoYhnnRw8CdjGTjYI9eOyZ6wg9BWw1Qnv9oWWvWR5Tzc1UxoYq6F2w4WoNMtaCHUEoIDjRLw1wV0NLkwrhzCqcw+KOsSXK73nkIenHL5AdpI8Tee0UWQVdigX84ln3UgswFzNR1Ut0O9v9UScA7d/Q2mG4vyXiSVq15ge3B/XMsJDEAGefWmTC1uniYBdy8cqlaK4wQgkkzzGIV+KVlt5sXSoJOeswJifdnOeOq7vIEnMXcWYIQrzDGCMco4wMiJFZTVD+Ld+I1MuaVOTvZocnU+nW3Itcc689AAtPVMXweLEbQehNrIC6WnTz6De+M2sPn/2/u2UE2W67xvVV/+y77M7Jk5cy7SkSxbR0lkkxhHBAdycQgE2QTkpxATsJIYhCHvwcEPhjwF8mYwDoIYyRAcAsaxHxKwoof4SRCbOLYCvkiOjY58dOacMzN7z97///etVh5WrerVtXtfZmbP7Mv0gp/du7v+6qrq/r9a9a1Va1XiHqkhCFSc69Ps6buV+sFbDxpg8P4NDKZW809tR/peEfWTByCrCt8n8LDvHrWI76A7qiQn8LKAWzWy0WbT9VTMLEO2bsU+M8sEHMP9XNUhWzchBACQVU1PxVQNUOYybnUjSa6LkJ1IQyFkTnKldsFIqSufPANVbZ83tarR3d2BO1iHyglu1YgRWFcvnXjFuVroHp8Tyv027CfhyMn7nMQLrArBxQC4wOED6Fcexv4VeXz43ohqA7EpPRbeFQ0PjeBJxU+OQFsLuMMKtCjAr9+JafZwhjfZBO6nCIfIjeGfXsu1P5LwsJh5wL2DEKz0wb2RGdRloJyj94vUmzwg5UaBfoa3YXutN4kC+0l0TPpjHpOTro9piIFHVJ1B6RF2hDK4irmOxe++CUbiRnanUtPKeHSdoWM6sF1a2s1fzzM5XSUpcvDWXPKm5h3gO6Fj1HumKHqtGTg+5vZ5Wx94oKdT9BgYaoVaTlP5WZfIPAO6dhjXJKUA9VrcnMdA10p/AOhLSU0HP89jfBVfOPgygDlR1HhlkkDYCBT4bdV0LTACgUIJnH5VyzsDiIbetJJgnChmWuJ5EV0Rxd0xi+Xdqo4ZpXhRipdP54O/uBO6VL11HEVeHYUYT13jI+2oQmE1ElfxPih7bULNhMls4B2j4X51krIZmjStYRu+v7cLrCvUb+0iW7eg77wP/+YPSHDBiZZ5PjkN4Nmh92CJS9qEe/ceYLNhBwBJkIzegwbB6GgpiwH94uM9IjDaHzMFS73GYrFudckmquMx3JVnVUrohCW/VNjbEcJSXLdr5yECpouA3vWTQdvFZNADnl2BIw526ONNoWSAnsqalaKll6Us0dcbOQZ6TdyuXGz6POsyChz3mhkbrzT9XuYEeOwmpkjJBD49BA+LSTs0BZ3JxsRlMQBi8h606sDzPG7A82Uh3jKHbQibS4PgeaQKTKBZOHcS8jjUKz7d0ke/uwznzG8szySM8roPmUybwLsH/hzeS/tnMsYxQQdJaF7OhJJxXjIrERh+JplGKBhfs3UHzTqVBboGHMIWMHp+v2MAHHOtRsBvONgNHOAyoYe0jYDcVycDu4lPy7WtXG9b5I8rNHfmyOcSCG2iZZ5XApifCPAIABp+nNwF7xjnASbxhlADKQcree7jctB6IQAYuKqNJtRFAGcKb9xJooG4Uv5dq7OAr/3ReCMExN221g+X2dBEnfCHGYsWRXHPXdDCuv6lDQAfgd3w7MeMpwrsqf3gurpBAuJ11JrnYICa6xq0XMqPXWOf2IlUJ/sQlTMaWBW4o9boe7DXMU2DienzCF5c0c2OwkTrOLo3UtPGOlkzGIXv0roevI/C20ukSDgHn4k/uoK6enU5lvAC8T0Oxkc/yyNFmcZKiRv2uqAIaRq9jayAOICxaviSMKMTV0lPEdjFBRKxjFvV8MsyAjdRTxVx6WKceBf86zVaa+wvEWjdDPKrUtdJflb7/AZau/m+jqXSlPp89FqWgatA5a03wGKO7PEhmr05uo+/BteEYG00HK9UJnA/pxwDeOC4kTUAPNgZo08oA4ifN7Ps0DzJ5U+BPdXGBpwsyb1fhGugTmgK6C5ofGSMbUSghgGT2Ft/8KQePDauhpZJqSMLTsBQY7+Obo9joprYYg5+/wMJ+dt24oJalgLwXESOXTMxHaNZnOu5WDXE+mQszU7MyNkrNWNzsQZNXHKi9pN3BP15Ka6Nqv3qM3QENJ1EWwwaKlUteFEarVU0WFd38GUW/Nq98Y0HwAn1Y6gZMt5TpJy096Ail3sGv3UZn2yogMwKAJ1o8XbF4oSfR5HLSqEU33xfZnBdBw7JvF3dDg3DZnJR/t1turg7lqqwwtC4SEYRAmD85l3/m7YTeKTiaDDpgoN7LCDPar1B9Vfegqs7ZH/5EaofegtZ1U2bmJ5bjKY+AHh7TSka/YF1QbNVmkaVWKDP0EKEE3ciniSWf71IgE99+a13UNsO22k1QgPcgzybSi2ocdkAO3f9tVEKZuyFNX3kVKu/6lI3ogmrB4Rz4M0R6LW7iCn4ul6rpqChctMIbRPS8EWxu4WtWEO0arnRQM89yCsvrD7ggPDYgAQEa9p+JaGrARcomqaF31nCHa6lnUUeJwfqANrU8PMcCHw06waf8L5zCA2crc1KoAnhArRtne/5cp0AdDJSrxigp/w6H0NPU9WI9h4mxxhzpqrhby1ld2rQ3LnM4WqJk+42rZR1BLdpZXiVTms9fJHF5BhMFEOExLHuvNgvilw0eWsL8SO5cXUizcNOWWskBoCqkd/dbAbeXoI+eoz8qEF1Z4bi6EiGppQ4OKfJBO7nkRT8TrgWKRpAXmZ1kbQAH3ziI1cfOXMaBc1jnjIY4c0vtK88BA6NwR7b5iLFY9tBnPfgwtbn3mjsp2ka5/Bdv3bADgBZBn97WzTGt+6C//w90KyUie0oJPIoCqEQjOthzJ9qtfExL5nELTceazlr4FPQ1LKqqKiBTzXmdRXtK/FNCDFOsv0jAVP1UMmz3r5CAo7CSTPcGjEODDJCHqiYaGvKgJgVSe0MRYbo+hhAVTRh7u+pIBioJWsQptbLSinLeuB3Du5gDZ6Vcl1XRiFODXkvE45SLJxFmgm+Q9aasdafNxDDWEdlrTJbRrveBfK4sZv78daJIIZa9kAhaRnhHGj/EFgukH30BG63hP/02xMtc+Fi+HeVAU1jKBoA0UDK4SQR9xOBC5RM28b/yf4gU83F8q/AiwH26OmjS0vjkSMFwrWwnVrOxPYNgHeUgjGujpYvHtwD1wu4zyGcO7jHh+Aih3v3e5J9aWdbNLrdHeFU1dcd6F0jgeEmJtXGxygX4Li3zRj4q/FUJ/B034Qem52rXARuWHcpMwuo1Y1kOQoGRtIdpqEeaj04y+DLXBQeC3AuGEjrTjhvfR/UBzxzfbLqQfgFf3yF4kMfdY+IoQijZC64SNayclrI5Cruyb3hWWI0EUCt8Pw+0ETo+rEqNGk5D/ce2LaOxdjX9sd289ALLvV8KYro4YOqxvqvvYlyv0b27geo/sbb15iWuareEseAJzteJj40+6PSZBQK8slCLcvALus1euD4C6PasN5jtD3PKWaSGhUL9Me+x8eOj1MuI3TMKS+oThhXJFH2Mwl1XjT39z4UF8iiMD9uHgI0hUne+pwTyXcsQMaYJL7/XwHZAopOCEA/UajWmBrsdZu+eqIEIyp1vqcQzMqByyLyxATItv8QwI5Yooa6qumTucCAOIXkGs5Jdi7noCGgY4A8fbWja6gH0E8eAPq0euyiDWAAoF3Xn9N3KM+E29dJyf6+ikw26NWBpvFSj8auibx4FujQhDtXLyOyxvHB6tysrjz39Jh9BoDsf2AGNQTe2QI1Lcr9Gs1OCbcSf31fSBrA0+Rqgvt55Lw89SUJ6wsV+FSlYZhIKBoXEkirpwpEi9GMRDbMwQsD9RRYHZ1d9wgYS1iGEUC3gKT/Y6Q/saIRbv26S9PCHaxiMnHOM/Bfvt9vYqpryTUbAA6AUDS6a5UTEFaAtB4z1jXWltMlv5YfcPBBM1aaovMxgiJV9RC4FLQ8A03dUyCrTR/lUDl6NZCuKqFBmi7mLKVG7C9UhLbWDXg5C4AofDi1XoKXGeoFSn+QAegwtmAOybCbHkSTceNZDne4ES8172OMdOLg+55l4MKJLaHz4kW0quKkSVXbTw7M4mMfjgfjTRr6OOspG1tOVx55Fupzw5VS2AfSG4hL4OFjYGcb2YcH6JZ34H/g7RhzPutuKrhftqQukk8jcenMwscDweLugBB2IKadO01OojOewnXQgjGdgeujdFBneFSrmcgXBv+P+tePTCY3BtgBYFbC7y5Bf7EfvV1oMReg32wkJAEwBKTOCz2jfPvYJqYxGsD6y+t5a9xTMPdhhea9AIhqmkqLBC6YF7MIyD3Ys7gjmh2hx1aZ3sNvLyJVw6VQGRpvPYaoBnrXSkeSxIJ56D0SxiV6nhR5PzkVubQ93dI/K3sDdtOCkAs333a9wdazTDh1IxuSKrMpyhqgI5VIgcrhmKhDAnhlfUiBLqSTTGNHEQHQVQtFm0CcjGwCchf6td7I+Tu3gXWFzWfeQH5Yw337O/BbICz1AAAgAElEQVR/+zPIN2fTMudCASL6FSJ6QETfNOfuENHXiOhPw9+9cJ6I6BeJ6FtE9AdE9CPnuce1l4RfPrkcxyU1M4M79SDhuGtzNKBYKgOOO3xfP7Ye398jfppWPm3blz0hhjqH9HCsG7Lsx14b+2gfU0rpvMCufXtB8lLeazVSzkrpS1kIoK83wS2y7SmT+J1OeHcFZQ0/oEBhwd6ChA0sNtDeg8YeuGdouANNIKIat17PnLSzanrgDJt9eHshf/MsaMKGiwbCpFCKoXJTyUpAs4RVTQ+i80LAXukI1bh1clGKaFaC5zPwvIyrhLhNXzdiFUZHDfYLCRvQ9RuwnPTJeuRQ3fTfzTM5zs2GMeb+u4BMyPNy+Kw4bFLSSbTIwUUutJVOfDq20aaWm3M0WPGACNhUceVOnQc3DYonNbqtQmLNQGgZn50O3+dV8b4C4PPJuZ8D8HVmfgfA18P/gGSMfyd8vgTgl895j2spp0YoNEA2iJuiPzoDhNy2pwNl+klBPdwj1a6P0SSGYzzWl7Ydfur69DZ4sRGo1wyHcAL2M5h0zjCcPnW0x+eXr+BFv9cat15/rCEIGDNL+IHFXH6wgV5AWfSA7eWH3RtAw7uj4GzfIy2jhnlLWypvrpuRrH91ng8oh0iBaLCteRlBjjoPOlzHTU60rnracV1FbZ5WlXxf26zcsnqHtCHeju4qVTD34T4K3I1MEG616b1+HA3BHJAYM6G9+m765Vy0cKVHq1raVOSira8rCVOgrqpNC1ptYrtJ6zQaOa0r0GoD2lRxcxZVTb+KCb8vLQvdDFbVQ94/xJ5C5+V+Okba/uAKC++B1Rq0XCD73iMwEbpPvSHeMhnhuI9l8uqd5/1k5t8B8DA5/QUAXw3HXwXwk+b8r7LINwDcJqI3z3OfayUn8cNj2qZq0KrFGo13oBVrTHaNuZIC48jH1jlYEQy05QTU7URjP886FHaiSPcBnPQJ42Y/Y+NHQUt6EW6QL+W9DkCB+QwcjGHchUlxPgevN4Cuoqo65r7VzUoxOmcwjsZJN1I4I3w7EADE8PY2HlF0BfQ90Cjnq3UEbZIslREnk/D8FrNAaQhIc1nId6yLn05UOrGY2PUKilyIPUJBlHOzCxcQSiWzbTaTWReokiLv200Ed7TuDZsatC4YsnlWCq++CROYathm/DgYlo9RQmqk1lWGtkv7m9oCdYUE9MZefafrfu9DfMZhxUZlmFQLycRUffo+sqpD/u5H8AUhDwHaTpPn4dxfZ+b3wvH3ALwejj8G4Dum3Lvh3Hu4aXLaBqcxOYmuccZf3Frvn8ZobI07Y0CdaPCjKQCT7z2Ty+Xz8uXJZio+gS46lzxL+y/6va6DBljVsS+82YDu3RHgaBIQB8RjpG4ClcP9B+gjSBL10R6tFg8MvWT0WkjMPSxjNjIBQF70GjeAGJLC0CY8L3tNlQjwXQzeJeDM4OUcdLgSnyobM8V7gF00LLIGBtNdqRSSZoR2UidhddXHPm6u0nsHvpznZTRyam7SCMQ6QSxmoE0t54PtIdafZ0GTL2NETABAVUXwFuOw2WwF9GOp5dWjyHM/GaoRVdtsDNVxk5rWo22tasB3MvnvLIEPHiFbt6hvz5A9fATgzZfnLcPMTHSGR30iRPQlyPIWcywvohmXIydtcDqPhjkWZVLFblg5S07SutMwsWfIuXaLnkduiK/6s7zXQPJuZzvo7uzCbWrwJ+6Dv/1d2VrODD6U3YZxExMA3cgSt59Lhdqg/px9P8bOp37iI7z+wCXSe8QQEwpinYQaiNpy5oRuyLM+V69nENoBZ05Ha3Ft1LAV6kmi+UwNn9zndw3grrw6B8NlXIl0UYvWkAZxeDYhlZ5GiMxcHIdoENb7JgZaZFkMQEbrqgdg9WIJqwH1kU83UQ32oliPHRsH364K7ATL3K9Q4qazFlQW4FrK0/4hsLOF/L1HaLbvgz/7/S/FW+Z9InqTmd8Ly9MH4fx3Abxtyn08nBsIM38ZwJcBYJfuPKe6d8miNINRMsn+kJ6lSruUPkFG3SXtdWAA6qPeKlaexfPnrN2k5/3u1QkO9lzvNZC821tvcfbwAFwWyP7oL4TzvbUrWu7uDrBay1K8bvrwEpqcQ6kHfW65ap3Gzc4aUrW8avXWy0Ua1tenQGXdJK0osANG8zbf03tb8M3MpGLtBAHABsnbtUlK/YR26XEE8NBWScAdOH2mWAaASUfpB+Cvb6B6tNg6JCqk7E61K6YBSKsmDkDDHR8DdDvxWk8lPWcnVf095/nwul4zhnFaznv6Z73B+gc/NtjEdGHeMifIbwH4Yjj+IoDfNOd/OngX/CiAfbPMfWUk5ZPHPgMO2hpWn4JOOGZEHXDy/ngZvTbGg6ec/mmc+Snc+TO5Mp5Q9yXIhb7X1Hn4vR3g8RNgMZcokEDvZaKAbekLC95ZJlq9lgN6EDAcM/I88rUxJHCa5MO54XcsfaNAQ8Fgmec9F5/3/LdQPLkAf4jpEo3BIbQzW88Po+RwdBH0vWZuOW/neqrGa6jckMs1y3qqJUwa5PtcwloHF3kEe61DtXxqWvFkCblM4dwwvLFy9GoDiA/RePTYZ6OeRVpG7WY6sdq9Czr+dgOaLaPPLs/Bmwp8tJJPCJ9QHMgmJh9CVpzHW+ZcmjsR/RqAHwNwj4jeBfALAP4dgP9CRD8D4C8A/JNQ/L8B+AkA3wKwAvAvznOPSYyck2cehdBEAz5TWx8UTjj3ZwXpc5dNlq0vWV7Kex03MQlIc5EPNzE1IQ5KAGfeVMK1280sbfI+WI3R+rpbDbTvZH/OatM6mXRdz8drqAMNQaGThG50Us8f1bR1Q1SgZwD01I36mxulQoPLxUTRVdODowKwtjvPZN+F96Kpq7Ki7Q+x2kUr7/pNVE3VA3NVSxz9Io9tImp6zdtJhjRkWe/TX9VDDdwGUdMkGk0jYGw3KukKpSz6ttrnZMHfGIsHq5+g4FFZgKtKXGU/fATc3kX+wQH87A7405+4WFqGmX/qhEv/cKQsA/hX56l3khcg1ovnDGv6i7in/G9euvMA92krlRcI/C/lvZ6V8DsL0P5BjGtP85n4cK9k5yqZZToZzvmYcdz6SWsZlRRMlHdXIA8TBTeNbI5SUWBXQCuLIV0DIMaS76gvpxpsWQBZoJWsxq71aN0KuLpDFBh64Ci/nvrq2wxGVkvWjEx6v7YbKi+6muCwQUlXHMDwXp24iJLWa+0CJjhadNe0FJb1hw8uk3FCjBOziQukf9NNaW3ba/BduF8bju/tAZsam3deR/Hk6TYxTTtUX5ScQ4PlU+K4XIt4KmN9fDYPlZsrqpGGDUsUoj/yag0qS8TMVJZ2ads+nozl3C1A6zJer40l8FCJFIzNMzBipLXXFKAUaJ3rQc56ongGvAkTrIZhIDE8ildN3AUd6BhSULaUTegPZw4ItH/k67XNNoNUoFHUjTJ6tYSJQq6HejSGvc03oBOq1bKBYSz7zEyWKpbe0nHSOD86Puk4p7SYpebUzlLVIKIQuMyD6xrFE6FlZjPNxHS2t8yVsWJNMpTzcPYXwnVP8mLFESQfaCaUmQFx3lTiDrdc9BqubmKyXi4qgaqhwhg6geNGPN25aqVtj3mMHGungqZqoart2h2ySomYuEkxhZ+Cn/rGA/2xMz7z4T4xRK7uGo399MONQ5s68vkDwNRy66oPdLap+z6EPlLbgTa13K8Q6itOnNpGZiDsqJX+mHC+gExAGuqgbvoVRbqBTCc8zRkcVyYG8O1Gxrbt76Vlwn4Gcq7fxPTgsXT5KTYxXV/N/bwa4iXxuedr3yna/TN6jzwPwF/IauFpxttqpSfJWdcv6/meU9hR3ObOj/eFT+28BI2baSYm7g3qLJmY2JsIoSrW+AkMQTpqmFlPDagoeCjfa3lhXTXYoFUAMJ/1gKoaqXK8CmizsneTVO8a4+oYjbFKaVhqxQbLGsSnOeF5OxI/fLs60bp8B9FTudfCU2pFx0tDO+juVauJa93eJyupbqiB2zHWduvYqd0ipcisIdY+F6vJa92QlZ5MrgWwqVB/5k3ZxPTeI9SffQNZdR0TZF/0sv6k+q44KDyzt8hzuBQemxhehsfKac/hPO/CFaeBYjyVqpZdqAB4tQLdvyf8s26bhxi/NRNTBBjdZWrFhCeIx1bDP5YcOxtSCjYsbm4gQKkgYAiIGqKgboblO6OB2g1XCqiW0ogDQjEMgOYwjXVp/Bvb9tz0RTVhjcmi39NJRekWFftuFMYAWoSYOjbtYNvJhKaTkCNAM0Qp1aJ9Sh0e7Diqlp6K5ertBNJ1w3MaeiBMQry9AD58DKo9mt0ibGJ6A5wT/JQg+xWT5wHkq+NrfnMkc/B7OxJL5Y274O9+ELeW89FKDH6LBTArw74EDobV/DhQWONoCvjWlRI4bvRL69Ayli/Wc+lEoaBpN9zY9H/aVlUOTLCxCN6qtds4M9qeyMMb/tty4sDx99ozoAlkxoBd76eArpNVEgIgtgkwk0jbG4+jAdmsbKzR19ZlVxV278FJSVX0mnUbVVAP9dLBEbC9RPHeI7RbrwHvfHIK+XuqXHWt/bLkNK+Xk2Qay9Mly2ImJvrO94Qzv7UjnPP2lvC8gAGfZNOL5d+t+yJwHORVcw7fjcm2rdauABQ8Rdj7YZmUTmAW24BdUWh521bdhGU3Mdl22zJj74w1Yup3xiYx9aCJYxP6ZIKzRYpDw/6mxmpzf26avm+hXmbu6WxLsaRJUrSd6QRq+66Tpe1zuqkprcM5oWV01dJ2qD59H8VhA/fBY/D95TWlZW6KTKA3CQB4D7+7lB+luj1azTWNAWP90CM1kR8HeCspWIRzMb2d5YO1XPifzGQAYBiDJtyfUnpozI9eeWhLFSmo2jK2btWuPQ/7bF0t1UvHUoaD4HTGYJmKtqlp+vZYoHdO+h+CrDEzaD7rd7za8Q7jyMw9H56Oh/fjtpL0f6s02ZDNav9oGgkc2BCwuw1abZCtW3TzHNmTQ0nkdg5aZlqHTzIuV5zLvjbStBICl1nomFkJfvhIrrUduKokUBQwNKpZl0ZrNLVAacFaDXypVmk5cgtY+j3dHal1pu57+r/1h7farDUoWq+aNFplMmFEcDxGv3DfFu1/jGPjh/SP5bA1NLL3GIQwVkAfG0uVcJ3UsKzt1++Y9pDdDKaik5pziAHgdIx1NZMe6//JGPWRIoNX1OMnQFkg+/CJTERvvwnXatwdnCoTuE/y7PIiVyc3ZXIpC/ByBm4acF2DD54El8gMvNmE3anZkGoBhiAXgbAbUiE2oiBgwG+EP7eUTuoDb8tbDt5OJjrpGG54cP9Um7cTjy1j35l0ErHtsN+xk1FcHSQ+/jpOXdfz43ai0Xqsm6dOCBbI0zbqhJauliwFloZ5sO1ONzbZ8VUvIcPNkxMvqpisY3sJtB2aN26Bag+8/yE4I7jav9CQvxcrN+XHfFNkopUuRhQcXBaBmUKgMNnY1AHEwxgzqRFOxYJcqpXreWtItRokMHThU3DSySJ93lZDte2K/XF9/4DjtEraD3uv2B7tjx/+/vW+Wp/dK6Bigo3JyiJo3VomNTDb9loqzAZqS8MC6Bim7db+2jGzE5O9Hl08jSFb/1qPIjtudRPcZXsDr2s9/Ez2Sigtw3z6b3TS3CeZ5IUKSezwzAmwhw1I3LZizJuV/a5OBTTD4Ubu2QJSSsfYaIOqRSq3r1qiaod2QtDygAGctvdYUYDKE7pGt8vHcAiG2rF2AwtuY5OR7k61AGe/o2J2o8a2ptp1Vfdl0nsHcJVk5FkcfwmLUPR1KP+u/Lw+j8TbhdP+p8/Nauy6qrBttquA1BgbVxHh+3UDzEpkHz6Bzxz4Y69FWobP2JfyaoK7PsizPpNM8rziSLbDz0rJxETUZ2Kyxj2g1/DUzTDldoEhNTEAwG4AZAOaQyWt004Men8AMfOSTg7qi6/XU267boabdOy9rWafttlOPLbNY+BseXfbjwH37fuJRGkjMxmSGrLV6Kljbe0c6gpp69HxDvelsQlEy+mxAn76jKwtxRpkdRVjokNKownYVOju7cDVHehwLbRM40FnuEK+muB+XplAf5LnlbaTjUrqvgcAjaTdw6zsDYY2LR4gMWesIdCKapNjwK/X9a8eW3rE8tlZoqWbdh/TlG0oYaD3+LF8dnpf4LhmrveyfbCctAX1lMu23iW2jKVUzuqb1jPoS0LLWBuINV6ngcOswdmWsUbx6BmU9eBtn5MaidX1tG7iBMGLmeQjdoRungEfPgQThJqZDKpXUKYVwyskknaOFzPQ228JNUACZLyphHNXIDcAQRaUU9485ZEVpFJAHQM0e94ep5tqgKEhUs8pJZFyy/beqjFbTT+9l5W0TVpvqsWnxtgxTT9tk7Ut2PGyHLjWZz1+tMzYeCtA2++PrSS0LSc9j1S7D/2hPMQhyjJJ5r21QP7hITgj4M37Qsvk7kxa5uoYVCfpZWw5Psn1FI377RxotZFcu1tLWd6XpXhs2B+49awImmHcjDS2+QUYUiAWMBSclF6woKbXFKxVLK1g/9f7W9BNDatjNJHWk2qylq6xfbHGR/XuGePaNX+sHYO03VpG/0+/xyHCZlEM7ROpQdsaVMd4c2uotisQ62Vjx8faTewkZYzIxDwI49Dd2UJx2IKq5ty0zATuk0zyIoVZwtEeHIHXa9BsFvKSdn0aN+d6kE1XblkmHG8Knqm/tAU1e95SMAoq1psFOG7AtLYALWtBWA2O6YSUts1qzqltQe+r9YytWMeoHdsmOxGkbVKwtJSMpYLCPcnWE8b72KojnfzsGKVtt8/Beg+Nae5pX3QS0c1STdsnG89EU+dH+2C6B5xQ3WD4Tr8MENGvENEDIvqmOffvieiPiOgPiOg3iOh2OP99RLQmot8Pn/9wVv2TXFE5izq6AVTSS3m3lXZpWwH2IgfvH0AjIrIaTwOAsAJBOqapxmg1x9RvXc+lxru0zpTLTz037HmrIY89d/vd1Jg6RrXYeuz3xozAqaTlrDFTRetObQ3pqmFs0tFjXfGkxt6xdqf3Hftd2DZou4kQwy2nqw3ngINDIMuQf/BEzt3bA3Xno2XOw7l/BcDnk3NfA/BDzPzXAfwJgH9jrn2bmX84fH72HPVPchPkaQH/akwMX8GLfreD9qaR/ni9EYNZ5iSuOHAcsFWLU0BRz49ULKClbpEpgKXlrFgqRumgdIemrXOsHmu81L/pRqf0nto2G4TMasoWVC2A2/6kbUonurFJaGwSs2XUuG3rGJsIbbtt322dOrZ2PLV+vRYMqCfmTs4z+J05XNX2cetb//wJspn5dwA8TM79NjPr2/YNSCb455OJY3515ZJWAi/l3XYEP5Ot+xx+1LRcxEBhZCiDGMTL0geW+x0zkFreeYzHVq7cGgatt4m9X+o/nlIKakhM22E1dL1n6tNuOfq03Wk9WtdJ5exYaJmTNn3ZsUyNtlazH6vDlrdGa8ONj97Pnk89daxWPta3LOvdIr2Xd6Vp4ecFfJmB9w/AGYEYGE+ibJpz+uVzyb8E8N/N/58iov9NRP+TiP7uBdT/9HISvzXJJE8nz/9uM8PVbdgU40B5Lsk4mkY2qij4dJ0AfeomZw2sKZ9uNVwLOtZV0tapYG49Y1Ljn9al3LwFoJRPtmVsu9Iy9vwY+Fm3xDGQTo23FmSVV7d0hwVUy2lb+4Ptz9h4W9tEOjnovbRNaZn0OaXjYssaIzPZ/7tA2dUNkGfIHx7JDtV7d0AdwxdOvGdOkecyqBLRz0Pygf+ncOo9AJ9g5o+I6G8C+K9E9IPMfDDy3S8B+BIAzLF8nmakFY8fP62cpj2edu2se15TfvpVkwt7t4tdCTXgHLhaA+VW4NkZGrsdQO+1YQ17KUhY9z1Lf4zRBsCQukg9Piz/bMvZicKWUdBL60m9cLRNFkBTWsQaaIcDN2yDBe3UdXGMLhq7f7pxSOuzfu06GSg1pRNOyo/bfhrj58CLKTU+235DbCqD8Ml21RNjBimFw9HwzmUusWRCkm/y/Py0zElCRP8cwD8G8M9CZngwc8XMH4Xj3wPwbQCfGfs+M3+ZmT/HzJ8rMHvWZrw40ZnVfl7mvS9TXvEJ6CLf7ZIWEkI2y+DXGylQVaCykHju8oX4l21UQtXwUrBI3fDGtN20nG6nHzb0eBmrYY6BrdYzBmD6PRv6wIKXBVmr1ev1tD1K76SadmoIPalN1jXShlrQcbN9s+3WfuhfS3fpM0k9gpRT17/q9aJeUOF75Jxw62lMnzi+yYSxXIBXG7S7czAR8D0JHEYdn0nLPJPmTkSfB/CvAfx9Zl6Z868BeMjMHRF9P4B3APzZs9zjxsplA/dZ8jKA/QpPHhf+bncdeFaAvIe7fQsAJPxAWfQp3byXUARZJpsOU5/q9DjV6i1AjJVLKQD9TvouWk3cXh/wxA6DNH22rjHPE1tG3QdP8l232qtttzWyahk7EdgMT6ktwWrmti/23mlbx2wP6Uom5e9t3+z42VVFiGtjUyvGOryX1RsQbDM+5LqVTU35/hqbN7dBywWIAZ8T3POCOxH9GoAfA3CPiN4F8AsQD4IZgK8Fg9A3gvfA3wPwb4moAeAB/CwzPxyteJIXI88KnBc96Vz1SQwv6d3OM3CRAV0hy/H1Bm5rCVDwoPEsQcWs0TKlQk5yLQSOuyCOafEn8faWotDvWw3dioJki15zHfNYAYbufKlYr52TymhbLLedih0DGyFSr6XeQm3bJz1JY/poOaDvl+XXbVmdKGyZsb4BQJ7LZqToGZRMGKlnEwVbDDnAhU1umyqEqQDyTQfe3RKtPaM+0coJcia4M/NPjZz+jyeU/XUAv35WnZNcQbnC2vSLkpfybjsH2kiSbD44lHP39mRb+XzWxx5XAAIi6LH3ffgQyxHbVHEpyKRANMZDp2VCO7ltQWk8ltQDR0Pk2nuP8eShzgFnrvXYSSGdcEyZQbq7sfvZsVHg1kkscXdk73swtH1K+fnEyBnPj3Hpqd3Ctjv1kvGSpQlAH1oi1MFtK4b2PAPYycpOk6PMZ0BVo7m3hKs74L0H8J+4BdeeTctchLfMJDdNxuwNl2F7uAnStrJx6fBIltTLBWhTQzcxRWDKMjCzpFcDIj87oCTUOGgAhRVY1Gsj3eBj/dxTwLHAqt46OomkHijAUDO178JYGTsBpaCpYv3002vqPZJeG1FCIodtJ5fUS0XbpBNkOsGlhtb0Xnb1NDaOVjwLkCcbq0j7pPfXiUBjCsWQzUohBQosy1A8WoMzB8xmkZZ59UL+moF7FbXRayGv0kTB6KmAPJMgYvsH4LnEcGfNBuRcD2YKANZQaA2QBnRjzBmrhSZaJluQthOECU07KGMnDGv8A4aeIRYQg8Yc69Hz1rsktCf2Uft20gpDy+l5/d8A+Ik5Sw1ga4hlEPUbjxIDLNsJITW0ahn9nu2PinlGlMmzZO2b5futYVtz6gIhxLKMGYUgcjwrgbYFby1ATYds0wJ3bp0ZU0bl5seWuSoc9CTjMjbON2lSDpw7eQZvKlDnwYt5CAOc0AnWAJruSD1JU7T+7XpNgSpoj2QBJQ1tG8ppEpFBGQUmDTBmc61avtisLKgo+ntpYuoUsK2XyJiHTFrOlrF9U0O0LWPbFsaRymLwfwRtM6HEeqx7ox2jdBztWKftVkqlafqNaeE+eu/oEhknORZwN/2h1UaA/eAQ9WfeBLWM7NGB0DLN2a6QNx/cn1WeFWDGDC2TvLrCCNp00GSLQtLrbar4g2bvhaPVbeqq6dvQuTa+i76b0S/aUCCp8VGBP6U2LAeu5SylYzXyCPKuj5Wj303rtvXYNllwVoPmmIun/n7sKkXPp9SNftcm7B773Wp0ReulY/tuy6TGay1nV5onGZJ1ctGJx0yozByed+DdiST8c3gHaKTP7D0wl0xdbt2i2yoA9ZYpCK453tVBt0+/PMkxOQu4z0MHTeD/6oijXjNeLsIPX6IRcteAirn8+KsKVBQSXMwY5tB5+fHbkLmWhjHlKBvZHGQNtUiMtMx9XSYGTAwxnGrMIa4Jax/ybHg/o1EPylgZ8xJJJwdgSHskGvSgXOib2h7IUikKyKHdCDYNKs0EqG1WYLdl7OSjk2845rbrc5zqM7E7T+2kjECfEUc3R87MRO1yYD4DrzcC8kURV0EMgPMMru7gywzd3lYIHHY2htw8zv26S2ozGPtMcq3EHayEnnl8AD48kpOLOWg+jwBLYQMN1w247QLAlGFyCKA75h4YwhlojtbIDacafNAKSTcGMff5Q1UCJUBE0l4Ff1tXnothMNyPm6YvoxOObVOeC6Cp6DtswdBqrC4BXsv167XUhVLvF+wNHIyQA/pFNxFlLnoGHePYtf+Z+KQPxtFOGKZvx36P1uicrhTsRqosk4ncZX26RR9WNU7sBGhbUNOCjtao7i/hWg+3vxIf94bhumQiT2QC90kmeZESEnVEDXy5FCBpAuCpYTLw2TQrJWm2ExpE4s0krn2BumGjWXKqBacatRr4wjUFDwA94OaZ7JAlkvZqeITwPfZeollaUKERv3BHMkFZZcQAN3e9QVcnLPY+UBfmXkFYUxQmZayywzbHqvZf6wpJvzlu6w99MxRU7JuWsWVDGZmUXE+zhFVTvDdL8g8A/eSlgK4TR54DZdHbOLg30lJZSP1VLecB8HwG5DmyqkO1NwO//6E0qyD47HT4nsD9psnkxni1pMjR3doC7yyBu3tiZKuqPuzrmIugSgBadZUjo/kp7RGX/WbTUcwspJSN+lfneTTg0qzst8hz71JJeQCirpMyAfji5KH0j1IHoQza1gC01EOGXtD7cgB/nRC03eRc3wc7Udk2Kb1l+xbKxzbZvo2VmZXSprLo+28mi0E9Ot5hIpVJxg/bXRRyP6CPGRSoMK4bMSoDAtqO4sqIQwYuWiykDct5sB904J2t6DMKuykAAA3/SURBVDFDmwq8nKN47wBZ7cGf+YT4uJ/jt3x1wH2iG14deYUoJnaE7PGh8L4PPpQf7M42sJiDtxYyBou5FFZOWQFRNTNLw0BPBfoA6A1+Rd57tmi51P89z2Rbe+DY1WuD8rwPK2DLmHrI0hAKuLaM1hOpF9dnndLJg2jIi5tt+VHTVk8SS8Pk2XjfbKgGpYECoI72LXDanLa7KPoy2m4L+s6FTUam/9YGEAyokv9UqCZazvsk6NaFMs8l1WLTiGG9LERbB4BZCQq0nAI+VTWqt2+jeLhB9mBfaJnaT7TMS5VXAKwuXG64TYHaDt3dnRg8DF6MaZw52cyUZcBq3QOS9+D1Omj2gXppGvneai3aIDO4qkUrVW2360Trq2rRML3EKuE28bJpWqCqBdyUGtlsBKyUemglgQQr4HSdgFAow1qmbWMZblupx8Zl8WKE1aQk3HkpA/R8eDBmcl33NoW6CX0zxt62C/0JBtSmEW+T3KxkujBWdTPat6h5ty1QVcN2Z8ZPv/PShrqWsW7b0P+8t2noGNd1v2rZbOIqgOsGfLSSJOhNA16tZczCs+uNvFIXrSupq2nDpwYdreG3FoBzyNYtmr15nHBePVrmRdMPL5rWuGHA9lxyQ+glrhu4VR0pBX93F7SuBEi2ZEnunxyCFnPwei0p+ILxj6tajKpZBn/wBDSfgfJMgAJBczUhCzhwtTQrZbJo2t6DxnvRIpnBmw1oaymgs94As1kEWASKwR8egXa3BSDXm6Cld0DTgMJK41iZImipTRPr4aOVaKlAANGgaTdND5YbqZ+KImzqCm6ECoB6vm5Ai4UAZ930bWpbCeXADH+0kjZp34pSJsm6Fk2aWcby9i0Zi9U6lkETQkIAUkajdsZ7CchTGeiqzUaM4nkOhIifRCT15MFgGlYtlOfg9Rr+4IkAepiYSVc/ZQHsbIFnhdS7WAiF894D8LxE/mgF13jw7R24JtAyZ/wMbha4WzkLHJ4FLC7Ci+V5gel5vn8Rk8dVmYCuC/BvL9BtzwQglgvQex/JLtXlDHh8IJTMp94WIM5zuDfuAy7QInu7ArjOwd3di5ot7d2SDD15Dt7Z6jnyrYWATdeBFgvQrV0pswwUUFVLsu5bu0BVg4oC7rW74pa5mAG3d0VDLXK536YCsgzu/j1QJmV4b1eCWeUZ3N09qTPLpJ48A2allAmpBOnO7WhbcHduS/vmM/Dudhwi2t0J1EkHWi5BW9In3l5KbJW2lbAN21sRgN3tW7HdvLvdt/vO7ahlu9fuyuRWFsO+vXZX+kAEd/+ecOFlAd7bjSsU99rduAKgvVvSt8UcuHc7Tqi0s93bPPZuCSBru0uxDdD2lkwG3oO2t+Du3pGJeBESpROB70i0UDpai7F1NpMVV+bAH38dtK6w/uRt5Ptr4C8fwBeErOokvvspMvm5v2y5KuB4klwEOJ5Wx1Xv/wULVQ2yR0cCHLmDW60FyB8fivZZFHAfPRaNUDXroyPAd6DOw6/WQUOHUAVlIWFhNxsxXAY6AC4DZZ1QOkRiMKwb+MMjON4BvIc/WsHNZ+CjlVABwWPD7x+Ilpfn8PsHotUfrYW60DIHT6TMfAb/eF/qOTwSbXpnG3BOvus9qJtJ+b3bonGvZaWAPAM/OZQJZrkEHx4K2LettLsoQWUB3jQS8545GCVrUJZJGSAG1YptyjJZRSzm0re2BYJ27R/vwwGg+Qzd431ky0XsG+3uCLg+ORS+vOukD8uFaP3rTeyb1NuBmpmM6e5O4MxVe59F+omYxWhOQXeuKokJk/UB4oSGaeT44EieIbnI+6vLJrXC1xdPGnRbM+Sv3QEAdKUTDf4UmcB9kqsnV037fg7hWQG/u0D2vUdov+8+qNkFlznWH9vG8tslup25gP5hDQbQ3p4jv7UFtB7rt3Yw+2AXXZnDlxncqgE1HbrtEtTeAm1aNLfnIM/IVg3aZQHXeFDVwM8K+MIhO6jQzTK0uzOU7x+iub0AeA/ZkwqcO7Q7M+TbS3gAm4/vYPH/5mjubQNv3EJ2UIEd0NxZothagJmx+sQulrNSyuAOsv0NOCNp9/YcaD1Wb+9i8e4S7c4MnDlkhxWYGd3OHG5vB65uUd3fQn4gGqufF3CbBlRJ3wAge1Kh3ZnB5w75wQbtzhzUdHCrBn6Wwc8LZLd34HOH6t4C8+8u0dzZkr4dVH2bthZg77H6vltYlgWa13YAvh3LNHsLFDsLcOux+uQtLOczNHe3ANpD9mQjz+TWAvmtLVDTYf3mNmYPttHNiv6ZdB267RncvV24dYN6bwHqJL2inxdwddc/k9whW9VolyX8PEPxaINmZ4Zu5lA+rkB1i+b+6+CckB01aLdL5KsZfOngCwc4oWV8KZuiTpMJ3Ce5WXLFVgZdKV4S/u4u8sdr0OMn4Pt7mD2sQHUDd0TgMgfVDXhRIn9SwT18AhQ5Zg8c3MMn4HkpfHvwunDrBnS0AVUNimAkpboBWuG2iRnceuRHFejJCryYoag60P4hciLJ5OM9PGXIDzZwj58AZYHZ+xnwcB95noFzJ5psEdr06AAoC8w/KIDHB1KmyGKZ7KCGe3QI5BlmD9agh/vI2m3wvAA1HbjIkB3VcPtHADOKj0g2dzkH2p7LrksiUNXBHW1A6wqZ98i8xFiJ15nBHsj2pd08LzFjlnY7N2z3fmj3rMT8/RXw6GC8bx+FMg9WUk/mpG+th58VyFY13KMnABFmH2byTBYz0KKUdmUEt27hnqxAVYOcSEI6t13sm/rN56vQn1oM2nRwhKJaIi9zuV+Zy/1WtVxvPFzVwM+2UD7cAB2j2Ra/9xeWZu9Kyg32urgQOQ9HfRF2hUmi5Eet5Gj49neEVrm9A/fhPqjq0LxxG1Q1oLoFL2eguhUgXAhHT5sG3eu3BQC7Dn5WCDVQ96FrabUBL0oJMFU3QO7ARHAr4ZSRZwImzENjbpnDHa6BjoX7XW8ERD5+H7TaCO2xLAWwmuCHvd7ArWr4t14Tfth7+HkJd7gGdZ1Eulxv4FYVujfuBoATgKR1HUA+l8loVcHf2gLnGahqQ3A1D7epY4REWm3ARQ7e3QrcvkxM7ih43JQFaF2BWg9+427f7rm0G94LJ3+0glubvgGxTOzbai19+/h9GaOO4WeFTDRNJxEaN5W0+54YYxWMqWrhqibmN3WHK3BZxL75uUQEpXXwLCpkQ5NflvJMNjX8LEd7ewG3qcGZg9+eg50DF040/syh2ypQ3w3G7MKd6S1zszX3CYzOJ3Z34SQXKr7IUO/N4H70r4IzAhNA3a7s4iSg3bobj6nj8eO9uTlvjvk24EVzJMaxY4kLvmOOAfgtU9ciHG8P73e3v4e7PY/tdu1e3wdTZnDc7Z1w3h7fNsdL0x/bh90T+tMfH2v3a8uRe2+Dujt9f+6Y/pjjp273vcUJz+TWqc9ktD+m3e1i19RbDt6HLs/iMWcEnBFf5maD+yRXT+xK4VWYTAhwLcuPsmU4ZviMnvmYHQEdw3mOyRqo4egWZ4/Rhq35Tu5tj+mE4+dt37mPbR/O6s9T9uFl92esD672F9afY/cuHLLaw2eng/vNomUmuV5yHVwZn1cYQiV0DHaynD7PMXkAdPxYU6vZHzY7c6/kmB1AfvxY72ePz9u+5+4PnqI/9HR9eNn9iX0Y68/IM3na/qT3ZhJvmaj5nyCT5j7JJC9SlEkoej3qPMc2pOuJx+Y2Jx0DBlySY2/AYXD8lG29zP6c2Ieb1h9z7zOcZEy5K7A0JqIPABwB+PCy23JBcg83oy83pR8A8Elmfu1l35SIngD445d93xckN+l9uCl9OfG9vhLgDgBE9LvM/LnLbsdFyE3py03px2XKTRrDqS/XSybOfZJJJpnkBsoE7pNMMskkN1CuErh/+bIbcIFyU/pyU/pxmXKTxnDqyzWSK8O5TzLJJJNMcnFylTT3SSaZZJJJLkguHdyJ6PNE9MdE9C0i+rnLbs/TChH9ORH9IRH9PhH9bjh3h4i+RkR/Gv7uXXY7x4SIfoWIHhDRN8250baTyC+G5/QHRPQjl9fy6yHTu315Mr3blwzuRJQB+CUAPw7gswB+iog+e5ltekb5B8z8w8a16ucAfJ2Z3wHw9fD/VZSvAPh8cu6ktv84gHfC50sAfvkltfFayvRuX7p8Ba/4u33ZmvvfAvAtZv4zZq4B/GcAX7jkNl2EfAHAV8PxVwH85CW25URh5t8B8DA5fVLbvwDgV1nkGwBuE9GbL6el11Kmd/sSZXq3Lx/cPwbgO+b/d8O56yQM4LeJ6PeI6Evh3OvM/F44/h6A1y+nac8kJ7X9Jjyrlyk3Ybymd/sayxRb5vnl7zDzd4noPoCvEdEf2YvMzETnjQZxteQ6t32SC5Hp3b7Gctma+3cBvG3+/3g4d22Emb8b/j4A8BuQ5fj7uqwLfx9cXgufWk5q+7V/Vi9Zrv14Te/29ZbLBvf/BeAdIvoUEZUA/imA37rkNp1biGiLiHb0GMA/AvBNSB++GIp9EcBvXk4Ln0lOavtvAfjp4FnwowD2zRJ3kuMyvdtXT16td5uZL/UD4CcA/AmAbwP4+ctuz1O2/fsB/J/w+b/afgB3Idb4PwXwPwDcuey2ntD+XwPwHoAGwjP+zElthwSv/aXwnP4QwOcuu/1X/TO925fa/lf+3Z52qE4yySST3EC5bFpmkkkmmWSSFyATuE8yySST3ECZwH2SSSaZ5AbKBO6TTDLJJDdQJnCfZJJJJrmBMoH7JJNMMskNlAncJ5lkkkluoEzgPskkk0xyA+X/A5KUMaJNqBBTAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 11/50] reconstruction loss: 0.0000; discriminator loss: 0.0001; generator loss: 0.0963\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 12/50: 100%|██████████| 63/63 [00:19<00:00,  3.23it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 12/50] reconstruction loss: 0.0000; discriminator loss: 0.0001; generator loss: 0.0979\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 13/50: 100%|██████████| 63/63 [00:19<00:00,  3.18it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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+p2WeybSiXjJy9Ppz8c/LnoW2ug3l02VWv8x5u5d4D9tUKOv0VJ6tEHJwkU83wmOrR64Fq+rA5jgC7KdcsP6uVnPTpmbMZBulGWoVjNInNX0zp7ipaQUrN1RKQ/dp17F0jfWEaz5d17ftrvc1CY5W4Kzr5M4xTo+l6ygVEsx2uo5ub2WXem1SJ5WLiFkqSa+3bmMpJOXg7bnqdppLkL14llIE9+8Cux7DT7wDvxmATx+Cv3oE30dQuPy53oP7BUbuim7R2nVA61UfAWic4UKAfA1iEBddYw7zy1+UWcrBUU5QycAOyIvfVK+jpRvmAKS+VzV1MLeepWssYCqQqekxLdesYGnXsaBtQdQezypgtD31NpbPVoCzlJDVhNdtt16+DZ7qejWvrglULKUhJvsxAeQMzpU0Va8N2f3W1wUonZjuw6qIdBurgkrXgoehlHBIAWsaAsJBC7fbicYdAK7wWV5xxEl2lVb9NpUiaTsOARzCawJqdPXftfbj5v/29uxGSOCQKiCuRP7Iu1643K4tBbaIcnEwWVm99hlv7yKQUKCog6lqdrntTGrP1K5vQUzXUaC3vH99PKtHrzXswBQ05zovXUePU3vF+t1659rZ6Gc7CrLeOFEpEGbPywZQAbk3tdkRj6V35gLLtTLGmqWpzP60RAOY5f4vOviHJ4iNA3/w/rVpmVfnzd0Dy97eRCOSCpBdC95spXZLEClknnRCX/IYRUWjIGNld7Uq5qJguSbp1Fy45cAtZ22pCLudrme/K9jUskPLVSufrFy5glsN2NYDrz3+emShph2EVchojELPo6aj9Jwsv28B356bHTnUmne7nqW0LrqWVQbxRHlkqJjiuZvRXSOlmVlHc8OIeP8QfhtA2x3Y07VomT167m1vz9MMGHKfEoWGXsrqquc8VvJGBWigAJHlfS1lob/p79HsR9e1gAac99ItANV8vw1UKqhaz1uPZUHcKkdqgK658pruuExxouvpfwvo9Tp2ZKK0Ux0Y1t/sPm28QL1xK7vU41iViz0X64lb4K/br9dSr1lVxkCLjfFaatXE1knJ3wcPwY7AhNfIc9/b3t5Q44MVsOjgvvVBAQuvhbySN9e2JaMRmILv3LD+oiCx9SLrgKr9bpdZs8e3HrXuswaxmh9X79Pu19IV9WijVuvUdNPcudW8vu187HZa317baLezwGzbYa0OMs9ZPbIBLqdh6vtTn58JJJNOA7hcoPnsFOwAvPcOaIzgxhXu/QLbB1T3trfnad4DwyjzYZ5tJVi2lpl2aLkoWaVAkUKaoB2A83y05YVr7rmmNBRQavCqt5nbv36vuXFgCthWGmlHGJaGqD1abaOlQqzVXv8c+NprMBdAHQ01YoOtel3sZxu01uXZq64CtPVIoQ6Mzl1n+/mqGJiWJmh8vs7h/hrNJmS1FY17WmZve3v51jagzQ58dpbKvZpgpL7EF3mGGmS1dpFXOBeQnFOgzHmMluevPVz7X61OOKqPpe20gFdTG0rlzIHdRSMDew3qttUecw3kbuYa2ZwB27Fqp2HP7SL6pz7/OsBdd1IXdaxKJeloYwwyW1OaLJsdAY+Pi8f+vGgZIvo6Ef09Ivp1IvonRPQfpeX/GRH9iIh+Nf39yWc9xt7eICPj+U2ogQvkZNbmAoez692OYupWn231cEMQpcxqKdPfAaVa4FAUMVyDaIzItUlqz+/ctbzkbb9MrVED1Jy6xoJp3QkoGFp1jNW+6/9aTaK/1Tz7Zabr1mUW6hiBtQzkfB6Qa6vPf24/Vy2zy23HVO/X3msFbI3P6CxTmx3gHZpHZ2BPwL07L4SWGQH8J8z8D4joCMDfJ6K/m377q8z8l2+w7zfPXoakMgPqNY79LO2bAPPl20tCmMNEc07OLI/1Bi/nmond3rOtmurkjREgoL5e5Rl/JnOmAqm2zDhNoFGqpFa8zFEmtdn92G1sfZiL1rG8sx6j9vTNeU7MKnRYKjBSDfj1fmoKSoOa9fnMKWpqL9wGfu124zgtpVBTStom21lZmWXdWdXXR822Zc4m1JfZNneoBEDaFNcdXB9kblsAFFkKiV1izwzuzPwRgI/S56dE9BsAvvqs+3st9OQX2VWSzeed5DQHjEBOxOJ4C+0z+33T7VafbSJw18iLGINMnaeTZCuwpAArmAX8axULMC/fqykUu9x2ApclNllAmQMou512BEnjziGWrEoFU9shKPil88l+pg1SzgFfTVdYszx+Hey0oG+XWT79Is+87jTn1tHj2WPOXbfrjqBqKk3bGtMMUpHByw50coawbEAMKQXs372SbwduiXMnom8A+JcB/D9p0c8T0T8ior9BRPcv2OZ7RPQrRPQrA3a30YxLGugu/tvb3i6xmz7b/XgmoJ0mqM71wG2wTyfryB684YrP71z+zwHJ3OcaqOxn76fep11Ht5t4ryaA6VzhsG0yVE1D6PEstz4X9NV17HpWnWPpIT1ezcfbc1Du2oJw7RnbqpZz3riuox1V3W4L9vb8ax7dJjPV96AOfKdsVk5gT0k+2z48Eynk2/cF5K9By9wY3YjoEMD/COA/ZuZjAH8NwE8C+A7E+/krc9sx8/eZ+bvM/N0Wi5s2Y297u3W7jWe7aw9A/ZgnXbAeK1sQrzXUdkh/Ebduf9flc7yuJstcptxQYKmpCrtu5JIQFKOk39s2WL69plLs8fX3i9pUt8cmSVlg1fPT2ZEuUwSp7NSuU1NKc6OIOiBqz1fvpR0laHvrzGLd1oK4rlvz88lr16AqvAM7J6O/5Ahch5a5EbgTUQt5+P9rZv6fpP38CTMHZo4A/jqAn73JMfa2t5dht/ZsxwjapYSUfhCaZhhE7qap7YPRu5sAbGrIRQ2cfp8Dyjnapi4cVmd0zqlE9Fg2O9Vy8ra07jiC7fYGOHNKfa0m0fUs+M5x83oM613PqWnstnbkcdG5Ka9fB3YtsNuObG6Uo6MZvTZz16+2OQWQHjPNFIVFB/QDxntLgCCFwzwJLXMFM3MTtQwB+K8A/AYz/xdm+VfMan8awK896zH2treXYbf6bIcITvVi3P17RR2Tp8QL0yxIDcBasJCDz3vvNW97kRc/59XX/HFd2laByVIcti65Ap2p487M0yntDB8/WW7pijqzc66Ou227BUHgfBavWk3x6DLbidgJq+tgqb0uGXQrdVfN/9fnULd57tztfrQDiXKtOZUJbp7uEFsHWi5ADMTWiXrmEruJWuZfB/DnAPxjIvrVtOwvAfg5IvoOpF/5XQB/4QbH2NveXobd3rPtPdA2YCJgtQB+/BC0XmUvnZlBpmIk1HG1k17MBRjtb9bs+hbEbAcCzK+jpp64CfCxBoAVBGcULFnGGWNR/5DMZWqDqayB49pqz9h2VrWXa4O1dUDVqoB0Hat+uUgjr9vP7cce46JEpTqIW69fd84W0K01jVyfxosUspOywq6P4DsHKT6DKz33m6hl/i9g9h794rPuc2+vkX1OddNFdfGvVS9/7gV4jnarz7YjKe/bD+AnT+VFXUm9ECwXoO3OUBKYqjtqYKgVJhfRA8B56mKOtqjX0WNbysZ4sLlEbu3xz3HdZhlZj1o7CdvmOqhYyxvrc7C/KyjX9V/mAsX22uq6ep71yKGWQtYjjPoezHVC1qO397P21uckrrmImJN67h+8BdcHoWW+dgQ3Pkcp5N5esD2DVPTWJxq5iVyVzQt80f5cXTPEekg3kJO+zHruIYCXLfDkqXjsjRede+PPg00dSFVr/HSih4sSfmruXJcBBVisx1jz3PW+TOCQUFFFFuh0E+eK9247AKspT8bMMj+smu3QZIXz6hR7PrpOHZCs25aWZbqo3o+2s+7g6vOsr1Etr6x/VxCvr7e227bDEQAqFUJT3IKYxRkgQvtog+GtldSbSbSMu+KdeHW0gHWwxf697naZFPPzSjLnrste3vnqWmTQdhDvNQEJPz0BAPB2J8HVeiYiLTegoFHP4DNnNcDNgQ1QFBr1ctvB2N8MmJIFVrMtG+49r1Nz2JbSISoTXVgwt//rUgJzAKpgbSWNdQAzFWObTJVn+fSaK9drVHVGE17ftrO+HjYoO6d0qk35dXXEbA1658BnG8A7qSUzRPDdwxRMfY4B1ZdmCcDI+8RV3iJw7m1vt22NRzxYgodBJug4ORVaBhDgr4fpzhUwt0Bp7SL1RV1HXHlj3WZuu9rDV0/Xcvq6LxPo5HEsE0fX29u663NBYNs+a3N00wzIs+W0633bZC+tl39BzIJtx6LnW09gYrn9udGQPZ85q4PTdh/1vVdrfIlvHB0AY8DwpbWA+kc/RmwIbnjOUsi97W1vV1gaXlOa7Z7aVrzIfpDEJvuCWyqkbQv/a4HJUi+W050DbgU4C1h1UbBhmE8eUpvrIJLGXb10ck5GIMxFfaITaFjaQ03bYyfz0M7DqmDsuZo2UpJc5pmVLLDrZw3oWupLATpdA7IlH6wZ9c+5SUQsONugbS3jtLSMLtP17P2priuAkuDGDErzuzaPtwirBnR4ILtp6Uq1zB7c97a352kk818KEEwDpLzbCQXTFI/4HMBZCsHsc+LV6zpWTlnTMHOJRfUEFjpJhAUwXUdBTvfTtSbo10zpmBAKVWO5aythrCkU/az7BYR7Vm29BUldxznpnOp9hTDNptU2V7Vu8pSGtm6PTfjSzkDVQZkmC9Pv9vpo56xgPzdysQlc9njmWrFO2t0PEng/3cqm796FG5Xrn3nejL064K4P7Nzf3vb2Ols/iBxysxVKIyUz0SLVc0913LnvBVzVK7Vmg3cWHKw6RnniOcWJBTX1OC2QJ3AhImBIMQL17Otgr/fArk/AV40k9HfdZ2NAz3YwlOYJrdP6++F8/KAONNezTdUUkNIxdh+6nlJJafTE9XWyCpmmKffCArMdhSjwm+WTDskGlnWZ7XTUtNNLIx9qUufVNsBmi+Er9+CGCP/7nwkt00e4egrAyl4dcN/b3t5EG0eZTWcYJUbEDOx2MjtTa2qkwFA2Nng3x4nXdVrsNhYELYdcrwNM92PVNJaeSTr9vCzRSwKgY9mfpX5iKnzlU/ygbnvaN9n22WMaKoe0DY25Jurt6m8Klj4Bra1/n9Qm6NpyHXL1TS90mQK6DdDa0ZCladp22qGomTbme1jz7RXnn6k3a8wSn9EOfy3xGX/WY1z7XEk0toToL4fvVwfc98HQvd3Ubqme+62a94j3DsEHK/C3viZUzGIBChF8uimeY9cWKsGCoFpNXwBTNcZFfPAcaAPzXDNQOHP9T4TJJNFWb65FzrLH7or3a4uhqbfsXFav5I7HAuAclaHBWT2OHr8u06D1WJpGvPYsYeTp9kopVaoajnHaWVmAtyMDXQeYUk4hyKhjBqzzf+ut10ogIB9T5teVDoWOJQDvjjdwAyN+4/1Cy1xBauzR802wy0DseQLcdZRKn+fvDTT2Du74TF7q3/khQA50uBbv9uhAvDznBJDGUMDDgqIFHkA+q/dqAd56klbyaEFTl6kHXicy6bEtz20pBmC6H7s8GOAPFVDrNv0w5cCrwmBs+XjdTqkRG7xUs6UR9H9dkKs+Twv+CeSzNNOCvgK8pWYsFWavkXYItXc+l5BlYw/2elvuXzvIxgPbHXYf3Edz0sN/9KDQMuPl7/Wrk8R0k4zHq7a9TeB4WSCkx53rravzlwkwroi23KQNe7u2UYiIRyvQx5/BHR4UmgCYBtGAiz3rri3es/Wc7XaWy633W1M76dg8jgJqtTdpt9XfrMe8XExHDLX+fByl4JXOIGUTtWru2gIpME1ssteovk51vEHBMBh1TK1U0XNT0NVzSu3npAKaHKc+5hzFpN/tPbMqIG2n7ls76hz8pjLK8U6ol8igcQQfrkGjR/t4i+HuEn7Xy+1oCVf55q/H23qZd/ciht2vi3fJ+pDOAPvLpie+qDYGuKcb8dAXndA0H38qv2138iJr0DIDnZsCmr2fFqhrb9our8FLvVQdKXhXEnusLj3GoiLR4zmX+WhmlsJnNtEKSHSMaVs/AK4CR6DEGSbFwdz5oKM9B+vdq6knnerzyDpKb0ibWdukHYSVdLZyzjyO8tn7EkS261mayipiKvXNOXWQbfdkdGM6AHtO2lnt+jSaIyQNhqcAACAASURBVBldffYYaBu4J2dwIYI/+DLcwFLLfU/L4ObA9qoD40ynQ3kS3Wvc4ut2Wi/zOtykY32ZiquuRbh7AD7bgDdb8MNHoIMDAZa+B3k3rVQ455UrLVDrzStPHLXSxhbK0kBkrn3OUw04kGWPvN0V7zKEBH4u88GZ2rCee62l98mLtlI/pWXUQpD27PqpN2s93TrGoBSVqSkzoVSY5dyGQYKlw1iuVaJ4eNdnhRLVuvymmWjktTzzBPRtbkI6j4nHb+WotmOlBNjaUWSZpekAbNJWjMDb94BhxO6Dt+A2I+if/QixJfjd60TLXGYcL365bzrX5sudq3Nvb7olOoUWndAgBwfy0m62MmF2neYOFE7Ygq6CdK3B9s54rH4KZDVdUfPBFjwzpeFAMNQRkYCv9wJM4yi0zMDlONpxqHRvDGV/bVu8Ux2d6G9K3VgPVv9rrfu5kYkCu1JcjS91WRKtQV0nHcfMfmjdyjkpsKfZjia0SQJ4UjmkArO2xUo+vZd7a3n3HGT2085N75Nej8l9H8u9TteCgnQw7ZMtxjsLNOsVQITYAm8GLbO3vb2u5kwSE7kJwPJ2K0DZNkVtYikK9cZ1aG910pnG4OJV1t68godOBmI7EgVi3SYYz7Qx3vzSzJIWU8q+esOOivRQAXfXy7Ik2YOjUqZAqZFdXzx2pYH0nBadgPYY5Di2TaooapsibUwy07xOTJNwNypfFKqDTzcJPH0ZWbRNGXUooNoOQa+Retp2FFLRLLl2kFXV1IlOcxJJ26kpb28ppO0OtF7BPzgGO8L4jfek9O+eltnb3l6yEck8mF0rYK6KEADUNFIYKkYBwD4BnnrdtVzRZlHaQGed1GS3twFK3TZTFGGqvEmz/mAYi1zQSiljBCnYK+1n67dYqsGAGC0Xwo33/WREkmdsyt73KCCckrwAgMeUNTsmTj2kzkXpHeXwQygg7335nNpFi06yPhMdA+emCVM2/jCMhSYaDD2l+7PfbdJTuvZsdfj1fbPbj1XnZa5bpou8BzZb7L75Dvw2oPnhgzeMltnb62G3oVp60yiyfgDt+uKtAuCzDeidtwFAgL8fSrKO9eqUtlBQMOn+AKY8sQVxDWzWQVb9rMN/IHmTifcdQ1m+64tWHRAwt9y2Fjezy5qUudq1RfOt62UQTRRGKlnAwwDSEUHkrO9Wqoa6tni12mnlGELqwKwmXzlyBU0dBQCybz23rgVgvO0Q5HqPcixmngZY68lTADmPrpsqaTiNHKzZjsCqi5SysiOwri1qmcbL5ByfPYY/G9C/tYR/9Bigr16LlrkxuBPR7wJ4CiAAGJn5u0T0FoC/CeAbkBlr/gwzP7rpsd5oy/XOP+dg6gIwvLYU8kWC6WWxkxfdlivs1p5r7xHeugO3GxA/eBf0g9+XuVNjlAqRmiWpHqhNm1cp4dz0dxZYLccLFH5dKR5LWwCyvB/OV0DUAGvaH2934kFqW5S+ycE/VzzoRVfavutLZ5Lqw1DTJA9egpjcDyDv5Nx1FOFomnwFFG59DFK2AQB1ztTFb6SDUEkhEXjXlxGGau9tcpVeZ++AYCSaOgE1APKLEvvQDtHy7E4q057TutfxBf1sNfhqGhi2AeQxlHhB04CenICPDtB88hjDnXfBf/An4fqIsHAAXf6O3xYt80eZ+TvM/N30/S8C+CVm/jaAX0rf93aZ5SF1GrI7yn9qdllebofiAK6VoanL40yNkr1Zu/FzzY2Df/QUGAP8b/1zAADdOZLrfe+OgFvjC3esihfl21VRYkHEFtQCppJB2wFo3ZoJr26CepnCScvsfKJe5uvMwOYMoCvFYAKR0lGlUcRykekKToDIIYLPtpn3J1u0KwRRDUUW6kpBL3Pddp0g5670lXrYul7TyL6ZhQYyIwaojNPWxz9XdCyNYPSaWDql1rLbLNlorqEtsmbvk/XgrWzSqmr0mE2Tk5jodIPNt99F96SH/+GniC2h2YYraZnnxbn/KQC/kD7/AoB/98Z7vCi1/DreHrkChjGUP44ClNepC/+q2iTR4nOew8uUCL6e9rmfawoR4f4R8OgYtFyCDg/AiTYhBRDrrdeJMd6LV6wgCwiAzUnv6gxJu6/RTMqtgK/HSFQB972RPRqgMfpu1mkBu7ZIJ8dROqlROiI+3eQ0f2oaqZmz6IRi4VQ7RYGsa/P5UeNBy2U5V+3ciHKHQUeHhQpJbZoofnLHkEZEaUTDZ9sSiM1YkM4tXxczwtGRUQba5nwilY4EnJmBykomreTRll7WjkU7bG/uX9uU2v9nG3DKjege7zAcdYinZwARQudeSG0ZBvC/E9HfJ6LvpWXvMfNH6fPHAN67hePcjs1ohJ9LNufntVrpYH9KD+OF7SQCnM8TmMz+uaoTsNvubc5u57keR/gnp+JNrlfgtgE+eSC/9YO8yMMwvQ8q8bOp/MD5glZWD12rbdQmSTxGmaKeuFGQkAYT1WYoDVI5ZF9GGNQJAPEqAfB6WZQq2kYFsNUyAz6cS4oZLmV8Gy+TmSy6DI6sypp8XUjWWa9kmWbMRuPx6ghEaZb1sqh8Jnd5KmnMyVC6D3uNakWMHpNIePY6ickmMNWUjB47xhKQDgG82Zba/0uZUB1tA//ZU7ghgn/qg2urZW4joPpvMPOPiOhdAH+XiP7ptP3MROfJofTCfA8AlljfQjMut1lgJPdqALs1O8q4TINPDuQiOBqgvmIUMylLYPdN5nh7U3um5xqonu32DsLdA7jjpyUBJwEZn54Vzn1Sg8SoWmwCjTcAY3le/axBzIn+PEyTlbKypZHRqwK67l9NC2wBslxrwmS6JAEzIGA7RtC2Fy9e5YWOStAzJPAbuHjjXVuCtknPTXpc3c57kM5cpRTSOAJLJ3JLK+m0nuyYkq+2u5JQpYoay3WrNFNNvescEA4Tashy6Znrt3ERO0mJ7Yj1HtmSBFbnnzoHsiOJfgC+dB/Y7LD96S+jPe7h/r8fIv5rP4VmG57/TEzM/KP0/1MAfxvAzwL4hIi+AgDp/6cz232fmb/LzN9tsah/vl2zoPc6UC1Aad9l7UwdQc3NX77bCzz4vU3sWZ/rtE1+tjtayUxMmhTTdVLHfbMVmmaunIClAvS3Ojkma6cr4LCBPAUaqw8nKolGCl5EZeo/3V+qd17qwzjxkG1AUr1XVdYQlTILQALtUErbatu8L5565DyXLLWtKc2b6ChtsyqOAFk+jMVLH1IJgWEsHZjWz1fdvHdpNOCLmka9ftXQ29rzel+07ZxGF9oe5jL6UO/eUEL5PC3/Lg9H4fAtHWc7g12fqSNKUtD2uMdw1Ml9ehG0DBEdENGRfgbwJwD8GoC/A+DPp9X+PID/+SbH+cJYDbbXKSFgOiqOfOlf2WQG4KuOYu7vi2K3+lw7MioUV3TRzODNpgAYMKVVFMSTfPIcR66WeO68fQ7smcQirTipIK2goqDmqKheshInedp2pijdt9Zj0barUkZpkKS0yQFWHYVo+3Q/KShKByuhdsYRebJomzU6hgTCAuZsOzQiYNEJTaHnnK4RHazLNSIqiVFtUzo2NQ0+DzKxiiQv+SmtpWULlEbTP40/2NGRrSRZUzaWu89Abygj7VgBcQIO1vAfPwIICN/88gujZd4D8LeTrrMB8N8w8/9KRL8M4G8R0b8P4PcA/JkbHufmdpEM71kliLdt6fjk6Oq26O82MJRomiu3M2qcCUWzN2u391wTgTbCF/PjJyKD1OSerhPaoG2L16aA4AxQW8WHesO10mIcpamZEzbUjO4jsrhzCvBKa9jJLbR0QGp7Xkd5+l0v1RM3Mu0bVkvw6Ub4YaPgovWyZKkuOqOj9wCKnFAopyjbrldF5aNJRtq5KF8eo+QG2LjB2UaoG5V9ekPZLDo53GZb1EAK6prEpCMGBVSrpgFKXoCeh17PnE1qlEpK2cSIC/XuNaVmA+kazO5a2UfXAWcb7P7AVyWJ6cPP0P/Br0gS0xUzMd0I3Jn5BwB+Zmb5ZwD+2E32/VwsAfyVAcpXwfRF0XKgF/1u17lukbBXSE/+KtqtPtf9kBOV9GWOT0/g3ntHfrdFs+xLrkk1E9meSWOXBk05XauXtlx8OQHA+ZLy38eyX6Up+kH48dSeXAbXEfhsCzpcy/noaGQM0mGph5vm/JxwyqlmTfbK1cNv/TSAm9rMK5Fg0hjES2cGsS/e9qKbeMV85xA0mk5Rk470OkYGH6xkHdXgW17cO0ksWy2LfNHGH1KnwNvddOYm2wHYMsNEUmdGs4Rr6aPVwttYS+qAOdFP1Hjw0VqSmLYj+rtdSmJ6/8UkMb0WpjeBZuiF/Nt19nOJl/+M2ZnZU79geyICPIG8A1fZbzl9O8owWpMqWB+SEJJcNHmKbXd5Gyenw/PndRVFdBO7avvXsVPyHvH+EWg3gL/2Dvh3PxYQYQafnMl9a5rC5WrFRjKduqVp5kAbSB08pny8mgWTRJ/wMJQEJe0gtBY6kKkCUl47xCxlnCRPOQJAhZbJqfYpkLtayv/trtA3k2Cty8dnU0Y4y0RzMa+yf070FW12QOhLG7McUegnbjxoJ50qbXaF57ceczon6roC/HoNxnFSLExVLHpfJxSXXmd9Jy3fbu+B5fPtyEyvWyrxwH2fk5hwsEbz0SMMh++C/8VvvvAkptfGOIT8d04tcuFG83r6m3LR16JggPwwTORWzp0f9l20/ySVnP19b8/VuHFwj0+AEOF++0OAI+joUF5inYlJA5zqWWaZnUl+sYA9DEUDngN6VTKOeo4KHFq5Me2H1OvVBCmg1HfJHL7hz+1+dN+6HkQ5kpUrgAC5c8AwivxztRTQXaSgYFW+WLX/OR6RwBnMMgdtAntuvAA/izeeA8GArJOAHcygrXjAOhJAL/rxSXDTKmW6tnj+6nGrtt9uox2izRcYR9G6a6ehCiebWKbAboPLahqLSOcv8lKXM3G3/8K7aI97+B/ta8tM7TIQfEE675oKonO0ijsXF8hgDkyDMHk7J3U5XFpXC1IRgR2AqDx8BewXce/zDX89PeZXxCgw4r1D0EcPhL5oWwGo3nimFyQM5d+VK85JL+Z+anDPetz1s5KAJ6fkjyF70XmSambxrptGMkFVSjikBKUgmaFk20mU255T5tl40VoxMcQpj249dyJw1+ZJxLMeHmlCCvXUm8WEb6cIYLfN0lJOyVcK/DbwTGfbcryDVVKjJEqEfZGeKuhqZwvIPvU+KPhaGszcF7L3znaE2h4b/9Dt7AhA4x+7XoqcOQLuHoFON2ie9hgPO7iTU6H29rTMizFyBA5Xr6frmi8yLDdgnCVQlhcE5sFdVpxOTVYDvAV2C+JXAPysJn4feP38Ng6gkzQTUyfAjk8eAPfv5iQmIkqSOwlYZimh9RbtPbY0zVxwztCQeZINm8Sknr7SIGmezlzW1ifJoAIOACwXoO0uPZ+Jg+9aAVOVHPqFlCF45y2hoQ7XGeAo0U68Xhbwy8qcBOAJoLlxUiY5tZdJYIqGEazn1bUCukrrALKfxNWDGbxepviAjniSBt9WclTljJpq6YGkZKniGfkaVQ6TgnlNv2jt+gk/X3XouW5PAHYhU2TUtuCHj4HDAzQPniKu7gPf+hrcEBG6q2mZPbjfll1X4WItATtQuPUpn2mol4soHJahaJ5qzDyoBEwCNqw/zSQyTSiivaLm9qxtwQdL4PFxkcfpFG9nW/GSs4rDcO2WtrDAYCsUWmWNBXn9nzxljmbGoVxHxoCTyg5zrZRYPEsNsqpnq9mb2504EI1kQHPjJakm0RXxcAl3sgV2O/CdA+nUVOLYNuDGgZ2D2/ZgIvCyAYXi5cZlyiwNQZYnwFYung1txalyJI1BPuu5xwj2TsAesdTN1/r22UMPRRGjNd7Hklg0SSJjngZr1SwVY7ezdWlyEDeW/dQjMg02pxEO3TkC+gH9T74tMzF9+Anil7/1/NUye/scZmWL6XsBblduPtRrN2Crki8qnn3eVwqYUmRM+nE7rLffdX9zmapqn4e22dvlll5salvwGEqafz+UcrZq+oKrd6nLiIq3qNy5c8XbjwbQLb8LFA8XyBx45po1oGpT7VWxsutT9UoWXtvWT1dQG0PeNw3SJlqvBTA3MhEHL9rSqaTz4tYLsPcjuPUIBwu47Qg624mn3iVPPUYgAuwJBF8m91CeftHJcdN5sktAnurRU0h68LYRqmOV9qujFk78vC3Fm5VJMjcrpezbySxM9r+9z8C00mYtaa1HVfaaK8grdWXf83GE24wI6xbepThIA8Q9LfNi7KrgpAI5u+l3BXbSQNQcoAPi4VneDkgPo8teO+nOI4NrmVU6ZlbY1AA/t8x69cAe5J/FKIGDc4CLmb8GJAhJR4c52Je9NjuM1/rkVt5ouV2mchwd2k94ei4gFmPmd7PySoHXJYeiH6X+iybz2HLB2aNn8NGB0CRtI7RgolZoGHMglA9WAsxbCdrywVIolzGCmBEOOnDrMa48cNTC3+kQvUPsHPw2wG9H0Fg89UxVZl4eAt6QwDUB4uC4hXQ0KeDJDsCdg8yj82pRflPP3gQvVVWTs4etvl07Wu0Y9T2uO+k5ZZPen4sUTxOA78FNI3MBrJZoPn2C8SffQfzg3UzL+LCnZV4pu1DhYr3yOS+9rviny5glqAqUl9lFUETx5M2DNwH4ObvKq58zlVuazihvZ4/l/PmRgF3Pbl///roakXiXiw58/BR0R145Vu9cA40ZzM3MP3aoDiAn7tQcrppdZj3M7M2zbN9KVUne7sRpaNvSCXCiTrTm/K4X8CYqtIaTc8qB0DGk/CkZBfBKqjZy64HAoLgTKiY5MmEtMQX2BG6d/PeE0LXgBnBDOY/YeuSpChcAGifyxmHMHQ6vOtAYBeCNnJOd0coPo4C4jl5S3RsCCj2TVUBUJuLY9dKxKGWz3UmwU6kuMy1enuDDOmDaIdnSv4ZCy/tW4E+dMrWtvKfJkx++8S7cLsB/9hS7L63g+yh01SW2B/dbNFaaBEBOliInLxAw5dPN9wngOz/10vWF9j4rApQ3zMqAEEHjCHZeAugcZZnuUx/2PiVHWKqGkx7eAu4FiVOua6UudwiTkcp1g8nXsRuPEl612MAwivdl0tZ5uwPdu4NcGqAaYSF1wGS53SxB1OG/L94kMA346Ta1Q5BoDqUKSCkJ76QaYZIoSpBXMmlpuQAvjJpFgdDQGLwytaGcB53tQJERj2QyZ6SsXNePiKtEbzgCNw6hE3BXTyR6QmwI7Ahh4UCBhV9OQUduCLRL1yiBOfXSIRKTXGsgjyS48XmEYUGX22ZKV4Vekq96uXZ5EhGiEq9I2cTkY5GnpvuFtpVO0Aa2lXPXYmt2fS2KNqFLU5wglWEg7yQA/fAJKESMhy3iZ48Aeg/sAVzxiuzB/batLiPgpkBugX0SLNXf8qQIvtTRSPKs2DVAk17MXQqAhZgCRgAlTwDRTdWPE9nlDcHPEYjp6vXULM8YAzjTCK76f7NmvbLmCPHOGrQbgXvfAH/yWb4fvN0hTzRhC3IBxZsDppywKmC087Nad3ut7cQb6o2rxQgeg3D+6tU2wkvD+yx3VN49Vx/sEqWkRcISv03RSSDTUEdx3YA2PeLBErwUYB0PW8TWgUbGcOTFYydgXBJiSzLaTKfceIbrCM02wm8DwrJB83QnHnrXgHqhbHjRgL2HU027FgdLpQtoV+rAsCM5F9XKA4bjdpkS4XEsCjS9N9ppWM68pj4zzRXOd7aWX69/r9RuOlMVvBeF0sEK/sFTDHfeBn7iq68hLXMTj+uaE3bcil2yHwvoU2983mOXz/oCu8Lz2QJJXSsBqNYjdj69HBGeCOgTzYIUfOImpz1nEM28q5FoqSnHd02du2a+AuJZT0sTh+m1qUsKW5qACOc0/W9qQpX3cCdbcNvAPXgEjqEkMa2WCVCNNM563DZxSYfoQAEjoPy3SikLIrovBRGVylpJpC3BO5ZRQgZ/raUeRI1CW6laKHx7GlEmugYRSeeubQbiss3cOACEpUNYOIQOcCMQuhQg9AA3BNdzdiBiQwhLD7+LCOsO/lQSqizAI0I83d0O3LUihwSkBHEdtE5qnfwcaoA5RoAayLSq2sM0uQxxmZDElIrQ62apL7U6Pqb3MD0T5wKzdntKM1W1TaLgIoavvYXm6QD39BT8/uGelnmeVoNRBjsF9jrwWd3oc4oYcgXYvSZueMSuQVw2iAuPsPSIDYECy/RtZwS3k8QSjrEkmBBJXWwi4QcRpI52bmxRVFzIv1/CvU8oE3Kyf3NdLqwZf8Gx3lhgBzJtQQ+fCNWykgk7VF2iZW/PAbmC+9zsPdZTt4k1up4FEbuOBmY1SKtAlamcmc5EvyeFCSnXDYgXXGdaMqcqji14LXQNhQhuPFyqQR4WLXwfweSS1w64AXARwtGPAvToSEQCBFA67bFZwZ/1AujeizPTODCMRn47FK5dg7xKy6QgMa8WktyksYTtrlzTRZfjEcRNUfmMQUDXdpR6/qbjPBcwrSTKNZDXnbFmCNOul5o4pxt55zsHPj4Buy+X63+J7cH985ilXOyyVJ6AowMRi14dKDpc5gm/NwH2RMNk/rPxAuzOgb0Htw5x4TEcNhgOHEInQ8v2zKFtCM2pg98MAvCqEAAmnCg4Hc9y4zPSyKzouUxRc0EZBuZSiuHzAvxkFPCm2Zi4audAmkn56AlwsC5FqoiQJ7ewihmrkKnVF7kQV0ULAFNv0LvCs9dqG12fzHFVOWIBS3l2rczYNlliqLVbMsjFKODYeuHCiVJiESOsGoSlk6RQTxhXhLAAODWRlUr0Egxttow4JoaRZJkbk8caI+ApPd4kjycnZQ6zeOzp3FTFk83UjOekUsuTXac4lqiaNCegAQ2DqG5s8Hsukam2OlNVTe+b3UcCeFKnrHHAkxNgvUTz2QmGr9wB3n0bNEYZwYfL35k9uF/HLqIPJryxZhNGoUTSTbp0n46Qa74kLlWBXR48j7hoEJYew4FDf4cwLoXzji0DaEBRuHYHyMOwSxmrUTx3cmm2KZJZXth6HNGUJfWlrRdKJq+ibyZfL0iAmrskHCUoa2ehelPMy/Cax1EScjS1nEiCmJYysbVC5pQv+ploqpiZAw81DdjmgKzxIjXbUpdreV0NmKqmXY/pSltVjZV15CotTN46iMCLFrFxIGZE58BO1o8NYVg5jCuhZMISoCDeOTcAGGjO0ncn4K2KGrcNiJ0HBRnBIjCIImgIEvg1AJ1pl8S3A7JPcEqGIircu3rQVjkz6dzSiNyOkup7Yvl4XV4Hy+v6MrpMR2450SmJH5YLIDLGtw/hdgF0fAK4e3DDnpZ5fmYBSysyzplLtSkmHDxljz1/z/ulPLzkhUdYJWA/IgH3NP9AbAlgB4oyNGUiuCFl81kvJemr5RgexEk2WVNF1dDyHMADl4O7vS4XJEDNKmEmksmIc3Vw3gDjxsFliiy9sCF1rNZ7BqDqp8nzUv9ul9We39w2NXVi6QRVhSg95FBGDqqOSc4Ct02WE/JqIYlYmjynirD0HNFuAC9auO0oTscCIAZ8HzEcNpLVH2QZCBgPgXHJAAHNWXpOPKE5BXzPiAncG0cgpRiZEQ870BBAWzOy0WdZK1Zqer9zQBzPd4QapE6acikDYfILNOELKFRWfa3tZBsXYUF9L+Y645x8aEZBp2dyGo1QNjkwfIUftAf3a9qF09O56oZOJIVumnBiFTK6H60tE2Ph0BIlExsJPI0rwnBE2N1jjAfyAoaFPLiUxrKtI+AMMhR2NOlQKA2N4QAk6ojN77mt6tXNAXyyidxTgVgnCsnqIJ+vw9wEIhOQz3VrZoD/Jvaq6OOJSlkBR0UFMwzgkIp5aeGoWvEy5wnW61z2OYOc8RBtOv1kGr+0zi5JAtVsjRQFSOXV63bp5zSa5BiFVlw1YEpTw3WE6IHQpWDpAggLoL8TEQ9l9CvxJYLfEMAEP7jkZcu5ceMQGwd/Ogiw70JuP7d+gnnsHIiidEy7HrzsShAVwluzl9GFavvhXKlFnyky857ba6rUl15r22FfZepMaeaxzSofg7yv/QDqOjQPTrD7+j3gvS9lTT9f8Yw/M7gT0U8D+Jtm0bcA/KcA7gH4DwD8OC3/S8z8i896nFfa5igEq5QxNzl79tYL1si86l2T7JE9IS6FjgkLwrAmDAdA/3bA6t0ztE3A0+MVYrcQvjE6uJFBwcONrQxRAeEZ+1E8RgvSjhLRabzmGMHDKJmy9byPkHbGYEYEdh5aBfS0HgBTx+YCdRHH4tlft0b8CwLsW322NbjdNMDTp9D5O3PVPy3UZSeotsN5y5XPcep1B1AHN/Ue1pp3opJpCSRe3nQI9k/7gBALf808zWBNlAVFSPmAUUCelx7shBaJHWFcStwodoThEBgOGMO9CPf2Dm8dncERsB0abM4WGB8sQMFlCsYRYThsJBjrCP50kJGBUjGpbAE7lzXnlHIJqE0JTW1TyhKka3QuTgUgV4rUQIB20HpNbXXIWN2DelRwUeJZrXHXZbqNibPEo6WU+E0JWDTG5xdQZebfBPAdaT95AD+CTCT87wH4q8z8lz/fDu3wHNfv/W7DPs+EFFfYOaWM2lxHwBGgIlUTvl1eMPaUPBRCWBKGO4z1e6f4Ix/8Dt7rjvGPj9/HP2y+hm1YodkQ/E70w653oC4laGhQDkG4/ZgeYluLBDAgnzx2TXoyAZ6ccGWA/Jzkc84uSIh6bjbXAXzO+3mrz3YIOejI2x3o8FDkdQfr8sIruFhPjnlaWKqebWlyfjMetI7C1CO0wASUkZpuHyPgTceu8kydRCTXOC8xobnkKwwjeJ0SoJjhT3agRYNw0IIC4AKDG0r8OzDcYSy/copvvP0Q37n3Ib7UnuCT4Q5+4/jL+HX6MvphCTc6LI6B2AD93QaLh4Nw517OiVsPIpJRq9JamjcQ4rSaiQ8Q8AAAIABJREFUZCoaRinInMsPaL0ZoiIPtV66ArSVnlpVk45+6hFYjICtATMX+wASmKd7NxYnitdL0NPTIif98UPwt966EtiB26Nl/hiA32Hm37vyZb+u2Qf1Jc3QMxvcuy5QfJ6hme3QDCfHhDyEHe+O+Jl3P8G/ff9X8QfaB/jl5dfxtF/it568j+FRg/bEoT3ViXONF0eUM2R5HCEBXy5BnNyM4kFbKsaOQsj7SSc1K/k0v80GZZ+nzXHOGqR99izamz3bzBLoA+De/7KUx1WOWxOLVAI7abe5jzVnbs0CSU2zzbQlmynAlUFIn0VbDhgQAEzS2qw6Sbx6yZNQZYnP6pzYebizATSIl+lGRgwEcBo4tgDfGfDV+0/wR9/5TfyRg3+Ke67Hw7DEe+238fHJEX78pEM4cRgXBD8AbhPhhwgauXjTROKthwD2ZTKPnPGZZMX6POYZn+pRjh0l6f3wpoO0U+bZ7YhKIbJ8/alo/W3gW5fbgCpziQsA5dnoZJSBpkHz6Azbr90B3b97bVrm2V3Uqf1ZAP+t+f7zRPSPiOhvENH92ziAzno093erdl3wnjnuuZd/Anxc/mozacmsPLk6145kZNhF3O82+Kp/gg+aFb7RPsA7qxOgi5L8oc8rozwsNdhxxLmYgLbd+1ImwUbvzXrkJWagf+eviZvucwI2L3Akdrt2s2dbR0FNoieGQSonWgWLvvRqOcBZvbyGSjhHzdTLqs77HC+u90rVMhMv0hmFVMmALl5rnNIM6rEmZYoG+Ln1CEcLCagiOaYE+B4AA2HBcE2Ep4i3/Cne9zu87z3e8xu81Zzg/nIDMECDdATNltEej2mEGuB2A+KykUQmT2Cfym9oET4t0WEoKQqxKGSAXPs9j0TUA3c0lZtOarxrDMVVHaS5xiZ+NumoawqnvqfpvuQEsn4AvENctfCbkDsminyl935jcCeiDsC/A+C/T4v+GoCfhAxrPwLwVy7Y7ntE9CtE9CsDdlcehyNf+HdrdlXG5IRjTotqsJtJVlIvdjLnaTKuIvdkXlQXxNtxI4Ctxw+evo3/8+yn8fc2S/zfZ9/GP396H7Tx8D3gBk763+TRWD7dtt8mWSU6KD/8cx6iXWYlXBWQn9vGnP/rarfxbPfhTJadbYHHx6DFQoJ6GsBTfbuWxLWAPFcq1i5XuwjM5zzM0siyXDMtgSQCcIVTV6/VPrOLVjJBE9Bw6/P+9TNFA/4aoGfAbyPas4hmy2g2hHja4qRf4J/t3sFvDnfxwzHiN4e38Rub9/FouwIF8dh9D7iRMxcdWwE8OJmgQ7znypliTnXkY8685aRCmYC8cbpYO6qUeGW17/m6pTlc5XrR5HgTcxcBOJXtdVrAvI2JhUXO0sywTmUgPnsktXheEC3zbwH4B8z8ibRf/gMAEf11AP/L3EbM/H0A3weAO/TW5S193oG0GY32Rb+doyVm9zfDu2vdCubiISfLSU4a/AFAY4Qb5CVoTxjdA48ftO/iF07/VdxdbfFks8TjT4+wfODRPmU0W4YbWJI86oCObXt00KqRtWQr0zWTB3nGg7yOVaobAOCrKh3d1ObuR0oue0a78bN9t3uP4Zx47KuVJP6cbYunqByxApTlx+tyArU3KAebBl8rSm4yoYSup4odK9+zAJ882cxHE4kbqOCkHnLjgc1uQjuwk1mUKAS4rgRraYhwXjsroDsWeiYsPT69d4hf4p/CD06/hK+uHuPxsMY/fPA+fvzD++iOHdwgXjtFFn13ZMSFB3qCO97Icz2M4GVVc11LEejUfjonbCpkplmsWryLlXO3nSlRVfq4Me/EJbRjpkfTfbM0jY152ful1zcF3EmpnsajebTB8KU16PAAxHi+ahljPwczbCWirzDzR+nrnwbwa7dwjBdmlwK7Xe8qftOu4yipB+IM6BuvPcQMfzREuG1Ad0yITYPoPZqzDmef3MdJA7gRWJ8QFo8Yy8eM5izC9UESYSyfmuzKMr8ACFKnBmaCZEp8Zg7qXRTht2Y5xmfpGG5ic5m0z+4c3M6zrcli+uKebUB3j8CbrezXFglTikYTmvRa2gBfDUD1fbCjKk1UOjciM0Detmn+07Rv1bs7B3Cq2Z5mh9I6MjSkTqPxMmLMtIeZzUmf91T10fUpAWlktJsIig79Y4fNh2t8+tEaHx/dR7MeMZ41cE8brB46LB8wmjNxXNqnAX6TKib2Ee54k2MAma7Y9Hm6Pg3q5hIEeu4qb9R5YhM9RpFF5aU8e7re0slRrvk08cBrI5pe2/qaB57+xlyW6X1uGoCHcu/aJdA4uD7NNBXFGXyu5QeI6ADAHwfwF8zi/5yIvgPp1n63+u0ZD3R55iKHZ4+WlUNQvaB8rn67FNgveomA8wEXa8mLozHJGEOA6wXwlxAwHx9Lhip7gEag0SHuaZDJDXYBrh+nGXbMSQqZhtZ2Wj5tsmKf98iBMXNuuTiZd+fPL23HoeJlzQjAFhzLXk7St18509NL0qvf2rPtnUgDmXNlQUqeIwCpJ0QVGFjutvbi1RQorMevNhdYtr/ZDkKX2VFcphrixV4mIJN+6AjEpuUDAvpjBDcyCuVlI2UyAoObFjQC1DKWDxh+5xBbICw6xK5DtwP8DmhPGcuHMspsziL8ZpQSBEOA26XM0/VSvPaulOhFSLp2w5XnOVoT5TIBV3t90jb2vEgn7rbetXrjk2tmPHjb+SqA22uuncAcnYOEMSGAD9egzQ7j0UJopIePwd96SyiqKwbCNwJ3Zj4F8Ha17M/dZJ8XHutFyukuAfaJ1Rme1XJmLsCZqJrcMah3pMXQ2ZVyr0TAEGQ46yMaAG6MCAuP2KbSpVrnehfg+iCefj9K0sMwZs9JFTKZW8V5L16/ExvPb+5c9YEmI6PTuTc51R935eHNxxlGqQHfNqK4IS1YJslOc4lOF97va6uVbhZOurVnO4GBlnElrWuy60u5Xw3c2WdIpYiWHrBAXmexKoVWg4ou1+9awlarP9rOI0v5Uh303VCkkDGWei3Kydu2WaRxENVKPwKQjq05kblSXT+ieQq4pYffErpjQlg5DCuH2EpSExhozxjtWUyxJKDZjHIIAmgX0kTXTjj+VDpDOpEWtJEJRjiVPpA2aT134wimAm5Cx8i1ICOJzDM0jSFN40eFpmqMssbSX3W2ucPEX0IaSUzEFRkTUidp80tS+Yjm0Qb9uwdo794BMRBbB4fLHZ/XI0P1pt7bs77oF/HrM+nFeZq8KliagbOSEcqEGuar8yCMmfqg3QA08gD7MQWA+nK7iFMAdYxSs2SMUoo1iGaXdTJmnrbnUtPiYc35x0KKGQWQM78pMGnCxcT7SwktROdiDF8oozSLkHOQej8dMI5yL0IslEyswFbpNaDQLFalAUwVTar4AAqYWJBX8K7adm7UkCaIps2uFNaymmxt4xhytUcAhTZS/bnZP40RTJyn13NnfS5jHdYd/C6ifSoZrC4Ir84kWngdkcYULKXIwqGn+Q3Ijhry8ZRLR1a78MFS7oNO+E1Uzk2vQeNTJnfi8NVbb3wqu+AL/WPPnbSeUxUA1+vrTcwkjSzO3Qe7ndIxQJkPNmWwxztrGf1U/emcvXrgfmGQ8tkBYjJrUOUR1vVOanqmFNa6Zs0TE1y5cko7a6ngWOYsI8vn9DK5McA1Y5ZKAsjZd9DSBTqM1oQTS4dct+21WQURkIJxCdDTrFEcIsiXFHA5rgRuNVX1kvHPm22MPCUcb7agrpMiYosFclATZpYe673VdIr1yq1lPj8KwHualgeoTdPqLX1nRwY58a1w0RNPPenztaJiHgU4KpNatx6cJZBCIakOHa0Xz34X4GlAXDRAz/BnAFI2K0FGtn4XJEBLgH8iwVNetkAE3G6QY9hrwlIRMi47uJONjJbHAAwhZXObeJTVpucRDBUQznGEJAyw71KUEttcj2KAaeEym3dSU0CTkU91L3VZ1wKbLYYPviRZuh9/hvje1yUjfV/y92Kj2pMGpGyv1klJAZZL9etlZ2U/Rh51braliywBMaM8KPa41LYSGJrjT+3wPcZSbkCnz7vk2LOKn3qSbjVTG4VjklQmz5xHN62vQzIyIUqTdWt7v2gWTNLPwYF87gfgzpGAvg1SWwoFOF/LfQ4M1CwfnEGapp37uRwH0yETyUQcZ1tJurJ0TONBQwo4dilIbhOBgsyIpJOS8CKV0Q0pzsAMGkaZdi+V1wARqGdgCHCBs2IlrDvJbD2TDiR2HpySofI5EIFYRqq8XuYEK5laUuZwpRjBiw7ubCsAHKPQYIlqkWSnqryx6TxpDCJZTSUXkIp12YlJlKLRCpMliI2p6kyvUwb7RLlZ6o2ofI9ppqxFlyZH2cGf9Ni9u0Kb9hkbulLH/oUAd60XPsvjXmMS6Dzxrd1sLnBq66RYkL+ORUbmaVQokYdrDoQBMoMBzg+l04Ok5QIssHMdjb+s/fV3ouKlqyXAyUuUczcdDyu1mVKqVXbJFU30hTDvwctFDo7ho09B65UAu1ElZSWG1m2plTEWqOcUSAoOgHku1BNFSa3XyTZsxUdd3grg0G4AL7usBWdtizoSgKzjXZl6L5b5XmlMHnvj4DZl7lXayblR25TsXOrgtOY9EZpNDy2zy97Dn+1yTZisgNmk2av6Qd7rg6WMDIYR7JOaJ82rqhOjsMYqMtUi+8q6/ESDsfcgl0S7RmcOR+BhOsm1xiCkSmPx4imKvp40eOtQ7qG9P3rf7IghqWUIkHtxtgWWC7jdAN8vwO9JMDW27sp36QsB7sAVAVly0JTQeu7TOc+W7I26KPhqtdXXiRmEUABRj2+GZ7b417lJNYDELYYLFTEXmj2PuRo7rnjoAKYAYofxtjDV5OFN9AxwkxIAr685B3e6kc+PHgNtJwqIbQ+sV5n/RYwyW5ZVHY3Gs9f4hkoM1ex1Dwa8akJWA4U5PuIKjdc2JbjYNiAXM6dMYygzGXHiu0lqtdsZpKg3HVWaBpAXKdGp0ThSD8310HN2p5usdKExlPkMlMf2Tiqm9oOs10gQPs+mFCLQjyUuYZOu0rlyGoVwI1NUcuuluF6aj1ioIgJtAnjpQU/PpNQuGZrUuaJ392nS7XStqebQNR6WlTVIgVU2o+EqoKrev47cNBbTOGAYsfvml+A3I+iTh4hfOYTrn2PhsDfN6qqNkyxOu54dWpn1z3FpNnPtGqODbJEFDGPlMXMUrTyq19beYDYP9SU2oYrqWAalwBu5MjuUBfe5RJlIJbA1ybDkmwfDX3cLEfFgBfrkM6FldF5Mew0tLQOUa2znPwWKbK6WT2Zno+pctSNuXCkPoIFXpSiSF8+LFjSMpdSAaVuhIlyS6abnzLuyT63j0jZ5VOfOdqJeSZp47goFlOuVa0fTePGMtf06sggx0UHt9HgaONVz7Ifs1WsyEycQzjMvOXHi4qqFP94KXdhI0pXMUbwCDTEnP2Xv3ieQj5zVRuLZp87UzD1OFrBtIFxaVM5Ps5LztUD5PwzCFhBJfXkitI+2GO+VUsyxJclcv8S+ODKGNBWenUiiBAanvPilwG4tUxdpX2QeXgugz1JXRYE6RPHI7VB7EjRN56RlZHWdufZeZNrGppEhYdOIZK9ts1eHtsnqCU7zSLKZEjBPbHBRSYJrn3bljdzWxOYvy6LMvpQnPHYO8cFD+W2zBW93xVtnA96qvshJQTOUVu5cY6n3YnXpOtrrh9KB2CxMHQl4lya9Lvyz8sysHYHRkedJpxPQUqIrWOdYVW9Zn/tUmZF0MnBHoG1fOpIQhWI5206nw0vb5d9ON6B+kLbaZ892lslbpydP03eHuO4QDjqMdxf53Ia31lnVMx4tQIMkWMm0li3C0QKxU2VMSJLLdE00GKsj6K4t183mCNSBVj1X/T/3m47WAKBtwSdngHdwZzvQEMHvJI37Nd7tL4bnfh3vkStv2WaT1hey5qEn08gZL90EaC606yTwBJQbPpfqbDeZCcZOmn6R1548xDztm3PlBZqhZZg5c7ZMoUwOoioCoFwLjQGoZ++cBLxygNDEKbQ52j6OAPyLzXO4TWtb4YQfPErKJgmUofF5EuZJ4FQlsylOAWBaQsB6/Pp/LphqE85a85onDlgrPfKym0x6nWmWEMELs48gHm3pJFrQ8WlS58jzItx2ku0mCgaDy94sd20JIhPl4CadbeWcdf/qmStlZZOPkpNB2x7snQRPT7fg5WJSdoPvHqV5XAcgMHjRgIaI8f5aasFvRKXDBMABYdUCnhAXDZwLUjsdQOwauH6URLQ4Ag4yEonG2bKlk1PnkdVrlrKpVUm2vkwegbmU9Zs68/t3gM0O/ft3ZILxDz9C/Oq34foIV9NBlX0xwP0qy96OALxONGE1tBNQrIKNmZO2XqsNcgLnaZtEWUzquZCZrq8GvBAu7wjscWGoG5s4pQqIet9KwWSeL4F64nnZuRIUCimlu01lVq20TL3FYLj/BOxcccWTrNXr2nU66VfN09cA5KJLMy8txcs928joSJUeeh1DAPoEpCpntBNaOyr13zUZxpr1FlUaab17IAMxIoM2O1GFJADNnHoCYpnYosRZuGtAfQpQHq0nI0opKNYIpbDp82929iMNbvKilXcnRPmcjODKpNs6Ubxy7Qr0+q5sdvKctw1ou5Mg7EI6iHi4gHu6Ba86xHWbAH1EOGgxLuV6jmuP5lSyXsNRm+YlFXVMbEWf70wZCF74krOApKhjFudLKRqlpxzhnJ4llH1l0/tna8H3iZYJEu/AMKB5vMNwf4k2Ka5im3qlS+wLC+6c1CnEAnbUNJcHIK2nWwM7cD7xJ4GdVsfjc5NEB+Qp75zLyglW700lMzaR5RLL1SfnKjLarFLdt5ncO3Prtu1tkxNNYF5uuGlnxEjTmLmUrKMeeQ3scwWsvgimdWK8L/SBgt52Czo6TC90+k0n6NDOkLl0uqp8UtrGgoVSBWpERe+egdKMwBLA0hiEHtmmKeiq2aCilRqmonbcNXKvkwQSEaCxB6+W8sxvh1xTnRPlw8suB1oBSMdhMmAnQcmkOuFFlz347KVvB9DxCfjOoYwSByNHDL10Lp2UAe7fvwsKjLDyiA2hv9vKLE4NYTiSyeV3b3eJU2fEI49mE9E97pPyRXj32HR5Hg04B2zS+WmuQNdKUNZO4GE72Tn6pRYmxBK3QNMA251w/v0APlzDPz7BcH+J8P7bRS1Dl+AVvmjgfkVJ31k9+yzPPuOx2xcrR8nLjbZ7yan3wrfIpNUqc5zx/kvg6eJEKq02SXW6kKWQwnQZUVPS0X3hMHkhL0hsvWiSNeMwiArAjTEXtqIJaD8DdfKmB1yJQNudTCj99ERUGFrxb7mUl7hNnqvWClegsKYB03qWIDV93iy9otQAUPbpXObGSWuwbHYyUvA+zwsgUsMINBJEhYMEMLtGin91omtXcI2Hq0nSHS9a2S8R4nohNI2+CyptdOKlknc5ISpnWSvH751RpaTv9+9IFrauAxkdxIP/v713C7GlS84Dv1grM/eldlWdOue/d/+tbmla9kjGY2zhC/iKwchC0PNkRhgsjw2NwX6ekfGDwU+GeZphjAeBRUtgZBuMbT3YYFlg60ngu60B27pYg7r77/9yLnXbe+dlrZiHWLEyMmvXqTr/qXPqVP0ZUFTu3Lkz18pcGSvWF19ESGAYJ3iFuog2WeSxcnB1wsQZaA58yqLK6OaEYgOpDuUJYZ4SpRFJwZFGHLeu6aQNhQNCwvp1ok392qm4s1OVzQrNYO66IjOVnqjo9QGdb9D84PtwTYD/6Anqh+9PsEyWpNSfW+R6Z2AS9bDG6PiMTY8xUN1mlpl1pOSBBPdokWq14LUosYWIiHra2FVd3HUMGWuNHDSidMCAKXxe9saqEEul8pIvu5AXJZ8u5ZcHpQVht3twSUFus3TdlQPj8zBprkog9ybi8k2bIiQ7xJAs3+0W9PajXvHaAhDq7whBlL5+Z8u3FUXPHFHsNkUqo+VeWaQo4qzk03kl74rveex7i8wbB5BgjgZxfyGOxnkBt00pdXUMtynatHA9xbAqZAVXzLNlT10QmFPx6MVMWCwxgrnMMEheCe4thtavRr8Ckua2qkBNz+qJe7PMUQczYukRFgVcqpPKBaFZFogFwTtGNyMQA6EkhJLgGwlU7BaEYssAA92eKH4mSDqEysE1iUIZOulv60DbrUza2s/kM8irEPUrOOon48TDz/1S481CLF0nQUyVQzxcwX32FH7doTmagc+lPsAEyxjJSuEyXvoO5ZjzwVjrl0aKPb1IbL4HYBR5gjLsMi26kePRwiRqrTvARbHEr8t62ZV73mC2pIyWZAkprs4zgWDivBSlXgnmKANIGkkRMuA5vTQEuBhTuHm8yPUdyxhv3yHXUc5vpAJ/nniP+GAlOPV7R+Df+ihnheRzCaenouidnlo4W+GZXVkjgWF6gYHFvgPPTWMvc86Bvki0WtOb2gQlRYTDFE1LslrrDuZwhlEiEZoR3X6F4qxFtz8DFwRXS5i/SxAhtZI+IFu22wZUFj29khN3Pq0oJAgq5L7zci5w0HqbcHZh3PDePEe6dvszGbelWPfdnke3KBFKQrmOorznBBDQrihDLK4D2j3C7ESSk3VzwqyOiAUhMkmIf5eqShUE18i2O69lYkuKHYBMao3lRKaLqBWv0JY+Q03tbDNJAhmWIQAoPNzTE4FlHp+CDirEH/gSXMsIswmWyaJRqtaJOEhDa18c6xwdKXbNHjdgJIz/zKTBwHB5zNx70p0D+R6PZlXqmilSlbUulV+EUpnamtP0Kp2NEr0thWDzvECcFYiVQ6gcuCCEmVjt0cv4oSDZLSnx7Ill0qIuyounVmM0lEzF3Fn2c1Ja4xXGZTl9dsoddKhy4eCenYGrEu7XvidJoA72RYnt70l4vjNWeNcN2TO6D+gVvuZn1+N0Sc87lLzi7fa+G766pgrgYiYKXs/hRXkDQFgKbBQWJVwb0M3SBEHipJSJgxBmXgpqbDqEeQG/bhCXJSiKExbbtmfEaBQquiGQqOMzTXZMBCyq3rEPCAZfesRCUhm0q0IWyV6cpL6JKDYR2wceoXLwDRDmQCzkShRFsVMUZd8ugOpcLPVu4eC3DN9ERC+BVNET/GknBo06cxVmGqdaHk/Edp/SPHelb1YnuR6bYDJ1HG/+x/dRnjTw3/4U9f/0oWSEnWAZJIjDDRWJVfLA1Y5L40TN1tRAofffsTqz9HdAj1Erg0YTfoUIqYIdc2Y5ji+gxC+R7A/ImRsdeF71S+nSI8w8wtwjLDzCTHLFR08SSZ7QFNchlzjLdRtjcuzpS2pYMgPFHrl3piZK42ViLfLxRPxC1vobhuFTiGK5f/QZaG8JFAm6iGZ8qIUOiMK2eLv3wHzWO0Zt5kjFbyP6cTgWy5bRcWp59SnIh52TAhAKxzQS2MTzAv6kTis7URfFWYtuWcA5GS8UZVz7OiDMUmZI5my1h70ZXGDwXmKbGB8OZiW4iz3tUam2KcBIo0TjskIsPUAAuzn8tsupEYpNQPOgQDdz8A2jWXnUh9TXaq3kPxR+WTOafbHkfc0pe6ko/xAldzx1jPbQS8bKs1aw920r73YplOG82kn3UtMRDALBNP2Ac0NtqzEsyngyK2psa4nKJQLv74G6gOq4QbtfwW9lBRNLYIJlVMxLb8uukUaD6oCzkZa7UvuOXyBKkEyGOpKC9zR84eyMrtTKGMEuwRquV5IXyuTpzH5VUZIx40VfFidOqTivMqYuit2hWzq0S4dQAe0+5SLGYFHq2DB8m6z15BOikOAYLUDcduC67vunNE9TjYeqCmwDra7K53PX4JfLpO3gTtaitGeVQFoffQJ6eCT3rWnFeWZzsSdoJEN5qtjHSjo5JAfO9ogeyx3lmlH4A13I9EMKKUkVp7zm3K/Iwmom6XcXZXYyhlRJCY7AEWj3C7iOUawDwkyw6Xa/gK8jth/sozhrpSQeAdRFhL0S/rwVxe0JbtshLktgVUkqYC+rBrduwB0Q92cgllS8ceblGh2j2yuSkiNsH3gUNYM9sHnoUG6k7jATAI9UQF4gG9eIz6g6YXQLwNfiSI0K4ShzpnKYHYecWptCSDWKo9xjzQOf7m/2HegzVHjN5pNRPnvhASUrm4yaOYhJo4f35sDTY2B/Bf/4FGF5hPi1L8M18Z7BMs9TBi+7FE/pdgFkpdtTwpLy12LAaVlMzsk6kFI1oTzz+swJ58JlLJ4IgCPEpOTVmUVdFAuGzZ/CNgrhqOSc2jt8BYYtkaMKdSWRLPVuVSFWDt3CIcwc2gWh3SN0K6CbA1wwKBJcDRQbwG8Z5ZrhG855tv22g1u3EimoyttmwIuj/yrK3viiyaxCONqD+81jYZO0rTjPCw8+q4XrrhOx9Uu0bZ/r3bIqDCNFzMxR5sjxNtAbK3oO12cy1PwxaoFSiMC2QVzOpSxeaRRYG0CF4s+CTfs6yniqRMm7BghzGfeuY7QHpVjbvgRT0kcJw46eULiUbdE7hP152u/gFuJsDYsi53nX8dPuC9wi7WXEAtisCL4G4IB2IaH5YQFwQSjPGPURgChOU056sTwXh2koCa5l8TN5aVuxDoilk4ksUVDVd5ApqKonNPArcp8MTv0ZxsDJz0UVv664gF7xK/OuaWVV9fABsN5i+zveQ3HawP33byO+83UU23AzuWWI6GcA/DiAT5j5d6V9DwH8fQBfhZQc+zPM/JTEtP0/AfwYgDWAP8/M/+461/ncwvG5Cl6q/7zABJAehGQxFHyCAGiWwwslyQbwDFKhgf4PyeoAkDM9KmYtVkFMVnGy6q2FoC/lmDplr587SlmRw7mMSXIhGHq7XyBUhG5B6BZAmBO6ORAWjFhBSp91CYqppeh2uYnwmwjfRElWlIofKwMEzODOBFjZpGWWyvkGymsZ10GeMapSKJBVJeOracWxquHm3snzDgmgu+MbAAAgAElEQVSuU6Vt08IyizKPRmH0nZH/FuON3K9IB7EKZuXatMInT+OUgRQF6kDbTuCU0gHk0B5UcB0jVE4qAbXyXH3DKM86hMqJ1b6NQMKv2QPFeTquFsu4W3qUJy08M+qjmVjwrYwx6hjkhJvuGsH0Y1lhe1SgOguggKyMQUCoKGPo3VL8RNUpo1smbL1m1A8IfiPjs5sTuJDxHSqg2Ah7hh1Q1AxH6lz1cIHht5qPR/ju1HRiACYWlKw0PBBS8Ne8ypa8PCMShozee32W0TwrhXp1ZaXpKiAQD7ctyuNanNdzyTUTKif34DlyXcv9WwD+bwA/Z/b9FIBfYua/SUQ/lT7/75CK8V9Pf38AwN9O/++OjF8coLfg/VCZXsA6x9BygmpClax4PZQBik6Uu8IdzAn2SPh2yhVCjKHlZa+vpyNIoEfhMnOAC1m2xkJoX+0eiXJfAmEGxEqs9egBOKCoCX4jL0d1KmXOirOAYt3BbTpZojYp+KTtwG2LnI3SQEa7FPu1i5a8XvkWXvW4TgmyqCgEuvJVdohy04hzNSmLXKxZhbl/4ccWPNCPCR2vepxhweRC0DpJWG64RlGGAGpNXpQQQefbnM6XS0nd6x2BSwefAq4ocLZu21UhDs0FIVQaUSv/mgMP3zLYeURPcIHRLX2aKOSgWHm0q1Q9Secp5xF9BXaixGMp37cLVdBAuxT8udgKs8UnBgxFZNilWDO6PUJ5IitQAOk3SLnkZYISgwsojxvEmRdIygsDiEJK96vK2TmZFIOxoJURZJ+VUn5tFSwtgq3PJIxWA0UBrhtQ5YDNFrS3hP/4GdrDd9F99d2bhWWY+ZeJ6Kuj3d8A8MfT9s8C+JeQl+AbAH6O5W3+FSJ6MKoa/0ZLzsamkjF4hlQWosRbNzCKHscMKiDBQg7pJbv4AFTJR4VsolgOFJGUfmKnRE0duqOh+gKYpnIhllJQKmORnEQlwIW8eLECQpkUu2NQRyi3ACIweyq1K6vTiPI8poLbEW7TwSWFLuHQqYRf10Fza7C10M09eUOVOoDXNK4TfY+Xc/DJqaQf0K+qStIQpHzvg3S/+t+mHlDmjGLsuxQ+MMxnQiTLfI2ODSEVj+4hv56X7VJgEyHuL4W7buMc0lBk6pk0xIx25ZLyJlAQtBLc/wdkHKqFTCxjM1Si6JmAUEjh9+hTAfiQ3gsvind2GtEuCc1Kyu+FmTiGKDJcEAOmPBMcnQvRp64FQPLftaLQyzUQC2RMXt6zRPP1cjwXTgKGzqUcIACZZJVKqlY5Ucba82pbn4nCpEDvNNX9CuW0Jr2EQm5pFUeakjlVYqp/xwdwdUDx7cdofvj9m4NlLpF3zcD+HoB30/aXAPy2Oe7bad/LKfeXwNWFfXEFNKBOVgtzGCeW5FFBUtYhDeSevkRI1liMoJAYAxFAKY4t3yie5wAIvsdeBqrAN3pNZIhGLfqdYptJ0gZxHMmLFIvkKEovjf6BARcA2gIuEPxWsHXXAtVZRLmOKM+SpZ58AtR0EjmYlDp3if1iC4LYDIYYWep3C2u/2XHdNHLvYhSYDxCF/tZDGUObuqfBKTZOJJh7Vcl+VQpKf9Qxmos1F72St0t9VfiacCsVTid0hupLfXbFsgC3Hdh7uGMJluGDRZoI0iqyjXAMtPuCobuWUZ4lRggzoneoTiPC3CFUsmJkL2PR18ITDyWjqIVi2M0J3Yzg0i2IXhSv6/pJK3rC5ogQElddDSF1hIZKHKT1kRgvrgHiDPBbeTe6pRAFym0iplWy33VyDln1Cksm+gStOoe4KOE2rUxySwmWok09yG3PZdGnWkg58XMq5Zx/34x/OzmUpWE8xR6eq5sE4ZWS+//xM/h1i+ZohuLpM4A+uFFY5rnCzEx0xRphJET0TQDfBIA5ljfRjBsTZu6ThqmogjeFrdnJDCyWfmIf6NItRlAswNGnxFsEKkjg0pLEOW4mkujRL4vlTBgSgNM1R4fk/cm/K5NFwvYJ/R/LoKcosI8L8rnYMopthN9KpXm/7eDXrfCSO4Ott+2Q6aLBG8+DXsa55oGXmqRft3yecQ2MxrbfR3jrUOp9fvAI/N+/20Mjz04lWjMxaQDkZT+V5VCpW4erxWv1GBMGn1oxtODrJuVAcX2QUHbQFvk55yyRiY/utn3dXrftwKVAf8V5J2H+BUn2SMj4cwFoVx7dPEV/qj+WxNqmIOO8KROdL1n47Yx6llgySmKVLP6kyMNcFHKeADZQTgPafYJreqWtFvny44B2z+VzVOeMlgnlecz50ItNTJAMY3bSpHucfGHbpMC1spPrLWzW+5+eDdWtTKrlDic30Ct7oF+R6XPT/02bgphkAqZnp+DVEsUnx2gP3gb/0Pe/FrbMx7osJaL3AXyS9n8HwIfmuC+nfQNh5p8G8NMAcEAPn9/KGwg7v+oYWzf1gvWuEiPMq5OPZaDP5hgBkNAZGbJsJSdYPQepz+paiQKloJY1A3Bgx5mKqApaLYthY03z7HfcD2ootGOaTwHwLcPXLHk12t5R6pogAziVK8vwS9eBc54SE2jhCDsrK+26z28Y9/wKealxDYzG9t4H7J+egssC7tc+BspKgpdiBB4ciFWvrArmHo8dO03H2zYuY3ysxeqBweRAXRAL3VHODAlArNEcRZkm6zKtQL2wwVzTIXqpwMQ++YicyzRIv5EcLlQRAIdQCqQiY1SUOQUZk9ElqET9xq2wXhROdB3nVawaLKqMVVG3ezKBgAjFuThYiw0BCUNXrN7Xkj9mdiIMn73vdegWkpbXNUJs8K0QGKgOgAPcJlFM033S5GV6v2lb9/dVfRu7nNpWbKBSjn/phrEHar37SiaVLoDON9j88Jf6IKbf/eVXDsv8AoCfBPA30/9/Yvb/FSL6exCH0/FdwdsvsG7G1ru1UgEQca9dbWBJKiBAFHp2TNOBOpd58BQcXOcQvaQYppCwQrLYoyxd6TJlbox7xejzdpAXxClmn6x3XzOK8w6u7Xm7lGhedL4ZOutUsQOJaz+c+OJmu9s6v/T2CqT1hsuNjmsKEeFoH+67nwrePqtyLnWySaasMrb0UouZjx2oOuY0+RtRHwWpE0RpIBuivni15lX3Mm6Y4pCxAWRcHUEMlLgoxfnnGH7dICxKVE9rhKXkRefCZfw6ekbVMNqFg+8ECnEpGC5Ugr/HhHEjwY9MYqX7LSOWwuZSKxzqXmCAy+Qo3YrSdol9WKyBME/vTFCcnVBsBOIMFWHvowb1kdAzy9OQ4VB/3iLMC/DMwx9vhG02K8XXBM7FsqluwKlwtV09EdDfZ32uOlGqMYSRbgF6vF2pyxrExCzX2t8DhYjypEG3quDP17hRtgwR/TzEyfQWEX0bwF+HDP5/QER/EcD/B+DPpMP/KYQu9usQytj/ep1rvGlywbHafyH/1YpnSSzGdTNUbin0n1rxipNmy0tOGSok/N8nuqLSxMRqT8tdp/hfj83LuW170q7IySpisUCiJPmilMlRI0spiJWOLlW5USXDnCvV51zrCr+oJadLyqDpBt5ALP0FYJ/XMq7bDu50nfPHcFmAv/uxJA5rWrDGTCR+M2+7lOfdQC6WBgtcXO6rM3ZsiFhKZKJckrUeY5eD3ABIkJPi+OcbKegNpMmEBQYhEgt+UaI4axD2pNaoryNoE9CuChTrCFdLMFN1GhErQrFFdpCS6rVkubuABB/qYE7XacUCB+Q4vwW6PcHn/VYmCXZAeSYYPjtCdcpgUiu+v0+r73ZiMDnC/NM6K2XXpVgTIvg6rV71u3Ut76oGLBUe6Pwgw2VeOeUatUmp2yhVpT7a1VZO22yYM1qAuyjkXZxXwJNnwME+ik9PEBcPEX/gwxtny/zEJV/9yR3HMoC/fJ3zXls45nQrl8pLYrk9bJNyvAOS2TAXOEgWuL4wJqGTzLI1BknGKGHQbQu0EAzVO4FrktOVCgYHAqUES7pcU1qjJiTjlONCC+2ymXTy/tyRpMgZkpo3WebKmydmYb1oxGv6f8EBahX7OLERduDrd1Bey7ieVeDVQiINuwI4bkHLpSiL843wmXPOmCCKXpXxII976NP2WnaFc0OlrqJLfx2/eo0B7ttz6DVnO89TDvVtKrZRFkBMyipSSgssEaRxbwZ/vIWb+Zxi1zcOYCCWDuVpl+MsqrMEk8wUfpQxXK454/G+TpZ9Sf2YS6taHwRz91uJvwjJIndnvb9Kue/EwPxxQJhRhnesP8s1QSouNUFSCngPSqUsNRd8VtadkCcQI2jT7bi3sVfkXaL47IJd7HOxSt7m7y+8TOqae7/rgEdHQN1g+z+8MwhimnLL3KQovm4tegPTxK4DqXNMc7Un7BscU6ImeREFgw9A2y/F8jkt04FSvUaHwYC5oNyBhKeah60DRvPXGMePhjlLegATgKQvgCp3y4Sx582Ux+FK5d6kDLhJSS8gVZWE+c9n8lKfrcWJ2nV9IJMuz9V6U1HoBegV/JgmqcdZOqVallpUohgdr5CPgXkohcPzvBJYQKGdBDXyvBLLfVZKioDSS8Uil0L32wguHMrTVqi5DHCd4EIAQJS8OokNJoYMgbbpmCCpA9qFQDdZYQfAdXIG3yToJzlkq610pzwPaPd8YuYEITwQhCwQImLhUD1eIywrUGT44w3C0VLw9UTvpE0rVjMwKPYtKTzUr5Z8F7rq0WeicIyF17Q4t03kZp+BbmuKkcQ6owyNBfC2zkFMvpTJd8ot84oks2kA8yDFm8mJh2whHS2ZxSFky14Te+lDHGBuKtSX3shl74A+WlavKxfpB50VG92Y/QHJUh9j5LFXDoNAJGBobey8KSkNw20r+CuilV+7OJKkcc4BLvaKgAi82YBWe7Kvbnrc3OLrFl5Ra97mnrFcd6BfUVputS1ErRlQBwYKI8dtADKO2k6Uuvd9xkrn4I/PxUqumwT1leDS94pefUxBjBsuPfxCePWxkLa1K1E7ro2Z7hvmYvFLKgIS0kGhwUXSLN8m5V7HDEfGiuBqFku2CfDbKIyZOqCqpd+uSdTlwonva1HCnTXgRQV/vBHLvW37/qeJkbZ16ksc3m/rHwnmOQHpfTTHA0NLXj/rb/KKLB2bJnne1rKqW28kiOnTY7QH7yB87b17mFvmKrnBl3qQlXDgYO1vJiM5F3cl82rbnp6uxRe6DrlwRWLYDISozyWyQ0Sh91DQ0Ms6VPBZ1ApUHB3oX3RDZzQdTykXjF9hMGgxGMRjRT7Itvk8+bzPyRYfvyOSWSlVKZWYyjJn/KOqEqWuNEjNB65BLrqtz1p50YOsg4ZlYceBWoFqwSuPOpgJQZ2v6tRVha5WvmXl6Kox5YIBs+Rabzug9IiLMsV+CAzI3oMoSlKwpNiJxcHpAsM1ESCBb2JK1kUGPqHIKDbIUaIajCRJy5IfqgBcwyg2QWDQUvpRnHfQQvKa9sO1AqvwrIQ/rcXfsZRVFEVJfUxdHKTlJd1O9y7z2LXQt66M9J5rfilbLUtlV8oIW1hbLXedHLW+bilBTM0Pvg9fBxQfP0Nz9O4Ey7xyGVup6cFlh6QGOimOqkyRS/wHfMXDGhfmvtAWHlkL+cTcf5+OvQC3aPut5T7uo6Zg0POMYJlJLgo1rTjg6kbSDQASxKSVmOqmt9Qtp51ZXmz7nKwFSNTjuarAx4aBMmaAxFs3z9KPnlfbgfcWvbNQ2x+iyRYZEFdz0NlWEo6tt6n6EATS0AAsrczknER5Fg4RPu1nEHEO63cAECnXCGBHKW8N57xMxTqk8ncOcAKzhJkDNZAEZpWDX3eyOqg84txLTpoUaaqpM9iTKHjngFmVqL8RPC9B61qunxyoSHWB5R6gDzizuaTGcQjpPgrcZbjumfWU9tmJO6+q0/70XDlRqHl/CTx+BlcHNIcViqfHAL0HLoA4wTI3LM+xHHmXFQ+IJW+t7ktP8PxlVq4Alaz/nn6pFttuBssAYjGUzSudortojhxvH3q5S+K8UCG3DfDuQ/BHn4lVxqkSEyAxEvNZ//w126PNHGiVhFqH4zFlFXy2BtNza+JQuUT0lmabAmbONwkjjiYfTUj13MUSdU/PcrpgFWpaoJHr86yCW29yXV6KEdTSwB8UK58RhRgZPqXZiEWyvJlz0j3F5SkQ/LoDVzJB+G2/wnRNgrkIKGpRrtR0cImoEKsiJ/ziZKlnRotzoG0r71XXiNOYe/xf72UOUIqychhY7fqcxowmC4XCfG8nBxOVnJV9UYCU3XRyDiwXKD4+Rrt6S9gybZQiJOH57+Gk3K8r14ADuGkgFEifLWu14rlpQVoE+DIlb1/OHdg2az6Xyyia6pBTsbhtUuaUlvxsJwUrOoAv66OdSD6vtf6qoZU3CLrhwsGnSkz07Y/lhT3YF1x7tRQoxtZD1RddlY8qAetsVfjGBr+MFYilRtpAJ2A4WSTnYR5TWjRDna9dSG30fd4TXWlYyzO1kTQBWtc7BeU8UZLuMcNtY26T4wKaTtd7ksApImGPmXaxI2G5BN8n0tPH7AC3aVPQlZybAgtTrQtwbQdeVHCnG6EXNupADQBChqG0ruyAIafptwHkIJOxUtU87PqMrDWv996KhdBs7IIKkazatLZsjNj+wDsoz1r4z45Rv7OYYJnXLqrsTIqCgSjkYY+18EoIovjLcnA8iEA+pTGwmPhYLFtiV/NIMhE+V0whk+dWQtpVdPx1yfMmlTdIsQNi/cX9BdynzwSHLlMKAGvFRR4q8fHz1SCmsZIHeuvdOumsRQgMlbrSH8dGhLVEbVk+73rnrKFjclX217C4vqVfdilJWRrXXIgi59JnCq/bCKsmW8Palqy4U5xGF8EzD1dLgWppXyI2tEKtpLO08qD0mShPNO50IysOnRiVjaaMmGiK5FjIKk1I+R503UWHtkIu9v0bpAV3F5+P/c5OImXRBzFRqsS0bVCsW4RFAX98AtD7X0BY5gZf7J5X3ytLsg9shzxP0V34Ti1fS0MMAUwOBBmArIOFnCQgAy5aAS8gL8RNf869vBWFflel60DrxLqYzyTM//Ez4GAlyq9uJANgWfY4usXKNSWAiip/VSY6RsbOdlXWqoBt1kmVjAV745fhiwE4ZSFOTJMYK4e+q3WZrFEuCyAKPs9FCvhJbcpMLq3Pmqx8akPP8246UexFYqycN31R7zNxlFLnejqwp/4azoG2jVxX74N34HkJbLhP9QBIoBNzwtcJnGAxWm/7yVRTMqRzA7FX7FYuY5Lp6kafo3WO6zOyNNgYgW0fYIWyBE7OgL0l/OMzxA8OgQ/fv4OwzFVL/DfMIrsRsdCGgTtY0wpnfFsH2Esq1eti5YOShNeAaCa5XMpCWBnPTuTlXW+RK2Stt0J3sxawWnKKUVvHXNyxDxha35aBYZf/48yRegzQszuSczQ7ai0107s+F41mmHQuV/0iZY+k0ovqmMwUXi0jF2M/2YUI5nbQfi3Cjtb4iZTCaUSDrnK91tjj9Llvqqy12LZCSmqJ58kx9sQHVexd1zNYnOvZMXai1ejSXVRH/TyOSbD332aOtM+oLEAbIe/T3hJoO7QfvAVqIvDJE/CX9qWwyZ1R7ndEbkqhZevXKvhxhacoicY4R4y+/HWvlUBt17Emq+Ok1F9AONECvReLtvCAEyodVeUw/YAqjy4MLXMVE0RzAd8d77cxCip6vIqFglL7MtauwW4KyxgGWFaCQAp66tPdSj54CafPK0UtBqKTRbL02ea9iZwnDGlruk5p2ojUhhjke6UqlkV6Rww0lBS44ug8S2whnXiCgZNKWSll5V+aQhpKDc2FrKlvrw0is5GoY/jM+iesGOrj4FkrLJMcyxQjXBel5KGdwK54DSfl/gJyk0otc+nlAy7j07+Ka19Hdip23ba+hUmuEHEOSm4h7oOYgD5i1eLgqkj1syorW3DDMJ4GClrD19koHqtQolFWQFJUxoGulqoWirgA8+ixyRpV5ymnCkTpN5RwbS680AeVx59vCQ1432r1K+USgBSyUNHo2bqRCYEIWneYEq2XugCeVaC6Bc97h3FOple3osDLQtpkCserNU9d6OMOjFUv985MQjY1hN43Vd7jiVYn6TF9UmW8GlA4La2mqG6BWQX/+Azdh0eIH7x9B2GZuyI3odCScryg4DW+KC+tjRLNA+Ql+OTXYfxEN95httXhNyn1a4sGMc0q8LNj0P5+vo+kysy+8DnIjIdKQWXsc7FOWPvVGIfPzlDDoLJBU3pthWEsWwahh2hiAJxJWaDHqLIsvGDbjvqScxlC6ScLrf6UrXu7T5VlSp3B1E9kZPBuLqW0n56f2i4n+urvf0qlsElQkI3WDRGUEs5zVcqkpIrV3kO1vC2EYhV0MM/vQjWtHjq6oNRtDEJm6CSigje/32wRvu8duDbCnW3Aby+uBctMkScvIjel1J6DaecIURYohjQZ2WX0yReRF50Yxord/p/ketIFURohgtWirRvhtacanKJoQs+Esk5SoIdEVMaU1/EEAfROOj2XhQUsw8M6/MYJrlQ56/6kPAerDKvsVMEmpyqcGzBLKPQKWpNxKWNFnb6scIwer/9zuH9a9aTVBTVtLnWX92v70mogO1IzBGXgrHRusiwahYuyD0SvPWIoWbH77L23z03hLEtR1Wvq5AmAm0YmPefA8xk4yv0KMwd89jQnE9xVzMfKZLnfluziiVNaunOyRIpSLCC1Tl76kp9TMb9pCv1OrRz6MH368APg+BQ5AG2zhUYiDsrnhdg7ITMlkPqAJoVHrMIaL/ktlqvBStF8rw5UW7FJz2WZOpqONie1ov6z/Y3zPQauEE7b9bTKFPyjVaDU6lS2ik4kZIvCmMA7UgdrZGgB+lxRKsScT52MlZzZPXa1M0jPQQYiMk5Oi4U7gkRRUb9a0Xtp7+/YuW2fhz6fMSFCJwRd+aRzUFlmDJ/qRoKYHp+jWz0APnhHaKGFG1VuuyiTcn+dcl1GkMIvFqp5XZj761CcrxhaurFr3YQURVZytE7KfLUHpbrROCjNWoeWkhiR8r0YHNiKtfbHikXPqxCJWqNj7rxNK6yZKRMDZuDADVFqvFqrdtBWs/pg3ytDVf6q6GxueW3HAFKhi3xyTb9rjR0NArOfgR6eMZZ8VsYq6sRVBk2IEvyUVzSJOaNUVctJHweF7WLN6LMB+rw+9js7uYwd3DrROEL3cA9+3YlPwKUMlhPm/grkJRTGtcoFGkz+RuXzKu6bgIS+qKLUtvONUB9nffm0vPxXS5jpYsKpAa1uB96uxwDD39n9VnbFaij+q3CCpU3uOoZZkp5ZS1+VprVux9aqVbCq6AqjRMeZTqNRmIpBW3YNkCYh38NFluKo7Bbbl2yRK/tlCPdAqZt2NWQjcXWi2AXNjJ2jY+V+mWgbxgFhbQdeziUthCMJqHp2AnZvyQrnitfySi1FRD9DRJ8Q0a+aff8HEf0XIvpPRPSPiOhB2v9VItoQ0X9If//PVed/rULu8r8X+f0kd0OueFavZWwrnNF2oFklSujZiXyn6SSiUdLWt2GhAZUxvr5r+W+P2/Ub+9kG4OxSQmqhjqGNMTNEz6v/o1GwwZxjV9vzeUcY9WUybve4UpWeRy1i2zfrqLxwntBPKPZa9r+uarT9l7VvfC/tvXKj+2bSDMgE6iSPPhHo5AxwDsVnZ7J6e/jg2rDMdTTVtwD86GjfLwL4Xcz8uwH8NwB/1Xz3G8z8e9LfX7rG+b9QwilV7q6/Gzj58/++KHL9SfhbeNVjO0EX3LSiGLZ1n4dEIystpRHoIQ11sHZpEtglg+NG+LKea5ditd9rGyzWbq1xC2Xotr3WrgRmeh7tq8Xyx6uRMUMowydmolJ8XX9j75di+tpmVeDjYxTfHuVc2jmpqSVv74tt//ie2s+7+mLPoX3R33TmGQJATPUgtP+FR1zNpO5xcvxKFs7n64wr3wBm/mUAT0b7/jkz62j7FUgl+EkmuVPyWsa2I8SqADiCuwAOUQpld6lgioUAlDKomKsNS98l9rhhJ/rv9ZixAtbz2gpQeh7rFNRj1Omr32cHI/WTk0Ixuq2/Uxm3IxeRHk06Gjg13raWvc1/42jANukhJNenVrDnsTCIUhzzfTKwjd0e3+sxZq6Tnvb/MkjG3mObjsDec21PiMByAbQd4rxELBz4+FRy61xDbgJj+AsA/pn5/DUi+vdE9K+I6I/cwPnvj1xlWd+EdT22GMZ/XwAhRzeV/+blxzZLxkNVHJRS4aLrhspclYO+8BY7tvufh+la5Tk+ziojq1AUH8+wROzPZRXWqE/5WmPetx47zk+jCtY+l7FD1bbPWvYWX981hk0A1WAloBCL+jQsC0bplXaiGbcpjiZfi/uP72NRDM83vh/2HurEsQvWSb9jtebrBvAOxdO1FB556+j1sGWI6K8B6AD83bTrIwBfYebHRPT7APxjIvphZj7Z8dtvAvgmAMyxfJlmTDLJTnmZsn83NrbLA+FiFwV4vRFLLJc55Ew35FaO6ZfmuAh72KhRu23lskl8rGwGEJDFyo3SG+Pq4+vpakNFHZrdDpgJ6HH4MZXStnF8XU2spW2wLBZtQ4yQIjJ8sZ8WDhkziTL7h3e3FxhSSG2wkoXS7ErAXktljOvrKgAYBj3pyijdG46J4gkvpQy72Kd9iPzysMxlQkR/HsCPA/izqTI8mLlm5sdp+98C+A0AP7jr98z808z8I8z8IyVmn7cZk9w3uYGVzcCP8TlWRDc5tita9EWnNxuASDJBliVouTSYrChWVoveWse7HHh2GW+V1mWiATRjhW0VmgY1WYfpLuU7Po91WKpFbHFv/Z+VH/erhrGlrjlt9DdVaazrUfItxaWrsl8R2JWQnVSqsodudvkHbOK2XWInBHvv9Vpjxa73xFbL0t/opK5K3t5rzUSp/VnMwdsa3cFcLPVPHktFqcB4JblliOhHAfxvAP4YM6/N/rcBPGHmQETfD+DrAGE00xQAABWsSURBVH7z81zjCytXKaI3ja0zbs9t8+RfEt668bEdAnhWSvKnB4d5X67DmRSNwjUEDLFY/WyV6S4811qs1trU/bsCaKyTFOh53lbB2W0NarKUzF1h+TbIx1ritt2q/K3VbI9RCMU7eZ7j32Y2jmm3KnubFCy3dYdCH9MrbXCYndg0kMnKGPYa99kGP41hnXpUU0Fz5Hcp732Mkio61cylokBxssX2vT3QYpFq0To4PH+cX6nciejnAfxxAG8R0bcB/HUIg2AG4BdTVaFfSeyBPwrgbxBRC7ntf4mZn+w88W3IbTNGXnVaY3J4Lvf1VRavvoPyWsZ24VOFoApEBGy2oP2VfNe2YOa++Ll1IgJDjHhgtVOvSHZBEX0H++14yTF6Do0+3fV7CytYyMFa6/azVm6yWSrttZThM05uZhW4HhfNtTI8Neq7tkkTelllPw420jZZ6972fzzR2Khe285d91z3dR3Avl8p5P6M/BkWcgIAJ6u6fN6ZKaAeGMU2SE1V5bi/rOXOzD+xY/ffueTYfwjgH151zjdWvkCKbZLXNLadA9WdZDQ8PZMX8+2HQmmbzwSyUUdmM5p8x9itKgpTj/QClgwMMXTFxcerAf2tnhfojxufUz/vgocszKDHWAhD2/G8//Y8FiYZX3uslC3mr5MIMwDTpnGxjDFubyN2L/Mx2L6N88LkyaG/p8ypQpROFukcHKNM8JZ1pBZ7VUrEbxRWlVjtLDmImhbdowWojcBHn4C/cgjXvULMfZJJJrmGdJJsi8/OZUm9XEi+EOae76xYN7MsyYGeSmgVypgSOeZfX1A4I0xdOedWOY7579oePa8qTXuuMcvHtseed5fCHgdDAZcr9vFxY0t7DEuNE3yNf2P7ljH71DedYC1GnmEZN7zX4zxPu3whtj96mE6Yeq3UB6pSWU2F5mygVfLXFMe1pCeezzMsw/55y/RJuU8yyasVhrzARSFKfm8BPj4Bp5zhXNcDGIAsHOB3KJmx01RpktapZx2QFtZR6MI68AZ0QMNKsVBHsnp5oEDV6esGjA+2ilWVmL2Wnmdwj0YW8y76pfbBOnEBmQy171bxjh2kOlHa/ueIUNM3VeTjSdVSQ/Vc48lWn6HmerfUUj23nVy87z/nqlfJr1GVUvovRvBiBmo6+G0HfniYnKl8JSwzKfdJJnmVkjB3ZgZvtql4xSylAQ49/VFzmKszLsYhtmzFKrgx22R8DNA7PTWPyxhXDsEkxnK7lVlIUIHCCtnKNkoxhL5soFqjVtLkRLpSsQFBI6Wdr6t/VuGb46ks+5WPZZ9Y+qhy0C0cYtukz8H6B3Qi1XPZWqc2WEvhH3vfC6O0x5Gu6b6xTox+NJGpzyBKiUDNLdM+2kOsPOjJMWJB14JlpsRhk0zyqiVZ5JysRqqqvpSa5T4r/qrKSBXKGKPOSa6MpZ2uk48b48M22+QYrx5DCePrjR2SdrLRtAjalqJI1r5ZDVgFp9DI2A+gVrdV8hYO0faM2+ydOHDtRGeppDHKRKNOXovf23ukGRh3+QO0H2MGjl1RWcl1Wn3uV4bbEu5OzoG3qYAIkURU5AmB+9/MSqAq4eoOYa8EryQmKBZ0pWU+KfdJPr/cFvvotllPLyLGeqTFvFcORH0qWeYcxEQzP7DyuG4Egx2wKi5i4MwpH8llKQSA/jeqcMeBNnpNPZdVpBaG0OvtWlEoZm0nIgu76L4LjBtj/Y6vN2ap2Amhib1jUidLPVbFVlbS/tu26+SXrseJfjiI1tV2pImTYxymPLaTDdCfL7WX0oTGIYJjBzidmAM4jQ3ebPvc/szZqcregdoIaiPi4RKuY8RyB0Q3kgmWeVH5oifm+qL19wbEnawFnjk5FcaMI2AxBy0WedmvioLbNlv4mFVCj9OlvCbrUiWuMIL3vVIAhhawKsPCQBy7gpmAXBeUEjTAY9pjjBkbzj6ELgyU5eA33vfwzJhXbxW11kXV41QpWmimLIfn1fMAvSMywTOsBcat6Od0z1gteZ38FOt2Tia2srjYf9OmfL/HuLta7QbPH7QhpR0g71KW0EKUuEpKU8GaRz4E0NkazdsLUGC447VY7U2E25XX38ibo9xfNjJx7BV/FW246wrteSmPp3TGr0ZsMQgiiUrtguy3rA+11qoKVJai0NPyXa1RGlu/ComMFPDAYWmyDXLbJqdiSn+gk4Bue9fnNOkMlKKSlBu3KcOl5mA38IRmM+SuS8eZVYM9V1Kq3Lb5XrB1Chthk4GS7fudqZosynrMxBn3za4EHF2cBH1S+iQsFbKsHz2nN07p9Mf2c9v2z0T/dEL1rvc3qN9C2+CcKHnvhNuedA3PKqAs4euA5kEF/vgzaUpJiFckELv/sIwtMj3JJK9bygLhcA8uVbHHyRlYow9VxpassmbGya0s00LhE7UuDRxDakkrVJEuY7H8fP2u62EYZoGAEoSQj9FcOIBcT5VTGPoHVHlSTPCItkOdlTGlVwAypEPaJ+9zGy6021AIbbut5HbHKBbxuN3ax+QT0PNw00CLepD2X9utln0KNgPQF9g2PgYy1j9zqvmq91UVvHEGk8JXswpULIGmBR/sSeWopgXv74FOz+Xcmxq8nKP86ATxwwfgH/xKD8tcQZe5/6bapNQnuUVhR/DPzsSh9+kTKa13sC85Q/YWPfwCpDJ6sY+0tPlSbK6WZE1mfDnDKn6wSgDQHxPMMVU5wLh75Rl7mEQdo+Y8lLBpgSTSeYy1rI7CAVxS+H71YJyJA2dkrsbUUwfJKsRs+fohldEyd/QeqSNaJyu9nk1nMO5/4UXZ28LfWrTb9l8nlgyHGUZNPleR20XzWX+PLLumKCSBXNOKU7UoklM4wXVdkJXPci7Wft1g+5UHKJ9s4T857mGZ7vm67X4q9zEtbFLwk9ySUBcQHu2LNZcojuwIXHhQnXDf9aa3IEOQBGMKe4QgS/1O9nMjAVD6PytGZjmmaTJMwF2X8GejPNU6TPABd51cTyl46TyIEbzdpvOEXgll6zoCdSP7neRD4e12eEwXegXGEqDFdTNU6AoT1XXmrHPdSLvzeTo5pm0zj56bRu5BohJyjND6pxrCz10nbZpVAifpMU2bk7ghBPD5OitfVgpq3fT3OkTpg1XQer+324yNc93kpF/ctuD1Vs7TtsBm21v3bSvKXGGZGEHpWDRtfkZ0vhEDwDkU6w7t0TxPfrEkRP989X1/lPtlfN9JJrlF4aaFWzfyApcl4tGBcN2JxDILAfH0DLRcgDcbxJPTTLvjNkE5RQE+PZPoxKIQhQIkS9YEELWt8KOrSrDjphWYQXF0DZzabEB7S4EONlugrJIyryXcnRnx2THo8ECOX69Nsey2P+b0TIp9d0HSGZdVP/HMZwAR4tm5XAsQBaerkbrp+7ndAiR4NCe8mXQVEyNQltK3rgMt52Br8SaFTtqm8zXoYNUr+bISZdm2ma0UT06lb20r/Z/Nct9oMQcAaff+SvbXdYZ8uGnEueul3TSfixN3u0VOcNZI8XCqyh6P9xKlHE9OB6wdZdGgKsH7e+B5Jc9nKUod3/keeF6heHwO10bwg324jiVD5BWq7v4o98vkZZ2sk0zyMrJaIKwkPwivlqBPn0iU6qKSWqrzGfC1D6XGalnCvfOW0OQKDzw4yMUa6NFRb+U9OBSlkiJeFc6h5UKUXIyg5VwUWFGAl3PhR9eNFOt+cCgKvyzh3n4EKjx4MZPrbWvhVb/9KFur+Zh5BT5KbUrHoG2BwsM9fCATSVkADw/lmMLDPTrKMAkdHQrHvyzAB6t8i+hgX0LwYwQdrECrVW43ZlVS6guZSBpR5O6thwK3VCX4YCVWclnAPXyQFb97dCRtqkrw4b4ocm133fT99076drgPPt9Iu996KMdou72Ttjw8zHVv6WC/h8gOD0B7e9Lu1TKvFmi1J88qRtD+Kt3LQu73rJJJ/uhA7sPZGqhKmZzTSo+/7wPQeovN145QPN0A3/keYkHw9dWwzP1yqJIbQjCTQn8z5QsEk1Hdwj89Bx8dgAsHd7YWBdV2Yl2XJdzjZ+CmEcUHiKXMUiOT15vEQBHLnJQXX9dADVCIveVLJHCD89ny5dMzUMKXeb0BzSqBIUIUZQkgnpzCMQNlKduLuSi5ugYqUVLx6TM5Zj5DePIU/r135DypEAkq+S0lJ288OYXzPkMStL+SPpyvk4W8AJ+dSbRuS9KHspL21Q1Q1yDel+22AWXrOEW4hnQN50ANIa7XoL2FKPm2ydTJ+OwYDuIIjscnwic/34C3W7iDfcA7xNMzsXJnFeLpqZxns+3bTal9IYLCHPHsHG61J5Z/tt6rvKKiBC3JTRcYSLH0HNOwqeX5t40ENNW16K+0EqPkP6BWYgLKkwZhf4bi7UeyIiqBq2zz+6XcgYsK/rbkunnZb7Ktb0K/JxkIVwXiwQL+u4/Rfe1dUL0PnpfYfLDC8jdLhP15UvoNGEA4nMOvlkAI2HzpALNPVohVgTgr4NYtqA2IqwrUHsBtOzRHwn/2mxbdsoRrAmjbIc4LxNKjONlHmBfoDmaoPj5D+2ABikdyvcKhW1Uo9xZgAJsv72PxW3O0b60AfoDieIvoCd3RAuViBo4R668+wLIq5Rg8hD+pwQ7ojhYoVnOgDdh8eIj53kIKTHgHf7qVvu3P4R6s4OoW9TsrFKeS3z7OCrhNB2oDwrIE8SHcuRSoiIVD8WyL7mAG6iLcukWcecRZgeJwhegJ9Tt7mP/2Au2jPYCPUJxsEQuH7sF82O5Zldp9NOhbsVqCY8TmK4dY5GPQ9+1wgeLBCtQGbN9bofp4D2FRIlYe/rwBx4iwN4NrD+E2LZqjBVwX5VnNisEz4cLBrRt0ezPEuUf5ZIN2f4Y48yiPa1DToX33fbAn+HWLsFfCbzrpc+kAdwDXRISZA2hKP3DzQu5iCbfLFOuu1QNRwufc8DiiiWt+zyTMxAKLb4uypJMz8PwIs6c1qGnhzglcFWLJz0v4sxru2SlQlZh9cg735BQ8r0DzmdAQieA2Leh8C6pbFERSxq/tgG6RKYYcGMV6Azo5h2vnKOsAOj6Ddw5wyZL1HsVpDcrXK4AnxygKL0WYYwRXFfxJk4+Zf7IGnp7kYyhGxLKEP2ngnpwChcfskzXoyTF8iOBZITU/S1GE7tkZwIzys7SKcU4gJGYwkSjCdQ3a1PDM8JFB55vcd3HMeviT1O7FDLNPCXiW2uTVaV2gOK6H7T4+HfQN2u6nJ8CswuxTc0zpQSGAixL+rIF7fAJ4h+qxh3t2Cq5noEUFCiyKeNOCzjagukUJCMzWBdBqDkTI83GA20jOGGrFYUwn5yi3C/C8BLUBXBXw6wburBY4ro1w2waxXKE63QKB0a4KgWXuTBDTTQbX6G+c7/+u62hNvyXvd187fX5ubc7Jgp4kSXHeSRGf3/jtxGdewX12DKoDuncPRQk0HXhRgZpOFOFiBtQNaNsivPtAFGAIiLOES6elOpjhzjfgeZkyB7aSpIwIbp3YHYUXZcKM+OgAlPKZcFXAJWWBmeS6cXUL/tLbwtxgRpxXcKdrUXKLGXi9gduYYwDEWQl3tsnHYFuDNg3ie49AbQcKjDgrQds2KS/J80LbGvFwL4XWd6JMY0wMohS0td6CywJ8uALaTopCFw7uXPqDqgRtajnve4/EUQ1Iu882QLqX2u74gWn3vJIJMjma+XzdH7NtQF2UYzaN9G0u94jWNeJbhwIPdRGxKkBtkGdSiq1M5xvxKxQeVEvfUHjQVhgynJhCcVEiPtyX51YV6I6WoLoFe4e4Pxc4qHTgWYlYOoRFiebRPMEyV7NlJsv9puQyOEipU/azHm9/N7F87qXE0qM5moH+0O8UBxkBFA777dVDs593bx/N+21eAEDaxuXbkVO+7/1sXQIAhT2zvUjbq+Exby367Udzc8zDwTG5TY9M+8JRv22PCbYPR6ate5f04TD3YdgfmLaO+vb28up25/223avh/R705xp9GzyTw2s8Ewzb/U7/TLrFgTlmNji+W/bFsdkp7n65TMr9ReTzQiaXKO4L0M4k908IQl3zBOok6pILs+1w+XZgEO/Y5qQs1E5I20yAi2a7TRCNu8Z2QS+8/VL9SX24sj8tv9L+7OzD8/rzgs/klfWnieAr1NGbA8vcJdmRa4bGBYifJwmzz7+bcPb7KwywJ+EoO31JzXbgvE0Rw23avQ3Idr5E2iaWbSbIbwoSxbNrW6+t2228fHtXu1+yP9rubN3u6k98A/vzgs/kVfSHSYKYLhQ9H8lkub+ocBw5SWOPz3PKd7HLUr9Kgd9FBT9RTa+WNBQkF8jzt69SDhe2/e5tOOqtusu2r9mml9l+mT5M/bm8HVeQZMxxb8ALSkSfAjgH8Nltt+WG5C3cj77cl34AwPcx89uv+6JEdArgv77u674iuU/j4b705dJx/UYodwAgon/DzD9y2+24Cbkvfbkv/bhNuU/3cOrL3ZI7iAVMMskkk0xylUzKfZJJJpnkHsqbpNx/+rYbcINyX/pyX/pxm3Kf7uHUlzskbwzmPskkk0wyyc3Jm2S5TzLJJJNMckNy68qdiH6UiP4rEf06Ef3UbbfnRYWIfouI/jMR/Qci+jdp30Mi+kUi+rX0/+i227lLiOhniOgTIvpVs29n20nk/0rP6T8R0e+9vZbfDZnG9u3JNLZvWbkTkQfwtwD8aQA/BOAniOiHbrNNn1P+BDP/HkOt+ikAv8TMXwfwS+nzmyjfAvCjo32Xtf1PA/h6+vsmgL/9mtp4J2Ua27cu38IXfGzftuX++wH8OjP/JjM3AP4egG/ccptuQr4B4GfT9s8C+J9vsS2XCjP/MoAno92Xtf0bAH6ORX4FwAMiev/1tPROyjS2b1GmsX37yv1LAH7bfP522neXhAH8cyL6t0T0zbTvXWb+KG1/D8C7t9O0zyWXtf0+PKvXKffhfk1j+w7LlFvm5eUPM/N3iOgdAL9IRP/FfsnMTHTdbBBvltzltk9yIzKN7Tsst225fwfAh+bzl9O+OyPM/J30/xMA/wiyHP9Yl3Xp/ye318IXlsvafuef1WuWO3+/prF9t+W2lfu/BvB1IvoaEVUA/hcAv3DLbbq2ENEeEe3rNoA/BeBXIX34yXTYTwL4J7fTws8ll7X9FwD8ucQs+IMAjs0Sd5KLMo3tN0++WGObmW/1D8CPAfhvAH4DwF+77fa8YNu/H8B/TH//r7YfwCOIN/7XAPwLAA9vu62XtP/nAXwEoIXgjH/xsrZDktf+rfSc/jOAH7nt9r/pf9PYvtX2f+HH9hShOskkk0xyD+W2YZlJJplkkklegUzKfZJJJpnkHsqk3CeZZJJJ7qFMyn2SSSaZ5B7KpNwnmWSSSe6hTMp9kkkmmeQeyqTcJ5lkkknuoUzKfZJJJpnkHsr/D++T1CMNKWPbAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 13/50] reconstruction loss: 0.0000; discriminator loss: 0.0001; generator loss: 0.0994\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 14/50: 100%|██████████| 63/63 [00:19<00:00,  3.25it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 14/50] reconstruction loss: 0.0000; discriminator loss: 0.0001; generator loss: 0.1009\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 15/50: 100%|██████████| 63/63 [00:19<00:00,  3.27it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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GvHkcZ127trOmfSyFlvLyGpWaKp9T186B3Zgki/bsDBhHjO9dwO9G4CcPwB+efypa5usH7nUHOmRHRc7RXpZpV5qCciVBZYySSarfjXGqiXJDZWJ5YyuLtOBnAUm3t16ofl+DmPVmdX/dx/LCtsDYbWYDr9bqweVZqrdnKW1q4Nbj2EAt0c2BqKZ7rK5e703tvds22MHS3OepzIKazn6m2ESeKZqSyboYbIGbM67Cx5MGrcvxXMxImxYuRjABcADzkZY52tFerzEDTsCD1mswsxTIinHm0afAZeHfC/DyMCyVM8ASHG3Q0yTZ3Aj86V8r7bPAZAOr+tcGP+2rPk6ofEQFSP28DrLWtIy+vw30tS36fX1uOyDpddUaeWAOAuugFvyyDcBS7qi8e30fdX8bmwAOJpdNWnw3P9OFUkgpMzsYEIF121IO2T26Evnjhx/AxU9HyxzB/WhHe5VGBNoPUnJ2GOcsSO9mRYYCRSkgNXnvAMgCE3ATEK2WvVa62O1qOuAQJWLVHdb7tKCkAHQbjaOec81F20HIXo8NAAPz8et213SSbbd9r+ezbbCAagepmtaogd65mzGOOk5QA2xKch/t+TRHwc6ktI36vwZvy2BATur/wHugH5Dvnko9mX0PJsCNR7XM0Y72ek3BIUsVxykgp7I3C47qJWoWqfVSDyXP6OcKCjXI63a1pLA23c56xzUtYj1Xyy/bQKLln+ugpe5Xnwu4GRCtZxSHBqPp/mpWrVsOKOq9q3d+qN32PlmpZj0wWTDW7XWwssep6aHp/h8IHFuQ120MdabFxngjZQ5ycMitAz55CPZUFDNHz/1oR3uNxrJww3oF9+1vzqARymIWOcsPW+vN2Kn+IcCzHqQFV+AwGNeUhg26Pgs0dd+aa689aD2OpR0sZVF7zdZqyqS+ntuuzw5Udlvr/dfAattcb2/ba9tWD071PbDPyG6nnrh9BnZfu78dBHXAcA4gJzV1YpIkpofXAubvvXOkZY72NbfndPwvzEqwlIMHbfeydN7JRtQRuuoQICA0efm8nLYDS1Cw3qoF1EOepZoFIXtMqzapj2P/t7RMPRhY6aP+f0g1cgjk7XXpcaz3ba+vBkG7jb1ue/01nWIHpLqdh+rGKCeuA8Ch6zo0qNXKGD1WPaja2ZsakfQNjcXkjHSxht/J8odKy1A9cFV2BPdDdpsnc7SjfR5rAmjXl0UqvKzAox518HMAVUHPVd5qMJ43cBNkalqk7r8T8NBhD9Rub0saALMnWYOapTl0P+uR6jYWvCzY2uPY89ZtO7RtTavU3rO9J/Vxasro0L20r0NS0HpbO3DZttdtOjT7AuT526Q1HXRjkr6SsnjqjoDHT8H+0zkunxvcieibRPS/EdE/JKJ/QET/Tvn8PySij4jo75bXv/J5z/FK7Mvi0R3tS2svtW+nmQag9Rp8sgZd78Q7H8ZJzwxg6TU7Ouy5HgK9Qxw7sARpmwxlQbTeRj+zphTGoaBs7f1a2qOeKdgkJg08PotasQNCTaGYdnOMN4O1h+gj6+3bNtdUWH1f6230+u02t9FXNYVU01XT/uZ4ROCS10D7QUr+Pt6BgwPunMNFRg7PL/n7Ijr3CODfY+b/m4jOAPwdIvob5bu/yMx/4QWOfbSjvU57eX3bzQBERCBXapesOvB2h6leSx2Ms1mpukaqBY86UxRYgtGzKirqOdQr18/tYFKb9bAtjaBe7SGwq719PU4NoPbYh67PtlsB0QRHyd6XQ5x6ff0W4G2SlF5/nQtgB6Q6y7a+P7UmXkH80CxCz6FL8i24+OUsK68buD7JcowEUOLn0jKfG9yZ+UcAflTeXxLRbwH4xuc93hdqR+/9aM+wl9q3iZC7Bi4zmM1KPGwWiNAAXL1IR9m/LpA12SHwBpbAqOB0CMSst2nVOBb07TZ1oo8W+bIgqNsEP8cQ6v0s3fGswcTWcrlt0KiTr+xnCqr1NodoFHuuW+mTKnfA3qdD7dF9b0vusrSOHQR0wGIGr1rQ9Q55JX2Gr67B/l245yyxB7wkzp2Ivg3gjwH4W+WjXyOiv0dEf4mI7t6yz68S0d8mor89on8ZzTja0V66vWjfHuIWlMt6pVS07URFz55n3l12nPXu9kev39nXfDL5W1MmtuCXtZon133t+WxBLf3eetg20ccGGhcUywEqpW6nbf9tihp7X+r39fa3bVfLSG0ZAbtvPYOo1Tp2oKvPVR+nvmeHttP7Yc+hstmyP/Wj1JZ5eI3ceeCtu6D06WiZFwZ3IjoF8N8D+HeZ+SmA/xzAzwD4LsT7+U8O7cfM32PmX2LmX2rQvWgzjna0l24vo2+3zQloiNOiCxOQAyKFVMlcrrzEGlgPn2iZ9HNb4LLm6w8pRPRvrVaxZhODgJtAar/LGdNSdbpN7QnbgeuQt6zXZ4G/9rrtNR4a+KzCx1IyFqQt/2/vUx2PqL3+eiA6FB+5bTDT7+yz0lmGLuKh6qHgwd4DDMA7EBda5rZ+UeyFwJ2IGkjn/2+Y+X+QNvPHzJyYOQP4LwH88ouc42hHex320vp2zuKlA5LEBEiwLHihZ1QCaYGaeV7O7pBnXgchrR2iOw5tcxtvbL3OQ3SCerw1wFmOe6It8mHAtdfxLI/dblN7wfqZDkoWfIFFSYbpXtrjWPCtaa9DA+OhILO2u/bSDymLnmVEc0B1mg2Vv+sV0A9IF2XN1vuPkAOBGAL2z7AXUcsQgP8KwG8x839qPv/AbPavAvh/Pu85jna012EvtW/r6kLOwd29U9QxcQZg6ylrTfZDVAxw+HMFWwvWNQVxyKvV7WyhrhrEbvOG7f9WzVJ777V3ehsFo9vUNAhws33AklKxx7WevqFiyHL8hyx4oUEsfVPfJw0cHzpGTatoG+3nhwY4Pa59bvY6vQeXPuGf7AXUV92npmVeRC3zzwL41wH8fSL6u+WzPw/gzxDRdyHjyu8D+LMvcI6j3WbPmZIBeL7HcLTb7OX17cKpc/DAugPuP5IElWKcM6gucqXB1ppHt/8foiZqqzXqCvb6XX0O633rsn9aHdIu7KHbWs66XujDmvWma2C+bdtD16IzhrpGPHBYr64zobqddYA1JqnwaAclpWvqWc4hD79+NoeUMXafGvSZl5m0rsRmmgDqhyl72Y8ZfH4yee3Po2VeRC3zfwA4hB6/8XmPebSjfRnspfZtR2XBjgx+eilAs+qEell3oH3F6drKhRZA1bO0VASwBNM6pd56upai0UqF1su1VAswL9DNDGZe3gxmGZR0P7tNDXRKe6AMZNqe2ygMs6zfDbOSQgvaNSiXbTjGOYBtdff2OPae1WCun2uN9Rq07UBj76O99zUNZe/Roeej720QdxgRv3kXNGbgk0fIH57Bjc+XQr4UtczRjna0Wywl8LoFtjvQeg1ar4SDJ5K6IcDt9MfknbolICjFUHvlNT1jVS+6nV1VCFgs6MGH+G8F8fJeC1qRXVEo50neOaXr1548kexjAVMBWj/XYKIdeLSNTbP0uKvzT9dmZkFkZZp2vzpH4BA9Yu/BoftoKa3bAr51YpO5p8sgKs1ZyuWaeBylnzAD3iE83iO3sgA3MZAbQvbPhu8juB/taK/SMoN69fzkh85XV/Kj7YdleVgL5jbwpwHXmqZRs5y25Z3LZ2yDjZocU5+T2awqVHmydhulK+yA4Nxco6Zsy4coJPOXi7d/MOhbro0PKX+sB65We8n1IKUDQK2Ptx59nYhV36NnxR3soFOra2o7RKdlQ8uU2YAmt/FOlt2jMcENCXxxCioa91eqljnaazQbNLvtdbTXb8GDV1LLnfc9+OoatBLlA9t1TIHZK1cZXJ0NqlYDS+2xV/QBLRKU8kwn1ACv22ndefVwCzfPU+A3zNSMescmCYh1EABEIaQevfGYSQOdABDjEshLe8h6vvZ7K2209I1KB20Ql/mm520lnXqvlHbRwGldCM3eI71n+rL3So+p59T26HNbLDriZ1XMgjYzM7WzEyAmjG+dCA3z8SfgQJ+Klvn6LbN3tKN9kVZ+uNQ2MwccAtAP8/qprvbU482gYe2d1t5k/Z0FPc2Etd/Xs4CunWcIuj2w4PRp1c11cIIH1XTPOAJdK6CTs2xjwU/Pb6kh74BkBjDdxg5Yhzzy6Vhmu0N0i26v11Rnr9p76d0yiDwtjahZt0HA2JaGsPRMbXbQO/S89Dj2uejnOsAlGYzCkx3GtzYIm400vyE8zzc/eu5vspG7/XW0L4cRgWIB1syLHzv3vQBGnaFqwdzq3eupfl3Stw7S1YlBmlik722QUL31OiHKHr8AO4+jbF/z90ApoVC83344TE9Yr1gLZNUgZ6kmPYYtEaDXoIONXdVIgd1X1w9gKsg2qWwMSKdCMyko6z20dFc6MMAcGjRrCeohj/82FY4rqzDlLIumdy1o2wMMpHcvJlrmeXZEgaMtO1wNErfZcQD59DaMQs/s9wAgy+2FIEHIcZzphHGUlwYkgWoab6b6qQI1NQt8NWestAywVIsAy2BqHZAtn/MwymClYFW8X7azjZSmgPFCyWPqorNeb2XT5ynN73U7C+rjOOcKKIWi59bBIKXZM2aeEsgQExYVGHVwsAObHls/t0FSG9OoQd3KTO1zMWvi3qBMp4FLJahyz0lXkOpaYN9j/MYdUMzwP3wADgQ/HJfZO9qn8exv4+ePM4MXtyKDREyyoj0R0PdAE0QSSTQDjEoUFVQtiFpAqRUmCsj19F8/rxetqDl854TftpJAC1g22KhW1zcv+09LCSrY1nxzvWxgShKP0IBu0wBNs+TyAckyVRAPQbTfOrBYVYy9tsJp8zCWbODy3TAuZwZEZbHyMAeVNdCt97xrl4BuB0F7ffoc7azmkLdfL2pujzmOEo/xHryWPuKvBqRNmAap3LijWuaNsQMASt7f+nouwD4PhOvzuWpBiKO9HAse+XwDPlkjf+dD8d7XJaC63c1B1a4VwFeP2nrNdWC11rYrSB3SaCvo1NtZcLZBPyPvU9mjqmHIyPXYAL8GPnkYlpLIG4FfN20/gXUIoODn4KocXEA/JnA/yOCjSVQKsOU6ybm5nTpYKOVUZirUNotiZ6zXpt6xBoatVl3vWdvMHr4+E0ubWRqrttvoGmBOIKtnWMwyuHknMYvLrSzR+GQLioz8rQ9AkcGf4md6BPcvyirA/qI8YXJ0+8v76b1t4wT0R3thY+/gnm6BlOB+/4fSB04kKEYnG5l+OyfgodJIYAZIYPaeFVSUuqm5XFvKwFIaltIxoM4xCtWigFaOpdJJCkEA1m4TZq9UvXQFYVKViHNA2wiIFgCfOPiyDakmXZUyOqhom5sG1LVyf6wKRrcZowwWeiy9ptJuxCh8tVWPlUGNiGSwGEaJewDLwVBpFefE67ZFxazZbNd64RH7THRAqoPi2qbgb9bh0QXUmwAMI/pv3UO4GuB+eP9T0zJHtcwXYZ8CvOk5dSI+9/bPOjdnsJVTcRVAO+L7CxuljHy+Af3wE1GbdO0MzEZWOL2vqzIW1QmykTdaJYlVoljVhs3eVEBXpU6RN1KMQGtAvwwgE1gGDyplCngcQYW+oKYBte1Eh1CZaXA/AOMoUs9+nMHecvgpzaqh8tmk1za00JQBqwqV4GeJaDHe9ze2IQ1ElkA17/Yz5eRIPHGtM98280BgB4GyDce4uE4Axrt3sqSL9fanhh2YSdXXqPc8VBDsHdAPmOSkmzVAhObJHvG8gx9GMAkt87zA6tFzf9VmwNUCcu1Ffy5P/lmc+GedEfABL+DQZ2+SfRlophhB13uhBroW3ATkh4/lu2EED4OhPwylYhNv7GLLVrNuOXVgGbgDCr3jZ5rBHlOVJfUxy/esSwAWOkQX854WkdAAJTDtS6tuWRPHKle0fcprBzM7DH7+P0h5hmmBaKMk4nU3ce0IXrJ9nQN3c3VNXhV6q1wXNc2caKWAq2Ac09QmHsclpaVxiIkKM4Npzpjq1decuZo+B10fVb+v4x21+kmD7URA00jJiuAnWoa/9T7cyM8tGgYcPfcXs88AngtP+9Ps97xtnEkCOWDCifKsDDhk2QFQzlCn95/Beyf35g8Ar9qaBnyyAh4/LWumRvFsnQPvr2fdOyAgXnPtwE21hoGXpAAAACAASURBVKUwFLBUzqj7KWgMEpwjBUU7a/BuqlLJYwk6Gi548lxTtY1zZZnAvdAmShc1RetOJMFi1WtPvL/0R85ZPOwmFC+aZ/CMCaC8nG0AAGcp1zANHGGiMqifOXcaxnkwLAlBlNwsgSzKJfTDDPDAPCip1r2uXaPe/qFSBIeSzSa6Jh3OZQDkHtnBexp4zOD+zj3gcovh2+8hXI2g7/8Q/N7PwffpuZ77Edy/THYAiJ8F4LLP4UGAAPmRPMPYAQTtwCqJUy/j2ad99oGrTve6vefXaYX2Ug+SulZAox9A6/XMJ9eacUvXOJJEnxocunZxjhu1Zgpg0GopaZyklEoLOCfgr1r34IGeZzleoSmmYGnOgA9yLUojKa/cNDNvHmbwnHjlDPG47QwjRjmHBi9TlllO8DOgk1v2Kz2uXqe2dRgL9ZWFl9ffRz9MFMf0uQ5uTZgVLXYFKR0AM89Bbsub2/utpvRPNtvVSxxqm+1gTGRksZhmZNTLQBOe9ohnHbr1eqZl6EjLvDJ7ZrCypl3mneb3jhYvTcmeXt5MqW972Sl6/boF+KemkDm/DfgeavftN+GzU0BfJ3MliQmQH3zTTLwz73byjDZrw7v7ZRGpcTTAU2VxxjSXE7DAZwHHasrV07dyxGmbNAc+AQFu3UfBJ8YChGkGPj3OqpP/vQOfnwpQ9wN4s5qCghMAjxF8sgYX+oRP1mDlwvVaVULq3BIoNfBYyuDyupNzqKY9BCmvrIFqZlEnbdYFXOd9AcwcvC+gbAemicYxlJUGSS3FY2klnTHXslTv5vNavbulfZpm+l2zzuJ2oq7ynzwFO0L86Xc/NS1z/EV+kVYDO7AA85vbmw506PXc8xGobWVqXfTDi4HBufm8dqCxap7PdZ1fY0+9NiLxGrsWvN0KvZEkWEhdN6kpJmlgPxSQM4lMauo52horeg4LJgpA1tTz1H2sDt2en2imUxRk9v1MB8UknvEYwft+9tTHOCt+tN1dK1y5d8B6VQA8lnMlUdR0zQR0vO7kfz8POtyVbfY9OHjh1KfZjQeNEdQP4JN1UeMQaIzT6ldKb/D1dqKGuPD4UutnO9033u6XMybNEO2HeXagoGzVOzpLsM+l1vjHNHvqalYZlZeDAWngvWuB3R7Dt9+G7xPCD0oSU5/gxqNa5sthB4B9YTba7hzImxRk+7l62zVHnkthJzWrKrAa25oycW5mYOw+2twKX5aXREu1jeXgLX3wdbZhELCxiUrXW+C0rK2974XyOCSVs2Cu+wLLwb0OyGl5XAVqrZOi4G9qqjDzpHTBbge07UwNFK+X1OPMLOoU9ZLbRtQ2McrA1Tag650EA9W7jgnEPXizAhew5NONHG8YBTTVmgAmAqUkHv3JGuwJlArwnp+K+qW0nTLLdszAql3w/Nw1QKcDRAOKaZKfAgDtBxkYuna+J2OUa9P+XNM1SqOo1FMBXpU0Nvahz8oOuKp4cjRz7JbCcgToz68MgNR14JM1aN/DbyOGux3C00swffCpaJkXBnci+n0AlxAYiMz8S0R0D8BfAfBtyIo1f4qZH73oub4MRhaEn+PZ0nMyyAAso/j1/m1z0wsmN1E4U9BUv2LTEdVyWUSB5Qc3JZ8cMpOcQXa6+AxT6mYC+Rrg31B7af3ae6R753D7AfxTb4F/76OJW+arazkX85ytauuXWImkBQo7ENignq0vrkBjA6jqTaaEKSMU4sGClIM2fTHnmdeH9EduGwHvfS/euHfCCyvnHqPQJABwvQW1G3EgtnuZCZSAJZ+u5Zj9OAUdiUgWgnYQUM+YHZKiOSdmGUyKxw7vkdsA2g3TvaDMQIrgJsjxmYHWSVuzk7ZbeSOwpJrU6x/jTO9EU9VS76fGIPQ3Uop8LdRH+hzLILVQPulsyP6voK/xkidXwGYNf/8J6Pwd5J//FvyQkTr/hXHuf4KZv8vMv1T+/3MA/iYz/xyAv1n+f7Pt89IUNZVS0SIK7FQ0txSCgHpRUVD98m7KCBReXrz8BZ3i/PSiVSceSicyMmobUBPkZYsj3UbzfEpp5WdWA70Z9sL9moOH/+QJEBPcP/rH8tzOz6a/1DQTzYHB8OuqbLHTfOsxanKMPjtbplaB3ARM1YtnZqGFCoBw35e+Z2qZlJIASsMIpSHnoZQFvHXwsJ70qgWfnUgbggfevivccEzgzQr5dCVUzKoDNx55FZBPOuSLjfxdN+BVQN60iBcr5NMW8e4G6e0z8KpBPl8jr+YyAOneuQD2fgSvihzSu4l2oZhm+WRKEpwdTbXHwv/Dubm8gE0MUjDe7TFp7eukJUC2GcYZrA85NTborBy9HXxtiQJHEnRuwqTs2f3sOwiXA/wP7iM3TmiZ4fXQMn8SwD9f3v/XAP53AP/+KzrXq7fPC1ZWA1v+X3DrCojey4/NfreYITzfAyarPljU1xCvj5RX1ClzyoDLk6Bmom4qOkVnHzO1Y+5FJYNc0DSHpJVvvn3mfk0pI987A/3wE6Dr5vVTcxYvWEvtWq5cAUL7jypN9BnXiTBKxdg+oJSMAkjJAp36mSMgArRaSXapKlvKflO6f/DisT9+Km0NXjjuGGVQ0EJcOYu3DQi3Di9UzKoDMYt3nRLYE9JJBxdFK567mePOrQMTCZfsAESWBSoIi37J3gOdg+vHKUhJMctsIJX7WoqcIWehf9pG+Hqdaah+viGJH4zjpOWfgsYApkqe1isvGbiLgaBOYgLmAdAGVvWYVhXlDLhXSUx8dgJKGe2TAfGkgd/vP7Va5mWAOwP4X0jO9F8w8/cAvMfMPyrf/xjAey/hPK/HDiUhPQvsD9EYdeBS9/fiyWvCwmTFS2KN0k+cXtVBpvKtJjrPLNPmqdG08BoIEZwAeABM8jezUDqWtqk8eaVp2GFBBU33o4D4DR7+zbWX06/HKOUHitSPmwD+6Mdwb98D7fop83NK7dd7fyggCszP0+qm7fd1/Rk9pm5ja5sU8KeuLTVc8twXmzAHFDdr0MWZvC9toFYSsigmoXXevisg2gSw9+DGw+0H5E2L8bxDeNojrTukdQAlxnCvRerctOBEDgTfywIUceNBiZE7QuwcQp/hBkZuCG5gNNsIGjOoFUDNrUfz4BrcePDpCu5qL+vTbvegTFPyGO1KUPZ0LTSR/q68A3GQbfL8W5kGVOXmbeA6o+jRDzgvCyfNqH3sb8vua6k2W0++a4H7D4A7F/CfPEXq7iJ/58NPTcu8DHD/55j5IyJ6F8DfIKL/137JzEwHWkFEvwrgVwFghU399ZfDPi2wG+WL/F+2qT1uBXbvZu5cqZoSiedSMAhOvBg4OR57WnaCBa9ewDcxKOc5EKteH/MkmaNoUrSzWTczM5CTdG7Oc4DWgkXN1dt78dVLaPpc/Rqo+nZzjny2Bn10KdUgU54zK6+uxUO2FQttoNQ+71o5U57djTro6llqH4kllb9pppR5jlH6i3rrwYN49tQnZUfwIiHUtinIFQ6apuDlRelbCXnTIZ10yCuP5hEjrRu4fULatBgumgnMh1OPuCaEvRTBYg+khsBOgL69klnlcEpInUfYM7IHGmTsVy2a6wTfyz3J3qH/4BzNoz3cdpiuCd6Du0YCqIAA/uVWfldWxdS1oNwLteRKENcmFo1x+XvT35TV2s8dY+buS9bsNLuysQw222iJZKV1vJOyD5mB994Btnv0P/suwtUI97t/gPzP/PwXk8TEzB+Vvz8hol8H8MsAPiaiD5j5R0T0AYCfHNjvewC+BwDndO9L7eod1HsfAvQa3PV7C+rqqVfTbt6swMGBnQM3rrwnwMtCuOwwAzxQqBYJPFEurzGDomT/TVNkTxP4U8xgX4JXpfOSJq5Q0c4WkAdJIJbtGp/OyeBRjW9zcLfwry7fpGdusy/pgPB5+3XZZ+rbF937PHm6So20Im/T5famgTjzTCVYusZVAF6Miopl4dUbCmbiw6esU57/12QZBa/gC+dPMsso4Mcna9Aog3y+OIF7eAleeeD8pGTcJuSLDWgvnmY67RCe7MGXhPHtDdLKw40Z/Z0AEOBGYDhzCDvG6nHG/o5HKkwVE6DD5W7l4PeAH4G4goBuBsaNAwig7JBaB0riybMjxDsdwpVDvliBYoZrA2jbS22fQeSRfHEq16UDGpWFyksglbwTWqcoaqZ77vzMyae8fCYKzBbUtf9bvb2la4BlfEVXeALkvpZ+QKVERbgcEM9atOvVF0PLENEJAMfMl+X9vwjgPwLw1wH8GwD+4/L3f3yR87wuuwHqClQK7MqzaVDUUi+6vb53fk7V1h+sK8GfJiCdtALopU4zB0LqHFJLYE/IXrwbLucgZlACXJJgFiXAjQwXWTq2grsjuJhBQ4YbIig6AXlVKACzWsGCfMlipBKMQmZw5T3e0ObbzLw32F5qv9YkJlUh6QIdgAQzTzZTxurkEQLL6bkNpCqFY7fRGZZSLfqc1OPXRBv1aAGgrxKRMpuMV5Es0m4vVMZmBdru4R48FSmjd6DLLfI9CQz7B5dId07BjQcY6N8/RWod4onDuHFothmpIcQ1gT0wnkp/DnsgB3kRm/e5/O+lf/seiCeA68VZ4QC0jwmhZ/iBMZ62YEfww7yuKHsHN8g1chtAY5JgsHrHKYFXXSlXIO/hCLQfZLvOxMCYZQAAZrqKaArUynM2M2TNfGXGpFmxtOpEqRpAB82DQJC67QQIFXZ2An//Ccbzd5F++j24kZHbV8+5vwfg18uPPAD4b5n5fyKi3wTwV4no3wLwfQB/6gXP8+WxhSpk9tRv6M8nvtzQLyEs+fROAd0jnrZIK4e0cogdIXWE1AK5IeQGyK10dvWaiQlUOr7vGW4AXARcZITeIewyKAFx7aQ8aJ/hWwcaM9yYQWPx8MYkU+wxTlNRSqlMXfVkDpPgvXjviykmjPf+1bCX16+JBITXK/BPPgGdnYpaxbup7CwCT+oWK1G8kSegNcZtqVmd8ltJnX5udfJW0tcEydrc7eftYwSvTkqA1E1ZpKS1UQpFkc9WoL14wPGsQ3i8R3zvAnHTwI0ZuRGPmj1NWZRXP+WnrMr+nnjvTEV1GQXIx1MgrVgcGMfwOwIxEBugeSrHyWeyrRuA/TuEsCU0V4y4ApproL1KGDcBuSO4XgDQnbbw+wgOEgSlrfDxCDIz4uBBI0+JT9yJ1JNinqnIscxeVZ+vM29b3mDoJ0pl2t5KJ5WnV8uYBwYNcpe4F1wpSVx4d7reYfjZDySJ6UePMP7R9189LcPMvwfgnzrw+QMAv/Iix/7SmeXflVIBlsCu5miu7KZ8uvfS2YsXxc4hbxqRhDUOw0VAXBPiSl65BeIayJ10+tQxuGWwY4ABSgQaCX4guJ7g9/Kj8YMEpsLOwUVG7GSb0Dv4PcONGb7PcKMXb6aRv3CuALyqBGzyFAAmEERKB3v9ahUf/yYHVl9qvx4G8Q41czME8PVT0Nv35Pt9P987MkvYTbrrKhnG9LvFPbcr++h3RTPN+77kOpTnoTpuBaOy6o8qTNhLX+BQVgJKecomdU93ci9WDfxuRN40yJ2fFC7j2awaYQJSCzSXjP07JF55BFJhozgA0QNxLe1KKwYcww2EtGa4SHCDODRpzciNAHtqpZ9nD1Aqs1li9Bce7dOM7AnkhbsH+xIA9kLTrBrQmATsqWSzUhmINlLzhp0TRVCRGJPe1zEu698onQLM8Qil0pQyU7OzepvEpM/WlpgY50GeTzegB4/h+ojxvEW4vATT+1+YWuarY7fxw8YbX0oZi8a8zj7Vsqblx8O6wo4XL50bSeZImwa5dcgNYX/HIZ4Q4hpIHZBbRloBaZ3Bqwy/iWjbCOcyUnJI0SNFh7H3oMHB7QlukJffE3wPuCgBKjcQ0p4RWobvSdKX9wQXSOgaosmr0Kuj5MBA6aC5zECKdHLKlKQbVI1QMxJcfZMB/qWZTWL68B3w9z+eMiP5WoCSWieetP2hW09c+5zNVNVgn5Wu2gJV5u9UJ6bOdNXBowT9+HQD2vegfgSfbcDOwT0SKoZLtmY+XyO3Hn4rC3j0b6+EXVgJF96fOcSNtDeuBcj9APR3ufRFACQzUcpAahncMOAAXiXAMdLOgzIhuQxiApN8jwwgMGh0GBNAUeSTFIHcESgRdm85hD2jvZS+ngMQ9gyKjO5Rj9wF+EtRynDjgFAoqzGW3ylkMWoFfie/X9Kg6hSsdfOzCvOAdkNEYRVNFtgtX28tZ1moZCylf0sSU7j/FPHsbeSf+fALo2W+OkYaDDwQPAVmYDeB0wnYlbdUCkaVCZqR14SJfsltQO48civT19wSxjVhPCOMJ4V+aUUZkAML2jKQEyFFh0QEzg45E5ClHexYvJSMwpkDHKh4NYDrgNwKzeN7Qm4IvhW6JmxFp+zslF6LmGmknx2Y8hRoXQRBDbh8xaiZl2Pewz98Cm4buN/5A/nBnp0K/XV2ItSIBjOBpWpGKZca1O2Aavoj94PESErRLgCLbMcpWSolGUx0RqHJMsxSo8WU1s13z0FjRN50AsCORK540WE4a+D3CWnlsb/jpGuQeNq5gQAyCcg3TwnDHXFY/B7SV7M4IKl44IAHewZlmZWiCHgoOsAzXC+cfV5lUBYHJa4ZLgEAobku94SBuCKkQmlSzgiJ0d/tsLq/w/DOCZonvVAvMYODA42QmUuRd8qJy+98Z1Z0ynn63U0B8FI2eaJdNehaK5mGOM+s1Gx2qj5jLSKmMtZ+wP6PfIBwPcL/+BGGt37qWPL3U9vz1hq1wF68HlJO2lef6QowJVCqml9uHHLrkVbyyq10vtTN3jo7COUSBWxdIvCeREHjA5KfwZ70lamoYYrSoDzvHADyAEpfZFcAfize1F7oms4R3MgIgeB8hBucTFtdlNlHkug/UQRHAEiTZ76YdtY0wXRPn1Gc5utgRWVCHz+ckpjYuxlADmmobbVPGwytZo1TTXHNZjbrhk7H0IBsNoCj2ZhaCGu3F29xGKdBJp9uphWSuAlwQ0Q66+C2A7gNGO91AtynHtt3PMKOkVrCeCpceW5noB/PMtwgbXcJgBOuHSzUjIuFPRkKvRkYHBgUCVQYpIwC7Os5AJnWIiTIILgGGE+AsAN27wpN2V5KLKo/L44bA+N5h+ZJj3jaonm0AzxNfPyUr7/uJJC8agXYmzDHTqz6xRvApzIS6T0GlgIDGwgHlrMyq3l3NGe7xiizqcwIlwPSpoHf7ia1jFuQ+DftCO63rJR0g4oxKf+zAmYOOlq9OhdPiLsGHATUc+eROi+B0s4htUAq3nRaEcAyfZ3Pb6gSxVBdFZfKW32Zr0UyKX+JMf042AEpAKmR8/pWzsfOww/i+Qfv4PcRrieQJ2B0wEhTUhQxF6omzjp4bWvl+b+Qaqb2/uup65tkMYG2ZTm4kkyD+w+Ai3OpsaJJTFomAFjWQc9ZlBh17oTuYyV2tkSByiF1GblUeZEluMqrVjIz9z14cyaqqf0AXgUwIAN9GzCctXApY//2OYiF386BkBrpW/25Q27EcciNxH/SWjzy9rEDJWA8F+fE7wluLPz7GkUDKRRNbrB43m4s/dkL2PvoZRvPyF0Wj37nkRjglTg7ccOgJOoc6oBwzdjfc+geZwx3AtLKgTLg1w3cPoL6VPo2SfwpZYk1aAXJMjiSXT3K3MM5HlJ+s1NCYXXP7V99RtaYgX6c92kb4OFj4OwU/uEV8vrOtBKTZvM+y77e4P4ZgX1RnEnVMI7Kajp+lja2AuppXf52Drlzk7QxtfKjyEUNw05kYRRZ1AMK6sUjB0PkjuqZkwK57AsFdVfkZI3IxdjJj0s+E7UNmiJHJ5GVAYzcm0GKJWDrtA0pyym5aNPUw2hKOjkwKwJgqBmVi8IvaJyvHQffBPCmk5WYYpJ7USSLUxJTrXTJPFMygJHLFbMrMdlpvh7HBmKBKd4zUQgZ4nU2UsFR66/QGCVFPxU1FYB02gnFlxmpcSBmbN8JaLaM/lz6p3iSxftmIHWM1AFhuwTp9nGJASldGIHwEJN4oLkSj5u98vUye3XXQutwkBmu7wFw8eRblrhUIDSPHPp7jOaaEDfS7zkAHUmy1HjisHqUkDqH7vGIeNKg6RPQeQliNl5mwaWu/ERLEs0VKF0pQFa0/wvuPZlnqDy85dhrMNZ1YW35iZKfwMMgss67F8B+kJK/2xH0g4/B7/0hoWWe81v6eoN7sduAff6MZlWMfue8cO6+0C+qiGkCuBOuPa88UivyRgX13EiQhzWmlQCfgbAVza4bIRp1lr+UUGgY+UxpF/XaFeBnLTwV7xxTECqtCZrMLt4VI64BNwotFPY6ODhwCAieEEgCscJLoow0BAp+TnYCSlafW0i/bNCZwfM9PRRktZTYlzSh6YWs8LIUgiggKEy69imJyZreO5XC1TWGrHLGLslXz6JuUDg8Bw812UmPPUbReRd6IN07FXAnCVi6ISN3DvHEgzLQPcm4+sDDJYnvDBdCxajD4kaCH4r33gLNFQAST92PjPGEJvmuKrFW19L3la93kYCnQhmmTjz7uAbanjCeMvxe/lIirH4cEDeMeCJ0Tu4d0pqxuu+QGqC/B4Qfim+yfdejuWKk91q0TxLoohM9fBvEi09pWoOViWbZrzp2Uz5Iob8clsBtK0QeCpYqDaOJTnVwtVBpKoellMHjiHA9Im0CvPMzLXOs53673ZqkpP8a6dkkazQeuwZQFNil2puM7Nz4EjAVjz12NHk3olcn+LGgNQPtZRZwjwLolPnWoMlUSAmQIFeRcnEg5EDIrfxVnfGYAGRC7kRbnFbi0aTAyJ0oDbKXQQdw5UcoWaYcxFvjXMqlojBBxGAumXrp2R7E19rsSkzADNrMUgbgZCPPsqTCTyCty71ZPl4BWZ+9Le07lR6gZZKMDqRT0J9E220qClJMU90Y3nSgfUS8IxnTADDcacBE6C9KNikD4xlAidA94WnGSFG9aqB9Irp2NxbHZSyqlcxYfwLRvQeUWamAuossfTlIKYIcJCsVJJLesJNt/V6un4mQNoy4kRkvBwCREE+4tFFklb4Hdm8T2kvADaKldwPAgSYHCURw+wHUj8ibFRAc6HovFTCL981B+E6aVn0yGazq2Wu2qz4jW1uGDgC/BXd9jprElDMwSLkK/8lTjN95G/lb7x5pmc9sz1tMo9p2UULAe3AXRA3TBcRNEE9n7YSXLDSMBmxcApDEU6Ek3kxzneEGySylqOUEbpl6EU30u7aXSTJZXeOQo5wXBJlmJlkkOEbpyKkjAfZGeEudWeSmUCnJwcWAAICiBJPIplRrMwAwORAGaZNyvguN/Avy78BNT/RNMg3ErTrwg0dzKQCishKTzRod5noxwJy0ZEr2LvTs1pO3lkUFMvHtANCsZs+xLIwxJaCVzsSlYmXeNBjutmifjhg3Af25n8B3OHcAS+ByPAWuPhQAzg3DeUK4ktOlTvMtJMnODzw5NG5gcHE+mOT75jLJWNQ4JC8zAZdmuhEAwlbeh8wYzwjcAO0TESSwF47bjUA8S/Bbh3jCoBYQBJf2do9k4IgrIHsn+R6e0D4ZRPjQBtC+lGHQxTocAXEu2THddwVy5mX9mUUSE5aevU1qssv1ebcYrIloXqC8HzB+5z34PsE/vMLw1rpgxdFzn+02jl3N6thtdlldIdEUJUITwK28UueRNgFx4xA7V3huKkGisnPGxKurp+4Hht9nuCFJrZiUy4IDPCkWJjOyw9rYE9A75KbMHoKAvh8ywl5SwcPewe8JwzlhPJd7ktcJeQ3EM4fxrKSNnxBWjx2aziNcjnDBwe1Fsjdls+oMRjXw8DcAnojAyiWV4mK36t+1+FgdoH1RI5rprC/axjgv+6aVNbc70L07M/BrUC4E6SZadsBy5+qZW5qmlkhqQSo7y6wW+mDNoNTjocz81m3hmzO48WiuIlIjDkroGeNGNOSUIFUdzwWY3QgMdzJ8L/0xrQFk8aKbK/k+N1TKCEhAlbh6HCTbzHWSqJTSyDITbURZRplFBOBFhEBRZgwg4evZM8bzDL9zSCcZNBJ4w4jJAQ7wDwjjCYFKoJcS0N/x6B4x4mkD18j9CBpUXRV9e57vN5ckJslgpbmvFqp2kSAGLGk0R4APi2UMp20sUMeIqeTvZgU8fgqKWZKYHjwC//w7MmPnAxhm7OsF7sVu1bJnmWIuAL7c5LlezDzSUi6wdcB74pIhN0kcgSlASlm8dT9yyRaVutVu0KqMXFaiOcDb6fmUClHODwDFkijCDHYZnMS7mxbT5fLDIkkPV/4fZwzXJdApMDYNiCWJxEVX6CGHjCBFyaKbqQA1R7PiUfXZU1O/5pQNkRSu2o/AW+fgHz2YpHW8LUlMzpX1bd1cu70e4Kys0faJuh643Z6ozBZJimGVgYbL+WkYBayc1BvKXQP2QYL1RNi+3yB2cgylXuKZ8OHxhJFbIFwT3ChAH65lm+ZaaJfVo4ywFUclN5JX4XdS4yVuAsJ1oWMSw/VJCuYRwe8SciPJfT4ywjXD7yULlj1hPPVYPZQBJXUSPAUwjRhpnUVOSYDbOuQVw+0J/V0ZHPxOBpvmCnJ9dwKa64wGkPjCpoW73AuAt6Vip1ZutPw4MA+SOrgCS3rMbqvb2+djPwNwI4lp3wMnG/iHVxjP74G/9VMzLXPbimraNZ757dfBnqlxN0ES5TrNXzYL5rKTjLfcSA3q2GkJASrBUQDMcFmmt2Gf4XopB+DKogRSihfLhTcSz/pb27Eczx6FAQKayonSlFRCJfEELLRMCIy8A+KGpKQJAd1qxLobcOlXGMc1/N4jXANhR0iNg88Q/t1RSWSRQY6Y5zo0Lh/599qCl/riTYC7/xjMGXR6IgP4Zr0s91qrYmx9mNrTm0o1Z0wdZFq4o3iHY5yCg8oZUzkOd2HijTk4cBuAxCV24zDcCcKFB2A4l36nevThtFCKWdQqYUtABoYLxuq+o9zG4wAAIABJREFUeN3dE5mVNpclELhP8GOG342lmJ30+dxJ+Q2/i6BdBJdyGJQcctOAGAg7uS/sSd6zlDnonjL6C3GiiIWLZ++QA5DuiAdNiYqkUcoZTJUns/R/vxcOPjeEuPZwntBuR+TztZRa0PIMzoGDxCdEOWNWvVJaRgGbeZZEArNjqIlqdTVPfaYa6NZguVmtafyptxCuI9zVFvz+yZGW+dy2yEL1AlwFwEjLCJQkpbwSrj2tAsaTgOFMKI20KgW/iuYXCaWwF0rHVq+9lOgdSxR+MYqbNhFNiwMDZQCgMtWmUv9Cf/CJhUct38NLB3dOvCzfE3xT6tEMACLBOcb5qocj4JNdg3jtENeEdF1SvDPgGg/2fi4upe2Jcem9vwx7Uzn22piljvjjS3BMsvJRSWfn4EHxAG+us0PLrx/y0ix4ZMy1YnKhDODmQmFF9y4p9kXPXT6nmMEdgVIEHJA6N8lo40Z47LQChrWAO0UBzRwyuBPvfTzj4sWL15894PcZaROQPaG9LkHk4BA3kvCTVgI/vk8CwIW/1hmxi0LNuCHBq2DAy0wibLPQPSOhfSrBWfYyU/YZSFGcKm5KPSZIm10uNWmciMDABBeB5lrKZOdWKrO6Id2spJnzVG9Gnl0SWaStM6NZq/pMrKm6qQZ268FrnKSAulTn7IWi6jz4ySXYvwuAj7TMZ7IDtWPq7yfeM/ipnAAHh7j2GE8dxlPh9bSK4+Q9Ry6FvYrkcSjAHrOU5E3Ct9+IgIeyUIdbVtoDIDRL4ec5lem9AXi4wts5V+igwvH3WYQ+hX+nnUeMDsFldCHCdwmpk5VwNNBKSRcSccDohBPUDkxFc0kO5MvsuHgwlPPMuX8aOzSTepMlknHm22kjwI7HT4GTTVkc2mjVNcjWNLMHZzXSk1eYl5p2NbsNMAUCMUYQwvxcdLWhVs6bV0LFpLtrIDGGi4AcZKGMrLjmRX0Cx/BboWXcSEieEddSxbG5ArqnUt7Xl/LT7AnNVRQvvXHIRX1FmZG04FgG0qYBJUZaSzKGrg/KjpA2ZVZBUgwPyIinMgsJOznWcOowbqSgWOoYNDiApG4NN0LTJBJlWLgkhF2hrJwGbQlp5dBcCmDnVuhNXZ5ykSFsVlCaMo0Xv8tCm6rskXkG9EOSVR0UVBEFoTPJe9DlNdC18A+vkT84B959Cy4KzXWkZZ5nz1PG1FakZFMBsNZJIHXtMG4k/ToWqaEmamjkfwZ2U3d9TGWBjeJdMJfkIjEZQPwkdazB3Y3lGMSitIArI4r54WfZmMYEF4qqJkqGqnjvhGHf4Gpo4YkRQsLgeVLkqIf0HEcBWjSMqGjfNbj6nOnjV9o0DyJnUD9ItUFNhtnvZtWVTT5yFajXnn2drQosAYJoVnnY8sFTRUkCQlMCqY08VycrHmUveRPjRmoThT0wnAPcFIXMOTBeZDRPHEBSq8jFIjMcMTkw7dNStCyyLKdX4j/Sz8ULpcRS9/2un1QzqmkPuxJUHaR/s6MCtIUeTKLIcVE+A4DuiZQgQKYis5RsVRTJJc4i6EEDyiUBytAzsZcZAHElYlC6jGiabR3k0O2yl/psbKGw+nnp/zrYOip0apl9bUs55q4FMiPdO4HrE+hqC6YLcQyPSUyf0zRpSW+29xMlI7SMeCFxHZA6wlAUJuOJlCed6sSULD1KZZo5Fp69gLLkTYvHPvHXgCwC7DDXo+lcCYDOkkU3MsIuw+9dCcZKYMztxzJNh3jPtgMmnlQJFuDTNuDpdoVVO8p0Tz2aMkjZMgcTBXMw2Gu5YPP3a2wcHFyRtoGcJC/FtAR2YP6xlxK8t967ReylAnhgVm9knihEugH8JWehH8EbqRpJkcGdE897kOe+Oy/9gCQhSUvs5gZToJLLxE1pyLDXCpBCOaa1oSNI+rR67nHt0J+5aZEO9jJAxI4K3+4RtmVWGyTAL4CPaTWmuBJnhZ3o7EXBMw822Tn4Jw7xTPj6uJE4AbeM9olQOTpDTa2TpShjlgqSuwHTGgwoNXnKzGMSPBDJDVAK9JDCrWYB6u8Tm0JxUu9fZmgtMAjQs3fgvhfnLzEO/PoW9vUG90NJS/Jm/rBUfpxqxzhXgHdWnIwbh/FUdLTxlBE38qP0e80yKx1N+fY4L2ItayViAmABeAd4Qm6kHs146jGeOIxrUQfkkkgStoz2itBeSkYpJS7iCAJqKmQ6/kzPuEIVhS0hXTnsNh1ScoiDlygrZmrpBrOy8F6WIPS1V8gsjOYpOjmp2ggA4yiLdmhm6GgCdGo2iclKcxfevPH86oGiFLaiVLhitcIhU87gIKsUpdO2VCqdFV5SbA7IQSuNMnKQmZ7WiKFR4jbqsbsRaK7y5FmyI6FYqMRuWI4VVxKfiitCWpXgflm7gKLQJr6XZCj10MM2C4/fidw3bBNyIxnWcS3tGM8JYSu/OTgUOjEjtwy3L0HREQCVch5UEq8A+F5/kzKz8NsMXrcSkyASGpKLB+9dKa1R7nddd98WAoO7CfjAvL1Vn2nNf1XpDaKa8Q+u0H/zLvz77wgtE+i5bOXnBnci+sMA/or56A8B+A8A3AHwbwO4Xz7/88z8G5/3PC/NnlfSV63wn7ZOO3m3rPboqSz35URz25FM7TaMeJrBmwSMBB5EVTJ57YWKmWgYlTyaB89O1lHNSvmsHYZTh/1bDv1dYDzPyCsGjYT2sUN6WBQAWbTyGnglKrOBNJdvnToT60xCgmN+kOl12gb0iYDBIfRUlvADtOzBVMDskIRLecXF/2+m1/5S+7YrdcHbBtjt5qXZJspMs3xNNFpVEwroKndkWgIIMFMxGRIPAZZp8foMVDWj5aedLMKcWwF6JkLcyOzQRZTYkQBhPGfAQQrKBeGxm8cO2UsgUzJHRWYYetGmAw6uLOXn+jhRi3HlwZ6wv+MR16LE6d9ijBcRWGU06xEpOeyfNmgey7ZpK/1TVh7LQlF6CfxKLXfpp74vpek7IOwJaSWJesQkQVUC/M7B9RIgdr0MXq7HTO+QKMtcn+D6spCHrkPcj/L712cE89u1fT2bvm+5zJpv12duZZF15ciyTz5dy4A5jIXu5VdHyzDzbwP4rrSNPICPAPw6gH8TwF9k5r/weY/9Uu1Q4tJz5I9TOV/LfXpXIuVFO+6L5x5kihpXQDxj4HzEaj1if9UCJLU4KPG81mn5H7FSx9gfbBk4UucRVxKk3b3DGL/V48P3H+H9k6f48fU5fvCje8ihBSUHP8q02jnx2LjwiRM9o8aYpJbSLircPcFtHTgSaJiVNH6AZM3WASEF8xrAqw73JnrxL7Vvp1TW6czgYQSdktRdPz+VbNWyniqAacoP74Wj19mignetfZfGLt8zz6UGbIC9UmdoAF8D/rJ4tWwzbkoglWQmKhQdI20Y3Gb4Ky/ZzaqyLNv2F4TVQ0yF68KOBOCBIs3lomihQs9IjffxvRF3377EH3nrJ/j25gEejCf47cfv4R//+B52rkP7mLD+iXjw/d0wleiQ2FGheoL8dnwvWvu0EicGhR7lUDx3x0hrTIvY5CCz0+6JLL7tx0JbRlmtSStGTs5KnmdDE42S8zx7quNLt6li9H87WE/B2zjvvu6Ay2vkdZByCQ8egb9z97m13IGXR8v8CoDfZebvH8qcfKOtvh6nXjuV6H8pL7Bi5JOEs/MdNu2IoZdbSxmLRayluiMvtexq5qFrnZi4kiDteC/hZz68j3/tG38L/0T3A/yd/bfxl90/jd/fvofmMiBeEpprmj22cg7KWWikSXGBpSJHvfhBfow8SOaf31NZl5VB0XgKOjCU97wYoL6SPPuL9e3MUlYXgHvvnXndUueAoZfpNyAKGTU266haALBB1rLdgnfXAdfJ8VkL3NlkmpyFlij7cglQ5sY4QUXfDig9w3C9QzqRco7sgHjCcx8p6/dqnws7nqgMZJZqi9O1AePaIXtxiIZ7CXffvsSf+MY/wr908ffxrr/CU+7wf65/Dn9t+GN4cNkgXMv+WpNJ+yKV3BHflxgXiSNEqbCIBIQrwnineOUA0iaDEiFcOxEJeBkQUkvonuSixoEMaI2H28dpAXmd1TNKMJNKzgfTrIqpA+F63+2z1GPV1UD1ezNjo5SBVYfw4Br7b16ALs5FshkI7jn4/gwX9jPZnwbwl83/v0ZEf4+I/hIR3X1J53iltlgX9faN5gdcqjHKikllereKOFv1WDcjnN55ti+dwt3yVKgEMhVDCCXIA3CX8MHmCb7b/QF+sWvx3dX38d7mEmjzxI+yq9Q05rhcOpwUScL0FySDjxslcy9cy8vvZw5VPCXNmsVS1pVvv6bP5bVzvvl6vfZifbuUdeVWFkHmGCV5CZin4CqZA+Y+YvuiBYdD6hm7jf0opon3nuqXAJP6gxuPvA6y3oDOQjVPymMa+NX8zoF6J56wF/mj6sRloXY9r9RIYk/IXQA7QvYOcSXrGUjSkFAj6DIu1nv83Ppj/EL7CN9p8v/f3tvF2pZl50HfmHP97L3P3/2rqq7qrna3Q0cmiSILLPADoCAEsqMoDi9RLEQciNRE4h2M8hCJpwjEA4jIqBFW2wiZH0UhFgIpxg/4JS1hm5A4Iondbifd5eq6VXV/zjl77/U35+BhzDHXWOvsc+/tvvfWuffWGtLR2Weftdea62ePOeY3vvENfKW4xFfr+7i1ThW8g3wnipZRNEJKUA45O8pRu/YyoCiBCgDpw9oSXKv5L0Jx4QRmCbJvlxZPFBjFdkCoJadGbWoUH0KK5P0oCqaJ1RDldZIJvrY+gznp6s/E3/TeWezdOVnVaQEViTxEsZcCKmJkUsST7LmdOxFVAP4sgP8lvfULAP4IZFn7IYD/4prPfZ2IfpOIfrNH+7zDeC67wm13NCaoaIRi7A1hjYJ90k4vGOQlCpsUFxy6/nPKlP0NjAnM9AC6AKBz+GB7C7/V/Ai+1QT89v4r+MPLM1DjswCZHksPzwl/Hxk4CbIxDj73/1AH305/ijamKEkiDtLuP/pzKJmal7DJ+RtHzZFFV+aQE795Rz6xF/Fsd2EnTqBpwecX8qXVHqqrSv7WBFyMYwELcHUFdIiCN//bVlMfStgZJ8+epHguMFyQ+gffc2487TsgVqntHWNsAMNAsRUnH1biZPojYDgag4tYCrMlF8/WLsMovuP8vNFlgfOmxnfat/D7wzE+CQG/25/h/9t/EY+blRTY5bwQj5ThJBXCXvjp2uNA9iurTYK85zpKq2agPJeIndLEpRrx1VbEzEI9TrLUh8zJ5+zUeZx4tWBJr//89dyB6/U/9L79W79bIeZq43CU+uB+8iBX5D7NXgQs89MAfpuZPwIA/S3jpP8WwP926EPM/A0A3wCAU7pzY8AsXXfR1RxNb9ohY4kIQudx0dQofEAYHFz6UkySkdcPZPpn+sKV+4jywqF64PGdP7yH/z7+JN7eXOD721N894O7qB46Ud7rFCox+/NA7vfokrOnkU6ZNW+ClGaDEozUAsVeju1SwZUmghGSOl6IYxHFgeg9R+2vmMP+Ae25n+2z6h1G4YHzDrReSyS/b6Q5hi7355H5HCv3bpR1OBS1W1nfORyQ8ytR7klpov8I+G2HuC5T2zZAJXjLC07iXKL66Dp15CQKkK38lmYdhCG1uJPnysN1jOJSErYEhu8iQuUACH/de8LqAaM/Jjy+2ODv3v8qPmmP8aX1QzzsN/itT97Hx9+9jeoiyQa3LMV06RnXySOWSVmy5yzGF+pEBhhk3LFMjj99F2LNKB8blk0PFPtEcnAk1akJ0kSIuap3TF7H0V+oI9fGG3OYxW5jaw7sPZrnUmKUamYACDIZF4/26N4+Ah0fPTMs8yKc+8/CLFuJ6F1m/jD9+W8D+J0XcIzPzHIyFcC1ideMmSsLJkmN7j225QrORfDeJz0ZTBw8zVklctDp31GiZddHFHtCdS78W3CNf/b4HfzT8m1Q67B66FA9lF6RWQueOSWCZZzsXKbEIcE2WTQsLWEpZEQoFa4wyh3DNynp2ga4bhDnniN2nj7M1+HtqvT4etqLebZtEnoI4P0eVFdZQz0zY2yRkdWAt1Kz42Cm+55H9cZZUCet2wgAu4hJz04AiAwXIkLhM0zHTp6N1QMR5qIA4LFDfytVjqbep64l9Cfi2F2fKHoVoYxRajRqh6IJOVgZkuMtGmlyXV46hA9X+N7DGt/d3BG2zODBjyqs7nusHkibPMXCXSfPZCwJvktNZwJjSLLVGtz4JgUz+oyn3Ff0AtkUiTCw2jLKrYzbD4zyvANpE4yuHxOmTPl7mSdkXZ3O78M8SWr/r6/n2wHjd6coxlqHJB/BnpK4WmH8yZO9+3M5dyI6AvBvAvgPzNv/GRH9uBwefzD736tltoJvbumCX0mi5eRWemAGWS76HcHXDoFKhNTXkZK4kuwo/Y5y3KwHY/cLSKQdkfRm5MtTn1PGEYdPfW42UOzFCRf7VMzUBmnCoA9civaE+pYqXFOFapaeST8uMDh9AXIlbS+KlSpoljFGjV6AEXaxPVXfAHthz7Z3Ig3NLA05OEoEzyw8d+3RCYwQyqGK3usSdGpzqM9um2AZEbeT9ohwwphh7+X+70Xil51DdRmxv+1AQZKmisMXg0AgsY5wrfg7LhlgQnkhlOBQMso9J8hGEoaxkGIj34pYXqzle0URWH8sqqPDWoqb2FcoOgmWygtg9ShmOEYdPDFQXkoywA1yXqEicfJOdORV7AxI39NOopfyknLHJ4oicKb7KXfSG5hiBHXDCGFFM7nGMBaFWd2ZwFevvd5Te18Ovbbb2DaenHSJmg7D6UpWFp8+QvwjdyXv8DIjd2beArg7e+/ffZ59fqYWefS+cyfPDPGyM/wy3QihS0VQcCj2hHILxFqifibRuHCBco9JrfJjT+BAoEIeGvayrynmzlKBRoKDUgRoYBStRCcq6iROOIKSXgx1olOTHxavWLtL7BuXE2e5/yrSaUYkxUqJ3H0TZd+9/oSRNaCQDI8OntXhW8f/GtsLe7YVFnEOHIP0TNXIzOLjczskMTCPDm3h0txxGGiHywLU9eKQehF540qKl+AceBDtct9H+D6iOy1Rn0f0Rw7tSiQIQgUMG6A6J/RHLkN4nKJIQLaJJcGdR8SKskMOlcj9ymekNR6ROFRZdYpeuzTJBkCMYgeUe87MGJdgR23xOKx9phbHQhx+X6fn3QHDMXLCNEfv/Vh5Kx2dUlBDQPWoh+sD4rqQ550IvCpBbapRSNeegVyAOFltASMd0vnpamsevT/DqouU2ZS0a8qHe3RvHYFun+WVizMs2kP2+a5Qvc44QrpIM1AoxkZZrY5SVxYXUoIodZwZ9ola5sW5C+Us7VITmPpD46pA+6lmFbnkIN0ggbwD4EKEb7UBByYZc0oVr9axc0oKS6m4VtO61IJPjpnHkZy77yViL3ZRoqxOnLr8DGOTjhAMYyaOjn2xq0aUnSi4l3JyTZpqQk4rVG1Fqtp1mv7AlJ2hFFjtDmQxYVs0FbS9UYLsmKX4iSDL/rRdsWeEmlE9kupR1UlikhVkLIUtIwJiwnxRzrxE8CI2RymCoDhKa/g2AuxSkpbgdgxfIKulKm/dMnaUfuw6oSsOHoiVy6sKldgWJo9QNGMBcJ2cfJCKV5fkCVyQfgrFPgVHe/GUPsj14ODM9eIRytLrmZOqZqUMTJlkT7L0neEYJanuzD0DoMJheXWQnHw8WX82sMybYLnM1/4dIWEsJfVD/XIkVoMIfkmlnFSFAmHnUZWStMmsgpSh14eYkygTfHK8noBIhvM+wikkmgTS45oBEOB7+TLnHqqcSqjjKGcAyP+yNKmj9CWQ3qqhUsrbyJRRWQTfic68OHZpHoIhJqeeIvdhkKg9hpENc6hQZjExZlDTSXXzowZU1+C+B9W1KWIqp7mMpzEr5lit/k+d9exZyBLNMQKlMHVo34HXlXDQg0BwsfKgIA01hiMvDJWO0Z2lpOYW6M603R1lXB6QxKTvAZDw2HOUzXFcQaYJKD93PWfH6B2AKE5XGSu+TdADSeelYidJT/aSlB3MClTaAMpvWUEA7BmhktVGLFOk3gPVpbxfNAleDSwwDCDXwzm4i70UEAFCg7S0R8XbtYH5fEU1rza2Zht7XEmMR1nVaavFEID1Cmha9F+6I+P8/qfgd45yK84n2efeuT/VMi7J401JPSpdesjYMYoy6XckRTqFPNwwPqBCmXTyfHh5sIk4IUAkDn3GiqCO4XvKsr8ARh687fai76fEqVIdYykNumORqvE0IoJOPCIg5vrk2JuYEqghR+3K88UwgIcwwjE2UZpzBua92fg+lxaSomHP0qSDSJzC6cnY4EGdhJo6CMvAmDv0OdVuvnpinjgeLrwsA3MDCMmjUB9A3QD2Hlx7uDbAl6JM6VvG/p5HdS4Tf3smzKzyUqLisE4NMAoAUYqSYiFBTSxIsHdgXD2SwDYadTKRQI9NBBeUWSAiADY68rByKLYxSQ8AwyZJJjg53rASuKXbyPWIXsZGg+gmxUrGV+w5M2OYHOqHg4ypEsE9roSWqs1VMJgexsySYNXOTJrwtBz1GKWOIdNbZw0OVM9dK1CLYhp9G4iH+37U/u96FBct2neOUKV7LuKBT2ayL84dGq3H6RcsskTvsMuvFJEE0V9HD7heGAbciH4FRRM5kFR7Ku4ePYEKie5jTNSzoBQspPahsyVdfp2iHxqXvwBGB2oLmIgyxh6q1KjbI/OCAcU+keljvkuOPeH2GWfv+uTYwxix6/VRrN04lpxUzV+K9P7n1cl7D97UifFwDHz0KVDXcs36Xp69ohgbagDieL2fwi7zRB0wdfgRAMwk4IyqJKWWerq8T/eLmMeEoCeBJgqJLIvLHrHyWD0UR62URyTFUN8iJ3HZA0UrtzzUshJ1vTjdWBRJIkCLiFgaspcO1XkQzDsVIQ1rLyycRGtUVpfIBxBCKh4MNYlqZEwQ0Fq+FOxSYRRLAxFVmnQdsPqYM/xYPxxQPyYUF12uNI11Cdf2oJ7yxEna95ZI2iQWoo+jXHsA00g+hIyVg+W7QQq3aFA4v3/2tX628ElPyIF2DVBXoG6QFoDv3BH1zpIWWOapZnWYFQdTud+D20fQAGCQL4VrJWPjs9MUrDEEadjre6QHKEUaZWpRFyX56toRiyQmwB3A7CiJlJlludC8Eo/e8dgQO+HoGV9PFa7REzI9hxNsFJFliCl1vRmFzYI0edAl/jwKCUGaYQP5d76ewCSqv7YZ9rjB4Wv9JphzoF0r1/H8AlSW4OONTJapy45E6HFMWGuQodWMOnnOIz8bOdpJwEbnhRcFwyEkdch0LOckYbgXyIj6IEnWboDzhLAu4LoI3xDCmWQsq21ELBz6E0J5Kc06YgpktPApVgBtkzxwlICHSXNRstJVymJYOaCLqW2j0HiDd7niFEjQJksCsU/NukOl7BhkfZv+JMkOpE5RxU5WEhQBv0/wEQkUU+yDJGT7OK4gQkhCgB5u2wh9NBnv9jIBhzg2MA8JlikK+S6Yph2U7kP2IdF8hyzfXf9ni8xIgjVSsThyQNej+5E70oowwTIyAS7O/fnMdF2ZYMtdD+JCoPnICWP3ScSLMAwu07PUBB/knNwURy4JWgBgEEg12Cdwi3HMaTskgbCYk7KaOEWCYMau8aHChO+rJeUUOYuCuYEF8xyEBkZ9mMABrIkjy9RgJ9GK9+Lgr3nYyNGTI/fXmwv/ZAtRIvePHoCqSqKw5Ag0apw8YxZnzwlPLwn+zIKaaZJoVbXeG9s1KMZR9wQw1D1pEqPORJI7Agu6XScywOsSvglwaw/fBIS1R30RpeBpSDBjAIohrVar1NDjiFJSFFg9ZJEaqFymLVrt9u7Ejxh80orJCVmWKN538nz7HmhuuyT6hQwzxtRzgJM8T1iJcw9rxupTynRHBlA/GtDellJ+YsZwXImi5TZKdF6aawr5ztLRZryuFi/XZDiRROghgIcBTE4ortZsAtaqQRbGBetkoXLQMYKP1qAhoHzYoL+9yhqAXBDi5x6W4ZijRI6pNZx5D4DACw4CzehNtYnVADDF0b/2IVdpStQzgLoC1JdwXYFYObiOc4MNAKM+dqJ8OQ+gQ6rmo9S8QI5t5TyZxqiGE/sFAEZGwSgnoM6cEwQjtEcpC8/iX0GZAsKOca1AMrkKNXWGwhAyHJMZAaxUx1ki9cpy8ylR++fJQgDtO4nEUhef+MkDuFtnQD8IRksEbd0okIyTAieNzA9dQ932Crtmti3R+KwSyUohQQmcipsAgH0Bd9kCzIhHK1Af4J1D2BSoH7RwfcR+tYZvGOtPI3ZvO/iGUWylCTwFgFsJHIajETb0LWVHHgvB530j27SnEn37Vp7XQUJewdw7+Ux/RNJkHmNQIjARC+xTycRS7FO1aZJNoAisPhbHXu5Syz8Hadi9KrD69n2EO6dwQ4T/9DJPjG7XyCrYEajpUtOMFMwoY2boc2+H/D2IcYTY7P3QidgyloAc8V+hS/Z9+l8nvx9fAkdrWf2d1MA9UYSM5axO5oC9+c4dGJ0NuamDVyM3dfCAPPxOy74jiCM4+hxlEYYUYUdwLYL+rh0SNdHDDQ6uE7U9VXhkPz70ih0CiSmQcEUAYJ+SsHKg/Dvr2ThkTWubKI1eoilNSo1QEFCk08oiYV2Eb1gKn/qYEqipeMPg7BgGcIhTx670R8A4+GeEYz5vVhbgoxXw6EIis64X4TDvpFK1LI0DiDMcPUExFqbLlMYDjl0jS7vstwwPYMyNlDLZ0L4V2Cbd87hZyTNd+rFKlgXm802QrmAVYfNxRHsqUXS5k6Ih7dPrm5Gd0h8Tin1SbUxNrJlSbmpNwJ6BGgilrHI1L6SJfkmaUmLRUCYo9EeUhcI4tdFbfcpob6vuu9CTyx3nJhx+zwirAn4/IN46BgoH/3An0Fma6FSvnczEhxiBPohyZ99CTfZrAAAgAElEQVTLb02e5qpiN3W2mmDt+3Hy1iSrTcLq/vVYaXIgXW2dHQNNh+4r9+B3PfDB98Ff/JrUoCywjLEUsWcHP7fI0sw59Z9UpUiyXcsRUtiNtMRKnVl4bHuVWF1wRAAimI0OhkoD2MNWmuU32LsOWR25g/kRh65FIxq9WIduqZi+xaRBd9HESUXrBIrp+pHPPkhkOaHWcRRnb5JGk+ubXx54/0k6+m+qpciOCi96IbVAM+gTqyJXJJqipcjj+3Onrq/nThxI1ZRpewvT+GLiuDRZyADi0RrucgdeF4irMjkgBnHSe384ssVcH9H6Gpv7Ae2tAtWlrDBDJc2xhw1lFdEBhGEtz2FYJRmAhImHWlRHaQC6M8oEARXEoiDJWMXJJSiipNWeOpFBcP5YQ5g6G/keqcxAFtNLVl4GDBuP8pMOtO/BqwJu20qnpdSjVbnktJcVjCTBUxc2JdTX1dhTtarGBucWajEFZDSZaNM22rpTJ+h5JyYjB0xBJojicYvhrEZxdCTnXrqnarp/vpz7D2kTiCY6AEHYjX68qcSpwIlZcMuQ9NQLBy5ZHHd0ubHB6IgJUamLBFm2k/wvemRuvI3KYyVKdvLDiOlHZAtE7Mn1osle7KUdX7lNnXL2EcUuCN3RwDDUDSMUkwqVMhPGJEwPVqIqZKPbHHLsn1dTdgWna1RUQqljlsivruSL3PWj8JedTPXLfp1DV7ZUFm8bocVJZM/SgEJYOqnqkgjUtHl7anpwVY51DVUJRAKlpCiYUT1sU7/eFYZV6oV6p0C5k+Ydw0YcebHjiXphqDA68fT8ArKqlFoNeT9WnBzzlEcfiyRkFuSZL0xv4mIL5HZ5UUXvGOWlPOvl40a464PIGytxgAsnNFAnCWdUJWjXgOt0DZAcfVlM4C5OCe2J4573vNVrb0XgbCs+WxAFJPze53vMXSf7b1rQegX/6BLDrRrhvbsCy1QO9BT9gcW5q81hGqhTjxmisRg8kAJw7coOJLlfmW1JqVClRwwM8hJVaPROabkJTp9Ln48OM7gFuduTRuhhzQgrRjiKQB3h64DCBwxdgdh40N6LmNkgS+PyklFdisJj0YSRx56cO2IEtf1YqJQq5xDC6OSBaUI5amXqEx6wz7tjB+RL23bAqgbfT2yZIYAKL5BM26VocAAGTCN0jeB0Pxrt2QjQaprY0ndNllrMmJK2TIJ8shM3lZDUD4Lna9Xspha2Sy2MmliJcNWw8ZllVV1GDGv5ztSPGM1tSpTIFPB6iaQ5Pc8UJOIWJg3gBpIApQTASBG/NuMQ3L7cjrCj6xPs0wLFuXwvpDG2cNvXD4PQjiOjuOyEKNB0QIyIqxJu144aOyGKVLcGNYDkKFrBvLnrZUWuOY6UI2FmccBlKc4+ck6ictdnlIDUw1rHn5x4niT0fcOOIsXkk8Bc97X3hL30h5+i++Pvyap7idyfweZOSOUHDlAkRfOFMHp4kuw40o3SmZfHbktucEDhEv1wbM/nMFK5tPCISBOnyJjiQce+SY59NcD7OBZC9Q6+Ifi9LH3LLaM+T9H6IAVK1KYCJUt3TF/0zIphScKxOhOb9LkGZ38qxv55dPYKc2nRi/fAfg8+uyMOpR+yI5moQ/b9uFzP1x1jhAeM0WHGho2jtw2xVSBvlnjl2gOqOxMiYl3BNftEq3WgYdzeX7SChdcFaN+jeuCgWjFhJeNcPZRnt36UsPIqwS6DOGwld/RrwdMpELhgtHdEP4krBpcR1DhQIKCS1Sc7oL3FY80OA+W5NNT2nUwooRLYptgzdnc9Tr7Xgz2hvbvC+rsXsgL2DsWDrVySyx248OBVWkLs9qD1Sq7RvgFWtTj+zC6K4KaRQrQhAFpkpA66Uhw+JDG4ckyY6j3RBhxtJw68qqYrLd1O2TKFF7ZM28Hve3R3ViguLjPVmZ6iI74492TWMV3B4/UGJCcnUbYHECTKdwmSIc1+xwlMQ0Tg4OBiBAXhHbtUZESpco992jYVjBADISbckVNcn2AbAKDoETuHuPcIjkUUaedQbgl+jwzH1BcR5eVgdGLi1LGr4wnhYOI0F19YISqeOvX59TMX0l7g57xDr6l5j3jrWCCPd++Av/OHQCl0SL7cAt6PRUxayBR5SpGbwywaRVrIBhjvFXAgEZvYMt2YrM1Jw34Aryq4h+ey706KeSjp1JAyeIoCxccXQiBghtsPoLZHWXqUFwAcMKwLVJey2gy1M7TbsQNTERO7q5Kx+ZYQVhHsWCgzTFnoiwIA4hz5F1vKjUQAWZWuHsSsEllsB5wMUboo1dImLx5X8A93kgNzDtS2ci1S9S89vgQ2a4nmd41Mnlo9bGsLvAfabqzSVgqkvT+A6MXYZ8BAY0hwz4Rard8vhXbKEmCZ8Ol8C2zW8A8uQac14tfeF2nlBZZ5TksMGgBj9RkwRuZzmGaQvylFuZSwNXYEGkRClXtJUCE5dsuoQWTByz0hBimGigMlvXhG7ABXE3ybuL1ulBLwnRRriA57EgFrGcUuwO8H4S4rxbEfcqSek6I2yog8FinpSkShgIUB8wMZFw7u8RZcFnDf/kCcxdmx3IfTE4niykIwd7XCS5Ruqx+B0YmkyC+zL7TwybIy1NHPZQ10BVYWo7NRuqSW3HsGYgpkvIfbtyJzGyLi6RqukeR7XBXwfYBrB3DhgEioHrXobtWIa0oURWG5FDvOtGBNrIIJXAL+AnC9Q38s3ynXk+SP0ra+SfBlHFe6xVYc/uqxkgMSpJIEylyMoEY0Y3zbS+I05ZVyfsM5ceyATGiA5Bl2e8mHrFYSRaukQAruqPDgKNAMeZ8DI0p6TlIPwtNrD4zMGZ141anbe6y+Q6P8BBE1P/YuyvNOYJm7X1pgmR/WhE0Tr7A7JiJjISnosVazTmEaGPYMBUgZOks5MvmYIvlUPRi9yAAnYbBYOsTBwXkCEjc+eso0MZto1aSTdGLSog/pnqQCYP6izVh6hgKGYcTMEwSTTh4TbXaLFR5IlC7J0ycbhSiR+wcfS8JuVSc1xhTBJYc6gb1sEZJuowk44Hp6pH1tE3Tz6lU9hjdRZzo+r6p8PKnf6MGbFajpwFWadJgF2kt4v2t6DGdruHYQ8bEhotgCq08Cdl+oUD6M6E4c4sAot1I5KrpHABzQb5CabZMkVDtdsSJVqAqmHj1Qb5EbYhdJWKw/9pAWep0kTNsABEY4raTohzlX4oJIoI5eaKm8TlIQjy9Flnldy6RSjjK/tF5nJU8eBumGpBOsdezAmN9Qx25gF7KrgAnn3VS8ViV410guL0apYm46lI9bDCcV3H6/wDLXmqFDPpPNtmOHaRQfArgsBYsHZELwEGbMMIyKki59pvApCvJZCjZWBeApd4x3hUPsUvd6L82F1bGLlC8mnPcsIRA468K4XpJqrhsk468VpImfeyhSB3CFDXNFK0avIRbH/kzWD3DnO4kIq1Jw3g/vg+7cSkv8YYzmykIm3gSNZMdrHbudBIBpVK+VqjbpqnCiUvh0NWAnbz1eCCAuR/aIMmwUomCGu5Sm1diIU5Rka4ny+48FrgkR5adbxFWF/RePUD8c0gogRewOqYepBCPNLWlgre3xwkqYXhQhzJeGsyx1uUvdnFYkuaRHvTzr6XvjL1rQpoR/uEW8dYTi44skuZCCrV2Tv3/YN3I5U6IVJ0eyzXY/QjHqzNNkSlWFSTMVhXnSa1ZpcI3EnRsnYuvQdeJV32DZUV0PqlKStiqBTx4Ct07hH1wirG8jfvVLCyzzRJs7IhOhZ7z9KZzsSRSvWDQg8gEBSVogRfGAwDU6gwMSHXsJu51GUdo3sfCybWqPd0UR8kpOgEf8MLDI9Fqtkn7IIlXZqVv6YuQRdjFf+qeyYfLFMCyaJxnRk///JlpVIp5uQN+7EAcagyz3vQdvd6C6HhOnqk8yt3kF8NzBa5Ro1Aatg5L/hRHTbztxHP0wXRWkz1DXQ5szc1lIc++ySEFCBB+vExdenjmOEXy0EmgmMMLZGjRE1A87DGuPYtvDdQW4IPRHPktMsydsPokIpRAMym0Uhk0Bke7Q7UhWplLNGlGdM4qLHi7J9NIQEY5raTjyaJchJwoRcbPKuQReJbnjphu55m2XsXQAskrZNeLUy1LuVUpac9+P2usw2HqCwkR/3ej+JDmCPHlbbvswCLau900ncp+S3InJg7fuALsGzR/9AsrzFu473wO/9bUXB8sQ0S8C+DMA7jPzn0jv3QHwPwH4CqTl2J9n5ockHu+/BPCnAewA/CVm/u1nOc4rZXOJgkObqIPXxFaMKbEqjl0+b5KOqWUXJcoTKa8ZGL+wKQIgZUEQyYRjWBFMVgN+MqAcned2eKln5zTa02Qp5/OYM2Emjt0WIV0XoT/Nsb+C9pk81zrplmWK7AqJAPei7Q5gioUDiZZYjH/Pm3jY9+fRIDBNrHpVGByfL0t9lP1QLszj1Lib1zWo7YSme7QGXezEOa69nFMJkeVwDm4njpF6YYJRk87ZEVwlzJviskOsC0QvtRciRZBgjwAgNdFmRxhWhKLhJKct+aViz/BNEIhmJ92khpNaqI7M8BdNhom4cHDne4SzI/jH26zPkh07s6xkmMGnx6CLrUx2Q5DoHgaWSewVAMKO6XtQcsZUFOKY51x1pRF7nzH5THW1uZF5dK/Bl6VEDgHc9yjPWwzHFaq6fuGwzDcB/NcAftm89/MAfp2Z/zoR/Xz6+z+GdIz/Wvr5lwH8Qvr9WtikevWQg7cVgDAO3jBKRsokw0ryInVK4iTHSsGNX1Dz5aaBxgpDS3WDYJU0396WrZviiExr1Ghidh45YWoiw4MwzHhxJtdp/t5raN/Ey36uHY1cdGB0CMxCrTs5lmcgJfm4LEbO9TzRphCKJlttRyDLg7dJOw0gdGXgnVEzTNu60dlQPwhs8fBcYCSN8FNiHf0gCpNK4dysBI5pO8AxiB24gGjTdAP84z1QeISjCsVFm5OvFAW353Js7BHXBRAYtV6uOD7frJg2Aa4PcNsWcVPB7TqpoG1HTF3xdXexk+9Lis5p34oTb9p8Tkpd1mvBfS+OXWGUxGLhYQClaF4rtyeaQFZraZ4TsZCZFpLZVb9O3urwiyI1Ua8lCNis4T96hP70HYSvfgG+iwi1f6pzf3JomoyZfwPAg9nbPwPgl9LrXwLw58z7v8xi3wJwi4jefZbj3JhxPOy47P/mTuxJcMUs+s1RsGLbMVEPhzDi3zGC205+uk6+OG0nD+K+kZ+2EzGjppOoqutlCa3sF4Vf0g+6Pjt2Tpz18SeNoU/aMXObNFyeJZbfDMf+2TzXlJzLqhbqoxxY/qVFTCnBjSGALnfy3pDes5CMOiEblY8nMz6TQXjY0KW9ZYgYx899P36u7ZKWUKq4XglcRPt2rNIMQSLfVAyFwouj73qBcFYltAkIhoC4qhATNu86YdcAEA2m1M4urguEdZmbdAPI0tXEqf1dqgEpHu1QPNrD7TrEVZVzVpSqabkuBTN3DnS5H52zPt9lITmPpJTJTZN62SosNtIUNchhleDQ91WD3zrn3Mgm1Yp0nVxbvWc6MWcRvjjCo6lZeV5FKb5flmOVcNOi+8pb8M2A4nufis5PG+C6J3//ngdzf4eZP0yvvw/gnfT6iwC+a7b7XnrvQ7zqdkhB8pr/Axi/TH42C+trIFWxuvywSDl1GCEbq/SYH6KUTJ0vw4nG48+7HOlYrXpjGvOkEEn3F42T5wjy9dXr8YN0Unpz8PQX+1x3Mglz0451Ers98PZdWXElKYLsAFRtUKPrORdaTaPxudwAMEaOBurLkbp3mZ2RoYfCj85FedilUv/GyJ/6AXyykWrmVABEjXDGuXCgrUAaqAuJ5mMEbRvwpha4RqUuhpjzSH6bcPtSju+GCA4kdMsoEgFuJ1WmXKbIvBtGBddGVC4pMtASeLNKsIbw83lVpclOEr94dAFKevoWeuGLS9DZqWDoGqGHkHJfPjttOj7KUFuGY2IUJpRWsKoypF0V6/dD76kmtotiXNkbP6AMHD7eAJ88hG8GdLdr+MfnYHr3s2PLMDPT0440MyL6OoCvA8AKmxcxjB/O5nSymYNXm0A18sa4i4mw1vQyKOc9/5soJVwThfJQDk01bFwaVx4HS6LWRs5Pcb6aROX+ADQDCCbINEYn1+1n3qzjc2A/zHMNzJ5tf4J4+wTUrsBffgf8+x8A65U4SqW8FYVURKqDN8nNDMtpA46IqdNWDHcc9FWHzzzy2i0Lx9Iih0FwaKIc/WaIQCNiLaopC/k7TRbUdtBWjFyVcBcSNXMt+D2d7wTe0fxUXQl0QqahRT4fNzKGUqOTDGnEtG2IIoHbD7KC8F4kuVWOV68Ps4y3KlM0v5P97htop6OMqVfi6LntsiIjxziKg2lLPBvp6zWqyqvfw3lgBoyw2fQhk9/R3qtUxFSWoAePwSdH8PcfgU7fBv/YV54Zlnke5/4REb3LzB+m5en99P4HAN43230pvTc7J/4GgG8AwCndufls3CRhdRVrv1ZJkuN0EuDpNgwI3me/gCrsD4zHtMpyc9NMPHBwMmAbISz2vPZczzUwe7aP3mP36FKc3u/+M3ESRxtxhidHwE4w6Rwxq9PQyFBxWMXbgWnC1CoKqqlzs52clM4IyPsayVvHr45LnX9t2CVKpSz8KJeg8IZq0jhx9LxZpSK5tHqtyjxuiuJAUVfmXFTbJa1stB2g4/HaRBMkWeeqK2KttNaVCJFMZIlqyGUBKgo5Nkd5nWAUWq0yfZSqcmS5aOMMfV2WEr3bFRUwspxscvQQw0m3KzwQTCJc77vNo5VlkpAQltL+n09FTN+9j+5Pvv9MbJlnwtyvsV8F8HPp9c8B+Nvm/b9IYj8J4LFZ5r7a9hTGx0EsHhLV648sY2c/EAc8KQyyIlx2iXft0Pjanyc69sXx/6D2Qp9rChHx7Ah4eA5arUBHG3Fe6kBXB+AwfSacG2EUi7drxG6VCDXCtwwa27FJ309OSpxNouC13Th52ES+OnwgUQbTGFa1wDKblRxaqYXM4LqSyFqZWEfrSTI4w42piIiaTqBJjcA3K4mE03Wgpsudq+ClSlaSt25sz7drxuRxYVYyKoAWAnCxlYIlR1KUlCAXWq9T7kGkdXUCzYJgRGMRkzp552SMtgWi/U5bIsQVyNWsxO1qRe954XPeDG0nsBIRqscdwlEJ3o1FTLF8svt+VirkrwD4UwDuEdH3APw1AH8dwP9MRH8ZwD8F8OfT5v87hC72exDK2L/3LMd45eyASuQPbAci/SvJGIujPs1J/zCmfPUnJD8/r001PpPnehgEpqjKMaH34X3QrTO5N10vQlOJdcH7RpKZmicJCsmY+2cFxixl0kaB9j1NFqqDz8wTGjv/pITuyLd2uVI2l80nAoB2JyI9FpE4/wRTUCtJ0AxjaDJXk7GrKtN1Wes7tII6URHVedsInTT5DICQeOlVKXo5SBOb6r4kx8xDAG1WMtmk48ORJGAvt4KpK8Y+u4akn/d+pCerRZ5OnNa563tzSWB7vXIyVa5lhqzatKpqO6D0wINHwOkJ/CfnCKs74B81RUwvApZh5p+95l//xoFtGcB/+Cz7fSXsGRKBB+GY68xCOpoomSU+c3LVUt2AMbI/ZE+J7K9r6J0Llxa7Yp/Jc11VUsT03XOglXtEq5U4+ovt6NiBMcmpX34LqSgWrxH7IUx3Hjnq/zWiB8RRhxR5TuiS5QjRKFMrQSfExZiETRMP9z0oShSr+ucio5tIAlUpLJq0+sh/A2PzaaIxKk+fs46P+nRu/TDK7upvrR9Q3jowqjkOI5xFuq3ex74XDX1A8PTCg6oK3LRybjqelG8gn76rCcZRCfDMdrH3Yl53oPtRMoPdlkiur1Io7URdeKBPx7h7G+h6tF+9h+KiA/3BB+C3X2AR02KjPSnKPciPt5WgqZ0fgImTf6o9Q2TN15Uiz3IC1+9ggW5eiiVcm6pKoj+N6PaNOJlJBx8STrwmFINZ2c2lBbTCcn7bMkuKR/aNSeRl9odi3EUxYukR4iAz5MMjnKD59pCYITpeTcCuV/Jbk7K6CkgTDvWDVH+qfIGFTxJ2L1xzjWKj4egbrr5GulZsLXW2yr8VzlKqYKorwKpOCVKlIutqhaT1YTDXBJhKdHg/On+9/rqNjdIPMdzs/uYNO3QbXV2liUOFyqgfwPsGxUUnRUxl9cxFTM+DuX9ujCPnn6dtZ/44tMH4o7x3+xn73qH/P/ngh38Wu1lzohmUTZNxzFI5vKpH8arIo5iXfvE1YgdGh5cTlHx1G8uuUYejiUbm8bOFT6wM4zDVCeo+YxwTn0qXVMZNWSR6Z8LgU3cn1klJe5LumjQhRYmyCz8mcNtOtmta+dHxAyN0pNz7rgfvG3MtwpgjaLvE64+Ju24kAHQyU+gIkG2IJAdSlTLhhTBeD+vkV7WRdwjTXJkeQ6+NpT/OoTKiSS7hIISm461KcJsapHc9cHIE/9EjKfT6yhdy5e7TOmQvkfuz2Jw9c53TNIJk8ybc84mBnNlHVNraU5zx0+QQPqfY+SttypJYr8Affzpiu0iMiK6Xpb5+wdt+KioFmGSoUQ90s2fBRvNDkIbOCsfE2bOWHedwtYDHlsczj07XsFlyabyei8IvRFLwpBNMjMI+AcT5qlPLyVs3ri40wZurcMcVLoJ8TptbcN/L67wiNjj5ei0Tp+r2qGpjYsHk667nn3F1J2OkJP+hVar63TyUH7NO3zrr1L2MFGrJUBOPzt9COMB43zShm8aOugK1Pfov34NvA/yHD9Ddfvels2VerNkZ7FW0Z4mGn9S8Yvb5yUrgZUfZ10X1S4T/8q3vpdBn32SNEt4LjKEQRo7S1XnqT+JnA0AWgNNI21JnnXHWKilgsXl1MplimVaOVvrCp0jeVk4qLq/jLNPfuo0mZy3jg0gic2AUJivMWDTKtY4ys4KKqdPLlbhm26oUxw5Mo2LNVajmujrwopDnW88BkLoUvT5VCaorea8W1ccsEVGZJKtOuGmbfP3tGHScRZGojN7kSswErZOavdd5FcYjbMQMPt6Auw6uCxjWHnw5dmLi4smh+xK5v2h7BsGx6yphnxh5c8ThiqfFXmlzTvTcuwF45w74w08yNMO7RiJGlfu1wY1+4W1y1HLb9bfFfG0kOK9a1fcsW2MeiRZenFenDJow1avRQicUExngvDrJ3Ho3vrYUTUej1EKaJDjGpHNuxhbi2CA60FTnxdbaqRTAWnj1PAzymfm5qWP2XoqUrNOeye3mFYtCIlbNUc/TJrzttZ6relr4xZIrdLKw93p+f3SCSl2i/MePQadvTSR/mZ7s3F+dyP1NshQNc+pmdLC600TN126z2Otv3ouee4ig730kFMLTEwAAKQdcnYY2ZlZHaaUHNNJjlhWA1S6Z48CWew2MUIg6XLuvXCA16walMI3VkjfSuFnpUFkuFrKxiUKN8nmMSC3/PuPddtJRh2+cHc9rQ1LbO7I8fbufGEeeunOSHwBSf1M3TlYa6aeCrYnInh235itsAny+3dzZ6vnkMYdpxJ4n62uSsN5luKb96j343QD/8SNwQXBdhDukCWVsce6LLfYyLTLiyRp0sQUVhXRi8ibyLmaLZ/3i24jbMkuA9MU3kZ/308jdwi3z/So8og5JJwebWFXIwpso2GrF6zHVAXUmT2D3NV9RpONmsTyFfQ41/FY2SzpWZvkA42pFlU8PXRNAGEqd8O/Jwibz1YydBHUVpZi6Xid1zjb/YfelSdhD+z90b/Vci1kEnxptQ4uY0orOb3vEWnoAcCIQ8VMo2otzf5VswcTfPBv6UR+lTi3sPnmI3Ke2SyqgFr6wX/hDrAvlQs+hl0PLdOtMbHRpE4C20lIhEDs5MI+FTtZx2Ulqvh89xlzjxh4/mnHrqsJG05ZeqBOJYfOMjdpTtK/b2XED4LaVbZVaqmO0Y5lH7Lb6Vxk+c4bLPEdocwb2/4cmWt1Pli5In9ntx+PWlcAyZQH/cCtKmu+9LWyZYoFlFlvsZq0sRRWxacBNC77YQiVeuWlBiq0yT4t41BSysY5VHaN1lioRbJ3ofF/6PwvN2GSldcR9P0aqaRueOzT9fzFbOXg/OiuFj0xidWw0n35rxKsdpLyZuCx8pDBEiuKpKJB7G2hkr9dRuyNpYtOaHk9pjDSrOclMnTSGeZtDvf4WCpqvPvR66ISpK5rJCsybfaWkq/cj/TRE0R8aAoa3T+H6ANx/sMAyr6XZiODQz2Kvn2WIIlHcvMuFNLlhskkkAhiTd3PHNY+C1RRusQ7GRqfqaGwiVp2mFb0CxipJnXAUV49REpfAOAkppKGYN2Cid4UdjCiZyhvreesEZRlB6jB1TNZZ6rmpw7THs9r3iu2nbchCX3qt9DiqX6/9UTWKt3CL3pt55H6I3ZPhLnP/9L7MI+3clJ5HKqRzo4ic2jCA+oBYOJEBXmCZ18wW5/2GGgGDlMET0aRvJnf9CNUAYyRtnYA6PKsHM+e424kgTwZudI5zKGXu7C3coZCPWjXy8nNCUIuptGJWaYZuNm5NCKrzmuP9WdPcOD87LptAtXrnGuFbSqHmL2zTC7OfSdu8vG3a3tYBaOJUx1NX04SnjeB1TP6AGw0mUj8Ec+nn5vcnnQ+rSFx6RvzDLbh0CO/eW2CZxRZ7JcyRdApaCTST4QpIFJ+dgE3a2QjQ4tfA6OznqzrLp1Z8+QCDRMvt82fUWatTz9i0Hs84HmW6zBu/aKRsVSvnZqtk9fM6Zo3yraOzpf/2/IExsu57sNWCObTt3HnO/9Yxa+RvawX0WliKYx5zHK+Nnv/83sxtfs8szKTjTk6fdNJJTbzD7SNQH1PrQCywzGKL3bgNqTWdtjOMqb1dXWW99KwXM4/gJgyROP3/vPIUmMIsuo2fRabqzOeQgVrG8A2fW/dlYR0dt+LGmsi0CcuoE8XMeWxt4T0AABrfSURBVNno3OL/cxjKRvrz3qMZqqIR5tHt9DPpGBziVYevv/Ua2GpSO1Y9lm6v2+jkZFcClvf+pNWVnvd8TPp322UWEK9qcBT1zFh74NNHYE8LLPNa2nwZN38oFnvNjMGbFXhdg770hSkzJnUwyk7DJia16GcOw8yxc/v+fNmvry12fYh2mB3OjOUyTwDO963JwDksYbF2OwY7ocwduH7O7uPQa2DKk7fUTN0/mzE5lzsr5f/rCmX+PjCFofLxZjDR3ClbJ5vvjRmL/q0/8/ur+zRYvjJ/qO1AmzWKTy+lNeG7b8ENCyzzetniwN9M8z5Xc9KukSKm9Vr+pyXzGRs28IpzI2TQ91OKoi1qsk4hzOCD+TbAtKhIE5FA5o1PoCC1ucwBMC20iny94zsEHen/7Njn0Mk893BoO8tI0d86VtXgAUbJBD2ewkCHroeukCy7Rc/V5jDmsMuT3tNj6kom30dzLYJZBegEqFpCMSLcOUKxHUBNBybA9WNDlOtsce6LLfayrZRWabwTmV+ujXZ6UUgEZytI5xG4LvnVUcwDAQtlXLfay1FrMf2/OixgWng0d6LWedmkrDpMda5q6gzt/g4FL5ZtYpOVlgNvj2e3s+eV6KWTlcmcbeNoGoVbtoodWzGDqtTZ2yh7Illsxmr3Mx+3PX4+/9mKy+ZD+kGeldTUhB2BH59LBP8M9lTnTkS/SET3ieh3zHv/ORH9IyL6+0T0t4joVnr/K0S0J6K/l37+m2caxWKL3YB9Js+2StbGKCXuZSGFKcBI1zOqgmwj2kNwxTwatj+HIJT5Z+aMlrkdij6tWaeoY5uvGp6UUJz/PY/Y9Zro+4eOB0yrYTXynchnG8etn7ORsl1F2EkqhKvFVcBVmunTziuLs9nrzdNzyXROM3lq9yudTC62gHcoPrmUSP3OLbiBEQt6IZj7NwH81Oy9XwPwJ5j5TwL4JwD+E/O/bzPzj6efv/IM+19ssZuyb+JlP9uJlshdL45j3wB9N2LuPHUkZJ2MhTMOaZoAU4bGxNkdgGhsYtKahWLs8axzm08kyi6xkad+zmri2MpPG6HaUv3r9FqsA7djmo9df2t16/ycJrz11Ct1nrew2jXDMEofAIdlBRT2mcM6c+evkNV1LCfVFNJznSXWVXYhHtdwXQB1PZgACvz8sAwz/waAB7P3/g4z69l/C9IJfrHFXiv7TJ5tR4h1CXAED0lbfLWaYtRzBoXF4fOS3jA21GxyEriKe+tvhXUsdGK3sVjvHF6ZM1ksfxyAyijk5Kj+f84WmUsSWAhpfp7XJVyvg5AOQVDAGG3Pom6y18se32j9kIWidJKzEIvu97qktpqF0ez/LROKeapG6Z0cP0aRhu56xLpArDz4cgv2hKc0YZJDPH2Tp9q/D+D/MH9/lYj+HyL6v4joX30B+19ssZuy53+2mUF9yF9kqsqsrsi26UaWA0j0PuvMDzlBYIrfzh20rYqcszks7GPx4AzduKuRrWLfh/Zz6Fi6/7mD1WPpNno8/fw832DPbz4h6TXQKN86TDsp6LitzIGdQK9cVz92zLJ5Cjcbz6FxW4jH2jxfcOgeA2MRk0bxbSewzMMdQu2BO7dA4dlgmefScyeivwpRWP4f0lsfAvgyM39KRP8igP+ViP44M58f+OzXAXwdAFbYPM8wFlvshdsLe7bLU1DXS4Pl7TbLxrJlZXgP7vpJt6ArEMW48/G13cc84UjGWYdrwjy7jW3UrL9tUlL3o1H6fILIsBDlc8qrAJ0YdLzakciei42i7TnZcVoHamEXaxbmAqYFU7YA67rra6N1O4Epjn4oJ5LvR5heP7tPC+1YWWR77rnXqoigcYKaqPDg0kvRUuElan8RsMx1RkR/CcCfAfDvpM7wYOaWmT9Nr38LwLcB/NFDn2fmbzDzTzDzT5Sof9hhLLbYC7cX+WxXtM7Noln7iqaGEZkSaZKHbHHXOdVvHhGqg7FFPHPcNycE3VVnFGfOykIu8yhaf9u2cdbx2XHNi4EAZB0ZG61fB2NYm293BdOOEzhlsp/sSMPVcdttiEbHPIeubL7jEDRjX1vH7syKwsJnOp7rJhmtTE3v09EGvGswnK6E137/U8TiJcIyRPRTAP4jAH+WmXfm/beIyKfXPwrgawB+/4c5xmKL3YS98Gc7BNHk9g4uNenIbd+A7CxIFRMt7VGX3YcojnMM12Lnc/13tStQzCzadwfeB6bUwDk0oVG5HY+FeDJeTYedmYWBbLScf8/OQ3Vz5pCSLQ5SCqKOXd/LE9jsPO1+9Hrb8c4FwvTcgVE/x7uRiqm0SztelQ0+dG/SRMBdnztKcd+D0uRCVYnivBGnvlq9OFiGiH4FwJ8CcI+Ivgfgr0EYBDWAX0vynd9K7IF/DcB/SkQ9gAjgrzDzg4M7XmyxG7bP5Nn2HlxLtSYBQNOOEfswjM2bDyUY7dJdW7Tp/4CrUbM6w8hXI1y7r3l0rH/bRs/2ePl3BAJddXKWYsgs0Mz8OHMdlDkMM1+VZFhllvScj9keP+/b/E/PqR/GyFqvj3cjROTcVcmF+THtsTXKPnRchadsjsKev1Wy1BxBYh5NWDplKZh7VQIR8G0EH28kameA5vdxZk917sz8swfe/u+u2fZvAvibT9vnYou9CvaZPNvegZoe1HbgrbTbw73boH4AVrVANvMWi/qFt19+VWKMmMIGCifIIKeFORY7V8z5ECyhFuMoGzARz5odw0JF4wWavp6zTebb6HjsOCyWbiGO+efD7Fj2eGrWSc/zEnk/8foxWb18e73tpHKdZk0e/2zSszry9jPanCRBR9xLjgbMssLrBwy316AhAh99jPiVW3D9S8TcX5o9ZTZabLHXyvpBGnNcbkF1DdqsQaprbnuKOicCUX0/Qh2HGjCro7LYvBWwAq5+h3Q7ddLzpKO1QwyeyeQRxgbXfMAB6ufmjlnf198Wjz40jvm289WC4taWP24lFA5dhxivOuhDUgsTyiVd/f/BnsizPIfl+6sp5Da/Vlm4zNAggYnGe3HegAs3wjIlIR6SGjb26jn3xRZ704xZ9MQLD17X4IePwQlzZ+1UVJg+oQqJHOJQZ6djKYpmaW8dmnWuObE5cyz6PxudW4dqNWqszaNZPdY8yp9PJPb3XNbAjls/f2g/emxL19RJTv+en5s61Xmy9LrzB0aGj10B2ePNx5dzELraClevXWH+Z5UkFYvv+tTHtQSvasHi1zWoD/DNAL5zBmKkn9ctcl9ssTfJEo2NmaWtXtsDdQ1KipB5+a3siBylD1cTkrZnaXZAfnx/HgXrZ9WJqIM7xFDRpOGhht3ejxCRNrmw+9fXZhVyhcaoDlKd6KEkpYU1gPFY9jhzxz4/nlWjJBrHrYnRefSuY1KhLguZ2E5RKtxWldOk7yFISY+l49X3VdqAWaiwwJgcVojFtCikXQM+kubq/Z0NYuVBDx5LEdPwOsIyiy32JhnDwCrisKmWNnscU5Nn0+6NNeGnlDn9f4hXk5LqXBTmuXJsdRgmEj4E3cQ4UvDmUIJ1XmUxdWBzbN256TZqNlpXJ2qux8QstXEeXc+303OzUJV17Mzj8eyxDq0UVIHRwikWDlLWS4hXz+3QhKrHNteQYxTJZ0DYUX0vxWyq+qmwW/rNXWpfWFfwbUAsHfhYaoKeBZZ5riKmxRZb7CmWFB+pLKWUPEwjOVqvhTXTdtKKrywnjoqHYSyFnxfHWCek+PWhIhrbrUij9LkT176ddht7DOeEuaGmzsvi64eONWGDKHQTp0lGO+75uVmHbcdtj2evw/w6KcMHEFpqjKDc59UkbpWkwgxmHsv/7W/TJStvo2PRc7AdrFLdAqXrSSx0Rx76FLHL58k7SZw27bg66Pr0LMikSX0ADR7xbAMaGFw+mQYJLJH7You9dHOPRdmPLy7Bu518sVe1OPbkAKlIkEcSreIUsWUhsTkEolCEQiUaFR+iDdqkqMI41vGqzXqZct9PC5ssbKNJ4K4/vB/LIbd4ti3Q0vFaB2onA4U3LI5tJx41WyBU+FFRcYJ1y3lQitIn0g96PK010EjejlOvS4K4SK+FXckAV9hK5Jyszpglr5LuMxWFUGBNJynW4+lkrsJk+wbtvTXcEOEe78AFwfW8tNlbbLEbtd6yT1KjDtu300alGuGVpTh1i1vPzVZOqs0pjnOoQi3E0eFYp4sEC5nxZselx/NuTAJr8ZCFL3Q/6jznXYz0taPR0R9K9qolOGP8c+ZMARmT8sN15WATnsMwOnTmq/LA6kyJxnFbzrr+1tyHnawsDKP3VJuBeA9UpUTguk+XOkNpoxbdh3Pjdk2bMXmuK6Ao4NuI7qwC7n8q7xcLW2axxW7WCo94dgTerIC7t8B9L42yE8TBVqZ2Tg1U3rlGqrPkIlsHZlrPTRyHpfSZiJR0m5nzz1FrTPrzwBW8mjSaH8LokFQCODlPylF7nFIA1VmHOK46dPzaMcnSGQ3/GwCoMmMyTJ48phjHbWa0SCKSazMMcm65qClePTelKBrnzeq47fveyz4TxMRmQuG+l3wIMK1O1URv4UFrUQjlVZXvBx9v8gRA+xa8WaH86ByuZ8SvvS+wzNNRmcW5L7bYyzR2Du7RpbBkPn0kjufWKbBZg4+kUpWPEjxTlWP0V6ZenjYpah2/c2P/UJ0UkszBxGHbIqj0OUkemtZ5yqTRZtaaGLUrA41E1Sm7dDyNmHWlYdk/hZ8eS3dlYRXdDjichM3MmQQn2QpOPT+N1hXiSNF3bnxit1F8+9CqR6N1lQrQ7W2RkYXG1Fm7MQK3PV1pvcpCcfkzCiutVxKh7xvZTz/ICmQthW0cInhdC++97dC+fwvlwwb+/mNwQfBdXGCZxRa7SaMQEO6eJIcrjpsig70DNR3IOdDlTqK8EAVv3+8TDJKgkL4Xds1ulxkU3DQjTgykSSGMUsJEoh/f9VNu9RCArs/QCnc9eLcfHZWyRdouN/PmYQA3bd4mR7BtB27TeIYg+9FJSFcVup8U/XObGpXYSWgIYB03MOYcrIMPcWSWEInz6/vxeEozjFGun65umlYcNSWVxRBFv2W/l//HKNvUlYnO0zZNkyEs7rrpddRxN61E5yGM7BYn+Qre7uVaD6lJi64S+t6oVaaVzq4RaYpW9GXQd5kKCefgdwOGW3We7GLpFlhmscVu0rjr4XadOJW6Bt85GyGZdQ2OEXG7A23W4KYBX1xm+IX7XiL4ogBfXEp1onPiUGxEmqJt7sRBUlmKY+qFgZMbaiRIgvd70PGROKDdLrFQkgOrKyAy4uUWdHyUmTx2G4U9eLsDnZ2IY2uaBKsk55VWHrzfgzYbOZ/dfsTotVjHO3DTgLysRLjrRlhHo/aqzIlmWq9lPH03nr8eL0a5Tmensr1ONmkbSkVB8fwCdOts3CaNm3WbyLKf46M0QbWA83mbfH+aRrZ3TsYEyL3oepm0q1IcO8tqh7d7xMut4OnpvpGubMoCfHIErku5Zuu1jP0P74PrEsWjHaiP4FsnAss8RTQMWJz7You9XDteI5ysJGI/2gD3H4A3K/CmBh5dgNYr0JffE4dQFHBv3RWKnHfA2Yk4O+9Ad2/n5T2dHoNqWbLz0XrEyDdr6fIUAuhoI06uKGQSOVqLE6wreb8VJ+3euit64SuBizRCd3dvp9cF3L07IO/Gbfb7cUy6zd3bsp91Db59KscCxIn2wqihO7dkYqhK8OnxiM8fH2VMno6P5O+6kjFXpTjCusq0UVrVoFtnMhkcrcEnR3KMqgTduSWTZ1nKuPX8z05yFO/u3k5NMOQ887npxFsW434A0NmpYOBVCZydJNiHQCfHmeVDp8dy7Z2T8SRMn47Wcq+GAXS0hrtzS463rvM2fOtEIJ19K+ewWsmkAIC//AXQrkHz/hmKRw3wwfcFlmkDXP9kWGbhuS+22Es0anv4B5fgWydg7+F2e6AfQI96cN8BrQf1EkFqApO3W4CjwDf7ZozMU9RIALhtgRagkCAaciAicbwuSQdrlJ4gDj0Gb3eSPExJ2Hi5hUtYfHj0GH6zBl9uJQpPUXo8v4AjAuoK4eIS/vgIfLmT1cHREUAk+2EGylK2v3sH6DuJcNcyCXHTSiJ2swJfymoEzDnyp8hAL7ARaaTc9aJrnqAUShF7PL+AS4nPuN3BrWpZ+Wjlb4yIF5cSwa5qxMfnoPVKzm0YQMfHMm7dpq4QHz2W/ewboG1lGyerCzCD1is5VoKMuOskqVxXck8A4bPbmoC+k6pkddjDAGq68dyIxu2HNDknbSHqRTK6uOwRTmoUb92VfiilAz1F1H1x7ost9hKNqwLxZAP/4ScYvvoFUHcMXpVo3jvB+tslwuka7B3crgcDCKc1iuMN0A9ovnQL1f1jxNoj1gX8rgf1AcNRBQqncM2A/mwFigzXDBjWJVwfQM2AuCrAhYM/bxDWJYaTGtVHGwxnayDekuN5QjiW40UitO8dY1UW6N86Bb5wC/6iBQMYbq9RrmswgP2Xz7AuCwx3j8F0W7ZxwHC6QnG0BseI5r0TrD5YYzhZgb2D38p+wlENf3YE6gO6t45QPD5BJEJcFXDNAOoD4lqYJ27XYTiu0zm0GE5ruD6C9j1i6RFXBYrTI8TSo7u7Qf3BGv3dI1CUcUdPGE5XKI/WMu73T7EuC/RvnQB8W/TRPWE4W6PcrGTc759hVZXo74nufj7/WysUpxtQH9C8e4LqeINg7gnHiHBUw3WncPse/S1RcKQ+Iq4LuHYAtSHfE3fZIWxKhE2J8sEOw8kKofYoHzegNqD/594FPAnOflTC73rEyiMWBNCJsGYqB8Li3Bdb7MYs1A7whHjvNorHe9D5JXh1G9WDBtQPcBcNuCpFEnhdwV+2oMeXQFmgur+Fe3gOXtdwdZUhANf0oJ0k3wpmWQn0A6hfjwceItyuA233cENA1Qyg8y08Edg5UAjgooS/aECPL0FViepjDzy+RFEW4DKtKNYVios0pqpE/fEOePgYPmnm5G0uO7hHF0DhUX9SgB6ew4co5xYCuPTw+x7ufAfEiMI5uIutnM8mRe9aiblrQbsGPrFBaLuXaJhIViEsKol0vpVxM4MeX6DwDlykRG1Zorjs8rWs75fAows5N7ONv+xAjy6AqkT18V62KTzYexl3XcJve7hHlwARqk8LuEcX4FUl94RZJqB9D7rcg5pOnOoQ8j0hlRRwgNszaN+CQpB7fbEDtQN8XUiUrsfbtYB3KIYIt2sRK4/qcgACYzgu4dsAGhZtmcUWuzErtklw6jvfFebE2Qncx4/guoDh7TPBmUMAH61SiXniPDctqO0Q37o18p9rSRpSP8rS0r4Fryvh0feDOC4AtE/LfCJhYgCId09BTQc4WVHQtgGFRMHc7eGaDvzFtwT7jUDc1KDLPTBItSzv9nC7DvH9L8h+dJttA6Rx874B7TvEd+6AhgBiRlxVoHbIEAOGAGpa4f+nv7n0oBiFLZI6G1HC//n0KGHkJLK3em6Fl9zBEBHfvp3Pk+tyMm60nZzbe/fGa7Gq0vkHweT1/N+7J+dmt+kDuCrlnuxaxHtncnxmuY7p3JSVQ7tGEqRlAeoHxEo47tSIBhAnlkusS8TbxzJB1iWG2xs5/8IhHteJbunk/pYOYVWgv7PKsEwsF22ZxV43m1dUvsYWS4/udg36yR8DewIT4Iaz8fVJBfapQCek4hRHk9eIKSK33ZGe9BpI1ZAE4FT2lY9xZF5v0uuT6TZ31+P47qzS62O4gQ+8P74GjkHhzngO9zbmHFZmrLee4XxOrzkfmLHOxv3W0ZVzkDGZcd/bXHNud65sAwCUnCncMSjcHs/nnr0n68Pjfqb7M70nYX06fR7M67gpwGTeL57MmFmc+2LPZ2+QI34pRkjUNWR2Q/Q0eU0DS4TrCRRTktRNX4OveQ0IRY5IjnXNaz0eO7p2HC/q9Q98Dvr6KeewnM/42nfx+XuoLrbYYs9hDHHsgzQ1Bmavg3CWo6Nnek0qdeIPvOb0mqevKfKV13rsg6+vG+uzvH7e83lR5/A855PGx/Rs50MRAOHlno8ZH9Jxn2aLc/882BJd35ylZXysxi/j5LX7wV6zgVmvfY3pa13a29dPPN51Y32W1y/qfJ73HJ7nfF7xe/KsRvwKfPGJ6GMAWwCf3PRYXpDdw5txLm/KeQDAjzDzW5/1QYnoAsA//qyP+5LsTXoe3pRzufa5fiWcOwAQ0W8y80/c9DhehL0p5/KmnMdN2pt0DZdzeb1soUIutthii72Btjj3xRZbbLE30F4l5/6Nmx7AC7Q35VzelPO4SXuTruFyLq+RvTKY+2KLLbbYYi/OXqXIfbHFFltssRdkN+7cieiniOgfE9HvEdHP3/R4flAjoj8gon9ARH+PiH4zvXeHiH6NiH43/b590+M8ZET0i0R0n4h+x7x3cOwk9l+l+/T3iehfuLmRvx62PNs3Z8uzfcPOnYg8gL8B4KcB/DEAP0tEf+wmx/RD2r/OzD9uqFU/D+DXmflrAH49/f0q2jcB/NTsvevG/tMAvpZ+vg7gFz6jMb6WtjzbN27fxOf82b7pyP1fAvB7zPz7zNwB+B8B/MwNj+lF2M8A+KX0+pcA/LkbHMu1xsy/AeDB7O3rxv4zAH6Zxb4F4BYRvfvZjPS1tOXZvkFbnu2bd+5fBPBd8/f30nuvkzGAv0NEv0VEX0/vvcPMH6bX3wfwzs0M7Yey68b+Jtyrz9LehOu1PNuvsS3aMs9v/wozf0BEbwP4NSL6R/afzMz0tH5Yr6i9zmNf7IXY8my/xnbTkfsHAN43f38pvffaGDN/kH7fB/C3IMvxj3RZl37fv7kR/sB23dhf+3v1Gdtrf72WZ/v1tpt27v83gK8R0VeJqALwFwD86g2P6ZmNiI6I6ERfA/i3APwO5Bx+Lm32cwD+9s2M8Iey68b+qwD+YmIW/CSAx2aJu9hVW57tV88+X882M9/oD4A/DeCfAPg2gL960+P5Acf+owD+3/TzD3X8AO5CsvG/C+D/BHDnpsd6zfh/BcCHAHoIzviXrxs7RLz2b6T79A8A/MRNj/9V/1me7Rsd/+f+2V4qVBdbbLHF3kC7aVhmscUWW2yxl2CLc19sscUWewNtce6LLbbYYm+gLc59scUWW+wNtMW5L7bYYou9gbY498UWW2yxN9AW577YYost9gba4twXW2yxxd5A+/8BOrWZo4hNsQ8AAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 15/50] reconstruction loss: 0.0000; discriminator loss: 0.0001; generator loss: 0.1011\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 16/50: 100%|██████████| 63/63 [00:19<00:00,  3.24it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 16/50] reconstruction loss: 0.0000; discriminator loss: 0.0001; generator loss: 0.1013\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 17/50: 100%|██████████| 63/63 [00:19<00:00,  3.24it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 17/50] reconstruction loss: 0.0000; discriminator loss: 0.0001; generator loss: 0.1016\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 18/50: 100%|██████████| 63/63 [00:19<00:00,  3.21it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 18/50] reconstruction loss: 0.0000; discriminator loss: 0.0001; generator loss: 0.1018\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 19/50: 100%|██████████| 63/63 [00:19<00:00,  3.22it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 19/50] reconstruction loss: 0.0000; discriminator loss: 0.0001; generator loss: 0.1020\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 20/50: 100%|██████████| 63/63 [00:20<00:00,  3.11it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 20/50] reconstruction loss: 0.0000; discriminator loss: 0.0001; generator loss: 0.1022\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 21/50: 100%|██████████| 63/63 [00:20<00:00,  3.12it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 21/50] reconstruction loss: 0.0000; discriminator loss: 0.0001; generator loss: 0.1025\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 22/50: 100%|██████████| 63/63 [00:19<00:00,  3.15it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 22/50] reconstruction loss: 0.0000; discriminator loss: 0.0001; generator loss: 0.1027\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 23/50: 100%|██████████| 63/63 [00:20<00:00,  3.14it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 23/50] reconstruction loss: 0.0000; discriminator loss: 0.0001; generator loss: 0.1026\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 24/50: 100%|██████████| 63/63 [00:20<00:00,  3.09it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 24/50] reconstruction loss: 0.0000; discriminator loss: 0.0001; generator loss: 0.1026\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 25/50: 100%|██████████| 63/63 [00:20<00:00,  3.13it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 25/50] reconstruction loss: 0.0000; discriminator loss: 0.0001; generator loss: 0.1027\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 26/50: 100%|██████████| 63/63 [00:20<00:00,  3.14it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 26/50] reconstruction loss: 0.0000; discriminator loss: 0.0001; generator loss: 0.1027\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 27/50: 100%|██████████| 63/63 [00:19<00:00,  3.17it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 27/50] reconstruction loss: 0.0000; discriminator loss: 0.0001; generator loss: 0.1028\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 28/50: 100%|██████████| 63/63 [00:20<00:00,  3.07it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 28/50] reconstruction loss: 0.0000; discriminator loss: 0.0001; generator loss: 0.1028\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 29/50: 100%|██████████| 63/63 [00:20<00:00,  3.08it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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3aM4GxGWD9PRUYsoO4Gto0S/QW3bP7Y7LCtyZfREB+S5tCJIZ2bag1UqSlj74oSSrZN10oWaMPHHi4QEjjxzT1ENU4Cq6c74cPAVG7l2tDrzqMW0bSwVVHrD0yU/bqGmftB+2r9bmgrZzVIM9hpFCXgrA2vO2XL+dkWi/9fwtjWL7qkFVS+vYa6n7qc9DAd7IUceErmZUy9jZUb42HKJkHmfunpYd+NPPAO/hPz4FhQT60a/dmJa5f1JIcsDVfX5z7Dqg3gPm599aUZ/wZiMJPWmU4fHFJtctcWNxrBpwlVNW0LIUgaUorOepbSywWYoDGAFo136ByzSKPZZ+bz1kK7/U/QOT7NrJdrtiBVbmOHeudoCxZverEkbm6b7sOc/Rv6qO0do3IU0HJTu4aAKVXhNLDVne3fusLuJpv+1MK+as2nIO0g96cALue4RvvAu/HoDHn4K/dnIjWuZ+gbtRy+z53L19Psy8/DmgR5pyrvpuYPTUgcvesPWQa8VH/f+c1w5cBnb7nQU8Bc45+qMOKKoUswZU6wnvGlAsDVMfx16vmoPX/di/J5d7Jng8N+uw/bV9svvRmZQ9F0vN1IPPXN+Vt9eguW5fyym1H5ot68ZzJyK4ISIeLOD6AewJAIP5DaNlOPGolrnuZ297exPMSu9yyjv3g8jmcoVIADnt3E3BzlIw1moP337u3Dxg2u2UN7fABczQExU/rqCllJF6uHZQ0XroVqWiA5c9ln43R/3MgbbtQ+25q4c8oVXS9Fg6IJnAJYARjLUmjPXC52IGdgZRUzt1X+uBbFfAmaQsA2KEqpJY+9wt4D95htQ64OtfeTPVMvdON723N8vu48DvCLTpQV0HXm9EsZG5X9LFOQB5wXPK/oRK0O+sp6c/6hFaoLPb2PaWYtF2NUDa4ygg1clFloKxbewxbexAbe7vWvli+2EVMpamqWcd9bnVVNTcsUuBsUrhYmkOVeFYyWe9L3sO9nO7X92Pfq59zFQMaxvvpuUUTEkHbHvEt4/hNwG03oId3iy1zB7Y9/bCdt8A3ZqqXwAB9ZyNOqlbrlpvq8CY06zXQUL9vKYwao9YvdGa5rABQLsvYJoZavtkPV8FVT2WrWdu6Zl6P8BlysT+tmqaOc/ZxhCA6TnYQbFWDVltvf5vA6C2H3W/a/VN3UYB29IsdUxh5p4U7bwFag24MoMPlmAWTz11HunxJ2BPopZ5kzz3vX1O7C7ps+fNQr6Hyh4+PgC6Bdw3vz5mPnpRRxSvrzPVAMuGhmuuOWYLjjVA1p/PDQw1uM55xjWtcZXN7VOPPaeoqdvV1FJNadR9mgPOel91n23maj0AWmDW/epgXM8WtB9z51YPmHY7O5OoqTDLz+uuFlIzn5Yd/CdnUpHzK+/BBc4AfzW436+A6t7uzm66VN4d2GsNgl9Z1vm29ZLvwLzUPOfGgy42ol0+kLIDlFdEEmrBvOA6Pa+VHQoy+rlVg1irgda2mfu8BsaawrHcswVZawqEtk929lEraeq+2P9r4LV9s79133W/6wCvHsNmw+o5WBWPznDqWZM9/zmb689clm59/ra9/q2VM7XGT/bo08ND+HUAhQgmwAWWjNUrbA/u99Gex9u9J3TEfVE33Uu1VduATs/B6zVouQR3eWHmNtdyAUaeWq0OIAKXgcl6iBbQ57xsy0FbqyWQFqBrHtwkA032Ve+7VreozbWxQdf6OPV2dmCp96Wevt2ngqVNvpqbQdQxizlFjB5Tr3tdDXMuI9j2ybar21hTrp0ZYF/WvU2tAzsCP3kK9u9cW8sduAUtQ0RfJ6L/nYh+h4j+CRH9u/nz/5CIvk9Ev5V//o0XPca9tusoh5uA7k2oizegMNpsaeRXbBbUOVUe4fPu6y6f7ZISn1cZ6hbAs3PRPPfD5aqJc6BmZHGXwLUA6RX0zNy+9bO5xKKaClHAt0HaOU+2pi9qpcgcnWK3q8GwlgvW10XbzOnibdu5oKf9fm6gqAfUuYHpqv3Yc7NWDwj17CWfs64yhfUGaDyaJxfgxoEePYALjNS8XFomAPj3mfk3iegYwD8ion+Yv/ubzPzXb7Hvu7NbrjN6U9vpMd52Nanb2uuqP/+Kj3nHnvrdPdtaEC9EAFFU7/0ArJbg8zXKEniZPpAa7W5a012zUq1nWnvqNeVQt6sHg3og2JXcM6cB1zYKhDW1AUw15fp5HSido2OsXcd3axu7/9q7t8HS+vwtbVNz4LVpe3uNbDubbzA3+9D9zlEyRa2T+9k0QN9P9puWC7jtWFeI4kukZZj5AwAf5L+fEdHvAvjai+7vzu0VLmQNcrIk2txIeltwvWr7+7Iiku3D655R3MH1uNNn25HQMCzgyz1E264grt6mLuJcg4IF55o/1++lo7tOZuqJ1glLc5RGDW76meWv5zh83aftUw3qdp/Wi99FVdT9nvsOuFzTxvavPl/73VxAtI4XqNW0T23Wy7f9rref679uTzTq8VMCH65AZxdIqwZggM/OwZ5A8SXSMtM+0jcB/PMA/q/80a8Q0T8mor9DRI92bPMtIvoOEX1nwLaaTt+wWzd9kV8GrbFj+wLwN9n/6wbCl2Ezdd9fyTFfkhzyts92Hy6AZNYZXbQgIlkzk3mamq5Te7soxRwAAfMe+Jwipgay2nve9XddP6ZWqdj+1IXA6jbKY2s/5rx8ey72b+3/rn7v2sYW5rJ9soqZuQHBDnb1QGX/t23mzt/2dRdlMxcML8Fo+Zw2PeA9mk/OkToPvP0ISDejZW6NLkR0BOC/BfDvMfMpgL8F4McB/CzE+/kbc9sx87eZ+eeZ+edbdJcb3AX43jNu+otmdwrsz5OpfEf3/S6e7UV7CBpy6nk/AM4JqKdUXuC8kfxWHtb+zHGzaiqfm/Mk60Smue3t8dVrtMFI68lrX3YdTz+3PPict2ulf3Wfaq/Y1mpRs7MYe72umsUU6uMaB2DuOtnz0TZzA679rr5Gc1TP3LUkytm/qayfC+dkjVXm/PtmtMyt3gAiaiEP/3/OzP+dnBt/xMyRmROAvw3gF25zjLswXTWo/tnbS7IMuC+l5rsFPbWXEGi+s2c7JVkzFSiZqWUxaV1mLxqAUiCxnvKcZysdkt9zXLn93AJLHTCtv7O/LYc9ty+7nc4K5r5Xm/NqazCt+7DrHHSbuXOb+1vb1+ev+7c13K33bjNNrzquPZ6VQV4Vg7DXRX+XQTX3a7WUwmEPV5K09NHHQsskCNhfYbdRyxCA/xTA7zLzf2w+/4pp9hcA/PaLHuOuTEGm/tnbHdkcsN6HWMAL2p0+2zGBc80Y9+hhzlgNY80WCyaaxGS58JpWsP+PHZsHMss12/YWjGxGqm1reXDbRvunfddj1b/nAqbWrgrQzm03d3679mXjGNpP28aea107x55boc2aKdDrtnX/7HWz10m/r2MPdcBYBwBmgKXGO+eyBM1na6QmL4SeGKklJH81fN9GLfOnAfxlAP8PEf1W/uyvAfglIvpZAAzguwB++RbH2NttbE9Jvajd3bPtHdA24CZrlj99ClqtytSdU5IF4Rs/BS7rNc95oRZYaorgujZzAVFgBCarDa89Tt2PerOadGVr3Ng2wOXqi3Wbup/aF7Wa2rHbzNE+uu9ovGZ7/hNVDaY0lPZTzcYK6mtif9s+75rdWFNgr/cBSBKT/t70kg8BwA8J/OAIxAD4es/9NmqZ/xOYrbz+ay+6z5diL6umut1voSFm9vU8+3+RvuwB/M7tTp9t58qCHfzsTIBwtRQAWXagPtdwD4avrj1lC6bK587p09V2qVC03S6lypze22ZxzskAa/DXNtrHmvefU6FYq4GxHgyILtd4sedv+63XwtIldgZk+6TnVwP9LqpLv5vLyJ27LvbcahrNArz2QZ+BLIsd3jkA9Qn44SfgHzkB3SBD9fONDLelBl5QgVF4/TkJ2OXG+8Dv59lCBHcL8HoDWi5lJSbVsGvFxeuCnSqZtEFKSwMA0890XzaDVT+bAxbtgy36pWbB35SnnW2jnq0twqWf6zYKYJaOslYDdk2p2HZ2NmPPR+mKue/1GllKQ/utx2r8vHxzbsCw4F8PWLYw2VwgfNKf8XgcgqzOpYlMzqF5skbqvJQluCEt88VAlDvK8twHYff23MYJ1A+iX88gyk9PgcTgvpdMxLoioeWBY5yviaKANRdMrakO67HWHr4FmbrsgKVeKNcbt9y49TjrejT22HPKkVrxYs3KEBUc7eBVA+YceAIC4Hotaxlj4ul+gfH8bZnj2hu317Fuo32rl9+bO6+5+5avFZk683yxARyBhgjXR/CjkxxMvZ6Wud/gfl1FwOvAee8RfzHtPpUAbhrwaiFAvu3B5xdlwQ6knLSkU3EFvRCnHnnt2e/Sle+SKNa8tFImdvpv21jvW41lRSA5J+OhF/qg6tOkRgpPVUD1LGNXkNSuTFX/6Od1MFclpnr9YpqCr/aFOcsMaTx/9drtvms+3R6zpofqwU/b2PtSB8atvt7erzyboONDoB8wvHMECgn48GNwQ3taZm9vgD0vEM95aLt079d4Nq/E8otLbQsA8tt7YBhAjb/sUerLrx5gnQCzi3O2yTR2P/odkQBZvT+lYpoddd0twHULlMWltY0NgDJPlSW6rByZ49rzrSke68Vrf2vwtn9biqWOJTg3BlTLKlA0pWzsYin1LMZSYBoHqVVH9fW2f1tKai7oq1b1m5lHOsYMRM3TNeJhCzqUiqLc7GmZvd0Xu+1SiXa25rz8vAkzMyLxuLyX8zWBNh4GAdXWZFPqb+vx1sqWeuGNejUmuy+7nzqBx84alPrRgUM9cwt6/WBAbwZsASAE4YzDzCzC9ikEsK46ZT35phmVQ2FctGKyfeOnMkc9L6VhiOSa6gAByG8dlBRsdXBV0KfcRjl33V6XFNR+2BmJ9quehdSJT5OZRZreO92OSGZHqj4CgG0vawGcbeTQ7z4EBcY1y6fKKV/fZG9fSNsBwNcmg+3SvM9Nrevp6OfVBlkrldfygnLmdKlt5eUdgrzwqoG3Lz0w9QYtKNR8rbZVysEGI+tAp6VKgMucvQKuBVcbWDUlEkoFw7xfUsA027GemwXC+tnRQcpWydTfdoCLFfWiZgcU/dvGKxo/La1caujzWJxNt9V+6gBjr43tm/5t/9drr1bTYXaVKtsGmKpwAKlDtO3Rf/UhXJ/gPxBaxr9Jy+ztbcZuyRuT9+PPjqzcm2Tt2u/2yWDPaUFkkOiHUT213QLLTl5cO1W3wThgBBjr6RXv1Sx3p96oTdW3XrmCdc3vWv670rJzCFM+Xdu4XD6h9l7z31ovh3SGkn/IDlAZ5AuHb/eX0uhF17SGDQw7451beiKm8bu2uZw/UK4HjZ6+Pvf2ftSBY7sIuFJP1rSN3hulgiZJambGpdfX3re8T+7HIDsvpTSLPx8QVh68EQchte6lJjHt7S4sAzh5P/F22S63dYVKpwbXnW1nKkjOFTkjlykDo9m/EwCf4xv18/tOrdzGnEd6cAjaDOC3T4AfPAa6DkgJvNlKUHXhBOyVigBG8LaAbkHKerVzCgy7Ta2v1v+tRtvqslMCNQ14GEblhoJNCALKGZA5Jokd5Dak4K37T0lWn1JefBjGQcPMGlgHAA0oz8UarMevMwc1HRCA/F01qFl+3gI4kXjueu0bL4lNes6aYKZeslZsrO8JMxB5+pzr+cxp+68o7UDdQmZDbQs6PQOWHfzTc9CjJfibXwMFkUJex8zswf05bAJyNyy3e518ctdKcOSoAOxNwXVyLHLTaa9WmZujUXYe/4688vtSmvg1GDcO7tla/vnoMdAuRAERowTH1psR0NSjs16fDaDa5KY5oK8DpWoKMHY/eR8cwlhmWLll9ba17GySVHgA8lnMFS2BQr9wTGMJY9MHbcdmYKd68W3r2c9RFXaQcwaMvRuBWA4i3zkD8tbrVpoGGAE7ZUBHpUpiFk8+pmnQ1aqXrLNiSxJb2st6//Wgas1mvHIOwHsHoAG2PTZ/4mtoznrQBx+D3/sGfJ+uXY3p/oH7faoN/iqOf8Uxbgqwl0DdfpdfEHYA5jJo1cx1fylUCzkAafpQf969dgAUEtLREvSDx1J2INdyLwBg5X61yiUl+V5BxluLAD4AACAASURBVF476/3WlEsNJlbJop513r4sFMIsnnrbTnTrFtgBoQyoW8hzNQwFgMlQBGWbtgWFIORvHlC4zhJVukK97JkgY1HDAKPHrmWS9TPv5H+b8NUaNYzGAOpFslVVY/tTwNnw5MB0cKwHHqv5r++RpWUs917PuogkNnOxkffRe3EAmNE+2SA87OC3W7mlrQPR1e/p/Xmz5tQTXwBvbyfX/bxlC2wQ04mHUzhN5/KUtzqOm/nshv194eqa9gV62fYqjnGdxQh3thHQXIgMMn38qXzXD0LNaEASmHK3Rf9eDYjWdiUx6XeWw68DsLqtdyV5hoehbDfx6svvaZCVrafdtqPXWfPKgIDVYlH+niQjWbBUTtt63fpdLsIGYLxOlq6prg937dheA6eWolFuXvcT07Swm/dy31RZY2c31my/LWUzR6tZeahuq9d32wvNRVIwjJ+eAo2He3YhKplvfEV+3+C9uz/g/kW3OTAnt7Nc8SVwVaDOoF74S+NJFIC/1I4mA0S978n/t8nyfVVLDt4niWTbIB2vJInp7Bz89FQq+yHz142f0jBqVoFhZYnAZc7aqjFsspBSOlZ9UR/DOfBmW2gTahpgGKRvi8WEDy4lixXggJEiyZ48xyQDhIK6bhPCVLJpAV1BUAcNG/TUwS2ZeIQez3rlwEhvGYAn65Wr7FSpmW0vIFnKJ2SwX3ZjYLaUAs6ArsFaGwi1Mw17fnqNbeC55vt1JmWBf9HmuEIEHj0AhoD+Rx7BrwfQd38gaplthBuufmfuHy3zRbOrQMgRgBvUp9FdWa+lTrjI00CqPBs4J4EZPUxKANz4sntMPUft111RN3cB6lctQ0gQXvV1mcY6FgsJLC4kmQlDGD1co5QAkLXW5tWsgVDBqG4DTD1ypWI0AKmmYJ/BVxOsEKMACwBKaZxRZDCn1Wr8LCWwAmCmHHgQyqYAlvZLBxrtl16DEKfnbSkqG/jUY6gE0tEY/KwVQJo9q8dNLMscDmF6DYmENtLPfd7nYuS9kXiyyEpJ4GrzNVUPvGnGRTXsDMT+rcetg6jANJZCBGyNmCLKoNo83SI86LBYLcF0M1pmD+53adetp7rLLFgq2GXAugTG1+5rF9BVPOzc90DhBSdH9Ziod4pxEn4+n/fNztmPnP4XgHaDy0lMasab5mEAnRzL5/0wUgGaMl/x42X7unaJcrh2mq/gxgyENP6dl/u7xCXr3/2QtdVVENfMBpSbn9xtygt958xUDlGA3s4c2kY0/QrM+szZWjr182sHP5UKOgJaSPq9iV9w3ieFKH/nbSmMJYx51ZXjTd6tGMGrTqp3dgsQSTyBGy9ldx0Besaasar3qvGAa8d3WN+DNPZtVnIKjIOCXmvN7F2vgcUC2GxBqyX8488wPPoy4o9+Cb5PiJ0H4U3h3N9Eu4upf5FC1g+1eQhs6vbcz7XHEFXEBKBtMoWdKtZR/MouUTl7u9qIBDCXHfjiYuSqmYX2WG9GeiEmaWvVGHXCi9IA9qdWZjCLhz0nlywUhJ9UHZwEZhUMiSZZpKzKGeuZew/u+0ncgPvMG+vzpmuVbvvRyVC6RCmJEIHNVs5f6Rv7TOq++gE0BAFs640DoBDl8yi/KeZVsJhlwRQi0DZv3w/gxsvneT/6GW172WGI4tnn405sMIlNIY5cfcr3sDfXX69vndyk516uianVo9TXogU2W/Tvvwe/jWj++DFS6z4ntEz2Cu+dXeN1WsXJdR6tehAC8NNzZWaZIl8F4jUFYz8HRllb/bm1XR591UdL7zC4SDbJgv0XwSO/qfWDeH6Gi+X1GnjnrVFmp0BpNNk8DAL+FtjU5jIcgWnwzibMWFOv3S4OTSSgXe/HOYAz/77sgIs16OhQwDxx0WPr4t/wHrxej4uR6PFV3qnyQ+Xkszqk8OHWm9dMVW8cmGg8fvWqTcYpN14A2gZI/UKqcmYunh2BIk8qYPJS2sC5sRhXGCkquMzF6yBKJK9piGMwFhjPr6yyZQbdxqNwnzoQ1DOwrGbizVbeobYFHyyBzRZ+PaB/awl/+uzV0TJE9F0AzwBEAIGZf56I3gLw9wB8E7JizV9k5ie3PdZrt12LMZc/yTTl0r6A367dsqm4V+/eyqSushnALrOBuUy2mjPPDxrv8tytjtdQNxwhiU92AP4cgPydPdfeIb7zAG7Tg997BP7eD0U1MgSpEKnyxC6rSGxpgrIPf/n+24CrBYlaE58/nyhfgCnA5uSj4pUDUiIh9bIaUNOIPG/RGm+UysyBvZf+Kn/v3ajbN8/LRHIoFzlz6Jh+Vjhx8axJaSrTfwHpTBMt2uJhswKyHVyck88VzDWomikbzvw5a82agUB+PE55JrZ5EG792B+lmErgNwGcBytLm6hKJ5lzsWYoNlp2MoA2Dej0HDg8gH/8FPSgA/+J9185LfOvMvPPMvPP5///KoBfZ+afBPDr+f/XahNwfd7iVaWtmSaSK2n9Y7PaS7rZ5Z0oW+Z+iKalBGZ/3KWfIjezP6X4Fs1KIZV2uTTY1NX98t/lODv294bbrZ9rbjz8Z2dAiHD/7Hvy4aMHACB8u3qvIcrCHsMwPmOFsjA1Z1IS5Y1VWADTQJ1O8c3iGjpzY0sFpATOFEShiYhKQhItlwL6F2tQ4+WZyLNAyjMQaluQc0I5AWPQUb3XYKgTnaFYANZKlWqWXkppnPXojEb58iGA20ZoFc3srHIBdJUr1kGJSAaBTOuU9i6vVZrplULlqFosRPHoVYZp1TwW2O3ApWWb5xRQc86apXDYJDE5B6w32PzEe2hPe/jv3ZyWeVl8x58H8Hfz338XwL95q73tqih4Q3C+7SIbpTSA8tNEUxpi0lUux9TVmHZKCGvJntn/BJCv49Ud7QBys7/rtr8OnDNoTGSWCvBmQJjo6e8jnXY7e+7nmmJCOjkAnsjaqXSwLB4rO7qUoFQUNGUHNJbazeBOzoFqgLjqHmfPHU0j9Irx9CmDEykdsGhBjS8zOI5JPMksj5zEDA4PZT/OgVYrkVT2gwxQmfuGzkAaLxLDEEa5YtuMFIp61QqW6ol3bWnD3tAmzgndMgRRlKhs0o3vKbeNALPy5Rp01UEh71OBlZV60e+dGzn3OiZFNCqQ6mtPNNatKfV5qhiZvcfWYWol14C3PXi9AS/l3refbRCOWvDFutAyqb36/bqLt48B/C9E9I+I6Fv5sy8x8wf57w8BfOkOjnMru1Q64HmM3CWAvkolUo51lRZ8AqjmRa1AlLzbSdlM+0iXf+a+12PWA4HW3i4DynjsS8DtLgP8jYO7b47dzXM9BLjTCwHtZScA8tHHcg3P10J3qHebk4nKdVQaolQvNEFVe61r3bTeE6Dcz1LISwN9tkhZ2wpYe1cCutQ0UqRKn23vRwrJBmqbRkCfSBYhcSQzAC3qpUlC6tkq2HtXgpxsQF6pliKFVLpQ27oRuPlgOdIw3o8eugFgXi4E5GMa+fkswWQF325RKKcyEGQahxftOEOwTpNSQhoD0JhBnTCl99FSS82Mw5YHNV5vxtr/iwXw+BOgbeA/PYPrE9KPfx2+TzdKYrqLgOq/zMzfJ6L3APxDIvo9+yUzM80w//mF+RYALHFwB93YbbPp9M8D8Cr5M//LLwcgFi/90gCSQZCtxlinehbMy3cGyO3MwKXb68p1X/aZsHyicq1liplfEtW5W4kmZ31znO8TEeVyBzfs803uxU3os7udKbzQcw1Uz3Z7IoXDTp8Jz60KCCKRC9okJvucKEh5Py3EVX+vfysVA1yW1gGjFtvKJ3VWOAzy3XJZOHgAEhglkoVFlK5pMhiuN7kgWM46DQF8uAKtATgNdvpRu52S6M2ZAZcHnOIgZa8789clUKoDiVI0MWWghbTvB/ksc+4FaLP3LbJLyECijgnRtFYMIIPswVK8Zh0EM3jTeiv9VnVOtxC+32bHDmEczIYsbfQG0GvTwVpLKBienpIGkUnuybtvA+stNj/1ZbSnW7h/+sdI/9JPwW/jy68tw8zfz79/SES/CuAXAHxERF9h5g+I6CsAfjiz3bcBfBsATuitWyLXyzW2YDexGyh5dNQGpsBuNcm53SVgL8kbeJ5cph39qIC8HlzyS0FAftjcCPQOwNBfOlciWVeTYxzL2Vo1jQPm6tnMVZ68b/aiz3XepjzbD7ovMzKfzSGC2uz9bbZTHTgw3hOtKSM7G2VxClwKGE0zgggwz10rzaP71KCr/s7JUKUKZG7PG/EgS7DfZ85dvcusfuGLTQF8Orso/ab1VgaBfijeO52vpXZKpksmfc2KFPVIuTWzBMujZ669UC/LBTAEKTNgOPTi9TNLwHfYAonGLNV+AK8WoMhgLMCtB20GIwklYBjVMLyodP2Z4innsdlOZgCFk0fel85cdtE6GoQGwJttudYUInjboz3dYjjp0HVdoWUcrnZ4bvV2EdEhER3r3wD+LIDfBvAPAPyV3OyvAPjvb3OcW9sObv7GXPwcsBPNUjL2OBMQnTNLaajVwK6fXfez8xiZFtIU7tJP4/XZvpjfk3IF7QJjDexcr7oVUCjAPjsb2d23F6pN8wrsTp/rOonJeNO82QggKO/sMr+uIA6MafvACPD6zKi3a+u4AwWwNXGnBFa10JfenyrDlZadtO0WUiIhB0thB+62HQcFTVTS52a1FMBvmzFR62A5qlOWHVRuyG0jOvNVB152E/pE+wOiUo8H3ULarrqxzyo9NACcjg+KMoZ1UOmHktaflgswEdLJSu5LSuDlSBVh0cr/MQHdAulgKZRO9sgLV59jJ9x48Mkh+OhgDPrmAax48JaDL8+Bm1ar1JmKczKoqpppswUdH8J/KKKs+P6XCy3D19C1t/XcvwTgV7PH2QD4L5j5fyKi3wDw94no3wbwRwD+4i2P8+I2WVNz9LSfC1TqioY1sF9X0rb2mqtg2CQpSEHdygktKFvQ1/Y3pT/sOddAXNf8yNxiWWE9RnCaqmhKiYLcB7YDhnOglOSzuo/V9bpR9ctXWzb47p5rnaqvluDHn4g2PM9sqJUEleJda8KQXmOlZYCpFNAqStTqhBlLB9T7AYSj3mzHdVxDKIFb3mxLgS/ebEFHh9DaMtQ00m8Fn7aRRKxN7t9Cqkry0YGoThYtaLMV8O4WcBebaYwgMXjZitcco4CiVZWUQS5iUtExJVCfwF5kjlS83XEmSoNRGB10oCHC9UG89MhIqxZuE8DNNNBJfSgVJcmRAHneF8UkuvhNL0Cv9FDKQWCfy3koYDNPvPJJPMzWwcn0l8YkSAfRtgXWG/Q//mVJYvr+Jxh+5qsvn5Zh5j8E8CdnPv8EwC/eZt/3yUptdcIEYEZlTJZieQ8wFRqHWcBR6YtLwF4CZzuAXXYOuCtu4nMCe5lN1LRQrYWfCchSBTzEbJS2EaTxPpPxeFOAv5G9IvXNnT7X/SAZj/1QOHe+WIPefXsEdAOcAMT7s0lMdpk3YOq518oa6ej4nCn9Yr/L+yi8sXNCwxjd+7jmqOGwL9bA4UEBOoQAvgjAwxM5/OmZnG/2mrlrJakoa/gpRvGEh+lshPow8syJR2VQWdc0TJ/XxgOR5DnL+9UkIxoM3aPL6nkPZTDSUjxqd75FOlmCQxKAJ5L6MkTgRSNevZO/uXFwObCtAVzOMwJV1TAx4Nqi5uEsm9TaNVraoNyTfhjr/ijv3i1ksNMkMe/AJ4egTz6D6yPC8WKSxHQdLXP/M1Rfkj1PzfIbKW2KFy1BVgBy0zLiTXh2YMqxA1Ngtx524stAe1U/ph03/8yQ9saLKGqFmrpRMLClV/W7lAcup7RMHuxivBnAT07nDhcHuU/mHdKjY9C6B770Fvj7j6V4WIxjEpP3QokYHlbqqpMErTXwOfF408QLBzDl463XC0zrzyhFo9vpQKI8by6WxSmV5CQAQsGYsgB8dCCAdXYhdMkyrzCllERKEuTMIEvbAVhmiaKdgarccNGC2/Fz6vMgYo+rSUNaICyfK2fng32mwXLwVaWevGzA1MJd9EjLBuHhCv50i/BwKY8tM8AoM1V31ouHnp9hBXkaIhC5yEUlCQpjQFsDwKAJxVRUQBrHUmDX+6axuRjHa962oKdnwMEKzQ+fIhy/C/6pb5QkppdNy7x+qxdirj9XD/EVaq6nZXhnPGIFdiMzg8vyw5r2KAPGjD2P56seRZ6AXLLcT3YYQaHyClVPXAYASgA3IATx4EmpKz8CvCov8uxlAvC77t0Oe57lBu+LcePhnp4L0Pzxh3IdT46FVjg+KlN5KC+sskhnPlMgzwFRHoYpF16rZpRnt7EQ9crrJfA0K9UO4sBYciDEcWk9M7MogOVkZknbQYKaOcAJYDLA8LIF1jxSIArEkatZSPbIHQD2AtT2OVSKI3u63DgZAB2ATQCoFc973YNSQupa+S4y4IF0sEBqNObg4NcDwkkH1ydxQnJGbHywLIDv+oB4uIDrY9kO5xsJAFdBX268cPRzNfhVhaOWcPldU7xo23Hm0Q/Y/PSX0Tzr4T98gv7tV0DLvDH2mpJpCgViAmGX+HVpOJYKsFx8/s22+89TUXHiaau0zAnA2xRoopLNB6Iy1dRpMRONYK0eNjOQzDqOPORBKOUXM3udClSWA36eOMEbbhQT0vFKVmJqW9GUNx60iYUGmKom/PRaAZdAvDgAtfTR7sPWTldOXRcMUXBklkHCJtaoBNCsE0ptK9x7txh54kGqWLLmYcQo2aQhGu25Q+pauK3UbeGDTtaSXbZIiwbEjOQJWDRCrSSIAA0RDBmM2LlynagP8n/rxYMOUZjSNnuxKyrUDHcNaIiy3whwvoaxUwkm0L+1gusjXPaEXQ/xzglwIYGJZPAIAvhM+Vo6gHSVJ53R6qxHaZjMx1OdlWp18DWlpt9texl0Q45drLdoT3uEwxb+/HxPy7xK48RS91zNDiaWnrDA7t3Yznrwajq942ndmYl+/JI0c4eZhCvh771QKBbglV8tGmk3ebE447acXn4wo1S3IAAUwih9ZOOt28ui3ruesy2RGgGkXFfFXAdODK3HzrfWg74GCwF0sRWwXHZCUzz+BDg+lpdYa76U+itxDLDqzMfyzfpcqKyRzX20NWhsIpSCvC0va/etqhMrk1QZoQZRVbbp/Zhwo4tbbHqhYhaiC0+PjgXQAQHh7CDwwiOdiEfstxFxkXXeBLhe6JS0bECRR0om0yzcOAHekMDOIR0sQNsISlIuoCRpJRZgj4x0tASCeOTELP5Nzs0YHizgBtlvWArgx6aBvwgYTlq4PtNjCaDkwQ3BrWXJQIosA8qBxEQoeOmvnqsCe0wSoC7/G++ceJKZXGIcg5mtLVrg4yfAwxO4J2eg7gH4R78KNzDSwn0BaJn7ZgpabvTU2QK7voCqGwbGF3LCwTvD341GyACvcaO6hvQuSwxJhnIA5WCvfmeDV3a2od9BPB+ihLRq5YVNwk9SH2TfB6u8wEMA97rjKJ01AFX4d3u9bmLXPMj31toWfNABn50CZ0EGWNWIn23HZwIYQRW47JVbmqWmYyyAWy9eQRsQ3lo9dlMRUfadaZxFC8CbcrU5QUnL4mpgVcvqxgRux3gN5+QsihGpa8Vrdg7JU5EQum1AWnjETs7BMYNB4wwxJOG0FdCdE5RiLlw6IYO0OQemPAMImSN3mbMH5JnN+3NDxHDSoT3tsXm3g+uVTpH9pActKALDcYPFqTgsBUhXOS41JFBIoFzbpUhdvQdSGAfmHCgl+7zru6XX0lI13gEpK5BCkHN99ADoBwzfeA/+fAB97yPwl35sT8u8NlPuXKe11mPPQdNLqhW1isaZeNdz2W7XGZHQJPBj0BYQD0f59xllDHsP7sY0aSYg+UY28FJulBnCP+YXt6hpHMkG3stgBFwuW5uvU4kFmMCxLnYylnF4Q4EdKPeScpo+eQeQACgt2mkhLytj9NPpfvnegoMdiG02qn6mFArRSCH0aRp41fbeS7111ccD4/bbfhrY9A5ourKQxaSYlwJ8Vq3QtgcfdRK0zJ45PIGGJJ4zQWaHIeVgpfSHGzc+D87BbXroAtjsXFbkeKH+2lHmyfnY7DNYHyzGZ4wI8Sh77K08/Fp8a/uoQbNmUGKElQwOYeXFgVlngI7yfXkedVZB2VHKmbnlHhbHSCtbMoDsSCUGEEd6JgHQee5mi8mi5Nse/iIgHrZwzud3ka5NUtqD+8s0zXQDphy7gmyld98JYjnwJX+bYCQB5Q4n82Jbq72G2bVaZ46rdIw3npEjpEVeYzUrDBzloFj2yCk5UHTymKpUFJD+x4iS9Vr6l70fR8Lm5P7d1wDpcxuZ2AO5SWIRhyAaciDXOyEJrNsKg6XuTOVtz1FyGvDU50w9Qm0b81Rfr62mvzsB10IHWVmscVJE5TGW4eVuAYqbEfgBkQcuW3DrkQ5a4YYziKeTBVLr0KzFe5fYjnYxDxAmOExDrgHTeaRDSV5ya5FalkEzRRmwcl+59eO74hzcegAiIx20cCEhrhqElRd6JQDhyMNvGKkhDEcENzCGA4fFeUI4cHADIywd2rMIXnn4TUJqCc0mD1BE8q5skZOlsu4+5WUIcz85x7BIte8loSkVulOcHchsTwG+HySJ6eNThG++jfSN90Za5hpnbw/uL2jWsyRTsN9q2cmCqRYe0ja1AgCoVAPIL54Ew0rtlwnnbiPv+SWtAeA6kLQzA0DSvw1VwhngZYqcwb11hT8sK9yscyJHYqDJgaQYR87drlxT9x3que/wRW4bECfCNaWvX55psLpbgE8/AXUPx8Bo00yTmJQ2AaaeuT4Xk/taJfnkYxXuVj+3lJ99HojGZCWV6Sm46EIVKUn/mga87WXW0fiJ98pd1n37vO2iLbM+ignhQYv2nJG8Q1w4uMjiKKhjkoQSYe9APkm3E6byzwSgoSyz9KCLrYBo4wA0MjABMovMHDsvsrKokQEkdQ38RQ+/CRhOOoCB2ImH3h8Jtx5beU5cYGyPnfDtLdBsGMOxDAJx6QCW98QlBudTgadRa69USxxnTrpCVLESL+FxQDWlkkmLyHULYNsjfP0duD7Bf3qG/u0VXJ/g4h7cLwHJ828/el422EdOCorNVm1Ur53TJFA6oWNUkVKkYcpL5xvu8rExBs8oJYByNmhyl89Np371uZMCgZGFxij9B3LFu+yROeEUQbkgWiN0TGoJsSMABNKJQielR33j4DYeNDSgbV/StYmCZLYuAe4H4WEz528LkqnMcXZ91VuD+y23v40NQZKY9GXnXLfl4YPyfZEuNs1Ig9mkpnoBjsbne79jxLqKxiqJQg7ETfEieb0B+W4K8N7JwOMdiLpSCpeGIEk5KZXViNh7Ubl4kcFiK4dbPB1k1SBm+G1CWjiEQw8KDGIISG1jeWRJwb9xWUeesuIlZq15pkASX5ZJ6jvTR2Bhkpoyl09DRDrp0FwkUelQAhjYPvAQxIY85w2BPWQg8oTYSVN0gAsC/mHlBeB7KWhGLcNtwphE1WQaVOvFdC3oIo6z9ezll/rweVZUVmnK95sPV6BPnwql1Hk0n52C6V3AQd6hK+zzD+53AezZSMHaaOfJYxIg1AUNgPys6AhslTB6g3PQlSvPvWjN1cNTLpYZItblcWqqx/L5oXBT0Jxch4jcj/o7M2233mEJ2CEHxSg/+GMbSvK3i06m1g4A8hSdBMyI5YUln6eSmtik6pqJzXDz93WpxZsYkdQdGQLox74BfvxkHGh1rU7vBUTV60a+58rNahBe74mqLqx3D0yD05arn2tn5ZfMJZlKAJJHYNJAu3LJbZPT/SXJR2ZtW1BWssjz7BFPcg2XhpA6mfWFlYMLohpJS4dmk8DkkBoSnPUEvx3vv6yQRHBbGTTcehDgb3NCUR+QVm1WsESRWXZNKTWg6pp4vAAIiIcd3DYidh5x5RCW+dkNjOFQHJbYEVJGxZQ9+dQ6LJ4xUgP4nsCOhRpppU4OpfxuLBuQkW3SkCtZ5veW22Z03CbLB6bpjEuXQHQOdLEBVks0n5whfv0h+GtfesNpmRd9kV8GAJRprTM8cAQ4ifyx1OyQF2LnknklCONHr57G+tTCqxYCciJ35MwPFvWMnqaZ2lFKhueOo1dv5ZYxB3AMOAvQW0WG8Qg1IJQDXOLFEGKbpZEguOxkUPRo8p4oMhD9OFgYeor8uBBEAXg1G0it6IZLnv1zGKnU8nVYkwOV3osHxgl0ciT3YdmJ515Kv/K43qhmLFpQ13Y2EckOxsEAtjXdhybFFJDXe62cuqFngLGgWYiFflEnQ8vrpsNl4cbTQSOAe9iBHSEunNAYBLhBKIyQZ37NlhE7hyZEEAvXzo1DaBxcH6fyx6yMUVVN0kxRAO6iB7ce7mwjtM1qIclR2wQKkKCrpZFaV0DbDYzhUMUKQFyMl0zXWk2LkQ51AQhLkud80Jk0l4VCXMwUkpPfpbaNF7Am805PA+U0ocvKc6P3J0SErz6CXwe4swvwlw/fMFrmZXlmd1RwagSdy/vSxaJ3ml0wwQD75MdLijOAincvB5mVRmqd65JQlBI4IE85DbBOCqjN9JVZEidsaVJhgACShzsuCGEp01T13t3AICa4KMEn8jnzMM9IKCr45IHGpdw1mbXYs2GIWoIcTTXtdT39XVZROfei4iSzFM96eiYDf9eJ55sXZJ4ooawaBhipGhvQZJ4qrHZx6/Z7OwAUJ8OVRStKbMfywH7aFxqCBFC15G7OzqSUhF/PEsZ0sIALCdiK2iSsXAZ2OS6xqP1im/txIEFKFxluSEVfzo0rVE08FD256yNoE+AGUwUzA1w6XhXpo9uEDOrI/w8ID1YCxCRBUyBz7pmd0QexVOhnBkUgrQTU4wJQgj0ugOYi0zNLDzcw/CbIc5+yc+Olngx08Q915JyTd9WWPCYCwOMi3EOQgZpykbLs0bN34LNzsH8PAO9pmRvbiw4uWVJ4qVa792Z90axpz7y2kCey5wAAIABJREFU6HCpTHfZe6BxiKsWqh0cVQP55Yp+4mQjiedLQ5SovKaRZx0wJxqDrACKfnlXHlBOALHBXHJmyKI8ZW2BsJLf4pHJA+2Cg9sKBUODePmTksecB8aiyzdUU5qCsvzKL/lVgdbaZhYr3zUgvzILsmanLnwM74EnT8cCXHahamDqYQPjgF4PyHNevB+90Anom8G6xHms96hcb8nPyIttaEErDRSut+CjlbTb9uP9XUk99HAk9EdYergoXnFqMNZoJ5SSA5S4xG8Ah8QMNxCcFyVWaqSdyxSU6xPSwsMPUVRVjZwDwU+vT861QLMAd67EjtwQx3542X9cZDBmILXyfPstIxxoTEl4eHayTVhJW0qEsNIlAeWC+y1NS3sUp83cF5WhXnov8nXXGIYmkrUt8PQMODpA88k5hveOgffehgtCCb2ZtMybYBZwYhyDX6qUMcA+LdObEzrytCstGqBxSI1DWvpSAAnABOSLwkA/z4kerg8lWFQoIc5BUhK+lrUmeDt/uzlzfpTTxqXe9lQGyY6QMuceOyCuWIJOWwJFghuAZkNI0cHZUgpGPQQAk7LAGdi5GshuY1KZ0wwMr9tyWVyOCbjYTBRN3G+nFJ71rIHRs9cB0MohZwfJKZ1WOHsLKHp8S/sop144/QSimAGeitdImSLAopUs0HUv6pk+IJwskRaSsBQO5P6nnBgU2+wMaJf1eWqB2ArV4SJnr1cGBoqA3yYgMPxFyMvk5f42Y0kMDAG8WI7XIgg1MynnS9I+LhtJSmoJvhdPiVKmXAYgdhBgTygxAABwPedtRDIZW5YZKRGadX7WnFA9oh7LlM2Acj3n7nFZE9aoagCIOqnvJVnrcAWkhPDWIdwQZQb41WOZ5bwxtMxrtuuKUnGMKAtfaPtMd0jSjQE0l9vll4msZE299VZ+Uq42l1qH2DnDp9vOycPDXgKbgEwJXc/w20a4uE2Ql2YIWf3iRq+fctq/9RamJygcvX3A8t8682Mv/UgNEA4YwwmD2wS3EV276wnthYPrhZaZgJR6MOplznnsdwXECux6v4CXR/nd0LiRAY+HASXrcwjTmY2ac1NeHJgOkNYT9w4STTSf2+3UE/fNNGhnFoWWdkbRpVp4zrXLtRBW1rXLCSlXx0VySCHBrwE+bOB7RlwQUktIXp6d4ZDQbMQTDi3ge/mcs/M+NA6pBSgCzZrht0CTQZipge8lI9RvzFKBiUaHxRMwiLKGm7YoaTgv5+dCQkrSb+HLUZwniijeugvioaMF/BpIHeDiOPNo1jy+Ew5jzMhBKEVG6Z9NbgIA6lN27vL/NTjrLM0Uc+PGywpXAFLrZQFyT6AwUl27bA/uN7UcfJSa1wYsyIFaGpea01IDnDnvxHLjsxqCvagJFNy5ceLxtA7h0CHmAA4lTKaEyYunk1p5aPwgL0B7nrBoCA1BMubUcw9AqV8BXAaRK8/TnF7hIHN/PBCXAB8H+E7qg4Rti2ZNiAvAL6ikjZMelzIHr4ue2MzbZJfkuyXAc9KyNuV+vW5gB3KSl14HrQcelKpZolSFrBegBmRA1CA8MEoV1ZxSG7j823rypX6RUWiUdT4hD5w5tkoeoasoEU102kQCrHHVCuXhCdxkdUwrs8zkgbRA+R/Q55kwHKGoUriRv+OSkVqgOSe05zIrXH6W23hCG3JRMM1IVcpmK0XvuPUS+E2ykAeAvIpSFKVMHxGXDVIrMwdi8cTdIL+5AWgLaIwJyOfQQoqKeR1AzftZai+Jxy8KmlxGwWFMVtIgdB6Yi9duxQs2pqLVVLcDsOzQfPwM268/An8p0zINXbnMA3ALcCeinwbw98xHPwbgPwDwEMC/A+Bx/vyvMfOvvehxXorNBFnZJhhUqzXZAB9nNYp67qQcep1en1iQUWWNkyW2FORHjz2sHDaPRnkWxUyPNAKacQkMR4y4ZLBn+A2hPSUsP3HlQWzO8/RWlSp2tmDT068zG9C1l405JzIxmmVAtxywwQKxa7KETNU/1YYaSHKZrko8qff+QmUVrur75P/n3/edPtsqKWwa4PxCsg/1fEvuAXIweypPrNcPnShbgOl0XymXenZm65YAJoBrng1tp3XYAXlehjABn7IYC6SUgS54nboG4UgGLX0OUhbXFO+WJCAvwfgM+g3AjhEPGPE4gpYRzjPWG4/NuUd7Ku9WagjteYLfOIST5VhSt5VnmobMs2fQV6086dqqiEWRQsxjMJczeGcpZmzEH6MIUc8sM8OSZ6wuCHXjBsBFmT2rw8OOQFDKzNxHvb4mgDpRzdT3V5fxYxbaSQu4HS7hYpIMYJJj0zXO0AuDOzP/PoCflXMgD+D7AH4VwL8F4G8y819/0X0/f2du+AIb0C6LM99wW+VyyypLyU0rQd7UlO5QKmbpMBzKz/aheDTsGC4Ily2BHkZ4GHHw7jl+7NFnOGq3+OD8BD/4/ltgv4AbHFxALgOQEzdcKC/jjQG0ntbnh4/Miw0HwDHIJTiXQMRl6l022zVLUOWOKmbKYV4CN16fx3PYnT7bMYoyhmWFHTo+ktohR4eZj41AzDMum6xUZQ7bQPfkswmYV9SMevmWj9epmOrWNbiag/LjikahUDVKzZQl8FioN/YEt5Fa55RE7dIfO/FplN5goTI2bxEoz/rSgnNBLiAcR7QPt/j6O5/hJ04+xkmzxgebB/j/nryLjz94AEoNkif4njCceFD08NsEfxHQrAeRTGY1GpL8TSECXSO68nVOnGMuMwwXBbDVESkzYi8qmHAgihgXBPzRZpY1ySxEPH15zjXjlglSfGxgOK1lo9r/fL11aT72NK7KpPfUkQlsp6Ks44Ml6Nk54qqV9+rJKfj9R9cWDQPujpb5RQD/lJn/aFbj/XkzM9WXeio3HVyUx6aSyh9W8jMcEYZjRv8wgTVgEwnwDO4STt49w5/+2j/Dn3342/h68yl+Y/0+/jP8KXz02XuIn7rMcTo4T6UuzKihfY5z2+G1A/llSAAFQugbbADEwcENeaaRZxuXPApVXcyZfl6KXt2CRtF6O5cPgquUqtfY7Z7txCJ9ZIb70rujNM67sSCXKiOASjlE09/1fSEyCpmZ7wB5FpRvV1NKpgwCOT6jqxfZMgi2DLRSBk1WbuWgo6xN6ooUUL12UcOIR5yafGtJgDWuGPEoYvX2Gj/17mP8K+/8Pv7F1R/ikAb8MB7h1w9+Bv9j/zNYnx+juRDuPnmCzw6M0ESj86FJTaX6aEhIBwv4T8/Aqw5um9dOTRKril2eES90BSeILl5p0IV456LcAdqN9N0N2Zt3OV4AgoccPyHBD9mLj6nUXBLaxk3vgY2TuOo+a4xFnbKmQXO6wfbLR8CDoxvTMndFSP4lAP+l+f9XiOgfE9HfIaJHd3SMz4e5EXyFR5epaljJlI+XCXQYwIcBfBDBqwi3Cnh0sMZPrH6IP7n4ED/XLfAvrL6LrxyeIh4khKVy8RgfmtsOsjNTPpkOAn5D4IsGw8UCfNHAbylPVSU4RfmFGzdk8yOSO1bu0XqVEHrMUlzkaPJzuVNp8lO3JzetD/8CdrtnO6eh69JzHCLo8CBPwXO/dBB21ctt+Vj9HMClBbDVNBGKq58aPIAM+G7aphk99aL6imksdlUSmJTiQQFTcVS8gLvq2DMwDkcQUPdAXHABR+oSVl2Pk8Ua31x8jJ9s13i/Tfjx9gne7x7j4cEa7GTWqNQJhTyLZKE8eZFXQ1LQT0lWfaJcHVKXj8xJT+I55+OnTKkQgcJIu4CB9kx+q3LG95KVqjWVKMpnfhifdT8k0fhDZtG0HXI5gSieOgAKcVxy79L9MxSaFhobJOs8LRsp06D1qeL1tMytwZ2IFgD+HID/On/0twD8OGRa+wGAv7Fju28R0XeI6DuDFqK4z2ZqoNRAc1NaoSQxmBvLOXiT2jxjDgTuHdA7UP6d1g2eXKzwB+v38Jvbr+L/3g74zfU38fH6CDSM+3J6w1+U5tjlXSu2JPFc/Jrgn3m4pw2apx7NGaG5kIedgvxMwMUOOPUasWqaAbxLxpiVSjtVTVfNOF4wUHsXz3YfL4QqW2/Bz85k7c1lVp0s2lxiNytklBqxclF7fnPnroA+91kpM4vLMsl6XwU0VNHhBBjVu5QTE9AMSXTmzpU0fySGC0K3+EEGeDewBB/zrE65d/aSH8Fbh7OLJT7eHOG7/Tv449Dio5jwe8M7+L31V3C66WQGyyObBEC4ZwbSwaIUBoPDuHZr7i9tBvBqIevBtr5kuqoqxg+cczRYnt0oKh7fy/fNOp92nqG4gDLz8EPeJgnvTiEHpvPMVWgry1WO7wE7Kpr7KTXjxiC3buOFqomrVq7Bp09lhnSDR/ouaJl/HcBvMvNH0h/5Lf2mvw3gf5jbiJm/DeDbAHBCb70E0vUl2y6Q2mVGHqX/u8i51oZ4Jc25SAyk+JI8YJw5wdNwjP+t/0n8/lvv4bjd4qOLI3z4g0dYfuqxeMZSizroS22Azsohb9jHyd8kvCSl3N8B8NvxIXU90J4D7TnDb1n0w7Peo8pI09gfIpTsXlvgDLgM4ruyVEudn8v34g507rd+th8s3mM4knVPl0ugbUDrbZ5y54BlqALd9bkowM4pn+x9cgYo7Gepug/I94jyby1HYStNzgyWFCLS4UJiCK2XLMqUkDqP5iIgHAj3IoBHiEYc4EioDs1YJsdwFx79osVHZ0f4P9xP4w8P38WR3+Kj7Ql+6/FXcfa9Eyye5Vlh9pDdIEoYVam4vBqTlCmQxappG0r8gD1J1dYEwAF+G+WdY0Z/JLJNvwWGw5FWjEvK/HtOtCJAlWtaMK9w9vkeSCKUyIKpz1LWxgHR+M8xlSqql6p/OplVlFmSBlNzQbHmsw3C26use3/JahljvwQzbSWirzDzB/nfvwDgt+/gGK/VSmnfMtpWE55JJujNjFimmC4o1SHBnOY8g2nAGPhpgPC0QfjkCH+0OpTIfU9YPSUsP2YsP01oz6KsBznIw15eznoKP+fd7uK5E4qmVx588dybNYqKwPfyEjTbPGXl7P3p1Fl/YgTSWPaUtUJiUYvwJHegvvblMxswNDr2ejCYAPuLZ6jezbNtveYQwefnoAcn4M02d99Ng6fa1v5dB7ulQ9Pv7Wlq+1Rta8BkAuC6WhZzSXefdMc7oRmAnEGb5FZp0NWLs+O3jO2JGysrDkBY6k4y0A8oHjk3DT7dPsSnH53gdw6/DHKMYdMApy1WH3gsPxanwUXkNH+lNRya043MiFZdlg8OeU3VJtctkro0qZP66jFXN1VFjO9lv5SEe0/NKBzw2Wt3vVIzst6riwLkcSHvaXORSpyJsnoGyJ58MDckMSiMWbIAinxS7wnpbMu5sSpoWRzFgYYcE2EAsaI+Z+xW4E5EhwD+DIBfNh//R0T0s3Ir8d3quzff6nVPC5XgS/AEcxxvzIkJuvBGkow/F+Thbc+kbrR69spfF71wqxl9eRqaRIXQnSYsnkX4iwC/CRJUUl4vl5llBderzJEpajYCjQ5C5BNccGi2KC+t1L4Wr71ZJ0msypXwKFZ9sH0BxoFHj2Ov2a56QDse5itryPBloLqJ3dmz7Tx42cpUfbuVc+u6cUZVA7vl2m2tGRtHKQCtzyAue9qTQdC01eCqSh1tUNXem/pYgEgftaZ6XmqRuxZ+HZA6XxblIBZ5bnMhCT9ukGfXG/bV99Ivv5H7nhaM1LRAArqNeOvdZ4zlkyTOT5/QnOciY0OCy945u6xv9wTStV2XTZlVaMCXvS+lDwDx4JstlaTA9hwlyOq3AtIlxtRzlkLKzBWQz7VGjZQkkOvvco0d+ZwvVVrVjNjCl6um3dJfhpbjgyXoYoNwJIokfPoZ+P23cuzhJYI7M58DeLv67C/fZp+vwm46Xa+9P05Oap4owF+1H1NToihqEklmonNwzsn+AqNdJ/hBvB7VrAtdkw+dEz9UT6vFjnyf4DcJfiNeu5QZjaPaQVP7YxwVEtZqDjyrL0rdG+n8SCHlyn7NBuAtley+di39cH1eWzKkceGJEjQ1g0vN7dd0wi5P274AxorXb/6/rd3ds51f9MaDhyRJTCkBwwC7sIs0Mudnyw7Ui3JYo8wZ7Aqg23rhZuUj2S+N+RAmw1rVHgXUi2xS6rho2QGEKAC4HsqqSulQZLkNGENDRQ8el1QoRnaZ216Lk5AW8lz7HiXQ2VywUH0Dw20ZzSZmXjtLfTPnX6iXyOMznq+b0Jtc+PDmLAP7QZM97fwKpLE6JDGQiAAP+DUjNhhnHAFothpXEMdMYgpc1lOVfeQs7URSgsBN7y/Vj7fmxBhwV2UWZXVV+2SN/r1D0IMToWVawnUh032G6k2kd8X726Fvt/vIYEaaoQrx0u3LJwtJR1Dv0LiIyB4eXNZzBDA+lMDlFzdzfOC8mAFDQH2ba8gomF8l0bT9qYBcAkIzm8QchGIA0FogmWvfyqILTgcY47WXUsNJHlqbwHRpwewK2Es1znKNp9z8uFlFnem+XjS4fFeWVRuXSvgC4JhyHXU31k5nmlJZllNXL1pLSyQGYGZANosVhpKxQXa99lYOSeaYKYHY9IdGTTY7nlQ5tKsySXkMufaxzZ5tj8JXIwGOjecbURKDFs/yLlnjNvleJsCvY6FFQATiJMlJaMrC18g6c6xkjVfNCKYhSsKgDgQsCVfilROadcTQjOqT2IpqBi3KwtlFnQOlZzJFWcQL+h2PC3UAeZERpbyySEBpGP1bYyha78d489wPMpvNi6EgRLnVx6v87uPl0jL3xl51irnWYrnKbIaqJUPzVI2GKJp0oJQiVTAXr8KU39UR3wZKLwW75KEvwK6KAaL/v713C7VtSbLDRmTOuR77dd73Ubequrpbt62HsYXcmDb4IWMwJWFofRk3BrVtQSHwv2mhD4G+BP4TCJkGN9UC08YgZPWHDSr3h/urwRKWW22Q1A9LVFXfuufee87dz7XmK8MfkZEZM/dce+9zzj5nP84KWOy558o1Z+Z8REaOGBEhYf/W+2Ixa2ul6/JQIRI15rQbAwMQrjENmZKWFLtWotF+TFnZBRxjr5fg8HllZCOE0z1mmsbTk/KqxvtvWphBa7F0uWlAO0vBU+dzUF1LYBNHbLVHvgeW51wcL9Vk1f+tci5579a5muCciOspRGMdfJEpk2h48TepoAxJutoQU0y4VYdhX+qbEjOqswHdbixiwcJPBwRy7Jck1i4EaqQgUE29CplC28fnPwCuk1UpWCKjq5NWimzvzGNbKU7tVh3CskZwDm4dV6y1h2tbyTPT9uC5S4YLxUhVhuD+IGOVE6E+5USXdJH7DkaadHQVq4VHkhI33PuRRAZMYiKpYk+5ZMyqKr7zpKul5QJYrdF/8liyZH7+Avzh7tuHZbaCkSM1wS/ROiWdBNR5hajIXbSQugGOSFJ7EODaITtKgpn5AZxLyQuMLO20hFdr+Vwf/RgaiZKsdpPPYiR6jshUCBSr6fT5JaEuSOKyVtLbkqH1JavcEbjnfA7NYZIsy/PKeGSNX1aNKSqvc5CM0zwkm3/6VmUY4ssM0O6ujLvtgIP9BNGNwtVT8ZcwzuVuxSp2/d9S6lRsHhk7KahS56jZLGzDnHONa6TlXEsTBbEim1Z8O5FjTt0AIoJre4SHC8y/7pMV3y9cqsTlao7BP5JEjD2gNUs1CyT1UqeUgjhPgQjZRMOBiXKSsFaiaFMA0yxSISMME3ZmcGetGA61B7UxwdlZhzDzoMihp55BNQNM8JHO2TtKq4xQRXpnkP6mnO2RtVKvh5w/CBPK3VIb1XFqU28oNq/3ZBgkHUUVo2wbB3/SoHm2kw65hWWuUyw3PfAYewfGjBlVtESAC8AAsdb0OEFeRhoY6EO6RYKXB7NELiz10lrX2d/mGIkPhu1PTsxVjMkZxa6KRTF3SHsLD/mYX5si3XIEDSkrxzJ1kvJxyBm9MFb6pWKfUOCjCliljJK44fZY7Creg3fmQFcBOwvwFy/EoToMQNeJQVBVOfeQ3nN98afw+HKC1+/t/7ailu63NMdYEi8V7FD8HRjDWTH1QFJGfQOe1dnCHAZw8PBnLcK8govpAKgNcFpKzwkTxa9jrnbPqFecFLtrOf6VFaAyVfyqE3xfVySpLJ3kJqIIGYX5XNJfn7UC+QFwbR+Lu3sQyUSgwVfsHcLcx7J+QVIKDIBbcUpTPDvlaLmrnyknGaNBKL+uFQeyW3dI9RUUStXc7Pb+jILGzAqrpKxWFaiXpG10upK/bS+RqR9I6gGu6T2BZd6lTFiQmyoxsXWemOU2AdAoTbHSIwwxcHZEFnKOnqazvVWoRKLYFRJhgTNSWtKE6cEsBym/uDatbExkxb1gpRykIDAPkREQf5PqqZbc6wnaHlVVukrnsHYYfP0+iXOgs0Zys3x9BJrPgJ2l3KOdpRTP1pwiQKYk6rY3zkwNcNE2pcKwFnzJiS8t+/J+9SFPMOQy1lvAaDyrhdIXx8Yegmu7XAvYRR66JNySPOjsYspfAjCLudEjNJPgDY40TEeptCMWdewDMh8fgFu3MTApgJohJrWL180T0A6RFulzmoJe4BqeOYn2JEnZAVXaPYN3Yp6mSH2kAPg+wjCtTFRukLau6XNKjmEYYe558tOVPMbv9ZR1b/0fMXsoKmE1td95KquXz1+AP9qT/m5hmWuQhPdmyyYxZ8JYeYq3Py+59IGjIYApgKiPUI2LjtV+bJXosnhqVrbLO33p2ITwOw0KQna2xXqOKtz3kpkxFhdJhTqApCioH+RFjZMPc8T0AQxLWfYK/MRAL6XWaN2JZ19XEn0vaW21vyFCMpfk4bl3Cn4YwIs58PlX8sIu5vneqmU+5Mn5HHsGyAWTkwPOUCStUrfOZL3MapH3PTCfjc9nJ2GdYGJt1JTz3fh9eObzcxd57+xFeaojfaA5eO7h1wNmh8CwlAnDRYel8tUBeXy02MUwc4nDHjTPjukfRwqwW3WgaDGlVACx9J/mmEn9jfVXadWA/Q64dnDHawzLGn7dI9QeqB2qs0EKTjtCdSYl/9oDj/okpKpN7GJfGRKt2oiTmVgUu9JCFW7V+5SeZOckpbDeQ72fev21uE8IknOoj1SexRwgQv31Gt3DRSqkxhUhbGGZaxTLvy4yQ5J3oigRceRBcMj0oPW9KK4eIG+W1xSXV87sA85bVqWyV0UQYlk9nRtigEd+CiYUpRYdMbDNqFhyxPFZH74QWT+Qh1OdWZDW8YHuc4rYYYj5ykO6XspzvwrWfq9kCKB1IxNqVFrhyxdwjx8CTSu5ZnSy1edF2TMqFp6xYhU8gMR3t/uVfaPMC73PuirQOq39kKzEBNO0sQRgVDS0RrbmicRRPKsBB4EPdhZwqx5u1Ysinjm4E4FH2ocV6jOxfDWjoetCLHPHki/diePWNbkWaroOdYVR4NUghpFUDavEsCACzyrJ796LNY+ux/BkXyCbuax+qsOVTEq19EHOV8M1A3jmMMw9ll+0sVqUg1/lZ9R1AegQ890P5h0O4N5MvkMfV796bzI1eLRKVlYSIPciXnPuOnG4H5+AdndAZw3c7gz8TDjuoabpHHlGtsr9FSSlCtY8M94nrIw5J/VRSQ7W5Kys85e6P1pdo9DjUlQR2mjT2O6ckiwxa4vVQhV5zKs+pTDK88aarBqqSkNIASKZkWEgoxSwFMYOWsu7f5+krqTu6FdfRxhtAO0sAWCs2O110XsNREs7KmWtm2rvaWkE2L+2Fqv+VieKWR3pkH587spLLpYQpJ92IujEw8jzOp83Ggi8s0iGClcOXLkU3ESBUR/1uaTdYApmBxNpyeKcV554KqWHaEQMg6w++iGtLtXZy7NaVhARrkFMt8uLOajRjKOEsKxj4XZJ8hWcODirkxZhJtkuXScOWU1XQG3IydKCTkzDuShUKnF2IF9vnZAAUfT6/inUptsKv3Xxt48eAKsG3ccHcKse9KPPwN/4VCpTXZL29+4o96tYeO+SEqlWfFT2HBhUZvMpU3wGBqB4ZcS1FbaxTtQy4tKwYdgqVWDs/JLGE33VFxERh6fsQAWmMfJ0fM4fRHimafPy0lpS6SUN0/dLJ7lNwUqbIlPvsij2Op8Jr302k+vQdkJ3A85ff2XK6P4SltH9Je3ROuuYs6WuYvO722OpkaEFO2a1KNOYyVAhPCyjAu8l2yIvoqIFctRqLFjt1j2o6UA7M4RZJV0NQJhJ4B5iPnR/1slk4J34cjyBBwi5gFmc0VE5Uq+YukOoF6B1kyYsijlY2IuC1uhQZYPxvIZbxbz6tReHbNPJOR0g9Ywl6MmvBLKRJHgCW6oyZ0cZ+gkhFepGH528lbk/ev0oFhxHP77XZN5F69BuWtELQ5zEug7VYYPu0QLVUgyDULvz+qaQu6Pcb4GkrIXMiB6eskHeHrE4KCs2Tdai75bCMsEciwtFa/D1jee7iiRGjDcwTPF9YJzPO5KtSFq1EVs3KwnF/YERw2ejlT6R+fHCFAJvIjc9WThK4ejgAPhZzq/TdZL+Nyr75NC0mLhazaVC2KSgVSx7JhkWSFTGdEw9jwbKxH7wugHVdYaIiMSZeroSvP1sLRb+wR4QGO5kLX6a2sMdRkZNzO3iTxtwJ7WClVVDPZLzlOJ7JVGmuT6CltNTCiTXMUK2Ef8OL+YCCfUy8UltUbGy2dRXpRCyf6CWgt6oAZ77mJpA2CgVsyj1boh542OqhTOBmZTyiQZyTx3kWBFeSVc/vq+JBDFEiKhccemErQ5jXa15qZVKlZfCLssF6OsT4NECwydPBZaZOVyWCnCr3F9FLol4HCurCeUPIAU35V+B0acHgzmGHk8sty1nHDZqM/04jB8eK2XbktNeVdl6CADIevrzEnrkENWVRBmwpHh9yQ4wq45Jp6nxZ0yuwkroaWoyTVkiJ9rchBCJhblcgJ9/CZrPExxD87ko0dkMoyAmy3XXSVh3fDFWAAAgAElEQVRxcGVTWaeqTrJ2ErCwjj3WEDITo2nzhG/bOyf0zGEAN60oGe9zkBwgirMSqh7vLkWxV16ipOtKKJK1x7BTC5wQ01KI1StURQDJeerayDYJIVvefS7zJ3mZMFqRUAhAm+MmuJ5nx349Vm3UdMA8tlPIxrk0geg+ByTYRgrTiGWvTCDNqSOJvEwkeEkntYo8FR8f8uQMjB3p3uV6uUBOU1FVwLpB++k34NoA/9kLtI+/IXDRJbDMO8Qx7oFQYR15L5ip99MFIexy2eLNVolBm3AqmsyDKM30YU7O2iRa3MF+NsFSdr8yauIxue9zvxTfVeywl9QB1MkSOzlMNe90OWYNiddjqOUZ/5cCHRPKlkMq0lHWon0ti/7Gi2IbaTtRiusmQyRNI3TIuhIlapTYSBHYgtmq1FQZK6vFufFKrFDSScnYiUDvrcItRJmhAWScXp9vvd9tB364Lys17wSWIZK+VF6s+RAQZhVo3YrVftQkzvmwK3ns3bpPVrg/beHOuuycBASaUThFr0cnzlWxvquMVUfmDgAJWIqwEogQFrPE5R8e7WY4JmL+ru0lHcEglrMmGQOQYzdSKoOQI7CVPtwP0Ahf6npo5sdUQs+ZPirkCsj/sQhHur+9ud99L0nmAPC+BC75VYd+6cHHJ3KIWsp0XiRby/0VJDlUKSqdSH0sWR9lIY+SGkkBgBsruURhHIIwZyJHPVnpwDQev0kuwNFHTti0bT42BF4hIlW6ywVwtsoTglrtFksH0njPnW90LS+2PO6FeIfwaF+CcT54BP7xc1E+IYBPJVqHZnW2NO0krvejLPqgSsMq89KSLyEetRjVOauWvk4u0VIXppPJkaIF4E/PBKb54oVY7Os2Hn8AHZ3mczgH//I4TRgujsfxXFgsEfN2h63g3IsqJ5tLYwypv8qCUYcwtV32NTBnx7COLxok8B5O+0gEd7QCZrVANgMStu+aPjttW1X6Q8T4AwhDroWqfbKBhibdAOlKSPsNSL/TfXTj+6HXeQS1DcKqis5uOjoFlgv4r45BB3OEn/0WXBcwzP2lsMwtMnHuoMSSccmh6v35xFUxWIkTPXDIlnhJBSxxaz2+HouDsYT5/OcqEERvltbeg2YzUS7RoZahH/MCxQ+HAD49y8raTjo6Tou/XwBhvS/ClYc7FOVH//qPAXKgg3358sGeBDVppGjXCyNFr5ta0nq/VIFb/0uKdDT7rHVu/TX2fqgyVwZM06ZjSercmMHSe3DbRkPDgRYLeY77PivZukqrM1o34HmEmeoKXHnJKqn96fpYTIOBrhcnpypItWij0mNPY759dDBiEAy9dPYnrFvhQwuR1FVcRQ25LSKOrpa7+r90slGn7LqTyUwt8thPsdaLd668L3ay1vbWf6Ji7x+LAx6VTyum9U8/RX3UwH/2pdAzm2GUaHBKtpb7K8i4DFx8EawFfplyDQzGkNIQJCt+4wkZQh0wzrF8sLxp8WaLv9t+pTYbnLX6YluMtsDvFc5JyqaEmVLXbhjnvkVCQ0A42AH9+HmsxJQDdOgc1Gb4zjZaWK3TqcnSRhdbaMeu3KxVbyYItmytynDemTPm3nWAi/AMAPQ9aLlEKvCtTJ5ZpvlS4sdntg7XFeAJdNbk1agm1AJEWQ4BvJiZwL9oQCi3Hh4cXxjF+NMYDf+eXbxmakmr81mvZxUDsCI0JDnoOf2e7Mo1DOIc1vOo4zsyYPRebrx/9t7O3HjSsc5yO451I8ZfR8D+LqgfUB+u0e/P4c5WMXXyli3zanIVyzcptGhdMCWLnYcBqSqQKeqRFGZZzkxhmrYDt11+6B1hlHVyan1lX97SAXnROMpUufGhtnkqWF8G68DUcWjWSXsuzehor08c53sTrLRJuh7ueCX5ZGKNz/DFV3APHwBtI8rTe1GmahXO6jGNcQq+Kq0+u7S3Ei2/JIYaqYo9BSpFiIaZQQtx9qKqpJ334lyd1dLWCRtGVhpRsVpl13bAzkIUfddn2ucQpHISM6gdZDsqUrXwCUOO2larX8elkbTOxehuPw6+Ism4yDrmYQDvLeEOT2VCsMWqlTBQV1KA+ngt1MN5PaIx0hCxdeeANjJvNLOjfQ+JUkUqxeBH+aZ0HHrdle6q730Icj0jNZJmM/Dzr4DHD+FfnGBY1uCf+SZ8ezVY5vYq99dRBq+g1F7nfOS9WO+aXVGdPoHHCt2K4vLlsSZSFCTK3FBw5i010laCspb1OSZJeeOL72Pf0kpE92ndxmAwdBetJofzwUnIE4Qcc+wkvrCgyfsgs1pycB8eAQ3lJbd34PUAms9zW712ihur81QdruoALRNQKWPJQjQ2F421IkuWlIlATTDA2Rp8cioWup5bYcJobfLpmUxIi9j/pgWGCH+EAD7YzWX5ZrVY7sMAci7DGURp4qFBSsil/hMBQ58Lz8TJa+T8V5ZP7BN1kuuFl3PQus0srzamJ+gHyciqK5e51IOlrhdGk3Oi2PWaASmoK6204spgVEnJ+J/IOkrBZpI270jfj+9J2+XVl55z3Ui7D54AqwbNz32E6qQD/vCHCP/ev3F9bBki+jUiek5Ev2f2PSaiHxDR78e/j+J+IqK/TUR/QES/S0R/7irneOuW3XUe3y6jjLIkR9Psjgl8XHF4TH2CYY8oq6XE6C3mbbHHkq6Z8Hj7ffyEofhthFzCVJ/y9rhvuc9qqSfcfVOw0i2Rd/Jcx2tAs5ms6upaFHrXixVc4ukAEgVOl+xVNWa2KGRWRZaMttXfJuilgAvUGrbPh0IDzFFBhxw1q8wtXalpjETl86QUrVfe20EKn494epqs9BnxWVHyrBZs3vvo6Ix9UMphrC8bdhbg5VzgGrX+bd+B5IxOxadjfzV3u+bMCTsLmSyUttl2wt3v+kjtlOtJ1lehtEon7CCBlySJnl7HlOvesMhYJ0qlSKrlr5OSrkqUdWYICGhaaEoQXYVURw363VrqAdDV2DJXdah+H8B3i32/AuC3mPlTAL8V/wekYvyn8fM9AH/3iucYK55bKOfYHUaxp2pB+rFjmfoUSp6NgsxZHfmc4ownO3ecMe3SfGw7/V7TA0w5ZfuYIyYUSroTJxqXfYsvwahteW5zjd45Q0bvx7R8H2/7uS6DmCwr5Wwl4fTKafZOtm3kcG+UpMV2VYmFkB2vlhZp4QD9KF6sbWzN3FpgFl6vgbpOUCLtLGQSAkDLhfQ9WqPcdcmqprO1xDxEZypp4NPJGRJFcN2kMai1TG0HOl1F6qRAHmRy4LjTFehkBVo1eb9SD1VB6rGGkCx9Xs7FmRuVsBxfIBc6WwNdL7VtmzbDNetW6J4xV41a6rRuo7O4lejsps2Wu9Yv0MkAEAteHbB9nyc8vR+JYRYnD/vux1UXN216Rmh3Cf/8ECBg+OmP4GN2yksfvas8n8z82wBeFLt/EcCvx+1fB/CXzP6/xyK/A+AhEX18lfPcGdmkMCYmJ1Vo5xTbhHIeRXSWAUBpf6nMzflKpVpOkmpBlRON6RN3fbLK8+njBKQ8d30IS5nqk7kOG8VOisX1Ydvfq/zuFeSdPNdEQpFbzEWZ6yRIlHFtDQ5qu2g9D2OlrkEukQOdoJIynsBCY22Xj2EVj3LllU9tj0ckdEe9PiGAT05FWfa9JDqLsREIAbS3K8dZN+D1WrD51TqycGLhlsU8R7lqcjI3vl9cV4nNgsja4Vmd+x0tZyBOCqZClFY44rrKCi/SMEnTFts4AYV/vBd6KiBtFC83BINUOxYRNvJxn/Vt6G8s9q59ADLd1LaJKyVu4/k1n7+2JZJ0FcyCu6/WaH/mGdx6QPWjr67Mlnm9t0LkQ2b+LG7/BMCHcfsTAD807X4U991viXTIKWWucM0kZPMqKxVrIQOblbz9roRGyv2lGCVBZJzBRpkk6KXr5aP0Sg7iCKqq0UeDvHT8N2LBX12u97luW7HiIswAQJT8Yg4s5nJ97OStLA0gwyBq5amota3f2yAmq0AUslEMXpf+pg0p5GMpsnr/6xpwXiJqlwvZN5+NHevRF0DLZWbG7O9KEA5zTmugk5P2wbn8DOozNquz5b9uJOPjrI75XHxS3lxXEkXaipXPi1mCYDjCLQAyBRNITtx0/XR1Ea8tGQe2JiXT46PrBb6JE4lNu5H6H+I11SpkCsnoRG3vb4TW0kSqDBp9v5pWssgSSdK5wHCrHv1+jfDlV1eGZa7FocrMTJfxcgohou9BlrdYYOeS1rdEDCvFKqqsOA1t8Vx2xjeYRyeCkVKaAgBjr3w41w5aoLm0tgvfGgBZnpcwUOkk1XNOyTBIzVYgswDixHfX5HWea6B4tv0+hqcPJFvhR0/AP/xJjEodwKuV4PCa511OmgJYkoVoJ1hLayyd5taitPi9ThYW11d2jBUb20CUUg+wDbiy8NsglqdGaeskT8enYB9rxsZVIPUkY9TAHZ0Y2i4HKtkVSuw7qeJTJyXHGgMpaVoArWQiYZuOODAYIdNNVzHiU30W6Xw+rQSso5fUqRonqBSUpJx7fd+0byEAa+Mo1fHZa1o6wpmR0i7rJD0MoFktk2NVSRDT3g6qz79Gv/8B+M/87Dthy3xORB8z82dxefo87v8xgG+Zdt+M+0bCzL8K4FcB4IAe3503n8P5VAP2JUvbuqR+NaWeimcQCQwCyP/m5rMGMdXGkbZuR1AKGStptL98oUsp8d3JNgW8ZPsfGMAgk99g9m1Kqnb75I2ea6B4tne/wf7lMbiu4P7VH4tCfXIgkMXBfuSK+0y90xfdsECy47DOKygVy5DZJAWjI+3Tc1SVKOC4n1upO5rymwRO9Qo4KbMhwTgccX/SlcIQE2zF70hXD02bJys9v34HZAaYNSDUyaqBXupwVQtalfQQg5eMg3hUuDoeN/kCHIT1Ernw6oxNaXsBU/ow5JWTOkeVukiUXvVz6ZMNxJMgNW2novdDGUs6OS2XMSpXILb1n/wY9WED96MvEP7tb7/13DK/CeCX4/YvA/iHZv9fjuyCXwBwaJa5d1cmLCW2y8oJ67rEkLnvxh9V1IovRwyO7LEi/SyxUuL35M3LafcrFFIq9nOsmUs+wAhbH8FBtm/mWljr/FzGx9ut0K1c63OtQUx4eSipdBfzGEFpLDg7WU4k8cJ8lhV7eQ9UwSi8Yil1dttiwLoq0FB3XQVGqIGqKj1f3A/iG1Cl7igr8Ri1isCgOCmwBjAp20OPa0WVnSar0yAhhTaseCcwTOWFpqjXQH0HsWgHIlTD81mmkQJZwcbrxpGZkyAWddBqpkk9jyp2q+g1cVvsV2K76PW1E6jeW+tfsMFm1oK3bKi6FlhmtQKfnMlqJATUhw36vRnYBDFxdbFT9UqWOxH9BoA/D+ApEf0IwN8A8LcA/C9E9FcA/GsA/3ls/r8B+IsA/gDAGYD/+irneCfyJiwc89BtZs28mXVKNlFTCCM4gzDItgYTqfI2in20BEzd1pfaLNOvKJMpe1+T3igwlr8cnrlKTvdNWSNfUd7Jc931cCfCQEl87+dfgR49EGZG22XqoXfjLJHJEbjheljrW61BNTRMYM2ITWP363fK4LGO2brOqQnaNlmr9vmkxTxapiT5aFzMsNg0AncA6TipEDiQrVkboZl8Om7cv5Ct7RQEpBOGI1m9qvM2OOObiA5cnTgUekGb/1dOfuWBReS8N904B4wGTVklro5htd71nUrUVZ+ZTHaysu2sVW+ht65LsAzNYxDTowfwXx5hWDwGfvZbCZbhciIs5ErKnZl/acNX/8lEWwbw317luK8kU/jiu5a3bX16j1F4P8UyfjaL5AAwuVzzVGl1yJAL933uqy2ld0UZZaDc5AQe/TsB04zy2bv03W1KGPZOnmsNYnp5mPPGxFzn3K7HlZiGmA5AnwFVeqXyUKVuAuFGzlBtYx2z+p0qc4sHqxJyLjlAuW2Fk0/Zwc4OeWURmTa0WAg003VSAL3vAXiBFds25TFPil2VHyCKPIQMSXljCQfO+LuFStLvNb0BZ/jClqwDTNoCxFWHz2Otc1lDWrf5XJU7D8vYVL7KlumHEcso3TPnkAriABluUYc2kO+VzQCqEsdHQ5xwP3wqQUyffojquAX90Y8QfuHnrgTL3N4I1avKVRXudXDnX8ViNEpuFME6kfMlfV9GD6pMUAQBfcENHMKFkiWXjhksTFJfcttHrBu7rIx442CbTih2ZoAHcMxsSe4arv2rym2JldCVl1ZiqqISWTfJWUl9nx3ZwAguATDOFdP3Gcee1eehDDsZWEw6QUCG5aEsGnXsRQtfmRpgFi77IFY6WQu/qhJrRld43PdC3WuFMkkmj44qf3k24oqhrjObpoRbFHKxwT/6/0R9Wa4rmYjSNWBZrSqbhjSyNKT3Jh1bqZAaeWpr2KrV7gt/wCgoyVj62neteqWTGhf3SSdxhWV04iUS3wQgkFjXSyWm4xb93gyz+TzBMm6q6pqR2wOETuGJV/pduD0v8iWK/yq5yTnkoKaUr0WVqm2nzq04dk1BDCBaeG50zLiBc4FPE58Rfj7Fo5/u+MQ+BkIcyxTX/23JbXkeAKQgJn2xDeeZ141AGzvLbIVrEJNV9CrRASnRroaRoe+NKna1Eksaa1TKo75Y5a+FIuocSEXLpdRSNU5A1hWGcrJnM0krYCckR3klqse0+L9CQnalajnw6lxtYjDQYJSytahjgF1KQaw5XUyNUoq4PHWShiA5di2MGYOUUo4aOw6rlxTj10Rkus+OC8iWvcXfy/sJyGqudLRG5pGtxOQ//xogIHwnBzFdCyxzK4ToYuU/BQeMfn8FLPcWSFmEG8Akzp2wdsOf52EAMY298bAOzYLlMyWqzO2K4lyTy3DzG4DMRud314bLv3lfYm7v+Qx88jIHp1AMVNFydhZjtwyZTfRG+xfIlqFa4vZdsRi3RnVavrb9vbaz3He14tnQb5XF0vdC6fReKIp9L/BMPH6y9i3X2yq4PrNbRlWmEgxiJ6PCyan90GsT0wykbeCcFU40iIO6vH7W8dn1+RrlE+XzlTi5wmJ6/VWhWz9YGfhn4w3SymQYT7Dq+2hatD/7EVwzwP/kJdo/9dE9hGVuWmm8C/EeRCxJJ0tlHhUWOYpKmMGwVaDGrJrU1soVOOeTVaUuk9ugSK2UY9+AeL116Tqh2zVtdlCerUBPH2MUSGOVFEmCrJElXDohvZOyfPoba70bSt3ouArLtCHDBYrjd93IklXMnddrySPjHLBaycpB88Boyt8hZExdJycLA9lALedyOblizIhO98QkssozKUldnbpsPWuOnil4Uo9rFb4zCj+uMCTDpMtwjT2OTio2n/s5J6oWWxnGytpSIbWNTnR6XYpJOgUFeg/sLYEvv4ZrB3QHM/gXL8H00ZVgmbul3DdJadncZRk5V7IjUv9XhZUyVALgPgZYqPOqVM6vqnhvm6J+TSlL9t2IUKzEdNYATx+BP/8q8cf5bA1wEE6zOv8Uo7fxCNYi9xusV6tE9Dcq1mq3CcYsJGPPVUkNVPS9KHZ1PCplT61hbZNy4+TnjmzQnHUg6kRmHcDBKF3rUNZ92l/NjmpL7CnzJcEnBp7U+AFlvahj1E4c9vdEgGZy1Gtjz1VG+lrc3E7Q9lrYe6P/67hKy12DmKoqEySOToHdJarnh+j3nwF/4ttwnRTIvgyWuXtvcal4Xgenf1dS4N6XJR5TbFq+Gqcr0P8vxK4pwi/l532T2+SHqTzc0RkAgH7yhfx9cCAUv72d7HTUZG62EpO+/LoaU0VsUwUAm2Eam5/GOlPt8RX3tsrIKuMYDj8KqIqh8qP8QxGaGOWm6QfZH48rztnhvNWu/QPG6Y0tPGXHNRjLWS1ptcqt9b5ap3uQvrdjB8a1Y21BFL1OmvzLOp+tEte/aqXbftpoYttGrX0dr35nFD+pszn2vfnOU1THLdyXh+CK7nElptuMn19VmZo0Bq/kZLQpfY0y3+isve68+Ft5NQkBYWcB9+VLsOZyATJlr0iilRSaKmNNJmUVR4m9q7KwOK61ynVisNBJ0ce0fz4T2EYVk3OgmTuvvLwX6z4ek5wTFo9+7xxo7ke5yxMmb/0DFuawuXSsk9HWg01MmmHsoPXFdVSmSunQtHBOwvD7NGGlFAnWui8cr5MTT5m3x1rrFhLT+6FOc/Up6P6qSnEB6DqpxLRqUJ12GHYq8PGJsGU8XWqZ3z3lfpUAF+D8UvOqctOWLgdweMM+XHCNbgvH/K3KbXKo9n3KTS4ZEj348EgyKmrFoFh1JzFILC3SKmsg/7Uc6SmmWWk56j4VS4/UQCAgslGqsWXMLEpv3YwtUe2XiWxFiOX79Fw2SCk6WLnvZRKwClphClWKdtKzVrfl7uv1Ugzdvueq8LV/ivMXuWvSKoHNuB0BbZF7xzo8reLX41gpU0LYMVo4x97fuM1tm5zWVNfgl4fA/h7cyxMM8wfANz/KsMwlAYm3S7mPbs7EizmZ9vUe4OyvIrZOqgoHrfonTSxt7TWU+b2YAG7L6q6uwYs58PXRGDogArdNLj+nyrIsumGxaxWr2K0S3KRMgGknqypLxc9VyZWWJ5Ax/gKKIavoVcnbCcgGWqkFb5WbHav+xlrzpdVsmTNlgjW7omVG8jdaC9rSFtWCt9a0YvYjOmShjPXc9nt7/XWfTj52HPaelA5VXQ3VNSg632l/DxgC+k8ew7UD8Pwr8Df24doAV9bgLeR2KXfgdlhbNy0XKSUDwYwDiOxLdw+U85vIbVDqKswSAOOFBSIRqbL0T1asyQWUf1M4xaecclOsplLRWIvf0gKtUlHIRpkl/TCGhzb0KdEcERW9OmwtPm+w/BQcVcIdtr92HDalgo5X+1Ra6uo8VaijhLFK+MueVydRteo5jCdDbZMmHsPm0T5YiKaMOLXnseOzk5VKDCZjpW3WAtNQNyDMK3hyYC+OX+bit4VsNeldE5M3fiQWZ73rMuUUvrNOYgIGSawFRybVwCB5ZWazzJSxzAkg88MtPj2FpyfKXpWPYfH15NALmQeu7bWNHqcdUyJHEIl1INpw+qrKgU/6nSpZQ4cc0SVVaerYVHnakoHWWrb54MtnPIScK8ayUAzckaCZcqVUwj/KcZ+61nosLWJtJ580Qfg8CVnWzNTkolCPbmu/nMu+ta4H5jP4FyfgisCfPIPrGFzdR7bM+y7MkOLVQ7ZQycWkY/71OOpbeXviYkm4+QxompFiIs2JYhWHwhElS8QqfFXGVtmW5fimWGTMY4vXWu7GgSpKycAKNgDJOgUBaa9RlnaiKfthGThWKSkTaKrvFm4JZpIqx5euTRgr/9Iy1uAoq/SZkVIJpEmgYCKVDCNr1QN57DoOdWBbqqQeq2TYaL/UIRyvz4gK27QYHu/BtQF0sgI7XAmW2Sr3uyYbLPQRRXKihN7GSlBbebvSDxLE1A8pPz83rSh7zarYD+eVtTr4lKOuYrFptRYthKGKqGTNWHjGKqbCKZoV1jA+hx7brgrs5GAtedtPC81Y0T5bLNr2R6W0nG3KhLKNnSjtMaccoPZ8Nv2ybWMnGbsi0O8to0dXLnrfdPVSQl96T8v+6f8slFGOKzbeWUiqEe8wzD3w5Quwj/not5b7W5SpwtevfIgJC+sqsMRFdVyvep6tvANh8O4SvJyDvvFhrpsJAKtYVNpSHktlXUIH5f9WeUwpPGAcDl+2Ac5bpXa/WsJ24rGWfgnRKNSgxzH5Uiax9hJyGl06o1zLCcpa9WW/k2OZxtZ+iaOX47cwiu1rOTFaBV06qe12eZ21fUEpLVcmpLnyvZQMpN0lqq8ElsHHH8D1HBX8Vrlfn7yhIgdwMWb8lvHkrYK/AdHQdiJJTBVYaJAAMJ9lJ2QJJZS86CloBMjtbNoJ4BwLI+3TIKESLrHQge4rIRjL5NHvyuhMq/S0T/p7XZ2UsEjZ58FARwo32Y/2ARgfq7wGbTdW3NqHElIpla+2KVdS5Qpg6hrpZDDlxLXXrPQdWKYTxWI8WgN2CBge7qA6lQRpTIDr+Q6yZVReK/hmygq2lsp7Npe9b+O9rVJ50PFZLMRRpyIR4nwLYxaLtR51W3nvU8oFOK8orBVZ/l8W5LYWt4U+LDvGMnn0XJvC6+15TQbMc8fRdmUf7RimrHqrZEt4adPYrMK1E+nU5FR5IBisfBOX3MYQTOH/ul06eMt7WPbBnrPrZcW3aqIDFeCjY7B/Bur5zWEZIvo1InpORL9n9v33RPTPieh3iegfENHDuP87RLQion8aP//DZcc/J9cZOp5u/F1jWLyBbIJs3nTFcQ/lnTzb0fKSPC3CjOGjYyQmhEZHli+/feldodyswtmkfEr8ufzfHsvCN9axadtMKTrrONy0arD7gLHj0sIqm5zApcPZXofymkytAqagKdve/i4EjBKH6T7b/03X0p7Xjn9KAds+EeXzGXYU6/0/PAGIUH15AmIAjx/C9YxQXQ8s830A3y32/QDAv8nM/xaAfwngr5nv/pCZ/2z8/NUrHD/Lpgu2lTeTu6bQp3wZ5cewhUbO4lF6hkupk9/H2362HQHeSV6VvpcoT32BFX+3sAWQl/mqIPrhvFO1hCimYAk9llVkltVSMjdUUZfsj6ljMYu/wK4KbJ+AzLSxx7KQjp7XMn10fHo+7Z8ey/62bDM1fv3O9t/SDy0cpRNP242vhz2OThBlv0sIxlr1diKz90D7FHO/89QE5wioPMLuAq4dJH00BJahS2DWS5U7M/82gBfFvn/EzAoC/g6kEvxWboncOCvmKsr5TSaci4yAV1ihvZNnmxx4lssf8hBAi8W4bNxUoJBlwlgr0CoT5VRbNkoJjygUYdtZSMHCLJYZo+20DZBZILEfKRJVFaPt0xRMU/bbYs/lhGX7PoVRWzgJuDjoSx2gJWRi4ZIpp651vJZtLOQz1W/bDyv2d1PXqPC/0M4S6HqEZYUw8+CjE4RLCmOnU12p1dTZQYQAABjaSURBVMXy3wD4383/P01E/zcR/Z9E9B+80pHKJcydDVy5WdlUZOPOXMfL+jjCYCfy01+CRb6CXMOzzaAu0gHJCbfde7HkNcx9KvCmtCgvogxayKNUPmU7q+TKwChVUpbuaJVNeRxtU2LbdgJSxVoyamw7PUc5KdixWZzfjsne6ylqJSDWb0nbLMUb3NtOhPacykW3/gA915RvQL+bmpgmnlHSaxJLbnLfp6Cy6uWZUCGfPAQNV4Nl3sihSkR/HVIy4H+Kuz4D8G1m/oqI/h0A/ysR/RlmPpr47fcAfA8AFtgxX9wB5XOR3JKEVSOFZzJQnvvubci7zOsSx3bdY7q2Z7s+ANpYPPpsBcxqeWk1HiEqU247Ufw25H+K7aIyhYnr/xa/L52OlndeMnSmL8QYBtnEW7f9tf/btlNWrK1gZLFo/d6O1zoeSyeu7a8dq/7W/s4WCE/7zfW047bXiAufSHk9bTZP238D57CueMpJwF6nfpDnOsSUDYs5uPaS4reuBHsfrgGW2SRE9F8B+M8A/JexMjyYuWHmr+L2PwHwhwB+bur3zPyrzPzzzPzzNeabzxPx1Fwq7hUkvQDX5aC94Pwjx9BbhCSuIu/yXDcpb4lSep3P9owWUm2JSMrRAUAjrBlaLvMzIz/MvHcL0WwqOlJakBeJhT/s760CtCXtrPIrIQ6rOIHzWLuNrtQ+lk5I7UsJS+l5y++moCnbz4uuk+237ZNu2+OUfbETpF352BWSvY52Qg5BJnJjqZNzGVufokOmCT6231mCz9YY9heirX/yJdiTKPhL5LUsdyL6LoD/DsB/xMxnZv8zAC+YeSCinwHwKYA/uvKBmQHCRsyYHI2yH0507GI8duN5NyjAKQUxZZVuHcE3K/Z+vOGq6dqf7SGAZzWoH0D7+7IvsJSG07JtzGK1OwcqA2lKbPnizp9vl+ABgmajnIQ0tI0t5m37YK3VcnUwtbKw5ygnIGvt2qyO9nflO+V9HAPOJwbTfjuHUb52DRCyxx0FUxFSdScdkyMkm3dqPFbsJFFeg3jdUurjqsoK2/LvtW0I4H4AAbH+7JDKLJJ38MdrNB/sYrazBILAMu4StXOpciei3wDw5wE8JaIfAfgbEAbBHMAPolPldyJ74D8E8DeJqIPchr/KzC8mD3wFeeOl9oYXYmOBjPKBKiaa9Juy/N1Wbo+8Aiz2Tp5t78DzCggzee7WDWg3wpCRIUGqIK1VCGS45CLa3SYpIZyhsHbtcdUytzlVSmeftUy1r6Wyt+ybso0VhWMuW3GcC57i8xMLIP1OFr6xxLXfygCyKY11srMSAoDYZ+8AEM5VZyqvob1Glhmj4xxRPynvL4O1mAFH4ovR57euhV01n4EGhm8CeG9HrHZGnjg2yKXKnZl/aWL3/7ih7d8H8PcvO+al57xIqV/qbHuN46fiDhPLtk2/GVmLG6yNrbxVSZN0YQVd1bfwTp5t70HrDtR24NMzUejPnoj1tpgLZGOjMBUe0aV+6YizEIAqiZI6aJW2/V1pfVssnSgrQEsVLJ/pqWd8E6fd/n+Vicj2bQrGse0sXLTpGtjrUJ5fnxu739IhbYKx8jylUrdUS2aZsEs/RgipuAbZ1RhzSvtM8dg8hFwcfTEHmhbd4x1QH4DPvwD/1EPQdVAh37m8CzxaOdLFcp4io+HC316EY08ti7dyNXkTP8FlE/FNSteL9X50AlosQMtl4iqPimQ4qazDg1HIdslf4tpRyWvt0tH+qWAjbVc6Xm0bICt428YqPW1bTjr2/DpRWDgHOM9zL3n9tq0d/yaFbc+b6qAO5/utx9JUAyXXvowZsOctz2e59BaPn4oJKKpkEREoOlXtpELzec4tVFWSekB+kBK4VYcrwdoXC4FlakIoSwsWcvuU+w2JWnvkzivoW6Us7pNcOlm6Cz8jmMx5+bwl9szrCwOBJTrVO/DeDvjwCDyfidWmgUyVFxaFPn9qwVuueYlNE+XcNMB5lob9boK5kY6l2LQaJ7Z6UKls9XhlkW5LB9T+2TbWSWz7VeY9t6LtSh65vQalQp1qo5OaKtzSqtbxq3VulXbC5w2zx3LbyzbeZ8tcJw/9TVTg6XtV6OpIjRRIVFWs4DWTld7OAtQN8Ose/OgAFAC6AiyzVe5RpqCakWOXzU3ftMy8rTzyqEAni3xc8pvXZvzcm2IbbyhVBa4rMDP4bC3Jw+ZzSQM8RKeZwZZTYFCZG71UIiols6RcOaqyUMVscXyrwDVAaVM+Ga1Bqsex/bSWrqa1tc7MEuaxTlaLS2ubcmy2L/Z8itvbFLuqhOP1TCsRojEvP2HvbnyNtM0ICzc+AtvnlNGxWEXEPjGbKF67WmCWFZq9DkMQqMg4mGnVCMZ+fIruyS7CzAMvDsEVXQmWub2Jw96mJOtirGTOOUwvE7u0fRsKq1Sgb3qOa2SVbOWKwgC8LsfFIqa6BtpY4R7RTTQIbDJysNqMhVZ5WG44c4YkSmzdYsQl3FCKskysIra8bctEKS126wPQMn32fLZWqLXSdQKb4riX0JA9n922Sdfsfu2/97kE37l7Y66DHkf7qZOFik4EJd5vRX+n99U4U1Mxa8XdvRulf6YJRhGHIInm5jP4ZkC/WydnPFeEcIlt/v4p92iRj+uPGocI0Xmr/R1LcggOKKw3bGb6bOV2iuYUryrQYj5mXwyDYKjDAG5aUOUll7cqBHXsuQi/qLJVxVMoDgLG7AwgK9T4ew4hcw4sntzmd4CZM3RgreF4TI7KlGb1+fFGxa6+AJrPx/h64TBNzscpRal/rbVfctl1IikdoxZ37zIez0MAzdz4HHqcuG90jfSa6uolTnajNhYGI8qToF435lRvlmOiOPZxBRviqmExB6/WouSVAlnL9eXKg7oBrvMYHuyCesHc3RaWuUQ2cNZHlY0ukimY4Q1rgI7Oqw81XY0BspVbJsxwL08Ebz8+AZ+dycu/mItij5YreZfSEnDfi/JYzIERFdfgvAa3paoaW36l49QE55Bz2ZKuC+UcLWiKx+cpLFwdftE3wArXAHkimdXZF+BcqiqUJITsPLT9tkpexzmVD0f/N31K74jt96hNHFtl+mTbKO6tmPmsHo/fOme1jYVl7KoocHa8WjhN4SMn46JZDTg7oXP6nlkqMmEYQCdnaJ8sQUOAPzwFVwTfhjvIlrlM3hQL5gAeJtgyQL4Rm46ZHiCfP29TttDJ3Zd+yDlJAIlK7YcxBKBYdbTWqK6hIerKsBiJtbgnhK0CpGJyiL/nmIZ4RIusvFjlqrQs7q/tvBPrV98FpRRGGEXPkcLsmXP/43HV8rdWuE5o58ao4zGW/kghB1nZ2LGNvtPzUNGmpNBGS5+7yGQaxr9Nx1Snp2LnXGTHtKX31B9g/CKkk1qCnfJkLcreAU0s6kIkjve6hmsD2gczhC++kq7UbsuWufPyPjoh75NUHuHhHnhnATx+KJb5ei14q3W2WUn4c8gKAhCFYKzzEQ3SYr1qkRdtyDg6kyKJgVQaEq+WbYJUonXOBiYi78Tq1xz1RFIkWxV54PEKwTo8IXhzydQh56R/VlEqpGGs5KQU7cRjz6dOaouPA7lvM3Fg06xOME9S+kMY9Ttdr1i9Sq5lbGvuCWkxlegzUT8It51R9i6twkhXPM7JZD8M4OU834/93ViJqRKn6nKO+vMjuI7Bf+LbsVDH5Y/eVmPcRrloBXLf88VYucn8PNck7Bzc1yegpgO+fClW+YMDSeW6lOLHWC4iU8PnPOEarq6Kp/IjKzzRINXhSSQVniwurZaidQ5WPleCSoeK7dSi9i4pQVWKI+Vr21jIxTp5FfOuzP8WO7dwkU4oUw5MIDtF7Vj1XJaVY/td9skGJRVtRhMRINddr5E5TppY9LiVWblbyzyybmh3KecqobSqiql8O/C6kXNr7MNSchHxEMQg8A7Udmi++RD1yzX8l4cJlnHdxe/AVrnfARkVorjPcg9XKTQMGJ7sR4s0W9Fc+Zgt0gNnK3nJB3HU8WqVKzQpG6YfwKtVwmG5bccKklnaNK3AHiHIKiGmjAUQJ44BWDcJfuC+B6/XafJI1mnbgZs2t1mt0rmSozeeT2EeXjdjjFn7tF4nBzGvG/nOcsX7Adw0GdLpOtmu4qSk42/bNG5dAY3S8Gq/4zl4iNcyKmHxWXBss44QUR8VrBl/YKBp0+oqjS1eR7b9Xq+zn2S1Skm/uGnBJ6dynK4DVusUtMZdl528kWJNq0bO18bvuhZ0ugLvLgEi+FWP/sE8TYChdgj1Fpa5m5LoVDT6O0lje63j37BV/J5w37nt4M5aUTzzOfjxA8FUicA7C3AICMcnoN2lKIrjk+TY5K4T+MN78HGMcHVOFBOQIYNoGXLXARxA85koir7PEEgIyYHK6zVodwfcduDVGqhnoqi6DjSbAQDCySnowb4oo9U6B9vYNkfHoIM9gRLUUcwsEE1VJScyLRbS39U6s4e6Lk8WTSPwRlXFSS6uIDTBVl3L2NoOtLMDbhr5rqqgJQyVYcKnZ6CDvaz86xkQZDKghTB3wtEx6OED6beOLU4eo/Hv7MiYm0bGFoKwmiLsw+u13JOqkrEh+geU+VTH9M7Rac6rFcLR8SiKVlk0qCtgf1ccuadncs2cA/74OXgxQ/XiFNQH8IM9gWWuwOa7n2/UXZerKPDXUcyvokjfkPGzlSh7S0nX2nWyFH/+QpT6ogYOj0HLBeg73wT6AVRVcM+eiKN+VgMP9pMSpMcPM0zy4EBe/sqDo0IAsxwrUitpZ0eyUFaVnG93KQrfO9CDA1FA8xncsyegygsE8GBf2lQe7skjUXzew33wVBTvcg5+sC8K2Du4J49EyXovx6mFk80P9hPWTI8fJqYJPXog/VsupI06XPd20+RBe7ugvT3QbCZjWy5kktpZSruukxQOjx7IRLecgw/25DrVFejxQ0nOVtdwjx+KFT2vgYcH4LM1UMdrvG5Sv+EiFv/wII//6eNEfaRHD2Rssxp4/CD7MPb3sh/h0QPpV12D93akbVXJeGYzuSe7O3BPHqdriaVMevxQrgWdrsDzWvK3R2yfv/UhaNVg/VMPUX29Bv74c4FlmuFSWOb947nfBaEMw5xLcVwyJzYeQ5er9xzKueVCTQf/4gT86ADsPehsBep6SSQWrU96cSgKc1aDAoNPT8UCDww+W4F2CegFrkBVyf5ovVOENEBOHHWrlSgK76PVvZKgqBBEWc9mcq6+lzbRknXRQg6HR5JD/HQlFuv+Xm4DAIs5wvGxrDROTuU4u7sAkVjEkcIZjk/gKnEgo2nyZHR6Cqw9aLkUC3Uuik+xZ/JeoJ6+B4Ug16hrZX/Mhy9RvQHh5FT65Jycbz6T5GyDWaUcn8ARAfMZhqMj+N04tq4F7e1Jm5NT8SvMZzL+xVz60zTi8ISPSd8GGdvJKdzeLtDF+zCfywTZRpYLc7onYIGKsFyAIszGTRxPdLjS0am0BxKLShyqXpKFOYfquEPYm8E/ewImgWXokqTu75dy3yq6+yW3pOrVRcKzCmF/B/6zLzF850P4dh9hUWP98R6Wf1Rj2FuCawd/Kvh2d7BAdbAL9APWnzzA7PkewtwjzCv4sw7UDRh2ZkD/AK7p0D1cgvoA1/Tod2ZwbQ+37jEsKrB38CcNhnmN4WCG+ifH6B/tAIHhT1uEymHYnaHaXYKJsP54D4vFDN2zfVB4AH+0RnAO/cMF6p0FmBmrbz/AsvLonh0AeITqaI1AhOHBAtXOAggBq08OsNhZYNhbIFQO/rQBBkZ/sIB/uAfqBrTPdlEdNghECIsKfmXGxgx31mLYnSNUDtXRGt3BAq4b4FYdQu0xLGtUB7sIlUP3ZAezHy/RPd0DhUfwxw2CJwz7Cxmb9ruu0D07APFDaUMkY9tdgvsB6596iEVsA2A0Nv9gF9QNaD7ax+z5LoZFhTCr4M9aYGAMOzXo8QHcukX3SDI4unbAsKxH9wTOgVYdhp0aYVmherlCv7/AMPeoX65B3YD+gwOwI/hVh35vhuq0k2egIrDbh28DhrkH4X1U7lfJe/I+yqsow5tWnO+yVN9blGHuAE8ITx/BH61BRyfgxSPMXjagfoA7ayTfe9eDFzX8cQM6PAEqj/nnJ6Cvj4H5DG45T9g6NR3cyRroenmBu15WA33mcdPAcGdr0PEZ3HIO1/agoxN478DOiYVYifKnwxNgVmP+pQe+PkZVebAyTGYVqpMW9PIImM8wf74CDk9Q1RW49nKc5Swfp/KYf7kCvTyCGyR8noYBXHv4sxbu8BRgRk0EOjkDnIPbWWQMuhtAZw1o1cANAY4ZdLZGpUybyLqpjtagwxPQfIY6ADg8RuVd7lMd+/TyCFjMpd9fH0m/ven3aQd6cQgs5ph9EcfmfczBH4B5DX/aSiCaI9RfedDXx3DLOWgxl9WFc3BND3e8AtoOFVG+J90yOZaJCDS0oFUDamv4Ywc6PgM1Pfy8AnUDeFbBnXVwZ42crxskZfTcY3bcAQHo92r4ZgD19y2IaYsDv5pcVIrufZAbpk1Wp5Eq+P/9UFgaB3twX3wtVt3Tg6gABvByJoptGCQbYCPMifDsoYSq94NgxywFtzk6L+lsDZ7PBMPtenAlyptWLTQUns6EGRKePJTEZQ7gRS1KdGBx5q3WoKYDf/wEtIpsk+UMdLKSAt/LBbBu4NYt+BtP5ZghtjldAwMLzrxuQGcNwgePZGzMgiOvxTJPLKFVg7C/K//3ovzBLJRRpSiuG6CuwPs7cu08gas4Njb9Hgbws8fSb9Mn6oOE9Z+cSb8/+WA8ttM1XNuLD+BsJRPtN56CmhY0xH6fNUAf5No3LWjVIjw5AAVOk5bAbL2MBZBrU0vCOHQ9eFYJxKLso0hZ5XmN8HBfILp5jf7RDqjtxRjYEd47zyrwogbXDsOyRvd4kWCZy9gy99Nyv0xu2iq9TK7Dar3tYyxlI6//AutEo4kvPO7NpmsItUf7aA76hT8pgSeOQMPDvH0wM/t5chthKQez1YMu2SYG2BOAAzmWjwpz2DXbO3F7f9zmmWnzZDluo/17umP6uozbe+M2z3Yn2lx9DGkbKMbAVxjbcnpsk/2+6tgem/27rzyefE/K8eR+D8uDiTZz0MAIO9V4f3Wx/+3+Kfd7spy/9fI2rvGrKuIbVtxXEkKkrgFuYGBgBE9pm914mwJAQzi3DZ7YVgtXtwmgLm8rm4IdXbod/BW3J8Zw58ZzyRjeaDzlGIrxuGsaj2/DpXTI26fcmQHcMavzfZS7oFhvgzBEsfdS1BiQbfYEpmI7KpAQFcrUNsU5NfiJbY7bDFDgC7cBOV/aLvr3qtuvPB6i6TG8yXje4hjeeDzXeE8Qz3uZ3D7lvpW3IynHRsmtvOg3r9B2K9MSl+5hll/Gjdvu8m02Ns/GbeTl/6btc+e4Sv9edftdj+eGxnCl8Vx1DFe4J1cV4ltggRHRFwBOAXx50325JnmK+zGW+zIOAPgpZn72rk9KRMcA/sW7Pu9bkvv0PNyXsWx8rm+FcgcAIvrHzPzzN92P65D7Mpb7Mo6blPt0DbdjuVuyBba3spWtbOUeyla5b2UrW9nKPZTbpNx/9aY7cI1yX8ZyX8Zxk3KfruF2LHdIbg3mvpWtbGUrW7k+uU2W+1a2spWtbOWa5MaVOxF9l4j+BRH9ARH9yk3351WFiP4VEf0zIvqnRPSP477HRPQDIvr9+PfRTfdzSojo14joORH9ntk32XcS+dvxPv0uEf25m+v53ZDts31zsn22b1i5E5EH8HcA/AUAfxrALxHRn77JPr2m/MfM/GcNtepXAPwWM38K4Lfi/7dRvg/gu8W+TX3/CwA+jZ/vAfi776iPd1K2z/aNy/fxnj/bN225/7sA/oCZ/4iZWwD/M4BfvOE+XYf8IoBfj9u/DuAv3WBfNgoz/zaAF8XuTX3/RQB/j0V+B8BDIvr43fT0Tsr22b5B2T7bN6/cPwHwQ/P/j+K+uyQM4B8R0T8hou/FfR8y82dx+ycAPryZrr2WbOr7fbhX71Luw/XaPtt3WLa5Zd5c/n1m/jERfQDgB0T0z+2XzMx0WT2sWyp3ue9buRbZPtt3WG7acv8xgG+Z/78Z990ZYeYfx7/PAfwDyHL8c13Wxb/Pb66Hryyb+n7n79U7ljt/vbbP9t2Wm1bu/xeAT4nop4loBuC/APCbN9ynKwsR7RLRvm4D+E8B/B5kDL8cm/0ygH94Mz18LdnU998E8Jcjs+AXAByaJe5Wzsv22b598n4928x8ox8AfxHAvwTwhwD++k335xX7/jMA/p/4+X+1/wCeQLzxvw/g/wDw+Kb7uqH/vwHgMwAdBGf8K5v6Dkle+3fiffpnAH7+pvt/2z/bZ/tG+//eP9vbCNWtbGUrW7mHctOwzFa2spWtbOUtyFa5b2UrW9nKPZStct/KVraylXsoW+W+la1sZSv3ULbKfStb2cpW7qFslftWtrKVrdxD2Sr3rWxlK1u5h7JV7lvZyla2cg/l/wfq8lyNvl85rgAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 29/50] reconstruction loss: 0.0000; discriminator loss: 0.0001; generator loss: 0.1028\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 30/50: 100%|██████████| 63/63 [00:20<00:00,  3.08it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 30/50] reconstruction loss: 0.0000; discriminator loss: 0.0001; generator loss: 0.1029\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 31/50: 100%|██████████| 63/63 [00:20<00:00,  3.12it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 31/50] reconstruction loss: 0.0000; discriminator loss: 0.0001; generator loss: 0.1029\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 32/50: 100%|██████████| 63/63 [00:20<00:00,  3.08it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 32/50] reconstruction loss: 0.0000; discriminator loss: 0.0001; generator loss: 0.1029\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 33/50: 100%|██████████| 63/63 [00:20<00:00,  3.11it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 33/50] reconstruction loss: 0.0000; discriminator loss: 0.0001; generator loss: 0.1029\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 34/50: 100%|██████████| 63/63 [00:20<00:00,  3.05it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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XRiQvq3cl63EYLwU6sxKj0oKXgKbZNgduQAE2/VyBxlQrnADaHM0wB3rq0Vpe2hbKmgPcur36vVrZYwPIts/q65ubjSjdoW2da3elDLrkcdecuh6//rw+vqGjMqjr9noWo/1lBxzr8ev9aST7lVTNE0WJ5PqAcLCC6wewJwAM5oWWWWyxV2g04bQ1+YX7QYJ73SrL37IO24DMRFcNXObS1eaUG9ZqQCIqHLUFthrYlTe2nL4CpA5CtfRRqRj7W49Tg7Y9t+XZ9Vx1UNhqz/W67LXZMsGqc7cDSx1b0OPZmEJVivjavrbXUFNI9rOrpKj17CZIbRpWrzyVKvaPzxBbB3z9K4taZrHFPhfmCLTrQasWvN2l4lKJ+/W+LKKh6g2toTKnYrHUR/1T72M5X6tsqb3aq/63IG2tPo7SRtYsj39VTKBuY00f6blq3bm207Z5LgZRg6xtt15b3S+2v3TQuur6tc16rprKsjMUHVBVqlqre4hkUDelEsibnIF+QHjrCH43grZ7sMONaJkF3Bdb7C7NBEpzMlFKYsoc62i4YmAKdHbqr1arR2rljG6zdIfVYdccs6WCag5e26Mgbr3cGlBrhUo9OFig0+/Vg1d9rTZ2YK328i2o2+1q1gOfu36riNHj6G97vXVf2xmFnfHYa7C8vx0Q7AzLAnXKYgUAPpB6Otw4xJUHf/RYaBnC4rkvttirNj4+ALoV3Le+nsBC6BfWVYGY80IbE653ThlS89VzwKf7zf1vj209WLtfzdfbIGENkHPHqf+3x7cecv2ZflfPZweSuo319c31W201/TQXs1DTGcFVMw/bftu32kdz8YKr7pvl5s1gQl0nywCuO/jH5wLqX34XbmTEhsBuAffFFnt15r2Uc/UOdLETRcyhrLSTC1QBiZaxiUx+6j1a4NLEmrnAoD1eDaqW0gGmUkQFlXofS13YwKH97nX72POHaoZir63+AabgN7efPZZNmLLJVfX5ahrK1I2ZSBPt9+aOY+2q9tjt9lxzg5P9rvdSUE3Xbw0R4f4B/HYEjQFMgBt5oWUWW+yVW+MF2C8uSnnbEHOSTF69aM7mgnFXeeo1aNbc9JxXWYO9ns/uY2kLq76pOXC7z1w7bXCzpkHmzALvnPJm7lhWuWM/uyJj9VIfzF1/fS4F5xfQIpN95rx56+nrb6uDT8vuKS3DjsDPTpNa5g5pGSL6OhH970T0j4joHxLRf5K2/xdE9AER/YP08+992nMsttirsFt9tnMtk7RA9WYty98BUk9EOfkEMKwvfA2m1vMGLuu2XwQ2dcLO3GfXmQVDbZNZx3QWvOp6K/W5apCsB4s5bltNqSP72w46+t16UKipkdrmPOurvPHr7Lprm5tp6bnTZzwkym7fS8nfJxeAl5W6bkrLvIzOfQTwnzHzbxDRMYC/T0R/O332F5j5z73EsRdb7FXa7T3bCRg4gTzte2C/TyC/FTWNSgttbRkrQNEpvQVSy0PXXmp17mxzg0MdmK1pC+ByULfm5NVsILZOILIBxTm6CJinP+rrrNtt97XnVklnHRzWNmmC0tzMweYJZImqn96D+tpqiuyq33bAqgcv3adppASBOVdcr0B9zNdCgUHx+kHmU4M7M38I4MP093Mi+m0AX/20x1tssVuzGkA+od3qs00EXjUgFo+NewCdLORMqmlXrzemqooWCGrwqKmPm3jdVwVd631Sey8Bl6VZdCC6Kng5B+DWahWQPZelU+pBox4Q6u2qPErtZea8jN9kILADBFD6du6YdtC0MxOrLrIDnW3vVTYX6K4HL9Mm3nSgswvEjUA1n0lglcKLn+9b4dyJ6FsA/mUA/3fa9MtE9JtE9JeJ6MEV3/kuEf06Ef36gP1tNGOxxW7dXvbZ7sOFALmuM9qk5drGgFxBUevGKI0xhssgaUGh5ojVbKGu2vtVq2WGdntNIeg+c9SP9eLrQmBzEkhL4cypS3S7/bsGeG3jXNJU1e5cwMzup7SMDlh2gLlK8WIHVavc0b+toueqdtu/60HPDpI60JmZBu2lzn7z5AJx5YG3HwDxM1LLENERgP8ZwH/KzKcA/iKAnwTwsxDv58/PfY+Zv8fMP8fMP9eim9tlscVeqd3Gs71qD0FDyMko8F5APUZMll+rPXL92xaYAi576nURKmu14qWu12L3sfvpeeqArN1nzjOvk45qL9l+Zkv7qlme2ipu7HF1Pz2ebc9VXLYFVetxz3nY2r6rvG97DVdtt8qYeh/bbtvf9rrsUnwpt4C9F/qu8SC+GS3zUuBORC3k4f9vmfl/kXbzj5k5MHME8JcA/PzLnGOxxV6F3dqzHSNoJ2ui5szUxPXmxazHMAU9672pNz4HRnPe+xVtuKTXrr3IWv4ITOmGmnqwYGv30ePUwdF6cJqjiizo6f81XaPb7aA4pynX/qtnLbYWvB5fefn6WJavt8eca4+9trnP7DGvUztpu3TGsO6AYUC4txZ1zMOPhZaJELC/xl5GLUMA/hsAv83M/5XZ/hWz2x8H8Fuf9hyLLfYq7Faf7RDBjQccybqYIaRVdwzYavDP0ABce482gFlL9SwA1pK+0vjLqg+rLrHAZikMu49WS7TArOfW7QqYSjHVNIudpdSUht2v9tTnyuvWf9d0kq1eabfb7zXmuLa/rAyzzuytZz/1Nkvn1Nel57LSVDug6blT9VBOZQn8sx1iQ6J/j4zYEqK/Hr5fRi3zbwD4UwD+HyL6B2nbnwXwi0T0swAYwB8A+KWXOMdii70Ku71n2zugbcDOSYGwx0+leFgq/8rMIO9lP6VpnCvBQGBeaVJTJjXVUnuXtojW3G97TN3XUhhz0sz6+zozqYOUV1WZ1G0W9OznanYgmqMz5tp0VVVLYFplMxj+Xdtpk6AsSNfVOS31dJWqx7bRmi3gVoN704AoCAWz60XrDsAPEXxyCGIA/GLP/WXUMn8PwNx88Fc/7TEXewm76ka/aMq+2CW71WfbOSnv2w+yHmbTAAcbAY51B9JFp5WaAaZUzJxipq5/XgO5VbnU979WjliuuPbu6+PWHn69z1VArW2ea5/dt+bKrdlj15TLXJvmOH9bTsCCuO2XOU7efm9OMfOitqvZgcBe01yg1aXBvvFAP2D8xlsihXz0BPy1E9B4x5z7Yq/Yao5ysc+fjQHcrcAXO1kXc92Vyo9aEdKCugU6/VtrztjaI7UixiplgEINWK58ju9N/3O9jwWtue9Yekb3URWLBa26bXMDhlrt7er5585t22iff9sma5c856qv6sGx7l9ti6Wr5vrTUkmWsqrbawcr+xnJKkzcD5OVo5onW8TOg9KiHzehZRZwX2yxuzSOoH0vL2V6gfn0ORAZ3PfgfT/1xIkKHw8IWFiv3tpcoNR+Zm2O2zXgRjaYp+2oeXTrqVpgs/GAOlBqZwdzA5Pl1uv2znHXc/vUpXlt/111HF0gvL5uS0Fd1Y9XqZOUOrIJXHNWK4LsfdEVmQDh3Lc7wBFojHB9AN8/TsHUOwyoLrbYYjewpgEfdOKN7fdSemCzls/SwgyZIlDwVB5YgdAGIPX3HF0yV9dcP7fBzAkQ+unv1K4Jf2498Pp8dh8FtDoAOUfB2GubCx7bgULPZ4HQ6u9TP+f/o9lH+XkblE19zdpubbMOFNpmbW9NydRlgtXmZtG1LLL21u3AMtku/UeHB0A/YHj7UGiYH30EbmihZb5wVk8XF7791VsCGllCz8lC2Sm9nNp2WgvFenR25SKrOrFcvK3bMrf6koKPApYFOP2eKmBqGkWB0XLTNnBovWE7ODXNlO/WY9nEI0v52HbXg5k1vVa9hnq5Pts+Pa4OUNomPUf6oaYp+9SKHW2jHTRqmqYOCFtO3VIy9b1VqwFfBzBdS9cMxM2zLcKmEbAHwM1Cy7zZtgD559/SlFqAYBqA5GFIlSGby564VZrUnp0Fdea0gHaVoGSB8iqvvqZQrEQvDwxmYLFKFWfaqPtou0NFI9Wyy9RmNpxy6S/jPY+j1FipA8iNn+6jJZAtuLfNJfkkD0Ph2q3G3V67Hey0L+rSD7qiUj0LsWoe7fc56sbOQOpVrFLsIvfNIEsxurMdACC8ex80MpgWWuaLZ+TKz2dhNW849/NFt2EEdJk9JJAhEs9938vnQFmBR7MTgcsArJ/VWZt1kM4eQ0HG1hPX7fpd+7cW1IpR2jbHO49GQTIYgFJvX/+2QFnHFnQf235LG9WDiv4d4hRYNaPTBqb3/aU2i6dukpVqbr2mjpwrg4eeS6+h/q6ljayax96POU+93s9SP4AMZLs9+vfvg4YI/6HQMr6PoHEB9zfbLJh/VoC+2M1tGGU1nX4QPTsgapl1J3XdFTAA0Tfb5eD0pa+BS71b6zFaXrqmV+w+9nz2eFYFopSGnkPbVCs8rJdrLQcWzXGBKb/snFAP9XFrdU49M9Xz1rMBPb62KVNGVeyhniHZfrTUkQV4W12yaaZL9tmBSBOi6oCx7WcL9rbvzUyC973QeYAsswfAnw8Iay+fAYitkwWzr7EFDd4k4zj9uanVA8Qn+blRu16B9/55oam8R7x3CD46AH/jffB+L6AeI/hiJ6WAnZMEp6bilYHL/DYw9YRrL1eBwgYP61WSVPFhKQL9TL/XrQpQ2vtnuW7lrG1fWw9WzzmYRb/1mvQa9e+6LIBep+X/tS1tO111SdvtKPdt7iMbdFRKZtVe5r61n+okJr0Gu83OSCZ0lBmY7PFrxdCc6sjQcNSt5FqaBnR6DmzWcM8vQBGI33o/0zIvsgXcX3e7CZjfBkBfZe4aqdpi4MbBPd+ChhH0gw+lpszJMQCAjg6KRHIMZfEO4DIFYBNp6qJbVrminqCV6ynFYn+AKajpOfP2iAmHbNU7ClQWpOy5crBW2pA19Er51Hy85bBDEL5Zt+k+tg22/ZYPD+lHP1NT8FSgH83AVnv6dvDLC5hXsQEbD7H9WFNjlu7SNmp7au69ui9k19Td7bH/xltoznq4Hz7KtIwbrnfgXqb8wGKLiX1evOTPodEYEY/WoB8+SutitlPQmkv8qUHB1iq39IylYawixPLJFgytN19zu7q95svr3yHINdT7mKAoqxIonVtUQcbDBaagWqXikz2XXr+eT/cz23gcZZWr3KdeANwOTvX1AaVfLEhbSqsOmlo6S9s11+fWK59TAtn+r0URjsC7fapB5IHjQxAz2ic7jPc7+JQAF1sHooVzX2yxV2dhhDvbCcAl6iV+9Fg+2/fg7basupO53xmFipr1nIHynRp45qzmqS1XrZRICKI0aYwHbkEcSAFXVzxWq1BhloQoVdRoezUIqsetaaZ6dmAtxqk6B7isoFHqByj0SAjlfDGKrt0OrMp5r9rSDlUe2cGvbafxB/1+rGYJOlDZ+Iftex2ca5WO7YN9L/3nvTwzT54BjRdaZojgb3wZbogvrOUOLOC+2G3YXdI+r7u1LeLxRrJRz87BT0/FgycCj0ECqOolKmURK/C2tdgVYOYqPtYc/Fzav4KXBeZa673bS9DX0QSMWFU03heFjAYxVYliBxlVptjZSD9MvV2geLPafkvxKBCOia7RQUCDviEIGGYqyMQAnBPVTDqf7pcVSeOYa7dMwHzVymARY5Ek1gOs9eRtENgCPXCZrpmrbmnvtZ4/yvNA906AfY/+aw/gdyPo+z9EbB38Piy0zBth1wHkJwmcLvbZW+J5abUSMF8nL3HfS+CsDh4qCNrpvK05o5/PBVnrwCaQlB0k3qwFUz2uUhUKMt0q7UtF7pjAO9fF6VbymQVpHSzWXQGyoQJGvY5UHyVbDfZAUZ6oF05U0vIVWFdtiVfo9bYJmJU68imPYDQgq/0SY9neNjIQOFd4e5eqc+rMKiecEQBChk+bDGXv25ySKIO83gvTD8OQZZx5CUYAPAY0z/YY73dYdR2YhJZxuP7d/4K7VYvditUqnZuodr4onr0mMQGlLxJFwNutAFSiMy6rL4K88BbYa/nfJcWIK/tYSkQ9dkv52IQeHTRClO1a3EwBlLkAoQYkM/1iPOdhlM/3faFEbMEz9d6tftzOMpQSiobKcQkMte3eUCk6gMRYAFMHgSYNJru99PkwAG0D2qzL8QBp175PM5IhtSHRMN1KBgo7kI5VAG1OtNAAACAASURBVNqZ2VQdLLX3rQ5Y6wzNBnZjlCQmpZn2PehwA//oKZgI4Ztfgu+FluEXxLre8DfrDTByIEdX/rw24PhFpWqIsq6dt7sJF0ttC77YliJWljaxwVL7EisQ6I+lWCwPbVUwNlBoKYjRfEeDu8w5KxLANEEpxhIQVtBVrzWB0iQQrAOFzlCGYaoRB6aU0DAIEIc4PacmesV0jD79RJ7q2EfTF+NYrs8GfPVYwyjnsdp07YPdXgK1w1AUTHYVLaIyu9Hz2vtm74sOgjaT1l679r/2fc4e9uX/3R79t9+D341oPvj4xrTMF+gt+wLbddRN+uzaAWSxT2/9IAsuJMCA9+DdTmqEbNYSNFPvXOkW5yT417ZTLl1/mkY+U+CvPXkFhVrNoftqQFRBpeaLm8Sp2+BtYzzXUHnwus27UoxLjxdiWQxc1SCWd6/NUkRz9dbVK09t4+SVT4K+dtay7qBr1uYEMUuZRE5UVJgOOpDBN+cgrLtpQBUo16/bu1XpY5v4pfesaaaJa7bmjmm3JiqBCHy0kW7ZDhgPGsQnTzMtw8317+ZLc+5E9AcAngMIAEZm/jkiegvAXwXwLciKNX+CmZ+87LkWu4HVXnEF7OQIrDyfAfbFpnZrz7V3CO/cg7vYg7/8Nvif/Shz3Xx+IaoIVWykwCGQgEWtVlfUChpgyssrZ6/Ao4FIy0NbYLLKF/0sRvB+D+o6ASD14JUuSEDKfVJ3dKuyTwjgGLNqhkdT/bIfRNtvg4wpcDnJWNXrzm2Sa2BmkT2mmADpTMLMbngYijRyGAuoc/L0Uzsm/Wjlmsqr68zA9iswjRnYxKtxZqZkqRkAGOP0OzogmXtFad3UnMR0sIF/9Ax07z3wH/oJ+D4idP4zo2X+LWb+WWb+ufT/nwHwd5n5OwD+bvp/sU9in4S+eEm6gyNf+/OJzv9mKWZe+rnmxsM/PQNihPv9HwiwPLgHAKCTYwHAphEPd0i1ZRR0EhXAlhZI/2flSN5oFDYKirqPKlwsLaC/x9HIFE1FR+9BG/Eaue/LcXWASMlGpCB/di7XlGSDtO7ku0nGyMzg3U7+b5rpjAGiZOE0WFxKGlIP3vtMzWSPHSjUR5o1aLVH7vvprMOnYOnFtnxPP9fPtJaO9omCdjQAbGkjKxGtFTB1MpnNwrVmOXpLD2lMZLvD7qfeQ3vaw//g0SunZf4YgL+S/v4rAP6DOzrPm2F3CYbmeOqhZ0/9hue6jrL5gnn9n/i5phARTw6AJ89A63UGvWwKqMrDN9Vkmki8UKOkIaKp/C/th3obMJUY1qWD9XcCSe77Uk3RyPzIAvp2m+V6ZPTftNmA+0Hq1u/2wm2ndlLTpFWoUh17LZDmnNAdCdDySlWaoKX89madYwDUraY1eHQAswtdpwEz0yp2VSMNkiqgOlf4d6WU2qZ48Qrqk6xYV/j2OiZiM4UbQ8/oIG6BnapjpHNL7f8evN2BN9If7dMdxiOJ0dyUlrkNFGEA/xsR/X0i+m7a9iVm/jD9/SMAX7qF8yx2A3sh8N6BF/2Ggv/tPNfDCHd6IUCzWYPbBnj4sYDGdgfebnOVyEkyUW4FX85OBab7qIdowcJy1LWnCBQAizHXY8lVEwHDzfuislHADAG82xe9eGondSsZeFRhQiTHNqoUSlJJWqVaOuo5a9BVwVe9+3VnZI5m4Fu1UlRr3RVVjipo7KxEQVXpJn0elW5pG/B6VRKuVB7pEoBbpQ4wVfJ4V4Be+9xy6Brgtdy7HYTtoGCUPTIopUH90WOgbeAfn8H1EfEnv35jtcxt6Nz/TWb+gIjeA/C3ieh37IfMzDSTJ5temO8CwBoHt9CMN8smoHgNIJO7mc59oqwhB3JxQrlcC8IvGhDeTK39p3qugerZbk8Q7x2CTp+n2uQxAytvzYIdOm1Xs/Veag21Wj0Y1PVl6gUr6trhOv1X/tny3fqZnnc0NEzbguqBRpUwgJwne/vigWeuvB/kb2YAyTOOYTp4USzAzK5419rGVkr80nMpoYzNWq5B+fsYZRBJi6JMAstAGcCSpp2GMQ0cXMDbKm/qVZ50YIgM+BQnaRPNpGokzS2o4yOWxnEERBTaxg4gQ5ptvPMA2O6x++kvoz3dw/3+DxB//jvw+/DCkr8vDe7M/EH6/ZCIfgXAzwP4MRF9hZk/JKKvAHg4873vAfgeAJzQWzcgdl9TuyHtcVfnuw78bzqA3JnVg4K2gc0UePL5J+wn+yJ90qZ9yuc6fSc/2/e6L7N6qjmJKcnbaL2+XL5WKRRLzyhNoddja8XUihi9buXd7XE0oQkoAVUdHBpfpIGqi9eBJalByNaUURAlyVyldVfquWhCUPb6G0kG0mSoicTTBGVXVgHkSiEwbbOVdmoQ13tgu5uoUEipnjFdv6p/FHxXbQHv5DFz46VdCt7aP6u2JIBpkBWQ3wrgViffmvvhXdm/jonoMfR+6TljlGcj3WsaA3gY0D7bYTz5DJOYiOiQiI71bwD/NoDfAvA3APzptNufBvDXX+Y8r629DGBa/l2nh3M/N+Xq9TPLt9vPrjvHdYMPmxnAFcHUKymaF/XPJwXzWzrGrT7XNokJmPDZvN0KQGkJWm8ATs2uMmQHATvVt3pp+6MevNXQq1eqdEgNNOrVqgpFATQPKE7oGKVAmkaASLnp5H3mVY80cMqcEqKo0BlpMKGDTUm5twtxNL48eyuhtSbUix533eX289FBBnbedIXK0f7qVkKN6eypFXkiKe8uNx18sAZ3LVhppWZK6ygXjrYBH26kbXU9dzLvT+PLvdUcAaXFgDJIpAGbNVt1tweOD+EfPpPdPkES08t67l8C8CskJ2kA/HfM/LeI6NcA/DUi+o8AfB/An3jJ83x+7SU93hvx4uolzJn1JuZPgJwpSq4cK/L0s3iD69A2VFLKF5qeB5hKMW+w/yuy23uu1VvsVuDTj0HdSmiJFCjl3V7oihiB/TTzMcsJLc1i6RsLulbKWM9W6nIFCjyqDLFlCHT/xgNMpX3qxY+jKFt2ezntpgM9H8sAQgRwFKXNvi+lCmIEoMdncSsTuHGrA4QmChmuWpOUhlKsjNWzVfmikYdmkB4GoY6IijQy9RuZssC064sHvmplFpA8etrLMojceNAYityzcaB9L+0eA0hpLfX2s7TUqHnmnmcrR7VqGSDHNtC2oPMt+p/6Ctw+oPnhYwx/6Ct3T8sw8+8B+Jdmtn8M4Bde5tivjSloXmE3plzukhaZGyw+KXhecx03ypS9CrBv4r1/Smrl09qtPteaxKTeNQC+2ILefVvAJSk5JkAOlDK2Nliap/veeIAz/Vd/ZoN3Ov3X33OqGwtMqYCVZNhugfsnoPMtSL/z/FxAtm1KNqfK+NAWj7RbmdnHlIemEMHegZKXzY4yAHPjpY8cyd8hSgJYCMXTt2UEVO2S6+c40EgTuoQ3Heh8W6470TlAK7OAYRQw1yAnkQD5rjeyygT4Glh1Dmgtn+6mqiPfTIPew1iOpc6O/r/vwSGCGg8+OQQ9fga3HzEer+CfnYLpKzeiZZbCYbdgd6YIUemifZljWvyg9p5r2uUqsxTKy3rHFphv0gdRznldf/Fc+26DnnlV5hziW8eg3QB86S3wD34sqpQQRBveNCIX1AzIREuQ8uNMlzNQMwCrp+in4G8HQ0eSOANME3LsGqhWXWJoFB7HknDUp+Cv0jZA4fPVa9dyBDabVQON1rMHJFPXkQDkGMTL9h6cPHVuvCxwooHSMYCoePTcNqDtPn+WC50BpaiYJitpQLSV0gKkAVAF8BRTsG3mtJ3MLEKoGA1eR9AIAX7tI5hBybsyQ9B7k9/hmUFZ+fkUjCYI9UXPzsCHGzSPTjEevwP+6W985klMi11hN0oIqoOg3skPUfGQ1JyuPWm4c8uZv8g+ZRB10hbDxddtvepncs5r4gSvPMh7y8athzu9EMD+vqgo6f4JEFmSmFTy1w8CNiov1JoqCuKmsBSncrQT3Xo9u5kAfPLOlW8HpoCrtI0GTLWUbvqf1fvOBcd8pjuyJZpmMoAAU2UKM7hthMcGQPo+JM831yhPHjg3vtBM+dlzhX5pGwFcG3DVIHI/FIpF6RyTFJQBebeX7Y3Pg6XOEOBNm3TASnVpqB+E904gTpHlejQQqrGDuvql/T+a//W3iQ0oLUX7Abtvv4PmeQ//oydLyd/P0m6UxYkb8OvOPMDAtR4rEYkMS9uQeNwr21h7c7WHfMPZx9xgky1e/bAREXgOq5X7B+Z5+VpB85qZJjHRBw9zAg57Jx6h0ghWzmh5dO3raiWifA9q9YX9WzncYLz5xgPOT7lgPacCoyYmAYm6GUGr1qhnQpZU5qXgVE2iMsDWtNdWvPS+8NNEAvLUZFWI9gknIKU0u+CDtXjK+75Sz0TQuC+edtsI6FspIhH4YgfcPxaA33TFg041ZWiXMnDbJgM9Nx603ee2ZLWN7kfipSvA673WGjV5m/ZDVgHRFOT1M9XKeye0zDBIbOPoALTdo33eYzxs4c/Pb6yWWcD9M7LrPFLyMy+n9ZRq0JzJRKS68FH1HQWEDPI1wH8aq9sxx//aNmgmZD3QANMALyqAv3SgVx5wvbkNI9zzrYCmemMfPQaOj+Ul7ge5/wqo6nna5KVazz4p52tS2hXUAOQVlFXlESMQjGds74FSE6MJjNamgVHvACTNfOPBq1boEUfCyz8/A04OBRg3XQZuTtUhmagAfAJJOAChKcdnlmCmcwKuyfvnVVsGgPVKQFnbq56Das8B8MEa1A+gg7WpeyMcPaeyxnzvSCgnW2tmGAW4VcVkA6zMYErt6YyySYPTlLx5Leeb+Po82wDSe6NxhzQI6e+UOEaqLnr8FLh3AvfkDG51D/zN9+EGRly5zySJabEX2CTdHyhc+hww2ukn1ON10+y2m9gVAwMRzQL8dV7/7HHrtlo+dc40wJe00XX72OGSFz/rwedzvyYAv2plDVVNYgJSrZekOFGeWk09PLvGqFZhnNRSIUmAsbRFjAXU1WtWzli13VQBPBlQUTmiGnORRO57mR2mgYATaGcZp/PCg3cdODLi0QFotwfF5C2nAUbpjny5u33x9o0DxE6CoNx60G4o3LcOAIMJULeShUt9qsXeDwL++16ux84eAAHvIQVWzy6EKtIBwLl8Lko17ZVG4k0ng5OeOzK486B9qgGUVDVU9WFuO1AGZeZp/gJQAritllFmqUO0HzB861347QD64CH4S9/+bJKYFrve5oA9g9tVYOjcxJsn0LXAybVqYs7zMjVELgH8TaweVOpBqG3kYdfj1m2wK9RIo2fOcdmLn6OybkqDfS5MqZSmycvUkZOpN63aUv7W3l/l09VqKaSqWXQaH3k69de+VYoiL2Lhpzpyne1pDRRLFWnpAZMwlbNSvdSLQdsIgKq3nRKESLNJ9VqAQulYLXiM4s17EgAfRvGoNUA8jEJraBKSArvOQg83oO1evOwE8FrTRtUq3CZHattLyQKVXY5B2qn9bGIR7AjoOtCuz4FdphaIoTyP3idv3mT9OifnY8O/67UrFRPNNdTr3uogsN1N+34Y4HcjwmEL573QMp5eGDBdwP0W7IVqGQ14AlNgT8FRBcSJ9+wTPwrIA2Ez3fOKPpe/l4FeU5oNqE/+rsxSJdd68TOzDSKSa/QAcUxTY3/pq5O21dTA7LleE+/8OiMCBQXeBIrp3vB+L7K+BGS5NokCOFBA1mrUrSom8ORcAArg25T5LKN0ZWDQrFI9lv2+QkM96JjMTfZOAFKToWIUr9kkD4V7DdxOtOd8KIXDaAhCKXQt2NNlELTPRQqcxsONUBVKbeiMdtXKoJIBnorKRp9P1aiHAMALXXOxk2N0rdAtUYA1UzEkiUzY96n2jNAgFCN43YAbJ9elNWmGQsOgbcBAGUiJZGraGC9eccDeI1VHta1k7TZJfnmwgf/4OcajtxC/9m6hZa6JcQELuN+9GTrBAjvll5VA/nIlQHhfeHIAIONxxQJ6OZCaKJaJV65mZwmGGrm0X21XUTCTpup2BQE/HYjUQrjZOfVYtynZfJWmwK1JTKt7Bmi9eJpta15yk5Sk39f/a2VMPQsyz8GVph6lI1OPBeU4StMkL5+3W9B6LQE+XZAihOJF2yxXIGdixlUjIN56YDuAV61QLPtBAD2BJSKAhvIMQnlkUpA3zwtTUmfteuHfk/yS02yBVXZpBpqJsky59Y0MMtx40MVOwH4vFAxdiJKGVx2oH8HrDhTSdWD6KMZ1I9nHzCD2wIgyeNq2U5JU1mAcYxl4dUDWQKxeQyOlHIZvvAvXR/jHZ+gfrOH6CBcWcL97e1FA0lVyQH0ZNPnHFaAHEmAabTNRAEdDWSAIwLsIiul7PoGqgmjtpde8/RWj/rVeu3OX96sXaQYmKp7ycnqhWRJPzBaQmC8HW98UgB/GovJQjni3A92/lxZfHsssS8050Zgr313fRy1upYHUicdLU+8cKPy8gojWbLGe+r6fzhoSeFMnJYppsy6fRRZOOylIONEMNCIHQF3y8GnvBRhDCZLGlS/OSOSsw2ciEDO4cTLOBGQ6h0LKFk3BRhpGxG4NGkTjzkoRKZed+oUbXwaDVKpYTpYCvcq1s1yTzhRoKDw5e18GqjrOFBhoHOLGg/ZOnmONdaTzaFCV0gLcecYzCaxiGvwG5D05PgA9OQUAhM6jOX0O9u8CYDBf865iAfe7t5pjtzr1prk0MOQsRZsIwox8G4mL9vaShybTTtktTgoXTSgRPVTlSc8OQNX/lzx1X+1ng8aRAYIAs09TTmIBeb0i24Z6RvEmADyR1DsZRtC3vw5+9FiuJcS8CAbpsnmOxPujtOCEArE+Ewr09qW2AK9yOqAAukoCJ/XOSQBVOftc5jfdO/UIbQAWSPeTM/WRNef9ANY1V9M1x4NOVp9qHdh5xMYhrAXUaRRawe+CeOhBQJ7GCNenAdA5cAvQGAvFkjxxXknZAdoNmf6h/b70dwpsanmAHPRNWbS8lnLD1A9ZGZOvLyc3AfFgBRoj4ibp8gPLrANIAA1g48A+KWRan+sI0S6pgixQt03Rw6s5dzkDOcdYnCiRNms0j88RvnYP/NX3FlrmM7FUFOtKm/HY8/9aVMvK4OwLaqfgmtacpnCkL7nFVeZC3wACAJEBrQoZqoGgomeuBPY8e7Cf64zD/Fb+35dBLHPLXAGEBekQZSAiAiet9WzAt5JKfiIjStzWKzCjl6Ynp9LXJ0fita676YLV6t3n0rmmcmM6Vs5iBC5nrkaUZ0I5XAVwVanUGnelEJwOJBUNpPSNrZ6Y6rew1mDXWVcnihyhSQJ43YqXDhRvHUgyPvnt+gheiXSQWofYJQAMUcC0JWAjIMutVJRkLwMXhSh9m0oAI3KRdcYIujDgr4/NOIJCIwqmYRQ6RxdQSZw8Gi9Fw7wTDx4C5uyRSyUwAWjEeYpNeuYjZV07xVjUNilBiiKXzNV6hlw/75phyzIbH96/D78VWS2/d7jQMndqCuzXpOBPMzPVg0/fSZmdKotTlYImP0wqyAHlJVQ5meXrgOzdZyANAUABxAyYMwHWFwG7HJ6LgscEiPMAplSMAo53yLMIbWf2PGVJNeEYIRMOl7TKeo0ab5jx4rNE8nXw5tN0n56cSr2QtSzYkT1fW6wrPQMTpYkGU1UhA0xjKDXfDkxndKZIVgnumYCsnlPN0j15UPBZ6aLFtODToNM2MtvQY6UAJ69bhIMV4srDDVGolF48znHjxPskIHr53IXkwQcuANooTbMCDUEC0/0I2qUiYjrrYJbKjCphVBrMJwrkfAu+fyzdlAeoUrqBhjFLLwFkft3tBsSDVU5Yio2cM3RegDWkWTRJ5U+NE8ig5IHDTalDD3m84eTZJ5jAeHoPuW3k3dbvKP3Vxzww8NlFmj1woWqvsAXc78gKfeHK78yNU3lp1dNQYE8vVTxYgRvDcY8xB284JI5aQT7xh3Cu0DfDAKYoKgDDz18F8DfWz08vcvq3BXYnqdsUGXBcwMly7MRgrXtCDkQsATVvKIS83Nurcr1f0lK6Ojh56o0HnjwDDg6AME717EDxmG1gVb13mwtRK2Lkg3RPdCBFoWWA0oe2zjhQJJL2fDqQZ2UHyXXYksQ2aNg2iF0L14+Ih2vhoTuP2BJiW2Sww6ED0vgyrD3AgO8dBgC+j/DbKJ97oW8URB2AuCL4MYJ8CS5z2yS6w9CQOvjpDDIt8E3WGdJFwA83RT6pvbgfZdaxbgXQASACsdN7BIxrD9e4zDT6yKmrqHj1JJ68xhKgNI3eI9uPlN4VVdPo/T49Aw42aJ5cYHj7EHj3wULL3LlxBEdZ0Sh773Olea8LUJoHkNsmpT07cOsRNi1iWwDX9clzAfKiAhRiBn32YaKbJSecH0dKSTAEIBSA1/NbFcZV7Z5480rHUAJkKgEsQynlAlBewdx4i9EAWIgC/oC0MWcaJu7SUjSfdy99zrTmty5ErTMQR+CLvcyGrLxR+70Olqrlz2cGu8iY8E8K7NZjp3J+BLM9P7fmO94DPJbnVBOYtGqjSwFOALFrAU+I6wZx1eRDsSPAQUC+kR8ACCvC2BFAwHBAIAYoOLiR4UIBenYOPlEuTgPS3mf6ifpET8Z0/SFkJ0lpESSumx2BYHIFzGDJm1Xx5iGet3DxHtw6xATasXPSxQSERgYgMGQ900iILUCNzraFQiWeuVdAoWi0LTXn7igHssf7B3BjBJ2eg98/TrOdBdxfnVmvXU2ngibAyo0Hdw3Ye3AnwafhqEHsUkF+Atzg5QFVDjwwfB/h9gGul58c4VcAbRg0DPIy1AkTc4qZeqpft93uR1Mwzy++kcdljyWmBT1sPe10Dmp8GYDUe7/iZXgtjQBunCg1xhGAlxozY5iWnbBWe+lACaqqqfLF+ctAn2kdnga8reeq6pkcA6pmYarKsolPRhmV6+Mopz0EMISuIZbnNHoBdjAQEs8OCLArQAr3DoSOwA1AI6HZMpqdh187NLsI9gSX6B2PPrefhmAGHFfS+1PfcCr9yxqYPDkEdn2mxFiTo5hlkEoz43jQyUAwcKaV0ADRu/w+AjJgNSGCoQMH5yJi7KjIObVbTRnjPEDOPet59sbgdQs6u0jn87J4dprVLOUHXoHV6pi8TYOo2dtNYKg0RusQW4+w8ehPPIYDeeAvFdxiwA1As2O0Fx7NNqI5H+EuZIEC8eQdKDpgNNNyqugZaVg5roLHFXVpygZnuHafuU2lmbhNP2nKijGCQgCN4p2wEzqJAIB9AgOX6BuS9l0j13y9TJKYSAc7XakopZdTt5L73w9Tfh1Arptia8nUYEwJQC3AK6DPefd2JpDpmGpQ18qOGqA01Q6R+GLhxF2O/RBFIADcJKmhI7AnxJYQWkJo5VkILSF0QrFEVe92wHgIhI4BAvyW0GyB5oLQPQFaR3ADozkHmiBSSTjOy/VRP5a2apZqeuYFaCEKmRBz0pJUnHR5BuzOtjmQGlOSEro041iJRDSsHWIjswwdqGIjz2tYyayDD1qZYXOqDOk17hTzYKPgzUjS4Nqp0udBB6x1h+bxOfZfvQd+9y24kREbyhPeq+xTgzsR/XMA/qrZ9BMA/nMA9wH8xwAepe1/lpl/9dOe53W3Wd245QPTT6ZjOofh0KM/JvQnhHEDhDUjtgC3nCL28gK0Zw7dE8L6iXhFDQF+N8p0sA6Ukc5dZ8x6hFcBqgmg5utK3KxW5GPvhWtdNyn4REXVMDrQkECeSDL66jZqO3UAulkX37rd6rOtdcabBji/kOxD28c2uFkvcF0HPmuzqgvLjed9eVpSwJbCsMFUW8pAg38a9E30QKaUzEyCu5SotFllLlllgZZSFN5dwHw8UHAHYgPAAcMhI9wf4TYjiIBxcNhdeKweJwnlKWP1PMINDuO9DjTIwyEySaGNaF8KlQGQtifZI+0ky5ROz8DHhwVkiYAYMj3CaQB1Y8Tu/gp+H8ENpcqPJLMPJ7Nml5jO0BEokuybQN8RpNa7c4BP9zEk6otp+o7VgW4/8y56J9LSIaZSCIAbK0nljH1qcGfmfwzgZwGAiDyADwD8CoD/EMBfYOY/92mP/UaY8dqtQmZaTz2Bo5egU2ydqAnWhLCSl2A4YYz3ApqTHg9OLvD2wTkCO/zo9BhnDw8RuhYUATf6pDRg+MwdIg0eN/SAX+Qpk5sCiAkOK6UkL7ZcCzvxzCgSqHUgH+EGAuJYBgcNMmclCEkAGKF4qzWldMd2q892CFnvzH0POj4CtlvQsZSgzbJGOXFSUqDQIHVgddrQ0odBKYCKo58M3AowygkX8ECYAo4G6MsgYDhqVo9ejslEOaOSAiM2yCUXXM/wnjFsZIbBvgB7WDPGkwj/1h7ffOcpvnPvEe63F/hwdw+/+/Qd/Lh9AHADdgS/J/THDmHdojkLaLaJglQpY7cSj9yWG1bqSL1oIGvyKUSp7pgSh7iRwQpJy+6TQkVjBNFLyWp28jyzM/kmxIgrGQTcyKD9mL7r4AdKgx5yEhOctIvtYKkzNJV0ahLWwRp0doG4aWSG9vQU+Ob9y9LmGbstWuYXAPxTZv7+jasLvs6WAqg3WoGp8njlbwH5fHNzMFICUAKK8qLGFcMdDvjau0/wr73z+/hXj34Xh26P//P8O/ib3b+Ah/u30Z55NBcEvzU8uG2uDUpeZ3XgziZcGV17TTtxqt4XuwbcilQstpQfftEtA94JSPsxAiFJwpgho1PyanJQiW70AH8G9nLPdpR6JcQM96V3kzIj9WWfgF3TzIFSutlmE9sZzhzIX/LMjRdINFnYOXvqwHSbHlsBvQ46OrNwRRpANJ7i9oPQGERCwaWBnb08z7G5TC/GjjEeRzTvbPET732MX3jvd/CvH/y/OKQBH8cD/N3Nz+Cvb/9F7M6O0WzF83cjsqhAJYcAilKmL8+L0oR0vs0JXHx0MF0/dQyIqbbpRgAAIABJREFU61Y8YO+Ed0+gTYEROqFh5NwsjyfJwKR8t3jwEl/wJG3SxTTIDpiNAwYTwE3vqQ4WANJ5Ud4FUyXSn+7Rv3cInBylAfTFtMwVEZ1PbH8SwH9v/v9lIvpNIvrLRPTgls7xas2sHESOisbdZmTabFSbsAQUjXYduEJ6UFLmmvwAfg80O8DvCXGQh/O91Sl+ZvUQP9ed4Q9v/j+8c3AOXomnxCl4xYT5IM2L7Cb8tuV5E5hIADXFCzqP4aDBcOSxP/HY33PYnzj0Rx7DoYA+N4mCUn4+xRwkwOymIGWtUspcqrZ5d/Zyz3aTYiupaiGPI+hgAy2uxuqh1xSVVU/YAY9owttOPHFgyqlbJUzFm0+UM5besQOKBmAT96/BQjhXFq9omzxYcJtULESinGlIZqFd8n4bSl49ABaasW0Djto9vt4+xjebC3y7jfh6c4qvdk/w9tEFuJX3IXqhIlwfTZ4eidduqKQ8E1S+upoZ6Q/rKksRiVqcih5CJzp7IMUJWnG+QMjePLG0K7aJYgJErw+hIt1ukMFuCLlMgijEqsxfPa1d8UoVPylIzOtGsnd1IZPwYlrmpd8MIloB+PcB/I9p018E8JOQae2HAP78Fd/7LhH9OhH9+oD9yzbj5W1u+bcrloJ7+XOVF3lSKCmKE+sHRnvBWD1ldI8JzaMWP3j0AH/v8U/hb53/8/g7F1/C/3X2U/jh6QnchYPfAW5g4SETF2k525dWn1RJS/kaNF6QeNbQeYSNQ3/ksL9H2N936E8Iw4G84KEjoWuUj5/j3JWGqTXc9j7UM6e7uEe4nWe7DxcycG/34OdnUi9GU/XbRv5XwJ4rLCUHvHrAti94BmMu/VcPEFcBgi0drKY5GOn7rJy8BgTT/eOuZFjHdZs5Zg0W+j3D9fKM+l7A3e8JbuuwPe/wZH+A39u/h++PB/jhyPid/l389vn7eL7r8jvhtDAqkUgAicCbVjxiQJ4pW2IhFQ7LRcJMqWBdog/ey0wJkPMwA6Pw7LF1aM6DADmVWYfOrF0A3JjaldqXK2okSobbVCY5D5Cc35lLgzAgsasqx0H7PKwbebefnIpa5gav9G3QMv8ugN9g5h9Le+S3tJn+EoC/OfclZv4egO8BwAm9dXP0qb2U19xyKYEgmnk3RHnwBxZ+mhwoELa8wW/038Q/ffwOunbE07MN+ocH2HzksDpltBcRfp9qc2i9DAuUN9GI28Qm6y3mxlazkRwzcOCVpGePHWE4BIZj9dIImsPi9zLFzS+acqFZAx/LIghmgQrNgJWs1jv31K299LN9b/UewxF430sRrlUr1IxzJWFFAaZeL9QGPRW07TbdR/XqmeZD6dNq4YiJEmbuHtcyzErKlwHeu1KCN2WQso9Akg4yIct12RGwRZEHQtq4euqwX7V4+PwI/wd9B9/fvYX77RYP98f4zUdfwdMPTrA6dXAD4HsuQdQhInZe5L8Xe3mO9JnVZz9GmRmmgCqFKBLEun6O6vpXKcjauNJOEtkmE+CDePBRE4obACwAT1GuVTh5GQzCWgZGlVciAoRQzpmAfrLcopaA0IG5SZSTc2hOdxjvbYA067tTtYyxX4SZthLRV5j5w/TvHwfwW7dwjjfDKu+LQgSPIQ34IxzLw+e93Hwdod3oJKB02uHicIVzApot4egCWD1lrJ9FtM8D/G4EbYeyWEJMmvH4EgFJLRFgzcgfpcCTF6995TBuCMMxoT8RusgNADHB9UIdcYo1SG3sCnhmu+yV8u6382zb5LYxgM/PQfdOZCWmyKUMhb1WW0xqrg9yqQFUXjlPwdpSMpGnc/U8WLhC36Acjx2VxShUE950+TqywiYrpwg0BMRGgJ8i4HpReDEBfiAZO3qW52IU+uM8HuOfNEf43aN34ZuIYdeAnjfYPPRYf8zwe4nZuIHh90kpM0S4872oR1KpYKlHU6gNttUxQyiD36rNtJIkYUlAFYGk0BkRwEB/0sAPifbMnjsAAkaXYgCcBh0IyAsvT0LPsMg2aYyAYymzYZP5yCSE6exN26kSSV1HNunwufHitd+AlnkpcCeiQwB/FMAvmc3/JRH9LAAG8AfVZ19sm3hbyXPQxJ70EnudOqYb50aGGzxWZ4Tx48RfMuCHCDcCfi/A3lwMcLu0SIH1CK/y3K0Kw9IBqqm25ghwPh2j8IGSvOSyXCx0wrGOGyBsGLFlYOcQtxJck+tECcbp+ZNK5BKIXaIpPjugv7Vn23lJRIkM3u2kH9tVicEYuiCd2HjUDpe8+EvHVyLYePXZK58B+Qx+NCkHMTlvqsuS0/XVW9dyuQrqY8jFwyxnzakCqOuF4kAfAXiAYpYPajBx84gQn3jEFghdAxDjYCfA2T5nrB8ziIHmIqI9F6fFjRF0UZa2w6oFHMQL1m2G0pIyGAbUcwkAZK28u+gRjrosbIitzJ75UGikLHIg+ZzMo0mJDgUwqfpIgYVr130rRVLuy6ssxLywSDgShQ+enIK/9QA0Xp35qvZS4M7M5wDerrb9qZc55hfGEsATIB62a1O50EEcZS0dOgS4PhU08oS4Snxz0rlSYLj9CLcf81JlKrFjrdutadvZw4tTILVgcp1RBUTJAxcdsASXWANmUQYhdpw4eUL0MnVF+v+S2qgGbyf1sXORsRfZLRYSu71nWwCSGg8eoiQxMYssMnu8pfZKNltbfS42MWd18pJmqKYSENkjtPtrEtPkHGknLQym1T11IIpmUIgAxQBOi3OgTXQJI89YOCX6uF64bBAlL1yAWwOtTOn5iQy/A5q9eOpuYDQXQSiZyDI71WdWvfYhSQu1nj1zqY8OpHciFD07gLw2bStJS3ElGbZhnYKtzAhJKQMgl0sgTYT1AAd53ikWh4yYERNtlcsEa79b2mtmJp+99bSf1sxvnmzRv3eI5p5UFI0t4UUh0yVD9a5NXzQnczZmliCOcmxAAvrE0eUXJj0NPUnUXQNYqkZQKVjKSMUY8nJjCEGAPYarPfarLD1wE/mkTucdTQeAmGpnRM78o98xuiie0nhgprOELI1jZ3j35AVSSNNoLSTm3PVFw8waq5/rNVUT8MB7YLcHuqSYIZLf63WpbniJS0/go2oa9aKBqaeu+0cktYjhle3AqECv+0/UXNYVpWnSkqGHlCNmV4CMqyAgRUixrwRQkR1cRE728TtxUlQu6/cBqkJxo1Aw+qz4fZTPTR0cWfvUIW5SNugYRX3VpmqPCuJ6nc5JDfgoGaq5b5Lahxs5Vlx5sBOvfVxLSQOXKj9qwhUTAI8UGE70lQdoz+LpOxJaKhpgJwJF1dSbvtdSyVpjxiQtYVQnLaTaOFJLho82aYEe3K3n/kU1BZNJ0bDaongIl+SQ45grH+ZPmPKCBOxkSS7xMNKDoSUMdH/1eEORqOUiXCGAh6Gc7zqzAVRgOjUHSts5DRQueXHRCYcYRebltiO8d2idvBDDkaSOuzFRSHugPWM0u1QPp5egWF7BPkTJ2pzECdKD/2o595c3TisQeSdrpq47eXHXa1k0exhAaDOFxhocVLOAbymXagY1SWKqJZA17WIBuw7YKqArtWEVO+l6ZJBp8+IXOOjSvgJ4Wqo3qL6/F9c2HCjcyHPhek6fi5BAZ3hsvGO/C/D7INrxi16WvjP1bEAkyUGrVmoUKd/unCyZ17VlsY9ovHZAvtO4nE8hnjehOQsYNkmrTyV5KS9LwIl+4bItetGoq7NDGjMDyr3RAUUHqYp/n+QYpLwH7lrQdo/h/ftABNyjp+D3DvLM/TpbwF3tJtP5Csg58gTgJ0CeAEofJhltFRghLzIMj5emkZrQgDGtUmOrLdY8nb6QKRCT6YucqBELWNp2AVd78DVoRJ7drpX3spRTKaIAuB5oweALuW43AO2W0Wwj/DbA7Qa4fhQv0NBGN+bUzb3KXvvntWJkCDk5hQ4PAQDcD6CTY7nHFmSdKdkcQllbtQ6sqmeus5xc6hepD82gbZdxy9UgY6FkbLq7lTrqGqlK7aTnOK9upJ5njIVC3PdAbMBevGOn5QEMPcHewTmG349SttaLtJHGCL+LkqXdeXEAkoMTGye0oxbGa2SGl1diSsFeyqsoJerr+ECSmCAgiRAlcelgnSWQ3Di4YcjPMafKle02ZtljXImDEqC0kcwymJIksjcevGoXNNkqSYXhCXS+MzkEsZTEVqzQkg9Ky6zSALrr4c8H9G+v863ihhAXWuYV2Ex9dNbpqgX4VNSI9Dsm3yJ7cdZzm+PEY/J6NWh6Fcdu22bbNMPlThYV1mQtVIOXBtW8lmtluCGi2UowLfZpe0wqh11EezGKomcfRIM8hkI9zJUYmNTguAzen3tgByRRad3JS3qwBj96LFTMGMoye4B4agq8SsXYoLfVoY9VX2Xqr7qXtceu3rgmPinAa3EwpfzsMnuqHU+lBQABeG0DRRZpJ5C9UqULoeV1I6T4VmS4YQCFtBhG4skpMmgvzozvR/hTzvQR9WOpI5+uh4aQEv9iKj/QilLmYidt04W/m7S03X7IgxTHKDGfps0LgISjLmXYpm5zMrNQvj02BN+nKoyp6ykA7Z4TwIsX73eM5lxeYr8d4LZCk5LNRI9l4Y06piK1fFKsIKTZ/XYPtA3cfoAbO8R37skyhS3BvXG0TEUdfJ5MwXRKxRSgvwTwac1TdoBVkGQPnKNUSwSArBGenmuihHkRsNvjW7vJYh01/VTxwxRZAk9bqf7IvsQP3BBler0bQb0sbaarwbPKv3KswATAzPVZXv1GZR8+L+Yc3MVOPMmnp7JS0WFaU/VgU5awG5Oqwt6LydqauqZqoawmy+wBxcsGEkCzkUwaj76WoNaxFY0BaJ2Win+nIVEj3pcVjBRQ0zFpCLJUXdfKPQ+hLGChMkFHUugOEO82pPZogpvOXFUmameK/SB9uU0JkFp1MfV5jj8BpaaTSkIDy9KO+R4lmmQEfAySneoIPnHobhT6pdkxxrUAvh8A38dcFdL1DL8PcCodjcgeeZY1Mueg6aQ0gd4H58o9MteCfkD/zbfhdyPcwyfgLx3m2jfX2esH7sD0gf68ml1swXDbswCfiDu2AMqqaNEX0oFZE3t4ut+LbG5QMP9fuzD2NfvmetJJ8uVDBDUOfoillntI0rUhqR32Y5l6ZplmAvCZtr32FoJUK3z4WMr7dqupR67qCGD6XOvgqc+QndmYuuoT/r3Wt1suXfl4oIA3AK0bXrYZrx4wQVmIh6wLYNjZpALWGBBXbQ5+Uj8KLRnSoKFxFCeLWLtRKB1ufe4HCiEvc1domFQbRvl1K0SgtCiNru1KptRDUvrQxVZWRDpYg/a9yDd1Ae0hSMn5TSuxgrT4RugI648GDF9Oi2On7vO9zLbdIJ68qn7ALGV/9w6uD6KXj01Ww+XbZRZnyX2Z+pHTEoXoBwBpYF+1QOPRPNsjnKzyuxxbJ229xl5PcP+8mkq/rqA7FPAvA7x6WLEAcZ5qI72ksdAXNY8OXH2+ub/nbO77WsnSlh/wPr/IIAKjAZECCOAQwYEyd6yJJbSXFzfztKza9kQp2eCSbe9VNWVeFwsR2PcigWwagAjx4ydw9+8Bu72sq6pJTGpzteztoHspEBoLSOuzZP/WPs269uq5UJrFUj+2UmT6n3Z9po50rU9Nmad+yJxx9uyTeoWGEdw1cM93AmBeBntJivJlyUg9ttJBOsNLQE0xloU2XAJ6pDhAZBNoHaXPlct++75w7zoI7fZCeXCiWtSjTs+W7yPoOSNsvCjAEqBLIlZRz/g+yTljqnmjiUUpSExjnGrblZJJcZBJ/ELbrdU4UzE0Pr8AHWzgLvaImwbxvQeZlnnRm7CA+22bzUYEpp4VMA/wgIA8z/HOrshZLQjqsYB8vMn2KwKns1561T52TtpWZaYW9QznH2JZB1UlcerRAMgvF41xmhau9JHSMeq11/VV0rUWddJrBuyASO0O18BHj7N2nbqVOAE1sOepOaYqFa0UqeA75+Hr91VRA5Tn0MZQLFWhwGJVHD7NJPoBWHd50YhStwbTwGtqe6ZEjGmtdbme5PkPQegXu7yc3ndnlsDT69RnKCmrFMh1oW7W4OmmE0DXgeVAg4++UDeNVC7NMQENznJSvkRG2DRJvQOMB7IQTgZznWQzww8F2CXXJMhMhLmUHNB7kn4rkNsBKkt+SYLNpDMVfU/unwAXO6FlLgbQBw/BX/4JGYAWz/0VmnpUeoPzg14BPGBAvr5hIQdxruTR7ZT9pjGJF3Hsk31pGtiNLPNUrRYYGYgOROn/Ss1DRvIolxTASSnDWrXPevP52qZc+2tpCRRpvRYw10I7+x60ai8HkhXoNIkJKJxzNPffucuAbekZdQRStdIJiKvps+JnZgUro9TR8+UVw7RtPlMiWLWgix3iupNFPAID/ZDr0ag2Xc+rFARt96Jk0VWhFOwV8LqV4d8p8e4MtGvQbg8adFaykzIEuoC3xgZ0MRmkmUDP+Vpo1wOjBx90oH5EPNrADTFVhBTaQ+T8DDemgmERosfvixTR9Ylu8pQWEuEcP9GaNpIMlpwVzf51DojpOhtfkpg0ixbIC6a0T3fo39qgWcugFVtZkvI6W8D9JS3LIW1Bq6SCAVCSkYDCn9rvK4VzUxCbCZBWB5z+/6Ipfu3JX0ff2OBbmsoyJU1+oEsDS5Z5jRUdkxKsZNFoA26q+nmTLNUGz3SIK4DOux3o6DAHzXJJB+1nVRIlOieDre6jcjv17OdkrLk/02CsIBphArlclDpK09iSvro2aVpMomRBp6ArkQCl8shVgD5nhRqZIqVry4W8tGSGXodzuX0K0lrTiHY9mLkAfwi59EA+p34HKP0GlBo5jnJCkyQayUph3Li8DKXvI8LK5RrtRKIK81tGc5H4fYKsYbwfi15eZ6FJykmjKN+0jow6dKRxJ/1bZ1JaGrppRInUreCenYMerBHef3uhZT5LE+8yyCLI9WcJ7Cbe7EyQdbJP9d35k87TM7N21fY5imZWbmkGKz23rmwzJM9U3y17TN1PX+REwYD///a+LsS25DrvW7V/zjn9d/v+zWikkWRJGZM4IRhHGD8kwSEQZBMiP4WIgJXEIAx5Dwp+MOQpkDeDcTDESIbgEDCO/ZCAFT3ET4LYxLEV8I/8h2akmTtz753+O+fsv1p5WLVqr129T3ffe/t23+7ZCw69zz61a1fV3r1q1be+tYr7AKaEmtl/2Wy1D86/yjRIQMajqoH5DHx4BJrNIhxD8zl4XUnaXxOrQLnZa9OyRvS96bohlAP0CmxTBCvQUx41pYBa/N4DWS5WpD5/VfzKgjEKKyrfgnrIBAH7Vudm2GmIZ5LPhaparGrbJ10N6urGblyt/QTQJ9Pycfs8yhy4oH5TbEAiOdd17JNg/WEzjvCesBkTddwCEKXesaRSUGtfXzNH0I2+s8oDBNk4u+pk1zN17HICK4bnzwr9KAVSYUu7knKBXBEmZSpCJG3mgKpG/dnX4WqP7PtPUN9940KwzDOszSd5JkkUk426HFjAatF6wZ3t53Sd5vr0XHp8nowodiKBX8huB6hOzzTHuiputTjUy6/f46cF+wC/+ADNNK1QHn3PkLH0z00Kmz0Pue2vumIHBJpoWkk9EITXa0ndmmeiyDujICwTpCiGmLSOfZ4PII7BBtpqiQM9BdDi2MyBjYH+erPhRny36iZa5bEuQDaa1voC1KMKixQnV8emDajTeynsoNvf1Y189FrzDkdnYyZMGOqE7siL2YBZEp26q0p+dwL78LyM7fd7WzK56IoAwsbx8wJUBd68I7HAHZCthHefr7tA2fRRsVOjxpRsjwmPyPphu2Wk9kH7FGCauMLRsdb/n6JfoWmUOe9sAd4jW7doFxn4ZClVFf1mIptkstwvU1TZkLGejBNQMPYEplGx2KbKmLI+D08/q/4xSS31AWvDKHgA4vBNaHjAEFpJeOoDa10560E5sC1j5Eyc/SYodCuZg9/fEefia3fB7zwSh2rXxX/UuIGH0iKjRavOT8XcjQ9HQ9ot5daKTT0A9Fa9PgeNTrUKWHF8ZWwESxpAnBCocUM+NhQXDu96lon1HNpPVdfDTVpPUNYAAh6OgP3ng5UKLwIkZBzN1LTD7SlnWb93gTorw2YcrJuNrCq4A9/j8YEvTyxJ97jI4Kzzt5OUCZpILD9pg1+JZenKgKsbudY5udZ76ZuOd0wpHPB1cJyo46SlUJIJFFO/A4XnRYcnwGIO9/QYtHsP/rMfD36BrKcib5BJub8MYT9U8CquT8ZFCTRzCq4ZrTdReiOQxigl8gKK/cL7g445cO3PjXnB1RK31M0EinlmucTMj1chnGdwBydiaf7V94CiBAVrDPt7wuQw/+jctqLsdZx102TnxGL3XnLTqHJTxZ9u+KE4/6AxBoNXB6uKrdM5+R7ym8St6uz9A/4dr/FmUg/WOc9Lk2ish1CYgpO1HWLlMYGWxeJVQZrEWmRC+6MRoasHQ6NU44TnpaEXZlGxc0Z9qmLnhIFDFCmN1HGM09Dt8niW9Tlt6rbfJAToN70O0cWDZGA6Nlay/lokBg5moc0kK63qBz+G4qhG9r3HqO+/KXu0TmyZqxNxrqq1axS8iqGobVTyF1Wym7Dq5xCbATJuO+ZIWDpxY2xxOkVL3O4da2CFvn08roQv0L9XPtPjMwh1Hv7ONuh7H0jaAd1WDwnmCojCyPNe0YZzKIveKU298hhY9ppr3Vrren2EBYDIjrFK3ntpV2PwdZ1g2va0o10Vu6YuUCaL7iKUuT6/i1IkicDoopM94s/a784wS4C+D/belnmmbdeJwPX7jYoTWlYHXBaykggMH9ZxajsgL+BWTdjTVzB46hjZUQUf8qdT40Wht4gRtlzmoLVZ1YRJUx20VDUx+ylpgGLoq92gO66MHPr8PcwC4YX/J97ZArUdisMK7U4Jt1rJJt2Fg8PZRs6k3C9ZTil44Fwlf6bVfI7iPlOx22X8mPN0pI6o5PW9sblwYF7Mro19iHj8WW1M/AWD9AmxYHB63RLFDgBoWrijVZ8Eyjn49x9LEFNdyUonC9g70Ctawy4a5JJJoRiNFxhRegCGS36VmDiMewtd76tWukaaquS5KP/cqIzU8lRFr7gy8p6BYxWzC5Zt1QKzcrDRR1TQzoHh42TQK0ej9EMKgmixn4Km5J68s5AVkgv0R7Xy6/5eyAjuYCmZIosM2VElSt85CcALE6tGzZKNro4OZxmTmAAskQhf6YSnvg69vut6SKzrxHp/8iGwu4PsyTG6+T78Z94UFs8Ey1yyjFnjo8WCgjzLigciTtkr1AQ/HUumBQwwzFOPdxPkkSr4ZxXNOwL01DhAsiecN8Ho/cP3sxT7rZOygN9dgA4OgUr+iWlWihJYd7KvqrXC1R/RhiU/UW/Jqz9EoReDRUexFr+NMrUUS8NQQVlEHDyW6zph8Szmw1WEQkRZJr87JxtQd12v6LOw41Jgzuh1MX21Rrc6F1MxUO0TfBo9rg6Z3GhdBcWb920JrBww9+kH9DhR9pxnfRRr5vp3mCRbIzkXV0hUN+CtmaTVQMhsqZOX/tVnZbbyE8d5N7rCkFiPoMg1hYLGIKRbFhY5sAqK/t4+sKpQvfUA+XED9xdvw//oWxeCZS7EliGiXyGiR0T0bXPuHhF9g4j+NPy9G84TEf0CEX2HiP6AiH7kIvc411F4A+UUZe8Mhke03pUCtkmxP6ucx4vfUP5UYjKTJmAjq0eVVIw+NR/DCDolYyl8r0Cu5L3WiT5Q26go5DgEMbHFs40yJ/vdsmGAIWRheeFA/95YBZ65/qPvmWXFKI9eIyazTNrYtPK8dOMI5yRqlUh+V2Wvz0xpr0GJx7wztt3G4W5pgZGeGJN4dTEAihcz8PZCLO8QFCcBTG2EeOB9z5pR5o1y9QMfXzJE1pGZIkFMAaPPM7HUF2XMQEle0gpzmEi4yGK+mj44z0doSzaKL+SzmPUWuT7DPJMxzrMehlHnuU4cRALLWOiubZEf1Wi3C6HP0sXYMhelQn4NwBeSc18F8E1mfgvAN8N3QHaMfyt8vgLgly54j5uh4K2SvsBnQN87q9pL7Puo0u1/HFLr0s9YPcoU2DTpJNdyyO7IgbcdP4rJDnLJXI9iD/I1vOz3WjfSsNYvs9BDlyuxjufBetf8MxaiaUyiLst91+86mdoAJ70vIL8pg6RuegqlKmu9l8IpTTOYSGgxHzKo6iY4VF0fdayceK1zXfVpgEM/yCrD8A7GtABATE9BSq/V+9cNaLnurfKgQFUxKiee1nXvnA1pCnhexuol7a8wZqjzQN3A7y56hkpVg5YVaFkB3sMdrSRYqsgFgum8/L6uhlZ/iNegkBOH2g5U1aDlelB37/cIMJv2U9lAGpUaVu9c1zK+yxWwmCN7/wAgoP2B15HVPm4yf+ard+av0OfOvwPgSXL6iwC+Ho6/DuCnzPlfZZFvAdgnojcucp+PpNiMcYmCTy3kXtluVs5j+Lnc54Kwx8gkcy7/nnncWh9Y7uf4Dq4BZ7+S95pCgqv5DLxc6X1BRKD5DLxax4AuXleiXC2ObtP6qiNVI3tVsY/h7aqE9ZxCfiYKEoDcT98NnTQshKflFdLRsp2XSUkhDp1cUv+ATiaaglchjQQyiROEpilQ3Dlg1KyRsCFiFYGZorBMpD4CkfNOqyrg436ggDnPZHVStf346l/NQLmY9Ypd76njY528ZsUx2DoS6J3Lmq5Bk5MpNGSfj4VknAS4ARA/yGqN+gcewFUd8neeyK5UVQfXnP0/fVHLfUxeZ+bvh+N3Abwejj8B4Lum3Nvh3CQqKTyTKPiNSvR5bjUGm+g/6tjHlrvIx+SPj5+x1Uq6qkGw8C9SduTalyiX+17XtSz/11UPeQVrDPNZH8QE9Bi7C6wktapVgevzybIextFjYIipZ1nPorERrUD/DvhwD3WEGp8PK3NG763TMn/ZAAAgAElEQVQsE4WIFPZQCEQDqzKBbthCOUCvvKI/yQ8nElVw6SYWmq7AJhIjiXzVkH2NfI1bU3ovyn4xi9CO390Wy9/GbsQJ1PV/u2Bt141Y4FUjE0KAWYRB0/bceoWQGuObCJTLGBGsK1YrbTd8bnHV4cF1Da7EAcy7W2BmuFWLdqeAf/L0wrDMpThUmZnpvCw2iRDRVyDLW8yxdRnNuHmS8uHTrIebwu/PmpITXj3QW4qXJptWBBfM3qjpGl51eZ73Gkje7WwX/v4eaFWDP3Yf/N13Y3oBPlkC5CSBmAbcKNNElSkwdJraNARjAWuqoG3EaspbB0Sx2e+WVgmAyrK/pmmAxjBw0vw3muSs7WEFoXR20L12o/JOd5HqPKirzaRkYCP7N05I3DtSg58g5nHXbesSJzOt65iSOP5msX7dVapqBn6AuBLI8h5CCmmK47UGbqFV1bd/DL5Uuqj1e+hYaruCv4VDP+jwBNjeQv7oAO3uQ/Df+MyF2TIvYrm/p8vS8PdROP8OgE+acm+GcwNh5l9m5s8z8+cLzF6gGTdLTlmqqQWfYtIvIs9RB58Hr9ic7L5PmXCLEn690HsNJO/2bAfuw2PBcf/ibSlwfx8AQHu7osQVLmlaUaRqRbft0EFt2TNj2STtOQvdAEOGjcI9bRvK+X4VoApLA5XGlKyFhrSMsmpsNkminjsP9Hi79o+DQWONhc4ocQ3Ll4fRG0B29altU/hFy5qUBoq9R2esnWC8jyuGGFhV1bEuddbGZ2BXOYqXq9jsmtpebSswnNis30THT2Ea50Dbi35/2KrG+nMPURxUyN5+/0pgmd8C8OVw/GUAv2nO/3RgF/wYgAOzzJ0kyEtPfqU0K73FwLHZbfw8i5yCjp4VNrke2OU8udT3WoOY8PQAmM1Ai0Ufym4tt3iBsQYBUZ6zsue+WzxcRR2jmmzKWu82N41+zw3OrFZ31/XRxbk5z3x6o26FYazlr8FXSqu05QbK2zheVRmm1roq6Tz0PcHDB5OFjmVIOMbq6A1/OQtb7gVmD89LUfZ+mAaAqiYGUXFZDIKpqPM9HKUpBhQfjxRS6iEY9QOYjcUH8JP1m+nzK4s4plzX4JMV+GQZqZ/FYY12pwQvV5cLyxDRrwH4cQAPiOhtAD8P4N8D+K9E9DMA/grAPw3F/zuAnwTwHQBLAP/yIvf4KMog4Gm8wPh5f86c/IKbWjwT3p+wXi7kGL1+BQ7git5rDWIK+WM4z4BHj0F3w05MbSeJ2gIdkesm5p6JikAtPsuFt0t7Oymn+YTsZKHPtW57GiMQ8XlSC1Wv0WNroet3C/1oPUGRc9Mg5v+PirgbWR34ocPY4uB53gdRZbpq4B7aaMOm2ZoDp+ui8zNOAm0XufHKlqHjVWir3FfhGuXGx92mAkTG81ImB9ufmE0zWdVkDnHDEbt1ou2fjWU5ZRyFFUiey3tQluAPngJ3dpF9cIhudhf82UsOYmLmL2346R+OlGUA//oi9X6U5Pz0tf0/6LXuOPQ88MqLbKqxaSK5TB/BxltfwXtdFvA7cwliagJjJCglbhrBpo11SzZAxjroFEoBhtZfWka/WwUywODb/n62jFryQJ9ywLJ0VMHrcSf5+KkshxOF9zGzpWY2jJx45dJ7Hq4qtG5nmCU2CGmgKB2QEZCVwzFozYSj1+k2djqemjgsXMN5JhCMZfIoj525z4CpY6SRvZY9ZN9fm5M/tr3tz2kfUnaS94ibaAPiU1BI7cFdYF2j+txryE8a0F++A//axYKYpgjVlykXiGZ9KXIV+HfKT38mOObW4PPnS8B9qZCAJdLsj6u1nPNe/pEtvm2dlJZ6F6xmVgWa7h9gsWwL7aQK3OL3+ntKgdQ2qBJXVo2yeNpW9i9ILXyTBye2UduTZWKta3/yDECiLJVlUxQ9i0WtZRvNqeNRFuK0pbzvs5ax+W00+jVkjJRdosK2fQF2iZz5TqCemKogMn7Qt9NOoiZKdUBrZMaoio2USq3DrDS8B+r+WVPbAU2D/FhgmXI2m3LLXJtchUI/T5G+SBueQUmfpjAm2PEkwyAmcj32yww0jezElGXAat3TEm1Upzo2lfftnChVq2RUWQM9pKFiJ4yxxHQWHtA6FT8HgDyXFBcakBMTyxkFNiuH+7GmTlwgOFqNMzVCOZkZHxoqeuXPq+WrCtTmtKnqoVLVsbOYuc1fX+R9gJVGsyocsmwMx95QG+1kOVL/qYyOFpaxLCCPhF2G06skXfXUjaziVusYxNTuPoT/1OtTbpmPtLwgpv3MEMvY/cYcfx9FoRDENCvBx08l5QAHampR9DsxBWUPQKzItu1xa5Wx3Zes8k4tcxXFsXWFUBa9orarA2uBz2dxs5V4T3t/TWyljBb9Xe8R2TDBSk8pkBHXV8VnrPZE0fX9d/0EoXVo/yLURGIJW6dsa/qJrncoqxJWZa3j3XbDVA1pAKCymywl1LZJx9ZOuClTBpDnHYOohnWSso40iOmtj8vOT48+RH339QmWuY1yUcV7Zbj980wkqTPpNk8CTSPL+6aJypuPT0CvPRAIwG7wAAwdcKqwLOZuLVl7ja0j5XKndbXoFXpUaAaL15QFQH/fPCQLyxP4Q8tofprUuavttU5Hm6gM6GFEe84q+DiZBSWa5qqflcMy2iZbpjDttk5RoA/00olA76uOVN2/1Tqbgb5v6XOw/gsrdr9YYMhIsqmA21a2Yswz8M4CeFLDNR2anQLZkw/B9Dp8RudSHa8JFL7FcglMkOtKeXvRPDih8Om+2qX1eQr7ouVuupCDv78H3tsBfe7TkQWBVnZi4jrACvOZKKkAqZCFVhS7tkyLNIgJOO2oA3pla5V/6nzV7zbpWMDaYyRs53vFrucUXhmkAc76v3aFEe/NpxWf8uZTFpBtp12lWOhGLe00NkSjXe1m3iqK3wMhitQqa+pXGoqne+63kLRObG3nYEtK4+S17B/tu+XiA6cnBx1P3dXqaAlazJG/dwBiAJ99E65hSXI2wTK3Sy66kcWtyol+k0V3Yipy4N33AZeB9veEW72z3eO/qnwUYwd6iMNSFtXpCAytSGCInQdcn9SKHKNRWlhG72kmCFL/gDpHbRSsvZ+2myixRs1kobBPZiARFWsBKwatofv63Yrl7WdOnLQKAcX2dH0ZzZuuQUUAEDbRiEFSej/bP8X50/FXBW6jgFOK42BCM2XVsWyek/WnxLEvy9630HlhyxzVcI8Pwa9vX17K3yuVjxKT4hxRSzr9THKDxHv47QXo8Fick4rtusRys8yV1CJXS9largO2RtZ/VLIMcYcty0Mfs7JZ8sf3VqNliCQbiagSVUVmE29ZZ2nwKcR2aWBUmjIhJPHqUxQkzBEtYxV3bvrZJYrejqu2MTpQaXi+yHu4Rv0Lmev589YfYTn9lqkUnblmQk77mE5OVseps1yvD+keuK7Bq7UYBczIlg38IgcfHglbJqNLS/k7yYvKc6QKfqXbO8nFpJXc4wBA8xmwmIOfHoTfOnBVgW163JTtkmZ9VFGloMp0Qxky2/oNlLNamFkGFEVv4acWsIqNNFUIBRgqvcLkw9HUCcDQyWgngbY10ZwJv9+2WRV9xLy5V/r2fjZdQWy3mVT0XgqlKANIx1Lz4WiQlF1hRPpmv23g4JmlPg87WavoRGHFTtje9051QJ7dwTFQ5MieHIuv4c2PTbDMtcqk/CZRKQrwfCbpBzozMRKBq1qsYsvbtpBJahGrWCvRKowUS7cwQgq7qLKykE1o1ynYQdtnVwYWntDr0rqtgzV1Pmodtk16rf5m62bJgU8WtlH82vbTtk1ZLSm+bRW3ZRulVrbF9VNYa8wJbv0CMcOkgXS0rN5LoaB03Moi0jdpZwtoO7Qfvysbdb//FPzxXbjaw6UUzEQmy/1Vl2e0+C/NsrYUr02fSc4XZomoDIEqlOdiwTdtpEUC6BWpVbqpMrTwgFr4CouMWYoW806txsjbNspH4SKrdFUZpRaoXpNiyynTJ9m+b8Cm0YktdbBaLr3Foe2KJuWR6/Z7eh8rzCFPOvXjNsbWcgbWsewYO4mOrWq073od0E88drKyk07K2LFtaMXPYVdK1HTwhdTNGYEd+vTFG2RS7q+qTPDHLRECOpb8MW6IzUbmjFL5VHlYRoy14GOV1CsdC8moslcMVycKoLeELaZucXpLb7QYN1Gfy12/p8pOIY3U0k8nHS0DDH0I+t3CI1aYe965pW9qvczDVLxpsJY6PeumZ8eYDIwDK75uwnNyw7bqvSx0sgl60TGymP0mZlg6TnbSVUrqrET25BicE/gTDy8My0zK/VWXi1jQk1X96oqT5FSYlRJtSCRWGSDOVWuhKQvERnCq2H/+VKmnuLtNQaDKdxNbxlrJEaLwvaL0vg9S0muAXjkCAw7/oD8p7GHvnfbFtjl1KAMBCzflbF223TpWXdfDL6q8FaZRYe79B7ppipbRaFh7T/ss7Pf0OYw9u/T/Uv0U3veOYDOJD1Yp6wrdA4Fi6GQNdphgmRsr16WkJ4fp5UvbxsRUrMqmbnpeuzr6LMvCe5kAbNqBMSt3LLeMdYhaCzalQ9p6LKZsLfjUcrXJwyyPPW2LKlRVaqkVrdaqrjSspBasrUvvZeu2Kx4tn55LVxNaj/2rCt5y1NPVlNZvx0PP5dmwzjSaWK/LzXjHehTSke9cN7ITFxF4aw5mBhOhm2XA+497WGay3D+i8qI4vf2n2vSZ5ELCW3NJHfuJj8k+qXp+tRYlropcMWjn+i33UqzcpshVsVQ6FasA1fK0Tj37104IFo9WRWfvr5CMVcJpGcvD1zbYdlu/gfbJKm1bt2XP6PikfUu5/rZN+j1NzmZ56bbdNrWxtjWdnPScXe14M2HasbXjoBkxrcKPDnOOv5HZ0pDqRoKYHgssgzdeg2s5KPiz/wcntswkk7xMybJoBdNyDQZA27KtJJWlwBmp8lRlrYpLlU1qDaqkMEbKiU8ZKJu+p/dTUYaKOhnthDSGnY9BE2k2SlXulimibVJFrONhy1ilbp3O1j+h9ehKSSWtW8vopLGpjI3CTaEgPbaTUAo9RRw+eZYW3rGrCiKB7IpcMHcidPe2kR83shUgAa7lc2GZSbnfBJms5JstuYSR83oNms36reg0d7ku061CBk5HM26C6casy7FjaylasVCGvb+9p2WDqBWtbU8TlVkIIqX62TZpPbZ+PR8Dk5LVhpU0Q+UmFowVvd8YLGMhmJTdYsWeS8fa3tM+F9vnsZWXnSCMc5e35mIUOLHU+eAQnD0AtfzisAwR/QoRPSKib5tz/4GI/oiI/oCIfoOI9sP5HyCiFRH9fvj8x/Pqn2REJvjjSuRK3m11zjWNKPY8Ax8cIjI80mAf64y07BOr8FN8fEzScqlT0F5vHaxjjlerzKxD09aX0iW9xyDXiy1r27OpTelq4rwy6UpB7zmGfdvf0zFKxY7H2Cftmy2r9xublAerFjP+YRxZx/zwGCBC/sGx5Ja5tw/XMnx+PixzEcz9awC+kJz7BoC/xcx/G8CfAPi35rc/Y+YfDp+fvUD9k0xyXfI1vOx3O9DqNLyf11VcanMdIlNTzrllUujv1krVcxba0GvGlJyVsTKq2NTi1jK2XGpkaGIxi0GnSqw1k5f9aB+1X01zthLXdtvI2A1tOjXxWYvYMpE2rYIUqknH2ypjXa2k7dFy9jidWO11et6mVg71k+1bnsFvz+HqLgY3uZYlF/0Zcq5yZ+bfAfAkOffbzKyt+RZkJ/hJJrlRciXvNjlw2e8tiq4DbS2GlDyrHNVKVzzZ0hgtXGEZM2MQAWACk9wQIkgt8vR+tl3WItcy4TvZ1UTqAB7zD4y1O4UuzmpTCl9ZKGU0xa6BkMYCkKy/wY5jej/7TNLjVDatDGybtJytw1rrrh9XfVf8IocvM/DhMTi72Gr+Mtgy/wrA/zDfP0NE/4eI/hcR/b1LqH+SSa5LLuHdZlDTAS4DXEjClWVR0Q+cktZpqkrdKvMU/7XBTsCQdZKWA4bKUMtb+M/ez2LTY1i8snts/VpGFbANTEonlxSb3kTvtGXSAK2x+6UK2pZJx2NAFU1ok3aMtA4towo/Uc6nJqqxiTVlDulE5ZxMlqGdMZFbLbtD5U+X8KUD7u+DuovBMi/kUCWin4Ok/v/P4dT3AXyKmR8T0d8B8N+I6G8y8+HItV8B8BUAmGNr+GPqmJhkkiuWS3u3iz3ZrzPPwKsVUG7LP67dcs65flu11Dlpnar2t024+xjWm7Ji+oaexo5T9ow6YG1q2pQumN47bbuFOMagl1T5pW1QsYrfRsluglgsNm8dw7b9Ke5uJ9pTvoYRdotdbaXPZKQPo+mTVeHbjJiAbNgBiJ+myCTFb0izQN0lwDKbhIj+BYB/DOCfh53hwcwVMz8Ox78H4M8A/ODY9cz8y8z8eWb+fIHZ8zZjkkkuXS7z3S5pLpscZ1nPca8qUFmAtrYM9ir/5KwBTdYZmOK/Vs6ydi2ck1qZ0tCh8rRBRXp/q2y972mDlrpn8XKlDaaWuW1P6sjtB24zjGHLp2U2JV+z45C2Ka1L+7uJBaN/rYWeOpD1r6Wy2oRkLsQvaD/TFZYyqLoOoADPbC3AyzW63blo63c/AGcE8gBtmtSCPJdyJ6IvAPg3AP4JMy/N+YdElIXjzwJ4C8CfP889JpnkOuTS3+2uA5eSdpd2dwGIRZbSIBWuocwNg3VSzNlivqcbP1Q+KTSR/k1x6NQStfUBQwvbtumsCSYtk5ZLaZy2zKYxSOvRTS2s7yKFaKzfIG1XCjulEEs6HulYpeOZjhsgtNAiFxpsOimEd4BbySXDIeWwwjSUZ8iO1ugKJxi8Z/iC4LOz1fe5sAwR/RqAHwfwgIjeBvDzEAbBDMA3glPlW4E98PcB/DsiagB4AD/LzE9GK55kkmuWK3m3sww8ywFfggBwXcPtbIsDrWkAH5KKWWflJgsVGEIG+l3LjrFWxgKAUrx3EyxhJcWsx/jder1Geo7VlcIjY9a0ZZKkSjIt6z1QG6hFf0thFwvHjFnnKZTiCAANA49s/SnkY30WdhWgv9u8N7oKUqveUCK5qsRqz5zkx19XwKwEdYys8uCdLaFE8vmW+7nKnZm/NHL6P20o++sAfv28OieZ5FWQK3m3swy0bkB1A14uxZJ/eD+GlaNph1GfKRyTWrV63opl1aTL/PHOnMabFU/X6zZh2Tb9QMpz12s38bptm84qE46ZGTT2ewrfjEEoNu9Lev/0nIrtd+eHE0g6vpv8Ddpue5/Qnj5h3HAzFm5bUFHE3P6s+9UySw6iqkZzbwuu6YD33gd/eh90GVTISSaZ5AWkka3b+PAYtFjIR3cL0h2GAlWPvZclOTCEXlShWKWujlB1dmq5lE+uZdVSTNkcY9a7jRpNrW6izRkr7fc0I6O1dq0Ctv1QCfcdUC1T568dF61L26bWecousrlj7GRkx8qmLLD3swrexiOMTDhk22rKkDJiEp49FUU/Qee5rOR0HMNOUfnBCj53oPn8wrDMpNwnmeSlCgv0MivFKttegJ8eCA7PLIFMQQkREWLqV+A0bjzmXNRJIKVNppRAO0GkTA9VhJGt0fZKXhWh3VhDrXyr7G37FAKySixNFZA6Y1MoSsulqxU7SQDDSWoMZqGQYlnvqX0bYPam3dFyTxKkaZ+1jB1HC0lZqMm22SjvAf6vE2meybPXsS4K8FxyD/FiBmo6ZOsWfHcvOFPPh2Um5T7JJC9T8hxc5ODOg1crUNUAi3lIA9wNN43Oc1HwqWJMLWgLDVjn6Rg2bbFtm09lEwvG4tI2u6Navfrd1m8nDstFt3h3OuFYvrqFgGy5scCqlA6qDB+d4Cy8lGXimLRl7GSmx9pui+9r+3Us0jKWEZPCNWEjcuaw8bi21axcWO+v/haFWPQ5MINWlWDsx0s097fhywz09BCc04VgmSlx2CSTvExhABmBMgduxNqjogCqWiAYJ5YlhX9+wVs5KqaBVaoWYupotDBJquAtHh/bNG7hDuCKFGoBcGpf0LQOvS6lOqb3tw7NlNMelV42rNsqf1uPTjxWUjgnz4YRwWPjkGcCoY3h98DQQZy2O713KEPm+SjeDu9BCjk1DXSbRbJ9DpM7ey/pf2clsqpDu10AWwtpWk7w59jmk3KfZJKXKbpvZ5bJ3qkD9oUHFXP5Rw5BTKRb7nkv//hhAiDgtNUaFEZ01I2xbBJMmb3vnZTM/Q5EqiDVIZhizRotqffzDCo3rBS878vY3aZG2hfbkzoqLZMknYxSdor2xdZt76e+DWaZPEs3LAuIYh+UKU4zaDaN4yk6Z5gEzSqCwjhz2/ZWOznAh9XbfAZereUZFgLZUSF53TnPQE0H12To7myDWsHc3QTLTDLJ9Yp7ehyyQR4JY4YImM/EORaW+0qH5KaRnXi8l3zvJsQ8buyRwAfRURfwW7ZWpSqAYBWS4r6q2K1DMMAOFOof1KOS5yHCUuAjtnANEKESci5y9iPmrffRe4W2R3jDtkXFQkqbaJo2LkDvZ/nrpgyFvVFZc9SPQDyUZ/K80lUFEBV5bHcqLD6WmHjNYvA2SCwLE7mmpADkukywd+68UGWbFnS8RH1/Aeo8soMTcE7Iaj+xZSaZ5FolsGXgWSzwxUKsZIUA9BMULRWF/NMDQOb6Jby1SBUWMFAF2/MqSRAPKzQRrNPoNNR68kzKRJqkqU8dk6FM9A14o6yhE0u/T+wYu4Xt/qTh98gUGuHqx0lNVzNaV8TEh32L7dY2dJ0wlqwjWcvYSSeTNBByjWEPDbB540xmlna35lm2LeJG6NZnoJNCwOMpWOfg3ilLZWDNVLWs6ojAixlQFHC1R32nhH//sTSrcBNbZpJJrlXyDH5/B7y7BdzbD5Z5HQKYjAKxogpdFW2gSqpiiPCBwcgtdzoed11SJouOwqhIFCYAgM4Hq1UgBCoLWU20ba+s206s36IQZ6VGXIYyFBR+XCF0nSiykGOGOQRt2RVFwKcjFKJ9C8fWSibN8Ghx/873kb1dJ5NjqNdOMnF1o33T/sdJwPSfuXfEBiucmeWZmMmMikL6FyiSEUprW5koFO7STbAh8BmHHbhosZDrFrN+HHe3+0lgVYEXMxTvHcI1DP5rnwobdZz/6k3KfZJJXqKwc3AfHoPWNfDBU1EGe7ug7S2hRTIDi7n8YxcG/86yPgshcBrXVWgA6K3LIu8hDrUGLewB9GHwxmqNzjwtk7l+t6jwO+nkMlZG60khFiIpk3C9B5a5c4EGOHS6DpJr6VhoGUsltE5IF+5nHKyxTbpa0DLGfzGAqgApk4yRwDUmZYS22/ZDLfMwidDWfDhGBp6RVL6t5BvKc/FnEAmTKqQg4K25rN6qGtWb+yierpF9cBBhGdckRkEik3KfZJKXKNR16O7vDvneRODMgda1KJblSvjurTAkeLUK1qLvl/rhPFd15Mez4sQKUTQtuKpjOmFuGoErLP7etMC6kjKBqsfrtSgqy8ypm5joTGmcCi9E67Ru5HyAeXhdDf0BWs9yFSGVmDzNTkxtB16vpa0see8j3u192DxD6h9tt1ronoWFVNXDducGMvLat3Vfz2olk4dCT1pPXUu72076YGmbwYrn9TqMs9TDAZbhpgGfLPs2r9aRacRVbWA539Me61qUfNtJcrmTFXh7ATiHbNWivTOLE6AvHHxxU2GZczzBk0xyE4TrBm4pihtlAb53RzBVIrHMmOGPjkGLuSiKo+PohOOmEfgjy8BHx6D5XFIHr9cAgsWpQTnq3GQPms/l2roRK1TxZ2VfrNeycqgb8GoNFKUoKr2fZ/jjE9DejliXy2UPBzWNsH4AKXNnb1iGWXZWKgSu4ZOlWKmAKLgATXBd95NFJdYrlYUovi5g+oplF4W0rW1Bi4WUr5sAsYjCpPlMxvJkCdrbEeW6Dn0LzslY5vAItH9H2r1ax3q4rsWJrX3b2ZY+V5Uof2tpE8k4zudira/CMyECKpm0KUBXCuPwcgn/4UFU6NHSb1tZKexuyzuiY+Yc8M674HmJ/MkJXOPBd3YEljknlzvwKiv3SSa5DbKzgN+Zi1LcWgCPnoC35uBFCRwcSe6Qz3xSsOw8h3t4H3CZLOfv7IqidA50bz868ujOnjBtygIcFAK6DrSYRwYOLRZSrijkftuLoHRzUchVDZqVcA/uyYSxNQf290Tp5hnc/buiyLIM7uF9UJ6DFzPwnd2g4KSMbCaRxXowK8Ha7iy0O1jhdPeOtG8+k75psM7uTsStaXsLtL0trJedLYGs2ha0tRBl2zR935yTNu3tDNrE6wpUFHD39nsY5s4ueLkGijDGpm/Iwnjb/j+4FybH0O6ikLY82O99GLs7PXR19460uyik3WUhE9bujkwY3oN2tuEePohjicUcAMB390TRn6zAswI0n8U0FPypN0CrCutP7yP/cAV87z2BZaruXFhm4rlPMslLFKoauKfH4Lt74CwDLVegpgUdBIdbnsM9/lAUUmDJ8HIpFnjnwcsVaJuAFmK95jnIc2+9B2hA8fV4HCxCPlmCgjLyJ0u4ohBF2LaggFf7wyPhTOe5rCK2FuCTlVisuztS5uhYLMFZCX9wKAroZCn1bG8DzolFHCic/ugYLs+lzVUlSj2XFQiKXCzwkyVQFiDdWzbPRfFVNdDUIGYZo6YGZWGzE/QOY3980rf7+GTQprhKOToWn8GsRHd4iGy77xvthRTMxydiaXeF9G0xF4u+qsThSbncu+1AzUzuu7MNNOE5zGb9isozyC/67I6AjONiDjKwDCl7qW1BhydSHuihOCfBV9TKxJgfNeh2Z8ge3geTwDIOk3KfZJJrEy5z+N0tZO8+Rvfp15DVu/DzAus3drD48xzdniy/3bIGA2j35sh3toC2w/oTd1A+2oWfZfBljmxZg1qPbqsENXugukWzvwC1Hq5q0W6VcHULt27RzSjBD34AAAgCSURBVHNw5pAdV+hmBbq9EsWjYzT7W8KXPqnhc4duu0S+vQATYf3GDuZ/NUPzcBfk7yA7XMM7h3Z/jmJrDmbG6lN3sChyNA/3ANxDfriGJ0J3Z458aw54j/XH9zD73gLt7lzacFQBzOh2Z3D7O6C6Rf1gB/lRBSaCn+fIVg2o6dAtRCm7kwrdzhy+cMgP1mj25nBNB7dq4IsM3aJAvrcNnzs097dQvjNHc38HxHel3blDtzuXviXtJt5HdlTBE0nfthdg77H+5B3MywLNA1H6tm/Z3hao9ahe30H5aBvdPI/PBB2j2ypA9/bg1jWau1LW1dKf+EzKHMgdaNWg2yrgFznypyu0u3N0swzF0zWo6dB+7g2wI2SrBu1OifykkXcgJ7DbRVZ7dLMMPBZFbGRS7pPcbHnFfTPdzAEZwd/fR3a4Bh0eg+d3MXtSgdoO7riSfO9NC54XyI4q0IdHQJGjfHQC9/QQKAu4oDhBJKuB4zVQN/IP3LSSQrgN21UygzqGW65BR0u4xQyubkEfHiEnAkfWSYbsuAIdHANlgdn7DvjwCHnY1g2dB8oc+XENenoIzErMHq2Ag2PkRS5l2g5YlH09eYby8Qr09BBZ58FqmRcZ3KqBOzgBmJE/zeCOTgT22F7EFLnUdKBlBVpVcJ0E2NNyjdxGpbJDfrgGHRyDZiUKD+DgCHnmwFnf7uy4knbPZ5i/twQ+PJR2Z6Hd80L69uQAmM8we7Qc9t97YFYgO6klEM0RiscO9OER3GIGms9A3gsjqmrhjlZA0yInkmfSdqBmHp2vRCRO9FUFqgtkRw50tAStG2TzAtR04DJHdlKDVrXcr+kkZfQsQ3nUAB5odwpkVSfb7p0hE+Y+yfWLDeZ51s8rLvlJoOX9xXeFpbG3A/f4UKzUB3sC0VQteFGKYlPOc1WDqhr+4T445EbhWQhLbzpw4IrTcg2elYKZ1w04E+VNK2GMIHOgZWCG3LsjlEwnKwo6WYM6Fnx4tQbVLfiN+6BVBXhIm07WQOtjeLxbVuCPP5A6bRmtZ12BlhX8a3elb8yCI6/FMuc8A+oGbrmG392W0Pq6EWXKDKrbnqK4qoAilxgB7VuRSd+YxQm5WsuYPbwn5dG3ibTdx0tQ1YA/8dqwzLKSzcsXc6lnVUvf1jWoC+1eVkDrZewrUbr+/h7Ic5y0qGll7AJzhwK2zyFfDZe5QCzK4gnMJJ4V8Pu7Qn0sc7R3t0I9Dn5rJs7mMgfPC3Dh0C0KNPfmEZY5jy0zWe6TXJ7cAGV71eKLDPW9OejH/roEnjgCdfv98V5pzvOG40U8jtkDzzkmBjgjAHekrixw0bsdc7wVjneH93u4PXLvnWGZB1vnlxmt56J9uNP3YdAfmP7sJX3bNsd6v90LtPsiZXZA3T1zfvsFngk2trtb7I2UmYE6hp9n/buREZBPsMwkzyqTkr48IQTqGuA6BlqGz0mOO6G0bTomD3GqJsfgcKzBQ2PHhMimYEcXOw739tnIsW33puNn6M+z9OFK+3MFz+R5+pP2Iav9uXTISblPMpRJsV+uMESxt2JtMZ1xHBSIPfZBuQyOieAzUS4ATh8zQJ7PPAbk3j5//uMX6s95ffDn9+Ey+nNuH0b681zP5BL7g3DfuDLYIJNyv80yKerrl7B092VvZW08ds92zAZyHRyjX/5vOj6zHZd1/CJ9cIDuoDr1Z3gc5RzLnfgVUABE9D6AEwAfXHdbLkke4Hb05bb0AwA+zcwPr/qmRHQE4I+v+r4vSW7T+3Bb+rLxvX4llDsAENHvMvPnr7sdlyG3pS+3pR/XKbdpDKe+3CyZqJCTTDLJJLdQJuU+ySSTTHIL5VVS7r983Q24RLktfbkt/bhOuU1jOPXlBskrg7lPMskkk0xyefIqWe6TTDLJJJNckly7cieiLxDRHxPRd4joq9fdnmcVIvpLIvpDIvp9IvrdcO4eEX2DiP40/L173e0cEyL6FSJ6RETfNudG204ivxCe0x8Q0Y9cX8tvhkzv9vXJ9G5fs3InogzALwL4CQA/BOBLRPRD19mm55R/wMw/bKhVXwXwTWZ+C8A3w/dXUb4G4AvJuU1t/wkAb4XPVwD80hW18UbK9G5fu3wNH/F3+7ot9x8F8B1m/nNmrgH8FwBfvOY2XYZ8EcDXw/HXAfzUNbZlozDz7wB4kpze1PYvAvhVFvkWgH0ieuNqWnojZXq3r1Gmd/v6lfsnAHzXfH87nLtJwgB+m4h+j4i+Es69zszfD8fvAnj9epr2XLKp7bfhWV2l3Ibxmt7tGyxTbpkXl7/LzO8Q0WsAvkFEf2R/ZGYmohtJSbrJbZ/kUmR6t2+wXLfl/g6AT5rvb4ZzN0aY+Z3w9xGA34Asx9/TZV34++j6WvjMsqntN/5ZXbHc+PGa3u2bLdet3P83gLeI6DNEVAL4ZwB+65rbdGEhom0i2tVjAP8IwLchffhyKPZlAL95PS18LtnU9t8C8NOBWfBjAA7MEneS0zK926+efLTebWa+1g+AnwTwJwD+DMDPXXd7nrHtnwXwf8Pn/2n7AdyHeOP/FMD/BHDvutu6of2/BuD7ABoIzvgzm9oOSV77i+E5/SGAz193+1/1z/RuX2v7P/Lv9hShOskkk0xyC+W6YZlJJplkkklegkzKfZJJJpnkFsqk3CeZZJJJbqFMyn2SSSaZ5BbKpNwnmWSSSW6hTMp9kkkmmeQWyqTcJ5lkkkluoUzKfZJJJpnkFsr/B4gngy2Tm4lOAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 34/50] reconstruction loss: 0.0000; discriminator loss: 0.0001; generator loss: 0.1029\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 35/50: 100%|██████████| 63/63 [00:20<00:00,  3.08it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 35/50] reconstruction loss: 0.0000; discriminator loss: 0.0001; generator loss: 0.1029\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 36/50: 100%|██████████| 63/63 [00:20<00:00,  3.06it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 36/50] reconstruction loss: 0.0000; discriminator loss: 0.0001; generator loss: 0.1029\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 37/50: 100%|██████████| 63/63 [00:20<00:00,  3.03it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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jv2nlm22/7bFqe7utJRrEzjRsP/Q73Y4ej/XydRCwcQg7s0mpJD2Vz9o+tIOOVd1YFVA+ByU5Teku1e1PE6a334TbTcBH98BfP4UbE1y8fgZ9APeDHex528yjREnhL3y6c+IlalapWguCFuisWkOtBcIW/Nt2ahbkdT9tgFGDvhbgWwDXz9p9WYBt29t9L/XJAnjbTgHZBmC1T3ZgsttpFThtvMDuZ8G7BlAGTrJtrQdvYw86UCpo2/PRBsnzOeapibUAcFNEPBrgxgnsCQCD+UDLHOxgX54RMmBmxcVGEmR4PwqXO/Sl2iEACa5aFYxSAPq/nfpbKsF+bzlgC1rAZa7YgqsFLwV55frb7zSbU9vMjtm00e3a/liwbTTyT9XvpTaWxrJ8uvfzNravvcmcVWsHhmGhjVUk2fOm17Dtt22r9Fg727IePJFUr1QF1HoFf/9cOPZvviO0jH+Zk5gOdrBXwYhAuxE09MKtq9rF5yBmMFRKSsLRq6eXf3+Jo1VrOWhtb3/fttM29jf6d0ne1/L1mrGpwNy2ASrHrNSDBj2XPHjdTxsv0H633q1+rv22tI5VqlgFkT0fS23a7VrwttentXY7lrKy10+DyY20EjGaRCZXB+UcTOeYB6f9iPjaCdw+Sq0aB7iJn0jLHMD9YAd7nmYCpTyO8rCOk3iNRTJngm/AMhC0NANwWd3SUgO2nfWQW2rFerk2IGhpCuulWjC0baxHbakPNTsYWK+7BUd7rBZAbZ+snNEqcSx4W6/dHpsFce8vb3PpHLVeciv1tIOYngPbp6V43EwXb9pogTcAfCRVQ1PvkQYPfHJfYjaEg+d+sBfQvmJ1gfj0CFiv4N79ZvYyxVPjEOu0PAdeBSToEghcoj7U7IAAzAOfLYes3+tf+5slSsYG/dRaT3ypje0PcLnNEsf+tGIE2+82aKyftftrg5ftdq7qd9unNoegjSdY2myJi2//t+eyVRkRSU2dSWiZ7v5j4dq/9iYoMlJHYHf9uToEVA/2/O26B/ZJD/PLbt5LOdfOgx5vReJ2JCvt0NG6VDwUftWApQYGbbBQ27WBREtTWFBp/7dtrvqNfgbMQfyqNjYRqB1E2u20g07bT3ucS/dFq+6xJQXs9vR7G3jW8/o0x9buU9sv9aP93dNsa2lW08xwZFWsOnjE2xv4razQxQS4cKBlDnawL986D9ruwTuRPvKqr5TA0FcN+5IRzYOsald5jO339q8NRrZeqG3TUjrt/oDL9VWW+rT0vYJ86722/VgCx1bR0nrhVw0I9m+b/NW2bQO57Xdtv9r4Rdv/JTqt3YaeJ6XIYhQ6Tzn3mETX7kiS4bLH/txoGSL6JhH9H0T0j4joHxLRf5A//0+I6H0i+vv59W993n0c7GBfht3ovW0CebReyxqo5xfyWV65yAbteAlwE88BYykAKB287LG21IG2a/+/KqlH99dK+LSN/d0Sr9/SMRYMr6JiWkqjBe8lz9/y8W2/l/p01flo+2TPo/28jRfY/Vw1eFhrA8y6OEemxHjKi5TvRyn5+2ALeALu3PpCaJkA4D9i5r9HRKcA/i4R/c383V9k5j//DNt+Oe1Vpxi+OnZz93Z+0DnXHyFAlsdbr0rQjFRRUTTgJBQNcLXnrGC7JMtr5XZqLVVyVRvdn/3uupnDEl1it2WDqM15ubRP+11LobT7I7qsxbfJS20A9UlUUqvqsW3svpbateelpceuM2Ygmj52HUBuFidImx5uH4WDB0CRQYmv2egzgDszfwDgg/z+jIh+A8CPfN7tHexgL4rd6L1NBF71IF19CSh13MkCcqZmyPzuEg0BXA7oaVvLH7fe+hLHOz/guq/WG7dtrI68BVK7nbZPLRVivd8lvvqq47uq37ZN2/928Lvq2Ozvl2Y7V6mZruvzdWYpMjW9fiGUKp28HkCPt0grgWo+l8AqxeuBHbghzp2I3gXwhwD8X/mjXyKiXyOiv0JEd6/4zXeJ6PtE9P0J+5voxsEOduP2rPf2GC6AlEp9krLsm1IxPtfyTmwCqQsA1NIES16j/Xyptkr7uQXmVm7YSjFtP7Reuf7fbgeYDzQWGFuVTrvtVpmzRMW05Rla9Yzy17ZPVtbYbqc9Bxbg2yJlbZu2b/b/Vpbaqmjac2C8fM4UDe1lOcDu0wuklQdevwukp6NlnhnciegEwH8P4D9k5kcA/hKAHwPw0xDv5y8s/Y6Zv8fMP8PMP9Nj9azdONjBbtxu4t4e+mPQFOu6omZKz7EBlfYlG7sspwMq+IQwT5hZUrXYpKKrVBwLUrzZ9wqAKt20nrxtp/u2lNHlEzQ/NguGS8qgq2Yctt1VAVgbxNX3V0kxbRtLx+hswLZpz5E9T/Z8X2XabikI7fNgr4HVTmY+lFiC8/x0tMwzgTsR9ZCb/79k5v8BAJj5Q2aOzJwA/GUAP/ss+zjYwb4Mu7F7OyXxvgDJUAXKqj9lmT314i0oLIFsa1fx5de1aSkLbWMBy+57Sa5nvdd2O+0+lvp2FRi3tiRTvKpPV7Vx7nI9m7b9dXEKvRZLv7V0ztL2lwaRq66npeHsMW3WwH5EuJ3XbP3ontAyCaAnnMNnUcsQgP8CwG8w839mPn/HNPt5AL/+efdxsOdsT/uQfcXsRu/tmMBeOHV39071tnXlI1tbRNPPnZNp+XVA0NI0wDINAVRv1XLf2qalKSwgaQam1pexVItuV/tgUuoX29h9tp5vq6xpj22J9rDHbGmZq8oatDMR+722sbXrrdmKj3bf7X5sv5eoo3YgWAo825mB9+BOEtj8oz1i78oC56knpOsktHg2tcwfAfCnAfwDIvr7+bM/B+AXiOinIbGj3wHwi8+wj4PdhF0lObPfv4pKn6u43Sfbzd3b3gF9Jw/pagDuPxRJpFIzzCBVSDgCmGqwdYmTbo9nydu03y19pt5su2KR9VCtx2tWYyo8tC3T23qb2sZSQy2F09rTeOb6vx0g7GCl4GuTv9r+WaXMUhv926ppljjypf/t8S4dY3u92kS0/BkBJT8CvcC0nxL41jEoAXBP9tyfRS3zd2CC+8Z+5fNu82BfkJEDeOGhPBiAG763nZPyvlMAPzoTEN/kVe43a5DWcE8JSJg//ApS+r0FI9328gHMOe+rpIhLnLc1CzztTGCpT0vyRrudJZlgay2F0oJyqwxa2o4em6390so12zY6mNlg6pLctJVRLimVlvrUtrGA3tJies6IRNs+Tgjfeg00JuCj++AfOQWF58y5f2WM3NWvgx3sOosRPPTgiy1oswGtV1L5MX93SR1iH3j9rvNPBnZLF9h1Sdt21qNUj7WVKVqwsW1aQLJ676sGmiVJpA3QtnTMVTRTW+CrzbTVz1qvuKVHlmSZ7aBnt2/pkyV56ZJdRY/Z47IzBtf0IQRZOF3vEyJ0D3bgwcniLonB3ZNpmQM6Hexgz9MSg8aprngPiAcPSPnWaZrzxsDcY0zp+rKzwGUVTEuxWe/Xvm/3dV1wsJUkLoGW7msJ6C19suTh2xmCBfrr7LoZgO239mnpHFlp6VWqHeB6MG+3CczVNXbms6SfT+aalEU95Bzw4y3gHWiKoCmB75wKLYPnGFA92MEO9hTWefBmAE8TeLsFP74QWgYAxwRqAcUCrPWil5KX2v/bdmp2qq9trgIr5awtD62zBguIquyxYN8GFS0P3prVfV/FsdvtWaDUmYnOGJZK8lpZpu2bVSPZ2Ynts1Ur6fm6imaxM5d2ZrVEZbWLpbS/A4Rrz+eeTo+BEDG9fgwKCfjhJ+COZD3VAy1zsIN9iZYBifoeIFmgg7pO1sfU9VOtSsMGO9UslbBEsyxRGmqWirB0g4KXXU1Jf2tVHEu0CvPlBSj0r62tftUMYkny17ZbojT0MwuQV21rKVlJ37fn0p4jq5ppeXQtvdz2ww6a7WCzdA6WZgi23TiJWkq3mRK6h1vE4x50cgwASL070DIHO9iXakTicbkcxFYgYJbFO/peOHULaFZZYqWSS8kzS1N/5ZoV9NRLtdSDgpAFcpVpLlEo1sMuSwJ284HFHHNR2Gjp2s6A6mwWYADaLbRTszXufRPIVPMWiJtZQUv7WJmlfmc9djuzsN68/l0K4gKX6RgL3tp/mwhmV4iyg4i22Y/AagBd7AEG4hu3QYHBdKBlDrZkX7HFMr50GyeRQ253wqMGoSpoGIApV4aMETxmDj6EUmisgIJ6lMBlSsFSEPrXAoc1q/awSVMWJENYLjtg21iqogVZYJ7+H1PllW3/iGqpBT3GEC+DI3NtF2NZ2Wq2Pd2Pvg9mULT90xyDJfpF+6FUkraxIGrPn+237Y9dZs+2aeMZLdVm6DLSxVmGHtjtMb19G25K8D+8B+4IfkygcAD3g11n7fT3YDdrUwCFKH/VI9/vgfVKdO+GUqCuk8Br1wnnqlSB9e6A6nVbGgC4DNJtXRTbRr1S671bhYgNvNp7pGtmFdYT9k4GK2t2EHIkvwfm1IT1dtV7bwOeCrQ6W+j8fFtlsDBafSLpU4x1JatMic3OpZ056WftwuS6ULaVQVoAt9SWPadtDMUGVpdiJ8wSn4ly3vlI4jN+OyEcd+Cd1OFKvZMFs6+xA7g/jXG6+vUsdpNyyuvkmgcA//LMe6Tbx+DjDfjdr4P3ewGKlMB5ZSakJEDfLQCtvrfXzwKGVbq0Mr922m7piHYBbX11XQV0C5QKvLF6l7O2gHjnXTenPxQ4nUNZJ7RQPQ1IO4dS11z7q+30ewvCtv9t0LgMZuaY9Hzp8RfpqJn56EDSHlsw7e01ar16e67ba2BnU0t0V94GDYNUhew60JkE4N3DC7gpgb/9TqFlDmuovij2LBr5pWlqy+k9rwHoYM9k3Dm4s608tP/8Awmqnp4ILXNyJEFV7wU8xmnuMdqMS6s6scXC1NpiVSlVascqN6wGXtvowGDpAxPU5Wmae+d5+9DfplQ9dvWW1TIFVTz0xJlnJ3kfooBr6Z9po9vRAdAOaEF5fzOg6Xlp+6RmZy8ZvNnGBspFM4MQs2zXDg5t7MG+b2ckLYXW6vgtzWNVNzZWsdtj/63X0J1PoA8+KbSMm65/tg9rqL4KtuTNXGVLg8phAHhuRiEhnaxBP/hYyg70/ZxzVk8XuFwOQG3o53yyDWAqcLR1Spyr9eJtG6Pi4JRqmQML+sUzdVnV09UAqQKP9ts7Adq+NyCG6rlTBnIFcGb5Xq0zMxT9LXNdvEK9fwV8y93rOdH9DP38+9VQBwEgzwDmgV/S6wFU+sYGoq36pZ1RtOUL9Py0dFnLtVtP3dI33gPeCfWSGJgIdHwEeI/+0x3C7RWGXHwu9Q4O1z+3B8/9RbBrKRU3f1Cuej3tPq767mDPx2KAO98JiKwGoO+QPr4n12y3B+/2ZUWmAiA2YBfjPOgIXNZQL2VEWr21/rVBWZignb2PFKjUO7Y0hd1vUZgYmqU321NT71u90KGvnruCtQXQzoPXQ91WaVPBT+v1FG7eu0rddL4GTLVPxZvXWYNRydgaOQrWqsxptfpLahd7bu2xW0XN0m/tOSz3SgT2o1wXJwMPf/oQ6Dzc2QUoJPA3vyb0jKMn0jIHz/1lMHKgawrzc+Kn9r6XtsNPSIY42DNY3yOdbkAPHwHjCMQI2qxL4Iy0EiQwBxiggnHrzbfp8JY+sF69tjFqjuKtq+etQTz7eTtYWIpBARYQGsny4BbMFHjHaR6wVGpGt+FgOH4JuhLMZ0RSX0XPhypnlP9vAS6l6tH7Tt6rN64ziLZAmuXoieZqHO13S3HpwGC9eG3fttFt6Pk198bsuLQPna8U0xt3ge0e47tvoHs8gX7nB0hv/yT8Pj5RLXMA9xfErgPvp/ktp+u972fZ/ktt5ABeoDq+KMtBROp7yUjtewGCcRKaRjnZFhAsXaPvLejr59YswNpBQkEEEG20DgTaDpCaNwqKNuCqIGuTiGKqwd9LwcsMciFWLzqDNqYwD6BaU49Z9+mcgHrpr+HYmWXQGPr6uXOyfc59iEn+nyU50XzwU1WMPY+tpNPSaEs0V8un28GmTbBqZ1P22HUAIQLGOrDQFIAQ0J3tEU5XWB1tZFNPQcscwP0lsCd51uToqwve1l5Eesk1611m/pqZgXGUjEMn3HaV7tFl0LpihqkAACAASURBVND3bdKRtaVpetvGApv1zK2OfOgr4LXqG6UplBZR4C7cfcqUini1vBqk8qXdX0rgoQflfXIvgxfFVJaOK+/JyftNVz/rfPkt+g7sCBSirDeqgO59LbylFlOmh0Q7Lv2cB1I5BMk/sEodPYWa4GWllXpNrcChVRrpeWz18Xq+W4UUkQSD+9zPzRr+k0cIt95E+NZbcFNCXPmDWuZlMU585etpfvss1SrJkWiwr/rtE2MCh9voSiOSLMP1CnxxIcCea8rQMMh3IYpqIwT5X5UvLW+r3ni7PJsqLWZqknAZ2PU7CyyqzrHc7zhV2mSa6vfqcQ+9AKeCZYj15agOQimJxr/QRrHw+DQFsHdS514zdr0AOe1lnxSiALp3sh0AlLgCe/4dbfdlm2UQmUwA2GWw1VmE9m8/SpawtglBqCkrLw3mHFmw1mtjr4leF23fJoZpkbj8e27VPHqd80wPzALw2x3Gb70Bt4/o3r+H1Dv4fXyiWubwVN6EtbLEz2CS2HK9dFHBl7wH9V19r16OI9HFqvfOyq8+/QCh28lv7Ief+ZgOZmwcBXQUtL2XJKbNuiYxJVNAzNIGfV9VKBbo21K2Vl6n3+t2FKxsoNUCvxeapEgC1ewC3jkYyru9ALyCvwZdOw9e9UbVYmidDJLcd+DjjbT1Djz0AInHrcBd2q0H+Tv0BfC1P6y/77x4/ETgTV6DOXEFdQ3gap+GSk1hP5bgri5cjhDlerSUiTU9jzZT2F4TDTqrmsjOVvR7MyOiYTDXrHL+HIIAv/fg0yMwM/wuIJz0SA8egunpkpiemZYhot8BcAYgAgjM/DNE9BqAvwbgXciKNX+SmT991n19aXYdwD0pkKkLYyCDJzlwvvEpl/akpQp9dp+O6sMPAJ5kWp8cqMzSef5bTstUzRPAmlw6BFhxg/e180h3T0HbEfz26+B//oHQASGCt1vZV99Lxqp6itYjtGBir3HrGS4pQKw1cjxWLzXz12TpGv2JUhQ5cElDXvO1y4HKnIw155kpUycDKFNN3HmhTZybvUeXqQWVVJr7jqYgXn3fgTsTgJWLU4+VGXAeTAyKmUJpqSyVVhaA72QQUGpJA6gBdZbBXKkRy5tbMNcA8dI1WUoms4FZe91UdQTI7GEYZEbhHOjhOXC0gf/oAejWW+B/4Ufhxy+WlvnXmfmnmfln8v9/FsDfYuafAPC38v+vvtmTbekKVbuQeNeFI1fQ1rbqkXkP8k5e2VMv3+WAHJk2cPOHa7b/9vW03Lzp/1eYz3/m+5p7D/fpGcAM99vvCUjeviXX/tYpaLUSsJzC5SQmpWp0yq8AbmvP2IxT9cizt36pDVCoA5VB8jjNde0GsJQa4P1YpYtqDbAVMLZKHiJZP5aocOm8GiSlXmkaS4Ho7zovbQy9QkbTTkqtqGc/zumNQvXsR9mGgrhNftL97vYoUk9LVwE10UvpFOuE6fnW97aYWttOaTNbgbM5T+2gQMNQZx67PXY//hb6h3v49z4WWmb35dEyfwLAX83v/yqAf+c57efFMKtjbUBxFuxswRxASbnO3xFlT97NwR7OCaDr9/ZzovlLBwYL/nYwaR/U9nDMd19hYF+yz3xfU0xIt4+Be58Cq5UkpVhrU+qt96de+9BXZYYCnAVroAz61mMklTXGKF6obs+0o6GvIKUgqUCXgZnWq1LTpARQtX/q1RIJVx6j1BnPHnvZT2LQfgTt9gK6mu3qXNaiJ6GvOFMrCsydBEbZZZA2sQW62Akn35vgr+HnkQO1mIK8iIR6AarSptAyZlBVuiy/ilzVXhtLu7TSUzvIti+9xtpWaS/dX+elgNxuD77YyrF5j/7hHuFkkM8ISMMXU1uGAfxvRPR3iei7+bOvMfMH+f0PAXztBvbzYtpCYLFVrxSaI7HQJxZogQLK5QbID6H1zgtIK5Wj7dWb14fbPrz5VTh6MxgAuOzx6+xi4Ri+gnYz9/UU4M62Ui9kswYPvSQxARLQs0lMNmHI6qxbmsx6f+r12QFC2wCV4zUgPJNfplQBrlAEqdIgOZBKm/U80KrtleZZDZJ8BBRQpxBFKZM9W14Nldf2DtxXuonXkg/A61Xe1gq86mb3MXsv33m57/loLeCX5ZHsnfDvGShZB0WdCeixKT2jg4c+VxowtrVmCjXm5p59S0fp9mxmqtXq63Vqg9z2+tokJmTv/ZP7QOfhP3kkyUvf+Qb8+MUlMf1rzPw+Eb0F4G8S0T+e952ZiC6RuPmB+S4ArHHUfv3S2QwIW16bJ7Dhx2eZck1wrHjWSqEsXkB5CBdXYuFUBxFg+WZa6j/RnLefHxyEev5K2ee6r4Hm3u5vId06Aj06EwoAAGXPkPd7eZCtpr317hQUbMKMgrKlAhS4LPeewYSZ84yR5tffUiH6dzVUSaPq1DXxSKkclTEyZwDNXjgzeL0qIFkWnMiSSO47kK4pu+6Qeg/nPdxoeGiHCs5E4IGAdQd3vhfqJwdR9fhFTTNIcHQ3giczC1GPPvPr3HmZXdhjV+19CAD18pvJqF302RzNAKxm+XOrmrH/29LNre5dB15LyehAot7/W28AFzvsf+Jr6M5G4J/9HtK/8lPwuziX2C7YM4M7M7+f/35ERL8M4GcBfEhE7zDzB0T0DoCPFn73PQDfA4Bb9NpLHcFbVJk0YD/j2H31zOeqBx3lnaFwrhidmS+DsWaqMoNiFJBvp4z5JqP80D81B/8y2A3WyPm893X+Tbm3b6/eZjBLkCxLBSnrl6nvq7espsDVVle07fRzm+Fo6QE7UCit0AZj1fQ36s3ux/p+CjVoCoBXPWgKwnEr3VIW+x6zR+1kG97LIJDBkzsNVDogv3djADqH2A/1PswOCzHMoAOkoxXgALcL4GMpg0sXe6T1ShKzlPPPihrKMkz2UmOHxkkGIluOwChUYCksR0BI85oySp9Ec4/Za6Tnta3gaQdee+4tyOs1zgoZ7Ed59lOSfu9HdGcjwsmA4WhTaJnnyrkT0TERnep7AP8GgF8H8DcA/Jnc7M8A+J+eZT8vvM049Mpnzzh0C+Z9D+q7HOgxL+fzMmy+enTXvOjSy9eba0kVY1Oslaox3uBs1mCPqVXeLMk2XyHJ5I3e15rEpDxx3wtFwXklJq23AszlezaoqvSATWUH5oE61WFbL99SMMA8oKfbUF5cU/oL1ddJv5iFTulzEtFqKMDNmxXS0Voogsyf076WJKAkfHhad1IXpfeIpyvE4wFp3WO6vcZ4e0DadIhreYWTAdOtAeG4RzwaEI97hNsrpKNeQH7ohI4ICbzuwb0Ha3kC9eqdA59kNoBZ6JtMy5Sgr8tyTH0mvKsF2oiqesnWoNdEs+KdG6rGrvykYG4H0fJcmoFAr4n+r45e1wlVlwO+dHIE/+EDgID47a99YbTM1wD8cgaIDsB/xcz/CxH9KoC/TkT/HoDfBfAnn3E/L4fZQKQ58ZQ5QpU+Aiic6WxRhiZQxUup2vaCFuqFS8IIaW2N/D2lBNYgT7NYsXr+ZKaFlJKRWn7GCdWzSEZfLLu5+5pIQGG9An/0Cajz1YPXJCZTP2YmUWxpFDvVt5669dh1W5pWr4BvNe85s5SnCYS+7msy6g/d7hSk1ktOWNLkI6VuiDkHOmXw4fUAdg7ELEDcOxAD4fYa3DvE3tznmZ4May9rgg4EMEDMoAi4sd4zFBLisQyCxIDbK/Uk55jXPWiK0j+tl78eatJSQqVcdJu7sZ63oZdrkWWqdbBk8G4njpNWx9SB1lIwGgDO5581d+G6jGLrudvKmRC+nZOUq+CLLaaf/BFJYvrBfUy//53nX1uGmX8LwB9c+PwegJ97lm2/6PZUwUbrKRfdrU7xvDzExVvKQSPl4vNUlr0HOgcmzCmUxDJ1zRpemZpG0SwX3W6sARuncjcU+oZAKLfHUjajHKj8XQJnE3x9lbTxN3pfj5OAiAZNvQefP4Z783U55zZFPqWqggEqVdBO39ULbBd+UM9cpZEZtDklcSyatT9J77uYB38NmmphrylIgNJ7oWJS9tyLYkQSmixNwoPSGxBgj0lmLoPcfy4yQu/gYgb2jQMIIHVgPcAgOdRIAAFIQFx7uMhInpB6h/4McCH3YzLnBpBnxsnvaAoy41gPma6Uc85H6zJYlQHYUFDSWZLnLCdclQFzqTSETTbLIoZLdJvl2C31lhJk9Q3x+jkE2W/nwbeOgXsP4PYB060B/uEjML1zqC3zPOzawCmMx94AexsoFdqlZhKql24BPQ3Zo+lIPneotTeydyPp2Aw3Jrgpwu08sJd1Ock5IDiQ12l5VjaEIDdTYhDx4vSOiMD28KIB8VeIgnnu5hzS67dA2xF4+3Xw+x8LWKQEPn8s8ZghJzEBNZhp6RSrttD/87YLoCjlZ6kb1avbOjEKLJwDpNnjrpSA3JPcd3KP2eSjSEV2SLu90CGrAe7hY/BmBV7n4xo6TKeinHH7iLjpwD4DOeQeHgcFYpT7min/7wEKgIsOlBh+zwAcKMngQAGYTnvx4McEF704OKsO/qE4Ouy8uPj5WBRo58dF9Zyo7t5SLQr4zteiatNUQVo9eVsTRrdnY2l2BmbjIa3CCZABvu8lt8D7ksTUffQQ4fRN8E9+66mTmA7g/hnsSmBvvfhG/1ofLhJePfN7rODedwLevUfqBeDT4BCzljUOJADvIX913EgC7m4C+osEv/fwvYcbPNwYxZPPXnzxUGIEdZ2s0YiYPYYmqKeHaLwYNpm2l87JV1NN81TGvYd7cC7Bxd/9QLzFW6fiRd46BS62cp/oLEuB1tIpdrUkoBQeI+XH8++YWe617GUymxolLcWjCUrjKPSQm39PeQUl7sRrL2qXKS8wvRpAkZHWHZLbgCKL1w4g9V6WgutIUuZ7AkWU+9gFRurkf2K5BYnlfo4dENcENzGwB5gIyRP8yGAP+JHgkcCdcM7eAynINv0uIt5ew+2DUDRjQDpew+2nov6hswvwZpW18FRVNaqsUc4cKNeFx+kyLaNt8yxpRsO0QXIbP7EePLA8CyASRZWpgLn7qXfQnY3wP7iH8fVvHEr+3oi1tdSvAPWiO289daBcTOXeSzCnk2AQ974Aexpc8dZTfhjCipB6IHWQzzxqKJwJfs+IKw+/d+hXDn7r4PcJbh/gxgiaIlj7KJ0F+QQOeRYAXKZnbIBudi5qeYKvuA7+qYxiEinkB/dErjeITruoTKziBViOqdhVjjJQ67XkaSp12KlR08yoAVsXRe/NkEsQTxITKLMGpQj1bwfQ463UhvHV4+Tew+0C0qYHbSe47YR4mmcgDoiDA0VGHDxSB7iMp+rBg4BpQ5VuGQTgwQB7QhyEekzZs/cTYzoiTEcew3kCRSD1BB+Ryw8IBZR6Dz9FcO9Feqn5Hszg443w8utB6DINwmrRMwVnVQpNQcohAzURrFxcKq9Lq14pFtjraPl3e721EqjOpqZJBuYQwKfHoJjQn40Ixz384wuZdHt6ohrmAO7Ak2mG9vulwGkL7CZ4SqpIIMrUixQ94t4DnpAGD+4dUucMDZOdagKgzrUHkgdSL++hcanszfsBSJ1D3xG4S+ggHhFyU3ZO/uYsPqLMuROBKKtfSIOpWce85NE/gZo6mLFJVmIqqhjvgY/uAXdv56qEU6XplCvX4lwtkNhpfAaKGaADl2MnzlWJXUsDFDlgU2sFkEJgJUi6kvt6txeAJwJt9+D+SAB0ikjrDvFkQPIOceNAgREziKeeEHtgHKjct0wos1FOSi9WTz55ebYoARRZxFtMZbY6HcnA4aKUI3BMGG8P6HYRsXdwY5C+7aPc2wAQJJbArgftpyKdpBzY5aGv8SobfNVgp01OMrOocp5NQHUWxFaz2nmNmXhfhQtW6RQTsOqB+w+Ak2P4e2eI67vgd79eaZmr4mTZDuD+BLOlA8pnLddlgd1nCaH+BbJqoXrN0haAcugMCf7owg4JQCD4yHCR4SdC7I333gOxp8JPguRzUKVu4ooQ1wS/9eguItwU5UZfdaIcmALQRRl4plBLkBKDOAnoL63n2dIznMSj974URHvhjMhMTb5gG3pZQ/Xho1o+NwfoynRfgVfBN6Y6zQcuT92VCggxZy67Cv4LSUzFtEgW5wC7XQJPKy9mqpD2Uw1C5oxVPjkSTt17YLMSymTTgZLEbWhMSLcFUqZTX4A4deKRuyC3novAeCL3sx9ZwH8l37u9AK168HEDuElmp9OR/HWRZCYwESgxwpqATYfuImHyQtGE0xX8xQTuHZBI1rIdOrjzrQSFXaglggEZTFdDLmyWz7UWM1MVi97fularBXbgcoAbqDSOzuwt124Dqq36KV8nun0LGCeM774BfxFA73+E9PZ3DrTMUxun5cqM5nvAz0HdXkDrsQMVyPVvCEU3y6plLinVWRrmhF+kDPSKRpQD6W7i7LkLVZN6Lh67vorqIIN9WFUOz+8JHhBlAVBX5HFcYwM+l36N2dvxDpQ6KUGKWKmAHIydnx/gJZM7fjGW66zoSkzw2UufggA7MC8KloGehqE+9Boctfecc6DVwj2rnp9Ngy/fpQr841SdjrLABgS89b0mK2U5IR91oEkDk5Io5KaE1LsiVXRTQiSH7rHcC2kg9Bep8OapI4wnAtL94xw8zXEjFyWQyo4R1wQQ0F1w4d11lpI84Ee5x9kDNAEM+Q07h+FRlGdgJcfh9kGCqCmBNwNoX6Wk7CjHD6LEFvTYQ8yDMNcsVmTOXWvUK21p4xmWerGevLWWrtH/1ZMPQQbt3IanCf4iIB51cEQHWuam7Vpgf5rfUa6MpzdVL0oY6MVSuSMACgmETKlwnXprdFwoGpKXUw9evHud8lrKBiuIegCAy/WxOXLh2gmALsRMRBI8dZnsdKlyvDoIpFSVNK+QBPK5mBOvUXluTWJSyRttNpWGAeYlaNVbtJ6hGQBmKhegDgT2vQUQ5uqNzhLasoql8wLe+lnOnxAdO4F2k2SKAjM1F0XGdGuoNIsndBcJ4cgJvZKMEICAfsuIfaZgGHBTdk44/3XVmaEI+ImriIABvxcu3gX5zXji4EeGH0U5Fo6yymYSQKSYwMnDbaeSUAVmpKO1SDxDpp4AAfhcdoFiknNSHCESJ20KOQBN9fzbGZMFb+uR6/fWw28H7Uzb8H6U53IEaL2C/+gBwnfeRPr223ATS+GwAy3zdMYxwgZPZ0FDcjXhp+UsW/NepryOSqBLFygQUBeuPXUV2EEEF1IG76xZT6h8IDCnFfJvBNjz347ge3mf+rmiBiQPXOqdDBYEYMgVJgtNRCAEcYWYAeSnMqJywbYLys3PPlxW1HyljUjAYL0Cf3IfdFIfSrLqC31Qdaq/JJPrunnyjAKFAov1FFWTbb/XnIeyypJdrcjNaZ0M7LwaJJVfOWqIs8EAxls9+vOAcOTLPRcHQn+eEFdCmfhMr4CA6IUec1H2mTqCi9lZyQ4JRWnPHeo9TyhcfBwASjILCCtCt2N0Oy6OkR8Z07GDWznE1SCDRO+AbUA6qrMhqY8TZeDaj0ItreoCIgqyuiqUbNzVQXiseQvqXQMoCWizej42ycwUbOMQahudnenA7ahuYz9i+tG34cYEf+8M4931gZZ5KltYTONSWv2TVCGzIKqfqWIKsPddXqAgv9TDBgTEA0Ccqqduk5Qy2BdpoqoV8vaqBy/SyRKUdVQ8eLBM5dARHNw8v6J4Jg7oqifPEYCTG4yt8mJBRVPO2XVJT19FmyapjDhOFWi3W9Cd2yjaaqueYBbPLYRKFbbeHXB5um+zJe1grANI56VeigbrgEoP6n6dA2L2SpNowdOJB8PDTaFkgfLKi9O6T9BCX6pVdwGwfIHfidftAsNNJIHQxFJfCZCgaAB4JZ68grb8BlU9k7fZX0gbpSLjShyk4TwhrOWe9yMjbBzcJM4RBUY87ks+CKYAHK1kzFGQzgllUlxsrAdQMIElC3U11BmNWqbdbMCUdJv2+lmeHXUgaBdX0SQmOJJkq08fgWJCOBrg730K/qm3JHZx/Z33FQL3G1B1XPLalaZQYLf1XYqMLCcn9X4GxgBmXvmVgK7vmWuNEjOL4CiFkXSbol5wcL0ob9g1yUhOZgdMADp50NgTKDkw52CSy9tHdp481xsXwGxkyEDQyiQPIJ+NHNLpsdQyv3sL/PGnBSz4YleVMlpDPD/wl2hAS9FYugWYy+/s2p7A/P2l6X9XFSN2kEks92xKcBf7Wu8GADwh3FqJBz5GhOMue+GuJBixyzp1CABTZMS1OBzDWRLdu5fcDPYSHPUjQ1Vh3Y6FU8/6eBe4UDou59+BgW4vCU4hbxtQ757QbVN2oAjTaY9uK4AZjwa47ZQLg1Hx3EFUZJGcurpOa6HEUp3RlJiame2oLdFldmbV0jItlRNjSWKirgO2e+B4g+6TM4TT10Hf+vqBlvnM1oD/bMGKpQet1bJrzXUL7CZ4yp1+lgv+PCWgF0umjalMRxoUTTrYRLjE8lNGBfecAVg4cvW2OgcKmWN3LJpms18CwEkWAJndTM5UljTnkJy0eZXKETyTdR7uYice4f2HYE6g2zmJ6XhTF67Qa6oArp65LtIBXFZlqNlMVfUOFeRVR5/7Ir9PVRWTqyWyKbpV7jP9jIWyYC8A5fZRinzlLNHUa66FKLwoMLpdzEoWL2A/cvbeWe45pkzDMNBRiS8BAuaUgMgo3Lzf8zzZqSf024RpI3y7i4yUhArSGavbC//OHeBGcaz6h3uk4xXc+Q4MObeUuFBO7BycJnA5Ak2xXptyLdycR2+zhFWlZGe4FtTtwh+XZk7Shuz6ryFi+vZr6B5PoPML8DsnOTP3enB/dnf2VTCzHN7srzWNjltgt4tjkBmdTQJIAfbMr2tQlLInLov/JgmihiQ8YH4v60Hq/uXGK8EufQFlUCjbTgyaItwoLz+JqsEFeQhkQIAUCHO5tEHnauq1y1SU9TiouaFn58YMcrma5GIZ5K+iMUvCzKNzcEyg1aoACTQmk9vNBnNr1gtc0rETzf/q53ZgsINt0552Y/HeWTNV83XnLm8vJKH9HMHtg9B/K5IFJHITP+YYEaHMGt3EcFOC3yf4XZJ+cL5HU6ZrMv3iR85SxwrifpLnRBKpq87dj5wVNNLGTZylwoRulyT571jpTyrPWxo83MUIHnLSl3PCtevz7SAJhnbGY581rXHfBq6t4sV6843CaSaFtG10kMg0GqckeRArCcBTTJK9/vBRpmHr836VHTz31pRmsP+rtcBu6q8XvbE3wK4ZqK7eDMUrtosB2wc7e+5MJABsKBcA4OTnv9OKd3oPZRklAaApSeCW8/e+7r/cGI5KjQ2iVD2WVPcPVc8Al/j2WWC1qcn9hdulAO8LMMCEUNcB1YUsHjwCjo/y8m9m+Ts1K7HTIJsFAuvxWT7X3Gcz020h36/eUASAUEMhiveuwT4ikQcGIK16qeiYqzK6fUTqZT9h4/P9wqUmjB+zPDJJCQLKs9Q4+BJnEqqFMiUo75VaAVCCsy5wScRDrqMkGxDwd5M6SfKxnxhx5RAHoL8QDXz/OCGsPfqzCWnlEY8H2WbMQVClWlISjt963QrGgAHwNP9fr4v9rBRXaxbkWBqcy0Eb7z5GmXU9PAfWK/h750hv3wa+9mYeyOiJjOcB3LNdSqWflRkw4KxUTLOwRlnOy3DutgjYdcZm5CfKWaEkN36hcmwSlFpiqYynAK9dZ67B0AgwJDO1eAzMdVUoQAYjQFaL0gGjefiRULS3DMweAEtbFaBvOfj2nC6eiOfEz3+ZvL/zEkyPCYh7OYc6wI5jlZi26hirV2+n8BbYgfnvrNeoFE87/Uf1glXXXjj37KUSS62YGkCVQL2bEsJRhQ3ODoMCuwJx9zggrkx8KUK8fIJkZJOU0YiDJNwBmUt3yOIB4dcplz/yo95XxjHJNI0oxJAllVS8/JSzvAEB8DRkWaMjJMp5H3pLqna9iBWQZ9WxPuuqYtOkLxuHKte7ucctqLcDuF47O3iU+EoWeWSJZnz9RPT6j87B37ydZ+EHzv2zW+u9l88NbWOAfbb+qXrv+r6TsgLUXAhZwd140r4u6iCDgjN/qXg23GW+PopHQ5Hh9nXJLRfSjBuXoG0Ck9TVVvUMRwMmBLNKvavyrFmHqaRKE+UVnhY0uqWa5CzI+hWmZkjiGs478DSJQmMYSk7BZYrLVSC4KmB2VWp7+95SiUAJlIKo1D0noC7CkdU7vO6LFlzqs2QPPN9j3OUApu4mB0+VbuFMy7jIQOQCuNK4Hm/q5J6Og6he0ko8dr8ToJbkJoKbCOw4a9eFu9ffE4tmHlAqR2atEblAWU76cx0hOkK3iybfBEJnZhVQUS4RVY27Vox0ToQFycyylwLcbYDUDsxFUumXr9dsu/n3nQdfbOXrXhbPlsSz5Wqu1g7gDpjKhiheaNGJ69S4LCJcT+glyWNbttdTDgLJ4r0lgJpYHp55L/J+bXVIQhykQuR05BDW4qHIdDRzjxPQP3Zw+zyl3Eepg20CtcT2XmqmmOV9Vs0wyeDEys1L9UEG5mtGvuj2hBv/i7MMikSA81LeFxBddIySxORIgEXB3gZQLZC3oG4BRNsrxWcHDp1tJgM6ugaqJlkZgKEpSoXHzLkno/Aab3U5wYiqKCA7GQrihDn9p79NGfRB4rGHjQB7OCaMt4C4YbAXQPc7ghsJ3WOgf8wIIHR7wJ+lnKFN6C4iwpGXDNhe9h1XVAK3yWf6x4sEs9tKgLcP6lB5uN0OvMkLjFAq9JQu9KH1ZtgRiIWTnxUZ0/M7m+k2VE7Lu6vZ0ssW2H1OZCOW9QD6Hv6TM+y/9Rq6t9+U2EFHhSm9yj43uBPRTwH4a+aj7wD4jwHcAfDvA/g4f/7nmPlXPu9+bsyeZkk4kzhA13lOOhjohfNG8ujMAhveAiiKZ4PYjNREOWhEUkCs94irDOrHAuz7u4TxNhA2zdbOCQAAIABJREFUErByI9BtHfpzYHhIGM4Tup301415PyFVgI9Jjg/Vy2GLf0SFnkH0mUPlQucQUOMATPUYXiS7IUC/0XtbgbvrgMcX8yX0yF1eAEKtWTWr3GsW+EucJs0B36oySgmDDEwK/H1XahlZfbbsW5bEoyBBvHDciRfcyz0d+kqjEItcUQaw3AVGoXCIGQjiLPHgpOZRBvbphDAdA/vXE+LdgP54xGqIiNFhf9GD7g9Yw4ESoWMGj6gF8zL14oJQJRpQtbOE1FPRurMjxLVQPbyVQDC8rOBUFrtxpvZ7iOXclpWnFNSVninXhSpNA1ym0fQalXtCadBMvVhP36zBypzr+jiHdHokfc7xG1EUXf8Mfm5wZ+bfBPDTcnzkAbwP4JcB/LsA/iIz//nPu+3PZZ9jibdL64IqfaCg3HhIc0mkUjFUHzzn5LemNEDdPgrVUwKoGggt0zUpo5oGh7RyCBuH/W0B9t0bjPjOHm+98Qinqz0ebDe4d+8E4w9XOTtQedg8NZ1SuekosvSLnTx5jopUEkRg9eZzbIA6zk9RbpKUi3QA50xeKr968e0qFcqVzW/w3o5RkmI4104/PQFfbEEnxxkwQvXgDHCX7ETrsbdg33K+1nMsQVRc5vMLFejKwF0EApFFLVJ+l3cXcsEwoE7+kMHUc6mvXpQtmRvvLqZSyrpkqg5UCuCNdxh4Z49vvvEAf+C1D/Dt9T18NJ7in5y/hX+8egs7PgKTgwtASARij24n9zR7o6fX08AZwHPpgtRLFqsLCWEliU3C0TvQRMDQwV1I0hIPHRAZ7mInSXxH67KsIGnikvP13GuMwsiLL5UW0PdqRgZJrYevf+0MebMGnz1GWsuCJ/j4PvjduzWwfI3dFC3zcwD+GTP/7qWKiS+T5QqHZcQ0yR+1Row8ZDOenTKV4auskL0rulwA8+xSoI78+rer02gNCMWeMB0TxjuM+LURv/9bH+Dnv/b/4PetfoB/Mr6N//H0D+HX+BvYjwP8ntBvqfDzWtageN4RYMgNxTYRA6j7zVNt9gkIJINfojrt1HoaMCASq4fzQtjNl0B4tns7yQLTRBPc228Bu7183nlgu6vtNMMx22z9Tcvrzjj0NP/ODmKWMgDm3yvw6PYscHVSAz25HhjEuycWnj2shVLRWjG66AYFAVHKmEQM+IsoipYgi6tr8pELyttIKYFwO+Lrrz/Ez739m/ijp7+O19wOD9MKv7r+Du5vj/D+wxXSuTpL2TmKKKn36r0KD+9AaxQlT8ye/LQBhsfm3OqglamqIvcs9KQrid0gqsBeAp5caTQFdg2y2uul51mfDZtxrO30f0vtEAGcQJ3U2KfVgO7+Y+y+eRt059ZT0zI3Fen6UwD+a/P/LxHRrxHRXyGiuze0j+uN09Wvz7qdmRRyodojOVgppAYj9WXBtVAfyoEnZB58/qr751LDWvYlDne/mfDjpx/jX978Nv7I2uFf3fw2fuL0I/SbSfS9uRxwnbbmh8hJcFe9KiSlavT4mpf+1mF2TNWzyLOVJ5Vk+DLtZqWPz3Zva3KMZj+GADo+guqoWQFWz6flzNugmwWApYCcAknLxVuvMPPssmyeBk27AkhFCADkMhayIlg49llBAlk8xgNg5HK+XLxkADV/IyEnydX37KgoYNIA0DriqJ/wzvAA3+ku8O2uwze6Lb7ef4pbqx3ABAridKzOGMOjCL9POdiaZHacsnIkDzy6uJj8zzJT8FRnIbkkQTl9q76u/ao5KbqIuKNSVK9o3dtAOHOlZezAqabnVOsCWWmrfm+vofdSzsA5oWG8A28GdNtYlzmMT6ZlnvkpIKIBwL8N4L/NH/0lAD8GmdZ+AOAvXPG77xLR94no+xP2z9qNGzduHyDl2a0M0pnVaiywO6FmLp1dBXLLzdn3UQKtmnDkR0a3ZXTnhPF8wG+dv4H/c/tj+Ntbh7998RP4jUdvY3wsXrsEWMWLIhPRL/IyQIA9NscFmT7rawYEjdV1YF9gYF8a0D9nf2/i3h7jhXy23YPPziWlXJNkVoM8xIBZzNz0vZU6Wo/9Ot30JQUOzb/XbWVVCIAyCFFKUmDLCaCmQRamvnSMCZiOara1dSooJzxpGWtABgqtR9PtEtwE+D2Axx3O9iv8zu4N/OZ0C+/FCb853cavb7+B+9sj0Ei5LWf+HCZATXWhjdxfsFaHzM8Dyyt1mgAFRC3NURRp1WMuXnymXGSQ4tl9X2JTbGbA7QyWKkZcCrheOpnqPLqamaz3Qt8BISIeZzXTvU9zbgDmTuGC3QQt88cB/D1m/hAA9K/0mf4ygP956UfM/D0A3wOAW/Tas9G3T8OpPukBtyuiAFlZkL2gpqzqrJKbAp7y7N6VzE9A7neOLFMoS8m03npIIrXKSR0UGN02YTgTryO93+Mf8Dfwew/u4HS9x8PtGo/uHaP/qMfqAdA95pIN6PaxqHHK6vOW40e+MZi0VH3xakom4JLa4qrzao6FsyKoBdiyuPbLZc98b98e3mJ4J3z7Ji9Tt93lBR/SfIC3Dzkwp060XesRtr+zenaiSrfUjs+8f/augonWmZkimHymCjMF0sv9ncClkqMGLFXV1T/OqfNJasFQyFQfSXAVALgTiqbbM9b3gHDkcO/uCf6O/zG8t7uDd9aP8GDa4P/95Efw4e++huGRQ7eVhCRdnCaxlBZ2OSNWE6HclEDJyWyCUZbnA2SGoVx8XPvq+Xce/iLUWcYUa9llPa+61nG+HipOkAxyrhixhENtnESvjV5fDaDaICznctAAMMkA0X16gfGtE9DREZA4z5Ku981vAtx/AWbaSkTvMPMH+d+fB/DrN7CP52u6khBiBSaqckAJbikN4wrYFb2smc6yJyTvSuyylNi9yhQMvRN+O+bSAfk3w6NcPCkSuscDtu+/hotOPJOjLWE4A/ozFrXMVtK8KSQJqAJVpwtcfS9Q9bBI4waZZ6SQM1aR9dHIjI4GVW3A7wre/SVea/Vm7m3VtOfzw7u9SCJ3e8wWulZzJIWtgLmHvpTF2ibNtEY0qyUjtBzXxdlLIHXOA4uaSrzhcOzF840CKvpeE4vCJgccGYYDF0pDCtllUEyMMPhcPkAoy/6MEN7f4L2P1/i949fRHQXE0YMe9Nh84rC6L8Aus9hUNfUR8LsA7h1on8BZyeOC0DByz1MJEVHK1GUkOM6VKH0NAOsdSiFVpcy0IP29ihKz8Qz9vwXtpWvVDggx1kqeeeEOWSHKwe2lRLFk1z5HtQwAENExgD8G4BfNx/8pEf00BAN+p/nuxbVZAo7QL9cG0JKM4EWlkj13KLennqrTqVzWkKO5MWKdYstILYBMMcGFlB8EBz96rB5mlUFW8/gpwe8Z3U7qdmgyk9TtSMV7LxLG5niYUAuZ5a6xBmEB2KzXQvO0N+OLEki9Ybuxe9t58CrL63Y7GSBz2dgC7JZzdTkwZ5OZ2nPeZqouH0D9a+vFmN9wphjZ+6LcSEMnGanlN7UMgB+BsHayJN5ENZnIAz4CaSApqZvpHqktI/dHWnmpRz4mWTg7CcBuPgb8Pi8LOQzgbsAwAW4EhjPG6qHMSP2e4XOlR4rZSw8Z1PPaw7JfqTY5Hfsy8dZM1uQkVuAmAei4cugfTeKxq0TZetVXxTisI7MU32jVSbo9e70sI6DJUPZ3Ss8cbYDtDvF0Lef004fgH38DFPj50jLM/BjA681nf/pZtvmlGCdJ1wcE1L15eJb4Sx2NU0NJKHft87JgxQPLdE3iCpzMdZ3EzOtxrHQIeVeyA9Pk4fex8PnsSbaVABfFS5eiY0LBzLLtULly7msZ2MKv55u/ZMjKD8y54bke2p6z1mt5hezm7m2hw8g5sPN1sfRpwkxx1QZRLV8LLKtf2sDeVe91+7nUwOy7xNAFpNlJol3KHntayUpLWgcmrtT5AeIKQus5wGcRQFg5uJElttiR0DmZ+vHbkP9qNrWXFZUeMYYzh7DJ9GMPgCRLtd9K7IkC0G1j0au7MZp6MJACZmNC2HiAxPlJPlNHmaIJayqlg9kT4sahu0glTpB6D8fZU9fFsfsOvB+lQ/nakNWzWym0vSbW7IDaqmRab18tZgbBU+HyuwdbjG8eo7t7+wulZb58u4kAn3LEyYnu21FJIBCuLYlHbxYamKtIBCjZyU1agjRMl9UwSsWgTmMRoxTr0u0FKhp1msx0HIZCaQKzJdPQzAYA5GNA1gYDpThZDnixV3XPFafyqqmoff+KevDPbCQFuOQajICTKn8am6CuE0puCnOQaKmuJY/Qpr8DVXNdvHSqMke9ZzJHDeASyEgJZ8r3Ri53kT139oSwloWsAQHQPiaELjsznXLiJHkaTEIRaskCzYQF0E1RZpmJkVYefpvQn1MZEKR6o5OZwMRSTZJRZgJuSkhDViF1yqnL7DT1VCbHYSWfcaZk/Ciad1X3lGcwmiqsyLPXrkliVCfHXgeXt2Ex1v7mkmNopJFWVeMNRVYvrvzRtW5DlIH3ZC2Z6A5fSED11TdmKdfqkT1WQ10AswuunkHqJaLtkgRxuCMZOJwDIQdkmC7tx/6lJHViKPj55+1UcPG3PIsJaKYkwYNLJp+WDs3bcBJgnXVLgT3TCIs1dw7AfrUxy1JtnQdvd6BhkGDZKqOkJqyk+YDMSdbRvTSVX3qgW9DXa6aBVAUgyhI/K5fMiUwlQSnKNU7rTmqkD0rLAHZFJNG4C8DFAUje1ZK/eXAQ+iQibjrRwJP0M+YZqdtPss1BslCxF8BK3km98hGlXkxcefSPRqiChwlCyRBlPr0ORuqpA0IZ9TuAO5R7nYL8r4oZcIKbBEy596AxV/Ic+pnyrGSo6jktQWueX7929qXWKKFKhqr9XukY3c9qAHZ7TG++ITz7h/fBb5/IIPg8OfdXzlQfvcS3t5USjXHDy7HXh0Ci+gkAdQ4uIdebMYkR6qXpSi+YUyAUkxCaCqztNFCniUR1MQY9HKaaOm2dkFyWuCRdOdmtTNH1x2YfrecO1Bv6YNdbkcgx6GgjD/s4AacnNXDXLLMGyrM9y8kC1UvX6+3n13sGOHk76EzgtXUG9LMooMLrTlYpggQWOS8H2e0Zms3sJgjA9kBYiyOjgdXUa/novA8ns0UKDL8LeQ1f43z0UoeJdOEJJ/eri1GqnQJS16Z36B+NcNsgz08nSUaJCDyIpy4DiWx7PJUFOlQhMx1Ld7o9ROmT41Y+JfHsBwdsCaW6apD66VzURkatVAbMOD/Xem00IKrXzSaaqYeeBwJqEtdm+wkBGAapbbMf0Z3tsX/zCH2+ztwR0leClrkJyw8KtRfrKjMyNmIu0etSe5pQ5WJAVhhk5cnSNWnTlpkLp01twsMM3KOUk3WG/iEqCReUGIx8g2lRs5wOHod5/RtRSCzwhrqvg312cx4pp7Hj9Aj80T1gtZJrPE01qKrqlVJ61wC3n8/cyvuWo7dtSmA2e5aYOycUU64hI8FemgQ407orHmFcyT1k66yDgHAkdIlUKRW9OncAArC/5dBfMPqzkKkdVxU0UyqLyJTTYwrcMQAXo3jOkYHOFfhiolxCI9dgGoRqVDUPJelPWDuhkRwQ1wS6ECDsz2sAkgLQTRLclf+5DDIUY6kRhSmIAk4pJW8GV0cC9Oo9WwfoqtnV0jUE5kooLVLILMt2Pt5KPsRukpjBm69JotZT0DJP0FF9hazJSgVweVSd1Yrh6ikteLBMyCVN5SZj5eFVPdN34i1p/ff297r9xDJ905tHs9z0BdSZhk4Nbd/MTcW9zxUn8wLanop2WNQyXKbBKpmjpP1IKDLRK6aDS7QNJ356fXtexenK18to3sFd7GQh5g8+lmt9+0TO09FGOPfMqWIK1dtLqerP9VrbwFybBamfA/Ve1ethMyuzcefrikO6pBtLMD71XiSGeUwAMp2RUABV67pQFA8ZENCfjgl+TDmjNd9jHVWHpVmbwI018O/2QVZ86hx43RUBAGfvPQ2+ePuas8EOotCBUI1hTei2EoRFqjQSkJfmO0/otlGcrcCZ48+cO1GuL5NksFPnbTfWmXVKmdpiM3imWiOo5dXt9dLntaVrWrUU51gMUIK74zu34HcB9OE9yRWY0oGWeWrLAVN2kOBm48GLiqXx5jP4LYGX3NjV66HoIEWNPChIgSKtvcEU60r32Yoss+xKR/lmX5ZCskktlm/PN1OteyOFk9Igv3OT3OQucOY6I2ifwSYPXk9ajHexb/Z8vHwJTDdjMYrn/sOP80pM3by6oFGy1GXdjKdO/3977xZy2ZKkh32RuS57/9e6nEufvs9oWjItIQt7sOfBFxmDGQlB60loEGhkCxqB3qUxehD4SeAnCxmZAQ89A2Ykg5A1DzZoPGDP04AlW5cR6DLTkpjT6j7ndJ2q/7b3XpfM8ENk5IqV//6r/nPq8lfVWQFFrX/t3Gtl5lo7MvKLLyJoSgmboYFiobPPWcValERJOZldmb2eweSpH+F68QMwCeNLStrJLtQGE+UiGxVhTCkw2jPG7p7QEKttlN1A5eATIwWQXUNsK1HsMQJBdgx+CHA7KS2njtIcWFR7WefW1ZQ6IA0ppnxKIb3P41pYN5xSJPgtT4SByOjuVRnoDq0HRQe3G8UfFqeFQn77UQLOgLx4ksJp2bFqfnclhKZUVrX47QJsg5iM41zTQcN7gfKIUD/eYri/hmqJWLtZCoV98oVX7qp0yFFW8Db1rzTSH0ryNmoE3k14dJKYah2CEnWMHFyQoA6KLJz2kLbEGrE4TltWIhLIRZk8mv5gdhPOWR1JvjRtyU3dR6492E+5QmIjdDGpZCPfFX78ZLVPP35jtbP8f43vvsh+CRG06wRfTcwY/vQJ6OQY6AfwGKa6APrsfMLlgf27SOC6ki7PW5aNUUbUD/marGZ5ovXSoNaogxuj8DWSAeNY/ETjmuB7oLtHcIklqHTDxKhMsA0wHCZlPjLCus6ZI/12hNsMYnl7SVTmr0JyTqWi1MyZmglmuG3KLukF5gyNQ1i7lBiMBC5ay06ZUip0NwjmrikIKKQdR2C0jwaJIekC3GZIkalpIdGF0qQU4MpLnIoGNmmbfX4MnVPn5p+VBpI+O/PMOEZQVYEjg+paUlYcHoA2Hei4Bd69DxqFCume8Rv8Qiv3G61JE3yU26aIMTKfM5ALE0hSfwk8cr2DqyRjXmgSdzdxgik6uMHLdjA9VIeV/ABDmBS0bgmJwJEmS8z2bQYl0ZSQKFkdnJQG1x7cVIhtldIJJx6wT1vTiJwmOG9Rk1MpO2xVsVuY5gZIahEjdQU+WgOPz6ReaoiCuXsH3u0SFdLQ7mIyMBR3L61B4Dq+Xh7P6LlkcHdkizGn9bXfTVWYEJNlPUS4AIwHHm5gNBeM7QOP0EpUdGyQqyBpEZmYMouKw1UKXLSPhgzHMAHDaYOqcVOajCB95drlID6EVPHLEwgOsRU4xg8RIQVZuYHRHzvpY0uSqyYCOYFYSptYbSVq1VaMCq3w96urIS8mNEZZVGkKwlKHM9l5UqNpjFNkb8lWUovd5tYvo4pLqx2Q98HCavdOgG2H4ZvviEP5wx+Bv3oC38fFcs9yW8w2pR7IUq7AkTHtjSYlRyEAA4EGL9Xe+4kOSSyWu+TAcHCdF8uij9AgCrdFWsWvK8sSosliFqCcC0YLh6gDtakQG4/YeIS1R6wllbCm981Mg8QvpiH94AyuO4OE7rIe6ZsouhOqa6HTrpIF3/XyQ87PzaT3jXEOxZRb+wKfzWKtdr1OZmnE+ffse62pM5oqKznnIjBEhIMK1SbAjYzhyCdmjBTacMkwGA+BaiMKfTgUzDuk1Ltd5dEfipNVi1lrig6iCG4rwdcTM8d1QWqFBkY4qDOlMqwr+Q04wriefEZS+ANwPdAf0ZTxlAC/k/GyS1GrB24q3uEJbiMMHt8T4qqBu+rAqxa061LyPz9FbKtVnuGV5KtQ5a4+kZuiUPW52OdUWu55lzwt9DSM4HFEddZhPG1RHR/JR7WDw9N/i18c5f4MmcEzek6hGcs/9h7EMccYiFs+AsMIIoLbjqiStTQp0qlAgShpeeDVNkX4adEEDTRRa80ETeRelcFJ8gX5P2WohHNiMdai1NViD63LdSuBBMl4kmCRMTEQdpi/0NbLn5ypJSST/7YWYsqr/kIThr34XO0vX5wps8cRcLWwZII44ejoUJREP0xUVhsFqSliLQUSmBTBPn67nsvXm+iYkhYxAm09JciKERgYFFNUtMIiTQVEKXYtaTUES2+uGJKPCClISVgzNAKxAcaUoTE0DDeIkk9bUvgeKUdMxHBS5zrA4qCV4tu0Snh8WgRi4xBW8ltSKz0zYtrk32qTc7cRSz36lCmVhcpJEWjPZV6tM9InSEZLC9IYcyZGGsZ5YfoxzPO2w/hNtJqWfSaWDaP5g9Sa3xe1qjs472WXRyRGwHoFenIJvr9C+OBBhmWWGqoqpUV+YzMGubQ1RsKjrUVElLPDZGdqSBSqMcAN4pByXQ3XN3B9hf7YSR7sAy0tRoAD/JZQbzzqq4hqU6HaCk3MbZNTS394rCkKpn7NKHA2BbFT633uQNXMeaF1sqPQAtup3qQyB1wK4KBB7s/jOC00OZBpgmQW7P0W0vXAqgWfX4gFP46JJdPKj1h/8EVEJIC58rZMDCs2rax13CUM21rsXHmQwg4Ji88QhHegbgSv6lxmD5AsipK4ikGtFMHwPWM4pKREGUMKGvIdMBxNeHckZdNIINTYAhQI2/caKerRxZweO1Y+B0eNhx45ERmJ0z80Dv2hYOZCVpB7hJXAQb5nuA2yn2s8AOoroLqKiE3KI59SePirIaUEiZnySDRh6jQGKdqhGLude30mGj0KTMFoPDd+qFTquvjaICar6FNbqmvB3xsJYuq/9WXJzfODH6N/8NUFlvlMYpyWWcGnxWD2sAzOLA6f5PBMFjxREMvXE/xOLOWqocmp2hBig0yVDK0kY6rXhOZCvlPVDrx1Yr2MUSJVM/bN2cklfTBOOKKJ7thWiREjyjyk/8c2Rc4G+YH6LsJvozi50oJCY5grdutEfV6M/S4s77ukUepCqQ5S76WW6vHR5EAfTeqBpKh5GOZBLrPF3F3H4stnU1J3LQ5vd2SUola9A7c1aCO1FRSec90I9jWqsx2GkwYuODSXEf2xB41As2X0xym4SZ2ro2wQxpXsWn0vVrymLmAvME0kQLyqaQEwC5lmmdQSd0yyqIwHAkn4LlmvCXGiKA5VgYQI1UYseYVDXc+AQzagYuPht+JcjidruLMNqOvB61Yiiu0OyM5/rcq8yN+uu6txFOabfT5qqVeVPJN+yAr8WgqJ1F4NAD4+AB49gd/06B+uUV1JfYAFlvk8cg1z5wJuiNPDMFGrHCKIxglCIYJzDlWKBKXgEGqpZhM94NTpdADERpIyxYpQ7RzCzsGvPHwn29fs5GRGzguTXj4N7uAU3ScwizdKfQ4PMSWl3kvODr8Txe63gwSPlJzcp03VTfRMo8DvnAJ51/x47xBPD0G7AXj/Afj3fiTMqDGAt1uAnOQxaZvpnQpxKuIBzLf5qtwVDij57nabb5hXQqn0U3GOyLKIJ0XPdSU0xKbOjBF5byPqJ1IO0G9HtEg0vMCok5XsBlGgfidsGjcAwzFQbeXz4TBBkKq/OKUuIAApN7vmOdJAQIpiaYcGABK+3mJK3ZuKb+RtNAvGHj2hORMYxqfiHqEltE8C/Fasa38lNVNpCLIjueozvo4xpBTXTuZHoRLluc8iwqu5L2QcJwv9WvRw+r6mctbvaLoBdbiO4xTEVNegs0vg8AD+00vQ6QrxW1+DU6fyAss8hzwNylHlqlY0RfCIKQouNdNH7AafHaoUBaKhKBhhSMEYsSb4jlBtCdXWoeomJ5SGVzvNjc2YSvmZuqnKYdfFQgoRT3h/tQOaywi/TeXKguTVoH6UYI3tbtpaankxTjsHYFIoSI5eSxPFa6DMXzPhysNdbMF1Bfo3P5Cow+MjeYYnxzLfVTVR7CzfXX/0uZhGlZVIjmy17bLz1EAz6oPRXUJtYBq9HzBZ8DEKE0wNGOcSs0osbAoMbgQOUc0qilYs7WrLGI6FucIkin+CZpJybmgKnEvsFjcwHGtJPGReQVQ/c6qsVG3EYh/X0gffpUyRo+D77ISm7HtJKexGRrWJOX4jF9EZk58suEkhA5JPZtcnqCYZdQq52Myc1jmqxtAszqAgYgCyGyudrLpIW1aNWvXKytnusPv2VyQFw4efIP77X4fvwgLLPFNugAkEmlGsfZrEXDzbboWV/x5GMCoQyYOmxF5xKUVvXallIg+NWJT8uAbCWrDD0IqlIRZQekEHeUldkB+XC5yLEYNUeSu9USygWCEnS9KK8OrMqq5ChmFojKLYtx3Q9RmHRUw4ewhgVS5WMlQUF4X+FKExIp4cgD78CGhb+dGqQrAKWxWy/aHrO9bUEzMrWYwWHpw51ks2TaZCQqAXrzWBk4UajT8pWansvQQ1KXsKAFNEXFdgR6i2AdUuYPewFkYKMbrEDAMBzZlAI8Bk2YeVpPHVwthuhGDgrfw/1kIZppDO10iLyfQdYqA/oZziw/XSRplkfuCcMGz1JKA7lRWkvhgQWg/XEfxVj9hUiIcV/DCC2wo0ukyBzOkflFochhyfIAtrSGUS3byYh00fUDJr9F1QfP4afGbaVh6869LOyoGPDkBRdk/jSYtmuxNI962CZUoMrPwMuPnz3O4pk0EuK3NVVhl7T59fCyBK9+PEB1fHKyM5SZKzxjHD7UYQM1xfgcYKFIRnO26dKPeGMAjLSaLrHEArynVRc0BGnGpBKuVLoZ5ZRGzO2YG8QPiB0VxE1OcdaDdKQEuiW4li14hUnqz1m5yn2mZR7E+XcYQ73wBNA6xagAjxo0/g3nkgQUz9IIyaqprYKwm2yWLZM6rULW9arUZ13FnlUVUzSIEo5LBQtVVCAAAgAElEQVT5DMtoFPauy0qGQgSvW9mN9oNAR57gN+I76N47QLWJidsOrD+Ve/ZHLlnsjN3DhH0z8m9F39OQsHjN1OhG5KAoTXMQ6/TOp3zyTuKeECthwLhRvt+eSTEPtd79INb96tEo0GY3StR1n2DTIcA/uRQIajeI81TTL3T9tPsBRKkrSwZpHLoQWNFnsO+ZWIhToRj9jnXQxgh0QbD2fhB45tET4PQY/tNLhIMG/BNfkYInbx0sYxX889Di9nGDb2pqLXgrar2b7zMnvrsj8EhaByPj4/6cQZ0GO9WCna0chgOX0qrSBKFU8gMAZEuqnHmIoXSNDq94phYQ1sXA9wyfKtm4PqK+GCTzXy8vtW7Xs8PW0uZKxb4nuMvKG1on9eVKUwvmfn6RmTG0Xglzpd9JuT11vqkhmHZM15RDyU/Xc2r1le32VXHSBdtXs9wopPlZUq4jBhIWn6JMY4Tb9IgHDWLjUV2NGA9FfawfjRgPhDxQbyL6Q0njsf4xY1zJ7tRvJYEXGMCAlJlR+PGawdF3afiJBVNtBZsnFjgmtCQVmcQFAOJUWzXBPvUVZ7aN7xj1xZCC8wIQGLyuBWO/7MDrNs8FVz6zYriu5DhEwDNyicLSf2EXWVXQNv++YdHMKm6VC2+a5yy6aKfv4p37wLZD9633UV30wPc/RHz/D8DvtOjJzXIr5U5EvwTgTwD4mJn/UDr3AMDfBvBNSMmxP8XMj0nM1/8BwB8HsAHw55j5/73NfV4HuVE5aWoCYE6PLCwldk4UPJJhHVM+9sSPdSzZ6TTXtd9V8DuP0DpUnUOokwO0RSqSoBeGwdknuEWTOzkWdoDvxHLxfcLoe4bvBXOkMQpDoOszIwYhXM8bs2cOrgVSOQKikxz3M3m2I/Z1kVfyXhdBTPDJStc6qqrElScNzHF3a5Hb45JDrcpFzwGGpZEs0WyI+JyvHMzAMIqyA8SKTXES1A1wJCl2wZL/BSTQRjhsUF1JEJAbItjVcI5T/hlRdqEGfDflpqFOGDOxIdRnEsE9Hohj1XfIRTTcqHlr9LsEEEuhjYBkpWt1JYEsQ50qLTHgekb7aIdwWE9l/zgC/Qi62klum5MDgbaccNpZs6imqmio0/Oo5VllaCYUylktcU0cticvENlnNb18c0cqIAwZ56RKl+4kxgDuelTnHcJRg/pgLYtZMxUdv0lua7l/D8DfAPAr5twvAPgNZv5rRPQL6e+/DKkY/6307z8G8DfT/2+O2B2Bdaiqg1Vzy1jsHTDbq6R1xxHsZGWnkWRbPkhVcz9GUNfDVR6+FV5xWFU5FW/MDtFkyZP8CLJyJ0wFuCMEhw9ItS5TArBhqjXpErWNtn3KchcEX4/GUjcZH9mOKVkcGXZSK74UR2+SbgdexXuteHcSSkqcYxQFf3o8bfU1stiUSMQ4zqmPsyjJOLfm7fGM855eFO2P5pfJND43g2hoGIGrQRQ+M6gTxeWA3LdKA53aGmFdo3nSgb1Df1KDIlBfDBgP/FSeL6WW5g3QH0HiPHpk/5EaMQrVqLOQIuBZnLUuCPul3kRQSPnZO/FBVY7QPtphPEoK3RHqR0IbpG4Ui3w3gFet7Fo3Xc64OIOn4rSbgabfsAFKymgBpoVWaY666KoesHCM5bvb55WrdMUpeLGS8n5UeWC7Ax2u4T96guH0SwjfeP/FwjLM/JtE9M3i9HcA/NF0/MsA/i/Ij+A7AH6FRTv8FhHdK6rGv7bC+8LrOYLjhMfPyvGpggemh2W+J5Z+ADjlodlBOLC7XpJFaXKvQbixNEiVc5/SmmrwkaboBZBLoMm9AQ300KAkRIYfZJvtUuQdDWF6iWOUrHOJBcCjcQpZsRQ7i7fnbIMT3j45nu+YdniT3OQ0fxXvNZHguAdr8EefgKrjKXglVdlBVYnVti+GwEJ/ljljMfdpQNOxZV+oYtJ0B02do6rzPXLxiWStpipE+Yop77vmMY/rRJkcozj1vUNYebjAwCDnxrXL6Tei0UN1wuFjlUrhUXKkJvweCYMnRi7CDQhMo9Y9V2KhuyHCJwt2PKxRXU65YkrhupLiJTsZI21lQeLKy29Dg/VUFG+3bKRhmObUWuT6N5EEH+niandTxfPJ9Rq8n6x/rSuhDty6zkFMfjei+sEjDH/wyy8OlrlB3jcv9o8AvJ+OvwLg90y7D9O51165P00sXGMzSGaIxjhGJHUoABdTUqS07eIhP0AaJ8uKgIyzkvegukrh3onHroqeUn3LZMXLRWUrqdXbc9KlQawtSf4VxHmnL125iNkFqnxpgZliZ1UalsuexpidzzdP4mea8xcin/2eL/a97tNOyaRxxdUG9M4DmecU0CJ9naAXHgaJTlTnXAm9lEFM+n0Va70Dk0JXnN0GNSUKJB+sQZfbSdnFtJPTGq8A4tEa7mID0jQFRHDdiHDUoHm8Q1yldL0RUoA6wYeSe0byrbsAiShVeCWlDvYpP7xkXEWGHX0fAZZgPzcC9S7kKkSyIEgBbnKUWCTI6QSYAL/p4PoB8XANd3YlSj6ls6ZUsIQvLkHHR5LHftcj16MFssLlvpdn4kj8IyV+nmiqZA0928YGNzHnXdzsc+fAveyscxDTJ4/htwP6Byv4x0/A9OUXCss8VZiZiejpy0ghRPRdAN8FgBUOXkQ3nl9UEZQO10JBzCz5BNEAmAohh5BK7020swxZGI4rpxVf4B2JVKSqAtWVvIDAlCXSG6vY/mh1K5iKc+QfZSkpfSozA0OPWSoBvY7SHlWMlX5N9vD/9+583mD5PO81ULzb/hjx4Qlo2wNfeihBTHUli+12CzgPqrzketcgmWhKsOkWXpNU2eduk4PpORsxCVyzKsWBntooxVJD7i82KQVBPxke/SDKfifRm/7xRSr9NiTefCUBTT/epPcvCmaf+uM7eZ9CK4qtDVGSgJkskQ0mfxJFcYpKcjGaFJgjtJ+mEoApqG9WsDow4AluO6Rsp3GqhVpXYIwSgVpXk5UOyO9iswPW6wRBDdNvzcJeRIbKyHN4bF9aCEuDtLsvW7BDF2v7bEJIqQdY8PrH58DxIfwnZ6DTFvztn3wlbJmPdFtKRB8A+Did/wGAr5l2X03nZsLMvwjgFwHghB68cRSLMkUBgIlxgmTNq5XtnLx8IQA+pqx0E3bHSrN0XrbnQZIWzZ1gEA5sCsee4fyq4G2KAsV1IyNz1qXjU0DSHis9yxeX9fJc7zVQvNuHX2antDsNYjo5lh/xyfHkrLPh7CU2GyPQx8k6tHEHFn9XUSzX4r8lfKicboVrnP6doBdLkeyTwosR3Dai8NlnxUT9mHOv0xCAxmDsSdG6MeZr+6282xJFnSxQhsAzgyhS9oSqT5GyqvSHKNfTnOuB4fohRbbGvNOlwFO+mGEUaKk2FZaGcXKOKvVRHtxsl6L4OkcTMWyd3qbNjOKou635SzFnQOk5ey1ggmXaRvpMNAti8h9+gv4Pf+1WsMzzgKS/BuDn0/HPA/h75vyfJZGfAXD2JuDtcyfqDStiKvdGjuYYfCqDxuMATqXSOESxgkOYtuSAfNb34K5Hzo2ujsxxzDg4p+PZv36QYKPNViIbzT/e7sC7DjwId5qHYfpeCLmfHKb+Ks+WE/43KX3z0rxFlvgt5YW+18rMwKPHEsS0Wk2ZBoFrVX4ATMpalXNTTzivdeaVdVbtOXXgWT9QVYnCqAr2jToPNW+KnxT3NeyaOXPCOSlMdk6w7JCKagNizT/eigW9G+E2faZVgiSqmiKjftIh+3p3kg5AK5SFVSUl5fqUD6aWikkUxO9EzIhNBSlynZyjKXZDc+vwupW0C7t+Go8qzcoD69XkT9D8Pzp/ac6oaaZnYvPE2AIrannbIKYSninnVXddOYe77NB4GMBdD95swa08+/qsw3hUI15tMltGq1XdJLelQv4qxMn0DhF9COCvAvhrAP5XIvrzAP4tgD+Vmv/vELrY70AoY//1be5xK7FK92UrnT0Kfi/f/WliIZvSMlarHkjwTXrDAxKEkzL12S13umZeDBwh8/0TzEJ5S8nmVsZCYIOb71Pi1in6OuWIeQnySt7rYYS72EoQU1LS/MOPBXPfdfNKTJUHX3Wg1WpSCmrtlZa6Hs9YL3uCmKyyHxMtRRURIO3V0dr1qW1i1MwWD1E+1PWCC3sHd3YpycZ2nUAdRAJ7bLbSZt3AXewkMraqUH16JW0aoVkCQDxaoTpLBPfK5ahp7SMFKV6NwKgudhmu9Fc76Y+mCGCeKU3SWIHIEoxVVzO4CYCMVxVz24jFrjtmdW7qYqoL4TgK9l6y5HSxtEFMdv6sP8s6ZO01QgDvRoFldjtQvQI/egLcO4F/dIGwug/8vq+9cLbMz93w0X+5py0D+Iu3ue5nkqcN5BmDfO72t77uno2QUgthlKOjubLn2af5JSEizKvopK1uLhDAwjM3+PlTa52qYr8NNv6WK3bgFb3XTY14vAY9ORcIxtEUxKS1VFUJjGFKT2CLP+i237JmSkxXrXqrYGwqA22nbcrEVgZW4F2XUtW6RCFMibZ0t+kgylnzxWvSLRZHPo0BXBNomxKR7ToJ5qu9QAlqsY4B7mwDXiXmje4erB8pRlCXxq4BRt5ljr5a5FwV4wFyAXCySnvoRZHrzkZLGnaTkuVhkPHrfBtnKYC5I7SMQC19HvYztdL1uSmGrwtBVYle8IIQ5CCmXY/up95Ddd6Bvv8h4s/8/iW3zIuWZym5mWX/NOUZnSh7bV8W5FZFrVh9trIKD7xzuIaNl9vociF7VrbHa87jPdb9XWdafJNE6aJtI5lDNTXzZjsFMZU8dbUadXuvUvLb7RbfWu0WF7ZKyuLvZSFnvbZ3IFJGSBD/0LoFXW6AtpEyfCR5kzilMGBAqJObHdg58MEq+xCoH6biF/kcg9dNJnxRMA5K5Zwn2ISpkmsA01iTk1QXHT5Y5cA81oAtjlMudmbwwWr625bG08yPClVFnhZYpTaqslcnt30u1qENzBfeEodX3N3CNbbNkMYZwjyIadehOu8wHrdo2vYtzC3zhsq+BSFTBg0Ecg2+sVaXjTjEBLOQN1uzfU41Pa/yNKv+WX3/4mHvL0a0EpOKsfR4s5VKTHUlvhPnJsqiPjcNYtLjqnp61R9gzuRQBQ/MoQLr1FNlqk55IrHe61r6v+0ydEPbbsLmz66Aw7XQbbddvhZtdlNfUq4cVt627kq3/UQaSH3npp4rxj5mYoJa4JwWR6QqSRR5irhWtovWODBzQmOYYgp2O9B6nT4oCAnW+Em4Otn5t7/LvCDe4Ei1kJldDPSZWCer7iSSg5s3G8H6tzvQ0QH8x2cYTt9H/OaX3tLcMnctz1Bw/FmDePbkjs8AzUwpz5VsVroJd8+pd+OEufM+C/3zwiuLYv/8khQRVi34k0eg5lRgNUfCiBiME0+ZGc7NA2H0OnV93eoulUkZqwDkgJmME5vCEhlzt6yQGIWaaYq2UNPM0xJHlv7r384JBJMWJk7pCzJ8ola1rTua+qrFutWyz9a33YU4J4ycUcgBWieYMZXMAyA+gBBzxG+mPqpC1SpYmR1kdjcpDwyAKfGfzp06Pcs0zFax63h0fjzPLXm7KJSGlkJmCaqhppkqMfUDhm++B78b4X/4Kfpvf7DAMq9cYjA/xklp22yTM+imgDdUIZNy4pOzdF9913RBAHOscV8k6W3l1jz1RdnfXpThNAxTNHDXgR7eTxTHYaaMSS1b5kmZl9afKiMb3LQP3jHWIlmsN52bQT4QhTJZpzErYlq1WSHzqkmWvE/vZ6FghlEgkC4FAllfASDXS7lcONF/1YJnG8sRQi4sok5UqxApRKEFKy89QSzk4rRjCQTyDL7agg7XOd0AiKYUDDqfuw5YtRN0Y++lKSPGIHOhO6aS1QTIQqbsIXsdZdikseVzlvqq/8wio0FMrg/oTxv4s3MwfSAxAHi6LMr9RUt+2Qt8uozgJAceh9lXr2HZt1GiIcydsW9Wbpe3X5xDfHAsMMQ798EfPZIf8zCCdzt5LxonTj6g2KXx3PlZsjNK2MVKdtKmrIR6Ti1ItdiB6W+FBCwbhGiCiWIUxQ5MylF3F8TyGRHoajvxyIlyUBABWTHSYNJLJxgl1y0Nca5cbRRvmlMwT/x7nRtbMMPEBFDbTIvTOKZCGManESW9BilbSMetijffl2a1UmcO7txZ49coFzb9nn1edp51R1BVkjysroGzS+DoQIKYTt4Fft/X4AYWKuQzYNZFub9s4Sjh+de07n4tvI9uWZ77zJTMRe5OKg93vhF44Icfi6V670SszKNDsRjVsQfMcXF1rM4c6HGu5PU7KpbimNpY3HoGDaSMoBn+SdY/WYWki4NVPva+qkS73mRJTI5+SxKIsShuoVZzYoORtKcQp7nQNqOhgxLJDtnOieaAUUZLTrWgqTI49zcn53Iu76SIaGLAcGKe6ZjN3JLmALI+DUtrLGmq9tnZNmWQWsl8IpoqMaUI4u6n3kd1NcB98gT83sECy7xyeVkUyxcobyut8bWVGIXN8ePHQnVTTrkzFmapFEqWi6XeWSedSklrTPedibUyDT5MVTWPZi3ZOd4LjVETm+m9UgBT7vesNKCbxpcdh3GCaTTHjSrvyljfiSWDMeQo06lQhumbKnTL3Vd8W99xLXqScPCcqyfNhfVpsKE55h2GikIkarWXzlFtlo7z4mjmefYMyl2IM7ujusoV0cinSky7HtXVgPGwhr+4FLbMAsu8YZIyUN7l/Rd5wTKMwh5Rh2jlwY/PxGrnKNCM91N4u8IllillqYoq+6iPJdau59QpqH9bJpUq7LBn56CWvjJGVPnawB5tp38rPdda2TqOmVXrJoVWGkUuLX6+ur4wAMafxHMOui6ImkJAdwDqw7DxAnbx1M/VUi9rnKofRJ2lto1R3rMyeuWzUv+Ijj+PJSJX2okRvN0hx7fUNfDkHDg6hHt8CVrdA776pVvDMgth+YsmHG/+t8iLl7pGPFxLSPl2C764TIrLSYqIUnGWPGn9TNNIAHOGhhWLnQNzxVNy3HXRKOl6SRFxWXzC9ivBEzMan2X1MOdMk6J0Saxoy/5Rh21lYA1V6pqWQ1k1lZ/OWcWuYiGQca7U83i1TVWlOgZxBqsoFKM7J1Wcs9KSFp4CcuK/a89Enae6WNi02nYhUwaO+ZuqSuo+6P2Oj4AxYHz/FK4bgY8fSV3aPsKFp/9mF8v9dZNFyb5lwoAXVgg4TtbdMGbK48yBB2TH5jWnXUmps5YgMMfeLaZbKvsZeyWY/DJh4naXMRYWdmkbUDCsHLsI2NznOcI2QKpuJKve7kaAiR6pFrqFKbyBsWzwkY5H/RJE+2MENIWA+gI0kEyhlmGYoBgzp5TmMPsrdIxGoc8iVUuao+b52ZdAzM6rLt46FuemNBDmGdEQEBsP731KysZgJjxNFst9kUVeqqT0s5o/JikiHscpZ7syZVQZWuehWuNWke8r1AFM59VyLNtYJaztyuRXqmCsxV7CCmOYB1JZGEeVVSr8fQ1vtsdKA408V4JqnaujWbNV5kWNJoWv8NQ4TnCQfrecMy1srWOu6wkOU7G7EWAKGtP5s+MsF179TK+jOwP7XPU6+rd9PhZWy0kHR6Bt4D+9BNcO/ME7cIPk23lWENOi3BdZ5GWKBsu0Em0IMpV61KpUpaSwgsImN6WN1c+BqV1pOSqsYvnTeo30vQyt6HXLkHq1JhVWKJkfNnLTOmVzOwNpKFxi+6FUyBn8ZMZh26miBKYCJyU5QPtt57GkHtp51WytJcNI5y4dsw00s8rb+il0J2DnWkX7ZO+l39PPrWNa2Tu629h1iPePBIo539wallmU+yKLvEwZpUiERnoCALoUMNNMEZ5sFQoSnmudn6UCKp2mwHUln6xDtorRwAFkQt5ZFbMqImsB67WsA9Oet/+X9MCSg69tynHts0KVOWMVpg3c0kWp8td3D2pNp13SLLjLzpme135b53U6zlCabXPDDigv2uW4bUpma6HrgqSBWBCoSJMDcspJFCsnKQc+fQykMpuL5f48Yq2GcjVeZJFbCh+sJPnWV76UnagAJK9/gjaorqcc4ap4VdFYfNrmbLeyT5lYyp9tYyMjrYIolbEqUns/i9Hv42pb5amW6r42JdXQLia2TSjaaRv79z4LVpXsPoxbIaVMnTTfV+VrlXdavNha13Yey/nd10f7DG0bXVjMGHN6hErSFNPRAapHl5J/6svvSxrkVMnqabI4VEvR/Oj7ZB9ta5FFniY+cbadk4LMkUEHUlaS6nrCuEvL1CYYUxhHsxKW4eulVa9YvbYBJgVrFXBJdUxtOEahBlolrotKul/OQ6+/B1PcedZv+5spoZ+yz3YerGW+D0ffB29YxpFxgpIuNDqnqsDVx2B3LPY6eo00frLKu1ycbtqBlNRUbaNzle9j7kmUUhj47G8I756g2gZ5h+gYbuQ3iC3zOilOVfAWC1tkkc8rlQedX0k2wrad6H+aM8U6Msv3Ta144LoD1SqOfe9q6ayzlEGVPU69a4Wb91i31xTdvuvsU4aWHVQqvZJBUlr8Knvm6JoVXS4epu9Z9vk07Bzp/yWTSRfffbqhtN4tXGQhH/u3PafjYJYUFetWFHrlwATw+QXg3gUCPz8sQ0S/REQfE9Fvm3P/PRH9cyL6J0T0d4noXjr/TSLaEtE/Sv/+p2ddfyaLIl3kFcorebfHILDBOGbFzucX02eKtSs+HvYoJbul36fgrcK05+3n+5SqxdZVSky/VKpqTd8Eq5QwSNnGtrupjd2N3DS20qm8r5+2H+XiU45t37kSWtHjMt1DieNbp61eQxW47hSAOfvHOtTVT+IccHEFOIfq0RWIATy4BwqMWD0blrkN5v49AD9bnPt1AH+Imf8wgH8J4L81n/0uM/+R9O8v3OL6iyxyV/I9vOx3OwXmKDOFd13OTMh9D7ZKjhm2gAuASVHYRcCKVbjaplB2mUtvWST63fI62q7kzBeSIzULn8CMLVI6eO3/wGSllm3K+96mjc7BvlTX+rkN0NqHgev1U86dGQMmzXt2POu9ynnbt4CU/bLPKMZkAOx/JpScrfGghetDLlziRp6lOt4nz1TuzPybAD4tzv19Ztawq9+CVIJfZJE3Sl7Ju01OijczJ0YMS1FmrUpklZ4mtrKMCwu7lLz1ghVyTdL3yThqZ5/pdYHrTJFpPqZ7l0wRbWOYPTl3Tpkp0UIeN/XZMm/0fnYOpENTf63js7hWdn6W4zRzzpmpYq6RjvNzUQWb7pmhJuvwLsdgGTi6MNjvaf/tHHkv/fEeUg0rzVl6V+K6Qqwd+PwyBTE9W14EW+a/AfB/mL9/goj+PyL6v4noP30B119kkbuSF/BusxR8dh4gB6pEQfAwTE5IG8lolb1lmljFp1JawVYZlsrVHpfKzAbY2FB9QJRZqciYZ5kR6aY+2aja8r7q5LTfKX0I+6AUHWuJVxfBR5nmaR212kYLYlila53Bps21YztO21e7aO2bCyvFbufaHAACz4WQA6+qxxvE1gMPbw/LPJdDlYj+CoARwP+STv0QwNeZ+RER/YcA/jci+oPMfL7nu98F8F0AWOHgebqxyCIvXF7Yu12fSMGOyoO3W6A5nCx4jbpM+U60bua15F2q9CzbxEIBJQXRiuVTW0VtYQDLpNlniQLXGSn7dgHabwvNWOVZQlA3sV/0WuU9yjGWEEzJDDLXYWaQZf/YxUbvZcdvdwgl5GLZN0+bI1X2lvED7Pd7eD/x6YNR8MxSlan2kuJXF93wAmCZm4SI/hyAPwHgz6TK8GDmjpkfpeN/COB3Afz+fd9n5l9k5p9m5p+u0X7ebrx4WZJofeHlRb7bDa2kzJv3grcDUomp8qDDA/1Cfuf0B5238/swaunkpMQqY6NZB2rJ37aWcEmLjHFKWXAT64Z5Sohlv6f/63lt8zQpYQnLeNnXb20zTfL1a9mxqdJMijgXvbZiI1g1r84+OubMJ7LnmZRzpIpdHai32GnkuaslIyilHDt0sAbvOoTjlWjrjx+BPYEihGb6FPlcljsR/SyAvwTgP2fmjTn/LoBPmTkQ0U8C+BaA73+ee7w28qyXdJG3Sl74ux2kRijFCDo+BiAKnNpmKkIBZFycgOs4ux7rZxYXLxWffV+tYiohDoUbrNNSc6SXkIG1Xst7l1CEni8VpO2npSza7+y7l/0+83xHo2PWxGM3zVtySkpiMrOz0GMLhel5O4ayT3rO9ttUfpo9I72/BiZFnmeJ1GuFILs3N6aslWlBYgZVHv5ih+69QzQHayAyYk14lm3+TOVORL8K4I8CeIeIPgTwVyEMghbArydnw28l9sB/BuC/I6IBQATwF5j5070XXmSRO5ZX8m57JzVAoxRy5r6HOzyQH/w4iqKvME/UZa27kk9dKqJ9kEypyPcxOKxy1c/HAuaw97BtS8W8j/5Y4skljFTCLvtkn6IsJUYg0HVlqv3SvqVAsqfGCqgPpFw4S1bRvv7Y3ZYNILM7JM3iqP2wgV96md7ksalrqdTVNqDA8F2U4h0MgF+A5c7MP7fn9P98Q9u/A+DvPOuaiyzyOsgrebe9B/UDqJd87hhH8LsPhdKmBZlL+qK1Ti0ebB2DU8euOyT3KdubaJQWz1doYt91bfsyMMcuMMB0nfKeJTe+7Nu+a1mfgb2vFb2fTTdsx6bXsVCWvY7dkZTfK/ttv2fHX7a1i2C6Zq7UpPBP4upzjCDnQI0URGebdXPVAl2P4cEB3BCAH34M/sY90IugQi6yyCLPIcMo1vv5JahtQet15iprCTi18FjpkgorlFt/zUtu/s0of5Y3rosF85znbvFolVIxK35t4YPUPvPb9zkRrQRjKe9jvNj77nOQWqvbLlr2nBljxvpLf4NdmOzYrNi+2zalgtbPQ5ifL5kuOueFw5eqakqFYBaUGb2yqkBKhXQup1euzvslXI4AABHnSURBVLaIlRNqZIJlon+6+l6U+yKLvFQRpUBtIwr8cA1+fAZuBE/lPhVmcOkHbS3P0sK0ikmx+n2OyD287ayA9gUDpYUlLyrapsCnOZji2aqgCqcoGz+CZYJcu5dKyUIxVjyXSndPv2eyL8Wv99InFVsi0PSPra/hpvHbuS9TBWu/DRd+VohFJTmbJ057mpumFkx+HHMOeV63gsWvW9AQ4Hcj8OA0OVOfDcssyn2RRV6mVBXYe7Hmdh2oG4C2FevdwheAKIZSee5zlFrcveS1l8EyMU5BTCXvW9vFlJXSBjpZamBSZtSkNgrdlMySGIXOqQyekm+v99LPLS9/jw8gc9X3BT1lZ2o1Z+eUeXH29bvM+BgSDVXvZReIZGHzOF7vt16nhJu8qYlrdzY2ojWaxdR75Nz0xkFNm51g7BdXGB4eIjYe+PQMXNGtYJnXJ3HYIou8jcIAHEBE4Cj4OjW1VLg3UAclC1YcrMnaVYfbPrwcmDsC7d8l7LAPHinbKFOmLCBR5ofXFAelMtZ7qHK1fbIORmZxFFrYpKRlAnPqZmkhW2nqCd6y/bbj1n6r7PNJVNV1FouxjLNi1/7Yxc8+G4P3Z7glhGkXkgp/UOVl1xZZKI+6yJlxsr4rbQO/GxEO60yf5YoQn2GbL5b7Iou8TNEoQu+l2LHlPI8jqK4lYjXh8NTUOU9MxuD3KSNVdGnrnzHeffi2UVq873NgUpB6Lb2f3frrdbRN6Qi2yt/2UY+BPO6Z7LuOzZVj+1Syd7p+3kbnwd5b51CVrIVk9HnYse2bb71OunYurmIXO/1nrHqFZjLeHhnoB4lQjgzEtPC1zVQZKy0cuRqTc1KqcWSE00PQyGBaYJlFFrlzcY8vJRvk2QV4sxEreSXO1byNTzVWeRSeMzPnSk1Z2Vjs3SoRhXNsEI61Jo1VqBZixnytJHhDUwvwWETKMk9tFBc2xUeywtR+WC59eZ2SRw/MfQQ6hjTWHL2p/dQ2xk+Rxxbi9YAk7XfivOexWaesXodInpdxdud51PlOx9fK6umCkBYBsj6G5CxFetbU1IDzkxKPqQ9OsoOylibcbNE/XINChD+7AlcE34uyf+p799RPF1lkkeeTxJbJ2+/1eir6rNalKkRALHktmJ1YE5QszWtKvnQy6nZ+n8Vsj2NETn1gmSqOJuejbTtLcJXy4mRn4R7uuCPZiVhGj+2rwfFt9sWZVW7GZHcJXChibZv7rRZ4yWipjGNV0yqXzltvHMK2TUE1ZcNaIv2ujlXvrxh/VU3Ux3SeqmpemDst1KLsnexG9JGtGqCu4bqA/rRB/OSRdKV2iPUCyyyyyN1J5RHvHYGP1sD9U6mPudslvNVQFIHryloVTVIOWUkkPDYnlwJmTk6q62y1zhS9KpwYM3snK9gk5F3mjOc2CSKSPhqWhzorlWOeFXnMO5EML6T7cvqnVjeZfuc24zhjptislqoUeRhmiwGZOqrUNtlnYRfE2diSk3V2r8hTv0OY7pva8DhZ43nBU0Wd+q33wjiCu35abCrJ9phlHKWIy8EqM2LyXB8fCh2yrkG7HrxuUX90Djcw+Ke+nmGZZ8mi3BdZ5CUKOwf35FJYMo+egJoGdHoCOjwQWiSzcJeBSUkmLH5OoZszRshJhkkAk4Kvr+eGuUaV9E6ckCYXe1ZWIVmp2sYUlrDFtOXYXCffzCjrBG2gnrNXqIRYnJN2wPV+23Na0i8py1lq5Lx4TcpbrfHcrhxbmFIu5z5lmCe10XHY+bY7C/1bLW8DaaGqRHFrf8y1UFXyzLsevNnJ3/0g/pm15CLiUaowwTtQ16P72n3Uj3fwPz7LsIwbbvCf6NQ+9dNFFlnkuYRCQHh4nKz0iUXC3oF2vWCyVxux8hIEwdvtZAmr024M4O12arfr5LOcSVCgHu57gUTUAh6GrDzlWpJGlvt0nTEVEFGllCxv9IPcC5Dr7LppgVF8uOulTdpF8Hab4Qdx8EZps+vyDkGvOYsiHQO46ya4I/kdZpBRqmal1jGPo4zB+hC0zXabHavc9VlR5zb9AN5s5VyI4N3uer+1jY5t18056szS791OGDB6L2VAqeLWPm93U5+GYZ7qgVlK6e06UfLDKJlENzvwwQpwDtVmwHja5oUs1g5cPd18X5T7Iou8ROF+gNv0ojDaFvzgVDBVIrHMmMGXV6DDtSjvi8uJaTEM4lT1HvH8Qqx+70TpuGRtGoyXuz7DKdz3KdVwJfeOUa4VZJGgo0NwP0wOXk4BVW0DMCNeXoFOjiZ4IV2Hh0HaAIhXG2kTkpKrm8wgoaaRMV5tpuyX293EHhqGDDdx12UsOo/Bm91GKiTOwwBar2Uh6HrAJatd50n7fXoyKdtE8cxzCchc3j+Va242Exw0DKBVO7U5OZLrd13ym6Q2Cfbi3Q60Wsnc73bTQx8GgVWaeoKPvAdfbRDPL2YBYOQTw6iugONDoKllzg7WsuD8u4/Aqwb+8QY0RvDpEdwQwY6ev4bqIoss8hxytEY8WskP/vAA+PhT8MEKvG6A80thzXzzq8AgUIx796EoraYGTo+zdeoe3p/w5dMTUVTOgY8OMiOFDteibEIAHRyIkvMevG4FAkrKm05Tjvm2gXvnAaiuxXF3eizWY13BPbyfrVX38L4sKqsGuHci572bt3lwTxRV24BPj0V5OwI9uJfT3tL9U1GMdQU+OZqckkeHuSg3HR2Cjo6AuhartW3kWqsWdHAgC8dqJfer0tiODmRstfQDXQ94L/2uKrnGvZOpzbsPpU0lx6TRoA9Op/FrG+13VeVnkqGh46Mp4Or0RBaGugYfH8o9nZPxpEWVDg/y/dA2cj0i8P0TgbS2HbitQat22qF8/QPQZofdN+6hfrwF/t1HiLWD78IzYZkliGmRRV6iUDfAPb4E3z8Bew+62oCGEfRkEPikqkCfnolSaWrJHHl1BcQAChG83SWsmbIFTTWSZd6DYoIViEDAdKxpZK82EiDlHOJmK4UftltxeiaLOp5fiJVXVYhn56D1Cnx5lSzKet6mbRCenME3jfS567IFHs8vQCGCDlbS/v69DEnQ4QFAlfRvHMUCv7qSaF2zO8jW+9CDYips0nVyfitQijKOcp+cE4t91YKvNrJwHR/lfhMzaNXK2FIb7nq4o0NxeGubppna7Drp9/GRKOBNmrNVi3hxCXdyDAws42nbKSip70GczlOynbtO2qRc/TwMoM7L8x9H0HmKc+AIjKuJDVR5qeLlPaqLAeG4hX/3oYyrdnBYlPsii9yZcFMhHh/A/+gRwjfeg++PEVc1dh8cYf39GuFEtt9uI1j0cLJCdXwAjAG7r95D8/ExYusRmwp+04PGiHDQAOMpXDdguLcGjRFuNyAcNKAhwO1GhFUF9g7+YofY1hhPW9QfH2I8lXzg/qpHrBzCYYPqcA0GsPvyMVZtjeHdExDfgz/fITqH8d4K9cEKzIzt10+xrqvUhuEvOkSi3Eb6fYp21WI8Xac+dGBAlNPpIagf0b9zhOr8GCDCuK7htwMwRsSV7ELcpkc4WiHWDtXZDsPJCm4IcNsBsfaIqwr+5BCx9ujfOUT74RrDwyNQuAd/2SE6h3C6QrUWmGXz9VOsmxrDu8egeP/a2BAitt+4h9WqwfjwCEyE6nwHBjDeW8OfHICGgN0HJ2g/OkRYVfmZIDDCUQPqTuB2PYb7B/JM+oCwruF2I1wvz0Sf9XjYIK4rVI+3GI9XCK1HfbYDdQHjeydgR/DbAeNRg+pqADcOoXJgdww3RITWPxOWWZT7Iou8RAmtAxwQH4qypPNL8Oo+mscdaBjhLnbgVS0OvHUDf9GBzq+AyqP5+Aru8TnQNnCrZqIPdgPc5Q7oB/kBD6OkFR4NK2WMcJsedLEBhgZ1P4KeXMATgZU9Qx7+sgOdXQJNjfbHFXB2iaqWfDgIEWgqVJc9KPVj9dEGeHKOynvJUz8GYFWjuuhATy6k359cAU/O4WMEtw0oBHDt4bcD3NkVwIz6Uyfj9A7UJ7YQETAE0KYDbTu4IAH2dLVFpayUBE3pPFHboIkAzi5QeTfrt79Mfcr9vkBV+alN7Wdjaz+WNt45cCtj41UNf9VLIJojND/2Mo9tA7cWByd7D7cd4C628kyI5JmMATSsspOaOgJFcZT6McBfEOhiA9oN8KsaNARwU8Ff9aBtDzhCPUbQpkNoj1Ff7oAIjEc1fBeWIKZFFrlLqa4SnfBf/54o8JMjuE+ewHUjwrunSQEE8EEL6kZQCILF7jpQ1yO+cyqFkEMEN+LUpCGAkxOUNjtw2wg+PYzgOkVZbhMrxTvQVsr78YNT0C4xYJoKdLUDBZb7bXegbgB/8HBqv25Al1tgjMB6BdY2X3kPtDNtNh0QWPD2XQfaDeD3H8jYYhQcuRtB/SgLQj+Ath3i6VFeILhOnPjdkJk71PUSfHRyKHPnCVw5uR+zOCG7XhaPdx9c6zeNUfKhp4Rt/MFD0GY3tbnaydhWrYxt24O//E5eKHVsNARwK/mAaNsjPjyRuY3yTGgYpU2dAtGutuJXqLw8k6bKlEYwy3kA3NaI945Bqc14/0DmrnKIB63AQbUHrxtw7RDWNYYHKzDdji2zWO6LLPISJdYe/YMV6Gf+PQk8cQQK96bjk8ac5xuOD/Jxzh6455gYYF8c41Su5RNfOxyZY73u8fx+7x5Oxw/X6fho3uadA9O/G9rY6+Q2BAr3n2M8MOM5KeZpX79f1NgIFB7svde836fPHsO18Rzm47A+NfdYpeMWFBhx5ad3w9MzI1QX5b7Iq5VnJDt664QgEYUOcIGBUX6YtzmmCHGqOnOsQTU3HLshHRMym4Id3XwcGAi8/3hkxOrZx88cT7rmSxvP08Zwy/Hc9pncNB7wq30mvk/3fYosyn2RRV6mMESxJ+XAdMvj9IOO6UfNRIh+fkwaNa8LAfN0HNMxP+U4fMY+fc4xPPd4njaGdAy8pDF8xvGUY5iN55bPJFZPHw/SfbHkc1/kmnzRrOfXQKLBR2917J99zGZXzg5g0PVjmrb/144/a59ewhhuNZ6njcG/5DE85zP5zOO5RT+epdRViF+DHzoRfQLgCsCP77ovL0jewdsxlrdlHADwDWZ+91XflIguAPyLV33flyRv0/vwtozlxvf6tVDuAEBE/4CZf/qu+/Ei5G0Zy9syjruUt2kOl7G8WbJQIRdZZJFF3kJZlPsiiyyyyFsor5Ny/8W77sALlLdlLG/LOO5S3qY5XMbyBslrg7kvssgiiyzy4uR1stwXWWSRRRZ5QXLnyp2IfpaI/gUR/Q4R/cJd9+ezChH9GyL6p0T0j4joH6RzD4jo14noX6X/7991P/cJEf0SEX1MRL9tzu3tO4n89fSc/gkR/Qd31/M3Q5Z3++5kebfvWLkTkQfwPwL4YwC+DeDniOjbd9mnzyn/BTP/EUOt+gUAv8HM3wLwG+nv11G+B+Bni3M39f2PAfhW+vddAH/zFfXxjZTl3b5z+R6+4O/2XVvu/xGA32Hm7zNzD+BvAfjOHffpRch3APxyOv5lAH/yDvtyozDzbwL4tDh9U9+/A+BXWOS3ANwjog9eTU/fSFne7TuU5d2+e+X+FQC/Z/7+MJ17k4QB/H0i+odE9N107n1m/mE6/hGA9++ma59Lbur72/CsXqW8DfO1vNtvsCy5ZZ5f/hNm/gERvQfg14non9sPmZmJ6I2kJL3JfV/khcjybr/BcteW+w8AfM38/dV07o0RZv5B+v9jAH8Xsh3/SLd16f+P766Hn1lu6vsb/6xesbzx87W822+23LVy/38AfIuIfoKIGgB/GsCv3XGfbi1EdEhEx3oM4L8C8NuQMfx8avbzAP7e3fTwc8lNff81AH82MQt+BsCZ2eIucl2Wd/v1ky/Wu83Md/oPwB8H8C8B/C6Av3LX/fmMff9JAP84/ftn2n8ADyHe+H8F4P8E8OCu+3pD/38VwA8BDBCc8c/f1HcABGF//C6Afwrgp++6/6/7v+XdvtP+f+Hf7SVCdZFFFlnkLZS7hmUWWWSRRRZ5CbIo90UWWWSRt1AW5b7IIoss8hbKotwXWWSRRd5CWZT7IosssshbKItyX2SRRRZ5C2VR7ossssgib6Esyn2RRRZZ5C2U/x+h+qMEHEuVAQAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 37/50] reconstruction loss: 0.0000; discriminator loss: 0.0001; generator loss: 0.1029\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 38/50: 100%|██████████| 63/63 [00:21<00:00,  2.97it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 38/50] reconstruction loss: 0.0000; discriminator loss: 0.0001; generator loss: 0.1029\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 39/50: 100%|██████████| 63/63 [00:21<00:00,  2.95it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 39/50] reconstruction loss: 0.0000; discriminator loss: 0.0001; generator loss: 0.1029\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 40/50: 100%|██████████| 63/63 [00:22<00:00,  2.84it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 40/50] reconstruction loss: 0.0000; discriminator loss: 0.0001; generator loss: 0.1029\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 41/50: 100%|██████████| 63/63 [00:21<00:00,  2.89it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 41/50] reconstruction loss: 0.0000; discriminator loss: 0.0001; generator loss: 0.1029\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 42/50: 100%|██████████| 63/63 [00:20<00:00,  3.00it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 42/50] reconstruction loss: 0.0000; discriminator loss: 0.0001; generator loss: 0.1029\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 43/50: 100%|██████████| 63/63 [00:21<00:00,  2.98it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 43/50] reconstruction loss: 0.0000; discriminator loss: 0.0001; generator loss: 0.1029\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 44/50: 100%|██████████| 63/63 [00:21<00:00,  2.92it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 44/50] reconstruction loss: 0.0000; discriminator loss: 0.0001; generator loss: 0.1029\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 45/50: 100%|██████████| 63/63 [00:21<00:00,  2.93it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 45/50] reconstruction loss: 0.0000; discriminator loss: 0.0001; generator loss: 0.1029\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 46/50: 100%|██████████| 63/63 [00:22<00:00,  2.75it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 46/50] reconstruction loss: 0.0000; discriminator loss: 0.0001; generator loss: 0.1029\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 47/50: 100%|██████████| 63/63 [00:22<00:00,  2.78it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 47/50] reconstruction loss: 0.0000; discriminator loss: 0.0001; generator loss: 0.1029\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 48/50: 100%|██████████| 63/63 [00:22<00:00,  2.83it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 48/50] reconstruction loss: 0.0000; discriminator loss: 0.0001; generator loss: 0.1029\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 49/50: 100%|██████████| 63/63 [00:22<00:00,  2.80it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 49/50] reconstruction loss: 0.0000; discriminator loss: 0.0001; generator loss: 0.1029\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 50/50: 100%|██████████| 63/63 [00:22<00:00,  2.80it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 50/50] reconstruction loss: 0.0000; discriminator loss: 0.0001; generator loss: 0.1029\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Ab0wSVNMAduW"
      },
      "source": [
        "<a id='threeone'></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QXX6dO2CNWA7"
      },
      "source": [
        "## 3.1 Visualizing the training metrics"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ZGqMnPq5NpsN"
      },
      "source": [
        "We'll now load the model and the history and visualize the training metrics. Note that it isn't necessary to load the model and the training history since we already have it. But this could be useful in case the runtime crashes."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Ib2QSVyFNjoC",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 478
        },
        "outputId": "c628c804-ea91-42fe-c929-6a0350a93a89"
      },
      "source": [
        "encoder_scratch, decoder_scratch, discriminator_scratch, history_scratch = load_weights_and_history(save_path_scratch)\n",
        "metrics(history_scratch)"
      ],
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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wHNqMzkhJ2Hg58PwW62Ycczs5OTk5OTk5OTk5jZ8osW7jd/aJPW7rHbW2rgWe2io2oMTq9SePP71NfSe0iDXfS9N5AMrAdT+ulb1kgphkO8aPDn8asH+LckuqmLR+TW+HNnXWY6YN1XvbbNTy5hgPY15j3tZ1GPM6OTlttdMAkiSplTdRLlw3/E+rQhFxKPDs6uUlwMMy84zmcpk5kpn/Dby4WjQI/Hubto9nbLS3c4FHZOavWxXMzOsy84PZ+i7sV1HuHIcywvyRmXleizq+REnWbfjbajTrycwH/j4zv5iZ2VTnRZQL+Q1Pi4hWT5Q5tDb/vMz8a6uGMnNjZv40M5+VmSMd9G2qhoDfAY/LzMtbtL+uB23WvQG4azV/K/DwzDyxeb9WfbkjM7+cmc/rcZ82iYglwL/VFn0wM9+cmeub+nYd5c79xqgOQ5STGpMZpoyg8KTMHDdKQGZupOyfRp0BPGPKb2J6uv0dahzv6yiP+VvZqtHMXJuZp2Xmi1usrn9n/r3dvw1VPRdl5psy8+x2ZSRJkqQtRWauBq6qLdq1Xdl2ImIxZaRyqrpeUdXbqr3bM/NrmfmmNtW9hzJCGsAVlBvav9emrpWZ+YnMfP0kXRyijBD2yMz8XYt6ZhKbDlNu0H9MZl7aVO8a4PmUUdegxKcvB35CiftvaCq/knIupBGfHx4Ry2fQt+Z+diU+zMx/qWKrNW3Wj2TmCZT3DmW0u1Zx2LTMQiw9J+cyqpH73ltb9DXKOZ1xT5GrXj8bOLW2+P3V9nUPYWxkuq9k5udanQ+p6rw2M4/PzE+3WN2NmFuSJEnSePXr5X9oW2qGImJfykjtUGLTh2fmN9tcK/0aZRTyhmMjIiZpYhh4T3XdbNx5gMxcQRlo7I5q0Z2Bg9vU8xrggGr+ZOCJmXlJiz6uysx/oQyaByWJuZMYZIASD5/Sos51Ta+NeXvAmFeS+pfJ7pIkVSJiSUQcGhFfBt5ZW/WhzPxhm81eU5t/bWbeNFEbVUD5x+rl30TETk19eDDwsEZx4DmZeXun76FWTzD+UVjvzMyr2pXPzJOB79YWTfQY8IZvt7uQXzmNcpEeyoh4B7Qos6Q2f2MHbfbSG9udDOiliBhm/CPQ3pSZf5rtfkziHyifIcD1tL9Ro3Fi4WW1RUdERNtHrtW8qkpcaFVn4475hnYnmLqmR9+hxvG+ejrf66Y6YO6/M5IkSdJsu7U2v+M0tq//nr653cXFyUTEHoxPsn5xZl4/nbpaeMdk5xZm4E2ZeUerFZl5G/CdpsWvyczRNuWvoDxCHErS+UFd6+Xsx4dfp4x0B/CoLtTXMBux9Fycy3gMsF81v55y00i7C/VJOeexoVq0P/DopmLdinO7EXNLkiRJqlTJzPXBzG7pYJvHR8R/TTIta7HpKymDxUGJizdLIK/LzNMpo4VDuQZ9/0m6diNl5Ph29V3P+Jh4s1gzIuYxFreto5wLaBkz17yFcs0fxg+c1c7XM/NnHZSbCmPeqTHmlaQ+ZbK7JGlb9baIyPpEuWj+M+CZVZmbKReCX9Oqgmqk8kawsgr4dodtn96ogrHE9obH1uZ/nJm/77DOZgdQHgkGZaS1z3ewzadq84d3UP5rE62sgrvf1hbt26JYPXl4Lu8uXgn8YI7aPgRYWs3fxtgd/v3kkbX5Eyc7qVCNJF4fhfCISeq/NDPPn6TMBbX5fScp2w29+A41jvcdI2K6o9PXvzP/HBGDbUtKkiRJW5/6xbztp7H9TZRHlwPcOyKaY/JOPYqxC/5/nuRG8Kk6qYt11a1h82T2ZvU47i+Z+du2JYsLa/P7tS01NT2JDyPiPhHxnIh4W0QcV0+0AD7CWPLBgS1GYZuuXsfSc3Uuo/6+TqtG6WurGqG//h1pfl/1OPepEbHLNPvVjZhbkiRJ0pjmuLvlzdNNDqYk/040LWmx3eNr81/usH8/qc0/fJKy38rMtZOUmSzWPAhoxCs/bn4KWitZnmreGAjv3hGxwySbfGWyOlsx5u0qY15J6lNDkxeRJGmbNEK5U7jVI6Ia7gNsV81vAD4y+RPSAHhQbX6vpnWH1OZPZ/rqd6//KTNv7mCbM2vzyyNi9yoAb2ezR6q3UG+31YmLrzIWML43Ih4NfAn4YWZe3UH93fKbzByZvFhP1D/zs+ZidPkO1I+nX7YtNd6ZwIHV/AMmKduNY6nbevEd+irwpmr+xOpExEnA6Z2cEKt8HTiWctPqE4ALI+IzlFHlL5ruyJSSJEnSFqJ+oX1V21JtZOb6iDgFOJpybvwnEXES5Xf2zzJz0lHqKvU47oyp9mMCl1WPT++FizNzwyRl6o/AvqiDOut97Vac1tX4MCKeQxlJ724dtj8P2IHx+2K6eh1Lz9W5jOm+r7+t5pvf11mUi/Z7AXsDF0XEZ4FvAb/OzPUdttGNmFuSJEnSmNuaXm/XstQMVU9Cb8Rs6ymD1nWy6T1r883X3Jt1I9Z8SG1+zyqRvBONQc8C2JPxT61rdl6HdZYKjXl7wZhXkvqUye6SpG3VOcDZtdeLKcHFQ4FhymPSPhURd87Mt7apY/fa/E6UO9Gnqvmx67vW5i+dRn0Nd6rNX9HJBpl5fUSsBRZUi3YGJkp2nygQb6hfSJ/XYv2nKKPZH1W9PrKaiIgrgZ9Tkv5P7eFj3GFmjwybqW595r005eMJuLw2v/MkZbtxLHVbL75D/0EZ8f0Qygmtp1QTEfFnyvH+Y8roEs0nEBtt/CEi3gB8oKrjHsD7q2llRPwS+CnlO3NxJ/2WJEmStiD1EdCmmxT+auCBwF2B+cA/VdNoRFxE+V3+Q+C71WO2W+lVHNfL2LSTuGvjDMp3K07rSnwYJTPi08Bzp9GH7enOhf9ex9JzdS6jq+8rMzdExD9Rnpi4uFr/+mpaGxHnUp7EeBrwywlu8p5xzC1JkiRpTGauioiNjOWWLZ2ofLXNsZRBmzaJiH2ByybYbLfa/Hy6c829WTdizXpuwH2qaaom62dHcZ4xb08Z80pSn+rWo0kkSdrSnJaZL6tNx2TmIymPJDuxVu4tEfH0NnVM9pixTjTfeFYfpe52pm9xbb6TR8q1KjvZI+FnPIJ0dTf2U4EXAL9vWr038I+UhPi/RsSnImLZTNtsYy5HU+/WZ95L0zmeZvVY6oGuf4cy8w7gMMrJi8ubtrsr8DzKkw2ui4j3R8TCVg1k5nGUR+D9mPH7bkfKaO/vB/4UET+KiANbVCFJkiRtcSJiO8oIaA0TPka6nerx0wdRLhJeX1s1QBld7F+Ak4FrI+JNETHYoppexXG9jE2nGnfNVZzWrXb/mfEX/b8HPIfyGe8IDGdmNCbGX8Du1nWTXsfSc3Uuo+vvKzN/CtwX+Dzj39cC4OGUkQp/AfwxIo5q3r6qoysxtyRJkqRxrqzN37NtqZnpxTX3Zt2INXvezyk8AdyYt3eMeSWpT5nsLklSTXXR+1nA92uL/zsiWt1lXQ9a/q8eME5hOrapzvpdtouZvvrF9qk8Uq5edlbu+M3i05l5L+DuwAuBzzF+dLx5wPOBsyPiTi2q6WeT/d7q1mfeS9M5nmb9WOqynnyHMnN9Zn4QuDNwP+AVwFeAa2rFFlFOVJw+QcL7TzPzUZTRLp4BfBQ4HxitFTsS+HVEPGwK/ZckSZL61UGUp7A1nDXdijJzVWb+G7AHZUSs1wOnAPUniu0IvAf4Rmz+/PQtIY7b1r2uNv+2zHxcZn4+My/MzFtaPCZ8sovs07G1xtI9eV+ZeWlmPocyit5jKTeknM74RIC7ASdHxGva1NGVmFuSJEnSJj+vzR/cozbq19xXTfOa+zE96lu7fn50mv08o0t9MebtHWNeSepTJrtLktQkM0cpI403AtZllLtpm9VHgFvepebrde43g3rqj/Xau5MNImIXyt3DDTe1K9srmXlxZn6yGml/f0ry+38CI1WR/YG3zXa/mtQfYTfZKAEw+V3+3frMe2nKxxPlKQkNs34sdUFPv0PVTR6/zczjM/OZmbkn8ADgs7ViD2aSRzVm5vWZ+dXMfGVmPpDyb9GrgJurIguBT3TSf0mSJKnPPa02P0oZ8WpGMnMkM3+dmR/MzKcAuwKHAv9bK/Zk4O+aNt0S4rhtVkTsRRnVDOAWyk0LE5VfwuSPkp+OrTWW7un7ysw7MvP7mflv1VMYd6J8/39XK/aeiNhjgjq6EnNLkiRJ4vTa/H4R0YuE93qMvSQiFvWgjW7oRW7AlBnz9pwxryT1KZPdJUlqITOvBj5cW/SyiGgOWn8DrKvmd4mIu3Sh6frIdI+cQT0X1ObvERHLOtimPvrzdZn51xm03xVV8vtrGZ/g/qRWRWepSwCravM7dVD+wEnW1z/zh/TpHdb14+mhHW5TL3d+F/syW2b9O5SZF2Tm84BP1Ra3Ot4nquPGzPwIJSGn4V4Rceep1CNJkiT1k4jYifI47obvZeat3W4nM0cz8xfAUcAPa6uaf5fX47gjut0Pzdjutfk/ZuaGtiWLhwPNo/e3MtVzD1trLD2r7ysz12Tm14HDGUsumQ/8zRTrmXHMLUmSJG2Dvs7YAEtQBlzqqsy8FriqtqjTOGO2/bo2/9AWT4GbLca8vWXMK0l9ymR3SZLaO46xx0wtAN5QX5mZa4Cf1Bb9Sxfa/G5t/siIOGCa9fwBuK6aHwSe1cE2z6/Nn9621Nyoj6q3a4v1a2vz83rcl8tr8/ebqGBE7E45gTCRs4CV1fz2wLOn3bNi076IiG7ti/pxfnRELGhbsrR7EHCf2qJ+O546MZffocmO90ll5pnAipnWI0mSJM216uLx54DFtcX/0cs2MzOBb9UWNf+e/iGwsZq/a0RM6QKkem60Nt/JiIAv6bDeqZ572Fpj6fr7enz1lLO2qnMjj2uzfccycwVwZm3RdOPcGcfckiRJ0rYiM+8Ajq8temZEHNWDpr5dm+/GNfdeOJMykjrAnsDfzlE/jHl7y5hXkvqUye6SJLWRmSsZH7y/KCLu1FTsfbX5l0fEozqtv8VI8WTm2YwFMQF8PiIWN5ebTHVh/n9qi/59okddRcSTgCfUFn18qm1OR0Ts3GHRvWrzN7RYXx9RoO377JL6XfvPjIjhCcp+iElOBmTmOuD/1Ra9LyLuPoP+9WJffBm4vZrfjfEj7Y8TEfMZ/705PTP/1KV+zJpuf4ciYngK3+W2x3un35mIWMr4ZKBW3xtJkiSpr1W/ob/C+N/aX8jMX02zvu2rmKUTbX+XV09xOqm26BMR4QXE/nEZYyPS3XuiJ11FxDOAJ3ZY71Tj7a01lv4BZR8DDDP+yYjjVDerHM/YuZFLgB81lenkqXkNLb+X3Yq5JUmSJLX0PsaPdv2liHhyu8LTdBwwUs0/JSKO6XTDVtfce6G6pluPf/7fRNcOm3XxvIExb28Z80pSnzLZXZKkif0nY0HaIuC19ZWZ+VPKCHMAQ8B3IuLN7YKNiFgQEUdFxKmMv6u27hXAumr+IOBnEfHgNvUtj4jXRcTrW6z+MHBNNb8T8OOI2Gwk8og4GjixtuhbmfmzNn3rtisj4hMRcVhEtPxdUt3lXQ9+v9ui2GXA6mp+n4h4UJf7Wfdtxkb83wf4VEQsrBeIiGUR8Xng6Yx9lhN5PyX4BdgB+EVEHN3q8XcRsSginhkRn2lT14W1+ad10PakMnMV8M7aojdFxDubk0SqkzSnAodUizYCb+5GH+ZIN79DuwFXRcQHq2O6pYh4NPD22qLm4/2rEfHtiPj7iGg5WkN1Yu3LlEfcAVycmZe0KitJkiT1o0asC/yeElc1/BL45xlU/UDg8og4NiLu2abtwepi8Mtri1vFoW9m7GlK+wC/ajfCe0QsjYgXRsT7Z9B3dSgzb6I8RQ3KNZCvN99UHhEDEfFS4AuUhIq1TK4eb//9ZI+s31pj6cwcBd5UW/TMiPhk87mwiNge+Czw1NriN1Tb1708In4TES9pl6QSEYsj4l1A43zPCCUBoaFbMbckSZKkJpm5Fvg7xhJnFwEnR8RJEfGAdrFRFXcdzvjBpdq1cQnjn+L2mer3fctBoCJiKCIeExFfYHwifq8dB1xUze8BnBsRT5vgOvfO1fmA84FW1/OnzJi3t4x5Jal/Dc11ByRJ6meZeXNEfAx4Y7XopTQL5BkAACAASURBVBHx/uoxUg0vogQYj6Ekl74b+NeI+DVwJSXZeSmwP3Bvyh3AAOe1afP8iHg+cALl/9X3B86KiD9RgvVbKQnR96zqGwA+0qKelRHxD5QgZhFwd+D8ql+/r/p6CHCX2mZ/Bp7f0c7pjoXAC6vptoj4DXAFcAewM3AP4F618jcCxzZXkpkjEXEK8A/VojMi4nuU/d8YBWBFZr57ph3OzNUR8U5KgjrAs4DHRMTpwCrK3dKPoOzzC4Hv03STRIs6V0XEU4EfArtQ3vuJwIcj4peU972Acgw9gLLfftumum8AjQSL90XE4ygnXepJ9++qnlwwFR8EHs7YI/n+FXhJ9b5XUt73EYwd3wCvz8xfs4XqwXdoKeVYeG1ErKB8n6+hnGDahfLovvroCxez+Xd7gDKq5ROA9RFxUVXuVmB7YG/gIYzd1DoCvHJKb1ySJEnqvcc3XbAeAJZQfjPfE9ivxTafBF5djaQ2E43Rxt4WEdcBvwGuo1xs3ZWSEL97rfzPKaPLj5OZV0XE04FTKE9V2g/4XkRcAZxNSYRfDNwNuB9llK9TZ9h3de7fKBeGByjnVX4XEWcCl1I+l0MpxwLAWynnJfaZpM5vUs75BCUm+78qZr+tVuYrmXlu7fVWGUtn5lcj4hHAS6tFLwCeUb2v6ykx7pGMf+LYhzPzm22qvC/lqXcfi4hLKOdTbqJ8b3YDHtpU13sz86qmOroRc0uSJElqITMvi4iDKXHtfSlx0dOr6caIOI/yG/52YDtgT8pv8OZRrU9n/AjidW8H9gWeU9X/Wkqi8LmUQcNWU84d7FvVvV21Xbv6ui4zb4/ytOcfUc4DLAe+CtwUEWdRzi8EsIxyfuOujF2z+0kXu2LM20PGvJLUn0x2lyRpcscBL6MEzIuBV1MCSKA8siwiHk+5WP5aSlLsIkrg1s4Gxu643kxmfikirgU+xdhF/rtXUyu3t1qYmT+LiCOBL1GCm6Ak5x7SoviPgH/IzBsn6He33c5Y4LY9JfA+tE3Z3wJHV4+Lb+UtwCMpJxUWMf4uaihJ9DNOdq8cR0lYeEH1ehfgGU1lzgL+ng5HHczM/6tOEn2ekiwPJdHiKW02afmZU26SeFZVR1COw+Zj8b8oJxg6lpmjVUL+h4CXAIOUE1R/36L4rcCrMvOEqbTRj7r4HdpAueGgcTJnGeUkSDtnAM/MzDualtdPKM2nnMC6f5s6bgBemJnfm6AdSZIkaS48iLHRqiYyQrn59MOZ+eMutLuGktTeOC++HHjsBOW/DjyvxahcAGTmjyPi4ZQnvt23WrwP7S8gt4vj1GXVZ/NSypPihigXkA+vpoZRysiB76Fc+J+szosj4r2MjUB372qquxA4t7bNVhtLZ+bLqhtG/pUS624PPKlF0bXAOzLzPW2qqse5Qbmh/C5tyq6n3MD/jqbl3Yq5JUmSJLWRmVdExEMpTyl/LWXwLoA7MXFsncAvgOMys+1N4JmZwDFV4vzbgR0p18IeWk3t6j5zKu9jpjLz0mp07Y9TYrug7IsnTrDZLcDvutgHY94eM+aVpP5jsrskSZPIzBsj4r+B11WLXh4Rx2XmLbUyI8C/R8TxwLOBR1Hu1t6ZElyuoiRb/45yx/ppkyWVZ+ZPqkeOHU0Jjg+iJFUPU4LBvwC/Ak7OzJ9PUM9ZEXEAJQH6KMqIcrtQgqLrKCcXTszMH7Sro4d2oiRlH0ZJdLgrJcF7AeXu/KspI+B/A/jfdgkGsOkEy30pNyY8hpKMvj09+L1T9eOfI+JkysmBB1fv5WbgD8AXgS9k5oZJnvDWXO8VwGFVcvXTGLvrfglltPsrKPvjO8D/tqljQ0Q8ijK6+N9RTkIso5wMmpHM3Eg5/j8OPI8SRO9F2c8rKHeInwZ8MjNnbRSFXuvGdygzr4mInSg3ZBxKGS3yLpQTgPMpJzquAM4BTsrMH7Wp6kmU5PYjKcfdAZTRMbajnOS4Efg/yufw5eoRgpIkSVK/W0+Jm2+l/Ma+gBL7/Cgzr+5WI5n564jYhRKzP5zy23p/Sjw3WPXhEsrNy1/MzLM7qPO3EXF/SqxwFOVJS7tSfqOvooyqdjbwLcqTvzRLMvPj1ch2r6bcBL475YaHaygj6n0mMy8A6DR2z8y3RMQvgOdS4rpdKTfcT7TNVhtLZ+Z/RMQXKIMB/A1lwIallESOSynH/Kcy88oJ6jguIr4BPJqSwHIgZaTGJZTkjFso51p+Any+OnfSXEe3Ym5JkiRJE8jM1cB7q2vij2XsetUulNh6gPIb/kbKk9TOAb6dmZdOoY3jI+IE4J8occJ9Kb/tF1B+219Near1GZRr7s0jYPdc9RT4p0fEvYFnUpLM96Psg0Yc8xfgfMpgWT/MzLVd7oMxb48Z80pSf4lyY5wkSZIkSZIkSZIkSZIkSZIkSf1jYK47IEmSJEmSJEmSJEmSJEmSJElSM5PdJUmSJEmSJEmSJEmSJEmSJEl9x2R3SZIkSZIkSZIkSZIkSZIkSVLfMdldkiRJkiRJkiRJkiRJkiRJktR3THaXJEmSJEmSJEmSJEmSJEmSJPUdk90lSZIkSZIkSZIkSZIkSZIkSX3HZHdJkiRJkrRVioh9IuK4iPhjRNwRESsi4pyIeH1ELOpiO4+LiJMj4uqIWFf9PTkiHtfBtsMRcUhEvDwivhARf4qI0YjIiMgu9O19jbqq6fCZ1ilJkiRJkiRJkiRJsyUyZ3zdVJIkSZIkqa9ExN8CXwSWtClyMfCEzPzLDNoYAP4HeP4ExT4FvCgzR9vU8VngmHYbZ2bMoH/3A84BhmqLj8jMM6ZbpyRJkiRJkiRJkiTNJkd2lyRJkiRJW5WIuD9wEiXR/XbgrcBDgSOBT1bF7gZ8JyK2n0FT72Is0f0C4JnAwdXfC6rlLwD+Y6Lu1uZvA34KXDeDPpVKxxLxh4AbZlqfJEmSJEmSJEmSJM0FR3aXJEmSJElblYj4GXAosBF4RGb+qmn964H3Vy/fnpnHTqONuwEXUZLJz63aWVNbv4iSuH5Q1Y8DWo0iHxHPABZSRmD/Q2aORsQZwGEw/ZHdI+JVwIeAPwInA2+uVjmyuyRJkiRJkiRJkqQthiO7S5IkSZKkrUZEHExJdAf4dHOie+U44A/V/CsjYt40mnoVJdEd4OX1RHeAzFwNvLx6OQS8ulUlmXlSZp6QmRdl5ug0+rGZiNgbeGf18sXA+m7UK0mSJEmSJEmSJEmzzWR3SZIkSZK0NTmqNv/ZVgWqpPLPVy+XAkdMpYGICODJ1cs/ZuZZbdo5C/hT9fLJ1Xaz4WPAYuBzmfnTWWpTkiRJkiRJkiRJkrrOZHdJkiRJkrQ1eXj19w7gvAnK1ZPAHzbFNvYDdm9Rz0Tt7AHsO8V2piwing48EVgBvK7X7UmSJEmSJEmSJElSLw1NXkTaekXEMHBg9fJGYGQOuyNJkiRJUzEI3Kma/11mrpvLzvSRA6q/f8nMjROU+2OLbTp1zzb1dNLOZVNsq2MRsRT4SPXyjZl5U6/aatO+MbYkSZKkLZUxtvqG8bUkSZKkLVzXY2yT3bWtOxA4Z647IUmSJEkz9CDg3LnuxFyLiAXAztXLqycqm5krI+IOYDtgryk2tWdtfsJ2gKtq81NtZ6reDywHzgQ+3e3KI2LPSYrcB/hOt9uVJEmSpFlmjK255jVsSZIkSVuLrsTYJrtLkiRJkqStxfa1+ds7KN9Idl/cw3buqM1PtZ2ORcShwAuAjcCLMzN70MxVkxeRJEmSJEmSJEmSpO4x2V3buhsbM2effTa77bbbXPZFkiRJkjp27bXXcvDBBzde3jhR2W3Igtr8+g7KNx6Zt7CH7dQfyzfVdjoSEfOB/wEC+FBmXtiLdqbCGFuSJEnSlsQYW33Ga9iSJEmStli9iLFNdte2bqQxs9tuu7HnnpM9kV2SJEmS+tLI5EW2CWtr8/M7KD9c/V3Tw3aGa/NTbadTbwHuAVwJvL1HbQDsNcn65VSPWTfGliRJkrQFM8bWXPMatiRJkqStRVdibJPdJUmSJEnS1uK22vziDspvV/29vYftbFebn2o7k4qIewBvrl6+PDPv6HYbDZl59SR96VXTkiRJkiRJkiRJkrZRJrtLkiRJkqStQmaujYibgZ2ACYc9i4gdGUtEv2qKTdWTvicbXq0+GvpU2+nEqymjy18KLIqIo1uUuXdt/pERsbya/1Yvk+MlSZIkSZIkSZIkaaZMdpckSZIkSVuT3wOHAneJiKHM3Nim3D1q83+YRhut6ul2O50Yrv7eGTixg/L/VpvfDzDZXZIkSZIkSZIkSVLfGpjrDkiSJEmSJHXRL6q/2wEPnKDcYbX5M6fYxmXAX1vU08ojqr/XAJdPsR1JkiRJkiRJkiRJ2qaZ7C5JkiRJkrYmp9Tmn9uqQEQMAM+uXt4CnD6VBjIzgVOrl/eIiEPatHMIYyO7n1pt11WZeUxmxkQT8PbaJkfU1l3e7f5IkiRJkiRJkiRJUjeZ7C5JkiRJkrYamXk28PPq5fMj4iEtir0WOKCa/0hmbqivjIjDIyKr6YQ2TX0YGKnmj4+IhU11LASOr15urMpLkiRJkiRJkiRJkqZgaK47IEmSJEmS1GWvBM4EFgI/iIh3U0ZvXwgcDbywKncxcNx0GsjMiyPiA8CbgIOAMyPifcAlwP7AG4H7V8U/kJl/blVPRCwHHtu0eHlt/TFN636RmX+ZTp8lSZIkSZIkSZIkaUtjsrskSZIkSdqqZOYFEfEM4IvAEuDdLYpdDDwhM2+bQVNvBXYBnkdJbP9KizKfBv51gjruAXx2gvXN654LmOwuSZIkSZIkSZIkaZswMNcdkCRJkiRJ6rbM/BZwH+BDlMT21cAtwLlUo67PdIT0zBzNzOcDTwBOBf4KrK/+ngo8PjNfkJmjM2lHkiRJkiRJkiRJkrZVjuwuSZIkSZK2Spl5BfCaaprKdmcAMYXypwGnTalz02xrmm0cCxzbyzYkSZIkSZIkSZIkqRcc2V2SJEmSJEmSJEmSJEmSJEmS1HdMdpckSZIkSZIkSZIkSZIkSZIk9R2T3SVJkiRJkiRJkiRJkiRJkiRJfcdkd0mSJEmSJEmSJEmSJEmSJElS3zHZXZIkSZIkSZIkSZIkSZIkSZLUd0x2lyRJkiRJkiRJkiRJkiRJkiT1HZPdJUmSJEmSJEmSJEmSJEmSJEl9x2R3SZIkSZIkSZIkSZIkSZIkSVLfMdldkiRJkiRJkiRJkiRJkiRJktR3THaXJEmSJEmSJEmSJEmSJEmSJPUdk90lSZIkSZIkSZIkSZIkSZIkSX3HZHdJkiRJkiRJkiRJkiRJkiRJUt8x2V2SJEmSJEmSJEmSJEmSJEmS1HdMdpckSZIkSZIkSZIkSZIkSZIk9R2T3SVJkiRJkiRJkiRJkiRJkiRJfcdkd0mSJEmSJEmSJEmSJEmSJElS3zHZXZIkSZIkSZIkSZIkSZIkSZLUd0x2lyRJkiRJkiRJkiRJkiRJkiT1HZPdJUmSJEmSJEmSJEmSJEmSJEl9Z2iuOyBpzMhocuZfbmLdxlHWbRxh7YZRHnvv5Swe9qsqSZIkSdJU3HjbOi685lbWbRxl/cgoC4YGeMy9ls91tyRJkiRJkiRJ6orMZDRLztloJiOjyUgmo6Nj81mtr5cpf8fqiYCo/pa5+rLq9aZlUZWD0ar+0Uyy6k95DUkyOlr+ZrJZuWaNdsZ6ML5/417X+thcpr6u1bLMzftU9mXV56zeR2NZi/lGeSjbsGmecXWNL9dYl2Ov63XUy7bZpqF5741fvfm+Ha/Fvmv8bfEZbNqHTfuy6c+446RRvnGs1OcHovG3lB6Isu1Ai/KNz6n+PuvLNh1z4/ZD9dnWt6l9hlUJaC7T1NZme635oKzvizZlx61t3n/tys3QLksWsN/O23Wxxv5hBq3UR0YzefZnzh637AF7L2XxnRbPUY8kSZIkSdoyXXDlSl74hfM2vd572SKT3SVJkiRJkiRpikZGk/UbR8s0Uk3V6w0jo2XAkWrdhsbfkVE2jCQbR0bZMJps2DjKxtGybMPIKBurvxtGslo+Vn60KZG1MU9TAnE9cbWR3JqZbGwkeo+On2+8Hh0tbTaSwUdGquVtEobHJdvWS0yUGTtFCYyO5qb32UgKbyST1xPJ68slqe4fH7w373rKgXPdjZ4w2V3qI0MD5S6l+o+ndRtH228gSZIkSZJamj80MO71hhHja0mSJEmSJEmdyUxWrd3IDavWctu6jQxUIw83RiUeHIhNy8qoxOPXD9SW1ZOTNyUvN40iPVplOY/m+LIbRpJ1G0ZYt3G0mkZYt6E2v3G0ej2y2foNI6Obkr03jJTk7o0jY4neG0aqdaObr9uUvF6VkSRpLpnsLvWRiGB4aJA1G0Y2LTPZXZIkSZKkqWtOdl9vfC1JkiRJkiRt8zKTVWs2cv1ta7lh1TquX7WWG24rf2+8bfxrc3YkSeoPJrtLfWZ43sD4ZPfavCRJkiRJ6sz8QZPdJUmSJEmSpG3N6Ghy7aq1XHnzaq5ccQdX3LyaK1es5tpb13LDbWu5ftU6zxVKsyACgrGnHUTEuNfNssUDBJLNFzbK5ab/lHL15Vm9yDb1ApueytDoE839pVrfZh7KfOO9UlvSeN28PogW68Z2xqZ1E5SvixY7slW5hsauyNpOGVtWL5ebL2vaj/V9XF9f/8xGs7F8/FMssvGEC5qeesHYutHMTZ9PfX80PidoHGNjn0tjn0S1I8Yta/HZRaPgprqYwrHZ2ljZ3GxZjiuXLZa1bn8qFs0fnFkFfcxkd6nPDDeNPOddopIkSZIkTd1mI7uPGF9LkiRJkiRJW4O1G0a4euVqrrh59aZk9ituvoMrVqzm6hVrPBc4i+YNBvMHB5g/NMC86u/8wTI/bygYGhhg3mAwb3CAocEB5g+WZUPVdkODUS0fYGigzJck5FL/Zsm+jURWxhJdx+ZhYCAYGggGq6nMDzA4AIMDA+PWDTaVHajVPdZg/eX4BTNNSm3IrCVeR5mHxvzmCeIDUVtXlR+IsfdQfz/lb9kvg7H58kbibz35eNNrxicwb5qvLRtLDB+rr15vv8kqgVrSlsdkd6nPDA+Nv7vGZHdJkiRJkqZuXvPI7iOjnsiWJEmSJEmStgCZyY23reOqlau5asUarlpRJbSvWM2VN6/mulVrZ7U/C+eVXJ76CMSj1QjFvdJIZp4/OMDwvAGGhwYYHhosf+fV5hvLm8rMr6ZGAnkjqbsxX5aXRPB51bp5gwObEsCHaonr84eC+YODm+qcNxib1nm+desQ0Tza+tb5uXq8Slsuk92lPrP5yO4jc9QTSZIkSZK2XM0ju2fCyGgyNOjJbEmSJEmSJGmu3bZ2A1etWMOVK1Zz9crVmxLar1q5hqtXrmbtht4PDrl00Tx23X4BuywZZpdNf4fZdcmCTX/vtP0wC+YNtq0jq6T3RgJ8Ixl+ZLQsbwzA0dEo3VQjlJuQK0nSOCa7S31meF5Tsvss/HiXJEmSJGlrM79pZHcoo7sPtVguSZIkSZIkqbtWr9/INSvXcHWVvH51NX/VypLUfsvqDT1tf+G8QfbZaRF7LVvEPssWseeOC0sSe5XIPlkSe6cigsGAwa10JGxJkvqBye5SnxkeGv9Det1Gk90lSZIkSZqq5pHdAdZvHGXR/DnojCRJkiRJkrSVuX1dI5m9JLJfc8v4pPYVd6zveR92XjyfvZctYp+dttuU1L7PTovYe6dF3GnxsCOkS5K0lTDZXeozw00X49dtHJmjnkiSJEmStOVqN7K7JEmSJEmSpImt3zjK9avWcu2ta7n21jVce+tarrt1LX+9ZQ1/vbUks/d6ZHYo5/j23HEhey5bxN7LFrLXjlUy+7Lt2HunRSweNvVNkqRtgf/Hl/rM5snuXoiXJEmSJGmq2o3sLkmSJEmSJG3LNozUE9nXcu0ta8YltV9761puun0dmb3vSwTsuv0C9l62iD2rZPa9ly1ir2WL2GvZQnbdfgEDA47OLknSts5kd6nPDA8Njnu9boMX4iVJkiRJmqp5rUZ2N9ldkiRJkiRJW7l1G0e49pa1XHPLGq5euZqrV67hmpVlNParV67mulVrGZ2FRPaGnRfPZ48dF5UR2peWUdr32nEhey9bxB47LtwsT0aSJKmZye5SnxmeN/5i/NqNI3PUE0mSJEmStlzzBjcf8WnDyCxexZMkSZIkSZJ64I51G7lu1VquWblmXEJ7I6n9+tvWzsqo7A07Lx4uiew7LmTPKql9jx0XsteOC9lj6SIWzjeZXZIkzYzJ7lKfGW56zLoju0uSJEmSNHURwfyhgXGjuTuyuyRJkiRJkvrV+o2j3Hj7Oq67dS03rFrLdavWcv2qdVy/ai3XV69vWLWO29dtnLU+LZg3wO47LGS3pQtYvmQhuy9dwPIdFowltS9dyIJ5JrNLkqTeMtld6jPNQcA6R3aXJEmSJGla5g82JbuPGGNLkiRJkiRp9mUmt6zewJUrVm+arl65piSx37qWG25by023r5/VPjUS2ZfvsIDddljIbjssYLelC8rf6vUOC+cRsfkTFCVJkmaTye5Sn9lsZHdHnZMkSZIkaVrmDw3AurHX6zfO4vObJUmSJEmStE1Zv3GUa25ZsymZ/aoVq7ny5rH522ZxRHaA7RcMjRuBfc8dF457vXSRieySJGnLYLK71GeGh5pHdjfZXZIkSZKk6Zg/OP6G8vUjxtiSJEmSNJciYh/gFcATgL0otyhfAnwV+Fhmrp5B3QPAPYCDq+lBwH2A+VWRIzLzjCnUtwh4GfA0YH9gGLgK+A7w0cy8Yrp9lbTly0x+evGNfPd313HFiju4asUa/nrrGnIWx1rYYeG8KoG9JLHXE9r32HEhOyycN3udkSRJ6iGT3aU+s9nI7ht8xLokSZIkSdMxb2j8yFTrvaFckiRJkuZMRPwt8EVgSW3xIuCganpBRDwhM/8yzSb+CThhRp2sRMRdgNOAuzatuns1vSAi/jEzv92N9iRtWdZtHOFfT76Qr513dU/qnz80wK5Lhlm+ZAG7LFnA8iUL2HXJMLsuWVCbhlk037QvSZK0bfBXj9Rnhuc1Jbt7IV6SJEmSpGlpHtl9gyO7S5IkSdKciIj7AycBC4HbgfcAp1evjwb+Gbgb8J2IOCgzb5tOM7X5DcDvgHnAgVPs6/aU0dsbie6fBL4CrAGOAN5MSdg/KSIelpm/mUZfJW2hbli1lhd98TwuuPKWaW0/OBDsvnQBey9bxF47LmL3pQurpPZhlu+wgF23X8DSRfOIiMkrkyRJ2kaY7C71meGhwXGv1210ZHdJkiRJkqZjXlOyuyO7S5IkSdKc+QglsX0j8JjM/FVt3U8i4s/A+ykJ768Fjp1GG78HXgGcA/wmM9dGxLFMMdkdeH3VD4A3ZOYHaut+FRFnAD+ljEr/YeDwafRV0hbogitX8uIvnsf1q9ZNWG6HhfPYe9miktBe/W1Muy1dsNk5K0mSJE3MZHepzwwPObK7JEmSJEnd0Bxjr3dkd0mSJEmadRFxMHBo9fLTTYnuDccBzwUOAF4ZEe/KzA1TaSczzwbOnmFf51ES5gH+UPWruZ1fRsSngRcBh0XEgzLznJm0K6n/fe3cq3jryRdudn5p0fxBXnzY/tx1l8XsVSW377Bw3hz1UpIkaetksrvUZ4bnNSW7b/BCvCRJkiRJ0zG/OdndG8olSZIk/X/27jxM0qq8G//39FazAIIsgqwCIquRRVREcY+KCqJJjL4qCjH6qnGL2TT5qYkmmhDF3bhgjMZoIuASURYRlVcFWVRkmQFBGRBkXwamp7vn/P7oGumqXqZrZnqqevrzua6+6jmnTp3nrsHxmqefb91FNxw74fiUqRbUWteUUj6X5B+TbJ3kyUnO3AS1tXtykgc1j/+91jrdheRnMx52T5LnZ7ybPLAZGh1bk3d/84qccv51k57b9cGL88mXHZZ9d9xq0xcGALCACLtDj2kM9LeMh0fHulQJAAAAzG/tXwkt7A4AANAVRzYfVya5aIZ15004fny6E3Y/csLxedOuSn6S5L4kSzJeK7AZumPl6rzuixfn/Ktvm/TcEXttm4+8+JBss3SoC5UBACwswu7QY9q/Yn3YjXgAAABYL+2d3UfGXGMDAAB0wX7Nx6trraMzrLtyitdsavtPOL5yukW11tFSytVJHpnu1QrMoStvujt/8rmf5Prb75/03Csf/7D8zbP3zUBbowUAAOaGsDv0mMmd3d2IBwAAgPUxpLM7AABAV5VSFiXZrjlcMdPaWusdpZSVSZYm2XWua5vGLs3HlbXWO9ex9vqMh923L6U0aq3DszlBKWWXdSzZcTb7AHPnW5f9Jm/+8k9z3+qxlvmh/r68+/kH5g8O69b/RQEALEzC7tBjGoNtnd1HxqZZCQAAAMxksK2z+2qd3QEAADa1LScc3zuL9WvD7lvMTTnrtLbe2da61hZJZhV2z3hIHuhBa9bUfOCc5fngOcsnPbfDlo184qWH5uDdtulCZQAAC5uwO/SYRtuN+FW6zgEAAMB6abR3dhd2BwAA2NQWTThePYv1awPji+egltlYW28ntSbdqxfYSO4dHs2bvnRpzrr85knPPWrXrfOJlx6ah2y1aIpXAgAw14Tdocc0BvpbxqtH16TWmlJKlyoCAACA+WmovbO7D5QDAABsaqsmHA/NYn2j+Xj/HNQyG2vr7aTWpLN6d13H8zsmubCD/YANdN2tK/Mnn/tJlv928pc6vPDQXfIPxx6YRYP9U7wSAIBNQdgdesyiwb5Jc8Oja1w4AQAAQIcG2zu7C7sDAABsavdMON5iFuuXNh8nJ043jbX1dlJr0kG9tdYVMz2vCRpsWt9bdkte958X5+5Voy3z/X0lbz96vxx/xB7+XgIAdNnkVC3QVe2d3ZPxsDsAAADQmfbO7iNjrq8BAAA2pVrrqiS3NYe7zLS2lLJNHgiQYdmsowAAIABJREFUXz+Xdc1gbRB9aSll63WsXduh/ZZa6/Ac1gTMgVprPvODa3P8KRdMCrpvvWQw//HKw/OKxz9M0B0AoAcIu0OPaQxM1dl9rAuVAAAAwPzWHnbX2R0AAKArLm8+7l1Kmenb5/edcHzFHNYzk8snHO873aLm+9irOexWrcB6Ghlbk7efflne9Y3Ls6a2Prfvjlvma689MkfsvV13igMAYBJhd+gxjcEpwu4jbsYDAABApwb728LuOrsDAAB0ww+aj0uTHDrDuqMmHJ8/d+XM6AcTjo+adlVyWB7oQt+tWoH1cNd9Izn+lAvyhR//etJzzzpwx3zlNUdkt22XdKEyAACmI+yepJSyeynlpFLKlaWUlaWU20spF5ZS3lpK2Wj/gi2lPKuUclopZUUpZbj5eFop5Vkd7DFQSnl1KeX7pZRbSin3l1KuKaV8opRyQAf7bFdKeVcp5WellLubPz9rzm27jtf2lVKeWEp5Tynlu6WUm0opq5t7XFZK+Wgp5ZGzqOEdpZQ6y58nzfa9zXdD/VN1dnczHgAAADrV/u1pq0frNCsBAACYQ6dPOH7FVAtKKX1JXtYc3pnk3LkuahrfTXJX8/jlpZQyzbrjJxyfNpcFARvPdbeuzPM/dn7Ov/q2Sc+98WkPz0defEiWNmb6AgoAALphwYfdSynPTfKzJG9O8ogkS5Jsk/FPYr8vySWllL038Bx9pZRPJflmkmOT7JxkqPl4bJJvllI+2byAn2mf7ZL8vyQfS3Jkku2SLEqyZ5JXJbmolHLiLOp5TJKfJ/nbJAcl2bL5c1Bz7uellMNn2OK6JOcl+euMf5r9IUkGm3sckOQ1Gf9ze+8MF/9MY6C/LwN9rX9sw6NjXaoGAAAA5q/B/tbra53dAQAANr1a6wVJvt8cnlBKedwUy96SZL/m8cm11pGJT5ZSnjShUdpn57DW1Uk+2Bzul+TP29c06z+hOTyv1nrhXNUDbDw/+uVtOfaj5+eXt6xsmW8M9OXDLz44b3zaPunrE3EBAOhFC/rjiKWUg5N8KcniJPcm+ceMf0J8cZIXJfmTJPsk+d9SymG11nvW81TvzgMXu5dkPER/TZK9kvxFkoOTnJjkliR/M02t/Rn/RPijm1OnJvlkktuTPCbJ25PskOQTpZQbaq1nTLPPrkm+nmT7JKNJ/jXJN5pPPyfjof+dkny9lHJorXXFFNs8tPl4dZKvZPxr2W7M+J/bk5O8KeMfGPiLJGPTvac2B63j+WtnscdmozHQl9HVDwTcdXYHAACAzrV/e9qI62sAAIBueUPG7ysvTnJmKeU9ab03/6rmumVJTlrfk5RSjm+betSE42eWUvaYML661vqDKbb55yR/lPGswPuazfH+K8n9Gb8f/jcZz1rcn+SN61srsOl8+cLr87bTf56RsdZv/dtui0Y+9fLD8qhdt+5SZQAAzMaCDrsnOTnjF8+jSZ5Ra/3hhOe+U0pZnvFg+j4Z/yT5Ozo9QSllnzzwae+fJHlirfX+5vjCUsrXMt4l/bAkby2lfKbWevUUW708493ck+SjtdbXTnjuglLKGUkuSrJVkg+WUvartY5Osc+7Mx50T5IX11r/e8Jz3y+lXJTxDwDskOQf0vr1a787X5J3Jjmz1tr+/d8/KKX8Z5IfNs/z1lLKp2qtv5xin9+ptV420/MLTWOwPysnht1H3IwHAACATg0N9LeMdXYHAADojlrrJaWUP0ry+Yzf037PFMuWJTl6A5rQJckpMzz3l23jf08yKexea72nlHJ0xr+5/eEZD+K/qm3Z3UleUmu9dANqBebY2Jqa933rynzie5MjK/vttFU+9fLDsvPWi7tQGQAAnehb95LNUynl8CRPaA4/3RZ0X+ukJFc0j99QShlcj1O9MQ98qOD1E4LuSZJa631JXt8cDmS8K/pU1gbmb0/y1vYnmwH5f2wO907y/PY1pZQdk7ykOfx2W9B97T5fTvLt5vClzde0rzmi1vrtKYLua5+/Jsm7JrynY6d5T0yjMdD6V3N4dGyalQAAAMB0Bvtbv3p6tc7uAAAAXVNr/XqSRyZ5f8aD7fcluTPjTeP+MsnB0zSG2+SadRyc8bp+kvE670tyVcbrf2St9RvT7wB028rh0bz68xdNGXR/2n4Pyf+8+nGC7gAA88SCDbunNYA95ae7a61rknyuOdw6419JNmullJLkmObwylrrj6Y5z48yflGcJMc0Xzdxn32S7NccfrkZkJ/KZyccTwq7J3leHvhvPtMn2tfu09d8zfo4d8LxXuu5x4I1OezuZjwAAAB0aqjt+npEZ3cAAICuqrX+qtb65lrrI2qtS2ut29RaH11rfd8M98FTa/1urbU0f46fYV3p4GfafZp7rWzW9ehmnUtrrfs26//V+v8pAHPtxjvvzws//sOcdfnNk5571RP3zCdeemiWNgameCUAAL1oIYfdj2w+rkxy0Qzrzptw/PgOz/GwJA+dYp+ZzrNzkj3anjtyinWT1Fpvyvgn4JOpa53VPtmw97xWY8KxtuQdarR9zbqwOwAAAHSu/cPkOrsDAAAAbN5+ev2dOeYj5+eK39zdMj/QV/LeFxyUv3n2funvK9O8GgCAXrSQP6a4tlP61bXW0RnWXTnFa2Zr/2n2mc15rt2AffZJsmspZWmtdeUU+9zVDMZPqdb6m1LK3Um2Sufvea2jJhxfsa7FpZQzkzwq4x3070xyeZJvJflErfWO9awhpZRd1rFkx/Xdey41Bts6u4/4vAAAAAB0arDfN6cBAAAALBTf+NmNecuXfzrpd0BbLxnMx15yaB6317ZdqgwAgA2xIMPupZRFSbZrDlfMtLbWekcpZWWSpUl27fBUE4PWM54nyfUTjtvPsz77lObrrppin3XtsXafA6aoZZ1KKUuSvLE5HE7y1Vm87OkTjrfPeFj+qCR/WUo5vtY6mz2mcv26l/Se9s5zq9yMBwAAgI4NtV1fj4y5vgYAAADY3NRa8+HvXJ2Tzlo26bk9t1uaTx//6Dxsu6VdqAwAgI1hQYbdk2w54fjeWaxfG3bfYg7PM7EDe/t5NvY+s33PU+0xG+9Nslvz+CO11htnWPvzJKcnuSDJjUkGkzwiyUuSPCPjnd6/Ukp5bq31jPWoZV5qDPS3jHV2BwAAgM4NtXV2Xy3sDgAAALBZWTUylr/6ys9y+qWToylH7LVtPvaSQ/OgJYNdqAwAgI1loYbdF004Xj2L9cPNx8VzeJ7hCcft59nY+8zZey6lvCTJ65rDK5K8fYblH6i1vmOK+R8n+Vwp5U+TfDxJf5JPlVL2qrWu6qSerLsz/Y5JLuxwzznX3tnd16wDAABA5wbbrq9Xu74GAAAA2Gzcdd9ITvzchbnwujsmPffHh++Wdx1zQAbbmiEAADD/LNSw+8TA9NAs1jeaj/fP4XkaE47bz9O+z0yB73Xts2QWtUzcZ9bvuZTypCSfbg5vT/KCWuu0r6+13jnTfrXWT5RSHp3khCQPTfKCJF+YbT3NPVaso+ZOtttkFg22dXZ3Mx4AAAA61t7ZfURndwAAAIDNwm/uuj8v/8wFWXbzvS3zfSV529H755WP36NnMyEAAHRmoX588Z4Jx1vMYv3S5uO9M67asPMsnXDcfp6Nvc9Gf8+llMOSfC3jIfl7kzy71nrFbF67Dp+YcHzURthvXpjc2X2sS5UAAADA/DU00B52r1mzpnapGgAAAAA2huU335PjPvr/JgXdlw7151MvPywnHPkwQXcAgM3Iggy711pXJbmtOdxlprWllG3yQPD7+g5PNbGr+IznSbLrhOP286zPPrXtdRP3WdceE/dZ53supRyQ5FtJtkwynOTYWuuPZ3GO2bh8wvHOG2nPntcYbAu7j+g8BwAAAJ1q7+yeJKt1dwcAAACYt35y3e154cd/mN/ctapl/iFbNfI/rzkiT9n3IV2qDACAubIgw+5Na0PUe5dSBmZYt++E4047lU8Mau877ap1n2d99rm+1rpymn0eVErZcboNSik7Jdlqmlra1+6V5Kwk2yYZTfJHtdZz1lFjJxZku7XGQH/LeHjUjXgAAADoVHtn9yQZEXYHAAAAmJfO/MVNecmnfpy77h9pmd9z+6X5ymuOyH47bTXNKwEAmM8Wctj9B83HpUkOnWHdUROOz+/wHNcmuXGKfabyxObjDUmua3vuBxOOp92nGWDfpzmcqtZZ7ZNZvudSyi5Jzk6yU5I1SV5ea/3qDPuuj/0nHN847arNTKPtZvzw6FiXKgEAAID5a3Cqzu4+UA4AAAAw73zxgl/n1Z+/aFKzwIN32zpfefUR2WWbJV2qDACAubaQw+6nTzh+xVQLSil9SV7WHN6Z5NxOTlBrrUnWhr/3LaU8dprzPDYPdGT/avN1E/dZlgc6rP9hKWW6f6EfP+H4tCme/1rGQ+nJNO+5bZ81zddMVfMOGQ+679GcenWt9T9n2HN9/emE4/PmYP+eNDns7kY8AAAAdGrqzu4L8kvkAAAAAOalWmtOPnt5/vrUn2dN2691nrrvDvnPEx+bbZYOdac4AAA2iQUbdq+1XpDk+83hCaWUx02x7C1J9msen1xrbfkepFLKk0optfnz2WlO9YEka9tyf6iUsrhtj8VJPtQcjjbXT+Vfmo8PTvK+9idLKXsl+evm8OpMEXavtd6U5AvN4e+XUl44xT5/kOT3m8P/aL6mfc3WSb6d5BHNqTfVWj85Td1TKqUcVErZex1rXpXkxObwpkwd4N8sNQb7W8bDI8LuAAAA0Kn2D5MnOrsDAAAAzBdja2redvplef/ZyyY994eH7ZJPvPTQLB7qn+KVAABsTga6XUCXvSHJ+UkWJzmzlPKejHdvX5zkRUle1Vy3LMlJ63OCWuuyUso/J/mrJIclOb+U8t4k1yTZK8lfJjm4ufyfa63Lp9nq35O8Msnjk7y2lLJjkk8muSPJ4Un+NslWGe/G/me11tFp9nlbkmcm2T7JF0sphyX5RvO552Q84J8ktyR5e/uLSymNJP+b5FHNqS8kObuUcuAMfwwra63Xts0dmuRTpZRzk5yR5OdJbsv4/yb3TfKSJM9orh1L8qpa68oZzrFZmdzZfWyalQAAAMB0BvunCLuPucYGAAAA6HWrRsbyZ1+8JGdefvOk517/lL3z5qfvk1JKFyoDAGBTW9Bh91rrJaWUP0ry+YwHxd8zxbJlSY6utd6zAad6W5IdMh5WPzjJf02x5tOZIlw+odaxUsqxSb6Z5NFJXtD8mWg4yetqrWfMsM/1pZTnJjk9yY4ZD9v/Zduym5IcW2tdMcUWOyU5YsL4Jc2fmZyX5ElTzPcneVrzZzq3JTmh1vr1dZxjszI57K7rHAAAAHSqv6+kv69kbMJ3XK8erTO8AgAAAIBuu+u+kZz4uQtz4XV3tMyXkrzzeQfkZY/bozuFAQDQFQs67J4ktdavl1IemfEu70cn2SXJ6iRXJ/nvJB+utd63gedYk+SEUspXMt4t/tFJtktya5ILk3xipoD6hH1uLaUckeRPkrw4yX5Jlia5Mck5SU6utf5iFvv8uJRyUMbf87FJ9mg+dW2Sryb5QK31to7eZOe+meSEJI/L+AcAHpJk2yQlye1JfprkW0k+W2u9e45r6TmNgdav2RJ2BwAAgPUz1N+X+9c80M199ZhrbAAAAIBedeOd9+f4Uy7IspvvbZkf6u/LB170qDz7oJ26VBkAAN2y4MPuSVJr/VWSNzd/OnnddzMezp7t+m9mPOS93mqto0k+1vzZkH1uTfK3zZ9OXnddOnjPM+zz2ySfaf7QpjHY1tl9xFesAwAAwPoY7C+5f+SB8WofKAcAAADoSctvvicv+8wF+c1dq1rmt2wM5JMvPyyP3XPbLlUGAEA3CbtDD2oMtIXd3YgHAACA9TI00J9k9HfjEZ3dAQAAAHrOT667PSf8+09y18SuBUkeslUjn33F4dlvp626VBkAAN0m7A49qDHQ3zLW2R0AAADWT/sHynV2BwAAAOgtZ/7iprz+i5dMagS45/ZL87lXHp5dtlnSpcoAAOgFwu7Qg3R2BwAAgI1jsL+0jF1jAwAAAPSOr//0xrzxS5dmbE1tmT94t63zmZc/OtssHepSZQAA9Aphd+hBjcG2zu5uxAMAAMB6GWr7QPnImGtsAAAAgF7w1UtvyJu+dGnacu556r475MMvPiSLh/qnfiEAAAuKsDv0oMmd3ce6VAkAAADMb4P9rdfYq32gHAAAAKDrTr/khrz5y5OD7n9w6C75x+MOykDb73QAAFi4/MsQetCiwfauc3XSV3YBAAAA69be2X21zu4AAAAAXXXqxSumDLq//HG7530vfKSgOwAALfzrEHpQY2DyV3HpPAcAAACdG+pv/0C562sAAACAbvmfi1bkLf/900lB91c8fo+843kHpJTSncIAAOhZwu7QgxoDk/9qDo+OdaESAAAAmN8mdXb3YXIAAACArvjyhdfnrf/z09S2oPsJRz4sf/ec/QXdAQCYkrA79KCpOrsPuxkPAADQkVLK7qWUk0opV5ZSVpZSbi+lXFhKeWspZclGPM+zSimnlVJWlFKGm4+nlVKeNYvXNkopjy2lvL6U8h+llKtKKWtKKbWUUtf1+gn7HFZK+btSypkT6ri3lLKslHJKKeXIDXuX81d7Z/fVOrsDAAAAbHL/dcGv8xdf+dmkoPurnrhn3n70foLuAABMa6DbBQCTNQan6Ow+4mY8AADAbJVSnpvk80m2mjC9JMlhzZ8TSylH11qv3oBz9CX5tyQntD21c/Pn2FLKp5L8aa11uou6jyc5fn1raNbxvSRPmOKpoSQPb/4cX0r5XJI/qbWu3pDzzTc6uwMAAAB01xd+/Ku87bTLJs3/6VF75q+eua+gOwAAM9LZHXpQe9e5JBkeHetCJQAAAPNPKeXgJF/KeND93iRvS3JEkqcm+WRz2T5J/reUsuUGnOrdeSDofkmSP05yePPxkub8iUn+YaZyJxzfk+S8JDd1WMdDm483Jjk5yQubdTwuyZuT3NB8/mVJPtvh3vPeYHtnd2F3AAAAgE3mP340ddD9/z5pL0F3AABmRWd36EF9fSVD/X0tX60+7GY8AADAbJ2cZHGS0STPqLX+cMJz3ymlLE/yvowH3t+S5B2dnqCUsk+SP28Of5LkibXW+5vjC0spX8t4cP2wJG8tpXxmmi7yZyT5bpILk1xRa11TSvlukh07KOfKJH+T5Cu11vZPSv+olPIfSc7P+Pv941LKx2ut3+tg/3mtvbP7yJjrawAAAIBN4XM/vC5/99VfTJp//VP2zpufvo+gOwAAs6KzO/SoRtvNeJ3dAQAA1q2UcniSJzSHn24Luq91UpIrmsdvKKUMrsep3pgHmgi8fkLQPUlSa70vyeubw4Ekb5pqk1rrl2qtn621/qLWul4p7Frrc2qtX54i6L72+VszHupf64Xrc575qj3srrM7AAAAwNw75fxrpwy6v+GpDxd0BwCgI8Lu0KMag21h9xE34wEAAGbh2AnHp0y1oBkq/1xzuHWSJ3dygjJ+J+6Y5vDKWuuPpjnPj5Jc1RweU7p7B+/cCcd7da2KLhjqbwu76+wOAAAAMKc+9f1f5p1fv3zS/Buf9vC8SdAdAIAOCbtDj2oM9LeMV+nsDgAAMBtHNh9XJrlohnXnTTh+fIfneFiSh06xz0zn2TnJHh2eZ2NqTDheUBeYkzu71y5VAgAAALD5++T3fpl/+N8rJs2/5en75I1P26cLFQEAMN8NrHsJ0A2NAZ3dAQAA1sN+zcera62jM6y7corXzNb+0+wzm/Nc2+G5NpajJhxPvts4C6WUXdaxZMf12Xeu6ewOAAAAsGl8/Lxr8k9nTP512Vt//xF57ZP37kJFAABsDoTdoUe1d54bHnUzHgAAYCallEVJtmsOV8y0ttZ6RyllZZKlSXbt8FQTQ98znifJ9ROOOz3PRlFK6UvyVxOmvryeW12/7iW9Z7A97O6b0wAAAIAe9v3lt+Qj516dbZYM5W1H75ddtlnS7ZJm5aPfvTrv+9ZVk+b/6ln75tVH7dWFigAA2FwIu0OPWjTY3zIedjMeAABgXbaccHzvLNavDbtvMYfnWTnhuNPzbCxvSnJ48/jUWutFXaqjK9o/TD4yVrtUCQAAAMDMLv71HXnFKRdmdM347y+uv+O+fO21R6avr3S5spl95Nyr88/fnhx0/5tn75tXPVHQHQCADSPsDj2qobM7AABApxZNOF49i/XDzcfFc3ie4QnHnZ5ng5VSjkryT83hb5O8ZgO2W1dn+h2TXLgB+8+Jwf7Wm8GrXV8DAAAAPeiOlavzui9c/Luge5JcdsPdOfPym/PMA3fsYmUz+/B3ludfzlw2af7tR++XE5+wZxcqAgBgcyPsDj2q0d7ZfcTNeAAAgHVYNeF4aBbrG83H++fwPI0Jx52eZ4OUUg5IclrGf/+zKskf1Fp/u7771VpXrON867v1nGr/MPnqMdfXAAAAQG9Zs6bmTV++NDfetWrScx88Z3l+/4CH9OTvXj50zvKcdNbkoPvfPWf/vPLIh3WhIgAANkd9614CdMPkzu5jXaoEAABg3rhnwvEWs1i/tPl47xyeZ+mE407Ps95KKQ9LcmaSbZKMJXlRrfV7m+r8vWSoPeyuszsAAADQYz523jX57lW3TPnc5b+5O2ddfvMmrmjdPjhN0P0dzxV0BwBg4xJ2hx41OezuZjwAAMBMaq2rktzWHO4y09pSyjZ5IIh+fYenmtjhfMbzJNl1wnGn51kvpZSHJjk7yUOT1CSvrLV+dVOcuxcN9gu7AwAAAL3r/11za04686oZ15x8zvLUWjdRRev2wXOW51+nCbof/3hBdwAANi5hd+hRjYH+lrGwOwAAwKxc3nzcu5QyMMO6fSccX7Ge52jfZ2Ofp2OllO2SnJVkz+bU62utn5vr8/ay9s7uI2OurwEAAIDe8Nt7VuXPvnhp1kzIsfeV5P88dreWdb+48e6cc8VvN3F1Uzv57KmD7u983gGC7gAAzAlhd+hRjcG2zu4jY12qBAAAYF75QfNxaZJDZ1h31ITj8zs8x7VJbpxin6k8sfl4Q5LrOjxPR0opD0ry7ST7N6f+qtb6kbk853ww1N7ZXdgdAAAA6AGjY2vyZ1+8JLfeO9wy/+an75N3Pu/A7Lnd0pb5Xuju/oGzl+X9Z08Our/rmAPy8iP22PQFAQCwIAi7Q49qtHWe09kdAABgVk6fcPyKqRaUUvqSvKw5vDPJuZ2coI7fVfxqc7hvKeWx05znsXmgs/tX6xzejSylLEnyv0kOaU69u9b63rk633wy2HZ9vdr1NQAAANAD3n/2svzol7e3zB21z/b5v0/aO/19Ja97yt4tz/38hrvy3atu2ZQltnj/WcvygbOXT5r/+2MOyMset8emLwgAgAVD2B16VGOgv2Us7A4AALButdYLkny/OTyhlPK4KZa9Jcl+zeOTa60jE58spTyplFKbP5+d5lQfSLL2K7g+VEpZ3LbH4iQfag5Hm+vnRCllKMlpSR7fnDq51vr2uTrffNNo6+w+orM7AAAA0GXnXvnbfOTca1rmdnrQorz/jx6Vvr6SJHne7z00e2y7pGXNB7rU3f39Zy3LyedMEXQ/9sC8VNAdAIA5NtDtAoCpTe7sPjbNSgAAANq8Icn5SRYnObOU8p6Md29fnORFSV7VXLcsyUnrc4Ja67JSyj8n+askhyU5v5Ty3iTXJNkryV8mObi5/J9rrZPvBiYppeyY5Jlt0ztOeP74tud+UGu9um3ui0me0Tz+TpJPl1IOnKH81bXWyd83vZka8s1pAAAAQA+54c7786YvX9oyN9BX8uEXH5IHLx16YK6/L697ysPz5//909/N/fT6O3PeslvypEfssMnqnS7o/g/HHpj/89jdN1kdAAAsXMLu0KMag20340fcjAcAAJiNWuslpZQ/SvL5JFslec8Uy5YlObrWes8GnOptSXZI8sqMB9v/a4o1n04yU5f1fZOcMsPz7c+9Ikl72P24CcdPSfKzGfZLkl8l2WMdazYbg22d3VcLuwMAAABdsnp0TV77hYtz530tXzSYv372fjl0920mrT/2UQ/NB89Znl/fft/v5k4+Z3mO2mf7lFLmtNZaa95/9vJ8UNAdAIAu61v3EqAbGgP9LeNVOrsDAADMWq3160kemeT9GQ+235fkziQ/SbPr+hQd0js9x5pa6wlJjk7y1SQ3JlndfPxqkmfXWk+stUpXd1F7Z/eRMf85AAAAgO74xzOuyKXX39ky98wDdswrH7/HlOsH+vvyuifv3TJ3ya/vzPeX3zpXJSZpBt3PWjZl0P3dzxd0BwBg09LZHXpUo/1r1nV2BwAA6Eit9VdJ3tz86eR1300y69ZYtdZvJvlmR8Wt57mm2WNu23jNc+1h9zU1GR1bk4F+PSAAAACATeeMn/8mp5x/Xcvc7tsuyfv+4JEzdml//iE750PnLs/1t9//u7mTz1meJzx8uznp7l5rzb+etSwf+s7kPhHvef5BefFjdtvo5wQAgJm4qwc9alLY3desAwAAQMeGpgi1r9bdHQAAANiErrt1Zf7if37WMjc00JePvuSQbLVocMbXDvb35bVPau3uftGv7sj5V9+20eusteakMwXdAQDoLcLu0KMag/0t4+HRsS5VAgAAAPNXe2f3JBkZrV2oBAAAAFiIVo2M5TVfuDj3DI+2zL/zeQfkgIc+aFZ7HHfILtl568Utcyefsyy1brzfcawNun/43MlB9388TtAdAIDuEXaHHrVIZ3cAAADYYINTdHYfHvOBcgAAAGDTeOfXf5ErfnN3y9zzD945L3r0rrPeY2igL699cmt39wuvuyM//OXG6e4+U9D9n447KH98uKA7AADdI+wOPWpSZ/cRYXcAAADo1JSd3cd0dgcAAADm3qkXr8gXL7i+Ze7hO2yRdz//wJRSOtrrhYdO0d1djPa6AAAgAElEQVT97OUbXGOtNf961uSgeynJe19wUF4k6A4AQJcJu0OPakzq7K7rHAAAAHRqaIrO7qt9exoAAAAwx5bdfE/edtplLXNLhvrzsf9zSJYMDXS839BAX17zpL1a5n587e350QZ2d//A2cvzoe9MEXQ/7pH5o0cLugMA0H3C7tCjJofd3YgHAACATg32T+6SJuwOAAAAzKWVw6N5zecvyv0jrU3t/vG4g7L3Dluu975/cNgu2elBi1rmNqS7+wfOXpaTz5n8+vce98j84aN3Xe99AQBgYxJ2hx7VGOhvGQu7AwAAQOdKKZO6u4+MucYGAAAA5katNX9z2s9zzS0rW+Zf/Jjdcsyjdt6gvRsD/fm/bd3df/jL23LBtbd3vNcHz1meD0wRlP+n4w4SdAcAoKcIu0OPagy2/vUcW1Mz6mY8AAAAdGzIt6cBAAAAm8iZl9+cr156Y8vcgTtvlb97zv4bZf8/OGzXPGSrRsvcyecs62iPD39nef71rMmvec/zD8qLDt9tg+oDAICNTdgdelRjYPJfTzfjAQAAoHOD/aVlvNr1NQAAADAHxtbU/Mu3r2qZ23LRQD764kOzaLB/mld1ZtFgf15zVGt39/Ovvi0/uW523d0/cu7V+ZczJwfd3/38A/Pixwi6AwDQe4TdoUc1BiZf6Aq7AwAAQOfaO7uP+OY0AAAAYA587ac3ZPlv722Ze9cxB2S3bZds1PO86PDdssOW7d3dl6/zdR/97tX557YwfpL8/bEH5iWP2X2j1QcAABuTsDv0qMbgVJ3dx7pQCQAAAMxv7WF3nd0BAACAjW1kbE3ef1Zr4Hy/nbbKMb+380Y/16LB/ry6rbv795ffmot+dce0r/n4edfkfd+aHHR/1zEH5KWPFXQHAKB3CbtDj2oMTBF2H3EzHgAAADo12N8WdtfZHQAAANjI/vsnK/Lr2+9rmXvL0/dJX1+Zk/O9+DG7Zfu27u4fnKa7+79975r80xlXTpp/x3P3z8set8dclAcAABuNsDv0qKH+yX89V+nsDgAAAB1rv8YeEXYHAAAANqJVI2OTguaP2nXrPHW/HebsnIsG+/OnT9yzZe68Zbfk0uvvbJn71Pd/mfd8c3LQ/f977v45/vEPm7P6AABgYxF2hx5VSpnU3V1ndwAAAOjcUPv19ajrawAAAGDj+fyPfpWb7l7VMvfW339ESpmbru5rveQxu2e7LVq7u5989rLfHX/6B9fmH/73ikmv+9vn7J9XCLoDADBPCLtDD5sUdnczHgAAADrW3tl9tetrAAAAYCNZOTyaj333mpa5x+25bR6/93Zzfu7FQ5O7u5971S356fV35pTzr83ff+PySa95+9H75YQjBd0BAJg/hN2hhzUG+1vGw6NjXaoEAAAA5q/2zu4jY8LuAAAAwMZxyvnX5raVq1vm/vz3H7HJzv+Sx+6WbZcOtcy99j8vzju/Pjno/rZn75cTn7DnpHkAAOhlwu7QwxYNtnV2H3EzHgAAADo1qLM7AAAAMAfuum8kn/jeL1vmnrLvDjl09202WQ1LhgbyJ23d3Vfccf+kdX/9rH0nrQMAgPlA2B16WGOgvbO7m/EAAADQKZ3dAQAAgLnwb9+/JvesGm2Ze8sz9tnkdbz0sbvnwW3d3Sf6y2fumz89aq9NWBEAAGw8wu7QwxptN+OHR8e6VAkAAADMX+1hd53dAQAAgA11673DOeX861rmjn7kTjngoQ/a5LUsbQzkxCc8bMrn3vr7j8hrniToDgDA/CXsDj1sctjdzXgAAADo1FB/2/W1zu4AAADABvroudfkvtUPNKzrK8mbnrbpu7qv9bLH7ZFtlgy2zP35M/bJa5+8d5cqAgCAjUPYHXpYY6C/ZTw8orM7AAAAdKo97D4yWrtUCQAAALA5+M1d9+fzP/5Vy9xxh+ySvXfYoksVJVs0BvKplx+W3bddku22GMrfH3tgXveUh3etHgAA2FgGul0AML3GoM7uAAAAsKGG2r45bfWYD5MDAAAA6++D51yd1RPu3w/2l7zhqd0Plh+6+4Nz3lufnFprSindLgcAADYKnd2hhzUGhN0BAABgQw22dXZf7foaAAAAWE+/um1l/vsn17fMvejRu2XXBy/pUkWTCboDALA5EXaHHtYY6G8ZD4/qPAcAAACdau/sPjJWu1QJAAAAMN994OzlGV3zwO8WGgN9ed1T9u5iRQAAsHkTdoceNqmz+4jOcwAAANCp9rC7zu4AAADA+lh28z05/dIbWuZefsQeechWi7pUEQAAbP6E3aGHNQbbwu5uxgMAAEDHhvpbv7rb9TUAAACwPk4686rUCV8Yt0VjIK8+aq/uFQQAAAuAsDv0sMZAf8t41chYlyoBAACA+au9s/vImLA7AAAA0Jmfrbgz3/7FzS1zrzzyYXnw0qEuVQQAAAuDsDv0sMaAzu4AAACwoQb7W6+vV7u+BgAAADr0L2cuaxlvvWQwJz7hYV2qBgAAFg5hd+hh7Z3dh0d1dgcAAIBOtXd2X62zOwAAANCBC669Pd9bdkvL3KuP2itbLRrsUkUAALBwCLtDD2sM6uwOAAAAG2qorbP7iLA7AAAAMEu11vzLt69qmdt+y0Ze/rg9ulMQAAAsMMLu0MMWtXWeGx5xMx4AAAA6Namzuw+TAwAAALP0veW35oLrbm+Ze92T987iof5pXgEAAGxMwu7QwxqDrRfHw6NjXaoEAAAA5q/2zu6rdXYHAAAAZqHWmpPObO3qvvPWi/Oiw3ftUkUAALDwCLtDD2u0d3bXeQ4AAAA6prM7AAAAsD6+/Yub87MVd7XMveGpD09jQFd3AADYVITdoYe1XyALuwMAAEDnBts7u7u+BgAAANZhbE3Nv57V2tV9z+2W5rhDdu5SRQAAsDAJu0MPm9zZfaxLlQAAAMD81d7ZfWRM2B0AAACY2dd/emOW3Xxvy9wbn75PBvpFbQAAYFPyL3DoYY3BtrD7iJvxAAAA0Kn2sLvO7gAAAMBMRsbW5P1nL2uZ23fHLfOcg3bqUkUAALBwCbtDD2sM9LeMh92MBwAAgI4NtXVcW62zOwAAADCDUy9ekV/ddl/L3Fue8Yj09ZUuVQQAAAuXsDv0sEZb57nh0bEuVQIAAADzV3tn95Gxmlprl6oBAAAAet3nf/TrlvGjdt06T9tvhy5VAwAAC5uwO/SwxmB72H2Nm/EAAADQofbO7onu7gAAAMDUlt18T35+w10tc3/21L1Tiq7uAADQDcLu0MMaA/0t41rHu88BAAAAszc4MEXYfVTYHQAAAJjs1ItvaBnvsGUjT3z49l2qBgAAEHaHHtaY4mb8qtGxLlQCAAAA89dUnd19mBwAAABoN7am5vRLWsPuxx68cwam+N0CAACwafjXOPSwqcLuwyM6zwEAAEAnpgq76+wOAAAAtPvhNbflprtXtcwdd8jOXaoGAABIhN2hpzUG+yfNDevsDgAAAB0ZmuLD5MLuAAAAQLtTL17RMt5/p62y745bdakaAAAgEXaHnjZlZ3c34wEAAKAjU4bdx1xfAwAAAA9YOTyaMy67qWVOV3cAAOg+YXfoYQN9JX2ldW54xM14AAAA6ET/FNfXOrsDAAAAE51x2U25f+SBb1rv7yt53qMe2sWKAACARNgdelopJYsG+1vmhkfHplkNAAAATKe9u/uIzu4AAADABKdevKJl/MSHb5cdtlzUpWoAAIC1hN2hxzXabsYP6zwHAAAAHRvqb72+Xi3sDgAAADTdcOf9+eEvb2uZe8Ghu3SpGgAAYCJhd+hxjYH2zu5uxgMAAECn2ju7r3Z9DQAAADSdfskNqfWB8ZaLBvK0/R7SvYIAAIDfEXaHHtcYbOvsPjLWpUoAAABg/tLZHQAAAJhKrTWnXryiZe45j9wpiwb7p3kFAACwKQm7Q49rtHWe09kdAAAAOqezOwAAADCVn624K9fcsrJl7rhDdulSNQAAQDthd+hxjYHWT4sLuwMAAEDnBts7u7u+BgAAAJJ8pa2r+64PXpzDdt+mS9UAAADthN2hx03u7D7WpUoAAABg/mrv7D4yJuwOAAAAC93q0TX52k9vbJk77uBdUkrpUkUAAEA7YXfocY3BtrD7iJvxAAAA0Cmd3QEAAIB2517129x530jL3HGH7NylagAAgKkIu0OPawz0t4xX6ewOAAAAHWvv7L5aZ3cAAABY8E69eEXL+NF7bJPdt13apWoAAICpCLtDj2sM6OwOAAAAG6r9+lpndwAAAFjY7li5Ot+58rctc8cdskuXqgEAAKYj7A49blLY3c14AAAA6Nhgv87uAAAAwAO+8bMbMzJWfzceGujLsw/aqYsVAQAAUxF2hx7XGOhvGQ+PjnWpEgAAAJi/htrD7j5MDgAAAAvaVy6+oWX89P0fkgctHuxSNQAAwHSE3aHHNQZ1dgcAAIANNdT2zWkjOrsDAADAgnXNLffm0uvvbJl7wSE7d6kaAABgJsLu0OMabTfjh0fcjAcAAIBODersDgAAADSdevGKlvF2WwzlCQ/fvkvVAAAAMxF2hx63aLC/ZTw8OtalSgAAAGD+mtzZvXapEgAAAKCb1qypOe3iG1rmnvd7O0/6oDwAANAb/Esdetykzu46zwEAAEDHXF8DAAAASfKja2/LjXetapl7waE7d6kaAABgXYTdocc1Bto7u7sZDwAAAJ0a7C8t49WurwEAAGBBOrWtq/u+O26Z/XfaqkvVAAAA6yLsDj2uMdjWeW5krEuVAAAAwPw11NbZfWRM2B0AAAAWmvtWj+aMn/+mZe64Q3ZOKWWaVwAAAN0m7A49ztesAwAAwIYb6m/95jSd3QEAAGDhOfMXN2fl6gcazPWV5JhH7dzFigAAgHURdoce1xhovRkv7A4AAACdGxxo7dC2Wmd3AAAAWHC+cvGKlvGRD98+D9lqUZeqAQAAZkPYHXrc5M7uY9OsBAAAAKYz1N96fT0i7A4AAAALyk13rcoPrr61Ze4Fh+jqDgAAvU7YHXpcY7At7D7iZjwAAAB0amjSh8ldXwMAAMBCcvqlN6TWB8ZbNAbyjP137F5BAADArAi7Q49rDPS3jHV2BwAAgM61d3ZfLewOAAAAC0atNV+5aEXL3LMP2jGLh/qneQUAANArhN2hxzXaO8/p7A4AAAAda+/sPjLm+hoAAAAWil/ceHeW//belrnjDtmlS9UAAACdEHaHHje5s7ub8QAAANCpQZ3dAQAAYMH6ysWtXd133npxDt/jwV2qBgAA6ISwO/S4xmDbzfixNVmzpnapGgAAAJifdHYHAACAhWlkbE2+dumNLXPHHbJz+vpKlyoCAAA6IewOPa4xMPmv6Wo35AEAAKAj7WF3nd0BAABgYTjvqlty28rVLXPPP3jnLlUDAAB0StgdelxjoH/S3PCIG/IAAADQiaH+yd+cBgAAAGz+Tr1kRcv44N22zp7bb9GlagAAgE4Ju0OPWzQ4+a/p8OhYFyoBAACA+UtndwAAAFh47rpvJGdf/tuWuRccskuXqgEAANaHsDv0uCk7u7shDwAAAB3R2R0AAAAWnm/8/MaW3wEM9fflOY/cqYsVAQAAnRJ2hx7X3nku0dkdAAAAOjXYHnb3QXIAAADY7J168Q0t46fut0O2XjLUpWoAAID1IewOPa6/r2Swv7TMrRpxQx4AAAA60f5h8jU1GVtTu1QNAAAAMNeuu3VlLvrVHS1zxx2yS5eqAQAA1pewO8wDjYH+lvGw7nMAAADQkcYU35ymuzsAAABsvk69eEXL+MFLh3LUPtt3qRoAAGB9CbvDPNB+Q354dKxLlQAAAMD8NNgv7A4AAAALRa01p196Y8vc837voZO++Q0AAOh9/hUP88DksLub8QAAANCJqW5mrx5zfQ0AAACbo1/ceHd+fft9LXPPP3jnLlUDAABsCGF3mAcag/0t4+ERN+MBAACgE4P9ZdKcsDsAAABsnr512U0t4122WZxH7vKgLlUDAABsCGF3mAcmd3Yf61IlAAAA80cpZfdSykmllCtLKStLKbeXUi4spby1lLJkI57nWaWU00opK0opw83H00opz5rFaxullMeWUl5fSvmPUspVpZQ1pZRaSqnrUcsmec/z0ZSd3X1zGgAAAGyWzrjsNy3jZx24Y0qZ/EF4AACg9w10uwBg3SaF3XV2BwAAmFEp5blJPp9kqwnTS5Ic1vw5sZRydK316g04R1+Sf0tyQttTOzd/ji2lfCrJn9Zap7uQ+3iS49e3hrZ65vw9z2dD/ZPD7iM6uwMAAMBmZ/nN9+SaW1a2zD3zwJ26VA0AALChdHaHeaAx0N8y1tkdAABgeqWUg5N8KeOh73uTvC3JEUmemuSTzWX7JPnfUsqWG3Cqd+eBoPslSf44yeHNx0ua8ycm+YeZyp1wfE+S85LcNM3a6TfZdO953iqlZLC/tYObzu4AAACw+fnmz1t/tfKQrRo5eNetu1QNAACwoXR2h3mgMdjW2d3NeAAAgJmcnGRxktEkz6i1/nDCc98ppSxP8r6Mh7/fkuQdnZ6glLJPkj9vDn+S5Im11vub4wtLKV/LeHD9sCRvLaV8ZpqO6mck+W6SC5NcUWtdU0r5bpIdOyxpzt/z5mCovy8jYw98gHy1zu4AAACw2Tnjst+0jJ914E7p6yvTrAYAAHqdzu4wDzQGhN0BAABmo5RyeJInNIefbgt9r3VSkiuax28opQyux6nemAeaCLx+QtA9SVJrvS/J65vDgSRvmmqTWuuXaq2frbX+ota6Xhd7m/A9z3tDbdfXOrsDAADA5uW6W1fmypvuaZl75oGd9hQAAAB6ibA7zAONgf6W8fDI2DQrAQAAFrxjJxyfMtWCZqj8c83h1kme3MkJSiklyTHN4ZW11h9Nc54fJbmqOTym+bq5MOfveXMx2C/sDgAAAJuzMy67qWW83RZDefQeD+5SNQAAwMYg7A7zQGNQZ3cAAIBZOrL5uDLJRTOsO2/C8eM7PMfDkjx0in1mOs/OSfbo8DyztSne82ahvbP7yJjrawAAANicnHHZb1rGT99/x/T3zVX/AQAAYFMQdod5YFJnd2F3AACA6ezXfLy61jo6w7orp3jNbO0/zT4b+zyztSne82ahPeyuszsAAABsPlbccV9+tuKulrlnH7Rjl6oBAAA2FmH3JKWU3UspJ5VSriylrCyl3F5KubCU8tZSypKNeJ5nlVJOK6WsKKUMNx9PK6U8q4M9Bkopry6lfL+Ucksp5f5SyjWllE+U/5+9Ow+zq6oS/v9dqeEmhDAZIGFQEMQEoy2KioiorQ0iIqjt/FNRENupcWinnl7t/qmttLY2tv2qoLavr41TAyKgSIMKtCjYaIsmDILIkDAPSSCVqsp6/zinqHtP3VtVN6m6t4bv53nus88+Z5+91436PJ7a664T8bg25lkaEX8XEf8TEQ+Un/8pzz1ignsXRMThEfHRiPhRRKyLiM3lHFdHxOci4gmTjaWc81URcUE516aIuCkivhYRT29nnrmq1lut7D7cpUgkSZIkaeaKiIXA0rJ7y3hjM/NeikroAHu3udRedcfjrgPcXHfc7joT6uB3JiL2Gu8DzPjd4/6eSrK7ld0lSZIkSZozvn/1uob+jov6OOTR46Y/SJIkSZoFersdQLdFxDHA14Ad6k5vBxxcfk6MiKMz8/ptWGMB8AXghMqlPcvPcRFxGvDmzGy5yxoRS4HzgKdULj0aOAl4fUS8PTNPmyCepwFnMXYT+vHl58SIOC4zf95iit/TfFO8D3hc+XlzRPwj8IHMzHFiWQR8G3hB5dIjgdcAr4qIv8vMD4/3nea6Wl8l2X3QzXhJkiRJamJJ3fGGSYzfCCwGtp/GdTbWHbe7zlTHAlv/naExcX9WsrK7JEmSJElzVzXZ/U8O3J2+HmtASpIkSbPdvP5/9RFxEPANikT3DcBfAYcCzwW+WA47ADg3IpY0nWRyPsJoovtVwKuAp5btVeX5E4H/f5xYe4AzGU10/w/gKOBpwJ8DdwA14PPjVYqPiL2BcygS3YeATwCHl59PlOeWA+eUVdma2aNsrwc+DryI4ocBzwT+FriX4r9b7yu/+3i+xGii+8XAcRT/NicAvyvn+VBEnDTBPHNarbenoT/gZrwkSZIkNbOw7njzJMYPlO2iaVxnoO643XWmOhbY+u88J1jZXZIkSZKkuen2BzZx5U33Npw7atWMfwmdJEmSpEmY75XdP0OxuTsEHJGZP627dlFEXEeRAH4A8B7gQ+0uEBEHAH9Rdq8EDs/Mh8r+FRHxXeDHFMni742IL7WoIv964LDy+HOZ+ba6az+PiPOBX1Ak7v9zRKzMzKEm83wE2LU8fnVmfqvu2iUR8QuKHwDsRpF8f3yTOX4OfBi4oEnV9ksj4uvAT8t13hsRp2XmDdVJIuKPgVeW3XOAF2fmcNkf+bf5BUWV949HxLfKV67PO7VK5bmBoeEWIyVJkiRpXttUd9w/ifG1sn1o3FHbtk6t7rjddaY6Ftj67wzN3/JWbxlwxVbM2zHVam5WdpckSZIkaW74wW8aq7pvX+vlsMcs7VI0kiRJkqbSvK3sHhFPpahEDnB6JdF9xCeB1eXxyRHRtxVLvZPRHxW8oy7RHYDMfBB4R9ntBd7VYp6RhPl7gPdWL5YJ8h8ru/sDL66OiYhlwGvK7g8qie4j83wT+EHZfW15T3XMoZn5gyaJ7iPXfwf8Xd13Om6C7zQEvLUu0X1knruA95fdnSiq389LY5Pd3YyXJEmSpCbW1x1vP4nxi8t2wzSus7juuN11pjoW2PrvTGbeMt4HWDfhJF3WX3m+HrSyuyRJkiRJc8L5v278s8RzV+425g3qkiRJkmaneZvsTmMC9pebDcjMLcBXy+5OwHPaWSAiAji27K7JzMtbrHM5cE3ZPba8r36eA4CVZfebZYJ8M1+pOx6T7A68iNH/zJt+58o8C8p7tsbFdcf7VS9GxBLguWX3wnJTvJn/AB4oj5t9p3mh1tf4ED4w6Ga8JEmSJFVl5ibg7rK713hjI2JnRhO/b25zqfpn2HHXobEaervrTKiD33lOsLK7JEmSJElzz90bBvjZjXc3nDtq1Zi6fpIkSZJmqfmc7H5Y2W4EfjHOuB/XHT+jzTX2BfZoMs946+wJ7FO5dliTcWNk5jrg2rLbLNZJzcO2fecR9a9pH25y/SmMvl59vO+0GRj5kcBTtrK6/qxXrey+aajZP6kkSZIkCfht2e4fEb3jjFtRd7y65ajx16jOM9XrTFYnvvOcUH2+NtldkiRJkqTZ74e/vZ0tde+lX9TXw7MO2K17AUmSJEmaUvM52X2kUvr1mTk0zrg1Te6ZrANbzNPuOlszz94RsbhybWSe+8vE+KYycy2j1dTb/c4jnlV33GwDfWu+Uy/wmK2MZ1arbsZb2V2SJEmSWrq0bBcDTx5nXP1z62VtrnEjcFuTeZo5vGxvBX7f5jqT1YnvPCf0V5Pdh7PFSEmSJEmSNFucd3Vj+sNzVuzKov6eFqMlSZIkzTbzMtk9IhYCS8vuLeONzcx7Kaq/Q+Orxyej/vXh465D4+vDq+tszTzB2NeXj/QnmqN+nna/MxGxHfDOsjsAnN1k2FT920wUy17jfYBZ8e6yWm/jg/iAld0lSZIkqZWz6o7f0GxARCwAXld27wMubmeBzExGn3VXRMQhLdY5hNFq6meX902Haf/Oc0VfTzT0rewuSZIkSdLsdv+Dg/zX9Xc1nHv+quVdikaSJEnSdJiXye7AkrrjDZMYP5Lsvv00rrOx7ri6zlTPM53fGeDjwCPL43/JzNuajJmq7zSRmyf4XNHmfF1R66tUdnczXpIkSZKaysyfA5eU3RMi4ulNhr2H0TeZfSYzB+svRsSzIyLLz1daLPVpYOSXyKdGxKLKHIuAU8vuUDl+WkzFd54vqpXdB4d9vpYkSZIkaTa7cPXtDG0ZrS/Q37uAP16xWxcjkiRJkjTVersdQJcsrDvePInxA2W7aNxR27bOQN1xdZ2pnmfavnNEvAZ4e9ldDfx1i6FT9Z3mhVqvye6SJEmS1IaTgcsoniEviIiPUlQyXwS8EjipHHct8MmtWSAzr42IU4APAAcDl0XEx4HfAfsB7wcOKoefkpnXNZsnIpYBz6+cXlZ3/fjKtUsz8/omU037d54L+nsa35xmZXdJkiRJkma3869e19A//DFL2b42X1NhJEmSpLlpvv4//E11x/2TGF8r24emcZ1a3XF1neo8m2htonm2m0Qs9fNM+jtHxLOB08vuPcBLM7PV/VP1bzORvSe4voxZUN291tu4GT8wONxipCRJkiQpM6+KiFcAXwN2AD7aZNi1wNGZuX4blvorYDfgjRSJ7Wc0GXM6rX8IDrAC+PI416vX3gCMSXbv4Hee1fp6o6G/2crukiRJktRREfEo4M+Boyn2cgcofjj+TYq3hj84RescRfHD76cAuwJ3UuwLfyEzz5/kHE8H3gQ8A9gT6KPYB/8f4NvAv2XmZArNaZpsGBjiJ9fd2XDuqFXLuxSNJEmSpOkyX5Pd6zd1t5/E+MVlu2Ea11lcd1xdpzrPeMnuE82z3SRiqZ9nUt85Ig4GvkuRmL4BeEFmrh7nlqn6txlXZt4y3vWIGO/yjGFld0mSJElqT2aeExFPoKh4fjSwF8Wbxa4HvgV8dls30DNzC3BCRHyH0Q30pcBdFBvon5/sBvpU6MR3nu1qPY3P1ya7S5IkSVLnRMQxjP5Ie8R2FG9MOxg4MSKObvFGs8musQD4AnBC5dKe5ee4iDgNeHP5XN9sjgA+A7yjyeVl5ecI4OSIeEFm/mFr49W2uWjNHQ1vbetdEDxv5e5djEiSJEnSdJiXye6ZuSki7gYeQbHx21JE7MxosvXNbS5Vn2g97jo0ViCvrlOd565JzJOV+0bm2X0SsdTPM+F3jojHAd8HllD88v64zPzZBLdVv9OVk4hlUvHMRQv7Giu7D1kuST0AACAASURBVG1Jhoa30FvZpJckSZIkjcrMm4B3l5927vsRMOlfR2fmecB5bQW3lWtNYr6t+s7zRX/lx+Sb/TG5JEmSJHVERBwEfANYRFHg7GPAxWX/lRQV1A8Azo2Ig7fhrWQfYTTR/SrgExSV4/cD3kfxZrYTKSq9/2WLOT7AaKL7euBTwGVl3I8F3gOsAh5XxntQZg5tZbzaBt+/em1D/9D9l7Ljdn1dikaSJEnSdJnPmbK/Ldv9I2K8pP8VdcfjVSofb43qPO2uszXz3JyZG1vMs2NELGs1QUQsZ/TX9ON+54jYD/ghxQ8HhoBXZOZ/ThBjfSz1Mbcycn0IuG4Sc8851cruYPU5SZIkSZLa1Vet7G6yuyRJkiR1ymcoEtuHgCMy86OZ+dPMvCgzT6JIRIci4f09W7NARBwA/EXZvRJ4RmaekZlXZOYZwGGMFmF7b0Ts32SOvrpYNgOHZ+aHMvOHZbxfoUiYHyn+tgo4bmvi1bZ5aPMwF6+5s+HcUatapkFIkiRJmsXmc7L7pWW7GHjyOOOeVXd8WZtr3Ajc1mSeZg4v21uB31euXVp33HKeMoH9gLLbLNZJzcMkv3NE7AVcCCwHtgCvz8yzx5m33hUUfxwYN5aI6AcOGbknMwcnOf+cUusb+z/VgUE35CVJkiRJake1svugPySXJEmSpGkXEU8Fnll2T8/MnzYZ9klGC7GdXCadt+udjL7d/h2Z+VD9xcx8kNGK7b3Au5rMsRLYqTz+Xmb+sjqgrOL+0bpTT9+KWLWNfnztHTw0OPxwf0HAEQfu3sWIJEmSJE2X+Zzsflbd8RuaDYiIBcDryu59FK9Rm7TMTGAk+XtFRBzSbFx5fqR6+dnlffXzXMvog/3LI2K7FkseX3d8ZpPr36VISocW37kyz5bynmYx70aR6L5PeerPMvPr48zZoHzt3EgF+OeVifPNvITRKvPNvtO8UOvtGXNuwOpzkiRJkiS1xcrukiRJktQV9ZXPv9xsQGZuAb5adncCntPOAhERwLFld01mXt5incuBa8ruseV99frrjm8YZ8nftbhHHXL+1esa+k/b9xE8Yvtal6KRJEmSNJ3mbbJ7Zv4cuKTsnhARzX5t/R6KX24DfKZaVTwinh0RWX6+0mKpTwMjPyc+NSIWVeZYBJxadofK8c38Y9nuAnyiejEi9gM+WHavp0lieGauA/5v2T0yIv60yTwvA44su/+nvKc6ZifgB8Bjy1Pvyswvtoh7PCPfqRf4l4hoyOiOiKXAx8vufcBpW7HGnFDrbVLZfWi4yUhJkiRJktRKtbL7Ziu7S5IkSVInHFa2G4FfjDPux3XHz2hzjX2BPZrMM946ezJa3G3EdcBIcbpHjzPHfnXH17QcpWkxMDTMRavvaDh31OOXdSkaSZIkSdNt3ia7l04GHqJItr4gIj4YEYdExHMi4vOMJpVfS/HatLaVVdlPKbsHA5dFxCsi4uCIeAVwWXke4JTMvK7FVP9WjgV4W0R8OyKOjIinRsTbgf+iqIC+Bfjz8tVpzfwVcGd5/O8R8Q8RcVj5+QdgpDr7ncBfV2+OiBpwLvDE8tT/BS6MiFXjfPZt8W9zEXBG2X0R8MOIeFH5b/MG4HLgkeX192fmvS2+05zXPNndDXlJkiRJktpRfb62srskSZIkdcRIgbnrx9nHBljT5J7JOrDFPG2tk5n3A/9edl8YEU+o3hwRvYwWoqsfrw657Pq7WD/Q+F+lIx9nsrskSZI0V/V2O4BuysyryoTzr1Ekin+0ybBrgaMzc/02LPVXwG7AG4GDGE3wrnc6TZLL62IdjojjgPOApwAvLT/1BoC3Z+b548xzc0QcA5wFLAPeX37qrQOOy8xbmkyxHDi0rv+a8jOeHwPPbnHtjRT/9i+geBVd9XV0W4C/z8wvTLDGnBYR9PcuaNiEHxh0Q16SJEmSpHb09VjZXZIkSZI6KSIWAkvLbrP954dl5r0RsRFYDOzd5lJ71R2Puw5wc91xs3XeDawAngRcEhGfpCg+t4Hi7efvAv4IeBB4XWbe3U6gEbHXBEPM2p7Aeb9ufEH9wY/amd13WNilaCRJkiRNt3md7A6QmeeUv8Y+GTia4iF4M3A98C3gs5n54DausQU4ISK+A5xEkay+FLgLuAL4/HgJ6nXz3BURhwJvAl5N8SvzxcBtwH8Cn8nM30xinp9FxOMpvvNxjL6a7UbgbODT7T6Qb63MfAg4OiJeDRxP8UeBnYDbgUso/v1/2olYZrpaJdl909BwF6ORJEmSJGn26a8mu1vZXZIkSZKm25K64w2TGD+S7L79NK6zse54zDqZeXtEPJNiX/6DwIerQ4DTgE9m5kRV5Ju5eeIhamVweAs//O3tDeeev8rfB0iSJElz2bxPdgfIzJsofp397jbv+xEQbYw/j6Iy+1YrX+v2r+VnW+a5C/ib8tPOfb+nje/cxrxfB74+1fPOJbXeHtYz+io2K7tLkiRJktSe/t7GZPdBK7tLkiRJ0nSrL7e9eRLjB8p20TSuM1B33GqdPwb+P2D3JtcCOBa4OyL+NjMn8700RS6/4W7uf2iw4ZzJ7pIkSdLctmDiIZJmglplQ37Ayu6SJEmSJLWlz8rukiRJktRpm+qO+ycxvla2D03jOrW64zHrRMTJwHeBg4GfAH8C7FjedyDwj8AuwPuBiyKi3Sr0e0/weUqb880r51+9rqH/hL12ZK+dt+tSNJIkSZI6wcru0ixR66smu7shL0mSJElSO8ZWds8uRSJJkiRJ88b6uuPJJIUvLtsN07jO4rrjhnUi4gnApyiqt18IPD8z66uQrQbeGxGrgdOBZwAfBt4z2UAz85bxrkdM+YvW54zhLckFv2lMdj9q1fIuRSNJkiSpU6zsLs0Std6ehr6V3SVJkiRJak/1rWlWdpckSZKk6ZWZm4C7y+5e442NiJ0ZTUS/uc2l6hPIx12Honr6iOo6b2A0j+J/VRLdH5aZXwKuK7vHhxnqHXHF7+/hrg2bG84dtWpZl6KRJEmS1Ckmu0uzRHVDfmDQDXlJkiRJktrR11NJdh/eQqbV3SVJkiRpmv22bPePiPHePr+i7nj1Vq5RnafddVbWHf/3BPOMXN8F2G2CsZoC37+6sar7imVL2Gfp4hajJUmSJM0VJrtLs8SYZHerz0mSJEmS1Jb+3rF/ChscNtldkiRJkqbZpWW7GHjyOOOeVXd8WZtr3Ajc1mSeZg4v21uB31euDdUdj5eYD9DX4j5Ngy1bckyy+wsev7xL0UiSJEnqJJPdpVliYV9PQ39gqOkb8yRJkiRJUgvNkt03D/tjckmSJEmaZmfVHb+h2YCIWAC8ruzeB1zczgJZvLbr7LK7IiIOabHOIYxWdj87x77u68a642e2Wi8i+oCnl937gXvaiVftu+rm+1j3wKaGc0etWtalaCRJkiR1ksnu0iwxprL7oJvxkiRJkiS1o68nxpzb7JvTJEmSJGlaZebPgUvK7gkR8fQmw94DrCyPP5OZg/UXI+LZEZHl5ystlvo0MFIx7NSIWFSZYxFwatkdKsdXnVN3/A8RsUOLtT4MjJQVP69J0rym2PevXtvQ32/XxTxm9yVdikaSJElSJ5nsLs0StTGV3d2MlyRJkiSpHbWenjHnBq3sLkmSJEmdcDLwENALXBARH4yIQyLiORHxeeAT5bhrgU9uzQKZeS1wStk9GLgsIl4REQdHxCuAy8rzAKdk5nVN5rgAuKjsPgH4ZUScHBFPj4iDIuJlEXE+8MFyzEaKxHdNo8zk/KvXNZw7atXyFqMlSZIkzTW93Q5A0uSMqew+NNxipCRJkiRJaqav18rukiRJktQNmXlVmXD+NWAH4KNNhl0LHJ2Z67dhqb8CdgPeCBwEnNFkzOnAX48zx58C3wGeA+xL8wrwAHcCr87Ma7Y6Wk3Kb257gFvufajh3FGPX9alaCRJkiR1mpXdpVlibLK7m/GSJEmSJLWjv2fsn8J8vpYkSZKkzsjMcyiqpf8TRWL7g8B9wJXA+4GDMvP6bVxjS2aeABwNnA3cBmwu27OBF2TmiZnZ8mEwM+8FngscB3wTuJGiKv0gRYL7j8p4V2TmhdsSrybnvF+vbeg/cpftOHD5Dl2KRpIkSVKnWdldmiVqvY2vWh8YdDNekiRJkqR29PYsYEHAlhw9Nzjs87UkSZIkdUpm3gS8u/y0c9+PgLGv62o9/jzgvLaCa7w/KZLjz97aOTQ1MpPvX72u4dxRq5YRMen/OkiSJEma5azsLs0Stb5qZffhLkUiSZIkSdLs1Vep7r7Zyu6SJEmSJM1Y196+gRvu2thw7vmrlnUpGkmSJEndYLK7NEvUehv/57rJyu6SJEmSJLWtv/J8vdnK7pIkSZIkzVjnX722ob/Hjgt54t47dSkaSZIkSd1gsrs0S9R6exr6VnaXJEmSJKl91R+TD1rZXZIkSZKkGev7V69r6B+5ahkR0aVoJEmSJHWDye7SLFHdjB9wM16SJEmSpLb19VSer63sLkmSJEnSjLTu/k2sWbe+4dxRq5Z3KRpJkiRJ3WKyuzRL1PpMdpckSZIkaVv1W9ldkiRJkqRZYfXaBxr629d6efKjdu5SNJIkSZK6xWR3aZao9fY09AeGhrsUiSRJkiRJs1d/pbL7Ziu7S5IkSZI0I61e15jsvmLZEnoWRJeikSRJktQtvd0OYEREHAO8HFgK3Aiclpn/3d2opJmjVqk8NzDoZrwkSZIkSe3qqya7W9ldkiRJkqQZac3a9Q39FcuXdCkSSZIkSd3UkcruEfGciLgjIv4QETs1uf73wFnAq4EjgDcDl0fEazsRnzQbjEl2dzNekiRJkqS29Veerwet7C5JkiRJ0oy0em21svsOXYpEkiRJUjd1JNkdeAFFxfYrMvO++gsR8QTgL4EoP/eVbS/w+YjYp0MxSjPawr6ehv7A0HCXIpEkSZIkafaqJrtb2V2SJEmSpJln0+AwN9y1seHcSiu7S5IkSfNSp5LdDwMSuLDJtbdQJLffCzw5Mx8BPBW4B6gBf9ahGKUZzcrukiRJkiRtu/4en68lSZIkSZrprr9jA8NbsuHcAbub7C5JkiTNR51Kdl9etr9pcu2FFInwn83MqwAy80rgsxRJ8M/rSITSDFerVnYfdDNekiRJkqR2VSu7Dw5ni5GSJEmSJKlb1qxb39Dfe5dFLFnY16VoJEmSJHVTp5Lddy3b++pPRsR+wJ5l98zKPZeU7X7TGJc0a4yt7D5MphvykiRJkiS1o68nGvqbrewuSZIkSdKMs2btAw39lct26FIkkiRJkrqtU8nuI7uIO1bOP7Ns78/MX1au3V22201bVNIsUk1235IwtMVkd0mSJEmS2tHf2/jmtM3Dw12KRJIkSZIktVKt7L5iucnukiRJ0nzVqWT3dWW7snL+yLK9rMk9i8v23mmJSJplan09Y84NWH1OkiRJkqS29Pc0/jlscNgfkkuSJEmSNNOsWVet7L6kS5FIkiRJ6rZOJbtfTlHd/S0RsR1ARDwaOBZI4IdN7jmgbNc1uSbNO9XK7gADg1afkyRJkiSpHf290dDf7A/JJUmSJEmaUe5cP8BdGzY3nLOyuyRJkjR/dSrZ/bSyfQJwdUR8myIBfiHwEPD1JvccXrbXTn940szXLNl9kxvykiRJkiS1pVrZ3bemSZIkSZI0s6xe21jVfVFfD4/cZbsuRSNJkiSp2zqS7J6ZFwGfoajuvg/wYmBpefm9mXlX/fiIWMho1fefdCJGaaar9faMOWdld0mSJEmS2tNf+TH54LDJ7pIkSZIkzSRr1jUmux+wbAk9C6LFaEmSJElzXW+nFsrMd0XEfwIvA5YBa4GvlonwVS8CHgDuB87pVIzSTNbXE0RA5ug5q89JkiRJ6qaI6AMeU3Z/l5kDlesLgY8AL6f40fuNwL9m5qkdDVSq01ep7L7ZZ2tJkiRJkmaUNWvXN/RXLlvSpUgkSZIkzQQdS3YHyMzvAd+bxLhvAt+c/oik2SMiqPUuYNPg6Ca8ye6SJEmSuuzFwL8D9wB7Nbl+JnAExZveAFYAn46Ix2bm2zsTotTIyu6SJEmSJM1sq9c1JruvMNldkiRJmtcWTDxE0kxR6+1p6A8MDncpEkmSJEkC4EiKRPazmlR1P7q8DnALReL7reX4t0TEoZ0MVBpRTXa3srskSZIkSTPH4PAWrr+jUtl9+Q5dikaSJEnSTDCjkt0jYr+IeFpE7N7tWKSZqFbZkLeyuyRJkqQuexKQwI+bXHtj2V4LPC4zXwqsAlaX50+c/vCksfp7KsnuVnaXJEmSJGnGuOHOjQwOZ8O5FctMdpckSZLms44ku0fEbhHx1vKzY5Pr+0fELyg2wP8LuDUivhMRO3ciPmm2qPWZ7C5JkiRpRtmtbK+vPxkRC4DnUiTCn5qZ6wEy837gsxTV3Z/ewTilh1nZXZIkSZKkmWvNugca+nvsuJAdt+vrUjSSJEmSZoJOVXZ/CcVm9snlxvbDIqIGnA88kWKzO8q4jgPO7lB80qxQ6+1p6A8MDXcpEkmSJEkCYGnZPlQ5/0RgpOTWuZVrV5ft3tMVlDQeK7tLkiRJkjRzrV67vqG/YrlV3SVJkqT5rlPJ7kdQVHM7s8m144H9yuPvAicD51AkvT8jIl7RiQCl2WBhtbL7oBvykiRJkrpqoGyXVs4fXra3ZOZNlWsjO5Y9SF3QV012t7K7JEmSJEkzxuq1jZXdVyxb0qVIJEmSJM0UnUp2f2zZXt7k2qvL9qLMPC4zT83MY4ELKRLeX9mJAKXZYGxldzfkJUmSJHXVSCL70yrnj6H40ftPmtyzS9neOV1BSePp7238c9igld0lSZIkSZox1qyrJLtb2V2SJEma9zqV7L5r2d5SfzIiFgGHUGyAf6Fyz5fK9knTG5o0e9QqG/IDQ8NdikSSJEmSALiY4ofq74iIlQAR8SLg2eX185rcs6ps1057dFITVnaXJEmSJGlmumfjZm5/YKDh3Eoru0uSJEnzXqeS3Xcq2+ru4SFAH0Wy+4WVazeW7W7TGJc0q4xNdndDXpIkSVJXnQpspnh2vzoi7gLOpEiAvxX4TpN7jqD4O8D/dCpIqV712dpkd0mSJEmSZoZqVff+3gXsu3Rxl6KRJEmSNFN0Ktl9Q9kuq5x/dtn+NjPvrVwbLNuh6QpKmm1qvT0N/YFBN+QlSZIkdU9mXge8FniQIsF9l7K9D3hVZm6uHx8Ry4A/KbsXdTBU6WH91WT34exSJJIkSZIkqd6atesb+gfsvj29PZ1Ka5EkSZI0U/V2aJ01wNOA59P4CvOXUlRz+3GTe0YS42+f3tCk2aPWV63sPtylSCRJkiSpkJnfiogfA0dTPMuvBb6bmfc0Gf4E4Ovl8XlNrkvTrq+nWtndZ2tJkiRJkmaCamX3Fct26FIkkiRJkmaSTiW7nwscApwUEauBS4DjgQMpkt3/o8k9TyrbWzsRoDQbVF+1vsnK7pIkSZJmgMy8A/jyJMZdAFww/RFJrVUruw9a2V2SJEmSpBlhzbrGyu4rli3pUiSSJEmSZpJOJbt/FngrsLw8rvfTzLy4yT3HUCTCXzHNsUmzRq23p6FvZXdJkiRJktrTX63sPuwPySVJkiRJ6rbhLck1lWT3lcut7C5JkiSpQ8numXl/RDwP+D+MVmyHosL7q6rjI+KPgKdQJLv/sBMxSrNBtbL7wJAb8pIkSZJmtojYHXghsBS4EfheZj7Y3ag0n/X3RkN/eEsyvCXpWRAt7pAkSZIkSdPt93dvHLP/bWV3SZIkSdC5yu5k5mrg4IjYF1gGrM3M349zyxvK9qLpjk2aLWp9JrtLkiRJmjkiYiXwYYofq785M++rXH8R8HVgUd3pWyLi2Mz8ZecilUb19/SMOTc4vIWeBWPPS5IkSZKkzli99oGG/q5Lajxi+1qXopEkSZI0k3Qs2X1EZt5IUcltvDG/An7VmYik2aPW27jxPjA43KVIJEmSJAmA44A/BS5rkui+G/A1YLvKPXsD50TEyszc0JkwpVH9lbemQfFj8oV9JrtLkiRJktQta9aub+hb1V2SJEnSiLG7e5JmrFqvld0lSZIkzSjPpajq/r0m194KbA8MAe8G/gh4H7AF2AN4U4dilBr09cSYc5t9vpYkSZIkqavWrGus7H7g8h26FIkkSZKkmabjld0BImJ34NnAKmCX8vQ9wNXAjzLz9m7EJc10Y5PdrewuSZIkqaseWbZXNbn2UopE+K9m5qfLc7+OiMdQJLq/CPin6Q9RatSssvvgsMnukiRJkiR10+pqZfflVnaXJEmSVOhosntELAc+BbxknLWHIuI7wHsyc23HgpNmgVrllepWdpckSZLUZbuV7R31JyNiKfA4imT3r1fu+S5FsvuB0x6d1ERfz9hkdyu7S5IkSZLUPQ9sGuTW+x5qOLdimZXdJUmSJBXG7u5Nk4j4I+B/gJcDfUC0+PQBrwB+FRGP71R80mywsK9S2X3QzXhJkiRJXbWobBdWzh9WtpuBSyvXRn7YvtN0BSWNp79ZsruV3SVJkiRJ6ppr1jVWde9dEOy36/ZdikaSJEnSTNORZPeIWAycCzyCIqH9QoqE9n0oNsQXlscvBy4oxywFzo2I7ToRozQb1Hqrld2HuxSJJEmSJAFwT9k+snL+uWV7ZWZurlwbedPbhmmLShrHggVBX080nLOyuyRJkiRJ3bNm7QMN/f13257+3o7VbpQkSZI0w3Xq6eDtwB7AFuBNmXlEZn4rM/+QmZvLzx8y89uZ+XzgRIpXne8JvK1DMUozXq3yQD/gZrwkSZKk7vpV2b565ERELAJeRvFcf1GTex5VtrdPb2hSa32V6u5WdpckSZIkqXtWVyq7r1i2pEuRSJIkSZqJOpXsfizFJvdXMvP0iQZn5peAL1NUeH/xNMcmzRpjK7u7GS9JkiSpq86geHY/JiLOiIi3U7yxbTeKvwP8e5N7nla2N3UmRGmsanU4K7tLkiRJmksiYrvx3qAeEe+IiEsiYnVEnBcRx3QyPqlqdaWy+4rlO3QpEkmSJEkzUaeS3Q8o2zPauGdkQ/yAcUdJ80itr1LZfXC4S5FIkiRJEgBfBS6lSHh/GfAZ4NDy2pczc02Te15CkQj/Xx2JUGqiv1LZfdDK7pIkSZLmiDJxfT2wNiLGlMeOiC8Bn6Z4fn8scCRwVkR8sKOBSqUtW5JrrOwuSZIkaRydSnbfvmzvaeOee8t28RTHIs1atUrlOSu7S5IkSeqmzNwCHAV8CrgFGAJuBv4eeEt1fES8ENin7J7XmSilsfp6rOwuSZIkac46kuJH6d/NzIYM4og4DDi+7D4IXAVsKsf/XUSs6mCcEgA33/sgD25uLPJ2oJXdJUmSJNXpVLL7nWW7so17VpTtXVMcizRr1Xp7GvoDQ1vIzC5FI0mSJEmQmRsz8y8y81GZWcvMfTLzf2XmUJPhlwH7Ao/OzF90OFTpYdUfk1vZXZIkSdIccgjFG9UubnLtpLK9DViZmU+m2Je/mSJ34M0diVCqs3ptY1X3XRb3s+uSWpeikSRJkjQTdSrZ/XKKX4O/OyJ6Jxpcjnk3xUP45dMcmzRrVDfjwerukiRJkmaPzLw3M2/KzJu6HYvmt37fnCZJkiRp7tqtbK9pcu35FHvwp2bmLQCZeTNwKsV+/rM6EqFUZ826Bxr6K5YtISK6FI0kSZKkmahTye5fLdsnAudGxB6tBpbXzgGeVJ76yvSGJs0etT6T3SVJkiRJ2lZ9PY3P15t9tpYkSZI0d+xatg3lsiPiccDSsnt25Z4ry/ZR0xiX1NSaSmX3Fct26FIkkiRJkmaqCausT4XMPCcizgKOA54H3BARFwA/A+6g+PX47sDTgD8B+stbz8zMczsRozQb1Hp7xpwbGBoG+jofjCRJkiTViYgeRp/7VwG7lJfuAa4GLgTOyszh7kQojapWdh8czi5FIkmSJElTbuS5e5fK+cPK9s7MrFZ9v7dsF05bVFILYyq7L1/SpUgkSZIkzVQdSXYvvYqiwvvLKJLZjy4/VSPvo/oW8LrOhCbNDrXeJpXdB60+J0mSJKm7IuL5wBeAPetPl20ChwInAbdExEmZ+YMOhyg16B9T2d3fYEiSJEmaM24F9qd46/qP6s4fTfGMfkmTe3Ys27umNTKpYuPAEDfd82DDuZVWdpckSZJUMTZzdppk5kBmvgI4BjgfeIhi47v+81B57YWZ+YrMHOhUfNJs0DTZ3VetS5IkSeqiiHgt8D2KRPeR5/ubgMvLz00jQ4G9gXMj4jVdCFV6WF/l+XrzsM/WkiRJkuaMSyiewd8eEUsBIuIpwPPL681+gL6ybNdNf3jSqGtvX0/WvWxtQcBjdt++ewFJkiRJmpE6WdkdgMw8l2Jjuwd4NI2vNb/B15lLrfX2LKBnQTC8ZfSJf8Dqc5IkSZK6JCIeRVHRfQGwEfgYcFpm3lEZtytwIvBBYHvgixFxSWb+ocMhS8DYyu6Dw9lipCRJkiTNOp8Djgf2BW6IiGuBAylyA+4BvtHknj+mqPr+2w7FKAGweu36hv6+SxezsK+nS9FIkiRJmqk6Vtm9KjOHM/O6zPxZ+bnORHdpYtXq7lZ2lyRJktRFJwM1YAPwzMz8aDXRHSAz78zMjwHPLMfWynulrujvjYa+z9aSJEmS5orM/G/gvRTJ69sDTwIWAoPAmzKzIbs4InYEji67P+pcpBKsWfdAQ3/l8h26FIkkSZKkmaxrye6Stk71l+wDg27IS5IkSeqaIyg2z0/JzF9ONDgzfwX8I8Xr1I+c5tiklqqV3Teb7C5JkiRpDsnMfwIOAv4e+CLwd8ATMvPMJsOfDVwB/AT4XqdilADWVCq7m+wuSZIkqZnebgcgqT1jK7v7QgRJkiRJXfPIsr2wjXt+CHyo7l6p4/orz9aDwya7S5IkSZpbMvPXwK8nMe5s4Ozpj0hqlJmsrlR2X7FsSZeizaYt3AAAIABJREFUkSRJkjSTTWmye0R8aSrnK2VmnjAN80qz0thkdzfkJUmSJHXNyKun2vkV7lDZ+rY5dU2fld0lSZIkSeqq2+7fxPpNQw3nVljZXZIkSVITU13Z/XiK15dPlSjnM9ldKtV6exr6JrtLkiRJ6qJbgf2AQ4GfT/KeQ8v2tmmJSJqEamV3k90lSZIkzScRUQMOA5YCN2bmZJ/ppSmzZm1jVfclC3vZY8eFXYpGkiRJ0kw21cnuf2Bqk90lVdT6KpXdB9spoChJkiRJU+piYH/gAxHxzcwcN4E9IvYAPkDxt4OLOhCf1FQ12X1w2GR3SZIkSXNDRDwKeFvZ/Whm3le5fgjwbWB53bmrgJdm5k0dC1Tz3pp16xv6K5ftQER0KRpJkiRJM9mUJrtn5j5TOZ+ksWqVDXkru0uSJEnqolMp3sa2K/CziHgXcGZmNvwqNyIWAC8BPgnsDgwDn+1wrNLD+nsqz9Ymu0uSJEmaO14C/AXwy8x8X/2FiNgBOIviOb4+q/hJwLkRcVBmDnYsUs1rqyuV3VcsX9KlSCRJkiTNdFNd2V3SNKv19jT0N1nZXZIkSVKXZObVEfE3wEeAPYBvAPdFxH8Dd1BUcN+dYtN8J0Y30v8mM6/uQsgSMDbZfdAfkkuSJEmaO/6E4nn87CbXTgJ2K6//M/CfwJHAW4GVwOuB0zoTpua7Mcnuy3boUiSSJEmSZjqT3aVZxsrukiRJkmaSzPxYRNwPfALYDtgZ+OPKsJEk9weB92bmv3YwRGmM/sqz9WYru0uSJEmaOx5dtlc2ufZyikT3/8jMd5bnzomIXYGXAS/FZHd1wKbBYW68a2PDuZVWdpckSZLUwoKJh0iaSWp9JrtLkiRJmlky83PAPsD7gR8C64DN5Wddee79wD4mumsm6KtUdt/ss7UkSZKkuWPXsl1bfzIidqR48xrAVyr3nFG2fzR9YUmjrrt9A1tytB8BB+xusrskSZKk5qzsLs0ytd6ehv7A0HCXIpEkSZKkUZl5F3BK+ZFmtGpl90Eru0uSJEmaO0Yyhnsq5w+lKIY3BPyocu3mst1l+sKSRq1e90BD/1G7bMfimukrkiRJkpqzsrs0y9QqG/IDg27IS5IkSZLUjmqyu5XdJUmSJM0h95XtHpXzzy7bX2bmxhb3bpqWiKSKNWvXN/RXLNuhS5FIkiRJmg1MdpdmmTHJ7m7IS5IkSVJTEfGoiPhkRKyJiI0RcU9EXBER742I7aZwnaMi4syIuCUiBsr2zIg4qo05eiPizyLikoi4MyIeiojfRcTnI+Jxk5xjQUS8IiLOioibI2JTRDwYETdGxDfaiWeu6+/x2VqSJEnSnPWbsn3xyImI6AFeDiRjq7oD7Fm2t09rZFJpTaWy+4rlS1qMlCRJkiTwPVDSLFPra3zj4MDQcJcikSRJkqSZKyKOAb4G1JcG2w44uPycGBFHZ+b127DGAuALwAmVS3uWn+Mi4jTgzZnZMps6IpYC5wFPqVx6NHAS8PqIeHtmnjbOHDsDZwPPbHJ5n/Lz8oj4DvCazBwY56vNedXK7oPDJrtLkiRJmjPOBJ4FvDYibgcuAV4LPIoi2f2bTe45uGxv7kiEmtcyk9VrK8nuVnaXJEmSNA6T3aVZxsrukiRJkjotIm6YhmkzM/ebhnmJiIOAbwCLgA3Ax4CLy/4rgTcBBwDnRsTBmbm+1VwT+Aijie5XAZ8AfgfsB7wPOAg4EbgT+MsWsfZQJCKMJLr/B/BF4B7gacBfA7sBn4+IWzPz/BaxnMFoovuNwCnAr4E+4MnA+4GlwEuBu4A/a/vbziF9lcrum012lyRJkjR3fB54M7AS+IvyM+KczLyyyT0vpkiEv3z6w9N8d+f6Ae59cLDh3Eoru0uSJEkah8nu0iwzJtl90A15SZIkSdNun2mYM6dhzhGfoUhsHwKOyMyf1l27KCKuo0hMPwB4D/ChdheIiAMYTRi4Ejg8Mx8q+1dExHeBH1NUx3tvRHypRRX51wOHlcefy8y31V37eUScD/yCokL9P0fEyswcqsRyMHBE2b0BeGIlgf/iiPgm8CtgJ+BNEfG3mXlHu997rqhWdt/sD8klSZIkzRGZORARzwU+CxxD8SPozRQ/Cn97dXxEHA4cSPGc/oMOhqp5avW6xpoDi/t72Hvn7boUjSRJkqTZwGR3aZZZ2NfT0B8YGu5SJJIkSZLmkX/rdgCTFRFPZbTC+emVRPcRnwTeQFHl7uSI+EhmDjYZN553Mvp3lXfUJboDkJkPRsQ7gJ+W494FvI2xRhLm7wHeW72YmddHxMcoqtPvT1Ft71uVYYfWHX+6WaX6zPxDRHy5jGMBRdX4c8b9hnNYf6Wy++DwdP72QpIkSZI6KzPXAX8aETVgF+DuzNzcYvjNwHPK40s7EZ/mt9VrH2joP3bZEhYsiC5FI0mSJGk2MNldmmXGVHa3+pwkSZKkaZaZb+h2DG04ru74y80GZOaWiPgqRQL5ThSb+hdMdoGICODYsrsmM5u+5j0zL4+Ia4DHAsdGxNszM+vmOYAi4R7gm5n5YIslv1LGCs2T3fvrjm8YJ/Tftbhn3unvbdxEt7K7JEmSpLkoMweAtROMuRG4sTMRSbCmkuy+YvkOXYpEkiRJ0myxYOIhkmaSWm+1srsb8pIkSZJU57Cy3Qj8YpxxP647fkaba+wL7NFknvHW2RPYp3LtsCbjxigr8l1bdpvFek3d8aPHiWW/FvfMO/09jc/WJrtLkiRJktQZa9Y1vpBu5bIlXYpEkiRJ0mzRlcruEbGEYmN4CdAzwXAy8yfTHpQ0S9T6KpXdB4e7FIkkSZIkzUgjldKvz8yhccataXLPZB3YYp7JrFNfLa/deQ4A9o6IxZm5se7aD8p59wVOjogvVa4TEXsBx5fdSzPz6gnWm9P6K29N2zy8hcykKNovSZIkSXNHRDwZeB6wCtilPH0PcDVwYWaO90NxaUptHtrC9XdsaDhnZXdJkiRJE+losntEvAl4K/B4YLK7h0mXkvKlmahW3ZC3+pwkSZIkARARC4GlZfeW8cZm5r0RsRFYDOzd5lJ71R2Puw5wc91xdZ2tmSfK+x6uzJ6ZmyPi1cA5FNXbfxURp1AkLvQBTwbeB+wM3AC8cYK1mioT5sezbGvm7Ya+nrF/lhocTvp7TXaXJEmSNDdExOOBLwBPHWfYRyPiZ8CbM/PXnYlM89nv7tzA0JZsOPdYK7tLkiRJmkBHksgjogf4DnDMyKlOrCvNRbXexpchbLKyuyRJkiSNqN8d3dBy1KiRZPftp3Gd+grr1XWmah4y8/KIOAg4ufz878qQDcDfAJ/LzHsmWKuVmyceMjtUK7sDDA5vaXpekiRJkmabiHgexQ+i+xndmx8E7i6PH0Hx42iAQ4CfR8QLM/M/Oxqo5p016x5o6O+50yJ2WNjXYrQkSZIkFTpVMf3PgBeVx7cDXwZ+QfF6NMtSS22oVnYfsLK7JEmSJI1YWHe8eRLjB8p20TSuM1B3XF1nquYhIgJ4JfByRhMW6m0PvAa4DfjSBGvNec2S2jcPbWFxrQvBSJIkSdIUioilwLeAGsVe/OnAF4GrMnOoHNMDHAS8ieLtXzXgWxHxmMy8u+nE0hRYs3Z9Q3/lcqu6S5IkSZpYp5LdX1e2vwWemZn3dmhdac6p9ZnsLkmSJEktbKo77p/E+JHU5oemcZ369OnqOtV5NtFay3kiYgFwBvCy8tTpwL8Aq4Ee4InA+ygKEZweEU/IzHdOEHcze09wfRlwxVbM23H9PU2S3Yd9vpYkSZI0J5wM7Ejxo+pjM/MH1QGZOQxcCVwZEd+hqAK/Y3nv33YwVs0zq9dVk9136FIkkiRJkmaTTr2beSWQwN+b6C5tm1pvT0N/YGi4S5FIkiRJ0oxTv2O6/STGLy7bDdO4zuK64+o6UzXPWxhNdP9QZp6YmVdl5qbM3JiZl2XmscD/KcecHBHHTLDeGJl5y3gfYF27c3ZLq8rukiRJkjQHHE2xN//ZZonuVZl5AXAqEOW90rRZvfaBhv6KZSa7S5IkSZpYp5LdR1zT4fWkOadW2ZAfHE6Gt2SXopEkSZKkmSMzNwEjr1vfa7yxEbEzownkN7e51C11x+OuQ2M19Oo6WzNPVu4DOLFs1wP/MM4cf1l3/MYJ1pvTrOwuSZIkaQ7bt2y/28Y9I2MfPcWxSA+7a8MAd64faDi3YvmSLkUjSZIkaTbpVLL7dWW7S4fWk+asamV3sPqcJEmSJNX5bdnuHxG944xbUXe8eivXqM7T7jpbM8/Nmbmxcm3lyHyZOUALZfX12ye53pzWsyCIaDzns7UkSZKkOWJh2VafHcczMrY2xbFID7tm3fqGfq13Afs8YnGL0ZIkSZI0qlPJ7mdQvPbshR1aT5qzan1j/2c7MDTchUgkSZIkaUa6tGwXA08eZ9yz6o4va3ONG4HbmszTzOFleyvw+8q1S+uOW84TEcuAA8pus1iHyna85P4RfZV75qWIGFPdfdDK7pIkSZLmhnVle1Ab94yMvX3cUdI2WL32gYb+Y5ctoWdBtBgtSZIkSaM6lez+z8CvgLdExDM7tKY0J9V6myW7uyEvSZIkqfMi4qLy84Zux1LnrLrjpnFFxALgdWX3PuDidhbIzATOLrsrIuKQFuscwmgF9bPL++rnuZbRau8vj4jtWix5fN3xmU2u31i2qyJip1ZxR8QqRt+6d2OrcfNFNdndyu6SJEmS5ohLKArRfSAidphocEQsAd4PZHmvNC3WVCq7r1i2pEuRSJIkSZptOpLsXr5C+0jgF8API+ITEfHEiFg4wa2SKmq9PWPODQy6IS9JkiSpK55JUZH8912O42GZ+XNGN+dPiIinNxn2HmBlefyZzBysvxgRz46ILD9fabHUp4GR12ydGhGLKnMsAk4tu0Pl+Gb+sWx3AT5RvRgR+wEfLLvX0zzZ/ZyyrQGfiogxZdHKv8H8c92p77WIZ97o7zXZXZIkSdKc9Pmy3Rf4SUQc3Gpgee3HwH6Ve6Upt2ZdY2X3Fcsm/C2GJEmSJAGTe731NouI4fouxabye8prE92emdmROKXZoHll9+EmIyVJkiRp2t0BLKOojj6TnAxcBiwCLoiIj1JUb18EvBI4qRx3LfDJrVkgM6+NiFOADwAHA5dFxMeB31EkCbyf0dfAn5KZ17WY6t+ANwLPAN4WEcuALwL3Ak8F/gbYAdgC/HlmDjWZ41PACcBuFNXsHxMR/xtYA/SUcfw5cGA5fjXwla353nPJmGT3YZPdJUmSJM1+mXlZRHwOeCvweOBnEfEb4GcUz/EJ7A48DXhc3a2fy8zLOh2v5oeh4S1ce/uGhnMrllvZXZIkSdLkdCqJvJrR/v/Yu9MwW6rq4OP/1eNtrqAgGBwQGURQNCEIIoKiElCRITFOMQEEHIEQB5S8TmgU44BzIMqgEk1EVEQUolEUkCiD4iwCisxEmZSh57veD1XtPV19Tnef7j7n9On+/56nnqo6tWvv1feBD1V71dpzZrhLqq+nJxjo7Zk2CT9q9TlJkiRJnfFjimT37YArOxzLn2TmlRHxQuAzFIniJ9RpdjWwX2beU+fafL2JIsH8MIqE8s/VaXMa8OZZYp2MiIOA84BdgOeVW61R4KjMPL9BH7dHxL7Alygq9+1RbvX8CDgoM8caxbRa9Pda2V2SJEnSinU0cD/wWorV3ndkemI7rJ+zX0ex6thxbYtOq85v77hvxnP3DlZ2lyRJkjRP7Up2f3ubxpFWhcG+arK7ld0lSZIkdcSpwLOAVwJndjiWaTLz3Ih4AkWV9/2ARwBjwLXAWcDHMvP+RY6xDjg8Ir5IUS1+F2BT4HbgcuDjjRLUK/3cHhG7Ay8D/g7YAVgL3AJ8C/hwZv58jj5+FBGPBw4BDgSeAGxCUbHvdxQfI5wFnJmZ4wv4c1ccK7tLkiRJWqkyM4E3RMQZwKuAvYFHV5pdA3wTODkzf9bmELXK/PLW6bUGNt9oDRuvHehQNJIkSZK6TVuS3TPTZHdpCQ3293DP6Prz0XEn5CVJkiS1X2Z+KSI+A/x9RJwOHJ2Z93U6rimZeT1FFbvXNnnfd2hiVbrMPI+iMvuCZeYEcHK5LbSP+4CTyk1zGKhUdh832V2SJEnSClMmsR8JEBEDwMblpbtc8Uvt9Mtb/zjtfPuHbtihSCRJkiR1o3ZVdpe0hAb7eqedj7rUuiRJkqQOiIiDKSqPP4GyonhEnAv8BLgLmHUZqsw8o+VBSg30Vyu7+2wtSZIkaQUrk9v/r9NxaHW66rbpld2333yjDkUiSZIkqRuZ7C51ocHKhPzI+Kz5I5IkSZLUKp8CsuZ8Y+Af5nlvAia7q2MGK5XdxyazQUtJkiRJkrQYV1Uqu+9gZXdJkiRJTehIsntE9AN/CewIbFL+fCfwM+CHmTneibikbjFQSXa3srskSZKkDoo5zqVlqfpsbWV3SZIkSZKW3h/uH+eWP4xM+83K7pIkSZKa0dZk94jYAHgL8DKKam/13BURnwDemZn3ty04qYsM9vdOOx+dsLK7JEmSpI7YqtMBSAvV3zv9uwyT3SVJkiR1k4i4oAXdZmY+swX9ahW76rbpVd0HenvYerO1HYpGkiRJUjdqW7J7RDwS+CawDbNXedsEeCPwvIh4Zmbe1I74pG4yaGV3SZIkSctAZl7f6RikhapWdh+f9NlakiRJUlfZC0iWZoW1qX5yCfqSprm1UtV9ywdvQH9vT4PWkiRJkjRTW5LdI6IfOB/YtvzpKuCTwKXAbeVvmwO7AocCjwUeDZwfETtl5kQ74pS6xYxk93En5CVJkiRJakZ1Yt3K7pIkSZK6zEWYnK4uMDw+fZXyDde0rSajJEmSpBWiXU8RRwA7UDxsnwAcn5mTlTZXAxdFxAeA44E3UyS9HwH8e5vilLrCYF/vtPPRier/TpIkSZIkaTbVyu5jVnaXJEmS1EUyc69OxyDNx/DY9LnsNf29DVpKkiRJUn3tSnZ/PkWi+5cz8y2zNczMdcBbI+JxwF+X95rsLtUY7K9Udrf6nCRJkqQOi4he4CBgb2BHYJPy0p3Az4BvUrwX8GtdLQvVVdOs7C5JkiRJ0tKrVnYfMtldkiRJUpPaley+Y7k/vYl7TqNIdn/80ocjdbfqhLzJ7pIkSZI6KSKeBXwCeHjtz+U+gd2BlwM3RcTLM/PrbQ5RmqG/18rukiRJkiS12mgl2X3NgMnukiRJkprTM3eTJfHAcn9LE/fcWu43WuJYpK432Df9BUD1BYEkSZIktUtE/APwVYpE9yi364Hvl9v1U02BLYCvRcRLOhCqNM1ANdndD8klSZIkSVpyVnaXJEmStFjtSna/s9xv1cQ9U23vnLWVtAqt6beyuyRJkqTOi4gtKSq69wD3A28GNs/MrTNz93LbGtgceBNwb9n2lIh4ZKfilgAGKqumjVvZXZIkSZKkJWeyuyRJkqTFaley+w8pKrgd2cQ9r6ZY6vzKlkQkdbEZld1NdpckSZLUGccAgxRJ7Htm5gmZ+btqo8z8fWa+G9izbDtY3it1TL+V3SVJkiRJarnhsenP20MDJrtLkiRJak67kt3/q9zvFRGnR8TaRg0jYoOIOBV4RvnTf7Y8OqnLDPZVK7tPNmgpSZIkSS21D8WH6u/LzB/N1Tgzfwy8n+KD+H1bHJs0Kyu7S5IkSZLUeiOVyu5rrOwuSZIkqUl9bRrns8Argd2BQ4DnRMTngUuB31FMjP8Z8CTgBcBm5X2XZOZn2xSj1DUG+yvJ7uNOyEuSJEnqiEeW+282cc//AMfX3Ct1xMwPyX22liRJkiRpqQ1Xkt2HTHaXJEmS1KS2JLtnZkbE/sDXgN2AhwBHlltVlPvvAQe2Iz6p2wz2TX8B4IS8JEmSpA6ZejhpZrmpiXLfrtXmpLr6e6f/Jzjms7UkSZIkSUtueKya7O4rIUmSJEnNadtTRGbeBewBHA38kiKpvd72S+AoYM/yHkkV1epz1aXfJEmSJKlNbi73uzdxz1TbW5Y4FqkpA5Vn6/FJk90lSZIkSVpqMyq7D1jZXZIkSVJz2lLZfUpmrgP+Dfi3iHgosCOwSXn5TuBnmXlrO2OSupFLrUuSJElaJr4NbAscFxGfz8xZE9gj4mHAcUACF7QhPqmhgWpld5PdJUmSJElactXCbWv6TXaXJEmS1Jy2JrvXKpPaTWyXFmCw8gJgdMLK7pIkSZI64qPA4cBmwKUR8Rrg7Myc9pASET3A3wAnAn8GTAIfa3Os0jT9lQ/Jx/yQXJIkSdIKEBGnl4fnZ+ZZHQ1GwmR3SZIkSYvXsWR3SQtnZXdJkiRJy0Fm/iwi3gK8C3gYcCZwd0T8EPgdRQX3PwP+EngQEOWtb8nMn3UgZOlPqpXdxyezQ5FIkiRJ0pI6pNyf2dEopNJwJdl9yGR3SZIkSU0y2V3qQjOS3cdNdpckSZLUGZn57oj4A/BeYANgY+AZlWZTSe73A8dm5sltDFGqa6Avpp1b2V2SJEnSCvF7ihXY/q/TgUgAw2OVZPcBk90lSZIkNWdJk90j4q1Tx5n5jnq/L0RtX5JgsG/6C4DRickGLSVJkiSp9TLzpIj4PPBSYG9gR2CT8vKdwM+AbwKfzMzbOxOlNN1Ab/XZ2mR3SZIkSSvCL4CnAVsCP+pwLBIjlcJtVnaXJEmS1Kylrux+PMUS5QDvaPD7QpjsLtUY7K9UdndCXpIkSVKHlUns7ys3adkbqKyaNj7ps7UkSZKkFeEzwF7AIcA5nQ1Fq93E5DrGKs/ba0x2lyRJktSknrmbNC1Yvzx5vd8XskmqMdhnsrskSZIkSYvR3zv9ldOYz9aSJEmSVoZPAt8CDoyI4yPC+XZ1zEidZ+2hAZPdJUmSJDVnSSu7Z2bd5PlGv0tamMG+6S8AJtclE5Pr6Ov1fzVJkiRJ7RMR1wHrgH0z89p53vNI4DtAZuY2LQxPmlW1snu10pwkSZIkdak9gfcDmwFvAV4YEWcCPwHuAiZnuzkzL2p5hFo1hsdm/uc2ZGV3SZIkSU1a0mR3Se2xpn9mUvvohMnukiRJktpuSyCBgSbu6QceVd4ndUx11bTJdcnkuqS3x6KHkiRJkrrad5j+zL0dRdL7fCTmEGgJjYyb7C5JkiRp8cyMBSJiy4g4MSKuioj7IuLOiLg8Io6NiA2WcJxnR8TZEXFTRIyW+7Mj4tlN9NEXEa+MiIsj4vcRMRwRv46Ij0fE45roZ9OIeEdE/CQi/lhuPyl/e/A87t8iIp4XEf8aERdExB8iIsvt+HnGcHzNPXNte833b1sNqpXdoUh2lyRJkiRJ89Nf54Pxcau7S5IkSVoZYhGbtGSG6yS7Vz8+lyRJkqS5tOWr7Ii4gOIr8MMy8/p53vMw4DMUy5o/s4Wx7V+Os1HNzxsATyy3IyJiv/kux95gjB7gE8DhlUsPL7eDIuJU4BWZ2XBWNSI2Bc4Ddqlc2hp4OXBIRByVmafOEc+TgC8Dm1cuPb7cjoiIgzLzsgb3bwn8drYx1FqDdSu7z7rioCRJkiQtFw8s9/d3NAqtegN1JtfHJtexxgpzkiRJkrrb0zsdgDRleGz6HPZgXw89rqgmSZIkqUntWoJsL4pk97VN3DNUc19LRMROwJnlWPcC7wa+XZ6/CHgZxbJuX4uIJ2bmPQsc6l2sT3S/Engv8GtgG+ANwE7AEcDvgf/XINZe4GzWJ7p/CTgFuBN4EvBm4CHAxyPi5sw8v0E/WwDnApsBE8AHgK+Wl58LvBZ4KHBuROycmTfV66bmOMu/5RbgqQ3/Beb2+DmuX7eIvlecel+7j45bfU6SJElSV/j7cj+vj+GlVhmoU9l9zFXTJEmSJHW5zLyw0zFIU0Yqld2HBvzAXJIkSVLz2pXsvlx9mCKxfQLYJzO/V3Ptgoi4hiIxfTvgdcDxzQ4QEdsBry9PrwCempnD5fnlEfEV4EKKKvLHRsTpDarIHwLsUR6flJlH1ly7LCLOB35AUaH+IxGxQ2ZO1OnnXRSJ7gB/l5ln1Vy7OCJ+QPEBwEOAdwKH1unjHork+suAKzLzrojYi+JDgQXJzJ8t9N7VqN6E/KgT8pIkSZJarFy5rZ5PRsR9c9w+SLEy2UMoPpz+xlLGJjWrv15ld5+tJUmSJElaMsPVZHdXU5MkSZK0AMs52X2qCvxIKzqPiF2BPcvT0yqJ7lNOBF4K7AAcExHvyszxJof6J9b/Ox9dk+gOQGbeHxFHA98r270GOJKZphLm7wSOrV7MzGsj4t0U1em3Bf4aqE1kJyI2B15Snn69kug+1c/nI+IwYF/gHyLiuMy8rdLmDoqkeXVIRDDY1zMtwb36VbwkSZIktcBeFInqtSt+BetXIZuv31A8v0odU+9D8vFJk90lSZIkSVoqMyq7m+wuSZIkaQGWc7L7s8v9TS3q/6Ca40/Wa5CZ6yLiDIoJ+AcBT6eJynMREcCB5elVmfn9BuN8PyJ+BTwGODAijsrMrOlnO4qEe4DPZ+b9DYb8FOuTBWYkuwMHAFMzuXX/5pp+9i3bHgB8Ypa26pBqsruV3SVJkiS1wUUUye5Tnlae/wCYrbJ7UnzMfivwv8DnMnOuSvBSS9VLdreyuyRJkqSVJiJ2BvYGdgQ2KX++E/gZ8M3M/EGnYtPKV63svsZkd0mSJEkL0JJk94g4vcGld0bE3XPcPghsQ1EVLoELlzK2GnuU+/soJuUbqR3/KTS3zPpWwMPq9NNonMcADwceBVxXc22PSru6MvO2iLga2K6MtWpe/TDzbzbZfRka7O+FkYk/nY9OWNldkiRJUmtl5l615xExlRl8aGb+ov0RSQvX0xP09QQT69Z/v+GH5JIkSZJWioh4PMU8766zNDshIi4FXpGZP21PZFpNhsemP2cPDZjsLkmSJKl5rarsfijTK71Bsaz5gTOb1jW1HPqdtG5Z86lK6ddm5sQs7a6qc898PbZBP/MZpzbZvdl+tgO2iIgaJzZuAAAgAElEQVS1lUp5U/38ITNva9RBZt4aEX8ENqL5v3lBIuIbwF9QVNC/G/gF8N/AxzPzrnbE0G0G+6ZXoBsdd0JekiRJUtudQfH873ObutJAXw8TY+s/Hh+f9NlakiRJUveLiL2Bc4EB1s+9jwN3lMcPBvrL492AyyLiuZn5rbYGqhWvWtl9yMrukiRJkhagVcnuNzA92X3L8vxWiofoRqrLmp+cmbcsdXARsQbYtDy9aba2mXlXRNwHrAW2aHKoR9QczzoOcGPNcXWchfQT5X2/qtPPXH1M9fO4OrG0yl/VHG8GPK3c3hgRh2bmOQvpNCIeMUeTzRfS73IwI9nd6nOSJEmS2iwzD+10DNJi9Pf2AOsn3sd8tpYkSZLU5SJiU+AsihXV1wGnAacAV04VgYuIXmAn4GXAYWXbsyLi0Zl5R92OpQUYqSS7rzHZXZIkSdICtCTZPTMfVXtes6z5PstkWfMNa47vnUf7qWT3B7RwnNoK7NVxlrqf+f7N9fpYaj8FvgxcBtxCUUHgMcBLgH0oKr1/MSL2z8zzF9D/jXM36U6DfdNfBIxOTDZoKUmSJEmS6hmofEg+ZmV3SZIkSd3vGOCBwBhwYGZ+vdogMyeBK4ArIuKLFFXgH1je+9Y2xqoVbnismuze06ClJEmSJDXWqsruVRdRVG2/b66GbbKm5nhsHu1Hy/1QC8cZrTmujrPU/bTyb27GhzLz+Dq/XwqcERGvAP4d6AVOjYhtMnOkhfF0lcF+K7tLkiRJWn7K6nAbUzxPxmxtM/OGtgQlNTDQO/3Zetxkd0mSJEndbz+KufmP1Ut0r8rMb0TER4HXlvea7K4lM1yp7D5kZXdJkiRJC9CWZPfM3Ksd4zShNmF6YB7tB8v9cAvHGaw5ro5T7We2hO+5+tlgHrHU9tPs3zxvmXn3HNc/HhG7AIcDDwOeB3y2yWG2mOP65sDlTfa5LAxWqs+NjlvZXZIkSVJnlEukHw0cBDwWmE+ZrqR9H+FLdc2o7O6H5JIkSZK631bl/itN3PMVimT3rZc+HK1mI9Vk9wGT3SVJkiQ1b7VOKt9Tc/yAebRfW+7vbeE4a2uOq+NU+5kt2X2ufjaYRyy1/TT7Ny+1j1MkuwM8jSaT3TPzptmuR8xaZHBZG+yb/iLAyu6SJEmSOiEidge+BGzGHJXcpeWmWtndZ2tJkiRJK8DUat/NrLo+1XZw1lZSk6zsLkmSJGkpzKfS2qJFxFYRcUFEfCsiHj6P9g8v286rfbMycwS4ozx9xByxbMz6xO8bmxyqNtF61nGYXoG8Os5C+snKfbX9zNVHbT/N/s1L7Rc1x0v+30I3m1HZ3Ql5SZIkSW0WEQ8GzgEeQjEx/iHg+PJyUny8fCxwJsXKYQl8F3gpcFibw5VmqFZ2H5/MDkUiSZIkSUvmtnK/UxP3TLX9vyWORatctbL7GpPdJUmSJC1AW5LdgYOBvYCBzLx5rsZlm77ynn9oUUxTSdTbRsRsFe63rzn+5QLHqPbT7DgL6efGzKx+rT/VzwMjYvNGHUTEQ4GNGsTSbs4yN1B9ETA6MdmgpSRJkiS1zFHAg4FR4MmZ+Vrgi1MXM/OTmXliZr4Y2Ba4CHgK8NjM/HQnApZq9fdOX4xgzA/JJUmSJHW/iylWXjsuIjaaq3FEbAi8kWJe9uIWx6ZVZnisUtl9wGR3SZIkSc1rV7L7Mykejr/UxD1fongI36clERWV5KCo2r7zLO2eVnN8SZNjXAfcUqefep5a7m8Gflu59t2a44b9lAns25Wn9WKdVz8s7m9eao+tOb6lYatVaEZl93En5CVJkiS13bMpnvdPz8yfz9YwM28FngP8Gnh9RDyjDfFJs5pZ2d1na0mSJEld7+Plfivgooh4YqOG5bULgW0q90pLYrhS2X3Iyu6SJEmSFqBdye47lPsfNnHPj8r9Y2dttXBfrjl+ab0GEdFDUZUe4G7g280MkJlJsZw7wPYRsVuDcXZjfUX2c8r7avu5mvUV1l8QERs0GPLQmuOz61z/CjA1a1v3b670s668p5NeUXN8YceiWIYG+yvJ7lafkyRJktR+25b7b9b89qdn2oiYNoOZmcPAByk+bn9ly6OT5jDQN32S3crukiRJkrpdZl4CnETx7P144NKI+ElEnBIR74qId5bHPwEuBf68vPWk8l5pyQxXCraZ7C5JkiRpIdqV7P7Acn93E/dMtd14iWMBIDMvY/0ybIdHxJPrNHsd6xP1P5yZ47UXI2KviMhy+1SDoT4ETH2u/NGIGKr0MQR8tDydKNvX8/5yvwnw3urFiNgG+Ofy9FrqJLtn5m3AZ8vTfSPib+v083xg3/L0P8p7llxEPD4itp2jzcuBI8rT26ifwL9qDVYm5EcnJhu0lCRJkqSWmVoO/fqa30Zqjjesc88V5f5JLYlIasJAb0w7H7OyuyRJkqSV4WiK+eWkSHrfETgMOI5iTvmw8rco27wP+MeORKoVbWRs+hz2mgGT3SVJkiQ1r69N4/yRImn9wU3cM9X2/qUP50+OAS4BhoBvRMQJFNXbh4AXAS8v210NnLiQATLz6oh4H8WLgycCl0TEeyiWbd8GeCOwU9n8fZl5TYOuPk3x0uEpwJERsTlwCnAXsCvwFookg3XAP2bmRIN+3gQ8C9gM+K9yabqvlteeS5HgD/B74M2N/q6IeBawec1P29cc/0VEHFpzfm9mfqHSxc7AqRHxbeB84KfAHRT/TW4PvATYp2w7Cbw8M+9rFM9qNFhZan1k3Al5SZIkSW13L8UH7rXvF+6sOX4U61dum7Km3D+kdWFJ8zNQeba2srskSZKklaBcSfwNEXEG8Cpgb+DRlWbXUKzUdnJm/qzNIWqVGB6fnuxuZXdJkiRJC9GuZPffUiS77wVcMM97nl7ub2hBPABk5pUR8ULgMxSJ4ifUaXY1sF9m3rOIod5EMYl/GEVi++fqtDmNWZLLM3MyIg4CzgN2AZ5XbrVGgaMy8/xZ+rkxIvYHvkyRrP7Gcqt1G3BQZt40y990HPC0BtcOLLcp1wPVZHeAXooXK3vPMs4dwOGZee4sbVYlK7tLkiRJWgaupfiY+ZHAZQCZeXdE3Ab8GcWzfTXZfY9y7wfN6riB3kqyu5XdJUmSJK0gZRL7kQARMcD6VdXvysyxjgWmVaOa7L6mv6dBS0mSJElqrF1PEt+kWALtyIh46FyNI+LhFA/dWd7bMmUS9ROAD1Iktt8P3E2xrPobgZ0y89pFjrEuMw8H9gPOAW4Bxsr9OcBzMvOIzJx1RjUzbwd2B14NfJciEXwE+A1FlfedM/PUecRzKfB44J3Azygq8d1LUV39ncCOZZtWOg84HDgV+AFwEzBM8ffcQlHt/Rhg68w8p8WxdKXByouAUavPSZIkSWq/qWfHXSq//zfFe4A3RMSfKsdFxG7AsRTP+5e3JUJpFv3VZHefrSVJkiStUJk5lpn/V24muqstRsas7C5JkiRp8dpV2f1k4DXAg4BvRcSLMvMn9RpGxJ9TVD5/EDAOnNTq4DLzeuC15dbMfd+hmLyfb/vzKJK8FywzJyj+PU9eZD+3A28pt4Xcv9cix/8dcHq5aQEGK0utj447IS9JkiSp7b5O8bH63zB91bAPAH9PscrZzyPix8BaiiXTeymS3T/c3lClmQYqz9bjVnaXJEmS1OUi4gKK5+7Dynnw+dzzMIrV0DMzn9nK+LS6jExUK7ub7C5JkiSpeW1Jds/M6yPiTcB7gccAP4yI7wAXA7eWzR4KPBV4GkUCeQJvy8xftyNGqdsM9k1/ETBaeVEgSZIkSW3wdeAMoDcitsrM66BYJj0iXkXxoXYfsHPlvuMz87/bG6o0k5XdJUmSJK1Ae1HMta9t4p6hmvukJTE+uY7xyen/SQ0NmOwuSZIkqXntquxOZr4/IoaAtwE9wNPLrSqAdRSJ7v/arvikbjOjsrsT8pIkSZLaLDPHgUMbXDstIr5bXn8cxTuIa4D/yMwr2hWjNJvqs7XJ7pIkSZIkLY2R8ZnF2oas7C5JkiRpAdqW7A6Qmf8SEecCbwCeBTyo0uRu4GvA+zPzx+2MTeo2g/0mu0uSJEla3jLzV8A/dzoOqZGBarL7pM/WkiRJklalqSrwIx2NQivKsMnukiRJkpZIW5PdATLzR8DfRUQAWwGblpduB67LTJdGk+ZhsG/6i4DRiZkvCyRJkiRJUmP9vVZ2lyRJkiTg2eX+po5GoRVlZGzmM/bQgMnukiRJkprX9mT3KWVS+2/KTVKTqkutj447IS9JkiRJUjOs7C5JkiSp20XE6Q0uvTMi7p7j9kFgG2AXIIELlzI2rW71KrtX57glSZIkaT46luwuaXFmJLtbfU6SJElSh0XEhhSruG0IzFmqKzMvanlQ0iwGKpXdx012lyRJktR9DqVIVK8VwIHzvD/K/Z3Au5coJmlGsvtQfy8R0aC1JEmSJDVmsrvUpdb0T88bGZ2Y+WW8JEmSJLVDRLwMeDXweNZPks8l8b2EOqy/WtndD8klSZIkdZ8bmJ7svmV5fiswPst9CYyU7f4XODkzb2lVkFp9hsemz1+v6bequyRJkqSFacukckRcsIjbMzOfuWTBSCvEYP/Myu6Z6dfwkiRJktomInqBLwL7T/3UwXCkpg1WKruPTVaLIUqSJEnS8paZj6o9j4ipr3j3ycxftD8iqTBSp7K7JEmSJC1Euyqo7UXxZfhsk971llar97skYLBv+suATBifTAb6zC2RJEmS1DavBA4oj/8P+CTwA4qlzy2RrWVvwMrukiRJklaeiyjm2O/rdCBa3arJ7msGTHaXJEmStDDtSnafeqCezVpgW+BBZdurKZZMk1THYN/MZd5GJyZnTNRLkiRJUgsdXO5/AeyZmXd1MhipWf3Vyu4Tkw1aSpIkSVJ3yMy9Oh2DBDBsZXdJkiRJS6Qtye7NPFBHxHOAjwCbAIdn5iWtikvqZvWS3UfG17Hhmg4EI0mSJGm12oHig/V/MdFd3aj6wfj4pAsMSpIkSZK0FEx2lyRJkrRUll0J6Mw8D9gDmADOjoiHdzgkaVkarPMyYNQKdJIkSZI641edDkBaiP7emHY+NrGuQ5FIkiRJkrSyDI9Vkt0HTHaXJEmStDDLLtkdIDNvAz4IbAq8ocPhSMtSvcruo07KS5IkSWqva8r9Jh2NQlqgamX3sUmfqyVJkiStDBExEBEvjYhzIuK3EXFvREzOsU10Om6tHCOVyu5rrOwuSZIkaYGWZbJ76bvlfr+ORiEtU309Qc/0AnSMjjspL0mSJKmtPgcE8NxOByItRPVD8nE/IpckSZK0AkTEdsCPgFOB/YFHAhtQPMPPtUlLYriS7D5ksrskSZKkBVrOye5j5f5hHY1CWqYigsG+6S8ERicmG7SWJEmSpJb4CPBj4FURsWeng5Ga1d87/dXYqJXdJUmSJHW5iFgLnA9sDyTwZeCU8nIC/wL8G3BpzW//C7wdeEcb4tsyIk6MiKsi4r6IuDMiLo+IYyNigyUc59kRcXZE3BQRo+X+7Ih4dpP99EfEoRHxtYi4oezr9oj4aUScGhHPX6qYV5rhsenP2Ca7S5IkSVqovk4HMIs9yv39HY1CWsYG+3umfRE/agU6SZIkSW2UmaMRsS/wJeB/IuIjwH8CV2XmSGejk+Y2UKnsPjaxjswkwmKGkiRJkrrWK4GtgElg38y8ICIeB7wMIDPfNtUwInYC/gPYDfhcZn6slYFFxP7AZ4CNan7eAHhiuR0REftl5rWLGKMH+ARweOXSw8vtoIg4FXhFZs46uRoRTwA+C+xYufTgctsR+FvgrIXGu5LNqOw+YLK7JEmSpIVZlpXdI+LJwFspviK/rMPhSMtWdbl1k90lSZIktVNETAK3Ak8GBoDXAT8A7ouIyTm2iU7GLgEM9M58NTaxLjsQiSRJkiQtmf0p5tk/n5kXzNYwM68Eng78DvhAROzcqqDKxPozKRLd7wXeBOwOPJP1lee3A74WERsuYqh3sT7R/UrgxcCu5f7K8vcjgHfOEe8TgG9TJLSPAB8DDgB2pngPcjDFB/9/XESsK9pIJdl9sH9ZpqdIkiRJ6gJtqeweEW+dR7MeYGOKL7afVJ4n8MEWhiZ1tcG+6V+/j1ZeGEiSJElSi1XLX1sOW12lv06y+9jEurq/S5IkSVKXeGy5P7vexYjoqa1onpm/j4gPAO8FjgJe2qK4PgwMARPAPpn5vZprF0TENWUM21F8TH98swNExHbA68vTK4CnZuZweX55RHwFuJAiJ+HYiDi9XhX5iFhDUa19E+AGYO/MvKbS7PvAf0TEQLNxrhbDY5XK7v1WdpckSZK0MG1Jdqd4EG2mLFZQPOS+ITP/pyURSSuAld0lSZIkddjbOx2AtBjV52ookt3XDnYgGEmSJElaGg8q99fX/DZac7wWuKdyzyXl/mmtCCgidgX2LE9PqyS6TzmRItF+B+CYiHhXZo43OdQ/sT4H4uiaRHcAMvP+iDga+F7Z7jXAkXX6eT1F0v064AV1Et1r+xxrMsZVY2TCZHdJkiRJS6Ndye4wd3W3pHiovo7ia+pPZOYvWh6V1MWqS72Z7C5JkiSpnTLTZHd1tYE6ye7jkz5bS5IkSepq9wMbMr0Y3d01x48Eft7g3s1bFNNBNcefrNcgM9dFxBnAuykS9p8OfGO+A0REAAeWp1dl5vcbjPP9iPgV8BjgwIg4KjOzpp9e4JXl6Tcz89L5xqDpZlR2HzDZXZIkSdLCtCXZPTNd+1lqgTV9018IjFa+jpckSZIkSY319858ZeWH5JIkSZK63HXAE4CHTf2QmbdHxJ3AxsBTmJnsvnO5b1WV8j3K/X3AD2Zpd2HN8VNoItkd2Ir1f/OFszUsrz8GeDjwKIp/sym7l78DfGXqx4hYU/4+AtyWmU7MzmFkfPo/0Roru0uSJElaIJPQpS42o7L7uBPykiRJkiTNl5XdJUmSJK1AV5T7J1Z+/xbFauzHRsQmUz9GxNbAcRSV4H/Uoph2KPfXZubELO2uqnPPfD22QT/NjrNbzfFPI+LREfFF4I/AtcBNwB0RcUZEbNNkjKvKcCXZfchkd0mSJEkL1JZk94h4a7nt247xpNVicEZldyfkJUmSJEmar76eIGL6b2Mmu0uSJEnqbv9DkdR+QOX3j5T7rYGrI+KsiDiPIsF9qiL6J5Y6mLIi+qbl6U2ztc3MuyiqvwNs0eRQj6g5nnUc4Maa4+o4tUnz2wNXAn8D9Nf8/kDgH4ArI2LvJuMkIh4x2wZs3myfy5HJ7pIkSZKWSl+bxjme4kvwv27TeNKqMFipQDc64Wp5kiRJkpZeRBw8dZyZZ9T7fSFq+5I6ISLo7+1hrObj8TE/JJckSZLU3b4KXAT0RsQ2mflrgMy8JCLeAbwV2IQigRuKxHiAT2bmf7Ygng1rju+dR/v7gLXAA1o4zn01x9VxNqk5/jCwBvggcBJwA0VS/SuB15djnhURf56ZNzQR641zN+l+w2PTn6+HBkx2lyRJkrQw7Up2v4PiobCZBzxJc6gmu4+MOyEvSZIkqSU+RfERewJn1Pl9Iap9SR0xWEl2H7eyuyRJkqQulpn3A3s1uHZ8RFwMHAE8jiJf4BrgjMz8YotCWlNzPDaP9qPlfqiF44zWHFfHWVvp862Z+S81v/0GeENE3AWcADwI+GfgVc2Fu/KNVCq7r7GyuyRJkqQFaley+7XArqyQ5bak5WKwb/oLASu7S5IkSWqhaPJ3qSv09/VMS3MYtbK7JEmSpBUsM78FfKuNQ47UHA/Mo/1guR9u4TiDNcfVcWr7uR14T4M+3gf8I0UOxAsi4tWZOd+CAFvMcX1z4PJ59rUsZSbDM5Ldexq0liRJkqTZtSvZ/UzgScALgP9u05jSijdYeSHghLwkSZKkFtmqyd+lrjHQO/3Zesxna0mSJEldLCIOLg9/lZmXdjSYwj01xw+YR/upyur3tnCc2urt1XFq+/lOZtatEp+ZExHxLeAlFKvcbw38ej6BZuZNs12P6P66AuOTyeS66bn/Q1Z2lyRJkrRA7Up2Pwk4BDg4Ii7KzE+1aVxpRRvsqyS7jzshL0mSJGnpZeb1zfwudZOByrP1+OR8C/FJkiRJ0rL0KSCBFwMdT3bPzJGIuAN4MPCI2dpGxMasT0S/scmhahPIZx2H6ZXVq+PcOMu1qtrrmzHPZPfVYKTOiuRDAya7S5IkSVqYdiW7bw4cAZwGnBYRfwf8J/AT4C5g5pNOjcy8oeURSl1osG/6C4HROi8NJEmSJElSY/290yvmWdldkiRJUpf7A7ARcE2nA6nxC2BPYNuI6MvMiQbttq85/uUCxqjXT7Pj/LzmeK7s7Nrrjf6mVWlkrE6yu5XdJUmSJC1Qu5Ldf0vx9ThAAM8st/lI2hen1FVmVHZ3Ql6SJEmSpKYMVD4kH5v0Q3JJkiRJXe064M+BjTsdSI3vUiS7rwV2pnHF+afVHF/S5BjXAbcAD6v0U89Ty/3NFLkMtS6qOd56jn62qTm+eY62q8rw+Mxn6zUmu0uSJElaoJ65myyZKLfa4/lukuoY7DfZXZIkSZKkxRiofEg+PpENWkqSJElSVzibYo59/04HUuPLNccvrdcgInqAg8vTu4FvNzNAZiZwTnm6fUTs1mCc3Vhf2f2c8r7afq4DrixPnx4RD2zQz4bA3uXprzPz1mbiXemqye4RMwu5SZIkSdJ8tatiet0HVkmLM1ipPjda5wt5SZIkSWq1iNgUeAlFlbatgQ2Ze6nvzMxt5mgjtdxA7/Q6C6OTfkguSZIkqat9GDgMeFVEfDUzv9XpgDLzsoi4mOK9weER8enM/F6l2euAHcrjD2fmeO3FiNiL9Qnwn87MQ+sM9SHg5RTvJD4aEU/NzOGaPoaAj5anE2X7ev4VOJOiEv2HqJ/v8AFgo/L43xv0s2oNj02ftx7q7yXCOoeSJEmSFqYtye6Z+el2jCOtNtWv363sLkmSJKndIuLFwMkUCe4w/xXaLJ+tZaFa2X3MZ2tJkiRJXSwz/xgRfwV8AfjviPgk8J/AT4C7qpXM2+gY4BJgCPhGRJxAkbw+BLyIIkkd4GrgxIUMkJlXR8T7gOOAJwKXRMR7gF8D2wBvBHYqm78vM69p0M/nI+IQ4DnAoRHxUIp3HzcAWwCvKK9BUQX+YwuJdyWrVnYf6p+rJoIkSZIkNdauyu6SWmCw32R3SZIkSZ0TEc8APsP6BPfrKSbP7wZ8QFFXGOid/mw9bmV3SZIkSV0sImqzjAM4vNymrs92e2ZmS3IIMvPKiHghxXuEjYAT6jS7GtgvM+9ZxFBvAh5CUd1+J+BzddqcBrx5jn5eCHwR2AfYt9yqLgcOyMyRBUe7Qo1Ukt3XmOwuSZIkaRHakuweEW8tD0/KzNvnec/GwNEAmfmOVsUmdbPBvukvBUYnJhu0lCRJkqSWOI5i4vxu4CWZeX6H45Ga1t9rZXdJkiRJK0o1m32+K7C1XGaeGxFPoKjyvh/wCGAMuBY4C/hYZt6/yDHWAYdHxBcpqsXvAmwK3E6RnP7x+by/yMx7I+JZFEnvhwB/ATyY4h3Ij4D/As7ITCdo6xgem/5svaZSxE2SJEmSmtGuyu7HUyxP/gWKh8j52KTmPpPdpTqqLwVGx52QlyRJktRWu1A8t79tOSa6R8SWwD9STKBvAYxSLF3+eeDfFjuBXjPOs1k/gb4Z8HuKCfRPzPffJSL6gCOAlwDbAw8AbgG+CXwkM3/eRDybUlSwO5BimfaNgTuAG4GLgC9l5vfm299KN9BnZXdJkiRJK8rbOx3AbDLzeuC15dbMfd+hicT9zDwPOK+p4Gb2kRSV4etVh9cshiuV3YcGrOwuSZIkaeHalewuqQVmVnZ3Ql6SJElSW01lCV/S0SjqiIj9Wb80+pQNgCeW2xERsV9mXruIMXqAT1CzHHzp4eV2UEScCryirCzXqJ9NKSbgd6lc2poiif6QiDgqM0+dR0zPB06mqDZX66HltivwaOCgufpaLarJ7lZ2lyRJktTNMnNZJ7trdZiR7N5vsrskSZKkhVvOa0X1l/vxjkYhLWODlQn50QlXyZMkSZLUVr8u92s7GkVFROwEnEmR6H4v8CZgd+CZwClls+2Ar0XEhosY6l2sT3S/EngxRTL5i8tzKKq1v3OWWHuBs1mf6P4l4NnAkyiq0v8OGAQ+XlaQbygiDqaoNvdgiqrwbwX2BnYC9gKOpqgU77uWGgO91Wdrk90lSZIkSVqM0Uqy+xqT3SVJkiQtwnKu7P4X5f73HY1CWsZmVHYfd0JekiRJUlt9juL5fV/g4g7HUuvDwBAwAeyTmd+ruXZBRFwDvJci4f11wPHNDhAR2wGvL0+vAJ6amcPl+eUR8RXgQooq8sdGxOkNqsgfAuxRHp+UmUfWXLssIs4HfkCRuP+RiNghMyfqxLMDRZX5HuB/gL/JzHsrzS4EPhYRA83+vStZtbL7+KTP1pIkSZIkLcbwmJXdJUmSJC2dliS7l5XE6jkwIp44x+2DwDbAYUACly9lbNJKMthfWWp9ch3r1iU9PdGhiCRJkiStMicBBwP/FBFfzswrOh1QROwK7FmenlZJdJ9yIvBSYAfgmIh4V2Y2W+38n1j/XuXomkR3ADLz/og4Gvhe2e41wJHMNJUwfydwbPViZl4bEe8G3g1sC/w1cFadfj5K8U7lFuBv6yS61/Y5Nsvfter0Vyq7j1nZXZIkSdIKEhHbAE8GNgc2oPjQ+vbORqWVbrhS2X1owGR3SZIkSQvXqsrun6JIVK8VzLJsdx0BrKOoxiapjsFK9TkoEt7X9PiyQJIkSVLrZea9EfEc4EvARRHxQeBM4OrMHOlQWAfVHH+yXoPMXBcRZ1AkkD8IeDrwjfkOEBEBHFieXpWZ328wzvcj4lfAYygKAByVmVnTz3YUCfcAn8/M+xsM+akyVqiT7B4R2wPPLE8/lpl/nO/fopmV3b49598AACAASURBVMes7C5JkiRpBYiIvwQ+BDylcukLwO017Y4E3gb8AXjsAj4Gl2aYkexuZXdJkiRJizAzU3bpRM1W77fZtnHgEuCAzLywhTFKXW2wb+ZLgdFxJ+UlSZIktU9m3gAcAtwDHAdcCdwXEZNzbBMtCmmPcn8f8INZ2tW+b6hO/M9lK+BhdfqZbZyHA4+qXNujTrsZMvM24OrytF6sz685/srUQURsFBGPjojN5ohxVRuoVHYfN9ldkiRJUpeLiOdSzLc/hfrz9rXOAIaArYHntiVArXgjlWT3NSa7S5IkSVqEVlV236rmOIDfUFR63xe4Zpb7EhgB7sjMyVnaSaJ+ZffRiUmgv/3BSJIkSVqVIuIY4P0UH9Q3mjhvp6lK6ddm5mwJ9VfVuWe+Htugn/mMc90i+tkO2CIi1mbmfTXXdiv348BVEbEvRVW+J081iIgbgf8A3rPQyu8R8Yg5mmy+kH47bUZl9wmT3SVJkiR1r4h4KPBfwCDwc+D1wHcpPlKfITPviYivAC8Cng2c3aZQtYINj1Uquw+Y7C5JkiRp4VqS7J6Z19eeF6t7A3BL9ZqkhRvsr5fs7qS8JEmSpPaIiOcAHyxP1wEXAz8G7i7P2x3PGmDT8vSm2dpm5l0RcR+wFtiiyaFqk75nHQe4sea4Os5C+onyvl/VXJtKmr8bOAY4sc79WwD/D3heROxTVuRv1o1zN+k+1cruPldLkiRJ6nKvoXjWvR7YMzPvhmlz9vV8B3gxsHOrg9PqMFyp7D5kZXdJkiRJi9Cqyu7TZObMjFxJi1adkIepyu6SJEmS1BbHlvubgedk5k87GQywYc3xvfNoP5Xs/oAWjlNbgb06zlL1s0m5fyBFlf0/UiS2nwX8AdgReDuwH/AY4AsR8WRX1StUK7uPT5rsLkmSJKmrPYtiRfUTpxLd52FqtbGtZm0lzdPw+PRn6zV1irhJkiRJ0ny1JdldUmv09fbQ1xNMrMs//TYy7qS8JEmSpLZ5AsUE+luXQaI7wJqa47F5tB8t90MtHGe05rg6zlL1s7bcD1BU1D8gMy+suf6DiDgA+CrFkvS7AH8LnDnHmFVzVcDfHLi8yT47rr/yIfmYld0lSZIkdbcty/1lTdzzx3Lf7MfgUl0jY1Z2lyRJkrR02vb5bERsEBEbzHL96Ii4OCJ+GRHnRcT+7YpN6maDfS63LkmSJKljpmYqf9TRKNYbqTkemEf7wXI/3MJxBmuOq+O0op+vVhLdAcjMdayvxA/wwjnGmyEzb5ptA25rts/lYGZl92zQUpIkSZK6wlTBu2ZyAR5Y7uezSpo0p5HKauRrTHaXJEmStAhtSXYvE9fvAW6NiA3rXD8d+BCwO8Vy2vsCX46If25HfFI3G6y8GBidcBV6SZIkSW1zTbnfuKNRrHdPzfF8qtFNVURvdjK/mXHW1hxXx2lFP99o1EFm/hy4uTzdZY7xVo1qsruV3SVJkiR1uakPkbdu4p5dy/0NSxyLVqnhamX3AZPdJUmSJC1cuyq77wsE8JXMrJ2AJSL2AA4tT+8HrqSoSBbAOyJixzbFKHUlK7tLkiRJ6qD/onh+P6jTgQBk5ghwR3n6iNnaRsTGrE8gv7HJoW6qOZ51HGCLmuPqOAvpJyv3Vfud62+Zur7ZHO1WjYHemHY+NulztSRJkqSudjHFs/rz59M4IgaAV1A8b36ndWFpNRkeryS7W9ldkiRJ0iK0K9l9N4qH42/Xufbycn8LsENm7gxsTzH52kPxYC2pgeqSb6PjTspLkiRJapuPApcBryhXdVsOflHut42IvlnabV9z/MsFjlHtp9lxFtLPjZl5X+Xaz2uO55o9nro+MUe7VcPK7pIkSZJWmE+V+wMi4q9ma1gmup8BbEMxn39Ka0PTajFisrskSZKkJdSuZPeHlPtf1bn2LIoH549m5k0AmXkjxYR5AE9rS4RSl5pZ2X2yQUtJkiRJWnIPBV4G/BA4OyI+GxEHRMT2EfHIubYWxfTdcr8W2HmWdrXvGy5pcozrKD7ar/ZTz1PL/c3AbyvXvltz3LCfiNgc2K48rRfrRTXHcy1TP3X95jnarRr9vZVkdyu7S5IkSepimfkd4EyKufZzI+I9EbFrTZNHRcTuEXEsxcfTz6eYr//3zPz5jA6lBRgemz5nvWbAZHdJkiRJC9euZPeppbHvqf0xIh4HbFqenlO554pyv2UL45K63sxkdyflJUmSJLXNb4EfAbtSvGN4EXA2xWT5dXNsv2lRTF+uOX5pvQYR0QMcXJ7eTf2V6BrKzGT9e4ztI2K3BuPsxvqK7OeU99X2czXrq72/ICI2aDDkoTXHZ9e5/hVgvDz+60ZxR8TTgAeXpxc3arfaDFST3X2uliRJktT9DgXOAwaA1wPfo0hoBziX4pnwXykqugfFs+YxbY9SK1JmMmxld0mSJElLqF3J7lNPMptUft+j3P8+M6tV3+8q92taFpW0Agz2TX8xMDpuZXdJkiRJbRXlVns8323JZeZlrE/kPjwinlyn2euAHcrjD2fmeO3FiNgrIrLcPtVgqA+x/n3HRyNiqNLHEMWqdQATZft63l/uNwHeW70YEdsA/1yeXkudZPfMvAM4tTx9SkQcWqefB1Ri+PcG8aw6A5WPyMet7C5JkiSpy2XmaGY+F3gFxcfmjZ7LbwJenZl/m5lOMmpJjE2uY11O/81kd0mSJEmL0demcW4GtgX+AvhOze/7UXxBXq+a2APL/e0tjUzqcoP9VnaXJEmS1DF1K6cvA8cAlwBDwDci4gSK6u1DFNXnX162uxo4cSEDZObVEfE+4DjgicAlEfEe4NcUlfHeCOxUNn9fZl7ToKtPA4cBTwGOjIjNgVMoigDsCrwF2AhYB/xjZk406OdtFO9ZHgmcWi5R/wXgD8COZTxTCf4nZ+YVdXtZhfqt7C5JkiRphcrMU4BTIuKxFM+uDwF6gTuAK4EfVlchkxZrZGzmc/Uak90lSZIkLUK7kt0vBh4NHBURn8nM2yNiF+BZ5fWv17lnagL2tnYEKHWrwT6T3SVJkiR1RmZ+utMx1JOZV0bEC4HPUCSKn1Cn2dXAfpl5zyKGehNFosBhFIntn6vT5jTgzbPEOhkRB1EsL78L8LxyqzUKHJWZ58/Sz+8j4lkUy9FvA7yq3KpOx6Xpp6k+V0+sS9atS3p6WrL4gCRJkiS1XWb+AvhFp+PQ6jBcZyVyK7tLkiRJWoyeuZssiZMoKpBtBfwmIq4ALqRItr8LOLPOPc+gqPruQ7c0i8G+6S8GRuu8PJAkSZKk1SYzzwWeAHyQIrH9fuBu4ArKquuZee0ix1iXmYdTVFQ/B7gFGCv35wDPycwjMnPWr5Iz83Zgd+DVwHcpKuyNUCw1fwqwc2aeOo94fgn8OXAscClwZxnPTRTvXp6RmYdn5vgC/twVa6Bv5uuxsUk/JJckSZIkaSHqJbuvGWhXaookSZKklagtld0z84f/n707D7OlKu89/n172N19AAUEA8IBFEOUqNGoOKAG4xBxiDjr9cYJYuIUQ5RMJjfGOETRJA4xcQzhmjgmiIreoDEgGo2oxBmROHBQicI5KkPP571/VHXO3tV77D306d3fz/Psp6p2rVpr9VH+WLt+9VZEnAWcDRwI/GJ5ahn49WoVtYi4OcWNYoCLRjFHaauysrskSZIkNZeZ3wV+p/z0ct1FQNdlvTPzwxSV2TcsM1eAvyk//fRzI/Dq8qMuTE82D7v7inVJkiRJknq3UAm7TwTUmqy9JUmSJKlbIwm7A2TmX0bEx4DHAkcAPwDemZnfaNL8FODScv9Do5mhtDXNTBt2lyRJkiRpo5pWdndtLUmSJGkMRMQvAPcFbgMcBHR6qjfLN5hJG1at7D43PUlE1zUFJEmSJGmdkYXdATLzy8CXu2h3PsXrviV1MDPV+JvU4sr618JJkiRJUj8i4v+s7WfmS5p9vxH1fUmbpVnYfXnVsLskSZKkrSsifg54O3DPXi4DEjDsrr4sLFXC7jXfnCZJkiSpPyMNu0savJnKTfnFZW/IS5IkSRq4F1Pc8AZ4SYvvN8KwuzZds1epW9ldkiRJ0lYVEUcBnwAOowiwA9wA7AFc7GjoqpXdZ6cNu0uSJEnqj2F3aYtbF3b3hrwkSZKk4Wj1vmnfQ60trVnY3crukiRJkrawFwGHUzyc/lbg1Zl5xeZOSdtJNew+Z9hdkiRJUp9GHnaPiAngROA2wEFAx5VNZp477HlJW9VM5ceBxZXVFi0lSZIkaWMyc30auM330lYyMRFMTQQre/e9pMAHySVJkiRtYQ+hCLqfm5nP3OzJaPuZX6qE3WuG3SVJkiT1Z2Rh94iYA/4I+HXgFj1cmoBhd6kFK7tLkiRJktSf6ckJVvbuuxm/5NpakiRJ0tZ1q3LrPXZtioVKZfdZK7tLkiRJ6tNIwu5l0P3jwEn4enNpoNZVdl/2hrwkSZKk0YiI+5W7P8jMb27qZKQ+1KYmGl6zvryabVpLkiRJ0n5tD3BL4MebPRFtT/OG3SVJkiQN2Kgqu58J3KPc/wrwBuDzwG7AZK7Uh/WV3VdbtJQkSZKkgbuI4o1spwOG3bVlTU82rq2t7C5JkiRpC/sc8FDgBOCyTZ6LtqH5pcY19dz0RIuWkiRJktSdUYXdn1Bu/x345cxcGtG40thbH3b3hrwkSZKkkbkBOAD48mZPROpHdW29tOqD5JIkSZK2rNcBDwOeCbx7k+eibWihUpxtzsrukiRJkvo0qkdoj6eo9PYqg+7SYM1MNf44sLDsDXlJkiRJI3NVud2xqbOQ+lSrht1XcpNmIkmSJEn9ycyPAq8E7h8RfxMR05s9J20v80uVsHvNsLskSZKk/oyqsvsSMMe+m+CSBmRm2srukiRJkjbNBcDtgQcCl2zyXKQNm56MhuOlVdfWkiRJkramiHgK8HWKt64/E3hERLwPuBy4qdP1mXnucGeocVctzjZrZXdJkiRJfRpV2P1y4B7AESMaT9o2qq9aN+wuSZIkaYT+EngG8NsR8d7M/MpmT0jaiPWV3V1bS5IkSdqyzqF46/qaI4HndXltAobd1Zf5Sth9zrC7JEmSpD5NdG4yEOcAATxuRONJ28bMVOOPA4uVHw8kSZIkaVgy8xrg4cD1wKci4g8j4rhNnZS0AbXJxp/Ilq3sLkmSJGlriz4+Ul/mlwy7S5IkSRqsUVV2fwvweOApEfGxzHzniMaVxp6V3SVJkiRtloj4VrlbAw4C/gz4s4i4Afgx0O5p3MzM44c8Rakr05NWdpckSZI0Nm692RPQ9rausnvNsLskSZKk/owq7L6T4tVobwHeERGPAv4RuBy4qdPFmXnVcKcnbV2z04035Ff2Jiure5maHNWLGyRJkiRtY8dVjtcqwB1UftrJDuelkalNGXaXJEmSNB4y87ubPQdtbwuVsPusld0lSZIk9WlUYffvsO8mdgCPKT/dSEY3T2nLmZla/+PAkmF3SZIkSaPx95s9AWkQqm9NW1o17C5JkiRJ0kZUK7sbdpckSZLUr1GGyKPFvqQ+VG/IAywu72VHbRMmI0mSJGlbycynb/YcpEGYnrSyuyRJkiRJgzC/1Bh2nzPsLkmSJKlPowq7e/NbGpJmld0XvSkvSZIkSVLXapUHyZet7C5JkiRpDETEzwJPAe4FHAHMAb+SmVfWtbkDcAxwY2ZevCkT1VhZWG5cU8/VfCO5JEmSpP6MJOyemb7WXBqSmekmld1XVpu0lCRJkiRJzdSs7C5JkiRpjETEBPAq4PnABPvevJ5A9f3QxwAfAlYi4taZ+b2RTVRjaWG58V71rJXdJUmSJPXJR2ilLa56Qx6s7C5JkiRpdCLimPIz00Xb2bX2o5ib1K3pSmX3JSu7S5IkSdra3gScCUwC3wfe16phZn4Y+HbZ9rEjmZ3G2nwl7D5n2F2SJElSnwy7S1vcxESsC7wvLntTXpIkSdLwRcSDKW6IfxnY0cUlO4CvAt+KiFOGODWpJ9V19bJhd0mSJElbVEQ8ADi9PHw5cFxmPr7DZe+lqP7+y8Ocm8ZfZq4Pu9cMu0uSJEnqz9RmDBoRPwOcAtwBOLT8ejfwFeCizPzvzZiXtFXNTE80VJ1bXFlt01qSJEmSBuZxFDfD35+Zezo1zszdEfFPwFOAJwAXDXd6UndqlcruvjFNkiRJ0hb2zHL74cz8oy6v+Wy5/fkhzEfbyOLKXjIbv7OyuyRJkqR+jTTsHhFHAn8BPLrN2Cvlje8XZOYPRjY5aQubmZrkelb+59ib8pIkSZJG5F5AAhf2cM2/UITd7zWUGUkbUK3svuS6WpIkSdLWtbZWf1sP11xdbo8Y/HS0nSwsry/KZthdkiRJUr8mOjcZjIj4BeBLwOOBaYrKb80+0xTV3b4YEXcc1fykrWymUoGu2Y8IkiRJkjQEx5XbK3q45spye+vBTkXauGpl9+VVw+6SJEmStqxbltvv9HDNcrndlDfDa3zMN7lPPVsz7C5JkiSpPyMJu0fEAcAFwC0oAu0fowi0HwfMlp/jKILwF5ZtDgMuiIgdo5ijtJXNTPu6dUmSJEmbYu0meC9P3K61nR3wXKQNm7ayuyRJkqTxcWO5PbyHa44ut7sHPBdtM/NLTcLuU4bdJUmSJPVnVJXdnwvcCtgL/HpmPjgz35uZV2XmUvm5KjPfl5kPAc6geLXaUcBzRjRHacuaqfxAsLhiZXdJkiRJI3Ftub1ND9estfUGuvYb1cruS1Z2lyRJkrR1favcntjDNaeW268OeC7aZqqV3ScngunJ2KTZSJIkSRoXowq7P5IivH5OZr6tU+PMfDvwdxQV3h815LlJW95M5ab84rI35SVJkiSNxH+W2yf0cM0Ty+1XBjwXacOqYfflldykmUiSJElS39bepP6ciOiYB4iIE4GnUdzP//Bwp6Zxt1AJu89NTxJh2F2SJElSf0YVdj+h3L6rh2veWblWUgvrwu6+bl2SJEnSaJxPcQP90RHxuE6NI+LxwKMpbqC/f8hzk7pWq1SZW7SyuyRJkqSt63XAjcDxwN9GxFSrhhHxIIpw/CzFG9jeMpIZamwtVIqyzU5PtmgpSZIkSd0bVdj9wHLbyyvK95TbAwY8F2nszFR+JFhcWW3RUpIkSZIG6u+B71AE3v8xIl4dETurjSJiZ0T8BfAPFEH3XcBbRzlRqZ1qZfclHyKXJEmStEVl5n8Dv1keng78V0S8sa7J8yPizRHxVeD/AbcC9gJPy8wbRjtbjZv5pUpl99qoIimSJEmSxlnLp7gH7EcUi+TbA1/o8prbldtrhzIjaYysq+y+7E15SZIkScOXmUsR8WjgExQPup8JnBkRVwE/KJsdCRxT7gdwA/CozFwc9XylVmqTjQ+RL1vZXZIkSdIWlpn/EBHLwJuAncBvUDx8DnBGuV17xdUNwFMz84LRzlLjaH65Ena3srskSZKkARjVY7SfoVgs/06716StKdv8DsWC+zNDnpu05a0Lu1uBTpIkSdKIZOZ/AvcALqNY+wdwbPndPcr9te8/D5yUmZdtzmyl5qYno+HYyu6SJEmStrrMfA9wW+BPKNbjq+xbnwfwVeAVwG0z87zNmqfGi2F3SZIkScMwqsru5wKPAe4MXBART8/M7zdrGBG3At4G/CJF2P2cEc1R2rJmphp/JFhcWW3RUpIkSZIGLzO/Dtw1Ih4EPBy4C3BYefpaire8fTAz/3WTpii1Vas8RG5ld0mSJEnjIDOvA/4M+LOImAAOBSaB3Zm5vKmT01haqITdZw27S5IkSRqAkYTdM/ODEfF+4DTggcC3IuJC4D+AH1KE2n+GouLbg4Baeel5vi5N6mxm2srukiRJkjZfZn4U+Ohmz0PqVTXsbmV3SZIkSeMmM/dSPJAuDc38UqWye82wuyRJkqT+jaqyO8CTKCq8P44izP6w8lO19t7o9wJPGc3UpK1tpnJTfnHZm/KSJEmSJHWrNmnYXZIkSZKkfs1XKrvPWdldkiRJ0gCMLOyemYvAEyLiXODZwC8BOyrNbgIuBv46Mz88qrlJW93MVOOPBIsrqy1aSpIkSdLoRcTxwGHAdzLzvzd7PlLVusruq4bdJUmSJI2HiJgEjurQbCkzrxnFfDTeqmH3WcPukiRJkgZglJXdAcjMC4ALykX1bYBDy1O7gW9lpildqUez05XK7lagkyRJkjQCEXFL4LHl4T9k5k8q528LvBu4c/lVRsT5wBmZuWd0M5Xam65Wdl/dS2YSES2ukCRJkqT9Q0ScCDy3PLygvB9f73bAlzp0sxIRd87Mrw98gtpWFpYMu0uSJEkavJGH3deUofZvbtb40jhZX9ndsLskSZKkkXg08Abgm5n5xvoTETEDfITiQfe1xHAApwGHA/cb4TyltqqV3TNhZW8yPWnYXZIkSdJ+75XAQ4GrgN9v0abT4mYaOBt4+ADnpW2oWtl9zrC7JEmSpAHYtLC7pMGZqdyUX1j2BQmSJEmSRuLBQALnNTn3NOD48vwHgH8FHgg8Ajg5Ip6Qme8e0TyltmqVyu4Ay6t711V8lyRJkqT9SUQcBzyMYu39h5n50zbNEzi3yfcHA48EHhIRx2bmdwc9T20fC8uNRdnmaq6rJUmSJPVvJGH3iLg58Pzy8C2Z+YMO7Y8Efr08fE1m3jjM+Ulb3cx0448EVnaXJEmSNCI/V24/0+Tc/yq3H8/M08r910fEhRSh9ycCht21X6hWdgdYWtnLjtomTEaSJEmSuvfYcvsd4F2dGmfm05t9HxFfBk4EngC8alCT0/ZjZXdJkiRJwzCqx2ifDLwYeHKnoHvpmvKaP6G4+S2pjZmpxh8JFles7C5JkiRpJA4vt1fXfxkRc8A9KarGvblyzdvL7S8Od2pS95pVdl/yQXJJkiRJ+797U6y9P5SZ2Uc/7wECuNdAZqVtq/oG8lnD7pIkSZIGYFRh91MpFtnv6aZxuRB/F8WC+hFDnJc0FmYqFegWl70hL0mSJGkkDi631UXIPYFpit8CPlY59+1ye8shzkvqSdPK7quurSVJkiTt9+5Ybj/RZz9fqPQnbcj8UqWye82wuyRJkqT+jSrsfudy++89XPPpyrWSWlgXdrf6nCRJkqTRuKHcHlH5/pRy+7XM3FM5t1xuV4Y1KalX01Z2lyRJkrQ1rb1xrZu3q7dzTbm9RZ/9aJubr1R2n7OyuyRJkqQBGFXYfa1aWy+L7LUF9c8MeC7S2Jmp/EiwuLLaoqUkSZIkDdTl5fYhle8fQ1HV/eIm16wF4/97WJOSejU9Geu+s7K7JEmSpC1gR7m9qU2brwGHAIe2abN2c3FHmzZSR4bdJUmSJA3DqMLuC+W2l8XxWltTu1IHVnaXJEmStEkuAAJ4ZkQ8KyLuEBGvBk4sz/9zk2t+sdx+bxQTlLoREdQqa+vlldyk2UiSJElS19beptayInsWfpKZP2nTz1oQ/scDm5m2pYWlxnjHrGF3SZIkSQMwqrD7WkX3u/VwzVrba9q2krQ+7L5s2F2SJEnSSLyBYs1fK/e/CJxZnvt0Zv5bk2seQVH1/dKRzFDqUm2ycW29tGr9BUmSJEn7vbW3pt2pz37uWG5/2Gc/2uaqld0Nu0uSJEkahFGF3S+hqPT27IiY7tS4bPNsipvfnxzy3KQtb2aq8UeCxZVVMq1AJ0mSJGm4yqpwDwS+QLHuX/tcAjy+2j4ifgG4e3n40RFNU+pKtbL7kpXdJUmSJO3/Pk2xDn94n/2sPZj+6b5npG2tGnafqxl2lyRJktS/UYXd/67c/izwjxGxo1XD8tw7gRMq10pqYWa68T/lvQkre70pL0mSJGn4MvPrmXk34HjgZOA2mflLmfn9Fpc8HXgG8PFRzVHqxvRkNBwvrfrWNEmSJEn7vX8pt6dExH030kFEnAz8cqU/qWeZyULlDeRzVnaXJEmSNABToxgkM/89It4FPBF4NHBSRLyFotLbD8pmRwL3A84AjqZ4cvx9mXnxKOYobWUzU+ufW1lc2cv05KieZ5EkSZK03WXmt4Fvd2jzReCLo5mR1Jv1ld0Nu0uSJEna750PXAncFnh3RJxcrs+7EhHHAu+muDf/LeC8ocxS28Jik3W0YXdJkiRJgzCSsHvpGcBhFK83Pxr40xbt1spofRR46gjmJW15M1PrfyRYXF7lwJlR/icuSZIkSdLWVas8ML5sZXdJkiRJ+7nMXI2IF1KE1H8G+EJE/CFwTmbOt7ouImYp7sW/AjiYIuz+wsx0IaQNm19aXffdbM3ibJIkSZL6N7IkbGYuRMSvAM8DXkgReG9mF3A28NeZmaOan7SVzU43r+wuSZIkSZK6U307mpXdJUmSJG0FmfmBiPgT4CXAzYA3AK+IiEuALwA/Am4EDgAOB+4C3Ldsu1aI7k8z8/xRz13jZX55fdjdyu6SJEmSBmGkZZ/L8PrrIuL1wJ0pFtKHlaevpVhsf9GQu9SbppXdvSkvSZIkaUAi4v+s7WfmS5p9vxH1fUmbbWbKsLskSZKkrSkzXxoR36cIus9SBNkfWn6aWQu5LwC/lZlvHf4sNe6ahd1nDbtLkiRJGoCRht3XlGH2y8qPpD5NTwYRUP+YyEKTHxMkSZIkaYNeTPFKcygqxTX7fiMMu2u/UauG3VcNu0uSJEnaOjLz7RFxIfAC4H8Dt2jT/DrgHcBfZOauUcxP429+qfH+9PRkrHuLmiRJkiRtxKaE3SUNVkQwMzXBwvK+G/FWdpckSZI0YNHj99KWUr0Bb2V3SZIkSVtNZl4NnAmcGRF3AO5E8ab1g4DrKULuX8zMr2zeLDWuqsXYrOouSZIkaVA2JeweEccD9wKOAHYAb8zMazdjLtK4mJmabAy7W9ldkiRJ0oBkZtMyXK2+l7YiK7tLkiRJGidloN1Qu0Zm3rC7JEmSpCEZadg9In4R+Cvg5Mqp9wHX1rV7DvAnwE+AEzNzeWSTlLaomcpNeSu7S5IkSZLUvVqlsvuyJ+A3+AAAIABJREFU62pJkiRJkro2v9QYdp8z7C5JkiRpQEZWgS0iHg58iiLoHnWfZs4F5oDbAA8fyQSlLW5m2rC7JEmSJEkbNW1ld0mSJEmSNqxa2d2wuyRJkqRBGUnYPSKOBN4JzABfA04FDmrVPjOvBz5QHp469AlKY2BmqvHHgsWV1RYtJUmSJElS1UylsvuSD5FLkiRJktS1xeXGdfRszbC7JEmSpMGYGtE4ZwIHAN8F7puZPwaIaFXYHYCLgCcBdx325KRxMFOpQFf9MUGSJEmSBi0iJoG7A/cFTgAOoXi4/afAbuAbwCeBz2WmixTt12pWdpckSZIkacPWV3YfSe1FSZIkSdvAqMLuDwESeM1a0L0Ll5fbWw9nStJ4WRd2twKdJEmSpCGJiCngOcALgVt1ccmuiDgb+NvM9DVU2i9NW9ldkiRJkqQNWx92t7K7JEmSpMEY1aO0x5bbz/ZwzU/L7YEDnos0lmamGn8sWFwxPyJJkiRp8CLiFsDHgb+gCLpHF5+dwOuACyPi0E2YttRRtbL7spXdJUmSJEnq2vxSJexeM+wuSZIkaTBGVdl9bZxewvU3L7c3DHgu0liambayuyRJkqThiohJ4ALg7hQh9gQuBD4GfAG4jmIdfxBwGHAX4EHAA8r2pwAfiIj7ZaaLFu1XrOwuSZIkSdLGLVQqu89a2V2SJEnSgIwq7H4NcBxwG+AzXV5zUrm9ahgTksbNTKUC3eKyN+UlSZIkDdzvU6zXE7gM+LXM/Fqb9h8Dzo6IOwDnAncG7gWcBbxyyHOVelKt7L5kZXdJkiRJkro2Xwm7zxl2lyRJkjQgvVRa78clFBXcHtdN44ioAb9BcfP8ouFNSxofM1ONPxYsrqy2aClJkiRJvYuIaeC32Bd0P7lD0P1/ZOZXgHuX1wVwZkSM6gF8qSvVh8iXVnKTZiJJkiRJ0tYzv2Rld0mSJEnDMaqw+znl9lcj4kHtGpZB93OB4yluoL9luFODiDg2Il4TEZdHxI0RsTsiLo2IsyJixwDHOTUizouIqyNisdyeFxGn9tDHVET8ZkRcEhE/ioj5iPiviHhTRPx8D/0cFhEviYgvRcRPy8+Xyu9u0cX1OyPiMRHx5xHx8Yj4SURk+Xlxt/Oo6+9JEXFhRFwTEQsR8d2IeEdE3KvXvrardZXdfd26JEmSpMF6BHA4xVr9f2fmQi8Xl+1/rbz+cODhA5+h1IfpyWg4trK7JEmSJEnds7K7JEmSpGEZSRW1zLwoIt4NPAH4YES8FvinuibHRcTBwMnAM4HbUNz8/tvM/Oow5xYRjwDeAdys7usdwN3KzxkR8bDMvLKPMSaANwOnV04dVX5Oi4i3Ar+RmS3vpEbEYcCHgbtXTt2G4t/tqRHx3Mx8a4f53AN4P3BE5dQdy88ZEXFaZn62xfXHAt9pN0a3ImIOeB/w0MqpY4AnA0+KiJdk5p8OYrxxVn0y3srukiRJkgbsPuX2Y5l5+UY6yMyvRcRHgQcB96VYm0r7hdpktbK762pJkiRJkrq1UA271wy7S5IkSRqMUVV2B3gaRVC7BrwQ+DRFoB3gg8AlwJ9TVHQP4Dzg+cOcUETcBXg3RdD9BuBFFK9VfwD7KsqfAFwQEQf1MdTL2Bd0vwx4EnBSub2s/P4M4KVt5jpJ8W+yFnT/Z+BU4B4Ur5H/ITADvKldpfiI2Enx730EsAK8Crhf+XlV+d2RFA8lHN2qm7r9BK4EPtFqzA7ezr6g+78Bp1H825wO/BfF/0dfHBHP3GD/20a1svvCshXoJEmSJA3UXSnWgP/aZz//SrGuvGvfM5IGqDbVeBN+eTVbtJQkSZIkSVXV+9PVYm2SJEmStFEjqewOkJmLwMMj4teB36UItTdzNfDyzPzbEUzrtcAcRcD7wZn56bpzH4+Ib1IEwE8AXgC8uNcBIuIEinA/wOeA+2XmfHl8aUR8ALiYoor8WRHx9hZV5J/Kvip6b8zM59Sd+2xEfAT4PEVw/3URcfvMXGnSz8soXhcP8L8y87115y6JiM9TPABwS4rw/dOa9HE98EfAZ4HPZeaeiDiFIqzetYj4ZeCJ5eEHgUdl5trj3mv/Np+nqPL+yoh4b2bu6WWM7WRmujHsvrhi2F2SJEnSQO0st1/qs5+164/tsx9poKYno+F4yXW1JEmSJEldm69WdjfsLkmSJGlARlnZHYDMfEtm/ixwB4og9e8CfwA8k6Jq+bGjCLpHxEkUr0wHeFsl6L7mNcDXy/3nR8T0Bob6bfY9VPC8uqA7AJl5E/C88nAKOLNFP2uB+d3AWdWTZUD+FeXhbYFHVdtExBHAk8vDf6kE3df6eQ/wL+Xhr5XXVNtcl5kvy8yP9hk+X/ubVoBn1wXd18a5Fvi98vBgiur3amGmUoFucdnXrUuSJEkaqJuX234fQl67/uZtW0kjVqu8Mc2wuyRJkiRJ3ZtfqoTdayOPo0iSJEkaU5u2usjMr2XmuZn56sx8ZWa+NTM/n5kN74iOiGG91vy0uv2/azHHvcC55eHBwP17GSAiAnhkeXh5Zn6mxTifAb5RHj6yvK6+nxOA25eH7ykD8s2cU7e/LuwO/Cr7/jdv+jdX+pkorxm4iDgIeEB5+LHMvLpF038GflruN/ubVJqZsrK7JEmSpKG6Wbm9oc9+biy3B/XZjzRQ1XX18qrrakmSJEmSurVgZXdJkiRJQ7LfPkobEfeOiI8A/zGkIe5Tbm8EPt+m3cV1+yf3OMatgVs16afdOEcBx1XO3adJu3Uy8xrgivKw2Vy76of+/uZu3R2odZpLZi4Baw8J3H2D1fW3hfVhdyu7S5IkSRqoQd+h3G9/k9D2ND3pQ+SSJEmSJG3UfCXsPmvYXZIkSdKA7Hc3liPiARHxb8AlwIOB6HDJRq1VSr8yM1fatLu8yTXdOrFFP72Os5F+dkbEAS36+UkZjG8qM3/Avmrqvf7N3drI3zQF/OxwprP1zVR+LPCmvCRJkiRJ3atZ2V2SJEmSpA2rht2t7C5JkiRpUKaG1XFEBPAo4IHATmAZ+A7wvsz89ybtTwFeDtxj7atye+EQ5jYLHFYeXt2ubWbuiYgbgQMo/o5eHF2333YcYFfdfnWcjfQT5XXfaNJPpz7W+vn5JnMZlH7+bb7W7SARcXSHJkd029f+bl1l92VvykuSJEkaimdHxA/7uP6WA5uJNEC1SmX3JcPukiRJkiR1bX7Jyu6SJEmShmMoYfeIOBY4H7hjk9PPj4j3Ak/OzNWIuAXwVuBX1y4Hsrz+ZZn5uSFM8aC6/Ru6aL8Wdj9wiOPcWLdfHWfQ/XT7NzfrY1AG9Td1sqtzk/EwM1Wt7L7aoqUkSZIk9eVZmz0BaRimKw+RL/nGNEmSJEmSurJ3b6578/hczbC7JEmSpMEYeNg9ImrAhyiqgrfyOOCqiHg9cDFwLEXIfRV4D/DyzPzqoOdWZ7Zuf6mL9ovldm6I4yzW7VfHGXQ/w/ybuzWov0mldZXdvSkvSZIkafCicxNpa6pWdl+2srskSZIkSV1ZaFKIbc7K7pIkSZIGZBiV3Z9MEXRP4LvAS4EvUwSabw+cBdyFohLcvYDjyuv+CfjDzPzmEOZUtVC3X+ui/Uy5nR/iODN1+9Vxqv0s0FqnfnZ0MZf6fnr9m7s1qH+bTnZ2OH8EcGmPfe6XZqYNu0uSJEkaqvtv9gSkYapNVcPuyd69ycSEz3hIkiRJktTO/NL6sPusYXdJkiRJAzKMsPujy+3VwJ0y84a6c1+MiPcAnwDuDZxMUc399Mw8dwhzaeX6uv0Du2h/QLm9oW2r/sY5oG6/Ok61n3Zh90797OhiLvX99Po3d2tQ/zZtZebV7c5HjM8N65mpxh8LFpfX/6AgSZIkSRuVmRdv9hykYapWdgdYWt3L7IQ35yVJkiRJamehSSG2uZrraUmSJEmDsf4uXv9+gaKq+9mVoDsAmbkX+D9rh8D/HXHQncxcAK4rD49u1zYiDmFf2HpXj0PVB63bjkNjBfLqOBvpJyvX1ffTqY/6fnr9m7s1qH8blWamrOwuSZIkSdJGVSu7AyyvuraWJEmSJKmTppXdm6yzJUmSJGkjhrG6uEW5/UqbNl+q23/fEObQja+V29tGRLsK97er2//6Bseo9tPrOBvpZ1dm3tiin5tHxBGtOoiII4GbtZjLoGzkb1oBvjmc6Wx9M9Prw+6ZuUmzkSRJkiRpa5luVtndB8klSZIkSepoofLW8drkBFNN1tmSJEmStBHDWF3MldsftmqQmdfWHVarj4/KJ8vtAcBd27T7pbr9T/U4xreB7zfpp5n7ldvvAd+pnPtk3X7LfsoA+wnlYbO5dtUP/f3N3boUWOo0l4ioAfdcuyYzl4c0ny1vdmr9a+CWrEAnSZIkSVJXmlV2d10tSZIkSVJn85Ww++y0QXdJkiRJg7M/rDBWNmnc99ftP71Zg4iYAJ5SHv4Y+LdeBsiirPb55eHtIuKezdqV369VLz8/K+W4M/MK9lVYf3xE7Ggx5NPq9s9rcv4DwNpd2qZ/c6WfveU1A5eZ1wP/Wh4+MCKObtH00eyrMt/sb1KpWtkdYGHZm/KSJEmSJHVjpknYfXnFN6ZJkiRJktTJ/FJj2H2utr5QmyRJkiRt1P4Qdt8UmflZ4JLy8PSIuFeTZi8Abl/uv7ZaVTwiTomILD/ntBjqr4C1ld3rI2Ku/mR5/PrycKVs38yry+2hwKuqJyPieOAPysMraRIMz8xrgH8oD38lIh7bpJ/HAb9SHv7f8pphWfubpoC/joiGFW9EHAa8sjz8MfDWIc5ly5tpUtl9cWW1SUtJkiRJklQ13eT16kurrqslSZIkSeqkWtl9btqwuyRJkqTBmRpi38+OiB8Ool1mvmRAc6p6PvApYA64MCJeTlG9fQ54IvDMst0VwGs2MkBmXhERZwO/D9wN+FREvBL4L+B44PeAu5TNz87Mb7bo6u+BZwAnA8+JiCOAtwB7gJOAP6aogL4X+K3MbFUx/0XAQ4DDgXdGxN2AD5XnHk4R8Af4EfBHrf6uiHgIcETdV7er279zRDyt7viGzHxftY/M/HhEvIvi3/pXgY9GxF8B3wfuWM71mLL572XmnlbzUfMKdItWdpckSZK0jUXEscBvAQ8DdgKLFOvx9wB/nZk3DWicUyl+Q7g7xXr7R8ClwJsz8yNd9jEFnAE8mWKNfSDF+vhjwOsy86sbnNuzgDfWffX0zDxnI32Nu8mJYHIiWN27r5r74orrakmSJEmSOlmohN1nDbtLkiRJGqBhht2f1eH82p3DTu0AhhJ2z8zLIuIJwDsoguIvb9LsCuBhmXl9H0O9CLglRVj9LsC7mrR5G23C5Zm5GhGnAR+muHn+mPJTbxF4brsb6Zm5KyIeAbyfIqz+e+Wn3jXAaZl5dZu/6feBX2px7pHlZ813gXVh99IzKP7tHwrcv/zU2wv8WWa+uc1cRIuwuzflJUmSJG1T5dp3bb2/ZgfFg+h3A86IiIdl5pV9jDEBvBk4vXLqqPJzWkS8FfiNzGy5QCvfbLa23q93G4oQ/VMj4rmZ2dMbzyLiVsCf93LNdlebnGB+774b9Mur2aa1JEmSJEkCmF8y7C5JkiRpeNanYwcjBvgZqsz8IHAn4C8pgu03AT8GPkdZdb2fG9/lGHsz83SKSnLnU1RmWyq35wMPzcwz2t34Lvu5Frg38Gzgk8B1wALwLYoq73ft5sZ3Zv4HReX0lwJfAW4oP18uv7tD2WboMnM+Mx9GUbnuo8APKf5tdgH/CNwnM188irlsdVOTE0xONP4ns7ji69YlSZIkbT8RcRfg3RRB9xsoHkK/N/AAivUzwAnABRFxUB9DvYx9QffLgCdRvH3tSeUxFNXaX9pmrpPAeewLuv8zcCpwD4qq9D8EZoA3lRXke/EGin+Dbt68J2B6snFdveRD5JIkSZIkdTRfqew+Z9hdkiRJ0gANo7J7tTL3fi8zvwv8Tvnp5bqL6CGQn5kfpqjUtmGZuQL8Tfnpp59rgT8uPxu5/pR+xm/S3z9ShNvVh5mpCW6qe2reyu6SJEmStqnXAnPACvDgzPx03bmPR8Q3gVdRBN5fALy41wEi4gTgheXh54D7ZeZ8eXxpRHwAuJiiivxZEfH2Fg/TPxW4T7n/xsx8Tt25z0bER4DPU4TWXxcRty9/G+g0v0cCjwJ+BLwSeE1vf+H2VJuapPi/TWF51XW1JEmSJEmdrAu71wy7S5IkSRqcgYfdM/PiQfcpqTvrwu7L3pSXJEmStL1ExEnAfcvDt1WC7mteAzwduD3w/Ih4WWYu9zjUb7Pvd5Xn1QXdAcjMmyLiecCny3ZnAs9hvbXA/G7grOrJzLwyIl4BvAK4LUWA/b3tJlZWq39DXf/DerPf2JmZavynsrK7JEmSJEmdLVTuS1vZXZIkSdIgebNTGiMzU40/GiyurLZoKUmSJElj67S6/b9r1iAz9wLnlocH0+Nb6iIigEeWh5dn5mdajPMZ4Bvl4SPL6+r7OYEicA/wnsy8qcWQ59TtP6qLKb4COBq4KDPP7dRY+0xPNr7AzzemSZIkSZLU2UKlsvusYXdJkiRJA2TYXRojM9ON/0l7U16SJEnSNnSfcnsj8Pk27erfTHdyj2PcGrhVk37ajXMUcFzl3H2atFsnM68BrigP2841Iu4JPAtYKrfqQa1S2X151XW1JEmSJEmdzC81ht3nakZRJEmSJA2OKwxpjFRft27YXZIkSdI2tFYp/crMXGnT7vIm13TrxBb99DrORvrZGREHNGsQEdPAmyl+7zk7Mzv1qYrpycZ19ZLrakmSJEmSOpqvVHafs7K7JEmSpAGa2uwJSBqcmanGHw0WKz8qSJIkSdI4i4hZ4LDy8Op2bTNzT0TcCBwA7OxxqKPr9tuOA+yq26+Os5F+orzuG03anAXcEfgW8NIO/fUsIo7u0OSIQY85atXK7ktWdpckSZIkqSPD7pIkSZKGybC7NEaqld1vWjLsLkmSJGlbOahu/4Yu2q+F3Q8c4jg31u1XxxlUP0TEbYE/Lg+fk5kLHfrbiF2dm2xttUpl92XD7pIkSZIkdbRQuS89Y9hdkiRJ0gBNdG4iaas4/KCZhuPv/2R+k2YiSZIkSZtitm5/qYv2i+V2bojjLNbtV8cZVD8Abyr7e29m/r8OfamFdZXdVwy7S5IkSZLUiZXdJUmSJA2Tld2lMXLMoTsajnftvmmTZiJJkiRJm6K+mnmti/ZrTwz3+qRwL+PUP5VcHafaT7tq7C37iYinAb8M/BT47Q7z6cfODuePAC4d4vhDV63svmjYXZIkSZKkjtaF3WuG3SVJkiQNjmF3aYwcvS7sbmV3SZIkSdvK9XX7B3bR/oBye8MQxzmgbr86TrWfdmH3pv1ExOHAq8vDP87M73eYz4Zl5tXtzkfEsIYemWpl9+VVw+6SJEmSJHUyv2Rld0mSJEnDY9hdGiPVyu5XWdldkiRJ0jaSmQsRcR1wC+Dodm0j4hD2Bch39ThUfei77Tg0VkOvjlPt59ou+snKdWdQ/L0/Bq6LiCc2ufYe9fsRsRaq/3hm/rDNmNvOdKWy+5KV3SVJkiRJ6qj6ZrRZw+6SJEmSBsiwuzRGdh4y13D8k/llfjK/zM3npjdpRpIkSZI0cl8D7gvcNiKmMnOlRbvb1e1/fQNjNOun13Gq/fxnF/3syswb676fKbcHA+/oMBeA3yw/APcHDLvXqVZ2N+wuSZIkSVJn6yq71wy7S5IkSRqcic5NJG0VRx0yR/Wt8bus7i5JkiRpe/lkuT0AuGubdr9Ut/+pHsf4NvD9Jv00c79y+z3gO5Vzn6zbb9lPRBwBnFAe9jpX9aAadl9eNewuSZIkSVIn88uVsLuV3SVJkiQNkGF3aYzMTE1yxM1mG767eo9hd0mSJEnbyvvr9p/erEFETABPKQ9/DPxbLwNkZgLnl4e3i4h7thjnnuyryH5+eV19P1ewr9r74yNiR4shn1a3f16ljxdnZrT70Pjv8PS6cxd1+lu3m9pkpbK7YXdJkiRJkjoy7C5JkiRpmAy7S2Nm5yGN2Yhdu+c3aSaSJEmSNHqZ+VngkvLw9Ii4V5NmLwBuX+6/NjOX609GxCkRkeXnnBZD/RWwdif39RExV+ljDnh9ebhStm/m1eX2UOBV1ZMRcTzwB+XhlVTC7hqsamX3pZVs0VKSJEmSJAGs7k2WVhofFp+rGUWRJEmSNDiuMKQxs/PQxrD7Vbut7C5JkiRp23k+MA9MARdGxB9ExD0j4v4R8Sb2hcqvAF6zkQHKquxnl4d3Az4VEU+IiLtFxBOAT5XfA5ydmd9s0dXfl20BnhMR74uIX4mIkyLiucC/AzcD9gK/lZkrG5mvujM9GQ3HVnaXJEmSJKm9hUpVdyjeSC5JkiRJgzK12ROQNFg7D20oJsiuPYbdJUmSJG0vmXlZGTh/B0VQ/OVNml0BPCwzr+9jqBcBtwSeAdwFeFeTNm8D/qjNXFcj4jTgw8DdgceUn3qLwHMz8yN9zFVdqE023oxfWll/w16SJEmSJO0z3yTsPlcz7C5JkiRpcKzsLo2ZY6zsLkmSJElk5geBOwF/SRFsvwn4MfA54PeAu2TmlX2OsTczTwceBpwPfB9YKrfnAw/NzDMys2158My8Frg38Gzgk8B1wALwLeAtwF0z8639zFXdqU01/lS2vJqbNBNJkiRJkraG+aUmYfdpw+6SJEmSBsfK7tKY2VkJu1+9Z569e5OJiWhxhSRJkiSNp8z8LvA75aeX6y4Cul5EZeaHKSqzb1hmrgB/U34GKjPPAc4ZdL/jaHqy8X/2pZW2zylIkiRJkrTtLTSp7D5r2F2SJEnSAFnZXRoz1cruSyt7+eH1i5s0G0mSJEmSto6ZSmV3w+6SJEmSJLU3Xwm716YmmLQQmyRJkqQBMuwujZnDD5xZ99r1XXtu2qTZSJIkSZK0dVTX00urht0lSZIkSWpnYblx7TxnVXdJkiRJA2bYXRozExPBzkPmGr676jrD7pIkSZIkdTI9aWV3SZIkSZJ6Ua3sbthdkiRJ0qAZdpfG0M5DdzQcW9ldkiRJkqTOrOwuSZIkSVJv5pcqYfeaYXdJkiRJg2XYXRpDOw+phN13z2/STCRJkiRJ2jpqlcruy4bdJUmSJElqa6FS2X3Wyu6SJEmSBsywuzSGjqlWdt9tZXdJkiRJkjqZrlZ2XzHsLkmSJElSO/OVsPvctDEUSZIkSYPlKkMaQzsPnWs43rXHsLskSZIkSZ3MTBp2lyRJkiSpF/NLVnaXJEmSNFyG3aUxtLNS2f2any6wuLLaorUkSZIkSQKoVSu7rxp2lyRJkiSpnfWV3Q27S5IkSRosw+7SGKqG3TPhe3vmN2k2kiRJkiRtDdNWdpckSZIkqScLlbD7bM2wuyRJkqTBMuwujaGbzU5z8I7phu+u2n3TJs1GkiRJkqStoVrZfdnK7pIkSZIktTW/ZGV3SZIkScNl2F0aUzsPaazuvsvK7pIkSZIktVWt7L43YcXAuyRJkiRJLS2sGHaXJEmSNFyG3aUxdcyhjWH3q63sLkmSJElSWzNT638qWzLsLkmSJElSS/NLjevmuZphd0mSJEmDZdhdGlNHHzrXcHyVYXdJkiRJktqqNQm7L6/kJsxEkiRJkqStYWG5sbL7rJXdJUmSJA2YYXdpTO08pLGy+649ht0lSZIkSWpnenL9T2WLq6tNWkqSJEmSJID5Sth9zrC7JEmSpAEz7C6NqWMObQy7X3WdYXdJkiRJktppVtl9aWVvk5aSJEmSJAlgfqkadjeGIkmSJGmwXGVIY2pnJez+04UVfnLT8ibNRpIkSZKk/V+tSWX35dXchJlIkiRJkrQ1VCu7z1rZXZIkSdKAGXaXxtRRB88R0fjdrj1Wd5ckSZIkqZXpyVj3nZXdJUmSJElqbaESdp+rGXaXJEmSNFiG3aUxVZua4MibzTZ8t2u3YXdJkiRJklqJiHXV3Q27S5IkSZLUmpXdJUmSJA2bYXdpjO08dEfD8VWG3SVJkiRJaqs2VQm7rxp2lyRJkiSplfmlSmV3w+6SJEmSBsywuzTGqmH3XXsMu0uSJEmS1M70ZDQcW9ldkiRJkqTWqpXd52qG3SVJkiQNlmF3aYwdUw27757fpJlIkiRJkrQ1WNldkiRJkqTuLS43rput7C5JkiRp0Ay7S2Ns56FzDce7dlvZXZIkSZKkdqph92Uru0uSJEmS1NTK6t51D4nPGnaXJEmSNGCG3aUxtvOQxsruV++ZZ+/e3KTZSJIkSZK0/5uetLK7JEmSJA1LRBwbEa+JiMsj4saI2B0Rl0bEWRGxo3MPXY9zakScFxFXR8RiuT0vIk7to887RcRyRGT5OWdQ892qFpo8ID5XM+wuSZIkabCmNnsCkobnmEMbfw9aWt3Lf1+/wJE3n2txhSRJkiRJ21utEnZfNuwuSZIkSQMREY8A3gHcrO7rHcDdys8ZEfGwzLyyjzEmgDcDp1dOHVV+TouItwK/kZldL/jKft+CGYsG80ur676bs7K7JEmSpAGzsrs0xg4/aIaZyuvXd+2e36TZSJIkSZK0/6tV1tGLTarUSZIkSZJ6ExF3Ad5NEXS/AXgRcG/gARQhcoATgAsi4qA+hnoZ+4LulwFPAk4qt5eV358BvLTHfp9b9vPDPuY2dhaWDbtLkiRJGj7D7tIYiwh2Vqq7X7X7pk2ajSRJkiRJ+79qZfclw+6SJEmSNAivBeaAFeDBmfnyzPx0Zn48M58J/G7Z7gTgBRsZICJOAF5YHn4OODkz35WZl2bmu4D7lN8DnBURt+2y36MpwvEJnLWRuY2r+SZh92oxNkmSJEnql6sMacztPGSu4XiXYXdJkiRJklqqVnZfXjXsLkmSJEn9iIiTgPuWh2/LzE83afYa4Ovl/vMjYnoDQ/02MFXuPy8zG155nZk3Ac8rD6eAM7vs96+Bg4BzgE9sYF5ja36pMeyWfzKpAAAgAElEQVQ+MzXBxERs0mwkSZIkjSvD7tKYO6ZS2X3XHsPukiRJkiS1Mm1ld0mSJEkatNPq9v+uWYPM3AucWx4eDNy/lwEiIoBHloeXZ+ZnWozzGeAb5eEjy+va9ftY4FeB67Cq+zrVyu5ztclNmokkSZKkcWbYXRpzO6thdyu7S5IkSZLUUrWyu2F3SZIkSerbfcrtjcDn27S7uG7/5B7HuDVwqyb9tBvnKOC4Vo0i4ubA68rD383M63qc09hbF3afNuwuSZIkafAMu0tjbn3Yfb5FS0mSJEmSVA27L68adpckSZKkPt2+3F6ZmStt2l3e5Jpundiin37GeSVwJHAJLSrSb3eLht0lSZIkjcDUZk9A0nDtPKQx7H7NTxdYWF5l1h8aJEmSJElapzbZGHZfNOwuSZIkSRsWEbPAYeXh1e3aZuaeiLgROADY2eNQR9fttx0H2FW333SciDgZeCawDDwrM7PH+bQUEUd3aHLEoMYatmpld+9BS5IkSRoGw+7SmNt56Ny6777343mOP/zATZiNJEmSJEn7t2rYfWnFsLskSZIk9eGguv0bumi/Fnbv9WZmL+PcWLe/bpyIqAFvBgL4i8z8ao9z6WRX5yZbw/xS45p5rmbYXZIkSdLgTXRuImkrO2h2mkN2TDd8d9XumzZpNpIkSZIk7d9qU40/ly1b2V2SJEmS+jFbt7/URfvFcru+otfgxlms2282zu8DJwLfAV7S4zy2lWpl9zkru0uSJEkaAiu7S9vAzkN3sOemn/zP8dWG3SVJkiRJamrayu6SJEmSNEgLdfu1LtrPlNv5IY4zU7ffME5E/Bzwh+Xh8zJzGDdWd3Y4fwRw6RDGHbiFSth91rC7JEmSpCEw7C5tAzsP3cGXrt4XdreyuyRJkiRJzVUruxt2lyRJkqS+XF+3f2AX7Q8otzcMcZwD6vb/Z5yICOBNFGH48zLzQz3OoSuZeXW788U0tob5pWrYfaJFS0mSpP/P3p1HyX2Vd8L/XvWibu2SjVe1sI0xNsTGAmMMGANDEgJMWAYSyEYMOJCwDiQMb4ZZ8s6bhAAhCRBIzBaWhAlLAs6CIQvBAbMZR8YYbLxhS/Jua7Fsdau71ff9o0tWV/Witbok1edzTp363fu7de9TcsI51f3tpwD2n7A7dIGhlYuaxhs27WsjBAAAAOgOrWH3sZ21Q5UAAAAc/mqtI6WU+5IclWT1XGtLKSuzO4i+YR+Pmhogn/OcNHdWn3rOeUme1rj+RinlpTO89mFTrk+esuaaWus1e1XpEWS4pbP7oM7uAABAGwi7QxdYs6ol7L5ZZ3cAAACYSX9Pcwe9HTq7AwAAHKgfJnlqklNLKb211vFZ1p0+5fra/Thjpn325ZyFU67ftRdnXtB4JMn/m0TYvV/YHQAAOPh8hxR0gaFVg03j9ZuE3QEAAGAm0zu7C7sDAAAcoK83nhcnefwc65425fryfTzjx0lun2GfmewKqN+W5JZ9PIcpRkZ1dgcAANpP2B26QGtn920j49m6faxD1QAAAMChq6+n+cdlozq7AwAAHKgvTLl++UwLSikLkrysMdyS5N/25YBaa01ySWN4einlvFnOOS+7O7tf0njdrj2+Wmstcz2SnDxlu49Pufc7+1LvkaK1s/uAsDsAANAGwu7QBU5YMZgFzd/Crrs7AAAAzKC1s/uozu4AAAAHpNb6nSRfawxfWUp50gzLfjPJGY3r99Ramzp3lVKeXkqpjcfHZjnqT5LsSl+/r5TS9PXXjfH7GsPxxnoOwEhL2H2wX9gdAAA4+ITdoQv09SzI8cubfpaTDZuF3QEAAKBVf0tn9zFhdwAAgIPhjUmGk/Qm+adSym+XUs4rpTyjlHJxknc21l2f5N37c0Ct9fok72oMz0lyeSnlJaWUc0opL0lyeWM+Sd5Va71hf98Mk1o7uw/q7A4AALRBb6cLAObH0KrB3LZl+KGxzu4AAAAw3bTO7uPC7gAAAAeq1rquETj/yyTLkvz+DMuuT/LcWuu2AzjqbUmOSfKKJGuT/PUMaz6S5H8cwBk0DI81f2YWdgcAANpBZ3foEkMrFzWNNwi7AwAAwDStnd2F3QEAAA6OWuvfJzkryR9nMti+PcmWJN9N8tYka2utNx7gGRO11lcmeW6SS5LcnmS08XxJkufUWi+qtfqwdxCMjDZ3dh/oF3YHAAAOPp3doUusWdUSdt88PMtKAAAA6F7TOrvvlH8AAAA4WGqttyZ5c+OxL6/7apKyD+u/mOSL+1Tc3u17y77UcaQbHmsJu/fqtwgAABx8PmlAlxhqDbvr7A4AAADT9OnsDgAAAHulNew+qLM7AADQBsLu0CVaw+63bR7OzonaoWoAAADg0KSzOwAAAOydkdGWsHufsDsAAHDwCbtDlxhaNdg0Ht05kbvuH+lQNQAAAHBoag27j+nsDgAAADNq7ew+IOwOAAC0gbA7dImHLVmYgb7m/5ffsGl7h6oBAACAQ1N/j87uAAAAsCdjOycy3vJN4oP9wu4AAMDBJ+wOXaKUkqGVi5rm1gu7AwAAQJNpnd131tRaZ1kNAAAA3Wmkpat7kgzq7A4AALSBsDt0kTWrmsPuGzYPd6gSAAAAODT19Uz/cZnu7gAAANBsWNgdAACYJ8Lu0EWGWsPuOrsDAABAk9bO7kkyOi7sDgAAAFONjE7/rDzYL+wOAAAcfMLu0EVWrxxsGgu7AwAAQLP+GTq7j+2sHagEAAAADl0zdXZfOMMfkAMAABwonzSgi6xp7ey+WdgdAAAAppop7K6zOwAAADRrDbsP9vWklNKhagAAgCOZsDt0kaGWsPtd9+/IyAx/cQ8AAADdqn+GLnTC7gAAANBseLT598wDfeInAABAe/i0AV2kNeyeJBs3D3egEgAAADg0zRh23ynsDgAAAFO1NlUb7OvpUCUAAMCRTtgdusiShb1Ztbi/aW7Dpu0dqgYAAAAOPT0LSha0fOu6zu4AAADQbLgl7D7QL+wOAAC0h7A7dJnW7u4bNgu7AwAAwFSt3d11dgcAAIBmw6M6uwMAAPND2B26zNDKwabx+vuE3QEAAGCq/p7mH5mNCbsDAABAk9bO7sLuAABAuwi7Q5dZo7M7AAAAzGlaZ/dxYXcAAACYaqQ17N4v7A4AALSHsDt0maHWsPum4Q5VAgAAAIem1s7uwu4AAADQrDXsPqCzOwAA0CbC7tBlhla2ht23p9baoWoAAADg0DOts/tOYXcAAACYari1s7uwOwAA0CbC7tBl1rR0dt+2Yzxbh8c6VA0AAAAcevp0dgcAAIA5DY82f1YWdgcAANpF2B26zPErBrKgNM+t37S9M8UAAADAIai1s/uYzu4AAADQpLWz+0Cf+AkAANAePm1Al+nrWZATVgw2zW3YNNyhagAAAODQo7M7AAAAzG2kNezer7M7AADQHsLu0IWGVi5qGuvsDgAAALu1dnYf1dkdAAAAmgyPNofdB/uE3QEAgPYQdocutGZVc9h9w2ZhdwAAANhlYWvYXWd3AAAAaDI8JuwOAADMD2F36EJDqwabxht0dgcAAICH9PXo7A4AAABzmRZ27xd2BwAA2kPYHbrQUGtnd2F3AAAAeEh/a9hdZ3cAAABosqMl7D6gszsAANAmwu7QhVrD7rdtGc7OidqhagAAAODQ0t/b/COzMZ3dAQAAoMm0zu7C7gAAQJsIu0MXGlrZHHYf21lz5/0jHaoGAAAADi19OrsDAADAnITdAQCA+SLsDl3o6CX9037YsGHT9g5VAwAAAIeW1s7uwu4AAADQbHi0+bPyYL+wOwAA0B7C7tCFSikZWjXYNLde2B0AAACSJAtbw+47a4cqAQAAgEPTSEtn9wGd3QEAgDYRdocutWbVoqbxRmF3AAAASJL09ZSmsc7uAAAAsFutNcPTwu7iJwAAQHv4tAFdavXK5rC7zu4AAAAwqX9aZ3dhdwAAANhlbGfNzonmb0Eb1NkdAABoE2F36FKtnd03bB7uUCUAAABwaOnvaf4F/ZjO7gAAAPCQ1q7uSTLYL+wOAAC0h7A7dKmh1rC7zu4AAACQJOnrLU1jnd0BAABgt5GZwu46uwMAAG0i7A5dqrWz+93bdsz4QwkAAADoNv09zT8yGxN2BwAAgIcMj07/vfKAsDsAANAmwu7QpVavHJw2t3Gz7u4AAADQ39v8I7Md48LuAAAAsMvIeHPYvZRkYa/4CQAA0B4+bUCXWrywN0ct7m+aW79J2B0AAABaO7uPCrsDAADAQ1o7uw/29aSU0qFqAACAI52wO3SxoVWLmsYbNg13qBIAAAA4dLR2dh/bKewOAAAAuwyPTQ+7AwAAtIuwO3Sx1rC7zu4AAACQ9OnsDgAAALMaaQm7Dwi7AwAAbSTsDl1szarBpvEGYXcAAOAIUkp5eCnl3aWU60opD5ZSNpVSriilvKWUsmjPO+z1Oc8upXy+lLKxlLKj8fz5Usqz92GP3lLKr5dSvlZKuaeUMlxKuamUcnEp5TF78fpHN97XP5RSbimljJRStpdSflxK+etSynMO7F12l9bO7qM6uwMAAMBDhkebPycP9ImeAAAA7dPb6QKAzhlaqbM7AABwZCql/GySv0yybMr0oiTnNB4XlVKeW2u98QDOWJDkg0le2XLrxMbjBaWUDyd5da111rR0KeXoJF9M8oSWW6ckeVWSXy2lvK7W+uFZXv/xJC+bZfuTGo+XlFK+nOSltdYtc70vpofdx3R2BwAAgIcMt3R2H+zX2R0AAGgff14LXWzNquaw+8bNw6m1dqgaAACAg6OUsjbJpzMZdH8gyduSPDnJM5N8qLHstCT/WEpZegBH/V52B93XJfmFJOc2ntc15i9K8rtz1NqT5PPZHXT/2yTPTvLEJG9IcneShUkunqNT/ImN502ZDN//Yibf77lJXp3kR437z0ry942QPnPo79HZHQAAAGYzLezeJ+wOAAC0j87u0MWGWsLuD+wYz5btY1m5uL9DFQEAABwU70kymGQ8yU/XWr855d5XSik3JHlnJgPvv5nkd/b1gFLKaUl+qzH8bpILaq3DjfEVpZS/S3JZJrvIv6WU8tFZusj/apLzG9cfqLW+dsq975RSLk1yZSaD++8tpZxRax1v2WNDJkPtH6+17mi5d0Up5S+TfLlxzvlJfjnJJ/bxLXeV1s7uO3R2BwAAgIeMjDaH3QeE3QEAgDbSyQu62PHLB9KzoDTNrd+0vUPVAAAAHLhSyrlJntoYfqQl6L7Lu5Nc27h+Yymlbz+O+q/Z3UTg9VOC7kmSWuv2JK9vDHuTvGmWfXYF5jcleUvrzUZA/u2N4alJXjjDmpfXWj84Q9B9ai2/MWXqxbPUQkNrZ/cxnd0BAADgITq7AwAA80nYHbpYb8+CnLBioGluw2ZhdwAA4LD2ginXfzHTglrrRHZ3Nl+R5Bn7ckAppSR5fmN4Xa31W7Oc860kP2oMn9943dR9TktyRmP4mUYofSYfm3I9Ley+N2qt1yS5tzF8xP7s0U36WsLuozq7AwAAwENGWsPu/cLuAABA+wi7Q5cbWrmoaayzOwAAcJg7v/H8YJIr51h32ZTrp+zjGScnOWGGfeY658QkJ7XcO3+GddPUWu9Mcn1juK+1TtXfeN455yrS39v8I7OJmozr7g4AAABJdHYHAADml7A7dLk1q5rD7hs2DXeoEgAAgINiV6f0G2ut43Osu26G1+ytR8+yz76esz/7DJVSFu9h7TSllLVJljWG1+7r67vNwt7pPzIb21k7UAkAAAAcelo7uw8IuwMAAG3U2+kCgM4amhZ219kdAAA4PJVSBpIc3RhunGttrXVzKeXBJIuTDO3jUaunXM95TpINU65bz9mffUrjdT/aw/pW/33K9Wf28bWTB5eyeg9LjtuffQ9FfT3Tw+6j4xO+lh0AAACSDI+2dHb3eRkAAGgjYXfoctPC7puF3QEAgMPW0inXD+zF+l1h9yVtPOfBKdet5xysfeZUSnlRkhc3hlcm+dt9ef0UG/a85MjQP0Nn99GdEx2oBAAAAA49w62d3XuF3QEAgPaZ/ps7oKsMrRxsGt+2eTg7J3w1OwAAcFgamHI9uhfrdzSeB+dcdWDn7Jhy3XrOwdpnVqWUM5L8RWM4nORXaq0+9O3BwhnC7lu2783/SQEAAMCRb3is+Q/CB/tFTwAAgPbxiQO63JqWzu7jEzV3bB3uUDUAAAAHZGTKdf9erF/YeN7XD0H7cs7CKdet5xysfWZUSjkhyRcz2UG+JnlFrfXavXntLIb28HjCAex9SFnU35Njly1smvvexq0dqgYAAAAOLSOjzZ3dB/t0dgcAANpH2B263KrF/VnU3/zDhw2bhN0BAIDD0rYp10v2Yv3ixvMDbTxn8ZTr1nMO1j7TlFJWJfmnJCc1pl5fa/3rPb1uLrXWjXM9ktx5IPsfSkopWTu0smlu3frNHaoGAAAADi3DY81h9wFhdwAAoI2E3aHLlVKmdXffsGl7h6oBAADYf7XWkST3NYar51pbSlmZ3QHyDft41MYp13Oek8mO57u0nrM/+9SW101TSlma5EtJHtOY+p+11vfvYX9arF2zomm8bv2WDlUCAAAAh5bWsPtgv7A7AADQPsLuQFavbAm7bxZ2BwAADls/bDyfWkrpnWPd6VOur93PM1r32ddz9mefDbXWB2dbVEoZTPL3SZ7QmHpXrfV397A3M1i7prmz+3V33p/to+MdqgYAAAAOHcOjLWF3nd0BAIA2EnYHpnV2X6+zOwAAcPj6euN5cZLHz7HuaVOuL9/HM36c5PYZ9pnJBY3n25Lc0nLv61OuZ92nlHJcktMaw1lrLaX0JfmbKXv9ea31v+2hPmZx5onL07OgPDSeqMn3N27tYEUAAABwaNgxLuwOAADMH2F3IEOrBpvGG4TdAQCAw9cXply/fKYFpZQFSV7WGG5J8m/7ckCttSa5pDE8vZRy3iznnJfdHdkvabxu6j7XZ3e3958vpTT/JfJuF065/vwsZ/Uk+VSSZzemPpnkNXO8DfZgsL8npx+3tGlu3YYtHaoGAAAADh2tnd0H+oXdAQCA9hF2BzK0srWz+3CHKgEAADgwtdbvJPlaY/jKUsqTZlj2m0nOaFy/p9Y6NvVmKeXppZTaeHxslqP+JMmu3+y+r5TS9FfEjfH7GsPxxvqZ/GHjeVWSd7beLKU8IslvN4Y3ZoaweymlJPlQkhc3pv4myctbw/Xsu7VrVjSN163f3KFKAAAA4NBQa83wmM7uAADA/BF2B7LmqOaw+70P7Jj21/gAAACHkTcmGU7Sm+SfSim/XUo5r5TyjFLKxdkdKr8+ybv354BGV/Z3NYbnJLm8lPKSUso5pZSXJLm8MZ8k76q13jDLVh9vrE2S15ZSPldKeVYp5dxSyuuSfCPJsiQTSd5Qax2fYY8/zO4u9tck+f0kZ5RSfmK2x/685260dmhl0/g/1m+JvyEAAACgm43unMhEy0djYXcAAKCdejtdANB5q1cOTpvbuHl7Hnns0hlWAwAAHNpqresagfO/zGRQ/PdnWHZ9kufWWrcdwFFvS3JMklckWZvkr2dY85Ek/2OOWneWUl6Q5ItJnpDkRY3HVDuSvK7Weuks20xd/xNJrtyL2sterOl6rZ3d79m2I7dvHcmJK6Z/jgYAAIBuMDI6MW1uQNgdAABoI53dgSzq783RSxY2za3ftL1D1QAAABy4WuvfJzkryR9nMti+PcmWJN9N8tYka2utNx7gGRO11lcmeW6SS5LcnmS08XxJkufUWi+qtU7/LXDzPvcmeXKS1yT5epL7kowkuTnJh5I8vtb64QOplf1z8tGLs3ywr2nuqvVbOlQNAAAAdN7w2PRvCNfZHQAAaCdh9ySllIeXUt5dSrmulPJgKWVTKeWKUspbSimLDuI5zy6lfL6UsrGUsqPx/PlSyrP3YY/eUsqvl1K+Vkq5p5QyXEq5qZRycSnlMfuwz9GllP9TSrm6lHJ/43F1Y+6ofdjnJxpn39So5Z5Gbb9eSpnzmwNKKReWUupePi7c25rYP0OrmrvSbRB2BwAADnO11ltrrW+utT6q1rq41rqy1vqEWus7a62zfuiptX611loajwv34pwv1lpfUGs9sda6sPH8gjk6sc+0x3it9c9qrU+ttR5dax2stT6i1vqqWusP9vDak6bUu1ePva2r25VScvZQc3f3des3d6gaAAAA6LyZwu4D/aInAABA+3T9J45Sys8muTrJm5M8KsmiJCuTnJPknUnWlVJOPcAzFpRSPpzJryR/QZITk/Q3nl+Q5IullA+VUub871FKOTrJN5L8WZLzkxydZCDJKUleleTKUspFe1HPE5N8P8n/THJmkqWNx5mNue+XUs7di31+LZNfjf6qRg0DjZrOb9R4eaNmDgNrVjX/XcfN9z7YoUoAAADg0LF2TUvYfYPO7gAAAHSv4dHmsPuCkvT3dH30BAAAaKOu/sRRSlmb5NNJliV5IMnbMvm14c/M5NeEJ8lpSf6xlLL0AI76vSSvbFyvS/ILSc5tPK9rzF+U5HfnqLUnyeeTPKEx9bdJnp3kiUnekOTuJAuTXDxXp/hSylCSv09yXJLxTAb6L2g83tmYOz7J35dSVs+xz3OS/HkmQ/t3NWp4YqOmv20sOzfJ5xu178mzMhm2n+3xhb3YgwNw8tGLm8Z/973bs310vEPVAAAAwKFh7ZqVTePv37Y1o+MTHaoGAAAAOqu1s/tgX09K8SVyAABA+/R2uoAOe0+SwUwGvH+61vrNKfe+Ukq5IZMB8NOS/GaS39nXA0oppyX5rcbwu0kuqLUON8ZXlFL+Lsllmewk/5ZSykdrrTfOsNWvZrJjepJ8oNb62in3vlNKuTSTXdaXJXlvKeWMWutMSeXfS/KwxvUv1lo/O+Xe10opV2byDwCOyWT4/sIZ3lNfkvdl8o8l7k/ylFrrTVOWfKmU8v4kr2nU/CtJPjZDLVNdX2u9ZQ9raKPnnnl8/uRfbnhovGX7WD5zxYZc+JSTO1gVAAAAdNbZq5s7u4+OT+TaO+7PY4dWzPIKAAAAOHLtaA279+9N7zsAAID917Wd3Usp5yZ5amP4kZag+y7vTnJt4/qNjZD3vvqv2f1HBa+fEnRPktRatyd5fWPYm+RNs+yzKzC/KclbWm82AvJvbwxPTfLC1jWllOOS/FJj+OWWoPuufT6T5MuN4a80XtPqhUlOaVy/vSXovstbkmyecs0h7pHHLs0zTz+mae5DX/txxnfqVgcAAED3Wr6oL494WPO3oV21YUuHqgEAAIDOau3sPtAn7A4AALRX14bdk7xgyvVfzLSg1jqR5BON4Yokz9iXA8rkd3U9vzG8rtb6rVnO+VaSHzWGzy8t3/HV6A5/RmP4mUZAfiYfm3I9Leye5HnZ/d98xvfcss+CxmtaTf23+9gM93eF+D/TGD668R44xL36aY9oGt+2ZTj/+P07OlQNAAAAHBrOHlrZNF63fvMsKwEAAODI1hp2HxR2BwAA2qybw+7nN54fTHLlHOsum3L9lH084+QkJ8ywz1znnJjkpJZ758+wbppa651Jrm8MZ6p1r/bJnt/zrn1+1Dhzf/fhEPOEk1Zm7Zrmr2G/+LKbU2vtUEUAAADQea2fldfp7A4AAECXGh5tCbv3C7sDAADt1c1h912d0m+stY7Pse66GV6ztx49yz77es7+7DNUSlnccm/XPlvnCqnXWu9Icv9MtZRSliQZ2sdapu0zg78opdxeShktpdxbSvlWKeV3Sykn7uF1cyqlrJ7rkeS4A9n/SFNKyasvaO7u/sM77s/Xb7y3QxUBAABA57WG3W+9b3vue2BHh6oBAACAzhlp6ew+0CvsDgAAtFdXht1LKQNJjm4MN861tta6OZPd35PdIe+9tXrK9ZznJNkw5br1nP3Zp7S8buo+e9pj6j4Ho5aZ9mn19CTHJ+lLclSSJyZ5W5IbSymv3sNr91TDXI8rDmDvI9JPPfrYnHJ0899JXHzZzR2qBgAAADrvUccunfa17Ffp7g4AAEAXGm4Nu+vsDgAAtFlXht2TLJ1y/cBerN8Vdl/SxnMenHLdes7B3udA3vPBqmWXm5P8YZIXJTm38Xhpks8mqUkGkvx5KeVVe1EzB0HPgpJfu+CUprmv33hvrrlta4cqAgAAgM7q7VmQs1Yvb5pbt17YHQAAgO4zPDrRNB7s69bYCQAAMF+69VPHwJTr0b1Yv+t7qQfbeM7U775uPedg73Mg7/lg1ZIkn09yaq31LbXWv621XtF4fLrW+vNJnpdkrLH2j0spx+1F3a2G9vB4wn7secR74doTc/SShU1zF/+77u4AAAB0r7PXrGga6+wOAABAN2rt7N76TWgAAAAHW7eG3UemXPfvxfpdqd/hNp4zNVnces7B3udA3vPBqiW11q211jrbi2ut/5Dk/zSGi5K8cg/nzbTHxrkeSe7c1z27wUBfT17+lJOa5v7x6tuzYdP2zhQEAAAAHbZ2aGXT+KoNW7JzYtYfawAAAMARaaQ17N4v7A4AALRXt4bdt025XrIX6xc3nh9o4zmLp1y3nnOw9zmQ93ywatlbH0yy6zfHT9vPPdgPv/zEh2fxlB9MTNTkw1/T3R0AAIDutLals/sDO8Zz0z37++MOAAAAODwNjzaH3Qd0dgcAANqsK8PutdaRJPc1hqvnWltKWZndoe0N+3jUxinXc56TZGjKdes5+7NPbXnd1H32tMfUfVpruW0/aplpn71Sa707u/9bnbg/e7B/li/qyy+cu6Zp7tPf3ZBND452qCIAAADonGOXDeTEFYNNc+vWb+5QNQAAANAZI+Mtnd2F3QEAgDbryrB7ww8bz6eWUnrnWHf6lOtr9/OM1n329Zz92WdDrfXBWfZZXko5brYNSinHJ1k2Uy211m3ZHVw/kPe0L3wneIe84vyT07ugPDQeGZvIJ755S8fqAQAAgE46u6W7+1v6cKcAACAASURBVLr1WzpUCQAAAHRGa2d3YXcAAKDdujns/vXG8+Ikj59j3dOmXF++j2f8OMntM+wzkwsaz7cluaXl3tenXM+6TyPAflpjOFOte7VP9vyed+3zqLlC83uxzx6VUh6W5OjG8Pa51nLwnbBiMM87+4SmuY9/45ZpP8AAAACAbrB2qDnsftUGYXcAAAC6y/BYS9i9X9gdAABor24Ou39hyvXLZ1pQSlmQ5GWN4ZYk/7YvB9Raa5JLGsPTSynnzXLOedndBf2Sxuum7nN9dndG//lSyqJZjrxwyvXnZ7j/d0kmGtczvueWfSYar2k19d/uwhnup1HjzzeGP2y8h/3xqiS7Wotftp97cABedcEpTePN28fy2Ss3zLIaAAAAjlxrWzq7/+iubXlgx3iHqgEAAID5N9ISdh/Q2R0AAGizrg2711q/k+RrjeErSylPmmHZbyY5o3H9nlrr2NSbpZSnl1Jq4/GxWY76kyS7Pu29r5Qy2LLHYJL3NYbjjfUz+cPG86ok72y9WUp5RJLfbgxvzAxh91rrnUn+qjF8VinlxTPs83NJntUYfrLxmlafT3Jz4/q3G2e3eleSlVOuW885qZSydobXTV3zn5P8r8ZwOMlfzLWe9jj9uGV5xqMe1jT3oa/dnPGdE7O8AgAAAI5Mjzlhefp6ykPjWpOrdXcHAACgi7R2dhd2BwAA2q1rw+4Nb8xkiLo3yT+VUn67lHJeKeUZpZSLsztUfn2Sd+/PAY2O5rvC3uckubyU8pJSyjmllJckubwxnyTvqrXeMMtWH2+sTZLXllI+V0p5Vinl3FLK65J8I8myTHZjf0Otdba2Ym9Lck/j+v+WUv6glHJ+4/EHST7VuHdPkv8xy3saS/L6xlnLGu/pdY1anlVK+VyS1zSWfz3JJ2fY5qQk/1FK+Ubj3/05jX+Tc0opP19K+Uwmu8r3N9b/Vq31tlneE2326qc1/z3Dhk3DufSamf4OAgAAAI5cA309efTxy5rm1gm7AwAA0EWGR5vD7oPC7gAAQJv1drqATqq1rmsEzv8yk6Ht359h2fVJnltr3XYAR70tyTFJXpFkbZK/nmHNRzJLuLxR685SyguSfDHJE5K8qPGYakeS19VaL51jnw2llJ9N8oUkxyV5a+Mx1Z1JXlBr3TjHPl8spfx6kj9Ncmx2d6ef6jtJXlhr3TnDvV2e1HjMZnuSN9VaPzjHGtrsiSevymOHVuR7U36Bf/G/35T/fNbxKaXM8UoAAAA4sqxdszLf27j1ofG69Zs7WA0AAADMr5Gx5m8AH+zv9h6LAABAu3X9p45a698nOSvJH2cy2L49yZYk381kCHxtrfXGAzxjotb6yiTPTXJJktuTjDaeL0nynFrrRbXWiTm2Sa313iRPzmTX9K8nuS/JSJKbk3woyeNrrR/ei3q+neTMJL+b5JokDzQe32/M/URjzZ72+VCSxzfOvrlRy32N2n4jyVMaNc/kyiS/nOT9Sb6dZH0m/+1Hk9yV5CuZ/COBkwXdO6+Ukl+/4JSmuWtuuz/fuOm+DlUEAAAAnbF2zYqm8br1W1Jr7VA1AAAAML+Gx5p73Q3o7A4AALRZV3d236XWemuSNzce+/K6rybZ67bWtdYvZrIz+36rtY4n+bPG40D2uTfJ/2w8DmSfa5K8aj9ety3JXzUeHAZ++jHH5aSjFuWW+7Y/NPfnl92Up5x6dAerAgAAgPl19lBz2P2+B0ezcfNwhlYt6lBFAAAAMH+GR5vD7oPC7gAAQJt1fWd3YO/0LCj5tZbu7l+74d784Pats7wCAAAAjjxrVi3KqsX9TXP/sX5zh6oBAACA+VNrzch4S9i9X9gdAABoL2F3YK+96HGrc/SS5l/of/Dfb+5QNQAAADD/SilZ29Ldfd36LR2qBgAAAObPjvGJ1No8p7M7AADQbsLuwF4b6OvJhU8+qWnuH66+Ixs2be9MQQAAANABa9e0hN03CLsDAABw5BsZ2zltTtgdAABoN2F3YJ/88nkPz6IpX0W3c6LmI1//cQcrAgAAgPm1ds3KpvEPb9864y/8AQAA4EgyPMNn34F+YXcAAKC9hN2BfbJiUX9e+oQ1TXOfvmJDNj842qGKAAAAYH6dtXp5Stk9HttZ88M77u9cQQAAADAPhkdnCLv3CrsDAADtJewO7LNXPvXk9CzY/Vv94bGd+eS3bu1gRQAAADB/lg705ZHHLGmaW7d+S4eqAQAAgPnR2tm9Z0FJX0+ZZTUAAMDBIewO7LMTVwzmeY89oWnuY9+4xVe2AwAA0DXWDq1sGq9bv7lDlQAAAMD8aP198GBfT0oRdgcAANpL2B3YL6+64JSm8aYHR/PZKzd2qBoAAACYX2vXrGga6+wOAADAkW54dKJpPNDX06FKAACAbiLsDuyXM45flqed9rCmuQ/9+83ZOVE7VBEAAADMn7Vrmju737ZlOHdvG+lQNQAAANB+w62d3ftFTgAAgPbzyQPYb69+WnN39/WbtudL19zZoWoAAABg/px6zJIs7m/uYHeV7u4AAAAcwaaF3XV2BwAA5oGwO7DfnnTKUTlr9fKmuT+/7KbUqrs7AAAAR7aeBSWPHVrRNLdug7A7AAAAR64RYXcAAKADhN2B/VZKyasuaO7u/v3btuabN9/XoYoAAABg/qxd0xJ2X7+5Q5UAAABA+7WG3QeE3QEAgHkg7A4ckJ95zHFZs2pR09w7Lr0uYzsnOlQRAAAAzI+1Qyubxldv3Jpxn4cBAAA4Qg2PtnR27xd2BwAA2k/YHTggvT0L8mtPPblp7nsbt+ZdX/5RhyoCAACA+XF2S2f37aM7c/1dD3SoGgAAAGiv4dbO7r3C7gAAQPsJuwMH7OfOGcpJRzV3d//gv9+cr1x3V4cqAgAAgPY7esnCad92tm7D5g5VAwAAAO3VGnbX2R0AAJgPwu7AARvo68mf/uLj0t/T/D8pb/7M93LH1uEOVQUAAADtd/ZQc3f3q9Zv6VAlAAAA0F4joy2d3fuE3QEAgPYTdgcOip84cXne9twzmua2bB/LG/7vuozvnOhQVQAAANBea9c0h93XbRB2BwAA4Mg0rbO7sDsAADAPhN2Bg+ZlT3p4fuYxxzXNXXHL5vzRP1/foYoAAACgvdauWdk0vvHuB7J1eKxD1QAAAED7DI81Nzkb7Bc5AQAA2s8nD+CgKaXkHS8+K6tXDjbNf+CrN+Wy6+/pUFUAAADQPo8+fln6e5t/xPY93d0BAAA4Ag2P6uwOAADMP2F34KBaPtiXP/3Fx6WvpzTNv/nTV+Wu+0c6VBUAAAC0R3/vgvzECcua5tatF3YHAADgyLNjvDnsPiDsDgAAzANhd+CgO3toRd76M6c3zd334Gje+NfrsnOidqgqAAAAaI+zh1Y2ja/asLlDlQAAAED7TOvs3i/sDgAAtJ+wO9AWrzz/5PzkGcc0zX3r5k1577/e0KGKAAAAoD3WrlnRNF63YUtq9cfeAAAAHFmGx1rC7jq7AwAA80DYHWiLUkr+8OcemxOWDzTNv/crN+QbN97boaoAAADg4GsNu2/ZPpZb7tveoWoAAACgPYTdAQCAThB2B9pmxaL+vO8X16ZnQXlortbkjZ++Kvds29HBygAAAODgOXHFYB62dGHT3Lr1mztUDQAAALTHyGhz2H1A2B0AAJgHwu5AWz3+4avyWz/9qKa5e7btyJs+fVUmJnylOwAAAIe/UkrWDjV3d1+3fkuHqgEAAID2aO3sLuwOAADMB2F3oO1efcEpefqjHtY09/Ub780HvnpjhyoCAACAg2vtmpVN43UbdHYHAADgyNIadh/sF3YHAADaT9gdaLsFC0re/XOPzbHLmr/S/Y/++fp8++b7OlQVAAAAHDxnt3R2v+6ObRlu+Xp3AAAAOFxNTNSMjE00zQ3q7A4AAMwDYXdgXhy1ZGHe+9K1WVB2z03U5A1/vS73PbCjc4UBAADAQXDW6uVNn3nHJ2quuX1r5woCAACAg2jH+MS0OWF3AABgPgi7A/PmiacclTf95GlNc3fdvyO/+dnvZWKidqgqAAAAOHCLF/bmUccta5pbt35zh6oBAACAg2t4bPq3lw30i5wAAADt55MHMK9e84xTc/6pRzfNffVH9+SDX7u5QxUBAADAwbF2zYqm8br1WzpUCQAAABxcIzOE3XV2BwAA5oOwOzCvehaU/PFLzs7RSxY2zb/ryz/Klbdu6lBVAAAAcODWDgm7AwAAcGSasbO7sDsAADAPhN2BefewpQvznpeenVJ2z+2cqHnD/70qW7aPdq4wAAAAOACtnd3vvH8kd2wd7lA1AAAAcPAMjzaH3ft6Svp6RE4AAID288kD6IinnHp0Xv+fHtk0d9uW4bzqk1cKvAMAAHBYOuXoJVk60Ns0d5Xu7gAAABwBRlo6uw/06uoOAADMD2F3oGPe+MxH5rxTVjXNfefHm/L891+eG+7a1qGqAAAAYP8sWFBy9lBzd/d1G4TdAQAAOPwNt4bd+4XdAQCA+SHsDnRMz4KS97x0bY5a3N80f+t92/PCD3wj/3rtXR2qDAAAAPbP2jUrm8br1m/uUCUAAABw8AyPNofdB/uE3QEAgPkh7A501LHLBvKxl5+bY5YubJp/YMd4LvrEd/NnX70ptdYOVQcAAAD7Zu2a5s7uV2/cmrGdEx2qBgAAAA6O1s7uwu4AAMB8EXYHOu7M1cvzd687P49dvbxpvtbkHV+6Lm/69FUZafnhCQAAAByKzl7dHHbfMT6Rf/mhby4DAADg8Nb6+9qBfmF3AABgfgi7A4eE45YP5NOvflKef/YJ0+594arb85KLv5k7t450oDIAAADYeysX9+eUoxc3zb3pM1flyls3d6giAAAAOHDDo62d3cVNAACA+eHTB3DIGOjryZ+85Oy89WdOTynN9763cWue96dfz1UbtnSmOAAAANhLv/rkk5rGI2MTecXHrsgNd23rTEEAAABwgEbGJ5rGg306uwMAAPND2B04pJRS8htPf0Q+/LJzsmRhb9O9u7ftyM9f/M18ft3GDlUHAAAAe/Yr5z08/+VxJzbNbR0ey8s++p3cvmW4Q1UBAADA/pvW2b1f2B0AAJgfwu7AIemZZxybz7/myXn4UYua5kfHJ/KmT38vb7/02uycqB2qDgAAAGa3YEHJO150Vp7xqIc1zd+xdSS/8pFvZ/ODox2qDAAAAPbPyFhz2H1AZ3cAAGCeCLsDh6xHHrs0X3jNU/LkRxw17d7Fl92cX/vEd7NtZKwDlQEAAMDc+noW5P2/9LisXbOiaf6mex7Myz92RbaPjneoMgAAANh3wy1h90FhdwAAYJ4IuwOHtJWL+/PxV5ybC5980rR7X7nu7rzwA9/ILfc+OP+FAQAAwB4s6u/NR3/1CTn1mCVN81dt2JLX/NV/ZGznRIcqAwAAgH0zPKqzOwAA0BnC7sAhr69nQX7neY/J2//LmenrKU33brz7gTz//Zfn8hvv7VB1AAAAMLuVi/vziVecm+OXDzTNf/VH9+Stn7s6ExO1Q5UBAADA3tPZHQAA6BRhd+Cw8QvnrslfXXReVi3ub5rfOjyWl330O7n4spsyriseAAAAh5gTVgzmk688NysW9TXN/+262/L2S6/tUFUAAACw90Zaw+79wu4AAMD8EHYHDivnnrwql7z2KTn9uKVN8zsnat5+6XV5/vsvz1UbtnSoOgAAAJjZqccszUcvfMK0zncf+tqPc/FlN3WoKgAAANg7rZ3dB3R2BwAA5omwO3DYGVq1KH/zG0/Osx5z7LR7P7j9/rzwA5fnf11yTe4fGetAdQAAADCzx61ZmQ/88uPSu6A0zb/90uvyuSs3dqgqAAAA2LPh0ZbO7sLuAADAPBF2Bw5Lixf25s9+6fF5wzMfOe1ercknvnlrfvLdl+Ufrr49tdYOVAgAAADTPeNRx+SdLz5r2vxb/+bq/Ou1d3WgIgAAANiz4bGJpvFgv7gJAAAwP3z6AA5bCxaUvPmnTsvnfv1JedSxS6fdv3vbjrzuU+ty4V9ckfX3be9AhQAAADDdf3nc6rztOWc0ze2cqHntp/4jV966qUNVAQAAwOx2jOnsDgAAdIawO3DYO+ekVfmHN5yft/7M6Rnom/4/a5ddf09+6o8vy/v/7caMjk/MsAMAAADMr1+74JS8+oJTmuZGxibyio99N9ffta1DVQEAAMDMhlvC7gPC7gAAwDwRdgeOCH09C/IbT39E/vlNT8szHvWwafd3jE/kXV/+UZ7z3q/l2zff14EKAQAAoNn/8+zT86LHrW6a2zo8lpd95Du5bctwh6oCAACA6VrD7jq7AwAA80XYHTiiDK1alI9e+IR84Jcel2OXLZx2/8a7H8hLPvitvOWz38umB0c7UCEAAABMKqXkD150Zv7T6cc0zd95/0he9pFv+9wKAADAIWN4VGd3AACgM4TdgSNOKSXPOfP4/Mubn5YLn3xSFpTpaz575cY8891fzWe+uyG11vkvEgAAADL5TWXv/8XH5fEPX9k0f9M9D+aXPvztfPkHd2Z850SHqgMAAIBkYqJmx3jzZ9PBfmF3AABgfgi7A0espQN9+Z3nPSaXvPb8nHni8mn3N28fy3/73NV5yQe/las3bhF6BwAAoCMG+3vykV89J6cdu6Rp/to77s+rP3llnvKOr+SP/vn63L5luEMVAgAA0M1GxndOmxvU2R0AAJgnwu7AEe/M1cvzhdc+Jf/7Zx+dJQt7p93/zo835Xl/enme/odfzdsvvTbf2yD4DgAAwPxasag/H3/FuTlh+cC0e3fdvyPv/dcbcv47vpKLPn5FvnLdXdk54XMrAAAA82N4dHrYfUDYHQAAmCfC7kBX6FlQ8vKnnJx/efPT8pwzj5txza33bc/Fl92c57//8pz/jn/L//cPP8yVt27KhAABAAAA8+D45YP5xCufmDWrFs14f6Im/3Lt3XnFx76bC975b3nfv96Qu+8fmecqAQAA6DbDYzN0du8XdgcAAOaHsDvQVY5bPpAP/NLj89ELz8nqlYOzrrtty3A+8vUf50V/9s086Q/+Nf/7kmvyrZvv0zkPAACAtjr1mCX5pzddkD/8ucdm7ZoVs667bctw3v3P1+dJf/CV/Ponr8zXbrjHH2sDAADQFiMzhN0HesVNAACA+dHb6QIAOuE/nX5snnTK0bn432/K567cmI2bh2dde9f9O/Lxb96aj3/z1hy9pD8//Zjj8uyfOC7nnXJU+nr8EAcAAICDa6CvJy9+/Oq8+PGr88Pb78+nvnNrvrDu9jywY3za2p0TNV/6wZ350g/uzJpVi/IL567Jz52zOkcvWdiBygEAADgSjYxNNI37exak1+9JAQCAeSLsDnStwf6e/NefPC1vfOYjc81t9+fSa+7IpdfcmR/f++Csr7n3gdF86tvr86lvr8+KRX35qTOOzVlDK7JsoDdLB3qzZGFf47k3ywb6smSgNz0Lyjy+KwAAAI4kjz5hWX73BWfmt599Rv7ue7fnU99en+/ftnXGtes3bc87vnRd/uiff5SnPvJheezqFTlr9fKcuXq58DsAAAD7bbils/tAn6A7AAAwf4Tdga5XSsmZjV/+v+VZj8qP7tqWL37/zlz6/Ttyw90PzPq6LdvH8tkrN+azV26cc/9F/T0PBeCXDkyG4ZcO9Gbpwskw/NRw/NKB3sZcX2Nu8nqgb0FKEZoHAADoVosX9uYXzl2TXzh3Ta7euCWf+vb6XHLV7dMCB0kytrPmK9fdna9cd/dDcycsH5j87Hvi8py5ekXOPHF5Vi3un8+3AAAAwGFqeLT5s+dgf0+HKgEAALqRsDvAFKWUnH7cspx+3LK8+adOy413b8ul378zX7zmzlx7x/37tef20Z3ZProzd2XHftfVu6BkydTA/MLJkPzihY1w/MLG9a5HY+3iqesaD53mAQAADm9nrV6Rs1avyH9/7hm5ZN1t+atvr891d26b8zW3bx3J7VtH8uUf3PXQ3OqVg5Od30+cDL+feeLyLF/U1+7yAQAAOMxM7+wu7A4AAMwfYXeAOZx6zNK8/plL8/pnPjK33PtgLr3mznzpmjvyvY0zf2V8u4xP1GzZPpYt28eSDB/QXoN9PQ8F5JcO7O42P63z/Az3ljU6zw/29eg0DwDAIa+U8vAkb0jy3CRDSXYkuSnJZ5K8v9a6/SCd8+wkr0ryhCQPS3JPkiuSfLDWeule7tGb5KIkv5Tk9CRLktye5F+SvLfW+oO93OfoTL7nFyQ5qTF9S5IvJHlPrfW+vXpTHBaWDfTlV550Un75vIfnP9ZvyV99+9b849V3ZMf4xF69fuPm4WzcPJwvfv/Oh+YeftSiPOrYpTlx5WBOXDGYE3Y9lg/k6CULs8AfUAMAAHSdkZaw+6CwOwAAMI+E3QH20klHL85vPP0R+Y2nPyIbNm3Pl39wZ751833ZvH0sD4yMZ9vIWLbtGM8DO8ZTa6ernd3w2M4Mj+3MPdsOvNP80oHeLF3Y91AwflljbsnA1OD85POyxvWuzvOL+3WZBwCgfUopP5vkL5MsmzK9KMk5jcdFpZTn1lpvPIAzFiT5YJJXttw6sfF4QSnlw0leXWudNX3cCKh/MZNh+alOyWSI/ldLKa+rtX54D/U8MZOh9uNabp3ZeFxUSnlBrfU7c78zDjellDz+4Svz+IevzP/6z4/OZdffk6s3bs33N27NNbdvzfaWr5ufy633bc+t9838dyB9PSXHLx/MCSsGcsLyKUH4FQMPXS9Z6MeNAAAAR5rhUZ3dAQCAzvHbJ4D9MLRqUS566im56KmnTLs3MVHz4Ohk6H3byK7H2JTxZDj+/pFda8Za1k7O7W0nvk44WJ3mF/X3TIbfGwH4JQt7s3jhZNf5JQOT10umPBb192SgrycL+xZkoK8nA71TryefF/YuSG/PgoP3ZgEAOOyUUtYm+XSSwSQPJHl7kn9rjF+a5NeSnJbkH0sp59Rat+3nUb+X3UH3dUnemcnO8Y9I8t+SrM1kt/Z7kvz3WWrtSfL57A66/22SDyXZlOSJSf5HkmP+//buPE6WrKwT/u+pe3uHBtlpQJpFaHADWV6QpUFRlBZBRUWdwWbXQWRxg1FfZUZEdFARlVcRAUVRUKEFZMQNlBakYXBhANtms5umZbOh17vVef/IyFtRWZlZWUvezHvr+/188uaJiBMnTmSdG5VP1BMRSX6jqj4x6U7xVXW7JG/M4M7yh5P8YpI3dYu/Kcmzk9w6yRur6l6ttcu2t8ssuxuffnIedY/b5FH3uE2S5Mhqy0c+ffUg+f0Tg9f/vfzzuf7Q1mPOQ0da/v1z1+bfPzf5oQin7F/JSlWGDwOr5OiTweroPyPza216/0rlpH0r2b9vrTycPmmlm79vJSfvq+zvpk/at5L9K4P5J3XzT9pXXRvD8sq6tvttndSt259/0pj21/q1vs2T96244z0AAHBCu86d3QEAgAWS7A6wy1ZWqrub+Um59Y22387Bw6tHk+GHSfCjyfFXHzicq68/nGsOHM5VBwbvw3lXd+Wt3MHvWLv24JFce/BIPrWDu8yPs3+lBgnwJ63klC4h/uR9g4SLlZWkUlmpQSJFVQaJGBm8p5KV4bzuPd2ytflr5ZWVdNNdm5lWZ9jOWtvj2+zNz2BMDbo27PfaOoPtdXWy1pfq9qOqsq/rw8rRftbRdVYmbHe0jzW2z12fVtbmp//Zdj+PYb1hef37xnrDRJeMTA/rHm2v1pJiRtvqP1yhdY9aWD9vTMXd1MtzqRo7+2hiT3/+WkJQrVtvuGzD57hJN471QyYm7d/ossHy7W1j3JMzxu1n2+YjNkb7vWH52HW23s48tNaOfj4t4z+DaeNudPkibNbnZTP8zLfyeQ/mj6+z1/Q/s/7HN+4YPjq/r/87IumOl3v4c+WoF2eQ2H44yde31t7ZW/bXVfVvGSSm3yXJDyX56a1uoKrukuSHu8n3JHlwa214JehFVfWnSd6ewV3kf6SqfnvCXeS/N8kDu/Kvt9ae1lv27qp6S5L3ZnCH+l+pqru11g6Paef5GSS6J8l3t9Ze11v2d1X13gwuALhFkp9Jcv4Wdpfj2L6Vypfc8ob5klveMN92r9smSQ4fWc0lwwT4yz6ff/7E5/PBT34hB3fhoutlvnB7nqoySMwfTbrf30us7yXJn9RLot/XvfavDJLm93ex2v6VOjq9VqfW1RnOH5RzdN6w3r5ae9+30i+v1R3GhsPYcVi3hu33Ysrhtgb634WSlpbV1cH70e+lLVlt7ej3pf7v87X4eX0MtC423BAXZuQ772B7w22tLWvrv1/0ysN218W1NfyOthbTroz2o3fRxrjYbf3FHOsv5BiUZ/huuC6Y3FhntK2x3+lH4sZR42OqyfHTxJ9NRuL0Kd+/+t+bV7vyalv7ufXHyOqYrmyIjzcs31r82f+cx3V7OK5G46vWW54xY234OUw7t7KyyWc1zrTPb7X3Ax39WfXnbeU787jv6ZO+o/eNjst1/Ziyrf4YGO7f0WNKW/vs2+ravLV9Hn+eaPQc0k7H8CxG48P+/gyWj19vK5vt/1w3zuvX2/izSNIbw5PPlfWPqdvZ/qRtjzPrmZvRY90yxHtHP8O2/nNdd5zIxt9Ha+u0kXrrTfpdc3R5rf0ctvy7Zguf36xxe3+/R78HDOpvPH8y/D2eltRKcuapJ83cL2AxNiS7nyzZHQAAOHYkuwMsqZP3r+Qm+0/OTc44eUftHBneab6XFH91L3H+quFd5q/vJdYfONRND+9Af2hbd/1blMOrrUv2X3RPAMab9Y/R/b8/Tvyj4Jxt5YKN0frJxj/c7qT/4/6IvuGP3qmxf1Wf9Kfcycktg06O/kH2WH3u7J5JF0ZNM8uP+M0/+MCcc6szd9Az5qWq7pvkQd3ky0cS3YdelOTxSe6W5BlV9fzW2qEtbuqZWTuv8vReonuSpLV2bVU9Pck7u3rPSvK0MR/56gAAIABJREFUbDRMmP9ckh8ZXdhau6SqXpDB3envnORbkvQT2VNVt0ryPd3kn48kug/beW1VPSHJw5P816p6Tmvtipn2lBPO/n0rOedWZ+acW52Z77j37ZIkh46s5uL/uCrv/8Tnc+nnrsvlV16XT1x5XS7//HW54vPX59ARvwCnaW1w0frBJMnyXnQO8zZM7vbdebrRhPiqDJK4xyR+c+xNSppPZV2cuGqcL1z/PMG0C4G2YjSBPTl252D2qtvc+LRc+JyvWXQ3gE1cf9Cd3QEAgMWR7A5wgtu3Ujnz1JN2fGeUcXeaXysPk+QH5S+MLB8m0l+zxHeZBziWxt65a0n/ajrpzl2L6O+Gz21sH5bzc2Rx+okKy/r/jF336F75FeMqtNZWq+p3Mkggv3GShyZ566wbqEEmzaO6yQ+11t41YTvvqqp/TXLXJI+qqh9ovdsjdneHv1s3+drW2rUTNvnKrq/JmGT3JN+cZKUrj93nXjsP7+p+c5LfnFKXPeakfSv50rNulC89a+MjylZXWz5z9YFB8vuV1+fyLgn+8t70Z685uIBeA8umteSI71ybWj16d3af1TJauwB63f2rF9Qbpll3nsCxB44bVXX7JD+Y5Lwkt0tyIMmHk7w2ya9NiY23up1vTPKUJPfJ4Elon05yUZLfbK29ZZN1b5nkkUm+Jsk9knxxkpOTfDbJPyX5kyS/O3rh+4ls9M7up0p2BwAAjiHJ7gDMZDfuNH/4yGquOXgk1xwY3ln+8NHy1QfW7j5/dXcH+mt6d6G/+sDhXHfwSK4/dCTXH17Nge79yLjnWwMAsJc9sHu/Jsl7p9R7e6/8gGwh2T3JHZKcNaadSdu5a5LbJDk7yUd7yx44Um+s1toVVXVxkrt0fR01UzvZuM+S3ZnJykrlFmeemluceWru+cXj61x/6Eguv/K6fOH6wxPugtrWJaQdLXd3xU0GiZ+Hj7QcXl3NoSPry4eOrObwkW7+tOWrLYePrObwkXa0PFzn8LDeuPlHl2+sK+4EAJif5kKFPaWqHpnk1Un6j8s7Pcm9u9eTquq81tolO9jGSgbx7hNHFt2mez26qn4ryVNbaxsea1xVT07y0iTjsrlv1b0enuSHq+oxrbV/3m5fjyejT4A+7eSVCTUBAAB2n2R3AI6Z/ftWcqPTVnKj03Z2l/m+Q0dWBwnwhwbvBw4PysP34bKDR44M7sq07hHDw0cODx4/vNplXKy2wbLV7i5Oq6vt6PLhI6SHy1fX1V9fZ3W15chW6q+bHiRUDO8k1Ub6dbQfaVldXb9PY7ezOpzXLV9dv/3B9FqdI6trj2Fe37+27nP0uGYAYAkN75R+SWvt8JR6HxqzzqzuPqGdWbbTT3bfajt3SXK7qjqjtXbNmHY+31q7YlIDrbVPVtUXMkgq2Oo+p6puu0mVW221TU4cp560L3e8+Q0W3Y25aK11CfJrSfH9xPpDR9aS7/vLD3ZJ90eT89cl5q9Ppu+/Dnfx2uEjLUdWV3OkrV82Wn8Ywx0ZxqFdLLo68n5kNWPm9er14thJ86fFflVJJamq7n2knDpaZxhHtqzFvRmZbjPGm8M209v22vy1hcPtpndeYHWTfQIA5s+v4r2jqu6Z5A+TnJbk6gyeYPY33fRjkzw5g7j3zVV179baVdvc1POzluj+viQ/n8Gd4++U5EeT3DPJkzK40/t/H7P+LTNIdD+Y5E0ZXBz/wSRXdW08OcnXJ/mSJH9ZVV/VWrtsm309boze2f00d3YHAACOIcnuABzXTtq3kpP2reSGpy66J3tba+sT9pO1JIW1OhvnDxMY1sqZmuDQBgvHJkYM+1DDRIau0E90GEzXuul+nW3v/7rPoj+/TZjfr982Lu99VsPpNlq/m1+bdH6n+zarSZ/BxqU7vzhi/D5vnLnZZzNq835trDBunXHNjBsX037mk9ruJwn1p9fK/f2udZ/B+vbG9GFKX8f1Z8P0mJ/zpP936///jSzb0Mvx/ydG50/6+c3Sz/XLk5UJn/MgYWt9otagTq1Lshr//2HjZzlab6tj9ljY7P9FS0tNOdJs5Ri1vm6NnT/a3FoC3Prj5djfOb3fG7N81tP2K0nOvukZmzfCMVdVpya5WTc59Q/NrbX/rKprkpyRwWPTt6Kf9L3ZH7Qv7ZVHt7Oddqpb71/HtDPLH9cvTfKlY/oyi0s3rwInnqrKSfsqJ+1LTht7c8e9Y3hhdrIxqf1YbHv4e3y3tzdse93F5sN4s4t1kwkxbDex4bvqSN3+ssG8jV8Kp9Ub/Q45LpZc25+1dcd9p9nKxzc29j66jbbu+9ew3mprR78zr1T/u3NvXtePlWHsvq7u+g5OjUs29Hf2+HNcrDApdumP92QkXhj+07LuRgL98yTDGxus9sbUaJ2V3udx9LNY93mt//yGdfr7M3oeYfTntX7ZhH3ufSb9+HJSnWnxz8Zxu/6zHuzPoMWV7v92Px6rkXkrNdh4pWY6R5RJy3qfyaQYor9ev52xseHIuO7vz+gFP30T49gp5x/Wf95tzLz1P4PhvFl+lpPOpc26/XE//82PN5tVGHdsHZZ7Y3rMvJ3YcL5lzPmXYbl//mX4f3VYXqsz/pzkuuVdoT9++/sy6TzhuN8do0fHzY+dY/o1po/jl46/8Gz0Mztab8yFaStuDr2XvDiDxPbDSb6+tfbO3rK/rqp/yyAx/S5JfijJT291A1V1lyQ/3E2+J8mDW2vXddMXVdWfZvDUs3sn+ZGq+u0xd5G/JskLk7yotfbpkWXvS/JHVfWiJM9OcvMk/yPJE7ba1+PNj37DXfPkB90x1x06kusOHsktzzxl0V0CAAD2EMnuAMCOHf2D6zFLrQYAGOuGvfLVM9QfJrtv9XbUW9lO/w7so9vZ7XZm3edxbQBsqqqyf99i4r5h3Dn/tsW1AAC7rarum+RB3eTLRxLdh16U5PEZPInsGVX1/NbaoS1u6plZy4F4ei/RPUnSWru2qp6e5J1dvWcledpInV+aYTvPTfJdSW6d5Fur6kmttdUt9vW4cosbnppbuPMUAACwIK6VBwAAAE4U/b+6Hpyh/oHu/bQ5budArzy6nd1uZ577nAzuBj/tdZ9ttAkAAMCJ79G98ivGVeiSxX+nm7xxkoduZQM1eETCo7rJD7XW3jVhO+/K2tPSHlXbeGxQa+1gkgu7yRsluelW2wAAAGB27uwOAAAAnCiu75VPnqH+8Jnb102ttbPt9J/rPbqd0Xauz2SbtXP6DH3pt7PVfU5r7bJpy7eRHwAAAMDe8MDu/Zok751S7+298gOSvHUL27hDkrPGtDNpO3dNcpskZyf56Ba2M9SP049sY30AAABmJNkdAAAAOFFc1SvfYIb6Z3TvV89xO2f0yqPbGW1nWrL7Zu2cPkNf+u1sdZ8BAABgu+7WvV/SWjs8pd6Hxqwzq7tPaGeW7Wwp2b2qTkpy/27yP1prn9vi+rfdpMqtttIeAADAiU6yOwAAAHBCaK1dX1WfzeDx4VP/cFxVX5S1xO9Lt7ip/h3ON/sD9e165dHtjLbzmRnaaSPrDdu55Qx96bez1X0GAACALauqU5PcrJuc+sSw1tp/VtU1GcTrt5tWd4x+TDx1O1kfE291O0nylKzt0+u2sb6YHAAAYAtWFt0BAAAAgF30ge79zlU17SL/c3rlD25zG6PtbHU722nn0tbaNRPauVFVTbz7W1XdOsmZE/oCAAAA83DDXnmWp4wNY95Znl623e304+otbaeq7pjk+b3tvGAr6wMAALB1kt0BAACAE8k7uvczktxrSr1ze+ULt7iNjya5fEw74zy4e/9Eko+NLHtHrzyxnS6B/S7d5Li+ztROdrbPAAAAsB2n9soHZ6h/oHs/bY7bOdArz7ydqjo9yZ8kuVE36+mttcunrDLJ7TZ53WcbbQIAAJywJLsDAAAAJ5I39MqPH1ehqlaSPK6bvDLJ32xlA621luSCbvKcqrrfhO3cL2t3ZL+gW6/fzsVZu8P6d3R/NB/n/F759WOW/2mS1a48dp9H2lnt1gEAAIB5u75XPnmG+qd079fNcTun9Mozbad7etzrknxlN+ulrbVXzty7ntbaZdNeSa7YTrsAAAAnKsnuAAAAwAmjtfbuJH/XTT6xqu4/ptoPJblbV35xa+1Qf2FVPaSqWvd65YRN/XKSI135JVW17k5w3fRLusnDXf1x/lf3fpMkPz+6sKrulOS53eQlGZPs3lq7IsnvdZMPr6rHjGnn25M8vJv83W4dAAAAmLereuUbzFD/jO796jlu54xeedPtVFUleWWSR3SzXpvkB7bSOQAAALZPsjsAAABwonlGBndm25/krVX13Kq6X1U9tKp+I2tJ5RcnedF2NtDdlf0Xusl7J7mwqr6zqu5dVd+Z5MJufpL8Qmvt3yY09aqubpI8rar+qKoeXlX3raofSPL3Sc7M4G7sP9haOzyhnR9P8umu/Jqq+rmqemD3+rkkv98t+3SSn9jGLgMAAMCWtda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            "text/plain": [
              "<Figure size 3600x1000 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "CQHws-EkAgJ8"
      },
      "source": [
        "<a id='threetwo'></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5x_Z3TVvNpOf"
      },
      "source": [
        "## 3.2 Evaluating the model"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Qvqncav7OLFZ"
      },
      "source": [
        "Now, finally, we'll evaluate the model on the testing set that we defined earlier:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Zjo9MQwoORfF",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "92bb2af4-4b38-4148-eee5-75aac66b22b3"
      },
      "source": [
        "thresh_scratch = find_thresh(encoder_scratch, decoder_scratch, discriminator_scratch, val_dataloader, viz=True)\n",
        "thresh_scratch"
      ],
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "100%|██████████| 16/16 [02:23<00:00,  8.98s/it]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1200x1200 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1200x1200 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1200x1200 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.001372825470753014"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 36
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "mD5tRo0X-D20"
      },
      "source": [
        "We can see that in this the AAE wasn't able to really separate the distribution of the two labels, which results in a not so good result, as can be seen in the ROC."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "PqXYjA-iBU4T",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 958
        },
        "outputId": "54696ec6-ac5d-45c9-9521-6b24a72f48c6"
      },
      "source": [
        "dec_list = evaluate(encoder_scratch, decoder_scratch, discriminator_scratch, test_dataloader, thresh_scratch)"
      ],
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "100%|██████████| 16/16 [01:57<00:00,  7.37s/it]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1000x1000 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "aM_Js_FI-Wa6"
      },
      "source": [
        "On the testing set we can see that this way of training the model is indeed not the best one, with the confusion matrix clearly showing that the classifier is almost randomly choosing the labels."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zCs7s9EwAi9B"
      },
      "source": [
        "<a id='four'></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Eo-f93yYOaUZ"
      },
      "source": [
        "# 4. Using a pre-trained AAE as a feature extractor"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Keu_3UAwAkPe"
      },
      "source": [
        "<a id='fourzero'></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "iip1ID3dOf7t"
      },
      "source": [
        "## 4.0 Loading the pre-trained model"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "gr5geer0Owhj"
      },
      "source": [
        "We'll first load the weights for each \"sub-model\":"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "isr2jRbFOjU1"
      },
      "source": [
        "encoder_weights = '/content/drive/MyDrive/ml4sci/domain_adaptation/Domain Adaptation/Model_Weights/AAE_Encoder.pth'\n",
        "decoder_weights = '/content/drive/MyDrive/ml4sci/domain_adaptation/Domain Adaptation/Model_Weights/AAE_Decoder.pth'\n",
        "discriminator_weights = '/content/drive/MyDrive/ml4sci/domain_adaptation/Domain Adaptation/Model_Weights/AAE_Discriminator.pth'\n",
        "\n",
        "encoder_fe, decoder_fe, discriminator_fe = load_model_pretrained(encoder_weights, decoder_weights, discriminator_weights)"
      ],
      "execution_count": 38,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JSsHZPAWAmVg"
      },
      "source": [
        "<a id='fourone'></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bS4st2xFO8zX"
      },
      "source": [
        "## 4.1 Evaluating"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "PCTwN0DqO_Dq"
      },
      "source": [
        "Instead of training this model, we'll just use it as is. According to the evaluation test, the model that we just loaded was trained only on images of strong gravitational lenses without substructure, i.e. `no_sub` labels. By making this model fixed, we can use the fact that it doesn't know how to handle `sub` images and use the model as an anomaly detector:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "oMZNQi_cPdIT",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "e4d47a47-f87b-4bc0-e1c6-96cb025a1811"
      },
      "source": [
        "thresh_fe = find_thresh(encoder_fe, decoder_fe, discriminator_fe, val_dataloader, viz=True)\n",
        "thresh_fe"
      ],
      "execution_count": 39,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "100%|██████████| 16/16 [00:02<00:00,  6.27it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1200x1200 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1200x1200 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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M8tk3qpwjknwfcb+30HfzYSjtXXHS/T6U5hFJHZKUc2oo/QVx0oTLWCdp72xt7yD/o0P5X5kgXcL9N91l1Lxq9eUJ8ttIjTe4TvFvFMO/jdmSyhPkeX3U+l/IcHuGL84/z+Z3FeQf/Rt8SVJpnLSmpk0fYu5jOdpf5kWV82dZ3g67hfJ+IEG6bJ0TRrZ0H1FuziNpbdfwMnHmfxPMX5fuNoqxf07N1jKS9o/63Mdkc3+Ks87+ofXVSypr6bZWgmOlfBDwX6G0KyT1SZA+L+dH+dookXnP52E7hwPHY3K9Pl5t40Unj0A7YGYVZraXmf1d0mWhWde5+J38nBuaPs85902idTg/VvZHwb8HWlSPw2a2mxqbWkROVKtS/QwJynaac25tkvRXyD9ZlqRjzY9x3SJBWcMd9f08Xloz6y7fZ0DEPTGSHSZpy2D6UedcrCq94fV/rcZmGal2uHRBCtsmJWZWITVpVrcsg+yil01WXXilmnZq1UTw3YSHEzvKzHqE0wRNVs4K/l0vv98kG85snPy+KjVWWU3kYefcSymka4mH5W/aJX8RX0iLJU2MN9M5t1B+RIaIZh2UBR3ljQ699Rvn3LrodCHj5ZsNZUt4X1seN1X2/NrFqVLsnHNq2ulevA7dWiKd/aXKpdF0LBHn3L/V2CRnVKw0WT4npCPX55FsbteK4O+aPG+jVJ0Xmn7AOXd/HtYZ7shykXOuJtMMzayDmVWa2Wj5ph0HBbNqJZ3oYgw1GSyXz/Njvo9h4eZ2Q/KwPrQB9MEAtD2XmNklSdIskTTZOXdlrJlmVqrGto3fSvpniut+Xr6Np8lfOD4WmndQaPpZ59wHKeYZXbYB8k0GJOkD59y7yZZxzq0zs9clHSzfTnxb+af7LXWPpJ8G0z+VfyIey4/k+wSQfHOKuTHSHBKaTrUN5XOh6T3l223Hs0y+6nm2dI/6f3UGeUVfIFfETNXoMefciiRpnpC/Ae4nX014d0lPhubvLN+eWvL736JkhXTOfWVmH8lX6d/WzHokKUdaF9Vmtp18VfEh8tsierSRSJBjuJl1SCEwkiuPJwkGSL7dfCT4NSTG/D3k+9KQfI2cWG3AGzjnVgZtko9rQTkTCe/Hub5R+69z7p0kaWaFpoekkmkO9pd099uh8r+rLeSPq53UtG14JMjXx8wGOee+jMoiK+eEdOTpPJLNm+wvJW0uqZeZHe0S9G+Sb+ZHRxoZeuvPeVr1RqHpmDf+KXjekg/iMlf+IcuMBGnyeX7M5zFM8rVnIvrnYX1oAwgwAO1PnfyT7bgd4UnaTr69uuSr/V2fwklY8h18RQyKmvf90PTzqWQWR7gDqc5m9pcUl9siND1I6QUYnpFvW1wpaXMz28M591qMdOHaDTE7d1TTz/FjM9snhfWHn8pHb99os51zdSnkmaqVUf93jZkqNd2i/k/2hPr1ZBk65+rM7E01Bm52VNMAQ3h7D2zBftMz+Gvy/T0kCjC8nWKePkOzMfK1JIamuEhH+X0gk6djmfhPCmnCF/qxAkc7hKbfTDFY8m9lL8AQ3o+j98Nsy8b2apDD/aWl++2h8jXhdmzBYn3lb5LDsnVOSEc+ziMt2q5JPKjGWlz3mdnRkh6QryKfNFiaYzuosePNNfK/13wIn4OSdXqcroWSjnfOVSVJl8/zYz6PYVLTbZvJ50I7QoABaHvelG/XG9FNvufvPeSfMJVI+puZbe6cuyhOHuFek/uo6djOqYoeMzz8tOG/aeQXES7bZspO2VLinKs1s/vlh8aSfLX5JgGG4MnYfsG/tYr/FCv8OY5OozjJPsPiNPKMyzn3rZnVqvG80aJe0KNEl31pkvT/SzHfcLp+UfPC23u74NVSWdnm5qN1t0k6IY0ydFfhAgzJapFITUfL6Bhjfvh7ib7hjKc6xXSpCO9rPeOmyo5sbK987C8pHyvMbIIaR0ppaTmiZeuckI58nEeyeQyeJF9L4Pvywc7RwUtm9ol8b//Pytcyir7ZzbXw9/hlvCZBOZbSE5AYokfc6SMfRIo8LNlI0stm9mPnXNyanHk+P+bzGCalv23RjtEHA9D2POGcOyv0Guuc20++Ou19oXTjzCxeO/4ecd5viegAZraq9eWibC0RrpHwf0Hb/rBj1XhsfTrB06VMP0eyz5CVvheifBGa3jaDfKKXnZckfapPp8LVUqNvaHK+37Sgv4uT1fRm8Un5MdSHy19cdnLOWeSlptu9kOdtlzxJUuEnbql+r9msBjwvNL1pMLRermRje0m5319S2m/N7AA1DS68LukU+ZoMfeU76wyX48Uk5ch3Ve+wfJxHsnYMds6tlh+69TdqfrzcUtKJku6V9LWZXWVmnZU/hfoew8f7dD/v9VHXS8c653aVtL38UKWSb9J1n5ltET8bSfk7P4b//24G60lVeNtm0vQD7QgBBqCdCDoJ/Lmkp0Jv3xR0uhYtfBJ5L3zR2ILXhKg8s1WtL1y2x9Is29R0V+6ce0uNnVn2lXRgVJJwZ4CxOneM9Tm+l8ZnGJLuZ8jAq6Hp3TLIJ7zsPOfc/LgpvVjjuscSrr4Z/RQvvL1vSHO/eSHFciRzfmj6Eufcwc65u5xz7zvnlsforCzW09/WKnwDks73mqlXQtMd5PsQKHbFsr/8JjR9u3zv9rc652Y755Y459a3sBz5ruodVtDzSDqcczXOuavl+2LYQb4m3f1q+gS+i/z39HwegwyF+h6/Dk33zWbGzrn3JP1Ajdu2m/wINInk6/wYPoZVmtmQDNaVinCts6/jpgJCCDAA7UjQ3vkkNV5c9ZZv0xttYWg6W536hPPcLG6qluVTqA6Hwj2DN/S3YGbDJH0v+Helmo46Ea0YPkdLhdtJDzSzvVuaQfDE+Ig4ecazaYrZh/uliB71pCi2t5kNUuPoIcsl/TFJ+gql2aSnSIW/l4EpLpNqulS8oaY1J34aL2ExKJb9xcxK5J+gS35IwN8555LV0Ej2u83WOSEdRXE8SIfz3nXO/Tl44j5Q/rwTHpFkN6XX7CMd4W05KOgkOh8+D033M7OyuCnTENQ+PDv01sig/5F48nV+fF5Na0fl+hi2SWh6Xo7XhTaCAAPQzjjnqtU43KEknWVm0RdYs+WH8pN8hPw7WVj1G6Hp/eKmSi7cgdQOZlaITofuVeMJ/vBgWEqpae2FR5JUmQ9/jhFxUxWXh9S0Pfe58RImcLKaPuW6OYVlvp8sQXADFO5kNLr3/vD23sNS7LU0B8Jtvz9yzm2Im9LbU6m1gc1Wdfxcmx2a3iXF7yEbwzdK8iMBSJoaeuvYGMe/YpKr/aWl+qpx9I9FCZp+SZLM7LtK/lQ5W+cEqeX7fzGcR7LGOTfLOXeimj5lPzxW0hysfrakyOgyXZTZ0/uUOT8sbmQ/NKXe+WlL1jFNTWsmTEqQPC/nR+fcF5L+FXrrVDNLtTZYOoaFppOOtgJIBBiA9uoaNVZrLJf02/DM4MY4PCTiGVlYZ/iEOCp42t9izrn/qnF89TJJv8i0YGmU4XM1du7YWdKPghul8JOERM0jpKZDf55oZuVxUxaJoB3wjaG3jgjGC0+JmQ2WNDH01ksuee/ckg/iJBvK8iA1DkO5Ts1HnnhVjWOGD5R0WArrzYXwqAmpXBSenmK+4eEjY3YWWCRekxSp0h/uEDWm4InekVkuwzXyHbBK/mJ+SjqZmNkPslai+HK1v2RSjlSq3qdSjqycEwIt2v+L4TySI+GhoTeKMT/rx4mgaUz4SftZ2cg3ReHzx/Y5WseE0PQOZhYrcJPv8+MVoelNJcUccjyFdR6QZH6lGmv4rJH0fjrrQftDgAFoh5xzy9R0rOpTzSy61/3wCetsM9s/1fxjPREMTpSRJwEm6a4MOlgLl22SmQ3PpGxpCnf2+DP5UToi1Xznq2mAJpZ/SPo0mB4g6cZUn6qbWbcCPnG7XFJ4vPp7UqkKGmz3p9X4dGa1/NOaVFQE642Xd1dJV4Xeetg516QH/+AiOFxz50YzC1f9TMjMYl2sp+NzNT5F3NbMNk+wzqMl/TDFfMPDHab8ufLNObdU0vTQW1eZWacEi0xUdjrkC5fhv2raNOwwM7sj1ardZtbVzP4s6ZZsliuOXO0vLbVEjaNi9Eg0rK6ZjVAKAYYsnxPS2f+L4TySyro6tWC7hJuJxaplkqvjxLWh6WPM7Jgs5p3IM6HpPXOxAufcTDUdLWp8guR5OT86515W02DGWWZ2WbL1hNbXx8wekhRvJLGIvULTL7jCjBCCVogAA9B+XavGDte6SDovPNM596KkO4N/SyXNMLPfxbvQMbNyMzvSzKar6VOUsF+qsenFzpJeMrOY1SnNrL+ZnW9mv4kx+x413sB3l/SKmZ0arw2mmVWY2c/M7AU1Daxk4kE1PondT007Yrsv6O8iLudcnfxFeF3w1gny2zjuUzwz28HMrpQf3i/fbZYlSc65NfLDakZuNrpImmlmfzCzPtHpzazMzI6Xr1oZqcJaL+lU59zHKa62RtKZZnZF9HccBAlmqLE37bWSLo2TzzWS5gTTm0h6y8yOMrOY50Iz62tmp5jZO2rawV3anHPfqLFqeAdJD5vZVlHr7WBmZ8oHserU9KljPOEnSz8pYBOQVFyqxt/O9yRNjw7gmFnH4IL5HDUeM7LpakkPh/4fK2lWcAyLdxzZ2MzOlR9S8SzlYfi2HO4vLS1HvaQnQm9NNbNmTVfMj0z0hPxwyKn0OJ+tc8LnauxbY7CZ7RIjTbRiOI+kYoCkL83sajOL2ylp8DQ6fOz7V4xk4ePEbmaWav82CQU34Q+F3rrHzC6OVXU/2F/3NbNpZpZp8DBcEzDTZjaJhGsW7GJmB8VKlOfz47mKCnyY2Stmtp/5JoPNmNnmZnap/O/lJ0nyl5pu07jDdALR8tURC4Ai45xbYmZ/lXRB8NaZZnZV8IQx4lT5i5sfyFcjvVz+JPZvSf+TvzDsKT9u9LaSIk8i346zznfM7BfybaBL5Yc3e8PM5kqaJX9S7iF/s7it/AX19THyqQsuZJ8J8qiQb6t4lZm9Ll+DoE6+s7Ot5NsQRo53/0hxEyXknFtmZk/IV98uUdNq3HfHXqpZHjPN7HRJNwV5HCzpIDP7QNJ7kr6Vv0AZIF/9M7qWSUE45943sz3lL2AHyle1HSfpt8H2/0L+BnKAfM2O8EXkeknHOeceUurGS/qD/L76i+ACf5mkwfJjw4dvCH7tnPs0OoOg3KvMV2+dKR+g6S8fKPrGzN6Q7yHb5Ds//a5853qR4EOyGikt8Xv5p1Ud5Pff/5jZq/I3rt3knxoNCNJeJD8U4OAkeT4i//s0SYdKes/MXlPTHt7vD0ZBKSjn3Bwzu1CNTz0PlPRF8L3+T/53u4/8/l4jv29dE6RNGLhrQRlc8JT1WvmbXMkfc6ZJWh0c4xbI3yRXyu8v26lpUCF6pJJcycX+ko5J8se5zvLDHr8R/N4/lv8N7q7GwOet8jdMcWs6SFk/JzyqxmZqL5jZk/L7UySIu9Q5d3nUMgU9j7RAT/mHAOeZ2VL5bTNfPphUKb9vhmu3fKzY2+nr4Liwh3zzyHeD7bRAjb+tz5xzN6VRxpPk97td5c9nl8qfE16VD4qbfGB3Z0mRm+2MgnTOuf8G39Xukoaa2TDn3IfJlktjPU8Fx4RI8Ov38sPFxkqbl/Ojc269+Zqld0o6Knh7hKRnJS0zsyr5Wizr5ZvLDJXfj8PiHsOCIHWkw8kN8udKIDXOOV68eLXyl6QX5KvROkkTWrBcP/laDJFlL4uRpkQ+er86lC7Rq0bSX5Ksdz/5i+NU8puUIJ/O8jfnG1LMa4187+fJtuHIFLffj2Os4700vr995S8IU/kMTv4p1MYx8hkbSjM1D/tdZQu3/1OShqexT4+Uv9BZkSDvtZJOTzHv3vIXS/UplnuZpDFx8mpI18Jtd1qS7VYnf4Fu8j13R94fkiDPy5N8jrEt3eflb/xiLh8nfcr7oHytn5oE5V0u31fGAaH3Hs3BfnyIfKegqf7+lsrfbFdk+huUv1GPpJ+Xr/0l1X0qxnJHKPm54Bb5YHPS/SuUb8bnBPmb2wUJlou5fZXd80i62zXucUT+pnxdC/bP5yX1T7CuneWD1/GWfyGD33Rn+T5NaioqE1EAACAASURBVFMo51pJ3bPw+/1FKM8JLdnWyfbLGMeJ8LKjkqTP2fkxaj0mP5rVJy3YR76SP/52SpDviFD6hzP9nni1rxc1GIB2zDm32MxuUmP1/rPN7Brn3PJQmjpJF5tvc3y8pP3lnyb1lY/Mfysfkf+P/IXNE865xUnW+1xQzfcY+TbDO8ufjDvJ30R+Kt9J3zTn2xrGy2etpNODZgM/l79IHSr/dKRDkNd/5asfPivpSefctylunlT8U/4mqGfovWSdOzbjnHs+aBpxpPzT5+/LP12vkL+YXSjpI/nqkP9yzs2Ol1c+Od+TfGT7Hynf0eJ35L/LjpIWS6qWf/o/3Tn3Zgbrmm5m28nfaB0q37FVmfyTsSflg1qfpJjXUkn/Z2bbSjpWPoCxmfx+Uy//nX4qf9M5U9Izzo8+kDXOuZuDJ3vnyAeYNpa/4I7033G7c26WJKXa2sE5N87MXpFvbrOT/FOrXPYunhHn3NVmNkN+OL0fyD/tWy//1PlxSbc4574037dAxPLmOWVcjifM7F/yNQEOlH/qvokaR05YLr+fvSl/HHnc+T498iYX+0ua5Zge/G7Olf/ONpW/mfxKvj+Fqc65l1pajmycE5xzX5jZ9vLNV34gfy7oriS1dYvgPJKQc25+UL1+P/l9dCf542w/+f1zpfw5+E1JDzjfXCFRfm8Fx9Kz5felzeVrwsSsVt/Csq6VdIqZXSt/vTBKPojWWz6YuEC+dt4zQVmzUQvoXvnhW/vJd5g80SVpopiO4Djxlvy+KUkXy+8P8dLn5fzonHPyTVLul9/eP5Dvj2KA/DGsg3yQ/HP5feRJSU8H13aJnBSa/lPcVEAM5vdLAACKR1Bdfp/g332dcy8UrjQoJDP7gxo7ZbzQOZdWj+kA2iYzGyffjE6SRjvnHi1keVq7IKD1P/kA9WvOudYylDaKBJ08AgCAohS0Az4q9FbatWAAtFk3yNcIkBr7lUL6zlZj7bdkI00AzRBgAAAAxeoc+c42Jd8c4MUClgVAEXLOrZJvsiBJ3zezAwtZntbMzHrKBxgk6Z/UHkQ6CDAAAIC8MrOfBMPuDY0zv8LMJskPJxlxTQrthgG0T1Pk+82RpCstzvDDSOoC+T4z1kv6dYHLglaKPhgAAEWHPhjaNjMbK+mO4N9P5Tt++0a+87PB8h2dhjuofE7SAbnovA0AAGQPo0gAAIBC+k7wisXJ9xJ/MsEFAACKHwEGAACQb3+X75TtIEnfkx9Ss698rYUV8j2YvyTprsjwiwAAoPjRRAIAAAAAAGSMDlAAAAAAAEDGCDAAAAAAAICMEWAAAAAAAAAZI8AAAAAAAAAyRoABAAAAAABkjAADAAAAAADIWGmhC4DcM7NOkoYH/y6WVFfA4gAAAAAACq9EUr9g+j/OufWZZkiAoX0YLunNQhcCAAAAAFCUdpH0VqaZ0EQCAAAAAABkjBoM7cPiyERVVZUGDBhQyLIAAAAAAApswYIF2nXXXSP/Lk6UNlUEGNqHhj4XBgwYoIEDBxayLAAAAACA4pKVfvpoIgEAAAAAADJGgAEAAAAAAGSMAAMAAAAAAMgYAQYAAAAAAJAxAgwAAAAAACBjBBgAAAAAAEDGCDAAAAAAAICMEWAAAAAAAAAZI8AAAAAAAAAyRoABAAAAAABkrLTQBUDrsW7dOi1fvlxr1qxRXV1doYsDoBUqKSlRWVmZKioq1K1bN3XoQJwbAACgrSDAgKScc1qwYIFWrFhR6KIAaOVqa2u1fv16rVy5UmamTTbZRN27dy90sQAAAJAFBBiQ1JIlS5oFF0pL2XUAtFxdXZ2cc5J88HL+/PkEGQAAANoI7hKRUE1NjRYvXtzwf2VlpXr27KmSkpIClgpAa+Wc05o1a7R06VKtWrWqIcgwdOhQmksAAAC0clzNIaFVq1Y1TPfp00d9+vQhuAAgbWamrl27auDAgerWrZskH3QIH2sAAADQOhFgQEKrV69umK6oqChgSQC0JWam3r17N/z/7bffFrA0AAAAyAYCDEiopqZGkr8Z6NSpU4FLA6At6dKli8xMUuOxBgAAAK0XAQYkVF9fL8kPLRe5EQCAbDCzhiZXDH0LAADQ+hFgAAAAAAAAGSPAAAAAAAAAMkaAAQAAAAAAZIwAAwAAAAAAyBgBBgAAAAAAkDECDAAAAAAAIGMEGAAgz1577TX9/Oc/1+DBg1VeXq7+/fvrwAMP1H333ZfT9b733nvq2LGjzExmprFjx8ZN++233+r+++/Xeeedp3322Uff+c531KNHD5WVlamyslIjR47UVVddpSVLluS0zAAAAGg9SgtdAABoTyZMmKDLLrtM9fX1De8tXLhQTz/9tJ5++mnde++9evjhh1VeXp7V9dbX1+vkk09WbW1tSumrqqp07LHHxpy3ePFivfjii3rxxRc1efJk3XPPPTrwwAOzWVwAAAC0QtRgAIA8ueWWW3TppZeqvr5eW2yxhW677TZVVVXp0Ucf1b777itJmjFjhk488cSsr/svf/mLqqqqVFlZmfIygwYN0vHHH6/rr79ejzzyiF5//XW9+uqreuCBB3TUUUeppKRE33zzjQ4//HC9++67WS8zAAAAWhdzzhW6DMgxMxso6UtJ+vLLLzVw4MCUl/3kk09UW1ur0tJSbbnllrkqItDmLV26VJtvvrlWrFihTTfdVG+//bb69u3bML+urk6jR4/W448/Lkl6/vnnNXLkyKysu7q6Wt/97ne1atUqTZ06VWPGjJEkjRkzRlOnTo25TF1dnUpKShLm++ijj2r06NGSpNGjR+uRRx5pcdk4xgAAABRGdXW1Bg0aFPl3kHOuOtM8qcEAAHnwt7/9TStWrJAkXXnllU2CC5JUUlKiG2+8seGmfvLkyVlb95lnnqmVK1dq7Nix2nvvvVNaJllwQZKOPPJIbbXVVpKkl19+OaMyAgAAoPVrtwEGM6s0sx+a2UQz+5eZfWNmLnhNzdE6jzWzp83sazNbZ2ZfmNk9ZrZ7LtaH1un999/XpEmTdOCBB2rgwIHq1KmTunXrpi233FJjxozRG2+8kXD5sWPHysw0ZMiQhOmmTp3a0NnfvHnzms0fMmRIk44A3377bY0dO1abbbaZOnXqJDNrtsx//vMfnXLKKdpyyy3VpUsXde/eXdtss43OOeecmOuIZfHixZo4caJGjBihyspKdezYUb169dJuu+2m3/72t3rvvfdSyqfYPProo5KkiooK/ehHP4qZZuDAgdp///0lSc8++6xWrlyZ8XoffvhhPfbYY+rTp09WgxYR3bt3lyStW7cu63kDAACgdWnPnTwuzNeKzKyzpIclHRI1a1NJP5N0rJlNdM5dmq8yoTi98MILDW3xw2pqavTpp5/q008/1V133aULL7xQf/zjH/NWrptvvllnn312wg4C//jHP2r8+PFNOi+UpA8++EAffPCBbrrpJk2ZMkXHH3983DzuvfdenXrqqVq9enWT95cvX66qqipVVVXpwQcfTDlYUSxqampUVVUlSdp9991VVlYWN+0+++yjp556SuvXr9dbb70Vc39I1YoVK/TLX/5SknTVVVepT58+WQlaRMydO1ezZ8+WJG299dZZyxcAAACtU3sOMIT9T9JHkn6Qo/xvV2Nw4XlJ10v6StJwSeMkbSFpgpktcM5NyVEZ0ArU1taqa9euOvTQQ7Xffvtp6623VkVFhRYtWqQ5c+bohhtu0BdffKErrrhCQ4cO1QknnJDzMr355pu65557NGjQIJ1//vnaeeedVVtb26RK/I033qhx48ZJkvr166cLLrhAI0aMUF1dnWbOnKnJkydr9erVGjt2rPr27atDDomOtUl33313Q/ChvLxcJ598sg4++GD1799fq1at0nvvvafHHntMn3zySc4/c7Z9/PHHqqurk5T8Rjw8/8MPP8wowHDBBRdowYIF2muvvbK2r6xZs0bz58/X448/rquuuqoh6PTrX/86K/kDAACg9WrPAYaJkt6U9KZzbqGZDZH0ebZXYmb7STom+PdxSaOdc3XB/2+a2WOS3pavzXClmT3knFuW7XLkUn2907I1NYUuRt706lKmDh2aNw/Ihh122EHV1dXq2bNns3kHHnigzjrrLP3whz/UM888o0svvVTHH398Sm3lM/HBBx9o+PDheumll5qUa8SIEZJ8k4bf/OY3kqSNN95Yb7zxRrizGI0YMUKHH3649tprL61evVqnnHKKPv/8c3Xs2LEhzYIFC3TaaadJkiorK/Xss89q2223bVKOvfbaS2eeeaa+/PLLtD7HhAkTdOmlmVUSGjx4cFq1J6qrG/vLSdbJanjbpftZJenVV1/VlClT1LFjR910000xm7SkaurUqQkDFBdeeKF++tOfpp0/AAAA2oZ2G2Bwzl2Sp1WdH/ytlXRGKLgQKcc3ZnaBpPsk9ZR0kqTsN5TOoWVrarTTpJmFLkbevD1+f/Xp1ikneUd3/BetrKxMkydP1g477KAvvvhCs2fP1k477ZSTsoT99a9/jRn0kKQ77rhDa9askSRde+21TW6QI3bccUf97ne/0/jx4zV//nw9+uijOuqooxrm//nPf27IY8qUKc2CC2Gx8i924WYJ3bp1S5i2a9euDdOrVq1Ka301NTU65ZRT5JzTueeeq2222SatfJLZYYcdNGXKFO2yyy45yR8AAACtS7sNMOSDmXWXNCr4d2aCYT8ekfStpApJo9XKAgzInfXr12vhwoVatWpVQ98G4aFl33333ZwHGAYNGqS99tor7vyZM31wqWfPnnE7L5Skk046SePHj29YJhxg+Oc//ylJ2nzzzXX44Ydno9jNnHHGGfrJT36SUR6J+k5IJNwBYrI8OnVqDF6tXbs2rfVdccUV+uCDDzRkyBBdfPHFaeURduSRR2rnnXduKNNnn32mBx98UNOmTdOxxx6rP/3pT/rhD3+Y8XoAAADQuhFgyK1dJEXuJl6Ml8g5V2Nmb8j3AbGLmXV0zm3IRwFRfFavXq0bbrhB999/v+bMmdPQdj+Wb775Jufl2W677RLOf//99yVJ3/ve95o0e4i20UYbaciQIZo3b17DMpK0YcOGhv/33HPPjKryJ1JZWanKysqc5J1MeXl5w3RNTeLmROvXr2+Y7ty5c4vXNXfuXF1++eWSfM2QLl26tDiPaD179mxSg2WXXXbRMccco7vvvltjxozREUccodtuu61hxBEAAAC0T+12mMo8+W5o+qMkaSPzSyVtmZvioNjNmzdPw4cP17hx4/Tee+8lDC5I6T/hbolevXolnL906VJJSunmvX///k2WiUxHamUMGDAg3WIWtchQjlLyZg/hETSSNaeI5pzTqaeeqvXr12v06NE5r1Vw3HHH6aijjlJ9fb3OOuusJt8rAABAe1Vf77Rk1fomr/p6l3zBNoAaDLkV7s0tXvOIiHBvboMkfZDqSswsca9xUv9U80pHry5lenv8/rlcRVHp1SW9avKpOO644/T555/LzHTCCSfomGOO0bBhw9SvXz+VlZXJzFRfX9/QsWO4uUSupNqJZK5qHmTLokWLtGjRoozyKCsr09ChQ1u8XLhjx3CHj7GEO3ZsaX8Tb7zxhl580VeW2mOPPXT//fc3S7N48eKG6c8//7whzbbbbpuw74t4jjjiCD344INavXq1nnzySTp7BAAA7V6sPupy2Y9bMSHAkFvdQ9PJemtbHZpu2WPLpsGJvOvQwdrFjyXXPvroI73yyiuSpHHjxmnSpEkx0yV7Styhg6+YFOmzIZ7wk/JM9O7dWwsWLNDChQuTpv36668blgkv36FDB9XX12vBggVZKVMsN954Y8FGkRg6dKhKSkpUV1enjz5KXJkpPH/YsGEtWk+4eUVkZI9EXnrpJb300kuSpEsuuSStAEO/fv0apr/44osWLw8AAIC2gyYSuVUemk42juP60HTLG16j1ZszZ07D9NFHHx033VtvvZUwn0h1/OXLlydM9/HHH7egdPFFbkrfeecd1dbWxk23aNGihhvQ8I1sx44dG/5/+eWX81IrI9/Kysq06667SpJef/31hP0wRGogdOrUqaFjxWI2f/78humWNukAAABA20KAIbfWhaaT1asPVwFoacP6QUlejCHXCoRvzhPVLrj55psT5rPZZptJ8kMjzp07N2aampoa/eMf/0ijlM3tv79vHrN8+XI98sgjcdPddtttDcGDyDIRhx12mCRfZX/69OlZKVe0CRMmyDmX0Sud2gsRRx55pCTp22+/jbudqqurG0blGDVqVJO+G1IxcuTIpJ/h888/b0g/ZsyYhvcnTJiQ1ud66KGHGqaHDx+eVh4AAABoGwgw5NbK0HSyR3tdQ9PJmlM04ZyrTvSS9HVL8kNhbLllY9+eU6dOjZnmpptuSnoDvs8++zRMX3PNNTHTnHvuuU2ePGfihBNOaBip4LzzzouZ77vvvtswssEmm2zScLMdcdZZZ6lrV/8TOPXUU5uMMhEtWR8Gxeqkk05Sjx49JEkXXnihlixZ0mR+XV2dzjjjjIaOPeM1cZgwYYLMTGYWdz/JhqlTpzYZXjOW6667Tk888YQkH9hKNJwpAABAe1HXTjp0jIU+GHIrfCc0UFKiuu3h3twK2qcCCmPHHXfUtttuq/fff1+33HKLli1bpuOOO04DBgxQdXW17rnnHj388MMaMWKEXn311YT57L777nr99dd16623qqamRmPGjFGPHj30ySefaMqUKXruuee0xx576LXXXsu43P369dPkyZN15plnqrq6WjvttJMuvPBC7bHHHqqtrdXMmTM1efJkrVq1SmamKVOmNBvOsn///rrpppt0/PHHa9GiRdp111118skn6+CDD1b//v21atUqvf/++3rsscc0d+5cffbZZxmXO9969+6tK6+8Uqeddpq++OIL7bbbbrrooos0fPhwffXVV/rTn/6k559/XpJ07LHHauTIkQUt74QJE3Teeefpxz/+sfbcc09tscUW6tatm1auXKn//Oc/uvfeexv2w7KyMk2ZMiXlDkEBAADaqmmzqnXOA+8WuhgFQ4Aht8IjQWydJG1kfq2kT3JTHBQzM9Pdd9+t/fbbT8uWLdODDz6oBx98sEma4cOH66GHHtLGG2+cMK/bb79d++yzjxYtWqQ777xTd955Z5P5559/vrbZZpusBBgk6YwzztDy5cv1+9//XgsXLtQ555zTLE2nTp00ZcoUHXLIITHzOO6441RfX6/TTz9da9eu1Q033KAbbrihWbrBgwdnpcyFcOqpp+qrr77SZZddps8++0wnnnhiszSHHHKIbr/99gKUrrmlS5fq1ltv1a233ho3zcCBA3X77bc3a/YCAADQ3tTW1evi6XOSJ2zDaCKRW2+qsXPHfeIlMrMySd+PLOOc25DrgqE47bDDDpo9e7ZOO+00DR48WB07dlTv3r2166676uqrr1ZVVZUGDBiQNJ+tt95a77zzjk4//XQNHjxYZWVl6tevnw466CDNmDFDkydPznrZx40bp1mzZunkk0/WFltsoc6dO6tr164aNmyYfvWrX+mjjz7S8ccfnzCPMWPG6LPPPtNFF12knXbaST179lRJSYl69eql73//+xo3bpyefPLJrJc9ny699FK98sor+ulPf6pBgwaprKxMlZWVOuCAA/T3v/9dM2bMUHl5efKMcuypp57SNddcox/96EfabrvttNFGG6m0tFTdu3fXFltsoR//+Me64447NHfuXB1wwAGFLi4AAEDBLV1do5Xrmnd63r28VD06d4yxRNtjbbHH9nSY2RBJkd7P7nTOjc1Svk9IOli+ZsJmQZ8I0WmOkXRf8O9vnXNZvfszs4EKml18+eWXGjhwYMrLfvLJJ6qtrVVpaWmTPgIAIBs4xgAAgLYgUdOI647eXqN3TP0eLF+qq6s1aFBDS/1Bse5VW4oaDBkws7Fm5oLXhDjJrg7+lkr6q5k1aaRsZn0lXRn8u1zS33JSWAAAAABA1iVqGlE1blRRBhdypd32wWBme0r6TuitvqHp75jZ2HB659zUdNbjnHvOzO6XdIykwyU9Y2Z/kvSVpOGSLpK0aZD8AufcsnTWAwAAAADIvxVrN8RtGtG7a1kBSlQ47TbAIOkkSWPizBsRvMKmZrCuEyVVSDpE0r7BK6xe0mXOuSkZrAMAAAAAUCQmHrGNSkvaV6OB9hxgyBvn3FpJh5rZTyWNlbS9pJ6SFkp6WdJfnHOvF66EAAAAAIBsqRo3SpUVhe+4O9/abYAh6MRxbIZ5TFULajY45/4u6e+ZrBMAAAAAUNxKOlihi1AQ7au+BgAAAAAAyAkCDAAAAAAAIGMEGAAAAAAAQMYIMAAAAAAAgIwRYAAAAAAAABkjwAAAAAAAADJGgAEJdejgd5G6ujo55wpcGgBtiXNOdXV1kqSSkpIClwYAAACZIsCAhMrKyiT5G4H169cXuDQA2pI1a9Y0BC4jxxoAAIDWZtqs+YUuQtEgwICEunbt2jD97bffFrAkANoS55yWLl3a8H9FRUUBSwMAAJCe2rp6TZrxYaGLUTQIMCChbt26NUwvWbJES5YsaajSDAAt5ZzT6tWrVV1drVWrVkmSzKzJsQYAAKC1WLF2Q8z3e3TumOeSFIfSQhcAxa2srEz9+vXT4sWLJUmLFi3SokWLVFJSIjMrcOkAtDbR/bmYmTbZZJOG/l4AAABau/GHDlNpSfu8tiHAgKT69OmjmpoarVixouE9ajEAyFQkuNC9e/dCFwUAACBrRu+4SaGLUDAEGJCUmWnjjTdW7969tXz5cq1Zs4YAA4C0lJSUqKysTBUVFerWrRs1FwAAANoQAgxIWXl5ufr371/oYgAAAAAAihCPjgAAAAAAQMYIMAAAAAAAgIwRYAAAAAAAABkjwAA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\n",
            "text/plain": [
              "<Figure size 1200x1200 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.03361048549413681"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 39
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "H2d9pE4U7qjh"
      },
      "source": [
        "This plot gets pretty weird and unfortunetelly our method of using interpolation to get the threshold wasn't useful. Luckily, we can still see that a better value would be around $0.005$:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "b_cetpTTPo-v",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 958
        },
        "outputId": "06dc928e-0efc-4709-a295-58b84eec653b"
      },
      "source": [
        "thresh_fe = 0.005\n",
        "evaluate(encoder_fe, decoder_fe, discriminator_fe, test_dataloader, thresh_fe)"
      ],
      "execution_count": 40,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "100%|██████████| 16/16 [00:02<00:00,  6.38it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1000x1000 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "K2mFXt4Y8jIS"
      },
      "source": [
        "Even though we used a value close to the best trade-off we still get some very underwhelming results, unfortunetelly!"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "sKNIcgwEAoIh"
      },
      "source": [
        "<a id='five'></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-PuUspW5H9tk"
      },
      "source": [
        "# 5. Finetuning a pre-trained AAE"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "KxKSRVHPApf3"
      },
      "source": [
        "<a id='fivezero'></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "UeMmepQTIAxC"
      },
      "source": [
        "## 5.0 Loading the pre-trained model"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9gePDqcsIHXR"
      },
      "source": [
        "We'll load the weights for each \"sub-model\":"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RSryfxGHIDNq"
      },
      "source": [
        "encoder_weights = '/content/drive/MyDrive/ml4sci/domain_adaptation/Domain Adaptation/Model_Weights/AAE_Encoder.pth'\n",
        "decoder_weights = '/content/drive/MyDrive/ml4sci/domain_adaptation/Domain Adaptation/Model_Weights/AAE_Decoder.pth'\n",
        "discriminator_weights = '/content/drive/MyDrive/ml4sci/domain_adaptation/Domain Adaptation/Model_Weights/AAE_Discriminator.pth'\n",
        "\n",
        "encoder_ft, decoder_ft, discriminator_ft = load_model_pretrained(encoder_weights, decoder_weights, discriminator_weights)"
      ],
      "execution_count": 41,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Snefi9lcAqr1"
      },
      "source": [
        "<a id='fiveone'></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "kY_I-5OBIKwu"
      },
      "source": [
        "## 5.1 Training the model"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4b9TWM0uINwW"
      },
      "source": [
        "We'll perform training just like we did with the AAE from scratch. The only difference is that now we begin with the pre-trained weights:"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NKRhwR10IVJg",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "5658be37-241e-4cbe-a0b4-dc6f21400209"
      },
      "source": [
        "save_path_ft = os.path.join('/content/drive/MyDrive/ml4sci/domain_adaptation/', 'weights_history_ft.pt')\n",
        "encoder_ft, decoder_ft, discriminator_ft, history_ft = train_model(encoder_ft, decoder_ft, discriminator_ft, train_dataloader, 50, save_path_ft, viz=True)"
      ],
      "execution_count": 42,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/50: 100%|██████████| 63/63 [00:19<00:00,  3.30it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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AuAVipw7ZLf5TO56+6RmQ0e58rBu9305cXDArNDe0qUCGQYahrmqQZdDcuJ7GbO5+k/HJIUDjwfjzcJogUte9BH9oODi77htgW1GKGbLjiEVlMVr7LhkKDLTDHXMSD7bailDxvzd9kNTO2YBWric5n4OqyhG6tcDZFFRbkI+cgVKwlQJIw3rv3U68Ns8KIIAMY6IVyDKqSkEFW/fvrLRL+KtdDyGGSjK3ajFFiaYkz4yNlMkTopbEup77QwDe7v+4CsB/ZOb/TkTvBfBbRPTjAD4N4IfWPM/hoi8+PRC7Dpl1iWQTol8yUu+Nbhk5kEK2Te4p2dPFDJhUrgvN7DxyRWB4olcErty7rQhcOQ+fLIMsQLbC5LkaNNVQcwuaaBdONq9Bta/RURvAKLDSgDWORGxyo87nvuokhmvWFH/cTh8Gh2XXpUG3TRL7otIARX09IWQfPUUDf0+rWFduy4HUc28+T2YKYz5Rh096C6EHaKyzRes9bv99ql30FybuWEyAnRLMxOnwtnKODVlgflOhumSwJuizCupeBXWpXe/AH5OAJkbekzzDRLvOZ0VbGSsSO7AmuTPzJwH89cL6LwJ49TrH3ilGRAiM83Z8Vy4n+Pi9RDtPPa/S0znvoo0yFC/FRIMLJN8ck6xteU1OknHei1v2Rj8l131VzoshA8xvaVQXFtVdA32pHMnPNHA5B13NEs/LNuStmmzXVtZiSAzBEpLMosHAwazBcacAjsCuN0XsfaGFAQOk3iktkNlV3NdLlIHQSxnPLWTbOYTlpu3xx3Xb0BC81ojSf3CIrJMRYRVYKaiZgZ1q31MF7ASozwjmjGBuOHJXVwQ9Y9Q3Jjj7C4VqoqAnClop0MWVz1z1TkmoWxMLkjV2Ha/zKk7JGqQeIBmqG0KMZVeqIfU08kUlXlI+QBo8Ek2t9Oh2Akfi2SR/fOoFtXT/0Bai2HPg1niAAayT3q33PGzlB5fI6ZL1mffgPQmoOWCmykUcVAR9ZaA0QQWvbDZ378xg1P43eII3Be8ziX4QZKDmId1Zv/C747z1Tsz6UK8glUqsbeduLHg4dB4EQO+DIMoywVHKHwLhmvjsV3YHc/uGXQAQahexVYekJu3Hugj6snaRM5UGGYJyHU6YM/ciBvQlwTznxqOmFWGiXC9W+YdNtHEDQFkQtJMhQ/y8AUgF5yWLohmDnB9WwPUg91EXpxvL3nwk9HVhc0LNvfbW9uzV0tnZ179IiT0fXCqRevoACHHtqfejnC7uBpYMWHsiDu783P0+mjOUVo7owzOkAuqbBHMGWA0oA+gL15U9qwjVXcIEAJkmjDKMOzgDt84V8pE3XIqg2WQX9pSQxzqv6K0DaE8Qk/dS84zpvgqigfzD59SbHvLGE4J3h/FefGnf1MbTwcrQvPw7mSfveosMwLiBUndiNy7kHwRUW1BtoS8NzLmCmnCUZOwEqO+zYALUTRdlA18DngygZpWTd+YVqDZNWz3Bx0ACoJXsFFGawHsIa3rv14PcV0TL4+nrwpa6rqnXng+guoN0B1BTjz0sp+FmqWH3JE5w7gUrirHpTvNmkHU3AVvlkjlsMF/nrZDVYAWYqdNQrQbMOWDO3aBpdeZ/F5RTgeYKVCnouXJ1PYAovRBq16ZQk2MB0ustZO+RynNjCH6RxDi0LfTq/FhJq0Rubo/hPy6RfDwXdSJrOK28WEIix+RSJAfZMSDNpWB2un+o4GhMEwtPBNTGedsTC7qsoZihL102K4gxC+NVlmBvGXBNUDOFekbQVwQ9I1T3NOxUQ19pN5ZmlLNT5QdTiZsw4LzWErCcRCOyzJ6h2h5QvDFSr32Bxx4HUX2yRJRf8j+3ROgdA8i+x+SSh1KST2/KKBW13qAqgp4rqLnrsgLOKTHnjjjIENTcG/ylAs8VuNbNwJK17visfRfbC/qpNBNCybwY3kqaKaV2XzcsGdLYR9qjSvRSUiIjRnhZkG3LfmlI4mB100xaaZXVTY+TPrBCmn9f+GxYtuxqrxvbDKImunwkeLaA1l628VE0zKCLK5eoxIzqzgxkJyDWmNwhzG8R6ptwY1Xekw8vJ+OQL2egk+tn/G9IZCv/0ImzmUV5hvsfrotmetpHnPu1RV7ZMQ11DKGPaSx7rrMDjQwDtL11HogR7iV2dHV6BefOpyQPuKSP5KaiOtz0LqpA1Qx9ZVFdEuoLQJ8RrI8oAPveZwXYCcFMFXSlgDMNzS7CoCmh4OKPXfSMyzLsSDOl7usyXddTxZpSjFu9QGsH4jlKujiA9n9V8tzDYCL5Xup87s+jystad4rOxXOnUkyeDBQcYfJhj4AbJHXitiNSY5wcGCJ3vEQDVUWNHpUG1a6cAM0rqJmF0oTqijG5Q7BT93BjAlSNIOA7m/chxNDUjFMoAupMPl0GYypMLvug97ge5L7ixRl9XKWamycn8wKxt7T1VF9fROzLIiQyMQOwjkSJGy8paOPJeAERQc0MtCZMAUfMBFBNUIa89ug0SCAQPTm557Ln+gBt732o29qX9SdYCqOIvQ+xNlAiCeXE68Gq/b24z7xuzmmTiTvyY4XjtMaXHLGX/vfgBQNIajr5aBnysYx+fMdNUuNlSOV7G6F0hrUgY6BmCpqA6XP+AQEFNSPYCQAG9JU7JBMAQqcqJYVABbQJviQrdTC2dLAMqO4QeYmB0iBq2AdoSDzFgL5ePie1Y8NL4ZPpfgEpwbMvgJTKNKH9ROB57cg9PKeMr7BHCqoG1Jwc0RtAXzFU7UPRhghD+WgZbs7VmtMyIKlbX8z6i9ftCL35UuRDHg3Tt1w83nBIaKkujDtlQUpJEOLHIzJ5MP43yf/UkXdC+zVaNkppjSVFsVxFEf68VHqgJA//OLF1/E2Fa8YWbtYlDYYF+WQ6YgYu5wARdJCaLKBnjNldhfmtYOsMNUu8eP87W+85guSo0Lpni1UkQxtz9B17CaK/PuS+pVrhHU+ILZh9hhyRC8Ip1ebIPfYF52h5NinB5+gdqArrE5kGzhlByDRNdlcAwEDliy3pGUFfBWN0vY/qiqFnFmpmQXMf7hh+b2hbjLZQUcuNBJLeBKH54abPJvtI1x0lclJPveJ0fVjuwwrEPmpKxyEbTAc5gbgciT2M35R6ZMk+pDUwqdCZmjEnuapy99G8diScT/cINFM+hsvh9fgomYR1SZQQUdVE1YTiYbU7p6otqosaYA0mgKwP+SVAz9mVJvAdYCaX3U2pvAl4J6qnV7oK8gf+krg+5L5ppAOog/st2J7eICmCgYSZbgCfVeqMh31WHnl5hY1tCD+9EYJR5B592rba65Fes3RtAhQReKZcFI1RUMa26s+oOYNqhjLWZ7JafzNmXlZ6vpIak+i+J40+0i5o4OX9VLI4Yr88lr2ERQQyQPqtBCOg0dKzjNJmGr6CVOTbGaqktiaIsdzo6+E3ZL2glnevqP2wieeiduXVdH4E/6CluRs3qOAGT8kC5sw/AKzrrQY5ldKHcCgkxrxazsYih2WNe+L6kHtpwC79nBb9yVFa5zPyCE6KQTIBR3ey4KwLXmyejTciETUj8kTNPI8hnJIrFzoJ+AEd0zauXM4okS1buMpLiQdZm7gfzd2+wcGyEwYunOGHaB+y7Lz2mYWqg+eehHTGSCB/w+YPl1x7PWVtfQyB964fSeopSnaYI+89LNGD7CRA+WWqqsSr92StdSzkRVXlPfPkv04dGWNcz7eqgKkFZjOEGcDaTefmeHXtGDhpC2UPAVh2sgzQVDCt/QOKtQsJtgAbhYkF1EzBnik3nmQAVTtbV7VtX6eMfBsNPr94zT1ZLHc9VpoRWWYcWhrYgjkjF89hmujv6SvF0B8TBn189zZ60KmX4buDyCMblP/sb6xmntSe84UHTThny/vyyU7wnooFNDPURMcJh1k5zx6GoWrrvB7DLgTN2Cac01oXn1960Jy6l74pLFvrftn9CxEw8VBZJE2H2JsvRg89ErvWCOGIccwnEHtaaymU6E2PE/aBzyo1Bhyibbyj0Kpjo3UThZP9llbUjJv/L5EKXUY4A1GSjPcCu4gbmriqkVSzK7dRW5Dh8jha4RqOwpYSmq41uW8UPnmkFRUwdoDMI3pasYSB+8xJ+dIw+1HqHcQlm0z6awCwyULKEqEzi6BphcIxd42+tq6yHlEzw5P181J6cg/ETiaN2U/IPNb4zoz5lD32EpaxjTEzIw3tn0sU6XoUyCjp5eUae77cKSkQorDSdgQ71rohba2bXI/zKfzBiuMONJsDc//giLkgBkimciSLbnJUWn8mRM1QMh4GAJai5Mme6KGVm63J+mqoc++01TY6MqhN2cabC9S93mmy4Vh7X9MBEnLfBnKpQXWNNujaoepBjIsPtahDBEvlurRhJnfWBNjM266tq844rxFLovLcjQYha0sKBQA2ZrayQqMneoJvpJXkAVO7tpOXYciXXqXaNLJM6rUPkcR1I3ZgvMYOrCbJePTGrifbAZT/g8LMSIOJS2F7+E5L4/bErjyxTyr38PDOApijfSNE7PhlunQTWtPlzNm3cfMFcO1rF1Hly09rH+2TkHxaliCpNc+As1vrexZkm6S+IE3WGnpuXBvZET1q66flq91+dQ2uTSM5jrTl0eG9y/T8CxBy3ySCh6ALXllK8qUbLng1oRSwX+ZJBZ5o8CTM5u5L9sbRe4byg0FxUJR8qnWSGl2E5Ujw7rNqkj28/BOOmQ4kUeplBRkm3EwhtDPMHp8SSF4ITbA9eHvrDHqih9T7xpwKJF8idrc+I/Z0DApwTsqkAp9VYO1tulIxMchWLnmI2A9qGnYld69qZ6baldzFbO7badshlakunxQi68zi5O2aveftps1rHCoCAG18wlPinNTGOTDz2hG79WGW3tbjwyWPc1/Fa89RiqpaACH3TSEn7eAVAIuf6MHjCRKMUq6S3UTDnlWwZxXMDQ1zpmDOyIdquUEeV4I3qcwYBrGUqyPv1pqmHfnAciB4IsD6gkuBtMl5/gS4h4TXR4P2Hn53TMpKiJ1bMsw19M5zrCDTuX0bmaVVAGzMdxKCj1gUWpqSfLJvS0/PS/D67fmDoJW1Pamcx669kzKtwJVCfVPHSTPqc4ozIoGdfU/vKEyYAZ5CXVCUCgkAzxPS9FE1nBB89MaTCpJE7Hq04eGgQ30Y23JaqNLdMYjajykFj92a6LSwd4BaxD5E6qtGyciA6n7RmZUp995TJGQciT3cAGcVzK0J6hsa8/s0ZrcI9Q1XhjckEk3vKJwRMLGMmLynTRODGzJDXcuyhib6bDLIGr33VkibbSIerD8WJy/Lftq9JCwzvHvD7twAaTvi4ok+CJaRYpZEuGYt4k8JvvuF8QdPyTrYRC7FtOrGEKC0m7lIKUfqlRvw5POJJ3YNc6NCfVNjfkvh6n7C7H5XfZQrgGpCdQFM7rKbRIammNxx50wDDprS0jYOqC4KfGjVgCfVjD0ZtEt0+OO3PGVjneNiE7tOs3IH0JFiFhURy8NTl/DYA1YmdyL6SwB+M1n1tQD+JYDnA/iHAL7g1/80M79z1fMcFZiBPtsKWjgSrzdU0lNwN4D/83iiwdMKdqpRn2tcfYXG5QMKVw8Cswcs7JShLhUmdwjmGYIyGmruzq2ZgbnX7ysGzefOaNn6G1UXQhL955AY4osytSpKMjdSTRpClxQ7i/oj0CL2WOK1b/AuXL4DIfZDtu2ha9Tx7APBL5v8VRrAzaSYqK8HYk9lmKryPc/Ke+wafDaBOdPgSsGca8zvU7i6X+HyQcLlCxn1g3NU982hK4Ore1PQlyaYPqtc2V1/2/A91RBWGBPy9kghyCAvAxzalqxrEbxViBXzAskDTaZtGhwRiD04KWzbtj1QdmBpzz3+FxnJL4GVyZ2ZPwbgEXd+0gCeBPB2AD8G4JeY+RdWPfau0HejNJ7QiEgFy4jFiQDXVeOm+9jyatJzhC5reBpUupkP0ns3dqpR31SY3U+4fDFw+dUzvPSrnsHzzy9w+87z8MznvgKgCaq7CtWFAlkNNXPT27EiX4c+DOAmo7fh1H1enff4/LSSjSc/r9v7prVwYvJJojOmxJ5+Jz/fgWErtr2qLAO0e1gLdy0Q/KroK3MN7wGjbV8xKCBIMJMK9q/kqSQAAB2hSURBVMbE9UDPK9ipgjknzG94m34B4fJFFtOX3cU3vfgpfN19X0ClLD5970F87OkX40vn90PNK+iZS6IDOW9aWwsy7jzE3EgxpYqUrrG+jdQm/TDQGsekfM/aGHcddeZ8GNtIMcFjLxH7NuSYFbApWebVAD7BzJ8eVZhoH1g2/jdFq6770OBk4benhpXHvqc3u+9ucqVgpxXsRMGcK8xvBXKv8fVf83n83a96P75h+jm89+KV+O3qETx190WYP6NQ31HQl7Z9jthD8O+LMuiiYTUDrLGGdk7S6e8OpG4HiD1Z7hSNOhCPvQebse11ZZl1CH4MYkmL9jk6FSSD1x7i1wOpA7636D326cTZ8VmF+mYFc65hp4T6jDC/j3D1fMLVgxb00CX+6ks+i+974R/jL5/dhmWFj5y/FLVV+KM7NzC/T2P6HMHeayqQqol20TXayzShx2DRVB0tZX0D5QHgFEmQQcgCbxF2idh7sJJdrxkhk2INxmvhhwG8Nfn8U0T0QSJ6ExE9sKFzHAb6Ig+AdkRIGGRM61arjHQDESvl6lVUCjytwNoNLNkpoT53k2XQrRpffetZvOr8/+Lbz2v8rZtP4OXP+xLsuXU1pys30Brl9UT6CdUeRyNq6Ym2GLR4Y7LlkLjU3r9l/CUDzQd3DxeHY9vh+uav4q4cySVdLiJWNO0hvkxnb+YsaKZwDMSeBgPwRPkeqPPY63M3V2l9g1DfYpj7LB64/x6+/tYX8Irp03i4muPrJ5d46eRZPG9yhWpiwBVceel0nt+07K7ybaiqblZuzBnJ4v4XXV/L3qYTGw8BAwWPfXQVyFWQO4RLYG1yJ6IpgO8H8J/8qjcC+Dq4bu1tAL/Y873HiOh9RPS+Oa7WbcbWwVwoxZt6oumNlupx6XdyrzqEHFY+hj2RY+xExZnZmQCuFb54dQsfnX0lPjSb44nZV+ILF/eBrlzFRvKhkSG3o/e8QwgkHl5xsDQh8fA5HUgF3O814ZXEu4fr5G+AXq99gKj2hY3admsAuWd5VQwQfUrqC0l+EVryWvmBzWG+Xu3i2G3lls3Ev6ZAfcPPVXpucP/5JSbK4J49wzPW4o5lXHIzbSNrBms0Y1kqu3/Cg0XrxoPPbT0vFxBsMXVKTBP50nJi6jp+5rp2th23F47jSxV37HrIvvNxrNJrBWxClvkeAH/IzJ93bXPvAEBEvwLgv5a+xMyPA3gcAO6nBw+6X95B6Pa1Qh/9TwgaXlq8K+yfSzTazcgO7W4AO/FezpmCPSPYiatToeYA3dV44ukX4jfwKjxwdg//78sP4NOffQHOnlGYfJlRXXJT9yI3hmWMozRBQvobYxhZtn+4KfLrFJuQ9XD6znlY2Jxt5/JGHkm1KQzVSIq7LJBt8m25vVuOyc6dRKm4j+9FtoqFuRcr/87AvfkEn718Pv6QXoFPVS+EgcITFw/ho8++GLM7U0wvyZfcDRmjFmA0pJc6LqXCdDmxJ22N4Z3RJ2vbJeV17VNvPazPYtk5+zyItP1rRMX0YRPk/jok3VYiegkz3/YffxDAhzdwjv0iEjd1jTn80UGLDIM0TO1ByXCcQPrkJ4yufCJHpcBThfrcDaLW503YozLA5I7CxWfvwx8/e8Nlh97VOPuixo2nGGfPWegLA5r59GhfpTFgdJdxyCBjLK+bK7L1tRZxF7zHkrEeLqGn2J5tb3tsqjNt26YU2Oyw6e9QbWIKKfxgZ8PWwIXwzgB1BdC9Cl/80n34E3oIty/uBwBc1BN84cu3cOfpW5g8PcH0WcL0jnNe9KUrL61mtbNza2OmaNrjLE7AXeh1cyLXlGy0RerhGAPE3r4wI6KU+sZh0uU8HHMJrEXuRHQLwHcB+Ilk9b8mokfgnq+fyrYdN/JB08wTaBG/ZTiXICQy2faf5ItvBWK3Ew1zpmFuKMxvKtQ34ZI6fA918hyhuusHkixQXQLT5xjT5xjVXQt9lRl9apjr1pfOMks5H1QeGofIv5/u10qoCUZ8GKS/UdvOJbLcSytF0ZQ8uXUeCJlH34qNz739xM5biUv5/+4liTigarnbRnYRLmCfUc3kczQIfEdhrs7wuVrhKX0/mAl2rsD3NCbPaUy/RLFXqi8t9MzVLaIr05S7qOsmiiWNOe9xOFp16OfzON7VS55573NR1ulY+12qN70HWYaZ7wJ4QbbuR9Y55tGgpyBT7ObpbF1HB0w8a6KYpWemhPoGML/PJXW4TD2guoCrn86AmrsZY6pLRnXPE/vcdL32IaMoeR2l8qOp4fYNTPUNmPaBbaZJJu09kGirjdp2H2GnXlnePW9OWl4ec76l2jjSsw+lrjkz8gDfRkfo/tDG2bCdOA9ezb091wR9UaG+4Y6j4LL+9QVh8mWXxFTdY0zu2ui109w0E3iY1InxD6RQdrrvZ7Z6GsNOSvOTknOMJfWhB/iOcH0yVBd2kZJuVK4pt6rscZz9hXoIvoVWVlpyA/uJqXnitrMCzFTBTMlFFtwAzDlDzQh65sn8wmWlVlc2TpShZxbqyhF7mFWGFcViXmD2EwpwQ6R5aBfgu9RlUu9ojnGfgkck6MeYbvg2r2Ee5lgobd35SqE9HSkmeMJh2W+n4Ggwe4mGoOaM6p4jeFaIkWEgxEkx9BVDXwHVpcXknoW+sNCXNdSF75mGInkBIUEvdFDzMEitu2Srkx51aWaq1M595qubNq/hiWJd9tCedf7fNaSYFNeH3BdhiPx7YoxbRZnyOSLdDkCIGS91F9Nj+enszMR5OHYCFynjX06rdMSuL3wXtebosdOVabymNNJlCC25ZUBzBLpST2GfTkGqvFdwIJLLzpHLKstIMeugI5GU7XgIvQ9tcgOspdBDN+8utUpVu5pFLprLzVXqj08uGsbNK+DtfM7QV+yI/dIT+1UdKzLSbB4L1sXqkGkYcvdHtJeDzJRe+x7HJdj0wgSlZbOBF3nzG/j/hdxXQZ8mCbguq4UbVE1mOuK69gkXlEXSuC4sGSfnhLFKp0962d4bvZoz1Iy9vm7c5AFzE0uRxlIAiTZYHEwtzYoUNi0YHB2NTje156YADkaK2Tr6yLsk12z6fHHdeIIfO0FNyOGIZK7QBFmH6JjQHiao2rVL1c7OrXdgAG/nnuCpZqgr44g99EzTwU1jXBtM3R1XSr330vUOIZQ2OebI6K7ecNJlJt3YYFRMH4Tcx2LRoFPi1UaCT6NKTJjdyPpsOm48f6OgryzslfUTUbuBVKpdGGR16W8ECz/jETeGHo7hiZ1aBJ/q4m3Sj6uDt09J9cBFenpf9l/nkjXf7cz83mw4fY++6Pn2EOfYB92q4xNhxrARoZDpDEwp0bvSA/D/W/OgIMu+l8kNWdvguDCUITiPJUyG4U8XJBoVNPkQ9uijbQDXAQ6TZJR+f6FwWIhg60TPJEXPWsEBif23j4PWfVOsxz7WjrcQFdMHIfdlkXo+afRMWgY1ELwx3fTlNPmiNt6bN64G06WrEWO1M3w7cZEF1QVDz9jN41hz1DLd7EcciZziFHfcFDkayATtTpzRQ+pD4Y0lL2Yga7KIoXkkTwF90svQtjEe3hARlI4PRPsdjHXPQn/dYbg9xuRtOzo2luHmDrAAK5B1MxcZ7Tx1awAQQ4HAxLFkdRj8T+flhQX0zEJfmWYaxzARjbXA1QxgH/I4nzU/zc8ElToqrQk8kvEuELVrpCb23xvtlceyp9d0WexgYFXIfQQ6JVVzggdiDZZ4AyQevDMwBpEFkwV5lyVMpkveM9KXBpO7CsSAnvkwSA6RMSHG18a5HONsMnHaL9t061ONsGCsg2VKBwZN++qBu0JLuvW5dA2vLZaJglklQmbofIsIvi8mPv/PdCM/oqrapAkANVzGde0HICsLVTtHRmuCtRQTmEK99kjuvpfbmq/UWFAS3kvGxsk52NdVd7KMaU3x1+mBpqQOtBMKO5dtCWIfHKdb4X/bMOELuS+BlreTa5dsAauaCafTWWCAJt5cK7ClOAE2wRmUIhf3PgGgZhrV1IVGsnI3gdPbbUuOgYWTZVqzIXE/OZS8+NQbWzBgujDG128bJPJT9c4XIffAS5+B5eWWRR5+32Bo+HqfB1/Q5qMthCqhrOL8o2AGKeWO5ae8U/Dm5W1STZSvzx4GVjMHgJq5S8PcvAiyTPCso+Zu3YPEk32cZm8IYcxr4Jq15cmuvY/GKlExIsvsF4Pd2Zzg03CruI8jYIYF1bXz9muAEYvRQc2Mi3uf6jgzElk/wJTMvh67w602uJugNRMSUJZP8oGkUre09L10Xs80nn9RspQQe/+gad8Nvq5EU3pYFEJ+094pGxM9+pa9G/8dRS5AIEynFyZpUdqXubagSeUI3lowT5wePyPYqY8qY7TDbTVB+XXEDJobqMvahT3WvpZL7eq7wM+6BGPArZDInuvUE7KbL7t9+yWXpUoL5BiS4/J9NgQh9xKSbuvC/UrrAsFnOjYzO+1QGaCq3ABrbQCyoacKVRvwpIKeK6gLZ7iUGWqYmDrKMWF7a4LqQtvzWhnpwGiqUcZzXXMpZVPIb+wx+5Y+ryvR9IRG5sXF0vd8mcJE095x4bp2E2CHfec2mclIO28cAGoNTDR06FkGArZwtZWMi7ghw15j9/Hss7mz63QMKYwpZTN79dWdB9AeRwiDsulyuB6lyzeG1Mf+N5v4P0dCyL0P2R9JPZNuDCJPckojaYyNemEYYCXmRg+0umuswePzMkxrALW1W6K1l5KRQtvS43a2j9QWBYuR/48lkh/yztftrvdG5gyHRKYRTq3eKiVSY2ueYOMkmdoksmPdzHtqLbjy0ohhxLl72YcHW4oBAvGhQNTMABZzSlxkCulpJPnYutaDw7r71lrnbAUvPf3Z6e+ymcxaul5990JfAtQeIeS+DaTeO9Ah0mi4AJiVMxrrZ2HX2kXZ1DpGEKSICUpp+nWSgNEkW4T3VJrJDLOP7IXYd4dFck26zzrnKD5Qurp6e3Pbe++PrvFOC3xkGFk3rhTCfmtf80WprpToJ4anedJWoMlCTZyZ2GbTtDsct1TWN7at5LwAgxJM/vtL21vnA1YLTd0ihNxHYpFEQ1qX//zEuAA0qcyA181VY6jak7xxAb/dWXCoIW7fJS1GsKSRASVNPmlbu60j9EbBZtEXA79J72+IdFKCL9UZSvZjq7oEnzw42FikFUMZfuypqry02PRSWw+ykM0aBmbrZHKMUBgshZ8KD9bH4Qd5BhgOBsizSDNPfHRyUj4msunksw1ByH1bSLz3vJokMzvvnNnH2vrKegbRsw8DVwGUJVt00qFTbdFnoHY8lUU3QN7+uHhYRnuyyB/mmyCLIWIvyQyF+jNsGaA2sfdOiBGcHA5efHvcqckLaTRwsI+hj3JK0LiTfTq5IsrVLWPrdJbQe02n2csH+EszTiWfSS2I9Gp+/OJ1B0D0Qu5jsVCeKFXIs20dL90UDDqAyJUsCPaYkTurNCylQOjxfD31rIHFIY6ldgqxbxepZJIvb/3chcHEzHtvSTPGxLEnNrbJ6wCaGPNQ8x/wtqjak6ynk1jH81C3AJ8x7hylzOrU8QjRMnnwQkrsyXJRXsrDd5eZaKP0+QCIHRBy3yy8J1SslQ3djqFFQvBKIZQKbrYnKdChGzqEVi2Zws2TnTf/XrNxgWGLBr88eqNVMg81X97kuQPy0EogI3kurw+b/cApKUJrAnXTJOaBGRwGM9lNvQhdcHLSdqTOTJp8F2omdb6a2HkufYZjJL+hL/onWdldV8LQf3UgpB4g5L4plJI+EpIv1nMP6du+SxpNIwwAxZusqYXR7NIYUitWtzUw2vaqoFTj0Yz0yHMvh9ec9+Naojdapcdj37TmPrY9C7eprkZPqm1LSRarG1fyM3f1VQgl5fe0WeRKIy8GdKK9koHU9j3QJvZRWKbG0aKB0wMheSH3DYGNAVXKa5O26ynUdfdLXrJhhc52yrt88GRf6Nam67l0niUJXbBh9EWr5Nu2TQp9MkLpcwmJdBMe8qTbTgzXCWl76SZWX8wzRNM2pZnc6XKnDcl3Q6x7QJ90E6pHZuuXRm/UUaFntu0H9AiMqv1JRG8ioqeI6MPJugeJ6F1E9IR/f8CvJyL6ZSL6OBF9kIi+eVuNPziwjcZDilqvQfR1O+P2zBsPHnp4laSYVdt/jbBTuw7RFPkr3Zbuuw1kESotpBEfS7y4rgFrPOE7smXLcTlkkbLx2+vafZ7X7vNs7o5hjJv2LrzP3fr05SQaZ/McslN9QpOLHsva4Nvhfrv17Vz+Nxb/q3x9fn0PwHsfV9gZeDOA12Tr3gDg3cz8MIB3+8+AmzH+Yf96DMAb12/miSIvD5C+4Ai+VQQp3Cx+rsj4CsY9ogzvUFviDTHwOjG8GdfJrkPYXgmpV5q+56/8OERAGOwnFQdcSVE78S9EvAAuMixUgdQFjx2I1R2bphdyPsJxSMVXx6EK20q/Z9FvXeV1QBhF7sz8+wCeyVa/FsBb/PJbAPxAsv7X2OE9AJ5PRC/ZRGOPFYMkmUcshM8FkndEbrsPAsveMypvi69w/NLrGuLa2XXuaaZISW7I61wwIBs85ei9e7sLnjosJ154Y8/M3Hj4HDx/W74HuFnX0teHwnejLJNJQszu4dQXJpl+f8wkJwdE8Oto7g8x822//DkAD/nllwL482S/z/h1t3HiWMazXVhhMqAvJbpv/yWnUUvbc11JPsNp2/VQKYI0jryERdJREOKzUXe2zTGjJg8gxv2Sy/GI5Q7miYZvudlWsu1CNEzw3DtOVEkyIVps90mMPydzqB46NjKgysxMaWraCBDRY3DdW5zj5iaacbjoSRTJCT5/OLRCKZOY45KG32zrN7wTlFW2ilXsGjhg2+7o7Ks5AoPHzI9fqECZEm+pZg0p217O25pIPOEcnXvCBzYAiElYQOHeCJ57mr2atTVv27EQ/Dr/7udDt9S/P+XXPwng5cl+L/PrWmDmx5n5UWZ+dIKzNZpxQBgrefR1H7PvtCSc0nEWDdQKVsFadg0cqG1TRqIlAlsFQ7HePZIj+8FPt5q7g7B+nyjrZN9B+v0sQal47vRzLk1RQt6e2IuBEEd4r61D7u8A8Hq//HoAv5Os/1EfXfCtAP4i6eYKApZIFirqhyF2vq+7uun2XB+cpl1z4unmm0IPMhmYXPrYiyJKuOCkWONeYb1/RSLPPrceBEkkTGc5faUPhT5ZqdC76FyDRUmEB4hRsgwRvRXAdwB4IRF9BsDPAvh5AL9FRD8O4NMAfsjv/k4A3wvg4wDuAfixDbf5dBC9j+HtcZ+g/bEFDFpzQIaursyCNB7Xyq7TyJPCBM/9g/wjVKkxg4ilBKgQZVNIAGy1o+dh05p0fej7AIqJYvm+pZozWe+jv7jY4Umeo8idmV/Xs+nVhX0ZwD9ap1ECwS5wLey6QLwdqW+Z7MxVkUs0BeIc9d2AMAbVs22Q2Evro6ZOnQfR0nVnDgSSoSoQnDI6majDY0AbOUdYV0QI9V1T5ih1d2Milul66aWxgdKDzxggjqEnktHQA/AAvXZAyP24wH6kXiBYBmNKC+T7L4O+ErilgUugP3Klry3LtL0v83Zon3iuARLvDNAeJqGnEHIXCK4DSmS07YSbIRIdg0U6+abRyh1ZpjdymBByPzaMSLgQCEahVGdmlwQ25lzL7DNU1Csg70EkxdBWOvcBQ8hdILjuWIXE+nTsdNsiT7vPKx8rowxtj4OiA8dNQyTHyDlHBnHzBALB8siJfFFpgiGUiHXd3kQxiqav9MKS648E4rmfGo4oVEtw5FiX/DbpGY/V5Pt6CUdO5CVcT8+9VItZIBAsh5wYSx73okqUmyLVEyTndXE9yV0gEKyHQMx9kswQ2S7rWA3q5ksOyuaTkpzwQ0FkGYFAsDyKJX8HdPc+gl3lXKVjpZ9X2ecEIeQuEAhOA6U5TPvCI488hn0MhNwFAsFusSihaizR5lPlLXO+0sQdJwbR3AUCwX5RCoVc9js5rgF5L4KQu0CwL5zwYN5OsIi4r/n1FXIXCPaFa+xVroxtFkA7MQi5CwSCw0U+SBpwzYl7DBaSOxG9iYieIqIPJ+v+DRF9lIg+SERvJ6Ln+/WvIKILIvqAf/37bTZ+ZYQY3WvebbvuOEnbPkb0TcnXh2U0+Wt8j4/x3N8M4DXZuncB+CvM/NcA/BmAf5Fs+wQzP+JfP7mZZgoEW8GbIba9W6xCtn21Zq4xcY/BQnJn5t8H8Ey27neZufYf3wM3E7xAcFQQ294DlpVThrz6Pi8/n6z7mmITmvs/APDfks+vJKI/IqL/TUTfvoHjCwT7wu5tW7zR5bGMpLMLpLLvHv/PtZKYiOhnANQAft2vug3gq5n5i0T0LQD+CxF9EzM/V/juYwAeA4Bz3FynGQLBxrE32z4EchKshzwDdk/lDlb23Ino7wP4PgB/z88MD2a+YuYv+uX3A/gEgG8ofZ+ZH2fmR5n50QnOVm2GQLBx7MW2xWM/Pey5R7ESuRPRawD8MwDfz8z3kvUvIiLtl78WwMMAPrmJhgoEu8DWbTv36NKuu0R4bA+7vKZ5CeQ9STQLZRkieiuA7wDwQiL6DICfhYsgOAPwLnINfo+PHvg7AH6OiOZw05v/JDM/UzywQLBn7NS208qEQzd5TvAi02wGu7qOY6YE3FFbFpI7M7+usPpXe/Z9G4C3rdsogWAX2KltL4reyMlfSH0z6LuW27rGpf/w2DR3gUCwQaSDcELs28E6c6X2Zcou6oUtW7t+g5CSvwLBLpDXF++rNd5Xf1wwHvlDcgwxj/l/ViH4Rdvz/3aDD3ghd4FgFyjJMn2zBYkssx7GXONlv5tizHFW/T83+L+LLCMQHALGkIpgPWzqui47b+ue/k/x3AWCfWGRRCMkvz5K13jZ5X1iDRsQchcI9oUD8O5OHmMn7V4km/XhgCU0kWUEAsH1w6YerAdK7MAhkfsBXySBYCc4BBngOiHPJN32cilbdWh5TRyWLHMoOpdAsA+Ig7NbDEkxQ9Eu6yynGHvcFXE4nrtAIBAcCnYxHrLlh7mQu0AgEJwghNwFAoHgBCHkLhAIBCcIIXeBQCA4QRxWtMwxYExNCYFAINgzxHNfBhKqJhAIjgRC7gKBQHCCEFlGcJyQXpRAMAgh92UgevphQIhdIFgIIXeBgxCmQHBSID6Am5qIvgDgLoCn992WDeGFOI3fciq/AwC+hplftOuTEtEdAB/b9Xm3hFOyh1P5Lb12fRDkDgBE9D5mfnTf7dgETuW3nMrv2CdO6RrKbzkuSLSMQCAQnCCE3AUCgeAEcUjk/vi+G7BBnMpvOZXfsU+c0jWU33JEOBjNXSAQCASbwyF57gKBQCDYEPZO7kT0GiL6GBF9nIjesO/2LAsi+hQRfYiIPkBE7/PrHiSidxHRE/79gX23swQiehMRPUVEH07WFdtODr/s/6cPEtE376/lxwGx7f1BbHvP5E5EGsC/A/A9AL4RwOuI6Bv32aYV8Z3M/EgSWvUGAO9m5ocBvNt/PkS8GcBrsnV9bf8eAA/712MA3rijNh4lxLb3jjfjmtv2vj33VwH4ODN/kplnAH4DwGv33KZN4LUA3uKX3wLgB/bYll4w8+8DeCZb3df21wL4NXZ4D4DnE9FLdtPSo4TY9h4htr1/cn8pgD9PPn/GrzsmMIDfJaL3E9Fjft1DzHzbL38OwEP7adpK6Gv7KfxXu8QpXC+x7SOG1JZZH9/GzE8S0YsBvIuIPppuZGYmoqMMSTrmtgs2ArHtI8a+PfcnAbw8+fwyv+5owMxP+venALwdrjv++dCt8+9P7a+FS6Ov7Uf/X+0YR3+9xLaPG/sm9/cCeJiIXklEUwA/DOAde27TaBDRLSJ6XlgG8N0APgz3G17vd3s9gN/ZTwtXQl/b3wHgR31kwbcC+IukiyvoQmz78HC9bJuZ9/oC8L0A/gzAJwD8zL7bs2TbvxbAH/vXR0L7AbwAbjT+CQC/B+DBfbe1p/1vBXAbwBxOZ/zxvrYDILjoj08A+BCAR/fd/kN/iW3vtf3X3rYlQ1UgEAhOEPuWZQQCgUCwBQi5CwQCwQlCyF0gEAhOEELuAoFAcIIQchcIBIIThJC7QCAQnCCE3AUCgeAEIeQuEAgEJ4j/D/Nw1ObnvOTMAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 1/50] reconstruction loss: 0.0000; discriminator loss: 0.0007; generator loss: 0.4895\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 2/50: 100%|██████████| 63/63 [00:19<00:00,  3.31it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 2/50] reconstruction loss: 0.0000; discriminator loss: 0.0004; generator loss: 0.3730\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 3/50: 100%|██████████| 63/63 [00:19<00:00,  3.30it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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5gNcDeAzAhwG83e32dgAfWuU8O6VROMnl+mpdezfTCcylCapbppjfXODkisaNOxSO7yCcXiHMbiawBopT671TxVAzZ/yzElQaEHPwcsh7Nl7YjfNyqgrshNc/ALh9okdoNy3euPxAU2PAVS0MWjYzhHY2mLkzhmrXnWV724TdD6D6wUefujuxA//VReuwlBcVygsK5QWCmQBc2BBeEPjKeucq7o3Oy/Ag90BZudBMuSjsbGP1VvTNom13PQB7jO8RVCYv7ECUnJAZd+j7+w6AVT33uwB80IlBAeA/M/MfEdGnAPw+Eb0DwDcAvGXF82yVRt0XILpAkhmnLnfdTDWqI435JYXyEqG8DFRH9hBdwYk6oGemFva5sZ5NWSHk+87LRlgmxB/TehwdLMTEfXgmE75ZiMGfs7s6QkZl161ZUbFYeYfF57IXCuaoQDVVqC5Yb728QOACMIW1Z8Xub8lQc/ugyto1VdXioGkQbrb1Y4Ba1BMhXrC9OISYhhOBUHqjDs+0XCsZjz1r6yMIRa4k7sz8NQB/LbP9uwBet8pn74pG/m+cIgYAysUm/UVQaJgLBapLBcpLCuVFwvwyobwEsGaoU4I+BfQJUJwY6GMDfVpBHZdQJzPr0XhxB6zQA4vCHndXl36B3DZlt5O/kJzh5gS+rbsayhCr/PYRMUa7znrtgM2OiR0Wre2cjImGmVhhn18imIkNM5rCZnT5MKOeMfSJ9dj1SQl1UtpQo7dtH4KJ4+pVbOcZUY/tL7Z5f5yfkNdIBHBpwQawmTHUjMXHxDa+zN4HjMxQjcjWYffTsYE61u7qxNgLQKM6sl3W6ggwE/cRM8LkOjC5xpi+YFBcr6CPS6hZCXU6B53OrYF6cU9i6lyZplfT+0t0pIQ19msReDebry0euVBdbwQezhhoC8lk0x7de2EQNXZYFNkxJO2E/TIFcWcNG1cvbZixOGUUNyoUNyobZz8prV2XVS3sZbkYegGavdE+wh7Tx8kxyXnQ3RtdeG8EGTMi7h0EL0e53PY41q518G7MhFBNbN4vGMFbnz7HOHreYHK9QnHDejXKeTU2jh5lCsT562lXFegn8IpgR7qSrmluPcwen3fgoZnB0DcWnPPakx1s1pdLDCgvuRj71HrtVNkxeVUCegaoGUPPjBtAdbYdC7svdFdVTSclsel6/OgMPVS/X1fIKWPjdfrj+QZUhyLsgIh7O36maHgdd13jGXhWTwFYYZ8BOAUmLzCOrhlMrhvoGyXUrArCHmLrcbZA6tW0XQAdkIHNTYvy5/uyIOSp8YuHPi4oyXv3vVVtbwBcKGdPsBm1c9i4egkUJ4zihkFxXEGdVLXTcjqrB02rqtn79CGVRBwbwn5WR2KZfaf56wvvZ0KRHY7PkIQdEHFfJFOHuu7e1uUArLC7C8RlDBQnNoNAzYHpdYPiukFxXLo4+xyYzRteTTNbILoAgDOJ+gKhBodrfzypw4eA4iqSvtCSm0zlThz9JlHuvAj8XtFVo71BR0XSOgTpBlOVTXU02toyVQxT2OfFKaM4Zkyulzad14UZg23P5k2HJe6Rdgl7jszAaS+HZeG7U+/wTBdDCskAIu79idIFWdfPieEGmAjFCVvvfe48mxOXFXM6t15NlNq4MAsvNppVDKgtFOO3uUp59Yy+DsFO896FvYMN58MybYOJQCP7K4ils28uVOj5+Yl3RhNUaT13PbNx9pD1dVrVM05dQgCnjkouHTFHbJdAc2H4dKY4kBf/DTMkgRdxj+kylHhyUWnAbvYpa4KaMwo24bmaM4rj0mbFnJagU7fCks/B9d1AH4sEenvES4t9xRe1L3HQ6Im0iHlIIYvSIlPvHTiUOUzDJy3B2wNWCmai3QIy7tAKUGxnVusZQx8bTK7Noa/P7NwMnxXjwyqN2PqiCDJzsOHGbGlgIR23TdgbcfOIhWsjLumbhGh6ee+Za2Uowg6IuAcorlHty59qXaeKTSY2Texo4oqCFba6IwG+tgZKNwN1Zlweu8tlN8Z57XX+eoPMyH5olx8Ec++H0qV9cpeX0RZuSeLtMrC6v/QqN9CDEGIMzoa1aWI7pqQqdqm8Buq4BB3P6hmnPjEgjbO3ZKwEonCgbUNSCsOtsmT3XRTy+EYRPq/+YZrPvX2vWChMPPd9JPpn50sP5MIYkbBqFZbEgwFgGKqysezgYJTsBk4rqJM56MTFIX1mjA/HpNkDvi2qw3vvEPZg5FHaZmh/2ClNkfTGjuzFx7nBJmEcGLYDp4ZtXJE5hAypNK66o7Nt11NTJUOf2lx2mle1t+4nKeVsJBXS3HWnEWyTsGi7IX89I+J2saYWQU/b0LUwR9z2PllkAxH4wxH3VYli7sQMVRoYstrIlSvVWzlxP40uAC/scb5v6zk6vCwNt7LM4j5he7yISI5sWVSDRnGx9IKMY+7JRRKMfFsDrdJ7WB/MADnHwBfvqgxQ2dCjnjvddzcBfWqgj+fWrmfzprD7uRnxQH28/GO8Tl48uSiE/nSzbYaD6MfTNhZKauhoe0wupNhVq2akE5lE3M9CXMDLEMiF0gmwkzsqF4opY48mMvx0IkfMsnAKEUBFvW+jEFJmEDU7yNZx81C0WjxdMmmGhWHr+hoVvHdbAqOyKzkaDSrrm7qalTbjq6yyZTKCTVdVfl4F4Gy4HrBtxMG9g+KXiyQCoJrZNv6G4PdrTDpKPHhCbY9dyQN+Nnh6TY7AlkXc++K6rlwZVz3PdSVdTNIv+kt+1mmfvN2G94JFA432W6x3gyiV0nVddXPdyYXwjWpuq491bc0Z/z5lzJwhb3+BPWj+1sje2A1Yudx15YWUARgwE6isrF2r0vXkANJugNNNUmoMnkaleoHIeYknSKXNiGszAbXHTAzA264Onr1NzTVN58Vvr1ALeFoML3zn/rH2MY4ribj3JfLYbZeUQMRgY6wd+6qOcxuKCQNNUbc1sCDiUbglLU6W5tzH7fFdauJ6INi/n3Yzme3FGzcDaK6/6hUwrn0dTk3gg1LIAeJtqCsNMrzvvHY/5uIX0fDzOkor7ExuBaV48l1O2GPihUHsE7ddNcKb1rkpwueQd3T8gtkAiEq7CLx/32/X9c2gLbmAwfX1VZmG45K2+SyFw84Tb9/FGqwi7ilexInqLmFRhLRCMuxyi63XbJ0HqmtX+5xfL+pxvm+IR6K5zRtoPFswt9J8pq0hd9633ROfx7dD6+Y2twhxQ7SdUYd670tqzQgDwE/T9947US3w0C7E4f7H89Ld9K09ElAvruHt2pcV8KQhQhN50nHGjrdr99xXoEwnUYUCeopAp3PbG64SG49XEMstOBPi/5HDkq7g1GXTGwrLbHMwVsS9B17Eow3Be4dy78WrJC1+wOK21LvRdcXJsNK8L4HgV5j3RhzS1dj2SsNgWGXFHkBjtZqwqHdygwji7QxfZQZ808EpYa9oTGJKBtzDYKlS7QLvylVwZWobn5f2M+P880jYA7lxH0cj/ALUwq5c1plSdhUzbevZoLALxgMI6ZhUGtC0sFUmU6cpTU4I8zBocRygL0tKaw8hQyZGxN3Tkk8bjIjZRi7IhWbgQoqG6v1yIZiUqLtM3ks3xi6S4AdfCw1MJ7b0alFX6zMTuyIOALsgQsVuTdY6nx7xYG703YiqZBvCBd/w3kPvIhldVcnglrCfeIFvTGbrEHjvaaMCIwqTG9QOQtIL7cz6SuPf8RJ+3ltXKqw3bI7sgtvlBQ0u6sqTam4XtbH1a5QLd/rQqOt1pvYYX6ttv805GZqwAyLurTCzTTH0+VY+PAEff47w3q0PkywzMjhh94bvc9S16w5P3USpiYY50qguaLdYgq3S52cL2txjhj6uoE+s116nYZq6XSXsTSmuG6OAuuIZECpKJjcF8dr3n9YSBDGpwIftXKcUsgFXaI7bREsxtg44xqIZXzOeWNgnBXiiwVO7DsL8coH5TRqnNxPKS7YQnyqB4pgxfYFhrikUExUcGJobUFWBKgbH6x/46y9ysMI4ESnYL3a+jK51CPsubg7nFnci+iEAvxdtejmAfwngNgD/EMDTbvsvMfNHzt3CLREmAuXqVcQxSbeP9do5Kh5WxwKXCWJjPUttLzgurNDzpABfKFBdKFBd0JjfXGB2s8LprYTZLUB5mQEC9LFCccNVn3xeYXJdozg20BNlZxDOje2Sh3GB2qhD99a3w8few+SmlvbHAuIzdNzEqyF6Nm2MybYbszhjgc957woATJi4RFo1vXVg0WNfSDd04Z44jBiNJ7GyvdHqQoHZzROc3K5xfCfh5E7G/LYSODLAqcLkWY2LTytcfAqY3FBuApW2C4LMFbg0IE02FyH0LEw9GNsIOWZs01+nPceShjJxKebc4s7MXwJwPwAQkQbwJIAPAvh5AL/OzL+6lhZukYULgcjGJHV+MBNAPckiHshJvfYobt1MBaOFASW/dqWZapSXNU5uUzh5EeHkDkb1/TO86I5ruDyd4ZkbF3Ht6ZswebpA9bTC0bOEaUEoCsIEgFIVUNUDoVTp4N2w9lk1pvbeV0kzhDf+jjx6YPVBqi31IoZo29nYuwvNNGY2J8vVhfRIVNYWSIVwDMcx/JxItk4Kimza2beNsxOgbZJAeUnj9FaFkyuE6y82uPjSa3j1XVdxz4Xv4erJrXjs6e/HtW/cCrCCeZYxuQHbpaACrCooTUDps2u4dmIK7SZloRlyJPuswRlsfmjCDqwvLPM6AF9l5m8sLWy154RBqCSzJAyqevFOdSz2bFpEqPW3ibc74zcTsis8XSbMbmWUd83wV37wKn76rj/DDx9dxRdP78Yf3vYqfGHyAzgxU1BFoMp506ZAAbgJVbDeTRHFK0NOcpRtINkwbQzGtpeFZxrOS9sAa0Pk4cIZSaZJV3gjGuwHkExgsg8z1ahciHF+M0B3neK19z6ON195FPcWz+Ob5S34o4uvwkeqV+L4xi3OAUkuOCJQSNl0Al+wvQaUsspWwt3MyA4hxRP1DqC8xhJXqzdvBfD+6PU7ieizRPQeIrp9TefYLb62S2OqtnFLiVX163RgNa2NEQuEzxn2hO6rjb2zAowGWAOTi3P8pZufxk9cehyvvWjwdy5/Gfff9gQu33qM8jKjvARUU6A6Ivew8Xoz1eCJH5jVzRTLNKNByDFs224LSQBR1omdpNYIvcRlepkzcXU0PyM+17Ly1UQhsM8amExL3HvhGfzQ5Dm8oriIV06ew49cehJ33nwd81srzG+yC87bMSeFaqpgJjaG75MOQhhIx5lm9tFYB7mrxEdoXzIf5CzF+PaIlcWdiKYAfhrAH7hN7wbwCthu7VUAv9Zy3ENE9CgRPTrH6arNWA6b8GCXqx5vg6/a6EWck8V8TdUs/FVlZuq1ZcukkzeAKOaXxP2MzYJRlSsdfMIorhPmL0zxtRfuwCeOX4FPnBh85vQH8O3TW1A5b50J4AKoJoRqSnbV+qM6xOMvAPs3ao8SgW9jMLYdEcIHjXzuOrsliHhqu86e6/cTgQ8niGy8Ldc9JhVGP/DplurTp8DJ80f43LV78IXZ7XiyuoG/qKZ4YnYF12dTe4gGTEEwBWAmBHNEMLHAu5Wj2Nu3H7z1dt6XFhEfYkgGWE9Y5g0A/pSZvw0A/i8AENFvAvjD3EHM/DCAhwHgFrqy+18vV5/Fd1lDvQx3gfhp0HHmQW4iRePjXew79uDTxYDLCjQnKGeUE2WF2mhCdWGCz+Me/MXzt+DOy9cxMxrfeeEyjp+9iMmJXUzBaILSbC+EKZx3pEDM4FKHwSdWAGmuQ1BhookUa08Ytm2nheai9MhsHN6LfppQsCwM2YU/Ngx62owyPTOYHBOmzynMnprgUze9BADwwzd9C8/OL+Gz37sHzzx7GfqGgirdoCnZvAa7joK1Y9Y+ywuAVqCKQ5JCyBBr9Jp3LzXbYh3i/jZE3VYiupuZr7qXbwbw2BrOsX2ieBwDoCKeQGSzC1g5/Uw9ck/s2bgbBMNeYOE4J65UVmDNVtzd52lNOHoebhk/wukLU1z/1hU8f+F2e+6KMJ0B+gaBfAejAKophZo3drV6e8MgbazNM9X5+UIXg7TtrolNjRmbiEQ+nueR1qEB0Fl0rj6x3Y+SlMoSLhvLljdQp7j/LtsAABQoSURBVCW0Vig04ciNLd1Ql/GJG6/A/734ErBRKK9PoL9XYPo9QnHdpkdSmsilXMKDT3zwRPH9xr4+7s60UF5jjKwk7kR0GcBPAfiFaPO/JaL7Yf8NX0/eGx5htltk5C5lDND1QGuLqGdzgw03bwzuHFaLS5uvDoTegT4xmNzQOHrODkJVU4IpXNzSeTOAfV4dWa8GRNDe9isFPo3y3tMQUvwdXXzVh6bGOti0jKHb9oLAx/hMmnh/FfUq41RJf2i61kAau07j8IRmz9DYwX0GQEpB6RITHwY3gD4hzJ49QnnxCCBGURKKE6C47uZ0zABV1YuH2HVe2da+Udx0VvpOKIy/DknhsAbMfB3Ai5JtP7tSi/YBL75e2LSOPJ4oJ9jHMRUa5Qk6J3uk08MBF/u0OeahlADbuDudauhCQd9QmD6vUF6wmQY2BkkwE+upV0dAeZFs3N1QyHBUFaA0udl/tkwxVVxP53bn4iUi3lpLZBkDLZ06WtsGFr15oGnzuVz4tBhZGsZMM2iCFx+NW8H2NjEvoU5t75JKa+d6pjF9gVBeJBgNgOyqZvrUiXrlnHNGIzwDL/BI25cIfJwllvtJRibsgMxQ7SR0WaNMgtBV9VP0XZoY9+i12g9tdnPDjYEZCNeGAbnV5LmwGS7KTf7Q0yJkwlRHCuUlBSZCNXUDqnYMyqbnz51XTzYer4H8EHqaItkl3l31RKKLa6iDUKOmK1OkLSPECTyAyIvPiHzjGEZjQpSK1lgisjWQZjY0ooxBwbaERnFsZ2KHnqk7pxX12O6Sr5UKeO6Rtu+Mk5iGiIh7G2ltDsCmEMaxSO/Bs8sN9ixbNAOoL4oKYK1rAwVsPNCFUIgZKMlOzmCbe6/ZlTlAATMhqCmDDNVejQ/V+DGlRmpa3Ib4AvAC728+LRdt2n7UQr7xlLFVsnrkXpNPGvBEE54a8XcgjD/Vs7gTLzmX9x4JPIwCw4QwpB/W9HapnI1SyaBSQZV2noef/R1fWqya4fVGQVNjB2xRmbpX6tciiOy71UvPZBoN2UnZH3Ff1i3aRbpeavC5wSY/0BTi3tS8iOJc4TaqKthoo/RvWDWB6nil+yzlMnXMRMFMGHpG0KcAa3sxqJkdhFIlh64vVe57JBX2ODw3rqneE6qNvFHPvcX4e9U4EXZPy3KNDXtvyaJZEPi22HuYIQt4gQfVnnIQeEQ9Y8MAayverkopkysm5uLsvjqG9+jJ93ijXvZCanLw6DOpnUB97pGxP+K+TZxxx8LUml0Qkwp8HGn3xh6nR/ZuDwOlXbOPXRGxehV691naf76yel/ZhUH0qY2/FwXDFC6mSYA+YRTHbu3LmVv+zxcUa0zEqppeV9xlzf1ujZfjuyAES5fAB0JN+NwHmKbApwOsrvfJyn2uoTDLWpX2M01hJ/R5Tz2EPtnZf2mc0Lvnvmqk/QK1126qEG7kWPzNOJfX8xymuAOZf6LO7tZKyA+PhTHx4nFGQ2nMpKPmxVQZkDJgZZf5s1UrEVaqL04AsII5YYBthkFxzNDHBuqkcuu7VvWKOm7x7sasRMOLxt5CQ9i7uvvCfpITsbin2eHBhxh87MHnbvQqcpTi4mTeU1a1GPtMHUUE3ykmQy6n3SYI+Fqs9UBsvWaxd14aIZnYI0+zebB8EHUV52UXKy+lHK64n5W4wp2D3aQMALaCXjJYinQE3xN79qSsZ6HczUVRvRxeHPMMh9qlz0AElNaQ9cwNPpU2LEMGUDMDfWqgTivoY7davV8Ds6yAsoy6wplYZN+BphF5OmMjDZMtDZvFvdaeIRogGmhF5PG3noNrx8h77zAhFx4onf4zuLJlMlhTHceB89qdM6LKei0D8j3S0q5d0Oq1A037XnOsfV9Ck8MQ903H212Ipi00s2Dcvk3e62ikSrbE3P17QDN0w97QowHW4A2ZOgbv68L4nHhjwNA2J35mQIZh5nYAlgyD5gZqVoFmtr47yqpe3LiqbJzdnx+owzGufTmvRsIww6X3eMhZBN4fksxobRYoizx2lz1D3o6dDRI7n7yiIPCoNKiwpX39UpPknJGQPcMcwpNe1MkJe10ihOseai4cs2abTn/jXZYKHoa4b4m2sqlhgkecRRCJXyyEsRfTCNkkXd5GTDtMj1bh/UaZgnhRj6guNmC9GMCAKkDBGjNVBnRageYlaOa8du+h+/o47Luu9j2ezRa+S1faY+N7Re9nwzXCzkgHvLtYmPSUlA1e5uQ0zptOgEoFPuzItmwAnGPuM8QMbMpkPNM0SmukKhow9QkC87J2XsoyjCmlwh5Ykv21DiQss2sib6XNg28KeGQgSclQ9tuQ5AU3Bi0zqZK5eHXaY+FaoEOWQRXdCNxFETJifGw9nT0bh2Kipcq6Jir1MtJNinmfsYC2Ht4IJ6hsggXvPlMXvsvJSctwNPLjQ2YZ2xXHKlghV3UvgdjG4dlES+jl/qcNkY+SA4wBz+bwRf5yA6j28PZB1HWFY/ahlyvi7ukS+ESMF4ouhfeaMXL/76V4sDYXtvHpYgtpZZxcMAw7c8/UXk6ZvwGEEExk3CHG7itc+gsjDcOI9y2kRAIPtNh+KvRxQkCcWVPBDqa6cEwowOcGjBqLc/vPApqfH6c5ulg7GxNi7ByX0+5aTWokOe05RNxj2tIgczF0tViLYmHyhz+8cUFkYvNwqyT57JpoxqvPa3cf0PRYcgtWp0bvDbssI6/deexRmdeACPvBk61L02L7jZXLPJnFuAE0wzSV+0xmlyCgmlVW48+K7D6uxWTbt+i05NJ5F4R9A2m9/nfbl5vE/oj7eQdNV+muZz/P9MuBT2fpIRpIWjbDLz0+LimsCEBt/AyuC4wpBZsTFneduf6beui+EFhs0L6rmgp7apAj9miEdvz/emHWcWr7QF7kGx9WC3ycXYPKXwfNpf04m1LbUobap18mNh6cFqDbccl853WwT9fK/oj7PtGVA98WO/dvh4zJSOS1rkM1kVffGHxFVZcldfXifaiGy9JtMwsDTPHFFUQ7FveYOAYpwi4soTO7JuPYAB2JB8mgaxibqhgU6lPDCXumx5i2pUw88Eyq4za89X1GxH0VOibvLKxX6WlJIWtMCGlM+HDdTBi7hFhuujepehFvUvaYOMXx3F9v3MYvdJP13u2Gpl3FA4ldiQcplS28Z8eP/PsmXDcNx6Vs5s/nSmQsDJp2hBgPwbZF3NdNFG7pzC5IB5zi4wEAVd0j1bpOn+RMN5UrsJ+sATTDL+4cK9er7oq/y8zUUdMq8p6WhTziSqlkWuwnzMB2du3FPv6c+G+XDYdyA3lP3W4av6h7RNx70GUQlGa/AHmBB5pinsQjlzRg+Qp4PuYYp375c0aFyZZO3jjPIGqfY9Y9NiLsD/H/f8myfmG33EAsUKcW566J3A0iSkXOCfshiXmKiPuK9Jn51ycemc7ya7BsSbCkWFJ8Tm/spNVyz33osXbJZ98oOZtYsP30Ru/HkDxuIJTbSnP4iUvOC49DNNlwjfP4G5loHe09JHr1p4noPUT0FBE9Fm27QkSPENFX3N/b3XYiot8goseJ6LNE9OpNNX7vSKsrpm+7AdDs6vPx6/Thp1Ive5hk9fp4duKyrIF9T3uMZ+jmHuf6SLHrVWHDC4/MTvkxILNop0B9nWSfVyYc05iAF6cFu3PtS42XXdE3WPpeAA8m294F4GPMfB+Aj7nXgF0x/j73eAjAu1dv5o7xxtnyaJ1yHxtvYsix0S4V8J5FvBoCHsdH22468fdofN3MPuPkvThku94AnXneXXaUuUbC9vh5LNg+HTJz/bXeaA6IXuLOzB8H8Eyy+U0A3ueevw/Az0Tbf5stnwRwGxHdfe4W+kk5bY89obOmSiqiGZFf9ujy7Bs3ihi/mEKan5xrIzIXxHhFHcCO7XqkxHnynV58i2MRiEU7fR7vk362EFgl5n4XM191z78F4C73/B4A34z2e8Jtu4qR06vyXm4iVA8Po3ON1j4eylmnXGfqXx/IgKfY9RrptQRjW235+L14Kb/0vcz5hDUNqDIzE9GZflUiegi2e4sLuLSOZuyOWCxDVkuU3kJqsSCTpyWNbIEuo13mscQDWucV9gPkPHYNjMy218SZ19nN9X7b3kvOIVhWSVD+tu+Wur9Pue1PArg32u/FblsDZn6YmR9g5gcmOFqhGQNnSTy/16PPORY29bgQDlPYV7JrQGy7i3TgtdeAbM/PFJqsIu4fBvB29/ztAD4Ubf85l13wYwCei7q5wg5gw+Bybh9VZdPHznqzOIyQDCB2vTXaBLnPDWCVm8Gh0CssQ0TvB/BaAHcQ0RMAfgXAvwHw+0T0DgDfAPAWt/tHALwRwOMAbgD4+TW3eXiwAXeEX/Y2ZWvkgi52vf+cWbz9mFbbxKpNHbuH9BJ3Zn5by1uvy+zLAP7RKo06NMT76MEGQkRi1yMjLdl9FmFe5dg9RWaobotd1mY5lBQxWYlJ8OSya7Zx7B6xP+J+yBfgoYivIOw5+7TYxqrsj7h30RX7PeSbgiAINWnK71m87miJzTMfu6cMQ9y72PSgn1QzFIRhkBPlvkLt9iNF9VyVgYv8/ov7LoVTegWCMCxiQc6FO3MzXv1rOM/dHz9gYQeGIO77ziF47dJ7EYZCn8HQkWXFtCHiLmyevj2gdfeUpOd1mHiB7xD5EH4ZQVZMGyLuwjiQnsN+0mdiUG6feN++acTM8IvK168BtJnGss8eOCLuwjAQ8R4efSYGdVWEzG3v8rQpXsOAAaUXP999BhvVfVMZAfvfFxlIPXdBEDroGuTM7dMWVmmpcGpfc71+QRD6TM33qErr3pb+WAPD99yXCbzkyAvCfrCqh+w97djbjnsHRIv7pNd/khXTyI4ZGcMXd0EQ9pNUNLOhlJaJR7kcc1JN8W47Z1u644Eh4r4MmSQlCOejzySghufdw4PuMwv1wEXdI+J+6EhoStgUZy2165/32V9Yioi70A/pPQib5iw5531vHCONp/fhcL+5IAj7RZot08UKS0weCkvFnYjeQ0RPEdFj0bZ/R0RfJKLPEtEHieg2t/2lRHRMRJ9xj/+4ycYLwiqIbQ+P3qmLS+LuY06B9PTx3N8L4MFk2yMA/iozvwrAlwH8i+i9rzLz/e7xi+tppiBshPdCbHu3nDFs0rvW+pLB3LHUbO9i6S/LzB8H8Eyy7aPMXLqXn4RdCX41iM7+EIQV2JptC+3E3vWyNMeYA46l92Udv9A/APDfo9cvI6L/R0T/m4h+Yg2fvzn63DyWzZBd9SHsM8O17SGRS4VcVeBHUrZ3FVbKliGiXwZQAvgdt+kqgJcw83eJ6EcB/Dci+hFmfj5z7EMAHgKAC7i0SjMEYe2IbW+J82S99CnlK5zfcyeivw/g7wL4e25leDDzKTN/1z3/NICvAvjLueOZ+WFmfoCZH5jg6LzNGAebDD9Jz+HMiG0LY+BcnjsRPQjgnwH428x8I9p+J4BnmLkiopcDuA/A19bSUmF/GdFNQmxbGAtLxZ2I3g/gtQDuIKInAPwKbAbBEYBHyHqWn3TZA38LwL8mojkAA+AXmfmZ7AcLQswOBsjFtoUxs1Tcmfltmc2/1bLvBwB8YNVGCcI2ENsWxsz+lB9o69pLyqMgCMKZ2R9x3xSr1HsXBEEYKMPNHRrRIJ4gCMK62W/Pfdde9bZWcZLVpARBWDP7Le6bZtc3j1XZprDLTUQQBsVhi/sQWPUGNBSvv6stQ78JC8IOEHEXVmfTN5B9ugkJgiddXKTPsoJbRMRdEAThPPRZAHyH7FdrBEEQhLUwXHHfdBxWCmsJgjBghh2W2cZgoQi8IAgDZLieu9APuTkJwkEybM99DKwSXlp2rBd2EXhBODhE3IVu+txA5OYhCHuHhGUEQRBGiHjuwv5zntCV9CaEA2e/xV3K9QqCIJyL/Rb3ZazqnYl3JwjCSJGYuyAIwggRcRcEQRghxHsQmiCipwFcB/CdXbdlTdyBcXyXsXwPAPhBZr5z2yclomsAvrTt826IMdnDWL5Lq13vhbgDABE9yswP7Lod62As32Us32OXjOk3lO8yLCQsIwiCMEJE3AVBEEbIPon7w7tuwBoZy3cZy/fYJWP6DeW7DIi9ibkLgiAI62OfPHdBEARhTexc3InoQSL6EhE9TkTv2nV7zgoRfZ2IPkdEnyGiR922K0T0CBF9xf29fdftzEFE7yGip4josWhbtu1k+Q33f/osEb16dy0fBmLbu0Nse8fiTkQawH8A8AYArwTwNiJ65S7bdE5+kpnvj1Kr3gXgY8x8H4CPudf7yHsBPJhsa2v7GwDc5x4PAXj3lto4SMS2d857ceC2vWvP/TUAHmfmrzHzDMDvAnjTjtu0Dt4E4H3u+fsA/MwO29IKM38cwDPJ5ra2vwnAb7PlkwBuI6K7t9PSQSK2vUPEtncv7vcA+Gb0+gm3bUgwgI8S0aeJ6CG37S5mvuqefwvAXbtp2rloa/sY/lfbZAy/l9j2gBl2Vcj94MeZ+Uki+j4AjxDRF+M3mZmJaJApSUNuu7AWxLYHzK499ycB3Bu9frHbNhiY+Un39ykAH4Ttjn/bd+vc36d218Iz09b2wf+vtszgfy+x7WGza3H/FID7iOhlRDQF8FYAH95xm3pDRJeJ6Gb/HMDrATwG+x3e7nZ7O4AP7aaF56Kt7R8G8HMus+DHADwXdXGFRcS294/Dsm1m3ukDwBsBfBnAVwH88q7bc8a2vxzAn7nH5337AbwIdjT+KwD+GMCVXbe1pf3vB3AVwBw2zviOtrYDINjsj68C+ByAB3bd/n1/iG3vtP0Hb9syQ1UQBGGE7DosIwiCIGwAEXdBEIQRIuIuCIIwQkTcBUEQRoiIuyAIwggRcRcEQRghIu6CIAgjRMRdEARhhPx/xqjjWAoKUiwAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 3/50] reconstruction loss: 0.0000; discriminator loss: 0.0007; generator loss: 0.2917\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 4/50: 100%|██████████| 63/63 [00:19<00:00,  3.25it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 4/50] reconstruction loss: 0.0000; discriminator loss: 0.0006; generator loss: 0.2966\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 5/50: 100%|██████████| 63/63 [00:19<00:00,  3.27it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 5/50] reconstruction loss: 0.0000; discriminator loss: 0.0009; generator loss: 0.3095\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 6/50: 100%|██████████| 63/63 [00:19<00:00,  3.25it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 6/50] reconstruction loss: 0.0000; discriminator loss: 0.0008; generator loss: 0.3427\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 7/50: 100%|██████████| 63/63 [00:19<00:00,  3.27it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 7/50] reconstruction loss: 0.0000; discriminator loss: 0.0006; generator loss: 0.3299\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 8/50: 100%|██████████| 63/63 [00:19<00:00,  3.22it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 8/50] reconstruction loss: 0.0000; discriminator loss: 0.0010; generator loss: 0.3197\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 9/50: 100%|██████████| 63/63 [00:19<00:00,  3.24it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 9/50] reconstruction loss: 0.0000; discriminator loss: 0.0007; generator loss: 0.3185\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 10/50: 100%|██████████| 63/63 [00:19<00:00,  3.18it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 10/50] reconstruction loss: 0.0000; discriminator loss: 0.0007; generator loss: 0.3214\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 11/50: 100%|██████████| 63/63 [00:19<00:00,  3.18it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 11/50] reconstruction loss: 0.0000; discriminator loss: 0.0006; generator loss: 0.3213\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 12/50: 100%|██████████| 63/63 [00:19<00:00,  3.16it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 12/50] reconstruction loss: 0.0000; discriminator loss: 0.0006; generator loss: 0.3201\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 13/50: 100%|██████████| 63/63 [00:19<00:00,  3.18it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 13/50] reconstruction loss: 0.0000; discriminator loss: 0.0005; generator loss: 0.3243\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 14/50: 100%|██████████| 63/63 [00:20<00:00,  3.12it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 14/50] reconstruction loss: 0.0000; discriminator loss: 0.0005; generator loss: 0.3203\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 15/50: 100%|██████████| 63/63 [00:20<00:00,  3.12it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 15/50] reconstruction loss: 0.0000; discriminator loss: 0.0006; generator loss: 0.3219\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 16/50: 100%|██████████| 63/63 [00:20<00:00,  3.07it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 16/50] reconstruction loss: 0.0000; discriminator loss: 0.0006; generator loss: 0.3228\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 17/50: 100%|██████████| 63/63 [00:20<00:00,  3.10it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 17/50] reconstruction loss: 0.0000; discriminator loss: 0.0004; generator loss: 0.3238\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 18/50: 100%|██████████| 63/63 [00:20<00:00,  3.08it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 18/50] reconstruction loss: 0.0000; discriminator loss: 0.0009; generator loss: 0.3231\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 19/50: 100%|██████████| 63/63 [00:20<00:00,  3.10it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 19/50] reconstruction loss: 0.0000; discriminator loss: 0.0008; generator loss: 0.3235\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 20/50: 100%|██████████| 63/63 [00:20<00:00,  3.12it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 20/50] reconstruction loss: 0.0000; discriminator loss: 0.0006; generator loss: 0.3227\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 21/50: 100%|██████████| 63/63 [00:20<00:00,  3.09it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 21/50] reconstruction loss: 0.0000; discriminator loss: 0.0005; generator loss: 0.3237\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 22/50: 100%|██████████| 63/63 [00:20<00:00,  3.13it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 22/50] reconstruction loss: 0.0000; discriminator loss: 0.0006; generator loss: 0.3245\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 23/50: 100%|██████████| 63/63 [00:20<00:00,  3.04it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 23/50] reconstruction loss: 0.0000; discriminator loss: 0.0007; generator loss: 0.3220\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 24/50: 100%|██████████| 63/63 [00:20<00:00,  3.09it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 24/50] reconstruction loss: 0.0000; discriminator loss: 0.0007; generator loss: 0.3230\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 25/50: 100%|██████████| 63/63 [00:20<00:00,  3.08it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 25/50] reconstruction loss: 0.0000; discriminator loss: 0.0005; generator loss: 0.3232\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 26/50: 100%|██████████| 63/63 [00:20<00:00,  3.08it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 26/50] reconstruction loss: 0.0000; discriminator loss: 0.0004; generator loss: 0.3232\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 27/50: 100%|██████████| 63/63 [00:20<00:00,  3.04it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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7RmEXFr5Zi3WEfVk4xmXvp+SB5KykMSTn0KqLsfujqhX25lhCh9MT4+lx175CGx9mcTeCaBn6jD1Usrx4cbQKPzd+tMB5yBlIHV7WW02/2cKQ5BbCkCbuS1ipjGievlhmw6TslBSLjB5OL389y4hpizALaCX4CvwEpAE/EZojQWqHaAUKrhJk1oQQTeodxAEl8R7Fx1l/ZKLt+tk0Q/H49Dydw4jAlyxLpxzMGR76nY3NcM4B1JWEPXdeetuD49Kl8YZEgCD4EkVe8FPBH8W/E8FPAA2euLr4nYQHp4pSh/DMXEhROu990flrfhMY+U3K3mw61zGBT7/RjvYqTdzPw1wZgZE7cTY5afRenXnz2oZpxoyOIPYuCL5OhObItdudCNSxqwrhInDaeTdpIojEm0eZKbAgXCMi4Rxyz2Mws2YgtlmK/FhKWX6qYyWIjdVZJmJjX7tILnsRjmlDjuXcDKKPkexDBHXQTAk9UwGdBLHXKsTUVWCiGgdc44SmSjv7TeGZ5L2ncadG5200d7iGyCdC9RqtwwI/8vstzhi7Wu/dxH3F5ermSP/ElJnSe89ndV+KtEfoe/gS4+neA90FIY3iZoqrBZ2ArwSOQtaAnzjcTJjcdkxuSzcIVQlSSSvqAEwqRE9DDrzXYQ8nSx2TyoHvQjqa3ssvjBSbTxdPqlw5FrYZiVcuxIR9PVYR9qEKjxcV9pj+2IYa8wyxsVi2A60IXvwERMHNoDkGP3EkIxavOB8zvmoX5nl4gZpoiyPeeyHmC7O/8olQ0Nl2lknWE/gB526l8OEVCryJ+wArzzQlitiiscBC2AdRjVOrs6yAmMkoMarij6G5LszuBlHBzWBySzl6VpjedExuO9xJgwOk9mHwNea/9+KT0BfOKOT9ujaZFw+9nghksfmxAdnCq+9i+gymTxobZlWvfYWw2ErCnr7r+kKuVefAaDvmRHwdHBZ/JMzuCvatThEvuNMYi3cSQo9N8NZdsuPozbfeeC7EFI4FA6JeZsGkm1hmtnMzu8twUNpP1is9VyrwFXBhcReRPwP8RrbplcA/Ae4F/g7w1bj9Z1X1vRdu4R6wNB8cuotg7GaRctUzo9QqCKKfCmf3wOwexV/zaKW4U8fR047jr1dc+7pw9KxwpCCNRycxyyC/YfQavMTwcoEv69/AfMW+/o/Rin7vVykFf4dFfe9t+5zhGGB+vsZY1tdATzRlfpVtEK/dghvauhaohPBicwyzu+HsXqW+t8bdqJFKaW5NmHxtij8S0AppaOObVZ1meXeiG0KHOmjrc2WFS0YmMfVq10BvHKotwFfWkl9V4K/Ie7+wuKvqZ4FXAYhIBTxKWEj4J4FfUtVf2EgLd5Fy1mk5ADk0A3WMfGAqvwBiLN5PoL4Bpy/wHH/TTb75vqf4huPbPH7zeXzliefTHB8DIUWyOq1wMx+MKzkzMXum7b5qjMy3xcak57GU59kGeMoc/rICZf5blOKST5AaH4XYGe4I215W7XHu8wPvj1V2hH7vIQ2EZnbpq+C01NehfsGMb3zJU3z7fY9z//EzfOnWC/jY4y/h1uQe3Mzhaoc0FdIoMvO4uhlpT7rJNMOiPpeLvuC6jKUNhCDePZFPzsvQYiE7JPCbCsu8FviCqn55oRe775QTmIY8m8LL7YnimEHGv9p7HsMxR9BcB+494zu+6VH+xos+wrdMv8rHTr6Z35w8xOduP8Ds2SmTW8F7T2mSMnHQuDAJZOg8fF/g59s1cOHmHlqKF1Ugs7r7TBm7hCLbJsVH9yamvvu2nbdrFcE4z9hSkf01F44ZupGXf7OiYOK1q4rhoDlWbjz/Nt99/xf5kXs/wjdVt/jiPd/Au6Z/mfed/FlOn77B5KYwvRVsu6pWCHPm8zvycy7HfgbtPhfdOJ7mCpHPvXggXxIw2fYuhGjO8V9eyI8B78xev1lEPi4ibxOR52/oGDuDSJH2mD96aY8pzih9YSzQ0siyC0FF8JXipp4XHz/Lnz96jFcfH/Hqa1/mm+9+Cnejxk9DuqSfSLevVFmv6TxpGWpD/rocTBMBV3V/qwqJhaDCtPL4SHnNVZe/nz+Gf0TXPXab/bLtC9yAVg2R9YR9CD8i7Mljj7HzXOAROJo0vOT4KV45ucUrpnfz4PRpvvX6k1y/fkZzTdtsmt6+l5E7V2V7nXTZPHMPF2w92X2aZCgus/+qf+27sK38febG7gZCV5fJ2leWiBwBPwz8h7jprcC3ELq1jwG/OPK9h0XkwyLy4Rmn6zbj8skzB1JuOnTP8/IC5QDTorifalvZUWLcXbziaqWaKdWpMrktNM9N+dwzL+Z3bz3I79x2/O/b38qXnrsPf3OKOwtZBq1n1ChS+656ZGrnwPmEkyoML78ZZV6aFBeCuDjFvBX57IZGiEn2KvWtOpFkR9hp276oMCybdQ3d/7pIie0xZ8dZHNp7Uk2YVMJX4sPVPthnzAarToRnnr3OJ559KR89eyGfPrvFH5y9gE/ffIBbN4+pTgVXg9TgmvDdrt7MwJjP2Lm2Yp/ZdnpkzklyXtp6T1UU+spRluTuifzIsbc5trSJsMwPAB9V1ScA0l8AEfll4L8MfUlVHwEeAXie3Lf7gdiSgX9oVyDMscxbb6nD1GlpJIRQvIdaQpGwU8fRc0pzTai/OuFzR9/Ir9z6Lu69fpuv37rO1x//Bo6frDh6Gqa3lOrE42a+NXitYreRkQkeZdbAwPspG6g36ao87yotrODAxb8jMwXb7KIFVfc0Dxltl9217XIW8Sqs0ksaCsXls1CHPjPWvvyRKppKgzvzTE6U6U04/hOoH7vG/5y8kidO7uGB68/wxMk9fOaxF+P+37XWtt0sVo3MFvPoDlX8xLntDA38uqJH2XO+unh6O3gqGlKJ2wMKSJg70qtlk8aVBrLCtsEmxP2NZN1WEXlAVR+LL38U+OQGjrF98hheWtpryLPJjUmVXsC7J6ZxYCaveNf4UOkRcBPH5ETApawZhzs95k+eOOKpSnFnwl3PCEd/ohw/7Tl61jM5aXCnNXLadJkyYx5ObnxNM9/dznKWpYkDWGmhhXI/ksoNe8JIVANU7YBr+Cl0/gIYaguFwK/C5d0Edte2z+u5D/yWYym/cyU0hvaTOzLQ/x9kgg60k+vS8+qkZnLTcVwBUoEXzm7ezacfv8Gnrnnk1HH0tHD8NeH61zLbPguVUKWO9p1qKKVJelo4DN0J9XqUc45KNtY1F5dPGTlpdaiypnwcvB2U8qEB1itkLXEXkbuA7wN+Otv8L0TkVYT/55eK966eZXnqqw7OQBxQGeiinhNN1e1y0Ww8MqvbAVAn0sUnG6jOlKNnHP4IIOS5V6fBA5rcaqhOPe52jZzVyNksDHLGuLvWddv+VNs9NCQ817qO5VmzHocrLoC2REJ30Uvjg6ceMyOkroPAu0l3rHSBqw8XQO4Rpd+jvVDYBW8d2BPbXoOF4ZicZaG0fCKUevAuXCPtnAcFfF/gT2dMqlD10Z0p01uO2VOO+rrgp5NQGO8Upjc9R880TG43VLdq5KSGWR16u0ls09J7Q7H4IrzYE/U8XJqHT9ttWWplGrdS7WrKhwuYbmWownvfgaywtcRdVW8CLyi2/fhaLdo1iqn6vVjk3ESeFcIwJapB5KsqrEAT0yEFcDEeL2ee6qRi+qxDJ0lYQWofSqXOgsff82yyuGdPzEvvxvkutlgu81dlsUY3vyyaVq7dn0DISU7vJcF2OueZ7wM7b9u9/+MSZ2PFOHvLspmdMvD9ofalG3gMaQi0tuA8wWZPJkxuVUyPQ5VIrZJtK9Wpp7pd405q3OkMktNS18uFPW9fbs/p/FIPNAq6lgKfZ/mIdNdTPA9tJwiGa4imaMPADNar5o6foZq6S6MefPRMBruqWUXFuckQSwagejPoIHb1XDawqtCE+u5V7XEnjknVZcOIEm8MwZuQRsPNYVaHfeXd1tIbbrueMfRR0S2ukNqdr3U5yTIH0vvav3GkGxLxQugXLds/cb8jWLXiY/aZlUg9XMgEXsON3km7NqrMKmTa4E4qJrEUcHLx08pMMgs2LWez1mPX1nHJhH1o6bzyfFrPvXve9kTj3zCTlnA9abimWtvOi/A5GR3K2hXueHFPzM3QGyvbOTQFOf9OblSLJnnkx05hmrTfpoFJjPOlrt6QsUIw+KYJWQnJW2o81PVyz6ZoezcgHM8zXxbNOaiyBbehq9LXhN+uuwi6903Wd4uVFuAYIh9z6k1QysIyBZrsg2grqafrom0n250FR0Jy24rvt73Q+Fn1mdOS2rWIMtTkpN8LrUI54ta2Jy6elg8ZZwB15rzEMaaNTEDak0lM+8lY0bB20CgKvCu9GNefiVlOVFolNJMbZX7REMV+NgNfdROEUley6Dn0DMQncW+CsPum83DycxvKiMifp/j6dNKtd1lJ/NuFZdq0y1n0bhoPks+ENfaKcoCx994Cu+4NpkaxL4tqObJeaTYJqG5au5ayV5iSAoa89bJ66GDao+vftJJ3XrmwME4S9YkLtu2kDTWKdzgXU5QhFinTVgtENcTenULD+KDqIjZ1kxjhzhb3RbQCWHUxt7w4lstuAOnzubAXHpGWIpzQlGGSMkqCAau4nhGHao1Ztb0Uq897E+nmkDz28nhjop73ONLiIdMJehzWu2zXcj2K67lqEPVq5pFaw9iA9+HiqbsexqLyqMYVsYKjsShBYGl++6pjTCl8F0Ue6JbPa4p9pvkR+VhR3D63rf1OIfB55kuWj96u43o0ae1aJyneH8Ke4sM4FoCrqzD3RHxcpH74vHYRE/cl9Iw7E3hJy+XlkyMSA1kHo7WgYzZJuwpN8ky06bxfccGbT2KejL8ZCfr1Jg6B1mlQSMPgD1VP2KWNO3arQunRFD2e4o8q6rsmYVGFI8FXEkqznoVjVKkHkwTdxVo17Y1qE93X3cig2VnyMMkCxkIy/Q91nm5vPKkUznw/C9vmu8+qD3Hq+Ly1jLF0ysSYoOehojEnq4yzV1UQ9utTmmuTUMDsyLW15BFwM21FnrMYW89j7KmmTNaeUUdmi/M1TNzHyLpgg7PghrqpK8bY59CQLtY+b70BDd5wvCg0/3webhkcHwgx8vFzoy8I+XJ/cYX65jgsiVbfcO0qUOpAGpi2v086XhEuyo81YtztBTF28RqrsUZq7tKSvtC364HeaY8xT7bXk8ycEp/Zfvm5tpGFfY8ukpMJe54hkw2e6nHw2JvrE+obFc2RC6U7ptFx8ZrC7vgzh3NhJnavut6YJuwYd7a4L/M8vM7/U8ssApi7uHr5tANFhohdU1WFo2l3rGT05USo9H67baBLWn6Gpt0ueVmALGefKi5kDGFgaTpphd1fm1DfFS6A2Y0g7P4IUJjcjufZKG2Z4lTLJp9g4pteW1eNS9qaqedkRc99JYra/cuSBHp1/lX7tptPRFt24170/tB7izz2Uthz2z6e0tw1ZXbXhLPnhXWKU20mgOoslDtwTunVs0mlFGA9Yb9CT/7OFvdNUBj93Oy3Mn1y0V1/aIClFLpSyPO0xkW03dIiHDOZBK9mOoGjKf5ogh5XrWdTXxdmd3ddVqnzm0wcRM1FPj6Guqmdp+7n30+1SRbdxIzzsyCbZSFZTaHSWx+cup+nBadDp8OuUk5irPdZngsE0U7nVfYokqedHpVrM7788ZTmxoT6esXsLsfZ3SnUGE+tAW0yUYcs5dj3/+4BJu6bYNEMuKH6LSluHzevNfBYljZNDMZTu4tBnAu9hpQWFj12Pa5ork1orjvqaxIeNyQKOVQNVDPFnSrVaZw41aRHTMNMmQ3p0bZ18YVhwr4GK3jvc+m+xMys7HujC3Hkol46K9B3WNKAaTsOE7f79kn3uXLOxVCt9dTjzLdV/XGjuesvZceklN7jaeiNXgthxvqa0FwTmmvgZoSYpw8PV4fCfaFn6tu/vey0c/Yut1GCwMR9E2QZL3PC3qv1rv2Yem+6so/Gv6JnsGgGXNllzYootd3VPI9dBK2qkDUQMwdCLDIV+QpeTXWiTG8p0+c80+dq3MkMd1K3OcjECVTqU3599MbT+aS0tjKVbfD3pPsObC7sYCz35r225ZvnhBMKm84yUrS4kUPPo28LahzfjwcAABOuSURBVCURzzO/2v2NtGtJplfbvnamdcyMqULmlz+q8Ncq6rsq6uMQignHjrufQXUa7Ls6Vdypx52GGd/M6uC4pElUKRst/tXk0OyYR2/ivi7ZnbytqZEuDOjywqGbaCTRY8mKEwmAaFzjN4/zZ8cqY5i9Aa+BXPZ0ATTxGLmwT7IJStMo7EdhADWsQE/MYxemNzWs2XqiHD3XMLnZUJ2EaeHM6hhnb8LEqbrp8ut9Smnzi4VdfefVjGVMGFdCz5OPf0eFPZHCiUs8emHAi08in4S/ZOGcjCwMk0oLVJnTEico6fUp/noIxzRT6ZwWwpCa1KF20+Q0lNl2s5Dm62ZZOY98ElWb0ZYJe2Ik5Lp3hcMMYq55HE33jtEK+SJo1Xkq4jVMgIivibn0AvTKi+aiV+WeTlUcIHuddaXD6yy+npcUiMLujyeZuDv8NIRhqhm4RsMSfmee6rYPRcpOauR01s0gbILxa93Euh9+sbCPTR7LMWE/P+cdWC0rnQ4J96rZX0MhSNX+PvNVwaq0Bm8Will0rCFRH/PWXQwzxslJzXFFMw12rY5wl5EQZnQaPPbqBKozmNz2VCdNKMKXCpU1TWbH/d53mySQTc4aCrO2YZkrDDeauG8C9YSyvdm2eOGERYKLWKVIN5kjH4WPSNal7UrjVp3QC4sFcij+nzyalNOeeew6CXF3rcLyfkHMU/mD4MFXp57q1iyUFJ41XR2b1FWtY0Gnppk37jFhH/odjfW4QOZMz1tPPc9k0zGranC/ZQ55T4AzxyXhXS9u3auVPpY4AMODuUVsPYVgiJOSdFq1M6qT0xImKRHGj2qYzBQUpreV6izY+ORWw+TmDDmdIadn0Ympuxmy2azvoXDMWHqvee6XwTLBWJJJkP5Zg7P4UvnctnyAR30MsVRVyCKpCg8793CiF6CibTXF0vWXbKJSvwb6uJfV82iSkGe1NIKH04k6MSNAvOIaDdex7xZIEK+4swZ366yLP3oPsxqt626ClGZZMPkNalGMvZ19WGZKWIz9QozZabTzdlA1LxPgghedQorhOUGgxaMNoeeXvNOhVOCUSz7gfbfOSyqjW9iDpPRgyITSzTkJgw5LyvRKnnpVwSTMpNYq/E29UV+FsSNRpTpLx4bJiY/ee9crlZOuAmWvnk1yUFKpjyGPfUzYr9h5OXxxvwj5gFMMu/Ti6VBkgaQ4evY8r/LoC2EmGunEBc9XUtGiMCgluUeQZzKMDFiFN+eNPl2EKf7YTeaIA6hVV1MD1bD601mXaulqD7XHnZz1izilrmnTdJ563k1tL2C/eCZt+3NbCGYrFAIftsX/m3OdY1HRCXxiwGufK5ubxp1acdPOvlMNIh9DN4XDQ7rZ5OTJCoWw+6MJOk0FwSR46i4sqt2m8SrQhPEj1yjVSXBoJjfrYO9nNe52LC1ch4HUMWEvbzy75LEnTNwzeqliY3fZgS6YSPSEshoxArRLgjnXCXzpWU0Kz14VneSxvdCOXuhGB54vusBc6JLiHNpmN3QXn9RhIe120WLVrpRw7UPXNKvMh8Za2jEM02++tjHKpVkxxuY5b0pkJvD9RTYKgXdxSj50oZvyuMlpgX6oJvfKNSz6jrog8tlu2in/eXZVkycXZJ47dCm8EwdZ8S8crZ2nxW7SwGnYP2EBkJM62Pcsy4qZ1fMVKFN2TKqPsyxJYNU5G5c8rmTiPpRXu4xo+O0uVBGiFxIHVtt61sk4RRCVYHQpjpm+ny6A/KJUjfHukS5f/jkYvKg0v7CSwOc9gSjgvVxeT1e5L2XCJGOv44zTKODaeJjN+hf6wOCpeeZXzJDAF+mP5xL4uMIScRUiqVy4sVcVXf0jQZpYL0Yk2H22IIZGm5TMjltHI7Pd1laieEpaijLtJ6UXR8dFY683LBsQhBsvODwqEmzcxeNqsG2Z+WxhG9/P+MrLZedVVcsEgdjGwQJnrCDsV8BK4i4ibwN+CHhSVb89brsP+A3g5YQlx96gqk9JCE7/a+AHgVvAT6jqRzff9MthaKIHQ8uHpSJeQLucmPNp+dDweRShJuQVhq6kNNkUfJcZvIbBzFbkRUJ3OKpze1HIEnFPOcXtABnd97wA3XqQiVbY4+y7uZj6ZNJPActJF19+EzqvqG/J+A/arlcUeKAfg4cu/p4EHpBuadyYrhuOEXqtmX1DP/ZelKlWSbVatG+rvfGkzsHQLEwzF5IR6ddP0uiwaBB2V9p4HRaR6Qm6ardsX3JY8rLCeYLAkLDnv23xu5bbr5pV3dW3A68rtr0F+ICqPgh8IL6GsGL8g/HxMPDW9Zt5BYz9c3Lyu3fqssF8Nkh71w/G0maSpMUJUu2V1iuOohq99Z6AuvAImSzRS+lNlHKtJ6Mx7KLZxSTaibl4H0ItswY5rcOg0UmMMZ7OwtqrZ7OQ/nV6hp6ewtkstD9f3Sk77zCpI1wAwdsphD2bzLSDvJ1Dtuuhbn/6fwzZ+6LQQ2uz0ZZ903q4rX3EOHUSzrbXVzfB9uKjF9rMe61t9ot0g6NpmcdJ9zzZeVIviQ6JO4tL8p3UVLfOcLfOcM+dUT17invmNu7ZW7hnbiHP3UJuncDpGdw+Qc+CretsFkONnZ33rvfsea8nvYPCDit67qr6eyLy8mLz64Hvic/fAfwO8I/i9l/VcPYfFJF7i1Xjd4fS6y2yCoDRrmtC8jt5jK23Hrw48HXbfaSNxWu7spJO478gdmMFUC9dDnzevqprs/rMY2knhoyfqjQKaBc716IQUls2wPdi6tr44AkNzcJLF337ey4YRNpBgT9Yu84pbXzsY3kWTczEGgrR0CgioacZrpVQmlq9IpX2YuJAb2HslmzwVpxDkX47RZi7MaVB3+QE0R6a0Bul8/hTrD49V+176XkSQO6lZ3WbhkIwocnz8fUL2fslx9thvZj7/ZlhPw7cH5+/BPij7HNfidt29yLIu7DLYpPQT0MU3wtNdBeAAA1tHeg8FS3LZkndWERQH7b30i6jp9LLlJkz/GJ7OfiaDVBJE7qkPfLBo3abb2Pq6qso+N37IhK8tqaJN6rsgs5jp1usZ31BDseuc8bCNAlxg2mSrcBn+xgUeaeohoHWdsxGK6iiGMfFLoAYHqRtj2hauzSz1VyoE00nvm2zU7sSPiQHpOd5Zlebqw5dPD39DmWPJe13SZrj8G+96L3LF/XERgZUVVVFymDwYkTkYUL3lmvc2EQz1mNBlsFcHL4chM1zf+PzdmJImWamYUm6dqHg9F2RTvTzGOWk6ov9WKZMfN7LNsg/k7yZOsTR2/andLR88EhcL+Ol/FXaxcJVkbmZsmnXV18oadNcxK5hB217FeL/fUzggRBSTLYmaWam64u8Kuqqzr4baedbCPSzaESC4CaHJk+1hF5aZK+nORhu0swD1y6rq/TQ2/0Wgg6dqKf9rZq/nv+GO8Q64v5E6paKyAPAk3H7o8DLss+9NG7roaqPAI8APE/u244KlGI+VmIUwiBSfD/35FOpACkNA7LMAeivbBNz56FfA6aq5iZqyIKbTnusnudSGpyGWGJ6L++GttX5fPH9lP7mkKOj4L3nA6XjremRfidtlnxwt1jLrmFHbHuIZSGaBQIP9Cc7wXC4hjjyqhLXGM0yZPK5GPG15GJfR3sZSonM/0LnNM2lTq4YcoG+mOf7X5Shtk5p6iv02mE9cX8P8Cbgn8e/v5Vtf7OI/DrwncDTOx2XvEit6wHmpnAnTz6PyUOb894L2aR2aEwPi4XAci9plGwl+NF1WqEQdZYb+xUb4g5xGHa9iPJ/2+sZdgIPIHlBOu86gRfp7LzpJuJJ03RePL4bb2pLCPh+T3RI8MfaWZ5DaloaJxoT9exaGMt8md+9Dop6eHpOYd/StbRqKuQ7CYNMLxSRrwA/TzD+3xSRnwK+DLwhfvy9hHSxzxNSxn5yw23eLQqvBugMn0L0s9Sy8KbrG1a+vJmEGXbU9eIbUJmeOBQTzCtJlrPrilj74A1i1eJRe4bZ9QhjiQXFYCsw78W3bybnJIl2DAFqlgrc2nXTL51xnqaWnnkKycCw4zLmnecsEO99EXZYPVvmjSNvvXbgswr83XUatVeMdF1bvKLELmSKWbbf1TlvuZ29J9otzLuMqho3SK+oxhh7aeBx26LuZzxA7wLKDXyfY+tm15EVB1vD035SwaDIJ08e2pBkK/ZzJXz7jksbqhxjaPypGBid887z7JulkwIHvPiLxNZ3oOdrM1Q3QU9MM2MdWIVJ6W4CycOYC+dkIRya5UbSHmWs+zlQ2+Wiqz+Vhr6vwm4ULIrHjxUegzmRn3NgkthDcFxasY/4eq4Q2aj3PiT6y0IusU3zn1nsge9qeuN5MHFfg9IAekafe/ND5EbZztLuwjn5RbE0RzkX76wnMCrgZbvSRTO2utMiz2X/Uh2NRYyJfGbXc6Ea6Dk1vSJ5udgnES+djSLmrflnc5ouxDkXWizbP3YdLEhlXGt+xo4JO5i4r88yo4/vLWSBVw+L45DztdMHPJIVj59/pxd6qcJ289LvIJaJPIR5GQzYe5ZZBgu8+kRaND4X9KFKopLF6+fsfomYF20PLy8o5jso5EOYuG+Koa7rKl/LRTx9J7frWG740hgz+Hx7vjJUafzmtR825VyKMrOGTuShnyYcNwz2Unsk0R/LWmHcwVmYIZa3o315TkHfEyEfwsT9POKUjHksb7vMiwckrWpzUbIMhWXHHH5b6d8tLrCPJfXY+x/OLoZzZj4Ye8DY4GuRXZPopVLCqC0vdGCKkh/le/M724CHvseinjBxv2SWefErefiX6R2b522sQjnreVF2Dawu9ol8vsfQfoduCis5Nqt/vvvc/gs7mLjvPKvEuVcNARnGxshTDMcybHJGxL7/ERkX4AXCvPQaOaA4+nkwcb8C1hqIXMEwdY2wjWFcmPMI4jI7zBISLtaWgeSBO8xTLzFxv2yKKpOGcXAsGnRdeR8rCvGC+k9L91OOBx2oqCdM3K+Cy/ae1x0csoFPYxMMFfgqWdfWLnItjVWRPHBM3A+dO8CIjT3ivMK/rJLl0H7NWQFM3PeDZYXDDOMQWFYFcrRUcZkVYw4NmLjvBybghmGifU5M3A+dq+6iWpfYMHYCS+MwDMM4QEzcDcMwDpCl4i4ibxORJ0Xkk9m2fykinxGRj4vIu0Xk3rj95SJyW0Q+Fh//7jIbbxjrYLZtHDKreO5vB15XbHs/8O2q+heAzwH/OHvvC6r6qvj4mc000zAuhbdjtm0cKEvFXVV/D/h6se192q7dxgcJK8Ebxl5htm0cMpuIuf9t4L9mr18hIv9HRH5XRP7qBvZvGNvCbNvYW9ZKhRSRnwNq4NfipseAb1bVr4nIq4H/LCJ/TlWfGfjuw8DDANe4sU4zDGPjmG0b+86FPXcR+Qngh4C/GVeGR1VPVfVr8flHgC8Af3ro+6r6iKo+pKoPTTm+aDMMY+OYbRuHwIXEXUReB/xD4IdV9Va2/UUiUsXnrwQeBL64iYYaxlVgtm0cCkvDMiLyTuB7gBeKyFeAnydkEBwD749rG34wZg/8NeCficgM8MDPqOrXB3dsGFvGbNs4ZJaKu6q+cWDzr4x89l3Au9ZtlGFcBWbbxiFjM1QNwzAOEBN3wzCMA8TE3TAM4wAxcTcMwzhATNwNwzAOEBN3wzCMA8TE3TAM4wAxcTcMwzhATNwNwzAOEBN3wzCMA8TE3TAM4wAxcTcMwzhATNwNwzAOEBN3wzCMA8TE3TAM4wAxcTcMwzhATNwNwzAOEBN3wzCMA8TE3TAM4wBZuoaqYVwZqttugWEcDKI7cEGJyFeBm8Afb7stG+KFHMa5HMp5APwpVX3RVR9URJ4FPnvVx70kDskeDuVcRu16J8QdQEQ+rKoPbbsdm+BQzuVQzmObHNJvaOeyX1jM3TAM4wAxcTcMwzhAdkncH9l2AzbIoZzLoZzHNjmk39DOZY/YmZi7YRiGsTl2yXM3DMMwNsTWxV1EXicinxWRz4vIW7bdnvMiIl8SkU+IyMdE5MNx230i8n4R+cP49/nbbucQIvI2EXlSRD6ZbRtsuwT+Tfw/fVxE/tL2Wr4fmG1vD7PtLYu7iFTAvwV+APg24I0i8m3bbNMF+V5VfVWWWvUW4AOq+iDwgfh6F3k78Lpi21jbfwB4MD4eBt56RW3cS8y2t87bucNte9ue+2uAz6vqF1X1DPh14PVbbtMmeD3wjvj8HcCPbLEto6jq7wFfLzaPtf31wK9q4IPAvSLywNW0dC8x294iZtvbF/eXAH+Uvf5K3LZPKPA+EfmIiDwct92vqo/F548D92+naRdirO2H8L+6Sg7h9zLb3mOstsz6fLeqPioiLwbeLyKfyd9UVRWRvUxJ2ue2GxvBbHuP2bbn/ijwsuz1S+O2vUFVH41/nwTeTeiOP5G6dfHvk9tr4bkZa/ve/6+umL3/vcy295tti/uHgAdF5BUicgT8GPCeLbdpZUTkLhG5Jz0Hvh/4JOEc3hQ/9ibgt7bTwgsx1vb3AH8rZhb8FeDprItrzGO2vXvcWbatqlt9AD8IfA74AvBz227POdv+SuD/xsenUvuBFxBG4/8Q+G3gvm23daT97wQeA2aEOONPjbUdEEL2xxeATwAPbbv9u/4w295q++9427YZqoZhGAfItsMyhmEYxiVg4m4YhnGAmLgbhmEcICbuhmEYB4iJu2EYxgFi4m4YhnGAmLgbhmEcICbuhmEYB8j/B31CUciC4DbcAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 27/50] reconstruction loss: 0.0000; discriminator loss: 0.0008; generator loss: 0.3241\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 28/50: 100%|██████████| 63/63 [00:20<00:00,  3.04it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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+e9OQ1WnuZNOywnUc3EQlzaUx10XuSQG6aAygunWJ1ofCm55rtUSwlWJIwbtXdRplFwip7xebErv10EvnhfzINHRo1u0tkB1TBOjkvaIo4zcp24i3DYlWNUgXFbmxmgwAYiPRKLufAqU8Y062zIOn9lnbvXnwfh8to7UpT2KaG1J6ZCrAZIhcGeLOMuPR+NzfiNz9MMySZyVlK5A8Ym84NBq7vDOxrp1Y2bHpZBHs107s0DWySijNuHN32wRZNBs/PEFQxdiTmGJp0cLPmA5Go0RkkgKIgDyrrM+KQDrwvCnIxy6CCUlcY79xf0i0cw2J2FZltOxuRHb/BEvkzuN3+juyMr4Uz57dcFLfzqjLiulqE0cryzShbQaqSnjrTod0Xs1iYT8bcmdH7u7PtsFJggtOwqRqAeteQ4xNHzygGUBRao72JuQ7bWwAbvSQKbBLH7MJ8GSHzb4DRNt0apd4793QN7E3ee0pwgzqFVVGo3kwES/PwI7cg3owRku3JO/OJfaAU1gj+kgijUel4X8U/eZTkh1Rx3n5irzXHpa5dufutquMTF372+SZvux8FxsQWaYeTTNQk8SuslKDtAbPrj57TO5L67UogBypE4EvLozX7ryMoig9mfAJSVEnWMsx7qBBVqScVDAV8OUSWLsbDwEoQCCwXvfC/PEjY1+rCw8IyY+JDhOUaiVGRVXbzjI/OuVMAYu8agPMxkO3JE8aFeL364SkyTqIQdVING023Zaw4NbRMOcH670XRZlBY/V3AJUceE/wUy4y1gOOgtxbCyTV1MNwHYQXeWn0ADgjcJaBtAYtC0P+q6Jq7LHXomuMPZhJutYuB59qmZlhsW93IgUzvvmEMQAbE/AdYbWqGm3ksVc1yiqJS+77huhDlkmQYa3O3kDsZMkceVaORO13XpRyh7EbGI+5KKU6T/Dx+QG7Sx1h0sLab5Tuq+48mcEuK8zM3LMyUiJDzP5XcXsPyaaPgtzXEHWAtQCTkzny3HSAPDOGkSsz0zMjsCJAE1Cw8YgTxmiCSygJnWu8mIYJJ+b3bG0db/wVLz+IC5Bto/2dVjCGXkT6ox/OxsPcGmlmypObhqrR0gcG0NtTFUxr89hDYs/zUmLMS5LXJ7m1cYA0g1YaJgivggSAhtS+0M7dd9PQ9caHGWjufMJYVqocgpNGK/q1uwnZkavWALGRIIvCpG8WQCUFmHk9e8badeVZD+t/+Ky898Mg96Y/vHZSRJD54telUrN0nkyegbMMfGq8GiYyrgwZYlMFmywBTpCh258z+DoiTLXRa+iqHEK7dtfBeu0cdhKnm+YZyAXA2BQa41iCcfuIvHegGlyNCR6APNBjaHSZqATUx49Cj93JMHnprXOuwIsM2nrutNJQRKAlqnMggIjMawKpOiBOoHROgsB/dWJSVrXZlBbvRhmuDUTGppnLEW1BnrxBBC60y/6FzxCj8ripOFjrM1lnQvCHQe67wnk2IZGGVfFyBX2aQ59mvkYLMYNWDF4o67kHkfBQ93aecZc2OBCVlRvt9/C32tRIItNhw2wZB+bSa7E3ASICrwo7etFAUVSNvWkYGxv5jIx+LxgqWyaV9ugQJgYEDguyzEiNltj1iXtXKE4zkGaoJQHngNIa0ARyo9TYgw+D8aHXHs54BqqOE4LYUJyBlsrUAUqHJfTcNXsHpSR595sCViuTSOBSJTlIkYxHr01lCWaKoyT3MPfX11y3HcAHmfIMfLoALzIUlxcoLucoLtmOpAFVMBRrcKbApL2WXTH6Na+YqpH8MGMn9mgWi0paGlc6SbUT+GNZ4+cTc1mZbM15uw6tbGAMVkfNbRrZCj6V2eirBbgoKu2v6O9AOstAvPd69EjsbQ+UMYcL7JpU6bC4xIDMeuqXjNOyupSBc4JeEMCEzEozWFqRPW5/7Sg0MRoMiH0tpdh54zZxgbPAzgGwlT05K+0+tmsU9gZTGAeFvOae2QArWf3dBFnByi5X1VFJVwdlJo7McZG7JdMwrYqVMimBHBhv6D1kxuB0TihOFPTCeBNqxcicF8JWd+ccrHX6uab+hgIbyY+GqW4iiRuiLvIyLS1znbJq4GZfsMe2L6WgTzIjRRJ8yTJigJUGFYXpLDY9EpyZ7wUMwbPbUK0PxwWTQFjV1KESg4mlO+e1hyRqPfbiUo7V5QyrK8rYeQaoAqAC4AttODEm9pBY3fta+mBVNvKSkJskZUcPZgThJCFViROBGcQAtCX4QBIFUMYGbHyALlaglQIvV5U4mI99JVAnzRyC93445N6ltEAIO6V6LTBpja/0JhR4oaBPFFaXCKtLZoian9so/IqgMtMxsAqGxrVBJZsHH3rqwJpH4wyfFxl4oawmqqBzBTDK4TEAtdReT2dF0KdBFg1b8teAOl+ZYxWRhCQ4DKRI3XntlvR9DGmRQV82xL68prC8osCZuadn54BaEfSZse1GXTEOzANVmwpnvzpJyKZc8kkOfSlHcSlHcWr6mM4NgZNmUAHQysS1aMWAdcC9kwO73oqhlhoZEUCG2Nnp7rF3jqCNDSm/jcTe5rWPPWGtBodB7l2IfS0DRVV/czP1Ai2QcwW9MK/VZYXVZUPuqmCQJmQXxpvm0ItyXkzsvYczROuGqV6vVODTHPrSAvo0R3E5Q3FqOmBxao6lVmxGywUjP2OoCw0qGJwrrK4oO6vQeGBqZT0bbT36wh53LQdTMAckH7wRI9a8lbXTzDgsepGhOM1QXDZ2tbxG4MwqMJqhM3iJhGPJkQjGuCICC+WKMKUxeHKZd1ou5SiuLrC8mmN5LcPFVUJxCiMLAVBLRnYBZBfOzs3o09m1K1JG2qyTnRuyzgATG7CxpPKljO5eNHvyWyGVpZVaNjLhb03uRPRiAH8QLHoRgH8G4E4Afx/AN+3yX2Hm927dwq7tqQsyhgiDOanfQi+ezHNJOVMoThVWp2TI/bLxamjF4NvW4ApDrBRfUBfI0gooVlVtNNT3iYxXYzsOny6gr5xgdWWB1dUMF9cUzr+HcHEnYXmNwRmgloTsjJDfBhbfZSxuKail0SaXV0zgSK0YagnkZxqKFHipobWCWmUgVZiAVXjeAgDTs+3OcAW+muAkPQJ0RigWhlRXl2HtynjunLILR5Rts5fj0sFOCsotuV9eYHVtgYvvyXF2Z4az64Tz64zlHRp8yQRws1sKi5sK+dMEdQGoFQANZOcMtYKdMGhsXOe2X68yUMHIcmViBSkHhlpGIn61I5ZlmPlzAO4DACLKADwG4F0AfgHAbzLzr/fSwj6QmpLtI/VU/ubI1QackJEPMukF/AsEO4R120XHcyUNwk6QVUcK1XxkezPJjdauLy+MFnolw9mdGc7vIty+m3HxvRe4/pyncOflMzx1dglPPHkV+NYpTr+tsLhJyG8b4l9dIeOxL80yQCGHhr5QpoJwVqPLisQOYIK23WFk6p6j27wfNyq1tquMPRenBH0C6ByG9HPrGYfOSpyxhUTCwNrhnNdu+5TV+ovTDKsrGc7vyHD2TMKt52qcPP8W7rv76/j+q0/iiYsr+OwTd+Obj9+B/JsnnuBJA6sVITuHH7WqpQn+qhUhO7cj6cw4LaySD/EbF7FMOyL6kmVeCeBLzPzVVgMbAqzLTI26WjIJ+IyC9R/8S2dkdD43EmV4MvfLFfkhK+mafPZ4ZqzvaG6UYKWgRWbSLnNCcUpYXgPO7wIu7l7ixS+8gb91z8fwI6eP4gsX34s/+vaP4mMnz8NZdtmksT1t2qpPrPGvzNDaDLUJeUZVvd+3x87ua/mbJ48m29v+5PZr2wC6lsBNzoHQbK6535eLARmb05l1XE4AnRu50ejedlKQTxZIZH5x4MT4/UZyTJDuyMo6TAtlZUbg/E5Gds9tvOIFX8Dfvv5hvCj/Dr5WXMMfX3kJHs7+HB7T16FPcmRnZJIHCiA7I6gVkJ2brBnNgM7Nuai8zApqTBu2/0GtJl+HbWu87wEbRiFr8ToA7wi+v4mIPkFEbyWiu3o6Rjf0VOCHiXwCDWmTQaBWdthqh4mqYBOcdJM5mi6inyXYMLU6sx2ASg9ELwjFKWNxdYkfesa38LLLX8ZPXFL4K5f/D/78ta/jrmc8Db5WYHWVsbzKKC4Zr0vn1is7Me+cleeTTFXbEXMfwjZgOra9LTiwUcCQpIvJhJdtm0sYEnvX5pC5gXBuRgxXr5zjh698HS9efAcvXFzDSxa38OJLN/CcKzexuLKEvlyguMQoLjH0KVBcYavPG1J3gWDjuMTta+iXYY7+Nqjbb5yksafEhZ3JnYhOAPwMgP9oF70FwA/CDGtvAPiNmu0eJKKPENFHljjftRm7I0FOxGUQRy0Z2Tkjuw1kZ4zsgoOgpjYFjLqQfB3CITOZIac/7hlh+fQCX/7uM/Gh2y/CB8+A/3X7hfjCrefg5u1T4EKBVlZ3LIDsDF6ndGltJiYQHG9DgveFltyLtRkxaT5YYp+MbXfNBAuJNrxOAPxEn0J7T9zEZBjZGZDdBvLbVA1ixpc1Tn0MbaiuQFh4GjYn3R2fVgx1Ady8dQmfvPk8PHLxTHxp+V18enkVnzn7Pty4dQeWZznoQoFWRmakAjb91+00caA4VbPy20hJBKl8/5HRhyzzKgB/xszfAAD3DgBE9NsA/mtqI2Z+CMBDAHAHXZ8mO3BAsBfsZ8yplfXelzbHNkWaa9kyLhOG0vqo+24NVxWM7Iyx+K71UE4X+Ax9H7556xruvHwb3zm7hCe+cxX626c4fdIEnsCG0LMzq58CyN2NyKaV0cp0MC8hCZowDdvu+qB0B//kJDN/g0NpRWtTAlqb9MH8XGFxy9gwZ0b6yM5MoNLNAPXZMubkynd7M2l9BkFwbCoK0FIjv81Y3AJOnyQ8/dhlfBA/hG+cPcNr7p/55t146vFryJ/MjcZeGGI3RcvKUbSxaePE+BFJweYmFt6AYlLvUDtp/TyC5al4xAAj4l3QB7m/HsGwlYjuYeYb9uvPAnikh2OMC9sZuGDQUkNlVq+GBi/Jpl9p7xFD66ou2eQ5uJob3uCtJmpnhFJGoCIDLYHsrMDpTYC0MsHR757gqf/7TPy/hTHyhc2WyW8ZbwuwnvsFQ2dkbhL2xqQuGOqiAC0LUFGUD1rQbGak6uC7kL7DtG07IP3YYTAT9SgYbVmvXWnjPS8LqIsM+dNmopIqyKcXZhfGoTEj1+DGENpsE7QrD6y9B0urwsyMJkJ2tsLilgLnAJBBLQkXT13BZ2/8AD519fmgFSG/qXDlKUL+NMpRhJuwB/j0SONoMbILbeZ7rGx++wY3n9pnLcT/dRsmlnW2E7kT0VUAPwXgF4PF/4qI7oNR8L4S/TYPMAOrApQR1CoDllby0HaG6sqmGV5okz++0s2EDlSNQ5vAEpzxaxjjz2H2tyyQrax3VTCy2wontxQuPaG8zgjYbAErDZnce7N7kxJZfiY7/KaCfdqm8+BgZ6v6WvOunbtokQeAKdt2aoZqdYVAmslg5TMypKc1sFwZ2z5fIbO57KqwyQPKxpcuGGoV2gqXnnD4qoO2mmYQrKSCwFiBzhQyRThhILutcXpTYfktN4/EUFJ2wcjPNLILm7RgExrcRCagTG7ILhjqnJEtbQnuoiT2tTal/qfqn+v/43hZBROQXdqwE7kz8y0Az4yW/dxOLZoASDNYsSduIkKmbWB1abwh5bx6R+yhsbfdwV12j0vVsimZVGjwcmUCIcygswzqNEOWKfB3be2PXJXkznbkEOmP6kLbWXwwQTNL6mpZmBvRqvD6K4rCvkoD9l5MXNt9/vk0nTEr2w6fWhQ+Ui6QZlAEk3ryzFR9PC/nXtCKzCzoDJYwjRcMO7u5LnC69tCLYBKTL/MREjwzgAtkbPpPnptyGSe2aJmbxOTsVi21kTIJPn2TFaEy83qpkS011O0V1PkKtFyZSUxuxBLXbHde/V4y+zpyRA84jBmqXRCXHoUdurK2tV5QTlnW2qQREplOwAyNHJlm8LLU17xXQ1SSo1K2s7WkWLEGkJXDx4KsTmhJ1z1Y+9zN7jMzZk2hJap6Dr7ejDk/Wmmwyy2G6wRmKE7Louyofsahnb03NzmmLVvhkNDxaVzkJhkpS64aAMzTwLjQoMxKJGSytui8MO7nuiUAABW0SURBVKV9CwW2E4KIjYMAXQ2AVgKpbc8jtf2KFUqCZwaU3V+hoS6WwCIHnSuoLEOeK5vVFTgmXNaUMTNsqzPCyc6+Vq62zNkStFz5PuTlxnBUWv5h63/iJkXBGlNvW0h8BJI/DnKPJBEzu80YqNEBneeTlYSc20JLKw2CgrpYeWJ1VenIDVuLDsNU35bgojptEiiPaw3fTajyumVQFtXX6bb7YWVuTl5zLYx275ab84YPNMU3BfN8VQ1wUe2kcW33TJn62IDvBGuP3Bs6G2HiQ+HBUEfsjvSt917R3l1hPKe927LOUAqkzCiRiGzliwyslX9MpB/pOSmn0pYoP7zOKXAED9M21+eMM6VA1qFBZp/lqlRZEC+RcMB28p2vHGmPTYX2ciZCibEoyiye8EloQOUGVdHb124AW9pzHWnHTtmAOA5yb4LrAM74g+xQcrKF86IzUzLAGVclmNqE1OxPthGi0LsB1r39gvykjLJUcWAUZNvkbkZuKKpU9ck2wXEpJvDg2a4VQ99Ed59BCdS9wt6st9++6rm36u4hvPYeFNQqCmNzmQJWpT1r+zhFL+G5eRwOisyyECnPPWw3ABQAu5nitj+ZuR22OqmrBROXPQgmI7lt/A0AKIOs2sqNq8LLjeUzXUtijx8GzxyRfl9IEXhsA7vaRAsOk9xtR2jsAE6bdJ8tqTLpgGh1+USXPPP6OIV1pzXMRcozYGmqLpb1o+3zSpmN/rmyv3tDMsNUsC1kFHpnlQJM5nPy4dd29p8p46vKhxukRhI2ayGsfQ1m4427zhAMY5MZBOGDvb0XJMTeij46cZ00k/LeA+2dlTIZUm5kGszAxqowdmUlE+WyUWwsyeekh+Tn1m8LKq79po2TQ5E37yuWJWodBTbv6t2QWx4eh20e/6pYfxC9fff2HctK4f+4DVJE3iTHjCTVHCa5NyHUAn25UgV2ngwAZlOh0T/azsowZmjojD3wiq1UUc2rbfEEfFaKAqyho1itd2BlA1oA2D213hm8G3oCwArVGtYaYJTG6tu2Koeu5cSkIPjkbnIVD/5IpZCJI+m8dAiucqFBsOWfASNNFlb204HtOfOxpQqIWySF8JGSqTb55aXts4K58fhRqVonSRf01aUUWXmvxAR06bDEz3ONiL0SDN7UaQlJehMyToykt9pPBxwfuTtYvRuA93J8gNVmF7B9SADyHDi/AE4W5ruyXm08eSExxOuUP+u8Li/JFGV1v9DQNJvAKhB5+fZGxFlZoExzdfKea4fz1t2NwXUCwEs0QuwDYOAh+JpsE2rv7rsLrhKBmTypEhXGadG6JHmgkz7cmiMea90xyYdyDaoOii+DzQH5KavTOw8/7HMujuaCp4H3Hrexrs1bz7YO9xfyQorMw3VElhkI8TAWsMNANpoeFzbQaIeqhfYG1aqzA9UL3qX4f6UufM2w0fG/soYTPnDEBWOb2uKIvVJrpNQia4ldpJfd0FcnbtLeI3kGQMV798FVd/3JadWojkxdED+M4dQkDLQ6LzFikicq7Zqi+FMlIyci+iIgTj8Bz2bHeKIPZJnAa6/o7CmP3f2Xbai7YU8k6H/c5A6sEXwlPRIAXGlTIuPBOwOrdCB7MTO11gmIqMwwcXA13oH+SNMNN5OVAcsblG9LnRbptxFinzvi1Mgyt9tKb2YlM+qzMqOXG4nA1kapQo6BBBKPVHuyE9/u0MttCu6Htu2cMZspE+vsdcRe3V+H83DtC9vYppnHI/2BcZzk3pQz7FMPwwtsJBK2AdHKk9vNAvPuAqoOREGe7UAEGcpLQCUg6lB66pEGGQZR3XsqX9l/3CBDQzAcNvDe13LfiwKEDEBRrkME/5zTgnyp3rXRqY5IvQtSmTTx84PjY8QpnV1GDM6+HcHXEXuTxr4JUqQe/+Z+3xMOl9yDjBmHTsTEDC4KgF0qoesoCDJqVBnpB5qj3zGpDoGgQ6R0f2/07rP9vdarCbfzH9m/T4rg99h59optCB4oZbmCzfwOZDat0MyaNgRflDJInBnj7au0I3/MOnS1l7DdgHdaKseJR8vhsZ3WvguxbzqBKYy3dfHM4/jcgKmRh0vuQPVCxZ562DlCiSWE5tKDt5qg0QoLQMN7PADKLJbwEPGF7BvMCDMPqm0P8uXDIar/vYHU48NMKah6rGSewgbVItceGE1UpkiytWMVFJhQuswWA9arKHJgT3XVEuvQdA3jGkzx8uR8EVT09S7EnrTpTUbXjojjjB2g+fzCm2Xqtx5x2OQegnWpIcYejluFE/nBOvjNjmYrj+0LUhp910gFRutuIH0h9F4cQoMPJ0cF3tfaJI4OBl5L9mPMUBXUoi24WkkccJlRRGaUSjaW5HdWfYh0LNGs15RpIfVKemOCtJPb19w0kqUOuGyXnznbM7GHpBx76XWB1ToST/0mnvvuaB3CRgQPIAhGwXjzOpja7yL+7uJUPA5eN8ZeT6ZmOBh7MuH6QNULawouoSpnJTvGJrXGBf2iqzwDlNIdUCX5iiNTWOcF1sM3++b4Em8bRG0j9sps2MSy1DFDGw8zZ7oQ+ybt39Tb3vQ38dx3QFj/uqETVCY4hV6uI3qnV/r823D4ClQ8jhB9eu+pThAujycjhcPqeBJHbxk74rXvBW0EDyRJvpJJY714H2wNpBqzn55T/lK2EhNvSleP1lkj9U2kmAO31+Mid6CZ4AHfCdjPGg3KlS6XPkOGAZ8xQ1R2mopHD1QNLOxgu7Q/RqxDhkPUGKnZeZXdd2jfgXeKQ8Ba4DtB8vEkPgBGvnNevNKBDGn308VBiYOfbdPt0yeQ3Od6lkyYAabX1zlSYgeOkdyB5kBUHGgFKpoliqIMnLohrd3Uez02ddLvL/V5YKRqsrd5WjsHTieSAnaUSNi0u56NJB9P4kvEmyokD3R3UNyNIJQOw0B/E+G2eeg1qMuKqT3OAeM4yR3wnaFTqmRtNk3p8QClAVKqjvs2csyWZBsXAEv+noA7f061f30nW7VNMCBC4q4sTpC8Q5hGC1QyatjN5bBVIGntidkR4jRFVw2VbP2kuvbWEblvY4ODkqrwuHaYhLxzBOgUCSOitxLR40T0SLDsOhE9TERfsO932eVERL9FRF8kok8Q0Y8N1fidwbr6Cpc7KFoj5rWUQmdggc699ipsRH+DV3I/HV6V6eK2fVwU5sXBMZJ/SRdZZgRid+2ve/WAg7frtcU1JBcsX3MM3JO6IhtK211pt36/drLcWl9ztdYTdu77VNi3InsOf/PbhefSlBlzJOia5vA2AA9Ey94M4APMfC+AD9jvgHli/L329SCAt3Q6wgQ8wWq6YOBVtBCvWU+njTL4vjFJp+Afi9fycp0x6nhrQaopejLj2cLbMLRd12GUG2Sa4CtVD2M7hyVLa0Nr5Joi2MiBSNp6oasvv7xY31fqZl5D5slaSHMg9hGufydZhpk/SEQviBa/BsDL7ee3A/gTAL9sl/8um3/9Q0R0Z/TU+KYDTUurjXXMhswDh0o+8NqDNzrIHWFZg5S+2KI5As0GPzimdP1aMJpdpzDW/1Qj1dSuE3rxbpMwzhQjVcvIbtN6jnUEl7DxlLOTTAqYi84+wvXfRXO/OzDsrwO4235+LoCvBes9apdt1wlGxpo+mQq+1s2iU+S9f9cZvJbZ9WKGKYsb6OVr2EJn7OzpzIjAt8Awdh06LhNwYlqDrUCV6FMT9BCkDKdQR/wONdvW2niTfUY2PmmvHRjFBnoJqDIzU2u0pQoiehBmeItLuNJHM3pFKk0yNhhS1O71uO8dSTlMS9saHXLXuW4dmZDksY1dAzW2HT+AYmyyr8kQS9YKairbUZlfUV/L3efQp5qyiSTRB0lPzWsHJu+5f8MNS4noHgCP2+WPAXh+sN7z7LIKmPkhAA8BwB10fTq32bo8+PB3oJJpUyF5h7jWC7BxxgzHVSY7bbSjIU+xI4yLnewa6GjbMdmPgZZsGt+ctucKdEiJXJvRmoLLQttmboVrQ1vg+Iixi5v2HgBvsJ/fAODdwfKft9kFLwPwna11yX2hSznQtnX81OooQyDIEkgGagvzVPqtiF3QB4ax68rEmj2TT0sg3QVdK8HX1PZ12WZAt4wwt15TG+va2iUjyK13pOjkuRPRO2CCTM8iokcB/BqAfwngD4nojQC+CuC1dvX3Ang1gC8CeBrAL/Tc5nEQefCdAlOpfewBG80yPeKJR6PadZOnvi8NvmkyX2W1coTaWPK5yd4bPO3JwF2Hoa7HyH2ta7bM62t+emViXQbwD3Zp1GSQMMRRa5lv0RE2GpLGHuQEAn1jYjJ2vc//vE7uSK7KlfcYfhJcm44/EGqL2nU99pDPNd1D3zreGaojYl3THNjQ24y5MS3uuAh+L5hY5kwF24xQ/aac/DwEwhtJI7oSe3wdnOPT17XpUiK4Zwi5b4gxgzXbPf6rgzG78sRTxZTIbgjsI5i6KXYg+THQG6lXtun5RrvnG7eQ+xiIUsskmi+YDUKSb/ocauqpz1PHEJ5104M6RoCQ+6boI9VwLgYvEDjU1V4Ks8La1t0Wbf2lj2M4Lzsk36E875G8eSH3KWPIINRU5QCBIEaqDEjf2TcpqWzmfUTIfR+YcjqYQDBFxH1G+lArRB8QCMbAlAPYh4QeS0LPHdMjd7kwgkPErkP8IfpFap6D4GAgsoxAMAcMHdibWr79tjiEc+gJ0/PcBYJDxJRqyzRhym3rikM4hx4g5C4QjIEuE5emQEphvvcU2rMNxHsHIOQuEEwH+ySlQ5RojhxC7gLBGKiTZabiHU+lHYLeIOQuEIyBqXvChzCJZ5vsnyHlp3jf8ee29oYPCN8CQu4CwdiYQ+GwOSL+L7s8oHvo/z+uWRN+juvM1NWi2RJC7gLBGJi6LHNoqPtfh/6/uzyQo+7m3nPbWsmdiN5KRI8T0SPBsn9NRJ8lok8Q0buI6E67/AVEdJuIPm5f/67X1goEPWJU2xYPfRjUSR2bEmvf7Wg6bt2x6zz5LdvZxXN/G4AHomUPA/hRZv4LAD4P4J8Gv32Jme+zr1/aqlUCwTh4G6Zq2+LRb4dtSur2MXu4y01j5Bt8K7kz8wcBPBEtex8zuyc4fwjmSfACwawgti3oHbsSeI83gD40978H4L8F319IRB8jov9BRH+1h/0LBPvCOLadyooQGWc7hLXYxzhO+L0tG2bbfaXW6YCdassQ0a8CWAH4PbvoBoDvZ+ZvE9GPA/gvRPQjzPxUYtsHATwIAJdwZZdmCAS9Y1TbHvHpPAeHlJYdk+xQN8rUvvs4Xsoettjn1p47Ef1dAH8DwN+xT4YHM58z87ft548C+BKAH05tz8wPMfP9zHz/AqfbNkMg6B17s23x1ueFpuu1ybUcKGNmK3InogcA/BMAP8PMTwfLn01Emf38IgD3AvjyxgcQL0awJwxu2/UH7m1XO2PT/je1/hrmljsvuKtMssm5hJk54StuR7h+3Svepgd7aJVliOgdAF4O4FlE9CiAX4PJIDgF8DCZRnzIZg/8NQD/goiWADSAX2LmJ5I7Fgj2DLHtnjCVujSp426ie3eZ9FR3nF0w0P/VSu7M/PrE4t+pWfedAN65a6MEgjEwOdueSsGuqZD1rgi1677iGrvmyQ/RphrIDFWBQNBt1mxfy8dE02zQXdq3yw0vVZJgAMiTmASCfWKbOu9j1UNp+jxme7ZBW7u39br7QtO17uk44rkLBGNgV683FbDrE5vudwpe+RAY8kbVJSYwsUlMAoFgSAxYXCq53znKL01ItW+sNrdl6uwSBG6BkLtAMDZSKXLuPSSCbWc8dsWmM2K7yDVTLGfcRZbpq63bXKfUjbWHay2au0AwBrpOeKnz5IYgyi77nHO2zD6QGmW1ZcW0zbLdEuK5CwRjYJMa7k11ZsaQZbqsI/Xp00iVHe5yvQfAfD33tj9EvA3BlNA2czEMljZ572MFVFPH26cUE44gUh5x/HkohLNeu6BrW+K291CzZp7kfuzegeCw0GVm5JjOyhQdo9QNJCb2odvddIy45MGmaNtmzMJhAoFgS3TJOhm7/G9fkssYjlfKQ+/qTQ8lIdUFwjfdR933LfZ5uOQu3r1gqkiR0qbD/THalFq+yX6A8VM3N8lW2eam2RYYda9dMmbC/aU+d8Q8ZRmB4FAQa8k9VgXcCX0df8gsn21kmT7LBqRugtvERgYqRzBdz32T1CGBYE6Y4qiyr+yXMTJn9iXLdAnY7jIaaNpWZBmBYAbouRP3gr7atA3hdkEXPbrueHH8om79TW4O4WihT2czlpV2yAASWUZwGJiiN9wFQ82U3AV9pjYOIe80tW/T2aibnGs832Doc+vSpgYIuQumg7kS9C6Y4gzQujjAptuOgS7HqzufTc9zjJhIj//ffMl9ah1CYHCMBL0LxpgAtCl2adPY57BpEHWXyVdjnFuPx5gvuQuGhZC0QDBrSEBVsA4hdoFg9hDP/ZAhJC0QHC2IJ0AARPRNALcAfGvfbekJz8JhnMuhnAcA/AAzP3vsgxLRTQCfG/u4A+GQ7OFQzqXWridB7gBARB9h5vv33Y4+cCjncijnsU8c0n8o5zIviOYuEAgEBwghd4FAIDhATIncH9p3A3rEoZzLoZzHPnFI/6Gcy4wwGc1dIBAIBP1hSp67QCAQCHrC3smdiB4gos8R0ReJ6M37bs+mIKKvENEniejjRPQRu+w6ET1MRF+w73ftu50pENFbiehxInokWJZsOxn8lr1OnyCiH9tfy+cBse39QWx7z+RORBmAfwvgVQBeAuD1RPSSfbZpS7yCme8LUqveDOADzHwvgA/Y71PE2wA8EC2ra/urANxrXw8CeMtIbZwlxLb3jrfhyG173577SwF8kZm/zMwXAH4fwGv23KY+8BoAb7ef3w7gb+6xLbVg5g8CeCJaXNf21wD4XTb4EIA7ieiecVo6S4ht7xFi2/sn9+cC+Frw/VG7bE5gAO8joo8S0YN22d3MfMN+/jqAu/fTtK1Q1/ZDuFZj4hD+L7HtGUNqy+yOn2Tmx4joOQAeJqLPhj8yMxPRLFOS5tx2QS8Q254x9u25Pwbg+cH359llswEzP2bfHwfwLpjh+DfcsM6+P76/Fm6MurbP/lqNjNn/X2Lb88a+yf3DAO4lohcS0QmA1wF4z57b1BlEdJWInuE+A/hpAI/AnMMb7GpvAPDu/bRwK9S1/T0Aft5mFrwMwHeCIa5gHWLb08Nx2TYz7/UF4NUAPg/gSwB+dd/t2bDtLwLwv+3rU679AJ4JE43/AoD3A7i+77bWtP8dAG4AWMLojG+sazsAgsn++BKATwK4f9/tn/pLbHuv7T9625YZqgKBQHCA2LcsIxAIBIIBIOQuEAgEBwghd4FAIDhACLkLBALBAULIXSAQCA4QQu4CgUBwgBByFwgEggOEkLtAIBAcIP4/+A4BoaPFcnAAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 28/50] reconstruction loss: 0.0000; discriminator loss: 0.0006; generator loss: 0.3226\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 29/50: 100%|██████████| 63/63 [00:20<00:00,  3.04it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 29/50] reconstruction loss: 0.0000; discriminator loss: 0.0005; generator loss: 0.3260\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 30/50: 100%|██████████| 63/63 [00:20<00:00,  3.07it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 30/50] reconstruction loss: 0.0000; discriminator loss: 0.0006; generator loss: 0.3239\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 31/50: 100%|██████████| 63/63 [00:20<00:00,  3.01it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 31/50] reconstruction loss: 0.0000; discriminator loss: 0.0007; generator loss: 0.3230\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 32/50: 100%|██████████| 63/63 [00:20<00:00,  3.02it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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dSVvvHX6IejoLHk11vUA1U6jONKozQjUjsEawVjssBVTJUIZBlSP44O0wqBTX4SQa+2WvkzLYuDb755VxASUi20mIrJRTOU/H65pEQFnabUYQPHOT4N196ZsZeESYtl17DCGIWI7pk2JCYNT2hZD54iWYQgMnM5izIpB6eV2jPLOkvrhW27YndjIAzQA9B/QCUJfOpoP8IprKCLEmGNPw8u2cDbefgXVeyIC1qgnecN1HmWGdN0fwcabYUIJfFmTtI/C+32XLI7oxyP07mfkpIno5gMeI6DPyQ2ZmaqwwYUFEDwN4GADOcH2EZnRggO7eQpwNo7WTX6Igkxy+zmZOUy+AWQFzbYbqrIA50ZjfXaCaEcozQnWKQL6WxK3RK2aArOHruR2OWi/H64uRl8MR2cvrFduYnPaoVBgcBBirZwat3jCgTE3wIm++EWCNCR5AKwPn8LGWXQMJ296FBrtECkiNQuP4UcOmlW4S+6wAFxp8MgM72y6va1RnCpcv06hOgerE2rf11L206Gy8gtPG3Wi0EoFUYdPW3jlIMsGxcHYcJEryw1yq+6VP/fUBV6WspMPuoWBU075FyY4QbO3z4FdxZrY9WtuFLMPMT7m/zxLRewG8EcAzRPQAMz9NRA8AeDbxvUcAPAIAd9G9ex/Tx8bfnK5va74ELdJvU4L0HbF741/ceYLFndajubiHwJpgZjWxqzmgKw4eu14w1IJRnFdQlxVUaWoDTxF5X2cWmTSN9DOvB/qOoBB0ep/BgAqAMm543DSgToI/Qqxr1+47Tdseq6OvepwUGcUZX0AzhbeP2M9mMGczVNdnKG9oLK6rYN+l88/MKUALoLgAiluW2IsLS/J6bqw8MzdQCxMyXho27m1Xbo9GowBaWSk2dkV18gExwNrZtgJgWgQPrcE+jdLp8KMSfPjOFoh+27IMEd0AoJj5Jff/9wH4BQDvA/B2AL/o/v7BJufZNpKTk4BmUBFoBZmkFMMnM0vuZwXKGzMs7tK4eJlGeR24vIdCdJ4qQF86Qr+0hl9cGqg5Q18a6NsLqHllib10ub8e8Q8aJBlq630i0BT2ib/ryd6Pbtg40lZWyxf3Ya0UydCew5JuJm3XMVF0BfC8LZNqyTGNPHYfKPVpvC7jKwROvcQ4s3+r6zMs7ihwebdCeUowJ7CvU9QyowH0OTC7be1bz00YkVpir0CLqiZvn+LL8r0gbyKQcbIRjB2Nyrx4AVbkKxEgBIIBV2KoSfDuC41JUgBajsvKGnzcP/aUPbOp534/gPc6L6AA8B+Y+b8S0UcA/A4R/SSAJwD8yIbn2R0SXk2A4Tr+Sirk9/LJDHxaOOMvsLijwPwOhcUN69FUZwwyBFpYCaY4Z8xuAie3DPSFM/iSrcd+sQBdltZzKStX750iHdG3gcKrNWFEdnqyXo3fL+QSx+RvnIfje6nz6LiqrOzkPSqflsYudcytHtXKnjkwUhcY167H6typdLuhmRmJyXdN58DLjs0Jd+wDp6czlDesxz6/UxB7YclUzZ227pyX4pxRnBvMbhuoSwN9GZF6KSYkRZOVGjNUXTvt3BA3o1pRk9i77q8iK8k4R8wWwAO8Bg/D1omR81WMQb2cZUfSwDLvPXa0UoHWTbFtWYaZHwfw1xLbnwfw5k2OvVOkNPm47oUSnSN47a5E78wSe3nHLBB7eUY2PZEAdUlQJVCcA8UtxslNxsnNCsXtCrQw0JfOU19UoPO5JXVjgLICl6WtOeODRT7bxbeJCNDKejaxESkVSJ8uF+J6xX6FfUD5BwmXPv1Rh2qTwXNPGJM1+hVjGhPH6Ha9DVmmNwtD5m4n5MaeujCNrJhZYZ2WExs7qk4VqlMF1lZeZBeIVHOrsas5o7iwmTGnX7HSS3FhZUa6rOpJSmWVJnPptUso56l7e3bhnUaJDjS3Ne6Z1kBVWYL3QVZ2XjxTU4NHNDrdNGmglZIa/Ybr2sWOsmWOB52ejcgaCLm+RZi4wYWCKRTKM69DEkzhnIYKmN2yHWB2m3HyksHsZoXZzTLIL+p8Uc/CO7+0uedST1wsgAXqmhqA9ZS18wpk2eAQYCJ7PLhk45gUZGcaAhFcbXg2AOK68BlbRh/Bd9VCikekfvKd8NpDQFW7maZu0p0ldg0ubAqvDZw6p8EAxW2GngOz2wbFReSpXzpvfVHWeenS7qQE47c1pFBlB5NEAJnWwwpEIKamXbfuCdWZMQAYTlOHcX/lmgdRdljj1q6+yHxnm/q2j4RM7hFSKyfFxG69m3oSB4hQXS9gTqhO/2JAX7ILKNn/Z7cMZrdK6PMSdFlBzUs7e3S+qGtr+LrsKY1PGhMbsJ+F5+FnmwLNgKiUZ7oMKqXPG0fiFad19tDRdLsiZUaNsbz2vvdAegQaI86OAZqyjLd1bScleXI3J8o6LqeE6sTGjLwcMzu3yQCzW3YUquZ2FKouS9CisjbuJcZ4XV4vzfjsrvhe+RRe4Wg17Flecuoe+QBp7z2xNp7cLoKra2MbAdVdZMscBdiEjhFmYlamWd0uFN9yf11H4EKhun4SCn6RsZkBuLDvdTB6RnFeQt8uQXP7CkYvhqlsTF0IaRl8SQEPRa6WjPvhtUaY5y2zZWIsMf5Q2iBjPYzRuVPabY80M3hhdqG1e+LkolkrxhTWU/c2XlwApqizYE6/bAldn5dQpZMXHamj8sQuPPbYM2au+11jMQ3XJ5Xdx87TEJIkYL163x+HIpHpFdv4oMSBfc7zyLJMGrHhc1WBNJp1Jhyxkxy+xiliSoGVLSUQtG0D6DlDz+v0r9nNEjQ30OcLS+qLsqGrA6i9l6pqZsj0QQGNlYaYLNn7tnhvusvTad0Y58H5YwbppUob+xGnQk4WXQ+KLq89VRMpTn2Ux3a2wso6LlzYAl+sCGDrsaOymTB6blDcNihu2gwvWlQ2w8uTui+BIWNFnBgFyhK+zQ/cn5rkQ2sbJO8llkTcKQ7ODkE8M3us2as7zpq5cuQepz36PFc2bAleVMYLa5oCIoha1MGmmQbPlM0PZ5sRAzB05bIG5gb6dukM31hiny9qo68ig/fEHnsDca1t35FbgSdYYma7D8PJKsx1XQ4jjiOPQVEnB6L0sGZaKIt2NgqsZbSxbqeOf4eBGTKDfgdpR6Rq6SPEbGygkn2RL7JSo3LzMfSF09WdvBi89crUjksgd2HjXXJj3z3yI2vDdcGv2JNnSo9O5Wgh9WDZBbZxzizLLAcpAqM5Qam1ghIQdMgwC7VwmmShbN6tn1FaIhRK0ueVzYRxQ1VbnVEQuy/aBdQGnhjmNdZGbX1YB1iDRu63S28uXkC7y/sQ2Qi2k3Cd9yyPFU7P7XNlNDFmtozHElnG7r/Cb+I8eVbUkGRC2V5P7KWdj1HccgkBXoaphLYeeevs3wNt2SXYb3SP4mvrsjFP3ErV5/C7+fexDDTQ815rTkeqfdvw2rMsMwCkQBp1eVMBZltRDkVRD2u9HKPrISBVbB2hS1+e123zeb0yqBS8GpvmiLJs6vqpJnojk5OoevZvQBJ+TPAxEpkCXJb194SR2rQygp2Br5te/OHmt+8PKQLo68CNkVYPiceyi1xJKWyLidT9xuxmkBrrrRM7r/12aedjeKfFJQI0HBcZKI1tIhBewk6WPbACgYsFt6WOT1FwtC8XPt4WldwYFVmW2Q9oVjSHwEtqmQNwc308kRuAra5JpUv3AtpSzKIMwVKu/LCV4ZfCSzeu1ry7P3eQx5APDMOhimS4xtjQRAYFkwJM1TT0mPRb399jcGnqGNKpR+r4vTVkVoErfUElQ7nFLwC4bJiqIcPY2dSVIHIhg3j5ruvBtQrpSe895Li7w7g2N5yXPjnG26ovJpbo96NIONsi9SzLDIT0TH2ur89t7xgKEjO44jrHW9t8cuWDSgBQWkKnRRm8m/CD+OFvDF2v2h5Krvp1WGUnaenwzR+7XoV+oA7eZyjSo/Ez+A5/FuruMKSDy7TVNcmgtQjHuhDpimTYyi+V9YhVaQK5N2RG5pbHzl5mXJZ+20rZjdoepQA39mlIkUKiEWTdIOldjizXeYCNiEzucPKLJHigntChNFpDSvey9S1gHwQLS9y2HgzXtS+IGsTeWOAXaKZlhWBubeT1rDqAqP1zNQw3ZMc4ww/e+0BjjvcjV2PGp1VKT/6QCoeRzfSYNPrkg4FpfuzWAVgZPr0XNlbEGmFkSosqZKiQ4WbgtJHe2BG49JOFUpAkTmiMPJtr+favc9yqR2+i/iqvU27vst9Uf5maE5M194FwUfhA8GEikJt0URS1NpkMajpS93+l7piSQCSIgKpEyEcvitrofYBXDqnlSk9wkpAfEcxmNngVH1/3dw5/DfU5CKFMKteFmNhrtgDqpcp0o5PYpcqyRNPAWEG5JWgR+xCiZ0Zgb187yTsuJQVe9kW9GvGj2GPvblirTW3dX8R0xGckHhjdx4+v23v1wgblSFMSu5RkUt5+9ABYKQ3SX0+WZfaP4MEDYK0tqSmX1aLIGjRsX2ByHg0zWOtmISSvQ3qjF8ZGcDqhJ0BSdv3VRWnzkV1ZA3siaj9U/CLE7txEwpsmXy1PFBsbOiRsze5z+e6k7D0wHOX/RkuVAYfjye8a6w7LB8k5CflFliBIPBSsnaPfIa6MWwegDq6CuU4IMBFJAg0SbiQByLZI/V/at5x5ytExq2h77MDEOnsXvMOxRFLs1Oe7jtd5vizLbB9yBqofuq6SvseCMJUCyIBKO9K3ncelgomhaSB2n+qYyvUNHroGZu6vy6O3n1vj51CO1Z7fp6eRMTYt0wWz7OIHTbJf7T716e4ELKrWfp25y9uGbOuYKYH7Ql+2TN/1LbHjkFHiIYOO7BieDfySjMF7DZlgftjmPPcqIvYuwkVN8A3ZJJTxqNMt4cp5gMimFUuJyo8SfLu8k7Hs9++yZe4n9gam7KxkWWZcsAukNuSWUJwLQovv0U+74BfY9ot/EIXiTSH1Uvz17an1fUfspUt1q0xjXcmhhprMEPCZMKIjN4atU5Vg5PJy+yx9M8QORvDsWo5LKg3WT/yR2VSaatt2o0tEOd7BplPE3hMvaHjrktTlOqyuhg2LxAC/IhMtKutUuBEDpeTOOP/fx7pksTCbdNZER5bMaMiyzIFAGrBLX6TK1JM84rKl8sb3/cBSgxQZO2FJM7dUH2s7FdzMbK0PAKCK61mCpQGX2nYGshKSXbjAGa/Cep7ICnm/U10ke+/t2tOw3KPlvfttiDxeYxBq+pOrtmh3ll9sE3sURG0FOL1d+zVYlapt+7RAdWrLCXPhz+dse26gL1wBsrmdKMhS9gyrLkUjE/lelquWpTXaN6nttMS7NAKyAx4IWZY5IHii9J4x2xUdWRh6ozZ1VMq05RVLYpf1alwdbXM2Q3VjhvJMo7xhSwlXJ7acsK06CZzcNChuKRQXFWhubD9iDg8dJlPnAKdSRlJGZ7id574qkimkW/bwGzMeD0CKGYplAdWUNNM3o1M6JC6AGuZbGAO/wEUyIBtnnCSbK8pdyAQAl6wQViy74wTldY3FHRqL64TyDGBNdhbshV3MZnZToSgIqlAhU4eUsmsdkGkRKPkyBL59xl4vAWDjpNVVUqemOirdpixDRN8M4LfFpm8E8C8A3A3gHwD4S7f9Z5n5/eueZzLw6WLM9QIWfpUXwK1wlEgNG+ARAAhDVmv4M7tAwqldhPjyLo2LexTmdwOLuxhmxqAFYXaLcPqixtnzhNOvEvS5sdFeI+qD+dhAFNxqtYNFJ4iMfy/1ONbFCKQ+um3v8P610iG7ZijXX4DX3ZlFVVFh3839o2tZVrNFJATIGvHVNbuq08XdGuf3KVx+DWN+twGfMOhS4eTLCmfPaVx7jnCqAa0V9KVydl2BWBC4fGCRaDO7B5aPG6wqz41F7HvqP2uTOzN/FsAbAICINICnALwXwE8A+BVm/qVRWjglsEGgTd9R/GxUprrCowxMdcFX6guTjZQgeLdAwjWN+Z2W2G9/HWP+dQvc9/Kv4t5rt/HC+XU8/9ydKP/fSSj7e8oAsQaVPh2RQdCW4DU3A1WN62Lx7wER+ZYwum2PMSwfElzt/XpbmgnwjktV2cwvr7+7/zuzruIUxdZ8jXYKL2sCn4xeq9AAABxwSURBVArbvtfaNn3DLXzrA8/g1TdewJO378annn4At564AWIFYuCEfVpkYZc/Nf69aI9/gNQXbR0uN2ogdm7LiiS/say3DVlmh5r7mwF8gZmf6DSgqSKkR7kgpc93JwIr5dIhXZCqsjJHa1WbLq09BSnFxDq7tiWEfYaMmRHmNwjzu4H5y0t80zd8CT/8wJ/g9WdP4dMXr8R7r30bPnf5AOa3ZihuE2bnBFMqKHccMsY6X6FanugJsQYvO6qbkm0vTQTSDgCtdVztm00OuX/blh15mUQDDAusGiPs22ntwiZCPwDSpQtihyA1EvRt9xlfjmRNoVCdWJlxcQdQveIS3/Oax/F37vswXjd7EV9Y3IPfv/Yd+ED1V3Bx6zrUnKAWtq1Usi2lYQxgCL7ab+d96bpX8QpMEuJaksQ+BalmwMNiLGHyRwG8R7z/GSL6BBE9SkT3jHSO0cCGQ4Gr8L/8POV5+6wQU6GlOxpuTuTwecD+c+c1yVdM7HXOL8J8JiYCa8CcAOp6iVff8SLedO1xfNcZ8KZrj+PVd7wIulaBC9j9CoLRblEFXR8PQO3VyNFCuLaOSSJdVfUOACOWH56GbcdByhgDCCe1ylFjxnSqwFf7II0HTWcqrGxn3HZn10yAmQGn1xf4phvP4PUnL+I1xXW8/uRFfMuNp/CyO2+jvMEor7lY04xsfXltHS/vCCUnF3bk99dvll3nCDafytvfITYmdyI6AfCDAH7XbXongNfBDmufBvDLHd97mIg+SkQfXeBy02ashd7hlpypJj0f+0WE+usiW6AxuWOIFy8ncTQI3nn3hu3Cw5eAuV3gqdsvwycuX4mPX17ic4uX48X5NXCpwrJ+vu528JYSBt8i+JQHxqKTHxKxi4d1qE65QSfdi2335WyPNXIwTUekQfBcE33DyZH/+1K+ktiX3Wtpb2wnUZEB1AK4vHWCz9x6BT49vwdPVbfxRHkdX7y4D7cvTq1XTrHzoqzzosRx5cIj8Ug67ufxiDW+D31Yx562MeIbcMwxZJnvB/DHzPwMAPi/9vz0awD+c+pLzPwIgEcA4C66d5pCr8hyIVAdrHPEbmemlgBgI/g9ZB57TSSODxfTin8wu/4qY3aTMHuuwGfOXoFHF9+JV9z4Kr58eQ1PPH8v6KUCag5QZQkegPX+Ndn8ex9UQn18ViLNzbUjpbWPqr+PPZTdwINdAbu37b57vozk+ybrOQclaO8yuColGnL6uzNKdhlhfr/OzK8UUsFYdjnspV2tbHaTMH/mBP/72mtxXs3wzXc8gy9d3oU/fvZVuHj+Gq7dIqjSj2LZraFgwJUClQpsTN33pHTlzhOXFVgFG2vt2/TYt5ktI/A2iGErET3AzE+7tz8M4JMjnGP78IWwZCfwaY9yRp9fis8FoAKI6oU3EgWQADQCTo1iZUAwQiqNrU9TKKiFQXGhcPJVqydeXpzhyb98Bf7v2f1ABehzhbOXCLOX6sW4wa4jKOu5K2fYZKitTSpCV02ngI0DgQfk+bcxHdsew3vvInif0aWUzZZhqgvFkbL6u7P1VoVFCZmpJLNYuJ4TQsratb40Nkb0FSu3XFQ38OGvvA4fu+PVMIbAXznB6fMKs5uAWrD13pWTKbWyNYwKFySt0EoWCCnJckKhaba98wG1brmBGNucxDQAG5E7Ed0A8L0Afkps/ldE9AYADOCL0WeHgVQZ0UCIMgBb7xfqVnsvCQgdaSiorGzaYqGg3HFnt+xfPSfMbhLKFxTMzJ7aro4DzG5ZL8h+GaEjEKNJBt6jiZb5a6Rp+piC93qAsE+jUp8YjksPJxnQPEAclW3HddBjggfaQVbpwRuxZOMqv6vvN1LSKW2uur4o61rsRqG4TVh8eYbFjRk0MdScUJwD+pxBFeCzc+3Sf3DJB8ZlwVQNJ6U1Q7yhtTNaevsQSWYdJ2WbpL7tbBlmvgXga6JtP7bJMSeDqFJkIMDKdQoVTRKRxf+7cq3jinhxQBWw5LuorJxo/Co4Bvqahp4rFOdkZ6gSQuBVL5o/MisCaQJX7FKV3XlljY64vrzhIDGFmEKEJKknVqs/BkzWtuXvMjRrxr5x32lKNPYwTZnGliIwwoFxHngquWTZb+5thqwtM9kFbBQRCgZUxVALDX2pUFwoFNddQgCs1KgqLzlaW2ZtJUcuyEozlcuaAUS8qCnPBPIWttpZdiBaF7hx75ahL2NnbKLfkSxz/JBG4FMk46nbjZudSEELX+/IepDvfUW+iqEqL9Uw1FzBzOw0bTtT1XoxNuBkV2W3Q1cCG6rTOJ20xNp1BnGuZjDNe+rRw0I+ALrAjPiWZGwZKakmci46Fy8XttnIgXeTmOygz3vrzVFq8nxRmeqg1UcESgAYpXNeDIhnsOUGLJGrhc+M8cd3f4jASti3X+81Gpk2ZohLB0bKNJEW3zu6XqXMgP9/2cSvHSGTO5zhryojGK7zgyWUf0pHHrzXLN0aqK08eTfrlSrvZTCogPVKKkC5xUBUxahOdSD1yg1TjbZ/iQGqCFQSSNkyBOxGBuS0+JDuHmdJyNz2VCDqkBbomBK2PTxvvF/mSbclGgDJGFCQaFDVE39INbNUYsRxJXcsdxKgQF0ym8iOUhXVGTFaCekFiCeimoKgVO3dNz8UcqPvUyyW+vPpz6nfQ4xCWYxOJ4sdTmI6LizLkY4ngAAIdU2MEnp9gvw9vDH6zuSDsWQzWRgAyqanrwAYIuCEwUqhOiGUZ9bLYWW9HsCSu6qc905oJrym8twlsS+rJxMmw6h6YQ67wV3ymqsBHTO2MSzvQkdtnYYHn5BoAmKCB6zT4UeB4YDOQw0ZZJEzI7V9f1ytazt3JYYtuVt5UmmCLlxWjCYYcruFF4Gpvo/EsNVQDaLAaZ2SHOQYSfCx1z72DNT4t86yzBZBajXCSQ1ZZeCJpLfjvuNJPhB8OFjz2O5zVmh6Nb6UgZs+bfVJr48TiJycUrALlFovpjoFqjOC0Ta4CgBUKajS5siHetmqssdelPY4WtWLIPh2KQJKYTSxJunvS2s2YjveQMrKRHnh7D1hlfUK5KzUOE0y3i/MZhUj1MFtEpKFl03cEpUKgC4IZq6gCoYq4GQX+X1Yuy5tHIoqY6UdR+bkF5x3x28szi1z95NtS2jt6yA1cSnLMlsEWw8zRfCNfGCPnoyXMHQNqxB5MpZHdelkJEi+NSuUa4IHmkTqygVQZUICDCuAFvXiOUYT9Mzqk9UJwCdAVcDuzYCqFPS5gaoqu0pUxc2FD8rKlk/1C5EkZqMm096EZ89S0gk3qHWLM/bUuVME3xlk9Z/HaZLuf1ZunYAUwVN0PH9M+dAAGtkzfq1WYlfG1xBoYaAWBqokqNI6LP778MFXEYPy6xW3lrSUfUno7LHcONpCMyLlsx7RbHm0lmUZAZYSQvxRFHTq0CUBR3hVhVB/PSJ5AMs7gTy370xdkXYPAxtI0gQuxEOD7YOFKoRJT8UlQ18w9GVlV6r3KWiVCas2oXIlfSvTOlV7mnpCj/T3KYER67ocB3YpyzTO2+25t0i+b6KTHKlKIu+z7SEjB0+2pO3CHKWxXvmcoQqGVoBhsn6SAVQJqDlDLwzUorIkL712QfCN7Bivs3dNaNrURmWSROp3zrLMniC8l6TBA+2nezwJSco2QO3l+OP4h4qOOkAqJS0cRGqIbGUZVnX5XmOHqMUFQm13MsDsNmN226C47RY5cJ2gDjbJIFN7uJrMjOkyfn9/GkPnTOaTQQfB+odvJ8EjIdEIJ6YhRRrhZciRcecsWuctk/XW7a4ELgHSBDWvUBAAAogVjLYPDjLOYbkwUOclaGFTKrEo7WhUpPk2SoP4UWlqdm2UyruxU9Ip+WRZZvvo+8GccXcSvPy+DJpKfTJKMWwFoVJIpEuGEqxw2rtyHklpQJdWnyzITlJSJYHPKQxd9Zyhzyvo8xLqfGGNf1EC8wXY57GbmtR9WzuLhwHNoFnG6tiXLAO0pZLWx2LUGjk0SQ0+DrL6TBqgmTygADt1lNoxJjlrFbCJAwWAkqCU/VyTlRe1C6RacjfQF6UdjS6qJrE7x6WhsztiZ1kDyiNO9x1jtLmNGjJ958qyzOpIZnzEP7g0/rBPU7duZdSEei5trTN8PxwDtafvgk+krOcOY4ew+qLOkAEAqlygaWG9dswXtfF7GUauh5rIHggIHVbq6Qr7XYz0QLFNWaYR71hCLj1En1w4PiZ4oKXDA2gnFQBolOnws1w9wftgqvPI2S2oYftS6Upm2FmqoQ8YWJs/X4AuF26ma1nbdkdmjCx+1hqVjhVE9dcksW2iz7LMikhJNKmnuBjCNupeeyRzhQGYUkwEUa5YmOsgJEYC8hioVQ8GoJjBRttOUahQ+ZG8fFPZ2jQ0L0HzhTX0sgQvFm5EIAw8YfwUjT5ybvuRok8Tj1IlQ5mAhBcPiHhTJexH1X0EmoI8GerU+LRItguDsGb3vwYqhnZrAUt5MiQFLEr4UgaoXGJAJMP0Bk+7pJjos/77x/6mpIl2n6M1h0zuKaQkmi4I4/doTAaRh2Vuli+oYMmWKaymFMhU+Wp3GvC649wZ9EKB/ELDktz9q6xA8wX4wpWb9V674Xr0EA1Xg/HHcQF/PzLWxwQ6ehLLZrMmAq1A5MwoFWa1Amh6896Tr+Ccmojgfe67EfGrsqpXJWu0tV0TKcgwvh6S9NaXEPvapN66h3v6bbMss0WkMmriiRtAY/ja8HQqttO7Q8qkkGO8TglTD2NDRN6AjOsERPXn8oeuDLBY1GmL4rNQubLD+FPpj4deBGzvWFeWib+3layLtgffF2hN1qQBkt58K/DqJZoKYFJ2hTBvo0oFfYf8tYYG1d57Y3KSz/YSZTPCdteWLo99NOwrEyrLMuNiacqkREcmTQupMgZCpwwr0oeyw1wHpeKKe6Gdppnm6D2aRqGwaJGGAN3edqTFwSaPVUhjZI13aebYAJIPXjxqWQYhq8aAg0ePumQv0g6GaJjfqSnBuHPW32vb92je+oEgk/tASMPolWtkKlkqkyY18y95DKuPM2Br0XR09OREDCNkGDeiYC/NdHwvXNMyb/3IO8RWsCpJr5JSJ2dEbpvgwzlV03aESTfWXfVePFBLkQAa1SadTNi4sj5y922J5Zewvzvnrog9yzJHglQQSm5LBKICwfvOJ4y/nizivfemNEJa6J1dbUrk4NdapLE9z3vy4tipTmM7c8LoU+mgGcOxyuSWvg7b16E3Ifae4Gpv5liHN9+10lMj3gTUiVepPiUhHyRylCr+HzzxLnX8TZBlmeNDyqupZZu6s4TJTh4hs8BXiXTHkBmGfrKF6yC2Q6SzVhqlEYgAJkHsfuja0QEEjmWRjYPCqqSwLCtjU4IHlufCp77jvydGrQCaM7lFKWG/Q52Z5XV3ajk4AJpkLt/7ZkiHZYxMmD7EI6SpBsuRyX11CC+nV56JK0QCzWAPohz5FFynYCKXcdAv6VjpJZys36uR7czYLrZJAGPnUw8g+cbpuxYDAZozuYF20NUfRKRSturCeCyreSTbkMJYdr7LiUp9GDBiGBQdI6JHiehZIvqk2HYvET1GRH/u/t7jthMR/SoRfZ6IPkFE377RRUwRHYZCippk74pycVna2aFhKnTtnQxahk96LH0vmQ7pAkrsK+XJ15LruCrYmV3vYkLLNrJoBu3G7dmdInvFNi/yuKWdytGlD/jLbe7l+0rDnquqPl/ksTdqsh+6vp7CgLYMTX14F4C3RNveAeCDzPwggA+694BdMf5B93oYwDsHnmNacEbBVeWyTJzH7l6ByMW2lRDriMl9TLNDhGJfHS/fEbzm7trtr6FRqz0y+FYnvRp4Fw7drqXtxKSZeq107OGk6O2nRapispwlZ2eHsWPSQ+aB0BNkLs+bfND0NnrA/Yrv3ZQIfgkGMRIz/xGAF6LNbwXwbvf/uwH8kNj+G2zxIQB3E9EDYzT2KBB7NpEXn3rVpD3s5bXHTg+my8u5YtiZXU+BENYdPUgyjV+dX0kQbDR65Mp027z0zqWT1UfkqbYOwZD74tOOU7Xa94UB7d5Ec7+fmZ92/38JwP3u/1cC+Aux35Nu29M4IqTKEwwlyeRqOB6JImIMQdDrNTb5f7JzLBuBHP/iG+Pb9SalYMfKxkh5npvKRbEddM127Zon0ddfxqzW2DjuigHR1P3fV4aMxK6yZZiZiWilqyWih2GHtzjD9TGasXNIo1tlpafm9xKGP1KUv86AaXa63rYOIfgrgnXsGljBtleJt4yFIWsHrItEMLbVR7psOVF5dC+TjqZA3CNhk178jB+Wur/Puu1PAXiV2O/r3bYGmPkRZn6ImR+a4XSDZuwQy4aifUPYjldjiOk1Snm+hLa4FKuS87Jh7DrD3cPFRnYNJGzbk8U+My3kufvaMcooIW0n0n77ArG9QdpNsUxaiX8r/yCcWvrjAFvahNzfB+Dt7v+3A/gDsf3HXXbBmwB8RQxzuzGFG7YOGsQ30BNrBGiaRt3VKcK+QyEI3gd/gycvg8SpY14tMo8xrl0Dq5F6vO82HwhxMNafb6zgYYcNxbO9kzr6tu0vdV9jEpcYU84aA2PJMkT0HgDfDeA+InoSwM8D+EUAv0NEPwngCQA/4nZ/P4AfAPB5ALcB/MSq7T4IhODkBh1ADo9l/rzMapEY6pF3zcwTn2Xswa7XkWHGcnqGaO6x1zomiUnJZqo2mHrYxf8fEAaROzO/reOjNyf2ZQD/cJNGHTW6OoyYGLUJrmrmyzq4snbdaYM78EinRuxDg9oe25hTsA5ybZktoJUhsEYAZlcBy6l1pIymvey7Lkmf5z6FOMFUsGm2zJBsqVWPuatsmSuPHXeAXu88E/q0MaXh/rKgYt8+Etuy/y7iGzO4uc73V54MxsuLxG0h3TKTe0bGtrFvEl8Hq8oV20Qqg2UIUiOQff0W6zwQ+pBlmSPEqp75snKqGdvHIeZOr0Iu2yR5Scop772vnX2Sx75+k1Ueml0ev/9sCTK5HyP6NP0pZytkHA6WpVH698u+O2SfsTCFh+yqGVMbtDeT+7EjE/n+sW9C2RY2DQ73efxyCcnU+YbGArrad+i/SZZlDhQb18/IhD4pjOUxTsHzlFhF6pBzOiRxL5N0+uQXWUphU7Jf1v6pIcsyE0Um34x1MGXiGTLDdR3tuEv+iT/rkoRWiQes8qA4AOQKURkZ28aRkMUgDPHGx0Iq2Dr03Mty/aeOLdeWycjIGIKuOiZD9930XJuiq+jYvic4SYJetS27nKU75FzyGka6x1mWycjYB4ZMIBrzuGMdc0hQctveb5fcs07Rs23V8hlyzCH3dYN7nD33jIxtYyqTgQ4dQ1dNGoJDkV+6kGWZjIwJIJP3cgzNmpHvh+jlq5b2PSJkcs/I2DfW8SKvADk1EOe8x+/l9vj9ukHTqSyukkKWZTIyjhSHLivE2Ob1DCX4fWbOrHrug5Nljs1gMzK60JUpsc7394VNNPAhK07F92WTYw1t1xFhKbkT0aNE9CwRfVJs+9dE9Bki+gQRvZeI7nbbX0NE50T0cff6d9tsfEbGJtirbR+DI7NqnZRNv9uVQ79JO/r22eUDYOi5V6huOcRzfxeAt0TbHgPwV5n5WwF8DsA/F599gZnf4F4/PeD4GRn7wruwb9teh0CO0etcN3Vx3/tsCyOkmS4ld2b+IwAvRNs+wMyle/sh2JXgMzIOCju37XW9zkPDJhOEhj64xjrWsuJl28SYslYCY2jufx/AfxHvX0tEf0JE/5OI/uYIx8/I2BfGte2h3tgh6u8Sm1zn0ElFx+ydD9ln24XDiOjnAJQAftNtehrAq5n5eSL6DgC/T0TfwsxfTXz3YQAPA8AZrm/SjIyM0bFz216nHO3USH1VTH3UMvX2LcHanjsR/T0AfxvA33Urw4OZL5n5eff/xwB8AcA3pb7PzI8w80PM/NAMp+s2IyNjdEzStg+dyIHdXMMx3Kch2JYsQ0RvAfBPAfwgM98W27+WiLT7/xsBPAjg8XXOkZGxD0zKtvsKjvlJPIfkXe6irfucENaV0rqNGbFjyDJE9B4A3w3gPiJ6EsDPw2YQnAJ4jGyjP+SyB74LwC8Q0QKAAfDTzPxC8sAZGXvG5G07Lku7yyXprhLGvn8TWfVpKbkz89sSm3+9Y9/fA/B7mzYqI2MXmKRtr7OqUMZ+kPoNdlXPfsDvP60ZqhkZGemp6LKU7aHJMVPHGGTcN7raBtnn2jIZGQeGvk6bCX07WPe+Dl3NaU+/Wyb3jIxtY9kScF3kcFUyP3aNMQOowPr6+ibtOLjCYRkZx4hl9UD2taLRVcVYNWSGlCDeFrIsk5GRkbEE+3qIbvm8mdwzMraN7IEfJ6a8mAcyuWdkbB+7JIGs0+8OfQ/tbf8OBynLZC8nI2N95P4zDUzgd5geuQOTuDEZGaMh23PG2MiyTEbGBJClkuPCtmvRDMFByjIZGRkZU8aBjMQ2queekbExqMe/YLO7dmwTB0IGGR0Ys46PPNYmx8y1ZTIyJoAsyxw2xlw4Wx5ry7JM9twzMjIyVsFYXnyexJSRceDIskzG2Bjg8WfPPeMwcUiEmWuvZ4yNLMtkTBKy6uGyoGkmxYyMJgY6C1mWOWSQ6n5NFalKen2vY0CqhO8m/4+Jsdq0z2uQuArXM3C1pwmzQMakMISIrwpZr4qxyURmWcQZF0P/3xcJbuMarur1LEGWZQ4YpLp/aDbKSh5XlVCnhn2TT/z/VNpx1a9hk+shAvpql/EEOj8R/SWAWwCe23dbRsJ9OI5rOZbrAIBvYOav3fVJieglAJ/d9Xm3hGOyh2O5lk67ngS5AwARfZSZH9p3O8bAsVzLsVzHPnFM9zBfy2Eha+4ZGRkZR4hM7hkZGRlHiCmR+yP7bsCIOJZrOZbr2CeO6R7mazkgTEZzz8jIyMgYD1Py3DMyMjIyRsLeyZ2I3kJEnyWizxPRO/bdnlVBRF8koj8loo8T0UfdtnuJ6DEi+nP39559tzMFInqUiJ4lok+Kbcm2k8Wvut/pE0T07ftr+WEg2/b+kG17z+RORBrAvwXw/QBeD+BtRPT6fbZpTXwPM79BpFa9A8AHmflBAB9076eIdwF4S7Stq+3fD+BB93oYwDt31MaDRLbtveNduOK2vW/P/Y0APs/MjzPzHMBvAXjrnts0Bt4K4N3u/3cD+KE9tqUTzPxHAF6INne1/a0AfoMtPgTgbiJ6YDctPUhk294jsm3vn9xfCeAvxPsn3bZDAgP4ABF9jIgedtvuZ+an3f9fAnD/fpq2Frrafgy/1S5xDPcr2/YBI9eW2RzfycxPEdHLATxGRJ+RHzIzE9FBpiQdctszRkG27QPGvj33pwC8Srz/erftYMDMT7m/zwJ4L+xw/Bk/rHN/n91fC1dGV9sP/rfaMQ7+fmXbPmzsm9w/AuBBInotEZ0A+FEA79tzmwaDiG4Q0Z3+fwDfB+CTsNfwdrfb2wH8wX5auBa62v4+AD/uMgveBOArYoib0Ua27enhatk2M+/1BeAHAHwOwBcA/Ny+27Ni278RwP9xr0/59gP4Gtho/J8D+EMA9+67rR3tfw+ApwEsYHXGn+xqOwCCzf74AoA/BfDQvts/9Ve27b22/8rbdp6hmpGRkXGE2Lcsk5GRkZGxBWRyz8jIyDhCZHLPyMjIOEJkcs/IyMg4QmRyz8jIyDhCZHLPyMjIOEJkcs/IyMg4QmRyz8jIyDhC/H+0eFcJJnScRwAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 32/50] reconstruction loss: 0.0000; discriminator loss: 0.0005; generator loss: 0.3246\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 33/50: 100%|██████████| 63/63 [00:20<00:00,  3.05it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 33/50] reconstruction loss: 0.0000; discriminator loss: 0.0006; generator loss: 0.3239\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 34/50: 100%|██████████| 63/63 [00:20<00:00,  3.03it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 34/50] reconstruction loss: 0.0000; discriminator loss: 0.0006; generator loss: 0.3258\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 35/50: 100%|██████████| 63/63 [00:20<00:00,  3.02it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 35/50] reconstruction loss: 0.0000; discriminator loss: 0.0005; generator loss: 0.3228\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 36/50: 100%|██████████| 63/63 [00:20<00:00,  3.02it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 36/50] reconstruction loss: 0.0000; discriminator loss: 0.0006; generator loss: 0.3253\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 37/50: 100%|██████████| 63/63 [00:20<00:00,  3.05it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 37/50] reconstruction loss: 0.0000; discriminator loss: 0.0006; generator loss: 0.3236\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 38/50: 100%|██████████| 63/63 [00:20<00:00,  3.04it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 38/50] reconstruction loss: 0.0000; discriminator loss: 0.0007; generator loss: 0.3244\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 39/50: 100%|██████████| 63/63 [00:20<00:00,  3.10it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 39/50] reconstruction loss: 0.0000; discriminator loss: 0.0003; generator loss: 0.3240\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 40/50: 100%|██████████| 63/63 [00:20<00:00,  3.13it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 40/50] reconstruction loss: 0.0000; discriminator loss: 0.0005; generator loss: 0.3250\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 41/50: 100%|██████████| 63/63 [00:20<00:00,  3.13it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 41/50] reconstruction loss: 0.0000; discriminator loss: 0.0006; generator loss: 0.3248\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 42/50: 100%|██████████| 63/63 [00:20<00:00,  3.13it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 42/50] reconstruction loss: 0.0000; discriminator loss: 0.0004; generator loss: 0.3230\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 43/50: 100%|██████████| 63/63 [00:20<00:00,  3.14it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 43/50] reconstruction loss: 0.0000; discriminator loss: 0.0007; generator loss: 0.3244\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 44/50: 100%|██████████| 63/63 [00:20<00:00,  3.10it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 44/50] reconstruction loss: 0.0000; discriminator loss: 0.0007; generator loss: 0.3235\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 45/50: 100%|██████████| 63/63 [00:19<00:00,  3.15it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 45/50] reconstruction loss: 0.0000; discriminator loss: 0.0007; generator loss: 0.3238\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 46/50: 100%|██████████| 63/63 [00:19<00:00,  3.16it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 46/50] reconstruction loss: 0.0000; discriminator loss: 0.0007; generator loss: 0.3250\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 47/50: 100%|██████████| 63/63 [00:20<00:00,  3.13it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 47/50] reconstruction loss: 0.0000; discriminator loss: 0.0006; generator loss: 0.3230\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 48/50: 100%|██████████| 63/63 [00:20<00:00,  3.13it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 48/50] reconstruction loss: 0.0000; discriminator loss: 0.0006; generator loss: 0.3240\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 49/50: 100%|██████████| 63/63 [00:20<00:00,  3.10it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\r  0%|          | 0/63 [00:00<?, ?it/s]"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 49/50] reconstruction loss: 0.0000; discriminator loss: 0.0007; generator loss: 0.3248\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 50/50: 100%|██████████| 63/63 [00:20<00:00,  3.12it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "stream",
          "text": [
            "\n",
            "[Epoch 50/50] reconstruction loss: 0.0000; discriminator loss: 0.0007; generator loss: 0.3238\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_P658Ny-AscF"
      },
      "source": [
        "<a id='fivetwo'></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "aRxV6o8aIZU3"
      },
      "source": [
        "## 5.2 Visualizing the training metrics"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "uo1VKkfbIcDi",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 489
        },
        "outputId": "63f0466f-af0f-4c4a-8614-80d63620a53e"
      },
      "source": [
        "encoder_ft, decoder_ft, discriminator_ft, history_ft = load_weights_and_history(save_path_ft)\n",
        "metrics(history_ft)"
      ],
      "execution_count": 43,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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XF5ehCyXWHfidfVyPj/Xp2rH+CbyyWWxAidXrM0jv16K+Y5rEmofRcB2AMjjb72plrx0mJlmToaN8nwFs06TcOlVMWr+n94gWddZjpmXVua0y+nRjjIcxrzFv8zqMeV1cXCbtMg1J0lT2EcrN2QH/26xQROwOvLF6eC3wrMw8q7FcZq7IzG8Cb6s2TQc+2eLYRzA4atfFwLMz88JmBTPz9sz8cjbvTfseSg9gKCOF75WZlzSp44eUhNQBL61GJW5nFvDqzPxBZmZDnVdQblYPeE1ENJv9Yvfa+psy87ZmB8rM5Zn5h8x8Q2au6KBtIzUD+Cvwosy8ocnxl/TgmHUfAh5XrT8A7JaZxzW+rlVbFmbmjzLzTT1u08MiYh3gE7VNX87Mj2bm0oa23U7pgT3QO38GJXBvZzalJ/zLMnNIb+/MXE55fQbqDOC1Iz6J0en2d2jg876EMiXZfc0OmpmLM/OMzHxbk6fr35lPtvq3oarnisz8SGZe1KqMJEmStLrIzIeAm2ubNmpVtpWIWIsy4jRVXe+q6m12vAWZeWJmfqRFdZ+njHQFcCOl0/YvW9R1X2YelZkfbNPEGZSRnp6bmX9tUs9YYtPZlE7oe2fmdQ31LgIOooyeBSU+PQT4PSXuv7Oh/H2UayED8fmeEbHxGNrW2M6uxIeZ+Y4qtlrU4vkVmXkM5dyhjFrWLA4blXGIpftyLaMage2w2qYTKdd0hswGVj1+I3B6bfMXq/3rnsngCGM/zszvNbseUtX5z8w8IjO/3eTpbsTckiRJkoaq3y//e8tSYxQRW1FG3IYSm+6Wmae0uFd6ImU06QHzIiLaHGI28PnqvtmQ6wCZeS9lMK2F1abHADu3qOd9wHbV+qnASzLz2iZtnJ+Z76AMDAclUbeTGGQaJR4+rUmdSxoeG/P2gDGvJE1cJnRL0hQTEetExO4R8SPgM7WnvpKZv2mx2/tq6+/PzLuHO0YVNF1ZPXxBRKzf0IZnAM8aKA4ckJkLOj2HWj3B0Gl7PpOZN7cqn5mnAr+obRpuyuIBP2t1s7pyBuVGNJSRzbZrUmad2vpdHRyzlz7cKuDtpYiYzdDpmj6SmVeNdzvaeD3lPQS4g9adEQaC54Nrm54TES2nh6p5T3VzvlmdAz2fB7S6iNI1PfoODXzeHxrN97qhDuj/d0aSJEkabw/U1h85iv3rv6fvaXUDrZ2I2IyhicRvy8w7RlNXE59ud21hDD6SmQubPZGZDwI/b9j8vsxc2aL8jZTpjqEkVu/YtVaOf3x4EmXEMoDndaG+AeMRS/fjWsbewNbV+lJKx4hWN6OTcs1jYGrwbYDnNxTrVpzbjZhbkiRJUqVK2K0P2HV/B/u8OCL+u82yXpNd300ZEA1KXLxKknRdZp5JGfUZyj3op7Zp2l2UEcBb1XcHQ2PiVWLNiJjJYNy2hHItoGnMXPMxyj1/GDo4VCsnZebZHZQbCWPekTHmlaQJyoTuKSoiNoyIl0TEpyPiFxFxd0RktRzT7/Z1Q0RsVTundssx/W6v1COHNn7eKTeGzwb2r8rcQ7nZ+b5mFVQjTg/8IJ8P/KzDY585UAWDydsDXlhb/11m/q3DOhttR5m+CMqIWcd2sM/RtfU9Oyh/4nBPVgHMX2qbtmpSrJ4g289eovcBv+7TsXcB1q3WH2Swp/ZE8tza+nHtAudqROj6aHLPaVP/dZl5aZsyl9XWt2pTtht68R0a+Lw/MiJGO8p4/TvzHxExvWVJSZIkafKp37BaexT7302ZZhngiRHRGJN36nkM3tT+R5vOziN1fBfrqlvEqgnbjepx3DWZ+ZeWJYvLa+tbtyw1Mj2JDyPiSRFxQEQcGhGH15MJgK8xeIN9hyajaY1Wr2Ppfl3LqJ/XGdVoay1VI63XvyON51WPc18ZERuOsl3diLklSZIkDWqMu5t2EG6wMyXBdbhlnSb7vbi2/qMO2/f72vpubcr+NDMXtynTLtbcERiIV37XOJtVM1lmpx4Y7O2JEfGINrv8uF2dzRjzdpUxryRNUDPaF9Ek1a3RdCSt3lZQenw2m85mwJOANav1ZcDX2s/mBMBOtfUtGp7bpbZ+JqNX74V8VWbe08E+59XWN46ITasgs5VVpn9uon7cZsH5CQwGRYdFxPOBHwK/ycxbOqi/W/6cmSvaF+uJ+nt+QT9GCe9A/fN0fstSQ50H7FCtP61N2W58lrqtF9+hE4CB6dqPq4Lt44EzO7noUzkJmEfpfLgPcHlEfIcyOvgVox1hUJIkSVpN1G8mz29ZqoXMXBoRpwGvo1z//X1EHE/5nX12ZrYdbaxSj+POGmk7hnF9NdVzL1ydmcvalKlP13tFB3XW29qtOK2r8WFEHEAZEW3bDo8/E3gEQ1+L0ep1LN2vaxmjPa+XVuuN53UB5cb0FsCjgSsi4rvAT4ELG6frHkY3Ym5JkiRJgx5seLxm01JjVM1oPRCzLaUMzNbJrk+orTfec2/UjVjzmbX1zatk6U4MDOwVwOYMnX2s0SUd1lkqNObtBWNeSZqgTOgWwE2U3nJ797shPfSfwOnDPN+NH3LSRPQn4KLa47UoP6B3BWZTpnQ6OiIek5kfb1HHprX19Sk9ikeqcYrojWrr142ivgGPqq3f2MkOmXlHRCwG5lSbNgCGS+geLtgcUL9ZPLPJ80dTRiXft3q8V7UQETcB51AS20/v4ZTTMLbpjcaqW+95L4348wTcUFvfoE3ZbnyWuq0X36H/oozcvQvlos0rqoWI+Afl8/47yigBjRfJBo7x94j4EPClqo5/Ab5YLfdFxPnAHyjfmas7abckSZK0GqmPZDXaxOf3Ak8HHgfMAv6tWlZGxBWU3+W/AX5RTQncTK/iuF7Gpp3EXcvHUL5bcVpX4sMod/+/Dfz7KNqwNt25JtrrWLpf1zK6el6ZuSwi/o0y891a1fMfrJbFEXExZUa9M4Dzh+nIPOaYW5IkSdKgzJwfEcsZzJ9ad7jy1T7zKAMTPSwitgKuH2a3TWrrs+jOPfdG3Yg167kBT6qWkWrXzo7iPGPenjLmlaQJqltTTGj182lKz6mNM3NL4K19bk+v3ZqZlw+z3NrvBko9ckZmHlxbDszM51KmTzquVu5jEbFfizraTYnUicYORPXRxhYwemvV1juZ/qpZ2XbTV495JOCqV+0rgTcDf2t4+tHAv1KSvm+LiKMjYr2xHrOFfo6K3a33vJdG83ka189SD3T9O5SZC4E9KAH6DQ37PQ54E2WE+tsj4osRMbfZATLzcMp0Xb9j6Gv3SMqo3V8EroqI30bEDk2qkCRJklY7EbEmZSSrAcNOedtKNVXujpQbYfWZ+qZRRol6B3Aq8M+I+EhETG9STa/iuF7GpiONu/oVp3XruP/B0BvbvwQOoLzHjwRmZ2YMLAy9SdutewO9jqX7dS2j6+eVmX8Angwcy9DzmkOZOv1jwLnAlRGxb+P+VR1dibklSZIkDXFTbf0JLUuNTS/uuTfqRqzZ83aOYCZnY97eMeaVpAnKhO4pKjMPzcyfZeYd7UtLmmyqG7tvAH5V2/zNiGjWW7b+w/z/6kHRCJZ5DXXWe0uuxejVbyiPZPqretlx6bmZxbczc3vg8cBbgO8xdJSzmcBBwEUR8agm1Uxk7X5TdOs976XRfJ7G/bPUZT35DmXm0sz8MvAY4CnAu4AfA/UOVGtQgvEzh0nq/kNmPo8yasFrga8DlwIra8X2Ai6MiGeNoP2SJEnSRLUjZTatAReMtqLMnJ+ZnwA2o4xs9EHgNKA+M9Qjgc8DJ8eqcz2vDnHcVPeB2vqhmfmizDy2GsDi/iZTGre7kTwakzWW7sl5ZeZ1mXkAZTS0F1I6XZzJ0Jvd2wKnRsT7WtTRlZhbkiRJ0sPOqa3v3KNj1O+5zx/lPfcDe9S2Vu38+ijbeVaX2mLM2zvGvJI0QZnQrTGLiDkRcXBE/C4ibo+IpRFxZzVi5kER0a6XoKQ+yMyVlBGjB4Ky9Si9IhvVO35s3KXD1+vcegz11KcgenQnO0TEhpReoAPublW2VzLz6sz8VjVi+jaUBO//B6yoimwDHDre7WpQn26rk3/H2/XW7tZ73ksj/jxRRrsfMO6fpS7o6Xeo6sjwl8w8IjP3z8zNgacB360VewZtppXLzDsy84TMfHdmPp3yb9F7gHuqInOBozppvyRJkjTBvaa2vpIyctGYZOaKzLwwM7+cma8ANgJ2B35SK/Zy4FUNu64OcdyUFRFbUEanArifkpg/XPl1aD/t9WhM1li6p+eVmQsz81eZ+YlqNr31Kd//v9aKfT4iNhumjq7E3JIkSZI4s7a+dUT0Iqm7HmOvExFr9OAY3dCL3IARM+btOWNeSZqgTOjWmETEk4ErgSOA51JuCM2k9LbaCzgaOD8iNupbIyW1lJm3AF+tbTo4IhoDsz8DS6r1DSPisV04dH2EseeOoZ7Lauv/EhHrdbBPfRTf2zPztjEcvyuqBO/3MzSJ+2XNio5TkwDm19bX76D8Dm2er7/nz5ygPWXrn6ddO9ynXu7SLrZlvIz7dygzL8vMN1F+Iwxo9nkfro67MvNrlKSTAdtHxGNGUo8kSZI0kUTE+pSpgwf8MjMf6PZxMnNlZp4L7Av8pvZU4+/yehz3nG63Q2O2aW39ysxc1rJksRvQOAp7MyO99jBZY+lxPa/MXJSZJwF7MphAMQt4wQjrGXPMLUmSJE1BJzE4iBCUQYW6KjP/Cdxc29RpnDHeLqyt79pkNq/xYszbW8a8kjRBmdCtUauSOv8AbElJ/Ps88ArK1LAvAP4HWA7sBJweETP71FSAQyLimohYHBEPRMQVEXFkRDytj22SJorDGZwSZw7wofqTmbkI+H1t0zu6cMxf1Nb3iojtRlnP34Hbq/XpwBs62Oeg2vqZLUv1R310tGYdYRbX1nv9b+oNtfWnDFcwIjalBMnDuQC4r1pfG3jjqFtWPPxadPH/l/rn/HURMadlyXLcHYEn1TZNtM9TJ/r5HWr3eW8rM88D7h1rPZIkSVK/VTdIvwesVdv8X708ZmYm8NPapsbf07+hXNsDeFxEjOgmm3puZW29k5Hd3t5hvSO99jBZY+n6eb24mq2qperayIta7N+xzLwXOK+2abRx7phjbkmSJGmqyMyFlEEMB+wfEfv24FA/q6134557L5xHGREbYHPgpX1qhzFvbxnzStIEZUK3xuJ7wCMoPbe2ycyPZeZpmXlJZv46Mw+m/LhbSZnm4sD+NZWnAdsAs4F1gCcAbwUuqRK7Z/exbVJfZeZ9DA1Q3xoRj2oo9oXa+iER8bxO628y4jeZeRGDP9QDODYi1mos10518/l/a5s+Ody0PBHxMmCf2qYjR3rM0YiIDTosukVt/c4mz9d7hrc8zy6p977ev82/k1+hTcCbmUuAb9Q2fSEiHj+G9vXitfgRsKBa34ShI6YPERGzGPq9OTMzr+pSO8ZNt79DETF7BN/llp/3Tr8zEbEuQxNemn1vJEmSpAmt+g39Y4b+1v5+Zv5xlPWtXcUsnWj5u7yajef42qajnIVvQrmewZHFnjjcjEUR8VrgJR3WO9J4e7LG0r+mvMZQril/tVXBqkPGEQxeG7kW+G1DmU5mPxvQ9HvZrZhbkiRJUlNfYOioxT+MiJe3KjxKhwMrqvVXRMSBne7Y7J57L1T3dOvxzzeGu3fYqIvXDYx5e8uYV5ImKBO6NSoRsTuD02kckJl3NyuXmb+kTE8D/Unovh/4LmW62l0pid37AF9j8EfXW4Hv9KFt0kTy/xj8TqwBvL/+ZGb+gdKJA2AG8POI+GirH9QRMSci9o2I0xnaO7LuXcCSan1H4OyIeEaL+jaOiA9ExAebPP1V4NZqfX3gdxGxyojSEfE64Ljapp9m5tkt2tZtN0XEURGxR0Q0/b+36q1bD/B+0aTY9cBD1fqWEbFTl9tZ9zMGR27fEjg6IubWC0TEehFxLLAfg+/lcL5ICfCgdAg6NyJe12yqrohYIyL2j4hW/z5fXlt/TQfHbisz5wOfqW36SER8pjERoroQcTqwS7VpOfDRbrShT7r5HdoEuDkivlx9ppuKiOcDn6ptavy8nxARP4uIV0dE01731cWjH1Gm4wK4OjOvbVZWkiRJmogGYl3gb5S4asDPDOwAACAASURBVMD5wH+MoeqnAzdExLyIeEKLY0+vbngeUtvcLA79KIOz4mwJ/LHVSN0RsW5EvCUivjiGtqtD1fXYC6qH04CTGjtOR8S0iHgn8H1K0sBi2qvH269uN732ZI2lM3Ml8JHapv0j4luN18IiYm3K9edX1jZ/qNq/7pCI+HNEvL1VIkZErBURn6XMeAnlPft1rUi3Ym5JkiRJDTJzMfAqBpND1wBOjYjjI+JprWKjKu7ak6EDKLU6xrUMnY3rO9Xv+6YDHUXEjIjYOyK+z9Bk8147HLiiWt8MuDgiXjPMfe4NqusBlwLN7uePmDFvbxnzStLENaPfDdBq62XV36sy869typ5NuSm1U0TMyMzlbcp3y23AZpn5UMP2y4AzIuJ/KL3GHg28PiKOz8xWiafSpJaZ91TfiQ9Xm94ZEV+sprwZ8FbKj+i9KQmUnwP+MyIuBG6iJPSuSxkN/4mUnpwAl7Q45qURcRBwDOX/o6cCF0TEVZTv6QOUpN8nVPVNo3TGaKznvoh4PeWH+hrA44FLq3b9rWrrLsBja7v9AziooxenO+YCb6mWByPiz8CNwEJgA+BfgO1r5e8C5jVWkpkrIuI04PXVprMi4peU13+gN/e9mfm5sTY4Mx+KiM9QkrAB3gDsHRFnAvMpvV6fTXnNLwd+RUNHgCZ1zo+IV1Km7d6Qcu7HAV+NiPMp5z2H8hl6GuV1+0uL6k4GBpIIvhARL6JcWKgnln+2GoF+JL4M7Mbg9GH/Cby9Ou/7KOf9HAY/3wAfzMwLWU314Du0LuWz8P6IuJfyfb6VchFlQ8o0Y/Ve9Fez6nd7GqUD1j7A0oi4oir3ALA25f/uZzLYOXEF8O4RnbgkSZLUey9uuCk7jTJz3LqUWHfrJvt8C3hvNSLWWAyMGnVoRNwO/Bm4nXJDcSNK0vemtfLnUEYJHyIzb46I/YDTKLPjbA38MiJuBC6iJHuvBWwLPIUyWtPpY2y7OvcJys3PaZTrKn+NiPOA6yjvy+6UzwLAxynXJbZsU+cplGs+QYnJ/q+K2R+slflxZl5cezwpY+nMPCEing28s9r0ZuC11XndQYlx92LozFFfzcxTWlT5ZMrsZf8TEddSrqfcTfnebEIZkKRe12GZeXNDHd2IuSVJkiQ1kZnXR8TOlLj2yZS4aL9quSsiLqH8hl8ArAlsTvkN3jg68ZkMHQm67lPAVpRBCYPy+/6QiLiYMjDWQ5RrB1tVda9Z7deqvq7LzAVRZu39LeU6wMbACcDdEXEB5fpCAOtRrm88jsF7dr/vYlOMeXvImFeSJiYTujVaA72hHh8ROWzJQTMpP+jqU2YcSOnNNSaZuUqvucxcCiwdZp9/RMQbKAnnUEYkMqFbU9nhwMGUoHAt4L2UIAko0ytFxIspN4TfT0n8XIMSnLSyjMGes6vIzB9GxD+Boxm8kf34amlmQbONmXl2ROwF/JDyAz4oCai7NCn+W+D1mXnXMO3utgUMBidrU4LL3VuU/Qvwumpq62Y+BjyXEjivwdDesFASxcec0F05nHJT/s3V4w2B1zaUuQB4NR2OHpeZ/1ddCDmWkhAOJZngFS12afqeUzoCvKGqIyifw8bP4n9TguiOZebKKun8K8DbgemUizCvblL8AeA9mXnMSI4xEXXxO7SMklQ/cMFiPUqg38pZwP6ZubBhe/2iySzKRZqntqjjTuAt1awgkiRJ0kSyE4OjDg1nBaWD5Vcz83ddOO4iSuL2wLXfjYEXDlP+JOBNTUZXAiAzfxcRu1Fm7npytXlLWt8kbRXHqcuq9+adlBm/ZlCuv+5ZLQNWUkaA+zzl5na7Oq+OiMMYHEnsidVSdzlwcW2fSRtLZ+bBVaeI/6TEumszONhJ3WLg05n5+RZV1ePcoHSafmyLskspndQ/3bC9WzG3JEmSpBYy88aI2JUy2/T7KQNUATyK4WPrBM4FDs/Mlh2dMzOBA6vk8E8Bj6TcC9u1WlrVfd5IzmOsMvO6apTkIymxXVBei5cMs9v9QLsBIUfSBmPeHjPmlaSJx4RujdaGo9xvja62Yowy85yI+Bul1+BuETGt1c0rabLLzLsi4pvAB6pNh0TE4Zl5f63MCuCTEXEE8EbgeZTvzwaUAGo+JaH4r5Sex2e0S5zOzN9X0yO9jhIA7kj5N2Y2JeC5BvgjcGpmnjNMPRdExHaUJN99KSODbUj54X87JYA+LjN/3aqOHlqfkni8B+Vm/uMoScxzKL2sb6GMZH4y8JPh/h2qLiI8mZJ8vzcl4XptevB/etWO/4iIUykB8DOqc7kH+DvwA+D7mbmszWxUjfXeCOxRJRC/hsHe0+tQRi2/kfJ6/JwWHW2qYz6PMkr0qyiB9nqUCx5jUs0kcUhEHAm8iRIobkF5ne+l9PQ9A/hWZo5bb/he68Z3KDNvjYj1KZ0OdqeM+vdYykWuWZRg/kbgT8DxmfnbFlW9jJLAvRflc7cdZZSDNSmB/F3A/1Hehx9V051JkiRJE91SStz8AOU39mWU2Oe3mXlLtw6SmRdGxIaUmH03ym/rbSjx3PSqDddSOuj+IDMv6qDOv0TEUymxwr6UGXM2ovxGn08ZHesi4KeUGZw0TjLzyGqEsvdSOjpvSknqv5UyMtp3MvMygE5j98z8WEScC/w7Ja7biDbXdSdzLJ2Z/1VNcf5mymxhW1NGDbuf8tn/FXB0Zt40TB2HR8TJwPMpSRo7UEbcW4eSgHA/5VrL74Fjq2snjXV0K+aWJEmSNIxqFvjDqnviL2TwftWGlNh6GuU3/F2UGbH+BPwsM68bwTGOiIhjgH+jxAlPpvy2n0P5bX8LZXbisyj33BtHMu65ajbv/SLiicD+lETqrSmvwUAccw1wKWVAqN9k5uIut8GYt8eMeSVpYonS+UtTXURsBVxfPfxeZh7YpvyVlBF0/0JJ/OrUVZm5rFbPIxicAmXUMvPK0e4bEScy2HNuw3EetVeSJEmSJEmSJEmSJEmSJElTmCN0a7QGepStlZmXj7aSzHyAMipRP9mrQZIkSZIkSZIkSZIkSZIkSX0xrd8N0GrrsurvYyJi4762ZOyeUP1dwmCiuiRJkiRJkiRJkiRJkiRJktRzJnRrtH5S/Q3g3f1syFhExLOA7auH52bmyn62R5IkSZIkSZIkSZIkSZIkSVOLCd0alcz8NXBR9fCDEbHfcOUjYoeIeGnvWzbkmPtGRAzz/GOBH9U2faP3rZIkSZIkSZIkSZIkSZIkSZIGRWb2uw3qg4jYDXhsbdMGwJeq9fOAo+vlM/OYJnVsQ0nqXq/a9FPgeOAfwApgQ+CpwEuBXYDDM/MDXTuJNiIigWuAU6p23gIsATYBXgAcBKxVFT8hM187Xm2TJEmSJEmSJEmSJEmSJEmSwITuKSsijgEO6LR8ZjYd6ToitgVOBp7YQTWHZuanOz3mWFUJ3Z34JvDezFzSy/ZIkiRJkiRJkiRJkiRJkiRJjWb0uwFavWXm1RHxFGA/4FXATsCjgOnAPcBVwLnAqZl56Tg372XAM4FnAFtSRiFfE5gPXAecA3wnMy8f53ZJkiRJkiRJkiRJkiRJkiRJgCN0S5IkSZIkSZIkSZIkSZIkSVLfTOt3AyRJkiRJkiRJkiRJkiRJkiRpqjKhW5IkSZIkSZIkSZIkSZIkSZL6xIRuSZIkSZIkSZIkSZIkSZIkSeoTE7olSZIkSZIkSZIkSZIkSZIkqU9M6JYkSZIkSZIkSZIkSZIkSZKkPpnR7wao9yJiNrBD9fAuYEUfmyNJkiRJIzUdeFS1/tfMXNLPxmhqM8aWJEmStBozvtaEYXwtSZIkaTXX9RjbhO6pYQfgT/1uhCRJkiR1wU7Axf1uhKY0Y2xJkiRJk4HxtfrN+FqSJEnSZNGVGHtaFxoiSZIkSZIkSZIkSZIkSZIkSRoFR+ieGu4aWLnooovYZJNN+tkWSZIkSRqRf/7zn+y8884DD+8arqw0DoyxJUmSJK2WjK81wRhfS5IkSVpt9SLGNqF7algxsLLJJpuw+eab97MtkiRJkjQWK9oXkXrKGFuSJEnSZGB8rX4zvpYkSZI0WXQlxp7WjUokSZIkSZIkSZIkSZIkSZIkSSNnQrckSZIkSZIkSZIkSZIkSZIk9YkJ3ZIkSZIkSZIkSZIkSZIkSZLUJyZ0S5IkSZIkSZIkSZIkSZIkSVKfmNAtSZIkSZIkSZIkSZIkSZIkSX1iQrckSZIkSZIkSZIkSZIkSZIk9YkJ3ZIkSZIkSZIkSZIkSZIkSZLUJyZ0S5IkSZLUJxGxZUQcHhFXRsTCiLg3Iv4UER+MiDW6eJwXRcSpEXFLRCyp/p4aES8aQR0zIuJtEXFORNwVEYsi4tqIOCoitu9g/3Uj4vkR8fGIOD0ibouIrJazRnFOu0bEDyLixohYHBG3R8SvImL/kdYlSZIkSZIkSZIkSf00o98NkCRJkiRpKoqIlwI/ANapbV4D2LFa3hwR+2TmNWM4xjTgf4GDGp7arFr2jYijgbdm5sph6tkAOAPYqeGpxwBvAQ6IiIMz8+hhmnMZsNXIzqBle+YBn2BoR/WNgL2BvSPiX4FXZ+bibhxPkiRJkiRJkiRJknrJEbolSZIkSRpnEfFU4HhKMvcC4OPArsBewLeqYtsCP4+ItcdwqM8ymMx9GbA/sHP197Jq+5uB/xqmrdOBUxlM5j4FeBHwDOBdwJ3AbOCoNiN+R239DuBnIzmRWnveChxKuaZxLeX8dgb2Bc6siu0DfGc09UuSJEmSJEmSJEnSeHOEbkmSJEmSxt/XgLnAcmDvzPxj7bnfR8Q/gC9SkrrfD8wb6QEiYlvgA9XDi4FnZ+ai6vGfIuInwB8oo4F/MCK+02I08AOA3ar1b2TmO2vPXRQRvwAuoSSnfz0itsvM5U3q+W/geuCizLy5amOO8JzWA75QPbwJ2CUz7649/zNK8vlLgf0j4n8z86yRHEOSJEmSJEmSJEmSxpsjdEuSJEmSNI4iYmdg9+rhtxuSuQccDvy9Wn93RMwcxaHew2BH7kNqydwAZOZDwCHVwxnAe1vUM5AUfi/wwcYnqyTwz1cPHwu8olklmfnlzDx5IJl7lN4MPKJa/3A9mbs6xgrgHcCKatMq7ZUkSZIkSZIkSZKkicaEbkmSJEmSxte+tfXvNiuQmSuBY6uH6wLPGckBIiKAl1cPr8zMC1oc5wLgqurhy6v96vVsC2xXPTyhSgJv5pjaetOE7i4ZeO3mA6c0K5CZtwC/rR7uFRFr97A9kiRJkiRJkiRJkjRmJnRLkiRJkjS+dqv+LgQuGabcH2rrzxrhMbYGNm1Sz3DH2QzYquG53ZqUW0Vm3g5cXT0caVs7EhGzgJ2rh3/MzKXDFB9o62xgx160R5IkSZIkSZIkSZK6xYRuSZIkSZLG18CI19dk5vJhyl3ZZJ9OPaFFPSM9zmjq2SIi1mxTdjS2BaaPsC0w8tdOkiRJkiRJkiRJksbVjH43QJIkSZKkqSIi5gAbVA9vGa5sZt4XEQuBNYEtRniozWvrwx4HuLm23nic0dQT1X5XtSk/Ut06p2FFxOZtimw8kvokSZIkSZIkSZIkqR0TuiVJkiRJGj9r19YXdFB+IKF7rR4eZ2FtvfE43aqnG8arLTe3LyJJkiRJkiRJkiRJ3TOt3w2QJEmSJGkKmVNbX9pB+SXV37k9PM6S2nrjcbpVTzdMpLZIkiRJkiRJkiRJUtc4QrckSZIkSeNncW19VgflZ1d/F/XwOLNr643HaaxnMa0NV083dOuc2tmizfMbA38aYZ2SJEmSJEmSJEmS1JIJ3ZIkSZIkjZ8Ha+trdVB+zervgh4eZ83aeuNxGusZLqF7uHq6oVvnNKzMvGW45yNiJNVJkiRJkiRJkiRJUlvT+t0ASZIkSZKmisxcDNxTPdx8uLIR8UgGE5NvHuGh6knJwx6HoSNSNx5nNPVkw37d0q1zkiRJkiRJkiRJkqQJxYRuSZIkSZLG19+qv4+NiOFmzvqX2vrfR3mMxnpGepzR1HNzZi5sU3Y0rgZWjLAtMPLXTpIkSZIkSZIkSZLGlQndkiRJkiSNr3Orv2sCTx+m3B619fNGeIzrgdua1NPMs6u/twI3NDx3bm29ZT0RsTGwbfVwpG3tSGYuBS6qHj4zImYNU3ygrUuAi3vRHkmSJEmSJEmSJEnqFhO6JUmSJEkaX6fV1v+9WYGImAa8sXp4P3DmSA6QmQmcXj38l4jYpcVxdmFwNOvTq/3q9VzN4AjX+0XEGi0OeWBt/dSRtHWEBl67dYBXNisQEZsDz6se/i4zH+xheyRJkiRJkiRJkiRpzEzoliRJkiRpHGXmRcA51cODIuKZTYq9H9iuWv9aZi6rPxkRe0ZEVssxLQ71VWBFtX5ERMxtqGMucET1cHlVvpkvV3/XA77Y+GREbAN8tHp4Db1N6D4aeKBaPywi1m9oy3TgG8D0atOXetgWSZIkSZIkSZIkSeqKGf1ugCRJkiRJU9C7gfOAucCvI+JzlFG45wKvA95SlbsaOHw0B8jMqyPiS8BHgB2B8yLiC8C1wDbAh4GnVsW/lJn/aFHV94A3Ac8C3hkRGwPfAu4DdgY+QRkxeyXwrsxc3qySiHgK8JQWx9g4Ig5s2HZSZi5oOKd7I+LDwJHAlsCFEfFZ4K/ApsB7gOdUxY/LzLNaHE+SJEmSJEmSJEmSJgwTuiVJkiRJGmeZeVlEvBb4ASUZ+nNNil0N7JOZD47hUB8HNqQkZD8V+HGTMt8G/nOYtq6IiH2BM4CdgFdVS90S4ODM/MUwbdkXOLTFc48Hvtuw7SxgQWPBzDwqIjalJJJvA3ynSX1nUM5ZkiRJkiRJkiRJkia8af1ugCRJkiRJU1Fm/hR4EvAVSvL2Q8D9wMVUo2dn5jVjPMbKzDwI2Ac4HbgNWFr9PR14cWa+OTNXtqnnbmBX4B3AucA9wGLgOspo3U/PzKPH0taRyMxDgd2AHwE3U87pTuA3wOszc5/MXDxe7ZEkSZIkSZIkSZKksXCEbkmSJEmS+iQzbwTeVy0j2e8sIEZQ/gzKqNWjlpnLgW9Wy2j2nwfMG0sbGuo7Hzi/W/VJkiRJkiRJkiRJUr+Y0K2+OP/au1m4ZAVLl69k6YoVPGubDdhwnTn9bpYkSZIkSVLPPPDQMq6560Ee+6i1ecQaM/vdHEmSJElSzU33PMR1dy9g8bIVLFq2go3WmcOu22zQ72ZJkiRJmiJM6FZfvPf4P3PH/CUPP/7em3Y2oVuSJEmSJE1aN9/7EK858o/cPn8xG649mxPf9ky2XH/NfjdLkiRJklQ55bJb+Opv//Hw4xduv7EJ3ZIkSZLGzbR+N0BT06wZQz96S5ev7FNLJEmSJEmSeu/kS2/h9vmLAbjzwSWcdMktfW6RJEmSJKlu7szpQx4vWraiTy2RJEmSNBWZ0K2+mDXdhG5JkiRJkjR1/PP+xUMe33r/oj61RJIkSZLUzNxZJnRLkiRJ6h8TutUXs2cMDYaXrjAYliRJkiRJk1djIsCCxcv71BJJkiRJUjNzGu5hLzGhW5IkSdI4MqFbfTFrhiN0S5IkSZKkqaMxoXvhUhO6JUmSJGkimeMI3ZIkSZL6yIRu9YUJ3ZIkSZIkaSpZ3DhC9xITAyRJkiRpIpk704RuSZIkSf1jQrf6YnZDQvcSE7olSZIkSdIktmhpQ0L34mV9aokkSZIkqZk5M4few168zHvYkiRJksaPCd3qi1nTG0boXmEwLEmSJEmSJq/Gkd0WOkK3JEmSJE0ojSN0L15q3CZJkiRp/JjQrb6Y1TBC91JH6JYkSZIkSZNYY0L3giXL+9QSSZIkSVIzcxoSuhvjOEmSJEnqJRO61ReNCd1LTOiWJEmSJEmTWOPIbguXLmflyuxTayRJkiRJjRoTupevTJY507QkSZKkcWJCt/pi1nRH6JYkSZIkSVNH48humfCQo71JkiRJ0oQxd9b0VbYtNm6TJEmSNE5M6FZfNI7QbUK3JEmSJEmazJpN1b1wyfI+tESSJEmS1Mzcmc0Sur2PLUmSJGl8mNCtvjChW5IkSZIkTRUrV2bTJIAFJnRLkiRJ0oQxZ+aq6ROO0C1JkiRpvJjQrb5YJaF7hQndkiRJkiRpclrSoiP7gsUmdEuSJEnSRDFnxqojdDebbUmSJEmSesGEbvXF7OmO0C1JkiRJkqaGVgkACx2hW5IkSZImjGnTgtkNA5M5QrckSZKk8TJlE7ojYseI+GRE/DoibomIJRGxICKujojvRsRuXTrOvIjIDpc9u3HM1UHjCN2tRqqSJEmSJEla3bVK6H7QhG5JkiRJmlDmzBw6SveipSZ0S5IkSRofM/rdgH6IiLOB3Zs8NQt4XLUcGBHHAv+RmUvHs31TQWNC99IVJnRLkiRJkqTJqVUCgCN0S5IkSdLEMnfmdB5YtOzhx6066EqSJElSt03JhG5g0+rvbcCJwDnATcB04JnA+4HNgDcCM4HXd+m4O7R5/vouHWfCmzW9IaF7uYGwJEmSJEmanFpN0b3AhG5JkiRJmlDmzBx6H3vxMgcmkyRJkjQ+pmpC95XAx4CTM7PxjtoFEfF94DxgW2D/iDgyM88e60Ez8/Kx1jFZzJoxdKqqpcsNhCVJkiRJ0uTUakQ3E7olSZIkaWKZM3PofexWHXQlSZIkqdumtS8y+WTmSzLzhCbJ3APP300ZpXvAq8enZVPHrBkNI3SvMKFbkiRJkiRNTouWNk8AWGhCtyRJkiRNKHNnDU3obtVBV5IkSZK6bUomdHfozNr6Nn1rxSS1SkK3I3RLkiRJkqRJquUI3YtN6JYkSZKkiWTODEfoliRJktQfJnS3Nru2bpTWZbOmm9AtSZIkSZKmhlYJAAuWeMlJkiRJkiYSR+iWJEmS1C8mdLe2R239792oMCJ+HRF3RsTS6u9ZEfGRiHhkN+pfncx2hG5JkiRJkjRFLFraKqF72Ti3RJIkSZI0nLkzG0bobhHPSZIkSVK3zeh3AyaiiJgGfKS26YQuVf382vqjKEnjewAfjogDM/P00VQaEZu3KbLxaOrtpVmNCd0rTOiWJEmSJEmTU6sR3RY6QrckSZIkTSizZw69j73YgckkSZIkjRMTupt7L7BztX5KZl4yxvr+CpwGXATcBswEHg/8K7A3sC5wckS8NDN/MYr6bx5j+8ZdY0L3EgNhSZIkSZI0SbVK6H5wyfJxbokkSZIkaTiNI3S3mnFJkiRJkrrNhO4GEbEHcFj18E7g7WOs8quZOa/J9guBYyPircCRwHTg6IjYJjMXj/GYE96s6Q0jdJvQLUmSJEmSJqlWU3QvNKFbkiRJkiaUxoTuxS066EqSJElSt5nQXRMR2wOnUl6XxcBrMvPOsdSZmfe3ef6oiNgJOAjYFHgV8MMRHmaLNs//f/buPUy2s64T/fftS3V3eu9wSyBAAogYQgQVuSjDHT14BEFwZAwyMgqIjDMMKONBHnREFD3ocBRvM4hgBlFGBgkRUUFMuB6UyMHhkhvhZgKETSAhuzt97/f80bXZVauqr7urq7v35/M89dS7Vr31vu8Krc9etb7rt85JcsU2xxyoZoXuxZXV1FpTShnSigAAAAAGY70K3QLdAAAA+8tks0K3QDcAALBHBLrbSinflORdSe6QZCXJRbXW9+3R9K/JWqA7SR6dbQa6a603bPT5fgxJNwPdtSbLqzXjo/tvrQAAAACnYr0AwMy8QDcAAMB+MtVSoRsAABiOkc27HH6llLsleXfWKmTXJM+qtV66h0u4sqN99z2cd2hao71/eovLq0NYCQAAAMBgzS32/81jZnE5tdY9Xg0AAADraVbonl9yDRsAANgbp32gu5RyVpK/S3Lv9q7n11rfsMfLOO2u3E2MC3QDAAAAp4f1KrrVmty2qNobAADAfjHZuI693hOXAAAAdttpHegupdwuyTuTXNje9fO11t8fwlIu7Gh/cQjz77mJ0dGefYsrAt0AAADA4bNRAGB2YXkPVwIAAMBGphoVuufchAsAAOyR0zbQXUo5I8k7knxne9craq2vHNJyfqqj/d4hrWFPtcZU6AYAAABODxsFAI4LdAMAAOwbk41A9/yyQDcAALA3TstAdymlleSSJA9v73p1rfUXdjDOj5dSavv1sj6fP6CUcp9Nxnhukue0N29sr+vQ6xfoXhDoBgAAAA4hFboBAAAOhmaF7nkVugEAgD0yNuwFDMmbkjy+3b4syetKKfffoP9irfXaHczzoCR/VEq5PMnfJPl4kq9m7b/7BUme0bGOlSTPrbXO7mCeA2d0pGR0pGRltX5jnwrdAAAAwGE0v0Gge0agGwAAYN9oVuje6AZdAACA3XS6Brp/qKP9uCQf26T/55Pca4dzjSb53vZrPV9N8uxa69t3OMeB1BodydzqyRPgBY+rAgAAAA6hjQIAM/MC3QAAAPvF5Hj3k6bnlxQlAwAA9sbpGujeK3+d5NlJHpbkgUnukuROSUqSryX530n+NsnFtdZbh7XIYWmNjXRd0FShGwAAADiM5jZ4RPfsokA3AADAfjHV6q3QXWtNKWVIKwIAAE4Xp2Wgu9a6K2dbtdaLk1y8wefHkry+/aKhNdZ9d/PiikA3AAAAcPio0A0AAHAwTI2P9uxbWF7NZJ/9AAAAu2lk8y4wGK3RRqBbhW4AAADgEJrfKNC9sP5nAAAA7K1+we2NzukAAAB2i0A3QzPRrNAt0A0AAAAcMksrq1laqet+PrOwtIerAQAAYCP9At0bPXUJAABgtwh0MzStZqB7RaAbAAAAOFw2q+Q2q0I3AADAvjHVL9C96LwNAAAYPIFuhqYZ6F5QoRsAAAA4ZDar5DazsLxHKwEAAGAz46MlI6V73/yS69gAAMDgCXQzNK3RRoVugW4AAADgkJlf3Pj3jpl5gW4AAID9opTSU6V7sxt1AQAAdoNAN0PTrNAt0A0AAAAcNptd+J9dFOgGAID9opRyz1LKq0opV5dS9szkfQAAIABJREFUZkspXyulXFFK+blSyhkDmvOMUspnSim1/frcBn1f1tFvq6+X9RnnXtv4/sWDOO79bKrVHeheEOgGAAD2wNiwF8DpqyfQvSLQDQAAABwumwW6j6vQDQAA+0Ip5UlJ3pjkzI7dZyR5cPv1nFLKE2ut1+3y1C9P8k27PGanawY49qE0MaZCNwAAsPcEuhma1qgK3QAAAMDhNre4SYXuBYFuAAAYtlLKA5P8eZKpJDNJfj3J5e3ti5L8ZJLzk7yjlPLgWuvxXZz3hUnmkywlObrJV/4gyVs26TOa5H1ZC6bfmuRtm/T/hSSXbvD5zZt8/9BpVugW6AYAAPaCQDdD01OhW6AbAAAAOGTmN7nwPyPQDQAA+8GrsxbeXk7y+Frrhzo+u6yU8qkkv5G1UPeLkrzsVCcspYwmeW3WAti/nOTZ2STQXWs9luTYJuN+f05WGf9ftda5TZbyhVrrJ7a06NPE5Hj3dez5JdexAQCAwRvZvAsMRk+ge8WJMAAAAHC4bFbJTaAbAACGq5Ty0CSPbG++rhHmPuFVSa5qt19QShnfhalfkORBSa5J8spdGO+EZ3a037CL4542psZV6AYAAPaeQDdDM6FCNwAAAHDIzS12X/gfGyld27MLy6m17uWSAACAbk/paP9xvw611tWcDEffPsljT2XCUso9k7y8vfm8WuviqYzXMe6ZSX6wvfnZJO/fjXFPN5ONQPf8okA3AAAweALdDE1rtPvPb0GgGwAAADhkmpXc7nSk1bW9WlV7AwCAIXtE+302yUc26PfejvbDT3HOP0gyneRPaq3vOcWxOj0tyVS7/SfV3aM70hPods4GAADsAYFuhqalQjcAAABwyDUv/J91ZKKnz8zC8l4tBwAA6HW/9vt1tdaN/nF+dZ/vbFsp5aIkT0hyc5IX7XScdTyzo/2GdXt1e34p5bpSynwp5eullE+WUv57KeU7d3ltB8ZUI9DtJlwAAGAvjA17AZy+egLdKwLdAAAAwOEy13g099lH+wS655dz56N7tSIAAOCEUspkkrPamzds1LfWenMpZTZrlbXP2+F8d0jy2+3Nn6+1fmUn46wz9r2SPLK9+cFa66e3+NXO4PZEkgvbr58qpbwmyQtqrQs7WM+5m3Q5Z7tj7hWBbgAAYBgEuhma1mj3ifDishNhAAAA4HBpXvi/3dR4xkdLllZOPvl8dsFvIgAAMCSdt1bObKH/iUD3kR3O95tJ7pLkQ0leu8Mx1vNjSUq7/T+20P+WJJckeU+STyWZT3LXJI9P8uysHeNPZe2/0TN2sJ7rd/CdfWFyvLsw2fySwmQAAMDgCXQzND0VupedCAMAAACHSzPQPTU+miMTY7n5tqVv7Du+sNT8GgAAsDcmO9qLW+h/olL11HYnKqU8KsmzkiwneV6ttW7yle36t+33+SRv3qTvF5PcvdZ6W2P/R5P8dSnl95O8O8k9kvxoKeXPa61/uaur3ccmW92FyeZV6AYAAPaAQDdD0xPoXhHoBgAAAA6X5oX/yfHRTDcC3Sp0AwDA0Mx3tFtb6D/Rfp/bziSllIkkf5i1CtqvrrV+bDvf38L4353k/PbmpbXWr2/Uv9a6mA0C7LXWT5VS/m2S97V3PT/JdgPd523y+TlJrtjmmHtiarw70D236JwNAAAYPIFuhmZChW4AAADgkGte+J9qrVXo7jS7sLyXSwIAAE463tE+soX+0+33mW3O89Ik901yfZJf2uZ3t+KZHe037MaAtdb3l1KuTHJhkkeUUkZqrVu+oFtrvWGjz0spp7rEgZlsBLrnlwW6AQCAwRPoZmh6KnQLdAMAAACHzFyjQvfUeG+g+7hANwAADEWtdb6U8tUkd0py7kZ9Syl3yMlA9/XbnOrF7fd3J3nSOmHmE2NPl1IuareP1Vov22RdrSQ/0t78cpJ3bnNtGzkR6J7M2n+jr+zi2PuWCt0AAMAwCHQzNM0K3QsC3QAAAMAhM7fU/XvH1PhoplXoBgCA/eTKJI9Mcp9Sylitdb1/oF/Q0b5qm3O02u8/0X5t5Kwkb2q335tkw0B3kh9Icsd2+09rrbuZPq67ONaB0Qx0z7uODQAA7IGRzbvAYLRGGxW6V5wIAwAAAIfLfKOS22RrNEcmuwPdM/MC3QAAMEQfaL9PJ3nQBv0e3dH+4OCWs23P7Gi/YZfHvrD9vpDkq7s89r41Md59Hbt5XgcAADAIAt0MTatRoXvRnc0AAADAITO31H3hf2p8NEdajUC3Ct0AADBMb+to962eXUoZycng9C1JLt/OBLXWstkryefb3T/fsf8xG41bSrlTkie0N/93rfV/b2ddm4z98CTf2t78QK31tLmY26zQ3TyvAwAAGASBboamGeheEOgGAAAADpm+ge5mhW6BbgAAGJpa64eTvL+9+exSysP6dHtRkvu126+utS51flhKeUwppbZfFw9utT2enmS83d5yde5SylNKKWWDz++T5M86dv3BzpZ3ME21ugPd8wLdAADAHhjbvAsMRmtUhW4AAADgcJtrPJp7qjWS6Ynun+RmBboBAGDYXpDkg0mmkryrlPJrWavCPZXkoiTPbfe7NsmrhrLC/k5UDV9O8qfb+N4lSa4rpbw1yYeT3JBkIcldk3xfkmcnOdLu++Za61t3Z7kHw6QK3QAAwBAIdDM0zQrdAt0AAADAYdOs5DY5PpojE93hABW6AQBguGqtHy2l/EiSNyY5M8mv9el2bZIn1lqP7+ni1lFKuSDJQ9qb76q1fnmbQ9wnyf+1SZ//luRntru2g25qXIVuAABg7wl0MzQ9ge4VgW4AAADgcGlWcpsaH82RifGufQLdAAAwfLXWt5dSvi1r1bqfmOTcJItJrkvyv5L8Xq31tiEusenHOtpv2OZ3n5zkYUm+K8k9k5yVZDrJrUk+k+T9SV5fa/3ELqzzwJkc776OvbRSs7yymrHGE6gBAAB2k0A3QzPRCHSvrNasrNaMjpQhrQgAAABg99RaewPdrdFMNyp0zwp0AwDAvlBr/XySn22/tvO99yQ5pYuctdZ7bbP/S5O8dIdzvT3J23fy3dPBZKNCd5LML6/miEA3AAAwQM44GJrWaO+J8OKyKt0AAADA4bCwvJpau/dNjY/m6GR3jYWZeYFuAACA/WKqT6B7bnGlT08AAIDdI9DN0LTGev/8BLoBAACAw2J+qfeC/9T4aKZbjUC3Ct0AAAD7Rt8K3X3O7wAAAHaTQDdD0y/QvbDiRBgAAAA4HOb6XPCfbI3mSLNC98JyarOUNwAAAEMh0A0AAAyDQDdDo0I3AAAAcJj1eyT31Phojkx0B7pXazK/5DcRAACA/WB0pPRcy+53wy4AAMBuEuhmaFqjAt0AAADA4dW84D82UjI+OpLpRqA7WavSDQAAwP4w2Qh0uwkXAAAYNIFuhmZ8tPTsW1xxIgwAAAAcDs1Hck+1H9vdrNCdCHQDAADsJ1Ot0a5tFboBAIBBE+hmaErpfVSVCt0AAADAYTG32P07x2Q7EDAxNpKxke4b3WcFugEAAPaNEzfknjC3KNANAAAMlkA3QzUxKtANAAAAHE7NCm4nAgGllByZ7K7SfXxeoBsAAGC/mGwEuheWBboBAIDBEuhmqFToBgAAAA6r9QLdSTLd6g50q9ANAACwfzQD3Sp0AwAAgybQzVA1A90LKwLdAAAAwOEw37jgP9k6GQg42qjQPSPQDQAAsG9MNQLd80sC3QAAwGAJdDNUKnQDAAAAh1Vvhe6Tv4NMTwh0AwAA7FeT493XseeWXMcGAAAGS6CboWqNCnQDAAAAh1NvoPtkhbdmoHtWoBsAAGDfmGp1V+hunt8BAADsNoFuhkqFbgAAAOCwmltsBLo7AgFHVegGAADYtybHugPdCwLdAADAgAl0M1Q9ge4VgW4AAADgcJhvXPCf7KrQ3R0OEOgGAADYPyZV6AYAAPaYQDdD1RpVoRsAAAA4nJoX/Kc6At1HJsa7PpuZF+gGAADYLzrP35LeJzABAADsNoFuhqqnQrdANwAAcJoopdyzlPKqUsrVpZTZUsrXSilXlFJ+rpRyxi7O8/2llEtKKTeUUhba75eUUr5/G2OMlVKeV0p5fynlK6WUuVLKp0sprymlfOs2xjmrlPLyUsrHSim3tl8fa++70xbHOLOU8uJSygfb/80WSinXl1Lesp1jgr3QvODfHejuDgfMLgp0AwAA7BeT493XseddxwYAAAZsbNgL4PQ2MdZ98XJxxYkwAABw+JVSnpTkjUnO7Nh9RpIHt1/PKaU8sdZ63SnMMZLkD5M8u/HR3duvp5RS/ijJT9Va1z0ZK6WcleSvkzyk8dG9kzw3yb8rpfzHWusfbbKe70rytiTnND56QPv1nFLKU2qtH95gjIcl+Yskd218dG779a9LKW9I8qxaq9JZDF1Phe6OR3Yfmez+We64Ct0AAAD7hgrdAADAXlOhm6GaaFToXnBnMwAAcMiVUh6Y5M+zFuaeSfLSJP8qyfckeW272/lJ3lFKOXoKU70iJ8PcH03y9CQPbb9/tL3/OUl+dYO1jia5JCfD3G9N8v1JvivJf0pyLMlEktdsVB27lHJekrdnLcy9nOQ3kjyq/fqN9r67Jnl7KeXcdca4b5K/afdbzVpY/fFJHpTkh5P8fbvrM5P8znprgb003wh0T3YEAqYnugPdswsC3QAAAPvFZCPQ3Ty/AwAA2G0qdDNUrUage1GgGwAAOPxenWQqayHmx9daP9Tx2WWllE9lLeR8fpIXJXnZdicopZyf5D+3N/8pyaNqrXPt7StKKX+Z5L1Zqwb+c6WU169TDfzfJXlEu/0Htdb/0PHZh0spf5PkI1kLp/9OKeV+tdZ+qdRXJDm73f7RWuv/6vjs/aWUj2Qt5H7nrAXMf7zPGK9Kcrt2+9m11os7Pvv/SilvTfL69nf/fSnl4lrrFX3GgT3TU6G7IxBwpCfQLRwAAACwXwh0AwAAe02FboaqNSrQDQAAnD5KKQ9N8sj25usaYe4TXpXkqnb7BaWU8R1M9cKcvIn7+R1h7iRJrfW2JM9vb44l+Zl1xjkRCv9akp9rftgOgf96e/M+SZ7a7FNKOSfJM9qb72yEuU+M8+Yk72xv/lj7O51jnJ3kCe3NDzbC3CfGqO3jmE1Skrx4nWOCPdN8JPdUa/1A94wK3QAAAPvGVCPQ3bxhFwAAYLcJdDNUzQrdC8tOhAEAgEPtKR3tP+7Xoda6muQN7c3bJ3nsdiYopZQkP9jevLrW+g/rzPMPSa5pb/5g+3ud45yf5H7tzTe3Q+D9XNzR7gl0J3lyTv7+0PeYG+OMtL/T6UFZC2knyd+sN0Ct9ZYkJ473+0spZ2wwHwzc3FL3jeudgYBpgW4AAIB9q/OG3ESgGwAAGDyBboaqGehWoRsAADjkHtF+n03ykQ36vbej/fBtzvFNSe7WZ5yN5rl7kns1PntEn349aq03Jrm2vdlvrVsaJxsf85062l/eYIzOz89I8uBN+sJANR/J3fnI7n4VutcKzQMAADBsk+ONwmRLrmMDAACDJdDNUPUEulecCAMAAIfaiYrX19VaNyrHe3Wf72zVheuMs915djLOeaWU6XXG+Xo7/N1XrfVLSW5dZy0zHe3bbbKWzs8vXLcX7IG5xe5Ad2eFt2age2W1ZsGN7gAAAPtC5w25iQrdAADA4Al0M1StURW6AQCA00MpZTLJWe3NGzbqW2u9OWtVvJPkvG1OdW5He8N5klzf0W7Os5NxSuN7neNsNkbnOM21XNXRfvR6Xy6ltJJ8V8eue2xhzuYY5270SnLOdsfk9NW84D/VWaF7cqzZPcfnN7rPAwAAgL0y1Qh0N5/ABAAAsNt6rxzBHuqp0C3QDQAAHF5HO9oz6/Y6aTbJdJIjA5xntqPdnGe3x9nqMfeMUWu9tpRyTZL7JnliKeURtdYP9Pn+i3IyNN8593Zcv3kX2JoNA90TvT/LzS4s5+yjEwNfFwAAABvrV6G71ppSypBWBAAAHHYqdDNUE81A94pANwAAcGhNdrQXt9B/of0+NcB5FjrazXl2e5xTPeZfaL+PJHlHKeU/lFLOKaWMl1K+pZTyW0le0Zhnu//tYNesrNaeG9enWid/B5kYG8noSHcQYGZBhW4AAID9oFmhu9ZkQXEyAABggAS6GapmhW4nwQAAwCE239FubaH/iTK9cwOcp7MUcHOe3R7nlI651vqWJL/U3jwzye8l+VLWAtzXJnlhkptzMvidJMe3MGfTeZu8HrKDMTkN9Xscd2eFt1JKT5VugW4AAID9oVmhO0kWllzLBgAABkegm6FqjTYqdAt0AwAAh1dnuPjIFvpPt99nBjjPdEe7Oc9uj3PKx1xrfXmS70nyd+muCj6X5I1Jvi3Jv3Tsv3kLczbnuGGjV5Ibtzsmp6e5PoHuZoW3ZqB7VqAbAABgX2ievyX9z/MAAAB2y9jmXWBwmhW6BboBAIDDqtY6X0r5apI7JTl3o76llDvkZLj5+m1OdUNHe8N5slZx+oTmPM1xbtrCOLXxvRPj3GULa+kcZ91jrrVeluSyUspEkrsmKUm+UGtdTJJSyrd0dP/kFuaEgZhb7BPobm0c6FahGwAAYH+YbPXWxhPoBgAABkmFboaqJ9C9ItANAAAcale23+9TStnoJusLOtpX7XCO5jjbnWcn41xfa51dZ5zblVLOWW+AUspdk5y5zlp61FoXaq2fq7V+9kSYu+1BHe0PbzYODMp8nwv9k2Pdge7pie5tgW4AAID9oTU6klK69/U7zwMAANgtAt0MVWtUhW4AAOC08oH2+3S6g8dNj+5of3Cbc3w2yRf7jNPPo9rvX0jyucZnH+horztOO6R9fnuz31q3NE5O7ZhPrOVoku9rb36o1rrd6uawa5qV2ybGRjIy0p0GODI53rU9My/QDQAAsB+UUjI13n0TrgrdAADAIAl0M1Q9FboFugEAgMPtbR3tn+jXoZQykuSZ7c1bkly+nQlqrTXJpe3NC0op373OPN+dk5W1L21/r3Oca3OyUva/KaWcsc6UP97RvqTP53+Z5MTJXt9jboyz2v7OTrwkyVS7/fs7HAN2xdxi94X+qdZoT58jjQrdsyp0AwAA7BvNQPf8okA3AAAwOALdDFVPoHtFoBsAADi8aq0fTvL+9uazSykP69PtRUnu126/uta61PlhKeUxpZTafl28zlS/neTEVcbfLaVMdX7Y3v7d9uZyu38//7X9fsckv9H8sJTyzVkLUSfJdekT6K613pjkT9ub31dK+eE+4zwtJytr/0n7O80+46WUs9ZZZ0opz0jy4vbme5P82Xp9YS80K7c1gwBJMt0a69qeWRAOAAAA2C8mm4HuZedsAADA4Ixt3gUGZ0KFbgAA4PTzgiQfzFol6XeVUn4ta1W4p5JclOS57X7XJnnVTiaotV5bSvnNJD+f5MFJPlhKeWWSTyf55qwFnx/Y7v6btdZPrTPU/0jyrCQPT/IfSinnJHltkpuTPDTJLyY5M2tVtf9TrXW98sIvTfJ/Jjk7yZtKKQ9O8lftz34gayH2JPlKkl9YZ4zbJfmXUsolSd6Z5Jr2vN+c5OlJntzu97kkP9asOA57bX4Lge4jk81A91JPHwAAAIZjcrz7WvbcomvZAADA4Ah0M1St0e6LmQLdAADAYVdr/Wgp5UeSvDFrYehf69Pt2iRPrLUeP4WpXprkzlkLZD8wyf/s0+d1WT9AnVrrSinlKUn+OslDkvzr9qvTQpL/WGv9mw3Gub6U8qQkb0tyTtYC5S9udLsxyVNqrTdscExTSX60/erng0meUWu9foMxYE80K3Q3K7slyZGJ7p/mZlXoBgAA2DemWt3ncc3zPAAAgN00snkXGJxWs0L3ymoUUQMAAA67Wuvbk3xbkt/KWnj7tiS3JPmntKtn11qvO8U5Vmutz07yxCSXJvliksX2+6VJnlBrfU6tdcM7a2utNyX5V0l+OskHknw1yXySz2StWveDaq1/tIX1/GOSByT51SSfSDLTfn28ve/+7T7ruSXJc5K8KWvVub+etTD5vyT5iyRPS/LIWuvnN1sL7IVm5bZmECDpDXQfX1ivyD0AAAB7bXKs+zyu+SQmAACA3aRCN0PVDHQna6HuibHei5wAAACHSTt4/LPt13a+954kZRv9/zprFbZ3rNa6nOS/tV+nMs5NSX6x/drJGl7XfsG+16zcNtWnQvd0T4VugW4AAID9onljrkA3AAAwSCp0M1R9A93LGxaHAwAAANj3mhf6J/sEuo9Odge6Z+YFugEAAPaL5nnc3KJANwAAMDgC3QxVa1SgGwAAADh8mhf6m5XdkmS61Qh0q9ANAACwbzQD3fPLAt0AAMDgCHQzVH0rdK8IdAMAAAAH21yjQvfUeO9vINMT3YHu2UWBbgAAgP2ieR43t+g6NgAAMDgC3QzVRL9AtwrdAAAAwAHXG+jurdB9dLJRoXt+ObXWga4LAACArWmex6nQDQAADJJAN0PVGhXoBgAAAA6f+cXuC/2Trd5Ad7NC9/JqzYLfRQAAAPaFyWage1GgGwAAGByBboZqZKRkfLR07XPhEgAAADjotlKh+0gj0J0kMwvLA1sTAAAAW9cMdDfP8wAAAHaTQDdD16zSvbgi0A0AAAAcbDsNdM8KdAMAAOwLPRW6BboBAIABEuhm6FpjjUC3Ct0AAADAATfXeBT3VKs30D05PpLRke4nlx2fF+gGAADYD6bGu69jq9ANAAAMkkA3Q9cMdC8IdAMAAAAHXLNyW7OyW5KUUjLdCHqr0A0AALA/NG/MnVtyHRsAABgcgW6GToVuAAAA4LBpVm6b6hPoTpIjE2Nd27OLAt0AAAD7QfPG3AUVugEAgAES6GboWqMC3QAAAMDhsuVA92R3oPv4vEA3AADAftAMdDfP8wAAAHaTQDdD1xrrPhFeXHEiDAAAABxsc4vdN6w3H9V9wnSzQveC30UAAAD2g+aNuXOLztcAAIDBEehm6FpjKnQDAAAAh8t8o3Jbs7LbCUcage6ZhaWBrQkAAICta57HNc/zAAAAdpNAN0M3MSrQDQAAABwetdaeR3E3K7ud0BvoFhAAAADYD5rncfNLrmMDAACDI9DN0DUrdC8IdAMAAAAH2NJKzcpq7do31dpioHt+eWDrAgAAYOumWo3CZCurPed6AAAAu0Wgm6FrBroXVwS6AQAAgIOrWZ07Wb9C93Qj0D27INANAACwH0yM9Z7Hzfc53wMAANgNAt0MXWu0EehWoRsAAAA4wPpd4F8v0N1ToXtRoBsAAGA/6PekpX438AIAAOwGgW6GrqdCt0A3AAAAcIDNLfZe4J9s9f8Z7shkI9A9L9ANAACwH/S7MVeFbgAAYFAEuhk6gW4AAADgMGlWbBspvU8oO2G6UaF7dkGgGwAAYD+YFOgGAAD2kEA3Q9cT6F4R6AYAAAAOrmage2p8NKWUvn2PNgLdMwLdAAAA+8LoSOm5OXdu0bVsAABgMAS6GbrmSbAK3QAAAMBBNr/YCHS3equ6ndCs0C3QDQAAsH9MjHdfy55fVqEbAAAYDIFuhm6iWaFboBsAAAA4wJoVuvs9pvuEIwLdAAAA+9ZU43xublGgGwAAGAyBboau1Qh0L6wIdAMAAAAHVzPQ3QwAdGoGumcFugEAAPaN5hOXmud7AAAAu0Wgm6FrjarQDQAAABwezYptzQBAp+mJ7s+WVmoWPMIbAABgX5gc6z5nmxfoBgAABkSgm6FrVugW6AYAAAAOsuYF/smNKnRPjvXsm5lXpRsAAGA/mGwJdAMAAHtDoJuhE+gGAAAADpPmI7inNgp0T/QGumcXBAQAAAD2g6nx7mvZzScyAQAA7BaBboauJ9C9ItANAAAAHFxzi92/bWwU6J4aH81I6d53fGFpEMsCAABgm5pPXJpXnAwAABgQgW6GrjWqQjcAAABwePRU6G6tH+gupWS6UaVbhW4AAID9oXmDrgrdAADAoAh0M3Q9FboFugEAAIADbL4R6G5WdGs62gh0z6jQDQAAQ1FKuWcp5VWllKtLKbOllK+VUq4opfxcKeWMAc15RinlM6WU2n59bpP+7+nou+Fri/Pfv5TymlLKp0spc6WUr5RS3l9KeV4pZWzzEQ63ZqC7eb4HAACwW077EzCGb2Ks+yR4cUWgGwAAADi4mhXbmgGApmaF7hkVugEAYM+VUp6U5I1JzuzYfUaSB7dfzymlPLHWet0uT/3yJN+0y2NuSSnlJ5P8XpJWx+7JJI9ov36ifcw3DWN9+8GEQDcAALBHBLoZugkVugEAAIBDZK5xgX+qtfFD8pqB7tmF5V1fEwAAsL5SygOT/HmSqSQzSX49yeXt7YuS/GSS85O8o5Ty4Frr8V2c94VJ5pMsJTm6ja//U5KfOIW5n5Dkv2ftqd5fTvKKJP+Y5I5ZO94fSvLQJJeUUh5Taz0tk8zNG3Sb53sAAAC7RaCboWs1At0LAt0AAADABj7xha/n9R/4bO50pJWffsx9cofp1uZf2kM9ge5NKnQfnWxU6J4X6AYAgD326qyFt5eTPL7W+qGOzy4rpXwqyW9kLdT9oiQvO9UJSymjSV6bZDTJLyd5drYX6J6ttX5ih3OPJ/ndrIW5b03y8Frrpzu6/G0p5feT/HTWKnX/WJKLdzLXQde8QXduybVsAABgMDYuDwR7oBnoXlx2VzMAAADQ322Ly7noD/8hb/3oF/La9382v3jpjvILA9V8BPfkJoHu6VYj0K1CNwAA7JlSykOTPLK9+bpGmPuEVyW5qt1+QTsQfapekORBSa5J8spdGG87nprk3u32rzfC3Cf8XJKbO9qnpcmx7vO55vkeAADAbhHoZuhaoyp0AwAAAFvzz9ff0hV4/ptP3Jiv37Y0xBX1mltsVOhubRzoPtKs0C3QDQAAe+kpHe0/7teh1rqa5A3tzdsneeypTFhKuWeSl7c3n1drXTyV8Xag85gv7teh1nonfOfEAAAgAElEQVRbkje3Ny8spZw/6EXtR83zOYFuAABgUAS6GbqeCt0rq6m1Dmk1AAAAwH5261x32HllteZ9n/rKkFbT31zjAv/UJhW6j0x0B7pnBbrZgZXVmo98/ubccPNtw14KAMBB84j2+2ySj2zQ770d7Yef4px/kGQ6yZ/UWt9zimPtxIljvqbWeuMG/XbzmA+kiXGBbgAAYG8IdDN0zUB3rcnyqkA3AAAA0Ktf9erLrj42hJWs71QD3ccFutmmldWaH3nNh/Kv/9v/m8e96r35q499cdhLAgA4SO7Xfr+u1rrRP8av7vOdbSulXJTkCUluTvKinY6T5IJSyj+WUm4ppcyXUm4opVxaSnlmKWV8g/mPJDmvvXn1ev36fL7jYz7ImudzzfM9AACA3TK2eRcYrNZo730Fi8urGe+zHwAAADi9zcwv9ex7zzXHsrJaMzpShrCiXvOL3Rf4J1sbB7qnVejmFH34s1/LP33+5iRrv6v9X2/5WL793NvnvDueMeSVAQDsb6WUySRntTdv2KhvrfXmUsps1iprn7dR3w3mu0OS325v/nyt9VQeN3SX9uuEu7dfT07y4lLKD9dar+rzvXM72hsec5LrO9rbOuZSyrmbdDlnO+MNS0+ge1GgGwAAGAyJWYZuYqx/oBsAAACgabbPxfObb1vKP19/yxBW09/2K3R3fy7QzXbdeOtc1/Ztiyt5yVs/nlo9BQ8AYBNHO9ozW+g/234/ssP5fjNrIewPJXntDsdYTfL3Wavu/b1JHpjkUUlemOREgPvCJJeXUu7R5/vbOebZjvZ2j/n6TV5XbHO8oZgc776WPb/kOjYAADAYAt0MXatfoHvFiTAAAADQ6/h8/7Dz5Vcf2+OVrG/bge7J7grd6x0jrGehT6jkA9fdlP95xfV9egMA0GGyo724hf4L7fep7U5USnlUkmclWU7yvLrzu+9+qNb6vbXW/6fW+ve11n+utb6/1vrqJN+e5H+0+90lJ6uBd9rOMS90tLd9zIdB83xufkmFbgAAYDAEuhm6voFuFboBAACAPmYWlvruv2yfBLpXV2tPxbap1saB7ulWd6B7dlGgm+1ZWOe3tFe846p88Za5vp8BAJAkme9ot7bQf6L9vq1/ZJVSJpL8YZKS5NW11o9t5/udaq3rPp6o1rqU5DlJrmnvemop5e6Nbts55omO9nb/YXneJq+HbHO8oZhsnM81b+AFAADYLQLdDF1rtPfPcL2LUAAAAMDpbWad6tVXfunW3Pj1+b6f7aV+v2lst0L3escI61lY7h8qmVlYzkve+vHsvPgjAMChd7yjfWQL/afb7zPbnOelSe6b5Pokv7TN725LrXU5yes6dj260WU7xzzd0d7WMddab9joleTG7Yw3LJNjvRW6/fsaAAAYhLHNu8BgjY2OZKQkqx3nvSp0AwAAAP3MLKxfDe3ya47l6Q+9xx6uple/am2TmwW6JxoVujc4RuhnYWn939Lee+1X8paP3JCnPfi8PVwRAMDBUGudL6V8Ncmdkpy7Ud9Syh1yMuB8/TanenH7/d1JnlRK6dfnxNjTpZSL2u1jtdbLtjlXklzZ0W5W6P5CR3vDY85aJe0TtnvMh0LziUurNVlcWc3E2MbneQAAANsl0M2+0Bob6Xoc8eKKQDcAAADQa2Zhad3PLrt6fwa6mwGApmage3FlNQvLKwICbNlmT7v7lb+6Mo86/+zc5czJPVoRAMCBcmWSRya5TyllrF3hup8LOtpXbXOOVvv9J9qvjZyV5E3t9nuT7CTQvW4J6Vrr8VLK9VkLa1+wXr+2UznmQ6HfE5fmFwW6AQCA3Tcy7AVAkrRGu/8UVegGAAAA+plZWC9bkXzwupuysDzc6tZzi30qdI9t/BNcM9CdqNLN9jT/7s+9w1TX9q3zy3npJR/3aHgAgP4+0H6fTvKgDfo9uqP9wcEtZ1dc2NH+Yp/PTxzzfUsp52wwzkE65oGYHO89n5sf8nknAABwOAl0sy+0GncwC3QDAAAA/czMrx/ovm1xJf/4ma/t4Wp6zTcqdLdGRzI2uvFPcNN9A93rHyc0NSt0P/r8s/OD33G3rn3vvupYLv3nflkeAIDT3ts62n2rZ5dSRpI8s715S5LLtzNBrbVs9kry+Xb3z3fsf8w2jyWllLEkz+rY9b4+3TqP+cfXGeeMJP+mvXllrfXa7a7lMJjsU6G73428AAAAp0qgm31holGpanHFSTAAAADQa6ZRuXp8tHRtX3b1sb1cTo+5RqC7XzW3pjNaoyndh5HjGwTXoWlhqTvQPTE2mpc96Vtz1pFW1/6Xvf2TOXZ8fi+XBgCw79VaP5zk/e3NZ5dSHtan24uS3K/dfnWtdanzw1LKY0optf26eFBrLaU8tpRy+w0+H0/yRx1rfXut9fo+XS9J8pl2+yWllG/u0+c3k9yho31amhgb6Tlfa573AQAA7AaBbvaFVjPQrUI3AAAA0MfMQlduIo8+/85d25ddfSy11r1cUpdmpbapVm81t6ZSSo60uqt0zy4KdLN1C41Hvk+Mj+QO0638yg/ev2v/Lbct5b+87ZND/b8RAIB96gVJ5pKMJXlXKeUlpZTvbgeoX5PkN9r9rk3yqmEtMsm/S3J9KeVPSyk/WUp5VCnlO0opjyilvCDJP7f7JMmxrB1Xj3Yg/flJVpOcmeSDpZT/WEp5aCnl+0opb0ny0+3uH0jyJ4M8qP2slJLJxtOmm09mAgAA2A29z3OFIWg1Hj3cfEwsAAAAwNLKauYblYif/B13y7uv+vI3tv/la7fl01+ZzX3ufGSvl5ekt1LbVJ/Hc/dzZHIsxxdOhrhnVOhmG5q/pZ14Gt73P+CueeID7pp3fPxL3/jsbz95Y97x8S/lB77tbnu6RgCA/azW+tFSyo8keWPWAs6/1qfbtUmeWGs9vqeL63UkyY+2X+v5eJKLaq2fXa9DrfWvSynPS/J7Se6S5Hf7dPtwkqfWWk/rBPNUa7TrXE+FbgAAYBBU6GZfUKEbAAAA2MzsQm/I+SH3ukPOOXOya9/lVx/bqyX1aFZqm9xioHt6orvuwkyfY4X19Aa6T/7d/fIPfmvuON3q+vy/XPrJfHVmYU/WBgBwUNRa357k25L8VtbC27cluSXJPyV5cZIH1lqvG94KkySvTPIzSd6c5BNJvpxkKclMkk8n+fMkT8vaWq/cbLBa62uTPCjJa5N8Jsl8kq9mrSr3v0/y8FrrTbt/GAdL80bdhSXXsgEAgN2nQjf7Qk+ge8VJMAAAANCtX8j56OR4HnvB2XnTh6//xr7Lrj6Wn3zUvfdyad8wt9io0N3aYoVugW5OwcJy99/dRMdvbWcdmcjLnvyt+U9v+ug39n1tdjG/9JefzO/96Hfu2RoBAA6CWuvnk/xs+7Wd770nSTnFue+1hT5XJbkqyW+fylyNMT+R5Lm7Nd5hNDHefS1bhW4AAGAQVOhmX2iNqtANAAAAbKwZci4lOWN8NI+975279l/xua/l1vmlvVzaNzQv7Dcrua2nGejuV40c1tOsENgMnDzp2+6ax194l659f/WxL+VvP3HjwNcGAAAHXfO8rnkjLwAAwG4Q6GZf6KnQLdANAAAANMzMd4ecp1tjGRkpefh9zuq6WXx5teYDnxrOU8F3Guienujup0I327HQ+C1tYqz776mUkl996v1zu6nxrv2/8LZP5JbbFge+PgAAOMgmG+d188sC3QAAwO47bQPdpZQHl1L+SynlXaWUG0opC6WUmVLKtaWUPy6lPGIAcz69Pd+NpZT5UsrnSylvLKU8bLfnOmgEugEAAIDNHG+EnE9UtZ6eGMt33fuOXZ9ddvWxPVtXp/lGpbbJ1lYrdHcHbZvhddjIQiNQMjHW+7PvnY9O5peedGHXvptmFvLyt1850LWxf3zhlrn8zt9/Kn/xkRuyulqHvRwAgANDhW4AAGAvjG3e5fAppbwvySP7fNRK8i3t14+XUt6Q5CdrradUpqaUMpXkLUme0PjoHkmekeTppZSX11p/+VTmOch6At0rAt0AAABAt9lmoHvy5E9bj7vgznl/R1Xu91xzLKurNSMjZc/Wl+y8QveRRoXu2UWBbraut0J3/zoeT33g3fNXH/tS1w0Pb/3oF/ID337XPO6Cuwx0jQzXbYvL+YHfeX9uvm0pSXL9zbflhd97/pBXBQBwMPRU6F4S6AYAAHbf6Vqh+27t9y8meXWSH07y0CQPS/KzSb7Q/vyZSS7ehflen5Nh7suTPKU937OTfDpr/zu8rJTy3F2Y60CaGFWhGwAAANhYs2r1iQrdyVqgu9NNM4v5+Be+vifr6rTjQPdkd92F4yp0sw0LS41A9zp/d6WU/NpTH5Cjjb+3l7z14/n63NLA1sfw/cNnvvqNMHeSvONjXxriagAADpbJ8e5r2fNLrmUDAAC773QNdF+d5EeS3KPW+sJa61/UWq+otf5DrfW3knxHkmvbfZ9eSnnUTicqpTwuyUXtzbcn+T9qrZe253t9ku9O8i/tz19ZSrnDTuc6yCYaJ8HNqkIAAAAAM80K3R2B7nveaTr3Pnu66/POKsR7ZW6x+zeNqdbWAt3TE90B22Y1ctjIwnL3jQTrVehOknNuN5lffOKFXfu+fOtCXvGOKweyNvaH5k0iX5s9pYdSAgCcVpo36jZv5AUAANgNp2Wgu9b6A7XWN9da+55p1VpvSvKijl0/fArT/ef2+3KSn27O2Z7rxe3N2yd5zinMdWC1mhW6VwS6AQAAgG7NQOKRRgj6expVuocR6G4+erv5aO71HG0cSzO8DhtpFkfYKNCdJE978Ll51Plnd+178z/dkPde+5VdXxv7Q7OKu6cAAABsXfNGXYFuAABgEE7LQPcWXd7R/uadDFBKOZrke9qb76613rBO17cmubXdfupO5jroWo2LTIsqdAMAAAANPRW6J7tD0I9tBLo//oWv59it8wNfV6fmhf1mJbf1NCt0zywICLB1vYHujf/uSin59R96QM9NES/5i4/l+PzSrq+P4WtWcV9cWe25AQUAgP6aN+r6dxQAADAIAt3rm+ho7/SM7CFJWu32e9frVGtdTPIPJ75TShnf4XwHlkA3AAAAsJnZZqC7EUZ9yL3u2FPp+j3X7G3F4bnFZqB7az+/NQPdzWOF9SyvrGZltXbtm9jC393dbz+Vlzzhgq59X/z6fH7zndfs6vrYH5qh/yS5VXgfAGBLBLoBAIC9INC9vkd3tK/a4RgXdrSv3qTvic/HknzLdiYppZy70SvJOdsZbxhao90nwc2KMQAAAADHGyHno40K3eOjI3nk+Wd17bvs6mMDX1enngrdra1V6G4G0ZvVyGE9/YK6E2Nb+9n3Rx96j/yrb75T1763fOQGxRYOoX5/J8fn/f8ZAICtaD55qXkjLwAAwG4Q6O6jlDKS5Oc7dr15h0Od29G+YZO+13e0z9vmPNdv8rpim+PtORW6AQAAgM3MNMKHzarWSfLY+965a/sD1920p78zNCu1NSu5rad5LALdbFX/QPfW/u5KKfmVp9y/a99tiyu55bbFXVkb+4dANwDAzk02noAzv+RaNgAAsPsEuvv7mSQPbbffWmv9yA7HOdrRntmk72xH+8gO5zuwegLdK06CAQAAgG7NkPORPoHuxzQC3TMLy7nic18b6Lo69VTo3mKg+0ij2vji8qob3tmSfk+6mxjf+s++97jjGT37bhX0PXT6/Z0cn18awkoAAA6engrdSyp0AwAAu0+gu6GU8ugk/3d781iSf38Kw012tDcra7PQ0Z7a5jznbfJ6yDbH23MqdAMAAACbmW0Euo9O9ga6zz46kW8/93Zd+y67+thA19Wp+ejtqdYWA919wunN44V+FvpUB5wY2/rPvuOjIz0BlVsFfQ+dfn8nKnQDAGxN87yu+WQmAACA3SDQ3aGU8q1JLkkylmQ+ydNqradyxW++o93apO9ER3tuO5PUWm/Y6JXkxu2MNwwTowLdAAAAwMaa4cN+IegkeewF3VW6L9/LQPdOK3T3OZZmRXLoZ6HP72it0e397Nu8OULQ9/Dp93eiQjcAwNZMjAl0AwAAgyfQ3VZK+aYk70pyhyQrSS6qtb7vFIc93tE+sknf6Y72zCnOe+A0K3T3u8AAAAAAnN6aAefpdQLdj2sEuj9z02w+d9PswNbVqXlhf3KLge4zWqMppXufQDdbsbDc/Tc3MTaS0vxj2kRvoFvQ97Bp/p0kya1z/n8MAMBWNCt0N2/kBQAA2A0C3UlKKXdL8u4kd0tSkzyr1nrpLgx9Q0f73E36ntfRvn4X5j5QmoHuxRWBbgAAAOCkWmtPwHm9Ct33v9vtctaRia59l+1Ble6lldUsrdSufc0L/+sppWS61X08swLdbEGzMMLE2PZ/8j06Od61rUL34aNCNwDAzk02/o09v+RaNgAAsPtO+0B3KeWsJH+X5N7tXc+vtb5hl4a/sqN9wSZ9T3y+nORTuzT/gdF8DOyiCt0AAABAh4Xl1aysdoelm1WFTxgZKXnsfc/u2rcXge5+j92e2mKF7qQ3oH5coJstWGiESSa28Td3wplT3YHuW+cEfQ+b5t9JktwquA8AsCUqdAMAAHvhtA50l1Jul+SdSS5s7/r5Wuvv7+IUVyRZbLcfvcE6Wkm++8R3aq2n3RWTngrdAt0AAABAh34Vg9er0J0k33O/O3dt/+Nnv9pT4Xu39buov51A9/REd18VutmKheXuv7udVehu3Ewg6Hvo9Hsiov+dAQC2pnlet9jnhmMAAIBTddoGukspZyR5R5LvbO96Ra31lbs5R631eJK/b29+bynl3HW6/lCSM9vtS3ZzDQdFT6C7zwUGAAAA4PTVL4w9vUGg+xHfcnbGR8s3tpdWaj7wqZsGsrYT5hd7f89oVnLbyJHJ7irJM8KWbMFCozDCTgLdZ/YEuk+7ehOH3kKfG0787wwAsDWTfW7Ubd5YCQAAcKpOy0B3uyL2JUke3t716lrrL+xgnB8vpdT262XrdPuv7fexJL9fSuk62yulnJXkRJD8liR/tN11HAYqdAMAAAAbaYabx0fLhsHVIxNjeeg33bFr3+VXHxvI2k7oV6F7O+HaI40K3YOuKM7h0Fuhe+s3EZxwtHEzgcrNh08z+J/43xkAYKv6BbrnFgW6AQCA3bV+GaPD7U1JHt9uX5bkdaWU+2/Qf7HWeu1OJqq1XlZK+Z9JLkry5CR/V0r57SRfTPKAJC9Nco929xfXWm/eyTwHXWtUoBsAAABYXzPcfGRiLKWUdXqveex975wPXvfVb2xffs2x1Fo3/d5ONQPdU+Oj25rrSKPiuEA3W7Gw1KjQPX7qFbpvVbn50OkX6Pa/MwDA1vR78lK/G3oBAABOxeka6P6hjvbjknxsk/6fT3KvU5jvWUnOTPKEJI9tvzqtJvmVWusfnsIcB1qzWtXyas3qas3IyGAusAIAAAAHS0+ge3Lzn7Ued8Gd86vvuOob28eOL+STX7w197/77XZ9fUlvhbZ+F/03Mt0IdM8KdLMFzaDudqrCn9Cs0H2rys2HTrOSe6JCNwDAVk32+Tf2/JICZQAAwO7a/q/7bFutda7W+sQkz0jyd0mOJVlMcn2SP0vyiFrry4a3wuFr9TkJXlxxEgwAAACsmVnoriQ73do80H3vs4/kXnc6o2vfZVcf29V1dZrvU6F7O3ordKv4xuaaQd2Jse393SXJ0cYNEoK+h0+zknuSHFehGwBgS8ZGRzI+2l2IrHn+BwAAcKpOy0B3rbVs83Wvdca5uKPPy7Yw75/VWh9fa71LrXWi1nqPWuszaq0f2u1jPGj6Bbr7PQYUAAAAOD3NNAKmzQDqeh57wZ27tgcZ6G4+cntyfHs/vfUGuoVq2VwzqLsbFboFfQ+ffr+1Hp9fTq11CKsBADh4Jhs37DbP/wAAAE7VaRnoZv9pjfap0C3QDQAAwP/P3p2HyVLXZ/+/P7N0z845cEAWkTUoiBpRQREMLlETRHHX5NGYaNS4xLhF85j8kicmmmhMNBqN0aCPJm5EARH9qQRQBAmKiMsBZBMOm8A5M8zePT3zef7oGk7Xt6p7eqnu6e55v66rr+qurq7+zulimOq66y4gErZVh+Hnap4SBLqvuX1Gu+cLmY2r0lIxaOjONdaUPB78TAsEulGHMKibb7AZXpKmghMkZpcIdPebsMldkkprruWU5m4AAAAkhYFuGroBAAAAZI1AN7pCWkN3cZWDCQAAAAAAoGy+EA+YTgSNwtWceMS+GqsIVrtLl1x/b6ZjWxc2tI02GKwNW8fDVnIgTRjUzaKhe75Ac3O/qVaeQRs7AABAfcL9u/CEXgAAAABoFYFudIXUQDcN3QAAAAAAIBKGm+tt6M4PDeqUo3fE5l10/T2ZjatS2NAWNrhtZDwXBLpp6EYdEg3dTQW649vemksLBFT6hrsntpN1swS6AQAA6pIIdNPQDQAAACBjBLrRFXKDBLoBAAAAAEB1c4Uw0F1/WPqpxx4Qe/zd6+/VShuuDBY2tDXa0D0RNnQT6EYdCithoLux7U6SplIa72eXCPr2i1pXQpzlSgAAAAB1GRmOH88O/w4HAAAAgFYR6EZXMLNEqJtANwAAAAAAWJds6E4GUKt58kPjge65Qkk//OV0JuOqFDa0jeYaDHQHreMLBLpRh0Ipvt3lhxv/yjc8mUCS5gj69o1q7dwSnzMAAEC9wisw0dANAAAAIGsEutE1csHlYIur7AQDAAAAAICyhWIQ6E4JoFZzwNSIjj9kKjbv4uvvyWRclRKB7gYbusfzNHSjcWFYNz/U+Fe+gwOWOKFgbpmG7n5Rqz2SzxkAAKA+BLoBAAAAtBuBbnSN8GBTreYYAAAAAACwtYQN3ZP5+gPdkvSUoKX7ouuyD3QvBwf0wwP+GwkDtYXSmlZW+X4EtSUD3Y1td+smR8JANycU9Iuwxb0SnzMAAEB9whN2w/0/AAAAAGgVgW50jURDN4FuAAAAAH3OzA4zsw+Y2XVmtmBme8zsB2b2djMby/B9fsvMzjGz282sEE3PMbPfamAdQ2b2WjO71MzuNbMlM7vJzD5uZg9vYD07zOyvzewnZjYb3X4SzduvznVMmtmbzeziaCzFaD0/NbN/MbPj6x0Pesdc0FYdtllv5MkPiwe6b7xnXrv2LLY8rkpLxaChO9daoFuSFmjpxgbCsG4zDd1SMtA9S3Nz36hVnDG7xOcMAABQj3D/joZuAAAAAFkj0I2uQaAbAAAAwFZiZmdI+omkt0h6qKQxSdslPVbS+yRdbWZHt/geA2b2SUlfl3SmpEMk5aLpmZK+bmafMLOa3w+Y2Q5Jl0v6mKRTJO2QNCLpSEmvlnSVmb2qjvGcJOmnkv5C0iMkTUa3R0TzfmpmJ26wjkdL+rmkf5R0WjSW4Wg9x0t6naQfm9k7NhoPekvY0D0x0lig+1EP3qb9xnOxeVm3dIcH9MMGt42k/Uy052IjhZWgoXu4ua98p0aGY49n2fb6RriNVOJ3DAAAQH1Ggr+za/2NBQAAAADNINCNrpEbDALdXFIYAAAAQJ+KQslflDQlaV7SuySdLOmpkj4RLXaMpAvMbLKFt/pbSa+M7l8t6aWSToymV0fzXyXpb2qMdVDSOZIeF836iqTfknSSpD+WdI+kvKSP12r8NrNDJZ0v6UBJJZVD60+Kbu+L5h0k6Xwze3CVdWyT9A1Jh0azvhv9LCdJOl3SByWtSBqU9Hdm9pJq40HvCZuq09qsaxkYMP3GQ/ePzcs+0B3/LqPRQPdYyvILRcKWqC1sX84PNbbdrQsbuudo6O4btb5n5XMGAACoz0iwvxZeoQkAAAAAWtXYkS+gjcKGbs5qBgAAANDHPiRpVOUQ89Pd/fsVz11kZjeoHHI+RtJbJf1Vo29gZsdIelv08IeSnuTuS9HjH5jZVyV9R+VG8Leb2VnufmPKqn5P5VZuSfqou7++4rkrzewbkq5SOZz+z2Z2rLunJVD/VtJ6mvZ33P3siucuNbOrVA65H6BywPwVKet4laQHRffPdvcXBc9/3cwulnRe9PjPJX0hZT3oMatrroXgYHkYPq3HUx52gL7yozseePz9m3dreWU1cWC+WcvBGEdyja13YMA0kR/SfEV4PWwmB0KFUny7yw811+ExGTR009zcPwor1cNGfM4AAAD1CU/YDa/QBAAAAACtoqEbXSMMdNPQDQAAAKAfmdmJkk6NHv57EOZe9wFJ10b332RmwynLbORPtPdE7jdWhLklSe6+KOmN0cMhSW+usp71UPgeSW8Pn4xC4O+NHh4t6bnhMmZ2oKTfjR5+Mwhzr6/nS5K+GT18WfSa0MkV99+dNlh3/6r2to8/vMWGc3SJtJbq8QYbuiXp1F+LN3QXS2u6bc9i0+MKhQf0G23olqTxfPw18wXClqgt2dDd3Fe+U6Px/6Zml2hu7hfhNlJplkA3AABAXcITgZcJdAMAAADIGIFudI3cYBDornGgAQAAAAB62JkV9z+VtoC7r0n6TPRwm6QnN/IGZmaSnhM9vM7dr6jyPldIuj56+JzodZXrOUbSsdHDL0Uh8DSfrrifCHRLerb2fgeR+jMH6xmIXhPKVdy/ucZ6bqryGvSotJbqiSYC3fuMDmsyeN30QrHpcYWyCXTHx7dQICSA2sKr3OWbbJynobt/1Qp0zy0T3AcAAKgHDd0AAAAA2o1AN7pGoqGbQDcAAACA/nRKNF2QdFWN5b5Tcf+JDb7HEZIOTllPrfc5RNLhwXOnpCyX4O53S/pF9DBtrHWtRxv/zNdX3D+yxnqOiqa73X13jeXQIxZSWqqbCXRL0rbxeGh1ejG7MONSMX5AfyzXeLA2DJzPFwhborZCKb7dNdvQPTkS3/YI+vaPcBupREM3AABAfUZyNHQDAAAAaC8C3ega4cGm4iqBbgAAAAB9ab3x+kZ3r5Wiui7lNfU6rsp6Gn2fZtZzqJmNV1nP/VH4O4LVfcMAACAASURBVJW73yVptspYJOmTktaPmL4rbR1mdrqkR0cP/3WDMaNHzAWB7rHcoAYHrMrStW0fi5e2zyxm19AdHtAPL8ldj7Che56GbmwgbF9uPtBNQ3e/ClvcKxHcBwAAqM9I8Hf2co2/sQAAAACgGc1VGQFtEDZ017oUKAAAAAD0IjMbkbQjenh7rWXdfdrMFiSNSzq0wbd6cMX9mu8jaVfF/fB9mlmPRa+rbNNeX89G61hfz8NTxiJ3v9bMXi/pXyS92MwOkPRxSTer/O/6NElviBb/pqT31vF+MWb24A0WObDRdaJ180GwNAw9N2JbEOjOtKE7CHSPNtHQHTaPhz87EEoGuhvf7iRpKmjoniXo2zdqfc9KcB8AAKA+4f5duP8HAAAAAK0i0I2ukRsMGroJdAMAAADoP5MV9+frWH490D3RxvdZqLgfvk/W66n3Z05bhyTJ3T9uZj+S9E5Jz5P05GCRmyS9R9JnNmhAr2bXxoug0+aDhu7JFgLd28fiLcRZNXS7ezLQ3URDdxjoXigStkR1pdU1ra55bF5+uLmG7ikauvtWoVQ9bDRfKMndZdbcVQ8AAAC2inD/bqlIoBsAAABAtpr7dh9og7Chm0A3AAAAgD40UnG/nhRpIZqOtvF9ChX3w/fJej0t/8xmNiXpD1Ru405zpKSXSTqpjvdCjwgD3RMjrQS6w4bubALdhdKaPJ6rbS7QHfxshGpRS1rzcn6oua98J9n2+lat71lX11yLhJEAAAA2NBLs39U6aQ4AAAAAmkGgG10jEeheZScYAAAAQN9Zrrifq7rUXvloutTG98lX3A/fJ+v1tPQzm9mBki6X9FqVrzr2Z5KOita7n6TnSvq5pNMkXWRmL67j/UKHbnB7XBPrRIvmg2Bp2GLdiG1BQ/f04krT66qU1s42kmv8q7fxsKG7QKgW1aUHuhs/kUCSJoOG7vlCKdH+jd6Utp1UIrwPAACwsTDQTUM3AAAAgKw1f/QLyFhuML4TTEM3AAAAgD40V3F/oo7lx6PpfBvfZ7zifvg+4XqWVd1G6xmrYyyV60n7mT8s6eGSXNLp7n5JxXN7JJ1rZhdKulLSsZLOMrNL3P1XdbyvJMndb6/1vJnVuypkKNHQ3UKgO2zonsmooXtpJXkwv6mGbgLdaEBaK2B+uLkOj6nR5H9X88sl7ROcBIHes1F75Ozyig7cZ6TmMgAAAFtduH+3tLIqd+d7AgAAAACZoaEbXSPR0E2gGwAAAECfcfdlSbujhw+utayZbdfecPOuBt+qMpRc831Ubp1eF75PM+vx4HWV69loHZXriY0l+vd4XvTwwiDM/QB3n5f0t9HDMUkvqeM90eWyDHS3raE7JdAdNrjVI/zZ5gh0o4bCSlpDd3Nf+YYN3VI56Ivel7adVJrjcwYAANjQSHDi5JpLK6tc0QYAAABAdgh0o2skAt2rBLoBAAAA9KWd0fRoM6uVSn1Yxf1rm3yPcD2Nvk8z69nl7gtV1rOPmR1YbQVmdpCkqSpjeaj2fo/xow3GclXKuNDDEoHukS5s6A4utz08aBoebPyrt3EautGAQkohQq6J7U6SxnODGgjKBeeW2f76Qdp2UmmWzxkAAGBDo7nkCbtpJ/YCAAAAQLMIdKNrhO1BNHQDAAAA6FPfi6bjkh5TY7nfqLh/WYPvcYukO1PWk+ZJ0fQOSb8Mnvtexf2q64lC2sdED9PGWtd6VPtnrkybbZTmrayZJaXWB+aXs2voTga6V+TeeqvacnAgv5l2bin5s4VhdqBSoRTf7vJDA01f8t3Mkg3xNDf3hXA7CRHcBwAA2NjIUHIfr0CgGwAAAECGCHSja4TtQRs1xwAAAABAjzq34v7vpy1gZgOSXh49nJF0cSNv4OV06nnRw4eZ2eOrvM/jtbfB+jwPUq3u/gvtbcp+kZmNVXnLV1TcPyfl+a9KWt/JS/2Zg/WsRa+p9EtJ6+M7tcY6pHgw/JYNlkUPyLKhe9vYcOxxac01l0FoOmxmG80o0E1DN2oJvz8LCxMaNTUa/++D5ub+sNH3rAT3AQAANkZDNwAAAIB2I9CNrpGjoRsAAADAFuDuV0q6NHr4SjN7Qspib5V0bHT/Q+4eS1qZ2Wlm5tHt01Xe6oOS1o8sftjMRoN1jEr6cPSwFC2f5h+i6b6S3hc+aWZHSfqz6OGNSgl0u/vdkv4zevgMM3tBynpeKOkZ0cPPRq+pXMd9kq6IHp5oZr+XNlgzO0zSu9ZfJumC9B8LvSTThu7xXGLezELrYcalYhDoTjnYX48wrE5zLmoprASB7iZPJFg3ORIPdBP07Q/hdhLi9wwAAMDG0k6eJNANAAAAIEsEutE1EoHuVQLdAAAAAPrWmyQtSRqS9C0z+zMze7yZPdnMPq69welfSPpAM28QtWu/P3r4WEmXmdmLzeyxZvZiSZdF8yXp/e5+Q5VV/d9oWUl6vZn9l5k9w8xONLM3SLpc0pTKrdp/7O7VUmHvknRvdP/zZvZ3ZnZKdPs7SZ+LnrtX0p9XWcf/1t6Q+qfM7DNm9iwz+3UzO9XM/lzSVZIOjJY5y92vr7Iu9JBEQ3cLge7x3KCGBy02b3qx2PT61mXX0B1/XaG0phLfkaCKQim+3bXa0D3JCQV9aaPvWWeXCO4DAABsxMw0Mhz/e3t5gxPnAAAAAKARzR/9AjKWG6ShGwAAAMDW4O5XR6Hq/1A5DP2elMV+Iel0d59r4a3eJekASX8g6dGSvpCyzL+reoBa7r5qZmdK+rqkx0l6fnSrVJD0Bnf/Ro317DKzMySdq3Lg+h3RrdLdks5099urrOMSM3u5pH+TNC7pZdEtzRckva7aeNBbsgx0m5m2jeV071zhgXlZBLqXg0D3SJOB7vGUn22hsKp9xuhlQFIh+P6s1UD3VCLQTdC3H4TB/xDBfQAAgPqMDg/GQtzhlZoAAAAAoBUcCULXSDR0E+gGAAAA0Mfc/XxJj5T0TyqHtxclzUj6ocpB50e7+40tvseau79S0umSzpN0p6RiND1P0m+7+6vcveYOmLvfJ+lklQPS35O0W9KypJslfULSY9z9k3WM538kPULS30j6maT56PbTaN7x0TK11vE5SQ+T9G5J35e0R1JJ0oKk61VuFH+Ku7/U3VtP6aIrJALdI611FGwfG449nllsPbQaHshvvqE7+bPNFQjVIl2yobu57W7d1Ej8v41Zgr59oRA0R07mCe4DAAA0I9zPC0/sBQAAAIBW0NCNrpEIdHM5YQAAAAB9zt1vlfSW6NbI6y6RZA0s/3WVG7ab5u4lSR+Lbq2s5z5JfxHdml3H7ZL+v+iGLWB+ObuGbknaNpaLPc6ioXspCEyO5pps6M6lN3QDacKgbn64tf6OSRq6+1LY5L5jMq+5ihNlaOgGAACoT3glJgLdAAAAALJEQze6Bg3dAAAAAAAgVCitJk76bjXQHTZ0T2fR0L2STUP3wIBpPAiDz9PQjSrCoG5+qNVANw3d/Shsct8xET+phUA3AABAfcJAd7gfCAAAAACtINCNrpEfJNANAAAAAADi0tqpJ0ZaDXTHw4wzGTR0h81s4YH+RowHgfV5GrpRRRjUzQ81v91JyYbu2SVOJugHiYbuiXzs8SxN7AAAAHUJr8REoBsAAABAlgh0o2uEl4Ql0A0AAAAAAOZTmmMn88MpS9ZvWxDozqShuxg0dOea/9otDKyn/RsAklRYybahe2o0/t8Wzc39IdxOwkA3nzMAAEB9RoLj2csrHM8GAAAAkB0C3egaucH4Gc2FVXaAAQAAAADY6uYK8bD1gCUPojdq+1g8tJpFQ3fYzDbaQkP3RNDQvVAgbIl0YfNyvoXtTko2dM/R3NwXwiZ3GroBAACaE+7nhVdqAgAAAIBWEOhG18gNJRu63X2TRgMAAAAAALpB2E49kR+SmbW0zu2Jhu7uCnSP54KGbgLdqCIM6rba0D05QkN3PwqvhLhjMv47cL5Q0toa38MCAABsZCTYzwuv1AQAAAAArSDQja4RBrolaWWVAwkAAAAAAGxlC8V4oDQMnDZjW9DQPb3QejvtcnAgfyTXQkP3CIFu1CfR0N1yoDu+7dHc3B/C7SRs6HZP/q4FAABAUhjopqEbAAAAQJYIdKNrpAW6w5YhAAAAAACwtYQNwRP5oSpL1m/7eLyddqbLGrrDn3GBQDeqKKyEge7mtztJmgpOmFheWdPK6lqVpdELSqtrKgXt2/tP5hPL0cYOAACwsXA/L9wPBAAAAIBWEOhG18gNJjfH8HKgAAAAAABgawnbqcP26mZsDxq6F4qrLX8H0c5A9xyBblQRliHkh1v7uncq5b8vgr69rZgSyN8vOKlF4nMGAACox0jw9zaBbgAAAABZ6ppAt5mdYWafNbNvmNlHzeyEzR4TOiutoTvtgAMAAAAAANg65oOQ4XgGDd3bxpJhxlZbupeKQaA713ygO/wZaehGNYVS2NDd2te9k0FDtyTNLa+0tE5srrDFXSqfcBKeODLL5wwAALCh8MTdtL+1AAAAAKBZHQl0m9mTzeweM7vNzLalPP9uSedK+h1JT5f0GklXmNnLOjE+dIe0A040dAMAAAAAsLWFYebJLALdo8nQ6vRia2HG5aCZbaSFhu7JoCU5DLUD65KB7ua3O6ncODg0YLF5s0tsf70s3Eak8nYS/p4huA8AALCxkeDEXRq6AQAAAGSpUw3dvy1ph6QfuPtM5RNm9khJ/1uSRbeZaDok6eNmdniHxohNlhsk0A0AAAAAAOLmgkB32CrbjKHBgUSYcbrVhu7gQH7Y3NaI8SAkME9DN6oolOLbXasN3WamqeCEB4K+vS3cRiQpP5z8HTjHiSMAAAAbGglOoAxP7AUAAACAVnQq0H2KJJd0Ycpzf6RygHta0mPcfT9JJ0raIykv6bUdGiM22cCAJRqA0hpkAAAAAADA1hG2U0+MtB7olqTtY7nY45lWA93FINCdayHQHYTWF4oELZEuvMR7frj1r3vDoO8sQd+elvb9am5wQFMj8eA+nzMAAMDGwv08GroBAAAAZKlTge6DounPU557lsph74+4+9WS5O4/lPQRlYPeT+vICNEVckGLUHGVQDcAAAAAAFtZ2E4dhp2btX0sHmacXmythXg5CNa20tAdBmrDUDuwLgzr5oea3+7WJZubaejuZeEVEHODAxoYMD5nAACqMLPDzOwDZnadmS2Y2R4z+4GZvd3Mxtr0nmNmdrOZeXT75QbLH25mbzSzL5vZDWa2aGbLZna7mZ1rZi8xs5o7TtE6vM7bp7P8eXtZuJ8XntgLAAAAAK3I5gjYxvaPpjOVM83sKEmHqBzoPid4zaXR9Kj2Dg3dJDc0oMWKHd/wgAMAAAAAANhawkD3ZEaB7m1BQ/d0Cw3dpdW1xEnpIy0EusPQ+nyBkADSFUrxbSM/1Hp/B83N/aXaNjIZfs5LfM4AAJjZGZL+Q9JUxewxSY+Nbq8ys9Pd/caM3/qvJR1R5xjfLeldKhejhQ6Jbs+R9BYze4G735bZKKGR4Io4XG0aAAAAQJY6Fehe36HcJ5h/ajS9391/HDy3O5q25UxndKfcYNDQzU4wAAAAAABbWhjonhhpT0P3TAsN3csp31+El+JuxEQi0E1zLtIlG7pbD3TT3NxfCsHVA/LD64FuPmcAACqZ2aMlfVHSqKR5Se+VdHH0+CWS/lDSMZIuMLPHuvtchu/7J5KWJa1ImtzgJQepfOx9QeXCtP+WdEP0+mMl/bGkx0W3C83sBHef32Cdfy7pvBrPT2/w+i0jPHGXhm4AAAAAWepUoPtuSYepvBN5acX8Z0TTy1JeMx5N2UHcQnJDBLoBAAAAAMBe80E7cBh2blaioXuh+YbutIP44aW4GxH+jMsrayqtrmlosPWwLvpLMqzb/Ha3LmxunqOhu6clQ//lbYTPGQCAhA+pHN4uSXq6u3+/4rmLzOwGSe9TOdT9Vkl/1eobmtmgpE9IGpT0fyS9UhsHundLeoekj6WEyq8ys89L+pykF0n6NUlvUbkBvJY73P1nDQ5/Swr385ZWCHQDAAAAyE6njgJdofKZwn9kZmOSZGZHqny5J5f07ZTXHBNN7+7ICNEVEoHuVQLdAAAAAABsZYmG7owC3dvDQHcrDd0pB/FbCnSntJAvFAgKIKlQim8XNHQjFG4j69+/8jkDALCXmZ2ovVeW/vcgzL3uA5Kuje6/ycyGU5Zp1JskPUbS9ZL+vp4XuPs73P191RrC3X1V0uskrZ+x+oIMxolI2NCdti8IAAAAAM3qVKD7k9H0kZJ+Zmb/pXLIe0TSkspnCYeeFE1/0f7hoVvkBmnoBgAAAAAAeyUC3Slh52ZsH4/nL2YWW2joTjmI30qwdjwltD5fpD0XScn25da/7p0Kmptnl9j2elm1bWRqlIZuAAAqnFlx/1NpC7j7mqTPRA+3SXpyK29oZodpb3P2a929+R2SgLvvlvST6OFRWa0X0mguHugulNa0tuabNBoAAAAA/aYjgW53v0jly1SZpMMlPVfSjujpt7v7fZXLm9mI9rZ3f7cTY0R3CA86EegGAAAAAGDrcve2NXRvSzR0txDoLsYD3SPDAxoYsKbXN55La+gmbImkZFi3+Wb4dYnm5gLNzb2ssFIl0J1o6OZ3DABgSzslmi5IuqrGct+puP/EFt/zo5LGJX3W3S9pcV1p8tGUCukMpV2JabnEPzEAAACAbHSqoVvu/mZJz5b0WUkXqnwG89Pc/WMpiz9b0qyk2ySd36kxYvPlgkB3YZVANwAAAIDmmNmwmR0X3fIpz4+Y2QfMbJeZLZnZTjN742aMFUC6xeKqPCg7yyrQvX0sbOhuPrQaNnSnHeRvxOCAaSxofiNsiVBpdU2rQRtgfjj7hm62vd5WCAJG66H/MLg/u0xwHwCwpR0bTW9091p//FyX8pqGmdlLJP22pGlJb212PTXWf4D2ju/aOl7yRjO70cyWzex+M/u5mf2rmZ2Q9dh6Xdrf28srHM8GAAAAkI1sjoDVyd2/JulrdSz3JUlfav+I0G3CQDcN3QAAAABa8FxJn5e0R9KDU54/R9LTVb6alCQ9TNIHzeyh7v6GzgwRQC1hO7eUZaA73tA9s7Qid5dZ483aWQe6JWk8P6TFiuZvGroRCtu5peTV75qRaOgm0N3TEi3uUQhpkuA+AACSHrhy9PqVpW+vtay7T5vZgsrN2oc2+X7bJX0wevhOd7+3mfVs4O3amwOo55h7ZXA7L+m46PYaM/u4pDe5e6HRQZhZ2ncxlQ5sdJ2bLW1fL9wfBAAAAIBmdTTQDWwkN0igGwAAAEBmnqFyWPvc8MCjmZ0ePe8qH7D9gaQTJR0i6Y/M7HPufnmHxwsgkBYwHM8o0L0taOheXXPNLpe0z+hwlVdUt1yMH8AfybUe6J7MD+neub2/utLC7dja0gPdrW97U8F/A7NLNDf3skSge2g90B3/XTpfKGl1zTU40PhJLQAA9LjJivvzdSy/HuieaPL93i/pQZK+L+kTTa6jKjM7SdKfRA9vl5R2tex1Myqf7H6JpBskLUs6SOWT31+p8s/4GpX/jX63ieHsauI1XW0kLdBdJNANAAAAIBtdFeg2s6NUPgP6l+7+q80eDzqPhm4AAAAAGTpB5cD2d1Ke+4No+gtJJ7r7nJntI+lylZu6XxXdB7CJwlbq/NBA4ruDZoUN3ZI0s1hsKtDdrobuSgS6ESqUksGRtEvAN4qG7v6SDHSXfz+FDd1S+fdMM78DAQDocSMV94t1LL9+1uVoo29kZk9S+fuIkqTXurs3uo4N1v8gSf+lcgbAJf2euy9WWfxOSYekPH+1pK+b2b9IulDSQyT9jpl90d2/muV4e9Hw4ICGBkyltb0f3TIN3QAAAAAyks0RsA2Y2QFm9rrotk/K80eb2VUqH0i/XNIdZvbl6JJT2EJyQYtQcZUdYAAAAABNOyCa3lg508wGJD1V5YObH3b3OUly9/slfUTlVu8ndHCcAKoIQ8xh0LQVY7nBxJXCphebayJuR6B7Igx0E6pFoLCS1tCdRaA7Hugtrq4RUulhYfB/fRuZSvl9OrdMGzsAYEtarrifPOszKR9Nlxp5EzPLS/o3lb9z+JC7/6SR19ex/klJF0h6cDTrne5+UbXl3b1YI+wtd79B0v+qmPXGJoZ16Aa3xzWxzk0X7u/xtzIAAACArHSqoft5Kh8Uv8HdP1r5RLTz+g1JR6q8A6toeqak/SU9qUNjRBcID6TS0A0AAACgBTuiaXiQ9dclTakc6L4geO5n0fTQNo4LQJ3CZuAw5NwKM9O2sWHdM1d4YN70Yj2FfEnhJbZHc9k3dIdt5UDYvCwlv1trRtqJE3PLpdTLy6P7hcH/9ascjOeGZCZV9oLSxg4A2KLmKu5P1LH8eDSdb/B93iXpoZJ2SfrLBl9bk5mNSDpP0mOiWf/g7u9rdb3ufqmZ7ZR0nKRTzGzA3es+eOvut9d63sxqPd218sODmqvYP1tOOdESAAAAAJrRqUD301U+UH5OynOvkHRU9PxXJf23pKdJOkPSE83sxe7+xQ6NE5ssvGwygW4AAAAALSiovN+7I5i/fuLw7e5+a/Dc+oFcUmtAFwgbusOQc6u2j+Vige6ZJgPdYSNbFsHXiXx8HfNFgpaIS2teziIUkxbonl1e0f6T+ZSl0e3C4P96Q/fAgGkiPxQLcc8u0dANANh63H3ZzHZL2k97261TRVeXXg9072rwrd4RTS+UdEaVv9vW1z1uZi+J7t9Tq2nbzIYkfUnSk6NZn3T3tzc4tlrWA90jKv8b3ZvhunvSaC5+PDu8YhMAAAAANKtTge6HRtMrUp77nWh6kbufGd3/sJl9S+Vg90skEejeIsLLwhZXCXQDAAAAaNqtKh90PEnlk4fXnaHyScXfTXnNvtF0yx+gBLpB2EqdZUO3JG0bG449nl5oLswYHsAPL8HdjIkgVDtPcy4C1YK6rcoPDSo/NBBbP83NvSsR/K/4/TQ1Mhz7bPmcAQBb2E5Jp0o62syG3L3a/xQfVnH/2gbfIxdNfz+61bJD0uej+9+RlBroNrMBSZ9V+XsOqXxM/TUNjmsjvvEiW0u4v0egGwAAAEBWsvmWf2P7R9PYZZXMbFTS41XeEfy34DVnRdMT2js0dJOwoTvt0rEAAAAAUKeLJZmkN5rZsZJkZs+WdFr0/NdTXnN8NL2r7aMDsKGwoTutObgV28dyscfNNnQvFePfX2QR6A7byMNwO1AILu2ez2C7Wzc5Ej/ZYW6Z5uZeVSv4H/5OnSvwOQMAtqzvRdNxSY+psdxvVNy/rH3DqdvHVS5Hk6TzJf0vd8/64Opx0bQgaXfG6+5J4RWZwis2AQAAAECzOhXo3hZNwx3Ix0saVjnQfWHw3C3R9IA2jgtdJtHQTaAbAAAAQPM+LKmo8n7lz8zsPknnqBzyvkPSl1Ne83SV91F/0qlBAqgubIvNuqF7+3jQ0L2YUUN3rvVg7WTws4bhdiDRvJxRQ7ckTQVB39kltr9eFX6/WjPQTUM3AGDrOrfifmp7dtSG/fLo4YzKJ5HXzd1to5vKVxqTpFsr5p9WZTz/KOlV0cP/lvTCGs3iTTGzJ0p6ePTwe20Ii/ckAt0AAAAA2qVTge75aHpgMP+0aLrT3aeD59aPoPEt8haSGyTQDQAAACAb7n6DpJdJWlQ5xL1vNJ2R9FJ3j1XxmtmBkn4zeph6OWMAnTUftMWGrdWt2hY0dE832dAdHsAPD/A3I/xZCXQjVKt5uVWTozR094vkdrL399NUoomd3zMAgK3J3a+UdGn08JVm9oSUxd4q6djo/ofcPfYHkpmdZmYe3T7dvtFKZvZXkt4cPbxc0nPcvdDgOs40M6vx/NGSPlcx66ONjrNfhVdkWioS6AYAAACQjWyPglV3naSTJD1T8UtaP1/l5rPvpLxmPfz9q/YODd0kFzZ0rxLoBgAAANA8dz/bzL4j6XSV9zPvkvRVd9+Tsvgjtfdg5ddTngfQYQuF+IHxiZGMG7rH4mHGmWYbuoMD+OEB/maEbeQEuhFKNnS3vt2tCxu6Cfr2rkJwwkl+uHpD9yzBfQDA1vYmSZdJGpX0LTN7j8ot3KOSXiLp1dFyv5D0gU0ZoSQze6Okv4we3iHpTyUdUSObLUnXhwF0la9gdqOZfUXSlZJul1SQdJCkZ0h6paSJaNkvuftXsvkJet/IcPx49vIKx7MBAAAAZKNTge4LJD1e0qvN7FqVz3B+haTjVA50p+0AnhBN7+jEANEdwkB3gR1gAAAAAC1y93skfaqO5b4l6VvtHxGAeoUh0skubeheCgKTo7nWm5LDQHcYbgfC783ywxk2dCcC3QR9e1WtJvfJoKF7dongPgBg63L3q83sxZL+Q9KUpPekLPYLSae7+1xHBxf3/Ir7h0j6Xh2vOULSL1PmH61yILyWj2lvGziU0tC9wr4aAAAAgGx0KtD9EUmvU/mM3o8Ez33f3S9Oec0ZKoe9f9DmsaGL0NANAAAAAADWzRfiIdIw5Nyq7UGgu+mG7jDQnUFD9zgN3dhAraBuqybzQdCXhu6eFW4nuaHqDd0E9wEAW527n29mj1S5rft0SQ+WVJR0o6SzJX3E3Rc3cYhZerakJ6h8le3DJO2QNC5pVtLNKhe0neXuP9u0EXap0Vx8f2+ZQDcAAACAjHQk0O3u95vZ0yR9Vnubt6XyjuBLw+XN7FGSHqdyoPvbnRgjukNuMAh0lwh0AwAAAGgfM3uQpGepfODyFklf66ODs0DPC0PMYci5VdvH4qHVZhu6wwP4IxkEuieCoOU8gVoECqX4dpcfan27Wzc1Gt/+Zgn69qxa20nY0B1eFQEAgK3I3W+V9Jbo1sjrLpFkLb734XUsc1or71GxnvMlnZ/Furaa8O9uAt0AAAAAstKphm65+7WSHmtmR0g6UNJd7v7LGi/5/Wh6UbvHhu6RaOgm0A0AAACgSWZ2rKT/o1T3fAAAIABJREFUo/LJwq9x95ng+WdL+pyk0YrZt5vZc9z9x50bKYBqFgrxA+Nhm2yrtgUN3YvFVRVKqw0HY5eKQUN3LoNAdxBeX1pZ1eqaa3CgpYwI+khhpY0N3QR9+0at7YSGbgAAgMaF+3vhFZsAAAAAoFkdC3Svc/dbVG49q7XMNZKu6cyI0E3CA0/FVQLdAAAAAJp2pqQXSLosJcx9gKT/kDQWvOZQSeeb2bHuPt+ZYQKoJgyRTuSHqyzZnLChW5JmFlf0oKkGA93BAfzRLBq6U9rI5wsl7TOa7b8BelchKELIZ7DdrSPo2z/C71crT1iZGiW4DwAA0Khwfy88wRcAAAAAmpVdbQuQARq6AQAAAGToqSq3c38t5bnXSZqQVFL5MsqPkvSnktYkHSzpDzs0RgA1zBfiIdKJjBu608LR04vFhtcTXmI7i0D3eEqge6FA2BJ7FUrx7a6dDd2zS2x7vaoQ/H7KD9dq6OZzBgAA2MjIcPzv7mWOZwMAAADISMcbuiXJzB4k6TRJx0vaN5q9R9LPJF3i7r/ajHFh8+UG4wc8w6YhAAAAAGjAQ6Lp1SnPPV/lsPdn3P2D0byfmtmvqRzmfrakf2r/EAFUU1pd0/JK/HuBiXx2DcSSNDQ4oKmRIc1WhBinFxpvIg4b2UZy7WvoBtYlGrozDHRPhUHfAg3dvarWdhJ+zrM0sQMAAGwoPIF3mYZuAAAAABnpaKDbzA6S9I+SnlfjvUtm9mVJb3X3uzo2OHSFZEM3O8AAAAAAmnZANL2ncqaZ7ZD0cJUD3Z8LXvNVlQPdx7V9dABqWigkvxOYyCcbtVu1fTwXC3TPNNjQ7e5aakND9+CAaXR4MLZuAt2oVFgJg7rZnfAQNnTT3Nyb3D0l0L13Owk/58Xiqkqraxoa5MKeAAAA1eSD/b1wfxAAAAAAmtWxb2bN7FGSfiLpRZKGJVmV27CkF0u6xswe0anxoTskAt2rNHQDAAAAaNpoNB0J5p8STYuSvhc8t35i8bZ2DQpAfdIagSdGsu8m2DaWiz2eXmysoba4uqY1j8/LItAtSeNBS/cCgW5UKARFCPnh7L7qnQwbupdLcvcqS6NbpX23WtnQHX7OEieOAAAAbCTR0E2gGwAAAEBGOhLoNrNxSRdI2k/l0PaFKoe2D1f5wPpIdP9Fkr4VLbND0gVmNtaJMaI75AbDhm4C3QAAAACatieaPiSY/9Ro+kN3D6t415NN820bFYC6hKFCM2kso6B0pe1j8Yba6QYbupeLye8uRnPZjDMMW87TkowKyebl7L7qnQqam1fXXItcSr7nhNuIFC/UCBu6JdrYAQAANhIGumnoBgAAAJCVTjV0v0HSwZLWJP2huz/d3c9299vcvRjdbnP3/3L3Z0p6lcqXvj5E0us7NEZ0gbChe82lEi3dAAAAAJpzTTT9nfUZZjYq6YUq73NelPKaw6Lpr9o7NAAbCcPLE7khDQxY5u+zPWjonmkw0J128H4ks4bu+HpozkWlZKA7uxMepkaTzc0EfXtPYaV2Q/d4blDhr9XZ5cauUgAAALDVhPt7yyl/cwEAAABAMzoV6H6OygfLP+3u/77Rwu5+lqRPqdzU/dw2jw1dJK1JKO3SoAAAAABQhy+ovF95hpl9wczeoPJVoQ5QeR/18ymvOSma3tqZIQKoZi4IL4/nkwHTLGxLNHQ3FmZMC3SHjW3Nmgh+ZgLdqFQoxbe9LBu6w21PkuYI+vaccBuRpHzF7yczS7R0E9wHAHSCmY3Vukqzmb3RzC41s2vN7OtmdkYnxwfUMpqL/929TEM3AAAAgIx0KtB9TDT9QgOvWT+wfkzNpdBXwoZuSSqmXBoUAAAAAOrwGUnfUznU/UJJH5J0cvTcp9z9upTXPE/lsPflHRkhgKoWgvDyxEh7At0tN3QX4wfvBwdMw4PZNImHodrw3wRbW9i+nB/O7qveocEBjeXiJybMEvTtOWnfq4bB/8ngd+vsEsF9AEB7ReHsOUl3mdlkyvNnSfqgyvvvD5X0DEnnmtmfdXSgQBVhQ3faSb4AAAAA0IxOBbonoumeBl4zHU3HMx4LulhukEA3AAAAgGy4+5qk35L0j5Jul1SStEvSuyX9Ubi8mT1L0uHRw693ZpQAqpkPwqNpjcFZ2J5xQ/fo8KDM2hPoDlvLsbUVgu/M8kPZNMOvSwR9aejuOeE2MmDS0ED89xMN3QCATfAMlU+8/qq7z1U+YWanSHpF9HBR0tWSlqPl/9rMju/gOIFUYaB7dc21whWnAQAAAGSgU4Hue6PpsQ285mHR9L6Mx4IultbQHR54AAAAAIB6ufuCu7/N3Q9z97y7H+7uf+nuaWmlyyQdIelId7+qw0MFEJgPwsthuDQr24KG7ukGG7rDy2uHB/dbMU5DN2oolOLbXti83Kopgr49Ly30H55wEv5unSO4DwBov8erfGWsi1Oee3U0vVPSse7+GJWPGe9S+bj2azoyQqCG0ZR9Plq6AQAAAGShU4HuK1Q+c/otZrbh0bdombeovDN/RZvHhi6SFuguckYzAAAAgA5w92l3v9Xdb93ssQBIhkfHc+1q6I4HumcabeguBg3duey+bgsbuhcKhASwVzKsm+1XvQR9e18hCBblh5PbyFTicya4DwBouwOi6fUpzz1T5ePDH3b32yXJ3XdJ+rDKx5p/oyMjBGpIC3QvF9lXAwAAANC6TgW6PxNNf13SBWZ2cLUFo+fOl3RCNOvT7R0ausnQgCm8KnGRhm4AAAAAALacsI16om0N3fEW4pnFotbWvO7Xh01saQf3mxUGuglaolJhJQh0Z7jtSdIkDd09r57Qf6KJnSsBAADab/9oOlc508weLmlH9PC84DU/jKaHtXFcQF3Srsq0vMLxbAAAAACta8+RsIC7n29m50o6U9LTJN1sZt+S9D+S7lH5TOsHSTpJ0m9KWq9GOsfdL+jEGNEdzEy5wYHYwQYC3QAAAABaZWaD2rtPerykfaOn9kj6maQLJZ3r7lQqAV1iPgx059vU0D0eb+he83JwdZ8g6F1NOwPd44mGboKW2KtQCtqXM27onhqN/zcwu0RDd68JA91pV0cMm9j5nAEAHbD+R8y+wfxToum97h62d09H05G2jQqoU9rf3eF+IQAAAAA0oyOB7shLVW7qfqHKge3To1tovZ/5bEkv78zQ0E1yQ0Gge5VANwAAAIDmmdkzJf2bpEMqZ0dTl3SypFdLut3MXu3u3+zwEAGkCFtiw9BhVranBLenF4t1B7qXgwP3aW1tzQpbycOQO7a2etqXWxH+N0dDd+9Jhv6Tv59oYgcAbII7JB2t8pWdL6mYf7rK++iXprxmn2h6X1tHBtRhYMA0MjwQa+Um0A0AAAAgC9l+y1+Duxfc/cWSzpD0DUlLKh9Ar7wtRc89y91f7O6FTo0P3SM8+ERDNwAAAIBmmdnLJH1N5TD3+r7nrZKuiG63ri8q6VBJF5jZ727CUAEE5oNQYdhWnZXR4cFEa+30YrHu1y8Vg4buXIaBbhq6UUMy0J3dtielBbppbu41hZWNQ/+Jhm4+ZwA1XLNrRu/88k/04f++gd8XaMWlKu+Dv8HMdkiSmT1O0jOj59NOsj42mt7d/uEBGwtP5A1P9AUAAACAZnSyoVuS5O4XqHyAfFDSkYpf5vpmLm+N3CCBbgAAAACtM7PDVG7mHpC0IOm9kj7p7vcEy+0v6VWS/kzShKRPmNml7n5bh4cMoEIYXg7DzVkxM20fG9avZvf2Csws1h9QCpvYRrNs6M7T0I10pdU1ra55bF5+ONvujimam3teeOXD9EA3nzOA+kwvFPUHn/6Bdi+UT3y7d76gv37O8Zs8KvSoj0p6haQjJN1sZr+QdJzKx633SPpiymueonJ7984OjRGoaXR4UDPau99IQzcAAACALHSsoTvk7qvufoO7/090u4EwNyQlWrHCtiEAAAAAqNObJOUlzUs61d3fE4a5Jcnd73X390o6NVo2H70WwCYKw8thi2yWto/lYo8bauhuY6A7bCUn0I11ad+XpYV1WzFFc3PPKwS/n9Ja3KdG+7uJvVBa1Y9um9Y9s8ubPRSg533z53c/EOaWpK/86A6tBScXAfVw9x9JervKAe0JSSdIGpG0IukP3X2ucnkz20fS6dHDSzo3UqC6REN3kZgDAAAAgNZ1vKEb2Eh4YCFskgEAAACAOj1d5QPE73f3H2+0sLtfY2b/IOmvJD1D0lvbOzwAtYQtse1q6JakbWPxhtrpBhq6wwP3I7n2NXQvFle1uuYaHLDM3gO9KT3Qnd22J9Hc3A/C7SStxb2fP+el4qqe+9HLdN3dc5rID+msVzxOJx6x78YvBJDq8pt2xx7PF0raNb2ow/Yb36QRoZe5+z+Z2YWSXiDpQEl3Sfq8u1+fsvhpkn4Q3f9aZ0YI1JYIdJcIdAMAAABoHYFudJ2wobtIQzcAAACA5jwkml7YwGu+rXKg+yEbLAegzcI26rCtOkthQ/dMlzR0T6S0ki8US5oKApjYegopgZG0sG4rwlb8fgr6bhWJQHdKi3v4OfdTE/u3dt6t6+4ul7zOF0o663u3EOgGmuTuiUC3JO28c5ZAN5rm7j+V9NM6ljtP0nntHxFQv9Hgb++lIsezAQAAALQu0yNhZnZWluuLuLu/sg3rRZci0A0AAAAgI+upykZqktbTatmm4gA0xN21UOhkQ3c80D3dUKA7/r1FpoHuXEqgu0CgG1JhJa2hO+tAd3w7m13qn6DvVhEG/9Na3KeCQPfyyppWVtc0PNj7fwrdunsx9vi2PYtVlgSwkRvvmdd984XE/J13zeq3HnHQJowIADZXoqF7hYZuAAAAAK3L+kjYK1S+nHVWLFofge4tJBccLEhrHAIAAACAOtwh6ShJJ0u6ss7XnBxN72zLiIA2Ka2uaWllVYXSmnZM5Dd7OC0rlNZUWot/xRS2yGZp+1g8uDq9WH9wdakYNHTnsgt0j+eT65pfLkn7ZPYW6FFh87KU/E6tVVOj8f/m5oslra25BgYs0/dB+4TB/7BIQ0oG96VyG/u+47nE/F6zOwifNnKyDoC4tHZuSfr5nbMdHgm2CjPLSzpF0g5Jt7h7vfv0QEeEJ/KGV24CAAAAgGZkfSTsNmUb6MYWREM3AAAAgIxcLOloSe80sy+5e82QtpkdLOmdKu/XXtSB8QEt+8ntM3rBx76v4mp533l0eFDXvvuZmzyq1s0tlxLz2tnQvT1o6J5pIPQXNrGFTW2tGBoc0MjwgJYrQpnzheS/DbaeZPPygMyyDVqHQV/3cqibhvjeEQb/01rc006WmVte6Y9A90L8d/mehaLcPfP/VoCt4LIb70udv5NAN5pgZodJen308D3uPhM8/3hJ/yXpoIp5V0t6vrvf2rGBAjWM5GjoBgAAAJC9TI+EufvhWa4PWxOBbgAAAAAZ+bDKV3zaX9L/mNmbJZ3j7rGjbGY2IOl5kj4g6UGSViV9pMNjBZqSGxp4IMwtlVvB+qFBNy20PNHGhu5tYUP3QgMN3cGB+7CprVUT+WEtr+xtmV0oEBRAfUHdVqUHfQl095Jk8D/5+2l0eFBDAxa7KkLaSTW9aPd8PNBdKJWvZjGWa9//T4B+tLrmuuLm9Ibuu2eXtXu+oP364Aox1bi7du1Z0r4TubaeYLjFPE/S2yT92N3/tPIJM5uSdK7K+/GVOzUnSLrAzB7t7vX/sQ60ycgQgW4AAAAA2cv+m36gRYlA9yqBbgAAAACNc/efSfoLlQ8CHyzpi5LuMbNvm9l/mtl/mNm3Jd0bPXdo9NK/iF4LdL2x4WSoJAx69qKFINA9PGipQcSstNLQvVQMAt25bL9um8jHf+75AvkVSIWVINCd8YkEkjSRG1JYZDy7xPbXS8KijPxw8veTmSXC+7PL/fE571lI/i5Pmwegtp13zmq2xoke194118HRdNbqmuvlZ12pJ73/Yp369xfpylv2bPaQ+sVvqnxlrPNSnnu1pAOi+/8s6TmSPho9PlbS77V9dEAdwv2+8ERfAAAAAGgGgW50nfwgDd0AAAAAsuHu75X0BklLKge7t0t6iqSXSHppdH979NyipNe7+99tzmiBxo2khIcXi73frBq2w7a7DXH7eNDQvVh/mDFsYsu6oXs8+NnnaeiG0pqXs/+ad2DAEv/t9Utz81ZRb5P7ZNC6PrvUH5/z7oVCYl4jV2AAUHb5TffVfH7nXfd3aCSdd/F19+jSG8o///Tiil73n1fpvvnk7xY07Mho+sOU516kctj7K+7+J+5+vru/QdLZKu+3P79DYwRqCvf7looczwYAAADQOgLd6DphQ3c/NIsBAAAA2Dzu/lFJh0t6h6RvS7pbUjG63R3Ne4ekw939Y5s0TKApY7lk0LkfmsHmg4buiZH2Brq3BQ3dSyurdV8yO/z3Hsk40B0Gauf7pDkXrak3qNuqqSDoO8f211OS20n676ewobsfPue1NU9v6G7gCgwAyi67aXfN53feOduhkXTezrviP9t980W988s/kbtv0oj6xv7R9K7KmWa2j6QTooefDl7zhWj6qPYNC6hfuN+3XOr9/XAAAAAAm49AN7pOGOgurhLoBgAAANAad7/P3d/v7s9w90PcfTS6HRLNe7+7166eA7pQWht0vUHkbjZfiIcJJ/LDVZbMxvYg0C1JM3W2dIeB7qwbusNA90Kx9z9ftC7Z0J3tdrcuGfTtj+bmraLeJvd+/Jxnlla0lpK3nE4JeQOorlha0w9u2ROb94Qj94s9/nkfB7pv27OYmHfhtffo81fu2oTR9JXJaBr+AXOyyseuVyVdEjy3/o++b/uGBdQvEehmPw0AAABABgh0o+vkBoNANw3dAAAAAACkGhywxInRi31wIHk+CBNO5NsTVl23z+iwzOLzputscV0K/r1HcxkHuvswaInWFVaC5uXh9nzNGwZ9Z/uguXkrqXc7mUw0sff+75nd84XU+Wmt3QCqu+b2mcTJa6885YjY45vune+LEwrTpAW6JendX9upm++d7/Bo+spMND04mH9aNP2xuy9Uee1yW0YENCg8kbcfrpQFAAAAYPMR6EbXSTR0E+gGAAAAAKCqxIHkfgh0F+I/Q9hSnbXBAdNUEGisJ9C9tuYqBN9bZN3QPR42dBd6P2iJ1oXbXbXm5VaF/130Q9B3Kwm3k7BIY13yc+794P7uKsHtek/WAVB2+Y27Y4+PPWhKTzhqv9iJcGsuXX/3XIdH1hm7qgS6l1ZW9eYv/lgrXGG2WT+Pps9dn2Fmg5JeJMmVbOeWpEOi6a/aOjKgTomGbgLdAAAAADJAoBtdh0A3AAAAAAD1GwsaoRf74EDyfCEeJpwIwobtsH0s/h4zixsHGpdLyX/r8MB+qyYJdCNFIdj28kPtabGnobu3JbaTKr+fws+5H4L7u+fTg9s0dAONufym+2KPn3jUfhrPD+mI/cZj83feNdvJYXXE8sqq7p6tXgZ9ze3365//+4YOjqivnCPJJL3MzP7ezJ4l6XOSDoue/1LKax4bTXd1YHzAhkZz8ePZSysczwYAAADQuvbWGwFNSAS6aTgAAAAAUIOZ3dyG1bq7H9WG9QKZCxuhl/uhoTsIE7a7oVuSto3lpN17WxjraXFNa0MfzbW3oXuOQDckFVY609A9SUN3T6u3yX2qD4P7uxcKqfNp6Abqt1Rc1dW3zcTmnXz0fpKkYw+e0s33LTwwf+ed/RfovmNmSe7xeYftN6ZbK/5e/JeLb9STjtlfjzt83w6Prud9XNJrJB0r6W3Rbd357v7DlNc8V+X27ivaPzxgYyNDNHQDAAAAyB4N3eg64aU/aegGAAAAsIHD23QDekIYIF7sg0B3GFqeyLenfbhSMw3dSykH7cOAfavCQDcN3ZBSgroZb3frEg3dS70f9N1Kwu9VqwW6+zG4X62hu9p8AEk/vHVPrHBncMAeCC4fd9BUbNl+bOi+bc9i7PG+4zl95KUnaGjAHpi35tKbv/hjzfXBiTCd5O4FSU+V9BVJJZXbulckfVbSy8LlzexJko6LHn6zQ8MEahrJEegGAAAAkD0autF1wgMLBLoBAAAAbOD/bvYAgM0UBojTQsa9JgwtT+SHqyyZne1judjj6YWNQ39pB+1HMg7WTgaB7nkC3ZBUKMW3vXY1dE+N9l/QdytJNnSn/34Kg/v9EEykoRto3eU37Y49fuSD93ngBJDjDo4Huq+9a1Zra66BirBzr9sVBLofsu+YHvHgffTm3zxG7//m9Q/Mv316SX/11Z36wIse1ekh9jR3v1vSC8wsL2lfSbvdvdov6V2Snhzd/14nxgdspB/3wwEAAABsPgLd6Dq54ABUYZVANwAAAIDq3P33N3sMwGYKG7qX+qChOwwtT4y0/yusbWGgu56G7mL8O4vc0IAGMw4yhQ3dBLohpQV12xPo7seg71ZSCIJF+eGt09C9p8pJOXsW2IaBeoWB7pOP2u+B+w8PAt2LxVX9cveCjtx/oiNj64TbdicD3ZL02t84St+5/l5d+cs9Dzz35R/drqc87ACd/siDOjrGfhC1dd+1wTK3SLqlMyMC6hOeyNsP++EAAAAANl97vukHWhAGumnoBgAAAACgun5sBpsPwoRhS3U7bB+LBxpn6mhxDf+tw88iC2GYPfy3wdZUWKmveblV/Rj03UrqDf5PjcZ/z8z2wed833z67/DpxaLcvcOjAXrP/Usr+untM7F5TzxqxwP3D5gc0Y6JfOz5nXfNdmRsnXJrSkO3JA0OmD7wokcl/j793+f8VHfdv9Sx8QHYXOG+X6G0prU1/sYAAAAA0JpNaeg2s0lJR0ialLTh0QZ3/27bB4WukRuMbxLFUu8fiAYAAAAAoF3Chu7FPmgGmwtaqMOW6nbYNh42dHdJoDsfX+cCDd2QVCjV17zcqrChe5aG7p5RWl1TKQgVVQt0J4P7vf85V2voXl1zzS6XtM/ocOrzAMquvGWPKn+F5IYGdMJh22PLHHfwlL77i3sfeLzzzlk965EHd2qIbberSqBbkg7dd0x/febD9eYvXvPAvPuXVvS2s6/RZ//gJA1kfMWWfmdmj5H0NEnHS9o3mr1H0s8kXejuV23W2IBq0vb9CqW1xP45AAAAADSio4FuM/tDSa+T9AhJ9X6b4dqk4Dk2R6Khe5WGbgAAAAAAqhkLDhgv90FDdxhaDluq2yHZ0L1xoDG8rHY7Dt5P5OPjWiiuam3NCQptcfU2L7dqiobunpX2nWq1JvcwuF8oralQWm1b83sn7J4vVH1ueqFIoBvYwOU33Rd7/JiHbNdIEF487qAg0N1HDd3urtuCQPehFYFuSTrz1w/RRdfdq/OvufOBeZfduFtnXXaLXnXqkR0ZZ68zs0dI+jdJJ9ZY7D1m9j+SXuPuP+3MyICNjaScULm8skqgGwAAAEBL2vNNf8DMBs3sXEn/KumR0ftaAzdsIYlAd4lANwAAAAAA1YThmsVi7wcu54PQ6EQHGrq3jzXe0B2G58PPIgvj+eQ6F/rgM0ZrkoHu9gRHpoKg72JxVSXKF3pCYSUt0F2toTv5O7aXw/ul1TVN1zgpZ08dv9+Bre77N+2OPT75qP0Syxx38FTs8c47+yfQvXuhmLjqzUP2iwe6zUx/85zjdfA+I7H57/v/r9e1fRRubxcze5qkK1UOc68fDy5J+lV0K1XMf7ykK83sqZszWiBpJCW4HV7BCQAAAAAa1ZFAt6TXSnq2yjvd90j6O0kvlPRUSU/e4PaUDo0RXSI3SKAbAAAAAIB6hQ3dSykhvl6yuuZaCAI0aWHDrG0LGrrvX1rR2prXfE14wH40paWtVWlh9oUCQYGtrlCKbwPtauieHEm2GM8Xejfom5X75gt629nX6LWfvUo/v/P+zR5OqjD0L1UP/odN7FJvB7prhbmlckM3gOrumy/ourvnYvNOPjol0H1QPNB9z1xB985Vb8fvJWE79/Cg6cCpkcRy+4wN6x9e9ChZRTVVcXVNf/KFH/fFVXPaxcx2SDpbUl7lKzV/UtJJksbd/WB3P1jSmMph709IWo2WPdvMkhsjsAlGU07mJdANAAAAoFXtPxpW9vJoulPSqe4+3aH3RQ+ioRsAAAAAgPqFB5KXery9Oa19ejMautdcml1e0bZgfqWlIHjejstrj6f87POFFUnJUBG2jrB9Od+Gkwmk/8fencc3ctd3A/98JVuW72uzyd5nNsnmIJtkQxICSYASQhqghRYoBcLRlJa2aSlHKOV4OJI+AZ5CaaFc4Sh9yvFQCoFAAgnkJrtJNufm3F2vnb2y62Nty5ZsS9/njxmtNb8Z3dJoxv68Xy+9pBmNRj/JsmxpPvMZ750pxqfnCv5eLHSz6Qz+9Ov3HQs77hgaxd0ffCmaon51p5TG6zvVfK+TlqYImqOC2fT8TiwTycKh6CAbThQOlI4w0E1UkNnO3R6L4oyVPa7l1i1pR2tz1BFg3HlgHBd1Hlf3MdbbkBHoXtnbhmjE+4DCF2xYgqtevB5fuWP3sXlPHZrA9b98Ch+9YnNdxxliVwPoBjAD4DWqerO5gKqmAdwP4H4R+RGAG+3bXA3goz6OlchTczSCaESQztkJmDtyEBERERFRtfz6lvkUWHtYf5JhbirGbBSa4WFciYiIiIiIiPJqjTkDl2FvBUt4tP96hZprzQx0A8VbXt0N3bUPdDdHI67vSibZ0L3ome3L+ZqXq9UWi7oCbOMhDvrWwn9tG3Q01x4adzfZBoHZ4g64j4yYJSKulu4wN3SPTBYObI9OMdBNVMg9RqD73HV9aPZ4/4hGBCcv63TM27l/vK5j88vgsDPQvaqvreDy733FJldj+Q1378Gdzxyu+dgWiMthbTf+V68wt0lVbwHwRVhHgr68zmMjKpn5+Y+BbiIiIiIiqpbftSFP+Xx/FEJmQ/dsWose4piIiIiIiIhosTI3Ik/NhHsj8qRHiNCPhu7WWNQVnC7aw3cmAAAgAElEQVQW+jM32MfrEOgG3C3JXs8RLS5mWNd87daKiLhef2EO+lZrPDmLz//6Gc/5QWOG/mPRCCJ52mUB9/vM+HTwHlOpjhRp4B5JhPexEfnh3l1HHNMXbFiSd1kzxLzzwAIJdBsN3av7Wgsu39IUxRfeeKbr7/H7fvgwRnlUAC/r7POflnGb7LLrazwWooqZn/+mZ1hSRkRERERE1fEr0J39lrvPp/ujEPPaAMWWbiIiIiIiIiJvbTFzI3K4A90TRkO3V0NwvZgt3WNFAt3mc12Phm7A3VA+6dFiTouLu6G7fl/zugPdizcM+2+/eRYjHsG8IO5kUW7ov3NBNXSnCl7PcCVRfvvGpjFgtFOfv6E/7/KblxuB7v1H6zIuv7kD3YUbugHgxOM78aHLTnbMOzSewj/8+FGosrTIELfPE2XcJrtsS43HQlSxeLPz/ys2dBMRERERUbX8CnR/D9ZhsH7fp/ujEDMbugEGuomIiIiIiIjyMVvBwr4R2QxG+tHOndXT5gw0jhZpcZ02nuvWWH0C3eZzkGCge9FLzRqB7jrtTAAAXUbQdzzEQd9qDI1M4Zt3DXheF8Tws/ka8frONZeroTvEwf3hYg3dRXbWIVrM7nnW2c7d09bsauHOZV63+0gCUzPBe08s11AFgW4AeNsFa/GSTcc55v3isYP4fw88V7OxLRAH7fMtZdwmu+yhGo+FqGLmDr3m50MiIiIiIqJy+RXo/hcADwP4CxF5sU/3SSEVi3oEuucY6CYiIiIiovKIyG326e2NHks+IrJGRD4nIk+KSEJERkRku4i8X0RKSw2Udj+XiciPReQ5EUnZ5z8WkcvKWEeTiLxbRO4UkcMiMi0iu0TkKyJyahnrWSIinxCRR0Rk3D49Ys/LX/9n3XZARLTM09pSxxZWZkP3VMgbus2wsp+BbrOhe7RYQ7cZ6GZDN/mk3PblarCh23L9zU/lLZ0I4nNSbou7++cc3veZI5PO927zKA9s6CbK795dw47p89f3I1LgSCknn9CF3KtVgacOTtRreL5IzaVxYDzpmLeqxEC3iOCzrz8DvcZOgh//6eMYNJrPF7k7YRWBXSMi+fcYsIlIJ4APAlD7tkSBYO7Qy0A3ERERERFVy5dAt6qmAFwK4AEAvxKR60XkTBGJF7kpLUJebTHmBggiIiIiIqISvBjARQAGGjwOTyJyBYBHALwXwEkA2gD0AjgHwPUAdojIxirvIyIiXwdwE4DXAlgBIGafvxbATSLyNREp+P2AiCwBcA+ALwO4EMASWIfJXg/gKgAPiMi7ShjPCwE8CuAjAE4H0GmfTrfnPSoi51bwUPM5ivn2twVroW1EnjAD3XEfA93tzvDN2FThkKbZhm62pdeKGWpnoJvKDetWo9No6A5z0LdSDw6O4saH9+e9PojPiSv0X+T9aSH9nEcSKcf02n5nEJMN3UTeVBX3GIHuCzYU3N8SrbEo1h/X4Zi388B4zcfmp32j01B1ziu1oRsAlnbFcd0fnuGYl5hJ42+/vwNzPBpt1lfs83UA7hCRc/ItaF93O4ANxm2JGi7e5Pz/KhXyz+JERERERNR4vgS6RSQN4ACA82FtOP57WOHuhIiki5zC+80xVcQr0M2GbiIiIiIiqsDz9vlYQ0fhQUS2APg+gC4AkwA+DOACAC8D8DV7sU0Afm63kVXq0wDeaV/eAeBNAM61z3fY898F4FMFxhoF8GMAW+1Z/w3gMgAvBPA3sJ7nFgBfKdT4LSKrANwI4AQAc7BC6y+xT9fb85YBuFFEVuZZzStghb8Lnf4uZ/kfqGrSXMlC4zrMc8gbuieTjWvo7im3odt4rs1wfa0w0E0md6C7Pq89wN3cPD4dvDbqelJVfOpnOwsuY+6IEgTlhv67XIHu8P6ch42G7o1LnWFTNnQHU3I2zb9vDbbnSAIHjWbq8zcsKXq7zcucBcuP7w93oHvviLNJu6895trppZhXnnYC3nDOKse8BwfH8G+/2VX1+BYCVb0bwJdgtXSfDuA++6hNXxORT4vIp+zLjwC4D8AL7Jt+yb4tUSDEF9jO1URERERE1Hh+bREzj8eW//hstOjFogx0ExERERFRTTwMKzy8CfPh5aD4AoBWWCHmV6jqvTnX3SYiz8AKOW+CtVP0x8u9AxHZBOB99uT9AF6iqtP29HYR+SmsprNzALxfRG5Q1Wc9VvU2WK3cgLUB/T05120TkV/A2mm7C8C/iMgpquqVxvk0gOPsy3+iqj/Mue5OEXkAVsh9KayA+ZXmClT16YIPGoCIfCRn8jvFll8IzBDxXEYxm86g2ePzdRiYYS4/A929beU1dJsb7M1wfa20G89BgoG3RW0unUE646wObWmu3++7O+i7uF5/Nz16EA8OOvcN64w3OZ6HID4n5Qa6XcH9EAe6R4zA9olLO3Hz44eOTY9NzyKdUUQj3EwRFA/sHcG7v/sgDk+k8Matq3DdH54OEf58/Ga2cy/tbMGG49qL3m7z8i78NOcoBjtDHugeMgLdq8po58710Ss243d7hrF32Frf6r42XHhi8YD8IvLXAKZgHbEqAuA0AKcay2TfCDIAPgvgGt9GR1SCuPH/1fQMt2cTEREREVF1/Noi9r98uh9aAEQEsWgEMzmHnmOgm4iIiIiIKvB1AK8E8G5YQeFAEJFzAbzYnvyGEebO+hyAtwM4BcDVIvJpVS03WfW3mP/c/9c5YW4AgKpOichfA7jXXu7vALwHbtlQ+AiA95tXquqzInIdgOsAbATwBwByw9oQkRMAvNmevNkIc2fX8wMReQeASwG8RUSuUdWDJT3S+fvpBvBqe3K3qt5Vzu3Dqs2jFXpqJo3uVga6y9VbbkP3rPP7inoFus2gpdlinmtmLoPDkykcPJrEofHksfPDEykc19mCP79oA/raY3lvT8FnBnWB4mHdanQZr7+JVHiDvuVKzaXxT798wjFvdV8bLj31eHztzj3H5gWxzbrcFnfzfSaIIfVSHZlMOaZPPN7Z0K0KHJ2e5XthgHzm5qdweML6uX1v+xD+9Lw1OG1Fd4NHtfjcs+uIY/pFG5eUFKw3G7qfPDge6p0mBoedge7VFQa621ua8M9vOBN/9O/34g+3rMDHXn2qr//XBp2qKoAPiMh3APwFgJcDONFY7BkAvwbwZVV9zOchEhVl7lydnGNDNxERERERVceXbw5UlYFuKkusyQh0p/kBmIiIiIiIyqOq/y0i3wXwpyJyA6xQc6LR4wLw2pzL3/RaQFUz9obt6wD0ALgEwC2l3oFYyYvX2JNPqurv8tzP70TkKQAnAXiNiPyVvWE9u55NsELlAPADVZ3yWg+Ab9ljBTwC3bBC1tm0oedjzlnPpfayrwbw1QLLevljAHH78qJo5wa8Q8TJ2TS6W8s7NHxQuALdcf+CLz2uQHfhkGZyxvl9hXnI7Vppjzmfg91HEvj+9kEcGk/h4HgSh44mrfPxJIYTM1DNsyIADw6O4ofvvqAu4yR/eAe66/PaA4DORdzQ/Z179mJoxLE/FK657ORjbatZQXxOUsYRBIq1uC+UJvaZuQzGjbFvXNrhWm4kMcNAd0CoKh4eOuqYt+dIgoFun2UyinuNhu7zN/SXdNtTjEB3cjaDPUcSnr97YTA4Yga6Wyte11mre3Hz374ktM+FH+yg9nsAQERiAHrtq0ZVtfDelUQNZn4Wn57h9mwiIiIiIqrOot0VXESWAjjXPm21T9lvp76tqlfW6H4+DuBjJS5+iar+thb3G3axpgiQU6TitaGKiIiIiIioEBF5K4BbAZwB4G2wAss3AngEwCiAglvaVLVegeAL7fMEgAcKLHd7zuUXoYxAN4B1AJZ7rCff/ZwEYAWAtQD25Fx3obGcJ1U9KCJPA9hkj9VU0nrgfszlBrrfmh0SgP8o87ahFfcIdE+FeEOy2T7tb0O3M9A4VrSh2/k816uh2wy1PzQ0hoeGxipa1/aBUewbm8aKnsrDSdRYKY/mv2Jh3WqYzc3j08Fro66H0cQMvnjbM45556zpxWWnnYD/vG/QMT8cDd2FXyPuhu7gPaZSeB1ZYVl3Kzpamhw7DBU7AgP559B4yvX31Jym+nvy4IRrR7YLSgx0H9fZgqWdLXh+Yn6jzs4D46ENMbsD3ZU1dGeF9XloBDvAfajR4yAqlflZ3Ov/dCIiIiIionIs2kA3+IVAoMWizg0MMwx0ExERERFR+b4FK9ib1QvgLSXeVlG/huds4/Wzqlqo/vJJj9uUanOe9ZRyP7mB7nLXswnAKhFpN9rQs+s5qqoH861AVQ+IyDiALpT5mEVkHebD5Hep6u5ybh9mLU0RRATI5Lzaw9wMFqyG7oAEultqu97te0awYsuKmq6T/JOa9Wrorl+gu6t1YTQ3l+sLtz7janr+8OWnQERc4WfzfSsIzEB3rMhrZKH8nI9MphzTEQF6WpvR297s+DmNJBjoDoo9R9wH0DEb5qn+7tl1xDG9uq8NK3tLDzKfurwLzz91+Nj0zv3jePULlhe4RTCpKoaMQPeqKgPdRLRwmYHuMH8OJyIiIiKiYGhIoFtEmgGcBeA0AH327BEAjwF4UFX9rv8YhLXh+RV1vp/Ti1y/p8j1i4a5gYGBbiIiIiIiqpAUmfaViMQBLLEnnyu0rKqOikgCQDuAVWXe1cqcywXvB8BQzmXzfipZj9i3e8pjPcXWkV3PqR5jKeatmP/5VhzGF5GVRRY5odJ114uIoLU5ikTOxuPp2XAG8YBgNXQnZzNIzqY9W9ABIGlssG+N1SdUu3FpZ9m3iTVFcEJXHCd0xbFvbBr7xqaPXbdtYASvZaA7tLyOZGeWI9SSq6E7pEHfcuw+PInv/m6vY96rX7AcW1b3AvBqsw7ec2I2RLY0Fd4xxOsxqSpEGvqvU9nMoHZfewyRiKCvLYahkfn3wVEGugNjYNgd6GZDt//u3TXsmC61nTtr8/Iu/CYn0P34/qM1GZffRhIzjv+pgeobuolo4TJ36OXfLyIiIiIiqpavgW4RaQPwEQB/BqsZzcuoiHwVwKdUdSrPMrXwCQDbAWxX1UMishZ1DlSr6mP1XP9C4gp0pxnoJiIiIiKisq1r9AA85KYyJ0tYPhvoLvc43eXcT26KxryfWq+n1MfstY5isu3r0wB+UOZtcw0VXyR4WmNNzkD3THg/R7saun0NdMdc80anZrCsu9VzeXODfb7gd7W2rOrBn563Gt/bNoS5jGJJRwzHd8WPnU7oiuOE7hbrcrc13d3afCyI+dU7duHam+ZL9u8fGKnLOMkf7qBupK6h28642dzsdxeH/677xZOYyznsQawpgg+88qRj0+7nJICBbqPJvViLu/mYZtIZpOYydXtfq5fhSXegGwB6253v7yNFjsBA/hnwaOgO8/8xYTSXzuC+Pc7/DS7YuCTP0t42L+t2TO/cPx7KnUIGjXbupojk/T+QihOR2+qwWlXVl9VhvURlizc7/79KehxJh4iIiIiIqBy+bRETkdUAfg1gAwo3ovUB+CCA14nIy1S1lPausqnqx+qxXqoNs1WIDd1ERERERFQuVd1bfCnfxXMul5IkStnn5aYIyrmfVM5l835qvZ66PGYRuQDW9w0A8BNVHS/1tguF2Qw9NRO8cGGpGhno7mpthgig8zlOjCZmPYM8s+mMI/AJuBvaaiUSEXzqtafjo79/KgD3jvDFbF3b55h++tAkRhMzroAjhYPZ0F0sqFsts7k5NZdBai5dtPE5rH63exi/2nnIMe8dL1qHlb3zDa3mczKZmkM6o4hGghNcLPd1Yj4mABhPzoYv0G00b/e3twAA+owddtjQHRy7vQLdbDj11SP7jrr+/zp/ffkN3bmGEzM4PJHC0q54nlsEkxnoXtnbGqj39hC6GICiNkfKyq5Hiy1I5JfWGBu6iYiIiIiotnzZIiYizQB+AWCjPetJAN8EcB+Ag/a8EwCcC+BKAJsBnAjgFyKyRVXDuxWSKuJq6Gagm4iIiIiIFoZkzuVSkpQt9vl0He+nJeeyeT/mepLIr9h62koYS+56ynnMb825/O0ybudlVZHrT4B1xK9AaWt2fsUT5g3JrkC3R8iwXqIRQXdrM8am5huIx/K0uHo9x+YG/VorN8idderybsSbI47GuPv3juL3Nh9fq6GRj1zNy3UO3HYZzc2A1Ujd0hGuoG8pMhnFp36+0zGvrz2Gv7xkg2Oe2WYNWO9d3a3u+Y1ifp9a7HXiFeieSM5haafHwgE2PJlyTPd35GnoTiz8pvmw8GroTob4/5gwunfXsGN60/EdOK6zJc/S3tb0taEtFsVUzhFjHj8wHrpA95AR6F7V15ZnSSrRHWAAmxYwc8c3/v0iIiIiIqJq+bVF7F0AToH1of1aAB9XVfMTzdMA7hCR/wPg4wD+EVaw+10A/t2ncVJAuALdaQa6iYiIiIhoQZjIudxRwvLt9vlkHe+nPeeyeT/megoFuoutp62EseSup6THLCItAP7YnjwA4Fel3C6fYkcKC+ph4+NmM9hMeDckTyadge7OFn8Dkr1tMUege3TKO/SX9HiO69XQXa1YUwRbVvXi3t3zga3tAyMMdIdUas752vO7oRuwgr5LOsoL+4XB/zy0D4/tcx7k4e9efqIr1O71nAQt0F3u66SlKYpYU8QRBJ9Ihq9nZXjSbOi2gtx9RqB7NM/OOuSvdEax1wjQAgzE+e2eXUcc0xdsWFL2OiIRwSnLuvDA3tFj83buH8clJy2tenx+Mhu6VzPQXRVVvbjRYyCqJwa6iYiIiIio1ur7bf+8P4IV5v4fVf2IR5j7GFXNqOpHAfwY1qGz/sinMdadiNwiIs+LyIx9/lsRuUZEehs9tqAxNzCwoZuIiIiIiKohIlEReZ2IfFlE7hSRx+3Tnfa814lI3ZOYqpoEkE1Uriwy5l7Mh5uHyryr3FBywfuBs5HavJ9K1qPG7XLXU2wduesp9TFfASD7ufr/FvrOYSFra14Yh3pOzaVdO3W3t/gbku5pcwYy84X+vJ5jc4N+kGxd1+eY3rZnpEEjoWqlzOblOge6481RxKLO+5hILrx24+mZND5z81OOeRuOa8ebzl3tWrY95hVyD9ZzUsnrxAyuB+0xlWI4YQS67R0PetvMhm4GuoNg/9i053f/Yf0/JoySs2ncPzDqmHf+hv6K1nXq8i7H9M4D43mWDK69w85A95p+BrqJKD9zh17+/SIiIiIiomr5Feg+zT6/oYzbfMM+P73GY2mk3wNwHIBm+/wiANcB2C0ir6l0pSKystAJ1uGgQ8XcSGRugCAiIiIiIiqViLwSwB4APwBwFYALYB1F6hT78lX2dbtF5FIfhrTTPt8oIoWOnHVyzuUnKrwPcz3l3k8l6xlS1USe9XSLSN7PqCKyDEA2CVLqY35rzuVvl3ibBafVbOgO6YbkRMo97g6PJtx6MkN/YyUGukXqH6ytxrlrnYHux/YdxdRM+Np3yat5uf47EpiN1OPTC++18427duPAUeeBKP7hVaegKer+vY5GBB0tzuckaG3W7kB38ddJVzzYj6kUw4mUY7rvWEN3aTvrkL8Ghs1/GS1hPtJI2Dw4OOp4v4gIcN76ygLdm5c5A91P7A9foHuIDd1EVAZXoHuG27OJiIiIiKg6fm1l6rbP95dxmwP2eVfBpcLhUQCfhNUadjaA8wC8DcAt9vU9AH4kIpdVuP6hIqftFY+8QWJs6CYiIiIiohoQkbcA+BmAFbCOAiUA9gL4nX3am10UVjP0z0XkzXUe1l32eTusz4j5XJRz+e4y72MP5j+DX1RoQQAvsc/3ARgwrrsr53Le9dgh7U32pNdYS1oPynzMInIcgFfakw+p6qPFbrNQuQLdIQ1CTXqEBztbmj2WrB93Q7d3Q635HLc2RyEidRtXtbas7kE0Mj++uYziocGxBo6IKpWaNYK6zfX/irerNfzNzYU8P5HEl3+7yzHvRRv78dKTl+a9jRlyD9pzkjJ2OjG/b/XiDu4H6zGVwmzeXtJhBbrZ0B1MA0fyBLpDumNaGN27a9gxfdqKbnS3Vva/12ajoXvPcAKJVHh2DEnNpXFg3LljzyoGuomogLjxf7j5/xcREREREVG5/Ap0Z4/huq6M22SXDfvxXz+vqmeo6kdV9Weq+qCq3qeq31HVSwG8214uCuDrIhJv4FgDwxXoTjPQTURERERE5RGRNQC+Cuuz7xSAfwRwgqquV9UL7NN6WEc1+jCASXvZr4nI6joO7X9yLr89z9gjmG+eHgPwm3LuQFUVwE/syZNF5Lw893Me5pu1f2LfLnc9T2O+KfuPRSRfouHKnMs/9rj+pwCyH+w8H7Oxnox9m2LeBOsoWMAibucGvJrBwrkheSLlDA9GI+LaSF5vZugvX4urGTYzfwZB097ShNOMoNW2gbB/7bY4uZuX6/874g4vhyegV4p//tXTSOS8b4oAH37V5oI7aQT9OankddIZN4P7wXpMpRiedL5n97W32OfO9/aJ5Bxm+Z1zw+3OE+g2d1yh+rnHCHSfv6Gydm4A2HR8p2PnMVXgyYPhaeneNzoN56chBrqJqLC4+TmcgW4iIiIiIqqSX1vEHoTVdvaeMm7zlwAUwI66jMgnqlqw6khVvwLgG/bkcgCvq+BuVhU5ba1gnQ0Vi7Khm4iIiIiIqnY1gBZYQe0Xq+q1qvq8uZCqHlbV6wC82F62xb5tXajqNgB32pPvFJHzPRb7ewCn2Je/oKqOlKuIXCwiap++leeuPg8guzXxiyLSaqyjFcAX7ck5e3kvn7XP+wBcb14pIhsAfMiefBYegW5VPQjgP+3JS0Xk9R7r+SMAl9qT/2Hfpphs6H0OwP8tYfkFq81o6J4K6YbkRMo57vaY/63XvUZD91iehu6k8RybG/ODaOvaPsf0/QOjDRoJVSM153zttTTV/7Xnam4OWBt1NZ46OIHvbx9yzHv9WStdTbOmjpaQBbpL2Dkm6K3jxSRn05g02oD7sw3dRqAbyL/DDvmHDd2NNZmaw8NDzk1YF2xYUvH64s1RbDiu3TFv5/7wBLoHR6Yc071tzeiK+3ukGCIKF/Mz4FxGucMYERERERFVxa9A93/Z5xeLyA0i0p5vQRFpE5GvA3ipPWsxbJD9Ss7lYofCdlHV5wqdAJSyETxQXA3dDHQTEREREVH5XgFrR+HPqOpDxRZW1YdhhZcF88HierkawDSAJgC3iMiHROQ8EblERL6C+eD00wA+V8kd2O3an7EnzwFwt4i8QUTOEZE3ALjbng9Yz9EzeVb1bXtZAHiPiPw/EblURM4Vkb8CcA+ALlit2n+jqvkSbR8GcNi+/F8i8k8icqF9+ifMf/4/DKtNvSAR2QzgbHvyl15h/cXEbIdOhrShe9Jo6DbbYv3QU2pD94zzu4rWWPAD3ecYge4HB0cxx8BB6JjNtb40dLc4fxfHAxZersanb3oCmZxG1tbmKN536UlFbxf0NutKgv/u4H6wHlMxIwn3+/USu6G7p9X992Q0Ea7A+kI0MDzlOZ+Bbn9s3zOCuZw3wOaoYOva3qrWuXmZc2eYnQfCE+geMgLdq9nOTURFeH0GNHf8JSIiIiIiKodfge7/hLWBVwC8DcAuEfkXEXmziPyeiLzcvvwvAHZj/vDLd6vqf+ZZ50KyM+fyioaNIkAY6CYiIiIiohpYbZ//uozb/Mq4bV2o6g4AbwAwDqADwLUA7gVwG4Cr7MWeBnC5qk5UcVcfBnCDfXkLgO8B2G6fb7HnfwMFAtSqmgbwWvt2gHVkqV8CuA9Ww/dSACkAf66qvyiwniEAV8Da6bgJwAdhNZXfaV9usq+7wt45uZi35lz+TgnLL2jmhuSpkAa6zUCk2YDrh14j0J2vodsMm5mh+iAyQ1pTM2k8HqLmTLK4m5fr/9rrag13c3M+tz99GHc8fdgx76qXrMfxXfGitw16m7X5fWopwX+ziTZoIfVihiedge6miBx77TZFI+g2Qt1eAXDyz2w64wrQZk2H9P+YsLln1xHH9JZVvWiLVfe/16nLux3TYW7oXsVA96IlImtE5HMi8qSIJERkRES2i8j7RaQuLwy78Gx3zpG4Bsq43Qfs8Y3Y433SHv+aMu7f98e8EHh9BuROSUREREREVA1ftoqpqorIFQB+DuA8WBt732OfTNnj6N4L4DV+jC8AtPgii4sr0M22KCIiIiIiKl92y1o5W9OyyaW67wCtqjeKyBmw2rovB7ASwAyAZwH8EMC/qqp3yqX0+8gAeKeI/AhWUHwrgCUAjsAKaH+lUAg7Zz1HROQCAH8G4E8AnAKgHcB+ALcC+IKqPl7Ceu4TkdNhPebXAlhrX7UHwE8AfF5Vh4utR0QiAN5sT44B+Gmx2yx05obksG5EnkwZge54IwLdzsBf3obuEAa6+ztasOG4duw6nDg2b/vACF6wqqeBo6JyuZuXfWjoDnnQ10s6o7j250845i3tbMGfX7S+pNsH/TlxBf9Laug2H1OwQurFDCdSjum+9hhExDF9dHr+MeV7fyd/PDc67WiHzmW+z1F93LPL+W/3+Rv6q17n5uXOhu4nD05gLp1BU9SvfqnKmYFuNnQvTvb27O/COgpVVhuso1udA+BdInK5qj5b47v+BIB15dxARDYCuAnAicZVJ9mnd4nIm1X1Z0XW06jHHHrxZvd7W3KG27SJiIiIiKhyvm0VU9VREbkQwF8A+EtYG3+9PAHg3wD8u73heTHYnHN5f8NGESAtUTZ0ExERERFR1fYB2ADgAgDbSrzNBfa5L5/NVHUvgPfap3Ju91vM7xBdyvI3wdrQWzFVnQPwZftUzXqOAPiIfap0HRkAq6oZx0LTZjR0h7XZMmEEutsb0NDdYzR0H52eRTqjiEacv3JJ4zmOexxuO4jOXdfnCHRv2zOCd724tAArBYM7qOtHoDvYbdSV+MH9Q3jqkPMgGO97xUklt9N2Gc+JuUNKo6WMnU5aPAJHJqx6Cs4AACAASURBVPPnPB6yn7PZ0N3X7nw/721rxp6caTZ0N9bAkUTe68L6f0yYjCZmsPOAsz37ghoEuk9Z5gx0p+Yy2H0kgU3Hd1a97nobHJl2TDPQvfiIyBYA3wfQCmASwHUAfmNPvxHWDs6bAPxcRM6p8mha5v3+LYAkgFkARX9hRKQTVpFaNsz9NVhH4poGcAmAD8EKaH9fRF6kqg8VuG/fH/NCEffYYS7JnZKIiIiIiKgKvu4Sr6oZVf03VT0VwAoAlwJ4k326FMAKVT1VVb+0iMLcAPDnOZdvb9goAsRs6DY3VBEREREREZXgN7BCz9eIyPJiC9vLXAPrKEq31XlsRDUVXygN3UbDbWcDAt297c6GWlVgfNodanQ3dAe/eRIAtq7tc0zfv3cUqjx4XJikZstvXq6W2dw8Ph2s8HK5UnNpfO6Wpx3zTj6hE687e2XJ6+hoCXbIvZLgvzu4H66fsxnQXtLR4pg2A96jDHQ31J5Cge7ZNP821dnvdg8j9ymON0dw5urqj9jR1x7Dsu64Y97O/eN5lg4OVcUQG7oJ+AKsIPMcgFeo6rWqeq+q3qaqVwH4gL3cJgB/X4s7FJEorDB2FMC1AEZKvOn77XEAwAdU9Sp7nPeq6rWwtrvPwWra/nyB9fj+mBeSSERc/2NxpyQiIiIiIqpGw7Y0qeoBVf2Vqn7fPv1KVQ80ajyVEJErRUTt08c9rj/dPtxVoXVcBeBd9uRBAD+u/UjDxwx0z6QZ6CYiIiIiorJ9EUAGwHEA7hOR19sbSx1EJCIirwdwL4Dj7dv8q68jJapSq9EOPTUTrhBe1oTRcGsGJv3QazR0A8DolDv05w50h6Oh2wx0jyRmsOvwZINGQ5VIzZXfvFwts416IhWs8HK57h8YxZHJlGPeP16+2dXEX4i7zTo477uq6gp0m9+3ejGD+2ELdB9JOH+m7oZu5/SIx3s7+adQoDuj3CZQb/fsGnZMb13bV7MdhDYbLd1mE3gQjU7Nuo60sIqB7roRkRvs0x81eixZInIugBfbk99Q1Xs9FvscrCNNA8DVItLssUy5rgZwNoCnAPzvUm5g3+/f2JNP2ONyUNV7AHzDnrxIRLZ6rKdRj3lBMXeuToZ052oiIiIiIgoG/7eKBYSIXAggN2y9JOfyRhG5Mnd5Vf1WBXdzNoCvi8hvAPwCwKMAhmE97ycDeDOAV9jLpgFcpar5v8VcRMwvDmd4eCoiIiIiIiqTqj4mIh8B8GkAy2EdRnhMRB4E8DysJu7jAZwFoAdWmzcAfERVH2vAkIkq1hYzNyKHMwRlNnR3xP3/6ireHEW8OeJ4DkenPBq6jeY1M1QfVCt7W7GsO44DR5PH5m3bM4qNS4se2Z0CopLm5WqFPehrenDvqGP6tBVduPDEJXmW9hbk58QrCFtKUNMV3A9Y63gxI5POgHZ/hzPAzYbuYBkYLrwpJDmb8eUIBIvVPbuOOKYv2FDee2Ahm5d34dYnnz82HYaG7r3G67EpIq6mcaqpt9nn32/oKJxem3P5m14LqGpGRL4D4DpY3yFcAuCWSu9QRNYA+IQ9+W5VnREpaeeySwB025e/XeCo19/C/FGi/wDAduN63x/zQtTaHMXRnCM6hfVoWUREREREFAyLNtANqxX7bXmue5F9yvWtCu8nCuDl9imfYQDvVNUbK7yPBcfV0D0Xzg3RRERERETUWKp6nYgcBXA9rEMN9wJ4qbFYdovpFID3q+qXfRwiUU2YrWBhbeg2mxHbG9DQDVgtrrmB5zGPFlezec38GQSViOCctX248eH9x+bdPzCCP3nh6gaOisrhDnTX/7XnDvqG8z0ma8fQmGP6nDV9eZbMz2zongxQa7n5GgFKC/53tbpD6qqKEsNlDTdsBLSXdLQ4pnvbzYbu4PzMFqNCDd2A9Xe2u5VFsPVwaDyJXYedz/8FG/prtv5Tl7sbuoP+XjI4MuWYXtHbiqZoww5yvBgchnUkrUONHkiOC+3zBIAHCix3e87lF6G6cPOXALQD+A9V/W0Zt7sw5/LteZcC7of1PUcb3Nu9c9fj52NecMwde9nQTURERERE1ajpVjER+Wj2sqp+wmt+JXLXFTI3AXgngPMBbIHV/NYPKywwAuBhAL8E8C1VDX5FgY9ixhdlXhshiIiIiIiISqGqXxKRHwB4O6ydbU8DkE1ujQB4DMCvAXxTVY94r4Uo2Npizq94wtoKZga6OxsU6O4xAt2eDd3Gc9wakkA3AJy7ttcR6N42MNLA0VC5UsaR7BrR0D0+PRv4cF4+qoodg86G7rPW9Ja9HvMIAkEKuac8jtJQyuvEDKnPZRTJ2UxojkAwPJlyTJuN3H1tbOgOitRcGvvGpgsuYx4Jg2rn3l3DjunOeJMrhF2Nzcu6HdMjiRkcGk/hhAA3Xg8Zge7VfW0NGsmisRPARQDWAHiowWPJOsU+f1ZVC/1Rf9LjNmUTkTcCeBWAUQB/X+bNN+cZj4OqzonIswDOgPdY6/6YRWRlkUVOKGd9QWT+jxXWo2UREREREVEw1Hqr2MdhHbIamD9ElDm/EjUPdKvqlQCurHId30KB5m5VfR7ADfaJysCGbiIiIiIiqiU7qP0Z+0S04Jhh4uRsBpmMIhIJV9jSDHSbgUm/9LY5w6teDd1m0CxMge6t65xtxM+NTuPA0Wks625t0IioHGZYt6W5/oHurtZwB31zDQxPuXbS2LKqp+z1dMWD22Y9k/YIdJfwHmUG9wFgPDkbmp+z2dDdbwS6XQ3dDHQ3zODwFLTIFqOw7pwWBnc/69yH9YXr+mvaRr2ytxWdLU2YyPm/7vH9RwMd6DYbuhnorrvvArgY1pGUf9LYoQAiEgewxJ58rtCyqjoqIglYzdqrKry/XgCftyevUdXDZa4iG5JOqOpYwSWBIViB7uNEpEVVU/YY/HrMQ2UuHzrm/0n8+0VERERERNWox7f9gvnDVXvNr+REi4wr0O2xEYKIiIiIiIiILG0eYbvkXPg2JE8aDbcdDWro7jVbXL0C3WZDd0gCjwCwaWknuludwc1te9jSHRbmkexamur/2vMK+k4k3c31YWC2cy/paMHK3vJ3ZjDbrNMZDUyAJ+UxjkoauoFw/ZyHJ41Ad4fR0N3ufB17vbeTP/YcSTiml3S0uP6XCcrv00KjqrjHaOh+0cb+mt5HJCI4ZZmz8Xvn/mAfpJaBbt99E8CtAF4jIh+Xxu8N1ZlzebKE5bNvYh0V3t9nYB3V+V4AX6vg9tnxljNWwDlevx/zgmXu2MsjTBARERERUTVqulVMVT2/Fc43nygfNnQTEREREVG1RGQPgAyAS1X12RJvsxrAbwGoqm6o4/CIairu0bw6NZNGW6wxgehKBaWhu8fV0O0ONCaNoJnXzyCoIhHBOWt6ceuTzx+bt31gBK85c0UDR0WlShk7a5QS1K2WV9B3PDmLpV3BbVvNZ8egs8jyrNU9FbVqe4fc5wLxvmuG/iMCNJVwxIbmaATx5giSOS3w48aONkE1NTPnCgD3t7c4ps2ddaZm0kjOpkP1/r1QDAw7A93rlrRh9+EEpnJCcObfWaqNoZFp7Bubdsy7YMOSPEtXbvPyLmwbmN9ZbOeBYAe6h0aczwkD3XX3YgCfBXAcgI8AeIOIfB/AIwBGARR8A1DVO2o8ntx/aErZ2ydln5e9R5iIvATAOwDMAXi3arHjFXjKjrecsQLO8fr1mIs1ep8AYHuZ6wwU8/+IMO5YTUREREREwdH4b5eJPLREGegmIiIiIqKqrQGgAGLFFszRDGCtfTui0PBq6A5jM5gr0B2Qhm6vQLeroTtkgcCt6/qcge49owWWpiBxN3TXP9DdHI2gtTnqeN2HJehr2jHkfK1vWd1b0Xq83p8mknM4vstjYZ95tbiXGlrvjDcjOTuf/ZoIyc/ZbOcGgD5XQ7f7X8LRqRks6y6/oZ2qYzZ0r1vSjv1jScc8Brrr45adBx3T/e0xbDq+9oW7m82G7gAHumfmMth/1BnoXsVAd739Fs7P3JtgBbtLoaj99u3cN6BSvj/I7jE0XXApg4i0APgqrKNTf0FVHynn9jmy4y1nrIBzvL48ZlV9rtD1jS9nr575OTAZws/hREREREQUHGzOpkBiQzcRERERERFR6bzaRcMWhFLVwAS6zYbu0Sl3UNAMzLd6hOqDbOvaPsf0U4cmMObxOCl4UrNGWNennQnMlu6wBH1zTc3M4YkDE455W1b3VLSuWFPEFaafSLp3/miElPH+b37XWkiX6+ccjMdUzHDC+f4Vi0bQafwN6Yo3wywqH0nwfa8RzED32iXtiDc7X6fTM9wmUGtjUzP41984D1x0wcYldQlUbl7uDHTvHZ4K7PvJvrFpmB3Jq/sZ6PaBVHGqtdx/DkrZw6HdPp8s834+DOAkAEMAPlbmbXNlx1vOWAHneP16zAtei/n3K2Sfw4mIiIiIKFh82SomIrfB2mP6Haq6t8TbLAfwXViHuX5ZPcdHwWNuZEil+eUtERERERH5ots+n2roKIjKFI0IWpoijlbWqZA1g03NpF1hmqA0dI96NHQnjVBt2Bq6T1/R7XrNPLB3FC875fgGjopKkTIO4+5HQzdgBbqfn8htbg5mMK+QR587inRm/o0mGhGcsbK7wC0K64w3IzUZvDbralrcO+POHVrGp4PxmIoZSaQc0/0dMVdINRIR9LbFHOHv0UT4XscLwcAR57/a6/rbXTtGMRBXe5//9TOuo4685bw1dbmvE4/vQFNEMJfznvvkwQnXDmVBMDjifD32tDWjy3gvpJq7pNEDyKWqSREZBtAPYGWhZUWkF/Ph5qEy7+qD9vmvAVyRZ2eK7LrbReSN9uXnVfW2nGWeA/BCe5keVR0rcJ+r7PPDqnrsj6WPj3nBczV0z3KbNhERERERVc6vrWIXwwp0txdZLldrzu1okfFq6FbVBXHoLSIiIiIiCrQ/tc9L2hmZKEhaY1FHiC9sQSiznRtwNwL7pbfdGeLxaq42n1+vlvQgizVFcOaqHty3Z+TYvG0DIwx0h0A1Yd1qhDXom2vHkDPvdPIJnWiLVf4+0xVvwpEwBLqbywl0h7Oh+8ik8326rz3muVxvuzPQPcIjE/huamYOB8eTjnlrl7R7BOLC9X9M0D1zaAL/8TvnR5zLT1+Gc9fVJ2Dd0hTFxqUdePLgfAnwzv3joQh0r+5jO3e9qertjR6Dh50AXgxgo4g0qWq+P+on51x+osz7yP5xert9KmQJgP+yL98OIDfQvRPA63LG8zuvFYhIE4ANBcbqx2Ne8My/X2H7HE5ERERERMHSmK1iREXEou6NDLNpRayJgW4iIiIiIvJmHx3KyzdFJJHnuqwWAOsBLIW1Y/EttRwbkR/amqMYw3zwbjpkDd1ege72BjV097gauj0C3cbzazaLhsG56/ocge7tOZcpuNyBbn9ee12tzkB3WIK+uR7cO+qY3rK6p6r1meHnyVQwnhN3i3vprxGzlTYoIfViRhLO9+n+jhbP5frM9/cEA91+M9u5AWBtf7trxygGumtHVfHJnz/hOEJBrCmCay47ucCtqrd5eZcj0P34/qN1vb9KDRmB7lUMdC9Wd8EKN7cDOBvAfXmWuyjn8t31HlQed+Vcvgh5At0AzsF82ZrXWMP0mAPL/PvFQDcREREREVUjyIHu7AfMZMGlaEEyG7oBYCad8ZxPRERERERkuxhWGDt3T1ABsLXM9ewGcF2NxkTkm3gs3BuSJ43QYEtTBM0eO3z7odcI/CVnM0jOpo9trFdV1/NrNrOFgdmS+ei+o47HScEzl844AnlAee3L1XA3N4cj6Julqq6G7i2reqtaZ0dAn5OZKlrcw9rQPZzTlA4A/Xkbup2BdTMITvU3MOzcz3JZdxytsag7EBeyHdOC7DdPPY87nj7smHfVi9fXPbi8eVkX/hv7jk3vPDBe1/ur1F7jNcmG7kXrfwB8yL78dniEm0UkAuCt9uQYgN+UcweqWrS1SkQGAKwBsFdV1+ZZ7LcAjgLoBvA2EbleVb2OeH1lzuUfe1xf98e8GJg79qZC9jmciIiIiIiCJciB7svs8+caOgpqCM9A91zG6swjIiIiIiLydgesQHfWRfb0AwAKNXQrrJ2JDwC4B8D3VLVYozdR4LQZG5KnQhaEMhu6zVChn3rbml3zRqdmsKy7FYC7IRkIZ6D7rDW9iAiQzQfPphU7Bsdw/ob+xg6M8vJ67ZUT1q1GV0iDvln7xqZxeMIZ+j1rTXWB7s4W53vFeEAC3e4W92oC3cF4TMUMmw3deQLdfe3Fj8BA9bXniPPf7LX9VreP+Xc0bDumBdXMXAaf/NkTjnlLO1vwFxdvqPt9b17e5Zh++uAkZtOZhu2wl8/gyLRjmoFu/4nI2QBeDuA0ANk9DkcAPAbg16r6QL3HoKrbROROWI3V7xSRb6vqvcZifw/gFPvyF1TV8c+QiFyM+cDzt1X1yjqNdUZE/gXAR+zxvA/AZ4yxnA/gnfbk7aq63WM9VT9mYkM3ERERERHVVl22jInIDXmu+pSIjOW5LqsFwAZYDWoK4PZajo3CoSXq3ghqNssQERERERHlUtWLc6dFJPsh4kpV3en/iIj8FfYglBka7GhpXKC7K97sCDoDwGhi9lig26s1NB4LVjipFB0tTTh1eTce3Xf02LztAyMMdAeYd6Dbn50JOuPBDC+X6sFB59fSPW3NWNtfXWgvqG3WZjNkOa+RrpD+nIcnncHsvo48Dd3GERjY0O0/M9C97jjvQHdyltsDauE79w64nvMPvvJktPvwf9apy7od0zPpDHYdnsTJJ3TluYX/VBVDI1OOeQx0+0dETgfwVQDnFljsWhG5D8Cfq+qjdR7S1QDuBtAK4BYRuRZWQLsVwBsBXGUv9zSAz9V5LMV8BsAbAGwCcL2IbATwPQDTAC4B8A+wcgDTAP62wHrC9JgDKW4cLYd/v4iIiIiIqBr1+sbmSjhb0QDrMNevKfH22UNOjYCHuV6U8jZ0ExERERERle47sD6bjjZ6IER+aI05v+aZnglHCC8rYTR0+xE0yicSEXS3NmN0aj6cOZbT4uoVlg9jQzcAbF3b5wp0U3Cl5tyvvZZmNnSXYseg89+BLat6ICJ5li6NGXIPSpu1q6G7jNeIGVIfD8nPeTjhbF9f0u59qEc2dDfegBnozjZ0x8K9Y1oQDU+m8IVbn3HMe8GqHvzBlhW+3H93WzNW9LRi39h8A/bO/eOBCnSPTs26jhLDQLc/ROTlAG4EEMP8duFZAMP25X4A2T+05wHYJiK/r6q31mtMqrpDRN4A4LsAugBc67HY0wAuV9WJeo2jFKo6ISKXA7gJwImwgtdXGYuNA3izqj5UYD2hecxB5dqxOmRHyiIiIiIiomCp17f9g8YJsDaiH/C4Lve0F8BTsPb8/TSAM1R1T53GSAHmGehO8wMwERERERGVTlWvVNW3q+qBRo+FyA+tRmBveiZcO0abYZpGNnQD7hbX3HC3V8jMPNR2WJy7rtcx/eDeUcylw/XaWUxSHo1/LR7fo9VD2Bu6dxgN3Wet7s2zZOnM8PNkQJ4TM9Adi5YT6A5mSL2YEaOhu7/khu5wBNYXkoFhZ6B77RIr0G3ueJBkoLtqn/vV067f4Y9dsRmRSHU7s5Rj83JneHvn/nHf7rsUg0Y7d1NEsKw73qDRLB4isgTAD2EdtVkBfB3ACwG0q+pyVV0OoA1Wc/fXAKTtZX8oInU9lIyq3gjgDAD/DCvIPAVgDMD9AD4IYIuqPlvPMZTKHscWWOO6H9Y4p2Bta/9nWNvZf1bCekLzmIPIfYQJ/v0iIiIiIqLK1WXLmKquzZ3OOcz1K3iYaypFNCKIRgTpnGMbex1SloiIiIiIiIgs5obkqdlwhPCyzEC3GZT0W0+bM9SY2+Jqtq41RwXNZQQmg+TsNX2O6cRMGk8cmMDpK7sbNCIqxOv7sXLCutUwfyfDEvQFrGDN4/uPOuZtqUOgeyIVjHCw2eTeUsYOJ+6fczAeUyGqiiMJZ6DbbOLON380wYZuP40nZ3HECN+vswPdbDitrScOjON72wYd81575vKa7MxSjs3LuvCrnYeOTT8e8ED3it5WNIX0f7qQuRpAN4AZAK9R1ZvNBVQ1DStQfL+I/AhWm3e3fduP1nNwqroXwHvtUzm3+y3m28Yrve+1ZS6fAHC9farmfit6zOTesZeBbiIiIiIiqoZf30rcYZ8SxRYkyjI3Rs0w0E1ERERERFUSkaiILBGRVSKyutCp0WMlKldrzBnCS4YsCGWGQ4PW0D2WE+g2N9KHtZ0bAI7rbMF6O0yXtW1gpEGjoWJcQd2mCET8aVp1NXRPBz/om/X4/nHMpueLI0SAF6yqfqeFoIbczSb3clrcw9jQnZhJu747XtLR4rlsrxHoHpmagap6Lku1N3DEuYkoIsDqvjYAHg2nc+H6PyZIVBWfuHEncvpy0NocxQcvO9n3sbgaug+MB+p3bsgIdGdfj1R3l8Nq5v5XrzC3SVVvAfBFWGHpy+s8NqKymJ8FvY7mREREREREVCpfAt2qerGqXmLv3UtUklgTA91ERERERFQ9O8D9v0TkYQBJAIcADADYU+C0uzGjJaqcq6E7ZIHuhNHQ3d7gQHePEegenZoPr5ob6c3nPmy2rnW2dG/fw0B3UJkN3eUEdavVFcLm5qwdg6OO6U1LO13B5UoENfw8k64m0O38OU+m5gIVvvQyPJlyzcvb0G28t8/MZUL39zLM9hiB7hW9rce2A7TG2NBdKzc/fhD37h52zHv3RRuwrLvV97FsXuYMdB+dnsX+o0nfx5HP4LAz0L2KgW6/rLPPf1rGbbLLrq/xWIiq4vr7xUA3ERERERFVgccNo8ByBbrTDHQTEREREVF5ROQCAI8B+EcApwOIwmr1KuVEFCptId+QPGkEujvijW7odgY1R3Maus2QmbkRP2y2rjMC3QMjgQ9wLlau5mUfdyYww8thCPpm7Rgcc0xvWd1Tk/WGp6G79NdJd6vz55zOaOADz8OJGcd0vDni+puY1dvuDvKPGLen+hk44gzPru2fP0JE3HidmkfDoNIkZ9P49E1POOat6GnFVS9pTAZ2ZW+ra4egnfvHGzIWL4Ns6G6UuH1ezpGds8t6H4KBqEHizc7t2cnZTGj+RyYiIiIiouDxJdAtIutE5DYRuVVEVpSw/Ap72ZKWp4UpFmVDNxERERERVU5E+gH8BMBSWBt/Pw/g4/bVCuCdAN4P4PsApu15dwF4O4B3+DxcoqqFvdnSDEJ2Nrihu9dodx1bwA3d5xoN3cOJGew+Uk6+hvySmnO+9vxs6DbDyxkFEiF5nzEbumsX6DYbuoPRWu56nTRX3tANAOMBeVz5DE86A9n97S0Q8d43r6OlCc1R53W5O+xQfe05MumYXr8kJ9Ad8h3TguKGu/dgaGTaMe+ay05u2M5nIoLNy50t3Qx0E4CD9vmWMm6TXfZQjcdCVBWvz4LmUXWIiIiIiIhK5dc3/m8FcDGAmKruK7awvUyTfZu31HVkFFjmBikGuomIiIiIqEx/BaAfQArA+ar6XgA/yl6pqt9U1c+p6psAbARwB4AXAdisqt9uxICJqmFuSA5bEGoy5QwMdjQ40N1ToKHbbA2NhzzQvaqvFcd3OcsOt+8ZadBoqBAzHOJnoLsr7m42Hp8OdtAXAA4eTWL/0aRj3lmre2uybvN9KjWXCcR3mNW8Trzee4PSPJ7P8GTKMd3fEcuzpBUu7W1zXs+Gbv/sGTYaunMC3WH/PyYInh9P4t9ue9Yxb+vaXvz+GcsaNCLL5mXdjumdB442aCROM3MZHDjqDL8z0O2bO2EdFesaEekqtrCIdAL4IKydsO+s89iIyuIV6A7bztVERERERBQcfn3j/zJYH7L/u4zb/DesD/OvqMuIKPBiZqA73fiNIUREREREFCqXwfoseoOqPl5oQVU9AOBVAHYBeJ+IvNSH8RHVlNm8OBWyjciTKWdgsMMjPOonM/DnaOieWVgN3SKCrUZL97YBBrqDyN3Q7d9rr8OjuTnoQV8AeGjI2c7d2dKEDcd11GTdXZ7PSeND7u5Ad+mvk6ZoBG3G35MgPKZChhNmQ3f+QDcA9BnXs6HbPwPG0R8KBbqTs9weUK7P3PyU48gJIsBHf//UvI31fnE1dB8IRkP3vrFpZNQ5bxUD3X75in2+DsAdInJOvgXt624HsMG4LVEgtHh8FkzOheuzOBERERERBYdfge5T7PMHy7jNQ/b55hqPhULCDHTz8FRERERERFSmjfb5r3PmHdtkLyKOrW6qOg3gn2HtXPzuuo+OqMbMAJ7ZIh10iZRzvB0tjQ1JF2ronjZCZmaYPozMQPf9A6N5lqRGShmvvZZm/xq6oxFxtTcHPegLAA8Ojjmmz1zdg0ikNuHGTo8dT4IQcjeD/+b3rMV0GkH18QA8pkKGJ52B7L72ljxLWtwN3cF/HS8Eo4kZHDVa/dfnBLrjxvtZMmQ7pjXaI8+N4YcPPOeY9/qzVuL0ld15buGfzcucge6hkWnXa6ERBkecjfHdrc3obm3sDoWLhareDeBLsD57nw7gPhF5RES+JiKfFpFP2ZcfAXAfgBfYN/2SfVuiwGBDNxERERER1ZJfx67NfmM0VnApp+yytTn+JYVOLGo0dDPQTURERERE5ckmB/bmzEvmXO6E+3Pq/fb5C+s1KKJ6iRsbkqdDFug2Q5AdLcFq6D46PYt0RhGNiOu5DXtDN+AOdA+OTOHQeBLHd8UbNCLy4m5e9i/QDVhB39w2/SCEl4vZMejcOWHLqp6arTveHEFTRDCXU/FqHm2gEVzB/zJfJ13xZhwaTx2bDvrPeSSRckwv6SizoTvBhm4/7DbauZsighU9rcemw/5/TCOpKj5x407HvPZYFO9/5UkNGpHTxqUdaI4KZtPz75VPHBjHeev7Gzgqd6B7Ndu5/fbXAKYAvBdWAdlpAE41Mo7eWAAAIABJREFUlsnugZUB8FkA1/g2OqISNUcFEYGj8Z9/w4iIiIiIqFJ+feOfPX5aOd/OZJedKrgULVhmwxAD3UREREREVKZJ+zx3Z+aRnMtrPW6TTS4urceAiOrJbOie8qEVLDWXxsGjSahq8YWLmEw5mxo74n71EHgzA92qwLjdJmm2n5shtDA66YROVyvvtj0jeZamRjGbl1ua/H3tuZubG9+wWshsOoNHnjvqmLdlTe36Q0TE9V4VhOek2uC/+XMOehP7cMJs6C4c6O5td+4wNDLFQLcfBoxA9+q+NjTllLqYR7uYyyhm09wmUIobHzmA+/c6d175q5eeiKWdwdgpK9YUwabjOx3zdu4fz7O0f4YY6G4otXwAwJkAvgzgGVgB7tzTM/Z1Z6rqB7UWHzqIakxEXDv4Jmf594uIiIiIiCrjV6B7wD6/uIzbXGKfD9Z0JBQaroZufnlLRERERETledY+X52doapjAA7ak5e4bgFcaJ8nPK4jCjTXRuQ6B7p3HZ7ESz97O8677la84Su/c4WcyzGXzrg2ene0NDbQ3dPmbggftUN/5iG0W2P+tiTXQzQiOMcIum4fYKA7aKptXq5WV9z5ezEe8ObmJw6Mu8LNZ66sXUM34BV+bvxzYhZjtJS500mn+XOebvxjKmR40hnI7u9oKbh8X7vzejZ0+2Ng2Pnv9dol7Y5pr6NdVPO/xWIxPZPGP930hGPe6r42vOPCtY0ZUB6bl3U5pnceaHyge3DYGehexUB3Q6jqY6r6HlU9CdYO1svsU1xVT7Kve6yxoyQqzNwpiX+/iIiIiIioUn594/9rWHtSv0dElhVbWERWAHgPALVvS4tQzNggZW6wIiIiIiIiKuI++3yrMf+XsD6jfkBETszOFJHzALwf1mfR7b6MkKiGzI3IU7PpmjRn53PDXXuwb2waALBtYAT/s2NfxetKpNwbvBsd6I43R13hstEpq6XWPIS2VwgtjLau63NMs6E7eFzNyz6/9sLW3LxjcMwxvX5JO3qLtDeXq7PFGX4OQqDb3eS+0Bu6U47p/o7CP+M+Y4edEQa6fbHbaOheZwS6vY52Yf69Jbev3rEb+48mHfP+4VWn+H4Eh2I2LzcC3QFo6B5kQ3fgqOqMqh6yT3xzptAw33PNHYCJiIiIiIhK5Veg+8sAZgH0ALhVRM7It6CIvABWiLsHwByAL/kyQgqcmPHhdybND79ERERERFSWm2EFt//QmP9/YH3eXArgcRHZLiI7AdwJ67MoAHzBt1ES1YgZKk5nFLPp+gW6zabNB/aOVryuiZQ7LNgRb2ygGwB6jdDfWLahe4EGus9d6wx0P3VoAkengx3kXGyqDepWy2xuDkJ4uZAdg873pS2re/MsWTkz/DwZgPCzK/hfdqA7PD9nVXUFsvuLhPbNUH/26AtUXwNHKmjonmHJSyH7x6bx5dufdcw7f30/Lj31+AaNKD+zofuZ5ydcRxPwk6piyAh0r+lnoNsvInKbiNwqImvKuM3y7O3qOTaiSrgauue4TZuIiIiIiCrjy5YxVd0rIh8GcD2AkwA8KCK/hbWx/IC92DIALwFwEawN7grgY6q6y48xUvDEos4NDY38co+IiIiIiELpZgDfARAVkXWqugewDuksIn8Ba+fjJgBnG7f7uKr+0t+hElWvLeb+mmd6Ju06AlatTBqt2k8crLxpcTLlDAuKAG0BCEn3tMUcrZfZhu6k0bgWjzV+rLVw+spuxJoix76DUQUe2DuCl54cvGDYYlVtULdaZnh5POCB/weNhu4tq3vyLFm5IIaf3a+T8t6jukLU0D2enHPtvNTf0VLwNn1GoJsN3fWnqq5A97p+Z6Db6/2MDd2F/e9fPolkzpFNIwJ89IrNEJEGjsrbKUZD92xaMTiSwMalnQ0Zz9jULCaM/z/Z0O2ri2FtB24vslyu1pzbEQWKuVMSG7qJiIiIiKhSvlUdqepnRaQVwMdgNYNfYp9MAiADK8z9T36Nj4LH3ODMQDcREREREZVDVWcBXJnnum+IyF329afC+nz8DID/UNX7/RojUS15NVtOz6bRjWaPpauXMEIwTx+cxGw6g+Zo+QHTSSMA2RFrQiTS+DBSb/viauhuaYrizJU92DYwcmzetj2jDHQHSGq2uqButbpagxdezufIZAqDRvtqfQLdRvg51fjnJGW8R7U0l/e+HKaf8/BkyjWvaEN3m9nQPYtMRgPxd2ehOjyRQsIIt607zpnjjEQE8eaII6CcZKA7rwf2juInD+13zHvTuatxitGEHRRd8WYs6YjhyOT8DhR7h6caFug2/z5EI4Jl3fGGjIWIwi9u/K+V5DZtIiIiIiKqkK8VLqr6SQDnAPgegKOwwtu5p6MA/hPA2ar6aT/HRsFjNnLMpPnhl4iIiIiIakdVn1LVD6nqq1X1Vap6NcPcFGbxmPtrnqmZ+oXwzED3TDqDXYcnK1qX2dDd3uJbB0FBPa7Q38IOdAPA1nW9jun7c8Ld1HipueqCutVyhZcD3Nz8kNHO3RaL4qTjax8cDOJzYjZ0m0dCLMb9mIIb6DbbtdtjUcSLvCebDd3pjAb6MS4Ee4x27pamCJZ1ucOz5s+ODd3eMhnFJ2583DGvM96E9/7epgaNqDRmA/bA8FSeJevPDHSv6GlFUwU7JZKvsnuBJAsuRdQA5t8v84hOREREREREpfL92wlVfUhV/wRAP4CNAM6zTxsB9KvqW1T1Yb/HRcFjNnSbGyKIiIiIiIiIaF4sGkHUaBetZxDKDGEDwM794zVZV0c8GIHu3jZnS+3olBXUNA+h3RpbQIHutX2O6UeeO8qG1AAxvx8zCxHqrTPu/J0YD3AI9sHBUcf0GSu76xLWM8PPjX5O5tIZzGXUMc9sjSzG/ZgaH1LPJ7ftFwD6Ogq3cwPuhm4AGJma8ViSamVg2BnoXtPf5tmIbu4gxUC3txsf2Y+HnzvqmHf1y05Ef0dLg0ZUmrX9zlb2QeN14Scz0G2GzSmQLrPPn2voKIg88O8XERERERHVSsO2jqmqAthtn4hczOaYGQa6iYiIiIiIiPISEbQ2Rx3haDN4XCuq6mroBoAnDlQY6DYCkB0Baeg2Q39jduDPDDgXa4MNk7PX9CIiQDYPOpPO4OGhMbxwfX9jB0YAvALd/r72ugLYRp3PDqOhe8vq3jxLVscMuZvvZ37zOsphua+TzhbnYwpye/VwIuWY7m8vHmhtjUXR2hx1hK1GEjNYt6S9wK2oGnuOOMOz+Z5rMxDHhlNvP3vkgGN6/ZJ2vPX8tY0ZTBlW9ztD03tHGtjQbbSDr2Kgu65E5IY8V31KRMbyXJfVAmADgK0AFMDttRwbUS24GroZ6CYiIiIiogoFY+sYkQezoZuBbiIiIiIiqoaIdAJYB6ATQNFkk6reUfdBEdVYa8wIdNdpQ3JyNgOjABYAsLPSQLcRDjfbYRulxwh0jybshm7jeTUDaGHWGW/GKcu68HhO2/r2gREGugMiNed87fnd0N0VD0fQN51RPPycMx92Vp0C3eYOKI0OuXt9h1ru6yRMDd0jRkP3khIaugGgrz2GfWPTx6ZHE2zorqc9RyYd02vzBLpdgbg5BuK8HDyadEy//cJ1ru0pQWQ2dO8dbmCgmw3dfrsSVhg7lwB4TYm3z1b6jwC4rkZjIqoZNnQTEREREVGtBGPrGJEHV6Dbo12GiIiIiIioGBH5MwB/CeB0zG8ILkbBz8wUQuaG5Kk6NVuaAeysnfvHoaoQKfVXzXt97bFg/Pr1tjnDq6N2Q7fZfN4aWziBbgDYurbPEejeNjDawNFQrtSs0dDd7G+Azwz6BjXQ/fShCdf735mreupyX0F7TswWd6CChm6zdTw1h0xGEYmU997uh2EjiN3XXlqgu7e92RHoHplioLueBsyG7v48Dd3G39PpGW4T8DI27Xy9Lu0s3kwfBGZD93OjU5hLZ9AU9T+MzkC37wbhDHSvsacPACi015ACSNrL3QPgy6q6v16DJKqU+feLDd1ERERERFQpX7aOichtVdxcVfVlNRsMhUYsyoZuIiIiIiKqnIhEAfwIwBXZWQ0cDpEv2nzakJzIE+genZrFofEUTuiOl7W+SSMA2RGQhu5eo6F7bMrKmySNUO1CaugGgHPX9eFb9wwcm35w7yjSGf3/7N15fBx3fT/+13t3tYdWWp2+bUl2TjshwY4TjoSzhTTcd0mhIYFQoARaCrS0lEChHIW2XN+GXzmTlEI5QwKEcpVAgJA4seMcdpzDluRDPnRrtdJKu/v5/TEra+czs/fszEh6PR8PPaQ9NPuRNNprXp/XB0EfhjlXGj2sW21Qt152QV8/7hu7B82TEDZ1xrCqQYFHv7WW66F/oPrgfyJmvg9WCpiey1j+/n6gB7q7Wir7O+v372zobpxcTqF/ZNp0XvGGbvO+yoZTe+PT5vyrvj/7Va8Wmp7PKgxNzGKTy2HquUwOQxMzpvMY6G4spVRf4WkRWXiwer5Sap/7IyJylv5cS3+9SEREREREVCm3jo49G8Ys6lLv7NsttWV3Pq0QloZuBrqJiIiIiKg6bwXwkvzXJwB8DcB9MJZp5gsMWpaiHjd0A8C+oYnqA93a9loi/gh0t9s0dGeyOcsqYvrvfanb2ddhOp1MZ7B/aBLnb2jzaES0IJ0x/09HQt42dAPGhIy2Zn8FffcMjptO7+jpKHLN+lkbuksVjTaevo8A1uKMcuyC25OzPg10J9Om010VNnTrTd5s6G6coclZy2SULUUC3foEKTacWs1nc5jSnjfpz1f8qjMeRmskZBr/wEjK9UD3sfEZ5LQjjwx0u+43MI7/Tpe7ItFSoD9+6Ss6ERERERERVcqto2MLL8xLiQM4E0B7/rqPwlhCi1YoS6A7y7wFERERERFV5ar8530AnqGUGit1ZaLlQG/obtSB5GIN3QCw79gknnvumqq2pweT7EKjXtAbL9OZHMZS1rCmvsT2Ure6NYq+rmb0j6ROn7erf5SBbh+wNnS7G+hOxOyCvvM+DHSbH/K3b2pv2G3pIefpuaynreX6PhIOBhCocix2k2qMoHqsnqE1xKilobuyQDcbut3TP2zOa8bDwaKN+foEKQa6rSZmrM9DlkqgW0TQ09WMh49Nnj5vYHQal6Hb1XEMjqZMpxPRkO8ex5Y7pdSzvR4DkZP0xy+uMEFERERERLVy5ehYNS/MReQFAD4HoBPAm5RSv2vUuMjf9ANSbOgmIiIiIqIqbYUxYfgjDHPTSmFpBmvQgeTpuVIN3ZNFLyu6PZ82dOuBPwAYmpixnKf/3peDi/s6LYHuay7d7OGICADS2vLtEZf3vXg4iIDA1Gw6NVv8/sAL46k5PHHKHCDd3sCG7ha71vJ0Bm024Xc36A3demlGJYIBQUskZFo9wW9/5wXDSXMQuzNuHxTWWRq6p71tVl/ODmmB7t6uOETsJxmw4bS8cZuJZe2xyiYy+EFfV9wc6B5Jlbh2Y+iB7p4utnMTUX24wgQRERERETnF3QqXCiilbgdwGYAMgFtEZIPHQyKP6EuBMtBNREREREQ1OuD1AIjcojdFNyoIlUwX3+7+oanqt6cFBeM+CXS3RkPQi22Pjc9arrcsA92bO02n7zk0BqXKLcBHjaaHdd1u6BYRy4SLyVl/BWHvPzxuOh0JBbB1XaJht2e3osCUh78TS+i/xn1E/7m8/JmKyeUUxlJaQ3e8woZu7Xr6dsg5ekP35lXxotdlw2l549q+Gg8Ha5q44RU9PD0wMl3kmo1zWAt093YW3yeJiCrBQDcRERERETnFl+/yKKWOA/g0gG4Af+vxcMgj+puQ+nKhREREREREZTyW/9xZ8lpEy4hrDd3p4k2t/SPTplbXSujXtwtIeiEQELRrLd12Dd1uh2rdcEmf+a5zOJk2NXaTN/T3x7zY9xJa87Tfmpv3DJoD3U/a0NbQsGNLOAS9bNjL34lT+4g10O2vvzMATMzMI5szTzTpbqmwoVu7bx+bZqC7UfSG7s1dxcOzlolpDMRZ6A3d+vMUv+vt1APd3jd0b+pkQ7dXRCQsIteIyK0i0i8iSRHJlvnw3wMSrXiRJvPzLT5+ERERERFRrfx8tOm3+c8v9HQU5Bn9QMtcloFuIiIiIiKqyv8AEAAv8nogRG5p1oJQqQY1dJcKdCsFHDg+WdX29KCg3gDspfZmc3h1aMLc0B1tCiCg13gvA71dzVjVag5G7jo06tFoaIE1rOt+O3xrVA90+6u5effgmOn09p72ht5eICBoCZvvs6qd1OIkyz5S4woCCe3vPOnDQPfIdNpyXke8yeaaVvr1RtnQ3TCHtAbmvu7KG7rZcGqlt8nrz1P8rlcL9A+OplxfAUQPdPcw0O0JETkbwP0AvgzgxQB6ADTDeA1f7oPIV6wN3TymTUREREREtfFzoHvhXan1no6CPBMOaoFuNnQTEREREVF1PgdgL4C3icgzvB4MkRuiYXeCUOXCivuOVRfo1rfnp0B3h9Z8eWzc3NCtH7xfLkTE0tJ9Tz8D3V7KZHOWNmK9DdANfm5uzuUU7j9sbuje3tPR8NttsfxOvAu5pzPm+32nGronZ/wV3AeAkaQ52NoaDVU8yaEzbr5vn5iZR4aFIo7LZHM4rIVnN3cXD88yEFfexIze0L3UAt3mv39qLotTSevkjEZRSmFwhIFur4lIHMBPAJwLQAH4AYAv5S9WAD4C4D8A3F1w3u8B/BOAD7s6WKIKcIUJIiIiIiJyip8D3ZflP3Mt1xXK0tDNQDcREREREVVBKZUGcDmA+wD8XEQ+KSJPFpGox0MjapjmJnMALzXXmKBlqYZuANg3NFXxtpRSlu3FfRXoLt3QvVwD3QCws88chN3FQLen9OZloPawbj0SPg76HhxOWgLmO1wIdPsp5G5tca810K03sfsnuL9gZNoc6O7SQtqldGqTdZSyBmWpfkfHZzCfNU9E2dzdUvT6UW2SykyDVhpZyqwN3ZXv936wNhG1HPsZGHHvMODEzDymtOedDHR74q0ANgPIAni+UuoVMCZkAwCUUh9USr1DKfU0ABcB2A/gqQBGlFL/5MWAiUrhChNEREREROQUXwa6ReRpAK6HMeP6Ho+HQx6xBLrZkEJERERERFUQkSyAIQBPAxAG8G4Y4e5pEcmW+fBfaomoArGwFoRqULNlMm0+QB0MmFc+3zdUeUN3OpNDRmsd1sORXtKDUkNaQ7feir6cXKw1dA+MpPDQ0QmPRkP2gW7397+EHvQtM8HDTbsHzO3c69qiWNvW+Hlcevh50leB7tr2EWtI3X9hZ0uguyVS8ffahWD1oCzV79DwtOl0IhqyTJQqpE+SYsOp1XhKa+iOLa2G7kBALAFqNwPd+m0FA4J17Zzv64EXwzgG/G2l1P+VuqJSag+A5wA4CeDfReQiF8ZHVBXrChN8/CIiIiIiotq4cnRMRK6v4GoBAB0AdgJ4Sv60AvDpBg6NfExvj8nmFLI5ZTlITEREREREVIT+4oEvJmjZi4XNb/XMNKihO6kFOM9bn8ADRxaDvgeOT1b8Gt6u9bXFxw3dJ6bSptPLuaF767oEWiMhU2D3TTftwi1/eSnWt8c8HNnKlM5YgyGRJvf7Ovwc9N1zeMx0entPuyu366ffSVoLEOmlGZVaEg3dSfP9cWcVDd3hUMBy/zY67Z99ebno1wLdm7vjECn+3CAWZiCunHGtSb5jiTV0A0BvZzMeP5k8fXpgZLrEtZ01OGoOdK9vj6Ip6Mvuq+VuW/7zLXYXikhAKXV6hpJS6pSI/DuATwK4DsA1jR8iUeX0hu75rEImm0OI9y9ERERERFQlt46OfQhGOLtSAiAD4G+VUj9vyIjI98JB6wHRuUzO8qYuERERERFREVyKmVYct5otp7VA987eTlOge3Y+h0PD0zhzdUvZbenhcABo8XFDd1ZrE1/Oge5gQPDaSzbhS3ceOn3eick0rv7aPfjOW5+OtiXWCrrUpW0a9/VCBDf4qY1at2fQ3NC9o6fDldvVfydJXzV01xro9k9IvZiRpLlRu7ulumBrRzysBbrZ0O20fq0NeXN3vOT19UAcA91W41qTfHuJxnO/6u0y7wduNnTrgW69LZxcszDjaqDgvMJZOnEAU9r3/C7/+VmNGhRRraI2kyxnMzm0MNBNRERERERVcvPoWLlKJgXjxfkhAL8G8EWl1L6Gj4p8y649hoFuIiIiIiKqlFKKgW5acfRwcWquMUEoPYTd0xnDmkQEJyYXcxj7hiYrCnTr4fCmoCAS8s9r/3LNl8v9fYp3P/8c3H94HLv6F5uPHz2RxFv+617c9MZLfPW3Wu70oC4AhD0IiehB38kZfwR9p2bnceCEOfvlVkO3vqqAl23WlkB3jS3uiZj/G7r1AHZXPFLV93fEw6Zw51iKgW6nHdQauvuqDHQ3amLaUjaeMt/n6hPPloLeLnOIemDUvUD3YQa6/SIFoBXmMrDCWVk9AB4u8r1rGzUoolrZTfKdmcv6auUpIiIiIiJaGlx5x18pFajgI6iUaldKbVdK/TXD3GQX6E5n+QYuERERERERUTHNWrh4tkGBbj2EHY+EsG1dwnTevmOTFW1LDwn67aB3R5nmSz18ttxEm4L40lU7ccYqcwjvDwdH8Z7vPIBcrppF+age6Yz5/zkSCkCkXIeG8/wa9H3gyARUwe7YFBSct77NldtO+KjN2rqf1HYfpf9Mkz5s6B5Opk2nO+PVBVs7tft3NnQ7r18LdJdr6LasNNKg5zFLmSXQvQRXy7AEukemi1zTeXpD9yYGur2ysPzL+oUzlFLDAEbzJy+1+Z6L8p95Z02+YzfJl6tMEBERERFRLbjOD/lWsYZuIiIiIiIiIrKnh4tTDTqIrAe6W6MhbNUD3UOVBbr1tu+WqL8C3eWaL+3a2Jab9uYwbrzmEqxqNbff/nDvMfzLTx/xaFQrj6V52ea9MzfoDd1ehpcL7RkcM53etr7NtQkX1t+JdyF3/f3TWvcTP/1MxVgauluqC3R3aAHwMQa6HTWXyeHImDk8W22ge3aexwN041qTfEd8KQa6zfvBeGoeEyl3Hkv0QDcbuj1zb/7zTu38X8JY8fm9ItK5cKaIbAHwPhiN3ve7MkKiKkRtJtAx0E1ERERERLVw5V1/Ebk+/3G5G7dHy4PdwQYGuomIiIiIiIiK0xu6G9VsmUybtxuPhLBtvTnQvb/iQLc5wNMS8VcwqVxQaiUEugGjwfJrV1+MuLaP/eevD+Lmu/o9GdNKk9aCjRGP9r3WqD8buvcMjptOb9/U7tptW34nae9+J04F//36dy40oge645Ei17TXqU3YGU0x0O2kwdEU9EUc+soFusPm/XUum0OWK0GcNpfJYVp7btcWq24igx9saI8hoC0wMTDa+Jbu+WwOx8ZnTOcx0O2Zn8MIbr9EO/9z+c9bADwqIt8RkdthhLgX2ry/6M4QiSoXCIilqGyGgW4iIiIiIqqBW5VHH4Ixa/rlLt0eLQOhgEAEpqVS57IMdBMRERERkZmIXLXwtVLqZrvza1G4LaKlQl/qOZ0xglBBPTVTJ72hOx4JYUN7zHTeqak0Tk7NYnVrtOS29HB4S8RfAemOcg3dNstrL1fnb2jDDa+/CG+8cZcpYPfB2x7GmkQUl5+31sPRLX/pjPl/xS8N3ZM+aOhWSmHPYS3Q3eNeoLsl4p82a6eC//rfOZnONOTxpFbZnMJYig3dftY/bA7odsXDSERLT5KKFGk4jUf8tXqHV8ZnrPtoR7O/JsJVIhwKYENHDIdHF8PVAyMpXLCxsffbx8ZnLJMMGOj2zI8A/AZAUETOUEo9AQBKqd+JyIcBXA+gE8Ar8tdfePD5mlLqG66PlqgC0VDAVEzWqMnVRERERES0vLn1LtgIjBfegy7dHi0DIoJwMGBqldEPSBAREREREQG4EcYkYgXgZpvza6Fvi2hJsGuLdjoIlc0pS9tYSySE3q44Yk1B02X7h6bKB7q14KMejPRae5mgVHSFNHQveNbZq/DxVzwJf/vdB06fpxTwzm/uwTfe/FRc1Nvh4eiWN6eal+ulBzJn53OYz+bQFPRmPIARBBzVwrg7etzbF/Xw85SHIXengv96QzdghLrbYv4Ij46l5kxFIIARGK5GZ1xv6PZ+csJy0j9iDnSXa+cG7CdJzTDQfdq4zT7ql//JavV2xk2B7sHRVMNvU7+NRDSE9jIT96gxlFIpAM8uctmHROROANcCOA/GsezHANyslPqea4MkqlIsHMRkwWvbWa46TURERERENXDrXfbH859Z00NV0ZenYkM3EREREREVIVhs7bI7v5YPoiXHLgiVcrgZbHrO2jwbj4QQDAjOXddqOn/fscmy20umzeGkljLtnW6LhIJoLtHCbReiX+5es3MT3vXHZ5vOS2dyuPamXTh4KunRqJY/a1DXm30vEbUGK71spAaAPYfHTKe7WyLY2BErcm3n6eFnTxu6tfBQuMagvf3f2T+B55GkTVNxlYFufQUGNnQ765DW0L25kkC3zWMqG04X6YHu1mgIIQ8n09Sjp8vcjK03ujeCHujWx0D+oZT6pVLqSqXUBUqpbUqplzLMTX6nP4bx8YuIiIiIiGrhVq3BtwA8BcBrAPyvS7dJy0AkFMBUwek5zmYmIiIiIiKrzVWeT7Rs2QWPZ+cdDnSnrUHFlrDxFtO2dQnsGRw/ff7+oQoC3T5v6AaM0F9qbsb2slh4aQap6vXOPzoTx8Zn8K17D58+byw1j6u/tgvf/8uno7sl4uHolid95bpIkzf7nl1z8+TMvKXt2E27B8ZNp7f3tEPEvblZekN3Mp2BUsrVMSywNLnXuJ/EwyGIwNSCPTmTAXxSwj8ynTadbm9uqrolXt9nGeh2Vi2BbrtVL/TJLCvZWMq8j5ZbRcTP+rQw9YAHDd09nQx0e0VErsp/eUApdbengyFyiP4Y5vTrcCIiIiIiWhncOkJ2A4C0jYf7AAAgAElEQVQ3ALhKRH6jlLrRpdulJU5vkGGgm4iIiIiIdEqpgWrOJ1rOojaNvTMuBLrjEeN2t61PmM7fV0mgO20enx6M9IP25iYcHS8S6F6BDd0AICL455efj+OTs/j1o6dOnz84msKbbtyFb/7FU9Ec9t/fcimzBHVD3gS6o00BhAKCTG4x6eu3hu7tPe2u3n5CC7lncwoz81lP/gfS8840uQcCgpZIyPS39XNDdy0TCjrjWrN6OoO5TM6yaiTVRm9c7usqH+gOBgThUMB0HGBmjscEFkxoDd16y/xS0tNp3h8GRlxo6B4xB7o3MdDtpRsBKABXAmCgm5YFBrqJiIiIiMgJbr0zuRbAtQAeAvAVEfmZiFwtIjtEZLOI9JT6cGmM5EP6m+f6gSsiIiIiIiIiWhQICKJaG2vK4aWe9QB2JBRAKD8he+s6c6D74Klk2QPZybQ5nBT3YQi4VGDKrk10pWgKBnDD63bg/A3mv/veIxN4xzf2IJNdmu/j5HIKP3lwCLfsOeKrIIbeUltrULdeIoJETAvCehj0nZnLYv/QlOm8HT3u1ki32ExE8Srk7mTwXw+qex3cLzSqtWl3x6tfFcDuvn08xZZuJ8zOZ3FsYtZ0XiUN3QAQ1fZZpyemLWV6Q3dbbAk3dHebw9QnJtMNf8xlQ7evTOQ/P+bpKIgcpE/05eMXERERERHVwq1Adz+AewA8CYAA+CMAXwGwC8DjAA6V+Djo0hjJh/RA99wSPRBIRERERERE5BbLgWSHA916Q3dLZDHIeO7aVogsXpZTwIHj5qClLqlvz6cN3cXEwis30A0A8UgIX736YmzsiJnO/+UjJ/GBWx+GUqrId/rX9bc9hLf9926861t78edfuRvzPnk/Kj3vj4ZuwNqkP+lh0PeBI+PIFrSFBwS4YGObq2OwW1nAq5C7vsJhpKn2/UT/uabSfmroTptO19LQ3RZrMj1mAcAoA92O6LdpW9YDvMXoj6sMxC0an1lODd3W/UEPXDtJKWVp6Gag21OH8p/dnYFF1ED6xGo+fhERERERUS3cfNdf8h+FX1f6QSuUJdDNhm4iIiIiIiKikpq1huuZeWeDlnoAO14Q6G4OhywNnPuGJktvTwuCtkb8F+guFZjSA/Qr0erWKG685hJLU+g37xnEDXc84dGoajOfzeHb9x45fXpX/xhu/F2/dwMqYGle9nDfswa6vQv67jk8bjp97tqE5X6w0ZqCAUuIx6uQu5NN7pZAt48auoe1hu6uluqDraFgwHK/pTd/U236h82B7jWJSMX/l42emLaU6Q3ypSac+V1zOIRVreZmfX2/cdLEzDymtOewDHR76hYYx39f7PVAiJyiT0ianecxbSIiIiIiqp5b72xf49Lt0DITDjLQTURERERE9RGRbgCvA/AMAFsAtAIol25SSqkzGj02okawNIPNOftaWm/ojmsB7G3rEjh4ajGQs+9YmUD3Emjo7ijV0M1ANwDgzNUt+PIbduJ1X77b9P7Np356AOvaonjFjo0ejq5yp6bSlvefPvOLR/GSJ6/HmkTUo1EZrEFdDxu6I+b/CS+DvnsGx0ynd/S2ezKO1mgTZucXW6P1ySpusQT/69hPElH//J11o0k90B0pcs3SOpvDGE8tTkgYm/ZPC/lSdmjY3ITc1xUvck2rqPa4qt/3rWSF+yoAtC/hhm4A6OtqxqmpxfvNRjZ069sOCLC+PVbk2uSCzwJ4I4C3iciPlFK/9HpARPXSH79m2dBNREREREQ1cOUImVLqJjduh5Yfa0M3X/wSEREREVHlRORKAF+AEeIGKl8FSjVmRESNpzdgpuacDeDpge6WiPnA9dZ1CfzogaHTp8s2dJcJiPtBqcBUNMxA94KL+zrx2T99Mv7yG7uhCu5F//a7D2B1axSXndXt3eAqdLIgWLZgei6Lj/54Pz535XYPRrTIyaBuvRIxvbnZmxCsUgq7B80N3ds3dXgyltZIyBRM9Cr8bN1PnGvonpzxT9h5ZNr8v9oVry3Y2hEPAwWtwKMpNnQ7QW9a3rKq9kA3G7oXjekN3bGl29ANAD2dcezqX5yU0z/SuIZuPdC9vj2GpqB3j6MrnVJqUkSeB+C7AP5XRL4G4BsAHgAwppTi63FachjoJiIiIiIiJ/jvCBlRgbB2wGEuy4ZuIiIiIiKqjIg8F8DXsRjiHoBxgHgcAF9c0LKlN0Y7fSA5mTZvz9LQvT5hOv3I0CRyOYVAwH4+hd5i2+LDQHdHnA3dlbriSevwgRduw4d/tO/0eZmcwlu/fh9+9Z5nY1VrbS26bjkxOWt7/m17j+HKS3rwtDO6XB7RovS8c0HderX6pLn56PiMKUQNANt7vGro9kfIPa3d5+uFGdXQ/86TPmroHpnWG7prDHRrE3bGphnodsIhLdBdTUO3/rg6w0DcaXpDd6nnJ0tBX1ez6fTAiHsN3T2dzUWuSW4QkcJ/bAHwpvzHwuWlvl0ppfz3goFWPMvjFyckERERERFRDVx5wSsi1+e/vEEpNVzh93QAeAcAKKU+3Kixkb+Fg3pDNzMXRERERERUsffBODg8DuB1SqmfeDweIlfojdEphw8k6w3deqD7vHXmQPf0XBaDoyn0dVvDXNmcwrQ2Pj0U6QelGroZ6LZ642WbcWx8Bl/+7aHT5yXTGXz73sN4+3PO9HBk5Z0sEugGgA/e9hB+/M5neNbomdZWros0edcs6pfm5j1aO3d7cxM229zXuMEvIXcnm9z9ElK3M5I0B687a2zo7tQCsaMMdDvikNa0bPccoJhYmIHuYvRAd3ustv3eL3q0QLceunbSYQa6/UZPbFe6khaRb3FCEhEREREROcGtI2QfgrFc9XcBVBToBtBZ8H0MdK9Q+gEHBrqJiIiIiKgKF8N4TflBhrlpJWlu8IHkpBbobgmb315a1RpBVzxsak/dNzRpG+aanrMGHn3Z0F0q0B1moNvOP7xgK544lcSvDpw6fd5DRyc8HFFlTkymi1726Ikkbvp9P659xhYXR7TIyaBuvfwSXt49OGY6vX1Te7lWz4bxQ/hZKWXdT+oI/vvl76ybz+YwoU0i6G6prf2/QwuCj6UY6K5XMp2xNOdvqSbQbVlphMcEFozPmPfP9ual3dDdqzW3HxmbwXw215CJU3pYfBMD3V77J68HQOS0qPaci49fRERERERUC/8dISMqoC8Jms7yxS8REREREVVs4QXF7zwdBZHLLM2WLjd0iwi2rU/gzscW5/TvOzaJFzxpXdlt2W3PDzpKBKaibOi2FQgIrjh/nSnQvX9o0sMRVeZEiYZuAPjMLx7DSy5cj9WJqEsjWmQNdHu37yX08HLaHw3d23s6PBkHYBPotrl/a7Q5m/dO69lPEjHvQ+p2xmxatGtu6NYm7LChu379w+Z2bpHqwrP6JIRZNpwCMH4Pejiw1AoiS0Gf1tCdzSkcG5+xBL2doAe62dDtLaUUA9207OivC/n4RUREREREtfCuxqW8hSNl/niXmDwRDrKhm4iIiIiIavZE/rPziQAiH7MEuh0+kKy3ardErGHBbesSptPFgrxJm7ZXPzZ0lwpM6U2itGirth8MjKYsDe9+c0Jrlf3jrWtMp5PpDD52+343h3RaOmP+X/ayoTvhg+bmdCaLfcfM9y07PAx0t0S8/53YvXdaz37i14bu4aQ5dC1SeiWFUtjQ7bxDWqB7fVusqslP+uOq0xPTlqrxlPVQWakJZ0tBe3PYMkGofyRV5Nq1m8/mcGzcPGGrt4uBbiJyVqNfhxMRERER0crg50D3k/OfT5W8Fi1rekM3A91ERERERFSF/wEgAC73eiBEbtKDUCmHg1DJtHl7do3a29abg7z7igS69Qbb5nAQwYDUOULnJaIh23EFA4KmoP/G6xdnrWkx/d6UAg4c93dL90mtofuK89fi1RdtNJ33g/uP4Q8HR9wcFgAgrTWz6i22btLbqCdn3O/kePjYpKmRWgS4YFOb6+NYYGno9qDNWm9xB+oNdGt/Z580dOst2p3N4ZofO/SG7rFpf/yMS5ne0L1lVXVzKy2BbgbiAFgnG4hYJ10sRX3d5v1jcGS6yDVrd2x8BtmcMp3Hhm4iclo0xIZuIiIiIiKqX0Mqj0TkqiIXvVREdpb59giAMwC8EYACsMvJsdHSwkA3ERERERHV4QYAVwH4axH5gVLqXq8HROSG5kY3dGshbLtAt97MPDQxi9HpOXRqTah6Q7cf27kBQETQHmvCiBYijDUFIcJAdzHRpiDOWBXHoyeSp8/bNzSFi3o7PRxVaSe0QPeaRBR/d8W5+OnDxzFZsL9+8NaH8aN3XoamoHuhaj2sGwl51w7vh+bmPYPjptNnrW6xNIe7yRro9qK13CbQXccqAnpzrl8aukemzU36+mNLNfSGbj0sTtU7pAVy+7qqDHSHGYizozd0t8WafDkJrlo9nc144MjE6dMDDWjoHhw1b7M1GkJbbOmH4ZcTETkDwNMArAXQDOAGpdSwt6Miqg4buomIiIiIyAmNOkp2I4wwdiEB8M9VbEMA5AB81qEx0RJkCXRnGegmIiIiIqLKKKWSIvICAN8H8BsR+TSAbwF4VCk1W/q7iZauqN5s6XBDtx7otgthb+mOIxwKmCZm7x+axKVndle9Lb9ob7YGuvXfNVltXZcwBbr3F2lr94N0JosxLTC3JhFBd0sE77n8HFx/68Onzz9wYgo33zWAN1222dXxFaqnebleiZj3Qd+9h82B7idvand9DIX0MHky7UGg2yY4VF9Dt/lnSs1lkcnmEHJxIoOdkaT5vrirpfZAtx4Gn5nPYmYuawllUeUOaQ3degNzOfpjKwPdhnGtobt9mQSSe7vMTdn9LgS6ezqbOSHPJ0RkB4DPALhUu+i7AIYLrvd2AB8EMAFgm1KKyymQ70S11XNmHX4dTkREREREK0Mj33mVgg+780p9zAP4HYCXKKV+3cAxks+Fg2zoJiIiIiKi2imlBgG8AcAUgPcB2ANgWkSyZT78UUFJVANLQ7fDB5L1kKJdQ3coGMC5a1tN59kFeaf0QHfUz4Fua2AwFvY21LgU6G3t+475N9B9cjJtOW91IgoAeN1TerFN+1k+/fNHcXLSvflB1oZu7/Y/Peg7l825Hrp84Ig50H2hx4Fu/f7LDw3dIkCojgZfvXUc8CaortMburvikZq31Wlz3z6WYkt3Pfq1QPfm7uYi17RnmZjGQDcAYHxGa+i22XeXol6twX1wdLrINWtnF+gm74nIi2AcC74U9seUC90MIAZgC4AXuTJAoipZJiTxmDYREREREdWgUe/6by742JI/TwF4vnaZ/tEHYzmtuFLqGUqp2xs0PloiLA3dfPFLRERERERVEJG/AnA/gG5UPsm41IFkIt+LaQeSUw4HofRW7XjEvsVUD7/aBXmTs0unobuj2dqEqf+uyUrfDw4cn0I2py/s5w8np8zh7GhTAIl8oDUYEHzkZeeZLk+mM/j4Tx5xbXzpeS3Q7eH+Zxf0nZx1ryxzPDVnaXG9cKO3gW79dzLl4u9jgV3ov54WWr11HPAmqK4bnXauoTsRCyGohd717VPlxlNzlpUONne3VLUN/bHV6YlpS5U+0cDueclS1KuFqwdGUsg5/DxBfw7a08VAt9dEZB2AbwKIANgH4AoArcWur5SaAnBb/uQVDR8gUQ34+EVERERERE5oyFEypdRA4emCN42P6ZcRlaI3Dc1lGegmIiIiIqLKiMgLAHw6fzIH4E4AewGM508TLUsxraHb6aWep9Pm7RULYVuamW0auvWmVz8Hum0buhnoLkvfD2bmsxgYmcaWVdUF/NxwQmvoXpOImsKwF/V24lUXbcR37zty+rxb9hzFay/ehKds6Wr4+NIZ8/+etw3d1v/VqdkMVheNYjnrgSMTptORUADnrHXpxovQW8snvWjontf3kfruo5rDQQQDYpqEMTEzj011bbV+w0lzsLUzXnugW0TQ0RzGcHLx/58N3bU7pLVzBwOCjR2xqrahr34xO8+n7QAwoQXl22PLI9Dd121u6E5ncjg5lcbatqgj28/mFPYMmld0eLLHE4AIAPAuAHEAAwCeoZQaB1BuEtIdAK4EcFGjB0dUC7sVJpRSdU2uIyIiIiKilceVo2RKKa4/SzXRG7r1lhkiIiIiIqIS3pv/fBTAC5RSD3o5GCK3WJrBHGzonsvkLJOt40VC2NvWm4O8j59MIp3JmgKGett3i01I1C/smjD1g/Zktao1gu6WiCksuW9o0qeBbnND95pWa5jsfVeci58+fNzUUvzB2x7Gj95xGULBxr4Fate+7JVIKIhIKGAak5vNzXsPm8N5561PoKnBv/9y9JD7XCZnuc9rNKf3ERFBSySEiZnFIKkfGrpHkubJF10tkbq21xlvMt1HsaG7dv0j5kD3po5Y1f+bUe1/ZtbhlUaWKn2igd1Es6VodWsE0aaAKbg/MDLtWKD7sZNTlgmEO3o7HNk21eVPYKzs/G8LYe4KLCyLsrkxQyKqj91k33Qmx9eMRERERERUFQatydfC2pu9cwx0ExERERFR5S6AcZD4eoa5aSVpDptDhSkHG7r1ADZQvFX7XK0tN5NTeOxE0nTe1FJv6A7z4Hwl9HD/fpu2dj/QG7pXJ6wh0e6WCN79vLNN5z1yfAo339X4RQmtYV1v9z+9kXpqdr7INZ23V2vovsAHbat2reVJl8PP+nunkab63/7Xfy43/87F6IHr7joaugGgQ7t/H2Ogu2aHhlOm05u19uVKRMONm5i2lI3rDd02E82WIhFBT2ez6byBkVSRa1dv94A5K7yhPYY1CWfC4lSX3vzne6r4noUnkP6bFUgE+9eGnJRERERERETVci3QLSLNItJc4vJ3iMidIrJfRG4XkRe7NTbyL72hm4FuIiIiIiKqwsLRtPs9HQWRy2Jh82tpJw8i6w2HQPGG7tZokyWgs08L8uphRz8HuvXAH2DfwkZWW9eZw/37h6Y8GklpJ/WG7iKBr9c/tRdb15lD6p/++aM4OTVre30nZLI5ZHPKdJ4TYd16JLSg7+SMO+FlpRTu1xq6n7zJB4HuiDVc6XabdSNC/9bgvh8aus2B6846A93694+mvA+tL1WHhs0N3X01BLobudLIUqYHuu2elyxVvV3m/WRgdLrINau3e3DMdJrt3L6x8CSimiczbfnPyZLXIvKIvsIEwMcwIiIiIiKqnivv+ufD2VMAhkSk1ebyrwL4DICnAzgHwOUAfiAif+/G+Mi/9IMO+rLOREREREREJTyW/8yj9rSixJr0hu4MlFJFrl2d6TlrkK+5RKh5mxZ63XdMC3TrDd02Dbd+0WHThMlAd2XK7Qd+cXLK3NC9xqahGwBCwQA+8tLzTOdNpTP4xO2PNGxselAXACIhbwPdrTFvGrqHJmYxnDT/rS7Y2Fbk2u6JNgUQCojpPPcD3ebQkBP7iN8autOZrGV1h64W+//VSnXE2dDtlH4t0F1LQ7cl0O3gSiNL2fiMeb9cLg3dANCrTQDsd7KhWw9093g/AYgAAMfzn7dU8T2X5D8POjwWIkdEw9bnXbPzPK5NRERERETVcetd/8sBCIDblFKmCh4RuQzA1fmTKQB7AMzmr/9hETnfpTGSD7Ghm4iIiIiI6vBNGK8tX+b1QIjcpC/1nFPOTZCe1kJ08XAQAS3AWGjbenOQd7/e0K1tr9XHDd3tNk2YUZtltclKD3Qfn5z1ZWDyhNbQvbrVvqEbAHb2deIVOzaYzvv+nqPY1T/akLHZB7q93f/0hm63wssPHDG3cyeiIfR1VR8adZqIeB5+tjZ01//2f8JnDd2jNvcdXfU2dDfrDd3+u39aCpRSlkB3Lf+b+vOYdCaHXM6ZiWlOGxxJ4R9/8CA+/pP9mJhp7P/7mNbQbfe8ZKnq1YL/gw4Fusem53DwlHmf3NHDub4+cSeM1+qvruTKIhIG8BYACsAdjRsWUe3CwQD0l8aclERERERERNVyK9D9VBgvsn9lc9lf5D8fA7BVKXURgHMBHIYxvre4MkLyJT3QrbfMEBERERERlfB5APcAeEt+5SiiFaHZJmTs1IHkZNq8nXiZALalmXlo0tQWntSCgeW256WOOBu6a7W5O255j0cP9/uBJdBdpKF7wd9fsdUyCeEDP3gImQasMGf3nlikyeOGbo/Cy/cfnjCdvmBje8mJJW5q1cPPaZcbuufN+4n+f1cLPbg/6XFD90jSHLYOBgRtsfqaitnQ7YyR6TnLPl9LQ3fUZrKK3aQWr2WyOVz5pT/g638YxH/++iD+5lv3N+y2lFKY0APdde73fmJt6J52ZHWZPYfN7dyRUABbteem5Jkb859fIiLPK3XFfJj7ZgBnwDjW/KXGDo2oNiKCqPb6cJbHtYmIiIiIqEpuveu/Ov/5gM1lfwLjBfjnlVJHAEApdRjGgXcB8CxXRki+FA6yoZuIiIiIiGq2DsCbAewGcIuI/LeIvEREzhWRnnIfbgxQRHpF5N9E5BERmRaRURHZJSLvFZHm8luo+HauEJFbROSIiKTzn28RkSuq2EZIRN4qIneKyCkRmRGRJ0TkP0XkvCq20y0iHxaRB0RkMv/xQP68rip/rq0i8qn894/lx9QvIr8QkX8Qkb5qtrdc6AeRAWBm3pkDyXpDd0uZAPZWraF7ajaDI2Mzp0/rDd3ltuelDpsmTAa6KxMKBnDOmlbTeft8FuiemctiUptgsCZRvKEbAFa1RvA3zz/bdN4jx6fw9T8MOD6+tM1y7U60L9ejNWIOE+q/v0bRG7ov3NTmyu1WQr8Pc7vN2trQXf99lDW4721D94gWtu5oDtcd6O/UJuzYtYBTeYe0du5wMID17bGqtxMNW+/bnHoe46SHjk3i6Pjic5pfHTiJ+QZM6AGA1FzWstqK3fOSpaq3y/yyZ2o2g/FU/ZNHdg+YHy8u2NjmyEQXqp9S6g4A34JxHPiHIvIvInJJwVX6ROTpIvJeAA/DaPJWAP4/pdTDrg+YqEL668NZNnQTEREREVGV3DpKtir/earwzPwB324YL8Jv1b7n3vzn3sYOjfxMf3ONgW4iIiIiIqpCP4zXm4BxoPi1+Y9KKDT4NXO+NfzrAAoTr80AduY/rhWRFyqlHq/jNgIAvgjgTdpFG/IfLxORLwN4i1Kq6AsuEekGcDuAi7WLtsBYeesNInKdUurLZcbzFAA/ALBWu+hJ+Y9rReRlSql7ymxHAPwzgL+F9e/Um//4IwApAJ8pta3lyC5knHKsobu6Ru31bVG0xZowMbMYytk3NIlN+SZGS6A76t9Ad3uzTUO3TRs62du2LoEHjy42K/st0H1yatZyXrlANwD8+VN78a1dh/HI8cW3Pf/tZ4/ihResx6rW0g3f1bBrp9WLENyWiLnf3JzLKTx4xNrQ7RdetZYvsAa6699HLK3jXge6k2nT6e6W+kOtejB2LMVAdy30QHdPVzOCNYTt7Z7H+DHQfXg0ZTqdU8ZkgEoeO6o1PmO9L2mzeV6yVG1ojyEUEGRyi63cA6MpS3t+tXYPmhu6d/R01LU9ctzVAFoBvADAe/IfCzvBDwuut3BH8n0Af+XW4IhqoU+u9uPjFxERERER+Ztb7/ovvFrp1M6/LP/5lFJKb+9eeKfF+Xe/aMnQDzroLRRERERERERlCBYPAEuVH40blMh2GI1kCQBJAO8H8HQYIeSFJaTPBvBjEWm13UhlPorFMPceAFcCuCT/eU/+/GthhKOLjTUI4BYshrm/D+AKAE8B8E4AJwFEAPxnqcZvEdkE48D8WgAZAJ8E8Mz8xyfz562D0dC2sczP9UUA/wAjzH0fgLfnt7MDxkpg1wPYi8VAwIoSDgUQ0gJUMw4FuvWG7nikdKBZRLBNW9p+f0GQVw90642/fhIJBdGsBbjt2tDJ3tZ15ruy/UNTRa7pjROT5pBoPBysqDE+FAzgwy8933TeVDqDT/zkEUfHl9aWa4+EAjDmtnjHi6DvweFpTGn3G0/e5KdAt7fhZ8t+4sB9lB5SdyO4X4rent3lQKC7UwuNjk3PQ6kV+RSiLv1aoHtzd7ym7dg9ts76MBBXuOLIglNTaZtr1m9M2++DAUHCx5PgqhUKBrChw9zmPjAyXeTalcnmFPYeNjd07+hloNtPlFJppdSLALwFwEEUf11+BMBfKqVepZRy5c6gkStp5VeZuk5EbhKR3fnVs2bzt3NQRL4lIi+VEk/0RORqEVFVftxYZFuVfv8d9fzcK0W0yXxce9ZmlR0iIiIiIqJS3HrH5yiAMwE8GcAdBee/EMbB1Tttvmdhrczhho6MfE1v6J7PKuRyqu5lNImIiIiIaEW4xusBlPBZADEYIebnK6XuKrjs/0TkMRgh57MBvBvAh6q9ARE5G0bLGWCsgvVMpdRC8mSXiNwG4Ncw2sDfKyJfLdIG/gYsTsi+QSn19oLL7hGRn8AIVScAfE5Etiql7BJsH8XiCl5/ppT6TsFld4rIfTBC7qthBMyvLvJzvRFGCB0APgbgH5U1dfVTAB8RkeWzFn2VYk1BU+jRqWYwPdBdSeB12/oE7jo4cvr0vmNGoDudyVpW4ioXEPdaR3MYqbnFAJddiyjZ26oF+x8/OYW5TM7y3o9XTkyaG7qraVi9ZHMnXrF9A76/5+jp8763+wiuvGQTdvbp/Ra1aUTzcr0sQV+bBlmn6eG8tYloQ9pwa6UHLN1u6NbvU5djQ/dw0hxs7YzX34SvN3TPZXOYnstW9BhHi/SG7loD3U3BgKWt2amJaU46PJaynHcq2ZhA94R2/9oWa/J8Uo/TerviGBhZ/J0Wfl2LA8enMK3tN2zo9iel1JcAfElEtsF4bboaQBDACIxJyLttXu81jAsrab0fwOuKXLY5//EaAL8WkVcqpUaKXLdaerEaNYC+ghMbuomIiIiIqFpuvSN5J4CzAFwnIl9XSg2LyMUwWrMA40Crbmv+83E3Bkj+ZEsOFpcAACAASURBVLd07Fw2h2iAB0yJiIiIiKg0pdRNXo/BjohcAuAZ+ZNf0cLcC/4NRiB9K4C/EpGPKqWqTYX9NRZf97+jIMwNAFBKpUTkHQDuyl/vXTCarnULofBRAO/VL1RKPS4iHwfwcRiTuV8OoDCsDRFZi8WD1j/VwtwL2/l2Pqx9OYA/F5H3KaWOa9tpBfCv+ZM/Vkq93/YnX9zmXKnLl7NYWAt0OxSESqbN24lXEHbTg7z78g3d02nrmFp83ja5ri2Ko+OL/0p6qysVt3W9eT+Yzyo8fjKJbdr5XtED3asT1YVE3/eCc/HzfSdM/3cfuPVh/PC6SxGyeX+rWmmt3c+J5uV6eRH0feCIOdB9wca2Itf0hh5y11chaLRGBP8TMW9D6rrRaXNgtsuB+2G7+/Kx6TkGuqswNDGDA8fNKy/0ddUW6AasE9OWSkP3cKMaulPmp7Ttzf5d0aRWvZ3m0uN6A927B8dMpzd1xrCqtf4JINQ4Sql9APZ5OYaClbRiMFbS+jiAX+VPvxbAm7G4ktZOpVQtS85kANwN4HcAHoRxHPwUgA4A58JoLD8fwLNgrF51mVJKr3n+AYxJ2+V8H8bx+RyA/ypz3S8AuKHE5fXV5q8Q0RAD3UREREREVB+33pG8AUaz1mYAB0XkUQDb8rc/CuPFse65MNq7PX3xTt6ya2may+a4pDERERERES1lLyv4+mt2V1BK5UTkZhgHkNsBPAfAzyq9gfzyzC/Nn3xEKfWHIrfzBxE5AOAcAC8VkesK28/yLd8LE66/rZQqlqy4MT9WwCbQDeAlABZe4Nn+zAXbuTx/3ZcA+KJ2+etgHOgGjMZvKkJvBks5FOjWG7orCXRv0wLdR8ZmMDEzj6RN+LM14u+A0pWX9ODeASMgtKE9hmee3e3xiJaORLQJGztipgDc/qFJ3wS6T2ohvGpbn1e3RvGu552ND/9o8a3M/UOTuPvQKC49s/79JJ0x/w/7oaHb0kadbnzQ9/4jE6bTF25qb/htVkOflDLpcpu1Jfgfqv89VD247/bPpBvRGrqdCHQ3h4MIhwKmhvPR6Tls0gKmZMjlFB47mcSu/lHc2z+KXf1jpslOC2pt6AaAqD4xzYeBuCOj7jV0j6fM96/tMX8/X6pFb5ce6K4vO6oHutnOTRVq+EpaAK4tsqIVAPxCRL4A4NsAXgHgaQBeBOC2wisppcYBjFu/fZGIbIUR5gaAXymljpQZ10ml1EPlBk+l6a/D0z58/CIiIiIiIn9zJdCtlNotIu8F8CkALQB25C+aB/BmfQaziLQBeGH+5B1ujJH8yTbQndEnohMRERERES0pl+U/TwO4r8T1fl3w9aWoItANY0L1epvtFLudcwBsANAH4FDBZZdp17OllDqen7x9dn6suoq2A+vPrAe6X53/PFx4cF1EVsNYEvukUmqyxPZXjJg2EdqpZks90F1Je+mZq1vQFBTMZxdXSn9kaNISfAwGBNEm70Oqpbzyoo3YvCqOgZFpPPecNWgOs721GlvXJUyB7n1Dk3ilh+MppDd0VxvoBoCrntaLm+/qR39Bq+gTp5IOBbqdb16ul9sN3XOZHPYfM9/FX7jRX4FuL1rLC1mC/w7cp+qt4143dA9Pa4Hulvobd0UEnc1hHC+4HxhNrdhFPixm57N44MjE6QD3fQNjFQX7z1hVX0O3eQz+OiaQyykcsQmxn2pQQ/e4tj92NC+/FUJ6tUb3AZvAfDV2DzDQTdVxayWtEmHuhcuzIvIpGIFu5Md0W4lvKeaqgq9vruH7qQZ6IZlTK2UREREREdHK4dpRJ6XUp0XkFwBeBWAtgCEA31RKHbC5+rMB7Mp//SN3Rkh+xEA3EREREREtQwuN14+XOZj7iM33VGpbke1UcjuFge5qt3M2gE0iEldKFdbqLWxnQil1vNgGlFJDIjIJI5xt+plFJADg4vzJB/Mt5NcBeBeMAPvC9fYC+DyAr9ksTb1iNKqhO6k3dFcQaA6HAjhrdSv2DS0GMfcNTeK89W3atoIw/qz+tqOng6GgGm1bl8DP9504fXr/kH/mX+iB7tWt1YdEQ8EAzlzdYgp0T6ScCb9aG7q9X73OGvTNQCnVsP/jR45PYi5rvlt/0sa2Itf2htfhZz34Hw7WH+jWm9hn53OYz+bQ5MC2azE6bQ7MdjrQ0A0AHXFzoHts2rtA98mpWXz0x/vxyNAUXnnRBrz5GVtcfXwcm57DvQNjuLd/FPcOjOHBIxOW/71y/ujc1Vhdw8SYBfoEL781dJ9Kpm2PUwwnG7Pf6A3dbc3Lv6H71FQa0+lMRavB6EaSadNjMcBAt5+JyIUwQstbALQCKPckRyml3tSAoTR8Ja0qFBahVX1nmn/t/Lr8ySSA7zkxKCrPEuj22eMXERERERH5n6s1QkqpBwE8WMH1bgVwa+NHRH5nd9CBgW4iIiIiIiokItcvfK2U+rDd+bUo3JZTRCQKYKGqteSSx0qpMRGZBhAHsKnKm9pY8HW5pZUPF3yt304t25H89xVO4F7YTrltLGznPJuxbIJxgB8ARmEclH65zfdfCODLAF4sIq9RSlWVrBGRjWWusraa7XmlOdyYA8nTc1qgO1JZqHTruoQ50H1s0hLc0ZttafnZui5hOr1/aLKhAeBqnJw0h0RraegGgETMvB9PzDgU6NbaaZ1oXq5XQvufzeYUUnPZmsJ3ldh7ZMJ0ekt3HG0xf91v6PdjSdcbup3fT+zum6dmM44Fqas1ogVmu1ucGUdn3PxzjnoU6D48msLrv3I3BvJh1I/d/gh29HRgZ1+nK7f/7z87gBvueAKZnCp/ZU0iGsLOvk4886xuXPmUnrrGYWno9lnD6ZEx+/boU1OztufXa0wLdC/Hhu6ezmbLeYOjKctzh0rsGRw3nY41BXHuutYi1yaviMg5AL4K4KnVfBsABaARgW43VtKq1GsLvi43sdrOc7D4evr72mRraqCY9tzLbytMEBERERGR/3FdWPI120B3lW0gRERERES07H0IxkFdAPhwkfNr4XigG4uBZMBoyipnIdDd0sDbKTy4q9+O09up9Ge220ZhkumFMJrKHgXwHgB3wPhbPwvAvwI4F8BLAXwCwN9UcJuFDpe/iv/pQaiZOWdChcm0OVDVUmFwc9v6BL63e/H0/uOTuOysbtN1Kt0WLV3btFDWWGoexydnsa4t5tGIFukN3bUGuvWAsWOBbj2oa7OqndsSMev/7NRsbW2qldh72BzQu3BTe0Nupx6tEWtruZsa0eSut44DRvO4F4HumbmsZcWJrpbq2/Tt6AHZsZT7ge7HTybx+i/fbWoKB4DfPzHiSqD7wPEpfO7/Hq/4+hs7YtjZa4TNL+7rxFmrWxAIODNBx+8Np4dHZ2zPPzWVtj2/XhMz5v2x3WeTWZwQbQpibSJq2v8HRmoLdO8eHDOdvmBjm2erCpA9EdkA4DcwJjsv3HEkAYwB8OogoBsraRUlIt0AzgJwLYBr8mcPA/jvGjZ3VcHXN1X4Pa8WkdcA6AOQBXAcwO8B3KiU+lUNY1iRLK/Dffb4RURERERE/scjZeRrgYCgKSiYzy5mMNjQTURERERENoqlR7yvfTUrTAhWkhRaSIVUm3as5nYKkyf67Ti9nXp+5ri2veMALlNKnSo4/8cicjeAvQDWA7hORP5dKVVJM/iyEgub3/JxrKE7rTd0Vxjo1sI4jx5PYlxrm2yxCQ3S8rKxI4aWSAjJgv1o/9Ck54HuZDqDaS0kuiZRW0i0cYFu54O69bKbhDE1O4+1bbWF4cvRA90XbGxryO3UQw8/T8068/evlKXJ3YHgf6wpiFBATI3NbgfVF4xMW8OyTgXL9e2MTrv7t3vo6ATe8NV7MGLTDH5o2J1iVT0EWyggwLlrE7i4zwhw7+zraOh9d0xbaWTWZ4G4w6P2Dd3DycZMBNAbuts9ashvtJ6uZi3QXdu+r+/LO3o76hoXNcT7AayCMSn3ywD+VSn1qFeDcXElLf1274AxKdnOMICXK6XGi1xebJtxAK/InzwMoNIw9jbt9Jn5j6tE5AcArlZKTVi/rex4lsUKWJXSJyT57fGLiIiIiIj8z/UjZSISgPGicAuMhq6yRx+UUjc3elzkX+FgAPPZxRe8eiMRERERERGtbEop27RSsfM9Vli5WEkSYyFRaF8D6MztFKYW9dvRt1NqHfly22muYCyF2yk1FgD4pBbmBgAopYZF5GMA/h+AJhgHsz9Xwe0uKHdQfi2AXVVszxP6Us8zc868ltYD3RU3dGuB7rlsDnuPmLMJbOhe/gIBwdZ1rdjVvxi02j80heeeu8bDUVnbuQFgdaszDd2TDgV6GxHUrVcoGEBzOGhqTHbq59Ul0xk8fsq8yIMvG7qj5r//9FwW2ZxC0KHW4nL0lQ2d2E9EBK3RkClQOunQRIVqjWph56agIOHQZCBLQ7dNsLpR7u0fxTU37ioalD/oUqBbD45vaI/hlTs2YGdfJ7b3tFv270aKhvzdcHpkzP6p+cTMPNKZrOOTbsZTy7+hGwD6uppxz6HR06cHigTnS8lkc9h72Jw53dHDQLcP/QmMMPfNSqm/8HowcG8lrUp9DsBHlFLDNXzvK7A4rv9SSpVbtSwF4DYAv4TRPp6EEbZ/FoC3AugC8DIAt4rI85RS1T4JWBYrYFWKgW4iIiIiIqqXa0fKRCQG4B8BvBnGi79KKQAMdK9g4VDA1JLEhm4iIiIiIlrCpgq+ruTg70IrdSUHlWu9ncLma/129O2UCnSX205zBWMp3E6psQDAz0ps46cFX19cwW2eVq7NW8Rvpe/2mi0N3c60qSZrbOhua27ChvYYjo4vBqAKAzsAA90rxdZ1CVOge9/QpIejMeiB7tZoyNIOW6lEVG/oduZ/Ty84iDR539ANGL8rc6C7Mc3NDx6ZQGEcKRQQy0QRP9AbugEgOZtBW7M74UtL8N+h/aQ12mQOdHvV0K21H3fGw449LlsaulPuBLp/8+gpvOW/7isZWD50KgmlVMOfgxw8ZQ50v3z7BvzN889p6G0Wo98H+y3QfXiseNB4JDmH9e3Otpfrq5roExCWi96uuOl0LQ3djxyfsuwv23v8NwGIsD7/2S/Hf91aSUt3DYzXvwKgHcBOAG8DcB2ALSJyrVLqRJXb/POCryv5/W4o0gL+cxH5PICfANgOI+D9NlQ3WXrF8fvjFxERERER+Z8rVS75MPf/AXgfjCWrpMoPWsHCWpOM3jRDRERERERkR0Semf84y+uxLFBKzQIYyZ8sufSwiHRgMdxcbatVYSi53BLHhY3U+u3Ush0F6zLVC6fLbaNwO3ZjKWwXK/U7KbxsVQW3uezozWAzc/UfSFZKWRq645HKw4JbtfCl3m7JQPfKoO8H+495H+g+NZU2nV6TqK2dG7Bp6HaoyTidMf8P+6GhG7AG2Is1DNfrAa3R/9x1rZb7OT+wC3RPpd1rs27UfqL/XFMNamIvZzhp/l/tikeKXLN6HXH3G7r/96HjuPamey1hL32ywuRsxtJO3ggHh81z6TZ3x4tcs/EsDacOPI9xUrGGbsD6mFIvpRTGtceSdpcmibitp7PZdHpgpPqG7t2DY6bTvV3N6G5x7r6CHLPwh7ILEnvBrZW0TJRSh5RSDymlHlRK3amU+jSACwDcDuBFAHaJSCWvoQEAIrIewB/lT96tlDpQwRiK/g3yYfJXAVi4E3pHpWMpsKnMR1UTsP0uqj33YkM3ERERERFVy613/t8F4CkwwtkPwVii6WIAZwDYXOZji0tjJJ+yBLrZ0E1ERERERJW5A8CvAFzq8Th0+/KfzxSRUgnWcwu+3l/jbejbqfZ2atnOYaWUXqe3sJ02EVlbbAMisg7AQorJNJb8NgcKziqV5Cu8zJsaUY81a81gKQeCULPzOeS0BburCWFvW1+6TbfFJghJy48eVDw0Mo3UnLf/pnpD95pE7cEvvYl5wrFAt9a87JNAt1tB371aoPvCjf5sW42HQ9BLlBsVcrfTqP3E+nf25n9WDzV3tTjXUtypNR6PNbih+3v3HcHbv7HbUl7yx1tX47tvexqaguYd6dBw9U3F1chkcxjUwrObV3kX6I7pge55/xwTyOYUjo27F+ieSmeQ1Z6ALddAd5/W0H1sfKbq40G7B8yB7ot6OuoeFzXEvfnPZ3s6ikVuraRVVn4S+DUAUjACz5+s4ttfj8Vj/460nyulDgL4ef7kmfnQeDXff6TUB4DjTozTL6wN3f55/CIiIiIioqXBrXf+/zT/+fcAdiqlvqiUui8/83ig3IdLYySfCgcZ6CYiIiIioposHFx90NNRWP02/zkO4KIS13tWwde/q/I2DgE4ZrMdO8/Mfz4KoF+77LcFXxfdTj6kvXAw3m6sFW0H5X/m3xR8XWoC+BkFXx8tcb1lSw9CObHUczJtDfDFqwl0r2steTkbuleGc9a2IlCQU1QKOHB8qvg3uODEpNbQ3epcQ3cynUHGgdXm0vN6UNcf7dStUb2RvDFB372HJ0yn/RroDgQELWHvws96oFsvyqiV/nf2KtA9oge6484Fujvi5p9xLDWPnD6LySE339WPd39nryWk+5IL1+MLr78IzeEQerVga6MD3UfGZpDRxrPF04Zu877rxPMYpxyfnLX8rgrpTfL1mkhZJ8q0Nzu37/tJT5e5oTungCNj1bV07x40TwDa3stAt099DkYJ2F94PRDA1ZW0Kh3PMBZfD79URCqdxfHn+c9zAP7HwSEVTvTe4OB2lx2/rzBBRERERET+51ag+wwYyyJ/UinV+LUBaVkJaweo5rJ88UtERERERBUZzH9uLnkt9/2g4Otr7K4gIgEAV+VPjsNoGq+YUkoBuDV/8lwReWqR23kqFpu1b81/X+F2HsViU/ZrRKTY7/Lqgq9vsbn8NgALKTPbn1nbTi7/PbrvFXz98hLbeUXB13eWuN6yZWkGc+BA8rRNoLuqhu51bSUvZ6B7ZYg2BbFZCwnuG5r0aDQGvaF7dcK5QDfgTPg1nTH/D0eaVk5D93AyjaNaG+6Fm/wZ6Abcay23k9ZCr04F/xOWQLd7P1OhkaTe0F17m76uUwuHZ3MKkw7/nEop/MevHsf1tz5suezPntKDT//pk9GULzfR7ycbHejWt9/R3ORpaLgRE9Occni0dMDY6YZuvS2+KSiIh/0xqcdpbbEmdGjt4wNlft+FhpNpDGrX39Hj38eLlUwp9XMA/wLgOSLyhSoCy43kxkpa1TiV/9wMoLvclUVkB4Dz8yd/pJQadXAsjZnhtAxZAt0Z/zx+ERERERHR0uDWO/8L7zgNlrwWkQ29SYYN3UREREREVKEf5z//saej0Cil7sFiyPhNIvI0m6u9G8DW/NefVUqZEkUi8mwRUfmPG4vc1GcALBw9/LyIxLRtxAB8Pn8yk7++nX/Nf+6EzXLPInIGgL/Pn3wcNoFupdRxAP+dP3m5iLzKZjuvBnB5/uR/5b9H9yMAD+W//msROc9mO1sBvCd/8hSA79tsZ9lzo6E7GBBEqmh/3dgRQ2uJ0HZLlIHulWLbenO4f7/Hge6TekN3ovaQqB58BYCJmfpDoXrzcjX/e42UiDW+ufmBI+a21eZwEGeubnH8dpyit1nbrW7QKI3aT/SQutNB50qNTJv/V/UQdj06bMLLo9POddMopfCJ/30En/rpActlb3nmFnz0ZecjWLB8gduB7oPa9vXbd5s+MW3WR4HuI2MzJS93uqF7XGvobouFISJFrr309Wjt9ANV7Pu7B8ZMp5vDQZyzpvQKMeQNEbkKRhj69zBaug+JyGdE5K0iclW5jwYNy42VtKpR2ISdLHqtRYW/l5sdHsu2gq+PFb0WWV+Hs6GbiIiIiIiq5NaRskcAPAXAWpduj5aRSJCBbiIiIiIiqsmnAbwRRvD3O0qph8p9g4v+CsbB3xiAn4nIx2C0cMcAvBaLS08/CuDfarkBpdSjIvIpAO8DsBPA70TkXwA8AWMlrb8DsD1/9U8ppR4rsqmbYPweLwXwdhFZC+BLAMYAXALgAwASMFq136mUKpZcez+APwGwCsA3RWQnjIA2ALwIRogdMELY/1jkZ8qJyNsA/BLGgfbfisgnsdhg/sz8z7uQ9HuHUqq6ddqXCTcauuPhYFWBokBAsHVdAvf025fFsaF75di6rhU/3Lt4ev/QlHeDAXBiytzQvaaOhu5oUwDhYABz2cX3rxoT6PZHO6sbbdT3H54wnT5/Q5sp+Oo3+uSUyQaE3O1kcwqZnLlAM+pQk3vC8nd2L6ReSA9Yd7c4F+iONgXRHA4iVfB4qTcj1yqXU/jArQ/hv++29t285/ln4+3POdPyeOp+Q7c5K7hllbeTJvSGUz8F4so2dDsc6Nb3Q73Bernp7WzG3sOLE3mqaei+b9Ac6L5wYztCQX9MgCKLG2FufV4H4B0Vfq+C84FlwFhJa2Gi8jUA7tavUO9KWpUSkY0AFiZ+DyilSj5ZzjeKX5k/OQzgdgfHshnA8/Inn1BKHXVq28uR5XW4jyYkERERERHR0uDWOxk3AhAAr3bp9mgZ0Ru69QNYREREREREdvINzy8CMAUjzPwPItLn6aDylFJ7APwpgEkY4eOPAbgLwP/BHOZ+YbmDt2W8H8BX819vB/A/AHblPy+Eub+CIgHq/FizAF6W/z4AeCWA/4VxgPvzAFYDSAN4i1LqJyW2cxjAiwEchzHB/O9gNJXfmf86lL/sxUqpIyW281sAfwbj79qOxd/dXTCW7e4AMA/gbUqpbxXbznLXiAPJ03PmAF8tAeyt64q3JLKhe+XYui5hOr1/aBK5nDcruSulcGJSD3TX3tAtIpbWamcC3eb/Yd80dGtt1I0IL+sN3RdubCtyTX9wI+Rux64Ew6ngv9467lWgeyRpDrZ2xmv/X7Wjt3SPTtf/t5vP5vCub99vG+b+0Iu34brnnmU7Ocou0N3I+8mDp3zW0K0Fumcz/gnE6Q3dYS0wfGrK2UC3/hjSvswD3X1dzabTgyOVB7r3DJgfL3b0tjsyJmoYqePDcW6spCUiZ4vIc0uNQ0TaAHwDwMKDUiXh9T+B8bocAL6pj6vEbb04HwYvdvkaAN8rGMsNlWx3JdMfv1JzWSjlzescIiIiIiJamtw6UvYlAK8BcJWI/EIp9U2XbpeWAT3QXdhwREREREREVIyIHMx/GQbQCuAjAD4iIkkYbVqlkiFKKXVGI8enlPqhiFwAo637hQA2ApgD8DiA7wD4f/W2SyulcjAORn8PRlD8YgDdMFq7dgH4z1Ih7ILtDIvI0wG8GUaYeiuMhuxjMNqyP6uUeriC7dwtIk+C8TO/DEBf/qJDAG4F8Bml1EgF2/meiOyC0eL2QgCbYExaPwzgF/ntPF5uO8uZ3YHkeiXT5m3Eawh0b1ufKHoZG7pXjvO0QHdqLovB0RT6PAgQTs5mMDtvfq9pdWvtDd0A0BYLYbigodWRQLc2xohDzcv1anR4WSllamoFgAs3+Tug51X4WQ/9A84F/70KqRdSSpn+rwCgy8GGbgDojIdxdHwxrDs2XV9D9+x8Ftd9Yw9+sf+E6fyAAJ981YV41UUbi37vFu3+MJ3JYWhyFhvaY3WNqRi9AVy/fbf5uqF7zPz0fNv6BO4vuJ8aTjrT7L5gbFoPdDu73/tNT5d53+sfqaydfj6bwwNHzY8XF/V2ODYuctxmrwdQRKNX0loP4JcishdGI/h9MCY1Z2Cscn0pgDdhccXrhwB8ooLtXlXw9U1VjOfzAJry7xfcBaAfwAyM9wyeDeAt+a8B4LcA/qOKba9I+nOmbE5hdj5nmXBNRERERERUjFtHyjbBOMj6JQBfF5GXw5hd/AiAsgenlVLW+gpaMfSGC7u2GSIiIiIiIht92umFJq/W/EcprlQoKaUGAPxN/qOa77sDVTSTKaVuR53LLiulMgC+kP+oZzvDAD6Q/6hnO4MA3pv/IE1zIxq60+ZQYk2B7nXFm3UZ6F45VrVG0BUPY6QgLLl/aNKTQPdJrZ0bAFbX0dANAG0xvbXaiYZuLdDtUPNyvfSGbqfDy0fGZjCWMv/+Ltzo90C3N+Fnu1UNndpP9NZ5Lxq6U3NZy8/Y7XRDd1xr6E7VHsydTmfw5pvvxe+fMM9TawoKPvfa7bjiSetKfv+q1gji4SCmC4LMh05NNyTQnZrLYGjCfF+4eZXHDd1h8zEBfeKNl45qDd3be9pNgW6nG7rHZ8z7YXtsZTV0Hx6dQTanEAyUfumzf2jSsp9s38RAt1/lXwf7jlL/P3t3Ht7Ged+L/vsCJACCALiTWkhKlBdZim3J8pI4ztrszWInbZY2XZI2Tdr03ObmdLv3dMnSc09PTnv63NPtNkmbpGmbtFma2KnTHidN6mxO4niNLcWyLUoitXAnQZDE/t4/AJp4fwMQGGBmAJDfz/PgAQccDEbiYJv5vt/RDyml3gzg7wHEUDgblOTEmbSOFS/buRvA26sN8lZK9aJwJiwAeFxr/YDNddmHwjH8/2ObeT4P4B1aa2df4Hagct9pV1MZBrqJiIiIiKhmXh0pO4utg+EKhdMz/0SN99Xwbj2pBcnGIQa6iYiIiIioRnaaqYh2FNnQnc7mawrDbEcGuusJYF81EoHfp5DLW8dMMNC9eyilcGRvDN96av6Z205eilcNOLphJm7mUvrCnQ2HYGX41ZGGbtG+7FTzcqOs4WVng74Pi3bu/u4ARvvcaSh2ivw/SXjV0F0m8OpUk7v8N8WbEOheKNN63O90Q3fYfO420tD9u198zBLmDnX68OGfvQkvvHqo6v2VUpgY6sZjF+LP3Da5sIbnXTW4zb3qc3bemhU8ONBiDd0ODExzQiaXx6UVGejuw8e/ffaZ6UQqi410zrHw3rIY1CIHHuw04yLQnc7lcbmGdvoHzy0Z04cGu3f8/xW5w+UzaX0bwCsAvBTATcVljwAIA4ijcOaq7wL4tNb62zUu840Azpq9nAAAIABJREFUNk8v83c21+fnAbwQwK0ADqHQxh0DkEDh7FffAfC3Wuv7bC5314qErN9pE8kshqtVChARERERERV5eaRMVfiZaFts6CYiIiIionpord/e7HUgapZyIaKNTK6h0HTC0tBtP6gU6vTjiqFunJ5JWH4nA4O0sx3dZwa6T12KbzO3e2ZEQ/dILFRhztrJhm5nAt2yobtVAt2ijdyBf2upR0Sg+/rRHijV2ruWo0F3Q+6VyNA/YN2vWi/L39mj1vFSC2vm4Itghw/dDrddWhq66wx0X15J4osPXzBuiwY78LG334ybD/bXvJyJwYgZ6J5bq2t9qpmcN5e7v7fLEqj2mhyYlmyRQPel5STkmLQbxqxnDZhPpDDWH7bcXo9l0RQv32N2mqFIEOGAH+sl7fTnFqq30z943ny/uGGc7dxUP7fOpKW1zgC4p3hxhNb6oyicIbue+94L4F6n1oUKZ0cJ+H1I57Y+u6+lWuM9jIiIiIiI2oNXR8p4EJ3qFhAHqMqdPpSIiIiIiIiItsggFACsp7MNBbplQ3d3ncs6ujdWNtBd7/KoPR3Za9bUnbrUyFnr6zezaga6h10IdDsRcpbty8Emhy03xbpEG3U6i3xew9fA2QBKPTq9YkwfG7UGJ1uNDD97F+g2t5FOv3Ls7yAH3KSzeaSyuYbb7O2QDd0D3QHHw/39YTPQvbReX6D7S49chC4J/YYDfnz6nc/Btft7bC1nQjQVT85b3zudIJc7Mdjcdm6gfEO31rrpAzqmlsxS3miwA6N9XQh2+Izn4Oyqg4Fu8R7SF97ZrdNKKYz3h/Gjy1ufC84vrOO5V2x/vwdEQ/eJA63/fkEFSqmrAPwcCi3RewB0AXiF1vqpknmuBTAOYK0YQiZqWd1BP9LrW+8JqynvB8IREREREVH78uRImdaap7mmuslANxu6iYiIiIiIiLYXDlh3+STTjX2fTohmsXrD4Uf3xfDFhy8atwU7fOh0qEmW2sORvTFj+sLyBpbX0+j1OKg2Gzdbf0eiwYaX6U5Dt/n8a9WGbq0Loe5YqPEG2Wwujx9eMAPdx8s04bYaGX72qs3auo04F7Yu1wi8kEhjX5XGXCfJhu6BSOPPVcmphu47HzHbuX/8ur22w9wAMDFkBqtlk7ZTzojm70NDzQ90y4FpWhcGLTS7OXxq0Qx0j/aHoZTCUDSI6aWNZ26fT6TkXeu2vG6+hvSGd3ZDNwAcGDAD3WcX1reZG5iNJ3FhecO47QQbulueUsoH4H8AeA8AH7aarTUA+YFwHMC/AMgqpSa01hdA1KIioQ4slbx2Jzwa3EdERERERDtDa+z5J9qGJdCdY6CbiIiIiIhqo5QaL16qpn6UUqHN+b1YNyI3lQt7bmQaO9VzwqGGbhnkBawBSNr5rhiKICBC/M1o6Z6Jmw3dI640dDce4pDty60T6LY+d51qpH5qLmF53bp+1H4o1msy5C5fO93i5jYy0B2wLE8GW922IMLV/d3OD/6Qy1xatx/Gf2o2gccuxI3b7ji+v671mRiMGNNTSxuulJ2cEUHxVmjo7gpYg9vJBj/HOKE0tA0Ao32FQQ1DYjDQ3KqTgW5z298Nge6DA+Y2eH5x+8EMD54327kjwQ5cPRKtMDe1kA8DeC8AP4CLAD5XaUat9ZcBTBbn/UlP1o6oTpFgcz4LEhERERHRztAae/6JthH0s6GbiIiIiIjsU0q9HIWDvj8EUMs5z8MAHgdwRin1IhdXjch1Pp+ytFuupxs7kLwmDkTX29BdLtBd77KofXX6fbhqxAwrnroUrzC3e2SgezjWeOuvbKd2pqFbhnWb21K7KRLogFLmbXEH/r0A8MjUsjE92tflSiuz0+TrmVMB92rcDHQrpTDeb36UmhLBVrctJMxQ60DE+UB3X7jxhu47HzZLY4eiQdx6xUBd6zMhQq25vMbUkrNBeq01zswlzMdtgUB3uSbuZKb5xwXk//9YX+F5MRhxJ9Cdz2vLe0hvl7dnsmiG8QHz9ebs/Pbb/YPnzfeL42O98PtUhbmpFSilXgLgF4uT/w3AQa31m6rc7bMotHj/mJvrRtSoqPgsyEA3ERERERHZ0ZRAt1JqRCn1ZqXUHyil/qJ4+YPibSPNWCdqXbKhWx6cICIiIiIiquCNKBzw/aLWeqnazFrrRQCfR+G78ptdXjci18l2S8cbusu0Z9ZiMBLEiAjNRtjQvSvJcP/JpgS6zdDdcLTxhu5Yl7OB7mwuj1xeG7cFO1ujp8PnU5YA83IdrcblPDK9YkwfG+11ZLluk63liVQWWusKczsnJcKuwTKB2EaMiUD3eY8bumW4WgZonSAbulc2MsjaOFuk1hp3PnzRuO211++rO1jaE+7EgFinybntm4rtWlrPIC4GHRwSzeDNECrzGtfo5xgn1NrQPZ9wJtC9msxCvPyjr3vnN3Qf6JcN3evbvo4+eM78qndivD3eL3a5dxavv6y1/l2tdS1P8O8Xr5/l0joROUJ+t2Wgm4iIiIiI7PD0aJlSai+APwHwhm0eO6uU+jyAX9daX/Js5ahlyUB32sZOdCIiIiIi2tVuBaAB3GPjPv8bwM8V70vU1mRD90a6sSCUbOjubqBV++jeGGbic1vLCjDQvRsdFYFurxu6tdaWFlU52KAePQ4HusuVGzjZvtyooWjQaKH+0qMX624kLiUbuo+N9TS8TC/IhvZcXmM9nWvoNbMWqaz5Gu/0NiIbuqc9DnTLgKwMXzuhXFB2eSNTc3j8wfPLlqD7HTfsa2idJga7sVASZj+74Gyge3LebOfu9CvsL4aUmyng98GnYISZG/0c44Qp8ffdHOjgVkP30rq1JX43NHQfEA3diVQWi2vpsmdpSGfzePSCOQDohgN9rq4fOWLzu/rf2LjPdPF6j/OrQ+Qc+Zkv4dHZWoiIiIiIaGfwbM+/UuoYgEcBvAlAJwotaeUunSg0oT2ilLrOq/Wj1hXwi0B3tvk7bomIiIiIqC0cLF6ftnGfp4rXE86uCpH3nG7oloFu2cprx9F9ZpC3N7zz2ybJSjZ0PzmTQMbDgfzL6xlLccBIrPGGbhnoXk1mkJcVqzaUD3Q7277ciJcfNXNVn3tguuEwYzKTwxOXV43brm/Thm4ARuDdLXI7cTrQPSpCvs1u6JbN1U7oC1uXubRmDdRWctfDF4zpQ4PduG5/YwMRJgbNpuIz884Gus+Ixu8DA911N4o7SSllHZjW5IbuZCaHWfHa5nZD97IYEBTs8Fk+3+1E+3q70Ok3t8OzC+Vfc05eiiMtXv9OjDHQ3QaGi9dnbdxn8wnBkaDU0uT3ZDZ0ExERERGRHZ4EupVS3QDuBjCAQmj7qyiEtg8CCBUvB1EIe99TnGcQwN1KqbB1ibSbBMQBKrlzjoiIiIiIqILNo2h20h+b8zae6CNqsrAI/Kw32GyZSJn3l6eStuOO4/uhSnI6LzvKor3dSDZ0p3N5PD2XqDC382ZWk5bbZCivHj1igEJeA4l0/UEO2bwMAMHO1mnofvttB43gXTqbxyfvO9vQMh+/GEe2JATvU2g4GOuVcq+NiVRjLe21kIFuedbDRsmGbq8D3QsJEeiOOB/o7vT7LIF8GSSvJJPL418eNU84evvx/VCqsXD0QRHonpxzONAtAuKHxOM1kwwup5oc6L6wvGG57ZlAt2zodijQLRu6d8sAOL9PYaxPvuaU3/YfOLdkTF8x1G15H6aWtPkHHbJxn9Hi9aLD60LkKPlZgg3dRERERERkh1d7/v8TgH0A8gB+SWv9cq31Z7XW57XW6eLlvNb6c1rrVwJ4Bwqn2toP4Fc9WkdqUfLgg2xOIiIiIiIiqmC+eH3Ixn025+VBYmp7IdFsmXS4oVueStqOq0ai+Nwv34pfuG0C/+stx/ETJ/Y3tG7UnnrCndjfa7b+nroU9+zxZ+Jm4G4wEkCnv/HdpbEygd6V9foDvalMuYbu1gl0j8RCuOO4+Rz+u++ew3oDIfZHp5eN6SuHIw295nip0+9DSATu4140dIvXeKdb3McHzHDl7Gqq4feVWmmtsbBmPl8HuhsffFFOv2j+loHaSr711DwWRPj79uP7Gl4fGbCedLihWwbEJ4ZaJ9Att+FmN3RPL5mB7t5wJ6KhQnB4KGpuN3OrKWhd/5kZNsn3jnIt8juVfM05V6Gh+8HzZqD7xgNs524TZ4rXR23c51XF68cdXhciR8mG7lU2dBMRERERkQ1e7fm/HYWA9ie01n9TbWat9ccAfByFpu7Xu7xu1OIsgW42dBMRERERUW0eLl6/2cZ93lK8fszhdSHyXFencw3duby2BKnkgWq7bjzQj99/7VFHGkypfR3ZGzWmT11a9eyxZ+JmQ/dw1JmTM0SCHfD7zG16ZaOBQHeZfWEBB4LnTnrnC8yxU8vrGXzm/qm6l/fIlBnoPjbaW/eymmEz5Llp1YtAt9hOnA79y7ZcAJhe8qalezWVRSZnhmNl8NopMjC7uFbbc/fOhy4Y08fGei3t2vWQAevL8aRlgFUjZEC8lRu6mx3onhKt9KXPiaGI+f6RzOSx1uCZUQDrgIKert3TPH2gv7ZA90OiofvEOAPdbWLzbM2/qpSq+oallDoK4G0oHGv+srurRtQY+T3ZyfdtIiIiIiLa+bza83918fofbdzn0+K+tEvJA1QMdBMRERERUY3uROEg8RuUUm+sNrNS6k0A3oDCQeIvurxuRK4LyyBUA8GitTJNu+3Slkut7cjemDF98qJ3Dd2zItA9EnOm8VcpZWnpjjcU6JbNy76WGwRx1UgUL7lm2Ljtr781iWydZ9p7dHrFmL5+rN0C3aKZMVn/379Wcp9psNPZXf/dwQ4MiBD11OJGhbmdtZCwtmQPRNwJdNfT0L2ezuKekzPGbXc40M4NAAcHrAHrswvOtHTn8xqTYlkTgxFHlu0EOTCtkc8xTpAN3aN9W2eYGIxat8e51ZTlNruWd3FD9wGx7Z8rs91fXkni4or5Xn6CDd3t4k8BrAG4AsBfKaUqfrFQSr0MhQB4CIUzaX3UkzUkqpMMdCcY6CYiIiIiIhu8CnRv7gW0c8rqzWH1rVMJQU0h22QY6CYiIiIiohr9LYCzKIS6P6WU+mOl1JicSSk1ppT6EwD/gEKYewrAX3u5okRusAShGmi2LNcqFgkw0E2NOyoC3acuxaG1rjC3s2biZthuJOZMQzdgbVGNNxDodbt52SmypXt6aQNffuyy7eWsrGdwRrQGH2dDd1XW7cRfYc76jYrG3POL3jR0L66Zz9VwwI+wS+9B1obu6oHur5ycMc6C4fcpvOZ6ZwLdoU4/9vd2GbfJVu16XVzZsOxrn2ilhm7xOSbZ7IZu0Ug/VvJ8CAc60C0G0s0nnAh0m9tfb3gXNXQPVG/ofvC82c4dDXXgyqHWGZRAlWmtZwD8cnHyFwE8rZT6y5JZ3qOU+ohS6nEA/wZgH4A8gLdprRPeri2RPRExsC/hwedAIiIiIiLaObza+z9XvD5i4z7XFK/nHV4XajMBGeius9mHiIiIiIh2F611GoXG7QQAP4D3AjirlJpUSn2neJlEIfT9nuI8awBer7VuPIFB1GRdTjZ0lwl0dwedDwvS7iMbuhfW0o60mtZiRjR0DzsY6I6JQPdKIw3dGdm83JrPvVsm+nFMNGl/5BtP2w7oP3ph2ZgO+H04vCfa8Pp5KSqbGT0JdFub3J023qRA97xo6JYt2k7q7zafu0s1BLrvfPiiMX3blYMYijrT+A9YQ9ZnHQp0y2B4NNiBQZeaz+shW+aTmeYeF9iuoRuA5W/uSEO3eO/o3cUN3QtraUvL7YPnzED38bFe+HytdQYLqkxr/Q8AfgpAHMAYgHehMMAaAN6BQtD7CAoDtBMA3qi1vrsJq0pki2zoXmVDNxERERER2eBVoPu7KHzh/s/bnTZrU3Ge/4zCF/fvurxu1OJkoFu2zRAREREREVWitX4YwLMBPITC91IF4EDxtmcXf968/QEAt2itH2rO2hI5SzZbrjcQ6E6krEHBDn9rtgRTexnvD1taTR+/FPfksWdWZUO3cwFM2dDdUKDbg6CuE5RSeJdo6X7sQhz3Pb1gazmPTq8Y00f3xSz7B1tdVDQzrjbQ0F4rL5rcx/vNAOuUZw3dZqh6IOLcc1Xq7zaXvbi+faB7cS2Nb5yeM267/Zgz7dybZKBbNtjX68ycuZxDQ91QqnXCsE6eacQJ02J7H+szBzgMRpwPdC+ty0D37mnoHuvvgtwczy2Y2+wDoqH7xgN9bq8WOUxr/RkAVwJ4Hwrfx3PY+n6uADwO4A8BXKm1/kKz1pPIDjZ0ExERERFRI7zaE/7J4vVxAHcrpSru0Sz+7ksAThRv+oS7q0atLiAOEMvTQBIREREREW1Ha31Ka30jgFcA+DMA3wLwRPHyLQB/CuBlWuubtdY/at6aEjkrLEKyyQaCULKhW7aOEdXL51O4RrR0n/Io0D0rGrpHoi3a0O1BUNcpr3jWHhwYMEOOH/7GGVvLeHjKbOg+Llq/24EMdMe9aOj2oMldBli9auheSJjB2IEWaui++9GLyOa3WuhDnT684to9jq7TQRHols3a9ZLLkcHxZrOcaaSJge71dBYLYlsY69++oXs+0Xige0UMKOjbRYHuYIcfe8WZM84tbL3mpLI5PH7B/LxwYpyB7naktV7QWv+B1voWACEAwwD2Aghqra/TWv+O1nq2uWtJVDt5ppaNTA65vL0z1hARERER0e7lydE3rfWXlFJfBHAHgJcCOKOUugfA9wDMotDEPYJCO9rLAGzukf0CT59FsoEnnctDa91SbSFERERERNT6tNZfAfCVZq8HkVdCAdnQXX+gUJ7ivpuBbnLQkb1RPHBuq2Xz1KVV1x8zn9eYtTR0Oxfodreh2/mgrlP8PoV3PP8Qfu+Ljz1z272n53DqUhxHRHC/kkenzUD39aM9jq6jF6Ih8++/6kWgW2wnsiTDCeP9ZqB7emnDk/208wnR0O1ioLsvbC67WkP3Fx++aEy/9MiI44OeDrkU6JZN3xODEUeW6xRLQ3cDZxpp1PTShuW2/b3m80EGut1o6O7pcm/bb0UHBrpxcWVr8FVpoPuxC3Gkc1sDWZQCjo+33wAgMmmt8wDmm70eRI2QDd1A4fu0/H5ARERERERUjpd1Lj8F4LMonCIrAODVAD4I4K8AfLj486sBBIvzfBbAW91aGaXUsFLqNUqpDyql/lUpNa+U0sXLJ1x6zJ9SSt2jlLqslEoqpc4ppf5eKXWrG4+3U8hAt9YwWk+IiIiIiIiIyCosg1AONnQz0E1OkkHfkxdXXH/MhbW0pSlvJBasMLd9MrAR36g/0GttXm7dhm4AeOONo+gXgduP1tjSfXkliZm4GYI8tgMauhOp+gP9tfKiyX1MBLoTqawlcOqGRdGM3B9xs6HbXPbSWuV/39TiujEYBQDuOL7f8XWSzdnL65mqzeG1mJxPmI8z1FoN3SHxOUYOWvDS9JLZRj8YCVoaxAcjzge6l3dxQzcAyxkfzi1sDUJ46Lz53LtqOIJYaHf9/xBRayr3XVkOkCYiIiIiIqrEs73/WuuU1vrNAF4L4F8BbKAQ3C69bBR/9xqt9Zu11o3v8apsBsCXAPwegFcCGHDrgZRSXUqpuwF8CoUG8hEUguvjKITWv6WUep9bj9/uyrXJpMUBCiIiIiIionoppa5QSj1bKTXS7HUhcpIMGjXSbCkD3ZFg6zYEU/s5KgLdk/NrSDYwAKEWM/GkMe1TwEDEuUC3DJU11tDtflDXSaFOP37u1gPGbXc9chEXl60Nt9Ijop07GuzAxEBrhUxrIRuavWnodj/4v7cnBL/PbOM+v7heYW7nLKyZhwkGu517rkp9ItCdSGUrBonvesRs5+4Nd+IFVw85vk6jfV3oEP/vsl3brlQ2Z2mdlk3gzSYD3c1s6J5aNP+vRvu6LPPIhu75RGOHt7K5POLitaM3vLsausctge6t15sHRaD7xHifJ+tE7lBK+ZVS41Uue5q9nkS16A6UCXR78FmQiIiIiIh2Bs/3/mut79ZavxpAD4DDAG4tXg4D6NFav1pr/WWPV+s8gHtcXP7HAPx48eevA7gDwC0AfhHA0yj8Hd6vlHqni+vQtsodpGKgm4iIiIiIqimemendxUtPmd9fqZR6AMBpAN8BcEEp9XmlFNMAtCN0iQPJjTR0J1LmfdnQTU46vCcKVZJVzGvgicurrj7m7KoZ6B6MBC1B1UbIhu7GAt3m8y/Y0foDKn7u1oMIlQSKs3mNj397sur9HpkyA93Xj/XA5+DfxSsy0O9FoDvtwXbS4fdhf68ZZJ3yItCdMFuKB9xs6C4TmF0u00KutcYXH7pg3Pbj1+21nG3SCR1+nyXYOtlgoPv8wjq0OAnmwRYLdHc5eKaRRsntXLbVA843dMswN7D7GroPigE9mwNItNaWdnwGulubUuqoUuovi5dXl5nlGgCTVS7nlFJHvFpnonr5fQrdYnC1F2drISIiIiKinaFpdS5a65zW+kmt9feKlye11l7ukfsgCm3he7TWBwC8y40HUUr9GIC3FCe/BOBlWus7tdb3a60/BuA5KATKAeBDDA5YldsJns4x0E1ERERERFW9AcCfA3iP1nql9BdKqSAKZ4g6jq2zRvlQGIB7p8frSeQKJ4NQsqGbgW5yUjhgbWE+eSnu6mPOxM2g3Ugs5OjyZaA73kigO9NeDd0A0N8dwJtuGjNu+/T3p6oG2x+dNt6ucf1or+Pr5oVoSDZ0ux/i8arJfazfDHR709BtBrr7u90LdMe6OiHHECyKxwcKr1FPziaM2+44vt+19ZLt2WcbDHQ/PWfefyQWtDTLN1tXwNyGNzLNOyYg28xra+hOQ8vUvA1L69btrmeXBbrHRXD+4soGUtkcLq4kLe/jJw7w0FqL+xAKx2FfBeCbFeaRZ3WWl04Af+T6mhI5ICI+C8oB0kRERERERJW0/t5/l2it36e1/het9YzLD/UbxessgHfL0LrWeh7AbxcnewG8w+X1aTtlA91s6CYiIiIioupeDkAD+EKZ370NwBXFn+8C8B4UBuEqALcppd7sxQoSuSksWsE20o00dJuB7kiZ00gTNeLIvpgxfcrlQPesJdAdrDBnfZxt6BZB3c7Wb+gGgHc875ARjE2ksvjU985XnD+f13hk2mzoPta2gW7vG7otwf9Od3b9y4Dl9JK7ge58XlsC1bIJ2Ul+n0KvaOleKhPovvPhi8b0/t4u3ORioHRCBLobbeiW95fLbwVyYFqymQ3dYjsf67M2dMtAdzqXR3yj/ue+bIYPB/xtcYYGJx0QzfRaA1OLG3hQtHP3dHVaBj1Q61BKHQSw2cr9X7TW233I0wD+tsxlc9D1K5VSB9xZUyLnyEFSCQ8+CxIRERER0c7gSaBbKdWjlPr94mVvDfPvLZm/bffCKKWiAF5SnPyq1nq6wqz/DGBzB8brXV+xNhPwWzdTeSCLiIiIiIiojMPF6++W+d1PF6+/prW+Q2v9Z1rr2wF8FYVQ91vK3IeorYRkQ3cDgW42dJPbju71NtA9s5o0pofdbuhOZupuak1lzeduOzR0A8D4QBivutbcFfzxb09a/j2bzi6sWYLPx8Z6XFs/N8lWxtWUB4Fuy3biTvBzVARZ3W7ojiczyOXN546bDd0A0CdakBdFU3I+r3GXCHS/7vg++GS1t4MOirDqmYYD3Wa7+MRgpKHluUEOXmlmoLuWhu6BMtvlXCJpua1Wy2K76+3aXe3cQGFwjPx/PbewhgfPm4HuG8Z7XX3+UcN+snh9FsA/VptZa/32MpfXA3gche/qHHxNLc8S6E65f7YWIiIiIiLaGbza+/9WAO8H8Fat9aUa5r9cvM/70N4H0W8GsLm36d5KM2mt09gKGNyslNp9e+a20eH3WU5zyYZuIiIiIiKqwVDx2hhcq5TqAvAcFNq/PiLu87Hi9Ql3V43IfbKhez2TqztQupYWDd3B3dUQSe47sjdqTJ+6tIp8vr7ttRazcTNkNxJ1NtAd6zJDHJmcxkadYURLQ3ebBLoB4J0vOGRMz66mLM3Gm2Q793A0iD0OB+29EhWB7nQ2XzHI7hS5nZQryXCCbOh2O9A9n7C2Y7sd6JbLlw3d35tcxGXxGnL78X2urpNs0D47v9bQa6Rs6G7FdmPZ0N3IwLRGxJMZy1kWxvqtDd2hTj9i4rk/t2rdfmslG7plc/xuMS5aus8trOPB8+b7xYlx99rxyRHPReG797/oer+MFHwGhUD3rY6sFZGLLIP72NBNREREREQ18mrv/6tQ+LL+mVpmLn6h/0cUvpi/1sX1ctvRkp9/VGXezd93ALjKndVpXwFxoCqdY6CbiIiIiIiq6i1eyy8QzwHQicL31K+K300Wr4ddXC8iT8gglNb1n/EqkTJDVGzoJqcd3Ws2MSdSWUsjqpNm4iljeiQWdHT5sqEbgCUQWKtURga622dAxbGxXjx7ot+47aPfOFM2iPrI1Ioxff1oL5Rqz8ZVGegG3A/yWIL/nd4Eui8uJ5F1cV/toghTR4IdljNQOK1PBGcX18zn7p0PXzCmr9kTxTV7zLMMOO2QaNDeyOQsZxqwQwa6ZWC8FVgC3U1q6J5eNN+LlAL29ZYfbDIYNd9L5hKpsvPVYkk2dId3Zw/QwQFz23xydhUnL5rvFwx0t7zritffaHA5D4rlEbUsa0M3A91ERERERFQbrwLdx4vX37Fxn/vEfdvRaMnP0xXnKpgq+XnMzoMopUa3uwDYY2d5rUgeqGJDNxERERER1WDzXPLyO9GLitcntdZL4nebiR0ebaO2Jxu6gfrbLdfEAWgGuslpI7Eg+kRY7eSluGuPNyMbuh1ugo6GHAx0i2Znt4K6bvnlF15hTD85m8DXn5i1zCcbuo+P9VjmaRexMn9/1wPdIuzqVvBfNhPn8hqXVuoPFlezIAKxAxH3W4otDd0lwdoQRwAsAAAgAElEQVRUNocv/9A8Centx/e7vk4jsaAl4Dw5t1Zh7u2tbGQszecTQy0Y6BafY5KZ5hwTmFoyW+hHoqGKz6+hiBnonl+tP9At3zPkQIPdQg4i+bfHLiOT2xoUpBRwrI3fL3aJzTNn1XIG5+1cLl4PNLgcItdFguZnwQQbuomIiIiIqEZe7f3fbDaz82V984v5iMPr4qXSc8UmKs5VULr3NVJxrvKmqlzut7m8liMbut0+RSkREREREe0Im2dCeqW4/SdQaOe+t8x9NsPfM26tFJFXQuUC3XW2W8pAt2wcI2qUUgpH9poNt24FurO5POZFSHTY4YZuv09ZWppX1usNdMuG7vYKdL/o8BCuHjF3d374G2eM6XQ2j8cvmn/vY2O9aFfBDh86/Wa7uNtBHq+2k75wp+U9YGpxvcLcjVsQDd0D3e6HWvu6ZUP31jp8/UdziIu/5euO73N9nZRSlhbtM/P1BbplO7ffpyyh2VYQEoNXks1q6BZnixjt66o475CLDd09u7Whe9DcNpfEe+nhkWjZQVTUUjb/iNu9WZwE0Aegf5t5Nl8EWu8Fi0iQ3wPW0gx0ExERERFRbbza+79Z0WHnS/bmvO2c3C2t9klXnKugdM9e5T2Cu1TAb26qbOgmIiIiIqIa3A1AAXinUupXlFLXKqX+GMDR4u//ucx9ThSvL3ixgkRukk2eALBeZ0O3PEU0G7rJDUdFoPuUS4HuhbU08tq8zemGbgDo6TIDZjIEWitrUNed5mW3KKXwS88/ZNz2/clFPDy11ch9embVsr/v+v3tG+hWSllCz6vJ+gL9tdBaI50T24lLTe5KKUug9bybgW7RJN3f7ezgi3L6w5Ubuu96xPyIeMtEP/b3erM7X7Zon6070G12z4z3h9Hpb72BIiHxOWYjk4PWusLc7pEDFmRLfalB0dA910BD9/K6bOjenaHl8f7t2+NPHOjzaE2oAZtnxarYrK0LVrTWK9ssZzPsvbzNPEQtoTtovoe5faYWIiIiIiLaObzaS7fZzH2Tjftsznt527laW+m5JqtVh5Tu6duoOFd5Y1UuN9tcXsuRjTIMdBMRERERUQ3+HIXvo4Hiz48AeG/xd/dprb9e5j6vRaG9u+3PdETU6bc2xNbbbikbuuUBaiInyIZutwLdM/GkMd3hU5YApxNiojF0ZaPehm7zedtuDd0AcPvx/RgRLegf+cbTz/xcGu4GgInB7rZvo5WNsfUG+muRyWnInKubwX/Z5uxqoHvNDMQORprX0B1PZvDVU7PG7273oJ170yHR0C2btms1OWfeTzZ/two5MC2X18jkvA90N9LQLc8GYYcMdPd2ub/tt6IDA9v3RJ0YZ6C7DWye/er6BpdzXfF6dtu5iFpAJGh+DpQDpImIiIiIiCrxau//N1FoRXu3UqrqnvjiPO9G4SD6t1xeNzetlvwcqThXQele00TFucrQWk9vd0F7h+IBAAEZ6M4x0E1ERERERNsrtnu9FMCDKHwn3bx8E8Cb5PxKqWPYGhD7FY9Wk8hVst2y3obutZR5P9k8S+QEGeieXtqoOwS9nZm4GbAbjgbh86kKc9dPNnTXHejOeNO87KZAhw9vv23CuO3fHrv8TMPwo9NmoPv60R7P1s0t0ZB3Dd0y9A+4G/yXge6pJbv9JLW7uGwOwBjwINDd320+d5eKge5/e+yyUTTS6Vd49XV7XV+fTQcHnAl0n5lvk0B3wDooYaPOgWmNmF4SDd19lQPGQ042dG+Y7fS9bT7IpV4D3YFtP3eeGG/fsznsIveh8D38NQ0uZ3Pw9X0NrxGRyyLic2CCDd1ERERERFQjr/b+f7x4fRWATymlKu7xKv7u0wCuFvdtR9MlP49WmXes5OcpF9alrclAtzzVLBERERERUTla61Na65sAXAHgNgCHtNYv1FpfrHCXtwP4BQBf82odidwUFmGoeoJQ6WzeMrC6m4FucsGVwxFLq/yPXGjplg3dw7GQ448BOBjoFvvB3GxedtNPP3vcCOXlNfDX3zoDAHhkasWY99ho+wf0rIFu94I85faVuhnoHvOwofvJ2VVj+tBgtd6UxvWJxv7F9UKw9s6HLxi3v/DqYfS60O5fycSQGbw+v7iOTB3FJzII3qqB7lCZ17qUx4FurbW1obvfm4bupTXR0O3httZKlFKWQSSb+sKdLbv9kuF/F69fpJR6fj0LUErdBuDHxPKIWlZUfF9mQzcREREREdXKk0C31vo7AP4RhRHYbwBwSin1u0qpFyqlri5eXqiU+j0ApwC8HoVR1p/TWt/rxTq65GTJz9dUmXfz91kAT7qzOu0r4BcN3Qx0ExERERGRDVrrSa31fVrrs9vM84jW+m+LF/dqNIk81CUaujfS9g8kr5U5+MyGbnJDoMOHK4ejxm2nXAh0z4pA90gsWGHOxshAd7zuQLcZYHQzqOumWKgTP/3sceO2z/5gGlOL65bQ7rGx9m/ojgTNv7+bQZ5ygW5ZkOEkGa6cdinQvZ7OWsLih/dEK8ztnP5uMzibzORxdn4N33l6wbj9jhv2ub4upQ6J4Go2bw0bV6O1tgS65XJbRSs0dC+vZyzP3W0bui2B7jTyeV3XY8tBQH27tKEbAA4Olv8/v2G8D0o5f4YNctydAJ5C4RjxPymlJqrMb1BKHQDwTygcNz4D4AuOryGRw+T3ZQa6iYiIiIioVl7u/f8FAF9F4Qv7KIAPoNB4dqp4+RqA96PQVK2K8/68h+vnhvsBbJ4X74WVZlJKBQA8Z/M+DA5YyQMQDHQTERERERERVdcVMA8k1xOEKnfwmQ3d5JYje82w5klXGrrNxtThqEsN3WGnAt2yobs9A90A8PbbDqLDtxW+S2Xz+O3PP4rSvKPfp/Csfe0f6I5ZGrrd2+VbrrXYzSb3MdFQvLCWdiWo9NRsArpk21Cq0OTvtr5uaxPyJ+87Z6xLd8CPl1wz4vq6lOoNByyh3sn5hK1lzMRTWE+b28uhIff/T+tR7rXO60C3DMz7fQp7eyq/ZwxGzEB3Lq+xtJ6uMHdl6Wze8pzq3cWB7vH+8oMObjzQ5/GaUD201jkAv4FCIHsEwINKqV9RSlWuuweglAoppd4F4CEAmyNofkNrzQOE1PIiIQa6iYiIiIioPp7t/ddaJwG8AsD/CeACCqHtcpcpAL8G4JXF+7QtrfUqgH8vTr5UKTVaYdY3AIgVf+bI8jIsge46TiVJREREREREtNt0dZrfp2WIqxZrZVq9w53uBQVpdzu6N2ZMn7q0WmHO+s2setPQLQO9sm21VqmMCHS38fNvb08XXnfcbDWWrceHR6IItfG/cVPUEuj2rqFbKaDT715r7WiZhuIpF1q6n7hsPv8PDnR7sm1Egx3GwAMA+OwPpozpV1y7p2yDtNsmRJv2mbm1CnOWd0YEwLs6/a69BjZKKVXmTCPeBrqnlsztek8shA5/5cNqAxHrYID5hP1Ad7n3i96wddm7xYGBSg3dvR6vCdVLa30XgPehcBw4BuDPAVxSSn1JKfUBpdR/Ukq9vXj9AaXUXQAuAfhLAJt/6A9ore9syj+AyCZLQ3cyC63rO2MDERERERHtLp7WKenCN5U/VUr9GYDjAG4AMFj89TyABwE8otvkG41S6m0APl6c/IDW+v1lZvtjAK9C4f/6L5RSbyiORt9cxiCADxUnlwH8tWsr3MYCfjZ0ExERERFReUqp39/8WWv9wXK316N0WUTtKiwbuusJdIs2se6AHz4fT29P7pCB7idmVpHN5bcN0NllaeiOudTQ3WW2qdYd6M6az9t2bugGgHe+4BD++cELFX9/bGxnBPSiIfPv72WgO9jhg1LuvU6HiiHg0ufS1OI6jojnb6NOz5iB7qs8aOcGCkHivu4A5la3/n2r4r3wjuP7PVkXaWIwggfPLz8zfXbBXqB7ct6cf2Kw29VtpVGhTp/Ryp3MeHtcQA5UkO30Uqffh75wJ5bWt17v51ZTOLwnus29rJbLtHrL95TdpFyg26eAY6M74/1it9Ba/1el1EUUwtwhFILdP168lLP54pQE8Gtaax4/pbYhA93ZvEYqm98RgxaJiIiIiMhdTTk/bjGw/VDx0hRKqecBuLLkpsGSn68shrWfobX+RD2Po7X+mlLqHwG8BcDrAHxFKfX/ArgI4DoAvwNgvDj7b2utl+p5nJ3O0tDNQDcREREREW15PwqnbwaAD1a4vR4MdFPbkweM6wl0J1LmfbqDTdmdRLuEDISms3lMzq/hqhF7YbjtzMZlQ7c7ge6YY4Fua1i3nV2zJ4YXHR7CfzwxV/b3x0Z7PF4jd1gaulPuBbrlvtJgh/thobG+sBHoPu9GQ/eM2SZtNxTbiP6wGeguNRgJ4rlXDHi2LqUODZkN3TKgXc2kaPSeEMtrNV2dfixh67UzmfG2oXt6acOYLtdOLw1Fg2agO2H/RLTL4v0iGuxAp4MDm9rNgQHrdnrNnhg/k7YhrfXHlFL3APh1AD8DYLsX0wUAfw/gT7TWU9vMR9RyIiHr69NqMstANxERERERVbWb93a8A8DPV/jdbcVLqU808Fi/gK2R5i8uXkrlAfyB1vojDTzGjmYJdOcY6CYiIiIiIkOlasHWrRwk8kA4IALddQShZEO3bBsjclJfdwB7YiFcLgldn7wUdyzQnc7msbBmNp+OxIKOLFuSbarxpFOB7vYPgrzzBYcqB7p3SEO3DPKs1vn3r0UzWtzH+8P4wbmtbhIZfHXCk6Kh+2oHB3ZU09dduQ35NdfvdfSsAXYcFMFWGdCuRgbADw22dqA75MDnmEZMLYmG7hoD3adLBiPMr1rbtqtZEu9TPeHd284NAHtjIQQ6fMbglRMHdsZ7xW6ktZ4G8F4A71VKXQvgehRKt6IAVlEIcj+itX6seWtJ1Jhy35nXUlkMRd353kFERERERDtHU47AKaWuAHArgD0AwgD+Ums934x18YLWegPAq5VSPw3gbQCOAegFMAPgmwD+XGt9X/PWsPXJgxBs6CYiIiIiok1a67KJmkq3E+0mXbKhu44gVEIEutmGSG47ui9mCXTffny/I8ueT1gbd0ei7jR0y0B3PQ3d2Vweubx5solgZ/u/vd16aADX7e/BDy+sGLd3dfpx1XCkSWvlrGjI/PuvJt1r6E5lROjfg21ktN8Mtjrd0L2ykcGlFbPZ2NOG7u5Axd/dcYMzr0f1mBAB7IsrSWykc+gK1DbQQwa65fJajeVzTB1nGmmEtaG7q+p9BiNmWG+uzPtONbKhuy9ceXvcDXw+hYmBbjxRMsjjxgN9TVwjckoxtM3gNu04wQ4fOv0KmdzW53j5vZqIiIiIiKgcT/f+K6VOKKW+AeA0gL8F8CEA7wMwLOb7VaXUrFLqSaWUK9UDWuu3aa1VrZcKy/hEyTzvr+ExP6W1frnWekRrHdRaj2ut38owd3UB0Xgim4mIiIiIiIiIyEoGvOoJQsmG7u5g+7cDU2s7stcMbZ66tFphTvtm4mZANOD3odel5tOYCHQnM3lLk3I15faBedG+7DalFN75gkOW26/dH2ta87HTop42dHvf4j7ucqBbtnN3+pWlndpNlQK0BwfCODba49l6WB5/0NoQfXahtpbuTC5v+TsdGmrtARQhEehO2nwNbYTWGtOyobu/hoZuEeieX60j0L1uNnS79T7VTn7m1gPP/Ly/twuvfNbeJq4NEdH2lFKWgdBuDu4jIiIiIqKdw7NKJaXUawB8FkAA5imvdZnZPwngvwMYAPAaAF9wfQWppQXY0E1ERERERERkmyXQXUdDtwx0lzt9NJGTjuyNGdMnL8YdW/ZM3AzWDceCUKpsl0PDZEM3UGgdHo7WHrYtH+jeGYMqXnXtHoz1d2FqcasB9/rR3iaukbNilkC3iw3dIuQqyzHcIAPdU4vr0Fo79nx6QgS6Dw1GLPuI3VSpofv24/tde82oRTjQgb09IaO9fHJ+zfK6Wc7U4jqyovF/wsOQfD2a2dA9n0gjKdrva2rojjrQ0L1uDgDp3eUN3QDws885gCuHIji/uIZXPmtvza30RETNEgl2GK/nbOgmIiIiIqJaeLIHVCm1F8CnAQQBnATwKgAVz4+otV4FcFdx8lWuryC1PEugO8dANxEREREREVE1YRGEWq8jCJVImfeRTWNETjsqgonziRTm6mg4LWd21WzoHomFHFluOeUC3fENey3N5Rq9g507o8G6w+/Db73immem/T6Fn7plrIlr5KxI0Pz7r6dzyOXLdZs0ztLQ7cE2MtZvBltT2bxjz1MAOH3ZDHRfNeJtk3Slhu7bj+/zdD3KmRg0Q9iT87U1dMv5BroD6Gnx5mdLQ3cdA9PqNSXauTv9qqb3DNnQXc/zYkkGusu8n+xGt14xgDffPN7y2y0REWAdCJ1IuXe2FiIiIiIi2jm8OgL3XgDdAM4BeL7WehlAtSaL/wDwUwBudHvlqPUF/OaO27SHp1YkIiIiIqL2pJTyA7gZwPMBXA2gD4XBxXEAiwCeAPAtAD/QWnPUKO1Isr2wniCUbOhmoJvcdmCgG12dfqNR/tSlOIaiQw0veyYuA93BCnM2rtPvQzjgNwZSrGzYa+ZLZco1dO+MQDcAvPbYPkSCHXjg3BJe/qwRXDlcsQOk7URD1tfKRDLrShAxJV7bvdhGRqIhBPw+o3hjamkdww4Nkjg9kzCmD494u22Ua+i+frQHh4a8DZaXMzHYje88vfDMdL2BbhkMb0VOnGmkXtNLG8b0vt4u+H3V29mHREP3fB0N3SsbaWO6jwFmIqK2Iz8LyoHSRERERERE5Xh1BO6VADSA/7kZ5q7Bj4rXE+6sErUTS0N3mdPNEhERERERAYBSqgPArwL4DQC11ChOKaX+CMBfaa15hI12FBmEqqehWwa6ZdMYkdP8PoXDe6J4eGprN+LJS3G84GonAt1msG446l5DN1Bo6S593tlv6LbuAwv4d06gGwBefM0wXnzNcLNXw3HlAt3xZMadQLds6O7wV5jTOT6fwmhfF86UhITPL67jxgP9jiz/9IzZ0H31Hm8D3X1lAt23H9/v6TpUUm9D95l2DHSLtvlkmUEubplaNBu6x/rCNd1vUDR0L6ylkc3l0WHjtXtpzXyv6KnQGE9ERK3L0tCdtDewk4iIiIiIdiev9v4fKF5/38Z94sXr5ldeUNNZAt05BrqJiIiIiMhKKTUA4GsA/gSFMLeq4TIG4E8B3KOUciaFRNQiujpFs2Udge6EbOgOMNBN7ju6L2ZMP34xXmFOe6wN3e4GumMhM7y7YjvQbW1ernLWQ2oR3YEOyD/VqktBHll+4VWL+1i/GXA9v7BRYU575hMpLKyZDcVeN3QPi5ZlnwJee2yvp+tQSb2B7sk5Eegeav1Ad0h+jmliQ/doX1dN95MN3VoDi+vpCnOXtyzeK9jQTUTUfuSZrRIpe98DiIiIiIhod/Iq0L35jcXO4/UUrxPbzkW7Ahu6iYiIiIioGqWUH8DdAG5DIagNAPcA+C0ALwVwA4CrAJwA8HIAvw3gq5t3B/AiAHcppXZW9SntapZAdx1BqLW0CHQH3W9+JXqWCHQ/eG7JkeXOiobukViwwpzO6OlqNNDdnKAuNc7nU9ZmxpQ7gW7LdtLpzev0uAh0Ty2tV5jTntOXzXbuUKfPEh532zV7orimpBX8TTeNud7oXysZ6F5cS2O5hsDwmXnzUMuhtmjoNrflZB0D0+o1LbbnWrfB/u4AfGIwx9xqqvzMFci/Zy8D3UREbUeerYUN3UREREREVAuvKpUuAzgI4BCA79Z4n1uK1+fdWCFqL0E/A91ERERERFTV/4XCd0kN4CEAP6u1PrnN/F8F8EdKqWsBfBLAcQC3AvhNAB9yeV2JPNEVcKKh27yPDCgSueGmA+YJEy4sb+DC8gb299bWkFrJzKrHDd2NBrozzQnqkjOiwQ6jlXs16U4zY7kmdy+M9ZvPx/OLzgS6n5gxA91XDkfglwlZlyml8E/vuhVfeHAakVBny7RzA4Vgsd+nkMvrZ26bnF/DDeOBivdZS2UxIwa0HBpq/ZOjtmNDt9+n0N8dxHxi6//bfqDbfK3o6ar8tyUiotYkvzevujSwj4iIiIiIdhavKl2+iULb2RtrmVkpFQDwLhQOwv+He6tF7UI2dMvWGSIiIiIi2t2UUp0Afg1bYe7bqoS5n6G1fgzAc4v3UwDeq5RiYpV2BNlsuZ62fxB5LSUbuvn0IPddNRyxtFvfP7nY0DKTmZwlJOd1Q3fcdkN3c4K65IxoyPz7r7rUzNisJnfZ0D3tUKD7tAh0Xz0SrTCnu3q6OvG22ybwkzeOItjROoMpOv0+y//95PzatveRv1fK+vdrRZaBaR4FuvN5jQuWQHft/19DUfO9ZT5RvUF9UzKTs/w7+9jQTUTUdiJB87Vbfq8mIiIiIiIqx6sjAJ8oXr9OKfWy7WYshrk/CeAKFA7Ef9TdVaN2IAPd6RwD3UREREREZHgtgCEUvkf+jNY6WWV+Q3H+ny3efwjAaxxfQ6ImCAfM8HUyY//7tDzwzIZu8oLPp3DzwT7jtu+fbSzQXa4hdSjqdkO3+Xyx3dDdpKAuOSMaEs2MbjV0i9d2uS/VLTLgeimetAxCqMfpmYQxfbhJge5WNjHYbUzbDXTv7+2ytF+3opDYlpMeBbpnV1OWYxCykX47gxGzUdtOQ3e594neMBu6iYjaTUR8Dkww0E1ERERERDXwZM+u1vo/APwTCk1nX1JKfUgpdUvJLAeVUs9VSv0mgMdRaPLWAP5Ka/24F+tIrS3gF4FuNnQTEREREZHpecXrr2qtf1TPAoqN3l8pTj7fkbUiarKugHWAdNbmIGl54JkN3eSVmw/2G9ONNnTPxM2xPqFOH2Ihd7dn2dBtP9AtG7pbP4BJW2SgO+5aQ3dztpPxATPQrTUsrcZ2aa1x+rJo6N7DQLfUaKBb3r9VWRu6vTkuMLVkts0HO3wYitR+RgfZ0G0n0L20bm3zlu8lRETU+iJB8z0s4dLnQCIiIiIi2lm8rHR5G4AvAwgA+A0A96EQ2gaALwH4JoD/jkIztwLwBQDv8XD9qIVZGroZ6CYiIiIiItONKHzH/PcGl/PvKHwnvbHhNSJqAV0Ba1h1w0a7pdba0tDdHWSglLxx84QZ6H5yNoGlNWvQrVYzcTNQNxILQSlV9/Jq0XCgW4QXg51s6G4nkZD593ermbFZTe6xUCd6w+a/carBQPellSRWxf8TG7qtGg10H2qTQLdsEU+mvWnonlo0A92jfV223i9koHs+UXuge3ndfJ+IhTrg97n7XkVERM6LBM3PSPLzDRERERERUTmeHQHQWqe01q8B8C4AZ1A4QF7uMg3g3Vrrn9Rae7N3jlqePAghT3dIRERERES73ljx+tEGl7N5/wMNLoeoJXR1WsPXGzbCUMlMHnlt3hZhQzd55Np9PZZt+P6z9bd0y4bukWio7mXVqvGG7uYEdckZsqF7NWnv718ry3biYfB/rM9s6T4vgrB2PTFjtnNHgx3Y2+P+c7XdlAt0a60rzA2cmUtse/9WJd8D7AxKa8S0GJgwKrbzamSbt52G7mXR0N3XHbD12ERE1Boi4nMgG7qJiIiIiKgWnh8B0Fp/VGt9FYBrUWjt/i0A/zeAdwK4GcABrfVfeb1e1NpkQ7dsJyIiIiIiol2vp3i91OByNu/fs+1cRG0iHCgT6LYRhirXJtvNQDd5JNDhww3jvcZtDQW6V81A93AsWGFO58hA96rNIEcqaz5fgx1syG8n1kC3O0EeeTZDL7eT8X4z6DrdYKD79GUz0H3VSMT1Jv12JAPZ6+kcZiuEhrXWOCMbuocirq2bkywN3R4FumVD91h/l637O9nQ3SveR4iIqD3IgdDyzFdERERERETlNO0InNb6JICT1eZTSt2otX7Ag1WiFiYD3WzoJiIiIiIiIVa8Tmw7V3WbaZdog8shagnBDh+UAkpLO+0EussddGZDN3np5oP9+M7TC89Mf/9s/eN2ZuNmoG4k5n7rb6zRhu4MG7rbWSzUWKC/Vtbgv3fbyagIujba0H16xvwod3gPP5KVsycWQqjTh2TJa8SZubWyr2sLa2nLttc2Dd2B9mzoHpQN3TYC3Usy0B1mQzcRUTuSA/vW0jnk8hp+HweqERERERFRZS17BEAp9Vyl1L8C+F6z14WaTx6EyOU1cvKcz0REREREtJs5XUXZst+XiexQSqFLtFuup+tv6Pb7FAOl5KlbJvqN6ccvrGA9XV8odlY0dI80oaE7kcoia6OoICWblzvZ0N1OZJAn4Vqgu3nBf9nQ3Xig22zovnqEge5yfD6FgwNmKHtStHBXuj3Q4cO+XnuN080iP8N41tC9JBq6bQa6ZUP38nrG0qRfyfJG2pjuDbOhm4ioHZUbCL1W5/cYIiIiIiLaPVruCJxS6iVKqa8D+CaAlwPgMFVCwG89WFXrDlAiIiIiIiKi3cwShrIR6JYN3d0BP5Tirhryzg3jvegoabHL5jUeOr9c17JmmtDQLQPdABC3EeptZvMyNU4GeeJJew3ttbI0uXsY/JeB7qkGAt25vMaTs2ag+zAD3RUdGpKB7vInqpmcMwPdBwfCbdMOGhLbcianbQ2KqUc2l8elFXMA0GifvQD8UMQ6YGhhrbaW7uU183Wijw3dRERtqbtMoNutwX1ERERERLRzuHaOXFU4uvd6AC8FMAYgA+AsgM9prb9TZv4XAfhvAJ69eVPx+h631pHaR6DMwap0Nm855SIREREREe1671ZKzTZw/2HH1oSoRXQF/EBJlstOQ7dsECvXMkbkpnCgA8/a34NHprZC3N+fXMRtVw7aXtZM3AzoDUebE+he2cigv7u2gF4zm5epcdGQ+fdfda2h23xdD/i9205kc3E8mcXKegY9dbQKTy2uIynC6VfvYaC7kolBGeguH6Y/Ixq65f1aWajTui0ns3lEXNzGL60kLWcHHSerxO0AACAASURBVOu319Dd09WJDp9CtmQ5c6sp7O2pHgyXDd3l3keIiKj1lfvuLM+ARUREREREJLlyFE4pdQDAnQCuK/Pr9yilPgvgrVrrnFJqAMBfA3jd5t0B6OL9/x+t9Q/cWEdqL+UC3alcDgB3ZhIRERERkeFXmr0CRK1GNnRvZGoPdCdS5rzlWsaI3HbLwT4j0H3/2UXby1hPZy1h2pGYtUHVaaFOPwIdPuNMc/GN2luaLc3LHSw3aCfRkPmauepWQ7cM/pcJwbplX28XfAoozb9OLa2jJ9xje1lPzJjt3APdAQyWaTqmgonBiDFdqaH7zJx5u7xfK5OfYQBgI51zdYDZ9NKGMR0O+NFnc4CCz6cwGAnicslAovlEbQ3dS+uyoZvHQIiI2pHfpxAO+I0B1W4N7iMiIiIiop3D8T27SqkAgH8BcD0K4exylzcC+EOl1BiA+1EIcysAeQCfBnC91vr1DHPTpkoN3URERERERCUqfQe1eyHaUcLi7FYbdhq6RYMYA93UDDcf7DemHzq/jEzO3n6h2bg1SDccc7+hGwBioqV5xU6gWzQvexnUpcbJQHcilYXWusLc9Wtmk3ugw2dpHT6/WL4puprTl81A91Uj7RM8boaJQbM1+vziOrJlXhsnRUP3oaH2aegud4bOpI2BafWYWjK337G+MAonpLVnMGqeiWFutbZA94oIdPeGazujAxERtR45AEl+vyYiIiIiIpLcOAr3VgDPQqFl+xyA/wrghwDSAI4A+E0AN6DQmnYrgIPF+30ewH/RWj/pwjpRmyt3mlAGuomIiIiIqMSLm70CRK0q1EBDtzzg7GYjJlElMtC9kcnhsQsruGG8r+ZlzJS0pAKFbdmr7bmnq8NoZrUX6G5eUJcaFw2aYf68BtbTOccHx6TE67rXTe5j/V24sLzValx3oHvWbJI+PBJtaL12Otm0nclpXFjewIGBrcB2Lq9xbsH8exwabJ9Ad6jMtmznc0w9ZEP3aF9XhTm3NyTa5WsNdC9vpI3pXjZ0ExG1rUioA7Mlr/8JBrqJiIiIiKgKN45avKF4PY1C03bpXthHlFKfAfANAM8FcBuAHIBf1Fp/0oV1oR2i029twEjbbGIiIiIiIqKdS2t9b7PXgahVyXbLdRsN3fKAc3fQ25AgEQD0dQdw1XAET5aEPe8/u2gv0C2CdMOxYIU5ndfT1UhDtwx08znYTmRDNwCsJrOOB7rlflKvg//j/WF898ziM9NTDjV0X72Hge7t9IU70dPVabymnJlfMwLdF5c3LNvHRBsFun0+hUCHzyh3cbuhe1psv2P94Qpzbm8oar7PzCfSFebcorXGEhu6iYh2DDmANJFkoJuIiIiIiLbnxp7dYyi0c/+RCHMDALTWeQC/vzkJ4O8Y5qZqlCrsuC3Fhm4iIiIiIiKi6sIB5xq6nQ4hEtXq5gmzpfv7k0u27j8rGrpHoqGG16lWjQW6ZfMyG7rbSaRsoLv2v38tcnmNTE4bt4U6vd1OxvrMwGs9Dd3pbB5Pz7Gh2w6llCWcPTm3ZkyfmTenY6EO9He3V0C4S55pxMbAtHo41dA9WEdDdzKTtxz36GNDNxFR25KB7lU2dBMRERERURVu7NkdKF4/ts08j5b8/DkX1oF2oKCfgW4iIiIiIiIiu0KWIFTtB5FlQ7c8IE3klVsOmoHuH5xbRD6vK8xtNSMC3c1s6I7bCPSmMqJ52eOgLjWm0++zhFHjDjczlttH6nWT+/iAGeiWgdhanF1YQ1Y8p69ioLuqQzLQLQLckyIkPzEUgVLWs2G2Mkug2+WG7qklc0DCaJ8zDd21BLqX1q0t3r1d7RXAJyKiLWzoJiIiIiIiu9w4ArBZVzBbaQat9XzJ5LQL60A7EBu6iYiIiIiIiOxrpKE7kTLnZUM3NYts6F5ez+DJWcvJASuaiZtBupGYdw3dMRnottXQLQLdHgd1qXFR0dItB8o0Sra4A943ucvA6/TSOnI2BlwAwBOXV43pPbGQZTAEWcmG7rML2zd0ywB4O+gSn2OSLga609k8LosBQGP9zjR0zyeqB7qX1833B5+yvoYQEVH7kGdrWbMxuJqIiIiIiHanVqh04TcXqokMdKdyDHQTERERERERVSObLdfTtQeh1tjQTS1if28X9veaobrvn12s+f6Whu5o8xq6V2wFus3nq9dBXWqcDPKs2mhor4UM/QPW/ahuG+83A92ZnLaEYqt5csYMdF+9h+3ctZgYMgPaZ+ZEQ/cOCHTLM40kM+4dF7i4vAEtxiJ42dC9LBq6e7o64fO1V6M6ERFtiQbl50DGIoiIiIiIaHs8AkBtgw3dRERERERERPZ1BcyDyHaaLWWTbHeA7cDUPDcf7DOm75+sPdA9u9q8hu7GAt2yoZu7c9tNNGT+/Z0O8qTKhFu9bnIfjAQsg4emFtdtLeMJEeg+PBJpeL12g4MDZkD74sqG8T4vA94yAN4OQp3m656dM43YNb20YUzHQh11N8XLQPdqKlv1M9iyeH/oCwfqemwiImoN8gxXTp+phYiIiIiIdh43a5XerZSadWI+rfUHHVonamMBPwPdRERERERERHY52dAtD0gTeenmiX588eGLz0zff3YRWmsotX17qdba0tDtZaA7JsKA8Y3agxwyrBvs5KCKdhNzvaHb+prudUO3Ugpj/V04PZN45rbzi+t4zqGBmpdRel8AuHqEDd21mBCN21oD5xbWcXhPFMlMDhdXNradvx3IzzEbNj7H2DW1ZA5EqLedGwAGI9YzQcytpjDWX3mZS7KhO1xfmJyIiFqDPFNLwuHPgUREREREtPO4eRTuV6r8fvPEddXmAwAGuokN3URERERERER1CAfqD0LJQHeEgW5qolsO9hvTl1aSmF7a2DYcBxSa8ORAhpGYNWjnlsYaus31ZkN3+4laAt0ON3SLfaSdfgW/b/tBDm4Y7w8boexpGw3dyUwOZxfMJunDexjorkV3sAMjsSBm4ltnIZicT+DwnijOLaxDa3N+2ejdDiyBbhcbumWz/Fh/V93LioU6EOjwGccx5hLbB7qX19nQTdQKlFIHAPwagFcDGAOQAvA0gM8A+Auttb3TUJjLPgLgJQBuBnAdgGEAgwByAGYA3A/gUwDu0lq+ihvL+QSAn6/xYSe01merrJdr/+bdLMqGbiIiIiIissmto3BO7jGu+GWVdhdLoDvHQDcRERERERFRNY0EoRIpc142dFMzXTkcQV+4E0slgbf7zy5WDXSXBh03DUc9bOgONRLoFg3dDHS3HTkQxu1Ad7CjOS3ussn4vI1A91OzCSN4rFTh+U61mRjsNl7nzswXwvGT82br+Z5YqC3fx0NiYFrSxUD39JLZaN5IQ7dSCkORIC4sby1zftX6flRqWTR093axoZvIa0qp1wL4ewCxkpvDAG4qXt6hlHq11vqpOh/idwC8tcLvJoqXNwG4Vyn1E1rrhTofp2Ye/Jt3LUtDd8q99zAiIiIiItoZ3Nh792IXlkmEgJ8N3URERERERER2dTnZ0B1qvyAY7RxKKdx0sB9fOTnzzG33n13EG06Mbnu/2dWkMR0LdVieF26SDd3xZAb5vIavhhblVgnrUv2iItDvfKC7NVrcx/vrD3Q/cXnVmB7rCyMc4PtNrSYGI/jumcVnpifnCoHup+fWxHzt184NAKEO7wLdU0uiobuv/oZuABiMmoHuuUS1QLc54KeXDd1EnlJK3QDgnwB0AUgA+EMAXy9OvwXALwG4GsDdSqmbtNarlZa1jSyA7wH4NoAfArgMYA5AH4BrALwLwLUAXgjgS0qp52mttzsgehHAK6o85oVKv/Do37xrRYLm58BEqvaBnUREREREtDs5vldUa32v08skAso0dDPQTURERERERFRVvQ3duby2zCubZom89uwJM9D9/cnFbeYumBUN3SMx79q5AaAnbAY5tAZWU1lL0FvK5vLI5c2TFwY72dDdbqIh2dDtbJCnVVrcZaB7SjQdb+f0rJkNu3ok6sg67RaHRFD77MJmQ7cZ6D401J6B7q6AuU3bOdOIXU42dAPAUCRoTM+vpivMWbBkCXSzoZvIY/8LhSBzFsDLtdb3lfzua0qpJwH8DxQCzr8O4P11PMY7tNaVRnd9VSn1/wH4DIA3ALgVwGsA3LXN8jJa68fqWI9NXvybdy35/Tnh8MA+IiIiIiLaeXgEgNqGPBiRzjHQTURERERERFRNuM6G7rW09WBzNwPd1GQ3H+w3pp+eW8NClcbTmbjZ0O15oLtMcDu+UT3UK4O6QPPCulQ/1xu6MyLQ3dmcFvcxEeieW03V/H5zWjR0H94TcWy9dgPZvL0Z5JaB7nZt6LYMTEu7c1wgmclhbtV8P5HbtV1DUbNhey6RrDBnwcqGGfjuY6CbyDNKqVsAPL84+Tci2LzpfwI4Vfz5PUop20/SbcLcm7/PAfijkpueX2neRnn1b97NLIHuVBZa6wpzExERERERMdBNbUQ2dJc7qEVEREREREREppAMdNfYbLmWsmYNIgEGuqm5nrUvZhmkcP/ZpW3vMyMauodjwQpzuqM74Iffp4zbVuoOdDcnrEv1kw3diTKvrY1IZc3X9IC/Obv8x/q7LLdNL63XdN/TMwljmg3d9hwUQe35RBorG5md09AtAt1Jlxq6ZTs3AIz2WbdrO2RDtwyMS7KhuyccqDAnEbngjpKfP15uBq11HsAni5O9AF7s0rqUjnRycyRiK/2bd6SI+ByYyWke3yYiIiIiom0x0E1tQx6MSPMLLxEREREREVFVlobuTK6mVrByge7uIMOk1Fwdfh9OjPcZt91/dnHb+8ysNrehWymFmAhz1NbQbQ0tBju5O7fdREUz42qy+t/eDhkKatY2Eg50YDBihk/PL1YPdK8mM7iwbAZpD+9hoNuO8f4wxJgRPDy1jMU1s+15YrA9m89l67xbge4pMQChvzvQ8JlJhqJmoHs+ka4wZ8GyCHSzoZvIU88rXq8BeGCb+e4t+fk2l9blLSU//8ilxwBa69+8I8mGbqD892wiIiIiIqJNPAJAbUM2dDPQTURERERERFSdbLbUurazXiVSZmAq2OFDR5OaX4lK3Xyw35iuFuiejYtAd9Tbhm4A6OkyQ3k1NXRnyjV08znYbqIh82+/mnS6oVsEupu4jYz1h43pWgLdsp3b71OYGGzPJulmCXT4LP/3X//RrDHd4VMNt003i/wcU+uZRuySDd1O/H8N2mjo1lpjed0MfPd2saGbyENHitdPaa23e7MuDVgfqTiXTUqpQaXUrUqpvwHwO8Wb5wH8Q5W7Diil7lVKLSilUkqpS0r9/+zdeZwjZ2Hn/+8jtdTqlrqnr7mnxzODPb6wjQEbMHdIICR2gBAIsNkEAiFsArmP5cdufnnlINmwbA52QwhJIIQNIclyxOa+zBrbxMYYj83gGRt7Znru6bvV3TpaevaPVs+onpLUOlsq9ef9evVrukqlUvW0WlJVfev7mC8YY95ujOlf575t/Zk3A3ekFqn5o7UAAAAA6C6Mk4vA8AW6c605cAsAAAAAQDfpi/pbtZcyOcUildu23eawUu1iQDvctN/b0P3d0/NaTK+UbVI9N+8N0G10Q7dUZ6C7xIUX7gh26HxukKfpge6se/FN+0ZS2DvSrwdPzF6cnpherrD0qsfOLXim94/F2/ozBNX+sbiOT10K0H/l0XOe2/eO9CsS0NcP93NMywLdzgUI48Pr5SDX52/oLh/oXszktJL3jqAyREM3sCGMMTFJY4XJk5WWtdbOGGMWJcUljTf4uHdKemGZmyclvcpaO1vm9jUJSS8omt5R+HqppP9sjHmttfaeEo+9IT+zMWbPOovsqGV9QdPbE1JPyHhe35v9WRAAAABAdwnmETxsSu6BfBq6AQAAAABYn9tsKVUXhnKbw8qFZYGNduP4sCJhc3E6l7f69omZkstaa3XOaejeNrjxDd2DTqB7PlVNoNvfkm+MKbM0OpUb6M7k8ko1MZCayXVQQ/dw7Q3dR5xA95XbB5q6TZuF22ruhukPbA1u67mvoTuzQQ3dI81v6F7K5HwXzK2ZWcz45hHoBjZM8ZtPsuxSlywW/k20YFsk6S8kXW2t/UaFZaykb2q1zfvlkp4u6RZJPy/pvsIyuyV90RhzY4n7b9TPPLHO1/01ri9QjDG+/WgaugEAAABUQqAbgeE2dFczPDQAAAAAAJtdyUB3Zv2TyG7giEA3OkVfNKyn7t7imXf/k9Mll51fXvEdQ9o2sPEN3W6gu56G7nYGdVG/RMz/2tnMIE866zxPIu17nuwd8Qa6T86sH+g+6gS6DxLorsuBscqBbTfwHSSxyMacF5hwnq97WtDQLUkXFkq3dLvvCz0hw+gowMYp/nDov7rCb+0PudErP94k6TpJ12u1ZfvXJD0m6e2SPmSM2V7hvr9qrX2Otfbd1trPW2sftNbea639a0nPlvTuwnJxSX9j/FcFtutn3nTc1/IkDd0AAAAAKuAsAALDHVKWhm4AAAAAANbXEw759qmXM+vvU7uB7kSvPxgOtMvN+0Y80/cdKx3oPreQ8s1rR0P3lnoC3b6gLn+DQTQY8zfsLjQxyOMP/rfveeI2Gp+YXpK1tuJ9jpz1loJeuaNVZafdbf9Y5f+39W7vZLE2NXSPDzeeWYz39qg/6t3+yWTpQPfMkjdPOdQfYVQGYOMUf2CMVrH82ofJ5YpLrcNa+6S19hFr7cPW2rustX+q1XD3ZyXdKul+Y8yeMvedrbBea619l6SvFGattXcX26ifeXydr5tqXF/guKO1LFZxcTUAAACAzYtANwLDbegm0A0AAAAAQHXcdsulKk4iJ9PewBQN3egkNzmB7gdPzJY8VnRu3hvoHu6PtCXw6g90r/83mF7x/g3S0B1MvT0hRcLeUOZCav1Af7U66XniNnQvZXKaWixf+jmVTPvCrTR012ffWOU26SA3dLsjjSxnmx/oXkyvaNp5rjajoVuSxhLei4jKNXTPLnlfF4b6q8lXAmiS4uEiqrkCZu1FNVlxqTpYa1Nabe5e0mrg+U8aWN0Hir5/oXPbhvzM1tqTlb4kna1lfUHkNnQ388I+AAAAAN2HswAIDPdkRCZHoBsAAABAsBljLjPGvNcY86gxZtEYM22Mud8Y85vGmOakSFYf5+XGmE8aY04aY9KFfz9pjHl5DevoMca8zRhzlzHmgjFm2RjzfWPMB4wx19awnjFjzO8ZYw4ZY+YLX4cK80bXue8+Y4yt8uvD1W7TZtAf9Z5EriYM5TZ0E+hGJ3nmvmHPdHolr4dPzfmWOzfvDc5tH4z5ltkIdTV0+5qXOZQbRMYYDTgt3a1s6HZLMTbSzi196gl5w+sT00tllz96zpsJi/aEdNlocIPH7bRrS1/F3/2BrcH9f+2Ltj7Q7bZzS9KeJjR0S9LWASfQXaahe9Zt6O7zt/sDaI1CiHqqMFmyEXuNMWZYl8LNEy3anklJdxcmX2GMqfcF4XDR97udx+ion7mbJZyG7mSaQDcAAACA8jgLgMBwD0i7JysAAAAAIEiMMbdJOiTp1yRdKalf0rCkZ2q1hetBY8zlDT5GyBjzN1odsvmVWj2JGy38+0pJnzXGfNAYU/H4gDFmTNI9kt4v6XmSxiTFJB2Q9FZJDxhj3lLF9jxL0sOS/quk6yQNFL6uK8x72Bhzcx0/KtbhC0Nl1g9DuSeaE1EC3egcQ/1RXek0+d5/bNq3nNvQva1DAt3zVQW63ebljW8WR3MMxFrXzJjOdk7wPxwy2u2EYE9UCHQ/dn7BM3351oTCTiAc1QmFjPaXCcPHo2Ftc0LFQRJzGrozK3nl87apj+FeeLB1oNf3uPUaS3ibtidp6AY61Vr4+XJjTKUdn6uKvv9eC7fnQuHffq3uf9djvRfLTvuZu5J7YXSShm4AAAAAFRDoRmBEw05DN4FuAAAAAAFljLlR0sclDWp1yOJ3SbpF0kskfbCw2EFJnzHGDJRcSXX+UNKbC98/KOn1km4u/PtgYf5bJP1BhW0NS/qkpJsKsz4h6eWSniXplySdl9Qr6QOVGr+NMeOSbpe0Q9KKVkPrLyh8/Ulh3k5JtxtjKjaEFfwXrQbBy329q4p1bBp9kdrbLWnoRqe7ab+3pfu+J/2B7vNOoHt7m0KNg7E6At1uUDfCodygSvS6ge71f//V6rTg/94R7wAjpZqP1xw56w10X7mjkY882D9WOtC9f2tcxgQ3KO9+hpGk1EpzW7onZryB7vEmtXNL1Td0z/gC3TR0AxvsG4V/45KeUWG5FxZ9f3fZpRpX3KidLLtUZdcUfX+6xO2d9jN3pQE30E1DNwAAAIAKOAuAwHAbugl0AwAAAAiwP5fUp9UQ80utte+21t5rrf2qtfatkn6rsNxBSb9ezwMYYw5K+o3C5LckPdda+0/W2vuttf+k1abtbxVu/80KbeA/U1hWkv7SWvtqa+3nrbX3WWvfJ+m5kua1eozhLyo0e/2hpK2F799grf1ta+1dha/flvQfCrdtU4WAeZFT1tpHKnydqmIdm4bb0L1URUP3YsZp6O6lHRid5aZ9I57pbx2b9rW2npv3Bue2d0hD91xVDd2d07yMxrSyods9Rtru58meYW+g+8RU+Ybuo+e8ge6D2wl0N2L/1jKB7rHEBm9Jc5Vqyq5mpJFauBceuM/jRmxNeN93LixkSi43u+ydP0ygG9honyr6/k2lFiiMbPXThclZSV9rxYYULnB+TmHyuLV2odLyFfx80fdfL3F7x/zM3cy9sI9ANwAAAIBKOAuAwPAFunMEugEAAAAEjzHmZknPL0z+rbX23hKLvVeXhjL+ZWNMPYmOX5G0dubwHdZaT1LFWrsk6R2FyR5Jv1pmPWuh8GlJv+neaK19XNIfFSYvl/QqdxljzA5dCmx/wVr7LyXW88+SvlCY/I+F+6BJ+p1Ad6qKhu5k2rsMDd3oNDfv9wa651MrOuIERM8tOA3dg+1p6C4V6LbWlll6Vac1L6N+A05DezMD3b7gf5ub3N2G7hPTpQPd1toSDd3BDh63W9mG7jLzg8K9KE2qbqSRWkw4z9PxkeY1dI8NRD3T5Rq6Z30N3dGSywFoDWvtfZLuKky+2RjznBKL/bqkqwvf/7m11vOHa4x5kTHGFr4+7N7ZGHPQGPMDlbbDGLNF0j9KWnsR+EiJZZ5tjNlZYR3GGPMHkn6wMOshlWjWbsbPjPUlnAv7kk38HAgAAACg+xDoRmBEwzR0AwAAAOgKryz6/kOlFrDW5nXpxO2QpBfX8gDGGCPpFYXJR6213yzzON+UdKQw+YrC/YrXc1CXTt7+cyEEXsqHi773Bbol/ZguHYMo+TM76wkV7oMmcdstq2rodprDCHSj0+zc0qc9w97Q3f3Hpj3T552G7m0d0tC9krfr/h2ms53VvIz6+Ru6m5eF6rTgvxvonpgp/dHh3Hxa806g6YptNHQ34kCZ4Ha5+UERK/HaV82FabVobUO390KiyYVygW5vQ/cQDd1AO/yypGWtXvD8RWPMOwvh6RcbYz4g6U8Kyx3V6kXYtdol6SvGmO8YY37XGHObMeYmY8yNxpiXF0LYj+rSBeCPSPrjEuv5YUlPGmM+ZYz5xcL23VjY1rdKulfSuwrLLkn6OVv+SsJW/8ybHg3dAAAAAGrBmTgEhq+hm0A3AAAAgGB6XuHfRUkPVFiueEjk50r6Yg2PsV+rJ4vd9ZR7nCsl7Za0T9KTRbc9z1muJGvtWWPMUUkHC9vqqmo98v/Mf11hWdTAbeiuptnSDXS7J6KBTnDzvhGdnDl1cfq+J6f108/ZJ2m1Afi8r6G7MwLdkjSfyla8UMLfvExDd1ANtDDI43uetDn47zYbn55dVjaXV8Qp6zjqtOnHo2HtHmpeK/Jm1K0N3T3hkCJho2zuUhYxlW3uuQH3woPxJga6xwa8ge4LybSstXKuo/Q3dPfR0A1sNGvtg8aYn5T0UUmDkt5dYrGjkn7UWrtQ4rZq3VD4quQzkt5U4aLqXq1exP2KMrdL0glJb7DW3l9ugQ38mTctdz96gUA3AAAAgAqodUFg+ALdOQLdAAAAAAJprfH6cWttpTN5j5a4T7WuKbOeWh+nnvWMG2Pc5NDaeuastWfLrcBae0bSfJltcb3DGPO4MSZljJkzxnzXGPNXxpinr3O/TanPCYIuV9HQ7QYOaehGJ7pp/4hn+v5j01orIJxZynoCgJK0fdAbrNso7lDrkjS3XLml2d+8zKHcoBqIeQP9C6kmBrrdJvdIe58nbkN33q6Gul1uoPuK7QMKhYxvOVRvJB71tcFL0r6AB7ol/0gj1VyYVq255azvb9Id/aERbkN3ZiXva6eXpFnnPWGYhm6gLay1t0u6XtKfajXIvCRpVtK3JP22pButtY/Xufq7Jb1M0nskfU3SY1rd/12RNK3VC77/l6TnWWtvtdZeKLOeD0n6BUn/IOkhSWckZQrbekLSpyS9WdKV1tq719uoFv/Mm567H5Bs4kgtAAAAALoPZ+IQGO5JKxq6AQAAAASNMSYmaawwebLSstbaGWPMoqS4pPEaH2pP0fcVH0fSRNH37uPUsx5TuN+REutZbx1r67m2xLa4ioPbvVoNjV8j6ecLQ0P/srW29Jj2FRhj9qyzyI5a19kJ+tyG7ioC3W5Dd7yXdmB0npv2eQPd5+bTmphe1t7Rfp2b97ZzGyONJdoT6A6HjAZiPZ7Q4NzSeoHuzmpeRv3ckO18E4M8bvA/Gm7va/WWvogGens87ZMT08u6bNQbKj5y1hvovnL7wIZsXzczxujAWFwPnZy7OG8sES05QkDQ9EXCntfPaj7HVGti2lt+a4y0q4lt8VsH/O87k8m05/eSz1vNLmU8y2wh0A20jbX2uKRfK3zVcr87tbo/XO72rFZH3qpl9K1y2/f+wldT1PszY31uQ3czR2oBAAAA0H04C4DAcE9GEOgGAAAAEEDF0gJUNgAAIABJREFUaaVkFcsvFv5NtPBxFou+dx+n2etpxs88q9VGsp+RdItWg90/KunPi9b/85L+rorHKmVina+yw1V3Ml9DdxXNlotp7zLuiWigEzxla1yj8ahn3n3HpiXJF+gejfcqEm7f4VA3VLluQ7fbvNzDRRVB1dKG7g4L/htjNO60dJ9wArOSv6H74A4C3c2w32njPjBW60fIzuS7MK2JDd0nZ7wN8jsGY77RQhsRi4Q14HyGurDgveZwIb2ivHdACQ33e9/bAADB5F7Y5+5nAwAAAEAxAt0IDPcgaiaXvziELgAAAAAERKzo+0zZpS5ZS3vUWhNYy+MUJ0rcx2n2ehr9mU9L2m2t/Vlr7Uestfdaax+01n7WWvsrWg13nygs+wZjzI9V8XibQr8ThFpap9kys5JXJucNCcYJdKMDGWN8Ld33P7ka6D4/7w3MbR9sTzv3GjfQPb9OqNdtXu6NcCg3qNwgz0JTG7qdQHcHPE/2OoHuiRlvoDuftzp6znuNFw3dzfHU3Vs809fuHmzTljRXzLmgJdXUQLf3+Tk+3F9myfq5Ld1uoNtt55akIRq6AaArJHq9r+fJ9Iry7lU8AAAAAFDQ/qO7QJVKtWK4J5cBAAAAoMMV18VWU7u3lv5YrrhUY49TnDBxH6fZ62noZ7bWZqy1/prPS7c/Jumnima9o4rHc42v83VTHetsu1iktiDUYolhoGnoRqe6ab8T6C7T0L1toLMC3es2dHdY8zLql3AC3ckSr7H1ckcx7IQm9/ER7zVZbkP3yZllX8Pywe3d0STdbq95xriu2bka4t470q+ffe7+Nm9Rc8SirQx0ez9y7hmp9TrK9Y0lvO8/k0k30O19P4j2hHyjqwAAgsn9HChJi5nmfRYEAAAA0F04E4fAKBnoXsl3xEkKAAAAAKjSQtH31SSX4oV/kxWXauxx4kXfu4/jriel8tZbT38V21K8nlp/ZkmStfYuY8xhSddIep4xJmStrfpqYGvtyUq3G2Pq2ay26/M1dFc+gVwqbEhDNzrVzU5D9xOTi7qwkNa5Be9L1vbBmNppMNZooJtjYEE16Gvobl6Ix9fk3gHBf19DtxPoPnpuwTM91B/xNRijPlv6I/r025+rs3MpbR3o9V3QFVR9TvP88jojjdTCfX7uaUND94zT0D3UFwnsZ04AgFci6t+PTqZXNBBjJAYAAAAAfu0/ugtUKRouHegGAAAAgKCw1qYkTRUm91Ra1hgzrEvh5okaH6o4lFzxcbTaOr3GfZx61mOd+xWvZ711FK+n1p+52OHCvzFJow2sp2v0O4Hu5Wzl/elSjWH9XRIKQ/e5eueA4s5z/FvHpnVu3huY29bmQLfb0D2/bqC784K6qI8b2FnK5LTShJEHrbX+4H+k/c+TPesEuo84ge6D2wcIrzZRJBzS+Eh/14S5Jfnaqtf7HFMLt6F7fLj5Dd3rBbrdC3yG+6sZ1AYAEATxXv/7cbKJF/cBAAAA6C7tP7oLVKlkQ3cTTnwAAAAAwAZbCxtfboypVHl8VdH336vzMdz11Po49axnwlq7WGY9W4wxO8qtwBizU9JgmW2phW3gvl3JF4Rap6F70WnojkfDCoUI26Ez9YRDevplw5559x2b1vl5t6G7vQ3AW/prbOjOdl5QF/UZiJVuZmxUNmdlnXe8Tmhydxu6Z5ayWkhder67Dd1Xbh/YkO1CcLnh9FS2OQ3d1lpNzLS+oXss4Q1oTyadhu5Fb0O3+34BAAiunnDItz/ejM+BAAAAALoTZwEQGKVaiGjoBgAAABBA3yj8G5f0jArLvbDo+7trfIwnJZ0usZ5SXlD495SkY85t3yj6vux6CiHtg4XJUtta1XrU2M9c7JrCv2ldakTf1PqcYZ6X1wlCJdPe2+O9la49ANrv5n0jnun7SzR0bx8IWkO3E+jugKAu6pMo8Rq60IRmRrfFXeqMJvfdQ31yC7cnpi+1IB856zR07yDQjcrcIFyzAt0zS1ktZbzrGh/ZgIZuJ9A962voJtANAN0k4VzcR6AbAAAAQDntP7oLVCkaJtANAAAAoCt8quj7N5VawBgTkvTThclZSV+r5QGstVbSpwuTVxljnl3mcZ6tS83any7cr3g9R3WpKfu1xphylYVvLPr+kyVu/zdJaztwJX9mZz35wn1qZox5rqRrC5PfsNay4yh/EMoNL7nchu5SYUSgk9y03xvoPnx6XucX3Ibu9ga6B/tqbOh2wrqdENRFfeLRHl/AuTmBbv9bXKlRDjdaLBL2XUBxYnq1BXkll9cTF7wDeRzcltiwbUMwxaLOSCNNCnRPTHvbucMhox0teK8YS3gD3ZML3kbu2SXv+8FQn7fRGwAQbAPO/nSyCZ8DAQAAAHSn9h/dBaoUChn1OMM7lzppAQAAAACdzFp7n6S7CpNvNsY8p8Rivy7p6sL3f26t9aQ8jDEvMsbYwteHyzzUn0laS7u8zxjjqRssTL+vMLlSWL6U/174d0TSn7g3GmOeIumdhcnHVSLQba09K+l/FyZfZoz5iRLreY2klxUm/6FwH3eZVxrjRuI8t18u6R+LZv1luWU3m/5obc2WbmMYDd3odE8bH1IkfOnlIW9Xv4ptH+xVOw06zXzrB7rdhm4O5QZVKGR8F8YspCr//qtR6thopzxP9o54rwFbC84em1pSJufd7oPbaehGZe6FacvrXJhWrZMzy57pXUMx9ZQolmmU29A9mUwrX/QmNbvkDXgPxWnoBoBu4u5PL9DQDQAAAKCMzji6C1TJbZhxD/4DAAAAQED8sqRlST2SvmiMeacx5tnGmBcbYz6gS8Hpo5LeW88DFNq131OYfKaku40xP2mMeaYx5icl3V2YL0nvsdY+VmZVf19YVpJ+0Rjzr8aYlxljbjbGvF3SPZIGtdqq/UvW2nJnJt8l6ULh+48ZY/7YGPO8wtcf61IQ+4Kk/1JmHZ+UdNQY89+MMa82xjzLGPM0Y8zLjTF/JulBSXsLy/6ztfYTZdaz6cScIFQ2Z5WtsE/tNnTHe8NllgQ6QywS1vV7hsreHjLSaKK9ge4ttTZ0Z51Ad4S/wyAbjHl//01p6C5xcU5vT2c8T/aMeK4j08TMaqD76LkFz/xtA70ajtNGjMpiEe95gVSTil7OzntHcti1pa/Mko1xA90reavZoveAGRq6AaCruRf20dANAAAAoBzqlRAo0Z6QZ1joDA3dAAAAAALIWvtgIVT9Ua2God9dYrGjkn7UWrtQ4rZqvUvSNkk/K+lGSf9UYpm/VfkAtay1OWPMKyV9VtJNkl5d+CqWlvR2a+3nKqxnwhhzm6RPSdoh6bcLX8XOSnqltfZkhZ/pckm/VeF2SXq/pF9dZ5lNxW3olqTlbE6RMi2UbqDbPQENdKKb9o3ogeMzJW/bOtCrcKhswf+GqDnQveIN63ZK8zLqMxBzmxkbb+h2yy6Mkaepvp3chu4ThYbuI2e9H2uu3EE7N9bXqobuqWTaMz020JoLf0bj/vVOJtMaKVzMMOu8Hwz309ANAN0k4XwOdPe3AQAAAGANZwEQKFHnRDOBbgAAAABBZa29XdL1kv5Uq+HtJUmzkr6l1aDzjdbaxxt8jLy19s2SflTSpyWdlpQp/PtpST9irX2LtbbizpW1dlLSLZJ+QdI3JE1JSkl6QtIHJT3DWvs3VWzPv0u6TtIfSHpEUrLw9XBh3lMLy5TzY5L+SNJXJX1f0pykFUnTWv1/+1NJ11lrf8Famy67lk3IDUJJlcNQybT3NneIaKAT3bx/uOxt2wdjG7glpbmB7vRKXqkSDcvFtxcj0B1srWhm9LW494RkTGcGuiemSzd0H9xOoBvrc0caqfTaWYvpxYxnerRFbfHRnpCGnJD2hYVLH1Vnl7zb4S4LAAi2AfdzYJcFur90+Jze8MFv6p2fOKSFVOMXLQIAAACbGWfjECjRHgLdAAAAALqHtfa4pF8rfNVyvzslVZ3YstZ+VqsN23Wz1q5otfn6/Q2uZ1LSfy181Xrf2yXd3sjjb1Z9pRq6KwS63cYwAt0IgmdcNiJjJGv9t20b6LxAtyTNp7K+oOIaf6C79HIIBrehe74Zge4Ofo6Mu4HumWXl81ZHnED3lQS6UQX3c8xykwLdk0k30N2ahm5JGkv0anbpUshtMlkc6PaG34b6WxMsBwC0h9vQvdBFge6zcyn94j9+W5mVvO75/pSWMzn92etubPdmAQAAAIFFrQsCxW0ick9aAAAAAAAAv9XWVu+8pRoC3W6zLNCJtvRFyoZDtw+2LqRXrcFSge7l0g12K7m8cnlvMr03wqHcIBuIeX//C00JdHtfxzupxd1t6M6s5HVyZlnHJhc986/YntjIzUJAxZyLFSpdlFaL6UXvgC4jidYFqbcmvO9Daw3dubzVfMoNdNPQDQDdxL1AuhkjtXSKux674Clgu+PQGc04I2AAAAAAqF7nHOEFqhB1Dtxmcs05cAsAAAAAQDczxqg/Un27pTsEdDxKoBvBcPP+kZLztw+2v6E7Eg6p32mZnSsT6C5VYtBJYV3Uzm3obsZw9Oms93nijm7YTlsTvb7tufPoeTnXKegKGrpRBbehO7XSnPMCU07gbCzewkD3QOlA9/xy1jeyxDAN3QDQVdwLpN397SCbmF7yTK/krT7/3bNt2hoAAAAg+DrnCC9QBfckQIaGbgAAAAAAquILQ1UIdC9mnEB3b7jMkkBnuWlfuUB3+xu6pdUW8WK1Bbr5OwyyRKz5QR73edJJof9QyGh8uM8z70uHz3mm9wz3MQIEqtLnXJSWalZDd9Ib6B5NtO69Ysxt6E6uBrpnlvwtpu57BQAg2NwL+7oq0D2z7Jt3+0On27AlAAAAQHfonCO8QBV6wwS6AQAAAACohxvoXqoQhkqmvbcRuENQlGvo3jbQ/oZuyR/Sm18uHeZIl2if7Y1wKDfIBmPe3/1CqhmBbu/zpNNC/3tH+j3T33xiyjN9Je3cqFKshlFGqpVeyWnBCdSNtKGhe9a5sKcvEvb9vACAYPM1dDfhc2CnOOE0dEurn/nOL6TasDUAAABA8HEWAIHiNnSXaisCAAAAAAB+brtlpTDUYtpt6CbQjWDYPhjzhUglaVuHNHQPVtvQnS3V0M2h3CBzmxkXUqV/97XwNXR3WOh/3PlbzOasZ/rgDgLdqI57UVozAt3Ti/5m7LHExgW6Jwvt4LNOQ/dQP+3cANBtfIHuLmroLhXozlvpcw+fbcPWAAAAAMHXWUd4gXW4ge5MjkA3AAAAAADV6It6TyIvZ8qfRHYD3TR0I0hKtXRvH+yMhm63pblsoLtEiUE0zKHcIPMHuhsP8rijF3Za6L/UxRXFDm5PbNCWIOhizsUKqWxe1toyS1dnKukNUodDxvca3UxuWPxiQ/eS931gqL91oXIAQHskYt0Z6F7O5C6+n7luf+j0Bm8NAAAA0B066wgvsA73xJV70gIAAAAAAJTW54ShljPl2y3dE8w0dCNIbt7nDXT3hIxGOiQgt6Xahu4V799nb09IxpiWbRdab6DX+7tvRqDb/zwJl1myPfYMrxfopqEb1XFHGZEaH71zMukNoI3EowqFWvc66zZ0Ty+mlctbzbiB7j4augGg2/gaupvwObATTMz427nXfOv4jE7PLm/g1gAAAADdgUA3AsXX0E2gGwAAAACAqrhhqKVs6UC3tdbX0B3v7ayQIFDJ8w+OeUoBbtw71NKQXi2qD3R3dvMyauc2My6kSv/ua5HOdvbzpFJDd8hIT9lKQzeqUyrQXenCtGpML3obukfjrb3wZ2vCG+jO29VtmFvybsdwnEA3AHQbN9CdyeV9F+YF0Ymp8oFuSfrMoTMbtCUAAABA9+isI7zAOgh0AwAAAABQn/6o9yRyqkwQKpXNK2+989wT0EAn27mlT//tJ67TZaP9unHvkP7glde1e5MucgPd8+UC3W5Qt0SYEcEy4AS6k+kVWWvLLF0dX/C/w54n4yN9ZW/bNxZXrMO2F50rFi0R6C5zYVq1ppJOoDvR2kD3SDwqd6CFCwtpX0P3lr7OGFECANA87oV9krSYDn6gu1JDtyTdfuj0Bm0JAAAA0D04G4dA8QW6cwS6AQAAAACohhucWyoT6E6m/cM/xwl0I2BedeMeverGPe3eDJ/BPu/fUvmGbu/fZ6c1L6N2gzFvmD9vpcVMrqELZtznSXEzfScYiEU03B/xBVYl6crtA23YIgRVrMcf6E41Guh2GrpH4r1llmyOnnBIo/GoJouC5BeSac067wPD/TR0A0C3Gej1v7YnUysaafHoEK12Ytob6N65JaYzc6mL04dOzunY5KL2jcU3etMAAACAwOqsI7zAOtyTEjR0AwAAAABQnX6n3bJcs+ViiUA3Dd1Ac7gN3eUD3U7zMoHuwHMbuiVpIVX6918tf0N35z1P9o70l5x/kEA3ahAJG4VD3nrrxhu6057p0Q0I1Y0lvKHxyYW0Zpe8wfIhAt0A0HVikZDvfWwh3djnwE4w4QS6X3Xjbt/76WcePrORmwQAAAAEXucd4QUqcE9eEegGAAAAAKA6fW6gu8qG7nDIECYFmsQNdM9X3dDtb6dFsJQa6SCZ8l9AU4t0tvOD/3sIdKMJjDHqc0YaabShe9pp6N6IQPfWAW+g+0IyrVmnwX6oP9htrQAAP2OM4s7+eKOfAzuB29C9fyyuH7lup2fe7Q+d3shNAgAAAAKv847wAhVEnZMS6RyBbgAAAAAAquEGoapt6I5HwzLGlFwWQG2qbuh2g7od2LyM2kTCId/r8Hyjge4ABP/LNXRfuSOxwVuCoIu5n2MyjZ0bmHQD3U57diuUauiecRu6+2joBoBuNBDzvr4vZoId6LbW+gLde0f6dev13kD3o2cX9Ni5hY3cNAAAACDQOBOAQImGaegGAAAAAKAebkP3UpmGbvfEcqJEqyyA+riB7sVMTislCgvSK53fvIzaDcS8r6cLqdKB/mplcp3/PCkV6I6GQ7psNN6GrUGQxZwLWxpv6E57pkfa1NA95zR0D2/AdgAANp67X70Q8IbuC8m0Us5FqOMj/bpp34i2D3rf724/dGYjNw0AAAAItM47wgtU4DZ0E+gGAAAAAKA6/dHqGrqTae/8OIFuoGkGSzSvlmppDkLzMmrnD3Q32NAdgCb38WF/oPvA1rgi4c7bVnS2akcaqdZU0tuMPZbYgEC309B9Zi6lBWdkFBq6AaA7JZzPgcl0sAPdE047dzQc0vbBmEIho1uv3+W57Y6HTstau5GbBwAAAAQWR00RKAS6AQAAAACoT8wNQpVr6HZOLBPoBprHbeiWpLllf0uzL6jbgc3LqN1AzPv7bzjQ7Wty77zgf6mG7it3DLRhSxB07kgjjQS6lzM530glG9HQPTbgfYzvn0/6lhnqp6EbALqR29CdDHhD98T0smd6z3CfwiEjSbr1+p2e256YXNR3T89v2LYBAAAAQcaZAASKL9BdYkhaAAAAAADgV21Dtxvodk88A6hfLBL2Hd8qGeh2g7qRzgvqonZuQ3cy7f/d18Lf5N55h/t3DsVUyPZcdHA7gW7Uzr0wLdVAoHtqMe2bN+q0Z7fC1kTM2Y6Mb5lSF/4AAILPF+gOeEP3Caehe7zoIr6njQ9pz3Cf5/Y7Dp3ZkO0CAAAAgq7zjvACFUTDNHQDAAAAAFCPviobut0Ty/FegqRAM7lhvfmSge7OD+qidm6gu9kN3e7FAp0gEg7pstG4Z97VOwl0o3bNDHRPO0HqSNhoMNb6C9jchm5XorenI/+OAQCN6/ZAd/GoLMYY3XbDLs/ttz90WtbaDdk2AAAAIMg4MoRA8TV0E+gGAAAAAKAqfXU2dMdp6Aaayg10V9XQTcCvKwz0en/3DQe6s8F4nrzxln0Xv798W0LPv2Jr+zYGgdUX8T6/lzP1nxuYSnoD3SPxqIwxZZZunq3rtIDTzg0A3SvhjtTS4OfAdqsU6JakW6/f6Zk+NbusBydmW75dAAAAQNBxRg6B4p6UyOQIdAMAAAAAUI16G7rdJjEAjXFbYEsGun1BXZryu4Hb0D2f8v/ua+Fvcu/M58nP3LJP1+4a1Om5lH7w6m2KhDszeI7O5vsc00BD92Qy7ZkejVcOWjfLcH9U4ZBRLl+6oXQ4TqAbALpVtzV0TziB7vGRPs/0NTsHdWBrXE9cWLw4746Hzujpe4c3ZPsAAACAoOLIKQKFhm4AAAAAAOrTH/WeQF7O5pQvEShKpr0BKRq6geaqrqHbCepGOIzbDZrdzOhrcu/g58kz943ox27Y5XsvAqrljjSSaiDQPb3obegeTUTrXlctQiGj0Xj5xxrq25jtAABsPPfCviAHutMrOZ2dT3nmjTsN3cYY3Xb9Ls+8Ow6dLntREwAAAIBVnXuEFyghGvYetHVPWgAAAAAAgNLcZkup9H71Ig3dQEu5ge75koFut6Gbw7jdYCDm/d0vNBjodssueJ6gm7kN9OVGGqnGlBvorhCybratA+XbwIf6aegGgG7l7lc3+jmwnU7NLMs6uWw30C1Jt92w0zN9fiGt+49Nt3LTAAAAgMDjCC8Cxd/QXf9BWwAAAAAANhO32VKSljL+k8huU1i8xP0A1M8X6E5VE+jm77AbuM2MC2n/774WPE+wmfgauhs4NzCV9Aa6R+LlQ9bNNpYg0A0Am5E78lWQG7pPTC95pof7IxqM+d/DLt82oKt2DHjm3XHodEu3DQAAAAg6At0IFF+gO0dDNwAAAAAA1SgV6F7O+sNQbkO3e+IZQGPcQPdcyYZu798mzcvdYdANdDfYzMjzBJuJO9JIYw3dac/0aKJDGrr7Nm47AAAbK+F8DnT3u4Nkwgl07y3Rzr3mtht2eaY/+/BZrXB+HwAAACiLI7wIlGjYbejOy7pjOgEAAAAAAB83CCWVDkO5J5bdoaEBNGawmkB31mlejnAYtxsMOM2FjQS6c3mrbM57XDTG8wRdzBfoLnFRWrWmF70N3aPxDgl009ANAF1rwG3obvDCvnZyG7rHKwW6r/cGuqcXM7rn+1Mt2S4AAACgG3CEF4HinrzKW2klT6AbAAAAAID1hEPGN/JVqTBUMu2dR0M30FxVBbpXnEB3j/+CDASPe4FMI0GezIq/2TAa5nmC7uVesJBqINA9lXQC3YnyIetmG6vwWEP9NHQDQLdyG7qTmRXlA3qO2w10V2ro3jvarxv2bPHMu+PQ6ZZsFwAAANANCHQjUNyGbqn0yQsAAAAAAODntlsuVdHQTaAbaK4tVQW6vX+bvT0cxu0GA06QJ5PL1x1KdZ8jEk3u6G4x5zNMKlvfeQFrraYW0555Ix3S0D1MQzcAdC33wj5rpaUGLk5qpxPTy57pSg3dknTbDd6W7s8/crbkZ1kAAAAABLoRMKVOXhHoBgAAAACgOv1RbxjKbejO5a1vnhtABNAYN9A9v+xvafY3dHMYtxsMxPxhzYU6W7rd54jE8wTdrW+dzzDVWsrkfGHwscTGBborPdYQgW4A6FpuoFtqbLSWdrHWaqKGhm5J+pHrdnqm51MruuvoZNO3DQAAAOgGHOFFoLhDQ0urTTYAAAAAAGB9bkP3stPQvZjxn1CmoRtoLl+gO5X1DbeedsKGvc7fLoKp1AUyCyl/Q3s13OeIJPX28DxB91rvM0y1phczvnkb2dC9rUJD91D/xm0HAGBjldqvTqaDF+ieXcr6tnu9QPeuoT7dtG/YM++OQ6ebvm0AAABANyDQjUApGeimoRsAAAAAgKr42i3dQHeJE8qJKIFuoJkGnUC3tdKC87fnDkFO83J3iEXCioa9v8t6gzyZnD/MWurYKdAt3EB3qs6G7slk2jMd7QmVbE1tla2JWNnbhvpo6AaAbhUJhxSLNOdzYDudcNq5wyGjnVvKv7etue2GXZ7pLx0+V/fFWQAAAEA34wgvAsU94SGVHl4UAAAAAAD4uWGopez6ge54L42vQDO5Dd2SNL/sbWl2j3cR6O4eCaeleyFVX5An5TR0R8JG4ZCpe7uATueOVFBvoNtt6B6LR2XMxv3tDPb1lDzPIZV+fwAAdI9Er/d1Plnn58B2cgPdu4f61FPmfa3Yy5+6U8UfVRczOX3tyPlmbx4AAAAQeJwJQKD0hENyz0vQ0A0AAAAAQHXchu6U04iVTPtbgas5OQugevFo2Be8nVs30M2FFd1iwBfozpZZsjKeI9hs3IvSlrM5WWtrXs9U0hvoHklEG9quWhljNFbiMQdiPXzmAoAu534OTKbr+xzYTm6ge+9If1X32zrQq+c8ZdQz745Dp5u2XQAAAEC34OgQAscdOjSTI9ANAAAAAEA1fA3dmcoN3Yle7wlnAI0zxvhaWIsbuldyeeXy3pBib4TDuN3CDfLML9fXzJhe8V+AA3Qz96K0vK3v3MCU09A9Gu9taLvqsXXA/5jD/RsbLAcAbDx39Kt6R2pppwkn0D0+0lf1fW+7fpdn+ivfO69kiVHCAAAAgM2Mo7wIHHc4Qhq6AQAAAACoTn/U325ZzD2ZGifQDbSEG+gubuh2m5clwrrdxA2Pnp5brms97vPELcEAuo17UZokpTJ1BLqTac/0aHzjg9RjCX+ge6g/UmJJAEA3cS+Ydi+oDgK3oXu8yoZuSfrhp+5QT9FIRemVvL58+FzTtg0AAADoBhzlReBEneFDCXQDAAAAAFAdt90yla3c0E2gG2iNQaelef1Atz/IiGDaN+oNvRybXKxrPems93lC6B/dLlZipIKU01RfDV9Dd2LjA92lGrqHaOgGgK6X6PVevBPEduqJGW+ge28Nge6h/qief8WYZ97tD51uynYBAAAA3YKjvAgc9+REJlf7QVsAAAAAADajvog3RLqU8Z5AdgPdiV5CpEArDFZs6PYf6+otEWREMO0bi3umj00tlVmyMvd5Qugf3S5WoqF7OdN4oHsk7g9Xt1rJhu4+GroBoNsNOBd1LgQs0J3N5XV6NuWZV0ugW5Juu2GFA25xAAAgAElEQVSXZ/r/PnZBc0vZMksDAAAAmw9nAhA47vChNHQDAAAAAFCdvqh3n3rZaXhNpr3BKBq6gdbYUinQnS3V0M1h3G6xb9QNdNfZ0O0cEyX0j27X2xOSMd55y9k6At3JtGe6Uxq6h/sJdANAt0s4+9fJVLAC3WdmU8rlrWderYHuH7pmu+dcfzZn9YXvnm3K9gEAAADdgKO8CJxo2Pu0LTUMLQAAAAAA8OuPek8gL6/T0E2gG2gNN9A9nypu6PYf63KPhyG43Ibu2aWsZpcyZZYuzy25IPSPbmeMUZ/T0l1PoHvaaegejXdGoHtL/8ZvBwBgY7n718mANXSfmPaOLDMQ6/Ht16xnIBbRi6/c6pl3+6HTDW8bAAAA0C04yovAoaEbAAAAAID6xNYJQrknlBNRAt1AK/gbui/97aVXvH+Xq620Ti0tAmvPcJ/CIe/v89jUUpmly/M1dPeEyywJdA/3c0wqU1ug21qrqaQT6E74w9WtNlbiMWnoBoDuNxDz7l+7F1R3OjfQPT7cX9d+ym037PJM3/P9KU06I2gAAAAAmxWBbgSOL9CdI9ANAAAAAEA13GbLJScIRUM3sDEGfYHu8g3dNC93l0g4pD3DfZ55xyYXa15PqeA/0O3czzGpldoC3cn0iu98Qqc0dA8R6AaArpdw9q8XUsEOdO8d6a9rPT9w1TbPe3oub/W5R842tG0AAABAt+AoLwLHHWKWhm4AAAAAAKrTH3Uaut1Ad8Zp6O6l8RVoBX9Dd1GgO+sEuiP8HXabfaNxz/SxqToC3b7nCYf60f1izvN8OVPbuQG3nVuSRhMbH+geK/GYQ/0bvx0AgI3lBrrdEbI63cSME+gerS/Q3R/t0Q9es90z7/aHTte9XQAAAEA34SgvAsfX0E2gGwAAAACAqsScYOhy1hvoTqa90zR0A63hBrrnPQ3dNC93u31O+KW+hm7vMVG3BAPoRn3uhWnZ2hq6pxa9ge5YJKT+6MZ/1kn09mjA+Yy1NeFv7QYAdJdELOCBbqehe7zOhm5JuvX6nZ7p+49N6+xcqu71AQAAAN2Co7wIHALdAAAAAADUZ92GbueEMoFuoDUqB7qd5mUC3V1n35i3ofvJqaUyS5bnD/7T5I7uF+tpMNCdTHumR+PtCVEbY/TqZ+y5OH3VjgFdu2uwLdsCANg47sU8yVSwAt0nnED33gYC3S88uNXz/2Gt9JmHz9S9PgAAAKBbcFYOgeMLdOcIdAMAAAAAUA1fs+U6gW53SGgAzTEY8wa655azstbKGOML6kYJ6nadfaPeQPfxqcYbunsjBP/R/dzPMekaA93TTkP3WCLa8DbV63duvUY37h3S7FJWP/703TLGtG1bAAAbw71gOkgN3XPLWc0uZT3zGgl0xyJhvfTaHfo/3z55cd7tD53Wm5+3v+51AgAAAN2Ao7wInH5neOhJp1UDAAAAAACU1hep3GzpnlCmoRtoDbeheyVvtVS4wCKdpaG727kN3bNLWc0uZcosXRrPE2xGMfdzTKbGhm4n0D0Sb1+gOxQyesXTdutnbtmnAeciHwBAd0rEvPvX6ZV8YEainnDauY2Rdg/1NbTOW2/Y6Zn+zsSsHj0739A6AQAAgKDjKC8C5/JtCc/0I6fYsQMAAAAAoBpus+VK3npOILsN3fFemoGBVnAD3dJq651UonmZoG7X2TPcp3DI28Z7bGqpzNKluaMW9tLkjk1gvQvT1jOV9Aa6RxO9DW8TAADVGihxwbS7D96p3ED3zsGYb1TtWj3v8jHfaBl/f8+xhtYJAAAABB1nAxA41+3e4pk+cnYhMFcvAwAAAADQTv1Rf+CvOAy1mPYGoxI0dAMtMRDrkfHmeTWfWgt0e/8OeyMEdbtNJBzSnmFvo+GxycWa1pF2gqwE/7EZxCLe53nNge5F72ifo21s6AYAbD5uQ7fkHyWrU51wAt3jI/0NrzMSDukNz7rMM++TD57SzGJtI9cAAAAA3YSjvAica51AdyaX19FzC23aGgAAAAAAgsNttpSk5cxqGCqzkvc1vsYJdAMtEQoZX0Pf3FIh0J2loXsz2Dca90wfm6ox0O02uUd4nqD7uZ9jUtnail78Dd0EugEAG6cvEpYzSIsWUsEIdE/MeAPde5sQ6Jakn3rWXvUU/aeksnl9/FsTTVk3AAAAEEQc5UXgbOmLaN+odyfx4VNzbdoaAAAAAACCo69CQ3epoZ5p6AZaZ7Av4pmeW15r6CbQvRm4xzdrbuh2m9x7aHJH94tF3UB3rQ3d3kD3SLy34W0CAKBaxhjfRdOLmWAEuk9ML3ummxXo3jYY049ev9Mz7x/uPa6VHKNzAwAAYHPibAAC6alOSzeBbgAAAAAA1hcNh3yNYEuFE8ilhnqmoRtonS1lA90EdTeDfWPehu4np5bKLFmaG/yPEvzHJuA2dK+NMlKtqWTaM01DNwBgo7mj9CSD0tA97TR0jzYn0C1Jb7xln2f61Oyyvvy9c01bPwAAABAkHOVFIF3nBrpPEugGAAAAAGA9xhj1R70nkNfaLUs1g/VHCJICrVI+0O00dEc4hNuN3ED38akaG7qzNLlj8/EFumto6LbWatpp6B6NE+gGAGysRMy7P75Q4sLqTpPLW52c8Qa6x5vU0C1JN+4d1g3jQ555f3f3saatHwAAAAgSjvIikNxA95GzC8qsMPQSAAAAAADrifnaLVf3pxedE8nxaFght84bQNO4ge75QjsfQd3NYd+oN9A9u5TV7FKmzNJ+NLljM3I/w6RqCHTPL69oJW8980YTvU3ZLgAAqpUIYEP32fmUsjnve+j4cPMC3ZL0Jqel+74np/Xd0xS6AQAAYPPhbAAC6Von0J3J5XX03EKbtgYAAAAAgODoj3rDUEuFZu5k2huKijsnmgE0ly/QfbGhm6DuZrBnuE9h56KZY1NLZZb28zW5E/zHJuA2dNcS6J5aTPvm0dANoBRjzGXGmPcaYx41xiwaY6aNMfcbY37TGNNQitUYc7Ux5u3GmL83xnzbGHPSGJMqPM4TxpiPG2NeYYypeGWtMWa7MeYtxph/NMYcNsYkjTEZY8wZY8znjTFvNcb0VbE9tsqvOxv5uXFJIubdB0ims23akuqdcD6j9kXCGks09z30R67bqa0D3gut/v6eY019DAAAACAIOMqrlu+Yv7GGneE3NulH6npb+iLaN+r91Tx8iqt0AQAAAABYjxuGWi6EodyGbrc5DEBzDTqB7rmLgW6CuptBJBzSnmFvzurY5GLV93dHK+yN8DxB94tFS3+GqcbUorcBPx4N+xq/AcAYc5ukQ5J+TdKVkvolDUt6pqQ/kfSgMebyBh7iXZLeJ+mnJd0oabek3sLj7Jf0WkmfkvQ1Y8xomW38OUmnJH1Q0uslXS0pLikiaYekl0n6gKSHjDHXN7CtaIFEr/e9JwgN3RMz3kD33pF+rXPNQc2iPSH91LMu88z71HdOa3qx+hFsAAAAgG6w6Y/ybsCOOVrkqU5LN4FuAAAAAADW1+eGoTKrYaikE+imoRtoLbehu2ygm6Bu19o3GvdMP1lDoNsf/CeYiu5X7qK0akwlvYGwkSY3iwIIPmPMjZI+LmlQUlKr4etbJL1Eq+FpSToo6TPGmIE6H2ZF0r9L+h+S3iTp5Vo9J/1Dkt4h6ZHCci+UdLsxptQHwe2SwpIykj4h6W2F5Z8u6TWSvlhY7gpJXzbG7Kliu94v6boKX2+q5YdEee6F0+5IWZ1oYtob6B4faagPr6w3PGuvIuFLQfHMSl4fu+9ESx4LAAAA6FSb+sxc0Y55n1Z3zP9I0tcK06+T9HO6tGP+TGvtQoMP+TJJpyvcfrLB9W8q1+3eojsOnbk4/QiBbgAAAAAA1lVtQ3e8l3Ag0ErlG7q9oQ6Cut1r/1hcXz964eL08alaAt3u84TgP7pfzLnAZTmTL7Ok39Ri2jM9Gu9tyjYB6Cp/rtVzxCuSXmqtvbfotq8aYx7TahnYQUm/Lul363iMt1hry1Uyf9kY835J/yzpxyU9R9Ktkv7NWW5R0n+T9F5r7QXntgcl/asx5r1aLTPbKun3JP3sOtt13lr7yDrLoAkSvd59gGQ626Ytqd6JaX9DdytsHejVbdfv0icePHVx3ke/eVxvfcEBRcJ81gWAYguprGKRMK+PANCFNvsru7tj/m5r7b3W2q9aa98q6bcKy63tmDfqqLX2kQpfs014jE3jOqeh+9EzC76hRgEAAAAAgJfb0L2UKR3odpvDADSX29A9vxbozrrNy5v9EG73umzUG4Z5cmqpzJJe1lqa3LEpuRelpWto6J52GrrHaOgGUMQYc7Ok5xcm/9YJc695r6TvFb7/ZWNMpMQyFVUIc6/dnpP0nqJZzy+xzJ9aa/9ziTB3sXdKWmvF+vEyTd9og0TMbeiu+JToCP5Ad1/LHutnbtnnmT4zl9IXv3uuZY8HAEGTXsnpd//tu3rG739Z1/7/X9B//j+HdKLKYwmbWXolF4j3XACQNnGge6N2zNE61zqB7kwur6PnGi1RBwAAAACgu7mB7lQhDOUO9Rwn0A20lBvovtTQTaB7s9g3FvdMV9vQnc1ZWeudF6WVC5tArMwoI9WYWvQGukfiBLoBeLyy6PsPlVrAWpuX9JHC5JCkF7doW4pPdsbqWYG1NiPp7sLkFkmjjW4UmmPA2c9eSHV+uGzCCXSPt6ihW5JuGB/S0/cOeeZ96O4nW/Z4ABAkZ+dSet1ff1MfvueYMrm8Mit5/dP9E3rxe+/Ub/zLQ3pysvpRvzYDa63uPzatX/zHb+va3/mCnv57X9LvfPoRX6kJAHSazXyUt5N2zFGHLX0RX4vNw6fm2rQ1AAAAAAAEg9tuWa6hm0A30FqDTjvfpUC3N6DY6/zNonvsG/UGumeXsppdypRZ+hL3OSLxPMHm4F6UtpK3yuaqG7XTDXSPJnqbtl0AusLzCv8uSnqgwnJfL/r+uS3altcVff9oA+spfqGr/goYtFTQGroX0yuadEa52NvCQLckvfG5+z3T3zo+o4dPkgEAsLndf2xat77vG3rwxKzvtlze6l8fOKmXvPdO/erHv6PHzyfbsIWdI5XN6V++NaFb3/cNveav7tVnDp3RSt4qk8vrI/ce18v//C79+xNTLd8Oa62+8dik/uzLR/Xlw+e0UuW+KwBs5jNz9e6Yf7FlW4SaXbd7i44XDR/y8Kk5vb6N2wMAAAAAQKfrj5Zut3QD3QkC3UBLuQ3d6ZW8UtkcDd2byJ7hPoVDRrn8pbrtY1NLelp/5eZg9zki8TzB5uA2dEurn2MiVTTUTyXTnulRGroBeF1d+Pdxa22lhG1xwPrqskvVyBgzJukKSW+R9KbC7ElJ/7vO9UUkPacwec5aO73OXV5jjHmtpH1aDX+flXSPpA9ba79WzzagNPfC6U5vCZ2YWfLN2zPc2kD3y5+6Q9sHe3Vu/tJ794fvOab3vvaGlj4uAHQia60+cu9x/f4dh7WStxWXzVvpkw+e0qe+c0q3Xr9L7/iBy3Vw+8AGbWn7nZlb1ke/eVwfu29C04vlL5Y/Mb2k133wm3rTLfv1my+70nfhcDM8enZev3/HYd39+KXg+LaBXr32meP6yZvGWzraRTulV3I6fHpeEzPLioSMeiMh9faE1dtT+DcSUm9PSNGe4vkh9TDqXM3mlrP6xmOTevDEjMZH+vWqp+/WYCyy/h0RCJv5zFw7dsw/ZIy5UtKYpHlJj0v6sqT3W2tPNbjuTem63Vt0x6EzF6cfoaEbAAAAAICK3Ibu5UJDt9sMFo9u5sNGQOu5gW5Jml/OKp0l0L1ZRMIhjQ/36VhRYcWxyUU9bXyowr0IdGPzcj/DSKvta9WctHRP6I8mCHQDWGWMiWn13K0knay0rLV2xhizKCkuabzBx71T0gvL3Dwp6VXWWn8NZ3Xeqks/079Usfw1zvTlha+fNsZ8StIbrbU1n4Q1xuxZZ5Edta4z6AacQHcy1eGB7ullz/S2gd6WBN+KRcIh/cdnX6b//sWjF+fd/tBpvfNHrtIYI2wA2ERS2Zz+v08+rE982x8nGx/p0w9cuU0f/9aEUs5xJGtXXzdvf+i0fuS6HXr7i6/QNbsGN2qzy8rm8jo7l1Kit0fDTbrA1lqrB47P6EP3HNPnHznruWC+8v2kv7v7Sd155Lze85ob9IzLhpuyPVPJtP7Hl47qY/edkLsp5xfS+p9fe1z/687H9bzLx/T6m/fqB6/ermhAj+dYa3VyZlnfPjGj70zM6sETszp8el6ZOprIwyFzMdzdFwnr+j1D+smbx/WCK7YqHDIt2Prgsdbq8Jl53Xnkgr5+5IIeODHjeb7/9y8c0X949mX62efu07bBWBu3tLRUNqfHzyf16NkFPXpmXlOLGe0bjetpe4f0tD1D2tJPGL3Ypjwz164dc0kvKvp+tPD1LEm/boz5FWvtB+pZ6WbeGb5u9xbP9KNnFpRZyQf2DQ8AAAAAgFZzT76uBboXM06gu7e1J2mBzW6wVKA7lVV6JeeZ19vD32I3u2w07gl0Pzm5uO59MiUD3TxP0P1KBroz1Z0snkx6A90jcQJhAC4qrq5MVrH82nnjRGs2R38h6fettZP13NkYc0DSHxYmk5L+qMLiS5L+TdJXtFpylpS0VatB87dp9Vz2KyV92hjzQ9babI2bM1Hj8l0vEfPGMxY6vKH7xLS3oXvvBjWKvv7mvfqLrz5+8XNvJpfXx/79hN7xkis25PG7VSqb08xSRjsGYzKGgBykfN7q1Oyyjpxd0JFzCzpydkGzy1m99Jrtet1N47TmttHJmSW97aMP6JFT877bnn/FmN73+hs11B/VO15yhT541xP6h3uPaymT8y372YfP6rMPn9VLr9muX3rJFXqqk7FqNWutHjo5p09++6RuP3Tm4oW2Wwd6dXB7Qge3D1z8umJ7ouqG4VQ2p9sfOq0P33NM3z3t/z8qNj7SpzfcfJm++ug53X9sxnPbE5OLes1f3aOfe8EB/eoPHiw5KlQ1Mit5/f09x/QXX3ls3fd2a6W7HpvUXY9NaiwR1aufsUevu2mv9o/F63psVyqbuxiaXclbjSV6tXWgV1sL/9Z7YdZCKqtDJ+cK4e3VELe7n12vXN5qKZPTUianGWV1eu6sPv/ds9oz3KfX37xXr33muLYOtG4fPr2S00MTc1rKrOiK7QPataUz3ifnU1nd/dik7jxyQXcePe8ZvcS1kF7RX339+/q7bzypVz9jt37u+Qd0YGurdlfKWwv6rz0HHz23+u+xqaWKF1w8ZWtcTxsf1o17h/S08SFdtWNgU78HbcpAtzZ+x/wJSZ+QdK8u7bgekPRqST8hKSbpr4wx1lr713Wsf9PuDF/rfNjI5PI6em5hwz+EAAAAAAAQFG4Yaim71tDtPeif6N2sh42AjREJhxSPhrVYdMJtbjnra1/ujWzeg9ebwf6xuL5+9MLF6eNT6we63dC/MVIk3P4TTUCrlWqiX876QwuufN5qZslp6G5SIxyArlBcYVdNKmUtSdHX4OO+Savnn42kIUnPlPSfJL1d0gFjzFustedqWaExpl+r56TXTpS+w1p7usJddpdpAf+SMeZ9kj4n6UatBrz/k1bD5miAu5+dTK/IWtsRoaFSJtoU6B5N9OrHbtilf33gUjffP3zzuN72oqcosonDPY24+/FJ/crHv6MLC2k9+8CI/ucbnk7j+SYzmUzr6NkFPXp2QUfPrf772LkFzzGJNf/36AV95N5j+p1br9XzrhjzrwySVv9Ppxcz2jPcp/4mjnR4z+OT+sV//LZmlvzXUf3Ci56iX3/plRdbi8cSvXrny6/Wz7/gKfq7bzypD99zzDcKoyR98fA5ffHwOb3kqm16x0uuWHdksEZNTC/pkw+e0qcePKUnSly4fmEhrQsLad39+JRn/q4tMV2xfcAT9r5ie+Li/++ZuWV99JvH9bH7JnyjMLmed/mY3njLPr34qm0Kh4ze+oID+tDdT+o9XzjiOfaWt9IHvv6Evvq983rva2/Q9Xuq/7+x1upLh8/p3Z/9nudi/WLusb9ik8mMPvD1J/SBrz+h5xwY1etuHtcPP3VH1Rftzy1ndfj0vL57ek7fLfz7/QuLFYOz8WhYWwd6Lwa9/f9GtXWgV8n0ir5zYrV5+zsTszp6fkG2ugL0pjk5s6z3fOGI/uzLR/XSa3foPzxrr55zYLQpn5tmlzL62pHz+vLh8/r60Quev5uh/oiu3TWoa3YO6tpdW3TtrkEd2JpoeVu4tVZHzi3oziMX9LVHz+uB4zNaqbJ1fk0ml9fH7pvQP90/oR++dofe9sKn6IYW/b3PLWdXLwg6O6/vnV0ofL9Q8jVoPd+/sKjvX1jU//n26me/vkhY1+3ZohvHhwoh72Ht2NJ5zeOtslnPzG3kjvknJf29tb6XtfslfdwYc6tWd6wjkv7UGPNv1tqzdTzOprSlL6LLRvt1vOiN8eFTcwS6AQAAAAAoo99p4UitNXSn3YbuzXrYCNg4g32R9QPdjETX1S4b9YZinixzArBYOut/jnRqCAhoplBhGObi18lqAt1zy1nfCe3RBIFuABelir6v5sVhLQG53MiDWmufdGbdZYx5v6R/kXSrpPuNMbdYayuONr3GGNNTuO8NhVnvt9Z+eJ1tKBXmXrvtnDHmJ7Ta3B2R9A7VHuheb/TrHVo9Z75puIFua6WlTK5j97/dhu7xDQp0S9Ibb9nnCXSfX0jrsw+f0SuetnvDtqFbfPXRc3rbR799sfH8m09M67V/da8+8uabtWd4436nG81aqxPTS5pZymp8uE+jmyTAvpRZWQ1tF4W3j55bqLlJ9+i5pH7qb/9dP3TNdv2XH71al402pz04iPJ5q+PTSzp8el6Hz6wGZw+fntf5hdUoWSwS0kuu2q5br9+pF1+1re6WZ2utPnjXE/rjzz0qN8MZj4b13tfeoB9+6s6S9x2JR/UbL7tSb3n+fv3d3cf0obuf1ELKH6r8yqPn9ZVHz+v5V4zpJVdt01N3b9HVOweb8j40t5TVZx4+o08+eNLXhF2t03MpnZ5LeS58l1Zbtndu6dMDx2cqhpX7ImG9+hm79TPP2acrtg94bguHjN7y/AN60ZXb9Bv/8pC+M+H9GPTY+aRe9Zf36Bde9BS94weuUHSd43HfOzOvP/jMYV8ofU0sEtLbXvgUvfUFB3Riekn/dN+EPvHtk5ov8XuRpHufmNK9T0xpuD+iH3/6Hr3+5nFdvu3Sz3B+IbUa2j61Ft6e971PV2Mxk9Pi1FLZAHqjjJEuG+lXKGSUzuaVXskrvZJTeiVfcsS5amRzVp85dEafOXRGB7bG9Yab9+onnrFHQ/217dcfn1rUlw6f05cOn9O3KjyXZpeyuvvxKc/vNhYJ6codg7p219rXFl21Y6Dmv3drrdIreS2mV7SYzimZXtGJ6SV9/eh53Xnkgs7MpdZfSUG0J6Srdwzo0Kk5X9jeWulzj5zV5x45q2cfGNHbXvgUvfDg1rqPH67k8nr07IIePDGjB47P6IETM5qYbmh3qKLlbE73/T/27jy+jbtA//jz1S1LtmzLThw7PnI0p5M2bXrfpaWFFmjLvV0ohQJdYGG5FhbY47ewCwsLu8DCci6wS6EchQItlEIpvc80bZI2V5M4cRwn8RE7vmVb8/tDiu0ZST6SWFKsz/v10sua0Wjm60S2pZlnntnTqaf2dI7NWxAJjDV4r6srU2N15Lgb5/Ndfn4ymH1Z+2BuWVb3FI/fbYz5Z0mfllQk6R0avwzWdBX0h+E1NZGUQPebczgeAAAAAADymXMnY/9wYieyM9BNQzcw+yJBr21HfUdvLOVgwnRbeXBqanBcUnd6Dd3OQDevERSOoM9t+xkYnEagu6Mv9bLE5TR0AxjXM+H+dK7WfOyP93SuAj0jlmUNGmNukbRXieO/n5f0F1M9zySSGd+X9MrkrJ8q0fR9ouPZbYz5Q3K9S40x1VM0fjufP2kYvRBPSEv3ObtvaIRAdxqNNRGd3VBmCwV+/7EmAt0zdM+mVn3gjo0pDZ+72/v0+m88rv97xzm2wOCpbHB4VJtbuhNBs71H9OzeI+qY0OBbVuTVkspw4jYvpKXzEvcXlhWdtNZVy7J0dHBEbT1D6uqPKRr2q6785K0/nYPdg3pmb6eeaTqiZ/Z2amtrz6SB15n6w4uH9OD2Nr3j4kV67+VL5/z+wsHhUe081GsLbm9tPZqxYTnxnLju2dyqeza3KuRz68pV83Xd2mpdsqxi2p/X+2Mj+tufb9Ldm1pTHltcEdI333JWSkA5ndIinz501TK946JF+sFjTfruI3vUPZDa9P3wznY9vLNdUiKAu7gipMaaiBqrI1pdkwirRoLeKbcXG4nrge2HddfGFt2/9bBio8cX2J1Kc+fApOHR2vKgbj6/Qa9fXzvluJfOC+vnt52vbz28W//5h522MY/GLX31Ty/pj1sP64uvP12rqktSnt/eO6Qv/WGH7nhqX0rw/pgb1tXob69ZrgWRRG/siqoS/dOrV+vjr1ih325u1R1PNeupps60zz3SP6zvPrJH331kj85uKFPI79ELB46qrSf1c20+KA/5tK52PGS7tjaikkD6/4N43FJsNK7YaDwZ9k4EvSfef+lwr3705D692Ho07Tp2t/XpM/ds1Rd+v13Xrl2gm86t15l1pWnfV8bjljY2d+mPWw/pjy8e0s7Dx//2fXA4ruebu/T8hBMBXEZaUhkea/AeGhkdC2n3DY04vo7Pn2nr9kS15UFdvnyeLl8+T+ctjiroc2t3W6++/fBu3bmhJe3P4BO7O/XE7k6tXFCi2y5drGvXLJBniiuedPcP69nmxN/SDXuP6LnmLvVP8ntwuuqjRVpRVazKYr9ePHBUWw4cnXbQv7V7UK2bD+q3mxM9yX6PS8//48uP+ySafDa3/9JmljcfzJO+Jemflbik1qWaYaC70D8Mr9G8kbgAACAASURBVKmJ2N7UbGmZNEMPAAAAAEBBc14CdCC5I855Kbx8PaAMzCUljoNMh9McnKGhe25b5Gg56+ofVld/bNKWoaER+wGUqVqjgLkk6HWrS+OBhOk0dHc42giL/R5OhAAwJhmi7pAUlbRwsmWNMWUaP27cPEvjaTfGPCrpKkmvMcZ4LctKTWLZfU3STcn7v5P0l5ZlnaxE1YsaD4rXSJp2oBup0n3O7hka0bwcjGUqlmWp2RHorstioFuS3nbBIluge+O+Lj3X3KUzakuzOo5T1Z0b9uujP38+Y+CwtXtQr//G4/reLeeckv+mB7sHx8LbG/Yd0YsHujU8mjkkd6R/WM/sPaJn9tqbg30elxZFQ4mQd2VYS5JB78WVIRX5PLIsSz1DI2rvGVJbz5Dae2Nq6xlUe29M7b3H5o0/5gzTBbwunTavWMurirWiKvF1eVWxKsP+GWd5RuOWdhzq0TN7j2hDU6eebjqilq4Tb0gtCXi0oqpEy6rCenZvV0qQMjYa13//eZd+vmG/PnbNCt24rkauWQypOx1rtB2Ijap/eFQDsRENxOLqj41oYHhUA7FRDU94oVvOqtqU9dmn23uHku3bR/XS4d4TClv2xUb1q+cO6FfPHVBxwKOXr6rSdacv0EVLK+TNEKDc29Gnd//fBm072JPy2JUr5+tLbzw9Y0A2k0jQq/e/7DTdcmGD/u+Jvfr2Q7t1pD/92wnLkna19WlXW59+9dz4n/m68iI1JsPdq6tL1FgTUUXYL8uy9Oy+Lv1y437dvalVXRnWO1FdeZFuWFejV59RLcuSdh7q0fZDPdp5qFfbD/VoT3vfcZ2IcNHSCr3tggZdvmLejE6c8Lhdes9lS/WyFfP14Z89py0t9tf81tajes3XHtH7rzhNf3XZEnncLg2NjOoHjzXpq/e/pJ6h9C3b6+pK9Q/XrdK6urK0jwe8bt145kLdeOZCvXS4R3c81aw7n92f8f/meJvOjZEWVYRUEvCO/X5ylgMcD6/baFV1ROtqS7WurlTrastUWx6c9u8yl8so4HInAriB9Muctziqm86t0/P7u3X7E3v16+cPpB370Ehcv3i2Rb94tkUrqop103n1uv6ManlcLj3yUrv++OIh3b/t0LSvTmCMFPJ5Uo6RTCZuJZrdTyQoPhWf26VzF5frsuXzdNnySi2uCKX8ey+uDOuzN67VB69cpv95tEm3P7E37Wt0a+tRfeCO5/SF32/XOy9erDesr1XQ51Y8bml3e99YeHvDviN66QS/p0jQqxVVxVq5oGTs79+y+cUp74VjI3FtbT2q55q7tHHfEW1s7rKV+k5mSWV4Toa5pQINdOfhB/PDyfFUKPFBGDOwpiZim97W2qPYSJwDGQAAAAAApBH02T8vD8RGZVlWSkN3yD83d4YB+cTZGpSubcfvZR/XXFZTFpTbZWwHLve092ld3SSB7mFnQzevERSOoONg3eA0GqImNjNKUjRMOzeAFC9KuliJFmqPZVmZkhwrJtzfOovjaUt+LVLi+HFqXWeSMebfJP1VcvIhSa+dRgB8Jk5ezSvk87jk97hswaTewekHh7IpXfgr24Huq1fP14JIwHZVox881qQz3nhGVsdxKrr9yb365C+3pMwP++1htSP9w/qLbz+hb791vS5cWpHNIc7I8Ghc21p7tGFvpzbs69Kze09OkFlKhMm2J8OlThVhn44Ojky7PTSdweG4Nrd0a7OjmLCsyJsMuSXCbsvmJ4LeExuw+2Mjeq65SxuaEkH0Z/cdUc8J/M7we1xaNj+xrRVVxVqWDNnNKx4Pl4/GLf30mWZ94ffb1el4H93WM6SP/Ox5/d/jTfrHV6/WmRlCq9M1MhrXlgNH9eTuDm3c16WugZgGYqMaGB5Vf2xUg8mvA8OjKSHsU0HP4IjufHa/7nx2v0qLvLpmdZWuW1ut8xaXj7XjPrD9sD7w44066vh/NUb64JXL9L7Ll55QeL444NV7Lluqm89v0O1P7tW3Hto97YDrvs5+7evsH2vDlaSqkoA8bqP9R6b++Sst8uq6tQt0w7oanVlXZguhLp0X1ivWLBibHhoZ1Z72Pu041KsdB3u041CPdh7uVVNHX8r/fdDr1mvPqtHN5zdMq7V8MsurivXL91yorz+wS1/9005bmH941NIX/7BDf9h6SH9xTp3++8FdGYOmCyIBffwVK/Tq06unHW5eOq9Yn7pulT56zXL9/oVD+vGT+/T47o4Zfw9et9Gy+cVjofvV1SVaUVViC85alqXeoZHkCSlDaU5GGVJbbyxx4krv0NjvvIVlQa2rK0u2b5dq1YKSrARojTE6I9n6/alrV+kXG/fr9if3ZQwZbzvYo7+/a4s++9utiluWBoen9zs74HXpoqWVumrVPF2xYr4qwj7tPzKQbOdPtPS/cOCoDh4dnHplJ1FNaVCXr6jUZcvm6YKl0ZSCnkzmlSReh++5fIl+9OQ+/c8je9KWh+w/MqB//PUL+vL9O9VYE9Gm/V3TOjEjHa/baEllWCuqirUiGd5eWVWi+SXTO2nJ53Hp9NpSnV5bqpsvaJAkdfQO6fn9XXpuX5c2Nie+pguor6s79U5Gm66CDHQn5dsH81Pw7Ud+WO0IdMdG49pxqEeNjvkAAAAAAEAKeh0N3cOjGhyOpzQ2zfVLqAL5YFqBblpk5zSv26XasqCaJhwU3NvRn7HNSVJKsIZANwqJ33HweFoN3Y4gSnmIQDeAFI8ocdw4JOksSU9mWO7SCfcfncXxTCwAy1iPZ4z5lKS/TU4+Lek6y7JOTsJx3KoJ92nnPgmKAx4NTQjTzaQJMpv2Odq5fR6X5hX7szoGj9ult5xfr8/fu31s3t2bDujvXrlC84ozVHtC33l4tz5zT2q05S/Pq9OHrlqut3//aT3X3DU2vz82qlu+97S+8uYzdE3jgpTnZduxptAtLd3akgxCb9rfPa33fem4jDK2lE9lusHX43Gkf1hP7O7UE7s7bfMXlgW1fH6x2nuH9MKBo8fVFu1KtvOuqCpJBsXDWl5VorryoilbjN0uozefU6dXrlmgr96/U99/rCllDM/v79aNX39MN6yr0ceuWaGqyPR+HodH49q0v1tP7unQE7s7taGpU33TOEEzX1SEfVpVHdGqBSVaVV2i1dUlKgl4dd+LB3X38616ck9HxtdaV/+w7ni6WXc83ayKsE/XNFYp7Pfqmw/tSgksFwc8+vKbztAVK+aftLGH/B6965Ilest5DfrVcy16uumIXjjQrZ2He2fUjD1VsNXndumKFfN0w5k1unz5vGkXcfo9bq2oSgSRdfr4/MHhUb10uFc7DvWouXNACyIBXd1YlbI/7UR43S594MrT9LKV8/SRnz2f0pS+aX+3Nu3fnPa5Qa9bt126RO+6ZLGCvuPbf+f3uPXq06v16tOrtae9Tz95ulk/39Cc9vdPkc+tVQsSr73V1RGtqk78jE/172yMUXHAq+KAV4sqQpMua1nW2AkGJ/Pf+XhFiry65cJFetsFDXpqT6duf3KffrelNe0VGfqn8fukIuzXlSvn6cqV83Xh0oqU/7fa8iLVlhfpmsaqsXkdvUN6sfXoWMD7hQPd2tOeerLB8XCZxHGYxpqILl8+T5evqNSSyvCMr+AwUUnAq9suXaJbLmzQXRtb9M2Hdmt3W1/Kcp19MT20oy3NGjJriBbpzLoynVlfpnV1pTpt3tSvv5mKhv26YsX8sd+BifcFvXo2eaWWjfu6tP3g0VPy6iLTVchH5vLmg7kxplKJs6slPgjPWCToVX20yHYm1OaWbgLdAAAAAACk4dxJOTA8mvYAcrpLQQM4uZyXzD3ck3pgjLDu3FcfDdkC3XvaUw+yTBQbtR+gIvSPQhJ0XLVgOs1bHb32k2Wi4eyG0QCcEu6S9HfJ+7cozXFjY4xL0luTk12SHpiNgRhjFko6Pzm517Ks1MrYxHIfkPTp5ORmSddkWvYExrJI0lXJyV2WZbWczPUXqrDfYwtpnUjb7mxyBrpry4In1BJ7vN50dp2+/MedYyc1Do9a+tGT+/Q3Vy7L+lhOBf/1p5369/t2pMx/58WL9IlXrpQxRrffeq5u++EGPbyzfezx2Ghc77n9WX32xjV649l1WRvvaNzS7rZebW7p1paWo9rS0q0XDnQfd8jXZaQVVSU6q75MZ9aX6qy6clWXBrT/yIB2tfUmbof79FJbr1463KvugZN5QQO7gNc17ZbYifYfGZhW+/FExQGPzqov0/r6Mq1vKNfpC0uPO1x6TCTo1aeuW6U3n1unT9/9ov68PTX098uNLfr9Cwf13suX6h0XLUpp7h0aGdWm/d16YleHntzTqQ17jxx3MD/bFlWExoLbq6pLtHpBiSqL0zfO3nRuvW46t16Hewb1u80HdfemA3q66UjGdbf3xvTDJ/alfWzZ/LC++Zb1U4Zuj1fQ59abzqnTm85J/JwPDo9q28GesZ+9LS1Htf1gj2KjM3vtnt1QphvWLdS1axYoUnTyQsABr1uNNZGs5L8aayL61fsu1Ffu36n//vOuKU8EuXFdjT56zXItiARP2hgWVYT08Ves0IeuWqb7tx7SM3uPyOMyWp1s3m6IhqY8KeNEGWPyIsjtZIzRuYujOndxVO29q/TzDfv1oyf3pbxfSWfZ/LCuXDlfV66arzMWls74/Uw07NfFp1Xq4tMqx+b1x0a0tbVnrMm7rWdIQZ9bYb9HoeQt7Hcnv3rG5o8/nlg26HWfUHh7Mn6PW288u06vP6tW9714SN94cJfthK6p+Dwunb4wojPry3RWMsRdkYP9KS6X0dJ5xVo6r1hvWF8rSeobGtEs/bPlhUI+Mpc3H8wlvUvSsZfZg7O0jTltTU0kJdD95hyOBwAAAACAfFXkOKAzOBxXz2DqASwauoHZ5zxAku4ymAS6575FFSE9OKERZ2/H5IHuIUcowO/lNYLCke7EtKk4LxVfEaahG4CdZVlPGWMeVqIM7B3GmB9YlvW4Y7EPS1qZvP9ly7JsH6KMMZdp/FjyDyzLepvj8WWSFlqW9adM4zDGRCT9SNKxX1T/m2G5WyT9R3Jyh6SrLMvqTLfsJNt6laTfZbqKtTFmvqQ7J4zl6zNZPzJznjzdd4o0dNeVF+VkHOUhn64/o0Y/eaZ5bN4Pn9in91y29KQ3Qp7KLMvSF36/XV//866Uxz7wstP0N1eeNhYYC/k9+s7N6/Whnzyveza3ji0Xt6SP3blZXf3DevelS076GEdG49rV1pcMbyduL7YenVajaibFAY/OrCvTWfWJ2+m1pWn3ZzVUhNRQEdLLVo43HluWpc6+mHa19SWD3r16KRn63n9kIG3zatjvUWWxXxVhX/KrX5VhvyqO3U8+VhH2K+B1q61nSDsO9WjbwR5tP5gIyu441HvCoeaFZcGx8Pb6hjItm1c8aydcLKkM6/u3nKMHth3Wp+9+UbsdJyD3x0b1hd9v14+f2qdPvHKlykM+PbG7Q0/u7tSz+46kXGHqZPG5XQp4XSryeRT0ueV1GxmN/xtkCvpNDE4eu+f3urRsXvFY6/aKBSXHtV90XnFAN1/QoJsvaFBr94Du2dSquze1TjtAee2aBfr869ZmtWQj4HXrjNpSW9NtbCSunYd7Ek3ELd3acuCoXjxwNOV1u7gipBvW1ej6dTWqzdHfiJPN73Hro1ev0FWrqvThnz6nXWlajc+sK9U/vGr1rLYD+zwuvWLNAr1iTe6vmpCPKsL+RDP6xYv1yEvtuv3Jvfrj1sNjbfNul9HZDWW6cuV8XbVqvuqjJ/8EiSKfZ+xvT75zuYyuaazS1avn68k9nfrGg7vSnqQzv8Sv9fXlOrO+TGfWlWp1dSRv32vN9TKiuf3dTSJLH8wbJJVZlrUx0ziMMddJ+ofk5ICk7834m4HW1ER096bxDxtbWrpzOBoAAAAAAPJX0Jva0NPhCDq5XYYQKZAFkaB992ybI9Dt87hmraUF+aMhaj/wuadj8nYh5wFxfl+jkDjfxwxOIwzT4bhUdXmIQDeAtD6gxNWag5LuM8b8qxLHgYOS3qREQZeUCFB/8TjWXy3pfmPM80oUj22QdFDSiKQqSRdKekfyviRtkfQ550qMMddL+rYSObSjyXFXJq8Inckey7KciaSvSvIaY+6U9LikJiWOVVdIukzSuzV+helHJH1t+t8qJuMMCaa7YlY+SGnozmFY7+YLGmyB7vbeId2z+YBuWLcwZ2PKJ/G4pX+++0V9/7GmlMc+/ooVui1NONvvcesrb16nSJFXP3rS3hT82d9tU2d/TB+/ZsUJfx49fHRQdz3XovteOKQtB7qPq7F6osWVIZ2VDHCfWV+mpZXh4w4yG2MUDfsVDft1zqJy22ODw6Pa096ng0cHFQl6VZkMazsbqKdSWZx43oVLK8bmxeOWmo/0J0Peidu2g0e1p70vbSOw22W0akGidXx9Q5nW15erKhI4ru/5RFy+Yp4uXFqh/328SV/+4071OH537T8yoPfc/uxxrXtJZUjnLo7qtHlhFfncCvoSrbVFPrcCya9j08n7Xnd+fw5eEAnq1osX69aLF6u5s1/3bG7V3ZsOaEvL0ZRlXUb62DUr9K5LFufFPiCfx6XV1RGtro5IyTbc0bilPe2JNv2+oVE11kR0+sJIXox3NpxRW6p73n+xvvSHHfrOw7sVt6TqSEAff+VKvWrtgjn7fZ9qXC6jS5ZV6pJllTrYPaj7tx1SScCri0+rUGkRn/udjDE6b3FU5y2OamvrUd33wiH1xUbUWBPRWfVlqo4EeG3niYINdCfN9gfzBkkPGGMel/QbSc9LOpx8bLGk1yVvx34aPsKlqo7PGsflNba19ig2Es/bM0UAAAAAAMiVdJdcbXeESEO+2bvUH4BxzsvQOpvJCOoWhnrHpZSb2qdo6B5xvk5O7FLawKnEGaIZmEajY0ef/X1ONJT9SwQDyH+WZW00xrxR0g8llUj61zSL7ZB0rWVZPSewqdOTt8ncI+kWy7LSneV1vaRjvwxLJP1uGtu8XNKf08yvlvTXyVsmd0q61bKs1EvJ4LgUB06NQHdznjR0S9Kq6hKdu6hcT+4ZL6L/3qNNuv6MmoLfdzEat/TJX27WHU83pzz2/169Wjdf0JDxuW6X0b9c36iyIq++9oC92fubD+5Wd/+w/uWGNXLPMDA9ODyq+7ce1s83NOuhne1jjakzNb/ErzU1ETXWRLSmJqJ1dWVZOzEv4HVr5YISrVxQctLX7XIZ1UdDqo+GdPXqqrH5g8Oj2tXWq+0He7SrrVdBr1vr6sp0Rm1p3jSR+jwu3XrxYl2/rkZfvG+77ni6OW2T+VSWzQ/r3EWJUOE5i8pVWTy335/XlhfptkuX6LZLl2hPe5/u2XRAd29q1baDPaotD+qzN6zVRadVTL2iHHK7jJbOK9bSecW5HkrWBLxufeKVK3XrxYu0/8iAGvO4rRhSVSSgm86tz/UwThmz9TcOJ0d+/NXPkSx+MD8/ecukX9IHLcv61glso6CtdgS6Y6Nx7TjUo0bHfAAAAAAACl26hu62Xvux+eO5rCiAmSsJeCd9nKBuYVjkuPRr98CwuvpjGduEhoZp6EbhSgl0H0dDdzRMUxeA9CzL+o0xZq0SpWDXSlooKSbpJUk/k/RfGULW0/GopKslXSlpfXLd8yUVKdG0vUfSE5J+bFnWoyfyfUzTzZIuVeIY9mIl2rhLJPVKapb0mBJXqHZe4RonyPl5u2cwPwPd+dTQLUm3XNhgC3Rv2t+tjc1dOrOuLKvj6Bsa0Vf/9JJ+t6VVRweG5TJGxiRaL400Nu1KBs2P3R/7mpxXFQnowqUVuuS0Sq1aUHJcLdMjo3F9+GfP61fPHbDNN0b6txvX6g1n1065DmOMPnr1CpUV+fSZe7baHrvj6WZ19Q/ry28+Y8rPppZl6fn93fr5hmb9+rkDOjrD1/WCSGAsuL2mJqLVNSWaV5z9FupcCnjd463Iea4i7Ndnb1yrm86t1z//5kU91dQ56fIrqoqTrbDlOruhXNHw3A5wT2ZRRUjvu+I0ve+K0zQ4PCqv2zXjkyaQXfOKAwX3+whAbhX80blZ/mC+QdJfKvFBeL2kBUp8GPZIOiLpBUn3S/qOZVmHM60EU4sEvaqPFmnvhMuRbm7pJtANAAAAAIBDusvDpjR0E+gGsiISnCrQTVC3ENSUBeV2GVtz3Z72Pq2ryxDoHrEHummIQiFxnpg2OI1Ad2efI9BNQzeASViWtVfSh5K3mTzvzxq/KnO6x4cl3Ze8ncj43ibpbSeyjuR6HpT04ImuBzMXTmnoHs7RSDIbHB7VoaP2/QS5bOiWpCtXzldNaVAtXQNj877/aFNWA91/3n5Yn/zlFtsYjteutj49+lKHPn/vdlWEfbrktEpdsqxSF59WMa2wa2wkrvf/eKPufeGgbb7bZfSlN5yu15xRM6Px3HrxYkWCXn38F5ttn0vufeGg3v79p/XNt6xPe/L/we5B/XJji36+oVm72ia/0tAxNaVBNdaUjLVvN9ZEVFHAAd9TWWNNRD9593m6Z3OrPvvbbWrpGpAx0qoFJTpvcVTnLirXOYvKM56sXOjS7aMFAICjc5rVD+Y9km5P3jDLGmsiKYHuN+dwPAAAAAAA5CO3y8jvcdkCgc6GbgLdQHZMGej2EtQtBF63S7VlQTVN2Le5t6Nf6zKEU4ZG7AFWmtxRSIK+mTV0j8YtdfbbA93lIQIlAIDccX7e7hua+uSkbNt/JDWwnOuGbo/bpbeeX6/P/m7b2Lzfbm7VJ69dqfkls9uceqQvpk/f/aJ+sbFlVtbf3hvTLza26BcbW2SM1Fgd0SXLKnTpsnlaV1cqr9v+uXBweFS3/XCD/ry9zTbf53bpq3+xTlevrjqucbx+fa0iQa/e9+ONik3YZ/ToSx266dtP6Hu3nKPykE+Dw6P6/QsHdeezLXpkZ5sm5L/TKvK59co1C3TtmgU6vbaU92JzjDFG162t1jWrq7S7vU/zSwJT7usAAACZcXQOc8bamoju2dQ6Nr2lpTuHowEAAAAAIH8FfW57oLvHHnRK17oE4OSbuqGboG6haKgI2QLde9ozt9s5G7oJ/qOQOFvspmroPtIfk+UIGVWECREBAHKn2PF5u2dwJEcjyay5034B82jIlxf7Cd54dq3+4487NDiceD88Erd0+xN79aGXL5+V7VmWpbs3teqffv2COhxX/JgtlpUortvc0q2vPbBLxX6Pzl8S1aXLK3XJaZUqD/l06w+e0eO7O2zP83tc+tZb1+vSZZUntP2Xr67SD245R+/832fUOzT+2nx+f7de/43HdM6ict39fKt6hqZ+3Z6/OKrXnbVQ1zRWURxQADxul5bNL871MAAAOOXxrglzxpqaiG16W2uPYiNxLjkKAAAAAIBDkdetLo1f1jm1oZsQKZANJVMGutmvVSgaoiFJ4w17ezsyB7pjzkA3rxMUkIDjBIaB2OSB7s404asyWiEBADnkDEb3Dg1nWDJ39jkC3Qtz3M59TGmRTzesW6gfP7VvbN7tT+7Te69YetJPhj3YPahP3bVFf9x6KO3j5y0u119dtlRel5GlRBA7blmylPgqS7JkKR5X8nEr2WRtaWgkrg17j+jBHW22K5Cn0zM0ovtePKT7XkyMo9jvSQlTh3xuffdtZ+u8xdET/r4l6fwlUf34nefp5u89ZXsvtautT7vaMn9OkaT6aJFee+ZC3bCuJuet7gAAAKciAt2YM1Y7At2x0bh2HOpRo2M+AAAAAACFLuCzH+hs73EGutllBGRDwOuWz+NKCegeQ1C3cDRE7WGHPZMEO1IaumlyRwEJpjR0p//9eUy746S1SNArr5vfrQCA3AkH7Cd19k6j6TjbnIHuujwK5r7tggZboLujL6bfPN+q15218KSsPx63dMfTzfrsb7embaEu9nv0iWtX6k1n18oYc9zbec0ZNZKkpvY+PbSzTQ/taNNjuzrUP8XJas4xlQQ8+v7bz9GZdWXHPZZ01iyM6Ge3na+3fvcptXQNTLps2O/RtWsW6HXrF2p9fdkJ/bsAAAAUOo7OYc6IBL2qjxbZzmLd3NJNoBsAAAAAAIciR6Db2dCdD5dSBgpFJOhVm+OkimP8XoK6haK+ImSbbmrP3Hw3NGIPeRD8RyFxBroHhmfW0B2lnRsAkGMpDd2Dp0KgO5ijkaRaXlWsC5ZE9diujrF5X7pvu1q7BnTB0qjWLiw97pO3mtr79PFfbNITuzvTPn7Vqvn69GsaVRUJHNf602moCKmhIqS3nt+g2Ehcz+zt1EM72vXQjja92Hp00ueWh3z637efM2t5iCWVYf3stvP1lu8+mdLMbYx00dIKvfbMhbp6dZWCPj67AgAAnAwcncOc0lgTSQl0vzmH4wEAAAAAIB85w1DOdmAauoHsmTTQTVC3YCyK2gPd3QPD6uqPqbQoNXw65Ggk9nt5naBwOMNCg1MEujt6HYHuMIFuAEBuFQccge6hyf+W5UJzHjd0S4mW7omB7gPdg/riH3boi39InMB+zqJyXbikQucviWrVghK5XJM3Ro+MxvXdR/boS3/YkXI1HEmqCPv0/17dqFeuqZrV9mmfx6ULllTogiUV+vgrVuhwz6Ae3tGuh3a26eGd7bYT1SqL/frRrefqtPnFszYeSaouDepnt12gj9+5SfdvO6yGaJFuPHOhblhXo+rS/An6AwAAzBUcncOcsrYmons2tY5Nb2npzuFoAAAAAADIT0Hf5LuEaOgGsicS9GZ8jEB34VhYFpTHZTQSt8bm7Wnv07q6NIFuR8jE76END4XD+XqfqqG7w9HQXU5DNwAgx5wnUPcODedoJOlZlpUS6K7Ns0D3y1bOV215UM2dAymP9cdG9eftbfrz9jZJUmmRV+ctiuqCpVFdsCSqJZVhWyj7xQNH9bE7N2lzhlzBjWfW6O+vXaWyHLyHmFcc0GvPWqjXnrVQ/2kx0gAAIABJREFU8bilLQe69fiuDsUt6Q3rFyoa9mdlHOUhn7711vWyLGtWA+0AAAAg0I05Zo3jckLbWnsUG4nLx8EvAAAAAHnIGFMv6f2SrpVUK2lI0i5JP5X0Ncuy+id5+ky28wpJ75J0tqRKSW2Snpb0LcuyfjfNdXgk3SrpJkkrJIUlHZD0R0lfsSzrhWmup0KJ7/l6SQ3J2U2S7pL0ZcuyOtI/c8r1/kTSGybMWmRZVtPxrKsQBKdocw1xqVwgayYPdPOzWCg8bpcWlgXVNOHqg3s7+rWurixl2aERe4CVfZ8oJDNv6LZfASFbwScAADJxnkA9OBzX8GhcXnd+vKfr7IupL2b/+5pvDd1ul9Hnblyrv/rhBh0dHJl02a7+Yd37wkHd+8JBSdK8Yr8uWBLVBUsqtK+zX994cJftpMpjakqD+tcb1+jSZZWz8j3MlMtltHZhqdYuLM3ZGAhzAwAAzD4C3ZhTVjsC3bHRuHYc6lGjYz4AAAAA5Jox5lWSfiipZMLsIknrk7dbjTHXWpb10glswyXpW5Le4XioJnm73hjzHUnvtiwr9Zqy4+upkPRbJQLhEy1WIih+szHmfZZlfWeK8ZyrRHC7yvHQmuTtVmPM9ZZlPTX5d5ay3utkD3NjCkVTNHQ7G8MAzJ6SQOafN/8UJ19gbmmoCNkC3Xva+9Iul9rQzesEhSPodTR0xyYPdHc6GroraOgGAORYcZr3/31DIyotyo+/Ufsc7dwel9GCSDBHo8nswqUVeuzvXqYndnXosV0demxXu7Yd7JnyeYd7hnTXcwd013MH0j5ujHTz+Q366NXL2TcCAACArOMdKOaUSNCr+miR9k448LGlpZtANwAAAIC8YoxZJ+knkoKSeiV9VtIDyek3SXqnpGWS7jHGrLcsa+ojUun9i8bD3BslfV6JBvAlkv5W0jolWrfbJH0iw1jdkn6p8TD3LyR9W1KnpHMlfUrSPEnfNMa0ZGr8NsbUSvqNEg3hI5K+JOnu5MPXSfqQpAWSfmOMOcuyrP3T+QaNMWFJX0tOHk6OBVMIeCdv/XU2hgGYPZM3dBPULSQN0ZASf5ITmjoyBLqHCXSjcDkD3YPDGc9JlCR19NoD3eUEugEAOZbu83bPYP4GumvKgnK78rOZOez36MpV83XlqvmSpPbeIT2xOxHwfnxXR8YTJDNZUhnS51+3VmfVl8/GcAEAAIApcXQOc05jTcQW6N7U0q035XA8AAAAAJDGl5UIb49IerllWY9PeOxPxpidSoSvl0n6sKR/mukGjDHLJH0kOfmMpEssyxpITj9tjPm1pAeVaAP/qDHmfzK0gd8s6aLk/a9blvXeCY89ZYz5naQNSjSNf8UYs9KyrHTXu/0XJcLckvQXlmX9bMJjDxtjNigRcp8n6TOS3jbNb/Uzkuok3S9pf3K8mEKRb/JANy1UQPZMHuie/GcVc0tD1H4p+4lt3RPFRp2Bbl4nKBwBx5ULYqNxjcatjEGzjr4h23Q07J+1sQEAMB1FPreMkSxrfF7vULrdKLnR7Ah015UXZVgy/1SE/bpubbWuW1stSTrQNaDHd3Xo0V3tenxXh1q7B9M+z+Myes9lS/TeK5by3hoAAAA5RXUH5pw1jjbuLS3dORoJAAAAAKQyxpwj6eLk5HcdYe5jvihpa/L+B4wxmdN+mf2Nxk/k/usJYW5JkmVZ/ZL+OjnpkfTBDOs5FgrvlPRR54PJEPhnk5NLJd3gXMYYUyXppuTk7x1h7mPr+amk3ycn35J8zqSMMeuT38OQpPdMtTzGOdstnQh0A9lTQkM3khoqQrbppgyNgkPDo7Zpv5fXCQpHuquMDDp+Jibq6LM3dEdp6AYA5JgxRmGf/TN3Xx4Fup0N3bWnUKDbqbo0qNeetVBfesMZeuzjV+iBj1ymf7mhUdeuXTB21Y6zG8r0m7++SB96+XLC3AAAAMg5js5hzlnrCHRva+1RbCQuHwfAAAAAAOSH6yfc/166BSzLihtj/leJoHSppMsl3TfdDRhjjKTXJCe3WZb1RIbtPGGM2S5puaTXGGPeZ1njHVHJlu+VycmfJkPg6Xxf46HuGyQ5A9uv1vhJ5Wm/5wnruTq57KslfSvTgsYYj6RvJ5f9nGVZOxLfNqYjOEVDd7pLQAOYHZM2dBPULSgNUXugu3tgWF39MZUW2QOoQyPOhm5eJygc6d7DDAyPpj0ZbWQ0rq7+Yds8GroBAPkgHPCoZ0KIuyePAt3NnbY+gFOqoXsyxhgtqghpUUVIN51br3jcyvgeAgAAAMgV9vRizlntCHTHRuPacagnR6MBAAAAgBQXJb/2SdowyXIPTrh/4Qy3sUhSdZr1TLadGkkNjscuSrNcCsuyDkrakZxMN9ZprUcz+54/JOkMSTs1HibHNE3V0B0OcEATyJbJG7ppiCskC8uC8rjsJyftSdPSnRro5nWCwpHuPcxALH1Dd2d/LGVeOQ3dAIA84DyJuncwfwLdzobuuRLodnK5DGFuAAAA5B0C3ZhzIkGv6qP2D5ZbWrpzNBoAAAAASHGs8foly7ImO2K3Lc1zpmtVhvXMdDvHs55aY0zI8dix9XQnw99pWZbVKulohrGMMcYskvSPycn3WJY1NMXY4DBlQ7ePg5pAtkza0E3zckHxuF1aWBa0zWvqSBfotodXeZ2gkATSBLoHh9MHujt67YFuY6Syosy/cwEAyBbnSdS9edLQHRuJq7V7bjZ0AwAAAKcC9vRiTmp0tHRvItANAAAAIA8YYwKSKpKT+ydb1rKsI0q0eEtS7Qw3tXDC/Um3I6l5wn3ndo5nPcbxvInrmWodE9cz2ff8DUlFkn5sWdYfp7HOaTPGLJzsJqnqZG4vV4qmCHSH/LS9AtlCoBsTNVTYz4lqarc3JI7GLQ2PWrZ5vE5QSNwuI5/b/pofHI6nXbazzx7oLg165XHz8wIAyL18beg+0DWguP2tpmrLCHQDAAAA2ULdEuakNTUR3bOpdWyahm4AAAAAeaJ4wv3eaSzfJykkKTyL25lY/enczslez3S/53TrkCQZY/5S0ssldUv64DTWN1PNUy9y6kvXbnmM3+Mi7ARk0aSB7kl+VjE3NURDktrGpp0N3bGR1OCq38PrBIUl4HUpNjr+szCQoaG7vdd+EZdo2D+r4wIAYLpSAt150tC9r9N+MmFJwKMIV7cAAAAAsoajc5iT1joaure19qQ92AEAAAAAWRaYcD+Wcalxx1IowVnczsSki3M7J3s9J/Q9G2Oikr6UnPyEZVmHprE+pDFZQ7fzwDKA2UVDNyZqiNobEJs67KGaoZHU4Krfy+sEhSXoeB+TKdDtbOguD/lmbUwAAMzEqRLorovSzg0AAABkE0foMCetdgS6Y6Nx7TjUo0bHfAAAAADIssEJ96eTKDlWIzgwi9uZWFXo3I5zPYPKbKr1FE1jLBPXk+57/qKkSklPSfrGNNZ1PGqneLxK0tOztO2sCU7S+hsi0A1kVZHPLbfLaNR5bXMR6C5EDRUh23RT+3QaunmdoLA438cMxNIHujt67YHuijCBbgBAfggHHIHuwfwIdDcfcQS6ywl0AwAAANnEETrMSZGgV/XRIu2d0GCzpaWbQDcAAACAXOuZcD88jeWPpbp6Z3E7E5Njzu041zNZoHuq9RRNYywT12NbhzHmCkk3SxqVdJtlWbNyGSbLsvZP9rgxZjY2m3XOZsuJCHQD2WWMUSToTWmSlSS/J/PPKuamhqg90N09MKyu/phKixJB1KG0gW5eJygsAUegezBDQ3cHDd0AgDxVnKcN3c2Ohu5aAt0AAABAVnGEDnNWY03EFuje3NKtN+VwPAAAAABgWdagMaZDUlTSwsmWNcaUaTzc3DzDTU0MJU+6HdkbqZ3bca6nfRrrsRzPO7ae+dMYy8T1OMfyseTXZyQtN8YsT/PcRRPuv8oY0yZJlmXdMY3tFpTJGrrDfoKBQLZlDHR7aV4uNAvLgvK4jEYmNLbvae/Turpjge7U4KqPhm4UmGkHunuHbNPRkD/tcgAAZJuzobsnTwLd+zpp6AYAAAByiUA35qw1NRHds6l1bHpzS3cORwMAAAAAY16UdLGkpcYYj2VZmY7arZhwf+txbCPdema6Hed6npvGepoty+pLs56zJEWMMVWWZR1MtwJjzAJJJRnGciyBc66kH08yjmO+MuE+gW6HIl/mXUI0dAPZVxL0pp3vJ6hbcDxul2rLi7SnffxPaVNHn9bVlUmSBoftDd1et5HbNTeuHgFMl/PEtIEMgW7niTLRMA3dAID8EPbb3//35Uugu8PR0F1GoBsAAADIJo4IYM5aUxOxTW9r7VEszSVJAQAAACDLHkl+DSkRcs7k0gn3H53hNvZIOpBmPelckvzaIqnJ8dgjE+5nXI8xpkrSsuRkurFOaz06se8ZMzBZQzeBbiD7IhkD3TTmF6L6qD0409Q+HqwZcuzf9LnZxY/CE/RNL9Dd4Qx009ANAMgTIceVsXoHcx/o7u4f1lHHOGjoBgAAALKLvb2Ysxqr7YHu2GhcOw715Gg0AAAAADDmrgn3b0m3gDHGJemtyckuSQ/MZAOWZVmSfpWcXGGMOS/Dds7TeLP2r5LPm7ieHRpvyn6DMSbTkby3Tbj/yzSP/1rSsQRa2u/ZsZ548jkTx3KZZVlmspukH0x4yqIJ8+HgDEJNFJ6kvRvA7CgJpP+5o6G7MDVEQ7bppo7xtu6hEXtw1T/JCTrAXBXw2n83DsYyBLp7h2zTNHQDAPJFseP9f28eNHTv67S3c7uMVF0azNFoAAAAgMLEEQHMWZEib0qbzZaW7hyNBgAAAAASLMt6StLDycl3GGPOT7PYhyWtTN7/smVZwxMfNMZcZoyxkrfvZ9jUf0o6lm75qjHGdhQuOf3V5ORIcvl0/j35tVzS550PGmOWSPq75ORLShPotizroKTbk5NXG2Nel2Y9r5d0dXLy/5LPwSzxuo3crvRZdxq6gezL2NDtZfdtIWpwNnR3ZG7oJvSPQhRwnMgwmObKnLGReErLaDREoBsAkB/Cfvv7/57B4QxLZo8z0L0gEpSP95oAAABAVvEOHHNaY429pXszgW4AAAAA+eEDkgYkeSTdZ4z5O2PMecaYy40x39R4cHqHpC8ezwaS7dpfSE6ul/SoMeaNxpj1xpg3Sno0OV+SvmBZ1s4Mq/pBcllJeq8x5ufGmKuNMecYY94n6TFJJUq0ar/fsqxMtVKflNSWvP9jY8znjDEXJW+fk/Sj5GNtkj51HN8yZsAYo6IMra5hP22vQLZlDHR7+HksRA0Vjobu9gkN3cMEuoGg4z3MQJqG7iP9sZR50bB/1sYEAMBMhP2pDd2Oi6ZlXfMRe6C7rjzTRdoAAAAAzBYqlzCnramJ6J5NrWPTBLoBAAAA5APLsjYmQ9U/VCIM/a9pFtsh6VrLsnpOYFOflDRP0tslrZN0R5plvqtJAtSWZY0aY66X9FtJZ0t6bfI20ZCk91mW9btJ1tNsjHmVpLskVUn6WPI20UFJ11uWtX+ybwonR8DnVk+ayzrT0A1kX+ZAN2HdQrTIEejuHhjWkb6YykI+xUadgW5C/yg8KYHu4dRAd3vvkG3aZaTSDL9rAQDItuKA/XN33JIGh+MK+nL33s7Z0E2gGwAAAMg+jghgTlvjaOje1tqjWJrLLwIAAABAtlmW9RtJayX9hxLh7X5JXZKeUSLovM6yrJdOcBtxy7LeIelaSb+SdEBSLPn1V5JeaVnWrZZlTfpBybKsdkkXSHqPpEckdUgalLRb0rclnWVZ1nemMZ4nJa2R9BlJWyT1Jm+bk/Mak8sgC4oyHCgm0A1kH4FuTFRTGpTHZWzzmjoSLd1DjuCq38trBIUnMI1Ad2efvaG7POSTy/FzBQBArqT73N0zNJyDkYxrdga6owS6AQAAgGzjCB3mtMZqe6A7NhrXjkM9anQEvQEAAAAgFyzL2ivpQ8nbTJ73Z0nTTqRYlvVbJRq2j5tlWSOS/jt5O5H1tEv6++TtpLIs622S3nay1ztXOdstj3Fe+hnA7CtJE+j2eVwyhvBhIfK4XaotL9Ke9r6xeU0dfVpXV6ahEWdDN4FuFB5ne6nzRAdJ6uhNDXQDAJAvQv7Uz+O9gyOaV5yDwSQ5G7oXlgVzNBIAAACgcLG3F3NapMiresfZw1taunM0GgAAAAAA8kemSznT0A1kX7qGboK6hc25T7OpPRGwSQ10p/9dDsxl02nobu8dsk1HQ/5ZHRMAADPh97jlc7zf7x0aydFopJHRuFqODNjm1ZXT0A0AAABkG0cFMOc527g3E+gGAAAAACBjQ3e6pjAAsyt9oJufxULWEA3Zpps6Em3dQyP24KozCAQUAud7mIFYaqC7s8/R0B2moRsAkF+KHSdT9w7mLtDd2j2okbhlm0egGwAAAMg+9vZizlvjCHTT0A0AAAAAQOZAd5iGbiDraOiG06IKZ6A72dA97Gzo5nWCwhPw2l/3A46fC0nq6LUHuitCBLoBAPklHHAEunPY0N18pN82HfK5Vc7fTgAAACDr2NuLOc8Z6N7a2qPYSOoOXgAAAAAACknQl6mhm0A3kG0lgTSBbi+7bgtZfdTeiNjUfqyhm0A34DwpbWg4taG7w9nQHfLP6pgAAJipkC+PAt2d9kB3bXmRjDE5Gg0AAABQuNjbizmvsdoe6I6NxrXjUE+ORgMAAAAAQH6goRvIH8UBj5x5Cb8n/c8oCoOzobt7YFhH+mIaGrEHV3mdoBAFHCelDaQNdA/ZpqNhWkYBAPklnxq69zkC3XXlRRmWBAAAADCbCHRjzosUeVMabba0dOdoNAAAAAAA5IciGrqBvOFyGRU7fvZoXi5sNaVBeVz2lH9TR1/KlQdpckchcp6Uli7Q3elo6I6GCHQDAPKL8/1/z2AuA90DtulaAt0AAABATrC3FwWhscbe0r2ZQDcAAAAAoMA52y2PKcrQ3A1gdkWKvLZpAt2FzeN2pQRpmjr6NOQMdPM6QQEKOAPdsTQN3b2OQHfYP6tjAgBgpmjoBgAAAODE3l4UhDWOQDcN3QAAAACAQlfkTW3iDvnccjkaYQFkRyToCHRzckXBa3BcdbCpvT9NoJvXCQqPs6F7aCSueNwamx4cHk0JxUXDNHQDAPJL2NHQ3ZfDQHczgW4AAAAgLxDoRkFwBrq3HuxJuTwpAAAAAACFJOhL3S0U8qeGvAFkR0mAhm7Y1UdDtummjj4NDdubiHmdoBA5A92SbCc7dPbFUh6Phgh0AwDyizPQ3TuYm0B379BIyt9O55ViAAAAAGQHe3tREBqr7YHu2EhcOw715Gg0AAAAAADkXtCXGt52HlAGkD0pDd0EdQveogpHoLu9L6Wh28frBAUokOaktIEJJzs4Q2kel0k5aQYAgFxzfv7uyVFDt7OdW5IWlgVzMBIAAAAA7O1FQYgUeVXvuETplpbuHI0GAAAAAIDcS9duSUM3kDupge7Un1EUFuf+zKaOfg2N0NANpHsPMzHQ3d47ZHusLOSTy2VmfVwAAMxEOJAfDd37HIHuqpKAAmn+1gIAAACYfeztRcForLG3dG8m0A0AAAAAKGBFvnSBbg7aArmydF7YNr2ogsucFzpnQ3f3wLAOHbUHVf2EbVCA0oXMBmKZG7qjId+sjwkAgJlyNnT35klDd2057dwAAABArhDoRsFY4wh009ANAAAAAChk6dotnQeUAWTPa89cqHV1pZKk1dUlesP62hyPCLlWUxqUx9EqvLejzzZNQzcKkdftSvnZGJzQ0N3R6wh0hwl0AwDyT7GjobsvR4Hux3d12KbrykMZlgQAAAAw2zhKh4LhDHRvPdij2EhcPg56AAAAAAAKUDBtQze7ioBcKQv59PPbLlDv4IhCfrc8bvZZFTqP26Xa8iLtaR8Pccct+zJ+Dw3dKExBr1s9E4JvEwPd7X32JvtoyJ+1cQEAMF1hv9c23ZODQHd3/7Ae2tlmm3fBkmjWxwEAAAAggaMCKBiN1fZAd2wkrh2HenI0GgAAAAAAcitdQzeBbiC33C6jSJGXMDfGNESLJn2chm4UqoDjxLSBCYHuTkdDd3mIhm4AQP4J+e1/y3oHsx/ovu/FgxoeHT9j0Od26arV87M+DgAAAAAJ7O1FwYgUeVXvOACypaU7R6MBAAAAACC3itI0dIcJdANAXqmPTn7Je7+XXfwoTAHHa38gNh7o7uizB7orwgS6AQD5pzhg//w9MDyqkdF4Vsdw96ZW2/SlyytVEvBmWBoAAADAbGNvLwpKY429pXsTgW4AAAAAQIEKpGvo9hHoBoB8sqhiikC3J/V3OVAInFcaGRwZD8A5A93lIX9WxgQAwEyE/anB6b6h0TRLzo4jfTE9+lK7bd51axdkbfsAAAAAUhHoRkFZ4wh0/+b5Azri2LkLAAAAAEAhCKZp6HZe8hkAkFsNUwS6fR528aMwpQS6JzZ09w7ZHovS0A0AyEPhQOoJ1T1Dw1nb/r0vHNRI3BqbDnhdunLl/KxtHwAAAEAq9vaioFyxYp5tumdwRF//80s5Gg0AAAAAALlTlCbQHfbT0A0A+aQhWjTp434C3ShQziuNDAyPB7o7HSUu0RCBbgBA/inyumWMfV42G7rv3nTANn3FinkKsU8AAAAAyCn29qKgLJtfrFefXm2b94PH9mr/kf4cjQgAAAAAgNwIeNI1dHPwFgDySU1pUB6Xyfg4gW4UqkyB7oHYqPpj9jBcNOzP2rgAAJgul8so5LN/Bu/NUkN3W8+QHt/VYZt37ZrqDEsDAAAAyBb29qLgfOTly+V1jx8EiY3G9aU/7MjhiAAAAAAAyD6Xyyjgte8aoqEbAPKLx+1SbXnmlm6/N/XkHKAQBB2v/cFkoLujbyhl2WiYhm4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            "text/plain": [
              "<Figure size 3600x1000 with 3 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "AvRmknK1Atrk"
      },
      "source": [
        "<a id='fivethree'></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "uVdUpTHuIeZG"
      },
      "source": [
        "## 5.3 Evaluating the model"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "CeKMAod4PY5y",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "c0fcea4f-e724-4ced-ccb0-0bf86b988c40"
      },
      "source": [
        "thresh_ft = find_thresh(encoder_ft, decoder_ft, discriminator_ft, val_dataloader, viz=True)\n",
        "thresh_ft"
      ],
      "execution_count": 44,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "100%|██████████| 16/16 [00:02<00:00,  6.29it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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tqW56XVKtL/aUtntM65tr9mtvabVevHGWYqK7v4d26z0wgp2gAgAA0BcRYCAyZI2UirYeGW//0LteALiusLJO1fWNttqQLOcjJB2Ji4nSkKwkx/4ZkhQIWHpu2U79edE2bS2oDPr+1btLNfruN/TNk0dqyuAMTRmSrryMxC7tQ9F6D4zObOIJAADQFxBgIDIcc6X0/s+OjKP5gh+IJK33v4iJMhqY3vUAoz1RUUZXnzBMV58wTAfKarRsW5E+3lqovy7d6Zj7h4VHAtV+qfGaOyFXF03N07ShmYrqYONPxykkrMAAAAARggADkSHvOPu4sVZqqJVi+MIfiAR7SuyPjwzKSAzpUae5aQm6YMogXTBlkEb2S9FPX1vb5tz88lr9delO/XXpTuVlJOrKGUP1jdkjFRfjfMwkELBUWNl6Dwz+HAMAAJGBAAORYdAxzlr5fikzyAafAHzlQFmNbv7rp/p8T6lG5CTrzAm5OnvSAE0c1PlTPUpa7U3h5mMXX505TKt3l+jllXs7nLunpFoPvrVBH20u0O+umKrsVuFEcVWdYxNRHiEBAACRggADkSEhQ4pJkBpqjtQqDhBgAGHgjwu3asWOYknS+v3lWr+/XL97f7MmDEzTaeP6a8qQDB0zJKPdb+TLauwBRmqCe3/9xURH6eGvTNWPzp+g1btLtHJXqVbtKtGq3SWOYOWQxVsKNftXH+iiqXm6esYwTRiUJkkqqKhzzM3mFBIAABAhCDAQGYyRUnKlkh1HauX7vesHQKet2l0StL52X5nW7is7PD5mSIZ+dtEkTcpzrswor2mwjdN6eJRpd+SkxOu0cbk6bVyupKaTUbYWVOqNz/fppZV7tflghW1+VV2jnlu6U88t3anzjx6oh748xbH/RUZSrGJ7cKIJAABAOOGrHkSO5H72cXWRN30A6JIDZbUdT5K0cleJzv/dIr2//oDjWlm1dysw2mKM0ah+KfrOaWP0zndP1l+un97mfhavrd6ne19ewwaeAAAgohFgIHLEtjpxoMG5FBuAv1iWpf1lNR1PbOHrT63QNU8s1Zb8IysaHCswEt1fgdEeY4xmj+mnl79zos6ZNEDB9hd9YcUu3fr8SluNDTwBAEAkIcBA5Ihu9Zx4Q9e+KQLQM2U19brpr59o+s/f1d3//lw19Y0dvqekql51DQFb7cPvnapnr5+hG+eM0syR2UHf9+GmAl30yEeHH8so93APjK7Iy0jUo1dP00ffP03fmD2iw/ls4AkAACKJP7+CA0Kh9ZGpVQXe9AFEqCcXbdd/Pm/ae+avS3cqOsro/gsntfue1qsvjJEGpCdoSFaSThqTI0naXlCpOQ/Nd7y3vKZBl8z7SPOumqayViswUj3YA6MrBqYn6u7zJigjKU4PvrWhzXmswAAAAJGEFRiIHK1XYHz0sDd9ABHqo8320PCZJTv06c7idt/TOsDITo53bFo5PCdZb9w6W2dPHOB4f1lNg67981J9ssN+nzSfrsBo7aY5o3TvBROU3sYjLzmpnEACAAAiBwEGIkdj8OMKAYSeZVlavsO5ce4l8xbruieX6bM2gowDpfYAY0B68BUH4wem6bFrpmn53WdodP8U27WA5ZzvxSkk3WGM0ddOHKGFd56qS6bmOa6zAgMAAEQSAgxEjuEnOWsNnTvdAEDP5FfUygoSJEjS/A35unjeYl3xh481b/5mLd9edHh/jNYrMAakJbR7n36p8XrlOyfqrIm57c5LSwyPFRiHpCfF6teXTdFJo3MO16KMdGKLMQAAQF8XXl/BAT0x9izprR/Ya/u/kAZP86YfIIJs3F/R4ZwlWwu1ZGuhJCk2uumI0ao6+0af/TsIMCQpKS5Gj141TY8u2NLm/hF+3wMjGGOMHr36WP30tbXaUVil62YNV15GYsdvBAAA6CMIMBA5Ugc6a6tfIMAAXLDhQLmjlp0cp8LK4McZ1zdaWr/f+Z6OVmAcEhVldPOpo7V+f7leXbXXcT1cHiFpLTUhVr/6ryletwEAAOAJHiFB5IhLctaWPe5+H0AE2tgqjPivaYP14V2n6u5zxysnpfMbUXY2wDjk9HH9g9b9eowqAAAA2sZXcIgsR1/etOrikKRsybKazmYEEDLr95fZxkflpiopLkbfOHmkrj5hmN5bf0DLtxVp+fZirdtf1uZ+GccNz+zSfU8cnaO4mCjVNQQO1xJjo5UUF93lXwMAAAC8RYCByHLstfYAo6pQqjggpTqPXwTQO4or67Rqd6mtNnZA6uHXiXHROv/oQTr/6EGSpPKaeq3bV661e0u1dl+Z1u4rU0Ojpa/OGq6R/ewnjHSkX2q8XrrpRN3w9HLtbT7R5OJj82QILQEAAMIOAQYiy9BZztr616Xjr3e/FyBCPLZgi6M2NrftICI1IVbTR2Rp+oisXrn/hEFpeuu7J+u11fuUHB+j8yYH2Q8HAAAAvsceGIgsUVFSxjB77fXbvOkFiBCLtxQ6al3dy6KnUhNidcX0ofrSlEGKjmL1BQAAQDgiwEDkiQ2ymWfFQff7AMJYfWNA768/oPkbDqqspr7dublp8Y4aj3AAAACgq3iEBJHnsmekR4631+adIH1vqzf9AGHGsixd9celWra9SJIUZaRJeen60pRBunbmcMXF2LPx+Fj7hpnXzRruVqsAAADoQ1iBgcjTb6yzVlUoVRa43wsQhlbvLj0cXkhSwGqq/ez1dfr6U8vV0Biwza+sbbCNc11+fAQAAAB9AwEGItOJtzprhc6NBgE4bS2oaPPaos0FGn33G7rrn6v17892q6quwRFgpMRzhCkAAAC6jkdIEJlOuUv66GF7bfUL0tAZ3vQDhJE9xdUdznlhxS69sGKX0hLWqKzGHmAkx/NXDwAAALqOFRiITHHJztqKJ9zvAwhDe0o6DjAOaR1eSAQYAAAA6B4CDESuAZO97gAIS7tbrcC4Y+5Y3XPeeKV2MphIIcAAAABAN/BVJCLXrFulF2+w10p2ShlDvekH8LH6xoCeW7pTBRW1+nhroe1aXmaiLp46WNfNGq51+8q1bHuRPtyUrwUb82VZzs9iBQYAAAC6g68iEbnGneesffR/0nkPud8L4HP3vbpGz368M+i1vIwkSVJMdJQmD07X5MHpuv6kEdqSX6G7/rlaK3YUH54bZaQhmYmu9AwAAIC+hUdIELnikpy1QL37fQAee3nlHl335DI98MZ6FVfWBZ3z5hcH2nx/XhuBxKh+KXr+myfov08fo4TYpr9ubj51tLJT4nveNAAAACIOKzAQ2RIzpeoj/zqs4u2etQJ44b11B3Tr8yslSfM35Oufn+zS49dM07RhWYfnBAKWiiprg74/OsooN7XtQCImOkq3nTlW3zx5pBoDltITY3v3FwAAAICIwQoMRLaT77SPt86Xqoo8aQVwW3Vdo3788hpbraCiTtc8sUyftHjso6KuQYEge1lI0qRBaYqJ7vivkpT4GMILAAAA9AgBBiLbkBOctQW/cr8PwAOPzt8c9EjUqrpGXfroYj341noFApZKq4I/WjUgLUHfP2d8qNsEAAAAJPEICSLdoGOctaWPSuc84H4vgIu2F1TqsQVb253zyAdbNH9Dvm6aM9pWj44y2vDTsxWwpLgYcnAAAAC4g688EdmioqVjr7XXEtK96QVog2VZeuitDTrm/rd1xm8WaGdhVY8/795X1qiuMdDh3DV7y3Tzc5/aaumJsYqJjiK8AAAAgKv46hM4+iv2cU2p9MnTUiMnksAfPt9Tqt9/sFklVfXafLBCJz/4gR5bsEWNbW1M0Yb88lptPlih1z/fpwUb823XbjhphFb++ExdeMygDj8nJZ7FewAAAHAfX4UC8anO2qv/Le1eLl34e/f7ASQt3VqoZz7eobyMRK3cWeK4/sAb67XpQIV+fdmUTn3eu2sP6Ja/fabq+kbHtf6p8br1jDFKTYjVw1+ZqnED0pr2v2gjH4kyXfqlAAAAAL2CAANI6R+8/tlfpDPvl5Kygl8HQqSgolZXP7FU9Y3tr7D416e7NWNEli47fkiHn/n7DzYHDS8k6Z7zJyg14cgJITfOGaXzjx6opxdv1z8+2a3SavtqpNH9UzrxqwAAAAB6F4+QAKkDpLzjgl97/XZ3ewEkLdlS2GF4ccj3/rVaV/9pqf68aJvW7i1ToI1lE1vzK4LWZ47M1gVHD3TUh2Ql6Z7zJ2jZ3afrnvPGK6bFsosLpnT8mAkAAADQ21iBAUjSlX+Xlv9Rmv8/9nplfvD5QAjll9d2af6izQVatLlAkjQwPUHPfeMEjchJPny9riGgspoGx/sSYqN0/4UTZUzbz4TEx0TrhtkjdcrYfnpn3QFNGJimOUe1sWoJAAAACCECDECSkrOlOd+Xti+Stn94pN5Y511PiFj5FV0LMFraV1qjUx+ar+nDs3TmhFx9ddZwFVU6/3981sRcfeuUURqTG2QPmCDG5KZ2ei4AAAAQCgQYQEtTriDAgOc+3VHc7vVvnzJKQ7OS9Ms31zv2pzhk2fYiLdtepM92FevmU0fbrkUZ6dGrpimK3TgBAAAQRggwgJai4+zjvZ950wci1s7CKi3dVtTunP6p8bpyxlCdP2Wg3l17QO+vP6jXVu8LOvc/n+/X/tIaWy0rOY7wAgAAAGGHTTyBlqJjO54DdNOBshpdPO8jjfvRG7rnpc9V2+A8FeSllXva/YzUhBid37zpZlpCrC45drB+f+WxeunmEzVjRPATcz5tdQxrdnJ8N38FAAAAgHdYgQG01GD/l2pF840eeodlWbrlb5/ps+Yw4dmPdyraGN134STbvO2FlY73Pv/NExQXE6UtByt06rj+yklx/v/ymCEZeuFbM1VR26BJ977Vbi/ZKXHtXgcAAAD8iBUYQEv9xtnHgXop4PxXcqCr3vhiv5a1ejTk6SU79NiCLbbarqIqx3unD8/SsUMz9eXjhgQNL1pKiY/Ra7ecpJx2QorJg9O70DkAAADgD6zAAFpKy7OPrYBUvF3KHuVJO+gbauob9Yv/rAt67YE31uvYoZmaPiJL6/aVafl2+wae/3fF1C7vVzEpL12L7jpNn+4s1tq9ZU0/9pVpX2mNpg7N0Ddnj+z2rwUAAADwCgEG0FJKPykpW6oqPFLL30CAgR55YtE27S6ubvP6ZY8v0Rf3naX7X13ruDYyJ7lb90yIjdasUTmaNSqnW+8HAAAA/IZHSIDWssfYxwUbvOkDfcLBsho98sHmDud9+y+faMnWQkd9cGZiKNoCAAAAwg4BBtBa/1b7YGx+z5s+0Cc8u3SnquqO7KNijHTvBRMc8xZtLgj6/vRETsYBAAAAJAIMwGn0mfbxjsVSVVHwuUAH1u8rs40vPiZP180arjvPOqrD99586igZ07X9LwAAAIC+igADaG3UaVJMi2X7VqO06R3v+kFYq2kI2MbjBqbKGKObTx2tvIy2Hw+JjTa6Y27HIQcAAAAQKQgwgNbikqSRp9hrB77wpheEvdp6+zG8CbHRh19fdtyQNt936+ljWH0BAAAAtECAAQSTMdQ+rin1pg+EvdYrMOJjjvyx+42TR9jGLU3MSw9pXwAAAEC4IcAAgknIsI9rSrzpA2HptdV7dfZvF+rqPy3VloMVtmstV2AkxcXod1dMVUaSfaPOnJQ4zRiR5UqvAAAAQLiI8boBwJcSWwUY1cXe9IGwc6CsRrf/fZVqGwKSyh3Xk+Lsf+zOnThAJ4/tp4Ub8/X++oOqbQjohtkjHPMAAACASMdXyEAwSTn2cUW+N30g7Hy4qaA5vAguOyXOUUuIjdbciQM0d+KAULYGAAAAhDUeIQGCSRtoHxduYh8MdCgQsPTz19e2O6dfSrxL3QAAAAB9CwEGEEzeNCm6xb+UBxqknR971w/Cwr2vrFFxVX27c/qlEmAAAAAA3UGAAQQTlyz1H2+vVfIYCdoWCFj6y8c72p2TEh9j28QTAAAAQOcRYABtiUu1j+uqvOkDYaGwsq7DOaP7p7jQCQAAANA3EWAAbYlNtI/rK73pA763+WC5jv/5u0Gvjc1tCi1S4mP036ePdrMtAAAAoE/hFBKgLXFJ9jErMNCGJxZtD1p/57sna3T/FO0pqVZSXIyykp0nkAAAAADoHAIMoC2xyfZxPQEGgnzY0eQAACAASURBVNuaX+Go5aTEaUxu02NIgzOTHNcBAAAAdA2PkABtab0C49O/eNMHPFdaVa+DZTVtXi8Ksv8FoQUAAADQu1iBAbSlusQ+ri2VPn1GOvZab/qBJ974fJ9u+/sqVdc3aubIbN1/4UT94MXPVVBRq1tOG6NLpw0OenTqt04e6UG3AAAAQN9FgAG0pTHIqRKv3CINnSnljHG/H3jiV29tUHV9oyRpydZCnfm/Cw9fu/0fq5SdEqfiKvv/Vx6/ZprOmjjA1T4BAACAvo5HSIC2jDsveP3l77jbBzxTVdegbQXtnz5z3ZPL1RiwbLUJA9NC2RYAAAAQkQgwgLYcda6UN81Z3/Wx+73AE7uKqrv1vvhY/mgFAAAAehtfZQNtSUiTbnhPmnCh89ral93vB67733c2dut98dHRvdwJAAAAAAIMoD3GSDODPDKy+V33e4Hr3lyzv1vvi40xvdwJAAAAADbxBDoyaKqzVnHQ/T4QcjX1jXp//UEFLEvDs5M7nB8fE6XahoCjHhNFNgwAAAD0NgIMoCPRsdLsO6QPHzpS2/im1FAnxcR51xd6VSBg6fLHl2jV7tI257zwzRN0/dMrVFHboCgjPXb1NB03PFOTf/L24TnjB6YpLoYAAwAAAOhtfJUNdMaYuc7aziXu94GQ+WxXSbvhxfQRWZoxMlvv3X6K/ueSyXr55pN06rj+Sk2I1Z+vO05j+qdocl66HrhksotdAwAAAJGDFRhAZ+Qd66y98yPpWwvd7wUh0dFxqSeNzpEk5aYl6IrpQ23XThuXq9PG5YasNwAAAACswAA6JzpWikux14q2SQHn/gcIT3uK2z4yNTs5zhFaAAAAAHAXKzCAzprxbfs+GLVl0ob/SOPP964n9JrdxVW28SVT83TptMEqq67XjJHZykpmvxMAAADAS6zAADrr9B85ay9cJZUfcL8X9Lq9pfYVGGMHpOrE0Tk6Z/JAwgsAAADABwgwgK446bvO2qa3nTWEnaLKets4JyXeo04AAAAABEOAAXTF1GuctapC9/tAj9U1BFRT33h4XFJVZ7uemRTrdksAAAAA2kGAAXRF9igpMcteq29780f409KthZr1wHsa96M39bPX1kqSilsFGBlJPDYCAAAA+AmbeAJdNeZMafULR8YNBBjh5sG3Nqigoimw+NOibdpXVqOaevuJMqzAAAAAAPyFFRhAV8Um2seswAgrlmVpxY5iW+311fsc8zJZgQEAAAD4CgEG0FWxyfbxsj940we6ZcOB8k7NS0tkBQYAAADgJwQYQFelDXTW9nzqfh/oltteWNWpedFRJsSdAAAAAOgKAgygq/qNd9YWPuR+H+iWXUVVHc6ZMDDNhU4AAAAAdAUBBtBVI09x1ja87n4f6JYTRmU7ait/fKbG5qYcHl87c5ibLQEAAADoBE4hAboqOlbKHC4Vb/e6E3RDTX2jbXzzqaOUkRSnl24+UQs3FmhgeoKmDMnwqDsAAAAAbWEFBtAdc3/urJXucb8PdElVXYO2HKyw1cb0T5UkJcXF6OxJAwgvAAAAAJ8iwAC6Y/TpztqW99zvA5321pr9mvHz97S3tMZWH5Ce4FFHAAAAALqCAAPojthEZ+2VWyTLcr8XdMov31yv8toGR31QepD/lgAAAAB8hwAD6E1bP/C6AwQRCFjaml/pqBsj5abHe9ARAAAAgK4iwAC6a/btztpfLna/D3SoqtXGnYecPi5X8THRLncDAAAAoDsIMIDumn1H8HrFQXf7QIcWbsx31K6cMVS/vmyKB90AAAAA6A4CDKC74pKkr77qrB9c534vaNdNf/3UUfvJBROVnhjrQTcAAAAAuoMAA+iJESc7a898yf0+0KZHPtgctB4Xwx9/AAAAQDjhK3igp8ad76wt+6P7fSCoh9/b5Ki9d/spHnQCAAAAoCcIMICeGnWas/afO6S9n7nfCxzqGgKO2qh+KR50AgAAAKAnCDCAnpp2XfD6mz90tQ10zvfOPsrrFgAAAAB0AwEG0FNR0dJJ33XWdy6WAs5//Ye7YqONbXzymH4edQIAAACgJwgwgN5w+r1SygBnvdJ5fCfcEwhYqm+0bDU27wQAAADCE1/JA73BGOmGd5z1XUvd7wXaeKBc3/rLCo384X8c1+Ki+WMPAAAACEcxXjcA9BkZQ521/PWSOFbVLYGApTfX7NdNf/20zTnxsQQYAAAAQDjiK3mgN03+sn28/nVv+ohQr67e2254IUlJceS2AAAAQDgiwAB60zFX2cf7Vkpl+7zpJQK9vHJvu9dnj8lRemKsS90AAAAA6E0EGEBvGj7bWWMjT9e8v/5gu9cfu3qaS50AAAAA6G0EGEBvio6RYhLttfoqb3qJMDsKK9u9fs9545Ucz+MjAAAAQLgiwAB6W3qefVy0zZs+IsyavWVtXhs/ME1XzgiyySoAAACAsME/RwK9LXu0VLj5yPilb0tTvtJ01CpCpqa+0VF74JLJmj4iSyNykmX43x8AAAAIa6zAAHpb9mhn7Z0fSZblfi99lGVZen7ZTt336hqt2VuqmvpGfbKj2Danf2q8vjJ9qEb2SyG8AAAAAPoAVmAAvW3oTGnJ7+21xb+T0gZLJ3zbm576iIKKWj3ywWY9+dH2w7WWr1s6aXSOO00BAAAAcAUBBtDbjjoneP3Nu6S6Cmn27TxO0k03PL1CK3eVdGrupdMGh7gbAAAAAG7iERKgt0VFSxf/Ifi1938q7fjI3X76iNLq+k6HFzNGZOlEVmAAAAAAfQoBBhAKUy6XTv9x8Gsr/+ZuL31EbYNzk862fO/so0LYCQAAAAAvEGBIMsYMM8b82hiz3hhTaYwpMsYsN8bcaYxJ6qV7DDfG/NIY84kxpsQYU998n8XGmB8bY/r3xn3gI7NvlyZf5qzv/dT9XvqAqtrOBRgp8TGaNiwrxN0AAAAAcFvEBxjGmAskrZZ0m6SjJCVJypR0nKRfSfrMGBPkWIku3eMaSWslfU/SsZLS1bT/SKakmZLuk7TOGHNmT+4DH7okyKMkB9e630eYW7+/THMemt+puc/eMCO0zQAAAADwREQHGMaYqZJekJQmqULS3ZJmSTpd0h+bp42V9LoxJrWb9zhR0lOSEiUFJD0p6SJJ0yX9l6RXm6dmSXrZGDOyO/eBTxkjzfmB112EvUfnbwlaX/rD0/Wna4/T2NwUJcZG6xuzR2jK4HSXuwMAAADghkg/heRhNQULDZLmWpa1pMW1940xm9S0CmOspNsl/aQb9/iBjgRFt1iWNa/FteWS/mWM+bWaVoAkNv/8nW7cB36Vd5yzVrJLyhjifi9hqKymXi+v3Ouo333ueOWmJSh3QoLOmJCrQMBSVBSnuwAAAAB9VcSuwDDGTJc0u3n4RKvw4pBfS1rX/PpWY0xsN241q/nnwlbhRUv3t3g9sxv3gJ+NmO2sbV/kfh9h6qmPtgetnzN5gG1MeAEAAAD0bREbYKjpMY5Dngw2wbKsgKRnmocZkk7txn3imn/e1tYEy7JKJRW0mo++IibeWdvyvvt9hJnahkZZlqW/r9jluHb5cUM0OLNX9tcFAAAAECYi+RGSk5p/rpT0STvzFrR4faKkt7t4nw1q2rhzRFsTjDFpknJazEdfF0NO1Z4H3livP3+0TXUNgeDXL53sckcAAAAAvBbJKzDGN/+82bKshnbmrQ/ynq54rPnnbGPMt9uY86Mg8zvNGDO4vR+SBnT4IQit42+wj9f/x5s+wsDy7UV6bMGWNsOL2WNyZAyPiwAAAACRJiJXYBhjEnRkxcPu9uZallVsjKmUlCypO7su/llNqz2ulfSIMWaapFck7ZM0VNI1OvI4y88ty3q3G/dwrrGHv/QbZx9XF3nTRxj48mPBtqM54rpZw91pBAAAAICvRGSAIanlkagVnZh/KMBI6eqNLMtqlPRVY8yrkn4o6YbmHy19IOkX3QwvEA5ig+zXUFsuxXfrdN4+a39pTYdzpo/IcqETAAAAAH4TqQFGQovXdZ2YX9v8c2J3bmaMGa+mFRhtPbg/U9L1xph1lmXt6cYtOloZMkBNR7bCK6OC7P+64U3p6C+734uP/f6DTe1eH5CWoOS4SP1jCwAAAIhskfqdQMt/5u3MboqHjpGo7uqNjDGzJb0qKV3SDkn3SHpHUpGkXElfkvRTSV+RdLIxZq5lWWu6cg/Lstp9DIb9AnwgdaCzVrLd9Tb87tmPd7Z7/Z7zx3NcKgAAABChIjXAKG/xujOPhSQ3/9yZx00OM8bES/qbmsKL/ZJOsCxrf4spuyXNM8YskLRC0iBJT0s6riv3QRgwRhp1mv341PL9bc/HYSeP7afU+Bj96PwJGpCe0PEbAAAAAPRJERlgWJZVY4wplJQtaXB7c40xmToSYHR1s8yzJeU1v/5dq/CiZT9rjDHPqmlvjGnGmCmWZa3q4r3gd/3G2wOM+o73e4h0s8fk6JmvT/e6DQAAAAA+EMnHqK5t/nm0Maa9IKfl8RHruniPlseuftrB3E/auCf6ithWqwdWPutNHz71r0+cT0Jx4ggAAACAQyI5wFjU/HOypGntzDulxeuPuniPhhavO1rtEtvG+9BXxLQKMJJygs+LQHUNAf3s9bWOenJ8RC4SAwAAABBEJAcYL7V4/bVgE4wxUWo6PUSSStR03GlXbGvxenYHc1sGJdvanIXwZVn2cUx88HkRaHdxlYqr6h312OhI/iMKAAAAQEsR+92BZVnLJH3YPLzeGDMzyLTbdeQxkIcty7J9h2WMmWOMsZp/PBXk/e9Jqmp+faMxJugxqsaYcyRd3DzcI2ll538lCBtjzrSPKw5IgYA3vfjM7uLgB/xkJ3fmkCAAAAAAkSBiA4xmt6rpaNQYSW8bY35gjDnBGHOqMeZxSb9qnrdR0q+7+uGWZZVIeqB5mCppsTHmF82ff4wx5ixjzDxJr+jIf4vvW5bFd7V9UUqufRxokCrzvenFZ3YVVzlqs8fkaHhOcpDZAAAAACJRRD9gblnWZ8aYyyU9KylN0i+CTNso6TzLssqDXOuMn0nKUlNYkiLpB80/WquX9EPLstjZsa9K7ues/fNr0tf+434vPtN6BUZCbJSevO54j7oBAAAA4EeRvgJDlmW9KuloSf+rprCiSk37XayQdJekqZZlbe7B51uWZX1X0vGSHpP0haRySY2SStV0+shvJE2yLOuhHvxS4Hcxcc6NO3d8JAUavenHR3YV2VdgXHPCMMWw/wUAAACAFiJ6BcYhlmXtkHRb84+uvG++JNPJuZ/IflQqItGwWdK6V+y1wi1Sv7He9OMTrVdgDMlK8qgTAAAAAH7FP3ECbrr0CWdtw+vu9+Ezu1vtgTE4M9GjTgAAAAD4FQEG4KaYOCljqL226nlvevGJ2oZGFVTU2WqDM1mBAQAAAMCOAANwW+s9Lxrrgs+LELUNzkN3UuJ5ug0AAACAHQEG4LZzW+3VWrxdsixPWvFafWNAb3y+z1GPjurU1jIAAAAAIgj/zAm4rf84+9gKSA01Umxk7ftgWZaueWKpPt5a5LhGgAEAAACgNVZgAG6LDbK/w66l7vfhsT8s3Bo0vJCkGAIMAAAAAK0QYABuCxZgLP69+3146Fdvrtf/vLG+zesx0fzRBAAAAMCO7xIAtyWkOWub33G/D49U1zVq3vwtbV4fmZPMJp4AAAAAHAgwAC9MucJZqy13vw8PvPGFc9POlp782vEudQIAAAAgnBBgAF6Y9d/O2oY33O/DA7f9fVWb1z655wwNy052sRsAAAAA4YIAA/BC7gRn7cVvSIFG93txUVVdQ5vXnvn6dGWnxLvYDQAAAIBwQoAB+MnuFV53EFIT730raP2OuWN10ugcl7sBAAAAEE4IMACvnHyns1a6y/0+XHKgrEaW5az/5IIJ+s5pYxTF0akAAAAA2kGAAXjl5O85a5UF7vfhkvzyWkctKzlOV84Y5kE3AAAAAMINAQbglZg4afyX7LWKA9704oKaeuf+HovuOlVxMfwxBAAAAKBjfOcAeCljqH28f7U3fbhg4cZ8Ry0pLsaDTgAAAACEIwIMwEuDj7OPN7/rTR8u+Mcnu71uAQAAAEAYI8AAvNR6BYakoDtd9gHBHiEBAAAAgM4iwAC8lJjprJXvc78PFxw3PMs2HpqV5FEnAAAAAMIRAQbgpZQBzlpjnft99LLK2gZ9sP6gdhVVSZLeXrNf76y1b1B6zQmcPgIAAACg89hBD/BSdKyz1ljvfh89kF9eqx/++3Ot3Vum7JQ4XTtzuB58a70OlNUqITZKv7h4sm77+yrH+0b3T/GgWwAAAADhigAD8FJUkN+CYRZg/O79TYdXV+wpqdYd/zgSVtTUB4KGFxIBBgAAAICu4RESwEvGOEOMbQu96aWbnlmyo1vvy8tI7OVOAAAAAPRlBBiA1wIN9nFjrTd9uCgnJV5RUcbrNgAAAACEEQIMwG/6wCaeHfnhueO8bgEAAABAmCHAALw26VL7uL7amz66qV9qfJfm/78zxuiSYweHqBsAAAAAfRUBBuC12FZ7QdTXeNNHN2wrqFR+edceeZk5MjtE3QAAAADoywgwAK/FJtnH9VXe9NENNzy93FG7+oShGpadFGR2k2j2vgAAAADQDRyjCngtId0+Lt/vTR9ddKCsRlvyKx31n100WZL00md79P9eWGm7lp4Yq8mD0x3vAQAAAICOsAID8FrWKPt44xve9NEFB8tqNOMX7znqQ7KOPA5z4TGDdPOpR35t4wakat5Vxyo+JtqVHgEAAAD0LazAALyWM9ZZK9gk5Yxxv5dO+tOibUHr3z97/OHXxhjdedY43XkWJ44AAAAA6DlWYABeyxntrO382P0+umDp1kJH7cTR2TprYq4H3QAAAACIBAQYgNda74EhSXXOvSX8ZE+J86jXx66eppho/kgBAAAAEBp8twH4wajT7GOfn0RSUFFnGyfERik1IdajbgAAAABEAgIMwA9ar8KoLfemj074Yk+po/bLS4/2oBMAAAAAkYQAA/CD1IH2cfF2T9rojPN/t8hRi44yHnQCAAAAIJIQYAB+kN3qKNXCzd700YHSqvqg9X4p8S53AgAAACDSEGAAfpDd6sjUwi2SZXnTSwubDpRr8ZYCNTQGJEmVdQ1B500fkeVmWwAAAAAiUIzXDQCQlN3qKNX6Sql8v5Q2MPh8F7ywfKe+/+LnsiypX2q8RvdL0ZIgx6e+fPOJMoZHSAAAAACEFgEG4AepA6WYRKmhxfGkxds9DTAeX7D18CKQ/PJa5ZfXOuakxsdoypAMlzsDAAAAEIl4hATwg6goKSnbXtv0tje9SKqsbdDWgsoO55XXBn+kBAAAAAB6GwEG4BfxqfZxfXXweSG2vaBSE+99y5N7AwAAAEBbCDAAvzCtfjsufVSqdO45EWpzHprf6bmZSbGhawQAAAAAWiDAAPzijHudtT/PlQKN7vfSSS98a6bXLQAAAACIEAQYgF/kTXPWCjdL+z93v5cODExP0H1fmqixuakdTwYAAACAXsApJIBfJOdII+dIW+fb69VFHjTTviU/ON3rFgAAAABEGFZgAH7y5aedtboq126/endJh3PuOW+8C50AAAAAgB0BBuAniRlS7iR7ra7j40x7y8PvbnLU/vntmZo1qumI1zvmjtUNs0e61g8AAAAAHMIjJIDfxCXbx7VlIb3dG5/v041//bTN6xMGpem5b5wQ0h4AAAAAoCOswAD8JiHdPt62IGS32ppf0W54IUmJsdEhuz8AAAAAdBYBBuA3w0+yj9e/LlWFZiPP11fva/d6ZlKsjDEhuTcAAAAAdAUBBuA3x15rH1sBqWhbSG710ZaCdq8/8/UZIbkvAAAAAHQVAQbgN4mZUnyavdZQ3eu3sSxLW/Pb3iA0LyNRk/LS2rwOAAAAAG4iwAD8KHWgfXxwXa/fYv3+ch0sr23z+ldnDePxEQAAAAC+wSkkgB8NmioVbDgy3vtZr378xgPlOufhDx11Y6QbTxmliYPSdc6kAb16TwAAAADoCQIMwI8GTZVWP39k3MsBxm/e3hi0vuXn5yoqilUXAAAAAPyHR0gAP+o31j6uONirH//mmv1B64QXAAAAAPyKAAPwo9gk+7i+WrKskN5y/EA27AQAAADgXwQYgB+l9LeP6yul6uKQ3vLMCbkh/XwAAAAA6AkCDMCP0oc6a+X7euWjGwPBV3LcNGdUr3w+AAAAAIQCAQbgR9Exkmn12zPQ2CsfvX5/maN297njlRAb3SufDwAAAAChQIAB+FVcqn3cS4+Q7CupcdS+Omt4r3w2AAAAAIQKAQbgV+l59nEvPEJS3xjQDc+ssNXGD0xTXAx/FAAAAADwN75rAfwqMdM+ri3v8Uf+/PV1jlpmUmyPPxcAAAAAQo0AA/CrhHT7eP7/9Pgjn1q83VHLSo7r8ecCAAAAQKgRYAB+lTvJPq4q7PE+GCnxMY7a+IFpPfpMAAAAAHADAQbgVyPnOGvv3tejj0yOd540cuX0IEe2AgAAAIDPEGAAfjVslrNWtLVHHxkbbf8t/6drj1Mmj5AAAAAACAMEGIBfGSOdcJO91oMAo6a+UXtLqm21hFjnigwAAAAA8CMCDMDPpnzFPi7dLTXUduuj/v3ZHgUse21Mbko3GwMAAAAAdxFgAH6WOaJVwZJKdnbro3788heOWm5aQrc+CwAAAADcRoAB+FlCmhSXaq9VFXb5Y/aVVqu+0ep4IgAAAAD4lPNMRQD+kpAu1ZUfGVeXdPiWjzYXaN78zcpIitOdc4/SnIfmO+Z88+SRvdgkAAAAAIQWAQbgd4kZUtnuI+M2VmDsKqpSaXW9Bmcm6tt/+UTltQ2SpNdX7ws6/3tnHdXrrQIAAABAqBBgAH6XkG4fv3yTdPTlUvSR374vfrpb3/vnajW03qWzDblp8YqJ5gkyAAAAAOGD72AAv2sdYEjSmhdtw/teXdvp8EKS/nXjrJ52BQAAAACuIsAA/C5vmrP24jek+mpJ0hd7SlVaXd/pj7vvSxM1ODOpt7oDAAAAAFcQYAB+N/M7wesb35Qk3f/q2i593FUzhva0IwAAAABwHQEG4HexCdJ5v3HWN7whSVq2vajTHzV9RBZ7XwAAAAAIS3wnA4SD46+Xhs6011a/0OWPuevscb3UEAAAAAC4i1NIgHAx6VJp5xJbqaO9L249fYxOGpOjj7cUatbobE0blhnKDgEAAAAgZAgwgHCRlOUobdv4haM2/445siQZScNzkiVJxw93vhcAAAAAwgkBBhAuxsx1lFK2vyVpsq12KLQAAAAAgL6EPTCAcBGf6ijVb3zPNh5JeAEAAACgjyLAAMLJOQ/ahuMrl0myDo+jo4zLDQEAAACAOwgwgHCSnOMojTF7Dr8ur2lwsxsAAAAAcA0BBhBOhp7gKGWo4vDrm04d5WY3AAAAAOAaAgwgnKQNcpRGRu07/PrqGcPc7AYAAAAAXEOAAYSbiRfbhudGLZUkxVUXKoo9MAAAAAD0UQQYQLgZMsM2PCV6taIUUHlxvoqLiz1qCgAAAABCK8brBgC0rbCwUC+88ILKy8sP1yY2fK7zW82bYLZr8e51uu222zRu3DjbtdTUVF1++eXKzs52oWMAAAAACA0CDMDHbrrpJv3973+31YZkxev8W+JttUGmUA0VRXrqqX8H/ZyFCxfq+eefD1mfAAAAABBqPEIC+FhGRoajVn3iLY7anKhVMlFt/3ZOT0/v1b4AAAAAwG0EGICP/fa3v9WNN95oqyVPmKPfNlxiq50bvVRVGxcH/Ywbb7xRv/3tb0PWIwAAAAC4gQAD8LHExETNmzdPL774ojIzMxWdkiVJerVxpm1ehqlUSvU+Wy0zM1Mvvvii5s2bp8TERNd6BgAAAIBQIMAAwsDFF1+slStX6pjTL5Ik7bL6O+b8em7C4dezZ8/WqlWrdPHFFzvmAQAAAEA4IsAAwsTQoUOVM6MpwKhTrAqsNNv1r0+N03GDmn5Lf/e739WQIUNc7xEAAAAAQoUAAwgThRW1Wl965LfsFmuQY87SG5IlSf/6179c6wsAAAAA3ECAAYSBQMDS5Y8vsdXmNVzomBdljJJipVdffVW1tbVutQcAAAAAIUeAAYSB99cf1Ob8SlttQWCK7ls/wjH3ikmxKisr07vvvutWewAAAAAQcgQYQBh4a83+oPVLf/BnR23O8GhJ0osvvhjSngAAAADATQQYQBhYuCnfUbvhxKGaNOVYRz0jwUiSiouLQ94XAAAAALglxusGALTvtIfm60CZfT+LO886SjefOrppcO5D0n/uOHzt5GPG6PZBZ+rGG290s00AAAAACCkCDMCH1u0r0zkPf9jm9bMmDjgyyLTvg5FWtV0PPfRQqFoDAAAAAE/wCAngMyu2F7UbXkjS6P4pRwZpA50Tqkt6uSsAAAAA8BYBBuAju4qq9F+PLWl3zqS8NHshLc85ad+qXuwKAAAAALzHIySAx/aVVuvW51dq2baiTs3/+omtjk5NzHBOqq/uhc4AAAAAwD9YgQF47Mo/Lu10eDGmf4rOnRzkkZHM4fZxAwEGAAAAgL6FFRiAhxZvLtC2gspOzZ0+PEt///bM4BfjWz1WUl/Tw84AAAAAwF8IMAAP/eqtDe1eH5adpPiYKI3un6L7vjSp7YmxifYxKzAAAAAA9DEEGICHVu5q+7SQP117nM6YkNu5D4pJsI/ZAwMAAABAH0OAAfjQq985SZMHp3f+Da1XYNRX9W5DAAAAAOAxAgz8f/buO8qust7/+Oc7MymT3ntIJSSEkhggQuggoIAgiAUQKYIVsGO5CnLVa0NBij+UJiIKCiqKBQi9GcBAIJQkhIQQ0kPqpM58f3+cPc7Zc85M5sycs59T3q+1ztrn+e5nn/1xXb1rzTd7Pw8C2bK9XjVVpp0NHqvP+sZRGtSrawtXtaBrs51I6t7pYDoAAAAAKC40MIBA5ry1LqN58cKltFD6AwAAIABJREFUx6h3bafcf6znkPh44UMdSAYAAAAAxYdtVIFArnloQWw8vE9t+5oXUmYDY+XLknv2uQAAAABQgmhgAAHsrG/QY/NXx2pL13Vg4c3uAzNrdWvb/3sAAAAAUGRoYAAB3PvisozaxCE92/+D447MrG1teYcTAAAAACg1NDCAAK576PWM2jWnT23/D9b2zdxK9e3Z7f89AAAAACgyNDCAAF5bsTGjNn5QB57AMJPGHBavLX6y/b8HAAAAAEWGBgaQsEWrN2fUTp++W8d/eNSB8TENDAAAAABlhAYGkKANW3fo8J88nFHfa1jvjv/4qBnx8apXpE2rOv67AAAAAFAEaGAACXF37XPZfVnP9e/RueM3GDZV6twjXnvjkY7/LgAAAAAUARoYQELueGZJi+cOHj+g4zeo7pT5FMbChzv+uwAAAABQBGhgAAnYWd+gr939YtZzN5y1n7p3qcnPjcY2W8hz+Zz8/C4AAAAABJanv5oAtGbWG2uz1md/6z3q2z0Pr4806j8+Pl72Qv5+GwAAAAAC4gkMIAEvL9uQtZ7X5oUkdc/yKsqsX+X3HgAAAAAQAA0MIAGL1mRunXrlh6fk/0bdB2XWHv1J/u8DAAAAAAmjgQEk4Lan34yNdx/UQydNGZb/G/UanlmrW5P/+wAAAABAwmhgAAV275xlGbUvH7uHzCz/N6uqkk67JV5r2CGtX5r/ewEAAABAgmhgAAV29YPzM2rjB/Uo3A0nvV/q2ideW/RY4e4HAAAAAAmggQEU2OI1dRm1sQO6F+6GVdXSiP3itQ08gQEAAACgtNHAAApsy4762Lh3bafCvD6SrrZvfLzuzezzAAAAAKBE0MAAEjawZ5fC32TQnvHxa/+QGhoKf18AAAAAKJCaQv2wmZ1ViN9191sL8btAIazauC2jdslxEwt/40nvl2Z+p2m8aYW09Flp5AGFvzcAAAAAFEDBGhiSbpHkef5Nl0QDAyVj7tvrM2pHThxU+BsPGC8NnCSteqWpNv8+GhgAAAAASlahXyGxAnyAkrFs/dbYeO/hvVVdldB/jcccEh9vXJ7MfQEAAACgAAr5BMaYAv42UBLeXBvfgWRAj87J3bxLz/h4x5bk7g0AAAAAeVawBoa7Ly7UbwOl4nez4rt/7DGkV3I3r6mNj3duzT4PAAAAAEoAu5AABbJkbZ3W1e2I1SYN7dnC7AJo/gTGxmXJ3RsAAAAA8owGBlAgdz67JKO2/+h+yQUYsHt8vPJVtlIFAAAAULJoYAAFMvOVlRm1YX1qs8wskMGT4+Mdm6V33kju/gAAAACQRwVbA8PMbirAz7q7n1eA3wXybvWmbbHxZ48Yl2yAHoOl2n7SlrVNtbULpf4J5wAAAACAPCjkLiRnS/I8/p5Fv0cDA0VtxYatWrhqs1ZujDcwjps8NNkgZlLX3vEGRv32ZDMAAAAAQJ4UsoHxpvLbwCgYMxsl6SJJx0saKWmbpNcl3SnpWneva+XyXO91tKQzJR0saaiknZJWSJojaaak37j7pnzdD8n66wtv68Lfzc56bkDPBLdQbdSpW3y8dX3yGQAAAAAgDwq5jeroQv12PpnZiZJuk5S+v2U3SftFn0+Y2fHuvqCD9+kr6WZJJ2U53UvS7pJOlfSUpOc7ci+Ec+1DLf/XZGjvBNe/aNRrmLRybtN4XebCogAAAABQCip6EU8zmyrpDqUaCJskfVPSQZKOkvSraNoESfeaWbv3vzSz3pLuV1Pz4k+SzpD0bkn7SzpF0lWS3mrvPVAcXl+V/eGZb52wZ8JJIt0HxscPfz9MDgAAAADooEK+QlIKrpJUq9RrHMe4+1Np5x40s/mSfqRUE+NLki5r532uljRNqVdTPuTu9zQ7/6ykP5nZFyRVt/MeCKyhwbWjPvtbU+cdPCbhNJH6bbueAwAAAAAloGKfwDCzAyQdEg1vbNa8aHSFpFei7xebWad23OdgSR+Lhv+TpXnxX56yM9d7oDgsXbcla/2286YnnCRNr+GZtR1bk88BAAAAAB1UsQ0MSSenfb852wR3b5B0azTsI+mIdtznc9FxvaRr2nE9SsRTC9dk1H597gE6ePcBAdJEJn8gs/bOG8nnAAAAAIAOCtbAMLPOZnaOmf3FzBaZ2SYzq9/FJ59PJxwcHTdLeq6VeY+kfZ+Ryw3MrLOa1r243923RvVqMxtpZqPNrGsuv4niVbct87+eh00YmGVmgoZOyaxt35x8DgAAAADooCBrYJjZBEl/lrSHJAuRQdKk6LhgF69tvJrlmrbaV1Jjg+JFM+sl6XJJH1fqiQ5J2m5mj0r6nrs/nOPvS5LMbMQupgxpz+8iN2+9E3+F5NjJgwMlSVNVJXXtHd8+9R+XSOfPDJcJAAAAANoh8QaGmXWX9A9JYyQ1SPqLpFWSzpfkkr4rqZ9SW5hOj2pPKbWLR74ydJXU+Fx/qzt/uPs7ZrZZUndJI3O8VfrWE1VKLda5e7M5nSUdLekoM/u6u/8wx3tIEntjFoGHXlsZG48b2CNQkmZq+8YbGEuflTa8ndpiFQAAAABKRIhXSD6lVPOiXqmdP06R9PPGk+5+qbtf6O4HKrVzxytKbTe6xt2/k6cM6VuiZt/3Mq7xmftc/yLtl/b9EqWaF/+UdIBST2YMkvRppdbHMEk/MLOTmv8Iit/TC9fo9VXxVzNG9usWKE0zk0/JrD364+RzAAAAAEAHhGhgnKjUUxV3uvuDrU1099lKLZy5UtJPzWxanjKkrzuxvQ3zG/eirM3xPt2b3fN+SSe4+zPuvs3dV7n7/5N0glJPo0jS/5lZrq/VjNzFZ/8cfw85evGt9Rm1Y/YsgldIJOmob0udusdrz94krZgbJg8AAAAAtEOIBkbjaxV/ynbSzGKZ3H2VpJ8q9brL57Jd0w7p+0h2bsP8LtEx+z6ZbbuPJF3i7vXNJ7n745LujoaTJO2dy03c/a3WPpKW55gbOdq2M/5/1j2H9lL/Hl1amJ0wM+nIb2bW774g+SwAAAAA0E4hGhiNi1cuTqttS/ve7J+KJUlPRMfD8pRhY9r3trwW0pipLa+btHSfVdETJS35V9p3npgoMevqdsTG4wYVyfoXjUYfnFlb8ZK0ekHyWQAAAACgHUI0MOqio6fV1qV9362Va/Oym0a0nemaaNjqDh5m1ldNDYxcF8tMn9/qYqHN5gbeexO5uuHxN2Lj0f2LZP2LRkP3lUZlaWK8eGfyWQAAAACgHUI0MBr/0vvvFgjuvlrS2mg4I8s1jWtftGW9irZ6OTqON7PWdmOZmPb9lRzvkb7IQPUu5qafb21bVxSZ5q+PSFLXTrv6P3cAH7wxs7boicwaAAAAABShEA2MZ6Pjfs3qM5XaieMrZvbf3TvMbKykryn1xMbzeczxeHTsrqYGSTbpr63k9Neeuy+W9GY0HL2LxTnHpX1fmst9ENZvnlqcUTtsQhE+RNNziHTClfHaW89IO7dlnw8AAAAARSREA+N+pRoV729Wb9xKdaykeWb2BzP7u1JNi8anNX6Zxxx/Tvt+TrYJ0YKiZ0XDdZIeasd97oqOvSQd1cq89L0uH29xFopK3fad+u69mQ/m7DW8d4A0bTD5A0r9zy9Sv03659eDxQEAAACAtgrRwPibpEclbTSz/z514O5PSLpcqb+u+in1B/2xalpk82Z3vz1fIdx9lqTHouF5ZnZglmlfUmpXEEm6yt1jKzWa2eFm5tHnlhZudaWadiP5qZn1aj7BzM6UdHg0vNfdc11rA4H8/cXMDV6OnjQoQJI2qu0jDdkrXnv2RmnZnDB5AAAAAKCNWlv7oSDcvU5Nf6w3P3eZmT0m6ROSJiuVb76kW939rmzXdNDFSr0WUivpPjP7vlJPWdRK+oikxn0m50m6oj03cPc3zezbkn6k1Paos8zsh5LmKPVUximSPh1N3yDpC+37j4IQvvyHFzJqJ+wzLMvMIjL6UGn5i/Ha3D9JQ/cJkwcAAAAA2iDxBsauuPtMpdbDSOJes83sw5JuU6qZ8P0s0+ZJOt7dN2Y519b7/Dha1+MSSXtIuinLtJWSTnb3+e29D5K1YGX2XXVP2GdowklyNOMi6elr47Uls8JkAQAAAIA2CvEKSVFx979K2kfSz5RqVtQptd7Fs0o1HKa6+4I83OfrSu2w8htJiyRtk7Re0jOSviVpgrs/1dH7IDlXzczsNV101O6qqS7y/1n1HCL1bNZk6VXkT40AAAAAqHhF9wRGCNFuIV+MPrlc97BiKyLucv5TkmhSlIm/vvB2Ru28g8cESNIOe58mPfnzpvG2DeGyAAAAAEAbJP5PxWY2xsweNLOZZja8DfOHR3PbNB9Iwn/efCejdtGR49W7tlOANO3QZ7f4eCsNDAAAAADFLcSz7mcptYhnZ3dfuqvJ0Zya6JqPFTQZ0AavLd+oU657MqP+2SPHB0jTTl2abYazdX2YHAAAAADQRiEaGEdJckl353DN3Uq9qnFMQRIBOTj2ykez1rvUVCecpAO69o6PN6+U3MNkAQAAAIA2CNHAmBQd/5PDNc9Hxz3znAXIydYd9Vnr33jfxISTdFC/Zmt1bF6VubUqAAAAABSREA2Mxn/6XZfDNY1z++Y5C9Bm23bWa+K3/pn13AWHjks4TQcNmCD1GRWvvZ1LTxEAAAAAkhWigdG4WmD/HK5pnFuX5yxAm/3l+cxdRyTp1+cekHCSPDCT+jdruqzp8G7BAAAAAFAwIRoYi6Lj4Tlcc0R0fDOvSYAcfPWPczJq+47so8MmDAyQJg+6NeshPnm19PpDYbIAAAAAwC6EaGA8oNSCnJ81s6G7mhxtnfpZpRb+fKDA2YCsNmzdkbV+1MRBCSfJo8GTM2tP/jz5HAAAAADQBiEaGL+QtENSH0kzzWyfliaa2b5KNS36SNop6bpEEgLNXPNg5usVnaurdN7BY7LMLhHjjsysreY1EgAAAADFqSbpG7r7YjP7pqQfSdpD0n/M7GFJj0laFk0bKulQSYcp9bSGS7rU3V9POi8gSb98dGFG7cXvHFNaW6c2N3RfaeqZ0uzbmmob35Ya6qWqEv7PBQAAAKAsJd7AkCR3/4mZ1Uq6VKmnQI5Q0zoX6UxSg1LNix8kGBHYpZJuXjQ68lvxBkbDTmnTSqnXLt/uAgAAAIBEhXiFRJLk7v8raT9Jv5e0XqlmRfpnvaTfSprm7t8LlRN4c03m5jdfOHpCgCQF0D3LAqTbNmTWAAAAACCwIE9gNHL35yWdbmYmaYykAdGp1ZLecHcPFg6QtH1ngw79cebOHMdMHhwgTQFYlh5mQ33yOQAAAABgF4I2MBpFjYqF0QcoGnc8k33n3olDeiacpEDMJKuWPK1p4TQwAAAAABSfomhgAMVk3oqN+vuLyzRxSE/NfTvzdYqLjhyv1ENDZaKmq7Rjc9N4/n3SkL3D5QEAAACALII2MMyst6QPSjpQ0hBJ3SSd4+6L0+YMU2ob1a3uzhMaKKi3123RMT97tNU55x08NqE0CRkwXlr2QtN45uXSwV9MPZ0BAAAAAEUiWAPDzD4n6XuSejSWlNoutXuzqYdLuk3SVjMb4e5rEwuJivPzmfNbPf+zD++r3t06JZQmIcOmxhsYkrRirjRkrzB5AAAAACCLILuQmNl3JF0lqaek7ZKea2X67yUtl9RF0qmFT4dK9vtnlrR6vm+3zgklSdChX8msLXo8+RwAAAAA0IrEGxhmNk3S/0TD2yQNcfcDWprv7g2S/qDUExrvKXxCVKp5Kzbucs64gT12Oafk9B4h7X1avPbOoiBRAAAAAKAlIZ7A+JxSzYin3P0sd1/fhmueio6sLIiCuf3f2XccSTeyX7cEkgTQd0x8vPiJMDkAAAAAoAUhGhiHKrXWxTU5XLMoOg7PexpUNHfXH55dosN+/JBueXJRq3O/fcKeyYQKYcyh8fHyOdKCmWGyAAAAAEAWIRbxHBodX8vhmq3RsUues6DC/W3OMn3lj3Oynrv29Hfpnbrtemz+Kh04tr/OOnB0suGStNuBUm0/aUvaGrm3nSJ9YW7qFRMAAAAACCxEA2O7Uo2IPjlcMzg6rst/HFQqd9eFv5ud9VyvrjU6YuJAdetcozPfPSrhZAFU10j7fkR6+rp4/aW7pBkXh8kEAAAAAGlCvELSuNDA7jlcc2R0zOWpDaBVY77+9xbPfeXYPdStc7BdhsM44PzM2oq5yecAAAAAgCxCNDBmKrWI56faMtnMhku6QKl1M+4rYC5UCHfX6K/d2+L5LjVVOn16BTx10Vy/sdKeJ8drG5eHyQIAAAAAzYRoYFwjaYekfc3sW61NNLM9JP1TUm9JdZKuL3w8lLtft7JY5zffN0kvXHqMqqssuUDFZLd3x8dr3wiTAwAAAACaSfwZeXd/3cy+KelHki4zs+Ml3Z025TQz2yFphqRjlGqyuKTPu/uqpPOi/Fz215ez1md94ygN6tU14TRFpmuzpWnWvylteUeq7RsmDwAAAABEgrzk7+4/MTOT9F1JB0jaX6kmhSR9O22qSaqX9GV3vzHZlChHj87L3gP75+cPoXkhSQOyLE2z6Alp0gnJZwEAAACANCFeIZEkufuPJU2RdLOk1Uo1K9I/GyT9TtJUd78qVE6Ul7NumpVRu+dzMzRxSK8AaYrQ0CmZta1s/gMAAAAgvKDbLLj7K5LOkyQz203SIEnVktZIWujuDQHjocy8tnxj1vo+I3LZ0bfMVddIAyZIq+c11Tbz5hYAAACA8II9gdGcu7/p7s+6+7/dfUHz5oWZdTOzL4XKh9K2cNUmHXvloxn1aaNY2yFD84U8l78UJgcAAAAApCmaBkZLzKxntOjnIqUW/gRyduQVj2Stf/uEPRNOUgKG7BMfz/uXtHNbmCwAAAAAECnaBoaZ9TOz/5W0WNLlkgYEjoQSdckf57R4bp8RvRNMUiImNluwc/vG+CslAAAAABBAIg0MMxtlZj83s5fNbKOZrTWz/5jZ182sd7O5PczsO0o9cfENSX2UWtRztaT/SSIvyssdzy5p8VxqMxzE9BoqdWvWL2QdDAAAAACBFXwRTzN7j6S7JHVvLEXHfaPPWWZ2hLsvN7MZkn4raWTavKWSfiLpl+6+pdB5UV7Wb9nR4rnbPzE9wSQlplt/qW510/g3H5AuXSfR8AEAAAAQSEGfwDCzgUpthdpDTdujbpa0Pm08QdK1ZnaopAfU1Lx4Q9InJY1196toXqA9/jV3edb6Faftq4PG81ZSi7r1z6y9PjP5HAAAAAAQKfQrJOdL6ifJJf1R0nh37+nufSUNk3RNNO8kSbdJ6iJpk6QLJe3h7r9y95b/CR1oxdYd9frlowsz6q9//306ddqIAIlKSPOdSCRp/gPJ5wAAAACASKEbGMdEx6fd/UPu/t+/Jt19ubtfJOnWKMcISeskHeTu17r7zgJnQ5m7+sH5WrByU6x2zelTVV3FaxC7dNhXM2s8gQEAAAAgoEI3MCYq9fTFda3M+Xl0dEk/d/e5Bc6ECrBh6w5d+9Drsdpew3vpuMlDAiUqMZ1qpU88GK+tnidtWBYmDwAAAICKV+gGRt/ouKCVOfPTvj9WwCyoICf8/PGM2nfev5dqqot25+DiM2yKVNM1XtvwdpgsAAAAACpeof+a6xQdN7Y0wd3Tn/HPvuIi0Eburs//frbeXFuXcW7KyD4BEpWwqmqpa+94bdv6MFkAAAAAVLxi++doDx0Ape3KB+brz89nf0qAtS/aoUvP+HjrhjA5AAAAAFS8YmtgAO22dN0WXTVzftZzN5+9f8JpykSXXvHxthYfpgIAAACAgqpJ6D43m9nmPMxzdz8qX6FQXmb84MGs9V+fe4AOmzAw4TRlovkTGNt4AgMAAABAGEk1MPbbxfnGV0dam2fiFRO04OmFa7LW7/zkgTpgTL+E05SRrjyBAQAAAKA4JNHAYOEBFNwV972WUfvfkybTvOio5q+QsAYGAAAAgEAK2sBwd9bYQCJqqjL/q3bG9FEBkpSZjDUw2IUEAAAAQBg0GFAWNmzdERsfNmGgqth1pOMy1sDgFRIAAAAAYRS0gWFmPL+PgntiwWrNfTv+asNJU4YFSlNmmq+BsTn7WiMAAAAAUGiFfgJjhZk9YmZfMbOJBb4XKtCTC1brjBv+nVGfMX5AgDRlqM9u8fHS56QdW8NkAQAAAFDRCt3AqJZ0iKQfSJprZvPN7GdmdqSZVRf43ihz985ZptOzNC+6d67W4F5dAyQqQ6MPiY93bpHWzA+TBQAAAEBFK3QDY4ZSzYuXldqNZJykiyTdL2m1md1hZmfyqglyVd/g+uzt/8l67vcXHJhwmjLWrZ9U3Tlee+muMFkAAAAAVLSCNjDc/Sl3/4a77y1prKSLJT0gaYek3pJOk/RrpV41edTMvmpmkwqZCeXh5bezb+d50ZHjtfeI3gmnKXP12+PjurVhcgAAAACoaIntQuLui9z9anc/VtIApZoXt0pardSrJgdL+j9JL5nZAl41QWvOuWVW1vqnDx+fcJIK0HwdjDefCpMDAAAAQEULso2qu29y97vc/WxJQ5T5qslYNb1qsoZXTZDurJtmafWm7Rn128+frtrO9Lvy7ohvxser50kNDWGyAAAAAKhYQRoY6Twl/VWTMUo1LxpfNeml+Ksmj0W7mowMlxohuLsuu2euHp23KuPcdWe8SweNY+eRgqjtm1lbOTf5HAAAAAAqWvAGRnPuvtjdr2n2qsmv1fSqSePTGueES4kQrn1ogW55clHWc4dOGJhsmEqyW5ZFUVe+mnwOAAAAABWt6BoY6dJeNTlHTa+a/FDSXEkeNBwS95P75mWt337+dPXoUpNwmgrStZc0cGK89vrMMFkAAAAAVKyibmCkS3vV5Ovuvo9ST2GgQuysz77mwndP3otXR5Kw37nx8Qu/C5MDAAAAQMUqmQZGc+6+I3QGJGNnfYPOv/XZjPr79x2mM989KkCiCjT28Mzaa/9MOgUAAACAChb0uXsz6y/pQKV2Hemp1BoXrXL3ywudC8XD3XX5317WQ6/FF+4cN7C7fv7RqYFSVaB+Y6XqzlJ92u4vL/xO2uO4cJkAAAAAVJQgDQwzGyTpZ5I+2I4MNDAqxPq6HfrQ9U/ptRUbM8596rBxARJVsOpOUu8R0tqFTbUFD6S2U60q2Qe5AAAAAJSQxBsYZtZX0uOSxkmypO+P4ubuuvPZJbrkrhdbnHPs5ME6bT920U3cR38vXXtA03j7Jmn7Rqlr73CZAAAAAFSMEE9gfE3S+Oj7fZJ+Kuk5SWvdnZ1FKti2nfW66Hez9a+5K1qcc/SkwfrFGdMSTIX/6tIzs+bZF1cFAAAAgHwL0cA4SaktUO919/cHuD+K1DUPLmi1eXHatBH64an7qKqKB3eC6Nwjs7Zto1TbN/ksAAAAACpOiAbGbtHx2gD3RpFau3m7bnz8jaznjtlzsL7wngmaNLRXwqkQ06WnZNWS1zfV1r0p9dmt5WsAAAAAIE9CNDA2SeoiqeV/akfFefi1larbXh+rdetcrd+cd4CmjeoXKBVizFLrXWxZ21Sb/Vtp9MHhMgEAAACoGCG2D2hcnXFUgHujSJ3yrhG696KDdcyeg6PxcL18+XE0L4pNevNCkl64PUwOAAAAABUnxBMY10s6QtLHJP0lwP1RpCYP661fnrWfXlq6Xr1rO4WOg2zGH53aPjXdkmekkfuHyQMAAACgYiT+BIa73ynpt5I+YGZfS/r+KH57De+tkf26hY6BbA7+YmbtwcuTzwEAAACg4iT+BIaZHSrpRkljJH3PzE6RdLukVyXV7ep6d3+0sAkBtGj0DKm2X/xVkjWvh8sDAAAAoGKEeIXkYaW2UW00Lfq0hStMZgCNPnSr9OsTmsYblkqbVko9BoXLBAAAAKDshVjEU5KsAx8AIe12YGbtrWeSzwEAAACgooR4muGIAPcEkC/VNVJVJ6lhR1Nt4cPSxOODRQIAAABQ/hJvYLj7I0nfE0CepTcvJGn+/VJDg1QV6qEuAAAAAOWOvzYA5O69P4qP33lDuvm90o4tYfIAAAAAKHs0MADkbsT+mbUlT0uvP5R8FgAAAAAVIfiOHmY2TdLRkvaS1C8qr5X0kqQH3P25UNkAtGDwZKlbf6luTby+/q0weQAAAACUvWANDDPbW9IvJR3QyrTvm9m/JX3S3V9MJhmAXarpIp16o/Sbk+P1+78tHXC+ZGwYBAAAACC/grxCYmZHS5qlVPOicXvUnZJWRJ+dafV3S5plZkeFyAqgBeOOkPY6NV7buUVa8u8weQAAAACUtcQbGGY2QNIfJHWR5JJukDRdUnd3H+buwyR1U6q58StJ9dHcP5hZ/6TzAmhFn90ya8teSD4HAAAAgLIX4gmMiyX1lrRd0vHufoG7P+PuOxsnuHu9uz/r7p+UdLykHdE1FwfIC6Al087JrNWtTT4HAAAAgLIXooFxvFJPXlzj7v/a1WR3v0/S1Uq9TnJ8gbMByEXfUdKUM+K15gt7AgAAAEAehGhgjImO9+RwTePcsXnOAqCjeg6Jj9csCJMDAAAAQFkL0cDoGh0353BN49wuec4CoKOGTomPl/xb2rk9TBYAAAAAZStEA2N5dJyawzWNc1fkOQuAjhp9cHy8o056+z9hsgAAAAAoWyEaGI8ptZ7F18ys164mm1lPSZcotW7GYwXOBiBX3fpJg/eK1xY/GSYLAAAAgLIVooFxfXQcI+lRM9uvpYnRuUckjWt2LYBi0n98fDzzO2FyAAAAAChbNUnf0N2fMLPrJH1G0t6S/m1mcyX9W9JKpZ60GCxpuqTJaZde5+5PJJ0XQBvs3BYfD5gQJgcAAACAspV4AyNyoaQ6SV9U6imQvRRvVkip10wkqUHSTyR9LbF0AHIzeE9p3j+axju2hMsCAAAAoCyFeIVEnvJVSVMk/ULSfKUaFumf+dG5Ke5+ibt7iKwA2mD8e+LjrevD5AAAAABQtkIEDODMAAAgAElEQVQ9gSFJcveXJH1Wksyss6S+0al33J19GIFSUdsnPt62QWqol6qqw+QBAAAAUHaCNjDSRQ0LtkkFSlGnbpm1HVukLj2SzwIAAACgLAV5hQRAmanpmlnbuTX5HAAAAADKFg0MAB3XKUsDY/um5HMAAAAAKFsFe4XEzB6Mvrq7H5Wl3h6x3wJQJDr3lDr3iDctls2R+o4OFgkAAABAeSnkGhiHR8fmu4ccHtVMbdc4n51IgGJUVSWN2F9a+FBT7blbpD3fHywSAAAAgPJSyAbGo8recGipDqCU9R8fb2C8PlNqaEg1NwAAAACggwrWwHD3w3OpAyhxPQdn1jYuk3oPTz4LAAAAgLLDP40CyI8pZ2TWtqxNPgcAAACAskQDA0B+9Bom1dTGa3VrwmQBAAAAUHaKtoFhZuPMbLqZZXkuHUBR6jMyPqaBAQAAACBPEm9gmNkgM/tM9Omd5fx4M3tO0jxJT0paamZ3mVnfpLMCyFG3/vHxqnlhcgAAAAAoOyGewDhF0jWSLnb39eknzKyLpH9ImqLUtqmmVMaTJf0l4ZwActVrWHz8yA+kt54LkwUAAABAWQnRwDhGqW1U/5Tl3NmSxkXf75F0saS/KtXImGFmH04iIIB2GnNoZm3WL5PPAQAAAKDshGhg7BEdn85y7vTo+KC7n+zuV7v7SZIeUKqJ8ZEkAgJopz2Oz6xtXJZ8DgAAAABlJ0QDY2B0fCu9aGa1kt6t1NMZzf/J9qbo+K7CRgPQIT0GSpPeH6/tqAuTBQAAAEBZCdHA6BMdG5rV3y2pk1INjAeanXsjOg4qYC4A+TDpxPh4/VuSe5gsAAAAAMpGiAbGpug4pFn98Oj4sru/0+zcjui4s1ChAORJr+Hx8cZl0sKHg0QBAAAAUD5CNDBejY7HNaufqtTTF49kuaax2bGiUKEA5MnI6VLf0fHaq38LEgUAAABA+QjRwLhXqQU5LzCzT5vZXmb2E0l7RufvznJN49oXS5MICKADqmukiSfEa5tWhskCAAAAoGzUBLjnNZI+I2lo9D3dU+7+UJZrTlTq6YxnCpwNQD70bPaG2PZN2ecBAAAAQBsl/gSGu6+XdLSk/yj1JEbj5zFJH2o+38z2lbR/NLw/oZgAOqJzj/i4bm2YHAAAAADKRognMOTur0jaz8zGKLW+xTJ3X9TKJedExwcLnQ1AHvQeER8vnyNtXCH1HBwmDwAAAICSF6SB0cjd31DTFqktzXlB0gvJJAKQF6MPljp1k3bUpcbeIC15WtrzpLC5AAAAAJSsEIt4Aih3nWql/uPite2bw2QBAAAAUBZoYAAojJra+HjntjA5AAAAAJSFgr1CYmbfbvzu7pdnq7dH+m8BKGLVnePj+u1hcgAAAAAoC4VcA+MypbY+laTLW6i3Bw0MoBTU9omP17a63A0AAAAAtKrQr5A0bpHaUr09HwCloPkaGC/+Qdq6PkwWAAAAACWvYA0Md69q/LRUb8+nUHkB5Nnux8THdaulf18fJgsAAACAkkdDAEBhjD44s4kx/74wWQAAAACUPBoYAApn+ifj47dnSztZzBMAAABA7mhgACicYe+Kjxt2SptXhskCAAAAoKQl3sAwsyFmdlP0Gd6G+cOjuTeaWb8kMgLIk659pKpmmx2tezNMFgAAAAAlLcQTGB+TdLakKe6+dFeTozlTomvOLGgyAPlVVSV1HxivPfbTMFkAAAAAlLQQDYxjJLmkP+ZwzR1KbaH63oIkAlA42zbGx9Wdw+QAAAAAUNJCNDD2io6zcrjm2ei4T56zACi0sYfHx3VrQqQAAAAAUOJCNDD6R8dVOVyzutm1AErFpBPj4x11YXIAAAAAKGkhGhibomPvHK7pFR3ZfxEoNdWd4uP6HWFyAAAAAChpIRoYb0XHA3O4ZkZ03OWinwCKTPM1L9a/JTU0hMkCAAAAoGSFaGA8rNSCnBeaWa9dzFU053NKLfz5cEGTAci/XsPi4+0bpZf/FCYLAAAAgJIVooFxvVLNiKGS7jWzwS1NNLMhku6VNCy65vpEEgLIn6FTpYGT4rU/nhsmCwAAAICSlXgDw93nSrpKqacwDpK0wMxuMLOPm9kx0efjZnajpPnRHJd0rbs/n3ReAB1UVSXtc1pmff4DyWcBAAAAULJqAt33y0ot4nmOpO7R8Zws8yw63iDp88lEA5B3/cZl1v7yWenLryWfBQAAAEBJCvEKidy9wd3Pk3SypKeisjX7SNITkt7v7he4uyefFEBejD0ss7ZpubSTjYUAAAAAtE2QBkYjd7/H3WdIGijpaEkfiT5HSxrg7oe4+99CZgSQB7V9pQ/fllm/+TiJ3iQAAACANgj1CkmMu6+V9GDoHAAKaOIJmbWlz0nLnpeGTU0+DwAAAICSEvQJDAAVxEza96OZ9bl/Tj4LAAAAgJITtIFhZlVmdpSZ/Y+ZXWNmN5nZ0GZzOptZNzPrEiongDx5348za09cmXwOAAAAACUnWAPDzE6QtEDSfZK+I+nTkj4uqW+zqZ+QtFHSSjPrnmhIAPnVpad07P9l1rdtSj4LAAAAgJISpIFhZudL+ouk0UrtOLJGTTuPNHeDpPWSekj6QBL5ABRQ/yxbqr7zRvI5AAAAAJSUxBsYZra7pGuj4YOS9nT3QS3Nd/ftku5SqsFxTIEyjTKzK8zsVTPbbGZrzewZM/uKmXUr0D27mdlCM/Pos6gQ9wGKzvijM2vP3ZJ4DAAAAAClJcQTGF9QaveTuZLe5+6vtuGax6Jj3rcqMLMTJc2R9EVJe0jqptRrLPtJ+pGk2WY2Pt/3lXS5pDEF+F2guFVVS7sfG689e5O0YVmYPAAAAABKQogGxpGSXNKV0dMVbbEgOo7MZxAzmyrpDkm9JG2S9E1JB0k6StKvomkTJN1rZj3zfN/PS9qq1PoeQGV5z+XxsTdIS54OkwUAAABASQjRwBgRHV/I4ZrN0THfr3NcJalW0k5Jx7j79939KXd/0N0vkPTVaN4ESV/Kxw3NrFqp5ki1pO9LWpuP3wVKyqCJ0sjp8dpa1sEAAAAA0LIQDQyPjrk0I/pHx/X5CmFmB0g6JBre6O5PZZl2haRXou8Xm1mnPNz6YknTJL0m6Yd5+D2gNPVv9mbWzO+EyQEAAACgJIRoYCyNjmNzuObg6LgwjzlOTvt+c7YJ7t4g6dZo2EfSER25oZmNUmrtC0n6VA6v0ADlp0uzt7JqasPkAAAAAFASQjQwHlZqR5GPt2WymfWW9Cmlntx4MI85GpsimyU918q8R9K+z+jgPa+T1F3Sb9z94Q7+FlDaBu0ZH+/cIjXUh8kCAAAAoOiFaGBcr1Qz4jAzO7u1iWbWX9KfJQ1Rap2K/5fHHJOi4wJ339nKvPRdUia1OGsXzOwjkt4n6R3laT0NoKSNPSyzNvdPyecAAAAAUBISb2C4+2ylFs80STea2R1m9qG0KQeZ2elmdq1Su48cqlTD43/dfXE+MphZV0kDouFbu8j7jpoWEW3XLihm1lfSldHwa+6+qj2/08rvj2jto1QDCCgufUZJQ6fEa3dfECYLAAAAgKJXE+i+X5LURdKnJX0w+jQu7nl92jyLjle6+3fzeP/0l+83tWH+ZqVe/ejRzvv9WNJgSU+paXvWfFpSgN8ECstM2vcj0rLnm2peL732T2mP48LlAgAAAFCUQrxCIk/5rKRjlVoTw5VqVqR/pNQf/Me7+xfzHKFr2ve2LKS5LTrmvMqgmR0q6VylXoH5lLv7Li4BKkf/3TNrr/09+RwAAAAAil6oJzAkSe5+v6T7zaynpKmSBkmqlrRG0vPuvrpAt96a9r1zG+Z3iY5bcrmJmXWR9EulGjJXufucXK7Pwa5ebRki6ZkC3Rtov1EHZtYWPSa5p57QAAAAAIBI4g0MM7sp+voPd/+DJLn7RkmPJhhjY9r3trwW0j06tuV1k3TflLSHUq94XJrjtW3m7q2u42H8IYhi1bm7NOPz0hNXNtXWLpT+cYn0vh+FywUAAACg6IR4AqNx+9Q7AtxbkuTuW81sjaT+kka0NjdagLOxgZHrWhOXRMcHJJ3YQiOh8be7RzuVSNJKd8/nlrFA8dr7tHgDQ5JmXS/tf540cI8wmQAAAAAUnRANjFWSBkpaEeDe6V6WdIik8WZW08pWqhPTvr+S4z0aX085J/q0ZoCk30XfH5FEAwOVYdCe0pC9peUvxusv/E46+rIQiQAAAAAUoRCLeL4cHUcFuHe6x6Njd0nTWpl3WNr3JwoXB6hQVVXSqTdm1l/5a/JZAAAAABStEA2M25Ra1PLju5pYYH9O+5716Qgzq5J0VjRcJ+mhXG7g7rarj6TF0fTFafXDc/zPApS2gXtI5zd76GjNAmn1gjB5AAAAABSdEA2MmyXNlHSSmV1mgVaYdPdZkh6LhueZWZbtEPQlSZOi71e5+470k2Z2uJl59LmlcGmBCjB0qtRjcLz2h7ODRAEAAABQfEKsgXGIpJ8otQ7GtyR92MzukDRH0juS6lu72N3zuVvJxUq9FlIr6T4z+75ST1nUSvqIpAuiefMkXZHH+wJorqpKGndkau2LRitelLZtkrq0ZbMgAAAAAOUsRAPjYUmeNp6gVCOjLVx5zOzus83sw0q91tJL0vezTJsn6fhoq1cAhTR8WryBIUn/vEQ66doweQAAAAAUjRCvkEipNTDa+8krd/+rpH0k/UypZkWdUutdPKvUNqhT3Z0X8YEkTDw+szbvvuRzAAAAACg6IZ7AOCLAPVvl7oslfTH65HLdw+pgU8XdR3fkeqCs9Bom9R0jvfNGU23zSmnN61L/ceFyAQAAAAgu8QaGuz+S9D0BlJBPPS793/B47cmrpROvDJMHAAAAQFFI7BUSMzvezK42s3vM7F4z+5WZnWFmnZLKAKAEdOkhvfuz8drzv5XWLw2TBwAAAEBRKHgDw8wGm9lTku6R9BlJx0s6TtK5km6V9KqZ7V3oHABKyEEXStWdm8b126VnfhUuDwAAAIDgCtrAMLNqpRoX09XyopxjJP3LzAYUMguAEtJrqDT1Y/Ham0+HyQIAAACgKBT6CYwPSdpfqe1PF0g6T9LekiZKOk1S418kgyV9qcBZAJSS8UfHx6vnh8kBAAAAoCgk0cCQpEWSDnD3m919rrvPc/e7JB0i6RGlnsQ4rcBZAJSSAbvHx3WrpS3vhMkCAAAAILhCNzCmKvX0xRXuvq75SXevl3RpNBxjZj0LnAdAqeg7WqpqtlHS6gVBogAAAAAIr9ANjIHR8dlW5qSfYx0MACnVnaS+Y+K1Va+GyQIAAAAguEI3MGqj46aWJrh7Xdqwa2HjACgpA/eIj+/5XJgcAAAAAIIr+DaqObLQAQAUkQnHZdbWL00+BwAAAIDgiq2BAQBNJp2YWXv5z8nnAAAAABBcza6n5MVnzGxlPua5++V5ygSg2NX2yaz96xvS9E9LVfRfAQAAgEqSVAPj07s4722cJ0k0MIBKMmyq9PbseO31mdLu7wmTBwAAAEAQSfwTpuXxA6DSnPyLzFrzhgYAAACAslfoJzCOKPDvAyh3gyZl1h76nvSus6SeQ5LPAwAAACCIgjYw3P2RQv4+gApx7PdTa1+k++O50tn3SsbDWQAAAEAlYBU8AMVvfJb1LhY/Ia16LfksAAAAAIKggQGg+A3YXdrz5Mz64ieSzwIAAAAgCBoYAIqfmfSB/ydVNXvrjScwAAAAgIpBAwNAaehUKx36lXht1vXSggfC5AEAAACQKBoYAErH8P0ya7edKi1/MfksAAAAABJFAwNA6Rh7mNStf2b9yauTzwIAAAAgUTQwAJSO6k7SUZdm1l+6W9q4Ivk8AAAAABJDAwNAaXnXWdKZd8drDTuk524JEgcAAABAMmhgACgtZtL4o6SpZ8brr90bJg8AAACARNDAAFCa9v5QfLzyVal+Z5gsAAAAAAqOBgaA0jR4cnxcv03a+HaYLAAAAAAKjgYGgNLUrb9U3SVee/xnYbIAAAAAKDgaGABKk5k0bEq89uxN0prXw+QBAAAAUFA0MACUrkO/kll7+hfJ5wAAAABQcDQwAJSu3d8j9d4tXnvmV9LmNWHyAAAAACgYGhgAStupN2TWfrK7NPdPyWcBAAAAUDA0MACUtp6DM2teL/3h7MSjAAAAACgcGhgASluvEVJtv+zn3p6dbBYAAAAABUMDA0Bpq66RTrtZ6jsm89yr9yafBwAAAEBB0MAAUPrGHi5d/HxmffmLSScBAAAAUCA0MACUj+OviI/n3y+tfytMFgAAAAB5RQMDQPnY61SpU/emsddLz9wYLg8AAACAvKGBAaB81PaVJp8crz3+0zBZAAAAAOQVDQwA5WXQnpm1bRuTzwEAAAAgr2hgACgv44/KrO3clnwOAAAAAHlFAwNAeek1LLO2dX3yOQAAAADkFQ0MAOWlSy+punO8Nvu2MFkAAAAA5A0NDADlxUza7cB47YmrpM2rw+QBAAAAkBc0MACUn6MvjY+9Xvrb58NkAQAAAJAXNDAAlJ/h06SR0+O1V/4qLf1PmDwAAAAAOowGBoDy1Pw1Ekn6zclS/c7kswAAAADoMBoYAMrTuz+TWdu6XvrRWGnDsuTzAAAAAOgQGhgAylPPwdI3l2fWt62X7j4/+TwAAAAAOoQGBoDy1alWmv7pzPqix3iVBAAAACgxNDAAlLcjvpG9fsUE6dW/J5sFAAAAQLvRwABQ3rr2kr76Rma9bo30+49Ks36VfCYAAAAAOaOBAaD8desnnXRt9nNz7kw2CwAAAIB2oYEBoDJMPVM65x+Z9e2bks8CAAAAIGc0MABUjlEHSUd+K15b+bLkHiYPAAAAgDajgQGgsgyYkFlb/mLyOQAAAADkhAYGgMoyeHJmbf1byecAAAAAkBMaGAAqS/9xmbXX2E4VAAAAKHY0MABUnilnxMezfyP98Vxp3ZIweQAAAADsEg0MAJVnwrGZtZfukq4/VFq9IPk8AAAAAHaJBgaAyrPH+6TdDsqsb1kr/eOryecBAAAAsEs0MABUnupO0sfvkd77I6mma/zc6zN5CgMAAAAoQjQwAFSm6k7S9E9KFz6Xee6aadJT10rbNiWfCwAAAEBWNDAAVLbeI6T9P5FZ/9c3pJ9Nlv75Denlv0ib1ySfDQAAAMB/0cAAgEknZq9vXSc9fa1051nSddOldxYnmwsAAADAf9HAAIAxh0nTzpZkLc/ZvEp64NKkEgEAAABohgYGAJhJJ14lfXm+9JHbpQnvzT5v7p+kHVuTzQYAAABAEg0MAGjSY6A08Xjp9N9Ln/l39jnL5ySbCQAAAIAkGhgAkN2gidLnX8qsP/Q9yT35PAAAAECFo4EBAC3pM1Kq7RevLXxYeuaGIHEAAACASkYDAwBac+oNklXHa49fyVMYAAAAQMJoYABAa8YflVrgM92Gt6RlL4TJAwAAAFQoGhgAsCtTz5T6jIrXlr8YJgsAAABQoWhgAMCumEkDJ8Zr6xaHyQIAAABUKBoYANAW/cfHx68/FCYHAAAAUKFoYABAW+z+nvh46bPSxhVhsgAAAAAViAYGALTFqBlSl17x2vx/hckCAAAAVCAaGADQFjWdpbGHx2v3XBgiCQAAAFCRaGAAQFs1XwdDklbNSz4HAAAAUIFoYABAWw2flllb9UryOQAAAIAKRAMDANpqj/dm1l6+J/kcAAAAQAWigQEAbVVVLc34fLz20l3SuiVh8gAAAAAVhAYGAOTioAulmtq0gkszLw8WBwAAAKgUNDAAIBfdB0hjDonXXrxTuvPj0pZ1YTIBAAAAFYAGBgDkasyhmbWX/yzd9YnkswAAAAAVggYGAOTqgAukyadk1hfcL23dkHweAAAAoALQwACAXNV0kT54k3TyLzLPvT07+TwAAABABaCBAQDtYSZNOV0atGe8/sLvwuQBAAAAyhwNDADoiH0+FB/TwAAAAAAKggYGAHTEhPdm1hY+nHgMAAAAoNzRwACAjugzUrLqeG3Wr8JkAQAAAMoYDQwA6IjO3aVew+O1V/8mrXszTB4AAACgTNHAAICOOv/BzNp1B0kNDclnAQAAAMoUDQwA6KgeA6V3fTxe275RWvhQmDwAAABAGaKBAQD5MOPizNpzNyefAwAAAChTNDAAIB/6j5MmHBevvfJX6c2nw+QBAAAAygwNDADIl/3Ozaz97QvJ5wAAAADKEA0MAMiX/uMzaytfltYtST4LAAAAUGZoYABAvvQbKx12SWb9P7cmnwUAAAAoMzQwACBfzKQjviHt/aF4fdYvpfqdYTIBAAAAZYIGBgDk24yL4uOt66T1vEYCAAAAdAQNDADIt0GTM2vbNyefAwAAACgjNDAAIN+qqqQeg+O1FXPDZAEAAADKBA0MACiE4dPi45U0MAAAAICOqAkdAADKUs8h8fETV0njj5ZkUm0fafBeqUU/AQAAALQJDQwAKIQ+ozJrvz6x6fuI/aWz/y7VdE4uEwAAAFDCeIUEAAph79Okzj1bPv/WM9LsW5PLAwAAAJQ4GhgAUAi9h0snXdP6nHn/SiYLAAAAUAZoYABAoUw+WTrx51L/3aVuA6SuvePn33hM2rE1TDYAAACgxLAGBgAU0rSPpz6SVLdW+vE4yRtS451bpEWPSbu/J1w+AAAAoETwBAYAJKVbP2n4fvHanDvCZAEAAABKDA0MAEjSXqfGx6/8Tdq6IUwWAAAAoITQwACAJO39Qakq7e29nVukV+4JlwcAAAAoETQwACBJ3QdIux8Tr731TJgsAAAAQAmhgQEASRuyT3y8aVWYHAAAAEAJoYEBAEnr2is+Xr8kTA4AAACghNDAAICkVXWKj5fPkZa/GCYLAAAAUCJoYABA0sYelln7xyXJ5wAAAABKCA0MAEjawD2kKWfEa4ufkLZvDpMHAAAAKAE0MAAghKMvy6zVrU06BQAAAFAyaGAAQAjdBkjW7P8Fb6GBAQAAALSEBgYAhFBVJdX2jdd4AgMAAABoEQ0MAAiltl98XLcmTA4AAACgBNDAAIBQeg6Jj994NEwOAAAAoATQwACAUMYdGR+/em+YHAAAAEAJoIEBAKGMPyo+rlstvf18mCwAAABAkaOBAQCh9BiSWfvlYdLV06Tnb08+DwAAAFDEaGAAQCg9BklD9smsr1kg/fkz0prXk88EAAAAFCkaGAAQipn00d9Lw96V5aRLCx9KPBIAAABQrGhgAEBIvYdL5/5TOuCCzHOP/Sz5PAAAAECRooEBAKHVdJHe92PpoAvj9Q1vSS//JUwmAAAAoMjQwACAYjH+6MzanWdJ65cmnwUAAAAoMjQwAKBY7HaQJMus33GG5J54HAAAAKCY0MAAgGJR01n6wtzM+tuzpYUPJx4HAAAAKCY0MACgmPQeLn3sT5l11sIAAABAhaOBAQDFZtyR0v6fiNc2rQyTBQAAACgSNDAAoBj1Hx8fL5/DOhgAAACoaDQwAKAY7fbu+Hj9Emnpf8JkAQAAAIoADQwAKEZDp0j9xsVrbz4ZJgsAAABQBGhgAEAxMpNGHxyvLZkVJgsAAABQBGhgAECxGjk9Pl7wgLRhWZgswP9n777jo6ry/4+/bhJSSAihd0JVpCmCIgoo0hRFQVBUYEVF7KKrbrF8F5afrq7CqnQrICi9SFGkiICC9K70kkgnIYGE9Pv7YybDTGYy6TOTzPv5eNzH3HvOued+bta4zieniIiIiHiZEhgiIr4q5zoY6ckwphmcO+CdeEREREREvEgJDBERX1WlMTTp5ly+5l3PxyIiIiIi4mVKYACGYUQbhjHaMIw/DMNIMgwjzjCMzYZhvG4YRvki9l3eMIwHDMOYaO0z3jCMdMMwLhiGscEwjBGGYdQsrncRkTKm72Tnsr0LICPN87GIiIiIiHiR3ycwDMPoDewC/gpcC5QHKgHtgP8C2w3DaFLIvlsDZ4B5wDPWPqOAIKAycAvwL2C/YRgDivYmIlImhVeFrv9yLp92P6Qkej4eEREREREv8esEhmEYbYBZQCRwGXgTuBXoCnxmbXYNsNQwjAqFeEQkEGE9/wX4J9AduBHoCUwGsqztZhiGcXfh3kREyrRW/SEw2LHsxK+waqR34hERERER8QK/TmAAHwNhQAbQwzTNd03T3GCa5mrTNIcBf7O2uwZ4tRD9ZwGzgRamaXY0TfM90zRXmqa53TTNH03TfAZ4ADCBQGCsYRhGkd9KRMqWqPrQ/ysICnMs3zlLU0lERERExG/4bQLDMIybgU7Wyy9M09zgotlo4Hfr+XDDMMoV5Bmmaf5qmuYA0zT3uWmzCJhvvWwMtCnIM0TET1x3Lzw6y7Es7RLEbvZOPCIiIiIiHua3CQygj935V64amKaZBUyzXkYBXUoolp/szhuX0DNEpLRrdDvUaOVY9udW78QiIiIiIuJh/pzA6Gj9TALcfQP42e78thKKJcTuPLOEniEiZUGt6x2vt0+HzAzvxCIiIiIi4kH+nMC4zvp5yDRNd//1/4eLe4rb7Xbnv+faSkTkmh6O1+f3w6+feCcWEREREREPCvJ2AN5gGEYoUNV6GeuurWma8YZhJAHhQL0SiOV64B7r5W7TNAucwDAMo24eTWoWODAR8U3NekPN1nB619WyVSMhIxVuGw7B5b0Xm4iIiIhICfLXERj2W6Jezkf7JOtnhNtWBWQYRgjwOZYdSMCyjWthxORxaJU/kbIiIADufh/IsWHRz+/B2Lawa45XwhIRERERKWn+msAItTvPzx6EqdbPMLetCm4c0M56PtU0zcXF3L+IlEXRt8Ltf3Muv3QS5g+FXbM9H5OIiIiISAnzyykkQIrdeXA+2mcvsnmluAIwDOOfwFDr5Wbg+SJ0l9fUlppoFIZI2XL73yElAX6bDJiOdd+9CC37QUCgy1tFREREREojfx2BccnuPD/TQsKtn/mZbpInwzCeBt61Xv4B9DJNM8nNLW6Zphnr7gBOF0fcIuJDAgItUxO5oY0AACAASURBVEmeXgshFR3rMlJgUkc4uMI7sYmIiIiIlAC/TGCYppkCXLBeul0A0zCMSlxNYMQU9dmGYTwCTLBeHge6m6Z5vqj9ioifqtUaXnSxE/TZfTCjP/z8gedjEhEREREpAX6ZwLDaZ/1sYhiGu6k0zezOi7TFqWEY9wHTsPzcTwFdrSMkREQKL6Ia3Pay67pfPoZMdztFi4iIiIiUDv6cwFhv/QwH2rppd7vd+S+FfZhhGF2B2VjWHbmAZeTF4cL2JyLioPtIGDQfwio7lqddgrRimf0mIiIiIuJV/pzAWGh3/rirBoZhBAB/sV5eBH4qzIMMw7gVWIRlMdAEoKdpmnsL05eISK6adHU9nWTbNMhM93w8IiIiIiLFyG8TGKZpbgLWWS+fNAyjg4tmrwLXWc8/Nk3T4RuAYRh3GIZhWo8prp5jGMYNwFIsIz2SgHtM03TxDUNEpBiEVYLyVRzLVrwNY66D7/8Bvy+G9BTX94qIiIiI+DB/3UY123As00LCgB8Nw3gXyyiLMOBhYJi13QFgdEE7NwyjMbAciLIWvQUkGIbR0s1tZ03TPFvQZ4mIAGAYUK897F/mWJ50Dn6baDkqN4aHv4HqzVz3ISIiIiLig/w6gWGa5nbDMAYA04FIrm5tau8AllETl1zU5aUTUN3u+n/5uGckMKIQzxIRsbj97xC7BZJyyYXGHYbPu0J9u4FnAYEQfSt0eMFyLiIiIiLiY/w6gQFgmuZiwzBaYxmNcQ+WbVXTgEPAHGCcaZrJXgxRRKRgat8AL22DvQtg+3SI+c25TdplOLTCsezAD5B4Cu5+zzNxioiIiIgUgGGaprdjkBJmGEZdIAYgJiaGunXrejkiEfGocwdgx3TLlqr58dgSaNipZGMSERERkTItNjaWevXqZV/WM00ztqh9+u0iniIifqPaNdD93/DmaWj9cN7tf3wTlNwWERERER/j91NIRET8Rrkw6DsJrn8YTu8GrEmK3z6FRLuE+Kmdlmkn9W/xSpgiIiIiIq4ogSEi4k8MAxp3sRzZOrwAn7SBi8evlu2arQSGiIiIiPgUTSEREfF3AYFw418cy7Z+Bef2eyceEREREREXlMAQERG4pqfjtZkFU+617EoiIiIiIuIDlMAQERGo0RKa9nAsSzoLv3zknXhERERERHJQAkNERCxrY/T7Aqo3dyz/bRIknfdOTCIiIiIidpTAEBERi9BI6PWhc/kXPeD8Ic/HIyIiIiJiRwkMERG5qv4tULO1Y1ncYZjcGXbO8k5MIiIiIiIogSEiIvYCAqH/l1CxnmN5ehIsGAbrRnsnLhERERHxe0pgiIiIo6pN4ckVloU9c1r1b4jZ7PmYRERERMTvKYEhIiLOImvBkz9Cm8HOdV90g+Q4z8ckIiIiIn5NCQwREXEtOBzuHwfX3O1ct2qk5+MREREREb+mBIaIiLjX3UWyYusUmDkQEk95PBwRERER8U9KYIiIiHvVroUB053L/1gCY5rBvKGQ8Kfn4xIRERERv6IEhoiI5O263nDvR67rds+BsW1h7Ydgmp6NS0RERET8hhIYIiKSP+0eh57vuq7LuAKrR2mbVREREREpMUpgiIhI/nV4Hvp+CtWaua5f/xGkJHo2JhERERHxC0pgiIhIwVw/AJ7/DV4/DG0GOdalXYK9870Tl4iIiIiUaUpgiIhI4YRXhfvHQ+OujuWLh8OJ37wTk4iIiIiUWUpgiIhI0TS7x7nsyx7wdV84t9/z8YiIiIhImaQEhoiIFE3THhAQ5Fx+eDV83h2O/+r5mERERESkzFECQ0REiiaqHjw4BSJqOtelJlhGYhxZ4+moRERERKSMUQJDRESK7rreMHwH3PUeRNRwrMtIgXlPwZV478QmIiIiImWCEhgiIlI8yoXBLc/CSzvg2l6OdUln4ce3vBOXiIiIiJQJSmCIiEjxCi4PD33tvDvJ9ukwvT9kZXknLhEREREp1ZTAEBGR4hcYBL0/hnLhjuWHVsC60d6JSURERERKNSUwRESkZETVg3tcJCt++n8wvR9kpHo+JhEREREptZTAEBGRknPDI1CuvHP5oZWwcaLn4xERERGRUksJDBERKVlP/eS6fNdsz8YhIiIiIqWaEhgiIlKyqjeD2//uXH52L6QkeD4eERERESmVlMAQEZGS1+UNePWAc3n6Fc/HIiIiIiKlkhIYIiLiGeXCnMsy0z0fh4iIiIiUSkpgiIiIZwQEOZctex3Skj0fi4iIiIiUOkpgiIiIZ5QLg8g6jmUHvodvHtJUEhERERHJkxIYIiLiGYYB930CQaGO5cfWwezHNJ1ERERERNxSAkNERDynSTcYvBBCKzqWH1wO3/8NTNM7cYmIiIiIz1MCQ0REPCu6Azy2GEJyJDG2fAlzhsC5/V4JS0RERER8mxIYIiLiebWuh4FznKeT7FsI49vDvKHw5zaNyBARERERGyUwRETEO+q3hz4TXFSYsHsOfNYFJnWCTZ/BlXiPhyciIiIivkUJDBER8Z6W/eD+8RAS6br+zG5Y9hq83wA+aALL/gYpiR4NUURERER8gxIYIiLiXW0Gwcu7oPPfILhC7u2SzsGmyfDp7XBqp+fiExERERGfoASGiIh4X1gluPNNSyKjy1tQsX7ubeOOwOfdYd8iz8UnIiIiIl6nBIaIiPiO8pXh9tdh+E4YNB+a94GAcs7tMlMtO5ZsnASZGR4PU0REREQ8TwkMERHxPQEB0KQrPDQV/nYYHv4GarZybGNmwQ9/h/E3w45vlcgQERERKeMMU1vUlXmGYdQFYgBiYmKoW7dugfswTZOkpCQSExNJSUkhMzOzuMMUEavAwEBCQ0OJjIwkPDwcwzC8HZJvyEizLOi5barr+uotLFuzVqzj2bhERERExElsbCz16tXLvqxnmmZsUfsMKmoHUvZlZWVx4sQJrly54u1QRPxCRkYGqampJCQkEBYWRv369QkI0IA5goKh98cQXhXWjXauP7sX5j4BT/wASvqIiIiIlDlKYIhbpmk6JS8MwyAwMNCLUYmUbZmZmWSPjrty5QonTpwgOjpaIzHAkpjo+n9Q/1ZYPQpO7XCsj9loWdyzRR/vxCciIiIiJUYJDHErKSnJlrwIDAykZs2aRERE6K/BIiUoKyuLy5cvc/r0aTIzM7ly5QpJSUlERER4OzTf0bSbZY2MAz/Atw871u2YoQSGiIiISBmkb6HiVmJiou28Zs2aREZGKnkhUsICAgKIjIykZs2atrJLly55MSIfZRhw7d3Q6VXH8oM/wpGfvROTiIiIiJQYfRMVt1JSUgDLtBH99VfEsyIiImzTRrQGjRtVmjqXTbsPNn3m+VhEREREpMQogSFuZe82EhgYqJEXIh4WEBBgW29GO/+40bQ7VKjtXP7DP+BijOfjEREREZESoW+kIiJSuoVXhSeXQ4NOjuVZGbBrpndiEhEREZFipwSGiIiUflH14S/fQf0OjuW/jIXLZ70Tk4iIiIgUKyUwRESkbAgIgB7vOJalJsCK//NOPCIiIiJSrJTAEBGRsqNuW2j1kGPZzm/hyBqvhCMiIiIixUcJDBERKVt6/D8IiXQsm/UXOLXLO/GIiIiISLFQAkNEvGbIkCEYhkGDBg2Ktd8pU6ZgGAaGYXDs2LFi7VtKgQo14M63HMtSE2D2YMjSbi4iIiIipZUSGCIiUvbcNBSu7eVYFn8Mjv/qlXBEREREpOiUwBARkbInIBD6f+VcnnjS87GIiIiISLFQAkNEvGbKlCmYplns0zyGDBmCaZqYplns01OkFCkXCo26OJadP+CdWERERESkyJTAEBGRsqvW9Y7Xp3Z4Jw4RERERKTIlMEREpOyq1MDx+pxGYIiIiIiUVkpgiPiQESNG2HbPALh48SL/+te/aNGiBREREVSuXJkuXbrw7bff5tpHgwYNMAyDIUOGALB161aGDBlCw4YNCQkJsfVtLyEhgf/85z/cdtttVKtWjeDgYGrVqkXv3r2ZO3cupmnmGfulS5cYPXo0d955JzVr1iQ4OJjIyEjatGnDiy++yC+//OJ0T352IVmwYAF9+vShbt26hISEUKFCBRo1akSnTp14++232bRpk9M9+d2F5Ny5c7z11lu0adOGqKgoQkNDadCgAYMHD2b9+vVu3zfnz3n//v089dRTNGjQgJCQEGrUqEHfvn3ZuHGj236khIVUcLxOOAEjKsL7DWHh85CR5p24RERERKTAgrwdgIi4dvToUbp3787hw4dtZUlJSaxZs4Y1a9awcOFCZsyYQVBQ7r/GkyZN4sUXXyQjIyPXNqtWrWLAgAFcuHDBofz06dMsWbKEJUuW0KtXL2bNmkVERITLPlauXMkjjzzC+fPnHcrT09PZsWMHO3bsYNy4cflKhGTLzMzkkUceYc6cOQ7laWlpXL58maNHj7J+/Xq+//57tmzZku9+s/344488+OCDJCYmOpQfP36c48ePM336dJ5//nk++eQTAgLc53oXLFjAoEGDSE5OtpWdPXuWhQsXsnjxYmbMmMGAAQMKHKMUg8Z3QlAoZKQ4ll+Jgx3TLSM0bn/dK6GJiIiISMEogSHiowYMGMDRo0d55pln6N+/PxUrVmTXrl28//77HDhwgNmzZ1O7dm3+97//ubx/8+bNTJ8+nXr16vHaa6/Rrl07MjIyWLduna3NL7/8wt133016ejo1atTgxRdf5Prrr6d27dqcPHmSWbNmMX36dJYtW8Zjjz3GvHnznJ7z008/cffdd5ORkUFgYCCDBw/m/vvvp379+qSkpLBv3z6+//57Fi9eXKD3nzhxoi150bFjR4YOHUrjxo0JDw/nwoUL7Nq1ix9++IGEhIQC9QuwY8cOevfuTVpaGuXKleOFF17gvvvuIzw8nO3bt/Pee+9x9OhRxo8fT3h4OO+//36ufe3evZtZs2ZRq1YtXn31Vdq1a4dpmixfvpz33nuPlJQUhg0bxp133km1atUKHKsUUfnK0PNdWPpX1/W7ZkLn18DFyCQRERER8S1GQf4iKqWTYRh1gRiAmJgY6tatm+97Dx48SEZGBkFBQTRt2tRlm6wsk/hk/xmGXal8MAEBJfNlZ8SIEYwcOdJ2/c033/DII484tLl06RKdOnVi586dBAQEsHPnTlq2bGmrb9CgAcePHwegVatWrF27lqioKKdnpaenc80113Ds2DHuuusu5s2bR/ny5Z3affbZZwwbNgywjFro3r27rS4lJYXGjRtz8uRJypcvz9KlS7njjjtcvltMTAz16tVzKBsyZAhTp04lOjraaapH586dWbduHe3bt2f9+vW5jjSJi4ujcuXKDmVTpkzh8ccfBywjWXJOUbn55pvZvHkzgYGBLFu2jB49ejjUx8fH07FjR/bt20dAQAC7du2iRYsWDm3sf85t27Zl9erVREZGOrSZMWMGgwYNAmDMmDG88sorLt/Bnfz8DkoeTBOWvgpbvnBd3+8LaNXfszGJiIiIlHGxsbH2//1fzzTN2KL2qREYUmTxyWm0/X8rvR2Gx2x9qxtVIkJK/Dn33nuvU/ICoEKFCnz66ae0b9+erKwsJk2axLhx41z2MX78eJfJC4CZM2dy7NgxQkNDmTZtmsvkBcBTTz3F559/zqZNm5gyZYpDAmPatGmcPHkSgHfffTfX5AXglLzIy+nTpwG49dZb3U6TyZm8yMumTZvYvHkzYHm3nMkLgEqVKvHpp5/SsWNHsrKymDBhAuPHj8+1zy+//NIpeQHw6KOP8re//Y2TJ0+ybt26QiUwpBgYBtw7Bjq+Aokn4csc/5v/8E9o3gcC9X+JIiIiIr5Mi3iK+KjsEQSu3HzzzbYRAStXuk4e1atXj06dOuXax3fffQfA7bffnufUhs6dOwOwYcMGh/IlS5YAEB4ezlNPPeW2j4KqVasWAIsXL3ZaW6Mo7H9eTz75ZK7tbrvtNq677jqne3Jq1aoVrVu3dllnGAZt2rQB4MiRI4UJV4pTVD2o3x4enOJYnnQWzu71SkgiIiIikn9KYIj4qJtuuslt/c033wzAgQMHSEtznsKT25fqbNkLXy5fvty2Y0dux4cffghcHRWRbfv27YBlCkVuIzgK67HHHgPg0KFDNGnShCeeeIJvv/2W2NiijTzbs2cPAMHBwdxwww1u27Zv3x6wTONw9TMGaNasmds+skeIXLp0qaChSklp0RcCgx3LkoovSSYiIiIiJUMJDBEfVb16dbf1NWrUAMA0TeLj453qK1Wq5Pb+s2fPFjimK1euOFxnj4zIHi1RnJ544gneeOMNgoKCSEhI4KuvvuLRRx+lXr16NGnShFdffbVQoxri4uIAS2LB3dQUgJo1awK5/4yBPBM32TuYZGZmFjRUKUlVr3G8XjUS0q+4bisiIiIiPkETfqXIKpUPZutb3bwdhsdUKh+cd6NiYBRxV4TAwEC39dlfqO+++27++9//FulZJeWdd95h2LBhzJgxg1WrVrFx40aSk5M5fPgwY8aMYezYsXzyySc888wzBe67qD9fKeWu6Qln9ly9PrUTPu8GD38DlaK9F5eIiIiI5EoJDCmygADDI4ta+pszZ864XfjyzJkzgOWLeF6jLVypUqUKJ0+eJC0tzWEXk4KoWrUqsbGxnDp1qlD350d0dDRvvPEGb7zxBunp6WzevJnZs2czefJkUlJSeO6552jfvr1trYm8ZE/puHDhgm13j9xkT5kp7M9YfNgNA2HDeMhIuVp2Zg/MHAhP/wwB7hOAIiIiIuJ5mkIi4qOyd8rIq75p06YEBxd8VEj2F/4tW7bkur5DXm688UZbH8nJyYXqoyDKlSvHrbfeykcffcQ333wDWKZ3zJ07N999ZCdr0tLS2LFjh9u2mzZtAgr/MxYfVqUx9J0M5XJMATqzGw7+6J2YRERERMQtJTBEfNTUqVNzrdu8ebNtMcpu3Qo3fee+++4DsK0vURi9e/cGIDk5mU8//bRQfRRW165dbecF2aXE/uf15Zdf5tpuw4YN7Nu3z+keKUNa9IFhayAqx5SRjRO8EY2IiIiI5EEJDBEf9d133zF79myn8suXL/P0008DlgUis88L6rHHHrNNUXnttddYu3at2/br16/n559/digbNGgQderUAeDNN990qrdX0N1Dpk+fTkZGRq71P/549a/kDRs2zHe/N998M+3atQPgs88+Y9WqVU5tEhISHH7Gzz77bL77l1Km2rVwxz8cy46uhT+3eiceEREREcmV1sAQ8VHt2rXj0Ucf5eeff6Z///5ERkaya9cu3n//ffbv3w/A888/n+d2qbkJCQlh9uzZ3HHHHVy+fJk777yThx9+mD59+tCwYUOysrI4deoUW7duZcGCBezevZuxY8dy++232/oIDQ3l66+/pkePHiQnJ9OtWzcGDx5Mnz59qFu3Lqmpqfzxxx8sW7aM7777jtTU1HzHN3jwYF577TUeeOABbr31Vho3bkxoaChnzpxhxYoVTJw4EYCIiAgGDhxYoHf/7LPPaN++PWlpafTq1YsXX3yR3r17Ex4ezvbt23nvvfdsO5y89tprhV4jREqJlv1gxf9B0rmrZfOHwbCfISTCe3GJiIiIiAMlMER81OzZs+natSsTJkxgwgTnIe39+vVjzJgxRXrGLbfcwpo1a3jooYeIiYlhxowZzJgxI9f2kZGRTmVdunRhyZIlPPLII8THx/PVV18VekpKTmfOnGHixIm2ZEVOFStWZObMmW4XO3XlhhtuYPHixTz44IMkJiYyevRoRo8e7dTu+eef5z//+U+hYpdSJCgE2j8Dq0ddLbtwCDZNhk6vei8uEREREXGgBIaIj2rYsCFbt27lww8/ZMGCBRw/fpxy5cpx/fXXM2zYsAKPOsjNLbfcwsGDB5kyZQqLFy9m+/btnD9/noCAAKpVq8Z1113H7bffTr9+/bj22mtd9tGzZ0+OHDnCxIkTWbJkCfv37+fixYuEh4fTpEkTOnfuzKOPPlqguPbs2cPSpUtZv349hw8f5syZM1y8eJEKFSrQrFkzevbsybPPPkuNGjUK9d49evTg0KFDfPTRRyxbtowjR46QmppKjRo16NSpE8888wwdO3YsVN9SCt36EuyeC+d+v1q2/3slMERERER8iGGaprdjkBJmGEZdIAYgJiaGunXr5vvegwcP2raabNq0aUmFKFYjRoxg5MiRgGV3DRH9DnrQlq9gycuOZUNXQd123olHREREpBSLjY21HyldzzTNgi2K54IW8RQREQFodAdgOJZN6wM7Z3khGBERERHJSQkMERERgMoNod0TjmVpl2DBMJj9GMQf80pYIiIiImKhBIaIiEi2u9+HRl2cy/cthLHtYMlf4eIJz8clIiIiIlrEU0RExCawHDw8A5a+Bju/cazLSoctX1iOyLpQty3UaQt12kHtGyA43Dsxi4iIiPgJJTBERETsBYdD34lwTQ9Y/DKkXHRukxgL+2Jh3yLLtREI1ZtDvZvgluehahPPxiwiIiLiBzSFRMSHjBgxAtM0tQOJiC9o0Rde3AodXoDAEPdtzUw4sxu2fAkTO8ChVZ6JUURERMSPKIEhIiKSm/Cq0PMdGL4D2j0JIRXzviczDWYNgl/HQtL5ko9RRERExE9oComIiEheImvDvWOg14dw/gD8uQVit1g+z+yzjMCwl54MP74FK0dCs3ug3ePWbVpFREREpLCUwBAREcmvgACo3sxytBlkKUtLglM7YeME+H2xY/usdMsOJvsWwo1/gd6fgGF4Pm4RERGRMkBTSERERIoiOByib4V+X0LzPrm32zYN1o/xXFwiIiIiZYwSGCIiIsUhKBgenAJDlkKrh1wv/LlqFJw/5PHQRERERMoCJTBERESKi2FAg47Q7zN4bT90ei1HAxPGtYXjGyAzwyshioiIiJRWWgNDRESkJIRVgq5vw5m9cOB7x7qv7oLQKGjaHa65y7LQZ7kw78QpIiIiUkpoBIaIiEhJuvZu1+UpF2H3HJj3JPyvJaz9EK5c9GxsIiIiIqWIEhgiIiIlqdWDEN3RfZvk87B6FHzUCn76D2SmeyY2ERERkVJECQwREZGSFFweHlsMT/wInV6FGq1yb5uaCD+/B/OfgqxMz8UoIiIiUgpoDQwREZGSFhAA9dtbjq7/BwmxcGA57FsER392br93AWSkWdpWb+b5eEVERER8kEZgiIiIeFrFunDTk/DYd/D0WmjRFzAc2+xfChNugdl/gXP7vRKmiIiIiC9RAkNERMSbal0PD06BwQsgoFyOStMySuPz7nByhzeiExEREfEZSmCIiFesWbMGwzAwDIM1a9Y41Y8YMcJWL+IXGneBh6ZCSKRzXWqCZbeSjDTPxyUiIiLiI5TAEBER8RXN7oHhO6Hz35xHY1w4BOPawh9LwTS9E5+IiIiIFymBISIi4kvKV4Y734RX/4By5R3rLp6AmY/Cgme0S4mIiIj4HSUwREREfFF4VRjwtYt1MYBdM2F0M1g3Gk7t8nxsIiIiIl6gBIaIiIivatINnvgB6rRzrks6C6v+DZM7wdF1no9NRERExMOUwBAREfFlddvB0JXQ8z+5t1k83HPxiIiIiHiJEhgiPiTnzhsJCQmMGjWKNm3aEBUVhWEYTJkyxeGehQsX8uCDD1K/fn1CQ0OJioqiXbt2jBw5kvj4+Hw9d9myZQwaNIhGjRoRHh5OaGgoDRs2pF+/fkyZMoXk5GSne44cOcLo0aPp3bs3DRo0ICwsjLCwMKKjoxkwYAA//PBDkX8eImJlGNDhObjxL67r4w7D7L/ApdOejUtERETEg4K8HYCIuHbw4EF69OjBsWPHXNbHx8fTv39/Vq9e7VCemprK1q1b2bp1KxMmTGDRokXccsstLvu4cOECAwYMYNWqVU51x44d49ixY8yfPx+AIUOG2OqOHj1K48aNXfZ54sQJTpw4wezZsxk0aBBfffUVQUH6V41IsbhnDFRpCodWwNG1jnX7FsHhNdB9JNz4GATobxQiIiJStuhbhYiP6t+/P3/++Scvvvgi9913H5UqVeLgwYNER0eTmppKt27d2LZtG4GBgTz66KP06tWLhg0bkp6eztq1axkzZgxnz56lV69ebN++nejoaIf+k5OT6dKlC7t37wagbdu2DBs2jJYtWxISEkJMTAxr165l1qxZTrFlZmYSHBxMz5496d69O82bN6dy5crExcVx4MABxo8fz969e5k+fTqNGjVi5MiRHvmZiZR5geXgtpcsx/f/gN8mOtanJsCSl2HnTLj3f1CjuXfiFBERESkBSmBI0WVlwZU4b0fhOWGVPfKXzT179vD999/To0cPW1nbtm0BePPNN9m2bRtRUVGsXLnSVp6tY8eODBw4kA4dOnDq1CneeOMNZsyY4dDmrbfesiUvnn/+ecaOHWubupL9rD59+vDee+85TUWpVasWx44do1atWk5xd+3alWeeeYYnnniCKVOmMHr0aP76179SsWLFov1ARMTRXf+BWtfD8jec/x0csxEm3QY3PAp3vAEV63gnRhEREZFipASGFN2VOPjA9XSCMun1w5btDUvYkCFDHJIX2S5fvsz48eMBGDVqlFPyIlt0dDRvv/02zz33HHPmzOHTTz8lPDwcgIsXLzJ58mTAkqj4+OOPHZIX9oKDg6lRo4ZDWXh4uK0vVwzDYPTo0Xz99dckJSWxcuVK+vXrl/dLi0j+GQbc8Ag07Q7L37RsrWrPzILt02H3XOj1Idw42DtxioiIiBQTTZAV8VEDBw50Wf7zzz+TkJAAWKaZuNO5c2cA0tPT2bp1q6189erVtoU5X3rpJQIDA4sUa3p6OrGxsfz+++/s2bOHPXv2cPLkSapUqQLAzp07i9S/iLgRXhUemAyDF0ClBs71GSnw3QsQs9njoYmIiIgUJ43AEPFRrVu3dlm+ZcsW27mrKRy5OX366u4E27dvt5136tSpENFZkhaffvopX3/9zPHqiAAAIABJREFUNdu3byctLS3XtufPny/UM0SkABrfCc9ugF8+hl/HQnqSY/0X3eDej6DVgxAS4Z0YRURERIpAIzBEfFSlSpVclp89e7ZQ/dlvhWqfUChIEiRbXFwcHTp04IUXXuC3335zm7wAuHLlSoGfISKFEFweuvwTXtoOtW90rl/yMoy5zjLlJM15e2QRERERX6YRGFJ0YZUt60L4i7DKHnlMbtM6MjMzbefbtm2jXLly+eqvbt26xRIXwPDhw21TUvr06cMTTzxB69atqV69OqGhobb1NOrXr09MTAymaRbbs0UkHyrUgL8shI9aQ8pFx7rURNgwDmK3wJAllp1NREREREoBJTCk6AICPLKopVhkrysBUK1atUIlJqpWvfq/16lTp2jYsGG+701MTLRtrTpw4ECmT5+ea9ucu5eIiAeFVoQB0+G7FyH+qHN9zEZ4rz48uQJqtvR8fCIiIiIFpCkkIqVMmzZtbOe//PJLofq48carQ8vXrl1boHsPHjxIeno6AAMGDMi13R9//MHly5cLFZ+IFJOGneDFbTBwLjTt6VyfngyTO1umlPy5DZLjQCOmRERExEdpBIZIKdOtWzfKly9PcnIyn3zyCQ899FCuW6DmpkuXLoSHh5OUlMTYsWMZNGhQvnciycjIsJ0nJSXl2m7SpEkFiklESkhAgGWr1abd4dAq+GYAZKVfrTczLVNKNoyzXAdXgErREBVt/axvdx6tBUBFRETEazQCQ6SUiYqK4oUXXgDg119/5ZVXXiErKyvX9mfOnOHzzz936uPpp58GYOvWrbz88su5rlORnp7usHBokyZNbAmTqVOnurxv8eLFjBs3rmAvJiIlr0lXuH884CbpmXYJzuyB/Uth4wT44R8w8xGYeCv8pw78txF82gUWPAP7f4DMjNz7EhERESlGSmCIlEL//ve/ad++PQAff/wxN954I+PHj+eXX35hx44d/PTTT4wbN44+ffpQv359l6MhRo0aRatWrQAYN24cN910E5999hkbN25k27ZtfPfdd7z++us0bNiQZcuW2e6rUqUKvXr1AuCHH36gR48ezJ8/n61bt/L9998zdOhQ+vbtS6NGjahWrZoHfhoiUiDXD7AsvNzhBQgMLvj9yRfg5DbY+S18OwD+1xx+fBvO/lH8sYqIiIjY0RQSkVIoJCSEFStWMGTIEObPn8/OnTttozJciYyMdCorX748q1evpl+/fqxdu5atW7cybNiwfD1/4sSJdOzYkRMnTrBy5UpWrlzpUF+/fn0WLlxoS3SIiI8JrwI934G2j8Pa/8KJDZDwp2U6SUFdPgO/fmI5mt0LfSZCqPO/c0RERESKSgkMkVKqQoUKzJs3j/Xr1zN16lTWrVvHyZMnuXLlCpGRkTRu3Jibb76Ze+65hx49erjso2rVqvz8888sWLCAb775ho0bN3Lu3DkMw6B27dq0bduWPn360K9fP4f76tWrx7Zt23j//fdZtGgRx48fJzQ0lAYNGtCnTx+GDx9OpUqVPPFjEJGiqNoEHvjUcp6ZDol/QvxxuHjc+fPymbz7+2MJTPsTBs6zJElEREREipGR27x3KTsMw6gLxADExMQUaNvNgwcPkpGRQVBQEE2bNi2pEEUkF/odFJ+RfgUuxliSGecPwJ558OdW122rNYPBCyGylmdjFBEREZ8RGxtLvXr1si/rmaYZW9Q+tQaGiIiI5K1cGFS7xrKbSYfn4anV8NxvcOtLEJZjxNW5P+Cru+DiCe/EKiIiImWSEhgiIiJSONWbQY9R8ORKiMwxui/+GMx+DDTSU0RERIqJ1sAQERGRoqnaBJ74AabdD3GHr5af3AYjo6D+rVApGio1gCjrZ6VoiKgJAfpbioiIiOSPEhgiIiJSdFH1LEmMcTdBykXHuhO/Wo6cAkMgqv7VhEb15tDyAecpKSIiIiJoComIiIgUl4jq0PGV/LfPTIULB+HQCtj8OSz9K4xtB3vma+qJiIiIOFECQ0RERIrPLc9Bi76AUbj7k8/D3Mfh20fg3P5iDU1ERERKN00hERERkeITFAwPToH7LkH8cctinhetn/bXGSnu+znwPRxcDq0HQKdXoUoTMAqZFBEREZEyQQkMERERKX4hFaBmS8uRk2nC5TOOCY0TG+Dw6hztsmDnt5YjvBrUut7xiIpWUkNERMSPKIEhIiIinmUYUKGm5ajf3lJmmrBvISx7HZLOOd+TdA4OrbQc2UKjoFZrqNMWbvwLVG7kmfhFRETEK7QGhoiIiHifYVjWznhhC3R+HYIj8r4n5SIcXQvr/wefdYWLMSUfp4iIiHiNRmCIiIiI7wiLgjvfgvbPWBIT26c7b8vqypU4+KglVG4MQaEQFGI5AoPtznMrC7Z+htqduyvLcW9QqKVPTWcREREpUUpgiIiIiO8Jrwo934HuoyD+KJzaaXfsgCvxru+LO+zZOO0FBjsnNWwJk1DH5ImtLDhHYiVHwiQo1DF5Ui4Uql4DkbW9954iIiJeogSGiIiI+K6AAKjS2HK0fMBSZpqQEGuZPrLoOe/GZy8zzXKkeeBZNVpC0x5wTU+oexMEBHrgoSIiIt6lBIaIiIiULoYBUfWgzUCo3BBmPAhpl70dlWed2WM51o+BsErQ6A6IqAHB4VCuvOXTdh4BwdaycuFX64LDNfVFRERKFSUwREREpPSKvhVe2WuZWpJ+BTJTISPN+mk98l2WZj1PuXpuK7Pek+mJ4RUFdCUe9i4o3L1G4NUEh33iw23yw1pernyOc7t7g8Iso2dERESKkRIYIiIiUrqFRUGj2z3zLNN0TmrYEh0pdkmR7M8cZRkpOerTciRMXJXZ9X0lHtIuFeP7ZEJqguUobmGVoFJDy/a2lbM/rUd4NY38EBGRAlMCQ0RERCS/DOPqLiTekJkBsZvh4HI4uMIyjcRXXYm3HCe3OdcFR1iTG3aJjcjaEFYZyleyJD9CKmoUh4iIOFACQ0RERKS0CAyC6A6Wo9sIy2KmB1fA+QOWdUDSkiEtCdKTLJ9pyY7nGVe8/QYWaZfhzG7LkRsjwJLICKts+Sxf2ZrgsF67LKtsmdYiIiJlkhIYIiIiIqVVxbrQ7vH8t8/KhHRrkiP7SE/OX/Ij7bLdvTmvkwCzeN/NzILkC5ajIIJCHZMaFevCzcOgzo3FG5+IiHicEhgipdCQIUOYOnUq0dHRHDt2zNvhlDh/e18RkRITEAghFSxHcTJNyyKqtmRIEiSegvijEHfk6hF/rOQXQs1IgUsnLUe2vQtg0Dxo0LFkny0iIiVKCQwRERERKRrDsO5IUh7Cq1rKarRwbpeVCYknrckM++TGMUg+D8lxloVMi1tGCkztDeHVLQuIhle1flrPI1yUlwsr/jhERKRIlMAADMOIBl4C7gHqAanAYWA2MN40zeRies7dwDDgJqAacA7YDHxqmub3xfEMKd2mTJnC449bhgIfPXqUBg0aeDcgERGR4hQQCFH1LAcudo4xTcsojuQ46yKgcdbzOEiOd1EWd3Wx0LymsJhZcPm05ciP4Ai7hEZ1x+RGaEW7bWMjnM/LhWmXFRGREuD3CQzDMHoD04FIu+LyQDvrMdQwjHtM0zxUhGcEAJ8CT+aoqmM9+hiG8TnwtGmaWYV9joiIiEipZhhXkwFR9fJ/X1YWpFy0JDLskx975sHBHwsXS9plyxF/rBA3GzkSG7kkOvKsy9EuILBw7yIiUkb4dQLDMIw2wCwgDLgM/Af4yXr9MPAUcA2w1DCMdqZpFnbj9Xe4mrzYDvwXywiPxsDfgDbAUCwjMt4o5DP8TlZWFocPH6Zx48YEaJs1ERER/xUQYFm0s3xlqNL4anmLvrDgGdg738MBmZB2yXIUp6Aw5+RGYLDl/QOCwAi0JDkCgiy7uAQEWsuCrOcBdvXZbQOvntvaBuS4r6BtXcUTWIC2rmIP1La6IuLfCQzgYyzJigygh2maG+zqVhuGcRBLsuEa4FVgREEfYBjGNcBr1sstQGfTNLP3MNtsGMZ3wM9YRnu8bhjGl0UZ7eFPhgwZwtdff83gwYOZNm2at8MRERERXxMUAg9+BXf/FxL/hKTzkHTOepzNcW09L+lFRosi44rlSD7v7Ui8xMiRUHGXqHGTfHGbUHHVtijPKGo89kkiF22DQi3TmzQ6R/yE3yYwDMO4GehkvfwiR/Ii22jgceA6YLhhGO+YpplewEe9zNWf84t2yQsATNNMNgzjRWCDtd0rwPMFfIbfOXfuHDNmzABgxowZjB49mmrVqnk5qsJbs2YNXbp0cShr2LChU7uffvqJO+64w6n84sWLjBkzhnnz5nHs2DHKlStH69atefrppxk4cGCuzzWs83P/9a9/MWLECFavXs3EiRPZuHEjp0+fpk6dOk67fpw+fZqxY8eyfPlyjhw5QlJSEtWrV6dDhw4MGzaMbt265fq8zMxMvv76a7799lt27txJXFwcYWFhVK9enfr169O1a1f69OlD8+bN3fy0Cv++IiLipyKqWY68mCakJlqSGZfPOic3ss9TEx23ok27TLFvIysumJCVAWRAprdj8SFGIETUgMhaUKEWRNZ2/RkS4e1IRYrMbxMYQB+7869cNTBNM8swjGlYppZEAV2AfE+kNCzfDu+3Xv5hmubGXJ6z0TCM/cC1wP2GYbxgmqb+X9CNhQsXkpVlWS4kKyuLRYsWMXToUC9H5R379+/nrrvucko0rFu3jnXr1rFhwwbGjRuXZz9vvvkm7777rts2M2bM4OmnnyYpKcmhPDY2ljlz5jBnzhyefPJJJk2aRFCQ479eLl++TK9evVi3bp1DeXp6OomJiRw6dIjVq1ezbds25s6dW+LvKyIi4sQwLAt0hlZ0nIqSl+xtZLOTGfaJDZfn+am7bP2yLpIHM9N562BXQiKtCY1aEFnHmtSoYB3lEXR1ZIjtOudIkKCrI0Lsrw1X9+XVJns0iRa7lYLx5wRG9kbgScBWN+1+tju/jQIkMICGQG0X/eT2nGuxLOrZADhagOf4nZxfcOfOnVuqExg33XQTu3fvZtGiRbz11lsALF++nNq1azu0yzkqIzk5md69e3PhwgXeeustunXrRkREBNu3b2fkyJHExsYyfvx4evfuTc+ePXN9/vz589m9ezetWrXilVdeoWXLlly5coUdO3bY2syePZvBgwdjmiaNGjXihRdeoHnz5lSrVo1jx47xxRdfsGzZMr744gsiIyMZM2aMwzNGjBhhS17ce++9DBw4kPr16xMaGsrZs2fZvn07S5YssY0KcaW43ldERKRY2W8jSzGOCM1IyyPxcQkyMyyJDjPTsk1t9qfDeYZlFxZbWUYh2ma5v8/WNsvFM7KcYxTPS020HOf3ezuSq4yAPJIcgflIhATmkUzJq01gjs98tDHc3Z9bm7ySQ4FK6OSDPycwrrN+HjJN0116+w8X9+SX/Tj4P3Jt5fo5+U5gGIZRN48mNfPbV2kQHx/P6tWrHcpWrVpFfHw8lSpV8lJURRMeHk7Lli3ZsmWLreyaa67JcxvVc+fOkZaWxoYNG2jRooWtvG3bttxxxx20atWKlJQUJkyY4PYL/e7du+natStLly4lJCTEVt65c2cAzp8/z7BhwzBNkyeeeILJkyc7jLC48cYbeeCBB2yjOD7++GOefvpprr32Wlub2bNnA9C/f3/mzJnjFMNdd93FP//5T+Li4kr8fUVEREqFoGAIsi5OWpaYppskSWYeCZniaptHQqZQbfORvHGbIMrxXFcJorLGzLKsO+PLa894kpFz5EqAc9IjZ2Kl1g1wv/+MPvbLBIZhGKFAVetlrLu2pmnGG4aRBIQDBdjPCwD7xILb5wAxducFfU5M3k1KnwsXLjBr1iwuXXJcwfv3338nI8PxX+AZGRn89a9/pVmzZg7lFSpUYMCAAVSpUqXE4/WWUaNGOXyZz9akSRP69OnDzJkzWb9+vds+AgIC+Pzzzx2SF/YmTpxIQkICderUYcKECU7TQ7KNHDmSqVOn8ueffzJt2jTeeecdW93p06cB6NSpk8t7s1Wu7P4/0orjfUVERMSLDOPqX7ilYGxJEmtCIy0JLp2yHIknLUf2+aVTkHgKUhO8HbXkV2ESOiGRJRePD/LLBAZQwe78cj7aZycwCrryTUGeY7+ogFbYAZ577jnbX+3zY8qUKS7L165dy8yZM4spKt9iGAaPPvporvVt27Zl5syZxMXFcfHiRaKioly2u+2229yO9vjuu+8Ay9SP3JIcAEFBQXTo0IG5c+eyYYPjuri1atXixIkTzJo1i6FDh1K+fHk3b+Zacb2viIiISKkUEAAEQGA5y3VIBFSoAdyQ+z1pSZZExqWTls/EP68mPdJTrKNAMnKMCsm4Ogok1/qMqyNMsg8tZut5fpYI9NcERqjdeX7SW6nWz7ASfE6q3XlBn5PXiI2awOYC9ul1xfXls2LFisXSjy+qWrWq29El9qMZLl26lOvPtHXr1rn2kZmZaVsLY/LkyUyePDlfsWWPuMj22GOPMWrUKH799VcaNmzIgw8+SNeuXenYsWO+d5AprvcVERER8RvB4VC1ieUoaQ7TaFwkQeynzbj8dNcmP0mWDLspP+5iyNmHqxiK8B7Z9WZWyf/MA/zrK71/ve1VKXbnwflon/0n5ytuWxXtOfZ/1i7Qc0zTdDs9xd2iiL7so48+IjAwkIkTJxa6j2effZbRo0cXY1S+Ja9RDAEBAbbzzMzcF8xyt3ZIXFyc05Sd/EhOTna4fvvtt/nzzz/56quvOHv2LOPHj2f8+PEAtGjRgn79+vHcc89Ro0aNXPssrvcVERERkRKQc4SIv8s55Se/I1mc7nHTJrwYFw4uBfw1gWG/qEJ+pmuEWz/zM92ksM8Jtzsv6HPKpLCwMCZMmED37t158skniY+Pz/e9lSpV4osvvqBv374lGGHZERiY+9Az+0TA0KFDGT58eL76DA52zNmVK1eOL774gldffZVvv/2W1atXs2XLFtLS0ti7dy979+5lzJgxTJ8+nfvvvz+XXkVERERESgkldIqdXyYwTNNMMQzjAlAFx4U2nRiGUYmryYWCLpZpPzIir51C7KeBlMlFOQurb9++tG3blkGDBtm24XSnU6dOzJgxg3r1CroWqrhiPy3DNE1atmxZpP6aN2/OqFGjGDVqFCkpKaxfv55vvvmGadOmcfnyZR555BEOHz5MrVq1ihq6iIiIiIiUIQF5Nymz9lk/mxiG4S6RY7+txe+FfEbOfor7OWVe/fr1efnll/PV9pVXXim1yQtfnO4THBxs2/Xjl19+Kda+Q0ND6datG19++SUffPABAFeuXGHJkiXF+hwRERERESn9/DmBkb3PYjjQ1k272+3OC/rt7Shw0kU/rnS2fv4JHCvgc/zCvHnzirWdLwoNvbrua2pqqpuWnnXfffcB8Mcff7B8+fISeUbXrl1t5+fPny+RZ4iIiIiISOnlzwmMhXbnj7tqYBhGAPAX6+VF4KeCPMA0TRNYZL1sZhjGLbk85xaujsBYZL1P7KSmprJ48eJ8tV28eLFPffkvCPtpE4cPH/ZiJI6GDx9ORIRlGZfHH3+cvXv3um2/dOlSdu3aZbuOi4tj8eLFuPtH+8cff7SdN2zYsIgRi4iIiIhIWeOXa2AAmKa5yTCMdUAn4EnDMKaaprkhR7NXgeus5x+bppluX2kYxh1cTWpMNU1ziItHfQQMAwKBsYZhdDZN07bLiGEYYcBY62WGtb3ksGLFCi5duuRQFhYWxuOPP86XX35JSsrVDV8SExNZuXIl99xzj6fDLLI2bdoQGhpKSkoKb7/9NuXKlSM6Otq2u0adOnUICyvoLrtFV6NGDaZOnUr//v05deoU7dq1Y8iQIdx9993UrVuX9PR0YmNj2bRpE3PnzuXIkSMsXrzYtj1rYmIi9913Hw0aNOCBBx6gffv2REdHExQUxKlTp1i8eDGff/657R3vvfdej7+jiIiIiIj4Nr9NYFgNxzItJAz40TCMd7EkJMKAh7EkHgAOAIXai9M0zQOGYXwA/ANoB/xiGMb7wGGgMfB3oI21+QemaR4s5LuUaQsWLHC4btWqFTNnzqR58+Y899xzPPzww+zZs8dWP3/+/FKZwKhQoQIvvfQS//3vf9m2bRs9evRwqP/pp5+44447vBLbAw88wKJFixgyZAhxcXFMmjSJSZMmuWwbEBBAeHi4U/mxY8cYM2ZMrs+oVasWixYtso32EBERERERyebXCQzTNLcbhjEAmA5EAu+6aHYAuMc0zUsu6vLrTaA68ASWZMVMF22+AN4qwjPKtLi4ONv5888/zwcffGAbidCiRQs2bdrEa6+9xoQJEwAKtOWqr3nvvfdo2rQp06ZNY+/evSQkJDhsZepNvXv35ujRo3z22WcsW7aMvXv3EhcXR1BQEDVr1qRFixbceeed9O/f32Eh1ejoaDZt2sSyZcv49ddfOX78OGfOnOHy5ctERUXRvHlzevfuzbBhw4iMjPTiG4qIiIiIiK8ytNwCGIYRjWU0xj1YtjtNAw4Bc4Bxpmkm53LfHeQ9hcS+fS8sozpuAqoC54HNwGTTNL8v8ovk/ty6WLdmjYmJoW7dvHZ0vergwYNkZGQQFBRE06ZNSyrEPB0+fJiJEyfSvXt3evbsmWu75cuXs2LFCp599lkaN27swQhFSoav/A6KiIiIiBREbGys/R8165mmGVvUPpXA8ANlIYEh4q/0OygiIiIipVFJJDD8eRcSERERERERESkllMAQEREREREREZ+nBIaIiIiIiIiI+DwlMERERERERETE5ymBISIiIiIiIiI+TwkMEREREREREfF5SmCIiIiIiIiIiM9TAkNEREREREREfJ4SGCIiIiIiIiLi85TAEBERERERERGfpwSGuBUQYPlHJDMzE9M0vRyNiH8xTZPMzEzg6u+iiIiIiIi/0n8Ri1vBwcGA5YtUamqql6MR8S+pqam2xGH276KIiIiIiL9SAkPcCg8Pt50nJiZ6MRIR/2P/O2f/uygiIiIi4o+UwBC3IiIibOcXLlzgwoULtiHtIlIyMjMzbb9v2ex/F0VERERE/FGQtwMQ3xYcHEy1atU4d+4cAGfPnuXs2bMEBgZiGIaXoxMpe+zXvchWrVo1TSEREREREb+nBIbkqUqVKqSlpZGQkGAr0ygMEc+oWLEiVapU8XYYIiIiIiJepwSG5MkwDGrXrk3lypW5ePEiycnJSmCIlKDAwEDKly9PVFQUoaGh3g5HRERERMQnKIEh+RYaGkrNmjW9HYaIiIiIiIj4IS3iKSIiIiIiIiI+TwkMEREREREREfF5SmCIiIiIiIiIiM9TAkNERP5/e/cedEldHnj8+8wMhhnAIDdHAUWHeOFiFgQERXckXgmIiaImWDpyE5DdTahii2AsJyYi/qFoFSAgrhM2WSss3oAQcIFFWYwIkopchAXk5jDDVUcYZGDgt3/07+zbc+g+p897Lm/Pme+nqutc+tdP/7qf6Z5+n9MXSZIkqfUsYEiSJEmSpNazgCFJkiRJklrPAoYkSZIkSWo9CxiSJEmSJKn1Fsx1BzQR8ztvVq1aNZf9kCRJkiRtArr+9pxf124QkVIaRRy1WETsA9ww1/2QJEmSJG2S9k0p3ThsEC8hkSRJkiRJrecZGJuAiPg9YM/88RHguTnsjoazmJmzafYFVs9hXzQe5nj6meNNg3mefuZ4+pnj6WeOx2s+sH1+f3NKad2wAb0HxiYg/0MZ+nQdzb2IKH9cnVL61Vz1ReNhjqefOd40mOfpZ46nnzmefuZ4Iu4bZTAvIZEkSZIkSa1nAUOSJEmSJLWeBQxJkiRJktR6FjAkSZIkSVLrWcCQJEmSJEmtZwFDkiRJkiS1ngUMSZIkSZLUepFSmus+SJIkSZIk9eQZGJIkSZIkqfUsYEiSJEmSpNazgCFJkiRJklrPAoYkSZIkSWo9CxiSJEmSJKn1LGBIkiRJkqTWs4AhSZIkSZJazwKGJEmSJElqPQsYkiRJkiSp9SxgSJIkSZKk1rOAoU1CRLwyIr4UEbdHxNqIeDwiboiIkyNi0Qjn896I+G5E/Coi1uXX70bEeweIsSAijouIayPikYj4XUTcHRHnRsTuA8TZLiI+FxE/j4jf5uHn+bttB4izR5733bkvj+S+HRcRC/pMuywiUsNhWdM+9ZifeR4wzxGxc0R8ICJOj4irI2JNKSfLm/ajFO/PIuIHEbE6Ip6OiPsi4h8i4oBBY9XEN8dzkOOIWD7Atry06bLVzMscD5DjiJgXEW+LiNMi4pq87T2TY9wSEWdHxBua9iXHdDueiTE1OXY7ro3RhhzvEBEfj4gzI+LHEXFPRDyRl2lVRFwREcdHxBYD9GfoddMnvjmegxzHhI+tWyml5OAw1QNwKLAGSDXDHcCuQ85jHnB+j3kk4OvAvD5xtgN+2iPG08DRDfrzJmBVjzgPAvs1iHMMsK5HnOuB7XpMv6zPOikPy8zzZPMMvLLPsiwfYN0sBP65R6zngM+a440zx8DyPnHKw1JzPNEc398gJ88BXwTC7XjTzTFux23O8dEN83Iv8MZJrBtz3M4cM8Fj67YOc94BB4dxDsBewFN5I34COBU4ADgIOK9rR7vVEPP5QinWTcBHgH3z602lcaf1iDEfuLbU9tvAe4D9gP8EPMTMQcp7e8TZGXg4t32W4oDmrXn4Yv4u5Xg79YhzcJ5XAlbnPuyX+/TtUj+vBebXxCjvZN8F7NFj2No8TzbPwC6lfjwP3An8sPTd8gHWzbdK010NHJbXzZHAXaVxx5rjjS/HbPiHT6/teA9gC3M80Ryvz23uBE6n+MPijcCBwGeAx5ssk9vx9OcYt+M25/go4P/mdXQ88L68PG8FPgpcXurn48DLx7luzHF7c8yEjq3bPMx5BxwcxjkAPyrtbA6oGH9yaSewfJbzeE1px3UDsLBr/KL8facflRXYWK5MAAAVJklEQVRpigPETl/Oqhi/KzPV7juBBTVxLijFObxi/IdK41fUxNgMuDu3WQMsqWhzVinOspo45Z3sLua5dXneFvg08E7gJfm7pYOuK4qDls40F9NV0KL49eO+PP7XnXmZ440qx8s708xm3Zrjseb4x8C7qfnlHVjChgfer65p53Y8/Tl2O25vjitjd7X5i1KcL49z3ZjjVud4WanNLrNZvxv7MOcdcHAY10BRXe1s4OfUtJkH3MbMAdlms5jP2aX57F/TZv9eO9DcptOPx4BFNW1O6bMDXczMWROX9+hzp8r7HLC4Ynx5R3xKTYxFzPzqc2tNm7HvZM3z7PNcM83S0ryXN5zmMmYOIup+efhIKe7J5nijy/HyzjSDrldzPPkcV8Q4sdSXk2rauB1Pf47djjfuHC+gOOMhATeMc92Y41bneFmpv7vMZj4b++BNPDXN3l96/82qBiml5ymqqgBbA28fZAYRERSn2ALcnlL6Sc18fkJxKh3AYXm6cpzXAK/PHy9MKT1VM8sVpfd/UjH+fczcnLdymbvizMvTdCuvuxUV48l9vDB/3C0vw1wwz/U6ceryPLSI2Ar4o/zxypTSr2qafgf4bX5ftUy9mON6nThjy/GEmON6nTjD5Ph/l94v6R7pdjz9OZ4Qc1yvE2fWOU4prae4XwPA5t3jR7Vu+jDH9TpxxpZjFSxgaJodmF/XAj/r0e6HpfdvGXAerwJeXhGn13x2pLguvezAinYvkFJaTXH9HFT3tVEc+i9zJ84deZ6zjTMJ5rl/X+rijMK+wIv69SWl9AzQOQjZNyI2G2Ae5rh/X+ribCzMcf++1MVp4vdK75+rGO92vKFpzPEkmOP+famL01dE/BHFpVwAt1c0GdW66cUc9+9LXZy+GuRYWMDQdOtUXe/KFc065R3E62tbVdutJs6g85lNnJ0rHrXUibOmV+EhpbSKmV/RNuhLRGxJcbOiQfrygjgVvhkRD0bx6LdHI+InEfF3EbFjn+n6Mc81euV5hGazTAuAPxhgHua4xoRyvIEoHq/5cN6WH47isY6nRMRLhghrjmuMKMf/sfT+FxXj3Y6Hj9P2HG/A7XjjyHFEbBURu0XxyOvvlkZ9taL5qNZNL+a4xoRy3G1cx9atZgFDUykiNmemgll3KiwAKaVfU1SSYeYP96Z2Kr3vOR/ggdL77vnMJk50TVeO0y9GOc4o+lIVp9tS4GUUNwjdluJxVJ8G7oqIT/aZtpJ5HirPozKufy+AOW4QoxxnXDnu9k5ge4pteXuKP5y+APwyIg7rNWEVczzeHEfEIoobw0HxWOzvVzRzOx4+Tttz3M3tePA4E8lxRCyPiBQRieIP4luBzwJbUZxdc2JK6f9UTOp2PHyctue421JGfGy9MVgw1x2QxmSr0vsnG7RfC2wBbDnG+awtve+ez6jjNF3mcfal45cU103/KzM79lcDHwA+SHGN3zkRkVJK5/Xr9BB9BfM8DqP+9zJM/M48zPF43Ax8D/gpxfPuNwNeCxxB8Si3rYFvR8ShKaV/GSCuOe5vmBx/EXhFfn9WSunBijZux+ON04Ycd7gdjyfOJPbVV1H8YVt3NoHb8XjjtCHHHeM8tm49CxiaVuUb3zzToP26/LpwjPNZV3rfPZ9RxxlmmUfVFyhOhfv7lIrbJpfcAPxTRBxCsQPeDDgjIi7uc8+Nbua5v9kuc1Oj/PcybPzyPMzxaH0lpbS84vvrgQvyLz3nAPOB8yNiSUrp6Yr2Vcxxf7Na5og4guLpFFBcVvDXNU3djscbpw05BrfjccYZ5TKfDVyU329BcTnCxyhutPtPEXFsSun6iuncjscbpw05hvEfW7eel5BoWpX/w31RbasZnZtf/W6M8ynfYKt7PqOOM8wyj6ovpJTWVOxgy+MvBT6XPy4Cjuozv27mub/ZLnNTI/v3MoL45XmY4xFKKf2mz/hzgW/kjy+n+BWoKXPc38DLHBFLmcnJ48AHUkp107sdjzdOG3LsdjzeOCNb5pTSwymlW/JwfUppRUrpIIri1BuAayLiXRWTuh2PN04bcjyJY+vWs4ChafVE6X2T07g6N+xpcnrYbOdTvilQ93xGHWeYZR5VX5o6j+JZ1rDhTciaMM/9zXaZmxr3vxdz3N+4c9zUuaX3g2zL5ri/gZY5IvYBLqY4mH4SODil1OvGjm7H443Thhw35XY8uzhj31enlD5PcenP5sDXI6L7THq34/HGaUOOmxrm2Lr1LGBoKuVTHh/LH7tvxrOBfMftzg7ngV5tK5Rv6NNzPmx4Q5/u+cwmTuKFNxTqfO4Xoxynuy8rZ9GXqjiNpJQeZiZXA9012TwPledRGdW6qWSOW5Hjpm4rvW+8LZvj0eY4InYHLqe4bnsd8P4epyJ396VJf9yOq+O0PcdNuR3Xx2nDvrpzg9ZXAPvV9KVJf9yOq+O0PceNDHNsvTGwgKFp1vlPeNc+FczXld4P+utF+T/619W26j+f2cR5IKW0tmtcJ87vR8TiugAR8TLgxVV9SSk9wcyOd5hlGkTtqXANmOcavfI8QrNZpvXAnbOYhznuMqEcN+V2XB9nIjmOiCXA/6K4G/164MMppav69LHcl3Kf67gdV8dpe46bcjuuj9OGffUjpfevrOkLjO/4zRzXmFCOBzHMttxqFjA0zTqPH9oCeGOPduVTq64bcB73UNzFuztOlbfl15XAvV3jyo9Kqo2Td5yvyR+r+tooDv2XuRPntb121g3i9BUR2zPzWK5ed06vY57rDZ2fBm5g5sZWvZbpRcD+nWlSSs8OMA9zXG8SOW5qt9L7Qbdlc1yv0TJHxE7AlRSP1Hse+HhKqcnjNMHt+N6ucdOY46bcjktauK8u/5refZnCqNZNL+a43iRy3MgIjq3bLaXk4DCVA8VpVykP59S0mUdRWU3Ar4HNZjGfs0vz2b+mzf6lNmfVtOn04zFgUU2bU0pxDq8Yv5ji+dEJuLxHny/PbZ4DFleM/1BpPqfUxFhEcdOwBNw6RJ4+XZrXX5vnyeW5ZpqlpXkvbzjNZbn9s8BONW0+Uop7sjneuHLcMO7XS3E/ao4nl2NgB+D20vyOmcW6cTue8hw3XH9ux3OU4wbLPY/iMbid/uwyrnVjjtub44Zxhjq2bvsw5x1wcBjnAPyImQOyAyrGn1zawJdXjF9aGr+iZh6voTiNM1H8irWwa/zC/H2nH39QE+fI0rzOrBi/BFiTx98JLKiJc0Epzgcrxh/eYJk2A+7ObdYASyranFWKs6xi/C7AXn3ycwjF9bsJeArY0TxPLs81ccvr4gXrqmaag0rTfB+Y3zV+O+A+Zg5mXmKON54cA3sCu/Zpc2wp5ipgC3M8sf311sC/ldr9xaDrPsdxO57iHON23PYcH9O9zXWNnwecUYrzo3GuG3PczhwzwWPrNg9z3gEHh3EOwF55400UdxH+K4qK7dsp7rTd2UncAWxVMX3fnWxu94VSu5uADwP75NebSuNO6xFjPsVpap22FwHvpqh2nwg8lL9/Dnhvjzg7Aw+XduqnAwfm4fT8XcptKn9ly3EOZqbivDr3Yb/cp4tK/by2aodcWnc/zuv94LxO9qE4w+NCilNgO3FOMM9zkuf3AMtKw+mlvn2va9wL/tMuxflWabqrgffldfMJ4K7SuGPN8caV4/z9eorr7k8C3gnsnZfnY8AVpXjrgUPN8WRyTPEEiutK/fgHYI8+w6vcjje9HON23Noc5xiJ4maRX6E40+kA4A/z+vhL4N9L/VwD7DnOdWOO25ljJnhs3eZhzjvg4DDuATiUmepq1XAHNb9KDLCTnUfx7PS6eSTgfGBen75uR/H4pLoYTwNHN1jmN1H8elIXZxXwpgZxjmGmils1XA9s12Dd9RrWMsuDYfM8fJ6BaxrmKQH39oizEPjnHtM+x5CXK5jjuckxxR8+TaZ9FDjMHE8uxxS/xjXNbWe4xu1408sxbsetzXGevmlubwP27tOXkawbc9y+HDPhY+u2DnPeAQeHSQwUd/H9ct6hrqU4/fUG4L9Sc01cnq7RTrbU/mCKXzRXUvzhvzJ/rq3qVsRYABxPcWbDo8DvKC7nOA/YfYA42wF/S3Et3RN5+Hn+btsB4uyR53137sujuW/HUXOqXZ5uK+AI4EzgJxSnHq/N62U1cBVwKrCDeZ67PDOiAkYp3p8DP6D4VWMdcD/wj1ScZmqON44cU1x7fyTFtfE3Ujyl6Km8PCsp7p3wn4EXm+PJ5pgRFzDcjqc3x7gdtzbHedq9Ke5bcAlwC8WTKJ6lKBL8Im9/H2SA+0mMYt2Y43blmDk4tm7jEHllSJIkSZIktZaPUZUkSZIkSa1nAUOSJEmSJLWeBQxJkiRJktR6FjAkSZIkSVLrWcCQJEmSJEmtZwFDkiRJkiS1ngUMSZIkSZLUehYwJEmSJElS61nAkCRJkiRJrWcBQ5IkSZIktZ4FDEmSJEmS1HoWMCRJkiRJUutZwJAkSZIkSa1nAUOSJEmSJLWeBQxJkiRJktR6FjAkSZIkSVLrWcCQJEmSJEmtZwFDkiSNTUSsiIgUEffOdV8moU3Lm/uRImL5EDGWluIsHV3vJEka3IK57oAkSWqXiNgFuGfYOCmlGLozkiRJmWdgSJIkSZKk1vMMDEmS1G0lsGeP8Tfn1xuBT4y/O5IkSRYwJElSl5TSs8AtdeMj/v+VIWtTSrXtJEmSRslLSCRJkiRJUutZwJAkSRMTEVtHxOci4taIWBsRv4mIH0XEEX2m2+CJGhFxUET8z4h4ICKerXrqR0QsjojPR8SNEfF4RKzL7S+MiHf0md/8iFgWEVdExOqIeCYi1kTEnRFxVUScGhG7jWt5S9PvGRHn5fk+FRFP5Fhn5JutDiUiFuZl+ffcv8ci4rqIOCYiPE6UJLWKl5BIkqSJiIjXApcDu3SNeivw1og4IKV0YoM4nwdO7dPmCOBcYIuuUTsBhwOHR8Q3gONSSuu7pt0SuCz3q2wz4MXArsBBwN7AB3v0YajljYi/Av6OF/7gtFsejo+IY1NKF9TF6CUiFgNXA68vfb0IeHMePgB8eTaxJUkaBwsYkiRpEhYBlwDbUvxRfiXwJLAX8FmKwsKnIuKSlNIVPeL8KcUNRm8GzqC4V8dC4D90GkTEh4D/DgTwS+BM4DbgEYpiwlHAwfn1t8BJXfNYzkzx4lLgH4H7gaeBHXKfDwHSuJY3Ik4ATssfHwG+CFwHzAfeAZxMUZxZERGPppQu69GXF4iIBXnZOsWLHwBfAx4AXgGcALwb2GaQuJIkjVOk1Ov/XkmSpA1FROfg4YcppaV92q4APp4/rgHeklK6tavNrhQFic2Bi1NKh/WYJ8BVwB+nlNZVtNsOuAv4feC/AZ/sPsMit+ucxfE8sFtK6Y7SuPuBnYGLUkqH91i2bVJKj496eSNie+BeiiLIg8D+KaUHutrsBVxLUcRYCbwq33y13Kazzv4mpbS8a9ynKAo7AOellD5ZsXzfAI4sffX2lNI13e0kSZoUr22UJEmT8pnuP+YBUkp3Ad/LHw/sE+N54Oiq4kV2PEXxYiVwQlXxIvtsbjMP+FjXuMX59dpeHekuXlSY7fJ+gqJ4AXBSd/Eix/g34Av5447A+/v0pdsJ+fUh4C9r2vwXirM/JElqBQsYkiRpEhLwP3qM/1l+3SYitu7R7rqU0r09xr8vv17ao8hBLmz8a/54QNfoVfn1wxGxiNkZZnk7Nxj9DfCdHjHOr5imr4h4GcU9NAAuTCk9VdUupfQkcGHTuJIkjZsFDEmSNAmPppQe6zG+fDbDVj3a/bxuRETMZ+ZeGJ8sPbmkcmDmBpyLu0L9fX59M3BPRJwZEX+SL+1oapjl3SO/3tR9WUhZSukhiktNytM0sWfp/Q192v50gLiSJI2VBQxJkjQJlb/ylzxfej+/R7tf9xi3DbO7QXn3WRZ/S3H/jERx085PUZwJ8XBE3BIRfxMRL+0Tc5jl7dw48+E+MQBWd03TRLltv3k8NEBcSZLGyqeQSJKkjclzPcaVCwHnA19tGPOZ8od81sNREfEl4M8oHpm6D/AiYPc8nBQRH00pfb9px2dhEnda927ukqSNhgUMSZI0LcqXZURK6ZZhgqWUbgM+A3wmIjanuOHmn1Pc9HNL4FsRsSSltKpHmNl4HHgZ0O8sD5i5/KXfDUXLymex9JtHkz5IkjQRXkIiSZKmQkrpGaDz1I+3jDj20ymlK1NKRwIn568XAoeMcj5Zp/Cyd0TU/tgUETsAr+yapombS+/37dO233hJkibGAoYkSZomF+fX10XEu8c0j6tK77cbQ/wr8+vWwJ/2aHcUEF3T9JVSehD4Rf54eEQsrGoXEVsAH2oaV5KkcbOAIUmSpslXgSfz+29GxO69GkfEH0fEG0qft4mIQyMiekz2rtL7e2bf1VrfZOYmoF+KiB27G0TEHwKn5o8rge8NOI+v5dfFwJdq2pxBcRNTSZJawXtgSJKkqZFSeigiPg5cRHEfiRsjYgXwL8CvgM2AnYD9KB6j+mrgUGYez/piirM47o2I7wDXA/cB63O8Q4Gjc9uVwKVjWIZHIuJk4Kzc159FxOnAjymO3d5BcRnLlhQ34Ty21+NWa3wN+ASwF3B8RLwKOAd4ANgZOIGiUHMjxQ1MJUmacxYwJEnSVEkpfSciDgNWUDwy9Lg8VHkeWFvx/S7AST1mswo4LKX0ZI82s5ZSOjsitqZ4pOtLKc6G6LaOonhx2Szir4+IQ4CrgdcC78lD2Q8ozs64YtD4kiSNgwUMSZI0dVJKl+SzCo4BDqZ49Ok2FGdSrKa42efVwEUppQdKk95HcXbGwcCbKW6S+VKKsx1+A9wGXAKcl1L67ZiX4bSIuBQ4keJRri+nKLjcT1Fc+EpK6d4h4j8YEXtRFGo+AiyhKIrcDlwAnAu8bZhlkCRplCIlH/8tSZIkSZLazZt4SpIkSZKk1rOAIUmSJEmSWs8ChiRJkiRJaj0LGJIkSZIkqfUsYEiSJEmSpNazgCFJkiRJklrPAoYkSZIkSWo9CxiSJEmSJKn1LGBIkiRJkqTWs4AhSZIkSZJazwKGJEmSJElqPQsYkiRJkiSp9SxgSJIkSZKk1rOAIUmSJEmSWs8ChiRJkiRJaj0LGJIkSZIkqfUsYEiSJEmSpNazgCFJkiRJklrPAoYkSZIkSWo9CxiSJEmSJKn1LGBIkiRJkqTWs4AhSZIkSZJazwKGJEmSJElqPQsYkiRJkiSp9f4fW4zGLd3RbhMAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<Figure size 1200x1200 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1200x1200 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1200x1200 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "5.112197686685249e-05"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 44
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fSI5LG2X-iwj"
      },
      "source": [
        "While there's still a big amount of overlap between the two labels we can separate the distributions much more clearly, which is very good! The ROC also has quite a good score!"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_ekNRrftIkFd",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 958
        },
        "outputId": "9da6e6c4-6fa7-4ef4-d87f-4360762523a7"
      },
      "source": [
        "evaluate(encoder_ft, decoder_ft, discriminator_ft, test_dataloader, thresh_ft)"
      ],
      "execution_count": 45,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "100%|██████████| 16/16 [00:02<00:00,  6.42it/s]\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1000x1000 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "W_aweSlK-0qc"
      },
      "source": [
        "We can see that the model is performs quite well in the test set! Even though it still mislabels $ \\approx 33\\%$. Probably some tuning on the model's hyperparameters could improve the accuracy."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "MazKI5RBAv03"
      },
      "source": [
        "<a id='six'></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "31gGFWyZuVGl"
      },
      "source": [
        "# 6. Next steps"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "l1JCXl1culuP"
      },
      "source": [
        "A good next step would be, of course, to test other hyperparameters. Since there are so many different possibilities in an Adversarial Autoencoder architecture (different learning rates, different schedulers for each learning rate, different optimizers, different epochs) this would probably take a while! Nevertheless, it's an important step when searching for the best performance."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "r0Ke37sPu-79"
      },
      "source": [
        "Another pretty useful thing would be to check different distributions. I used a very basic normal distribution with mean $0$ and variance $1$. Other more complex distributions could be tested, such as the one seen [here](https://github.com/GitiHubi/deepAD/blob/master/KDD_2019_Lab.ipynb)."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-zsxFCXG_dIo"
      },
      "source": [
        "The training metrics show that the generator loss usually hits a plateau. This is a problem because the model doesn't improve anymore. Using another network architecture or trying different optimizer configurations could maybe counter this."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "a9M86bIJxNYF"
      },
      "source": [
        "Finally, a class implementation of the AAE \"instantiating-loading weights-training-visualizing metrics-evaluating\" pipeline would be especially useful to let this work be more reproducible. A concept of how this implementation could be made and used can be seen in my first submission [here](https://github.com/zysymu/ml4sci/blob/main/domain_adaptation/domain_adaptation.ipynb). Note that the results are pretty bad in this implementation for lots of reasons, it's just a way of showing a possible structure."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_lG3IoqPAw7t"
      },
      "source": [
        "<a id='ref'></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qgRxU64xXFVw"
      },
      "source": [
        "# REFERENCES:\n",
        "\n",
        "- https://towardsdatascience.com/extreme-rare-event-classification-using-autoencoders-in-keras-a565b386f098\n",
        "- https://github.com/DeepLense-Unsupervised/unsupervised-lensing\n",
        "- https://arxiv.org/pdf/1908.00734.pdf\n",
        "- https://arxiv.org/pdf/2008.12731.pdf\n",
        "- https://arxiv.org/pdf/1902.06924.pdf\n",
        "- https://github.com/fducau/AAE_pytorch\n",
        "- https://towardsdatascience.com/a-wizards-guide-to-adversarial-autoencoders-part-2-exploring-latent-space-with-adversarial-2d53a6f8a4f9\n",
        "- https://blog.paperspace.com/adversarial-autoencoders-with-pytorch/\n",
        "- https://github.com/bfarzin/pytorch_aae\n",
        "- https://github.com/sksq96/pytorch-vae\n",
        "- https://github.com/neale/Adversarial-Autoencoder\n",
        "- https://github.com/shaharazulay/adversarial-autoencoder-classifier"
      ]
    }
  ]
}