{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "name": "[One Shot Kill Poison Attack] Poison Frogs: Targeted Clean-Label Poisoning Attacks (AlexNet)", "provenance": [], "collapsed_sections": [], "toc_visible": true }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "accelerator": "GPU", "widgets": { "application/vnd.jupyter.widget-state+json": { "da8b31bd7e384f8699d0d52f9197e8a1": { "model_module": "@jupyter-widgets/controls", "model_name": "HBoxModel", "state": { "_view_name": "HBoxView", "_dom_classes": [], "_model_name": "HBoxModel", "_view_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "_view_count": null, "_view_module_version": "1.5.0", "box_style": "", "layout": "IPY_MODEL_4d5def42b7624d6f8ca18dd1b60df389", "_model_module": "@jupyter-widgets/controls", "children": [ "IPY_MODEL_e4a08a69ce7d4fb8ba3405abd28a1820", "IPY_MODEL_79cdd07444a347fc83c656ebc586635e" ] } }, "4d5def42b7624d6f8ca18dd1b60df389": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "state": { "_view_name": "LayoutView", "grid_template_rows": null, "right": null, "justify_content": null, "_view_module": "@jupyter-widgets/base", "overflow": null, "_model_module_version": "1.2.0", "_view_count": null, "flex_flow": null, "width": null, "min_width": null, "border": null, "align_items": null, "bottom": null, "_model_module": "@jupyter-widgets/base", "top": null, "grid_column": null, "overflow_y": null, "overflow_x": null, "grid_auto_flow": null, "grid_area": null, "grid_template_columns": null, "flex": null, "_model_name": "LayoutModel", "justify_items": null, "grid_row": null, "max_height": null, "align_content": null, "visibility": null, "align_self": null, "height": null, "min_height": null, "padding": null, "grid_auto_rows": null, "grid_gap": null, "max_width": null, "order": null, "_view_module_version": "1.2.0", "grid_template_areas": null, "object_position": null, "object_fit": null, "grid_auto_columns": null, "margin": null, "display": null, "left": null } }, "e4a08a69ce7d4fb8ba3405abd28a1820": { "model_module": "@jupyter-widgets/controls", "model_name": "FloatProgressModel", "state": { "_view_name": "ProgressView", "style": "IPY_MODEL_96ccd76a4c914f93bddfbbf449c94dda", "_dom_classes": [], "description": "100%", "_model_name": "FloatProgressModel", "bar_style": "success", "max": 244418560, "_view_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "value": 244418560, "_view_count": null, "_view_module_version": "1.5.0", "orientation": "horizontal", "min": 0, "description_tooltip": null, "_model_module": "@jupyter-widgets/controls", "layout": "IPY_MODEL_beef6f4931fc43e68ddcddf3588668d6" } }, "79cdd07444a347fc83c656ebc586635e": { "model_module": "@jupyter-widgets/controls", "model_name": "HTMLModel", "state": { "_view_name": "HTMLView", "style": "IPY_MODEL_dc5105d65df843049814cf0bfa963003", "_dom_classes": [], "description": "", "_model_name": "HTMLModel", "placeholder": "​", "_view_module": "@jupyter-widgets/controls", "_model_module_version": "1.5.0", "value": " 233M/233M [00:14<00:00, 17.0MB/s]", "_view_count": null, "_view_module_version": "1.5.0", "description_tooltip": null, "_model_module": "@jupyter-widgets/controls", "layout": "IPY_MODEL_c3e33c59e50e41f7af28477f681fc8d0" } }, "96ccd76a4c914f93bddfbbf449c94dda": { "model_module": "@jupyter-widgets/controls", "model_name": "ProgressStyleModel", "state": { "_view_name": "StyleView", "_model_name": "ProgressStyleModel", "description_width": "initial", "_view_module": "@jupyter-widgets/base", "_model_module_version": "1.5.0", "_view_count": null, "_view_module_version": "1.2.0", "bar_color": null, "_model_module": "@jupyter-widgets/controls" } }, "beef6f4931fc43e68ddcddf3588668d6": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "state": { "_view_name": "LayoutView", "grid_template_rows": null, "right": null, "justify_content": null, "_view_module": "@jupyter-widgets/base", "overflow": null, "_model_module_version": "1.2.0", "_view_count": null, "flex_flow": null, "width": null, "min_width": null, "border": null, "align_items": null, "bottom": null, "_model_module": "@jupyter-widgets/base", "top": null, "grid_column": null, "overflow_y": null, "overflow_x": null, "grid_auto_flow": null, "grid_area": null, "grid_template_columns": null, "flex": null, "_model_name": "LayoutModel", "justify_items": null, "grid_row": null, "max_height": null, "align_content": null, "visibility": null, "align_self": null, "height": null, "min_height": null, "padding": null, "grid_auto_rows": null, "grid_gap": null, "max_width": null, "order": null, "_view_module_version": "1.2.0", "grid_template_areas": null, "object_position": null, "object_fit": null, "grid_auto_columns": null, "margin": null, "display": null, "left": null } }, "dc5105d65df843049814cf0bfa963003": { "model_module": "@jupyter-widgets/controls", "model_name": "DescriptionStyleModel", "state": { "_view_name": "StyleView", "_model_name": "DescriptionStyleModel", "description_width": "", "_view_module": "@jupyter-widgets/base", "_model_module_version": "1.5.0", "_view_count": null, "_view_module_version": "1.2.0", "_model_module": "@jupyter-widgets/controls" } }, "c3e33c59e50e41f7af28477f681fc8d0": { "model_module": "@jupyter-widgets/base", "model_name": "LayoutModel", "state": { "_view_name": "LayoutView", "grid_template_rows": null, "right": null, "justify_content": null, "_view_module": "@jupyter-widgets/base", "overflow": null, "_model_module_version": "1.2.0", "_view_count": null, "flex_flow": null, "width": null, "min_width": null, "border": null, "align_items": null, "bottom": null, "_model_module": "@jupyter-widgets/base", "top": null, "grid_column": null, "overflow_y": null, "overflow_x": null, "grid_auto_flow": null, "grid_area": null, "grid_template_columns": null, "flex": null, "_model_name": "LayoutModel", "justify_items": null, "grid_row": null, "max_height": null, "align_content": null, "visibility": null, "align_self": null, "height": null, "min_height": null, "padding": null, "grid_auto_rows": null, "grid_gap": null, "max_width": null, "order": null, "_view_module_version": "1.2.0", "grid_template_areas": null, "object_position": null, "object_fit": null, "grid_auto_columns": null, "margin": null, "display": null, "left": null } } } } }, "cells": [ { "cell_type": "markdown", "metadata": { "id": "wwR5zDz5npnU" }, "source": [ "### Dataset Download\r\n", "\r\n", "* This dataset has total 1,400 images. (train: 1,000 / val: 200 / test: 200)\r\n", "\r\n", "
\r\n",
        "Dataset/\r\n",
        "    train/\r\n",
        "        cats/\r\n",
        "          500 images\r\n",
        "        dogs/\r\n",
        "          500 images\r\n",
        "    val/\r\n",
        "        cats/\r\n",
        "          100 images\r\n",
        "        dogs/\r\n",
        "          100 images\r\n",
        "    test/\r\n",
        "        cats/\r\n",
        "          100 images\r\n",
        "        dogs/\r\n",
        "          100 images\r\n",
        "
" ] }, { "cell_type": "code", "metadata": { "id": "QrmV3QuWkjmU", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "dd4e3e40-b127-4d87-d426-098c6f5044f9" }, "source": [ "!git clone https://github.com/ndb796/Poison-Frogs-OneShotKillAttack-PyTorch\r\n", "%cd Poison-Frogs-OneShotKillAttack-PyTorch" ], "execution_count": 1, "outputs": [ { "output_type": "stream", "text": [ "Cloning into 'Poison-Frogs-OneShotKillAttack-PyTorch'...\n", "remote: Enumerating objects: 1424, done.\u001b[K\n", "remote: Counting objects: 100% (1424/1424), done.\u001b[K\n", "remote: Compressing objects: 100% (1421/1421), done.\u001b[K\n", "remote: Total 1424 (delta 2), reused 1412 (delta 0), pack-reused 0\u001b[K\n", "Receiving objects: 100% (1424/1424), 30.06 MiB | 25.54 MiB/s, done.\n", "Resolving deltas: 100% (2/2), done.\n", "/content/Poison-Frogs-OneShotKillAttack-PyTorch\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "AoZIRjUOns1S" }, "source": [ "### Load Dataset\r\n", "\r\n", "* Set the image directory path and initialize PyTorch data loaders." ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "1hF3x4ZJnufZ", "outputId": "19a02b0f-9fb1-495d-c714-718dbc6315fb" }, "source": [ "import os\r\n", "import numpy as np\r\n", "import matplotlib.pyplot as plt\r\n", "import time\r\n", "\r\n", "import torch\r\n", "import torch.nn as nn\r\n", "import torch.optim as optim\r\n", "\r\n", "import torchvision\r\n", "from torchvision import datasets, models, transforms\r\n", "\r\n", "\r\n", "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\") # device object\r\n", "\r\n", "transforms_train = transforms.Compose([\r\n", " transforms.Resize((224, 224)),\r\n", " transforms.RandomHorizontalFlip(), # data augmentation\r\n", " transforms.ToTensor(),\r\n", " transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225]) # normalization\r\n", "])\r\n", "\r\n", "transforms_val = transforms.Compose([\r\n", " transforms.Resize((224, 224)),\r\n", " transforms.ToTensor(),\r\n", " transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])\r\n", "])\r\n", "\r\n", "transforms_test = transforms.Compose([\r\n", " transforms.Resize((224, 224)),\r\n", " transforms.ToTensor(),\r\n", " transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])\r\n", "])\r\n", "\r\n", "data_dir = './simple_dog_and_cat_dataset'\r\n", "train_datasets = datasets.ImageFolder(os.path.join(data_dir, 'train'), transforms_train)\r\n", "val_datasets = datasets.ImageFolder(os.path.join(data_dir, 'val'), transforms_val)\r\n", "test_datasets = datasets.ImageFolder(os.path.join(data_dir, 'test'), transforms_test)\r\n", "\r\n", "train_dataloader = torch.utils.data.DataLoader(train_datasets, batch_size=16, shuffle=True, num_workers=4)\r\n", "val_dataloader = torch.utils.data.DataLoader(val_datasets, batch_size=16, shuffle=False, num_workers=4)\r\n", "test_dataloader = torch.utils.data.DataLoader(test_datasets, batch_size=16, shuffle=True, num_workers=4)\r\n", "\r\n", "print('Train dataset size:', len(train_datasets))\r\n", "print('Validation dataset size:', len(val_datasets))\r\n", "print('Test dataset size:', len(test_datasets))\r\n", "\r\n", "class_names = train_datasets.classes\r\n", "print('Class names:', class_names)" ], "execution_count": 2, "outputs": [ { "output_type": "stream", "text": [ "Train dataset size: 1000\n", "Validation dataset size: 200\n", "Test dataset size: 200\n", "Class names: ['cat', 'dog']\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 148 }, "id": "senaPtg3n2CQ", "outputId": "593d9be3-d449-43af-9576-de07d7665d97" }, "source": [ "def imshow(input, title):\r\n", " # torch.Tensor => numpy\r\n", " input = input.numpy().transpose((1, 2, 0))\r\n", " # undo image normalization\r\n", " mean = np.array([0.485, 0.456, 0.406])\r\n", " std = np.array([0.229, 0.224, 0.225])\r\n", " input = std * input + mean\r\n", " input = np.clip(input, 0, 1)\r\n", " # display images\r\n", " plt.imshow(input)\r\n", " plt.title(title)\r\n", " plt.show()\r\n", "\r\n", "\r\n", "# load a batch of train image\r\n", "iterator = iter(train_dataloader)\r\n", "\r\n", "# visualize a batch of train image\r\n", "inputs, classes = next(iterator)\r\n", "out = torchvision.utils.make_grid(inputs[:4])\r\n", "imshow(out, title=[class_names[x] for x in classes[:4]])" ], "execution_count": 5, "outputs": [ { "output_type": "display_data", "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "JIEWo0sqn3xW" }, "source": [ "### Define Model\r\n", "\r\n", "* A fixed AlexNet feature extractor is switched to the eval() mode because AlexNet has a dropout layer.\r\n", "* We focus on a transfer learning retraining only the FC layer." ] }, { "cell_type": "code", "metadata": { "id": "G5hUroWwn2tI" }, "source": [ "class StudentNetwork(nn.Module):\r\n", " def __init__(self):\r\n", " super(StudentNetwork, self).__init__()\r\n", "\r\n", " # load a pre-trained model for the feature extractor\r\n", " self.feature_extractor = nn.Sequential(*list(models.alexnet(pretrained=True).children())[:-1]).eval()\r\n", " self.fc = nn.Linear(9216, 2) # binary classification (num_of_class == 2)\r\n", "\r\n", " # fix the pre-trained network\r\n", " for param in self.feature_extractor.parameters():\r\n", " param.requires_grad = False\r\n", "\r\n", " def forward(self, images):\r\n", " features = self.feature_extractor(images)\r\n", " x = torch.flatten(features, 1)\r\n", " outputs = self.fc(x)\r\n", " return features, outputs" ], "execution_count": 6, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "4W8ir6jQn4jg", "colab": { "base_uri": "https://localhost:8080/", "height": 107, "referenced_widgets": [ "da8b31bd7e384f8699d0d52f9197e8a1", "4d5def42b7624d6f8ca18dd1b60df389", "e4a08a69ce7d4fb8ba3405abd28a1820", "79cdd07444a347fc83c656ebc586635e", "96ccd76a4c914f93bddfbbf449c94dda", "beef6f4931fc43e68ddcddf3588668d6", "dc5105d65df843049814cf0bfa963003", "c3e33c59e50e41f7af28477f681fc8d0" ] }, "outputId": "3b531d8f-00bc-4157-c444-85c828757a91" }, "source": [ "model = StudentNetwork().to(device)\r\n", "\r\n", "criterion = nn.CrossEntropyLoss()\r\n", "optimizer = optim.Adam(model.fc.parameters(), lr=0.01)" ], "execution_count": 7, "outputs": [ { "output_type": "stream", "text": [ "Downloading: \"https://download.pytorch.org/models/alexnet-owt-4df8aa71.pth\" to /root/.cache/torch/hub/checkpoints/alexnet-owt-4df8aa71.pth\n" ], "name": "stderr" }, { "output_type": "display_data", "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "da8b31bd7e384f8699d0d52f9197e8a1", "version_minor": 0, "version_major": 2 }, "text/plain": [ "HBox(children=(FloatProgress(value=0.0, max=244418560.0), HTML(value='')))" ] }, "metadata": { "tags": [] } }, { "output_type": "stream", "text": [ "\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "o-jLpvFkn9iS" }, "source": [ "### Generate Poison Instance\r\n", "\r\n", "* A base instance: a randomly selected cat image from the test dataset.\r\n", "* A target instance: a randomly selected dog image from the test dataset." ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 545 }, "id": "ouFM8PXIn8cp", "outputId": "cb6ae1e1-be44-47ce-9d94-1c3a74c2257b" }, "source": [ "base_instance = None\r\n", "target_instance = None\r\n", "\r\n", "for inputs, labels in test_dataloader:\r\n", " for i in range(inputs.shape[0]):\r\n", " if labels[i].item() == 0: # if it's a cat\r\n", " base_instance = inputs[i].unsqueeze(0).to(device)\r\n", " elif labels[i].item() == 1: # if it's a dog\r\n", " target_instance = inputs[i].unsqueeze(0).to(device)\r\n", "\r\n", "\r\n", "imshow(base_instance[0].cpu(), f'Base Instance (class name: {class_names[0]})')\r\n", "imshow(target_instance[0].cpu(), f'Target Instance (class name: {class_names[1]})')" ], "execution_count": 10, "outputs": [ { "output_type": "display_data", "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } }, { "output_type": "display_data", "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAQEAAAEICAYAAABf40E1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOy9ebBlWVbe91t773POvfcNmVlDN91NoxYgxBBCEgozGBlJlmwTYWEk2yGDGKzBFnZYESYCjB0obEGAZSwzCFsO0WA0go0QRgoLC8k4EGAMFoOEsaAZBIKmu6urMvNNdzrD3nv5j7XPuee9fFlVXdWtzo7OXfEq771n2uNa3/rW2uuIqvK0PC1Py4dvcR/sCjwtT8vT8sEtT4XA0/K0fJiXp0LgaXlaPszLUyHwtDwtH+blqRB4Wp6WD/PyVAg8LU/Lh3l5KgSelldVROQTReSnRERe4bw/JiI/+i+qXh+qRUS+SkS+4/1wn08WkR97Pfd44oWAiGxmf1lE9rPvX/AvqA6/V0Te9Qrn/FUR+drX+Zy3iYiKSHg99/kAla8Bvl6fBpY8UUVVfxa4EJHPea33eOKFgKoej3/AO4HPmf32na/mHk/oovqQKSLyJuD3AX/ng12Xp+XW8p3Al7zWi594IfC4IiKfKiI/LiIXIvKCiPxFEalnx1VE/hMR+WXgl8tvX1HOfY+I/AflnI8txxoR+XoReaeIvCgi3yIiSxE5Ar4fePMMgbz5Feo2avR/v9zvgYj8mRt1/ykRuSrP+sZy6EfKvxflOZ8hIh8jIj8oIg/Lfb5TRO7O7vVrIvLlIvKzInIpIn9TRBaz458rIj9TnvUrIvLZ5fc7IvLtpT/eLSJfKyL+MU3614B/rKrt7L5vFZHvFZH7pW5/8TF98c0i8hvl+T8tIv/KK/WDiCxE5DvKfS9E5CdF5I2Puf9j2y8i90Tk+0odz8vnj5xd+0Ol3T9W+vvvisizpY+vynPfNjv/40XkB0TkTER+UUT+yGP667Z6/mYR+WERWYvIDwDP3Tj+b4nIz5X2/pCIfMLs2KeIyD8p1/6t0sY56vwh4PeLSPNq63OtqOqHzB/wa8AfKJ9/F/DpQADeBrwD+NLZuQr8APAMsAQ+G3gv8EnACviOcs7HlvO/CfjfyvknwN8F/pty7PcC73qFuv1V4GvL57eVe39befZvBzrgE8rxHwe+qHw+Bj79xnVhdt+PxRZhAzyPCYq/cKNPfgJ4c6n7O4D/qBz7VOCyXO+AtwAfX479beDtwBHwhnKPL3lM2/474H+cfffA/1v67AhYAL+7HPtjwI/Ozv1C4NkyTl9WxmDxCv3wJaX/V+VZvws4fZk58bj2Pwv8O+U+J8DfAv7O7NofAv4Z8DHAHeDngV8C/kCp718H/ko59wj4DeCPl2O/E3gAfGI5/keBn32Z+fHjwDeWcfwsYA18Rzn2ccC2jFMFfEWpV13+fh34T8uxfxvoKXNtdv8r4JNf07r6YC/s1yoEbjn2pcDfviEE/tXZ979MWdSzxaXlXymD8DGz458B/PPXKQQ+cnb8J4DPK59/BPhq4Lkb9xivCy/znD8E/JMbffKFs+9/HviW8vntwDfdco83YkJpOfvt84F/+JhnfhvwdTf65v5t9eSGELjl+Dnw21+hH/4E8GOvZlK/XPtvOfd3AOez7z8E/JnZ928Avn/2/XOAnymf/z3g/7pxv7cDf/ZV1PGjgAgczX77nzkIgf8S+O7ZMQe8u8y7zyqfZXb8R3lUCLwb+KzXsq4+lM2Bjyvw7r0icgX8OW5ALExyj+XNN77PPz+PaYufLnDsAvj75ffXU947+7zDtB3An8Sk/y8UyPkHH3cDEXmjiHxXgexXGIK52c7HPeetwK/cctvfhGmVF2btfTuGCG4r55gmHctbgV9X1fi4es/q/+Ui8o4C1S8wjTvW/3H98DeAfwB8l5jp9udFpHqZx9zafhFZicjbReTXS9/9CHD3htnz4uzz/pbvY1/+JuDTxv4qbfkC4CNeqQ+wuXeuqtvZb79+4/j0XVUzNj/fUo69W8tKL2U+d8dyAly8iro8Uj5khQDwl4BfAH6Lqp4CX4lp9HmZd9wLwEfOvr919vkBNuCfpKp3y98dNTLy5n1ed1HVX1bVz8cW3X8LfI8Y93Dbc/5c+f23lXZ+IY+283HlNzCoe9vvHaaBx/aequonPeY+P4st1vn1HyWvQLgW+/8rgD8C3FPVu5h5IvD4flDVQVW/WlU/EfiXgT8IfPGrbPO8fBnwW4FPK333WWPVXsO9fgP44Vl/3VUjp//jV3HtC8C9MsZj+ajZ5/dgQsYqJyLY/Hx3ufYt5bexzOcuIvIWzGz4xfepRaV8KAuBE8wO2ojIxwOvNBjfDfxxEfkEEVlhEAyYJO+3Ad8kIm8A61gR+TfKKS8Cz4rInfdHxUXkC0Xk+fLcUXpnDGJn4KNnp58AG+CyDPZ/9j486tuxNv9+EXGlTR+vqi8A/wfwDSJyWo59jIj8nsfc5weAT5ED4fgT2OT8OhE5KkTeZ95y3QkGg+8DQUT+K+D0lfpBRH6fiPy2orGvgKH0y/taTjDhfiEizwB/9jXcYyzfB3yciHyRiFTl71+aE3iPK6r668BPAV8tIrWI/G7M1BjLdwP/ZhmnChNeHWYS/TiQgD8tIkFEPhfjeubl9wA/qKrda2nYh7IQ+HKMjFljC/hvvtzJqvr9wH8P/EOMdPl/yqGx4/7z8fcCHf9PTIugqr8A/C/ArxYo+LLegVdRPhv4ORHZAN+McQV7Vd0B/zXwf5fnfDpmM38KpkH/d+B7X+1DVPUnMCLrm8r1P8xB43wxpj1+HoP73wO86TH3eRH4QeBzy/eETeKPxdy278Js5pvlH2Bm1S9hcLflOpS9tR8wiP09mAB4R6n333i17Z6Vv4ARsw+w8f77r+EeAKjqGvjXgc/DNPd7MfTSAIjIF4jIz73MLf4o8GnAGSaM/vrs3r+IIbz/odT1czBXeK+qPUYG/klMUH4hJpDmC/4LgG95rW2T66bGh08pEvyfAs2rsW0/3IuIfCLw14BP1Q/XSfOEFBH5Rxj5+VdE5JOBt6vqZ7zm+304jaeI/GHg72Ek4F8Dsqr+oQ9urZ6Wp+XlSzHTfhFDCaPW/+hi1r3u8qFsDryW8iXASxhjnnhlHuFpeVqehPJbsbiMC4wv+HffXwIAPoBIQCwy7ZuxYI//SVW/7gPyoKflaXlaXlf5gAiBwur+EhYB9S7gJ4HPV9Wff78/7Gl5Wp6W11U+UBtrPhX4Z6r6qwAi8l0Ys3yrEDg+OdXnnrc4FVVGL/K1c5SM5ETqe9LQo5rKGYKoTKff3OiqqiAgxTWsdglSPgsg4q5dN36cXLNafhsPaLlWrp8ncu0UQO23eZ3mn3X+Qcv/haxCVkhZ6IfEMAyklBABL9YSAXz5IHq4mTjBO4fzghOHc1Y/VyoyPf6RHcGlxlraOzZdOfTf1L6MTvWFjENVSNmRspCSMmgiJi3XexBBVRHJyKF3OIzM9b6Y6qD2PCntsLHIaB4QTXhv52Qdr3GoKjkrKWeyZrudQs6K6th71wa6jJ2Uduv0Z19v1tPapZSI25s9KYeWufHeZQ7J4Rbl+vl1h9+t1XbCWJv5sXl3jb/JbALK+FwBEUVE2Lfpgao+EgD3gRICb+G6K+hdmHtkKiLyp4A/BXDv2ef4L77qz0+TxE6Aw+JQhrwhrc85+5Vf5uq970JTR3KCdwtCrpAESLTJ74zqmMIinbNOce7aas45gQh1VeO9RwScczhJOOcIzuNE0KzEvienSFVVVKFGRRBXJrZmKi9UIeC9lEkZ0bE+XnAOnJNpUVq7bJKqRtDB7uUqklvSaUOvCy43A2cXW977wnt48NJ9SANN8CwrzyIERJU09ASNOBGOjxacnhxztGpYLmuWy5qmrqjrgPfWHucE5531rEkQck5oymjUqX7DMCDiqKpACAHnPJDJeU+WRJREEkhSE3VBOyzo+optq5z1kRfPNzy4HNinmig1fU6oRnzIZXZWNjaoCYac7I88LRo0ovQ0DTRVRUBwscWlcwLnBNnBoKQMggfn6fvEvu25utqw3u4YBiUmQdWjGkA9Ih7nHfiM84oT8FkQMuIS3inemYLR5MhxnI2ZYehNuGDiUEQR5xBxeA/LqmJRVyyqisYHJCdcyogqOUVSTOyzmKBSJSsozhQARaBlRfMobAWVclwh5UxSJWUlJYipCDuBmJSsSqbMMwfZ2RrYt2kepTiVD9oWW1X9VuBbAT7qbR+tKUVUc5FcgjVjVEsZTS27qzM2lxekIZJzJgtk16MKXh0i2TRTzuMz8N5PwkCuP386r892nnOOqqpIXnE5kxRE1YRAjGXBy0HzJkVTKlrKQ0plMlIWeIKoeO/w3pXFZ8LA1KqQxvoqBCeIJBqfqBlQ5zgJjudO7vLW5xZcnD/DC+95gaurS1IcGFC8D8QEcTcQvGO37wlVT1XXhAi+U1QzWZWqBh8cHjGhiVrdyWjR2s5DjAMxRkQE7x0iipJscqK2mFCcKELES0egp/J7jpaB08rzbGx4Q1Vzf+l4sFUuuoGLNrFPgkhjnZQTOSWcUOoBiEdViCmamlRFnJLU0EbMSsiKKPRxYMh7ln55ADaqpJSI0eZIXVfUTUWfG1JSNNm4AQSveAfOAZpBTBjIiJgS1i8xkaMSUaLLhkqd4j1UZEIQmtpR14HaBVY+2BzQgRz30wIVUdQpBKhcjYofxR852+JXNZHoNONTRPMIxRyICYGchZQyQ06krGRMwGU1JBajmjDIxn73UuAS/a1r8QMlBN7N9dDGjyy/PbakFDlMSoGZEFCN5Lhnc3nGfnuFHwZyjgwCmUwgU+ELitBrCKCqqgkZOOemxZ9SOqCEukZzLgIj02s0DRjKYOaMUyGEChVHLFDTTAmhKlJ6iHkG002CzyVPEfB4P8JtYSiDigoaoBLB50hwQu08rmlI3tMfNTx35xmeu1vx8OEFD8/POb9Yk1JLIpGBrhtQH2ii0kao1CPZk6IjCUSBSiEgeAEnDl/wvqqSUyLlBKVfQvCIWN/lPEJ5ASozwTLW52rQ3OkOEBrnOfLHHK08J8Fxbyk8aD0v7TznrdBR0w2RmHokJ1QEdcVcKcgrZxOOgi3UrErMmaCmFYeUyTHTBBtfLQs7qWlQgMWioUaIyZH6ipR7lIjzihelEvBO8GL6Vl1BRTEzDIkUUxH6YtA+gPhMcFAHT115VsvAIgh17amCw8vocFPAgTgyWuaDGnoUIUVfNHk2MyVjAmA0a7F1oEUJIRnBTXNIs7DMzpRUMR1TBlVPTEJKJjBG8y5r5sWz29feB0oI/CTwW0TkN2OL//OwiKlbi6qSUiwS2TrCuVEAZLJGYr9lc/mAdrMm9ImomUEEvEcd5DwgKM5JsYesA2OMBvGdm7REigkoiCMnsjOBkF0CgeTEJnfKaFY0ZbzzkJQ82LVRM8EH6romI6Q8ahdvFrMmBIfDkINmGzyZbG6z9bKa5kOUmBWcQHKIBEQ8QQQfBppKGFKgro5ZLhxHR4HlwnF5uWa9Gdh5Yd8nUj9A10M3kPxAk4RF7WicJ0UYcqbK0FSuTNrRds3kHMkjInCOnAwJKK7IsqKR1JswGO1REYSI6hjdmyDu8Oo4qWtCXbFYeVZHNcc7z8VeONv0bNIAKN4FEME5jziHBSQqeUSGapBXJAEesiIIuQgr770hrwQppUnIx5TIKgzDgEYlkFGvOMl4DHk5sQWVKQhiSKSYyamYCAJIwgdHXQurxrFYNBytliwWAS9KcFrMPCWjZG8CFl/moSu8lCvzOUM1FO2fnPV5Bk0mbNFMFiU5602Xi0DA5o7P1vdBPS6nacyGBKqpzCnICE6VOmdezgHwARECqhpF5E9jYaMe+Muq+jIhlUrOEUUQtYWc80i6mM28X1+wvnhA6jsYDAJFexjiICcDVmbbGy+QZ40fBYHLB5tcnMHa2A+ICFEHnDjUG7mWkk1+yQpFUidJ5JQNhVSUSZvxzuEdoBFxMi2bXCQ1oxksRXvKSGIFsnjUCVkwrYWgKeByBVnw2iGFq2hqRU4ClV/RhMSqVhw9V/vEJifWuw0XXcv9yyvqqma5WHJyfMzd0xNOlg3LRU1TeWI04UDlCa6YNgqoN4ZK3fSnaraqFGTmESP78DbhSKhkskRw1lh1iZQG077qCDmwYMFKAh2OpUY6sglPyYQQ8CGQVVDN2AZXh5KJGUgZJ0JEjJsBQtVQ174Qw4UILEIgayYOA33MaBaqkUGVZFpVbJH0A6RoAiVpxkx9hwtGqlaVsFgIq6PAalnR1J4QvJl0YsQvTsoitQUsoRC03ohBLULfThbwIGHU8rb4RQXJZn7knElkenFFKHAwQzOQbf467HtK2UyIlEg6og4pWESo8gFh3FY+YJyAqv49LDrv1RWxSWi2VIF2OYIoOfZcnj1gc3WJdBHajA81gyhxUHoRAg5fSC8w0s4VplhVceIIzuzh0f5XZ9IfMC4gJ7wPiHpUlKQDDiE4hzgjgDRn4mATeIiRnBNNU1OFQE5mNxqpaPUZ2ybF1Cm9U0wJQGBQJTnBNRXOeTSJ2Xm9MGSlDolalEzGO6grgYUnDxWbKyXHjnUf2cZIGiIptqUvPN55Kl+xairurBbcOT7ieNVwvKw4WTXcOW44PVpSB0Fx5OJpUXVodiQMQeUCs0e7HWe265ADKgH1kE3C4lwmhx0Dmf1+w8X5OffP1zy8TFy0gXVbsUsNgzuiXqxolisTgghZhJTTNAcECrFbYHBBhyNS2O339EM2s0XcxKQblLa2uGJiGVOTSCkSsxKzGGGYA4hDTLwRKkdTVxwd2d9yBU0Dlcv4bOjFRtRZP4zmjFGT1N7qa2LMWiEzTkpVSb7MAle6Ux1uNAcKWZjGXAF6Q0gkJSdDC9ELEhL5QCwUYVcElHhy9oVbuL08Ibn3ygJTQdUwkEpCULL2dN2Wi/desbvMdLtoMLVAd1whqFxpeHHLOOdGMG6niRDEUauUgQ744Mkpg7dBVJSh73DZmXvNeyrnyd6Yc1scmRgHcBmNkUhEcoS6xns3+Xy0bsAHRByO0d2V0ZwmB8WQE4PrCxkGzggCg5EIg5q9HFtProQgiuaeYei5vNryrhce8s/feZ/33F9ztna0w6EPnak6g9YaOdvteXG9oXlwRhMcR43ndFnz3N1j3vyGZ7h7ekwTAm5ya5V+cmFqlybF+UCXlL4fiKp0mhg0k7wglSc0NU4CmQXbtufirOel96556f4ZF+uWTefociBrjZOaLlS0ixX16ohqdYxfLK0/RPFe8Skj2SEqOFFwPTlt2ffn6HABecfKNTRNjfdiHh+MiXfqcNmRMuw1TcRbzmGywV1Zql6hEVg0ntVJ4OQ0sDzyhMqQm0oGSSQ/IAQgoOqLQpGC2U071wqjO3Y0Sw/FvFB+9pNMGqGYi0AQJZQvxpEc5p8UT4PH4XKx/3NGtSLGXNyyB7enjoTkY8oTIQSkaPBUGGst9qYtHGW/azm7jFy2FV0HMapBVoEQHOINJ1lfOnPtYB3gRfDOJrZ30LgByRmXeqrKF5szI0kIThF1+MHcaSEE8J5CA1BpVQjFQjLmTIwwsq5VCCY4qgrnvdlzYFqmQMaRuMo5M6RE8g4fHJqEqIkQTFiJmm3c9wMuR3QAtGe3ueLyas173vuQX3nnSzw437FpM22uyaPeGbWmjrtvbUFIMrdU1/fs9pnzqzUvnZ/zwtk5zz9zlzvHRyxCIBRXIjmzaBYsF0vqKhjBlAd2nXK1WXO53bJud+yHjkGUatlwdHrK8njFYtngNLNPAalPWB4rbd7SaUfsM5p6VAfiIMS0Zt8G3KYmNEukqhAfqH2FSIXzAXFFW1dKHjqGtiXHwSZwYxo0pTTFU6hm+r5nGJSsjjjGB5SYEO/dpJmd9ywqOF0mjo48zcpRN4r3Ztrp5H4Ug/U48wbhcVJQYjnmRJA8xhvIFNtwE45LGReguMblmp9/IslFzCpL43UOCUIoMFIzE4mqCsOQTGioEayjh+WDYg6878V86CO7n3PGORgGZUgef/wm+jqz7fckVWLMxmInRUYKNJkGl+J+Esk4p3gBL2Z7OhKVB+8yvk80AVv8kglOCQhhEKpQUWmNyx4FfKgYBui6Fu8DtVRmA5Lw0Qgo5wPeeZy3CTu6AbUsygIGStCK2Z9aJpkm00ziTSAkp0jODGkg6479fsN6c8mDhw956eEFDy62XGwSXQrEXGNUF2WiukMswsg2K5gxKmQcgyQiSttFLh9c8cJ6z6quOK4Cla9s8qXEamFCoKoqckpsd3vOtns22y1t39Fn800kESQ4qsWCRdNw995dPuINz3N6dMLps0f45oR6uSXUF1xcXrHd90aEjp6gnNCuZ+g3jFFXg3h8qPG+xocG5wOVFyR3SMoE11D5qngOjJxTlCFl+jgQc0QxLqiWBSrj0suFQFNccPgQkCoy+IG9RmIvdNlRVd4Eu3OMJr2IP7gQC7fgxj/vccVWH13d49y+uQi1sHx5dIOKFlN2LO4A6WHiuiZ39zi+LiNZ8WrmhfeenLX8UYj2m2jkenkihICZM7aQD5PXAiH6Xnl4tuO8DcTFcziX0KhUFk5FJk4SmBRMUpLJebA/HYia0BwLUVUhQ0ZypnKJymWCyyYoUIKDJvXUVaZphBBy8Tcr3jn6fqBpHBrjyNeSxJzNoa7xJVDDiy1GLSy2lrmuavDOIFuxA9No90FOmYh5MJIObLeXXG4f8uDsIQ/Ozzm7WrNuI33yDDQkrUA8zsNIqox2sWmEcm8ElYzT0TdtwUK4ClHYtMrFvmMpHVXw1os5U/kWzWdoYdyHGOmcEYXOOXPQanGxDcqub7mUjvPLPVfrlre86U08/+wzLE5qXLVCfSBUgXC5ZbPXAl+tYySPXhVDdSqR2O8YZDScA14cwUM9UvfeMUhPiJmqCpM2TFkIdW3QXSs016QRfWkm5WTehyx0MeI7x0Zq8xz4TN1kFk1muUwsF4G6Fio83gczFRm9UNkEQAkscwjOp2luH4TBfIEfohddmRuueA9uljGWZXRzi8iB8JZsis1p4UEsFgV1kyfB4gr0yRcCTBVNk+QTcaQEu83A2YMNF9uOXiq0rnHVgTUNLk0+VCc1YNhJ1KLPBAstFTIxZobBmd2YTEjsUovXBDqgKeJIuLjGdUq9j6wW5lNvYqRygkPBK45sZoeY9olJ6YeED5lQgS9BH6Nd6CZ22ptfP4PzUnzgCRBySmgWxGW6fsdmc8FLD+5zf73mcrPhat/RJqHXhkyNUhUEIKTYl8V0CJiyiLPyfHG4AlF1El/m3RDnJiY5SSIoRZuVwCJ1JZhPSQR6incDY+VHTw6F1AKliz0vvXjGfp/Y7iPPP/8sd07u8Uyz5OTOHU6vdpyft1xdbtjt9sQhGvGYHSNMFhcRVwS42HgmIEZHdo5YTD8nFrzTNMVNlwWVCucFss0j1Vi0aCoRdc7+shFtohWOk8KHRHzbUlc9zT6yXOxZrYSjRcNRU9EsKrzXYoaaBvcFgY1m6UEUm1K7JgNGb8F4TqH95+FscgM9jIt4vpR1RMDliul549hgclL8h4A5YIhoDPLJRYtlUhTafaTrLHxyCiRSCvsv5rbGmNSIBfk4kWJTF6JMjPTLZMQHqhKqiiZyjoQS1mtaSMjtjna34XJ9TriKLL3S+IFVgGUlqPYQhLoqUFEcSMJ1g5kEoTIffyh2Z3E/iY6koCtEJogMeHHGBsfMEBP73ZqHZy9xefmQh1drHnSeNmYGagZxxMLca4Yck8U6MNgELwv/ABlLn0lE3BjsI4zctRT7VhCSKIMkQsD2HyBmNjnTxOqMeEuazOVpzsyikAoMhonAUhLrqw0qDyA0rE7vce8N92iCMOx3PHzpAffvP+D8DK6uNnSd+bwtnFYQHGgosSKZLLmEame6ZHnLvAguu8IBGKdCcb8KjpTMFnMyGLz24LJgnms/eRDMVWtaWQp5SBS09cTBuIXUKbIaLJx84XBY1KDzRjwf+nWeo2Ykt64XuSEUbJweXanjGE6aXOaCYp4JoHAECONeB+uI4rLk0TqM5QkRAkrfR7w3fzMKKUIchP2+p+9i0ZKKiMdZqxij3FSKp0Ay19xEIxQbB8hlRCPizRUUc7ZAo+DBO0RqfKgIy7u4o55w/Bz99pKu3dDuLtjlPSeN43iRiF5ZNBV1ZX9TmG3nCaEqgS+FIMoWXpxTtAAU7wvRldHcA5E4RNq24+LykovLc84uz9nud2zayJYj+uwZEPpsbk3NCZIiKYFmsiuQfJxIOtMeaqGuzucyqVxxWWXIDjRbcItT8HnSWirOTBeKuSWumBQj3MyIBbtTQh+KJlUTFOrQlNludpydrXn+DQMf8cZT7t45ItBzelxx507FgwcNL95/wMXFmrYbGIbEkAyqo8ZFmAA1TadYuLUWFOKzjWc/ZOMGZM4vWcBT1sGmQDEtDJtVODwej0pEZWdmiTrzSEhAqYixYr9N5C6ifYeqcpor8x74UfDlae09Cv5vbDIawUGZn5OWnksGLRzRIR564hGm24gr+znKTYuLUaeHjOAs3iaHpvJECIGUM5vtnlCNExXiAF0rXK037NqBrBY7bRsn4mQjjSGUY89rCRoBi9EXHPjCvmKQ2FEWSAlA8ThIJXQ5CUEyOKE6voNbHJP6PcPmmO7iRfKwZciRZZVZ5sxRLoROse8G5xhChXOCukQVHGXXB5oSQ85Qm/dAyJAicejY7TZcXF3x8PySi+2eq25gM3h20dOqMKTEkJLZ0JOhQVnMMg28EYA2y/KIrspCznk0T8pScoJonoJzjDsVNDty4Tm07Gh0ZQFlCSjFXYWQGAOycsEVBWWJHdWc0JhIXQ9RqUPNannMooaTZcPJ8T1OT8+598zzXF5dsd5s2bcdbdfSty377Y7tdg+9kNWhyRXYnAstqyAWA2CTyfYCuJGSl0xKIGIozDmLIfEIvqgL1WxxjgU9kkd730wl1JE006UK9tHidVJCs0OOhLBQxGfUWTyKZCZyVsdq3Jz0ojMtnx+F6zKPmi0/HXjGWeDZdbQwGgVTfxShdtBEsI0AACAASURBVAvImMoTIQT6fuCd77lPqMyeDsHs+3avPLjc0EU121ek2LxlGYgNaIpKismYeScEX9kOMaVs3rDBdAjkzLidtA721jKnzgi0BJARnwuR5sm+QhaBZVXTNA1xe8Zmc0HXruliNtjqHItg9qXiENeRBGqfUF/jUYutl2wLI5lNqiRiu+Xy8pyLy0su1xvWXc9ll1n3yjYJXTThlHMmxhnMnCaEzYSRe1BGs4qDWQoGEUezHS3BLKaOVGw3oU1cV2C4Cbasdq4FEY7IYhQydl8bDUceXVyFe3CFMyjxsfZvgflVtaCuFyyaY1bHd3nDR7yFGHs2mw3rzZqrqyvOHt7nxRdeoGtbes1IcpO9a7vqTNjkMRFxWWxpdJlNojGXHZwmpJyY+LA+K4FbKkgOk/sWTWSnZFeiRp2zoKjsibuBIQ30KdL1jpPTiuYozNh9zzxp121aeNzea0TfgfW/vZR2XLvRDTNh/nl+nlBiIR5fngwhMCTe+Z4zknaIJKoqUFULUnJsdj1RjPyyXW1+snfn/lURQbxtka3K1mAwboEiLXPKpBiRcq9xQ9EUWhxM0IhYRFbMEXwFLiDeG/RfHdMuTxku3sXl7srCiBk4bszXnCVB3xMFhpBR5wiquGEgiOIlk3VAY2bf7rm8uuLBwzMu1hu2XWQblU2vbJOjy44hYwEzjIv0ug968i+jU6j0uDlqXuYT6MC/XJ9cY58c7nk4HyjRlWX78RTNprdoGTM5NJdQWhLD0LPf79hut9y9dxfva5rGs1gdsTy2fR9ZI+1+z3Zzxf37LxH7louzs0k4jVBbbz5LZ5AZSnTcTNMi5OxnfZcNhZUt4yZHAyq1IYIxOCflEt8xmpUBStRpFzNdjLQd9ClxJzcsVzWL2k+chNVuJP7mRa/18c1/xzJ6AW7+fnMc598tLuFl1P4t5YkQAllh20PbmRvP+0gIEVVvUKa4X2Bu51oHeO+p6xpE8ME2oIxRXOZxKNFujALBAncAKKHFucScUxZZZtQi42QCdd60vK9owoKqcVy99B7Od5d0saOPgZOlksWTpacWGFqD5I2AT4naW0xCSh37dsfZ5SUPLzdcrLds28i2z+wStMnZ7kIxKB6Kr9vNFqmbciOM0NO04biF9tFIteuTbX5svN9cAMw3YY1F1UJ1tWjRUQiMtvrhRKzf7eYADEPP1eUlFxdX3L37LKcnymJZ0dSB2i1xouTUE7xHRGnbPavVkrqpqaqAd6nEyM/LnIEvwkGZzCUtBKVFzLoRoFi1sChTybbQnSv5FZQpZNdopvGCg0nlxDOkQBcT+25g1yfaTrl7R7h3p6JZ+GKra8k7kKd5NNZ3XNdjUpKbC32++G9DCO/PjGBPhBBQhb4HaEpgiJugLVDEv05ehLH4Ep0nIvgQ8FU4ZGfRksGm+LBFFfG+uL4smirlbOHDPiDeFRiopOwmt56FMxtXkMdF5Cr88bMcucDu4Yvs1w/RfV9EhzM944RaMpISzntw0CVlM3RcrS+43Fxysdmw7hKb/cB+sO2/kTBZ11VJfNH4Q1KPEAKjnWgaP9vidUrOaTIZRpRj/Xs76zz+uUlwumvCYDzvME6H/lSuKzgttsbo5lL1Zvc6O3GIA1frNednF9y7t+X0Tk+zbPDV2L6SvCNFqiqwWNQcHx9xcnzMYrFgtx0QyRPwGDNGqTLtEZmn5hkXluqMIBs/lEklxfZ3OLQEAZW9YqQSy+Gd4oMvMRGmlBQhas2QoYuw73u6fmDfenKqee4ZJfjK0KiLRUDnwgPk6fnTuLzCON0cMzjED1wbm8OJh48cYgweV54IITBCOi9NSYuFdZZGMqkIgBK+eUMbjpNXfNm3jRQI53FOJ68CZUOPFo06Jp6I2Vxg4hzBe5tAWcxdmBKihxwFFLIoA0NYUJ1W3KsXtIua/YP3cLndGRFmEUE4DYSYGKqKqErbtVyurzi7umA/dOyHgW2EfS9EDUQczlVmUarSOKirQFgc44MFqtR1TUqJruvK3BmzKMVpG+3cVIJHtczU6zMhcBMJ2D0PkzOPtnIxB0ZYbhSdORYm4SACeONvckYlkeJAu9+z2WzZbVv27UDbJ6qFUovHB2+eB2dRn6gFZ4UQijdllmtA8/hAmzp5hgIm68TICSkJNbQIEDunHFMTrIrHE6ZtzJYqTQuSBIpwMEWuII5EMLJaPcPgiRtDBUPakWPkmWcyR8cr6toZP2WblUvPm2k3h/NzE+02M20c19tQ3G2f5+WVUMMTIQRGljOEAtU1T9JsNAOyGq3vxonh/GHCisHgKevgXLOVcEsokxnbcWaJsgoxBlPUlgsenx2qDnUOTRYZaAzuKMnNRYULVMd3qIIJls39d3O536O6M7dMDmQf6MQxDJHNdsu63bMZetqcaAeljcKQPOIqEwDiEBJOI04zTs3/b154y1Y0BlWJs22kcbDIyJELuB5aysQVXO/zA8cy1/zzjEvjPUbhMv4uxf1mdhKT5gUTCGPmpVFIjPsluiHS9QNt19O2PUNMpFQIRnE4H3DO8ijkcYts0fQT017s/VEou/FJOltIYxvL/8aNvqOhYCBiJBiEcfv0FKcyEquYwDDZVxyTmsFZFh/72SM09CkR40CKPbmLtMMlz6Weu3dXLFzN+A5UI2CnMDIOJqe1ZAopH7t35Ktu8Ffz8shvcvPr7cJhLE+EEFAUlQEXPM5LCas1XDb6QV0YmWuKe80aFnOaIuOUsrBTmjIFXYO2FOSlJlUNWkMqLqKYIl7VsteMqmXKV2iDFEv+sIoI6shSIYs71M95Gjzrl95JareIy+TkqZwtlFgWwC4O7HNmlxJdiuTsQUNhrcvOL7EgqEgi5oTrtrghGGGaSiadkmchxn7KeXebABizJ02JVWCKaQhjXHzRLnNtM147/3dCGKOWhSK0byxEyoIxry6uaNJuiGz3Hetdy3bflg0+A0MfSHWgCRVVvaJpIk1zTF0fUddLqtDgxGMZJIo5ovmwkEsItI7ugVxqoFriAsrA6xgwbYtPRvMhZ8vpULgAKGnp8rhQR4+JtdqJoZzRvWoHLIR6Pwj3Lyp62ZF9i286vL9LXR+DuhKjNTCBgtkCHb0u15H9gXF5dO/A4ZzHrq1iNvEy57xmISAib8Xep/ZGbP19q6p+s4h8FfAfYi+hBPjKklvg8ffCQmiVdI3ZlpJyymC/2Vi2S8wmaoxxIsKmiV7uKIrtrYeJKEzxcG9D0sW0wMI+S7sskYcTYjJsMWbqtc9jzL25jwYMedAsWdx7hjRs2D3cs+57kEDtzTU55ESviX2yvy5mhoJqTeIbY21bmEtATMoMQ0R6I/9CCDRNQ1VVqI55DwuDnW8nTseFPYf74yQaPShzLX+b/Xgb/ByFFcUzcViQlAVnNvAI81SEIUbWmw1XV1es1xs22yWLRU1TVcQhEVxFVTfk5RGL5QnN4oij1THL1RF1vaFtEzCUHZIKYu7eiZsYyTZg3EGZdJwvOj9YqplMmGYLplLnSs4CG3N1I6fg8C5QVRV13RBCIMaBrmsZYk9Kpe98hWahT8LVZktVdxwfB5ZNpKpKxGuwvtESpTCiEyYBzkEIzNetyJQ27Taz4JGxeh+8BK8HCUTgy1T1H4vICfDTIvID5dg3qerXvy83mxJ9zCoeQnikoWPj5zkCr+2wyoWFLVsrtSAF55y5B6cgI0tr5bw3DsJ7XCoBJblkFiowdpSio7BRzUQRpCQLFLW976EJrE5PGPZH5LQnrBZUwdO1Hfsu0St0CkMSUvagDidhZh/as3K2cOaYEikqmo3sG7fKjmTo2B8hhCk5yhhPkPJhE8t4XUppEgZzATAXvDf7+6YAGN2RBlcPk3Eci+k3DqhmDkj3bcvZ2Rl37t3l5O6K1dERi2Wij5m6tryG3kfqZslyecxiecxicUSoFqh0ZLWNP3mMVRDF6VwwjVGBOqGjGRv4SJlMgDQL2lULgJ40bGnbYrHk9PSUxaIhxshms2a327LbbxmT5KpAdoG2D1xe9lwcw9EiU1c99UIQBrJGHIFxlUup/PWFPYv+fKS+j/IGL9e+sQ2PK69ZCKi9BumF8nktIu/AUo2/z+Wmf3o+ocbPZpvlyUYdhuEazHVi+/vHQJExxVROJetMKIlC3BjyWiZ9zpbWqtzbkF1BIGWR55yJKRYQXNLTlth/zdEWaWzpdlfEdsdiueRksWJZQdfu2PQduyGSMvTJEl+KeirnqHxVFr9aKDCWb9Hs8BHFWl3HjMfAtIjn6dWvTSI9+JlvkoQj2Tba+rfZmi/nnrptUc3Pt+fBuJBEDtub4zCw2Ww4P7/gzjN3uHP3HsdHmZiM91E8uAofGprFEcvVMVWzolmsqJuBblBIkZEAtLRbnoMvyQSUc2OdRptbpsWWS8DYQagVtKKTcxEYTcJDv1nGaGc7CZ2jrmu6vsV7R0oWOZpUSWScLuh65erSc+c4sVx2+IDFJzByG7f34fVxvH3R32b6jfzHbfd8ufJ+4QRE5G3A7wT+EfCZ2LvUvxh7J/uXqer5LddM7x2olsfkYsOPk3tEBmNDVCHGNJ0Hh0mec8Z5V3zDWmLNMZO+LHxf3G0jeWjhowc7OY8QOXgcjpQTrvK4XLwOUejajqQDi0UDksmxR9JAarfsN+cM2wuWXrl7esQyQLu5YH21Ydf29CmXDDAeyY4gnrpqWB0bJFaNnF88oOtbUo4cXpQRDlC2lLlJNC5kOJB6c3g/JwRHE2AMuLp57iPehMfAztFGHZ85v8Y4g6KR3cEMGXOrjXXebndstjv2bc++i6z6zBCVKljMvg81Vb1kdXTK3XvPstsnukHYdYmkfUmzPSbO8IWTsDRbltBTr23NvS4IS9beXBQEGFfgSoLOPJoTxbtQ+mAYIvv9vpigie12w75tr6OwNBCBSgI+rdhsMlfryMmpY7EoGax12mp1rYxjMQrRUWjN+/m2sZi0/EyBTeM3nfcBQAJjEZFj4H8FvlRVr0TkLwFfU+r3NcA3AH/i5nU6e+/A4vRZ3e/3E1xVVUIw3/hBWrvJMzAen3dajAM6lHzzKZWXQRisr0IgVBZKHFUthx1qpsAodMRNgkBhQgdaUkaF0rExWhZbR4/0Lf1uzfb8Pt36jFVQju8ecxKE2Lcl+42hEc2QokISFn7B3eO7PP/887zxoz6CkztHXFw+4Off0fLwYWv58TEh4PCWuurQbxN8n0Px8dh80d9my4/njObBPBnrWOa8wKuzKg/POHgkuObCVUpiFSeEyqbdbtexXu84PupYLjqauiK4sl8/1DSLFaujE1arY45POk73kc1uIOcrcjJUlmOGFBi3UKtG2wHpIGtJYz+tt7kWHdeO9aOFfCd0Yu0L7nOCczbn2rad3galai8hiWm4hjoSA8lFPCeoLi2L07aj7Rw5Nzgq8/TcjCJ8xAwb+/TQt7e5Ecf2jP+K3MQCr1xelxAQkQoTAN+pqt9bKvLi7Pi3Ad/3Svdx4lg0ddmsocShJ8bhurZRIfiAL4tZ/CF/YE6JNAygxiO4ujaBUQKBxui6pNleJFHsWdRgWUzJAo1UiUMkOI94T/C+pK0u0tkJVe0hJ/J+w/7ijMuH9+nWFzQkVnePqAX6/Y6ha+nbntjHsoFDy5ZWRxM8p6sFb3zuHm9+0/OsjhfktLU3BVXB3gSUconLM4g3CicteyfGLcNiHVSO6TUtPRuHCQHc5F3m59z8fNOtOBU9CIeZ2Vxg+AFNTISkt1h6pzIlbl00DQq0XUfbdez3LXUIeGdJPvEVvm5YLFYsl0c0zYbjoyOOT47Zdy2xSzgfyC4jvZjplxVwJSnqyFOMdSmIL9+A1tO+/kNKtin/oAslSxTGzwwdmi1RqZTnOF/yFJYsQEEgli3dSYUhQTtkhqQliauYH5XDcw/I336beIoZvB/7eyJFbzgZpzYUTuwRK+BlJMPr8Q4I8O3AO1T1G2e/v0kPr03+w8A/faV7ac506w0qUFc1qe/JqoSqYrlobAGWTT45DfRJLUPMMOAyVFigjwsVPniqpjYGXewtNXEY37xSUoCNbyXCBqDvBxbeU7lAShGfgZLHPpf/xJvbSzSRtaPfvMDm4Yvszte4pFTLFXV9hG8WDNqxGQzmDtE2u6AZ7zKVy4jsuFz/Br/yqy9y//wXOL1zj5gilcLCN0iwfPJJRqLdXi6CKOoLpyHGYFuG7zztnDRv2OgvL4lXi0YekdVjUcBMk8N1ZDH/PU/27MH9eLD9zROjxfAyyC7F1SvkGGn3a3K8h6TIZr2mvXNKPDmiT5Ft3xvpKg71lob8aLUiBEcIUNeWkzFoQ1XXxGFAHYgm0iCWpk0yKfcTSZiV2UtBMtPSMQkKkrCNTeZ6ziU/vA8CTokjSZtbsnalVwMpl7BzkrmCxQjdOtflSQO969mT6VWICpotg7UWk+SwvEcBkKe6zZO/jLwFnkOuDJh2kZbhK4hhym453fflIN3rQQKfCXwR8P+JyM+U374S+HwR+R3l6b8GfMkr3UizMrQl3DU59ruWrJnTk0DulcurS5vwIZAcuLoiVIFmsbQtY4UrSMNATIl+6AupB32MhLqisbQz9jINtZh+74NJzKY2N2Dp0JijZf6pAhl7s5D3apMiZoZuQ7te02636DAQXOB41XByvMQ7ZbvbsWv3DAOkHIrv2dHUgUUlrGqhkkzfbbj/nisevPAiobbXUlXOkcKIXEzWp8HiIYYMKuN75sA7X5J/QCh5BuZsvyDT4h9jAuYm1G0+Z7hu5885gWumB48qlzmElZlwGK/N2QRau2+5vLygWh3hq4r1esO9e3ctSk8pCzCwWB4Rt1uWqxW+rsF5jo6PWVxtyLRWF3G42iL+XHDEQdA0MMZRWKTfwVV6rcihLWCRqqXyjC5Zcb64iosrD9tE5Hw9hZpnzSYQZmaUTDpap/8ofVZA6EGNH9T5jfrN6lsW+DV0nEc0cbjYcgxeH7N5W28rr8c78KPcDjJe/bsGpnsB2RFCRZAKx4ATJbgGyR6ngWpZ2aLuWsR7siTaPOAUal+xWNUEX01d4sqbgEQc+7alazuaRTPtMHQihML2ViEwxEiKZk+KtzztQyoJNKVs+NBMzh1du6HbtqT9YHnmg2O1qKkqR9tv2W43tP1A1AYfGhZNTRxaNHc47zhaVdw9XjDsG9bnW3ZtR9d1iK9QV5JVik1wcUIdKvoBcjQfeQjGZXjnJzTriw0+7h042ObXF+NtHMBYhBvMNDf4gTlLPb9uDv3H581etQbFZEs24/u+5+LykuboDkdHJ+RsKcy7tmfRLHBiIdIaLPvw4uSU1dEJVb2hquOEbGJ5j6EtQiP5QlWTJzhsWYlS7C0k+aawu8bQWxITcZRE9aCaSv5HJXhwUpNpSsyKI0YzQcYX2x7eeHzjnX/5EANgC/nVWO3ySH0tCIqD7TX27g1T7rrr9pWf9EREDDonLJolihFv3pttGIdEl3r7PSVyefvr8XKJIGx3W5IqPeCSp913tG2L957Fcsn40tLKB3b7HZoS4cQWUF1XBG9JMoN3iGb6ZMOT1HasxTyyyIksA8F15H5Du71gv92RY6KpAkdHK1arJTEmLi43XK17huzxzSnL02c4Xi3Z7y65evii2b81nB41nJ6cUueKwBXr7c5IJp3yBtvExeHEE+qAeNj1vfnGizop4fy4yevhpn/nrtd5SPFtEB+4FRm8kotpLmwmrY/B1JQzueylGFMK2HkZ3/VsNlvatkdV6LqBvh8w152l8qZqWJ7cZb3rObn7LKfbDsTTNPeNAI7RkoaWmAEpWtz5Ch+MLOy6jqzRovvc9bZN62NcVKJmEjhzOTpVfGVp2GJKJLG8FiEE23+CZYoKlZ8ldPUT38TI5UyCVWckymz+i5R9CyNJWcKGZ8JiLrwtHiaPA8AhaOtRb9CY9/DlSIEnQgj44Lnz3F1SSvR9T4ixRGdV9P3Abr+jTZ0Rf86x326NjNGyyaSqjAPoE6kb0KDIwjrk4vISFbh79y5N09B3e3KOVMGVjLkykSkh2Hvr4tCTsyNHQdUbGZQ7Ur6k395nd36fvtsjIlR1RbNa0sbE5dkF6/1A4ohqdYfVvTfSHB+bIAoVvhto1/fZdcLVJrK4u+L45MQmtObylt2ML28RHt9I66SCEGgWC4JzbLqOnAakvC1JYNpSP9f8o0CYx/4/wi5Pc3LcfjsnzR6dOHOkMPcGjPEcpqXLhpnyNudUXnE2vuKrqoS6bmw8+oE4RJzzVFWDc56UMinZ2Gap8PWCkzv3eG5ILI+OeNe730XXtRY3YZUfG2H9VVUWpdn35OSAgDJcI+B0pk2n9hQCeswkHLxQBctDqGob0QIJV7ipSgoCQCFa7IFtFpLinisE7uSNOQhfJzPT4bZ+LrTfWFc/iwdRNZMwz70C8y6YjZMN44fCLkIRqCH1CQ1KqIO58ySRQsIvPEs5IjhP7Tz9bm8DmAwyp5zZtXskZ5qSWyCN++qBUNJEiwhHR0e07Z71+vLgUhHr8DGYZYgdIhU5Vzip7c2vw4BoR9xt0W6PC7Zb0dWBNkbWZxe0A+BPODp5ltUzz8LRkgFlyImwCBw/Jzzcd2z6PWEneOl4492Gozsn+DpYWLmI7bbbbuj2e3MtFrLHhwCVpQgfsr2uOyWzDceXXs7h+5wjeFxQ0M1yza0IU4QlHDax3JbsYh52PE4+W8yprLWDb161Z7fbcS+bMNCSbciJn0KlnfOoF2KG5dEpMWW2ux390HN0csLV5SUjkRZztpe+iuDd4XXfIdSkyl5VJ9pec7eN/07tUC1CIEMhMn35PaVkKBLFk/BAtbBkJENs6btItLSstrHIlw1J2VBkHAaGwdtr9SgxMOK5WUbewntfsgFZqPDNvp7cvKOyuIHgrgcU3SrLr5UnQgiYFuzpU2/MrMIQo2mU/5+6d4eRbdvStL75Wq+IyMfe+5xzz+OeqqJp2kANbSAsDFALJBwQTgscEI0QDh4GDQYG7bQQCBMhLBwQOCUQQgiEhA/CaBqqblV3db3uvefcs5+ZGRHrMeccGGPOFZGxc+9zq+p269SScmfuyMjIyLXWHHOMf/zj/x00ocWFBo9FloTfWBqvgFuUTDK6Y3qxUNSDcs5Mhz3OWp7d3GCs5e7NG7CZYRjAWKZ5Ip8BalkyTaN2VpBwtivW1Q5jG6Z9Jh2PyDRiCBgfmAW1g+qvuLm9pulvafsbctsw+aTjzIv2q1vvaa9uGV9OLIthGjNJYNhulNuQM1fbLWy37PuBu7dvuL9/YCktyjyPNE2LaRuWLCzJMBOJc2LJuisqb6W2EzVtrDfS5fJf080PZAPwmJgErDdpbQfWrOPUmlICz5IXzapiBGzBU8oodk7M08h4PDKNI+/evmGz6RmGAd9oKu+bjDWOplNA14ZAFri7u2O71dFqg7Ira3DJUNBzUX0AlJPgfccyjdrdqX9YbSmumU2p5+V0QnJO5CWzLAtZhOAyV9uGLz5/we6qJ0tkmkb2DzOHw8JxH3k4LkxGx5NTNOSkdnNaviiJzeGIZ3iJvp/H5ZzB6ICTc+u1XIV1EEy2WFEV60pWeiqj+GCb9+z4QQQBRBiPkwpAGn1Lxujiq1FuWRZymQ03QaexJClG4EtNZZwO/cQxkWYduw3WkMeZuMyYaSaSeHO/x3lFd13T0nQDPgRS1rZkFyw4RzSGeZlZlom4f8fD21fM+xEbA9Dh/EA3XDM8e4HttthmA6YhuqbcjImQtXVpnAG70Dy/Zrz/hnm8w/kew0BjA8m3LMeRPEV22y19O9C0HTa85Hj3hjkqSYWipehRpVtHZpIZm2ZtnWZ1GBLjdHer3nwAJ1FwPe0XAymnltlpJzlf/FVe3Rj7iN15CT7qDb9ouy6fcHINTXrDztMDr777QySPxOXIsBm4ff4M2wZM45CoXZTGOWzOhNbQDQHrARLzfCTGmbhMBKOuO5LVH1IA4zVQOee0Nd9sIOt5UuUGQZwQcSQxxKiLzlnNJpwBKwveZYZNZhgCn77Y8PmPNjx/3mGdpv8pdkzHjsPecP8u8frtyLf3Cw/7zCQJsRBFiDlhxOGzxxW59EdiozzRfTEVoNQAnk1d6AbKZmnl/bKiZgr1mom8n3WcHz+MIMBprr0eay+/tLqqcKR6CigYqEy8fPL2y+rcgwjeOoZhoyrwS2RJkSgKVA39wO2z5zwcDnTbLf12S8qaVs7zjAVSTEpkiUtRzAXsQDZbaFra/prtzTOG62vCZkcyThefOFUtLpbb2QjOWYIPmBB49uIF8u4XjH90x8N4ZI6ZbB1tN5BiZpwXthj6Tc+w3XB9fc3+Fy95eNgzx8iSdQR5Sok5JzoMs4EH51DfgdKUkqoIXGtdPoYN6SEFWzgrk+pi916n6EJoaJoWYJ3hqAxO59w61akfUt7DWe1dkowkcHf3jnGaOR4nhs2OTz77jKZrebgXsCh4axWUa9qWfhi4vr7h7atXer2XRe8BOQ12zcVm3mclf4UQVFDGOR1CWvSXr5qgoqKqQi6tRW0Hdp3n+e3AJ8+33N507DaBYfC4NuO8oHegYDpLPzRcXTVcXwnba0vzauS7VzNv74T95CBZJHvEaImTHSeJu/o2zs75IzYgj5KTJ0uZOhJ/HkROpdupBfqh4wcSBB6zuGodC6ehGVP6/jUypkXHiOdxYpnnFRxx1tJ1HX0/EJpATplFMq5vMY0nzzO3t7eknAltg3OeaZqYYyxqQxlyRKxhmRYySi92YUvzrOPq6lOMCL7f4rpWVYasU/fgGLEiBOdKZtJiMnjjsThySljXMuxuODbfcD9PPIwLN+IwDr1JcmJaIj6qMs2w3fH5s69Y5hlrDNN85NXr7/jpz/+Y169fqnuvMSzWkSxEI6QiglHbSTWQmu8LBOa0459/tK2CeE3TrDtRpXCHENZdp+5AsZzLS/zhMd6QMTmyjEferPGyMwAAIABJREFUvX3D29evmccJZxwpZuKUmMaFxntyyhz3Bw77o0JBqbbmWMuLZVnIJYgbowDvulCsxXgHwdI0HZIcOc71T9YugBGyFawV2ibz/HnLX/jxDV98ui0uVAuZSLIeVqvZpP13O+MaKXTnTAiZTdvwc2v5+bdHYrJItIxLYiLifYuRE+i37vpnZRfUGYazc/ZEWXZ5nM/T6PPlexf5DyII5CzrRawn5nxmHqjFLjpE9njxe2NpQiB4ld/yxTzzsJ9JOSPW0G83BOeUmSjCNE74tmUaj0hxEI4pkbMCSZR+sRXRVmI2GNvSbTotTySTsGS0jaddCkPrFLxMMRVfj7K9JqOL0zh8t8P1O6aHyOv9yPWUGLwH15KNylS1fZkdsA47XNNbS9cEYhox25aRhbvjPdN0QKzBG4/H4iRhpRYAJxRcb7TvuxKafp4HgKrjWGc1UspUrcP6vbrr1IV3DrTCh1qPoKWBJcWZt69fc7jfk5ZUAqawTAsyDIC2EMdp4u7dvXoNJkppIojERySp8111fU/RYHLAdy3OdYgYcip6DJK1/pYG8oKRSBc826GhDZYgEW8g24aFRoVl8EBS9p8Ikg3OWLa9V6n5CGluiWPPu4eD2t6lyCKJaDI2nxOLTsf5e7f28WzIeaZweW5rd+a8ZatPqF7VHz5+EEFACgIL+uar/l/tb4Om5ykn5dXnvPLwmybQNc2qNAxGU/8Y1a22BBFvLJQbOcbIMs9al1l148m17ZJFZb6tpWlUGciFQEyCMR4XOgVbliPGiIqRWBVF6UJHsJa8LFinFywjmAx5zsyyIC6SbcAOV0yHA28fJr559ZYvXjzHhwazLCxR09o5RjwwSsJhtIZsPNsXL/hx6zjIzB//0R9wPI6QBZelmGroXpVLq0rWOvLxcQkk1W7A+ZxBvR7jOJbrpD1n7z2bzYamzGmcB4G+7/Hesd8/PNlJ0KPMSZPIaeGw3/PwcM8yRVoXdDAoGxDV5W/bgaHbkEu70VmHdw0xjqe22RPDUzEVq7TyYa1nu+3p2464TKR5JM2TTqeKdmha7+iaDu8Dxhb7NTI5O8Q4HerCa+kQS8K+7tgGH+D6yuNtT7DCm7uRfivc7Hoa1xQDlfUirCSt96/Nh7Uin2JynutFnEpp+zGyoK6Nj3/7H85RI9z5SOalXp4kvZksBu8bfLlRQ2HOxZwY46JS0cLqEGuyMB1H0nGiynJtNhuWwkWo04MiUgZdDK7paBuvQiEOnYIVs3LFMZ7Gz6oA5CxSXG0QdUdCcqEvJ2yy+OxJZQeY5oXGBfqbZ+zfveVu/xbz8g2Na/jsumALKRFTZomRuCx0NuEE1BjF0AVP2N7yxadf8frlG477uWSmBg8snPrGH6Sk8v5NdV4K1FSzipqegrSy+dSpuVG5d1jn60872QYQDofDWuI9OoRC0wVyZjweuH97x7u37/i06wlWzWVjCTrOe7qu5/bZc96+fk3fb5jHmZxOI9Pn1OBLZqMr7cPQtLT9Vmf/UyalI5K1HIAF5xbaztJtDK4Tsk8slGEuWZDid3k+vqMpvQaDREZsSzf0NMHTtS1ffP6c0EE/tDjbaSAz86PLcv6+T18/lnt7dPrK8851N+rrPA669hF4+NTxgwgCoO2YFJPu0DGt0lnBayrqfKMZQAkEknWhRQrhx8BiDcZZgvN0ocFitEwwDkklA5Cs9GQRQmiw3pcNx9C0LVksxnY4b3FmoWusioaIIGUOvM4xYFU/Vqw2n5RopFTTZY4sS8IlV6zJLa7xXG1vCCEinUOmI7/4+3v2x4m39/dcDy1d07AcZ/aHI8YZnPV08QHrGxVGaQK2jM5eNRtuumsObs8hTlip4h0n+V0NB3U3ME8lBI+6AzklItWL4YxghKx+hRqYM4fDAyBsNlucCwxDzzBs1GW5KO3kLGsWcQ5OqnHsqXWZYlTnoXfv2F1dE4r79PFwxFnLdByZlwhGbeusUyDQeUecHnMX3vsQFYjtupZh2OCLd6QC0h7JC2rxnXE+0feGfiP4LoJPJEQT/5RwVKUpB6YSiWrKrjyDJEHt7ULm+sahIqNJPxJYAomF8/GgSw5HqeJU9+JikT917Z4qE06dhD8P3QHJpONBBzWyov4mF6/3JMiiiL9ObAlRomrHOTBOnYXEWIxr8MbT9j0hBC0rXCJc7wghMI8z7ZLotjvsstD2Hcb504iHscQUQY4QwYWAUnMN3gdi1L6/ENWrzwjLfFL6jVXGPCbSIkjyWBtwbYdzQV11c2Y+zsQYcZstYeiY795ynI+McWK73eDcwHQc2R8jxhyxXaRpO1o74JMlGkOWSCLTNOB9hIVVCtxk5UtINpCdSllJ1rbq+Y1XqcbGnEl6a+mVkxKUUjoJtlqjLdzGBayLWJ8IPpdW3AbBs8QjGMEbJQJtNtuVAQiKOig+Ueb3xYBxZDHs93tijiRZGOc9fgbjROW8UmQcD4zHPfv9O2IcSTKR8/IIEb8k1Vhb2smtI+w62k2j13CJqg4VlJUoUfkNrrTdgnh8MjjRc5MzGBuo03lVtbiex3VAyDhac2rF6vvpUcVqlY4zhQ5++pmigGzqhymTmo/T/fOy4EOlwXuPGSA8XQ7W4wcRBHJKLIcj1vnSSmsA7f1a57VFGLVt6KxR/bxCLBLJyp83GWNiGTjKBK+DOMkYQvD0Q8cwdMRJMYLQBtquRVCRkZghy0KMC77s9MbAslRHH/toBJfyu+d5KbPsSpNdSjfD2UDwPd4rFTYm9a+zWXDB4ENHf22RFy/4dn/HOI+M40jedPR9CykxTTOHgyALDCkh1tHgiiiKtrJ847HBI3Mu+ooWb1UEJS9SXO8LSYf8sctAHTs+pe6n9lPNyKxxBN9grWPJRw7HCTseyGnD7uqanC3TPNN4URdmC84ZnDvbzaikolL3lsdijBwOe+Z5Yth0CJpNGChtSt3RlriQ1+zsRJR5KnW2ZSCsaTq8G4gLHEYd8lqmA8ZEnDP4Ui5ohlJ9LxX8N6IgncGvY7x6nO/Ol4vwdFb1k6pVr/bNnAaJ9H1f8jJYv/d9R71mTwaD9YsPAwM/iCCAoLC/kRVjMd7gWu1LCzDPQjSqFORNwEtbeijaL57nUWmdsjAe7sjLEessQ9uzxInj/YQ1Olg0zwtN15JlLvLlgndFsFIsRk4KRrXvXbsXJ+BSJ3cqLTbXlphRDbq2aTHimJeJnEcwEFpH17fYIMQ0Y7Nh2F3Rb3fMx3tevnnNEAzh5oambRDJxGVmxGGmCesOAKVVV0RO2g7XdDCqgEZwttCcIzktpaaG7ycJlLaTdY/0B2sfuus62rblkxefcf/uwKtXPyNbzXqUlj3zT/zlf5Tf/b3f4u2bO4ZepzRBihaAXXe5FdDKhpwMKSsO0bQtTekKVX0ETFF6crYIrMJSpMovJyJrjVy/hrJxuIbgtiyj4biMzNPIPE1Axvu8jmdHsVgTsc7hvcW586BSWJgX2MZl5vHLHk8t2Poaf5LXqccqk3cRDEwlFn3k+EEEAYNR8CIZoilkH68XwnhV/pnJWHHrTUntg4rDGUV1s6jyyxIXxsOBtm0w2kzWtmPfE+MCJIxRBSMrTsdQnSXmpOVAsquc+bnkGVDaThHJFICsXjitL/WmU516yVo+hKBCGGKEeRmJYyTmqDz00LF59gl3v4i8vr/HKeGcZzfXtH3PUQRxjiXpRJwzKnthnSFKBO/x/YCPTmmpNuPJZIkscyKv1l1P14WPdpqz2vK8xq7BsG1bnj9/Tue3vHz5c+1DiGZJh8PIb//WT3i3f6v24ofIZuhpCxfDe80Kai0vWcgJonDSEKh6AX2PMUUf0phCBitDSCLM80zO2kaOsTAiz7KAc2DTlFInLsI8TuQUledhPdYKigUrISxLBBMxNmCMptIrjFE9CniMNzwCry/AuQ8dH/reeRb2ywSCp55zSTiq+M3Hjl+FxuDvA/co8hFF5J8yxjwD/jvg11Fhkb8mT4iNrq9hLa7timyYQZzBWiAnJY7MMzaDtVrbOmN1EVmPtzr7b2wHRRnoUEaMY8ocphmDIeVIyoaUM855xqUo9xbpMeMc8zLrrr7Um04XQxXkON1YgFl9SfQ/xqhcdjFLqcCY5Mi0JEzSTCej+vTeNVrChBu2LpAw3H/7U767fyDLK5JxfP7JpzTbQFwmBT5TZIkTfhGIcHc88HA8Qmi5fnHDOB5I8UjOM8tyIFidq4gi1MLgqeNUm55atHBq3dbHlmXhZz/7Ka0fcN4xLQesa/Tcpomf/uyPWfJRd5/smMYEkrDW0zS9Zi9G3wsizFndlKpfYEyRw+G47mYxxcL0C1gjzJ0Slpq2xVqzBtxHLbGySYQQgDJElRJx3pOTqMOTAVvHsbMUIDOqhoWHpnVr5qKvWWv8xyXH5eJfz+cHFvD5c8/HuS+zifPvXXIELh9/Cgs4/6zP+YeTCfxzIvLy7P9/A/jfReRvGWP+Rvn/v/+hHzbW0m23hUqpNZP1hiWqRl+wht5bUpxYlkRMM12/wViYpiM5aXsvhBbf9YRuUK51pRSLQHRkY8u4qkpO5ZwAnTtIS8ZZpcNad7pgNQhUcszqxydZFYmz6tspgLiQ0lx+L4XsLTivFmvWB63NxeqACZ7ZOZpty43T6cC7b/6Y7+72ZPMa3264vb4mxQVJC9Zk5nHBaSOKw3jkbn8kYrh98SnWCfu7l4z7t8R5zzxBjIUDId9HF6SUYvLejQ4nivCrV69o/APGJERUay+lCVM6MNars1+wG66vr1iWmWUZCU2ru67NuuumyGJGPd9lEc/TrNfk/MYvwVfySSbtxfPnvPrFN8zjiPeeZXlMEqpsRmst4zgS40zOIzlrANY+vyBJd38RpRHbRgiNZxha2i4UrscZyi6PS5rL3b+er1o2Pjq1HwkYTy3kp67B5eenhoPe7x6AtR/PKv5BlQP/MvDPlq//a+D/4CNBQEDbX84WOmVRDE4JL9BYi82ZOE8K4EgmTkf2x5EMhLbDG8MiglFJW7RnqyiusRYXqvOsow7fW2OIKeMwZbfqFGzKsQCOp5MXS88+rcKjiSwqgLJeRFNKmyKEaimoui/y18boe0vaAcF6sA3ZZHy3Y/fJF+SUuP/uG17vR/jjn5PFMPSa7ViTyXHBOosLXjslKUFo6Ddbbm93HLYN715bjscHHg5HrKv59kdS1fLfLFkFXs1JxR+jtuLVdccYrTJ9sAQacjI4D1KcfjabFpFE67fstle8efuGZckr69BaiGkpU4enRWWtyrynlBUgDlpGWGPo2pYxR1LK+NDQth3b3RVxiYzHkbpLny+SmhE4V23b4wq2CVnLNc6ucVl0XRvYbJQnYksFINmsWdRpYZ7xg+DR95zz60mtqL9mEVXpp7obPFb+0czjfLHrc+vnU8fh4+XC+9/7ePD/VQQBAf5Xo+L4/6WolPhnchIb/Qa1Knv8ts58B1zTMy33yJTxxmrfP0a6psU7xzLPzDHRuA7jHVGEaRyxwdP1rSq3VLPOReWnTL2CZ2mwiNp/IaWDXiJ8IkEyzAXhlzMgRUSUKnJWKxtTbMptwDetItvFvajO36tzkcV5X1pMmkHoelS+v+RIiA6cJYvHbW65/sqDb5hef8ebu3fE+Adcv9gwtC0dht5anDh619J0hhD2zFn5FMNwRdPojMWb+3vcwwFZ1CmZRAmAp7+rXjxT/86cS2VTgoACLeqnm5O2bXPSIGQb2taveEh1/x06T0xCWg68eatKT0IkJkMjGoSt8RhSuU4WZ1Qvsu0GxGjG5LueLBqovTG0ocE7TxM6rm+e8+zZOx72R5gS1ixgLTkvQKXP6vW2DkJQk1NLbcVJuRa5yKEajFiCsWy6hqGzeCc60SoekSruWsVRzhevPTUA1n/O7vOzc22srXfio+/XZXRa7OcB5gRMmvqvlEareT8TeJqdGT4aBn4VQeCfEZGfGmM+Bf43Y8xvX7wpMZfuGfr4yXdgcyPjfo+kRPCB4IPqBcwRrPrzJQPGeYqaFl3fYxudEIu5DBkhJf0xa1+bc4syAeXjnyTLAW05SlnA9nShoQJZ+rWzTjMNBGNP3PmcswqeGuX6V4cbrCllSVlqpYsAUN2NPapNF4u5abO54ZMvHfNuy5uf/RGH/R37X7xkaFqu+46rpqMftjRYnG/xLjDNE/OkgzMhqArP808/5/XdPQ/HGWv1/ShA+PhY23X15jGnlpUxhlSSiFylzou+v3vkCVEB04XjcV+IRqfbznsFAyuif/o5NSUJTcOLFy/49NNP2WzViIayg7YhlEUMm2Fg36sV2NX1Dd1333E8jEUwVgNYLvZr2s5dyJJUer46IMWo7UVzYvqJqE9g2wZ2256uDbhibw8O9Qmod97l2WO9j06PnN3njxa8nt+zxPG8h0fZnc5+9v2jZhb6GubJ1t/jTOA0yv2h488cBETkp+XzL4wxvwn808C3pkiPG2M+B37xsdcwGIJxzElTbIxTqeekct/OO3COqZiKuOB1qnBNA1H/S2ce+RKe00iN0TQ9F4VeY20Zda03gmrQaW0PUkY95WxhZFObLcoaPHfyKedgnXpcxTbOUtS601bw0KAOt4JZlXGysbh+Q+8NJjj2b15yfPlzDseRNEfykLi+uaKNgSY4Wh8YmRj3e+ISCY1l2Fzx2edf8frtO+7u9oqgZx3ffXR7XKDcHxKnOK9BRZQ81HXdoyGvGON6PqrNduUd1J8dx/EMYBWwDhdamrbj5tkzPv/ic54/u8U7Q44zTddSbb9EMm3bstlseNc0dF3HdrvlsN8TR8VhvLEr01T/lqyYjHMYr8pG1q57bQl0+vc6D5tNw9X1Rtu49fqLMhSxqZoo/YmPp8C6y+NyB/9Q+/Dx198vGFKe/dHv/lnNRzaAFfUi3AD/AvAfA/8j8G8Af6t8/h++77Vurq7ZP+yZ54Vlifg6t25M0QoQfNOo0rCoOYe2kCjkjnrzncYpL9sldafLgKSoE4b51A6jtPuqFFndKeAUcJ1zyq6TEzBzifQq/74EiJLSCuiwkgFbSC9qfBIx5TWtKeYYaOrutlt2wRLSxJuXL4k58jCNvHm4o2kswXc0zhKsYT4edRTXD7Rdz03b8uVXD7x+9Yb5OKoo5+Nrd3kt3wuc50cFsCpAmFJah4fqz5/s4bT9Vy3j6ixIDZCujFrjDD40hEYDwdAP9F1H6z3OSJnf8OvOZ4yONfclG7i9vWX/8EAclTewokBVfMYYTPV9yels4VQB1Lx2eprGsdm1bLYtbRuwto4Ll1relDJC3j9v9fx86Nx+6HzX43wTebT4y7Zfnynrw+V55nuh3vJzHweF/6yZwGfAb5Y/yAP/jYj8L8aY/xP4740x/xbwB8Bf+7436Vyg7QZco7WiCx6hpHVYrcFDWF2K6pGTVE6cCjryOKo+1oIHSZlMZf2ZVZTEWKXMSuEMGICzXa3WmdaY9bHzfnrd4c4XQ0wlhdYyTrOVUorkrFhDkoQTj8Eq/ZmEIaIRSd9LO3S4xpGXyEzkzeEtfWfYdIbghWASyzIzHUe67RZsQ9MGPvv8x3z37Xcc3r4lLwdStu/tCY9aUKVmfdxjPjvX5ZxN08T9/T3LsqwDRDUAOqdjwGLNOsFZr0cVHQHwQUVWvG/o+62CaQYMKsLSeKe+fWWnVmBRz2sNAjc3N4yHI3mO7PcPxKSYgAaNWNaQIcWlaBDUeYYSBAoj0VpD23n6weOC1tr177bGgYVsSzkgjxf+ZRB4ukV3uYO/HzzOz/V5p2O9dy+6Bfq1PFkOPD7Me4Hr8vgzBQER+T3gn3zi8VfAX/3lXwf200zbtlhD8bJfFGFvg2q/o4+n8x2+6tqVqqf2Q89P2HmUVa2/Uv+iCzpLUShKxQrd2OJDo0i+LbuK8zpHoKpBqai9Xso7l/HhrDr4STQG21K2UAaccskwssmIi4CCbmRwIhoEJKpgCOC6QL9peXg4IiYxpSP7yZFyx2awzEfLu6hI+TZlHXcNLdc3z/m1r3+Nu5ffMo0/Y5ESNJ9oS8Fpr7iUrb4knlQGpchpfLj25k/4i330WucBMoRA0/U0w4a2H7ja3XB9c0MTdEjMSMZbVfs9xyuqoUnTNOx2O3a7HenTSF5Uj/Lh4R5AsYBc3mvJXlJWtWBrSx1tKryv48XeG5wvAVgUr6j8BdEWQekqnJGQzOP3Vx8//3x+Hh/f80//TH38/PPla5xe6zGI/fRhzq7s08cPgjForcM1LWOMivIiSLmxsrMK7hg1DEkpFepmuQil1VLrbfW31xZNqmm+SLkptK8NpcYnac2edSf39iRppjWhXfX9TZYCLKkgqZiSnpWAXFF/UPBPtUS0SyHWYiwr2y9lNcKwRiBHciwz8kbNRIxR8xHJgiVjjaoMjdNBJ+JcwriI8zPbzRaTNiwPgTRPzNNCl60KoHQ9X/z413l494rj8cjy8g6RRBLNTta0QNMeoC700016HlDr95Gs3IXSKjXWYYxKx6ecSvtPgx6rBbjFF23CruvYXF3RDgNN13Fzfcvz57dstz1t62kbX4hXFpXtVu6As4a2a1mWhnZp2V1fayAaJzU5NXA47Dkc4grupqxgJFnWtV8/ahBAKusQLfXKMFXlTZwPCNUTVsHT0kI5O5mUQa1yvtAyppai5eQ+evqT5/js6/OPy+fWgabT8Tj1183s4wzGH0QQEAPjolRQG6p2e0mni4iILxfIg9p6FVAHQyEEae83i1k19R7JM9XMoFwEpf3qIvVWOenKJrSKE5QfyeV31d+x5Ki7Velxr5mFQEonTp6yTpWhRsqaWxiQpGO2WIPJCbMknLFVPb2gx0nbejlBXpA4KwYi2lrzNrPZelyzYHxke91Dv2O2nrQsSLZY2+GbhmefOP7SP/6X1XH5t/8uL1++5jhqPz5Tp+BL3Vk7COWUPXXTGQMUpl8mEUXNW40BG5z+XdaCVaPOakaqtl4Nw7Dl+vqa3fUVrtGgMAwdw6ah6z1939JtekKj6b81GSThvadpG2JaOB7VCmyz3ZJFmMYjxlsO4wPTfNCAZCv2g94LSRdErlomVO3/iEGZjQZb8ARz+lvL53qODPa0qDkPBBVulJJ9n+p21gBQM/Nyj/J+pnV+XGYI59nDCYeC80X/CCg4iwcfAyV/GEFAlNEWmrB6COYCqoHu4pFYJL7MusuIMYiRQjN2a+RWPvkJIDy1vxTVr26vrgyk1NZNLm2+c619QdZ2YZXfVjWi9c2rEGk94+Wi2AIQOmu1JbUyDSNZopqcCthcfqaYeJIjpBlkJi8HxuM98fiWw34mJ6EJ0HeeZ893dIMhs9ANLc+utyS3Y7Et1hZBVuNowobPPv8a7zz9cMVPfvI7/PxnP2d/2KucWsprB0Nv1ILsX6SepxvUACc8Ja1laQQzE0Ph7ltRwK9p8D7gbKDvB25vn7HbXdENXZmmdAzDoGCcU4Um5yzOu5UWrEKtDsnqFF3Zm+ok5dle9WSZMTZjTNZZDeuKXmQNXJoZyFkQoDgW2/XvLQu8LG7NMk/t0nKh9G8v9+Zluv0oa1ijCCXYnsowB0/u+PX4UHA4zwrOLtr6/YqBnROOPrL+gR9IEDAYuqI3j9Gd3lkldxprSK6oCoNul66039DIaqxVIkgx4jgHBVdzTlO85kttmqXeyme1cO0ZfwAYe7QwpBp6AEbLB80waw2svWZNM3XxkzJGIiZHRBJYQ8KTcyoqSAlZRpxM5HnPeP+aw8M7YswqV+0crTfcXA28eL5jNzh8cnRhh+t24LfMuSc5MBKRlEjG0riBTz77mqbdstnd8ju/8xP+8A//gLt375jneW2r1eCVL/7ex9eq3lQnPoU1ijUsc1IrNetwDpqmo+sGuq6jaVqurq757NPPGIZBnYUbJdpY69Ttx+mUvZGMs/r/NnhCo2QXlQM3NI3HO0taZpw1dF1gmgJ933D77JrD3nE87JnGiMUyzVGVhGr6X+4bpCz0EhTO+RGKu5Xsrd4jxjzC4S5BvvPHL4G8y89PZecfas1egrMfKtUun/uha3h5/CCCAAiSVE5bJJchG+3lW+N1MRl3ai2VG9XUuGuKsEhS0s+luMTKJVfXziIomguhyCpzLGqw8I7VkLLqHAKPlF31Z43W+KXe1YBTxTOUepyKwo6uFl34BlWnMQiIJZmCoKdMTjN5OZLjkTzesxzvyPORJKqU1DaOq23g8x8954sf/Yjt0JAWS46eKIbIgvMtxiRIE3lxRAkqBBIGrp95/kLbc/3sOc8/+ZTf/72/x7fffMN+f09aFnUFNgYr5r3dpx4loVpvYt2xVHpNKBJeoadrW66vnnF9c03Xddze3vLixSdcXe3KOc04b1bzkM3Qs91stAvgDME5vLP40inIKZGt2oK13uOdoW0Cy5KJ3tG2DV9++SUPD3e8fvWSoW84Hlum4xHz8MCCzjpIltOixq4LMieKSQtrpHsUCIxZA0HNDJ9sD/LhxV+/1qnI0/m7TPsfrYyLQPN9LcnLx//8mI8gxHkqYJUQswJvznucd1Rv+2SLlXihBQsG691qKZ2sXWXEzk9uVcYR0bq/Wk2bM1DFFBAqlRshFEZcjbq1FDilWxm7Loi06goYU2S3UwGLKtptNBAg6qRr0dQ0ld00pkiKCyZNpDwjMYHY4rSs8xS+TBb++ldf8ez2GU0IzLNj/5A5Hu4Y5z1NqzunxJFYFpuxGVyDDS39lePLYcuz5y/4+uuv+d3f/i3+7u/+hLdvXnM46JDN+Y223sgn5GC9ZjV9VpPQnqurZ1gf2G6vuL7ecXt7w263Y7MZuH12w9XVDhCWZcZYTxMcznZ479ntdupAVIJ10zS0bdBWobMkVGK8CY6jUd2E7dBzOCSmKeBc4NmzF2yGDY1vOB4eiMvMw/0dXdfz7u07eDgyEyEVufI1HNS/42LXPMdC6j9y+ZT3EfzzGv4qMq2BAAAgAElEQVSSsHZK5z/+OpfHeXZ7OW78oZ/7Pu5CPX4YQUBOaXgullvW6eKW0m6z2ZbZOVEzCW81A1hKf1vDNVVw8tKYc13QhYMArHJlxlpMziuWUBne3vt18Z9bftcebW1DXfZ4V18+RHf/4gKkjsMqYlEde1M6tRINmjjkCDkZcvZgM84mbBaGruX25hpvAvdvR5wHTE/KHusTeXxgPBxZZkNoBV+m5JJpSVbo3EBoemzIulPvdjy7vaZrA//f3/l/yOk1slRN//eVe0//1+lLSursXOD6+pbPPvuCYXPFdrfj9vaaq6sdXdfSNJ5+aGnbBiHjvaFpAm0TVAMyBHZXVwx9j4h2eEII+KBqQgYtOVQsVId8tpuB4D2SE4fjyHZzTXCWKbQE37BMqi3xcH/H27dvaMPPee3ecH9/1LJlqeYoChB63xCCCtiu1/hybUntHNmPLsD36/bHj/NEEPhl2oxPHfJLFP3vWZxfHD+MIICahmJ0pzZlYVrrdNmXibPqgbdGZFEvNoO2qQQd5KnHJeFC+/MlMouoJt/Z952pTkcwxbmYW6omvSlZCmsZ4crocCqLQsp4cq4QMBm1xEZK98KAmOLUW2zFJJ9ENUzJZCQKkgwQyiDUcQ08+/sHvvvWsCw7dldbQtvjmpbe62sd9hPj8YElJtoyIFNdjk0hPDnncF4X2fNPP+Mv/mN/kYd3r0jLjL0/Mi2JJaIZ2XkrC9ZyrYywlPanZdhu+erXvqYftrRNy+56S9+3K7inRVJWRmDb4IO2fNumoe+6YhjT4axdu0NaemhGZa2OxBpUc3BZZlKKKh3XDRqQshBCy3Z7RYozx+ORYdixu7phc7Vhs/2G7775lvt3DzwcRsZZUU1joW8dmyHQNF6zuRXwrLGgZI2msD/rpnJxHwuPM6hLwo+1VovBXK3hTnKjup7No9c6LfDKYNVORf2eLYClnOEd9fknQPPDGQb8YIKAGnOIqNOQNQXAc4acEs6rjZctjDMVCSk89xqdUYCporjO1d6sKVm51ubeqpX32iqkloBmfcwEU2rHtNZwrvLhS+tOBA0IBchKkgr7UFF5a/XkavVQHHlTVCvuVHQLxQCFFUfG5EReFi0bCj6iy80zFN68dwFjO7y/xrdXtJuNKh/PR0hNiSgL4zJiRk9oepxAmkYmFmBL0+9ItsUYwTYdty+e8fXXnzM9vEGWhXcpFgKuQ4wOzxiJGEnFxahBMKV7ozJwycD9uKfdbZBgiCQSWfv93qr8dt/R9R0h+KLZJzjv8I3HB4t3OqLsinx7lkyV+6s6DHbRxWKtyo0Nfb/qCbjCxEwpEpeAsZ7UJbrthva6pwkGxne4uCdlmPUiMgyem2vHbmNovEHEFqMYvS4YvQZaEmj7uPIH7AU4Vxf/OUp/ucsbA/hw+hl9YsEhzBpIstQlXx6vYEyNRyIKbq4LXTfL9wPCx48fTBCwVnvKAmXXNGXjrUzAiDmztqoaeJWJpidA5cjXCFkWbqWLUtt9pkRiU5iBJbWHwlLTt1TYgYVoYi1SiEK5Ek9A1YpQF9rS88N49IbOjrykVUI9F1ktEbUIqbhG4SurtDll8YvugMEZhmHLJ89u+fWvvuDFzRVN2zBsdiqZ7iq3Xdl4XT+QzcLyMDIvM2484psOay1xicjxiNhAY0qqbSzb3TVffvU1D2/f8XA3MY6RxaqHQyxoAKWjYtZ7UM9THfBJOXH/cE/b9yrwEh1Ci3UW3wS6rqXrOi0PSqpvrVq29X1DW3ZgxU10jsIAxp4AWe9sKQG0e9S1LQbDEtPaBVI8SPEcX9SFDuMBAoQffYab7gnWEM0rxhSJKdL3ju2moQ2+kLhOSsAnENGc2kjnQF+9g9dAcFq0FZg7zwo0ezDv4Q1Svn8+il6TzxoU1k2t/Mz5fGANOhUzONnAfX9A+IEEAT2SekuBUWQee5KOSk+k+dUpZwWyah0r2u6zRcrqZK992kVE8hp5a41hTEkBl0VfJ6aC4kNaFpZidmkVrMCaBmvVUMJ6r3qIsifJA0kWZM7EScUwRGQ1ytBetEphO6N69JIjKS2YHCFHJCuJxRqvOEJWzf1+u9XdtGlxQck0yzyT5lRmAwyhceyuWhI6pReaQGgCMUXm4usHFtu2RWcvcH37CZ/96CteffOGu7sDc0zEvKD5kN58SRQt8VJBVkFi5HA40G0mnHP0vVqMd13L9fUVXduWPr8Cft75EgwCbWtxRqXkVJQ0l/JJwVIxRXvSmFImgneOZBONDyRjiTHRdd0qCFsXX8WBpmki5oTrHKF3uOmBcX/Pm4cHuoMjJctu8Ow2WqbU++tPf5j1o7Ye3/94//Uv2311MdcSoGar58dJ9OSUbVwGnTrn8rHjBxMEagAwtjL2dKt1JcU/n9RzZ+DNIzrlGRmDLEgZBKk3FisdNBUQLj963UoztmUmQbMGShDKq0CIdYbgNEVEXAk6CeKMYUTSnriMMIKk8juLQ68KahRLb7SboCpFZV4gLUiaSHHCkFjEcsyZofWM05H9NKqOQoy4FDUbWRZyNmACiJTFpvjCtEy4pWGz29K7DfvjkeM4c3y4x6SI61swHtds6K+fc/3iE3Z39yQr5H1mXBYNgtSSqYzWlhu8sudSTHgfaNuWlCI5N49SY+89fdfT970qFzeOxrOm/qHoO4goRbgulSoBV3+ft47sPdK2zPNMcI6lyL9Zay/8EBXcNc4SScgx0vcD281A33i2fSA0ns8/vebZzUDThHI95L3dG+AyzX6ENz2aBCxlYN1fxNT8oPwgZ2k8j17v/J5ef8fZ77/EDCxKoLsEI2sQ/GXahD+MIGBOJzsWf3nr7DoVeN6jv2xfrd8rN04VxjIl9ZdcHrelIVhmDADtzZfSo2IH5MwylzHlImJpvSd0Trnxohp5mKIkxITEPSbN5DiS4xFZjspZwGOtw1qv6Tpa76akQSXlhLUzKS2kOCNpQuIMedaAgP6u1juaxtF2LS404BzZlr9UFkxegIBxDud1oRgfiFlw84xvA8ZZfAhsjO7i4zgyHhToVPpEw/PPf0zbtfTXW373d36C+fYX+MOe4xyZs5CxuvsX1SSMKZ6NDburHW3bME2TSoNZszoEe6/sPuvMek6N0SAFyrdQhpLqK2jLV69v1UAo1Rw5KT7TBsU/Fh8ZisRbdVCu90e1Sus3A5Mkjq8muNpxc3PNZtuxWQKb3nF71dK3em3smf3aU4vn8S77/uKrArWne7Wm74ZT30nK8Nn7AaW+70sc4aluQzklj8qP+rxH5qTfI4TwwwgC5W9zBRQUEbCmZAP6/2qCkS9376KGawwKptWIzAmEEQqIgoJG9Vhfq6aPZVm33U5BxjL2W4eFpAwmSY5kmcj5gMkPwB7PROMK1G+U0zBZWMrOhoBIKUNyYTeSiHkmxZkcZ3KaMbKUHuGyEpK2m54vPv+U6+trrXOtUquXuBQRybonOKzzyrwsAh+tczRdC0ZYFgVVWx8Qn9TdeZrUny+0tF1Hv2sZbraEPvBbf/tv8+3PZnJMkISl0G7XHWa9cfUx706CrD40Kz/DVaqvdQXnyeRkEattXpxFT1OiUrjrtXMl2FXOlVEgBoOh8QEzWCY5lXz1voDTQjbO0UimzUcOyx0PVztePLvB+EzXCte7ji7o9ny+qH+ZFt0lKKiZqn/Ulj6VoyfcAPJ7AeSch/JUm/C9zIGC0ZzR3J8WH/1zEASMNaoeBGA0crmg7bFUQI5TClWeVuqd1ThzmXXYpvbotaekqWxF89GFp1+ZdRrROUdommKz7Ql2QxZtkaXi2yMlbU8SkRTJaYT0gOcdnbunCzOtWILvcU1PJHBwmSmpQccS6y4BMdoidqHDMaZIXivVd0ZKKdA2LS+e7fj1X/uS66sNAFmUHTnFyJIi0jga35SNtLjoOI8LAWctSZRncTyMBXBzGBGaEDBNw1J4GNM8k8ThG+h2G77+ja95+/Ib7t+8Ik5KQZakBKusdUyZxlWPiKYJ+OD1s7dYZ4oAiCoQrcFdHl8fbci40i2wGsiRkokZEhpYNYbXbE+vYPCanTlTyklOHI66oy/LohJpKdJsdjTPn3H3dkfXN2xTy9XWsxk81qHKUaUt+lQAeNSeLse5clK5BBc/8/6Ofvr6/F4uWBPngeLp11jXDYUDUB6qgjSY0mHI+ez1Pnz8qYOAMeYvod4C9fhHgP8IuAH+beC78vh/KCL/88deSySTiBoMrAcjyppLJTXK6hVQT4uFAohECr8HIwmbl1IOGBBLXljtxuuQjOWEzhobGLZXhKZTFqLTUV6ZFpaYkGJWmok4m5D4AOMdwSa2rWNoF1pJhDjj00NROj6SXYcXR28E8ULyamgZ8cTcssTAHB1LsqRoWOYyIGUWxEw4l2g93FwHPvu0px9mnF3I80yeIskYJI9FDzGQkid7o80QCzhNa60PeAxzjMxpZp5nJE80bYszaunWhqboH0TiHIkRGge74Yoff/kl7777BZIyxswqz51qsqOlgAva3ttsOtrOgYlgEpIXjBVCcKj1lo4dS5mlUB9AwDrEKZDrCv8C0Y5QlESq/hClG+OM0QWbtZOgCbaj9a5MfNoiXagLQVuqnk0yHGximnry0NBee668Y9OpZkU2du3KaOlx6gusu7XR1z2bHqPO8wu1zHz8M+cp/PlAW65aGMaeLezH2cK5PsYHFuEqd1cApzVY1u+XxfGx5fenDwIi8hPgr5Q36YCfAr8J/JvAfy4i/+mf4LV06QrEOJ+iZWVmCUhc1rYNtcXy6I8VRKo6jz5Fqy4D5gQkeq+SVt43qlVoQ23mr8rcKanij8SMmAx5JuUDVg5sG7i92vLipqE1CR8H7LxDpgPTPDKnxJQiOS40eUEdAKWUFBZcC64lB0cUw2wyKUKODsmBxnm8zXgLXePpw4zNB9J0B02PJTNPB7BqwjrnUk6L4MwJOLWuTuEF2rYndYnj8cDhcFCijbXYpL32qtojAkvUQaDGBH70xY/VJTr/v0R5RTQT6TCTYzHMLNOKTWgUWZe6Iwp9ryBg0zTkfBq2qmzESgarizWLYKVmXHkFUuthTJ3pqM0xWfvrzpVyrpSRGJ0UrT185xuWWWibjmG44sXzzzjcveSdTTgT1920Vu9yFgCeOs7p07lgJOsGdbYzP7q/n6zpT7X8JdYla8Z0Km30PFxkBKaOM9d3f9ELeP/tvHf8qsqBvwr8PRH5g1+mjnrqkEqfPQ8A1YhCNOKeTuLZSDGUnayw243e+LoIPBjd+yu3yzeW0DZ4F8AYlhTX3Sbri+GLz988HoCJYCOemavB8fxmYNd7gt3jJBNsoOmf44ZPGHJiMQszE2neY8cDskzEOJHSolN9aU9ODwAEY2mdUYHTkNQBx0opDTLBGoiWNG5JBrbhub6OU+LInFSv0FiPEVUlqvqGwascui40h+SEMwI58fDwQCztTp3Yo5RCDSbDtCxEMTT9ji++/g3244RYh3z7HcZZ7h/UiDWEQNf3+OAZp4k3b99wJZnNZnOGWKtGQzVwWdWHCi/jHAisGE1d5sZYrPPaWs15JenU8VGDllWXVbACY+6k5ShFsqxp6foNm+Ga7eaa4/1rUtyTU16xlY+2BwvSf76qFHR2KyC4ho+zsvWp45J6fPl7tY5/jBtctj8//LMXb1BO++VTx68qCPyrwH979v9/1xjzrwP/F/DvyUcsyNaj9NDPe/36uWrGyel71mDFremVPsfifKeyVW1HysI0z2QMxipghhGyg1wkzGvrL+ViVVXIQRnBSMLLiGUipMjNruH59UAXDDbNWDOXVp8liiMRMMFgXCLYltAP+B3YnMhpIcWJvIzE+UCcjiUwjEg+kIvZieQiQlJbmmLJ0TAeDE23Ua9BEZxvSSTt5XuhabxyIqROOJ7AOFOcdjOCd5ahb7FGSkagXYnpmMgxEFzGmYHWd4zjpI7DxvPVr/8GUTLZwN27Pc5nDseRLBnvHLc3twz9wG67XcVHK4fDWsULgle1oFCCARg19bAqt7aG6aqHt35SMdmVpZcqz5qCI5Se0Ioanmrskxp0BS4bgu1o2y273QuO9285PCQkT4hEzvfQ91l+BqmlQnlnta4XqVoRNQA9Frk9//qpgaLHv+MUGOBUQtTnXL63D73f0+PlI384CvwqvAgb4F8C/oPy0H8B/E30jP5N4D8D/voTP7eaj/imL9GzcADOnneqviqQpAveOI8tO18TFBhLVhHnRRJLysWrQFtZRqWJsFZ3p5SEnCM5FaAvRkgRJCNphLzgbGIIsGktgxdsmiF7xEBOLRhLtBa1qsqAQ3kDFmiJJd01LmHCgm1mXPNAbh6Q6YE8CnZ+wBSWoAgsi4Jv1lrIjiTqlotzpOzBtCABEYPERJoTEsC2p93BFUptEwJiqm21Vj3OGbq2IXjHPE8sMZYuwUgk0npRbUfvcHQcpwds6Pn086+4vnnO/uHAtz9/4M2btzwcDvim4fmLF/TbDdbatQQA3c1P3RxRT8HSIlTDWa87nmQ02bdU4NY5q8JdcSHXG/lcM120XSjWFjkvc+rCFNDIoB2nZCBFbdw717Dd3JKefc748IY0H4ixDo9VQtlpIdad97R4zdqS0+CTSuByGCPvgXHnffrLBX6+qz8VACpAef7xIazh/Pe9d/yDFBotx78I/N8i8m35A749e0P/FfA/PfVDcmE+ommerO/5hOaXr522nJzVfrf3JU00lJpeFJCyumNZr3Puxuq4sfOlvRdnUtTFn+OyynjltIBknBFC3mNloTeGTXD01mLiwnh0CBucb0h5qwo+LoKdMW7GicNLi0ltGToqunW40uISsgSiWKIIc87YaMnREVOh5aIuPbqrl5UbWpILbHJHzi0SLTFNmGzx2RDKJJxzFu9cGcVV046M6hyYwofI6IyEM7Dpe3LW1H6eZ0iCyROCEqKarke8Zdw/YFzPZttxffUJX3+14c2bN/z93/997g9HtS5vW/rNbrV0d9at6b9z6q2QzlSMrPNr68paRfhBkFTqYangpkHyvHopakZ4CgauJuAlFa8pOQm8aJcgl7kOzQg8bdgwDDfsts843L8CJmBZU+bTQjv9X0k7p1Kg7vo6F3KycVeJdFnv36o1cdl2vPz8fkq/fvVekLg8nl749adrOPzw8asIAv8aZ6WAKaYj5b//CvB3vu8FchbSkgsQmNc5AoSyeA226YhFNUiwLFHWjsGcMpVsXrXkjXNYMRinp2GZR+Iyq9hGPPHzDRmbE8iiAcBAZ470jaELFieRvOhgk5iGcZoI2SpV2ArGJ4yfsTkiVnEGL77sFrOKidaUMc/kZSLNI3EaWaaJOCXyUjKT0v4TMSSUwNMPG4wZWFIgSiAmNPWP6PDUkshxgeRwoVMcRFRuzYegQiFnaksp6a4vsLLs2qYhBK9aDHMsJjAWER2x9W2PXyJxHDEihGD48qsvuXn2jJ9/+y2CodtsaIeBbug1QJeBLecKPuGd+jlQ1Z3sOvBlDRqYY7UROw3RUMDEGKPKuNVZDmMekWDOd8iUq5FsIHgpz1fOQbKOjMX7lt3uhv3DNZgjZo7EOL0XZMpdzfmGdAoApSQ5A55NCWannywgNnkNBudA4KklebmYFROpZaKs/fHLToLOjpyOUzv19N7tRzsEvwrzkX8e+HfOHv5PjDF/BT0Tv3/xvScPAZYE3lh80+O8J2dIGHyjDLCEWkcVtxH9wUI5xVDGjctEXlZ2nuREmiel1SZV9rFmKdiyAoZYwbiMY8EzMvjEZzcLvugD1h1cL55gidg8QjroGG0CsxTqps0kOyJmUVTWVzqzAnA5z6Q0kWNEYiQuiXGOWusnwYrq6Bkf6Pst7eaaZrjiOFnl7YdMyveY7MGoO9PCzGF+IPgd1kPOttyUlfyUsQ7IDrENzmYK7wrntK/fti3eB7KB/XHk7v6OeZk0e8iZzlls13BIkXE8sl8mdnLFpt/w6SfPmaaIbxvC0BLagA0Ol/XvDi7QNG0JBL4YqTqWJKX1qhyBGP9/6t4lVpply+/6rYjIzKraj+95zrn39gO3wW5LBoTEwDNA8gQhkCfIEgMEhoklGIMtkJAYGTFCYgoylhAIyRIwYICFhGDiAY8ZBtvd7nbfe/ve8/xeu6oyMyIWg7UiM6v2/s690N3S13lU59u7dj0yIyNWrPVf//VfmTlbXB5jsNRsEWIF0wGdqWVEa3ad1kQIPSAWEqkiwZh4tRSrIJRM9rZpXZx9E4EaItrt6G6fsbt7xsP5W+oM2TMTerGIsWrPDVZRda1j2TZVhYYPyHLf1TNO1eNyW/C6eV1bAw50wsWiVv9vs+b8NFZJ47oKJ7rhwDMyijXlyVvX4tHxB+078AC8unruX/3/+jlBAofDwS5AWk2/gUu1DU9snGz1RyAErIutKCUXyD6Mqq4zby2wNRt/IAS7lzEKMShIJoaZqCcOXebVfcftbmAfR38vNIuMNnddESkoIwsg5SCeqpgYCOpln45wI0itWEOMM0FmUlSG3nUUtCPSEWUghgNxd8dw85w03DJV4fjVuyUEanrZhuybum+uGZ1GYkzkXTbx0A19tVbrNkxVeidFSTCGX+vo0/c9KsLufKbf7TifHhjPR0rOaE10wcQ7Y4p8+/Yt33zzFdPhzNDtiV4ANHQdc81IXePcthgaUGn6g2lVi2qErWReXXV8ZpwzVSIpQ5nOxqqssxVSVUDUwN1YyJheY4xClWoEqVKZcuU8VyugGgx30GCt3jREQj/Q7w9I6pyeLNa5OpgDXb1hiVK8hsXn6xMMvfV6o+EEXMb+LW/dsB97Hh+H6+NywT4F+LXPf1wwZF7L4q0oEL8/IPhkGIMSmoXduFbBrKKFB2CindZqWinMs5dMgnXdrcZtr2WV8YoipM5KS1u4gGSizHRp4jDM3O4qz/aBmyETKZiOAIb2y9Y1bWkpseIk9KKCq90AwWJ5dY58UDGXVAtEhT5Qdh15HlytNyEyELglpnuku6PfP4M4ML4/Uirc39xx++zZohKzNPVInQNuaVlwIcbFpV5nrhjg58h9axXedz390C+CLfsg9LuBku84PRw5HT8wjRO5G+m6ga7bk6vyzZdf8c03X3HXcACp7G521FKZdWYYhiVD0OjD1+CWuLflBET6BAVlnEbynIFAzYV5PBpmQ7Haj5Yypizy5gSldoFM5ZQnHsaJ05iRuOP2/o7b24H97oDEHo2JGhIaEtINSNdDSJCz9XUATDzWT8zda8sQykWMb0N8vWjXDlVbLKCpXamHSR/jD2zHaPv529dd/+0aPGzZEcTqNb4vdf9pGAGxzrW1YYMG5PtDkOBtx9XKblu99Pp+ISbT4su5QhRi6DxeM5BLFOo8E+bMrqvse+XuoLy67zj00DEiOiEoc7UF09JCOChlBsCUaJoRWPlLzfX3G7Pkr13wRE3rQDSgRcgz5CAQBpABlQMpvSAOr9FwQMKOqpFcT/TDnvvnL9jtbpwPb5wCQ9ytOWdKO9NkjNF3rbAYjJQMoyC22Ni7MgeTbLfejm3cDaMPXUe6u6NPPdM4Mp7OnONI388cDnsSwk9//A85fnhL13fEeWR/cyD1e2tNXldyy/Z+Lf0KtRqFObh0+TyjuViPyDFT58mwifFMnmcTcBEhBsD1HZGCzmq1FEGpuTLWzM+++Zqv37zlw3lC0o4XL1/y+WevefHyMw43HVWjLfrQgURC6Om6PQErWjNauLnQInb/jasAxEsUfxvfb4+PgXjXtQHt5+2if2qBb5//RVWBzeC07/s4GmDHJ2EEaqkcjw8MO6uTx3P7EtMiKrJ2vrWLi94a3G5CQANUxGiqaloCgnkFlv5RklRe3yVePusY4gNDPPH8UOljJqJodcEK3LI2AUos02CHgzMSLr022VhjjM5ZHROKmMiJqPqT5qF0qUdCQmWPxnvS8BmanlPZQRjI08R5zOwOB25ub71DshB8sduOkkhd7ztvy8G7uEZ0JeVaFyGOpZjHm6CqWI0EWtZCKXXRFBXHDQQ0UgqUXLk93PLF51/w5tuvePfdN4wjhDSwO9zy8rM7FFs01h78cafjEIJ7Zaa1SCnU2XGScWI6nRhPJ96//Y53331DkMD97R27YW+qRGIhYc0TD8cHikLwUODb92/48c9+xtfffcfDOSOp5/7ZC96/+RE//MHE688ru2GPiCI1kKfKPGYMk2yNUixWr617kQPI5hU0gO4yLLg89GJHvt7xt14RPN7hn1r8T3EDtq//GHlIVRd59Y8dn4QRQKDrTFo854lcCiLJm4MY4SSIqcSEsKadlhy0ClKUhIIaDlBdWUW9d2BKkWc3A5+/iDy/VbTMdDIyJIylR6RIhwboyQb2YDFeW/gN5FHEOeRba34JEilKES+EkWAgmzdPVbXnqD2VPRrviLtX1PSckQPIgMSO0/sjc6ncH26IqfPFY1a+S5aJEFjwguShgYRAnmfbjX3BLakiDwsWT0eEXFvZ7Ca2VPNaDNeIpAh9t/dOPiP3t3f84PPPGI/fWYuznPn2m68Z9s/YHe4Q5ye01Fn7uZSyGO9STXGJUqjThE4zx/fvOb1/z3g88eOf/EP+3m/93wSJ/Oaf+jO8fPGa/W5HCso0H/nqy5/yu//wd3l/OrnQSuLt+ze8ff+BD8cTp7GQKwzDgS9//CVf/vAbfvPPFH7t13+dXR9gVit1qIGggVodjS9Yz0Z3AgNtQcrKz99O34vF2VSqLp9/tDA/sqi3TMJfaulswpPt91xkH74/Q/hpGAER6zorMUIpy2Iq2br1NCpsSr27toFahZJtxxEx4C2VGWpBSiEskuCVLgq3+4H7m44+ntByJnIyD8B3VzSi0hkgGRoAaF6AsJWjtgWiIVwZAVncbxGhivURFIFQWz89UwyyEMPcNJEdqbtH4z1ZB4g7QuqppXI6HokhcnN3Z918dnuAJc+rtpkAACAASURBVKYM0cC6bhhMLdcNheEkQtRoVcfeGkwdnGqPreR6bH0Yl5YswcOsZBkQDfS9ufFVKwHh5csXfPv1DePpgXGaOT28Zzwd2e1vCAGm2VqGBw9PlhJbMGNa7f7VnDk/HJmPR45v33F++MDDu/f8zu/8A377H/w2IsajePn8G16+esl+l/jJT36H3/3dv8c3333NaS4mCBKEWjNIYBxnxqkwTwXlDd98+R3fffuOm5tnvH71GZGBMs3kMUOuRA2WMfKUHOB9L+KiY8nGwFdXi4opuke4AeSW35qz6DR31g15C+rpxvgu3qXiTEo8LGlpBF2M/+oBiGcDLKZr9QYNHLRz+iNKEf5hHaogcee/WOOJENdiIEWpYsrCdfbabHWtFo/Xm6KvomgKxpSTTCTT7YRnL4X7vRLKmXk6IjJBFGpRYgUVq/MLuH6Az1QzBtuca/snWupI2s0VE+XEb3T7Xy1onSCf3b20G1UlUQiI9KjsKXVPjXvi0KN1Jo9H9Hzkvt9xOOzZHwZTNOrSoq1oashWyhu73jjsGpDq4h3EpduxRCFKJNSAFMuxrxoKdrQxXq+00W8tiyFU5gJziaCF2HUc9gf2ux0iM/2uI48PlPGGfp+Yy8Q4z+x2N6ia3gFq6UBRoIpVXs6Vcp44vv/Ad99+y3h6YDofef/uLefjyDQV/q93f4d+2PPy1WuePb/jxz/9B7x7/y1FZ+ZaSY04ppZJmmdlytVFYDLnfKb70HOaT5zrRK+ROc+cx5F5nNBSSEGtdFm84axWoKKhiYCY8Ig0NptZcb/nHq/7fNSNe17VyFP2e11ev6b/dDEA6nNN211oHogDkxKE0LIL/n+jKm+FTVcjgNcgfPLhwCJW6eILLbUhG9Mp4hVaanF+ydbIs5UVW4/BCBKs23CdCTLTd5X9kEgy0XcDEhLjqTDWmT4KNVoWwj6kggNlRlKpm3PcxoFiMbRurTG0dtyrm2cltdQz1JGqM1UFJVElQNgTu2cQ7+zndPC4YuJ0+kAQ4bNXr7i5u6dLvVf8GU7SEPdSsruEzg0Qi+NjNDCw7Wqxc8DQn2vSaRfupFplYtvB3B+w17mXUB1fKJ7z7oYdN7e3dMlSeqeH9yZScreH2nM+PrDrdvSpp5TCOKmnFCNBI1SllsI4jnz11Zf8zm//FtRMFHj77i3n6ciclakUzvPMu9MD/ESYy0hVwz0KEdWOAOQ5I9lCQuOHWFg418JcMt3QIRHmOjHn0TpeJ+Mu5GJGus272tqRe6hn93hNvz3F5GvZpMUd37jpihGf2lxaj1aD8HhtqG6MhL+22e3L18viQV+CjLhs/cePT8II2AVWz6FabGoKVk34A4/FFamuKBwCQVvcbjepSsSsXiFQGaLy/NDx7JDoJVPGQj90pLRjPp8Zp8rQx8WbM9kwLsrS2tjX6rzy2l77+I41ECyEliKarO6/nkzwRBUlkiuA6fpJ9xJJL0jhBo0dVWfGceTD+/fshoHbu3ti6jyt14pzxN3rJtVlikzNMDTgb6vIfM01t/6DSueKvDaZN5O2rjp/PnuZ53lh7uU8kwsmZDrsqToyjoVxfOB87Dk/3LAfBmqeOB8/0KWOfThgFCGlJqVzo17UPvtnX/6cv/9bf5+b/Y6h7/ju3RtmZtT7CJaSqTkQU88w7KnsiKkjSyClQBTI+T3j+YEyj9R5AlcrqiEgKuz2AxKUnM+cxwfG8egqz14ERKt1aJPA3MI1TFrj7i3Sfx3/X6f4Lp+T5bOWyf0kN+CxgflYqm+LCWzfE2Qpuv7o8UkYAVVlnkdLawUhF0uBiWApOTG+e9NNbdTRNnar1TXhiqiFXYRnh57nh8AuWnlwyYUcI113QPPMnB84nStDH7DKYr+5jgFs02za8v/gk2IlYFzkvkXcGFh1WqlnK0jSbLuJdGTtCXKDhDuy3JDiAZGBqkoeJz68fcf5fGJ/d2DMhW4u9IPr8qksnpNpABiturnuaanSe1yD3uLQ9tw1Ch3EGoLmUpaW8LQSWd+taylEcKnGQOx29PtbcgUd37MfEvP4gbff/Iyb3cDNbWKezjy8f0eMppOI2HcYBK9M2eTNJUbmknn34R0vnz+nHwbqA4zjGcvQBZTI7TAw7Pakztqvj1qXQrBcCqfjiTqdqWUiYGXF2t/QD3tiisz5zFROHE/vKHVCghr+VLNLS6wS9MtD2yy4BPWeyvFfp/za67a7c5tHy7/y+DM+9plbb7lhGBeGBpau2O3Uvw9s/HSMQJ7Y7XY20bE4tLk2IuLNP7CFXOpChRZWQE49lXPohGc3A89vIruuEpg88goczxO3+x239684vq2cz0erruuCCYigqEYvAGoAmaIt30f73qdvcDua2EQtVqaME1uqRlRukPiCyi3EZAKc9ia0zMzTmd4JQKfziHYdu1KdHRkhNt5982LWCdnc+62br6oXodZCJLk6ghs+3IOobgys4MrSfSlGMxQ5AJHU7TjcustZC+eHB8qcGR/gzdc/JxDZ7c1gnI8DEgP94DUNauScXIzxtz8cONze8rOf/Jibw4GXLz/jPE18O33jpdcTEDgd36MFun6CEBjraI1NS+b44T3zaEYXB/OQwNAf+PyzL+i7jvP4wDy+Yzq/p+uEKD1Coownb5Dq9QsaXC4en5eN7tvu8ceVf65R+iaZLhKawtqlkdhkFJbM08bjeGQA7F0Wmi06m82YP04//rEgC9mgb/nUuvyt1mKUG8VJGz7ZEQeYjDcetTBE5bPnB17cJvqYQSeqJqpESq3M88icK3f7A8PujuP7M9NUCMmVeYLa59EwgDUGXDEATx1dST1f5GprtezFwjUKqFoRUurukXBPkT1EqLH4pM2kVIlBORwOdP2OUoU8V8bzSAyR3c5Tli2GdIC07VA2ZmYAhmF4pFzb/r79vU3mUuuSLmzXVHWjmhPMM5JSiGI8jmF/YBf2DENnkutlNsm0kvnq5z9jmiqvXv+Iw60gIUEMxHS3qEZZgyar9Nwd9jx/8YKf/f6P+flXX/Li2Su+ePUrdDLw5de/z/vxHVM+M40jR/mABJM1L2H0ct9iu2KwxSbesyCknpcvXvOjH/0qw9BzHo/M4wNBCl0fiRLREsk1UsnUojQOvi5Jdgs1rxfT0xvA4zG/eA9r+nF9yerNqcpCjd4ej3gJYsDqtu/mtvdCu3+/qPXAJ2EEAMt7K55KM9fd2E7rjqoKWtTLZqPTC00MNKrSifLi7sDnL5+z7ytaj0Y/XRZxpYvW5vp4HNl1B/Jwyzi+hZjZJduRpaVUqlUucJXGsXDNFrhRiVdPBCq1ZhMRyVaiarUHCWVH7O+QcMNcO6Orinkawb2QMleESN8PpNDcocJ4PtF3HQyDSaWH6ruTeSXJJ4Kdx2qUrvGA7bEND1TVG6OqpxRlYTsF12Qgr3p/Fo50lnGIypACmmdSFB4+fGD6cKTmidOHN7yNgWk8MeWXEF3erbemJDZRIcSO27t7PvviB3zz7df87Kc/5ac//zkv7l5zd/cCHBeY370h55mqMyKT6zXMaLVNwnoZWohkIJ3w7PkrfuMf+0f50Y9+SBDI00jC8JAkimhH6no67Sg140gTOKqvqt7C3pH3TbZou4jXNB7LZ1j7tNp+W19z5f5v/13vH96XURZMrB3BV3ZwwRwR3yARzwis51WfwK+2xydjBFoz0FUtqMUynretTW3HXPSGB9i0NZHSu8OBLz57ze3dgNQjOQt19j4BpRJLIYUCpfDh/QT7A31/z/l0ZJpGugEk6tKLoFgM4S63D6Taz9pKm2og4CQhKqozpZzI84mqkwmBy4CwI8R7YnjOWDqmqvRDYGBHkp7kTffGIsQw0Hc7umhFUhULE0oemcZE31t7Lwnq2MXjSdR0/ISn+zZsF3/DEAyDCcv89LkMVU1lWcT/HokS6NRK/CRUYyfeKxoChUSpga4bCaFyevg5H95/xe35C2/z1dHvbuiHzmS91M71cHPH5z/4IafTiZh6fvp7P+H3v/6Svk/0fSINB1I/kfUENTtepC5R1gyiEI3zSQiRVy9f82f/iX+Sf+RP/ilubvZInRnEKyiDEts1SaHIaOpSZCNFiUueuzvXJE+aTRX/uaX5grQwrKN1q24KwItQjI+zJ5Ie4QYNsDXcx4vSmjepDQQ3b6GlA4OsxrSVNRsxq3kjfwyyA22nrr7QF/e2xVy0TEFb+74rG2yNSOWwP/DZZy+5u7shBqtCxBuBaqlosY6BKfonVOXDwwduDjv63S3zXJhnAx27UNbYTHFv4PKUq3P3m9cQ1NSFahmZ5zM5nxGZUU9fxdgTww1V9uTSUaUjhIEuDSRJxAA5K+No3ZC7lKycOQUDxAwR9eu1mLUZ/AYCbRd4U2hqBUNbF3GLF2xbubNc8yrZHUKgTPNmYibj6Uulp0dpeEdkJ+L1CwMx7Tgf3zGd3jOez0zniTIXgkI+j9zcv2C42ZNcASlgdUD3d/f86q/+OkO/I4WOv/v3/i5ff/cNqpaRsMgqEENaQsjl2itLFqXve374w1/hN//0b/Lrv/EbDDcHugRdMln2oNkEamJ047ej6J6SKzCRvfmLpXR9d0YWI7mES5tdtjYwW1oIueI0EtY+BFtP7dpwN3e+EeTYfEYDwdf3WKiyhoHNA1hDi6Wd2fcsv0/DCMCFF7ClBC8TFzB5MBuI6PG4aGU3dLx+ec+zZzf0XfAehImuGyjzxJQNMBSvNhMxcOphPnIaR16/esnxGBGdiEGJyYCmktWtrFBa7CVeT9C4Bf5QTJ0o55GcJ2rNWLWjVRJ1qYewo2iPhD19d0uXdq66U6gVpunM6XRk6E2EI/puECSCS3I1jCTnmSitFDVcxIvLooYlJNjGp9tqtosUFDjS3H53dtwGoMKvFhFi3yFEa8GmlS6YmKfEHg0d4p2BymyFPjqf+fDtz5iPH3j33S3D3R37m1sO+wN9NxDFuA3393c0TTGVwo9//Hu8ffOG0+loJdDzKj6Dhy9dSnRdz83tDc/uX/Ly5Ut+7Vd/nc+/+Jxh2NPvEn1nFaioAb2NNh1CIPUDO7kHAsoDtRyZa3ataJt7+AJfadDXXJFVXHU71hdj52O5jd0XQC+ERYi1pXu377k2GtfYTlvw2++8WD8fOT4RI6Brt5irsKA9QogIRrcNAq1Lz9ALn798zmcvn5mKjFgrcy0J0Z4UB0r0KrSAlfj65E5956otkcPNc0oe6TshpXfM88g0zczzKpcdYzRNf0eODb3xkladqXUk5zOlzIu7XTUg0XQCiuyp2hO7PV2/J6WOEC3uKXnmeHyg1Ezq9iAmpd3+jV0iRtO0m7OSayXVYqFBEKfyrso1H0OF2+7QQoRrd3Rphy2ydFHGx99yzhaRmZpzsPLvajuS9VmEQSM3WCekLiW6kEiSmMczWmbG4xuOp3eE9zt2hwO74cBud6Dv9yYFHxMilefPb/mN9Gu8eHHLmzdvOB6P1KqWqvTJbo1rrAPxbtjz/PkzXjx/xf39Mw6HG4ZhoOt69jtrF691ppSASjJPUoCgXpBmYjbTPCPTGbJa9SpgZWBtDIOD2dBwgcazWLkul2Pexvd6QW+N99YofB8n4Pr12/u4NSjt+D5cCH5JIyAi/znwLwJfquo/7s+9xJqP/AlMQegvqup3YmfxnwD/AnAE/nVV/T++7/OVdfe6vqiW98R3ZNutjA/QJeH1i2f88IvX3N4MlDICBZEIYqKfMVqPgSB2owvB2nch9MMOauU8jTy7u2eWQKkTvezYDztSnDk+PFDraLGrmJFBFK3R87EVkUzViVxGcmniFwA9yIHYPUO6ezTdorJDQ/IWa7bAtcLxfOJ0OtL3yWPBQgid9++LpM6luLy8WkXNKEr18zF669ZwbsewTZCnjMJqsNT7LbW0lMfFMaJiVYhV1SXbfKIVc3XbZ4GQiAzBjMCQBvb9nuPultOH94zjkXEeqfOMTiNjKeTTmVN6T+o6K5SKXiSWIvt9R9+95NnzO+ZpBoR5tk7PponQIakuLMmbmxtub+8ZBpNaiyGSYkcKDtoSiJKoTZ3ZAbvoHZBiHAnRejfS8JgG/TYQWJ0+LEafBvOakKYlcVluvH20eX6tr7DFdT7GQdjes2XtXL3mOlP1i8Bh+OU9gb8O/KfA39g891eA/0lV/5qI/BX//d/FhEf/lD/+HKY+/Oe+78OFy5xrO+GtO6MNscVopjEo97e3fPb6Jbf7gT4JJQZzPdUaitaQiKEjxY7iWgS5JBPeTCZGIUEYp5Gz5+bH80TJ1so7DZVAZJyPJgumMybVZGh/c/+qZlQnap1QZkz3oIPaE/s7Yvcc4g1VBmrobPFLJkRj6+Uy8+HhPTnP3Bz2NPGUGE0QxacTzfWNKUBwzT55PNGeelzml7noj7dMGCwcaO6/hWD+mrCmCAuuzBusZFrrioQjVjCVOsu0dCS6ODAMN+xvH3g4vufh/IF4PMFpsu+oSh5PzNPRtteAqRH3PTEOhBgZho7dbrCCHm+1tLSr60zJOIZE3/cMw87CL4+NQ4hIcQq1Ogagjd7bPCJ8fHvEjYBEcYMXTPpN230Aq4W4Kvv1VHCIcuHJXozxZswv5vfVax+Falf36mPYQvvbck583Ji045cyAqr6v4jIn7h6+i8A/5z//F8A/zNmBP4C8DfUvvlvi8hzuRQffeJwq7o4XNXj0rrEYdaUwuibMVQOhx2vXj1jv+uw6jxjG2qMaBVCsK44E0plQmViHEfmWSmzIdKxtzi71MLp9IFpjBYodD2FSBcS/c6IRKVE5nyklNmzAx6zqgmelOxNTIoSakA1oQzEdE9M9yAHVEzoJATLs/dJiFJ5OFv9vOkBWkooxuRy4ZfKMOtic1EQ351k40Uto3o1YT62g7SdCVUXXXU9AXuhe2Lre1tKtL2mEbYWTyAEagkgkRqsT4LsXcVn2DOU5+TzmXo8Mo9ncpmZy0SpmarFxrNWmAEVag2kpHTdjtRZR6UUe0JI9EMP7gkEJ1E1D0C1bS4KoVwAaDF0RALiHoLxNAIi3SJ/Fhw4rCpIlcUYt9qSljpaxkOu528TIg20PoPb0OH73PntfXrquS0bdHsvtxyFrUH5vuMPggl8sVnYPwO+8J9/Bfi9zet+7M9dGAG56DtwMCKJZ/8s5J/JNftrzVJXNaXdYZf4wQ9f8vLVPejM+TyBdqS+Q9T6+6XOYtau31H0ZPXhgUWeKobErhsYhoT2HTmPHI8PpBTJXoxibb0iMfS0lP3MyYt2LDVWqlU25tlViUsgkqjaQbcndXeIHiilB4HUVUIQUnQ9xJLJo1UY9v1AzYWYIiI9Io1H0GTIHXyqnvaR4BM3XuSgVz2/S/GKXxRvBiBhOo+BlmbaMOS0Lv8KLuXuFXVBmkymofdaDNAsAWoX0KSElAixt8+5KejzswOpM/M8keeJkr2IBysySq6bEGPPsDfcYBhubTwI3i5+oqlI2Q674h12nRY+EirSvBZsYQapVt2pjrZLJMXeuli5PiRqIajAwiq1C12L2loisA1rSxE2A2DnJYsozlrpdxm6bdbHIwwB1kXejqc8jeu//1Eage0XqVzqHv8y71n7Dty+NHUrVSvTNCzfxB8d2ZRqtf8xBl69fMHr16/Y9ZGS1Wiq08Q4nfnw4cj5mLm/e8GLZ/eEYMIV55NNthB7gkR2w55+6D3WdwquTJ7XtVqFuajr9ZuYSUyDKx3NRhwRs0x5nilzhqJQIyqJEPfE3TNiuiVrR63i56+EUC1VqaYtUJuUtsI8Z2IwTf7kCr0tRSW+MK16DswQRKvJFwNT2+Lf6vpdjfsjVll7Xn0xl2r9AbZgLRijcBuqbdaCPdruh6feWHUKVtqyh3kBKoMtTlUnWLkqdC6ORVhKUtXIRM0IhOB1Ftkl3q5af18Ao+3/Ftt4ie9ml2xJZxVqtV0opoG+P1DmM5qVOpsUurul7aPWMWUl96yHkcDa2Nq/beHDNuf8VBagPf8xT+CaSvzR65enKeLb4w9iBH7e3HwR+SHwpT//E+DXNq/7VX/ue48QVr69TVRbeGqQK4lCEri/2fPyxT2dic3RpUSgZ5xOHI/v+fbbN5weznx4/47z6TkxQq0nYgo2geiX3P+coYiQ58z5dGI8Vw43O6oKpXiO3VIKLlMWKDX5jlGoORsjMRekNgZhpEpHjDek/jkabtDam/DHYJ6AgX5W7iyy8r6naWQY9osrukXycy2I79LNsDfjYON3ufC3MSesi79Nmqc637TPWVHuxy7qdlK2z2yv2b6u/d7Sk40Es+TBu0gIHWAS46KtRsHKf0VamBGce9DR9TtLOyKgQkxWVh5kfjSflnORRkdPrFarCa4KEKnFQFGtlVIjQs8w3KLZujCXYgBhG/ilUS4f28mvw7JW/IUb/dVgfCyuv17IWwCxAX3X+MH37fp/GMDgU8d/D/xrwF/zf/+7zfP/toj81xgg+Pb78QCwmzMjzlMXFYJb1+Dgm7XL3vPZy+f00XoKVJsLICa3dXNzsLiyzByP75imD/R94rDv6bvg7qz1K7diI8V0xa0H4G53y263hzChmCEoXkVnLn+xVlhA6CxboXOlTiZhFkgUjZTasYs3BgbSE/sdse+JQyWmjJbVxazUqxscli7BS37fFy0aXD3HDaaaIu9W1LN91lOLc8sdeGqBr6SiQq1rqvZ6R9oagWuD0IxLM0iN86FqzMTmXTTALkTDZQJQ40zOySThVH3NGQ04ps71GNfSLRHTFozSXZRxbw3eukN7SziEGBJdspRzKUquQqlCqYFSA0JHCHtiNxHiREqFuZ7BQ4Na1gzK9tq3Rs9CEHAiuhuAtQ5le3xfmLY17O17nipc+lhI8YeGCYjIf4WBgK9F5MfAf4At/v9GRP5N4HeBv+gv/x+w9ODfx1KEf+kXfoFWQj7aADXn0hPSBoIphz7xg89f8vzZvQNx1hC0el42pch+2JO6wNB3zKMhz0ZHtoxBdOKLBq8JqCAx0cXIbhjous5aY2OpsJqbLFhFq/Wz02o8bVz/3sptK1Ktp+pcIPY70u7O2odVIcVA6IIJ3MZArQmhQ+hAzuScKaU4Pbb33Ha3TihtLqvaOUtzxX3icDmBmpbfNh211aHbuvh+fx8Zi6di0O2i3r73aq5cPK677pRi4VmU1XNJzsKrIdguS0LVDK5iSjomfFqWNJ0B8bZ7i8hCfd4y7trveHgnEomdZYuCBLRaDUKuYgrJRTH9x87TrwNIooqY4pKD0+3YgnPWV7GNoeEhzbuoZRkcv2cB1ewg8SVu0z7vOgxoxK1r72BZQhtD1H7f3p+nMKB2/LLZgX/lI3/680+8VoF/65f53OU9NTM9fOdW0xpTWjzcgxZSTPzo89c8uz1Ye22tRu+UdqF+Q3QmRri7O8DtDhQvQQ6uplMpnA2BLl6HrQZoLX3lRRwTcOvavMDqefokDhKemUdlPk+UcSJQUImE2BG7PaQdKgHp7IHn9xeVYu2gJrLaouj7nsPhwH63X5qBXHD+UeaSqdVkxiVc3roWJ1qL8XAxkbaLYvt6uKwhgHV3awbo2s0UWSXEW5zf3n/9XduJ2j5vwS1iY38qyYVkDAmyFV/VxEYMC2lpCC8hbwi7sLAXty749TkrWLMRsbACSeTqZdKukFSrUFUwxWEoapRvxHsmtty/yqOFts37exCDDy5lYZU2WMLNyGbxbx9bA3sB8DXKks+J7dheYi6XDUmewhSuj0+CMVhL5uHtVwh2o4bdjme3n/Hy5XNKKTwcj8x5Ihfjc0uwHaViSHvsrMyzApFATGY3xUsyxVMORWYE62+gQbz5JVz4lwLZq0QUjA1XnSHWUnVi+nXjODNNGcnV4lrvShziAHTe886YfkG8bLYKWoRKJdeJ8/zAPE3s9wcOhzv6YU/XDYu6sLpvZN6Id88NwdJbErzRZl28iWYEroGjdlzHoG0CtUdIJkPGBm1v75ZgxlK9N+DWSDya0MskBzBQVEph2O0cCFybwFLFd/5M60pssbMpSZd2k7Ra7t75He51U3StlX3KaAURV2VKpBCp3qvQnKnopKziHmNx8pouYh2m1mRaEDWvPRWaJ2bfu46RKS0X9z7auXoIyAZvUV37MGwK51oWpvFAaN+xCKD67/7FVc0QWlamLiHk1mv5voDgkzACaOXQVXb9ntTvefbsBc9fvOD27gBB+e7NzLuHt/Q3e2L0G1ILkUCfIkEs3gxEmzA10KVku0awkAAgavIafxfNCI3i2TBkW+BKRKs1CQG/B0FRqWSdqfPEOGXG0dKCqXjtgygy9MR0C7ID7RFNXuYsJA2YIk9F45kxTxwf3vHw8IHd7o7DIRBCj0pn/HsTSwD1eofdQD1P1FKJYpyCoBB8UTVD0FzTaynqp8Cmi7+h5FooKCGvrmXrBC3BPKomaxZCYJqmR0ZARdC0ZM/t/75oU/UGH9VLoSsUB4KrYwBKpYpQY1jSoUowCUgRAtbVSUQWcdl2HReLfzFEJqjaRV9UaveqYJV3WSOlGg08SEUoiGSsbZzJqVHVsyPm7rMxogb0VV+0aoQxdFNfwmIIGuiNGrhXGzZ0Feeb9+Hly23xt+Wifv90KbFwIySGsKs4oM1iJJ6Sw2vHJ2EERIQUez57/QMON/d0g7nDJUO/67i9uWecPnA6fmC/3zNNmVJmA5TCDcmlt4feNPi0KjVbB5kYmsS1lV2qOrqPt5lyd1KQJXUVdba0W5RVWbZaiSkIIcEgJ/JJzZ0vajtnl0j9jthFU4ySdbFYcZ67ve7Odp1RhEuuTC6KaQ06TUXYPV/zQiQQI64d2AC79ca29GFxYc3r+oClbdkGWW7Hspur0PQTWtv3Fqsr3sXYw5mmnptzvriPtLGuuig2A7Zo7UWr4+WxPRvQ7OJ8BOuQ5HoSIQSvjwjUtkvC2r/Sr3sbB0fnGjSB2GsjoTHaItCOumA9VQAAIABJREFUSrJmsX7+1b2R4o9aKkZFX0ObC9c7OLckLsv1wggDj7Cai3P5yH1ZzvkqzLomBrXrvz50063rqeMTMQKB8Zz58OFE192SkqAaraXYVBmGAy9eBE6nM9N0MkAFrOvwnKkpMTGS59knqlCzucYJY8IVFyWR0BNYF8S6O8oaWnoTiqDrgMcAXQRDzs88fHhDyTPjNCMF+mRNRWsFSqUHKwVu1WCLCESgFZjEGOmHwbQCqzLNM9M8EefZ8IVkhCe8w2wpFv6ohgsDE6Px9Leu/TUoeJ0haJOrGY32nHNpl641LWVYdIZi8bzGRJUV8Z/n+ZLEIlbbsG5dtmOJA2VN6biNRdWG5Dd5t2sMorghk4tr8i8jpHUaX1+3XTsX13ydalNVL44yAQ6ThLMwxREjjFwULWQN4WIBtvO8BCOvYvrN926JXNe4ytawXHtuH9OHvMA/Np/RzmnrET51fBJGIIiQUs+bN2+Bjv3h1uNT03iTXNnvekKojOPoXWyS8cMtVFxukqoyZ2tcKQoa6+IJ+LdhUlGWBVjcKH+JYMSUptvfhCKsDt20C+ZROKkyTzNzEYL25Jw4Hkfk4QMv0sSznTI0AxKjeQIbUom2OM6+2bv/Vua5EKcRQk8SQd2zMVffcszXO5piiyu4IZjn+QKQ25aWPjUhLn5Xltbbi9Cqt7hG1RqE1rWhZvvcRQyjPe+YSm09CAmLEbC7sFJo2yGukb96BH5CNCNhQGJ1t3zJYGTlurvv1lBc4xZpYzBDCI7yt7DD3H2RaK3w2r9YFWLrm9DG/lqwRRpY+RGM4rpeAFjGbruTP4Xqb+/T1hvYZim277v+/WPHJ2EEAIah4+HhzNdff8mwG7i9v2e33xE7YRonQkwMfaSLO85n62xTRZCUmF0Fd9ibmETfd5aCagO6AYIuoqsWN4Ztmg2kU1MLUpOpFizUErLFfOKLYcrknJhn5cPDzPtTYf/swO3nCUKCRWnG/Gr1GnTAwcLglXOJaS7M80ypeekduP1vXTC+i4W07iB+bdtdf4sYw2Xa7/pYdpw2yRYAyrfwoK0jOqCPdrqLnDwGoBYPJdpzS72FGz7xsKMtPl89/rmXi0e1bH6+vJ6mdCSii+DHdvKvsuvdkzvu2gXIUrxUxxBCQpsRUNssrKdlk/Zax+7ic9VxnKsxb4t1Gz5dG6n289a9b9/Rju3r2j2+ZoBu8ZCnwOHr49MwAqKIZPb7jmmqfPnVz7DsTKWTRN9H5mmi760N2WHfM8XANM2cjg8Mww4Qzqcz0zSRYmLnr43I0oizubkNSFrj9Y21FCjMnmuwGLSlD6taM5FcZuZpZjorpxN8eKi8/VCYNdHd7ym6o9RumcxmgNp3WibD2oiJA50J1Zk5Z9f79xvmsuorIOSfsbieskzghgFsBUTaxLsGANu1bncnsF3bFvGahqLt6rUu8mJV15z0NjNxQX/VFZG2c1yvpRncpzxUO6fVAJRqn91CBjuvhks0WbfHn9F2x7VacnXh29/az+38ob1OXF3ZPK/WVWi7+FsYZU1y41WIwjL+7Xu2eA1ckoBaeLH9+/YebQ1DcNXjj2EgT73XzuHxWLfj0zACgERj7XUExvHE7//094Afcnt/Q5CBvg9M00gMBWtKaiBVzpk8T9Ra6OgJoXch0RN9srr0FE2lRx1oarNGiVRvTsF293BtwCBW1KSopaLKjOrINE9MU2WalQ/HzPsPM9McCbudtbgO0V1+Ex3NGZTqXHjLEKiuwpCLRlwp5E0n35isEKiWlZjSvJtSsjHuwlp9+RTyv23hvoz1FXC23UFoO7cf2/iy1koLsJWNgfN/W3OSfhhY+RCrQZDt9y+/XJ7bsuM7MFdKoVwpIDeRTZFEkOgtw9Ra0m28oGYAUkrkXHzMi6P8Kw5RPVuhzh5d8IGslLxKjl8bzi1L8NIA+AKsa2hg42s6BDjeYlmFdaGm1PmfLsHE5hUugq/NIG3GcGs8LkOEsOA8Hzs+CSPgwwRSCRG6PjJNmW+//hYtQnjWu0iHmiR3ynRdpBsCXW8xXckTeVS05exFjDUotvvaAjT3Lka77BCqp9NsjKSNsWVZ3Ct2DqMoec6UkpnHzOlcef8w8/5h5DRV6x8QhBALMUzEOIN01JY98ElrnW8NlwhRloaWpfiO6rvSBci2IZDYjmgL0gRNIr08tvztaBhA+8zthH0qprVddwNoNWPingBPuJalFM7nMwCn04lDrQy7ne1SrqjZvK2WCRAJEF1NOhglWmvxbsBKLUoumTnPVqG5GYPQeZjWGKVcxv0rNZkl5hcJ5Dm7kGi7H/j8MBaphT+4PkIEomMwigSbm0sFJ0/Thm08GlVZliwKWlYwdIl77GFtBjaS4cv9AERdz5JlszBMzPQn23cv90svvYQmj/fJpwiXQ8ySp2QdiE/HE19//RXTPNH1HcOu5+bmhl6dxYW6okz0dNmWoGJWX73JxTTbJIleb27f0VHK6pI1fCAmj101U6wfEblm5nkkl5GHhyNv3n3gzdsPTLlASIQU6Xc9XWef3fl3rP0U1uMCnZ5dy9+fN2KKhS4L7XSz086z6eKHkJa+AmY48nIdzSA0FLp951bDcRs2bD2HLcp/HZu2v1+nHmutTFPrQBw4nU6oKr2nbFvF4UWM2ya+U7pVi6fkihnaeWKeRkbvbNyubWu0tAGNEQMtN+5+C09a2JTnzDxncpmXkCMEq1Rs5Jtai3mV3s5+G8atP8uFd3WNMzwVcm0zB1sDvF2s7Tua97LNfrS5UTxLsoQ3xeXPNgZwiw/YPQ6eZv34svskjMDlvmIuWgjBKvqq8v79G5TAbr8n58rt7S1gabUa8d1cQQoxGplFga63y7NJBiiM48Q4TeQSiLl5AWEpWw0hEIpbew0GFHln21LOnMcTX/38S37y0694f54RTAHncHvDcDD1XFwGOvnnXasm2UJPsIlz/cqXsMTWyToyW2S/pTtLSaS0AkRsGGwf49JfewVbw7E1Bu18t2m066NN/BCs0UmLrU+nEzln9vs9wzB81ODgiz+XmTJNLtQ6Mc8T0zgu4UUuZdFIaNe1zUawCRWuKyWbkRrPllma5hGRpkocUbU05TydyOMJLXlhdy5jYheLNb0JF2OyXbRPAXHbe34du29Dtot5oGvmov2+/XeZB97mfvt917UIDZSV8MfEExAnxGgwxFuc7ReCsfimaeLNmzeM45nD4Ybdbkffdy4xHUmd2oSqjxHYZj0tJq+0Ov6m5zfPZdlNmT39kqFk0xTI88j5/IE3b7/m57//+7x/f0ZJpG7gxetX3D97zsPpRM4zJZtb20Cj67ix3ajW7k5kJc3YTmiAlGpFWUE6m7jmBQnBuQO+65VCCHHZTZob3DyC9hnw2GVsxxaAWsdMLib3dkffLrwYI8MwWIbDz6l5Bo/vg/i1FWrN1DozzWcTFSmzfcZmkXdhbbK6zXyYtgIQ6kXuvhlZEWGeZ8bRMBz11Gajcqs3QjVp8dVYGiJgHmmXOqYazdgI4PejXef1ODVv5To824799j3bDEUz9NvdvL22Ge12NLDUAIvLub4NEZrw6R+D7IDQmibYocRudaONWpkRTGRymo68ffsdKfXs93vu7u65uzvQ7yIxsNzQGO13EeNv289xmQB4wVLjkufcpKiUlDryXHl4/8DpeOR0/MD59I63777jfDoy1wBh4O7FS374K79CSJGpzATxfolzYRhYJkbbxdrNbi7pOhkK0zQyjRN5P5Pn5JjBuoj63tx4U0CG1tCiIfQGSF7uMlvX/Tpl1f69/tu2T8Hje7WCjVsj0DyC7WJtn39Z1ruiWUVnM5olM05nzqejs9vUuSOmDN2IUTlnxnG8WFAhTIRud0GVbotrmiZyNqOaYiT2idStIZr1HazrOlo8FF2k21pKdLlffvZtXLehwdagbj3ArUeyTvnVAGwNyPZebI3y9l4s47m0XFs3me39WK7FN42PHZ+EEdjmdlf3ac0XG9Fmza+jll7KZeTdu5EPH97z3XcD+/2Ork/knOm6jru7u6Uar8WltV7ltQXfUTPFrA2FkVIq43nm4f0D59OJPJ1NUThP5FKo0nN3f8cPf/XXePbyJcfje/b7HSWrIdFc3sDrHbddd4iRrh9IqTM1I1fSbei71ro0yViVaYRSDN8w2bFW0LMSgbYEnouxljax9WKStsV7zTC8Pi53mceg1Pa5Vna8LTZadvIqVKZFWqw0wM6Vk4saASgGq1loi3qapis0XpANMHdt6FqYRyN+bfj8tmgCWtQIQclUoEUFrdnIYLPVDhg4axyAFhJck6+2i3a7ELf3YcsUfIoB2H5/bDQvU41LGCLiFZmX4cb6s1/jp54ibOcnfkFrSsWfVzGLtwAoAIFebBc3h6FwHk+czsZ7jzFyPp038TJYaiW6PW8MNDuBUo0qWqlkHVGtVoasEKQy7Dq0wllnigT63YFXrz7n1avXxGi7Vdd1lgLC26CXvIBOJZdVAqwzj8BSW+7m95Gc1V3kamWupTLnTPDinSCRWqHUGXUGYUpWty6LN5MfLYZ1cbZxaJNJ3VV0+m5NJB9/Qbxazhj+F0UoS4cdBy29iGfbv5DFZS+eymyLv3pMLkhUSpkZx7N5Ep4tqJ5Fi7KqEmXHB/yCzD1ui9DJUpJW42CGvs0rvEqhkRc23IdaDZ0PETSBWFp3PB8ZxwdKnhYtgrYpbRuFXthKuYzzF+bmsljtXjU+hvo4r/dpa1wdkLQvNYOhXmKdMwpWM5NWDyDnsryunZwq1mA1/AE8AXm658B/DPxLwAT8FvCXVPWNiPwJ4O8A/4+//W+r6l/+Rd8BmM57i42RpZTVsLLH4Mq6w63uomBKQDbXM6UVgJSyuP8BW8z1Amn10MHFPzX0VqyDdQiWao95VLIqEjuevXjGF69fETVy+nAij5U+7aCzuvg5nyh1T6cdUjEJsiDeRbl6Gi6i7CA9kPpKySfIt5Qpk2eIydJNJUaqJmuQkQJRjd1WSyGraQwEiYS6Tojrh3V2Xg0CWz5iLYzjjIRAF6KVMUtTL/LUYS1exCMgE4qSXeAkl7rkVyX57p3VJ6MuFYRaK6WcbXGE5u0p5/PZjRe+SM0KVK3Ikv0oiBpgp6pI4yxotRZwWgkaXCJMjdjknZsQsXoRnd2LrI934urp21ooZSbXB1ROSMxIDWjtwasLG7mY1qZuk0pWrDJwLsW8meYZsFUCdsLXAt7pigm1TJKvha1HsRQQpeRYWUv/iaeYzVtZsIHaQgOQ+vEiol/GE/jrPO458LeAv6qqWUT+I+CvYnLjAL+lqv/UL/G5m8Os5GWs91iaqhmD5V1PuD+NgdqeTykiQ78s+Ihp/TdLjQMu0evoFShSCEERMlEqosmaZYyVfZcY7g589oPPubvdM2craooRdrsdUDmPZ8bzkTzfIcN+YSUacaN1V65WF+AeRN8nxqNRZGsx7cKuN30FG5Ploj0turrhXRcR0uKeXvcebOkt8crAJ4bfJsuUKQgiEy1ksAnVPAfrg1jVOAF1GWxbbBIiIdh5JCJp0V8A658Iqt2CAZiysLn5JWfrWNSZAfIyTOMO1LZgGzipaDBgVaoA2RaDe3eESEiJlCwWLmqgr4UcLHNsO29snDK5TEz5jJJJycZ7rra5CF49KYt9I4il6WptHaNMqNVOY1V93rr3YjHo5la03b6VJZvRrO08wxp+1FoXYVVb4Ne8DctsNeNRPE3+fccvNAL6RM8BVf0fN7/+beBf/kWf833Hisc8rYSzBU0ev3dLQV3z79c3WMQ565L9b3W5mSlirayiT1iNgElZ9V1HLTOn8ww1c3PY8+LlK27v9lTNICZO2nWG3KsWSp2omr03vNcOtHyvM+FyLXRqhKEUIzEl0w9Uqxa0GFRWQQpWMA+4AIKsQKlzo7dOui34x9Is8zLduB3TJp9tEtw+MVW8LXwLAQq1TA3QQBVTW6Jp6+PaiTBrXSjXxozbND9VmCeTGa/NtUehFicPGS6AVq+naHF1myzBU3bGvBQJhOptxF11yct8fCFkK9W+EmMFnGw2U+aRPB8pZSKmQAqdVRRW4w4YZ6NhUq0QrGW1HmdVrjMBS6xf6xqZ+DkCF8Cu4l2RrvCC63RhO/8Lj2EzX4wN+WjZXBx/GJjAv4G1I2vHb4jI/wm8A/59Vf1fn3qTbPoOdL3tzttB207irQG4HtB14AEub8SjvHEMtFbYBCVJCyWsvZelIpXOY1LFshLn04O1y+56Xrx8xYsXr5ChNzczdrbjhQa4CX3fmUT20DsfwKvpriafYRSChrjU6tdS1/SPPE7HbcZvE8ok6wO4MYDAxaRoU0uvnr94HQClRWPrpF2yUEItEEjekShZii563wPMw6mqaCuiEdmMjacE1RWhAmStRBHftcVBuDapy1J01TwBu8cADfAqiJoXV7RhHBnJs4cCLpd2BbZtsYPlu3QGWmapo0vWbSmH81JMZSG3eyNssy6bz9MVeL7Wd1BVcilIbcZYlpG362reb72459vQbrl3Ph2283y7jpZ7J390kuOIyL+HGdz/0p/6feDXVfUbEfmngf9WRP6sqr67fq9u+g4cbg4XW/y1Rb1e8P7+5d9rawmXu+b6dwe3fFavpA+Wm6NV3Q20qrFpPPFwPBFi4tVnP+DV6x/Qdzs0hKUpZ3TJK9XCOI6k1LPb37Db7W1RemxtJ2M7JZtrkyD0Xb/k9mdnt83TROqFIPlRnn07JilF61zM5fi0h03ApoZzOX4X493AM7bglJCSQGt2ihftiIALe9TG88+ZnJsL2pqgmKJw9EauIkZhVY/vrQdgE+FpLmzeiHrkzbk8zgKEEEkkVMoix66IhSZxDU9KuNQh2HqaMZosnGgkSI9WSymmWAgYR8Sa4YBmWYDJWtfwZEk7VmMwbmXD2hhv0X3Njb3a6kxWJmBL57Vrb9e7TSGGEGxjce7Dthz5cTHSH5GegIj86xhg+OfVv0FVR2D0n/93Efkt4E8D/9sv+ZkXN+rardo+d/37Nm3VnofLm92s97axZEv9lNpIocrkEmTn84nT6QEJgdcvP+PlF7/CsL8lSodgOXzrkmOpJ0OxlRityKndjOS8cNSyBgUldkqvugiaphTpuo4x2y6Qc7Z02CSEsOoGbq9/O1bNC2q7z7rD1cVQdF0kdZd5/MsbYEHL9XsvPSysSQwtO+BgrELOlWk2ht/i2so6yVUdHKsVXPJ9EeFxoJZaETcGteXy/d4BFy3AJAjeadxatmGZI0UI0YuCoqLRFvg21NwaU3soVSrUQC1CIBJDIQUldyNlHk1uLuAoPKg2App9dilu6OK66C/CgLZju0fRjK6FaOJjFhYDqfLY8Lf7fr2oG37WPILVu7vUzHjq+P9lBETknwf+HeCfVdXj5vnPgG9VtYjIn8Sakv72L/mZy8/X1n7rPrddaIsTPEXE2BoSYKlG61JaYldxwK56KgssLBjHE6fzifN5RIFXL1/y/OUX7A631ldPTegzJatm7FI0dmPMlFpcikoZz6PFyl1nenC+uy3Wep4M1Xexy67fM0/F+eCFcZzo+kTtL9u0Awv/f8uB2F5vrWtVH1iNfyqJQXvnToTmwLPxK21i6rpQa7HCoVZG22JaMwImAtp6M2hVglRSsMKorvPuvZ6ByMtuvqo9b11aVdctcDUoE4l1I4IZHbTl/v36QyLWtKDpJkCLXZMWe2NV612wGa9lTomrKGFCJ0hEpXNvMbrmYPRIxOMiUSQKUczLaaMoGzn0dp+2zM1lQ5OmWG0GIziTdTHoiqtgX6b12mcsmQ1ze+yUYmjJCle1do9FAOrlZnh1/DIpwqd6DvxVYAD+lg9mSwX+M8B/KCIWXMFfVtVvf9F3NHd8azHbQt66U7bo7bXbzEH7ezuuyS6ri1QJsUIIXoqpxkQMinHTlCBKyc4jz0rX77k9POewuyMQbWFoQTVCxt1syy6kPiLB0OLzeSTPE5MEj3mT6VMiFh7UwjyNpDQQQkIY6Ic75vlkcTGFkgNl1gvV26dIMW03gnX8tjtDKYU5Z7Ko6QU6ei9iu1GgVfmpxdVNx0DFqvq0WozvYVRhs7Prmo+3EMsB1iAIFa2ztWHX5nEVIwiNE3WafYE2g4QDs950xtmdLXtRSoEQ6b05S4itsahlZWxsZu8S7ekyioGOiqdnfUduXiGWi7dmNE0/ICBicvDGyzBFKZFqOoLdhv7tPIVajAcCrdR5BaWXzNS2YjOFRRdCPExTV1DCf0Yfh20XmJd9g7tnYqIqqkiMhOq8EHE+Qfw4LvDLZAee6jnwn33ktX8T+Ju/6DOvjyXGZP23ubWwEb2oK8WylLV6assbb6/b8rcv2FsloxoM9Vdlnifbzbto7mPJ1DJRa0Y0kEJasIOSs6WlfMrObXFIRUJPF00uXakIgXHM5DyTS1rkyreofMmZPCdTpyTSdT1db4pFpcw0NZxHgNDlmLMUSHEJpnadvX+eZ8bsXPd5Wha8iCkVG+BtLrFtpxtgy1aB7SquDViWqrvLxiRCa7jZzrHF8musP80j43gmT5lQTYdRvNvrkkMJ2KLFdrU1UBNC6ohDT4jJ0ctI9GatUgMSBa2tKU1Z3Gx1cNbUm+rCSwHMSNVKdONgXkV0g2Wl2zF0FMqC59jVsYaYbBeshwXuFTR9Cb8iQmhx/XauN+Xr7b31ue/chhaaBRHqgo9s1oef+yqE+rhu5anjk2AMthNd0kesngHwaNff/v069m+v2/Lbl+/xdN0FsOIppOjPT3OhZmtAJwgpCAGlzBM5ClFt0sbQ+ssV5nmy+Lh2Jm/W7agHQfW0UDyLp6fa9TZgaTzPzAFSZxmCvk/UaoVQvRc5TdNobDq91ANYwdHLNNEWNF0MoO/cJRdmmYlBFnZg29Fx8VCKs+naOG6MQFWlxktD1Ixyu0+yeFkthCmu4DMxzdMCYknYkHnaJBXx5R4tZegmQENAovdDSJ21oMe5F056ImCMUNcE0Ir1l/A+gNUGylK3GpcQQlECrkkpXj4koBpAEiEMFOkp1WoRRIoDeApBHCD0mJ7LONzuhSwpV5FA8HSi0IhLFj567mMzso345ptbVlTzumEiiyFpa2hbK7II0XyPFwCfiBGAdRFHp1Ze262242/TLlsC0VOexHb3tMXjIh5txxTxqkJfpN64IwrEYDFvioEIzNMIVLo+mZhmqvRhcHfOPYyzLaiUOrpuYLfTRRh1nudlEYOjxiqUkkkp0A+d38RE38M4zozTCQlC9j42YISk7bVGV00qZdWwuwYGc842CaMQumSCn6VlKPCYvS7uaM3FcRKP2/9f6t4mxLYt2/P6jTnnWnvviHNu3sz3qkBLpRQsweo8KLCniNgXbfjREUHEAsWOLcWGWFTP0qYNEWxZKhSIiCDYs6EIYsdPtNRGSfE+Mu89J07E3mutOeewMcZYa+59zslMMt+TUyuJvHEiduyPueYcH//xH//RByPgR2Y0wo/gV/Dr7Xvf2u4Jc0owTWjWfXaAZDvgo1FLOSHJmICjnJmVG4+5BSmblmPayUVq06z9lbv3iY2hd/LKzmgETKRErQyoZkRynsjpgujCurz6bIKRkekpTqv7AbT9eVC0xSso92ludtvn1YwQKhkIT8fz3zsNOMqNORfDJ4Yz9CX+xxdB4OH65owAsJNTHj/UWAF4/KCPQGDkkHcotyQkFhYPRb3MV3KiTAXRmTZllpvlsSWZQaA36tqBRvDgT6fZKgQlm+dRWNdG7xaKn04nAOtjX9d93FhUM4xBaMq2kEip7I08ANfrwttb5yQHJvAIbNnnss2W0n27aaxhKcXCejHVXxNRxfrw7YEG1rn8d/fIpTcbGy6GdMV53pH6eP3Pqzjin0f3A2AqwQ0b7cUx5TcOomDfh+HOBipqb2jdzAOi9K2Tu0d0AllmKM+71n/3Ko8fF1+ne92ElLKlRCnZe3EvTRdXT/L0KFkXqtaZ3guq2XABr94EmGz7r5BSdmNc/aM5Y1XE28Pbzrq0WQhx4MGKpJEWBK53AOLxfEcFzcRVwZvVhgjiS9WyX3Z9M0YA7nGBx6/wpI8tuY+AYORD0e/9pecSsbFY1tQxeYpgmypNhdWFKkTwCoB5jdabA84WTRwkI/dk3UJDyyNXcham6SBChT7/sRllpxNbyXGmu7Dm6TTTe+d6XelXu+nTNFFr3SOgWKskaRh4wd167AY0PHeSvTav3jBlcl6VFuo+7UghACLLFweg1PP3wyPdtysnz/FTsrSgB/tRjq16ZNIezKsOo8uOvLd1a6Kq20LbbtBWpqRm8KTD+Ql+ciKngjal9uolSztgJszp4blyx8BUD88jMlTXfFRvXFI6rQnr1m00HYWUgqPvHIVSiFHyO5GIaMc2w26vF6IvQ9dlVDu9vhApxJjnP0a5Y6VsT5X0ANW/dPgfHebj9c0Ygcda6GjNTExj+kzFZVyo3rshv06PtXTN8zQHh8bur5h4bCPKujf1NJJWBwctZy3lbIM9UK9RJ7I4zdeBGhHPr71UF3qBquJGZLIbgbKuK1RDxJN0plKwScdGrKlbZes3Spl5fi5s60dut4V5mu/Yc4p7rZSQXMxrbpWtbTa3cfPSYBi9lLxDE2uScWlzC/O9pk4zkLBH7dqMnQQY6kZEUtk3as7FxU/1zgioVx+MruyU5SRY+4Q1dCUmcio70i9x4/BIbtuo643r9ZW6XtF6JcsCsoEuZNmgv4PpCZnOdE3Ulozq7KPVE1a2VMmmEoVSxPJ2RPy+B73WAchoZ26VpCu3baX2Zoa2+f12ZxQGeSfogM/CtH3VuvWnGP8fjyItYgmLOEa2Y0R7HN4wVuzrbGe6o06OPiIFM3iCRb4pIh2+zh3+RozAfTlvDH0hBDVm1nUd8vt7ua2cs08gtns75WwH3OIq57DbIFBVrGOuzOCElJw6qhu9b7SA1nMLAAAgAElEQVRtxeSNJnK5IGVCZMOCdieSSNn/Jf7/kedlB33aXuKxTXOWmWAV9lpJqSEyMXULI1nF2on7sZGn+UTTq+kY1JXWToe1xx6nSegW9VLmjOItsa1bnquR+fp/u4Gf6oYziXHUJBm1WopHKF6S3dMGbN1yKo7chy6ji2AQ0UIy0k339uIIa50B2HUjpcJczkxltrOozXEK763YNrblSru9oetC1mqHSxX0RusvdF3Q2ysshen8HinPvG3FukCnk1ObMY/u2QzdIozosbgHUoXau3E92oZoZS5echQbUY9Hh2PUeVchSc70CxDVB4SWVLzwYhFBjxmLgwEYnWBQhw9Mxe/d7scO/GCvRFiAYo/x6NL2v1WrvnZ9I0bgCF/GevhY6uu93wlf7HVjv3KyYSO9+cw47qmbOft8v+jS2nO5hPZEyYJqprYVU4vNSCq+mYpJWKm160oouOoB6OxjwQhNhAS9U5uVqow2W7wD8Bjb1drKVoW3N0svHhtBLpcLuSR7T1gVoLbGFJTVCG3pTs+dmUqhThOtNrQ10zLQY/BJRCXqxjHnTMnZWlVTlLXs/drG656rhpdu9rLOIUh6L8ctYhN71IE2Vevgq8267aYyM5UTOc2YTFpzReFK3ysJG70uoM7jkEwWSHqitYXesg1s+XTl+nYjlWcu7/8ULb+D/Mx8fjLdhskwCMMn2mepy/3Ba6zLxrptqHZOs6H3vW0GDLfFQONhX42H2O6HH9okZDyUdyMcI85ymQac4CjpxvuJPglxrOdLZ2QPmvbU5r4ikFKkFZ5u/hJw8JswAjIs7FjeGkP+CLtikSIFCOAr8KovpRTxmEP8wgaYJknWCurTZJMk1t5RcTlnP7TNwbGUi2EIMplVr52abDBo7+yRx14vT4BEG6vJZpU8wUkPFF83rrdKratVAjYrP53PZy6XCyLCNBfWte43HMbGl757g/jM9l6zsRTBNktTL52Zvr626FF3kknOe8kuSzREuRZgCIUEPaWv7pGMTBP5aWsRcop7HvFymLrhSMzz2XotSPTaqHWhVjt0xr33fv5a0b6R3LiZfUpGtKoTywI///kn/vCPfp/r642n9z/jz/zZmeefvKMnwzjW1tgWJ+pM5gis3duukXbd6mbkruXGtjWmuTCVQpbKbduo64Jo9ZLgkNcPHjzarpuXlyM8FweSUch5olXr8T8Gy963GkfFaV9v1c+cg0UdnnT0o1pie+FzdajxPT9e34QRgPsIILzK2C47gjngwzznef/bsaIweqXHurohqXZtdfNSYPd21vCqFsqXbKOoWrff5Wkm6Wxtu2ly0MeUUS0y8G4yMbQ2p6gzZ7bNCEgW2mVKNg9sApsmtimSqLXzdHnnWIJ1IUpSpumY8jNu3iMUPTj6OFioyQk+oVZUj2GlImYoUs5IMWDR/j0RYSro3hC0A4uRUuze7QCiAgA0UNENSY0mJ8cPcrJDvm2ErJvpFuBRQN1p05HAeEsjiq3Bbd34+Q8/8vNf/MBteePpKfPddyfePU9cLoVNHQzsQquVta1MwyDRiCpjz9m+McB0LhYVzfPEXAStlj6Z4EzaZ1M+RgFwLxqyR1p+oI+avRvHSLWGa0xtA2/adTaHKtdhKKycGRUiOwv3Z2nbtv2MfO36ZozAuq6cTqf9AAfBJlKAR1nmR1KE8dllV18JwzH+fW/R3592okaQtHZgJhu7bKuNcsogidaFKReLBNSGUliI5bi5pwbWYZd2q48cBI4kia2uJqXVsMlIU2aaMSHT28K2xsy8eE8wTTNIi/GAlDLtnWcBaMVAktigUgyjqGDlrt7pLXk93DAC9Y2YixsCNwakYbJx8A7UBTDEgMbsXirq1gZ0td0INA/7xw2bs5VGo0Oy9xDVOEbEWzvvkRYI7OmJih2EpS5c108s9ZX5KfGTn/4OT7NQ5jPoArqROZvgScrOIGTnPYxR5GP1aCqZJCczojmRpbK2De2V2fkYyj0vZQzR44qDG+BwAHn20ONvx3RkRPYPwPke2R9LviklWyPXMuhdPYrMX3xf3zxjEOxQmJKuSU6Phzw20tiIMQIo27Z53T/fLeQjXTKALwNtYgOEjJZ93W4L1UGdmEuv4JOKM9IL2qxjLmd1LYE8AGT5AOJivjdRF07DBrSJN9OcgRO35ca63si5sW0L03TaN0+kSwGQWnQQ02UMfGpJUXVPZStn6+MbMqdMKpNFNmqkH5Jx8iKiV+1Ib3eTf2pr++EXMQAy5aDyKv5MVgPvx9xD80gHAKeqrGvIkXff4G0weCYxLyqmuqTNDbpVdex1Op2VLgvn58Tl3RnRhUxD9cbt9pHz80Iu793IFKZscyA2aZ8dtPEQppwpMtFS8/KiUcqv1zfqtnLKOjRB3Zeb4/niClGTMIjhLKJN/K68O0R191yX0cjano8zsgPmcrR1BxcjrtEJPqYGj9c3YwRExC1n3z1dWD6j5B4hUdBT49pzIA767GMZMWrUzVV5LWytJuSZDCcwUK/4wUv7dBcbYzbtAzBNrqqj3YAzca6AEQ2chdfU9eqc3TjZUpdcOE2zDdi4bWhtPravU9tKV0y9RowJZ/XzTHEOfQBN5owtkql1sym6qjSalfS6i51ulRhjJnmyYcm900JqW6wb7gAyV9bNFIADt8jZGFMpJejQ1IExPUDYEGqNdR/5ETHPQSTk3Q0fUdp+36xEaWlUEjdy2bsJrUnYUgStlKycJp8E5Nr7KpVte2NZXznJd2jPaFLr0puE3O3zRTmU0ZlEWRS7757Zs6wry/VqHY/ZQu9+tA6YzLuL0nQHneMeSaRUzmRMKdObepnQRFjuST6y31v7GxirAVGODdwB2PdxNHzt5Vn/m0gfcv56FADfiBGwjbINPxlLJztr9c66jQc8JevI0m43Ypomgi47hlsGXHUro6lXDSYnI7mslbWRJoSGUEnSSWS0Fuv8Sg0plZRnchFywW5sAclAjlqUottm2oRqvQBlmjjnwumc2fLEuqxs1zfWfqVvC9pWWi8smzBvUDv0pPb6Yh5mcmpz9OILQKvU7didyRgkO3f/KIN5GuQ9k4ZdmI5hr53amo//Mo5/9wk35ISUbB9UhNqOkLbd4QziSHwilHHWdf0MqzlYgfb4vm9agZYozEGgc8L0atHOtiK9MSGQZ7a20lx+jNRBbmzLR0r+KU3PdripdNmgG7W6pIx6qmNqT0elSMPDA71u9FpNtKNMaBKgkXUgIcnB/LQSqev5eT9BSqb6FIbQPnb2FKHv+9tPwf59dhbrWDpnHzazEUrEcXaOqMR7JLpS60YMWnlsTHq8vgkjAPfllvGAmydtNrH1IX+6y82wM3AX/g/VgeN5Czm59HP3XHAqntNGKNhp2ki9sm4rT/vrWQ5t7LyZ4sDdoWk4pi+eV/YhankI0ZIIum1c3yrbbaVtm81BbMH37y6+Oe/pzaifuIeSYnw0HIu4K7dmS08CuY/yU/wedPf6y3I1gVQfCILYRi7kXQY8wKq4D4+zDfZIrHhIq9XXdRBFCc3F8GQRUai9RtS97RBv9GpErlqrNTOJ8fp7KnZQCd2AxrbdyOsN8gZtRr0dMSE7hrK5ZHdtjdImcqj3Soh+dK9arKi3B2+bYQPZAcYA+s7n84DcO5i3H9KxmoV7acNCUr4/emMFQNXS0V2JaQAgRzr8Y0pjZUf97Jz8slQAvhEjEBs8FiA29zhYMizlCJLE3wKmEcCBEzxiB/FYe94IUc1g2Njq7gCeKfBcF5uJV7fqC208fwhK6MFZGPGJeB3BBUQHMY7H/G+aZvTpzNZPfPjY0M03dPOQPlBfN27BUHusDDgJeFxQspiRaTUAVathhweydmKr0W/bxvV2Y7ld9zHvkth1/eOzHeta7oxA3CMbd+Z4yta9bHnMGQjvJmJet3cDYNVLaiY2Ovg/tTIh3URe6YYL5DQh09kigGrGGrU0rW43tnIls4DMUIWYOJX9Xm3rZpOMUqJME2WeOM0z53kiS6LTnL9xo7fVIdbuJeUvDEXV+xJe3N+xSjUyC3s/mK8jbmUj05Z971pD0n337EiSG/f1+N9oZIoq0K+6ftO5A/8m8C8Af+gP+9dV9b/03/1rwD+POad/RVX/q1/9No4Bmo88gZEspHosbu8mVT0uysDE/MxY+KchxkYnp76Cheo4OSOXifNl5vXtRtXGutoAEwuroDdMaWc6buBI0vA1MP245E0wX0CQ901QCiUXRKEtK219Q5+qBe4irlLUmbwqEH0T46UE4h//vvvIvg7GD9j/DQZ0tcptWbjdrmzbCmGs/NBGs9Th8e8NTmz8SL9UDb6D5qlLcOzvgdHaOtXHkBuoi+f2DqMHu7BeTeOvXelUIO2iHymfQBak39DsIhztBrqSUhBujnkUIp3Jq0O9+T1LCWnJUydrbKptYd3eqPVK10oyGRVcFWY/8JFuPo5AM498761jL0YKEIpPozGIc6CO+djgluN3430f78mjMdkrXTsu9tvzBP5DPp87APDvquq/Pf5ARP5+4J8G/jzwtwP/tYj8OVX9+uSD4UOZ5zNwJML4AJi2re3hERzyWmPJhzbMIHyUkSIO4VhC3H+DqtNcEc7nmWlObLfOsi5OXFFCtj8noXDvJUerH8zBcerLY1QChv+kkMkC+lIBAwMSlm+vbWMu01efw9/+AYCCt0gcpSE7fOJU5GAN4oZ04XZ7Y1lu2MizvNOBD1D1yFd1B+qOlMQ66o4Nr35gtCfw9AtshmK0VicpqJiia0KteamFMo8idLSt9Hqj14Xe1/11VRLChKROymd0fbH7qUptC9pXMypFTIMAQFwEVDHNBxEfdZYo88Q8n9y5bLS+0ftKV/tSL1caKazvTijWd/TE4RCiWSxA0tF7R/5+7EnuOCCRTloDU9tr/fF6I51+TA3j+zg78bz7ZKKvXL/R3IFfcv1jwH+sJjj6f4vI/wn8A8B/++v88Y7qp2PQ5j0j7nO21p3Fy3mf6hKG4VAUNqXcPWR3RN/q4WYQSp5MtbcX5nni9bZ6fmxYQRLjAwTJpdb7HH18X92VZyMdgPsNE4epJzn6HpqFoW3dSCJUR9z3CUtD7nd3jzyZFkfa6VY27KoPYYGlBeGlWmssy43bzUaJS/xPTDzluBzd7pY2xZCMEeR7LL3lcqI3qzq0qvS+sm3bDhTmYo02OXnuLx3RhkGBLrndb2hbgMquepSCjZjIBea50taJqhVTdGq0uiAuKxZsBBsBZp8m50yZrORLin2T0BpKzwtbu9G6GYDkfxPpyqEVcERJYx4ee3J8TOzFiHhjEMoYRY4GRr1C8Liucd/GUuEY3vWH9CF6EP6keAL/soj8s5iS8L+qqj8AfwYbRhLX3/CffXbJMHfgdDrt+X4AWOH1Y/FSKnchlo0UZzgYmLAE9yHqsag2IcY6Ry2kba05yGSpgaSC0Cnzmfl0BtlYV/tSteacki1ktGYmK2FF3X74bOyAF1bot9EaQ0nIvUF0SE7TREmZujbatnluHB2R9+H/44bDz4f486oLhXb1zko18dLeDKRrXgVY15Xr9crtdgXU2nEHI4nkA5zqEFGUlU59MKaTtFq3ph/V6PqUnT+hHjpHqpFTtlLj1pCSzBi49zd24+bDPrx3QJwSaxSnHUCUlJlPnXU7sdyWveQYtGjx1CSMaC5He7WF8dlkxsDBPDPMqtZVmkRIJZMx49+aPV/oLNg6pT36TCKukHx49fF+wZEG9H5gTeGo7MFHdGBrWXYHaCA53k3q5VQXy7Gqj0UPEMxE74HxiOtr129qBP494C/5qv0l4K9gQ0h+7UuHuQPv3r/T5CHjWM5KPnXXHm+DK+wmWfOFLbK1Zppi73GDRw91WFOQrKzbwrZWSpmMGowd0tqwiDPPzJefMM0mifV2+8RS35NOM1qsPJfWTK0mrQ0GxHXP5RKmTaCp0dxQqWS7cWIcfcE4BarWEqwpWSdgEs+LDYme0tHqGnlohJfAHqXgM+kISq906AMF15l4tW42An1dud7eeH19ZVluHgnNlHR2z5Wp6xFdBdW2043qvCsYKcuycX27EdWX0/nMu+nC02m2ASPbhvbOti602o2CnWdymZlInLRR2BDMA2uvLv7SdzLScRk5KyobOsFyOrHVgtZG7gJbR7cNnSsUoaGIJiu/Z+MflCKIg7DRjYeaktHUXR1oc6NDpmsCmlNB0n5Yd1C42dYJUvqjN77Drnrd378rthDaEl11X9fY/7LPDfAmMi/dChOiE5oT3cghjueAQXLdnd70W2MCn12q+vvxvYj8+8B/4f/8f4G/c3jo3+E/+7WuR4Q1fmYlKQYDcfRXjyFZl75LY8cVstsWOpkyTbRzRurBkEN3VVQy8+nM6Xzm5eWNTy8fePvJd8ynZN4xg9GJDVgrWqwPP9ZHCI6Il7nCKDnhoR2ViHXbWNbFS3L4KLJqvIJWqLUxlUM1eDR0+1fvuwIwuLcjsTXvy6/VRFaqheS32411XXh5+WTf+2jwklemaWOeZw//uyvjpJ001LuybCufPr2ybRvn0xMpFVQT03Tm+ekdT89PTKeJMhXL78XmJfbTTKsb2m04a86VqQhTUURXWr3R6uL34Mue6zEKUozNKamAbMjuzZvvk0gj2x5BhuBH3BMDVmPoqo08s3ZgnwSFomrMRUn3lOEdjyJC9iM0j/6BYA3a+tm9nKZCraYyFDhKmDvBWpIDt9kxhx2Hyb4HzLDZ83c//HJvgBTDVx6iyfH6TecO/G2q+jf9n/848D/59/858B+JyL+DAYN/L/Df/xrPGM+7574B+u26+elAYceS3A5GienEjVhCPHanrmJGoWunlIPR1n0qUQtBzSmRSubd++94u258+PCB8+XM+TzzrjwjXUyTTiyA3Wr1zkQXqhg+l+Oc7Ni9pz29VlQry22l1UYqiTxZNNKcyTh1Zaud01g/7kdUEHjEuKlN099AKdSoz7VWD/9vtFrZowUSOU8UCxos9dk2tm3acZlcbcNF6arWzrIJt9vN7pt03j2fmOZnzuczp9OFMp1Iqdtg1WZjxbJjH9OULamQiqSNqXROGfpmyj6ZmM2QjjUbqxFRBdnDZ2FKZ9Y00WTx0qrJg0fFx4/PHn6HFzYcOvmsiGNoae82P2KnRqs5DaVTWzWxWflc29K8vaUNUdrrHQSL/Mz3eOm2HdFBVFxGPCEO+riX4/GHo7Qqx1ZXRJQpRdg/GALF7+VvYQTky3MH/mER+T2/O/8P8C/6gfqfReQ/Bf4XbDzZv/TrVAbGBYhr9Hy2UAfyD3wGpgQN81FlOA7KTvCQY0PYDWu0ehgFRKjd6MHz6cTlcuLl0yd++MXPeX5+x2k6cbk8QXJoQaBpZ62btZ56xGE4AJ6DRJiQTNRC1afQWPKQy0Q5zaRJaLeNqpWtVacP58NwDGsSANNhFA0Jb01N0EMccPO/McZa1O4zrdkaXq8L22qNJyklOpWqypQyqVgH5bpYBFFb43Zb6Xq2Q6rw8eWVZWk8P79zFqXC2sitem7foHdKSUzZDKXpOULOypRtIGxv0KRb+tAtZD4M6n1NPIqUUUqDGREv4WoHtRr/LH2QCB8rHkqtbecu2N5zMNL1DLQ3wyi8MqKx/8ahoXqI397tZjUOhHqEGSQhsFSi+/Slowkttswx2PSxHDgCg/GaGlFyMjRA3XgeGNKXexserz/WuQP++L8M/OVf9byP1wj6HUDegexbp9Tn7Kewirs+wF5iuS/BiJiReJqeiN52CGIFvsD2WrVFviY8vX+mtsrryyt/9Ad/xClfkO8L85MtXcf/1j3UHCh+EucWGQCYxFpbScZwDU+Q04VeF6Z5oszJKM1JWWtla51DLPMeKY4S6I4Q+7IkSUgpaK87Mh7eJACk7iO/Wu3UTU3NSJvhfknp62a1+DTRW+W6VNZ1ozp6riweqtpmW5aV683IN+Khbaob2q2xq7dKq1CTTXlm8rq6yA6c5lTIkmlUBBtFFnjJeMVB0LuNbu3dZisaSIi4KFut1vSE2GOw920M6LQ3Cxl3oXo0sNka4Q7FX8eGlBaPGm0Nt227S1G6C87a1xEJhi1SxbkqtuZCVH3SbmDsgHtFyg3+WEXYU2AHesfXP1qH3WAmgJGS//n1TTAGbYHvFV/ixoxkCLivxd51FXokQOKzuuwYthkIczRj9G5iGzFYtCvWZaeNLMI8z3z33XfUrfLjL35g4kxi4n15sjbcZvltEqsHh2quZDEOv+g+4dfoxjEFWek9kbrQ08zTuye++/47tu2F2iu35cppWW0OwukICce8/75D7J5OrcfSDmGm/ajW6mlW5nx+opRO3TpV7cBfbzfKtXJ5srr67baxbYZMIxMqVvU4xHATr9dPyC8gTxmSkqgkUbKITeFFIdtgUC0ZoZC0QO+0rVEkU9JMz20Xf6k9vPBxRXoYa2ANPxOlnFhF/PC0fRJUVyMXJTm4JREFwr04S29HG/PePLZ/Rts7vR2dkl8qu0UKcDjy+xkEJkIb+/IQAYkqQHfkXzkOckSA4RiPPa2UEo1WB2ktyup+a+CX6AvCN2MEDmscH/ooDd7LLh3cgc48mwBGrZVgzdXmUhQPNdPkuR8pBDj63c3SCLnxppUkiBSywOks/OynP+Plxzc+fvyRaSow/y5PzxcTIXXZ2DqHyBuodsrkPAIgJVx2zMptuSSyqxameuLU3nF5fk/+eGVbNtbtjeV25frpjVuJpiGnku6NQbALpuaHHgXsrXjgyoEsN9bVyoLLsrFVoVZfUwwVr7VbrXxrhxZDD+Nj3i2L0MVwlE5nmjLL7crb64uF2WJS7c0PZsIeb0Blo4qQtZCKRQ6aPC2SZkKfSelbtTxavQCquvcdgHqobxl/dmagcRCSA8kWctetQi42nqu4sGmSvdS5lwU1OtX8FdRWTSKl85+JfJmsdkQo99GLSJQmA8TzGyOmaSjJ9DAVcS6DuIoVoN1K1L0b0Jp9UpaIzx+MlMYo4v6KBCgqjkv9suubMAJjWAUHy+2g5XYnmXzeC35UC448rfageYobAmeaqSI906XTqgFIESUYAcYWt05WI47+spQzz++eKbnw6cMLHz/+AT01fvqz3+Hp+ZmSrUx42xakCUmLf0EqQrfqp5eVFHWDIKm7iOUE2/dMlzem0we29hHaj6TtHSzvWa4Lp/kEs9V8rS1VLK9NZTeAiDepAORMa95vnlwPoCtaV1p7Za2feFuUt6tat6JsJOn0rZnaEoJq2+vnwVkQBJq9RsI+jx0aW+u3l1cSifl85uTVAe1qRKAuJO2k3pFeTfmnJ/qcmPy9U2ZEFFk7pWPsCjWthNY69MND2sHdSEkRNaq1khAt1kosmd5h64pmaCnTEHoy9Ser0oovXQMXO+0NWsvQipdsxVq1sU7B4B2Ehx4p47Y/76OEkTxkWL3jScGAzQmycy0cQktObNNuUVcqBVKyFvAodZJ2Y4UeRs/mGehwVn75Mf8mjEBcIw13ZNfF4Ia4JA6THvlxv9OaDxwgQu/i9XwrvwQhafSee16FgsuU70M3MFR6KhPf/eQ9t9vCy8sL19vK99//hPfvv9vbl5fbjWVZeffumcvlwjxP5JLJU6Hghz8ns/i923y7prQGOc9M80xa7ACiNphz3YywNM/tDvfQfkxSUiL0UwheQbuXE8MBsKCiLmtlWYUuic6GSNsJVwG+ga/nMNfAVJQi5zzC6pwzb29vLOvK07t3vH/3jtNsIT+9ok0RLaAdkclkwEVI7UDucy7kMpPTzJqsZGhdhvaujMwkRkl2VkZrV9Stg2pGNbssunM4XIpu31PuibM8evI2AISHbBpHILD/LFKqMU9/vMYKwljWFBFIQo5+GRy7GKKJ5OK0IkLxmZIjVTklk8u/U9Ef0sHxPdwnVJ9f34QRiIM85v3T8MEtImDPi44hl9uw+I60u3BmydlzpbHpKJhi9hePJZcAh3KMGiftB5HWaVKt4Wc+M2+d6/XGjz/+yNvbG6fTzDTZyO/b7cayvPH87GWz85npdGJuanTVIpaO0OnS0M0EQESSkZc8tLOpRQ1pxzzDcWOVUu6MgEX9DXo8/mhxjbmJNqHY6Lt168C0c/tFj36Kka/xxU3s11iFid9t28aHDx/N6DydbZSb6DD3IGjHGdWCMmH8C7GZjBmYOqf5jW37yLq6GCnQqutLdBApHlZfsVnfRmbK6YSkM4qlAJfzzDxdjvRSAkFyVaZWDRR0PCHaypO3UpMtcmhBmx5wgS8d/p3D8FDtOrwzd81g+6hxjn0ZGFVEuSMf4Xgdq/7EiLUvnSdLi/4EeAJ/3NeXSiK11v2DWV4KkdvmPEozu7Zecj1858/bsBHLzY026TET95Tkx1DOwD0vxUT9vRkzsDydTIyidk7nzNPThXVd3bPatN1SMtM805rpCZ5OZ86XJ06XC5fLE+fLM3lyslMCyR3xUqE4Q8zycivffdcOUCiusWFHVcm9o9kMlwUDute4x/xU9wjBjF1tHZtca8w8MK7FeB9GvoV6pLULsg6/j2vvqlTl9fUT2ivfvXtmPk3WWu17tfWOtI5kJTdFtghlAyWHMgkld0oubG0hL656tOoO6EoCzYLWhPp2Pp3eczq9oybrBSnzzByirfFeRT1Sqr6+3YBTB9L2gCFBtGDHgRxFbWMdRo8fP/vS/j4izuMx+5oNQLftbb2LjkcD3LsNUBUHgccy4mMJ81GJ6/H6JoyAqn7m+cfQp3cbnpCS1cxH3bqxTm49ALGgw7QePbq2RkGMx9ew8V9nRIVeo5PRar7iFF+kkIrx0kvJSLLuMxzXWGNCsXa2anqJH19eyGXm8vyO9++/53R5Zp5PzHNBJqMHG/jsPfZrZV06ogth5EZthXjvy7IcNz7WMsBAPTbZESYOugBjE1Br9GS1a/q97sGXPEjXvusbxjVyOtSTiW3buALff8jUSl0AACAASURBVPfeOBTFUXqPYbdW0XqkMSlhqVMXFzQt5PTE9HRCWVnmV663N26ygXaT7saqOVuzkWElX7icf8I8PyPlQhchz5OLv1iPiHrEo8peIjQw1Xh7Vl1wPQUBTY6vux7LY1Q0GsFHElEc0Dsn19X4Ig8H+95QwNe0BMCNAIDwWSQx7m+bn/jbtxL//3KJyN6NNc/zgaL675BMkWDI3XfUqYMiMcAxhoKIBLFjxBeciMLjYh0UT3VBDONtC0myzcWrkf8BvXn5KCITUx0qrlJkDEdjFL2+3fjxwwv84gOXywfeffdTIx5dZp7eZaZUKAr1tvDp0yuvr2+sS6fVK9frwun95TNP8rj57hFpp5fKwzr5Z7hXAxolvzpBcY6/GTfP8bi0v9yj9zOjZK9VpuLdlhXl5Pl1lDPNUJroaYKU6d46W4NQlGxMWc6NlCdyVgdT7TS2mtialwE7KJn59MT58p5czjBfTJ5tsjTLwmPTFQDZ5xLun5UDDzC8zursDWx0WmfXP/hSV+cXDcP+mY8rDMNjmH5HBNoN1QjwBRvWoryuWFQyVNJsj7e7x4fj+9r1zRgB8PLOAx8gGldCY00xKqyVUQ4PaOOuYIS07tWGh+rBg7GJ2rP97uobr+zvx0JAtXq3b5wUSjMOaHUvEyKuEZCyj4VS5rmYduBSeXv7wPX6yi/yzOly5v3PnphSYhJhu77wB3/0C17fVrRn0Dd++OEPefr+iaenp6Fi4pFPCStvyHtOOSpPDlEfUVIg/EZE4SgdiRGS7B+ZY+8e3usR3PJglpSOPS5J9tJlvAmhsG2Vl9c3ns4XRBNkpft8wuSeligRe2UnNyN/9Q6bWtem8TAL0+nMqVbHdzpNTV2ot4aSSNMF0oXORE4Ts5UYrKqhlgpaf4kfQOUg7MQ6JWsoAwcMY4O6IQ0jK05FvzMCYANXGHCaYVeGAelyGILxOmjCR/t8So+6BbFeVl4sk+M6AqggPWY22PtN3gb9teubMgLRVguPJRaMyZb8pknkt/5RxWa9ideSVYNCeZ8bHWBa271+WM3oUzD2X6fXldQTcGgbJg9jtXfzQNmmFm3N8svgAYgYPhdAXcrw7nnm+Xky7v2tsq5v1KXy8UcrcZWk3N5eeHm7sVZjuG3blR9/+AO+/9O/y/PzO1o78nOwEqc1tdjGM0agHmq6uAGIKoeE3JQj6FJBnHGWJuuQozod9fBA8d/9e7DXtdUwT0MGObo1SVYB0VR4u1XeloapOVk7bklK1kTxcmrv5s3tMHe6bixeTs1ZyB0nZF2YZ1jXTm8LOXVSXWjbipLRdGHtBa2JkwpTElQriY62BmJ9JnQXGg3PLkJQEvbUyk64HedklG8N9lBOqLXosa+E+LoU2Q2MutzVHnc5qzJzMC7H9b3HWGKORTAOvetULeq10en5YNYGZiEjvqBM2WnkX7m+CSMwAhpjeXAHX8R48VkOmbHISw8v0pEet+NIGY6KQvQZHJhA5FIjKWls3AAbigKmRvMY9rXWaRy4QoTWBPbsZS0Su0a8bWQrXYp7BJGjD90UfxtOLuR6feV6vbKuK8uycLmcUWT3EuExIo/80rqmlFDfxCa3lXYORHDOIVkDllhb82OuehdORr46/PvY5uoRkm1cA3U7b283nk4nenLtxWyGjqp06aAN6UKZjDxkQ0+cVFQS85SZZ6v6zNMz51OzGQXdjF6rlVQulGmm9o5ulbRVThNIjo5DwxGiVVujdOqGMxSID0NwGELdI6dYE/+sA3YiadiPg+iK+P0KXCrmLsBR4QkjcEwf+uyU7LhVnJEYAd+irJgiopP99S1dvQfeH69vxgiUUvb69YjiZpe5jpy7t6jrHkyumC5jaHHac6ljqqurxepRIYhDPmr22Qhxu0mPw0+APXX4Ul4egyGOcqMaG0wEfFiJpERvNpE2QKleG5oV90N0VZZ1MTbhBOu2cbveXITSKhHZc+i4r7bR7r1YrGuUikyH36Yo5TxZPT7ZZCNxV5NEDm7AkPN+ySB8KVLYQ1sB0W6H3AHVdV25Lgu5mGDLZS5kX8+2mVqw4krOCr12ttqoDgZrTqCFVmE+n7ic39Grsq3b/l5Op5l5nlAMSL0tN3qCMkNKFQm1X+kk6YhjAK1VbzlvRydpt9ZeEbXQHUuoGNZ8/G+sGRLEM1uIULZW7zWPtEfkALjHvx//PQKHn4GLg6Ma70FgCsde1N1gfe36JozAnmMNIdHoncEPdXWv6z6sN6O6qp0ow3b9+6ifhwKuanOg5H4B9+qDL+C2GT4wz/OOH4xtzWPZBe5VjOL57N/BPxeXEVAvjzlbLR+es3elZCjTxDxNCGLtyZpIed0jger1/dNpJumRs7bW0ezRQ0DGOzh4EHFUMjnPnM4Xni6V1pS0NupQJbW9+yXgkf3zPW7Kz6oJIog2m93n1YLWG7dl4fn5Qp7PnC4nSqvcrjfWWhHxAS+lYEvbSV0dn5ko04lpKmh3foODgUF5lmTcklKMKVk7ZiBytwpBMtIW3sGXPPpobWNdbrRqYrOIGWfRbmzH/S7FVpU7Q/vY7GYP9jgrnJewp67WfmrY0iMwOAKLX/tZGPZfZjz29NUdYkr6xXsZ1zdiBA6vMgKDd+F3x3ToDuTKwznvjPMbKKIOhsTfG+pdJhPxMKZXv1tUOA6xLfihAhMtu/H70eOHYYj3HUYjePgq3afWiIfgSi6FJB2l+ewD+/yChcnn85kyFep6Y+sbOa+8vLzw9vbG+/fvWdfV5wfGEFT29xetqCkJqPPQ93U0j5xS4XJ+RsiUNPHx5cUmHqvx2Hmkx/G4qY4o4HEs3HHPPCTx0EST0Bosy8ZaOyqWnohMlDOsy0LPGZlm8lxMf5DsfQdWZSg5mxFQ5fb2kW29sSy3XTTGhGAD9U/uFNjTNtUVZUIwIQ/EyGZ1W6ltw6oGDuh5DT4OvH/rd+nhMD2E2dpD8CYovbF2dp9717s/2dM1vW8VHw1trHGkCnvo71cYhZFxeHcvfsX1TRiB0auMEuO7d9lHRB23wOS8RwGRPR26W8Q+9BGMyO6Ye41W0rTZDhbhPM97KhELG5v/8WbAoATjpaikYtJWXZBsGvjd2Y4dk/FCG1vvZLFKyFQKi6c567rx4eMHPnz4wO/8zs9MzUdjvPaIAxz4845YDwfT0hwLS6fJyDPn+UxOmZeXF7bVxo33WESGLH/wWKPM+sjV4O7VdVcUsjDYmJtbrdxuC7d1YyqZnq3GX7H/npLQS4HJOB+zKG1Z7LmyHdycbW1vy5vLnC37/Q6F31wSXTMpZQdzI2y+BzPjNIbR1H4g/FYF+tUH6NHDWiAUjsX2QNDXez90MAIPiNQ3nIc9x+fRQXw/pmjj/Rjfy+NjRD5/n+P1TRgBwEsa6uw/8ZKHMee0d7L3i9sI8XQo6xIjn5JHAY4DuOKuOIASDUK12/QZ6yI7pvoCR13dgRzzInUX5Ahwprs8WSzseBOijbm2bad0KobY2uzAinr3WhIHOzXt4helTJwvz9yuK2u/UfvK9e2Vl48fWVdr6TVvnehgnydBUePJGxqtd1hd8lJW7UaqQZWpmBbg9z/9HhHh5cMHOt7UswNacW/YUy3R7rML/XfDhpW7/3cNBUlO8bUsaF02bm8rc0oojevbG7dt4/z0RDvP9D5R1VSI02lGWmOpjVyVRGeahJJm6MK2VOvInGZSWRw0a8xJ0STIlJEMkn3cmLCXUEXx0W7Wh2DtyxYl5JzIBu0Tpu1gYXF4/4eUKdaiq09ECrOobceB4kDGfMA45Aeecn+Ax8eE4X1sIa/VGo12QpsGMSxuhwvcfOX6TYeP/CfA3+cP+R74UVV/T0T+LPC/Av+7/+6/U9W/+Gu8Bl66xXtK2D2bc84TFuK1Wuk+0CK7YGcYgORCEaqm2S/ZaLi2eYWSEr2o3/zkCyZos2gjFUPNSyrklHxCcr3zdoHyRh/C400CZ3A1RfQwaDFau/u0nblYG/K22VCQ3hNoJQk8PT3z+vqJrZro5rYtvHz8kXVZrXa+ddLUkRzVATNkSe2zjQ4sNp1VIHQfHApm9KZSeP/u2XbMyxt9rfRWB5Qxoom0NwuNTTOjbkOshUUADqQJdg99F27byqeXTxRt9NS4vb3ZJs4T/bZRJxN/XTa711uF9daodeE0FS6nCVqi1UxdwbgNhZQKW/OBJX2j98rEZFWipAYsippuSspW7tPgKxhmJBIt3tYBauPPLHrqnt6o6o6z3Hlp37HJacaxFqi7t6Bji8IucXZvREe8ISLOiHRt7410edvrR3RskYwJz3pKgKBi3IsvaR/E9RsNH1HVf+p43/JXgA/D4/+6qv7er/G8d1dCTDTRiTuhm2eKQYJ0aJhIaCI56m0hb8inKR5SqbfUKoB4fueeep79xuAEI2XDCSmlEAW0vZvroVxZSiYGlYQY5xjGjVb9EC6JPvUg03i0gTXWdEkg3SWtlXmeuVzO3G6vbK1Crby8fOL10ye+/+nPDBeYsklou8qwpmA9uhOS45DuYhoIqTtZxodb1nWjb5VZihFyug4bU7wKfuAEsdnj88K9GGakcUbRHUJQiXFgjZeXDyxvHzgVy71P5ydynugtsV7NmLW+8fb6YtLjCjes//+7d8+IrLy+LSzV0oOSJ1Ke6XW1cfKO+KfekO69RR4GGAM0YSyl4FLgXr+aMU4J6X7AVJwHYHtlNHyj0EeMOBM3ensJWoMMNKYW/c6QfmZMhghjxJtizY+92ck5WY8LyenOFg20aqIqcR+Pu/b59VsNHxF7p/8k8I/8quf5FS/ioXPyMo4ial4354JgOn5gXV3TlCnFGFJm+fU+vOrsLCsLxxwwcWJQc13+aTJhxizmJeTBu0fpMqzyY141ApmPxgCONCE2y9i1GCWp3r292IVBWq2UkjlfLkyfJupmpc9eG+ttoa0bbasmVFqFnpNPU+bOCJgTFwLkLClTRJiS1dpR5bbeWN+u3K5Xem1s63aHWJvXUeM5eKmpdxuocpcG3IGCI7ttyFFz3BtL097qytttJYnwpMI030jphLbEdmvUbeHt9Q3VdTdi19uNt7c3al/Y2hvTpDw9zRQByRPQkGTKwyrikHC3fgi14TIlGUBrb98MIwpkJxLVoKD70U/etR/q1npfWYL7jkB/kEcWX66wxH6JPfH4fPF34+E/uAEjaOgRIOy8C0mGP9WktG73qfavGwD47TGBfxD4fVX9P4af/d0i8j8CH4F/Q1X/my/9oQzDR87ns+mxih36+NAiQvYDaJOA3PKX7JTVOKjjmPLoswc4kH4zBqY6k7pQVfewWERcGMRy3xjEOYJfod3WWvOKgYyf5QFcvO9Tf5wfGEYF97NJxSy4P0VKicv5zDRNLLLahg6iiA/w1Khnt2azECSMj/s2VeswG/L7UiZqqZRcmHIhk2jLxnpbqH07qi2DdxIZO97uy7jxXkevFUbzHqGOv7cafS4mmqFaQIWtbfzw4UeubwslFYqYGlFrC6WIR1+d27qwvSx0XZkviel08XHpoGTrLyizDT0pxWXNM1Isaksp+xwFoGd68rVUQAtgh7n2be/sNJJqusfY9UDrYw3C81vE0T872H0M+4e1HQ/74x6Jx4ydgKOBtq9AbHR/brNZ4tOSxvT6y9dvawT+GeCvDv/+m8Dfpao/F5G/APxnIvLnVfXj4x/qMHzku+/eq7VGWsgcPd+tNh8NDdNUSKntBmFsIgrDEViMld7M2s+zHVgRy4FTFrq0SFpJOVlPuQOG+WHk15dEGu4pzYfXHw/+3eVJ8mj9A6yzIUG6e5jdu5Syi0kINsDj5cNHluXGc3uyzj/vZdDW0XKAVck3h4X2XjqcCnkqyJqMijsX5nThWTua4PXlE7fWyNWUbFpUXXYANjaWGdnHAZixNhEBxDqJI5SqDiw6cJuA5Lk8PVPrxsvq6sQ029zamKZCzokWEnI0yqRM5cw8Of1WE70n5tOF+Xwh5xmVmVQma9suHaEQqkwpcJTuY8oUbBBJRjRDzxh5IjmO8uXN/4gF2X/j62ELMCD0D4Dy2MD2mGKN1bIwMsecTe+B6LaqEmmOgoi1bYvgjVFfr3T8xkZArEn/nwD+wrAoC7D49/+DiPx14M9ho8p+2XOZ8ovIrtgyzzNTmXYLdzREeJupewD73f3QkpKzTbTrB104mn16Mw3+2tpOzPFt+8Vcd2QWjn0NtTb/umcQjjc2nkt36vLjlFoO1FocB1H7PNmjgU/5E63ZQX99+WSdjB0zXJtLapXsVNRGVoEwkCioD70obgRKofXO2o2jn+eZ87tnmsCpNZa3Jeorhxc3pdQh72+fGYAv3FV2cBfvbSDvSrtZhKyZkmeQRC0GWm4+/EOTIeytCKEalKzfkKfLxPunmctkoX3rxsJ89+4dl6d31FZImEgJyTyjTahyReowVFE6TImk2ZIDzUiZPJ/urv7kIJvftDFaGslCFhEcIp+Pe/yRhTpGj4+R1RhhPRKSjseaYKs1bxkvRBI+icrLhyKktH2mmzFev00k8I8C/5uq/o3hg/4p4Beq2kTk78GGj/xfv86TJa+lTtNEX1Z665xOpzt+f86ZltoO8AQKqp7LB3otDkIlF4OwPays2429zTfbDRPFo4rjRkQTzs4DcIS3eYNRKtnxBLwco36IzTq3/rki7SgEEsYlpcRU8oEi97SDSkkSZT5ZpCIbKc32N9kkyRsbrSu5z9BM+EQl2Yjunox+K542ZUjdW2onYb1V1mUz9Lt21rU6kaftwJrEfLsAGOI8qx6iIr3tXm28RKyTUpKxOo2hB6CkYsBclkSR4sCWrWXtidqVplY+VPXDi6WFtMo8Jd4/zTw9TaZApGYEUCHLiSk/IfoMuZjku2zhhh20c4BQMe1A73NAC11PiDRSMfJUd1RBOiT1yO3h8O/710N242Lcwaf7njwipIPfMWoBxHOMRiCa3B4xKVXdx+BN00TC6O5GwdYDGE9Qv6CDOF6/0fARVf0PsBHkf/Xh4f8Q8G+JiAHu8BdV9Re/6jUAn/jiobj3o6/bage63NMkxdH7GPLJ0Go5em40ooHmh9zKgKWUXR/OWHRRtz364SHoy/a8VTAgrzXWm0mBiYiRXoKl5SSZ5MKR3UG6o1pwWPIj1DMDU5s18ai6dr80ptOZfCr05RVJNkE3l0JPnZ42r8EntBWk+6FsCU1q47vdMIomclFOc6HNiXrduL1eqUulbo2368bH1zfe1pW4cbEZWztSp9jQ2TkUtseChGWiPBH2ltnu2baYZ5duxjVIXiUnSraU3nQChNygtOw19YyozSMwAyskZuZJOM3WWNwUimQmgUJhu1XWayNPM1O+0LOlk7p3T0bJbthJEhTfTE4nSJWmK14qAVVKErR2G+3uwqNj3d7PCWBL1ZsOeygclGlLRH9B9Cw8ahSOZeb4d0QBY/RwHGoriwa3Y6fcZ1AadWs0/S1pw/rl4SOo6j/3hZ/9NeCv/arnfLzGNxhWMHKgMfcM7v5oKeNxy7IARuudJxOVtIU6DpyqaQLE3waq+6XQ9hHUshtu/ARxD6LK3XscN8WBD9jfhnLSTive88cQUtW9KzJcb86FeZ7p6dWNiUmCx4RgK117ual2imT6ADKNJU47gsnBs4KqSaKta+Pl9ZXXt4XuhmbEQkZAajeQGq3KQBTQxvBWlbqtjnt4eVSEkvKu2FNKYpqMTisSEvNmYLqaFLuokCgeuRnoO5fIg5shBBIovvJ2+8QPP/4h56fC6SyW/mSLSqzXYmDR7R7a1tLGdCXIPsU3n+kJetpo2thq2ydCxecdD2eAx0caeARJ99UiA3l16D59TA/GNCD29F1vAsfzPqah4x60vdaQbJHv165vhjFo48mP3OqYpCJ7Z2HkVHGQxvxpmqa7kOlRr03VWj0LB+iSUuJ0Ou3Pdz4bHTfonYfm/nEgzuezI8GdlPJ+48c8MerkTavn+2P14qg8gFencqD7gXVEeakzzzNrFrbNxokvy8pWO2edzKPQaH2DlkwFZ2g1HTdVSoWcz+S8kcuEZGhsrHVlayvRiKVqOXJ85lGlBtgp3HGNeMi+Bpi+Qm2VhFLE8KqSo43YeBFKM339lEhdB9xBQcXycxc6SSLHIBAM+Ir7PHlE8bZceXv7gKZnpvnClJ9tCExJSDNuRI90Ro73H+klIiQpwNkmDfUT23Ljxg1ti8mR69GTEK8/8vaBuwP7WEGI0t7I6Pqalx4rBKMBGIHYsddmLB8eMzwTJrr8JwAM/nFfYykkALgA3VJKzPMMHJZutIJj0wUcLb9xcONnxyb9fHhEhFLTNDFNeQf9wtJv2+aAYPX3lfeUAA7DEgcn9CLmeb5rMQ7DsnMHRHzGvIWLJhJiQhixFiaH1dnWyqdPN77/Xe9FEM+VfVz7GAGEIdg3TMomHJJn5tOJ89OZZXnj9ebjx7JFN9EwFev7eDmWSSnTXYQwRk3m7d0AYQe4JPHyruyK0BLo9YDF2BraH8bnS3uFInpB2JsxUaHV7pFZR6UClVSgt8p0yv68mJGJN4WzP/H24pycDj2RRUyHgMqaS+R06LKx1nugLvbWeDAfrzE6jKgs9C9HHGAEG8fnGsHnWOMRXxqNfXztEbTgzNI/uRLhH8s1fojR+4SQx+iVxsWOmnSE/mPYtc/o47hJ8zyTBoQ2nmdsG661mTYg94KmIxhkMwa42whxQ3dMIgka6rl+k9d13YesmGE4FI6CIWkbtHreCKVY6FxbotbO66c3trVRm5GIQovAhmDejzC/X+OM5BN5qsy68NSeWJY35tuNeVO23tiqVzK+cG/i+8eS8yPKbThJQXWzWXp+kM3hGkCYUxhjgWGA5q4g7OlWKvk+jLU6mPEfuidOKqhYCJ9TYbktvHsHkKzleE3kSSgSZWKLKJIcEU10X5ZsgFqWzlwg0ZhytrmIrdE6bL3a0I+HHH7871jqiz199zg5ooRxj4+Aceyp2GORTo5KWBGFzvO8S+V9hjGAVRD+BHkCfyxXbLrRkh0e9/hZfMCx9XI0DuNij15+JOuoI+xxYO88mG+Ubdt2vGDUIIyf1dqQh4MQYX5cZmwS1f8+fj9afXuPwXi0Ehao8yDsIJwvFy5PJ7bNwMMff/zI66c3nt9NBnrS6ChlwALGmnK8v4DuRExY5HQ58e67Z67Llduq5FWoTY1NOXj3R6+URHYvP+bD4/2Lage9G7052cHN4uBhJMya/csJLsI+lDPnZCQwGbQABSRn98xHXV4003olpYmtdiQV690ohd6E7GQyK6MnSsLBTiNsiSSmAvMsTMX6/5OoTzVS9PxEXW+sW2XuYgZ4cFaPe2jfA8OeuMOdJKpJeU97IwLbH8MBdo+42FGFGBWG0o6J7fdbj/RubX8L6AmI4P3/AXQZmns+nxxwCerohCnZHqj1uOl3ZHRgcMGxcLGok3v+2+0G3LdjmuG5ByKD9HJEJW2PBMZmjjA4Ii4XNqQIvbfdom/byrZVZ8KJg9ZDqIvXgEW5nJ+o737Cp9cXtG28vv7Ihw8/8N33E09PmeliaxIag8DdZ8/5kKESPATOE0meOF8q0/RKyhulGGjam3EyjvzyuEcikIrV2btT0eK8AzZzodjny8kitdN8MvBPu5dtZV9LdfDP3rR/8A6IzS0Q1Or8cSgk79OlCCBPrVnMxrwXXl+vfHr5BOmVy3NBa7ZegGb4TMkJKXkfqGTpShiHxFyMpi7OE+gpM51OnC8XozlvSurG7ix5RrESXPQO9G5aEnlIPS2Civ0dDUWdddu801XAmagluCiDcQmvb2s8KmF5BLu1vUITIjqxl0QSGpJqX7m+GSOQ89FpdswJ8PJImazerc1nElrLLRreykQr7LkODxZWdJ5nlw5TVtcGWNd1xwAecyvzQvca70c4Z6H1um77Y8MA7DLjQK9m0OJSL7GZwaqIxAANSwOSOACWodbkr1Mo5cz793+ajx8by/ZKaz+w3n7O28uJ8zlDunA5n0jaTWXWFXcgJtgYZmDjvm2qTpdCa2cbcpmvTGnhlDtVVpofOkkGfKrn6dNkURHS0TTtnHo7MJZyta3ZZHCx+2Pov3slsUGv6kYg+1fwLPa9gLeT06HJrouIUcJ8VLn1yEY7eO2LtWMzkzK83m7Mz2+UPiNbofSJ5gNF5rmQZPK1GbQmeke2DKbyQNMNVSPZtC6QL0zzyml7c+Vjb83erDxngG6yuYFJSOUosSpE7dT2Su/0ZiVOkjcA5Uxze5dSMiOoNlsg9CxGDML2q0WbgDMtoSfTFMw5Il04n78eBcA3YgTCE0YJbkRaD3BkozULy6epWHuuj2Ou9cAITGKq7NWCRywB2LUMIxfPOe8h/yj08BheH5dt8s8bOo68L1iNj2DPmK8L1g7dXCYt5+QkpNBF6OQ8Uy4nLpcLn15viPMQunbqttC75YKldzvqD5WBA7zDZdGPIZrmzdMe6SSfv2gRg3VMRtg6KizFfUDS3riFg2/Jy1HTZIfVNmKEt9FJqLtH/ALDdtgXQ52NAH2Dz6hsm3XKBUjaVWhdef30ynx+pcxPSO7opMwZWtugJ4qcSKdig1fF8BRtUBFUkxtokx6rriWR0sxpfmK7mfDsWo81THvq6almPsDO2A8j5XcM5UcZvd77gOpb6/uI+j/uyVijABmnqZh+hUuZHZWo++rC4/VNGIE4wOPmjQ8bH95+H22cplLjo10pZWKez58htAH2RZiekuXoER2MRuARyBmNUBiB4/0k5vl0BwrCfddgtO4yYBkjWGmPU2pVogkkNkGEfLfbldNcyCVzuZwoU7bxYXU1bbx1YV0n5invacuYh8Zn2jeMMyibl+/qET4duIbH93sPw1CWBZjnk/UVtMincUEUG9hq2ET3Zq/ADbDPKEfqsDd26ZFLP25UxXvhY6R78xTLq/y9K5IyTQ1X2RqoFN5uC/qLH5A8QXO4gAAAIABJREFU8/79T2gJ1lZBG1ISW1WbG5ky0hu4DPraOtG5ap+5s219AN+emU9XlltHaF6aNlLYl9oLRowgMKp1XT8z0uMh36th02SUaN+/j48zo3G8hgGMDoLTd+NsRvNvASMQNerYaPGBW2uHUk9dfTECLS30ZpTXmGYbYb6Fr9MdYLdbRX/NUpyIM+AJj/Xe4C7EFQZFtbEsN6JnPv4+opD4TCB3zx2fLS4LT5MJi2iMSwsdhEQpJ8vpEabZ6uvNB2hOs0UM67qyzhPTdGaaPi9RHRGKt54OKLSIRVXzNLHuhrGzbZXT6QQckuuxluGFEaNW19rIkpm8s1OScJpO5AKqAagGDyLUexzsIt9Jl43A6m5w9xQRVISUC70bK099bNvb6kanTJRp5vVW+eGHH5nmM5fLMylBkkZOzl9YFrbUycykpLRtY+uNhE2VynkCZ/u1ZrMbtVdOszCViZu+mZ6hA2/9sGy2ro6HPDqWEa8aP+P4uLGyFRHrWO4dnWKIrap2d2R9fz+2zywdHDGiL13fhBEQZLeUI8A3luhsE4eyj/g0WW/HVfUQVe74BOOkof1GwN1I6XuW133KsCPiKd2Fw2aM7sc9BZlpv4H9aCQZ2Y2PteHgkdfayLm4F3JQSI3XnjQxzxOlJJcX62SnOktS1m2hrMuOTYylp2OT6T7bQL00acSfQ+uuS+I8CSLrvhaPbdGtNUjWkp3F1jpjJKCdvDWoQ+3lvuRDSPGUKxdox4Y9jIzvCRGrb6cYEqOWA6s1+PXazRigrN1+Jr1iWEjhdlv93jab5iTY0A8RhETblLd6xSY4O6lpV2qydC7W0ozvxrI2Wt3YarUpyWogTki122coNjvhoXowhv6x176UJu48klrJwmfGZHweVaGvbSe7BQgsmM7Gvo6/pDIA34gRAO6891gmDKwg5xMxdahFWOg5aVB5Q2sQbJHDIMRBeCzljRv9S1Z7B3b2zXCwv3o/tArG9COwBhPjyHe/j9eOG7ttK+u2guIbzfQDc57YVruJrUIpwuVyZj5NXG8r+MjsMmfOJxuIqo4gjyXRg39wz+TT1nfQMufEPBlwWvu6x7URtoaBCKMahhfM65ecKYO7VrW258AHpsmwBei0zt73sdTFdBSQzzbqjrN0dcpudbBTEQqtKrW6EpMqxnc0pSZBSKUwORO01Q2ZZ3KamXJmngwLaHXher05rtJM6fl0cmPmhiB7LVKEMhkIunXTjSxlcktnWo9d1YePHJ53TAOjXyWioFrrjvhHtKuDQTRZuqMSM7JSDzKcUDfrZp3no+8miYvuuOO0kvY3XyIUf9Py8LNyeDHvjbffsZNW7GC6Ag6H5YuNZHr9VqfPpewMtLgihB/JF8BnkUnvfQcM7X1hyHALLkO0kTptuAjEhGQv1ySfWVjrZl4pJ3KZvUoQg00nWqtsgQ2gkCam2TeLh9VGFhILgUuipJmYnjQyKA/DZ6GhJO+e7J4aiYA3bNVa2f6/9r4uxrbkOutb9bNP/4ydmcngkeVYOEF+yROxohCJKC9IgP0y8ILyAg6KxEsiEQkkDHnJY0AiUpBQpKBEclCEQSIofgCJEIEQDzEklmM7WE4MGCWWYxMInpm+3Wfvqlo8fGtV1T59751rjN19mS6rfXtOn+5Tu/auVWt961vfqvuCFb92N5IpsdW3g58pJaTAev+5K9RIWcpIV8EwAf+aRl+36XNVqfPANB6NQqkF29pQK1CblZcHXsdyOANUcXN9xOFwwGpKSRASt5pEQBJUFA1Mz9ZKcLIBQEus3EwKZg42qLIZas6Unmt1Qd42VF0pVGubP0mEghyCelxNhyF0MVtvIReC4HhcexjkB4c/bx3/ssNoq7WHHlTZ0t7aTOBeKNeQFOpsXpipTNkBg/tuBPypUG1Iabj/oZPJBIAayMGYLeSEzaygu8Ge35/5+e7Gi0gXyujovAxX2DfOzc3NLlabAZxTMAcukGFIemtiBgfIS0JDYxNT5QmvsNQQGFvG5HOkm8+efgWAImfjJsSIIhfY8CbSIXVVHmkLtC6ohRwB9jPYX393z4M9BCo94a+2+UMkM09SgiQCZb4RgRG3+qm2LBkqo8Sa92WDQnE40M1Xc0W5xtpPIpFg4jCBIUltXc3IP8uNQUoJtTH1Ven3E/zbCtbSAIlosNDCaN51PTLVqn5okAClEBxFsJaCm1qQgiJoNbVmNm1h6XOylJ0i53GiB0kIOCBIw7IottJwrBW1VFS1yk1h01z1hMfUZxBK/QeGeE58GlqFMyvV16FhCk+F1bJVlSrc0Q9CQVCyHP159v4LqqSfhyCIy5OLh4B7YgQU6Dz92S1y934+JTzOdIAM8LQarKhnSDGdctvdFZtjsZQSbm5usK5r9zzmdE0IYRdWzMAasG/84H+vhwBK9Dwv5DSUUi2kqeaej/Ll3kBVYLUTluMXYTksBMuBtGdtnks3KXV7gHrH5CkEAexhmrJxXAviK9UEKGb8QGbiiw7iEF1YweGcAjDNwp4YpFOBWysoVmdx+uWf4zEvNR1n5uEgJxGzACXQK/GEap2hVQGJfOC3ViCr4SkpQVVwdrZg2xrWdcOjqyucHc6QMlDLhrqtiKJIojhbIiIy0CoENADqGE+mV7atR7RK7KGqorUEtDO0doNarPBK3HMwfCuM8PKQD30ti4U1NMpkR84GwEPO05Tz7In1+2k8iZgSFabEU+llhyMAgnV9gjSSjXthBJzXPFvH/jMRlLL108RTHyEIluUA144DYG7RXt9u5lcnU9WZ6cazgXBcwjMTc+pyRrBnrKCnHssAYmKMiIlVay7O4XXlMbrL6yQjB0LTZGD8b0U7obhRDocDYghY1w1l2xjepGAU4zG3+QvwDTWyAyxl5VoBk7CmeBXjMJj99+3n67ZCrUlKtDAuBdcErDuGuq/x/PunIBc9QG5+dgEK8DJp4y6itopSSJtm+/GIlBeE0KzrULXnwsrPQzY2JtOsV2++gYsDQclmIcJaN7Ql4vxwwGE5IKUFGqkqhBRMq0CRkqCZjsTxWLCtBevWsN5Q1ozFOXaCCzUhgoxDYT7d543N+7avNpxTznP8f/rs+fcul1em/eLFd/5Z1BOQp0UDzyQq8l5QbvxV8DD5OVX9GRF5GcA/BfA+AF8E8JdU9Y+Es/wZAB8C8AjAD6vqJ9/qc9xtf1wdwNhAsWMDIpGuqQEfIQzF15kk5KM10jRnKrF/ZgihlxF7WysRwdnZ2S6TMIcSAG5ZbbfmrTVoIail8C69ETk7i2vgDZ7d8PRna43yaLUhJRol5sGZglwOC7ZtxfXNDV6GFbzYlOYQYOY/dE/AWm0RY7MQzMg/pRRAgWBpSLv33SCOeH0iPIkgNCodl1oBbUhxr9F4Wv7dgUoXkOk5f2ZTvFFJimQr1kb9wKoKiam3B4MI4pIQWmOMPGWPIA1LzoiRKc9HV28gbA2HZUFQnshlO0KQcVgOyIczpENGSwFVAqpGoCpQWWSkrWErK64fHXF9vaK1grVsrEkwgEo87lZ0ObnHYSo0sphCWLn1vPP26O6ezl7BbODnMHVOQ/taNwVyOpF/P917b7U5ARQAf0NVPyki7wDwmyLyqwB+GMCvqepPichHAHwEwN8C8EFQVuz9AP4UgJ+1f584FNpzor6R/GKAuZrPu//w+7VuYHjAE8VRU1+Y01TjLCgCDFDweDzeAmeAAQ764jqaO7tuM5twdpvVCCiAUuo6uRfD+c5kJF77DWJk4w33GHwDNlTklBBxwDvf+U780R8+wtXVFaqnG1Ngw5TJnZzTUQA6iDXSrXZC2TprawZi7dOkc9kztR8zsrEl2cabijshBKSYjNuvnRU0P8S+tm6UWA9MPzBPHpU2UoyPx4qtAVXNfY4JZCHy58IMnZ1+bF7quAEEiIlrXduG65vXsRWmz6qViYd8iSIVqxYgJBKGK8VDlhAJ4q4ryvERynqNm5trHNcVigoNBTGz2SrMePn3Mp3+fn9nr5LP1ghb/Tk4TZXO/IDHHkTWP2J+jvzZ9Ewbq6Zu80fm8SzKQl8GVYShqm+IyOcAvAfAa6DsGAB8FMC/A43AawB+UfmU/bqIvCgi77a/89jh/GhfBKa20i6+FgFKYSzEjWYcfIReCryuxx3BaFhMs8IWu3tOF7itPbB3gYd7VWvdYQP+2g7RnUIFQtrMzTP+186H8OEFP/RIzHoH7AwhYEVNIJB2eXGJ/6lXPTxKNucUx+fPhq4bNOOsQ7Wjyh1AkpF/TjLCA6/kBEbZ6/n5WVevzZGpKJdVc7bgHKPO3Aj/b1WlNJywKGjPr1ACbo1twinRxkxG45HLPLyAlGFLl6ryeXfjU2vpnkvOEYcc0ApZkhoUmho2rLjaHqFeN1zEhpAPCEFRxToOlQ3Xb76J7fgGUI9Yt0dY6w2abjicZ9SW0IoAIQDNgMEGxLAPBWZweqz1AHHnMMmHr9vMVIXuxW9zHDRhX18yBhVLNg5HMkxJ/x+RhUTkfQC+B8AnALw6bew/AMMFgAbi96Zf+317bWcEZOo7cHl5bie21dTDCSZ7YgVjf95wP+EFjK3pAYySXTaAdH1Bxm1ufbdJLKRztQ3oUmCyvqOisDVFzhHbVuC6g+5puNs9g18EjIzi2rT3GhysPwMHG2sBosXVwCBEuZDJum5IkZVqMHLPsixIeUFMLIYJ8XYNw7TWdN0R0QKFV9VSjXPoIJV18655IAq61VaLoWZApHH9c0zEKwSmeFtN+mwYlYGdeC0Hq/liiGyIkmJPbW6loLSKrWwkNinrAdTWX9GQjUYtMaAUGngmkIjaO2OPG6ZCm+KwnCGnCMlmaNSAyQBs5RrtuqBqoaZjPCBqxnUVrDfXuH7zf0NkxVlWVN3QsEIikJeIkMgXAaEAC3P8oBprP/NLfLTKMFF7flL677WKAXyrteEzAdtWqqWXJ83BwGuKIZrALHq2XcQNx5P39TMbARF5AdQP/HFVff0EfVZ5lhau09Cp78Arr7ysIbg7Y11c7Yubnk0rgNC171ManH4W2ghYdUfGHYsqqsXWcULxlSCWKkLOPQftRmVdifiGGK0lWt2dYt7l2FOLwMAxZjCI+X1H7MPOmDB2tesL5gZr7ZWL3LPskVfqBhVBzAsOOePm6ghFgMRIA5ASkXJbV9/Qs0Hq3lCknkCrFU0AtfJaMg8BKKXOzxZShpsqlpzNSI0NLVBEjQg8jgGTE99q7UCtz2g0k1F46zY/CalLUNk2rJmwSWtYLbWqit5eHaJ2jwXbyr4Tau3Haww99QZYM1MR6zIVcHZYkGHlw8GyMGncE+6iDfV6RUVEKxFlA9bjiuPxTcRcgZyQFkGWM7ZJX85sozULaWzjRz/tJ1m7yXN0QxoQEXPsDWKcQ1GtpqNrM9rz1MLwoHIilgEBKIhOBqWK8zsCGgiaalFIezpr8JmMgIhk0AD8kqr+sr38FXfzReTdAL5qr38JwHunX/8Oe+0pQ3s86A8KPKU6nWqeipsJPH4COzDo1YO1zsj0iMGPx2LAlmMOswqMnR6qyMtCwg/QkWZ6Bo2WOZDnP+MYO2OhjTdoSrG1Sqe2eyuGhHNT7IGd2Q3PKSLGBqAwqBCmoWIYbqb3Vege0kk4wPcoVCOqbCibn1gBOS/I+YDjsSBCMJOO5rStZ0NUJiHYRFKMYw0hmIagjvh2vp5+L01bzEOS2vhVDCCEjHTlDHhCrWbByFsqDBOEgvudnAOBVTMmSs43q1vQhhjnik2vsmtGRDqibGRqSlAsZ4KYgHwQLEYYijF2hSoPT0+fIWDUocyuOkAvyLn+UOe/aCeXCdwbNS7XhKtoHBkpJWqJZkK1CN0BsGyQr7bXETx+PEt2QAD8PIDPqepPTz/6OIAPA/gp+/dXptd/TEQ+BgKCX3saHuAr55uF7mGyCrsywoIpZXKqogK7ROIGpct4zSw/NxgstnCg79hBuBgnifFoD8oS4amrWivQKlI2bjz2iOwcV7fGxqlVvXzXHwCx0MXSaZZe6mW9GPGjzzfSOgCdzz/INDGOgqjeVn2y+P7fPWUaKGmuQRGkUv8/JqRzznnbKm6O+36EM+gJwDA/B/nQ13QO35imm/QWT/gGAL2MWsikg9BD2wywUwnUkNAJ05iwGid3Ef1uCKYYpIZnQNnNivIzDU0L8YcoSKQDIC/BvEkaQ0rPMzlJGyadd5HSgnwm1Blse/LUaQjm2asRwo5r7tiAeaq94KeNkIl1B16odbvYCEDHakKMBKAbpeZ4cD6uYrDsuEun41k8gT8N4C8D+IyIfMpe+zvg5v9nIvIjAP472JgUAP4lmB78Apgi/KvP8Bk9vh7dhDkGjZTdaTxeBcbCOInINQIdxQf2pyvfa6GCzjX/Iz7OOZrbPOe5jRgUKApK4o3203d2++awQMxNBNhXgS4jLb+HDAw5hkHxh6vH4MGbeAAOcC7LgsvLS6Sc4f0SZkM/pyv3w72CYB15EnKim61NcXO9odZHuDke+/2YkenZoKSULNVFRmDOw0h7zH9aMDUbAxp+ZuJaKdiq6SYa5gMlrhKm9NmMrvf0L91FEsWEgqaCgJyChXrAkgJyoKHPGZBIRqYSbDAPg0VZkq0fgtGhm1aIVKhUIJJM1A8UjGUf8f6eD3FKmGrNyrDVn6uhCOUl5QSJB+rv93QcZNpxHsYgrv1g2QnhvVb7W+EpcuPAs2UH/gPwRF/izzzm/QrgR9/q785D4EU8jrjTogUZ6ZGmZQdkzbnQU3T1SU0xOT+6jClOqsa1kurqpznShMQC0GB99NzwhA4OTtfdH8xaK9tBydAfSDF11N2vY9787kk4S9H/TgDBMQcEvUXbxeUFG3nEiBBaz7nPaPP++g0N5GpDQkKMBlzqAPQ8ZTgXu/j19Xm6qzuxH5lhaR1jmE/CWSTTDSS9JdNUaI3NM8RSbhKAENEKKdTz3/MxGxVpamk5PxSohOQmMMc40Y+sDkENCNaRIo0iyDECiTwFsZMVCGzxJQINsvNufI18zZnBGkVcu3DMge7WdmGOr0czzoZ7CN6p2j3ZmSMQgnVE6uGI3T/1bI/pHymvC98oJvDNHhNFwiylAogsDLHXgyHjwCD67Da4gmCXzl7FJLltbr+iYfHGlC6YmbyRSLHFFvs73DCqnvcWaGNNu1fD+UP9uBFCsNZoAjEkufVYzU7TZNkDHXl0rzJjOrOgxYhsoOG2bbi4eAln5+f9QaJ2n2MMY/jcdusAMUAyIsaEAOD6ZsOj6xusx7WnS4HbhBV6NtjN1+8NjQGLXDwz09dgOs18lFIpbGoN9Dzer41uOz2gxhLfiQTmf9O9lJQyxGTCWqv20CfG/mnoPUASlpQQhPeybLXf6yACNBogCV65VxlO2IYKkizdC4Q8slaz9zdTyWcOwJzvV2XaOJgKkdfK0LNoBkoPUHxet1vkNMzEr5HW3lW3quIp2UEA98UINMW21Q7w0XCFXnUHI4bwhozN76eUn3TbVhAab1pMEQJhGWqttuCRtNMwYmV/mLx2gfJXrgdAF9Etrj/swGAksoqMajQxRhO78KwAbH7sH9gaT96UFnPbqKwzKs32xTu8kXwYomRsx4qmES++/DLOzw/IWdhF2a2/33QLdewog+UG3I7x/3x9g6BsRzy6+hqO2w2vMyZbQ6tiFKY1Y4rmfdPFpIHjtbrijwSGCUEtY1IbKtiHoXrzjsbNribd3SZwKzm6Xdk2vIJqP/MmmjkgKSY4sNe0UhnJrrUpGQYhUAY950iiT6td7yEYVuB9DCwSsbCEa9cmGXQJuvOO/NmZDbhjTk5iA4bCj2esGhqSBMsEoLesE6HmYAyxcyYsCYoUeD+aeQrUQnSPj8+SP4eq7p0WywI9OSS4F0aAizcovMN9NZAnDFdvCJC6Eo+7uLTSKbN3nedZe0zfGMfzxnkhEW8cqcIDCWcTDkEpTuiZ05eKlC0cKH56u1seoVqtt72lt5TdcWo1FxtWN2AnDjXsxqnpLEbPOoiwLV4rikePCpbDC/i2l15EOkSkzNZeMViTjmF1dl6S2Bo3aF+vIIJqWAhCxVavKVumC08TfwhrRTgkVLV8tiHa0YBGwE8q6a4zDVwzgx6IejdW/mlTYjuF3YcYjlNDIQQ18NKwEgNYRwZonykQoYE+rpahCQEpZySTOfduxnnJiEHpVU3ei5j0N+At2E1zwQ4hMRHP2sifEGnslISBj8xu+vBOvbVc7R6RPwOuQ6FKodJipei0y9z8IQYzQjxkmgvWinFFgjegVXh21Knc9uP+vJWy0YjKkz3We2EEIJTyml2qIZnMN3ShDgz3lO+jIOeIlVx0wQU2rLccBlo+YnlWI24bN6JLag2u/FwnMICdGCyvbnMbKPx4ICA0OnRHm2kPVHvomSnw001kGD9XKBqeClNYtVRcX9/g7OwcZ2fnjHljMA5EgOcJ5ms8TV0FR/P9fYY+p8jU6nEt7HsSBvNxxge81iHH0FuVDeGMNJSbazGDK2BHJa/9Z8hWAZYyi/d2HJmIfmdEjPSzx118jToV2UhXQQSHQ8YSI0KkSlAU/u0ABYlkyUI/L/rxw2To983hY/c+ajVgV8kC9XuMvavuh4h7BjOgOr/X039zCtRfn++9BMtQtKk6NHDX02g1ejEQANUkx3iobVvBthUathBRpqD7dNwPI2AL4qffaSzP1wRedPG43KurC7mLNqsUzb/jMa8DO7tUHLBTIXY68iw15vOMu9w43WJu9EbmFgKMuIYhhmLXIM2yAkM81efmmY05vjweN2oJriteeeUVXFxc9PZmHL5h9imp+V8Ruo9NDTyBnT42p/OLF3BcK0pj+DKfuvuxL4qZWZM9tagUUgkQA/sajitbqYfoVYoBrbaeYfF7z3tpm0JHdaSv/fyZ/V4n41IEenBMDYKFVSJ2j2IPA8nuY5MXP2zYsp7Xt3s0Z1zETl6/P56Cftz7Z1DWDw/39ACvnNRb19aLs2z4987/mJ9l/szLq61mQsW8ABqhlBaUcptFOo/7YQRs+IY+df/c3fQUmi/wvuDCmYUTscIu3JWDjsfjTlp8di252Y47gowDdLOBcFqqx92SRlozOfAE8EHvN5MMx1oboKYGFPMEqI2Mh1+Xz80filIKcs546aWX8MILL+Ds7OykRuK2p7O/8QN4otHlJqxF6Y6HTPGMQPByLrPmwzRO+roxhTiXXc+fp2BqU82Dq6oo1lGZrdsjTDbjVgn2HFuTycd9PP9sBgkB4CxnM8SsYuSfLmgVwxBnD1fQT/+hEemiomUHOu9PborckP8wOP0zWDl3zDpF9U8zVewZMIyaF2qFELqBnw8g//L3+jPf1KXPjdItQ7sSoOGr7TlQG4a5qTMHP+e8K+w5DQXcuvpm9jJcT5PM43SR58rCffYg3lrwGYne1QoYEg4HvFpDCNxE/Kxmsd1oHhEkmdqLi4lSaXj+jNl4eeotGGX31VdfxYsvvkhdgZk73mPyPXC2J+mQYtqJJS2YxJVnVADYybttay/EmnPzrTUsS0ZA7qlMxy+85Np5F9tWyW9QMvqaAmo06dIUWhv7/FlGyD/HQ5BezxCw2/x+PW6QY/BqRicH+YlPfQG0CoizFv25UPOC2GQG0J4ZArAzMLO7H4R9Dvzz/Ofzs+vrNo95ow8jMHQIR1pvhCS+nnP44yQh/7wQmNVwuTuBC7PUfs+5Z4Cn4IL3wwioop90foEz+g8AruG3d3FlWkh0I3A7HpZuWHxj+yYBbp8y82fMqbsRl5l73Rjre3dipqj4AMao/RhyPne01CIZgw3Lsq9anGNNxwZubo64unqEnDNefvllXFxc9NPF5+8o9vwQzSdQR7llo8EqgDa2APO0kvMEerPQx6zDfC98w86xs7+/1gYxoRcVpfDlEi0dKOaJwNJwYyP5Z/iGUYvZWxuNPmbjTAPY0NqGJS1YLBRgt2FjURqXv/XwjZTiINKNhYcEc4g5HwC+xsyA3Dbajpu4d3TKIZjJY+NeD87EjAXMz+7cIdrXZE5/e2Ym2LVpG+/1YjvvdnU7rBvjXhgBxn0yWE+AuaDRQLsGL8gYgJo/5M2s5tAO4J/wjkYuAMqbH6MgWLYBgP0dPpQxREhifb4YcCXCQpR5w7WqJmSSgE5JGekuTx2qOGA08txe4xAj5+K/r0Cnw7qXQH2Bhu34NbzrXe/CCxcXTOuVghoCy4P5bmICBkY2Q9U9JRliQFQaLS0FbSMiL2BIAN/AIh3MnAlMft0U49gQbU2Xw0IUG0CIJDJV56cKU3QQUx+CdFow8+8UV+s02xYN7Jo6F0fBWijr5QBoq0S8D4cFh2WBtoKzKLi4OEMQdqrKOYItx6sBuoKmo0uQgkVkCkADVzClvDNG7uXM3iKAXY3GbJgA54U459/CRjSEJohIVIlCQLWGtu7tngKINOBDO5C9NoYHyc1NwNUNeLUc44zjdJA1MDvxpHEvjADgqbgBjjhqnpIX/+zdZN6suYDo9k3z98BYZykxGayqKAbi8f2CnBeWu5bKLNcEwLTWsJkbRm8FgEZoA7wdmYOEXtsdAyWq6Kms3Yicn5+b5Bjz0x43b9sGQUQpA9dg3Ci4PD/Hu175dlycnfUOQW0r0Bgt9z02v5+a/WSW4RZiU+haUTfiAGz5xrLasq0o2wbF7H3JbkO4O9qqibcAOA8J61p2p6eEgK1t3TCLiYqKCEIj0u4pzWCGcMkWRth9D+auh5QA1y8sxbwHQS0rkARnhwULWNdRUa32hKe7FyfFnHq8TINPz5Gp0sgP617Hvs5hl3UqCsWQEp9Dge5FNIKgISqWyGyEfRJd9SZGqBrM0ZGtmveDE9hmLUtLwU77pZPVFCceB/fA4TDCuSeN+2EEzNCeulCzi+mgi4cMc3zlrrNvxvlnPtxLqG0znfZM6efJYNRasa4bQhoU3mho9hwyMCFDvnpKeworLO5mXUJ++LS2AAAL90lEQVTaXdcA0kq/UbVuULPgyYBI/nfEuq54/fXX8eorL+Hy8gKDqMQ4D0qws6PGdSgB+bog0PV3qfNtYwVha4IQDJwzebFqpbyPi1HH9U1rWSuurq66i+r3xgkwYiW9AtZOwIxycA/D7lEMJMhwvUPPIHi4kDPFQIu57TmNFu5nSx78jrCvWmytUkVZLCtTq603y8tTSkaA8nZ1bhxoKJjT9w1O4NHX2HGMnHMPAdZ1tfoHI0nFClFLtzZ2fBaJ1AaoFdu29jB1Bg653qOzMDUoCrat2tpneJ+KOY09pzs9WzY/f08a98MIYCCwc/oPGJmCOSXGzsR7az1u5O1iE39fKQVqpCIX9phpvOyiG1DKkBpz18/BKN90ISSotltpTT81PZRwP8yrG4GBUbDXAkBPhe58ykTFt23F8biitQ3n52cAGpK1/eambyhltYclQQEUI0fB5tFq7dRgQLGtm2nxC6AkRUkY84kh4OrmCBil2UGuUwGW+eHyTeCpVRHBYVlQpFr4UHq4Qf6BZROESrlVGyoAsXCtaINUvr/UChXgIAtEG1IQxJBMh8APcKMOC6sAm4WOnBN9JIZFm3VvoqfB8JD8Aeea+L3w7M9WvBI1koQWmK3Yp+iwq2qlfw40kJLcD2oFBrNREXC77uV0s3rNhHspLooDkCgXAqAY7dC9AzT5WfsM0b3PDqhq3yAz+2q2uHOMOm+4OR04x7CzK9tTNTrSUtu656E7eLcsEfXIfP0pMDNvdsFIPfrGnwkiAEit1X0O2DcVOQHaYzX21SuM9SRgK0ds24qLi3OkHMmCs9qH1ipKXRFh1OhtNWBo4j9Ybk0TY28RdJygtcFD902iFr/7mvTiKgO8Tg2qn/wzz6IbgiCoXUWZRe7J6awui5Yzi3HW1UROaBSyzYHGtSGnhCVFAJFIv1YEYbcg5wb0+wLtht1P+sH0ZDckGHUXYt6U4RPi1AkZRB4+SF7qTAPia+MeB73HYdxbU7ZfD44HWSajKmLMiDGhrAVNlf002yiEmwc9Ii/fnsJbpyE3chwIjptxDqwL8RTn0KR4+ja/F0bA3bh5A80PHr/fdwfescYmlHXEwmINM0fqJ2WmUmKMCAc3LKHf+HVdIRhlr7NykCO/jI0rtDk3gZ9/PB7796VYRWJt5tby85dl6a5ftjJgkaGuPKAcPiBXV1e4uHwRl5fn5g0ApfKEqm24ka01BFBEs5i76hWGPC7U1sPl1jKWzI5FdI9HXcPZ2RlCGOQf/3JD6pJnwAiD/DVVEqkQeBLmZcGSF2hrSMEKc6KlPmvBulajTQMIBP3IuWhQMQo42C/AtQGCCPECIwR5LEkDqf2kBCztm9i8NqfMlGWrdvqz4EmCdSEy3MjTzX4veP3sb8H2XqMoaV0H1uPvVQVSXpAyvRHITGbz6ktFmqoR5xSg34u5BkHFsxMjxe1p2ZRMpSnyGU5pVONu2wpvmnvvPQFgr782p0zmTT6nxYCRz53jVx+nBoB53mCNIgBJ0YpWmh2ATPvFEKHSdh2L3eVVVSMU0dWLYSj4zKQOj3fnDMOcSvM511ZQq7uSxBBScFl1Kvu++OK34fLyEjmzSUopmxlCnk5q7qcWxfG4sqY+U/1HIwVNAgjAVcMbcnJlGyLPpViXH6GmYEfx7cSfS2e9uYWI9JN/BnNzzkzDh2FM15sbHO20jkIK9Fo2VGHmomnD9fGmYw3D6HDDBiQsOWE5LIAqzu1faEOOB5tLQdPSNQt5Olq4krKd8u5iB7C2IZgicezx9wyqpuSqQ+YtoUExqMFdn3LKoJym+fzZU6XK8SAssZvTjGPNz7KTnxTDK0kdv9js2qLxHPZ6BsNw0fP1a3rSuDdGAEA/CNX/p9rTX6W4GvHI3Xp+XjB4BPPp5Q9l36htaBjGiB73UV4roVbWmG+FwiXJENlmnWuHpgBdRMvWWGqOI0QKaEKArVVTFjIXftsYr0ePMZmmc3AKoJFpTfHo0Q0uL9+By8t3WvhQcXNzxPHmyI+M0cIN0kW36w1vvP4Gzs7Pkd/xAiQC2ipaATbwNDmuG0iQMWCpNShYiMLKuYZ1W3FcVwCCw+GMaPfxBq0RhKrSEEBNRHFFH3JvsFgI8ebVmwTQSujeBzsmWUii7uVp/x03otoYApwdDqhlA+xzo3EzSB6qTP96wxEdRWXrxoc/BGoC1Lbi+mZFjMSV/ERmwdKQVXdqt2eUTg8lwMlGrXcYimnKCtRigPKohVBlVWSK5j0KRUJTytDGUmrUYn0TxuHmXoBEEsHUDz73xoyolRNxJKjvBe9rMUhRrRUWRD1l290LI0BEuRi4YS5+2adPWGMeJrfKGjQa0EQX3UUoIs7Pz7tlrpbSCkZFVTCHbRljUi/bUAhmF2RLrSlwc3PdQ5CUEtKSAOGJXWqBbrA4NJt7K5AYsHllYwyAFQ8Bnv4i7tEqm3mu6xHLIff3QAOWdIGyKm6OG2JsqKWhrBsOOSNWRQLFNOq6oT66hh6PkJSAdYMsMMaeWvFIQFmb6eoJIAqJDQgKFRf5rD2nXKri0c012K9TUXRDhCDmCE0BGwq18ixZHUUQUkDZNgKepUK9jdvZod8H1u/TeKFW0/yLWBIlsr3ICpYKVGNZIvgJUWBRFlqtWLVBZIEERYiAtg2qhRhEAErxGv0MRbDPZ3OXrVTAaMyATCXBwLxtvFNUbY2wRAqAPyeuLSBi6UB6OrV6pgIGIBc4i6+2guNKabUoxvADWYQCCuA6dgNxwRCAeBZl2AU04q0cEUNCSguCZBr11lCK4R4JACpievJWl6e5Cd+qISL/A8AVgD+867l8A+MVPN/zB57/a3je5w98c6/hj6vqHzt98V4YAQAQkd9Q1e+963n8347nff7A838Nz/v8gbu5hqdTiR7Gw3gY/9+PByPwMB7G23zcJyPwc3c9gW9wPO/zB57/a3je5w/cwTXcG0zgYTyMh3E34z55Ag/jYTyMOxgPRuBhPIy3+bhzIyAif15EPi8iXxCRj9z1fJ51iMgXReQzIvIpEfkNe+1lEflVEfld+/elu57nPETkF0TkqyLy2em1x85ZOP6B3ZdPi8gH7m7mfa6Pm/9PisiX7D58SkQ+NP3sb9v8Py8if+5uZj2GiLxXRP6tiPxnEfltEfnr9vrd3oNZTeVb/QXK6vwXAN8FYAHwWwC++y7n9HXM/YsAXjl57e8B+Ih9/xEAf/eu53kyvx8E8AEAn32rOYP9JP8VSJ37fgCfuKfz/0kAf/Mx7/1ue54OAL7TnrN4x/N/N4AP2PfvAPA7Ns87vQd37Ql8H4AvqOp/VdUVwMcAvHbHc/pGxmsAPmrffxTAX7jDudwaqvrvAfyvk5efNOfXAPyicvw6gBeFLejvbDxh/k8arwH4mKoeVfW/gQ1yv++bNrlnGKr6ZVX9pH3/BoDPAXgP7vge3LUReA+A35v++/fttedhKIB/LSK/KSJ/zV57VUcb9j8A8OrdTO3rGk+a8/N0b37M3OVfmEKwez1/EXkfgO8B8Anc8T24ayPwPI8fUNUPAPgggB8VkR+cf6j0556r/OvzOGcAPwvgTwD4kwC+DODv3+103nqIyAsA/jmAH1fV1+ef3cU9uGsj8CUA753++zvstXs/VPVL9u9XAfwL0NX8irtr9u9X726GzzyeNOfn4t6o6ldUtSprgf8Rhst/L+cvIhk0AL+kqr9sL9/pPbhrI/CfALxfRL5TRBYAPwTg43c8p7ccInIpIu/w7wH8WQCfBef+YXvbhwH8yt3M8OsaT5rzxwH8FUOovx/A1yaX9d6Mkxj5L4L3AeD8f0hEDiLynQDeD+A/fqvnNw9hXfzPA/icqv709KO7vQd3iZZOCOjvgOjtT9z1fJ5xzt8FIs+/BeC3fd4Avh3ArwH4XQD/BsDLdz3Xk3n/E9Bl3sD48keeNGcQkf6Hdl8+A+B77+n8/7HN79O2ad49vf8nbP6fB/DBezD/HwBd/U8D+JR9feiu78EDbfhhPIy3+bjrcOBhPIyHccfjwQg8jIfxNh8PRuBhPIy3+XgwAg/jYbzNx4MReBgP420+HozAw3gYb/PxYAQexsN4m4//A5BYZ/573wTIAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "5gzSkX-xoMwt" }, "source": [ "* In this code, we utilize L-infinity bound perturbation because it requires relatively small iterations." ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 487 }, "id": "akCxg9n5oJeQ", "outputId": "5a5a55c7-c94e-4a24-b23c-d15553ae0223" }, "source": [ "mean_tensor = torch.from_numpy(np.array([0.485, 0.456, 0.406]))\r\n", "std_tensor = torch.from_numpy(np.array([0.229, 0.224, 0.225]))\r\n", "\r\n", "unnormalized_base_instance = base_instance.clone()\r\n", "unnormalized_base_instance[:, 0, :, :] *= std_tensor[0]\r\n", "unnormalized_base_instance[:, 0, :, :] += mean_tensor[0]\r\n", "unnormalized_base_instance[:, 1, :, :] *= std_tensor[1]\r\n", "unnormalized_base_instance[:, 1, :, :] += mean_tensor[1]\r\n", "unnormalized_base_instance[:, 2, :, :] *= std_tensor[2]\r\n", "unnormalized_base_instance[:, 2, :, :] += mean_tensor[2]\r\n", "\r\n", "perturbed_instance = unnormalized_base_instance.clone()\r\n", "target_features, outputs = model(target_instance)\r\n", "\r\n", "transforms_normalization = transforms.Compose([\r\n", " transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])\r\n", "])\r\n", "\r\n", "epsilon = 16 / 255\r\n", "alpha = 0.05 / 255\r\n", "\r\n", "start_time = time.time()\r\n", "for i in range(5000):\r\n", " perturbed_instance.requires_grad = True\r\n", "\r\n", " poison_instance = transforms_normalization(perturbed_instance)\r\n", " poison_features, _ = model(poison_instance)\r\n", "\r\n", " feature_loss = nn.MSELoss()(poison_features, target_features)\r\n", " image_loss = nn.MSELoss()(poison_instance, base_instance)\r\n", " loss = feature_loss + image_loss / 1e2\r\n", " loss.backward()\r\n", "\r\n", " signed_gradient = perturbed_instance.grad.sign()\r\n", "\r\n", " perturbed_instance = perturbed_instance - alpha * signed_gradient\r\n", " eta = torch.clamp(perturbed_instance - unnormalized_base_instance, -epsilon, epsilon)\r\n", " perturbed_instance = torch.clamp(unnormalized_base_instance + eta, 0, 1).detach()\r\n", "\r\n", " if i == 0 or (i + 1) % 500 == 0:\r\n", " print(f'Feature loss: {feature_loss}, Image loss: {image_loss}, Time: {time.time() - start_time}')\r\n", "\r\n", "poison_instance = transforms_normalization(perturbed_instance)\r\n", "imshow(poison_instance[0].cpu(), 'Poison Instance')" ], "execution_count": 11, "outputs": [ { "output_type": "stream", "text": [ "Feature loss: 9.215948104858398, Image loss: 2.484784915055883e-16, Time: 0.0037114620208740234\n", "Feature loss: 0.5778391361236572, Image loss: 0.015879394486546516, Time: 1.0779480934143066\n", "Feature loss: 0.43438881635665894, Image loss: 0.02406478114426136, Time: 2.0749120712280273\n", "Feature loss: 0.3779870569705963, Image loss: 0.029008563607931137, Time: 3.0756561756134033\n", "Feature loss: 0.3514653742313385, Image loss: 0.03249527886509895, Time: 4.040819883346558\n", "Feature loss: 0.33202460408210754, Image loss: 0.03521844744682312, Time: 5.016017436981201\n", "Feature loss: 0.31448623538017273, Image loss: 0.03737678751349449, Time: 5.982722043991089\n", "Feature loss: 0.30259764194488525, Image loss: 0.03915179893374443, Time: 6.96588134765625\n", "Feature loss: 0.29440250992774963, Image loss: 0.04066004604101181, Time: 8.06715202331543\n", "Feature loss: 0.28699731826782227, Image loss: 0.0419093482196331, Time: 9.101551532745361\n", "Feature loss: 0.28245964646339417, Image loss: 0.04299336299300194, Time: 10.07979679107666\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "mDwWzgstoSec" }, "source": [ "### Training (Poisoning) Phase\r\n", "\r\n", "* We don't need to switch a model state to model.train() or model.eval() because we train the only last FC layer.\r\n", "* And we should use an AlexNet as a fixed feature extractor that is eval() mode." ] }, { "cell_type": "code", "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "M4GGn9XuoQ_Q", "outputId": "69fdd808-f121-42fd-dab4-8daabf3f7c33" }, "source": [ "num_epochs = 50\r\n", "start_time = time.time()\r\n", "\r\n", "for epoch in range(num_epochs):\r\n", " \"\"\" Training Phase \"\"\"\r\n", " running_loss = 0.\r\n", " running_corrects = 0\r\n", "\r\n", " # load a batch data of images\r\n", " for i, (inputs, labels) in enumerate(train_dataloader):\r\n", "\r\n", " # for the first batch\r\n", " if i == 0:\r\n", " # change the first data to poison image\r\n", " inputs[0] = poison_instance[0]\r\n", " labels[0] = torch.tensor(0)\r\n", "\r\n", " inputs = inputs.to(device)\r\n", " labels = labels.to(device)\r\n", "\r\n", " # forward inputs and get output\r\n", " optimizer.zero_grad()\r\n", "\r\n", " features, outputs = model(inputs)\r\n", "\r\n", " _, preds = torch.max(outputs, 1)\r\n", " loss = criterion(outputs, labels)\r\n", "\r\n", " # get loss value and update the network weights\r\n", " loss.backward()\r\n", " optimizer.step()\r\n", "\r\n", " running_loss += loss.item() * inputs.size(0)\r\n", " running_corrects += torch.sum(preds == labels.data)\r\n", "\r\n", " epoch_loss = running_loss / len(train_datasets)\r\n", " epoch_acc = running_corrects / len(train_datasets) * 100.\r\n", " print('[Train #{}] Loss: {:.4f} Acc: {:.4f}% Time: {:.4f}s'.format(epoch, epoch_loss, epoch_acc, time.time() - start_time))\r\n", "\r\n", " \"\"\" Validation Phase \"\"\"\r\n", " with torch.no_grad():\r\n", " running_loss = 0.\r\n", " running_corrects = 0\r\n", "\r\n", " for inputs, labels in val_dataloader:\r\n", " inputs = inputs.to(device)\r\n", " labels = labels.to(device)\r\n", "\r\n", " features, outputs = model(inputs)\r\n", "\r\n", " _, preds = torch.max(outputs, 1)\r\n", " loss = criterion(outputs, labels)\r\n", "\r\n", " running_loss += loss.item() * inputs.size(0)\r\n", " running_corrects += torch.sum(preds == labels.data)\r\n", "\r\n", " epoch_loss = running_loss / len(val_datasets)\r\n", " epoch_acc = running_corrects / len(val_datasets) * 100.\r\n", " print('[Validation #{}] Loss: {:.4f} Acc: {:.4f}% Time: {:.4f}s'.format(epoch, epoch_loss, epoch_acc, time.time() - start_time))\r\n", "\r\n", " if (epoch == 0) or epoch % 5 == 0:\r\n", " \"\"\" Poisoning Attack Test Phase \"\"\"\r\n", " with torch.no_grad():\r\n", " _, outputs = model(target_instance)\r\n", " _, preds = torch.max(outputs, 1)\r\n", "\r\n", " imshow(target_instance[0].cpu(), f'Target Instance (predicted class name: {class_names[preds.item()]})')\r\n", " percentages = nn.Softmax(dim=1)(outputs)[0]\r\n", " print(f'[Predicted Confidence] {class_names[0]}: {percentages[0]} | {class_names[1]}: {percentages[1]}')" ], "execution_count": 12, "outputs": [ { "output_type": "stream", "text": [ "[Train #0] Loss: 5.8751 Acc: 86.0000% Time: 4.1372s\n", "[Validation #0] Loss: 4.2554 Acc: 89.5000% Time: 5.1177s\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAARkAAAEICAYAAABrmoApAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOy9ebQtSVbe99sRkZnnnDu892ropie6zSADbdmAlxiWkIQFMhiDQbIlgxk0GAFeyBI2SECzbGODEEIIhG2JWcgWiMEgsEDCBpawkCUQk7AsdWM33fRY1VVvuMMZMzMitv/YkXny3ndf1Suqq6vAd9e69fLkGBnDF3t/e8dOUVWu5Vqu5VpeKHEvdgGu5Vqu5Xe2XIPMtVzLtbygcg0y13It1/KCyjXIXMu1XMsLKtcgcy3Xci0vqFyDzLVcy7W8oHINMr+NREQ+TER+WUTkffS8t4nIJ5btN4jId70PnvnxIvKu38J1Xy0i3/tClOl3kojI3xKRr30v3OfTROQHH+bchwIZEVlN/rKIbCe/P/v5Fffh5GE633ujAkXkdSKiIhKez31eIPka4Bv1RQhuUtWvU9XPf7bz3lud+Fpe2qKqPw68XkT+zWc796FARlUPhz/gHcCnTfZ938Pc4yU6aH/biIi8Avh3gB/7LV5/Xf/X8t6W7we+4NlOel7mkoh8lIj8vIicisiTIvI/ikg9Oa4i8sUi8mbgzWXfXyjnPiEin1/O+aByrBGRbxSRd4jIUyLybSIyF5ED4CeBV040qFc+S9kGjeSPl/vdEZGvulT2XxaR8/KsbyqHfq78e1qe87Ei8oEi8g9F5G65z/eJyM3Jvd4mIl8mIv9CRM5E5AdFZDY5/uki8mvlWW8RkU8u+2+IyHeX+ni3iHytiPgHvNIfAn5VVXeXnvuVIvJGETkRke8ZnjtofiLy5SLyHuB7RMSJyFeUMtwVkR8SkUcm9/tcEXl7OfZV04dfNkdE5ONE5J+Wtn+niPwJEfkC4LOBv1Dq7sfLua8UkR8Rkdsi8psi8mcn95kX7edERN4I/J5nadfXi8hPi8i90m5veMB5/4uIvKe0x8+JyOsnxz6l1Nmy1PuXlf2PichPlHe6JyL/WESuHCOlb32RiLy5nP/XRcyMfcj+8udLf1mXPvByEfnJUqafEZFbk/M/ZlLX/5eIfPwz1dGlcn6EiPxque8PArNLx/+0iPxGed+/J5NxJSL/roj8P6UO/4aI/CMRmWqz/wfw7z9rIVT1Of0BbwM+sWz/28DHAAF4HfAm4Esm5yrw08AjwBz4ZOA9wOuBBfC95ZwPKud/M/D3yvlHwI8Df6kc+3jgXc9Str8FfG3Zfl2593eWZ/9bQAt8aDn+88Dnlu1D4GMuXRcm9/0gbJA3wOMYEP21S3Xyi8ArS9nfBHxROfZRwFm53gGvAj6kHPtR4NuBA+Bl5R5f+IB3+yvAX7+iLf4l8Jry3H8yef+PByLwl0u558CfA34BeHXZ9+3A95fzPwxYAb+/HPumcv3Q1l8NfG/Zfi2wBD4LqIBHgQ+/3AbltwN+BfivgRr4AOCtwCeV418P/ONS/teU97mynUufeBL4UmywHAEffbl85fefKscb4K8BvzY59iTw+8r2LeAjy/ZfAr6tvFMF/D5AHlAWBX4CuAm8P3Ab+OTn0F9+AXh56Q9PA78KfER5r38I/Dfl3FcBd4FPKXX5h8rvx8vxrwB+4gFlrIG3A/9FeZ//COgnfeQPAneAjyxl/R+AnyvHHgPOgT+Cje8/V679/Mn9Hyn1cPyM4/L5gMwVx74E+NFLDfEHJ7//JgU0Jo2h5V8B1sAHTo5/LPCbzxNkXj05/ovAZ5btnwP+W+CxS/cYrgvP8JzPAP75pTr5nMnvbwC+rWx/O/DNV9zj5RjozSf7Pgv42Qc88zuBr7+iLb5o8vtTgLdM6qsDZpPjbwI+YfL7FaXjBAwEfmBy7KBcfxXIfOW0nR/UBuX3RwPvuHTOVwLfU7bfShmc5fcXPKidS/388wccG8t3xbGbpU1vlN/vAL6QS4MD+O+A/5Uy6T1LX1Pg4ya/fwj4iufQXz578vtHgG+d/P7PgR8r218O/O1L9/vfgT/+EGX8/cATTIAS+Kfsx8h3A98wOXZY+sPrgM8Dfn5yTIB3chFkqlIP7/9M5Xi+5tLvKurle0TkHPg6DAGn8s7J9isv/Z5uP45pN79S1MJT4H8r+5+PvGeyvcEqEuA/BX4X8Osi8ksi8qkPukFRZX+gqNbnmAZ2+T0f9JzXAG+54ravxRrpycn7fjum0VwlJ9jMfFmmdfh2rI4Hua0T86o880cnz3sTkDDAu9A2qrrGZsyr5EHvdJW8FjNzTyfPfUN5JpefW97hQfJQzxURLyJfX8zCc2xQw77N/kMMkN9eTICPLfv/CvAbwE+JyFtF5Cue5VFXtvlD9penJtvbK34P/ee1wB+9VH8fh00QzyavBN6tBRGKvP3S8fG3qq6wNn8V9/cHBS47Xob+ePpMhXi+LuxvBX4d+GBVPcY6z2X36vQFn8RU9UFeM9m+g1Xu61X1Zvm7oUY2X77P8xZVfbOqfhY2qP8y8MNi3M9Vz/m6sv93l/f8HO5/zwfJO4EPfMD+FtOkhvc9VtXXX3EuwL/AQPGyTOvw/bGZa5DL7/JO4N+bPO+mqs5U9d1Y24z3EpEFZgY9l3d60DN/89Izj1T1U8rxC88t7/AgeSdmbj2b/CfApwOfCNzAZmYobaaqv6Sqn461/Y9hWgiqulTVL1XVDwD+A+C/FJFPeIjnXZbn018uyzsxTWZafweq+vUPce2TwKsGrqjItH6fwEAMgNL/HwWG/vDqyTHh4tgF+FDgbap6/kyFeL4gc4TZbSsR+RDgP3uW838I+JMi8qGlE/9XwwFVzZhJ8M0i8jIAEXmViHxSOeUp4FERufE8y0y59+eIyOPluQMSZ8y2zlzszEcYX3EmIq8C/vxzeNR3Y+/8CWLE66tE5ENU9Ungp4C/KiLH5dgHisgfeMB9fhr4SJkQykW+WEReLUbgfhXwTLEL3wb8RRF5LYCIPC4in16O/TDwqWKEbo2ZDg/qH98HfKKI/DERCSLyqIh8eDn2FBfr7heBpRgBPS9axr8hIgPB+0PAV4rILRF5NWYqPEh+AniFiHyJmJPgSEQ++orzjjAAv4tpx183HBCRWkQ+W0RuqGqP9d9cjn2qiHxQGVBnmJaXn6E8D5Ln018uy/cCnyYin1TqbiZG6l8e8FfJz2O82p8VkUpE/gjGEQ7y/Vjf/HARabB6+meq+jbg7wO/W0Q+Q8wz+cXA+126/x/AHDLPKM8XZL4MmzWWGEA8Y3COqv4k8N8DP4uppb9QDrXl3y8f9hc182eAf71c++tYpby1qI3P6F16CPlk4F+JyAr4Foyr2arqBviLwD8pz/kYjLv5SKzj/X3g7z7sQ1T1F4E/iZHaZ8A/Yj97fB5Gzr0RM4d+mAeowar6FEYIfvqlQ38HA6u3YqbEM8WofAtGrP+UiCyx+v/ocv9/hXWkv4PNYifcrx4PZXkHZm58KXAP+DWMWAcD1Q8rdfdjqpqATwU+HPhNTGP9LkzDAKvbt5djPwX87QcVXlWXGPH5aZip8mbMrX9Z/udyz3djdfsLl45/LvC20se+CPOIAXww1udW2AD9G6r6sw8qzzPIb7m/XBZVfSfW5m/AJsB3YqDlYAySvHKgq2qHEbd/Amun/3haFlX9GWyi/xGszT8Q+Mxy7A7wRzF+8S7mGPhl9mMVjCP79md7B7lorr1vRUQ+FPMmNKoaX7SC/DYREfkw4H8CPkpVVUTehhFxP/PiluxafqeLmCv/XRhh/bMi8mmYd/aPPdu17/NlBSLyh4uqewvjQn78GmAeTlT1jar6e/TFnBmu5f83Uky0m8WUGvjWXwCL+H0YgIEXZ+3SF2JxAW/BbN5n43Gu5Vqu5cWRj8XG6R3MRP0MVd0+15u8YOaSWFTrtwAe+K6HZMOv5Vqu5XeYvCAgIxYa//9iJN27gF8CPktV3/hef9i1XMu1vKTlhVo091HAb6jqWwFE5AcwhvxKkDk8OtbHHrcYNFWGaIYL5ygZyYnUdaS+QzWVMwRRGU+/nARBVUFASpjCELsoZVsAEXfhumFzDC/Qsm84oOVauXieyIVTALV90zJNt3W6oeX/QlYhK6QsdH2i73tSSoiAF3sTAXzZEN3fTJzgncN5wYnDOSufKwUZH39ftohSYi3vO7y6sq+/8f0yOpYXMg5VIWVHykJKSq+JmLRc70EEVUUkI/vaYd8yF+tiLIPa86S8h7VFRnOPaMJ7OyfrcI1DVclZSTmTNdvtFHJWVIfau9DQpe2kvLeOf/bzcjntvZQSMX+5JmX/Zm64d+lDsr9FuX563X6/vbWdMJRmemxaXcM+mXRAGZ4rIKKICNtduqOqzze49TnLCwUyr+JiFOe7KK7SQcQW030BwK1HH+Mrvvobxk5oJ8B+8Cl9XpGWJ9x7y5s5f8+70NSSnODdjJArJAESbXA5o5rGsGbnrNKdu4AWOScQoa5qvPeIgHMOJwnnHMF5nAialdh15BSpqooq1KgI4srA0UzlhSoEvJfS6SM6lMcLzoFzMg56ey8bBKoRtLd7uYrk5rTa0OmMs1XPvdM173nyCe48fRtSTxM888ozCwFRJfUdQSNOhMODGcdHhxwsGubzmvm8pqkr6jrgvb2Pc4LzzmrWEIqcE5oyGnUsX9/3iDiqKhBCwDkPZHLekiURJZEEktREnbHrZ7RdxXqn3OsiT52suHPWs001UWq6nFCN+JBL76+sbVADnpzsjzwOSjSidDQNNFVFQHBxh0snBE4IsoFeSRkED87TdYntruP8fMVyvaHvlZgEVY9qAPWIeJx34DPOK07AZ0HIiEt4p3hnE5gmR45Db8z0fWfghcGtiCLOIeLwHuZVxayumFUVjQ9ITriUEVVyiqSY2GYxIFQlKyjOJhgKYGZF8wDmgko5rpByJqmSspISxFTAVCAmJauSKf3MQXY2Bra79EzR1C+YvGjL/1X1O4DvAHj/132AphRRzQV5BaumYVrNaNqxOb/H6uyU1EdyzmSB7DpUwatDJNvMmvPwDLz3I9jIxeeP53XZznPOUVUVySsuZ5KCqBrIxFgARfaaQ1I0pTLLekipdHYKgCSIivcO710Z3AY2phaIRXtlm22DE0QSjU/U9KhzHAXHY0c3ec1jM05PHuHJJ57k/PyMFHt6FO8DMUHc9ATv2Gw7QtVR1TUhgm8V1UxWparBB4dHDJRRKzsZLVqH8xBjT4wREcF7h4iiJOv8qA1WFCeKEPHSEuio/JaDeeC48jwaG15W1dyeO+6sldO253SX2CZBpLFKyomcEk4o5QDEoyrEFG2aV0WcktS0pZiVkBVR6GJPn7fM/XyvmKmSUiJG6yN1XVE3FV1uSEnRZO0GELziHTgHaAYxsJFB40tYvcREjkpEiS6bVu0U76EiE4LQ1I66DtQusPDB+oD25LgdAUBEUacQoHI1Kn6AV3I2cFE1yHWa8SmieVAlHYiBTM5CSpk+J1JWMgagWU2TjFENbLJ5Vjop6h7de30cP4y8UCDzbi6Gir+67HugpBTZd3qBCcioRnLcsjq7x3Z9ju97co70AplMIFPhixakFzSYqqpGzcY5N4JLSmmv5dQ1mnMBpEyn0WbwUDpLzjgVQqhQccSiipupJVRlluljnpgxNgNNka1MUHg/mCNCXzoNKmiASgSfI8EJtfO4piF5T3fQ8NiNR3jsZsXdu6fcPTnh5HRJSjsSiQy0bY/6QBOVXYRKPZI9KTqSQBSoFAKCF3Di8MUeUlVySqScoNRLCJ4h00HOg6kjQGUmasbqXM10cboBhMZ5DvwhBwvPUXDcmgt3dp6nN56TndBS0/aRmDokJ1QEdcWcK5pjzga+ggFBViXmTFCb1fuUyTHTBGtfLcCR1DQAgNmsoUaIyZG6ipQ7lIjzihelEvBO8GL6grqi1cVM3ydSTGVSETN9AojPBAd18NSVZzEPzIJQ154qOPyYGUIBB+LIaOkPatqvCCn6oolkM+MyBjCD2Y+NAy2THJIR3NiHNAvz7GwSLKZ1yqDqiUlIyQBpMH+zZp669xxG8HtRXiiQ+SXgg0XkX8PA5TOxyOArRVVJKZYZxSrauQFgMlkjsVuzOrvDbrUkdImomV4EvEcd5NwjKM5JsUetgWKMZgI5N85yKSagaEw5kZ0BTnYJBJITGzwpo1nRlPHOQ1Jyb9dGzQQfqOuajJDyMDt6Yyw0ITgcpvlots4hI+dhtnZWm7kRJWYFJ5AcIgERTxDBh56mEvoUqKtD5jPHwUFgPnOcnS1Zrno2Xth2idT10HbQ9iTf0yRhVjsa50kR+pypMjSVK4Ni4A4yOUfyoNE4R06mySiuYGWZUdUb2Ax8gAhCxKL0M5AgbvDqOKprQl0xW3gWBzWHG8/pVri36lilHlC8CyCCcx5xDgsSVvKg2aqZBCIJ8JAVQcgFDL33pjkmSCmNk0hMiaxC3/doVAIZ9YqTjMc0Ryc2YDNFA+oTKWZyKiaUAJLwwVHXwqJxzGYNB4s5s1nAixKcFjNYySjZG4DjSz90hRd0pT9nqPqivSRndZ5Bk4E5msmiJGe16XIBHKzv+Gx1H9TjchrbrE+gmkqfgozgVKlz5oXyIj+MvCAgo6pRRP4MtiTdA3+zhK0/6ApyjiiCqAFFzgOpZpzFdnnK8vQOqWuhNxUx2sMQBzmZ4mncivEyeVK5A9C4vOdExJnaH7seESFqjxOHeiNPU7LBJVmhzDRJEjll06IqyqDIeOfwDtCIOBmHZS4zDQMNIWX2l4GkDGTxqBOyYLMugqaAyxVkwWuLFK6oqRU5ClR+QRMSi1pxdJxvE6ucWG5WnLY7bp+dU1c189mco8NDbh4fcTRvmM9qmsoTo4EPlSe4YvopoN4YSHXjn6pxBVI0S48YmYu3Dk1CJZMlgrOXVZdIqTftQR0hB2bMWEigxTHXSEs2cJZMCAEfAlkF1YwlCHAomZiBlHEiRMS4MSBUDXXtC/FfiN4CMlkzse/pYkazUA0MuSTTCsQGYddDigZYSTNGtThcMNK8qoTZTFgcBBbziqb2hODN5BUj9nFSQMAAQkIh4L0Rv1omFTtZwIOEQUsxcBEVJJt5lnMmkenEFdBhb6ZnIFv/ddjvlLKZWCmRdNCapOhSQpX3GtKLIS8YJ6Oq/wD4Bw99gVgnN1u2qL45gig5dpzdu8Pq/AxpI+wyPtT0osRe6UQIOHwhNcFIWVc8DaqKE0dwxkcM/Is6m70A42JywvuAqEdFSdrjEIJziDOCT3Mm9jZA+hjJOdE0NVUI5GR2u5HGVp7h3aSYgqV2iqkFCPSqJCe4psI5jyYxO7sT+qzUIVGLksl4B3UlMPPkvmJ1ruTYsuwi6xhJfSTFXakLj3eeylcsmoobixk3Dg84XDQcziuOFg03DhuOD+bUQVAcuXjqVB2aHQnTAHMxQwbeBGfcQZ8DKgH1kA3BcS6Tw4aezHa74vTkhNsnS+6eJU53geWuYpMaendAPVvQzBcGsghZhJTT2AcECnFfzISi3Q6azma7peuzmXXiRk+MmRr2Lq6YoMaUJVKKxKzELEYI5wDiEINPQuVo6oqDA/ubL6BpoHIZn037shZ1Vg+DuWfUM7W38hpM2lvIhBNUVZIvvcCV6lSHG8ylQganIW+LXgKhpORk2k70goRE3hM7BUwLAIonZ1+4nRdHXiJ5X8sAVkHVdESVhKBk7WjbNafvOWdzlmk30dT4YtrgCgHpSsUWt6FzbjBW7DQRgjhqldKRAj54csrgrZMoSt+1uOzM/es9lfNkb54XG3yZGHtwGY2RSERyhLrGezf6JLVuwAdEHI7BHZvRnEYHV58TvesK2QnOCBpTsxF6Nb4i7jy5EoIomjv6vuPsfM27nrzLb77jNk/cXnJv6dj1+zp0NlWb6aGRe5stTy1XNHfu0QTHQeM5ntc8dvOQV77sEW4eH9KEgBvdrqWeXBjfS5PifKBNStf1RFVaTfSaSV6QyhOaGieBzIz1ruP0XsfT71ny9O17nC53rFpHmwNZa5zUtKFiN1tQLw6oFof42dzqQxTvFZ8ykh2ighMF15HTmm13gvankDcsXEPT1Hgv5jHEPDlOHS47UoatppFYzTmMHIgrUOAVGoFZ41kcBY6OA/MDT6hM81TJIInke4QABFR9mbCk2DSmXdQKQ7jAYLbvxbyYfrJLxhmnmNNAECWUH8ZR7fufFE+Vx+Fy4V9yRrUixlzCBvZueR0I5xdJXhIgI0UDScXjocXet4GpbDc77p1FznYVbQsxqqn0AiE4xJseaW3lzPWIVbAXwTsbON5B43okZ1zqqCpfbP6MJCE4RdThe3P3hhDAewoNQ6VVIYwLiZwzMcLA2lchGDBVFc57s6fBZsmiUg/EZM6ZPiWSd/jg0CRETYRgYChq3ETX9bgc0R7Qjs3qnLPzJU+85y5vecfT3DnZsNpldrkmD/PmMOvrkKXABpwkc5u2Xcdmmzk5X/L0yQlP3jvh8UducuPwgFkIhOLqJmdmzYz5bE5dBSMQc8+mVc5XS87Wa5a7Ddu+pRelmjccHB8zP1wwmzc4zWxTQOoj5ofKLq9ptSV2GU0dqj2xF2Jast0F3KomNHOkqhAfqH2FSIXzAXFF26iU3Lf0ux059taBG9MAUkpjPJFqpus6+l7J6ohDfEyJifLejZqF855ZBcfzxMGBp1k46kbx3kxfHd3jYmYPzryJeJwULbcccyJIHuJtZIztuWyuSGkXoIRuyIU4l9EJImJWaxquc0gQQlGDNTOS5KrQ98lASY1AHzx0vyPNpecuFkMyeIdyzjgHfa/0yeMPX0FXZ9bdlqRKjNm8IEmRgUJPpoFIcY+KZJxTvIAXs/0dicqDdxnfJZqAgYtkglMCQuiFKlRUWuOyRwEfKvoe2naH94FaKrPBSfhoBKPzAe88ztuAGNzUWgZ9UWZKUJjZ/1o6sSabWcUb4CSnSM70qSfrhu12xXJ1xp27d3n67il3TtecrhJtCsRcY1QmZSC4fSzO4K1QMDJAyDh6SUSUXRs5u3POk8sti7risApUvrLOnRKLmYFMVVXklFhvttxbb1mt1+y6li6bbyuJIMFRzWbMmoabt27yfi97nOODI44fPcA3R9TzNaE+5fTsnPW2M6J78CTmhLYdfbdiiGrsxeNDjfc1PjQ4H6i8ILlFUia4hspXxfNk5Kui9CnTxZ6YI4pxcbXMUBmGdi4EqeKCw4eAVJHe92w1EjuhzY6q8jZxOMdAqYj4vYu7cDtu+PMeV7iSIRRj6NuXB7kWFjcPbnrRYuoP4vYmD4xc4xiOMbSvy0hWvJr55b0nZy1/FEfKZW3qfSsvCZAxc9KAYj84LNCo65S79zac7AJx9hjOJTQqlYVDkonjDEIKhvRkcu7tT3uiJjTHQkRWSJ+RnKlconKZ4LIBEUpw0KSOuso0jRBCLvEWineOrutpGofGOPD9JLFgi1DX+BII5cUGuxYviJaxpGrqr6m0xQ5Pg90NOWUi5gFL2rNen3G2vsude3e5c3LCvfMly12kS56ehqQViMd5GEitgZewGa3cG0El43SIzbBgPFyFKKx2yum2ZS4tVfBWizlT+R2a76HFY9PHSOuMCHbOWQCBFhdwr2y6HWfScnK25Xy541WveAWPP/oIs6MaVy1QHwhVIJytWW21qPdWMZIHr5xppSqR2G3oZSAuAl4cwUM9uH68o5eOEDNVFcbZPGUh1LWZNlqhuSYN2qNmUk7mvcpCGyO+daykNs+Tz9RNZtZk5vPEfBaoa6HC430wU5rBi5kNYErgpkNwPo19ew82UwDZRx+70jdc8T5dliGWawjDEJG9Q0OyTZxOCw9lsVioGz1RFlej1yDDWBFpRG4RR0qwWfXcu7PidN3SSYXWNa7as+7BpTGGwEkNmG4patGjgoWeC5kYM33vzG5PBkKbtMNrAu3RFHEkXFziWqXeRhYziylpYqRygkPBK45sZpnY7BmT0vUJHzKhAl+Cqga73I3eDW9xLRmclxIDkgAhp4RmQVym7TasVqc8fec2t5dLzlYrzrctuyR02pCpUaqiwQgpdmWw7gMSLWK0PF8crqjwOsKjecfEudETkSQRlDIbl8A9dSUYV0kEOop3DPPqDJ5ACmkJShs7nn7qHtttYr2NPP74o9w4usUjzZyjGzc4Pt9wcrLj/GzFZrMl9tGI5ewYzAhxEXFlghBrzwTE6MjOEYtp7MSC45qmuJGzoFLhvEC2fqQaixaQSkSss79sRKpoheOo8FERv9tRVx3NNjKfbVkshINZw0FT0cwqvNdippsG4osGOZjte6i3SfMCxgzepuGc4jaahovKJe1nAIkpVOigwZcrxucNbYPhsPhrc6mYjUMQXS6zcCZFYbeNtK2FV4+BekrxHomFbWBMfMSC6JxI4TQKESpG6mYy4gNVCWVHEzlHQgn7t1lUyLsNu82Ks+UJ4Twy90rjexYB5pWg2kEQ6qqo0uJAEq7tzWQKlcW4hGL3F/eo6ED6ukJUg0iPF2fehJjpY2K7WXL33tOcnd3l7vmSO61nFzM9Nb04YvH8aIYck8X60NsAKsCyV6lLnUlE3BBMJwy+Dyn8giAkUXpJhICtf0LMrHSmSagzYjVpMpe8OdvLhFrMBBgJSiWxPF+hcgdCw+L4FrdedosmCP12w92n73D79h1O7sH5+Yq2tZgPC7cXBAcaSqxUJksuSzkybbK8kl4El13hYIzTooQHCI6UzFZ10pv54cFlwSIr/OiBslAC0yqkkMNEQXee2Bu3k1pFFr0tN5k5HBb167w5Fvb1Ok2PNJCLF0UugY610/1IMLThqInIFIimmVoKR4MwrLWyiigude4vw/tKXiIgo3RdxHuLt0AhRYi9sN12dG0ss7wi4nFWawxRqirF0ySZC27MQVUdOoDLiEbEm6sy5myBfMGDd4jU+FAR5jdxBx3h8DG69RntbsVuc8ombzlqHIezRPTKrKmoK/sbw/BbTwhVCSwrBGC25Qc5RQvw8r4QmRnNHRCJfWS3azk9O+P07IR7ZyestxtWu58fQ6MAACAASURBVMiaA7rs6RG6bG53zQmSIimBZrIrJsvQUXUy+6mFwjufS6d1xaWaITvQbMFjTsHncdZVcWbaUcxRccXkGtTxjNhiG0roT9EE1IBIHZoy69WGe/eWPP6ynvd7+TE3bxwQ6Dg+rLhxo+LOnYanbt/h9HTJru3p+0SfzJRBjQsygLaZWrHlGFq0KJ+tPbs+GzcjU37PAgqz9tYFiullumWFw+PxqERUNma2qTOPlgSUihgrtutEbiPatagqx7ky75MfgDWPY/t+4+jSIspBuSn9c9QypsijhaPbr5cYeZzxNuLKerJy0+IC1/Ehg3IZr8K595m8JEAm5cxqvSVUw0CA2EO7E86XKza7nqy2dsMWhsXRRh1CrIeW1RKUBbZGSHDgC3uPmQyOMgBLgJfHQSpLG5IQJIMTqsMbuNkhqdvSrw5pT58i92v6HJlXmXnOHORC2BX7uneOPlQ4J6hLVMFRVrWhKdHnDLV5n4QMKRL7ls1mxen5OXdPzjhdbzlve1a9ZxM9OxX6lOhTMg5jNMQoYCFjxzKC13pxHrTDAhQ5D+ZbGapOEM1j8Jtx44JmRy48k5YV4a4M0CwBpbhTERJDwGMuelHREsWOak5oTKS2g6jUoWYxP2RWw9G84ejwFsfHJ9x65HHOzs9ZrtZsdy27dke327Fdb1ivt9AJWR2aXDErcqHdFcRiYKwz2VokN7h0JJMSiJgW6ZzFUHkEX6Yj1WxxykX7JQ98i5mSqCNppk0VbKPFw6WEZoccCGGmiM+os3gsyYzkuw7FuNzpRSdaSr7fnJFp1HvZteeRJ4GdF7WdwWga66OA5hVK0vtMXhIg03U973jiNqEyPiME41d2W+XO2Yo2qnEPIoVzKMNMrMOkqKSYzLPjhOArW2GrlMVp1lkcAjkzLPevg31R16kzgjQBZMTnQpR6sq+QWWBe1TRNQ1zfY7U6pd0taWM2td45ZsHse8UhriUJ1D6hvsajtrZHsg28ZJyAkoi7NWdnJ5yenXG2XLFsO87azLJT1kloo4FfzpkYJ2r42OGspw3cjzKYnexpATAVeqBN0BIsZtOpiq3GtoHhipliwJnVzrUg4EEzGkDM7mut4ciDC7ZwP65wNiV+3v4tZlBVzajrGbPmkMXhTV72fq8ixo7VasVyteT8/Jx7d2/z1JNP0u52dJqR5Ea+wVYlG5jl4YMCZTCnwaU7Qm8uK+ANBJ0YPFmdlcBIFSSHMbwATWSnZFeivp2zoMPsiZuePvV0KdJ2jqPjiuYgTLxDnmnSyau0iCH9ghG5e6/R1VLe48KNLplR0+3peUKJBXrx5KUBMn3iHU/cI2mLSKKqAlU1IyXHatMRxchNWxXsR75hGl8gIoi3FAZVSd0Axu1Q0D6nTIoRKfcaFkyOSw+CAZmIRVTGHMFX4ALivZlGi0N282P603dxtjm3ZQb0HDYWa5ElQdcRBfqQUecIqri+J4jiJZO1R2Nmu9tydn7Onbv3OF2uWLeRdVRWnbJOjjY7+owFpDGAwMUYjDG+Ah2XUgyLP6cy7aB7/uti5x3qZH/P/flAiY4u6SHGaFS9YpY0k0xzCbUn0fcd2+2G9XrNzVs38b6maTyzxQHzQ1t3ljWy225Zr865fftpYrfj9N69EfwGU0QvP0snJgWU6NaJpoCQs5/UXTYtsqT0MJwOqNSm0QzBbymX+KbB7A5QosbbmGljZNdClxI3csN8UTOr/cgJWekGYncqeqGOL/87yOBFurz/cjtOf1tczouotlwhLwmQyQrrDnatuZm9j4QQUfWm6hX3IEx5Bqtg7z11XYMIPtgCuyEK0zxWJVqVAXAsMA6AsvQglzUvlEGcGWbBobOCOm9aiq9owoyqcZw//QQnmzPa2NLFwNFcyeLJ0lEL9DszWRoBnxK1t5iclFq2uw33zs64e7bidLlmvYusu8wmwS45W50tZqqEEuvhJiDgxtw4g2pus/mQ4uD+SNOLnXl6bLjfFGCmi0wHUbVQfi1awAAyA1eyPxGrd7s5AH3fcX52xunpOTdvPsrxkTKbVzR1oHZznCg5dQTvEVF2uy2LxZy6qamqgHeprNGZytSDU8BHGc1JLQS0RdS7QcGyYmFR4pINSJwr+XWUMaTfaL7hgr3J6cTTp0AbE9u2Z9Mldq1y84Zw60ZFM/OFK9GSdyaP/Wgo74AbQ9Kry0AyBZerNJzfTrnkXxIgowpdB9CUwCs3qv5Amb509EIN4kt0rYjgQ8BXYZ9dTEsGthLDIaqI98U1a9GQKWdbXuAD4l1Rk5WU3eh2tuUOxtXkYZC6Cn/4KAcusLn7FNvlXXTbFWhyNk86oZaMpITzHhy0SVn1LefLU85WZ5yuVizbxGrbs+0tPUMkjOxGVRIrNX6fNCqEwGCnm8aSDRycknMaTapBS7P6vdprMfy5EZjdBbAZztu3074+lYsTtBZbbHDDqnrjHZyd2Mee8+WSk3un3Lq15vhGRzNv8NXwfiU5VIpUVWA2qzk8PODo8JDZbMZm3SOSR8VpyHioyrhGbZpabhi4qhMCdNgonUoK9+JwaAmyK2thSSWWyTvFB19igmzSU4SoNX2GNsK262i7nu3Ok1PNY48owVemTbtYJoBceJg8Pn9sl2dpp8ttBvv4mQttsz9xv8k+xubFkpcEyAwqr5empI3EGkMjmVQApoR3X5rNh8EhvuTtQIqK63FOR68UZcGiFo1gSGwUs7loxTmC99ZBs5g7OyVE9zlqKGRgBvowozquuFXP2M1qtnee4Gy9MaLTIu5wGggx0VcVUZVdu+Nsec6981O2fcu271lH2HZC1EDE4VxlFr0qjYO6CoTZIT5YIFhd16SUaNu29M0hC2Ac0xxMTUm4f5Yca30CMpc1GbvnvvPngaso5tJgthgFa46pEXxEAG/8Wc6oJFLs2W23rFZrNusd213PrktUM6UWjw/ePFfOorZRC34MIRRv3CTXjObhgdZ18kSLGa03I4ekJGzSAlB2TjmmBtyKxxPGNBOWSlSLJgwU8DFFREEciWDOCPX0vSeuTKvp04YcI488kjk4XFDXzvhBSyZRat5M36m5MzVhrzJjh3a9Sgu9ansqL7bW85IAmYElD6GYMppHNB7MpKzmFnJDx3N+PyDEzIQx6+90Zi7h2FAGC7Zi1xJJFuITxqhLFzw+O1Qd6hyaLLLXPADDTGQuVFygOrxBFQy4Vrffzdl2i+rG3IY5kH2gFUffR1brNcvdllXfscuJXa/sotAnj7jKAEYcQsJpxGnGqcW/WBSKZdsbghbF2TL/2Ftk88DFXAw9Z+RqLtb5nuOaai7TjIHDPQbwGvZLcQ+bHcmoOYABzpA5cAChYb1W20farmfXdux2HX1MpFQIZHE4H3DO8ujkIYVB0VRGT03hWwbQd8OTdDJQh3cs/xsSMQyGlClBA8EjDOktxjitgTjHAMmwtTjONYOzLHS22yM0dCkRY0+KHbmN7PozHksdN28umLm6gB2FYB/DNNmb5PYm45KToXoHvvASfziV+/bJ5Z9Xg8/7Sl4SIKMoKj0ueJyXEnZveusQB+DC4PmguH+t4mJOY2SrUoAjpTHT3QXVn6KZqs0KZnpAKi7MmCJe1bKvDVPjmC/YOkEs+TUrIqgjS4XMblA/5mnwLJ9+B2m3RlwmJ0/lbCDGMsA2sWebM5uUaFMkZw8aitejrJwVCzKMJGJOuHaN64MR4qlkgit5dmLsxpyzVwHMkP1vTNwFY0xPGNbllNlxOlsO107/HTWkQUuAMilcGuiUAWlRB7iiCbR9ZL1tWW52rLe7soCxp+8CqQ40oaKqFzRNpGkOqesD6npOFRqceCyDUDHXNO+BoiyR0MG9lEsJVEtcTGl4HRZU2OCWwbzK2XL6FC4GStrWPADB4HGzt3ZiWtrg/rcDtsRi2wu3Tys62ZD9Dt+0eH+Tuj4EdSUGsmdUaiYAMHjtLlo+e8br/rVL+3MeOLaKWckznPNCy28ZZETkNdg3h1+Oje/vUNVvEZGvBv409t1egDeU3DIPvhcWYq+kC54RKSkZzSwyG9dW2dpAiDGOROc4kModRbHcKjASwSnu722WRjG9sLDw8l6WKMoJMZluNGT6t+1hzY+5N3tMc6KZM7v1CKlfsbm7Zdl1IIHam+u8z4lOE9tkf23M9EXrtxnLPB6WYqIEnKVM30ekM3I3hEDTNFRVheqQd7h4QPLVxPgAHFNzaOikgwduqqVcZb9fpZ4PYEjxbO0HPGVAGwcxqKkqQh8jy9WK8/NzlssVq/Wc2aymqSpinwiuoqob8vyA2fyIZnbAweKQ+eKAul6x2yWgLyvMFcTCEUZuaCBTgWEFetKhv+j0YClmMrDOFqyozpWcNdbm6gZOx+FdoKoq6rohhECMPW27o48dKZW68xWahS4J56s1Vd1yeBiYN5GqKhHrwepGS5TOoF0xThDsQWaKCyJjWtGrzKb72uol5GV6PppMBL5UVX9VRI6AXxGRny7HvllVv/G53GxMJDWpmBDCfRU5VO40R++FFaq5sPhl6bsWTcc5Z+7rMYjP0j46740D8h6XSsBWLpnxipo/zAIDmKlmoghSkvWKWu6T0AQWx0f02wNy2hIWM6rgaXct2zbRKbQKfRJS9qAOJ2Fin9uzcrblDjElUlQ0G5k7pDIYyO6hPkIIY/KtIZ4m5f0iveG6lNIINlOAmQL75fq+DDCDu9zU+X1nH9pi3MdeK5sq7Nvdjnv37nHj1k2Obi5YHBwwmye6mKlryyvsfaRu5sznh8zmh8xmB4RqhkpLVlvYmIdYHVGcToFviOrVUbubsL33yWgipUlQv9oCiVFDKO82m805Pj5mNmuIMbJaLdls1my2a4Yk+CqQXWDXBc7OOk4P4WCWqauOeiYIPVkjjsCAIlIKfxE4JtHb95X3ft7mmd5veIcXS37LIKOqTwJPlu2liLwJ+xTKc5bL8RnTDjtsm22cR46g7/sLZoATy+8yBGINKRhzKlnTQklE5YaQ+DKocra0j+XepvkWDaqASM6ZmGIxEkp6+7L2SHM0EIg72s05cbdhNp9zNFswr6DdbVh1LZs+kjJ0yRJbi3oq56h8VcBFbakAlu/YeJBBy7eyDl9MAEaQmH7+5UIn1X2cxWUSeCBTB67lKlv/mdynVw3a6fn2PBgGqsg+/UTse1arFScnp9x45AY3bt7i8CATk/FuigdX4UNDMztgvjikahY0swV109P2CikyELyWltKz90UaADo3lGngPGQczLkEZO5Bs2hbOjq/gcFk3tebfXHC2Ups56jrmrbb4b0jJYv8TqokMk5ntJ1yfua5cZiYz1t8wOJzGLilq+vwYjteDSpXmcYD/3TVPV9Mea9wMiLyOuAjgH8G/F7gz4jI5wG/jGk7J1dcM353qZofkguHMgyeQbMp56IKMabxPNgPopwzzrsSG6FlrQtGqRRg8cUdPJDDFl6+5ynyYEIEj8ORcsJVHpeL1yoK7a4lac9s1oBkcuyQ1JN2a7arE/r1KXOv3Dw+YB5gtzpleb5is+voUi4ZzDySHUE8ddWwODSTQTVycnqHttuRcmT/IbKwV/WLTE3GAShgT9pOzZ8p4TuYSENA4+Vz7/NGPUAtHziC4ZnTa4yzKRqF25tpQ+7Roczr9YbVesN217FtI4su00elCrZmyIeaqp6zODjm5q1H2WwTbS9s2kTSrnwGZEjM5AsnZGkoLWG3XkidcBFoS9b/XCYgMK7GlQTceTC3ineq1EHfR7bbbTHRE+v1iu1ud1GLTD0RqCTg04LVKnO+jBwdO2az8gUMHZeSXpChLQaQHkBxWs9XtcWopUwmyLH9xvN+G2oyg4jIIfAjwJeo6rmIfCvwNdj7fw3wV4E/dfk6nXx3aXb8qG6321GdV1VCsNiQ/WzjRs/ScHzaKDH2aF++t5NS+diWmT1VCITKlhpEVcshi5qpNICauBFoFEbtRktKxVAaLkbLgu/okG5Ht1myPrlNu7zHIiiHNw85CkLsdiV7m2lTmiFFhSTM/Iybhzd5/PHHefn7vx9HNw44PbvDG9+04+7dnX0fCAMZh7fUjvt6G82bqakyHJuCylVcynDOYD5Nk60PMuVlnkvXnJLGrngCRzOYkrjLCaGybrfZtCyXGw4PWuazlqauCK7kawk1zWzB4uCIxeKQw6OW421ktenJ+ZycTKvMMUMKDCkuVKOtIHeQtXxmZxzPUy1gGJtWj7YkJKGj16forU5wzvrcbrcbv+apah95i6m/oDUlepKLeI5QnVsWwnXLrnXk3OCozFN4OQr4PjN1qNN93V7l5h7eZ/hX5LIu8+LL8wIZEakwgPk+Vf27AKr61OT4dwI/8Wz3ceKYNXVZjKbEviPG/uJsqULwAV/AQvw+f29OidT3oMbjuLo2QCqBdkN0bNJsH+oqfAJqamtMyQL5VIl9JDiPeE/wvnxWo8wuTqhqDzmRtyu2p/c4u3ubdnlKQ2Jx84BaoNtu6Nsd3a4jdrEsUNOScsDRBM/xYsbLH7vFK1/xOIvDGTmt7UuPVbAvOaZc4mpNBR7AT8varSGlg1gFlWN6QcuYtMOowVzmvabnXN6+7PYeRffgM6Etipmy14ZGwtnbWh6nMiZmnzUNCuzall3bst3uqEPAO0vija/wdcNstmA+P6BpVhweHHB4dMi23RHbhPOB7DLSiZnGWQFXkp4PPNFQlqKx5kumx5jXZZ+ydMz/60LJcojxY32LZktELuU5zpc8wSWLXRCIJeVGUqFPsOszfdKSpF3Mz8/+uXvLyPaNPNHE/BnqeyS9LznBx3conOR9VtKLiDzPx7skwHcDb1LVb5rsf0XhawD+MPAvn+1emjPtcoUK1FVN6jqyKqGqmM8aG+BlEWNOPV1Sy3DW97gMFRZI50KFD56qqc0DI/aVwdgPX84rKTKHr0piDdx1PTPvqVwgpYjPQPmOTy7/iTe3rGgia0u3epLV3afYnCxxSanmC+r6AN/M6LVl1ZsZ0EdbzIdmvMtULiOy4Wz5Tt7y1qe4ffLrHN+4RUyRSmHmGyTY93SSDI4a+3gboqgvnJKYB8S+QJLHlefmrR3iRUpi9aJRDJrhA7WYiSYCFzWj6f488gl79/ieezFPnhbD1EwaKaEIQo6R3XZJjreQFFktl+xuHBOPDuhSZN11RqqLQ719JuVgsSAERwhQ15YTOWhDVdfEvkcdiCZSL5bGVDIpdyMJnJXJR9cy49A0hAZJ2MJNC43I5fs1Pgg4JQ4kfN6RtS21Gki5LEshWaiCGGFf57o8qadzHVsynQpRQbN9AUOLybaHjwFg8li2aXKxgTfCs8+VBOMq/NJ8ReMZs0uP930RraXnpcn8XuBzgf9bRH6t7HsD8Fki8uHYa70N+MJnu5Fmpd+VcPjk2G52ZM0cHwVyp5ydn9mACoHkwNUVoQo0s7ktuS1cTep7Ykp0fVdIW+hiJNQVjaVNs4+Vqa0p8j4Y4je1ualLg8UcLXNdFcjYlyG9V+t0MdO3K3bLJbv1Gu17ggscLhqODud4p6w3Gza7LX0PKYcSe+Fo6sCsEha1UEmma1fcfuKcO08+Rajts6WVc6QwaF42V6Xe4oH6DCrDd47BO1+SS0EoeWam3iJBRnAZYmKmJuZVMRdwkWeZcjIXTDPunxynKr5MwGe4NmcDzN12x9nZKdXiAF9VLJcrbt26aVG2Shnggdn8gLheM18s8HUNznNweMjsfEVmZ2URh6stYtcFR+wFTT1DHJFF6u5d+RdE9u8CFmleCs8QMiDOl1CG4mrGFkk6X49LUbJmA5yJmSmjjqHjf5Q6K0r0Xg3ZqyOXyjcpbwGQC9p9HrSh/cWW4/dim03f9cWQ5+Nd+j+5Wgl7+G8tjfcCsiOEiiAVjh4nSnANkj1OA9W8MtBod4j3ZEnsco9TqH3FbFETfDVWuStfchRxbHc72l1LM2vGFdpOhFC8BVUI9DGSotnz4u07NX0qCbKlLGjTTM4t7W5Fu96Rtr19Zyc4FrOaqnLsujXr9Ypd1xO1wYeGWVMT+x2aW5x3HCwqbh7O6LcNy5M1m11L27aIr1BXklGLDSBxQh0quh5ytBiREIxL8s6P2r4vHMiwdmnPjVwc7FdxMIMIlzwbXOJnpl6O6XVT02h43uRTvFBM2mQjqus6Ts/OaA5ucHBwRM72iZV21zFrZjixJRQa7OsFs6NjFgdHVPWKqo6jZhbLd7RtkBuJG6qaPJoLllUvxc6WLFwG0wseHkuSJY7yIR1QTSX/shI8OKnJNCVmyxGjmWg5p0IODwbMpW9O530MjAHFw9gucl95LciQvW061O4lU/diaMFDPOoFlpdExK9zwqyZoxix6r3Z5rFPtKmz/SmRRRHnOJzPEYT1Zk1SpQNc8uy2LbvdDu89s/ncZhmBygc22w2aEuHIBmhdVwRvSbCDd4hmumTNn9RW/MY8eCESWXqCa8ndit36lO16Q46JpgocHCxYLObEmDg9W3G+7OizxzfHzI8f4XAxZ7s54/zuU8Y/1HB80HB8dEydKwLnLNcbIxF1/O6ADQwcTjyhDoiHTddZbEiZDstyItzoNXPjv9PQgOmSg6tMIOBKzebZXKBTMBu1FkyNTzmTy1quIaWMnZfxbcdqtWa361AV2ran63rMtWyfGqFqmB/dZLnpOLr5KMfrFsTTNLeN4I/RkoKXmBkpWojzFT4YGdy2LVmjRee6i+82jr9h0IqayeTMJe5U8ZWlKY0pkcTyGoUQbP0blukwVH6SsN2PfB8DlzYCt05IrEn/FynrpgYSuiwrmIDRdHKweLA8NAD7oMj7vYlD3uEXk5R5SYCMD54bj90kpUTXdYQYS3RlRdf1bLYbdqk1Ytc5tuu1kW1aFtFVlXEwXSK1PRoUmVmFn56doQI3b96kaRq6dkvOkSq4knFfRrIsBPtucuw7cnbkKKh6I/tyS8pndOvbbE5u07VbRISqrmgWc3YxcXbvlOW2J3FAtbjB4tbLaQ4PDehChW97dsvbbFrhfBWZ3VxweHRkA0btMx59znj9/9h7dxjbsi1N6xvzsR77ERHnkZk38+bNqqJp2kANGAgLA9QSEg54LSwQIDw8DBoMDNppA4SJEBYOCJwWCCEEQsIHYTSPqlvVj3rcR+bNPK+I2I+11pxzYIw5994RJ07eW9W3bmZLtaQ4EWfHjh071lpzzDH+8Y//Lyfw0na0CCHQDwPBOe6niZIXpLpdCpwkVS4zlxZwLmeP3utOnO75Jo9wCYq+f2NeZjqX3aTGZ7Isow4EFmMl52qB2yxgYxS6rrfrMS+kJeGcJ8Ye5zw5F3K2a1sk4ruB7fUzXi6Zcb3mJz/9CdN0NN6Qvfn2R9j5itFY1vNMyQ4IKMsDgFUvsoHT31MbDM2JIHghBtMBVrVB20DGVWwwSs1gUEjGvbFhSKnt4wrQn7p55+Du5KK0euo8V1i3vVd/wYdStZK5XHaVLk/BxXWyy/gXU9h2M3eQ54wGJXTB2s2SySHjB88oa4LzdM4z7w92g2QrKXIp7I8HpBT6qi2Tm64KEKqNhYiwXq85Hg/c3b07t/zELmgjiy1pQiRSSsRJh6iiy4LoRNrv0OmACzbt7brAMSXuXr/luAB+y3r7gtXzF7AeWVCWkglDYPNSeHWYuJ8PhL3gZeKTm5719RbfBRtrEbFp5d090+Fgre8K5vkQIJqFyVKUrEYCo+jJ1P2yvLnEaD5Eunt8PGh7w4khDechvafElC7HEtrNbcEi17V85qaozuz3e54VCzZa1fKc+NMohXMe9UIqMK6vSLmw2++Zl5n1dsvtu3c0oDSVgiioCN41yxcIoSNHszIWPT5oB7fPp79DtQaZAhWo9vXxnLNlwSiejAfiYGJXSzoyT4lksus2OOnrwGWxLDgtC8vizXaZygETz+Oj4Ube+6pmZ6MEj8/1iYbQNqNHGehDwt6Te8Vv9PheBBnbxWfmPBuyr7CkZDuihy72+NgRcOiSCWtHFwxQTVrIYjt+UAdV/a6UwrTf4Z3j+c0N4hy3b96AK6xWKxDHNE+UC8C0aKHrzO4UMt4NeCd48YjrmHaFfDig0xEhIiEyK2YXOl5x8+yabnxGP95Q+o4pZJObWIyv0YdAf/WM4zcTyyJMx0JWWG3Wxu0phavNBjYbduOK27dvuLu7Z6kt9DIf6boe6TuWoixZmEmkObMU29WNF9ba3ZZWtxv1cXg5peMfyGbgIfEPOC2C1q5uWdO5dWoEuaUslhWmBLiKZ1WpjJKZpyPHw4HpeOTd2zes1yOr1YrQWakTuoITTzcYYO9ipCjc3t6y2Zj0hWDs6Ba8CtTui5o+DMbJCWFgmY7WHWx/WGt5nzKziqfo+YSUkilLYVkWiirRF642HZ99+pLt1UjRxDQd2d3P7PcLh13i/rAwiclH5CSUbHbEVt4ZSdTjSRd4lb2fh+WuIDbA6f3pWp6E21CkOJyaC0YjAz6VEX2QhvAbPL4XQQZVjofJBJ7F3pKILe4WpZdloVRtEIk2zarZMJpQa1rxNtSYjpk8myxCdEI5zqRlRqaZRObN3Q4frDvgu55uWBFiJBdrmw/RgfckEeZlZlkm0u4d929fMe+OuBSBAR9WDKtrVs9f4oYNrluDdCTf1Zs9E4u11sULuIXuxTXHuy+Zj7f4MCKs6Fwkh57lcKRMie1mw9iv6PoBF7/hcPuGORkJjKplHDClfE9h0hmXZ2vtF3OIVPG2OzdvaICzaYmd9kcDd+eW7nknvAwuzf5FxD1gZz8Gl21BLdZOLuc+i4U+WxDzdM+rr/8YLUfScmC1XvHsxXNcH5HOo8m6cJ33uFKIvTCsIi4AZOb5QEozaZmIYq6JWsyfXAEJFgi990ZN6dZQ7DyZco+iXkl4sgop2aL2zrIhL+B0IfjCal1YrSIfv1zz6Q/WvHgx4LyVRzkNTIeB/U64e5d5/fbIV3cL97vCpBl1kFRJVmMPUAAAIABJREFUJSPqCSXgq53LAzFxnujeSQOgbYMo0gKJQN2Mnb5fdrVMp10z1fezpt/k8f0IMpx1Tdpx4rLUVmwThjZPJQN7jUlbzt7SxZwXUSU4z2q1NhecJbHkRFIDIlfjimfPX3C/3zNsNoybDblY2j3PMw7IKRtRLC1VcR9wK4psoOvpx2s2N89ZXV8T11uyeFvc6s31oChIoYjivSOGiMTI85cv0Xe/4Pgnt9wfD8ypUJynH1bkVDjOCxuEcT2y2qy5vr5m94tvuL/fMafEUkwiYsqZuWQGhFng3nvMd6k2TbU5CjSsgV+O/WnFdi7KyBZMQrAp5Bg7uq4HOM2QNQa29/40FW8fWt/DBfZRk6SscHv7juM0czhMrNZbPvrkE7qh5/5OwWHgvDPQtet7xtWK6+sb3r56Zdd7Wewe0PPg6jwvhqcUI1fGGE2wzHsbslzsl580v9VE05VSW9/Wrh6GwItnKz56seHZzcB2HVmtAr4v+KDYHajI4BhXHVdXHddXyuba0b068vWrmbe3ym7ykB1aAipWAhbPWQK2vY2Lc/6AzcuD5OrJUq9JllwGqXNpe27Rf1fH9yTIPGRhNhwBzkOBUnkvLbLnxWQe5uPEMs8n8Ms7xzAMjOOK2EVKLixa8GOPdIEyzzx79oxcCrHv8D4wTRNzSlUtr0BJqBOWaaFg4wc+buieD1xdfYyoEsYNfuhNJc95VEx6wqkSva+ZVY8UCBJweErOON+z2t5w6L7kbp64Py7cqEc8dhOWzLQkQjJltdVmy6fPP2eZZ5wI03zg1euv+enPf8Lr19+gongRFufJDpIouYostXZnC9TyywKNnDOWy4++N5C267rTTtpGPGKMp12z7aCpnsvH+M9DvKcgJbEcD7x7+4a3r18zHye8eHIqpCkzHRe6ECi5cNjt2e8OBsXl1jrmVH4ty0Kpm4SIAfinhegcEjxER9cNaPaUNLc/2bpIohSnOKf0XeHFi56/9KMbPvt4U11EFwqJ7AJVCxDIxj9xM77TOg5RiLGw7jt+7hw//+pAyg5NjuOSmUiE0CN6BnVPWctFWQpthurinD1Rtj4+Luf57Pn6nS/y7/r3A8YgbTdJO/GXmilAAxuwIdyHwSWIo4uRGEyeMlRz+P1uJpeCOmHcrIneG7NYlek4Efqe6XhAva+iVZlSDCik8iWcqrW6iyCuZ1gPVr5pIeMoWJvZulxC7w2czilX37SaHmSxxS+eMGzx45bpPvF6d+R6yqxCAN9TxGQc+7HOLjmPW10zOsfQRVI+IpueIwu3hzumaY86IUgg4PCacdoKpHMXxW7kX3YlLD2/DDBNR7nNiuVcaFrD7Xtt12wL+xJIhw+1xsFKJ0dOM29fv2Z/tyMvuQZkZZkWdLUCrMV9nCZu392Z13Wmlm6KanpAQrzMCk7vKQlSImHo8X5AVSi56vFoMfxDOygLookhBjarjj46oiaCQHEdC50JlxGAbOxdVbQIXhybMZgVToI896TjyLv7vdki58SimSQFVy6Je+fj8r0793A27TLTeXxuW3fvklJgTyjfsSHK9yTIaEXwwU5O099t/A6w8iWXbHM9pZzmgLouMnTdyakAxEqjlCgXQSqIg7pQUkos82x1sTM3xdLagkXNhsQ5us6U7XyMpKyIBHwcDExbDoioiV05E90a4kB0jrIsOG83REGRAmUuzLqgPlFcxK2umPZ73t5PfPnqLZ+9fEGIHbIsLMnS/jklAnDUjEeshu8Cm5cv+VHv2evMT/7kjzgcjlAUX7SaltleW2orVU91/MPjMVDYukmXc07tehyPx3qdjHMRQmC9XtPVObHLIDOOIyF4drv7JztRdlQdCzIlL+x3O+7v71imRO+jDT4WATVfor5fsRrWlNoO984TfEdKx3Nb94nh0JSrlW79cC6w2YyM/UBaJvJ8JM+TTferdfj64Bm6gRAi4qo9L4VSPCrehlYJVlqlWtCcMg4hRLi+CgQ3Ep3y5vbIuFFutiOd76pB3ekinEiQ71+bD2s1P8XEvtQLOkMN7rsk+wLfkyDTIvTlyPxjvVrNdrM6hBA6Ql0IsTJfU8kc02JWFlrnehCkKNPhSD5MNNnK9XrNUrk4bfpaVesgn+C7gb4LJkTlMZUCldOsChLowmwKdt6h1ZUQNXdLtNTxhozLjlACue5g07zQ+ch485zdu7fc7t4i37yh8x2fXFdsJ2dSLiwpkZaFwWW8ghnPCUMMxM0zPvv4c15/84bDbq6ZuxCAhTNv4oOUdd6/aS9LpZaKN9Hy8yZgbNxSrBPXddUgr+qrnHfiNaDs9/tTCfzgUCqNHyiF42HP3dtb3r19x8fDSHQdRoKzoOZDYBhGnj1/wdvXrxnHNfNxpuSzpMXl6MBjZrKv7e3Y9fTjxrRfciHnA1qsXIIF7xf6wTGsBT8oJWQW6rCqLmj1W78cT7SSx4JNpqCuZ1iNdDEw9D2fffqCOMC46vFusEAp84PLcvm+z18/lEN9cPrq8y51l9rrPAzq7gE4/F0c34sgA9YuzClbhpHySVoyBkvVfegsg6mBRost5EQl1AksThDviD4wxA6HWBklHs01g9Fi4wuqxNjhQqgbptD1PUUd4gZ8cHhZGDpnolSqaNUBaXNUONOfV2fNUSPyGRV9mRPLkvHZ2KAqDt8FrjY3xJjQwaPTgV/8gx27w8TbuzuuVz1D17EcZnb7A+IF7wJDuseFzoS3uoir0gZX3Zqb4Zq937FPE06bONRZvt/CTdvN5KmE5kF3qeRMonlRXRD40JNftgX+wn5/Dyjr9QbvI6vVyGq1plhbCRHLDFsWdAk+izicnFvrOSVzjnz3ju3VNbHrcNFx2B/wzjEdjsxLAjFbY+cN6PXBk6aH3J33PtQE4IehZ7VaE6p3uTUcAloWkIJzBR8y4yiMayUMCUImo1YY5YynKSV6kEbUayWN8WyyRrM/joXrG4+JiGf7yOCIZBYuxx8fc5hqlWu6R4+CyFPX7qky6tyJ+ovukl2Yw94G0Yp1jaRYJuKyoot1jGziVUmaTLvVg3hzhlRxiO8IEujHkRijlV0+E6+3xBiZjzP9khk2W9yy0I8D4sN5hE0cKSfQAyTwMWLUfSGESErGe1GSeUWLssxnp4DUbFZSJi+K5oBzEd8PeB8pUpBSmA8zKSX8ekNcDcy3bznMB45pYrNZ4/2K6XBkd0iIHHBDousHerciZEcSoWgiU+g6CCHBwsmqRIrxhbQIFG9Sj1qs7X95Y7dRBJELyxErTUs2AmDOZ0F2J0Yx6HzE+YQLmRhKbRWvUQJLOoAoQYxot15vTgxeMNTH8KGq36IC4ikq7HY7UklkXTjOO8IM4tXkLnPieNxzPOzY7d6R0pGsE6UsDzoqj0lrzlW6Q++J24F+3dk1XJKpG0ZjFWsyfo+vbeGogZAFr3ZuSgFxkTbd3FwP2nk8DUCKp5czVcDez4g5Xpi0qtRxkfPPVAcFaR9SJ90flkOXZdOHSqf3HhMgPl0u/6aO70WQKTmz7A84H2qrtwOM++B8sBZ2sra2d2L6tZW4p1psfkcKIqkOVBZisEHDLEKMgXE1sFoNpMkwmthH+qFHMRGrVKDoQkoLoWYqIrAszZHRPZBIoP7ueV6qlonR6JfaDfMuEsNICEaVT9n8k11RfBRCHBivHfryJV/tbjnOR47HI2U9MI495Mw0zez3ii6wyhl1ng5fRbes1Rq6gIsBnUvVN3YEZyJbZVHDhKgkOMq3XQaaLMS5tDm3R1tG6cQTQ4dznqUc2B8m3HFPyWu2V9eU4pjmmS4oJSecA+8F7y92Yxppr+IO9bGUEvv9jnmeWK0HFMuGBGob3XbkJS2UU3Z5JqI9VVq4OvDadQPBr0gL7I82xLpMe0QS3guhllOWYTXfdWseiRoIK4STzIIdl9nF40V+Pqv2ydwukFIfOg9K2vt+zEvi9L1fdrRr9mSwOX3x3QEz34sgg2JtI9EThiZB8L3xMhSYZyWJKd0FiQTta4/P+BLzfDTaty4c97eU5YDzjlU/sqSJw92EExucnOeFbugpOld7FSX4KkitDtGzAl/jfbTu1xmYtsnERpsvrWUrpgHbdz2innmZKOUIArH3DGOPi0rKM64Iq+0V42bLfLjjmzevWUUh3tzQ9R2qhbTMHPHINOH8HqC2kquIVj/guwGOJtAUvatjEImSl4ppwK+yk0ldaJf6v42HMQwDfd/z0ctPuHu359Wrn1GcZW02tjHzT/3Vf5w/+Pu/y9s3t6xGm3IHrVow7rRLnwDLIpQs5GI4UNf3dLWr2PRxkKpU6F0VUIelWqk8nihvGEX7GurG5Dui37AchcNyZJ6OzNMEFEIoJ/mMpA4nCec9ITi8vwxalUX9CFt6nDn9qsdTAaG9xp/mddpxkpF9FGykEfe+w+N7EWQEMXAqC0kqmS7YhZZgynUzBaf+dNPTeADq8WJdgaKmXLakheN+T993iJEprC0+jqS0ABkRU+Bz6k0mwDtSyVYuZXeyW7mUBAVqWzShhQqAthvD6nu7qc2nR4uVVzGa0JKKMi9H0jGRSrI5mDiwfv4Rt79IvL67w9vAC89vrunHkYMq6j1LtoliLyar5LyQNEEIhHFFSN5o664QKBRNLHOmnKxdn67LH+yUF7X9JcbRgm3f97x48YIhbPjmm59bH0sty9vvj/ze7/6Yd7u33N3vOOwT69VIX7lIIVhW07AULUrJkJSzhkzTixlHRKo+s0glW9YhS1XmeaYUozmkVBnNF1nMJXAttRRMizIfJ0pOxnNyAecUw/qNcFk0gSTERUSs1DjBSM2jiYd4z4PmxCPw9UPHh753mUX+KoHmqec8JvQ1/Oy7PH4dGr9/CNxhyFZS1X9WRJ4D/y3w25hw1V/XJ8TET6/hHL4fqqymoF5wDijZiFnzjCvgnGELXpwtUhcIzrRfxA1Qle32VQIi5cJ+mhGEXBK5CLkUvA8cl6r8X6U5xXvmZbasZGk3tS22Jvh0vnEBOfm+2X9EzM6jmtE14FNLYloyki1TK5g/T/CdlXjxho2PZIS7r37K13f3FH1FFs+nH31Mt4mkZTJgOyeWNBEWhQS3hz33hwPEnuuXNxyPe3I6UMrMsuyJzua6kiqtcHrqOGMDZwoBnKkF7bFlWfjZz35KH1b44JmWPc53dm7zxE9/9hOWcrDds3imYwbNOBfoutGyL7H3gipzMTfM5ledcmK/P5x245RTZepGnCjzYITAru9xTk4B/UHLtm5CMUagDonmTJp3lKzm0CngmlxG0QpUJ9MwCtD1/pR52Ws2jOVhSfY4uJzO5wcCxOVzL+U2HmdDl997zJF5/PhTWMzlZ3vOP+JBph7/oqp+c/H/vwH8b6r6t0Tkb9T///sf+mFxjmGzqVRrq1ldEJZkGrnRCWNw5DSxLJmUZ4ZxjTiYpgMlW/s5xp4wjMRhZbMebeRAFZKniKtyAibJWEoGbO4pLwXvjC7v/PmGaEGmkc9OftBazNGgmL6sAcQLOc/191KHTRQfzILXhWjYiDoboCMwe0+36bnxNl19++VP+Pp2R5HXhH7Ns+trclrQvOCkMB8XvDVK2R8P3O4OJIRnLz/GeWV3+w3H3VvSvGOeIKXKAdJfRvellqr63kKC8wjBq1ev6MI9IhlV07rNeUJqB88Fc5aObs319RXLMrMsR2LXW9bgimUNObHI0c53DRLzNNs1uVxYNbhrOcuIvnzxgle/+JL5eCSEwLI8JOE1NrJzjuPxSEozpRwpxQK88VwUzZa9qNqYgeuU2AVWq55+iJXrdNGl0Ycl3+PspZ2vVlY/OLXfEpCeChRPXYPHn58afny/+wTO/fKs6M/z+PMql/5V4F+oX/9XwP/OtwQZBWvPelfp1tVxIGeCQuccrhTSPBlAp4U0HdgdjhQg9gNBhEUVMUl8jLNgXQBxDh9taFCMvw9YVyXlgkfqbjsYmFhSBZTPFydVzko+CYtniprA1ukmkVr6VaFzR+3KhGrPIWLvLVsHDRfAdRQphGHL9qPPKDlz9/WXvN4d4Sc/p6iwGi1bc1IoacF5h4/BOm05Q+wY1xuePduy33S8e+04HO653x9wvtUj35LK1/8WLSbgLmcXIwSWZT65JopYlR+iI9JRsuADaHVqXK97VDN92LDdXPHm7RuWpZxYw85Bykud2j4vWufMhibnYg2AaGWWE2Hoe44lkXMhxI6+H9hsr0hL4ng40rKMy0XYMhrva0ufdAJTlWLlLBfXuC7qoY+s18aTcrVC0iKnLPC88C/4d/Dge96H00ltXSPLgppSXXN3eqhcZ5nTZTCx57bP547Vt5dT73/vu+sswa8nyCjwv4iZA/0XalYnn+hZTPxLzMr2wSEXvku+G5mWO3QqBHHGe0mJoesJ3rPMM3PKdH5AgiepMh2PuBgYxt6Ux5oZ/WLyjNLukIsyQdXsYdHKIKk7VCZDFubaIdILoExVjYp1gVWICEUEXCR0vXVGqvtk018x50mHD6G2QC0DsvVu80ZaEjF58I6iAb9+xvXnAULH9Ppr3ty+I6U/4vrlmlXfMyCMzuHVM/qebhBi3DEX4xOtVld0nc14vbm7w9/v0WVvpnGZGmDPf1e7eNL+zlJq5VeDjAFdlNqBkyK4ki3IuY6+Dyc8SuqE/GoIpKzkZc+bt6ZUqCRSFjq1IO8kIOR6nRxeTK+5H1aoWMYXhpGithEEEfrYEXygiwPXNy94/vwd97sDTBknCzhHKQvQ6PV2vZ2HGIP9XlqrWOu1KFXuXBB1RHGsh47V4AheTRFAA6pNvL2Jb10GB3duIJ3+ubjPL861ONfuxAffb8voHEwuA9gZeJb2r1YigLyfyTzNro7faZj5dQSZf15VfyoiHwP/q4j83uU3VVXlsTuZPX72XVrf6HG3Q3MmhkgM0fRi5gTO/KGzgPhAVZtkGEdcZxO2qdQhSrSmh3LidXBpYatg80BnSxXAWuJaA4Q730jQgEr72jtvmRKKuPPsTinFBM3FZo2aQyFOatlWl3LtQgF1dxUCpg2b1Pga3fqGj37ombcb3vzsT9jvbtn94htWXc/1OHDVDYyrDR0OH3qCj0zzxDzZYGCMpiL34uNPeX17x/1hxjl7PwYAPzxO7eR2c8q5pSoi5JoElWbFUv2N/ANPrAaILxwOu0rkO9/WIRjY2zpC558z07fYdbx8+ZKPP/6Y9caM/qgZQB9jDRKwXq3YjWYVe3V9w/D11xz2xyoIbwGyVHteoxssFM1mjdMcLFOy9recmbqq5lPd95HtZmToI96JAdt4zCep3XmPzx6n++j8yMV9/iCg2Pm9SHwve8zU3e/iZ98/WmZkryFPtqYfZjJnqY3v6viHDjKq+tP6+Rci8reBfw74Sqo1ioh8Cvzi215DEKJ45mwlCOLNiiKbHYkPHrxnqqZtPgabyj6lyZi/u5cHvtiXNHMRK2NKVfgX56oUQbvRTAPWsBXQOoqvFwuvSGsGGuv30omxnoPT1PhJzOkihW+ZQgOHBcGJKbk1ZbciDj+uGYMg0bN78w2Hb37O/nAkz4myylzfXNGnSBc9fYgcmTjudqQlETvHan3FJ59+zuu377i93VkHppi8woPb71GX5EPiR5cYgKqR84ZheDDEmlI6nQ+p5Wrj3bSfPR6PFwC6gvP42NP1AzfPn/PpZ5/y4vkzghdKmumGnmYLq1ro+571es27rmMYBjabDfvdjnQ0HCyIOzHF7W8phol5jwRT5nPulCvUQGp/rw+wXndcXa+NZtCuvxrDGJebCeaf+ngKjH18PM5APtTefvj1rwro/iOMyYgNqDg1L+w18C8B/zHwPwD/BvC36uf//pe91s3VNbv7HfO8sCyJ0HRLRKpWjBK6zpwK1MzPrMVJJU+1m/s87v64ndd26gJoTjahXc7tWmo7ukl1tp0OzhuG997YsXoG3h53Cmz+pwagmvIr2DCmgKukMjOWS0h9TSfVfAwrbfxmwzY6Yp548803pJK4n468ub+l6xwxDHTeEZ0wHw4mlRBW9MPITd/zw8/vef3qDfPhaKLbD6/d42v5XmC+PBpA2QDgnPNpOLL9/Nk+2NrTzVK4zaK1AOyrFAZeCLEjdhZoVuOKcRjoQ8CL1vmxcNq5RUx2YqzZzLNnz9jd35OOxps5oXBN3EwEab56JV8szCZwXk6dwq7zrLc9601P30eca3IOFUuRWmbp++etnZ8PndsPne92XG5SD4JLTVvaM/X0cH2e/Gpoi17gOd/F8Q+byXwC/O16wgLwX6vq/ywi/wfw34nIvw38EfDXv+1FFMX7SD+s8J3V6j4GlJr24gwDifHkMtmOkrVxWk2wmYe7wkMvHNBcKDTWrpxEr8QZpV4rZ0YALnblVuc7kdNjl3yStkNfLraUa4lhZbRlW7VUK8WwnqwZrwHB2XgEGSFhEc/eS78a8J2nLImZxJv9W8ZBWA9CDEqUzLLMTIcjw2YDrqPrI598+iO+/upr9m/fUpY9ubj39rQHLdKKGTzkWFyc63rOpmni7u6OZVlOA5ItwHpvMg3q5DQB365HE7UCCNFEvELoGMeNgaUCgol8dcGbb3TNNAw4tvPagszNzQ3H/YEyJ3a7e1I2TMaCUqprVMhpqRo0bZ6qBpnKKHZO6IfAuAr4aFhH+7udeHBQXC2X9GFgeRxknm4hP85A3g9Ol+f6slN2uncfdZvsa32yXHp4yHuB8Td9/EMFGVX9+8A//cTjr4C/9qu/Duymmb7vcWJlw5IW69D00bxvsMfzZYbSdGVr1dn4AJcX5HKXMK3dij9gAaNoVdjLZnGr4qqPoHWCXN0VfbA5JlO9y1Ut/rH9RJV3KOYDlNX2EFfLOuoAZ6kZUpGC+gQYqEoBr2pBRpMJUgF+iIzrnvv7AyqZKR/YTZ5cBtYrx3xwvEvWadnkYnIEsef65gW/9cVvcfvNV0zHn7FoDcpPtE3hvNc9ttV4TOxqDGjVs7xD46ac8S/34LUuA3CMkW4Y6VZr+nHF1faG65sbumhDsKKF4Mwt4BIvaoZxXdex3W7ZbrfkjxNlMT3o+/s7AMNiSn2vNfvKxdwGnKs4hrT2kMk/hCD4UAO8Gl7U+DtqLabalbog+cnD99cev/x8eR4f3vNP/0x7/PLz49c4v9bDJsXTh1xc2e/m+F4wfp3z+K7nmJJ1CVC03rjFOwPvxAzZcs6V2l0vcm0FNrwjBH9qIeZWBqnWm854HVAxFrJhJsUykeDOkp9Wk7uTv5EUrcChCY6r1PS1biitawQG7ppWlXW51DnEcWLr5mJGY04USqKkqpEiZtYmYuZuWhRHwYmp5B2nvU0U+4z4hA8zm/UGyWuW+0ieJ+ZpYSjOBLaGkc9+9Nvcv3vF4XBg+eYW1UxWy65OaY2lbUALJOdFcBmw2/fRYtyd2soX5xExa5tccm1PW1BF22s4QtUGHoaB9dUV/WpFNwzcXD/jxYtnbDYjfR/ou1CJjQ6zFTHujHdCP/QsS0e/9Gyvry3QHSdCtExov9+x36cTeJ+Lgc0UPcWW9tGCDNpYw1gpXIdFG2/ocgCynbAGjtcW3MXJpA6i1vOFlXmtVK8n98HTnzzHF19ffjx+bhvYPB8PSyPbLL+dgfznfXwvgowKHBejirvYvGtquVFFqkK9AQKY7WsF7RAq4c64D0XlpGn7QL6wZTb1IttYgAWB4GwmxtjAznCa+iOl/q72O5aSbLetHI9TZqSQ85lTa6x0Y5iSi+VGAppNBgEnSMnIkvHimrtL7T5kazuXDGVB02wYlFrrN7jCehPw3YKExOZ6hHHL7AJ5WdDicG4gdB3PP/L8lX/yr1JUkd/7u3zzzWsOR+OjFJoKSq37WweqnrKnbmoRoDJ1C5mk3jAlARe9/V3OgTMjetPoabavHavVhuvra7bXV/jOgs5qNbBadwxjYBx7hvVI7Kw8clJAMyEEur4j5YXDwaxi15sNRZXpeECCY3+8Z5r3FvBcw96weyHbgitNK4vmfZQQjJksuIrnyPlvrZ/bORLcOWhwGWganKy1OjnjJpwCTKtc6j3K+5ni5fE4w7nMfs44IFwGlQdAzUW8+TbQ+c/7+H4EGTVGauziycO6VNAULAtJpCqBKaddUkVQ0TqG4E87j82znAHgc3vWukJaSyxfB+5aa7HUNvSl15Cip3Z2swcxNb3Tmzeh8XZF60V3FQD2zlnL9MQUThRNFMwryJX6M9WknpIgz6AzZdlzPNyRDm/Z72ZKVroI4xB4/mLLsBIKC8Oq5/n1huy3LK7HuSq4Lp4urvnk0y8IPjCurvjxj3+fn//s5+z2O5MbzeXUAbOFUDtDj1Lz8wIQ4Ixn5RMskEBmUqyzQ04N0O06Qoh4FxnHFc+ePWe7vWJYDXUa3bNarQxs9aYw6L3DB38aGzAhdo8WT/Bn6U9zAg1srkaKzogriBSbFXO+6jW3wGiZjV4EGZz9fe7099YAUoOHZcnndn69UPa313vzcTnyIOs5RSlqMD+XqR6ezFja8aHgc5nVXFy00/cbBnlJ6PsO4wvwPQkygjBUvx3EMhXvjPwtTsi+uhKAbfe+toexnUGcM6JVNTq7BH1P5vNi4/quYgNF21K5wCIaZ+IDwOeDhafNMA0QK68sA28YhHEtLA234EIuiCakJFQzOCETKCVXFb+MLke8TpR5x/HuNfv7d6RUzE7De/og3FytePliy3blCdkzxC1+2ELYMJeR7EE0oTmTxdH5FR998gVdv2G9fcbv//6P+eM//iNu371jnudT27cFx/Lo7314rdpNe+YTOTGsZ5mzWe06j/fQdQPDsGIYBrqu5+rqmk8+/oTVaoUPjtAZkc05b26N3lRWRAve2f/7GIidkcnMrkToukDwjrzMeCcMQ2SaIuPY8ez5Nfud57DfMR0TDsc0J1PCa+VRvW/QGkhq0LnkBxmuWrPPdo+IPMBZH4O4l48/Bmoff36qevl/v/W1AAAgAElEQVQQdeAx+P6hUvbxcz90DX/Tx/ciyICi2ew+VEsdIjQui5Ngi1X8ufVZF4K0fUOqcFU2Ut1j8aLTLIu50lfB8FIJe86Yn8mCUfCcDNebzjDwQBneflYMY6l4gwW0Js5kowm5KsTZarTAIpi6mqCgjiy1A5MLJc+U5UBJB8rxjuVwS5kPZDWlv77zXG0in/7gBZ/94AdsVh15cZQUSCokFnzoEcmQJ8riSRpNaCquuH4e+Ev9yPXzF7z46GP+8O//Pb768kt2uzvyspCLUkRwKu/tnu2oCeFpkdiOa9KkSpW4jCND33N99Zzrm2uGYeDZs2e8fPkRV1fbek4LPsjJnG29Gtms19ZF8kL0nuAdoXaaSs4UZ7axfQgEL/RdZFkKKXj6vuOHP/wh9/e3vH71Daux43DomQ4H5P6eBZu10qLnoIE7LfiSqSZ4nCLpg0Ajcgo0LbN9sn3Nh4NL+9qmys/n73FZ9GBlPApkv6xl/vjxvzB3Ox1KmqcKRiqpGLDqQ8AHb6UQQnbW0qSODSiCC75qxQrZuZPM5uXFa8puqoa7pGzljVyAZlJBxlxvtFgZrW3XaKXSOR0tuNOCyyddGZFqC5IrGNi6JWKBBs3G7cFS91yzgZQTOS1InshlRlMGdQQfMRW2RKiT2b/9+ec8f/acLkbm2bO7Lxz2txznHV1vO7+mI6kuZnEFfIeLPeOV54erDc9fvOSLL77gD37vd/m7f/Bj3r55zX5vQ4SXN/JpoZyRm9M1a+UF4un7kaur57gQ2WyuuL7e8uzZDdvtlvV6xbPnN1xdbQFlWWbEBbro8W4ghMB2uzUHyboZdF1H30drZXtHxixQuug5iOnmbFYj+31mmiLeR54/f8l6taYLHYf9PWmZub+7ZRhG3r19B/cHZhLkaqdyCjft73i0619iUe0fffyU9ztAlxjKY0Loudz59td5fFxm54/lID70c7+Mu/ObOr4fQUbPZUqplqzOW/DQ2g52xdXZYzWzruAsg1kqv8O2G5qg9GPj+VPAqBwc4CTnKc4hpZywnDZhEkI4BZfG7zgHLz21SR9zHE6+0KhlL9XF0WnBYyJJuXI1cj63ugVLfEqCkoVSAriCdxlXlNXQ8+zmmiCRu7dHfABkJJeAC5lyvOe4P7DMQuyVUKeMs/Rkpwx+RexGXCyWaWy3PH92zdBH/r//5/+m5Nfo0jyN3lf+P//fpteppYX3kevrZ3zyyWes1ldstluePbvm6mrLMPR0XWBc9fR9h1IIQei6SN9F02COke3VFatxRNU6hDFGQjQ1PMFKMhMDtyHGzXpFDAEtmf3hyGZ9TfSOKfbE0LFMpi10f3fL27dv6OPPee3fcHd3sLJuaeZzBgCH0BGjCdSfrvHjtaut8+i+dYG/j5s8fJwngsyv0gZ/6tBfAXRx32GAge9LkAFCJWPlYqWEVNZsqcBrs0Y9pbMGgJC1IFgbVbFBxXY8JjQZP6XuLKqmiXvxfS/NqRKmNFfzdvPkkZplcSqzfJV2yHXRaZWPKK2FQCEhxvCz7peAitHwc7Wd1XIWbZKaiWlSNAsQ66Dn4RTYdnf3fP2VsCxbtlcbYj/iu54x2GvtdxPHwz1LyvR1ANBXvohUQqH3Hh9sEb/4+BP+8j/xl7l/94q8zLi7A9OSWRKWUV62WuFUztYRvdqed6w2Gz7/rS8YVxv6rmd7vWEc+xN4a0VkMUZv3xGiURL6rmMchmrIN+CdO3UXrTSzjNA5kywQTPN3WWZyTiatOqws4BUlxp7N5oqcZg6HA6vVlu3VDeurNevNl3z95Vfcvbvnfn/kOBtqLQ7G3rNeRbouWDZ6ArRbrKlZr1T2dtu0Ht3HysMM8DGhzjlnxXJp1sFnOXGLF/Lgtc4BpDHQrdPVvucqIK0XeFN7/hmw/nCG9Js4vidBxozPVM0p0kkFaL1QcsYHs3l1lTFqIlR1zqbtLhiA2LoA3jdugtSqxbCR4Lz1R9qOQivB5fSYRKm1ez7V0L7N49TWsioWcCpQmTVX9rB1dZyzk2vVlat1f2KeF1KuusEqQGW1UpCSKctiZVXFp2w5B1Z1bif4iLiBEK4J/RX9em3OCfMBclcj1sJxOSLHQOxGvEKejkwswIZu3JJdj4jiuoFnL5/zxRefMt2/QZeFdzlVgr5HxYYDRROiubpQdihSu38mk5oF7o47+u0ajUIikynGdwnO7EHGgWEciDFUzVzFB0/oAiE6gjcJCV/tZYoWmtxu0+Fxiy1G50yOczWOJz0ZX5nUOSfSEhEXyENm2Kzpr0e6KHB8h087coHZLiKrVeDm2rNdC10QVF014rPrgtg1sJLJ6A2NP+Mega8tuFx2eR5nKSJAiOefsSdWHEhOgapoCyn18QaGtXinauD1KZDYZvx+wPluj+9NkHHOOBUKddeXmjg0Jm9CLqxPmwZtY5LaCTa7lFOEr4Gh0clp7WipO4lUZm8tfaCyTO0tVXZvJXI5h1YiXmnELjC1PTyKzU/hChKwBVM8Zckni5dSZSdVzYKt4Up1nsGsV6jBRW0Hj15YrTZ89PwZv/35Z7y8uaLrO1brrVm6+DZbY2zaYVxRZGG5PzIvM/54IHQDzjnSktDDAXWRTmopIo7N9poffv4F92/fcX87cTwmFmceVqmiMdSOnJzucTtPbYAxl8zd/R39OJqAWPIoPc47QhcZhp5hGKx8qqWQc2bpO44dfc0gDLeyOS4BxJ0B9+BdLZGs+zj0PYKwpHzqIhoeZ3haqOp4++MeIsQffIKf7ohOSPKKY06knBhHz2bd0cdQSZJnJ4EzSCznNuQlkNvu4FOgOQeFBrxeZjWW/ch7eI/W719KhbTkuQWd06ZZf+ZyvroFtYbZnG2Cv/uA8z0JMnZk8x4Fsc4O7iytmJ8og5rT4QmobDiCWjvaVanHhqucNgJn0gNt52g1mEhNkZfFXifl2gWCvCws1czdGViEkw7nzLDLhWB6xLoj6z1ZF3QupMnEllT1ZERmXAyz6vBifjxaEjkvSElQElqMJOYkGI5TzHNo3GwsG+h6fDSy2jLP5DnX2SQhdp7tVU/GppxjF4ldJOXEXH2lweH6vurcRq6ffcQnP/icV1++4fZ2z5wyqSxYPmc3d1ZDq4I2EF3RlNjv9wzrCe894ziyWq0Yhp7r6yuGvq88FwN0gw812ET63uHFpFZNdLzU8tLAcJWq/SxSy2gI3pNdpguRLI6UMsMwnATf2+JuONw0TaSS8YMnjh4/3XPc3fHm/p5h78nZsV0Ftmsr49r99Wc/5PTRWuPvf7z/+o/b0S1YtBKpZduXx1lU65wtPQ5qbc7uuzy+N0GmBRhxjXFrqYKvJdDlpLO/AOce0K0vyE4UReugW7txOdHFcwVZy4PXbWMIrs5EWdZDDXLlJEDlvBC9pdCor0EtQ5oRjmjekZYjHEFz/Z3FgpUJNtnu7LBulKns1XmlvKB5IqcJIbOo41AKqz5wnA7spqPp6KSEz8myqWWhFAGJoFoXs+E70zLhl471dsPo1+wOBw7HmcP9HZITfuxBAr5bM16/4PrlR2xv78hOKbvCcVksyNJKyip9UBdQY7/mlAkh0vc9OSdK6R6UDiEExmFkHEdzPug8XeBUGsWq76NqIwRtKTaJ1Pb7gvOUENC+Z55novcsVR7VOffIj9vAe/GOREYPiXFcsVmvGLvAZozELvDpx9c8v1nRdbFeD30v+wB4XIY8wPseTFLXMrntXyotv6k/yEWZw4PXu7ynT7/j4vc/xmwcRlB9DDa3IPt9aGN/P4KMnC9mSslOnnenqepLjsrj9urpe/XGbMKRUksjLfVxVxvWdcYJMG5KLc0adkMpLHOVkagi1S4E4uBtNkdNoxapSnhMaNoheaakIyUd0OVgnB0CznmcC1bOYHhDzha0csk4N5PzQk4zmic0zVBmCzjY7+qDp+s8/dDjYwfeU1z9S3VBygJExHt8sIUoIZKK4ueZ0EfEO0KMrMWykOPxyHFvQLbRhzpefPoj+qFnvN7wB7//Y+SrXxD2Ow5zYi5KwVn2UlX/EKme4R3bqy193zFNk0lnOmGeTUgrBGPnOi+ncypiQRCMb2QMQNPXMUqCXd+mgVOrXUo2fKyPhj8tIbGqEqjOmRREuz+ale64XjFp5vBqgqstNzfXrDcD6yWyHj3PrnrG3q6Nu7DnfWpxPswS3l/cTYD+fK+28kY49y21Dte+H7Da+36M4zzVraqn5EF51p53yRVzf1YhnF/T8f0IMvXc+Qr6qio4qdmM/b+ZjJXH2UdV0xfBwNK2o3AG2ZQKkmGgYDtOr9XS6xo2+mFrIHKVZWjDkFoHL7Ukik6UskfKPbAjMNH52ioS4/RMDpa6M6OgWsu0UtnJZFKZyWmmpJmSZ0SX2sNeToS/zXrks08/5vr62nAGZ6MXS1qqSHTb0zzOB2NOVwGp3nu6oQdRlsVA8z5ENGRySszTZP7QsacfBsZtz+pmQxwjv/t3/g5f/WympAxZWSot/7RDnhaGPRb8WXA9xO7ET/JtFMD5irMVSnaoMxoC3mGnKdNGPNq18zWYNk6jGBCGIHQhIivHpOeSuN0XcA4U4j2dFvpyYL/ccn+15eXzGyQUhl653g4M0dKLy6Dxq7SQH4O+lmmHB7SJc7l+xm2gvBegLnlYT7Wx38t8qBjZxRjM0+LifxFkECemfgcgFnl9tPZtriDWOcWsT6v15skYfpltmLBxVKznaal+6wZhC9u+ktM0t/ee2HXEGHEuEN2aotbCzdV3UWtZkzWhOVHyEfI9gXcM/o4hzvTqiGHEdyOJyN4XpmwGaEtquxyk5KqYkg3/SbXksFGAGa2lUt/1vHy+5bd/64dcX60BKGrs5ikllpzQztOFriYC1QXRB3yMeOfIajyjw/5YAVWPqNLFiHQdS+UhTfNMVk/oYNiu+eJ3vuDtN19y9+YVabIRBc1GYCxW51W1BPPI6rpIiME+B4fzUgWmTEHvtHnow+tjDT1fu03ONgq0ZpJCxgK37REtW7UrGINll15quc2Zw9QykmVZTEI0J7r1lu7Fc27fbhnGjk3uudoE1quA85jyYW3bPxVgHtAn6nGp/FcvwaOfeT8jOX99eS9XrI/LQPT0a5zWDZUDUx9qgmdI7VCVcvF6393xZw4yIvJXMG+ldvxjwH8E3AD/DvB1ffw/VNX/6dteS7WQSRZsXABRY73mmjoW80pqp91BBbwSlT+HaMaVpZZLAuooS9VBK60daAS5hu6Li6w2V8RuMBaxN6kFnRaWlNEQquRmwruMpns43hJdZtN7Vv1Cr5mYZkK+r04JB4ofCOoZRdGg5GCG7YlAKj1LiszJs2RHTsIy1wFQWVCZ8D7TB7i5jnzy8ci4mvFuocwzZUpkEbQcqx5xJOdACWLNNAd4S/tdiASEOSXmPDPPM1omur7Hi1n+9rGr+jeJNCdSgs7DdnXFj374Q959/Qs0F0Rmsw/JLVmzUslHaz+v1wP94EESSEbLgjglRo9Zs5oshNZZLvOhBpxHvQH1vvKPUOsoJs3k5o9Vu3lexAJCsU6UFSCePvg6Me+qdLAtNGv5B9ZZ2LvMNI2UVUd/HbgKnvVgmkVF3KmrZ6XZua90yjbEXvdiOpam56K0Mvzhz1yWOJcDu6VpIYm7CBwPs51LfaQPLMKTHGwF/E7BuH2/Lo5vW35/7sefOcio6o+BfwZAbD7+p8DfBv5N4D9T1f/kT/FaFhoUUprP0b4xKxU0Lae2Iq0F+OBkKqpNXc6eYlWvgJyB4hBM8jGEzrSCXWxklpNzSM6mWKepoFKgzOSyx+meTQfPrja8vOnoJRPSCjdv0WnPNB+Zc2bKiZIWurJgDtRaSy4HvgffU6InqTBLIScoyaMl0vlAcIXgYOgCY5xxZU+ebqEbcRTmaQ+uoOKYS4UzVPFyBsadb1PMkb4fyUPmcNiz3++NyOYcLhvXpKnOqcKSbNCxk8gPPvsRyzyTyv9L0lckmcj7mZKqIXyd9u5iZ50ZbTu6Mo4G8nZdRynnYdLGJm5kyxYMiipOW8ZYTkB5O0TaTFlr3uqJX+J9LXdrmY3YpH3jsPjQscxK3w2sVle8fPEJ+9tveOcyXtIpG2joiV4EmKeOy/GKUjGq0wZ4kVk8uL+fxFTOWMpjrFFPGd+59LPz8CijkSY30d79o17S+2/nN378usqlvwb8PVX9o1+ljn3q0EavvwwwzehLbcc4X6QLyQeoO3GdrhFbWLbIAojlLo2bGTpH7DuCjyDCktNptyz2YoTqMz0f98BEdInAzNXK8+JmxXYMRLfDayG6SDe+wK8+YlUyiyzMTOR5hzvu0WUipYmcF5uKzjtKvgcgiqP3YgLmMZuDodNaOhWiE0iOfNyQBTbxhb2ON2LWnE0vWFxA1FT1mr5wDGbXYgvZoyXjRaFk7u/vSbUdbxPP1FKxQwpMy0JSoRu3fPbF77A7Tqjz6FdfI95xd1+Y54UYI8M4EmLgOE28efuGKy2s1+uLjodp9DSDvJN6XuUlXQK9DSNrYUTE4Xyw1n8pJxJcG78XrOx8jEIY8OnPWspaJT27nmFcs15ds1lfc7h7TU47Si4nbOtb29e1U3S5aq2p4E+A7yk8XZT1Tx2PRxMe/17DUR7iNo/b8x/+2UdvUM/78Xdx/LqCzL8G/DcX//93ReRfB/5P4N/Tb7GoPR2VQ3LJdbHPTbNVz99zglN/Sj/tOQ4fBpN17AdyUaZ5piCIM0AUUYqHUi1WWms6l2plWsl3BUU0E/SIYyLmxM2248X1iiEKLs84mWsr2pHUk4lIFMRnouuJ44qwBVcyJS/kNFGWI2nek6ZDDTxHtOwp1UxOSxW5ai13dZQkHPdCN6zN61oVH3oy2bgsQem6YJwgbRPiZ7DVVOtsRit4x2rscaI1o7Gu1nTIlBSJvuBlRR8GjseJ/WHCSeDz3/4dkhaKwO27HT4U9ocjRQvBe57dPGM1rthuNidx8cZhcs7wmhhM7S7WYANipmnO5EhP20DToz19MrH4E8s2tzkMKo5Te4onVPiMcZzdJBow3RHdQN9v2G5fcrh7y/4+o2VCNXGZA7zP0hW0lVL1nTVcRbVpBbUA91DE/vLrpwYmH/6Oc+CBc4nVnvP4vX3o/Z4frx/lu4syvw4v7A74V4D/oD70nwN/E7tifxP4T4F/64mfO5m7hW6s0b9yYC6ed65+G1BoAUV8wNWdu4sGfGZnHYtFM0su1avJWq1i0no4Z7trzkopiZIrkJsS5ARa0HyEsuBdZhVh3TtWQXF5hhJQgZJ7EEdyDrMyLYDHeDMO6Em1HBCfkbjguhnf3VO6e3S6pxwVN98jleWrCsti4KpzDoonKyR14D25BJAeNKIqaMrkOaMRXH/e3Xyl3HcxouJOjGfnwHth6Dti8MzzxJJS7TIdSST6oKatHDyegcN0j4sjH3/6Odc3L9jd7/nq5/e8efOW+/2e0HW8ePmScbPGOXcqkcCykXM3UM3TurawQ6hBsAVVKkGxAvPeOxO2TAulLZRLTxe1drY6V+Uu5dzFq6CdYB3LLJCTEVe879isn5Gff8rx/g153pNSG45thM3zQm+Zwzk4yKllbMEt18DoEdH3wNZLnsrjAHKZlTwVYBoAffnxIazn8ve9d/yjLCRej38Z+L9U9SuA9hlARP5L4H986of0kbmbpcH15J7glvPJxltL1Dvje4RQ02ihYipqgKOzHdcF0zkRZ3IQPtT2c5rJyYJLSctJ5rLkBbTgRYllh9OFUYR19IzOIWnhePAoa3zoyGVjCnQ+gZsRP+PVE7RHcl+HKqtuLL62YJWikaSOpMpcCi45SvKkXGn7mMuiZSU1MsSe7CPrMlBKjyZHyhNSHKEIsU4Se+8I3lepBDNFK5jOjVQ+UMFmtLzAehwpxUqfeZ4hK1ImFCMcdsOIBsdxd4/4kfVm4PrqI774fM2bN2/4B3/4h9ztD4QQGPqecb01MXZVvPv/2XuXWEm2LE3rW/th5u7nFXEi4t68mVnZVQ3V1VIDaolBD0FqISEEaiGhlnqA6IYBSDCGboHEtIEREmPUtIRAjIABAxASgkkNeEwQDV2V9czHfd+IOOe4u5ntvReDtbeZuZ8Tmbc6U/dGqsquzo3jfvxhtm3vtdf617/+5efwyHvrLZVXKnzOhzm16pxliEDRXPEIbeC1oGWce3mbR7sYG98ClBqqtJCFDEEty1RqXZl5NIE+XrDbPePq8pb93RfAAExzSLEs5OWxkeKWUKl5LVaXlmcjZC1cdJ6/TWvoPC1+/u/jkGf+7ZEROj+eNizt3c3cfnvHL8PI/A1WoZLUpm714b8M/N8/7wNKUfJUKtBb5jomlGocBNdtSFX1TnFMSeeM05gLrdil9dIR73EqiLdhnsYjaRpNzCkt9UFCwZUMOpmBEdjIgW0nbKLDa6JMVrip0nEcBmJxVkrgFAkZCSOuJNQZzhM01N1uNLHw5lKXkTIN5PFIGo5Mw0AaMmWqnlVNT6sKGSPIbXcXiOyYciRpJGUsNEpYceiUKWmC7PFxYziUmhxpiNGEqFZqgTmb16Iws2T7riPGYFo8Y6pN9hyqJoEQ+i1hSqTjEVElRuF73/8ez25v+eknn6AIm4sL+t2OzW5rG0AtSPW+4kPBWz8rmjqhmwtanWCGP7U2s0uRIBUsTimZzGmrJRM5IZmtd/hcweUQIjFofb1xbrLzFBwh9FxdPePh/gbkgIyJlIZHRqzOatYb3mJgasi2SixINZbLO2uSgjIbmzXQu6TMz42FYVItjNaZv3GeibLateVY0v3LubtvNcP0y2ju9s8B/+bq6f9YRP4yNtJ/cPa3Jw8FpgxBHKHb4kOgFMgIoTMGZ8Zai9ZubvbGSklHqHIQtaK5GLtWSyaPg9HusynTOZlqbsIAYZwivuCZCBzZhcyHzyZC1edtHohNDsWRcOUIeW8yBxlkqtRuV8juiMpkqH5o5Q4GsJYykvNASQlNiTRljmMyrCUrTk3HVkJku72kv7ih211zGJzVDcVCLndICSDWXXNiZD/eE8MVLkAprk76Ri4sOA8Uj7oO7wqV14j3xmvp+54QIkXg4XDk7d1bxmkw76cUNt7hNh37nDgeDzxMA1d6zcX2gg9evWAYEqHviLue2Edc9Phi1x19pOv6amgCPgYKnilrpQYYRyalxJQMF/HeGXUgC76A6XxPlDygJVUd9oBzHSAWMqoizpi0JWerwJZEqm11o5/qJgXFeTRuiJc3bK5ueDh+SZkg1cyWnhgJrFp+hRUVXeromqD84pHUyvl637VmLEvFRcyg6Op1bQ1UIBtOjIbW/1Zrrp7G0hKhLMLF1TBRM3qKNT1Ma9foGz9+0b5LD8CLs+f+1T/p5zhx7HY7GyBpmi4GHpY2/L7VhGj9cTgHORecKDllSPU2qdY+O9mMSzL+jHM2V7wXvFOQhHcTXg/sYuLFdeRy07P1Q30vtB0FbeGMIpJRBmbAsYK0qmJiU2gty68ZEgQpBWs4dsTJRPBK31UdHY14Il56vNvhN1f0F88I/SVjEfafvZ1DxNbPwzJD1h0glYSOA94H0iaZOPiK3l5KIaUJitJV0qE4Y+i2joxd16EibI5Hus2G4+GB4bgnp4SWQHQmzu2D58s3b/jii88Yd0f6uMXXAsc+RqaSkLLgDG2xNSDa9H/DonbYCJHBvNJS8bFhShTxhAR5PBorukxWKFoAUQPvfSZhesneC0WKERBzYUyF41SsQLQ33EedtQJW53FdT7fdISHW8gVBxSPOAoxSG8IpudbQ1fn6BMN2uV5vOA2n2EvjVTTszZ6njsP5cWoQngJ02+c/Log0r2v2thTw327A9N4wfsW1HWLlejqz6hY+gYlyO0Tsxk9TLWkHyCDFamtKXmQuvQghWul/C6eQhJeJGEZ2/cTlpnCzdVz0CU/GdGSwbJGsXfeWNhUrvkRPKmDbDRYMS9Fao+NUzGXXDF6hc+RNJE19VfsPiPQ4LvHhGolXdNsb8D3D3Z5c4Priisubm1nlbG6aFmIFVMO8oJ33c8ixrAwxQLdmfmI1Wl3s6PpuFgTbOqHb9OR0xeFhz2F/zziMpDgQY0+MW1JRvvj0M7744jOuGg4jhc3FhpILk070fT9nmFp5wTl4KdVbrARiugAZZRgH0pQAR0mZadgbZka22rNGaSDP7VdwSomOROGQRh6GkcOQEL/h8vqKy8ue7WaH+A71geIC6gISeyR24AKkZH2tABOHrydWww/LYMsJxmJDfG4Ulg6jayymqTVqDSPfxZ9Zj9H689evO//bOTjcsmuI1Yv9o1JLfhnH+2FkBEJwpixXcTxx7UcQVwy8U5NFaHoZy/sFH0wLN6UCXvAu1njZQExRKNOEmxKbWNh2ytVOeXEd2XUQGRAdEZSp2IJsaUsq6GgGxpTUmpFZ+IEtNKo3fuZvVEEtNa0bUYdmIU2QnIDrQXpUdoTwHN+/RN0OcRuKelI50PVbrp89Z7O5qPU4xqmxjI01nw9hY5rI3tdd180GKQTDiPANm7CaLDOWVfK0KWrWQlIXI+Hqii50jMPAcDhy9ANdN7HbbQkIP/nRH7G/f0PsIn4a2F7sCN2WlHURFaueabtfc79sLVbi4GprlWlCU7Ye5UOiTKNhQ8ORNE0mECaCd0DVV0YyOqnVcjmlpMJQEh9/8Tmfv37D/XFEwobnt7d88Oolz29fsbuIFPVmVFwE8TjXEeMWhxXlWtmIhRgidv+NqwP40yzQGl9ZH+8Cac9rk9rva6PylAFZP//zqqqbQWvf9+2hMXa8F0am5MJ+/0C/MZ0UKrdFfJhFq1JKpGTtSAG8CyvJB4c6KIjR2NW0ZATzaiw9qQQpvLwK3N5Eev9A7w882xU6n/AoWqogEnVnaALTWKbKjgq+iTv1amW1m2B071IxP4+JaIlqfdI8rBg6xAVUtqi/JvSv0PCMwgZcT29qTG8AACAASURBVBpHjkNis9txcXlpIZgIrhoT2xEDIXbVc2gclCre5GsnhlJmoae5WNHXBS5Wo4XmpRBUqyiXSsVtBNSTM+RUuNxd8uEHH/L6y894+9UXDAO40LPZXXL76grFFmXO+RFTFepCq6niXArkTJkqTjWMjIcDw+HA3ZuvePvVFzhxXF9esem3pqonFjKXNPKwfyAruBoqfXn3mh99/DGff/UVD8eEhI7rm+fcvf4uH31n5OUHhU2/RUSR4khjYRoShjm3RnSGlZTWfbImCMyraQDsadh0euiJR3Husay9OnjsoTxlXJ7ixqxf/y5ynqrO7V++reO9MDIIxGitT1IaSTkjEmrzNSN0OTGVM+eWtOjMwVBBshJQUMNhSlUG09q7OgTPzUXPB889zy4VzRNRBvqAsWzxZImog45kYB4WYzfD0kA8RWoNy3o3OgUBFSVLLfQTZyBqNlayqj1H6ShsUX+F37yghGcM7EB6xEcOd3umXLjeXeBDrIvTdqkYLJMlMOM1oYZO4hxpmsybqAt6TmXWsGn21ERIpckarGJ7Na/LcCVP8NDFbe3EOHB9ecV3PnjFsP/KWuCmxJdffE6/vWGzu0IqP6eldtvvOed5c8jFFAPJmTKO6Dixv7vjcHfHsD/wox//Eb/zw/8XJ57f+s2/yO3zl2w3G4JTxmnPZ5/+hD/8oz/k7nCoQl6BN3eveXN3z/3+wGHIpAJ9v+PTH33Kpx99wW/9xcyv/eAHbDoHk1qpVXE4dZRSszkZ6xlenVhHW/Cy1Aetp+/J4m8qi6fPP1r47zAaaybw11o6q/Bt/T0n2atvN4P9fhgZETEw0nvIeV6sOVm3xUaVD6Grrr+jFCEn2zFFDFgNeYKSkZxxc8uSQvTC5bbn+iLS+QOaj3gO5sFU7wD1qEQDnF0DeM2LEdbtMmwBqnNnRkbm8EREKGJ9rEXAldbP2RTvLAQzN1ZkQ4jXqL8maQ9+gwsdJRcO+z3eeS6urqwb42YLMMf0zhsYG/ve1ParITKcSvDqTRWito7VCj62n3VLGN/6gM8t71wNQ4Nl0NTRdRbmFC04hNvb53z5+QXD4YFhnDg83DEc9my2FzgH4zQyTVNNVbtFAgHMWBe7fyUljg97pv2e/Zu3HB/ueXh7xx/8we/ze7//e4gYj+j22Rfcvrhluwn8+Md/wB/+4e/wxVefc5iyCU45oZQE4hiGiWHMTGNGec0Xn37FV1++5eLihpcvXuHpyeNEGhKkgldnGceaMgZq3y8/60iz2kBKVTv0wVePdgW4zo+as1vLYFgcijVoqyvjPnvHSmVCU8O2lobSeXNZPBip2SSLeVu9UwN/7Zx+RVPYv6xDFcRv6gNr7OX8UuyoKEWsM0GZqjaHVq2xipe0jgCKosEZ01USnkTcCDe3wvVWcfnINO4RGcELJSu+gIrVSTuqfkxdCWZs1pyD9o+31Ka0ySMmuk2dSO1/JaNlhHSs7rdNhCKBjEOkQ2VLLluK3+L7Di0Tadijxz3X3Ybdbst215siXwyztrF1UzCpBR87q6FRh5QqDoVHrIwc8YIXjysOycYxWTR07GhjvFxpo+dbFkwoTBmm7EEzPkZ22x3bzQaRiW4TScMDebig2wamPDJME5vNBaqmd4NauloUKGKV61MhH0f2d/d89eWXDIcHxuOeu7dvOO4HxjHz/7z9B3T9ltsXL7l5dsWPfvL7vL37kqwTUymERsxUy0ROkzKmUkXGEsd0JN53HKYDxzLSqWdKE8dhYBpGNGeCU5OWkFIJoQUoqGsiUyZsJY0tartEvecVL6nzUVfhS1EjJ9rjMr9+SU/rbGC0zjVtd6F5UBV4Fie4lp2q/7dShrVw+WJkqDVQf+rDpVmMuor7tNSbrEy/SK1wVcNZcrJG9U32wXpcexBHIVPKhJOJLha2fSDISBd7xAWGQ2YoE50Xircsln1IgQqEGgmsrM5xHYeLYRi63k1A9RzUM8kDyhHKQNGJooISKOLAbfHxBvyV/R52Ne4aORzucSK8evGCi6trYuhqxbThVC1jk3OqLnPlxojhKN4b2Nt2ZR8rIFyfa9KiJ+62WmV324GrP2Ovq15OqfhOrpyP2G+4uLwkBks5Hx7uTATragul47h/YBM3dKEj58wwak15e5x6KErJmWEY+OyzT/mD3/shlIQXePP2Dcdxz5SUMWeO08TbwwP8WJjyQFHDnTIe1YgD0pSQZCGz8aMsbJ5KZsqJ2EfEw1RGpjRQNBt5EE/Ktgm0eWebVplDYbvHS3r4KSZuy0bO4coqjFGMWNjm0nK0GqjHa0N1ZYTqa9u+cPp6mSOAUxCZ2lbn2zveCyNjA1gqh8CwAVN4bMJSVCxEkVI7EjiH04ab2CQo4jGrnXEUeq8820VudoFOEnnIdH0khA3T8cgwFvrOz96uyWpyUtbb7m0pta6ltNc+nhEN5HSupTBH030pBxPUUkXxpAJguroSb5HwnOAuUB8pOjEMA/d3d2z6nsura3yINe3cig+lhh9NytIUBZvhacDuuqPDea2L9b9WYlX0t8WyWhRl0dmtq4NpmmbmbUoTKWNC5f2WogPDkBmGB477juPDBdu+p6SR4/6eGCJbt8MoeEoJSqybRlb77I8//YTf/eHvcrHd0HeRr96+ZmJCax/rnBMlOXzo6PsthQ0+RJI4QnB4gZTuGI4P5GmgTCNUtb3iHKLCZtsjTknpyHF4YBj2tUtELXKk1Vq1SWBu7RJGLrjHOlN0jr+cp6BPn5P5s+bJ/SQ35rEBe1cqeo3JrN/jZBbF+NaO98LIqCrTNFja1QkpW4pWBEsZi9XbNN31Ri1v92bZNUwYyWtm4+Fm1/Fs59h4k2/IKZO8J8Ydmiam9MDhWOg7hyk/1MlTMZh1Glgb/wXqpFsITifcD5FqbKy6N5ejFVxqst1QIkk7nFwg7ookFwS/Q6SnqJKGkfs3bzkeD2yvdgwpE6dM11ddXJXZ8zMNGCu7aKFNmKucH2uQNBygPXeexXBiDe9TztZkrjRVOkWrt1FyxkOVSnb4uKHbXpIK6HDHtg9Mwz1vvviYi03PxWVgGo883L3Fe9MpRuw7LIWjjMnar4j3TDnx9v4tt8+e0fU95QGG4YhlkB2K57Lv6TdbQtwQuo5By1zomnLmsD9QxiMljzhM9kG7C7p+iw+eKR0Z84H94S25jIhTw/9KqtJCS4uc+UfbLDgFbZ/iuJynpNvr1t5Fm0fzv/L4M971mWtvv2FIJ4YMMy5zFu+J8/wmj/fHyKSRzWZjCwnDAZrrJyK1uRpmKHKZSzGEBXDVmmrcReHmoufZhWcTC46xRr6O/XHkcrvh8voF+zeF43Fv1cnRmUAViqqvBY4NAFW05aNp3/v0BGpHEzMq2WQkqMSxoh6VC8Q/p3AJPpjAtr0JzRPTeKSrBLvDcUBjZJNLZTd78K3up3lhy4Rv4c86DFLVk1B0JmqdHa4aVqoHVKqxsYJSS0cH780QJQd4Qtywu6wueckcHx7IU2J4gNeff4LDs9maQTrue8Q7ur7WVKmR31I2xu52t2N3ecnHP/4RF7sdt7evOI4jX45fVGmMEXAc9ndohtiN4BxDGcjVyOzv75gGM+pUsBZx9N2OD159SBcjx+GBaXjLeLwjRsFLhxDIw8E+R2v9lLrazoY6L1s5QLvH71auO8/ytJYuIq4pkJ4aoVVGas5crjymRwbG3mWh66xz3TaLx+nxPyPjCfWmrus5dP5bKdkobUolRdXFhFQA0epWvGZ6r7x6tuP5ZaDzCXSkaKCIJ5fCNA1MqXC13dFvrtjfHRnHjAtVWc6pfR4Ng1li8AWDqanNs1YUJ1yFUiz7NXP5HKpWZBniNeKuybIFD8XnuigSIRS8U3a7HbHbkIuQpsJwHPDOs9nUlHqL4SsA3nZYGzMzMH3fP1K+b39fP26LJZcyp7PbNRVdqb458+wkZ7wYj6nf7ti4LX0frSVMnkxSNCc+++RjxrHw4uV32V0K4gJ4hw9Xs+qhNdi0SvnNbsuz58/5+Kc/4pPPPuX5zQs+fPE9ovR8+vlPuRveMqYj4zCwl3vEWduV7IYqx5BtV3e2mKX2bHKh4/b5S7773e/T9x3HYc80POAkEzuPF49mTyqeQqJkpdUA6UwysVD8fLE+vcE8HvOT97Ckx5eXLN6oqsylE+vjES9HDDhf931f955q9+/bbr30XhgZwHgfSk31WmhjbMXFI1AFzVplDXylB5vYt1clivL8ascHt8/YdgUte6Onz0aiEL2n5Mx+P7CJO1J/yTC8AZ/YBPMopKX8ilVOcZZmtHDZDIiVGiyeFBRKSSZSlUxCwGqfAsoG310h7oKpRKOzi3lKrnpReSoInq7rCa65c5nheKCLEfreWrm4UndX86pCnWh2HovRO8dj1sc6fFJVUyZEa8pbZjahq5o8pEVv18K1aBkrr/TBoWkieOHh/p7xfk9JI4f717zxjnE4MKZb8FX+tLOmb7YQwPnI5dU1rz78Dl98+Tkf/+Qn/OSTT3h+9ZKrq+dQcZnp7WtSmig6ITJWvZ4JLbYJWS9tCyENhBVunr3gN/7xf4zvfvcjnEAaBwKGRwVRRCMhdkSN5JKoSB/UrJCqzbnSMjerbOPaSCxpZubPsPa6pT1aXnMWHq3/Xe4ftS+4zJhkO1y1HK4KsonUDRipGaXlvMoT+OE3ebw3RqY1u1/U7losWXkLpanFWQjT8BhbFiZCfrXb8eGrl1xe9UjZk5JQptonKRd8zgSXIWfu70bY7ui6a46HPeM4EHsQr3MvpmwxVg1J6o1S+11b6WZxOCoJj4LqRM4H0nSg6GiNSqRH2OD8Nd49Y8iRsShd7+jZEKQj1KbPQxa86+nihuitCLRgYVROA+MQ6Dpr/ypOK3b0eJI2HV3h6b5Va+PSMBzDwNw8/+tagaLWpUGk/t3jxRHVSqTFFWMXXyvqHJlALo4YB5wrHB4+4f7uMy6PH9Y2sJFuc0HXR5O9VDvX3cUVH3znIw6HAz50/OSPf8xPP/+Urgt0XSD0O0I3kvQAJVW8TquEZzO4gjfONs55Xty+5C/9k/8Uf+7P/yYXF1ukTPRSK9Cd4ts1SSbLYOqIJCMdSm3JUt3RJqnVbLbU31sa2kkLU2NNYujcQWAWIqvjXBORj3CbBsgb7laLbps3rC3JYd5OS1c7WYx1k50w4mPzpv4suzR7GqUaktn9bzEvLdPUbEv1KiztgUhht93x6tUtV1cXeGdV3NRG95oLmq1jdfD1E4py/3DPxW5Dt7lkmjLTZKBydHmJjZXqzZyecqm1Q83rcWrqeCUPTNORlI6ITGhNr3rf4d0FRbakHCkSca4nhp4gAe8gJWUYRiPYhWByE8EZ4GmId71ewwzahtVAvrUBaQqDrSBy7UKv8Zpm2BubWKp8Rmsp4pwjj9Nq4gerE5JCR4fS8CbPRqTWT/X4sOG4f8t4uGM4HhmPI3nKOIV0HLi4fk5/sSVUBT+H1TleX13z/e//gL7bEFzkH/7OP+Tzr75A1TJaFnk6vAtziD1fe2HOwnVdx0cffY/f+gu/xQ9+4zfoL3bEADFY2xinyQTQvK/GdUPWLTkVYCTV5npGOajeBTIb4TmcXHkJpSUrpIXYC04mbunDtPY0zzeGFu40Aiqrz2hJjuU9FsotYXLzYJbQa253+4uu0V/geD+MDJx4MeuSgXlhACafaQPtKx4iWtj0kZe319zcXNBFV3tgB2LsydPImAwQllqtK2Lg48O05zAMvHxxy37vER3xTvHBgMSctO4SQm6xr9R6psatqT+KqeulNJDSSCkJqxa3SskYOnAbsnaI29LFS2LYVNW4TCkwjkcOhz19ZyJPvu5mTjxUycqGUaU04aVJBbiTeH02GjCHTGt8YF0NfJIihZqpaI8ru3UFQFKvFhF8FxG8tejVQnQm1i2+Q11EamfHPFkho05H7r/8mGl/z9uvLumvrtheXLLb7uhijxfj9lxfX9E0N1UyP/rRH/Pm9WsOh71JVEyLuBk1vIshEGPHxeUFN9e33N7e8mvf/wEffPgBfb+l2wS6aBX8qAH5razCOUfoejZyDTiUB0reM5VUe03Y3KMakKVM4pwrtYinr8f6ZOzqWK6xkxmwdW4WWm90hPV7zo3SObbWDMr6O0/Wz7d0vCdGRpduf2dhU/txziMYHd8JtC6LfSd8cPuMV7c3poImGR8cmgOiHcH3ZF+reB0mwVAXT+hiVR3z7C6ekdNAF4UQ3jJNA+M4MU1LOw/vvfU0qpkHQ+eq5IBOlDKQ0pGcpzkcKeoQbzoxWbYU7fBxS+y2hBBx3uLCnCb2+wdySYS4BbFWH+1fHwPem6bslJRUCqFkC52cVKr/orz2rqxC291aCHXurptBabSBGqrW8TfOhUWs1g3CmTxHsR3V+nxDr54LrJNlDIHoAkEC03BE88Swf83+8BZ3t2Gz27Hpd2w2O7pua61qfECk8OzZJb8Rfo3nzy95/fo1+/2eUtRS6XUxWWNAIcTIpt/y7NkNz5+94Pr6ht3ugr7vibFju/GmJ1QmcnaoBPOEBXBaC25NLG2cJmQ8QlKr/geszLWNoavJCmi4TOMZLVyv0zFv43tuMNabw9ro/CxOzPnr1/dxbbDa8bNwuW/i+FpGRkT+c+BfBD5V1X+iPneLNXf7dUwB76+r6ldiV/mfAv8CsAf+pqr+nz/r85Vl9z0ftJb3p3oUttsaHyYG4eXzGz768CWXFz05D0BGxIOYqLf31mPJiU2kjLP2rghdv4FSOI4DN1fXTOLIZaSTDdt+Q/AT+4cHShkMOxAzYoiixVc+QkEkUXQk5YGUm7gSQAeyw8cbJF6j4RKVDepCbcFrBkQL7I8HDoc9XRdqLJ5xLtb+0Z4Qq1Rllb9QUTO6Uur5GP19bZjXY1jv2ZNGZzGIWvtltrRpxSW8R8WquItqlTStEzlbKNA+C4SAp3dmZPrQs+227DeXHO7vGIY9wzRQpgkdB4acSYcjh3BHiNEKQX0tgg2e7TbSxVtunl0xjRMgTFMi51I1cSISysxyvri44PLymr43KVLvPMFHgqugPA4vgdK6O1RA1tcOlt4POG+9w2l4WIP2G8ivtbxArLwCzOtDmpbQqRzE+qfN83N9nTWu9i4OzvqezWvn7DXnmc6fB/5/E8fX9WT+HvCfAX9/9dzfBv5nVf27IvK36+N/DxMW/83681ew7gV/5Wd9uHDKOWgDsnb3tCH+GA3dO+X68pJXL2+53PZ0QcjemWuuxbIBLuBdJPhIrlo0KQcT1g4mdiROGMaBY+WmDMeRnCKxi4S+4PAM095kM3XCpAwtW9Tc46IJ1ZFSRpQJ072JUDp8d4WPz8BfUKSnuGjGRRLOG9s25Yn7hztSmrjYbWniXN6b4FadrrTQwAcHrmrmyuOJ/NTPKb+Ck/7M84TEwqUWHlmIWl/jlhR2pir7O5O00LJkUhArCA3RMnWRQPQ9fX/B9vKBh/0dD8d7/P4Ah9G+oyhpODCNe3MPHNbNoOvwvsd5T99HNpveChZrq8y5nXG0TgjeBbquo+83Fp5WbMI5j+RaYqEVg9FG/28eHXV8O6QaGfFSDaozaVRt9wGsFutMlqFSFZyXE0/8ZIxXY34yv89e+yiUPbtX78J22t/mc+LdxuqbOr6WkVHV/1VEfv3s6b8G/LP19/8C+F8wI/PXgL+vdmW/LSLP5FRc/Imj7gqzQ1oqLlDmONiafhm927vCbrfhxYsbtpuIVTcbW1i9R4vgnHU1HFEKIyojwzAwTUqeLKPhO8M5cskcDveMg7dAKnZkPNEFuo0R9XL2TGlPzlPNLlXMQE1QK6faJC4rrjhUA0qPD9f4cA2yQ8WEtJwznkkXBC+Fh6Ppp5ger6UsvQ+1ncmpstmymKvoVN1dZeUFzqN6NiHftQO2nRXVKqpe9WTshdWTXN7bUvbtNY0QOXsyzlGyA/EUZ32iZFtV6PotfX5GOh4p+z3TcCTliSmP5JIomm08S4EJUKEURwhKjBtCtI6YwXc4F+j6Dqon4ypJsXkwqm3zUnD5BCD1LuJxSPVwjKfkEImzPKirwHBRQYrMxr7VtrXU4zwecj5/m9C4o/W5XodWPyvcWd+np55bs7nX93LN0VkbrG/z+EUwmQ9XhuNj4MP6+/eAP1697kf1uRMjIyd9l3ZG1KrZaYNcJlJJ9bW20xQ1pf5+E/jOR7fcvrgGnTgeR9BI6CKi1l86RMMMYrch68H0QRyzfKN3gU3s6fuAdpGUBvb7B0LwpFpsZ21fPd51NMrKxKEWJVrqNherDE9T7WqQHZ5A0QhxS4hXiO7IuQOBEAvOCcFXPeKcSINVaHddT0kZHzwiHSKNR9PapFRwsdS0pLi6MPwJB2PR0z0VR/p58b4DAqaz7Ghp0BXDVcv8r1BbzdSKZCdNBtuyP5oNsM4OSnRoUFwION/Z51xk9NmxAuUT0zSSppGcapEiVkQZqm6O9x391nCbvr+08cDhgyfrSFNBNA9hwZvsOi28xhWkeV3YwndSrDpea7ZGPMF31oW06jOjFqILzKxwu9ClaLclqtuwthR2MzB2XjKLri2V0qeh7Wp9PMJwYDEi7XjKUzr/+6+ykZkPVVU57cvwdd6z9F26vDX1R1Uro7dckIk7V2Rcimm/eO94cfucly9fsOk8OanR2MeRYTxyf7/nuE9cXz3n+c01zpkw0vFgk9n5DieeTb+l67uKtVSKvoyV12C1UlPW2q/IxLJ86KtS32TELDHLl6aJPCXICsWjEnB+i9/c4MMlSSOlSD1/xbliqXQ1bZnSWn0oTFPCO+tJFKrCf0uhSl34Vn0MZmi8abKIgeXNuKx1dc/G/RErtD2v1VjkYv2R1mA8GCN4Hcqu1pr9tN2bmhpm0alZyhpqGOyg0NviV60ExtpVIuWKBVnKXNXIes3IOFfrvFKVQF2FfnC60OZA0GK/KsGw2uUbKUKFUmyX86Gn63bk6YgmpUzWqqW61e2jljFlIc8th5Es29jav82wwJoT8VQWqT3/Lk/mvNTgndcvT5eQfJPHL2JkPmlhkIh8BHxan/8x8Gur132/PvczD+eWeh9bCLaw1SB7ApkgcH2x5fb5NdHEXokh4OgYxgP7/R1ffvmaw8OR+7u3HA/P8B5KOeCDswlKN3NfpgRZhDQljocDw7Gwu9hQVMi5ckwsJVVlPB25hLrjZUpKxihOGSmNAewpEvH+gtA9Q90FWjoTlurNkzFQ1+QoRJa6k3Ec6Pvt7KqvM0GpZKR6GW1jasbHxu/UsKxjfliMS5uUT3UubJ+zZEkeu/DrSd8+s71m/br2uKXPG8ls5oFEj3MRsBYooq1GyuQZRFoY5ir3JhK7jaXFEVDBB5P9cDI9mk/zuUgrVwksVrEJqgvgKdlAby2FXDxCR99foimhxt00QLyNR5PG4F2eyHnY2opbqZvKYpDehaucG4o1QNyA3HP85md5Lb8KwO9Tx38P/GvA363//ner5/8dEfmvMcD3zc/GY8Bu/oTUOhlRwdXdwVVwtfNwtdvy6vYZnbeeSsXmGojJUV5c7CyuzxP7/VvG8Z6uC+y2HV101d2fLATXYinMYvq/XhybzSWbzRbciGKGJtcqZAuJsrVKBVy0bJdOhTKaxKcjkNWTS2TjLwzspcN3G3zX4fuCDwnNiwteKGcTyNWsiV/4LdUooK6qv1WDrKbovxbtbp/11OJfc2eeMiALaS9TykIlON9R10bm3OA049UMXuM8qRqzuHlHDZB13nAxBxQ/kVIwyVTVuqatTMCHWPWQl9JUEdP29RJPZDbWBnXxMGrLYATvAjEYJSJnJRUhFyEXRy4OIeLcFh9HnB8JITOVI9TQqeQlA7e+9rVRtRANaqFKNTBLHdz6+Flh7HrjaN/zVGHmu0KuXxlMRkT+KwzkfSkiPwL+Q8y4/Dci8m8Afwj89fry/wFLX/8ulsL+Wz/3C7Tg0t5uQHO+KyHDQE5l1wW+88Etz26uK9BqDe9L5SWE4Nn2W0J09F1kGixzYeUKlnHylVimrtYkFRAfiN6z6XtijKgoiqVqS2qymQUt1k9Zi9WJUPv/mBxCQQrkYk3qfLchbK6svWwRgne46Ewg3ztKCQgRIYIcSSmRc670+a5yO+IyYbW59GrnLC1UqROT0wnatHTX6dK1Duw6BKr395ExegoDWBuN9XvP5srJz3nXxJwtfPWyeF6hsmiLc+YlEFA1g66YEpwJm+c5jWyJHPM+RGQujVgzZttjavgr4vHRso1OHFqsBioVsQ4LWTH95VjpAT1IoIiYYmBNPrRjDb5aX+82hoZHNe+o5Hlw6j1zqKaaBDjFzdrnnYdJjRh57t3MS2hl6Nrj9f15CoP7po6vm136G+/401994rUK/Nt/kpPQkhgfvqpW3xqvGx7RgWaCD3z3g5fcXO7wYpmhnIwfAnbvcq6tZj1cXe3gcgNKlYhwVQ2ukDlaBiNXHQ41wNKJzMCCYTJ1d2hecqk8lSAVBD4yDcp0HMnDiCOj4nE+4uMWwgYVh0T7ofJb5i4HGqEEktqi67qO3W7HdrOdm62d1ByhTDlRirVBEXd661qcHmM8ZXquFvv56+G0hgmW3bkZuHM3XGRpcdJwlvb+8+9aL4T2eTNu5Bt7WwlVqMyQOLMoRU3MyrColsaqEh8tQyPM7ON1iHJ+zgrWzE0s7EICqVQZi6rwV4pQVLCOBZDVSkKQ2rO7cV9UHi3kNe+lBnnUwSXPrPAGC1UztTIu65+1AT8BcBslsM6J9dieYl6nDd+ewnS+6eO9YPyWnHh48xmCTYR+s+Hm8hW3t8/IOfOw3zOlkZStnkSc7YgFy9T4aGX4BfA4fDC7L7VkXmrKKsuEYP2d1Elt7g4n/rdAqlVwCsZmLZXh2VLJYvqxwzAxjglJxXAFjADofA/E2nPZmLpOqqxBETQLhUIqI8fpgWkc2W537HZXOL72GQAAIABJREFUdP2WGPu5O4FW3868qWLtXZyz9Ku42ki+zN5QMzLnwGA7zjGANkHbjwsm08kqW9PeLc6Msdbe1Gsj9GjBzIsIwEBvyZl+s6lAr5VhoMXGRK3nkpUgNuzCOlHkdpO0GHel8ptqVELWRcvgKaPoRKqqYCA4T6m9ss0Z9JX0mKvHmys5VGcxKFMbNC2gkpaeUs2TtO9dxsg6NeTqPbVzrSEyK7xLdelDtSoMblm8xoOifccscF4f1y8uaobWsnplDrHXXte3GTC9F0YGLexiYdNtCd2Wm5vnPHv+nMurHTjlq9cTbx/e0F1s8b7e8JLxOLrgcWLxvsPbhCyOGILtes5CJgCvoWq8VFEm1yjgLQdhBkTxaLEmbFDvsVNUCkknyjQyjIlhsLR1yLX2ShTpO3y4BNmAdoiGKkMhBHWYolxB/ZEhjewf3vLwcM9mc8Vu53CuQyVa/Y+J5YDWeqtNTzmOlFzwYpwap+Dqom2Gprnu560yngITT/6Gkkomo7i0uN7eubnVihadZT+dc4zj+MjIqAgaZvaI/b8ahVBqA7VSpSoK5Ar0l4rBKIUiQvFuTtcrziSYRXBYV04RmcXj23WcGJfZ0JlgevR10ardq4xVLif15GJlIk4KQkYkYW2FTW6UojW7ZuEQKyNtQG6pRkGNkImu6tuYDU1LaqAG3paGzZ3hLOY9VXmJZlzactF6/3Qu8apGTiyDolITFsxG6Cm52G/qeC+MjIgQfMerl99hd3FN7C1cyAm6TeTy4pphvOewv2e73TKOiZwnAwzdBaG2Buk708DVopRkHQC9ay04rCxetWaHqG1Iq7styJxa9TpZWtjLokxfTAIABBeglwPpoBbuZLWdPwZCt8FHb4qKsixGK26uYUF192O0EoKcCmMVvbYG9NaFoEYG5kWJw3uqdm8DZJeJ09LbuQpnn9cnzW1tV5mJdszeiApNP6dU9f+GlSjWidLVcK+p76eUTu4jbayLzh0fADMK9qLFcazYCitQ9OR8BOtwWfWEnHO1PstR2i4PS//0et1rHMJXrk0TgD83Quq9LQKNFAKlZsGM+Vx7RdWfkgtWqrKEfiehiavcKj+bgxMjDzzCyk7O5R33ZT7nszD0nHjXrv/80FW31W/jeE+MjGM4Ju7vD8R4SQiCqreWs2Oh73c8f+44HI6M48EAM0BLJk+JEgIjA2ma6kIQSrLQIWBM1lxFr8R1OJYFt+zusoT2tcmX0+WGegfRg2VejjzcvyaniWGckAxdiHii7VK50IFJNbRq2llkyNEK6Lz3dH1vWr1FGaeJcRrx02T4TjBCISVTipr8Zi3OXBsw761OaB36nIO+5xmmNnmbUWrPVa793HWwpbSzTpANT1EfKLJkjKZpOiWJidVWLVuv7bhSgdDWKaGNRdGWCWryp+cYUK6GUk6uqX4ZLizT+Py67do5uebzVLCq1uJPE3gyyVQL4ypih5H3vIX0zp0s8Haep2DzGaay+t41UfIc11obrnPP8136zCf40+oz2jmtPdpv43gvjIwTIYSO16/fAJHt7rLiA6axKqmw3XQ4VxiGoXYhDFafYqH6PAlUlSlZY3ZRUF9mT6Z+GyalaFmk2c2sLxGM+NX6FjUhItMhMe2aaRAOqkzjxJQFpx0pBfb7AXm453kYudkofTNQ3psnsyJtaYuj7ZvJKaGlME0ZPw7gOoIIWj0zC4WMY3G+Iyu2eF01NNM0nQCu69L/pybcyWPFKqupnphIsxDm4aTMVJaG8e1zZ7Gl9nzFtErrgY2bjYzdhYVi3w6pPYIWj6aeEM0IGVBcatgyZ8CSzizfeU6tDNE5bhRWBtk5V7NELSyzcEjEW6vk9i9Wxd36RrWxPxcEkwZGvwMjOq9XAuaxW3siT2WF1vdp7c2ss1zr950//raO98LIAPR95OHhyOeff0q/6bm8vmaz3eCjMA4jzgf6zhP9huPROhMWESQEpqqi329NrKjroqVI2w1bAX0n0W2L2906DQwS1dTu1NpoCBbqCslibqmLbUykFJgm5f5h4u6Q2d7suPwggAswK6VZ3KFVgwSoYLCrlceBccpM00Quae5dvf5vWZB1F3Zh2QHrta29lnXGAU7T0ufHvGO2STwDjNUFcbWWqS768536hJOCAeS5hlrtubneqxpWqWFZW9x1ddbPPV2cqnn1++n1NKU+EZ0FpdaLa2kLE5/0GJYujkZBoFQMxwW0GRm1zch6qjfpy2XsTj5XK452NubNGKzDy3Mj2H5fhz/tO9qxfl27x+cM7jUe9RT4/00f74eREUUksd1GxrHw6WcfY9nDQpRA13mmcaTrrE3tbtsxesc4Thz2D/T9BhCOhyPjOBJ8YFNf65G50XwLAxpQuOAlK2svkJlqrsowgJbeLmrN2lKemMaJ8agcDnD/UHhzn5k0EK+3ZN2QS5wXixm49p2WCbM2s1KB7IDqxJRS7XdUJ0Rt+7IAfvUzZtdc5gXSMJi1QFWb2OcAb7vW9e4K5nWYkVjSpDSvpJRZfrPowslYZ7ZO6PG6ZDTsHJdraQb9KQ/ezmkxMLnYZ7eQys6r4UJN9vTxZ7Tdfak2X0Kc9rf2ezt/aK+T2p3BPMfWFXJtXFqYmVKavcVzPGRtjNd4GZyS7Fr4tf77+h6tDY+rXRPehUE99V47h8dj/U0d74eRAcQb6zbiGIYDP/3JHwMfcXl9gZOernOM44B3GecCMRoImVIiTSOlZCIdznVVKPxAF0yXJHhTmdMKJLZZqXhKbf7Fever2rxOrGhTUUuV5gnVgXEaGcfCOCn3+8Td/cQ4edxmQ4xWFiDS0rCJlEAptRbHMkyqi/DzrNGaM6liKgA+WKFjyQvxq3lnOSdjzLqlev2pzFF738lYnwGj6x2Q5nnUYx3fl1JoAIeyMqD139b8ret7Fj7QYnBk/f3zg9Nzmz2WCrzmnMlnHRSaiLZIwImvLWXVWhavvLhmYEIIpJTrmOeaJVpwoFKzXVrZ3zM+k5SclpYo54Z5zfI9NTB1gZcldLLxNR0aKt5lWanFEIQQ659OweLm1c6C7s3grcZwbZxOQyg342zf1vFeGJl6G0AKzkPsPOOY+PLzL9EsuJuuikCptQwJiRg9sXfEzmLqnEbSoGjjrIgY61fMe7AFbu6v93bZzpWa7rV7IO0eWhawRg2VgyxKmhI5J6YhcTgW7h4m7h4GDmOx/klOcD7j3Yj3E0iktOxTXRSlWHYEqidTG7bnXD2CuquegKgrgpbt6LbgTTDL08njnasdDYNpn7leEE9hCuY1rADLZqyqJ8MTrnfOmePxCMDhcGBXCv1mY7tsVcxu3mLLJIk48LUbhbOSCS3ZquWLUrKScmJKk1W4r8bAxRrGNkY4p7jLUrrAjLmIONKUqlB4ux/U+WEscAsPqfo4HvAVA1PE2dycK+B5uqzAxqOVMsichUPzAnbPcaH9WJulVUuT+X4AolVPmnkzMkzS9J/bd8/3S0+9nCYf+6c+hT0fYjtRCJ4QOg77A59//hnjNBK7SL/puLi4oNPKwkSrIpqv6dw1Acx2La1NxMbJJqGveiP2HZGcF5e14TM+VOxAE9n6SZJKYpoGUh54eNjz+u09r9/cM6YMLuCCp9t0xGifHet3LP2kluMkuzHVXkb1eSN+WWg309JXnsI0WV8g58LcV8kMU5qvoxmclsVo37nWUF6HVWvPZ50lOscG2t/PU+OlFMbRcDLnHIfDAVWlq5SCVrF9gjG0hVVLPlRzTRlnM+TTyDQODNM4A9nrtHz7fi2l4vjL9c3EwjmEsSLYaUqkPM0hmXNW6d3IbaVk84pzqhm9JcxdfpcT7/Ac53kqJF1nntYGfm0M2nc072udPWtzI9cs2xz+5SoPujKwa3zG7rGrNICvvQp/6cd7YWRO90VzYZ1zVhFdlLu71yiOzXZLSoXLy0vA0r7FU70RBcl4b2QxBWJnl2eTGFAYhpFhHEnZ4VPzYtwsK+Ccw+W6W6kzIFALWhI5HzkOBz775FN+/JPPuDtOCKbgtru8oN+Z+j61TUWon3eu+meGJMAKZ6hXPodttg6XkVlnhlo6PudACAsAyIqB+q5annOvZm2Y1samne86zXt+tIXlnDWSa9jG4XAgpcR2u6Xv+3caNKpxSXkij2MVYh+ZppFxGObwK+U8a+S061pns1iFUueV5s0IDkfLTI7TgEjrauBRtTT6NB5IwwHNaWZnz2NiF4s1FXQnY7I2Ck8Bret7fo6drEPak3mgS+arPV7/O8+Dklh0a84A8fYdYJin+zNPBmiL3da2Fut850XMncUzjiOvX79mGI7sdhdsNhu6LtYWGJ4Q1SZseYzgN+tvmEih6bg0Pd1pyrM3wFTTgwlyMk2ZNA0cj/e8fvM5n/z0p9zdHVECIfY8f/mC65tnPBwOpDSRk7n9DRQ8j9vbRGjtlkUWUprt5AY4qhaUBYS1hWFenOAqd6bu2jnjnJ93wxYmNI+mfQY8dqnbsQYYlzGTk8Wz9kjWC9t7T9/3liGr59Q8m8f3Qeq1ZUpJlDIxTkcTrcqTfcbKiETXyjMW/KiFREUBV064K82IiwjTNDEMhqFpTb23Ug9V8w6t9clijA2RMY86hshYvBkzAer9aNd5Pk7N2zoPX9djv37POsPVNpK1N9Je2zaFdjQw3ACj07m+DqGasPmfZZdEaE2p7FB8XMIMo14nBBORHsc9b958RQgd2+2Wq6trrq52dBuPd8wTxnt7LGL1I/a7nycYtSCz1bKk1KQalRAiaSo83D1w2O857O85Ht7y5u1XHA97puLA9Vw9v+Wj730PFzxjnnBS+3VPmb5nnnhtF26Tqbnsy2TLjOPAOIyk7USaQsVslkXadRbmWAcFaA3DWobHAOfTXXId2pynVNu/539b92l6fK8WMHltZJpHszYG7fNPZRcWtDLrZEY5J4bxyPGwr+xUrdwp6yzRiIcpJYZhOFmwzo24uDkppWiLdxxHUjKjHbzHd4EQlxDW+l6XZZ3OHpbO0qYtZT/fr3r2bVzXodPaYK892LVHtUz5xcCsDdT6XqyN/vpezOM5t+RdNrH1/ZivpW5K39bxXhiZNbdhcS8XvoQR2RZ+CWrpz5QH3r4duL+/46uverbbDbELpJSIMXJ1dTVXMzdcoJQzXodQPYJENmtGZiDnwnCceLh74Hg4kMajdSRIIylninRcXV/x0fd/jZvbW/b7O7bbDTmpZTI4nSDnHkO7buc9sesJIZoaX1Xib9kbLWVuQrYoqwk5G75kspytYHEh2q0JcidjLW3h6MkiaMbhnCF8fpzuko9Bx/VzTRZiXUw5eyJFKIyz9GZugGztvJDVCHbeWc1UMxrjOJ5lcwRZAa/nhrSFwTRi5aqeyBalQ7Ma4S5YFwlRQUsysuVktUsGvhsHpoVM5+TGtVFYL/T1fVgzfZ9i8LbHj43yaSp8DtNEakX7aTi2/F6v8U97Crtdv9QBW1J+9XkVs9gzQAbg6MS8EHN4MsfhwOFodTfee46H4wqvAEv9+bofNQapnUAuRiUvFJIOqBaTiVBwUug3ES1w1Iksjm6z48WLD3jx4iXe224bY7QUJdbLO+U0g4o55UUiM5pHY6nXGgZ1npS0hhDFZAhyYUoJV4sTnXhKgVwmtDKAQzDdEpm9sfRosS2Lv41Dm6xaXelK7y+BUMdfkFptbBVGJ0V2c4fECkrXIsV1/2zmkCbXVHszLqViIoJ4JeeJYTiaJ1SzTaVmeb0sqnqp4jP1gix8aIu8khElLMbHNpI2r6hVUo28s+L+lGLZHedBA4jRDobjnmF4IKdx1qJpm97SC/ssMyynOMvMvJ6Ngd2rxkfSOs7LfVob7wo425eaQdIqgZESClazFxYPJqU8v66dnCqUrPPa+TaOn2tk5OmeS/8J8C8BI/BD4G+p6msR+XXgHwD/X337b6vqv/V1TkQqB2De41fl8U+BZ8sOvbjTginZ2VpK5FbglvMcHjnMWJQTpL6GVlXcW11nxYgUvLMFLEWZBiWpIj5y8/yGD1++wKvncH8gDYUubCCaLsqUDuSyJWpECibR6axylpoxAo+ygfBA6Ao5HSBdksdEmsAHS4dm7ykarAFZcHg1dmrJmaSmMePE48oy4c5/SsmLd6SNNFD/K5lhmBDniM6bzIQ09b2a2i65FikKyIiipCqglXKZ8/8SqveRtE52nSuwtRRyPtric81bVY7HYzWOVCNgVqZoQebsWUbUAFlVRRpnR4u1CNaCU1clNNWIg7XzJiJWr6ZT9YLLY0+iVHpByeQ8kcoDKgfEJ6Q4tHRQq7Nb8QGtjfGK6qBYZfWUs3ljzbNh3UmgEipncFYXTK5lIutaWHtEc4FkCBWrbOlpqRQI87ZmbKa00AmkfHtFkl/Hk/l7PO659D8Bf0dVk4j8R8DfwdqhAPxQVf/yn+w0zMqfxtqPpRubsZnf9YR72Bjq7fkQPNJ3s0HxWK+jttNQATVfdVQUyJJxThESXgqiwZqRDYVtDPRXO1595wOuLrdMyYo2vYfNZgMUjsOR4bgnTVdIv51ZxUaMssyQ5mJ1SdUD6rrAsDcKfcmmHRw709exMZkvuqbtlzAlRo8QZvf9vPd1S79Krax+YvhtMo6JjCAy0kIqm7DN87E+3EWNE1PmwbbFLM7jnJ1HwBNm/R2w/t2gGmcMxjoTWBiUU7KOk9EMXC1jN+5MaQahgc+KOgPOpQiQbLFV7xTncSEQgmERWQ3Ut5CMeY6t542NUyLlkTEdURIh2HhPxTYvoVafy2w/cWJp5FJax08TYrfTWLpGrMMfsRh9dSuat9JkI8wol3aebgnPSimzcLoZkHPekmVGm3HKlcbxbR4/18joEz2XVPV/XD38beBf+UVOYsHbnlZyW4Nij9+7pqgv/JPzCSRSa2Yk1b+VebIEj7U69XVBqAdM6rGLkZInDscJSuJit+X57Qsur7YUTSAmPh6jZX5UM7mMFE22E7tau9T4DpXJmkomqhHygvf4EEy/V63a2jAAWQSPWMBa4AToswLMWI3qMqnX4C5zM/jTdPh6TFt7D2sRUie+GsXeXks1gmMDlFDF1AJpvYWo2sUwaZlLMozZugDEKEyjtUEpLfRBoeRKzjNcBi21nqvhGm2yuJpSNua0iMMVXzeomua2GVIXWjIpjTOxdaCSOSfyNJCmPTmP+OAILlpFdjHujHGWGibYCl1bVvRxVu48kzRjLaUskVs9R+AEuFdqV8szvOY8nd3O/8TjWc0XYzM/Wjbf6PHLwGT+daxdbTt+Q0T+L+At8B+o6v/21Jtk1XcpduZdrG/KepGsDcz5DVtuLMDpjX7Em/DOSHtaLIMkLdSy9q+WKldixQQUy2odDw8cDgd87Hh++4Lnz18gfWduuI+2Y7sGqApdF62FR99VPkytRj6b3IYRCer8rNVSclnSk/I4Xbwav1WoF6wP9crAAieTrk1dPXv+5HUA5BatLotizpIKJYMj1I6SwVLIvvZ9wjy0ooq2IkGR1djUlLVWRUMHSQtepHodUkHWtmjyXFTaPBm7xwAN0MyImheatWFMCUlTDZWqnOgZmLrGbubv0glomclIDNYtM7njXCxqkEf1plhn7Vafp0ti4VzfR1VJOSOlGXuZR96uq3nv5eSer0Pf+d7V6bCe5+t1NN87+dVtiYKI/PvYhvFf1qd+CvxAVb8QkX8a+G9F5C+p6tvz9+qq79LuYnfiopzvCOcGpb5//vfc2sPprr/8vYKXddUspCrmm69Fq5tsVbfjcOBhf8D5wItX3+HFy+/QxQ3q3Nx03ldJSNXMMAyE0LHZXrDZbG3RV2zDTsZ2elbXJk7oYjdzW6bKTp3GkdAJTtIjnsl6TELwuJMOnKeT0iZ4U3M7Hb+T8W7gKGvwUQhBsEWtCLUoUQSqcFRpdUYpkVJz0VuTOetI4L15dCJGcdeKr1gP6iYi11z8tBKNSqtzeZxFcs4TCKjkuV2MIha6+SV8y+5Uh2btKXtvsqmiHicdWizlHXzGYRwpazYImmQGnktZwrc5LV6MgbyW1WxjvM4OaWrs81bntjB5W7q5XXu73nWK2zlnG1fl/qzlIh4XW/6K6smIyN/EAOG/qvUKVHUAhvr7/yEiPwT+AvC/f83PPJkI527n+rnzx+u0anseTidT233WjdNbajKXRhpXxirReTweOBweEOd4efuK2w+/R7+9xEtEMA6LdTm01KhlQRTvrYiz3exQ61JQyzplFB+VTnUWLA/BE2NkSLaLpZQsXTsKzi26vevrX49V8+La7rns0GU2RDF6QjzlsZzeAAvqzt976iFiTfho2aUKtiukVBgnY+jOrr8si0i1gp+lQG1JM4vIVSCeUpBqbErjstR7B5y0iBUnSE2mqLgKrpqRcb4WPXpFvRmQdSi+Ntb2oxQpUBwlCw6Pd5nglBQH8jSYHKujZnFAtRE87bNzrobUL0blJExqHkf1iJpRtxBW6pi52QCrPN5Y2n0/NxoNv2wezeKdnmomfRvHP5KREZF/Hvh3gX9GVfer518BX6pqFpE/D/wm8Htf8zPn3893q3V40XbRNU7zFNFpbaiAuZo3hjBjB1IB2VJTrWBh0zAcOBwPHI8DCry4veXZ7YdsdpfW11lNyDsEqwaPwRs72SdyyVWqURmOg2EVMZoea92d591mGi0rVMWsY7dlGnOtR8kMw0jsAqVbXOc2uVr90ZoDtL7eUpaqaDCNl5ADvXaVO+RagMPK77aJr4shKNkKI5vMQcMUzMiYyHfrTaVFcVIIzgo/Y3TVU7EMVpq9kaVbxNrlV626NVXN0ETgq5HCjBrauC/1+l3AlzBnY0xgHrsmzfbGota7aTVe85ySqgKICWkhHpX/n733CbVt29a7fq33Psacc629zz33viSgUYmCEUwlELBmELEuWtBYEUHEgGLFUsSCJKRmtGhBApb8Bw9ERBCtWVAEseJfNGohEvLeu/eevddea84xRu+9WWitjdHn3Psl9933OHs/dFz2PfvPXGvNOUbvrbf2fV/72uTZbnbP3+yVmteNokgWsliWFndRhnEt8ZxG5fV+YEpMvLCAlFyJvh8Yik/RuKed43vszJilbfaWcgqyy6dieMYlAP3+sP2Rr1+Fwv7SzKW/AJyA/9IfVlDVfxb4iyJixS38eVX9xd/uZ0S5Mkb8CBRjumlBxV47Mk/x73E9ismOFLKTcoeUvFVeTUmcFNOWKkmUVr2PpSrTfOHd0/c8nd+TyLbxtKGaoeJliLFTZc5IMrbhdluo28oqyTGHYv7TiJVPvbGtC6WcSKkgnJhP79m2q+ESNFpNtE3vXPO/JDqL0xSO+zeebK01tlqpoubX6+yPiJ2mieiSVsM1wsdGxbqitRvG4mVmY8hM9NCjWAnqAHoShI72je6ByzLGZgK8ZaWvmweACHg48O5D/VydHexXaw1SZvbhdykncprIGKtn92aj+/hfUBLNQGXF5QOeUURWi2lRbNhf+MckRGxcjemSzBFRpJuP7zS0h7hOpzfTQUFYURykw85sjh3vJe2+QOJlrLoDIP579POy9g5ztJ/g6aWYaZcqkjOpuy5KXE+Tvx4u86uwS1+aufRXf5fX/ibwm7/XN7HX+Bz/jbQfBlOlfkiwWzu6T8e+lXjd2D9yp75sFdVkrJEq27ZaNjJlS69bpbeV3iuiiZLKjt20Wo029S2xxeaTjqSZKds4F6UjJJalUutGbWUfpzKyOq1W6lbMfZrMNM1MsznutbYRbm6fAX7395y9AZR7sHya7Ou3bWOp3muzrXtAEbFJB0aYWMlg6cAAXNous1PRvXnb3rV8P/hNiIHy8R4DSzmwlnVbWJYbda2kbj7IYsc6OweXsKCAncpHISukMpFPMykXR6czWUwNLT0hWdAeQ//aXoaog+/mPth3XRZgQbB3sgcfy4qyB0Sz1shpotF2PM0+HUcJzhgQvGzyrCb8hfwTkVLgKuNaj8kZ47P1te/anihdkwh9x6eG/eHv/TA6/7xv7mtc34TiN27ETm9yZDbAZ1nL+O+P2Eu8buyv2X+O08l3wJlTnNn/ft0avdoAZEEoSUgobVupWchqmyKnmG/c2LbV8Ik+mf3ndKY/CarXXQLenD6NzxvA4XLb2BKUyRimeS70bo2eszdxrutiali994M5wO97GnMExfcA65lHq41NNnKSXd0bGQluDk5zNWzcxyHIdFV6vg90EfTjOcmeJUaJ19yBbmXd1h2klDSI5WITiHg4yUZpe4jRlJDs86DKhGZTboflh6IWnCSbWVQX+28S1OdQd7tRJi3QvJdYipJwT2jx9kgB1QRSSOlEk5nWrRdKpDlAq5DEAWDHVLjHQexZyC4JEEkkp7uFEAZaee3c2XBnQ1jqh2dVVOtxICN7oIo9NPaq7UZnXzGLgW8kyMARJLJLrx/jbmQsIy04CvS+lAmNp79tTjeJihNfxLuyPQj4YLQskJNhDiUnMrCtC9CZ5mJm2aUzp5Onu54h3WzDljIxTSfOZ92Nz7dt24MEOOugQmuVUhLzafJFUphnWJaNZb0iSag+hxBM8Dd+1uyuf60dHrKPwG+t1RZ5FtJUzNC7BcOFYyZ9T9d7bY5TOW7ShyDjW3IM8o/gZvT32O996/hJnlOCaUKz7rOTJFsAGYNmyglJpuQd7T6NDj/mNqVsXsppF+8pTQ+kqXsf7FiaJGcGxyBjJlhqNLVakMp5IqcLogvr8uqzmUZFtZeAre4b3Nbn0cIhzsDdwwDZY6uzYWGENQgKj+9/fyjBQYfnXAwfGvbQl/RPXwT5f8TrmwsywC7+erxpI4P0eCMfgd6o4e9YEklIPDg8VXcauuREmQqiM23KLDfDEUqygENv1LUDjejDOZ1mY5hKtpNTYV0bvVupcjqdAMzHZF33cbTBhpkC2JzxIZFS2RsVAa7Xhbe3zkkOTOYRuLTPZYs5pXs7gLiHpRSvd8WJAAAgAElEQVQre8SmBphJOubDYi80MNbHk3TPvHprdvoakhnxYmd64ud/zgKKfx7dN5hNGWjY6FfMQ3kvTTCAcvgekg001t7QutkJjtK3Tu6ekQpkmaE877OOurOEvh39Pt375qSUrWRMyd6LZxl0cfc/Lx+TdfFrnem9oJoNl3H2L8gCW3+FlLIH++ofzRXnIm7f0XbVtM2CioACRuJH2RS47UF4xPc7GFgzTwdvxh0yoC+xrV/z+maCDNzjMo+/IhN4tEx4BHyjHg2/jy99LxEbm2pNa5OXULZo01RY3QhJBGeQ7NRrvTlhYdnQIeLzk7hb6mx1/ErOwjQdQsOYT3QsdtnbDYwSn+lunH06zfTeuV5X+tUW1TRN1Fr3DC7uVZI0DBTj7n7sAToyjyS7NkW9IdTsList3OnaUWKBLX+J5yO2EWW43492EskxlpSsbOqhXpZjKxxIhhc7qsNo2wN3aN2aROu20LYbtJUpqQVU6XB+gp+cyKmgTam9OqVuG9iMt718Ue4U1OrlS2S26p7L6o2ZSqc1Yd26jS6mkFL0CLlGpxTPTMK72T5XuNKlfapEmIoNXevBxjs/FSXWiLM8Zukj07qXknqQJl8KLo8H8o99fTNB5lELMEZjM2uaPnMhGx9E792YA5fPW7nsdbKDf2P3LKFxEEu/6cYaJa0O/hpmUMrZBqehrtFIZPE2AAfiRBzfcCo5/HpVxYPUZA8aZV1XqMaoJOlMpaC9IGLCtbpVtn6jlJnn58K2fuR2W5in+U79qvipmxKSi536W2Vrm80N35y6jqCakne4Y02APnrFyiDXlNAMBO6h3bBgKgF2e5CSVPaNkHNxc3O9CzLq7JW1M3hLQxKsfcsaVhMTOZWdKZJ4cHgmum3U9cb1+kpdr2i9kmUB2UAXsmzQ38H0hExnuiZqS9YK0d0HGaPVVbK5HKIUMdwEEX/uIb93gDnsJlol6cptW6m9WSBv/rz9sIuAvwvgwGex27pq3frjrP8Iz4It44qIO2bmY0Z+BIcIhuz32WJGR7154sh0LKAKlrmnyNT4er0F30iQuaebx9IAwrBpZl3XAV+5t6PMOZs1A7Z2ppwtgFje6T00NuheFes4LjO44CunjupG7xttWzF7volcLkiZENmwosaFWlL2P4n/f9TZ2UG9tlOQtijPMhOq4F4rKTVEJqZuaTarmN1DPzbKNJ9oejUfm7rS2uk4rbDXaRK6VQWUOaO4ZUHrhjNoIA/+327gtnpgTmIaU0nWeiHFMyyXDOxlFXbfcirO/IQvspssEdlOMlFbd/uHSPtdwdt1I6XCXM5MZba9rs1xIu/t2ja25Uq7vaHrQtZqm1cV9EbrL3Rd0NsrLIXp/B4pz7xtxbrop5O3PmAZiVd7dMuQosfrHigXau+mdWobopW5OCUuzVIPz27HrPmOYUuu1A2QvLkYMhUn7iyj6THjewgw4yEbrQUHpuXPbj8nD/xmZ7IswbLXeHZs69/Yzq91fSNB5kjvRj3ISEX33u+MlXbdhF852TC33nxmMffS7px9vnR0ue61dEJ7omRBNVPbirnNZyQVX6zFLB7V7BQkHOD1AOz2sbGEJ06C3qnNqFST1RfvoD7Gura2slXh7c3Kr8dGt8vlQi7J3hPGItXWmELSHqk/3eX7M1Mp1Gmi1Ya2Zl42egyWi6xKPfjmnCk5m5VACtrV3q8t7O5YQWQZzX6sa2iS3o8LEbGJi+pAqqp1QNdm3cpTmZnKiZxmzEa0+USCSt+ZqI1eF1DXMUkmCyQ90dpCb9kG4n26cn27kcozl/d/lJbfQX5mPj+Zb89kGJDhQ+2z0u5+YzfWZWPdNlQ7p9nYn942A/7bYqTAsK7GIGHPw4NCEjJe6niQjxG4uUwDTnNIDuL9RJ+WONb2pT2yJ3176XfPKKUUZZeX418R/P0mgowMD26kX8eSKNLSeAhRIgWwGXjkl0queM1hrpRssL0ka9WXhIiJqNbeUfFxEx4UmoOfKRfDcGSyU6l2arLB972zZ067XiQBEjYDZitZ8gQnPVgg3bjeKrWuxiRtRo+ez2culwsiwjQX1rXuCwrGxr6+n2bxme29ZlMZgy3Gpk7t2nwhbeFR4iKunHdKOUs0fLoXbxhRhfyrr36imlgt8IHWIiUXPznF6Vr1wJSY57P1epHotVHrQq22qa33x/1cakX7RvLgafEvmZCxTiwL/Pznn/jt3/mbXF9vPL3/GX/8T8w8/+QdPRnGtLbGtrgQbrKDxuw47BrbMlrdTDy53Ni2xjQXplLIUrltG3VdEK1OWQ+4ypCBhC1Gc/lDlC/iRAEKOU+0ah4vEWQerSCCsdzvt+pnh49lTV6U9YNts7Xwubvh+J5/7OubCDJwn8HEqTjaGYxgHfiw+nnev3ZkpMZT9VFXYki8XVvdnKrubjcQWYGVOiXbqNLW7d/yNJN0NluFNDmoZ87nltl4N64Y2p9T6Cwy22YCP0t9MyVbBmEG2mamLZKotfN0eedYjnVxS1Km6ZjSOG6OI1U/eoRwMFiTC+jCba+2nXETsUCUckaKAcf254lI40H3hscdOI6Saz+dD6AxAF4DjT1Q1WjidPwmJwsi20bYnppvDZ7F1L2tIgo8bwlHsXtwWzd+/ssf+PkvfslteePpKfPddyfePU9cLoVNHeztQquVta1MHBlwZMWx5mzdGCA+F8vq5nliLoJWKy/N0Czts9Efsxi4N6XaM0UPGIdmxYNvlKLDNZb+gfftPtcDS3oEIqPbg2G0vXC/l7Zt2/fI17q+mSCzriun02kPECFgixLpcWzEo+jI+mlkdw+LwDR+fW/h75J2IVSILHfgLZs6dKuNcsogidaFKRfLZNSGflkK6ryLl07WoZz2Uws5BFJJEltdzWqyYZMtp8w0Y0blt4VtjZnN8Z5gmmaQFuOpKWXaO3cDsIyBb7EBpBhGVMHo2N7pLbkexDAa9YWeiwcaDzak49730N2oGyyJAcnZT9nQbRiQ2fYg07wsGjdEzkbdR4d572HaZAHGvl9D9SibBPbyTcU22lIXrusnlvrK/JT4yU9/g6dZKPMZdAHdyJzNUCtlVwCz637GLPiRfZxKJsnJgnROZKmsbUN7ZXY9knKvyxpLmLgiMAT4H0CtvfT42rFcG5mhg1C4Z4ZGSUJKye6Re9n0rp4F5y++r//PK37BNp058dtIjDGIxEIdG81GgGzbNte95LsH9SinDmDTQLlYYGEzab9ut4XqoF3rfXA5m2wz9oI26zjOWd1LJg8AaD6AVo0SI3QRaVjgNrFwmjNw4rbcWNcbOTe2bWGaTvvijHIyAHDLbmI6oIGLLSmqftLanbP74ws+p0wqk2VmaqI6kmlqo+JR7Uhvd5Mba2t7cBExgDnlkPor/p1MA9KPudt2oh4Aq6qyrjEupfsGakNAtRE4omKugdr8wDBW0H5Op7PSZeH8nLi8OyO6kGmo3rjdPnJ+XsjlvQexwpRtDtYm7bONPG7ylDNFJlpqTn9by8n1+kbdVk5ZhybPezlEfL+4wjQrAm4cRmHjcSc/GLLSe63XGMRtzcce2QkROWw3QosU13jIPpZOP/b1zQQZEfHI3/eTOiK3SfaPlDHk63HtNSiHvP6R5g6NRnNXf0vrqxl1J8NpDLQtvrHTPp3PxtxO+4B3s3PsaDdgVFwrY0IbV9E2db9YVydPdqtLLpym2QaY3Ta0Nh8b3altpSvmviamZDX9SKZ4D08AiZZMWCZW64Yk0w41mlHO3c3Mt0qMuZU8kQrmmxujQMS6iQ+gemXdbIJA4EY5myIxpQQdmjrwqQfIHkbscd9HfVDMsxKJ8TOGTyltf25GoVuZmcSDaPZubDNxsBJKKyUrp8knOfrsIZXKtr2xrK+c5Du0ZzSpdTlPQu72+YKuZzysgrbHnrsjKyzrynK9Wsd4ttKkH61LNobGTc+6kwrxjCRKTlcip5TpTZ3GNpOvexGd7M/WvgZGNinkAoH7APs6jobWXT7gXxPlVc5fL4uBbyTI2ELchr8Zqb1d1X4XnccAkpJ1tGq3Bz1NEyGnH9NRAya70bzqrNPkYj+3fbQ2/4TQECpJOomM1mKds6khpZLyTC5CLtjCKSAZyMGVKrpt5g2s1otUpolzLpzOmS1PrMvKdn1j7Vf6tqBtpfXCsgnzBrVDT2o/X+yEnLz1IbxYBKBV6nas/mQKrb136KBpvUz0nnPDjsxHuNdObc3Hw1qPUfcJheSElGwfVITajpS/3eE84kxOIpzd1nX9DCs7VL32+r5vCoGWKMwhgPWGitWytW1FemNCIM9sbaW5PSepg9zYlo+U/FOani14UOmyQbfWi5Iy6qWguRUeTKNGhgL0utFrNVOoMqFJgEbWQeQnh3LbKHz30/V+ppTMtTACrX3s7CVU39e374L999lV6KO0g32Y30ZMMoi9c2RV3qPVlVo3YpDdY+Plj319E0EG7unAMYBYJtAoTvuN9etdbYztsbvyaGCXju9byMlHU3SvxafimEKkyp2mjdQr67bytP88wzBMXTtTHJg9PIXH8s7r+j5kXQ8pbBJBt43rW2W7rbRtszncLfqNuptrz3v5N/oX76m2mJ4Ux4Lu5ADZyrdgfoIejX8H3bOWZbmaAboPXENsoxTyPqYkwMh4Do+znfZMsnjKr9Xv62C6FZ7HcRJHRqT2M0L3YUFio1cTStZarVlTrK+op2KBgPCNaWzbjbzeIG/QZtTbuROyY1ibjxSprVHaRA73fwlTqe6s14q6fcO2GTaTHUAOIPd8Pg/Mj4O1exAY2VA8yzAsKuX7rTcySKpWru9OggPAPLbLPJZ8RovrZ/vka5ZK8I0EmdhAcYNj84yD0yPSjyBYfC1gHjEcOM0jdhOvte8bKbwFpFrbXqYlMQe562IzmetW/UFanxGEZPzQ7Iz4UPwcwQ3CB7Onx/p7mmb06czWT3z42NDNN0zzkidYAw+eoTB9ZJa8SWC8oWSxINZqAOam4YgT1OweTKOybRvX243ldjVj724lXB7e77gBRMpdkIlnZONwHc/autPqx5ylOJ1FLGvo3QB2dcrXzMSH81uNxqabiTvdcJmcJmQ6WwZT7TBArYyt242tXMksIDNUISaGZn9W27rZJMqUKNNEmSdO88x5nsiS6DTXL93obXUIvbvk4d6bZdz8jyX8yHKOyuDeD+X6iBvaSN1lX7vWcHnvPjCKUMd1Pf43GjWDRfza1687d+nfAP4F4Lf9Zf+aqv7n/m9/AfjnscP1X1HV/+JXeiMlRn/c62RGMZ7q8fB6t1Ea400flNqfBSP/NB7pcfoZwEoZXPyUy8T5MvP6dqNqY11tQJylndAb5hQ3HQtkFEH5PTD/1uRNfl9gIPZFVgolF0ShLSttfUOfqhU2Iu6y15mcVYq+rfFSgjGKP999ZL8Ppo/Z/wwGZLbKbVm43a5s2woRDD0oRDPokbHcB7TYWFGeqho8C81Lu+jxuQe+a+vUpjsWUhKOrTgNE+rgejWP3XalU4G0m0qlfAJZkH5Ds5s8tRvoSkohaDvmcYl0JmcXe/NnlhLSkpeW1rhZ28K6vVHrla6VZDZduOvYHlCiHH8ckWsZxX22EWsxSqRwLByDTewDdczNBuMd/zY+9/GZPAarnSndcclvXyfz7/H53CWAf1tV/83xL0TkHwT+HPCngL8T+K9E5E+q6t92stRe+jj4FWVOAIjb1vb0EQ77yZGSpA0zsB9tFolNPlLc+7+g6jJ4hPN5ZpoT262zrIsLw5QYW5STULg/5cdTK5S/49S+x6wKDN9LYSMJ9KUCBsYkDO9Y28Zcpt/1e/jbPwBu8Batg7q0zS3eqhCqXzxQL9xubyzLDRuJm/d2gQM0P/AC3YHYo2SzjuRjQ6lvSO0JvDwFm+Ed1hdJCirm2J5Qa85s4SynCB1tK73e6HWh93X/uSoJYUJSJ+Uzur7Y81SltgXtqwWtIuZBAyBu8q2Y54+Ij8JNlHlink9+eG20vtH7Slf7pU6nm+iy74dc3N8xk4gDJ5phAwQfs4/AT441yZ0GKspta9Bsu9Ylft7YbjOWzvH72DvxfffJkl/p+rXmLv0trn8c+A/VDMX/LxH5P4B/CPhvfpUv3lmhdAySv1e0fq62vIvYOe9T+SLwHBMJzGl/L2mcETI9iAWckidz/e+FeZ54va2OTxhWk8T0MCEiq/UeIxnfV3fn+iiX4H5BxmbtSY6+q2Zpels3kgjVGZt9QuZQe989IwczxJkautHaXfUhrbGyKU7Z1hrLcuN2u9qpHP8TM+c6LmdHupWVMYRsBHEfqeFcTvRmrFWrSu8r27btQHAu1kiYk2Mv0hFtGNTrI0H6DW0LUNld+1KoiRO5wDxX2jpRtWKOhI1WF8RtN0ONYyNi7dPknCmTSRJIsW4SWmNSxMLWbrRuASb510Q5d3jFHFneiIPEmhxfE2sxMvYYNDdmwWMAU2eYHu9rPLeRyh7T0/5QXkUP1B9Wncy/LCL/LDaJ4F9V1V8Cfxwb9hbXX/e/++ySYe7S6XTa8ZYAKCNriYeTUrlLQXP2btN942HGRdyn8MdDswl/1tlvKX9rzUFEK50kFYROmc/MpzPIxrraL1VrPizZUmpr1jSKNXQrw2djBzQxoYuNLhsoSz/NosN8miZKytS10bbNsYnoKL8vjx4XNL7/xL+vuhF4V+9MVzMn781A2OYs0rquXK9XbrcroGaXMARhJB/gY4fIAo3a98HvLoJs3ZoaVaNrXnb9kHppEaVYTtmo8K0hJVmw8ezF1MmbD1Pz3iVxybxJCHeAWFJmPnXW7cRyW3ZKPNomxEu3CNK5HPYXVuZks+EEB2st8KtaV34SIZVMxg6X1uz7hc+O3ae0Z89JxCcsHFnJ+LzgKJN6P7C+OAjtxUd2Y/ey7AeskSB4N77T/W7GZqyhZT8QymLvwfOM8Wtdv26Q+XeAv4Q9lb8E/BVsyNuvfOkwd+nd+3eaPKUe6VaTykc9aoPBbBFYc5k9RGudN8f/YwGNJ+xxGoBkZd0WtrVSymStA1gQqA3LyPPMfPkJ02yWkW+3Tyz1Pek0o8Xo47RmarXRH2BAa/daOmHeNJoazQOhSraFIdYjJJimRtUsGzQl66RO4riEMRlTOqwIAgeI9BvYsyx8JjIh+ZcOfZDou5K21o11NROt6+2N19dXluXmmdxMSWc/eTN1PbLDkOJ3urVC7A58yrJsXN9uBHt3Op95N114Os02wG3b0N7Z1oVWu7Vo5JlcZiYSJ20UNgTLILRXNxfru9jvuEz8GMyYTrCcTmy1oLWRu8DW0W1D5wpFaCiiyeQn2fQ3pQjiIHt0M6PmxDd1d7fbPKiR6ZqA5lKotAeDHfRvtnSiaeUxm7jDDnvd3787ghHeQl11v6+x/mWfm+RNsi4tECZEJzQnuomjHE8Dg0S7H6rTt10ufelS1b8ZvxeRfxf4z/yP/w/wdw8v/bv8736l6xGhj78zypQhAB3+GmPK2qXvozviirEgllqas1q020dpxoBhdFVUMvPpzOl85uXljU8vH3j7yXfMp2SnewZrNzDgtGgxH5a4P0JosJyGjaDngp92MFnrtrGsi1PG+KjaarqaVqi1MZVj6sAYSPdfve8TBMBPaxJbc1+WWs3Eq1rJcrvdWNeFl5dP9vttNRvQvDJNG/M8e3nU3dkt7aK83pVlW/n06ZVt2zifnkipoJqYpjPPT+94en5iOk2UqRi+Ijavu59mWt3Q3qxLOVemIkxFEV1p9Uariz+DL5+8j1mcYmpsSQVkQ/ZspPk6iTK77RlwGErFMzHgXFxQaCNxza7BJ3miqJryWNJ9S8GOBxIlzVG6RP9SqH7t/tmznKZCreaSFzhWhFPBLCMCN9sxnx0Hy74GLHDa9+8eXOQ+wCmGbz1kwz/m9evOXfo7VPVv+B//CeB/9N//p8C/LyL/Fgb8/v3Af/crfMf4vjv2EKDuPjcoHSj+SBnvYKOYT+uI5cRrd2k7FnS6dko5FKndp0q2MMyeEqlk3r3/jrfrxocPHzhfzpzPM+/KM9LFPGHFEvytVu/sdiOk4XM5js3O/XhZ2GtFtbLcVlptpJLIk2VTzZXIU1e22jmN+ol+ZDWBB42bxmYaGeiIWmtErdXLoxutVvZsh0TOE8WSHisNt41tm3ZcLFdb0EGt1tpZNuF2u9lzk8675xPT/Mz5fOZ0ulCmEyl1uts7aG+evZg8IAFIRdLGVDqnDH0zZ7pMzKZKxz0b2axg0fbyQpjSmTVNNFmc+rfxJcEY+vbcy5PIIoxnSD4rK7rlLcC03thbJ9QOJaVTWzUzefncW9qyFSurgnruHQTLXO1sc2lBO7KbYOxGPCcCybiW4/XHQWws2VZXRJQpRVk0BBrFn+U3HGTky3OX/hER+dPY0/+/gX8RQFX/JxH5j4H/GRtf+y/9KszSeIPjGk9uexAHcwR8BpaFTPtxSkFsxF1AJceCswXRaPUIOohQu7UPzKcTl8uJl0+f+OUvfs7z8ztO04nL5QmSQzsCTTtr3cwawDMmw2HwGi3SnGSmSao+RdCKq1wmymkmTUK7bVStbK16e0E+AtNwTwJAPIKuMSmtqRlGiQOq/jWmOA3tSqY1u4fX68K2WmNdSolOpaoypUwq1oG+LpYB1da43Va6ni0IKHx8eWVZGs/P71wFrbA2cquOrTTonVISU7ZAbH7KkLMyZQznatCkW3nVraQ4Ava9JiRI9KB6YUbEJQbaQU3jMksfRpiMjJlSa9u1O7b2HGx2PxvtzTAiZ9Y01t9eqrEHhM8kBWoaIPUMOUR4YKVW9+mZR5NtLBkfeSz32UgEswgw8TM1svxkaIx6cD4wvC/3Vv3Y1x/o3CV//V8G/vLv9Y2MoO4B1B7MkHWafq5ejKi++8PsFOA9RShiQehpeiK8TSCES/gDtJ9VW9TLwtP7Z2qrvL688ju/9Tuc8gX5vjA/2a3r+Nf6CTsHC5TEtXsG8CYx6wGSKeDjJMvpQq8L0zxR5mQtD0lZa2VrncMM+55pCIp+Zxj8tiRJSClorzuzEqdhAITdR8K22qmbmhufNsN1k9LXzbQoaaK3ynWprOtGdfZFWTyVt8W8LCvXm4nbxFP/VDe0W+Nqb5VWoSZhniaYXFcisgPjORWyZBoVwUbVBl41XrHR9G4jmf2GxaIGEiZhylarNXUi9hrsfVuHRNqbIU27Uz2b2ewe4QeW/5ycJ6ZSPOu1e7ht210J191Q3n4dmWzEOlVcq2X3XAjWMO0BzAKIM5p+oIws1A4ROJA//vzD2sEDcgIYW3Z+/OubUPzaA7x3LIsHP4qN4F6LcNeV7ZkMic90CWNaayDb0WzWu5k5ZR8K3xXrUtZGFmGeZ7777jvqVvnhF79k4kxi4n15MpuEZvhCEtNDhOu+ZLEeIlG3QxFvR0guUFN6T6Qu9DTz9O6J777/jm17ofbKbblyWlabA3U6UuYRd7nvsL1vt9Dj1g5puP1VrdXL0Mz5/EQpnbp1qlpAud5ulGvl8mS6ktttY9uM2UAmVIw1O8z0E6/XT8gvIE8ZkpKoJFGyCLU1w0qyDb7XkhEKSQv0TtsaRTIlzfTcdnOx2iOLOK4on+MeWEPjRCknVhHfnG2f5NnVxHtJDm1VZLFwb/7V22EzsTfH7p/R1k5vR6f5l2jhKJGOROR+BpOZzMe6PEymgkXqzhwpR6CIDDYO3mNNK6VEI+khCg3Zhz8a+Ir+vvDNBJnjNImbelDX97aEh3amM89msFRrJVSvtbnV0YNmIHntTQqDp363GDRKErwpLwkihSxwOgs/++nPePnhjY8ff2CaCsx/hKfni5mMu+18ncNkFVQ7ZXIdDZASbstpdHAuieyuwameOLV3XJ7fkz9e2ZaNdXtjuV25fnrjVqIp0qXme+Mj7Ibo+aFHCnsrnthzMBONdTXaelk2tirU6vcUY1Vq7aYV2drhxdMjuNnpnEXoYjhWpzNNmeV25e31xcoQsVEyzTd+wl5vQHSjipC1kIplPpq8bJRmRt5J6Vs1HEOdoFfd+55AvRQyxCW7stc0OMmJAitJ6lYhFxvfWty4PMlOxe+0tUYnrv8EtbsmUfL634l8WQx6ZFj32ZdIUOcB0vqDEfMUlmR+1Iq4lkfchRHQbhKK3g1Izz7pVMTnX0fJZy0k/hMJ0FscF/ya1zcRZMa0Ew6V6iHb7y7i+twL5GCbjjq59pCBiwcaV4qqIj3TpdOqAYSR5ZjAzB5enUwjEf25KWee3z1TcuHThxc+fvwtemr89Ge/wdPzMyUbjX3bFqQJSYv/glSEbuy8056KesCR1N2keoLte6bLG9PpA1v7CO0H0vYOlvcs14XTfILZNA9mGyCGK6SyB1jEm/AAcqY19xtJ7gfTFa0rrb2y1k+8LcrbVa3bWzaSdPrWzC0QQbXt+pHQ7AgCzX5Gwj6PbUq7128vryQS8/nMydkl7WpCuy4k7aTekV7Nua4n+pyY/L1TZkQUWTulY+oiNa+c1jr044S3wLCRkiJqrRhKQrSY1YNkeoetK5qhpUxD6MncC01FIH7rGriZeW/QWoZWXFIgZqWBdVqH7iYyjLGlxNbnfZYzivOM63E8LxTsOUF2rZFDmMmFo9ota0ylQEpm0RFUPGkPhugRVG2ekw575etu828iyMQ1yvRHdWwMxopLYrPqgU/0u1k7gcNEaVJcz2L0YAj+xtN/r2tR8DEq+1AzjNWYysR3P3nP7bbw8vLC9bby/fc/4f3773Z7ieV2Y1lW3r175nK5MM8TuWTyVCh4cMnJTqzebb5yU1qDnGemeSYttsFRGzy/biYInOd2hztpPyZhKpEaK4Supt3bbeIAZ0jVl7WyrEKXRGdDpO2CxgBXwe/nMNfJXACj5j/Kjpwzb29vLOvK07t3vH/3jtNsJRG9ok0RLaAdkcnGlIiQ2sH85FzIZSanmTUZpW1d2vauTCwo1pMJRsMAACAASURBVLLgqqTWrqhHH9WMavaxLa5hcqvWfU15JpHlMRNpAwB82IpyJDL730XJOeIkj9fIQI20u4hAEnL06+HY0ZANJTefFxGKzzQfWxlSsnE+d1N+hnJ5fA/3BeePf30TQSYCxYi7TMONtYyGvS49hrhvw8N1psaNsUvOXquOTZWh9LSveKQEA/zLJVsXMmnf6LROk2oNjfOZeetcrzd++OEH3t7eOJ1mpmkm58TtdmNZ3nh+dlr3fGY6nZibmpy9iJVrdLo0dDODKZFk4kBPfW3qZEPaMU97XLillLsgY1VRgx6vPywIYm53a42tmry/bh2Y9t4i0aOfa9QrfXGT+DWyePFv27bx4cNHC2pPZxv1KzrMfYq2hIxqQZkw/ZHYTPAMTJ3T/Ma2fWRd3WwcaNX9hTqIFC87rpAyiIkFczoh6YxiJdLlPDNPl6P8lkDw3FWwVQN9Hc8J24/kVhdky3xatFUMuMyXgsuu4XlgS4/sgrtm1zgI4rIs3jDCyNJHPc7xc4w9jBG8X9pPVjb+IdTJ/EFfX6Lsaq37jTNcAAJbyHkcHeHetsnnAXn/jg1zM2zEZNWeU3LfsvCY6hp461Rh6E+aKXvL08nMjmrndM48PV1Y19Uzg4VluVFKZppnWjM/39PpzPnyxOly4XJ54nx5Jk8uJkwguSNOZYsrPA0XMXr5u3aAfnGNDYmqSu4dzRYYLZnRXeMx4gO6ZzgWTGvr9O6jV0OvqvcBZNQbqWeKu+H68O9x7V3pqry+fkJ75bt3z8ynyawvfC+03pHWkazkpsgWqX6wLFAmoeROyYWtLeTFXftW3QF7SaBZ0JpQX86n03tOp3fUZL1oZZ6Zw5Q93quoZ3rV7283YNyB0j3hSRAWGbHhR9P6uA9jxhJ/96X1fWTMx2v2ezYQGba29S67HwN8790qPgf5R5r7kWJ/dJL8sa9vIsio6meZy5ga9m7DqVIyzcjoGzvqRKwHKR7YMG1Rj67X0XDp8WfYeNgzokKv0QlumgfxFgCkkIr1xZSSkWTduziutG6GHXXtbNX8ij++vJDLzOX5He/ff8/p8sw8n5jngkzWPmDkhXusrJV16YguRBAdvXXivS/LciysuJcB9uqxiI80evCFGZscW6Mn027Q731vvnQCdu27v3Bco6ZJvdjato0r8P13701DVJzl8Rx/axWtR5mXElZadnHD8kJOT0xPJ5SVZX7lenvjJhtot9EiGBu4NRspW/KFy/knzPMzUi50EfI8ubmY9aipZ2yq7BS2geWmuzV2yv10BDQ5P+N+X49Z3RhkH0V6EQDuDtGuppd6CBz3gQh+Ny8Z8CADIHyWCY3r2+Z3f/tWDz/KJSJ7N+s8zwcK7/+GZIqEwvW+I1kd9IoB5TF0TSSEUyO+40IvHh/GIQFXN1yyvhEhSba5zDXqb6A3pzcjszLXvOIue6ZQNsXe69uNHz68wC8+cLl84N13PzVh32Xm6V1mSoWiUG8Lnz698vr6xrp0Wr1yvS6c3l8+OwkfF/c9o+Hyc3m4T/4Z7t3sRkvMTrRAxNeMi/N4Xdp/3OPpbUHPflaZinerV5ST4xtBt1sgNlPzBCnT3dqghmAv2RjbnBspT+SsDpbbbm81sTWnqTsomfn0xPnynlzOMF/MvnSyMtTKB/OVAdnnYu+flQOPMTzWdCYNbLRuZ/e/+VJX/BcDz/6ZjysCz2MZcye02wPhCOCGmt2y1K5YVjUwsbbG293r42D9Wtc3E2TA6ccHPUw05oXHqWJSeaP5jhPcxqHCCFneTysY2KeHYBbaC/u3qy/ssr8fS5HV9B6+MFM4pTlg2Z3GRtwjJmUfG6rMczHv3qXy9vaB6/WVX+SZ0+XM+589MaXEJMJ2feG3fucXvL6taM+gb/zyl7/N0/dPPD09DYybZ24lTiljbnLKwYw6xXFkecEQmdCLg9oUE/zZHzLH3jhO30fw0pN9Ujr2kCTZqfV4E0Jh2yovr288nS+IJshK9/nYyTMFQsLgzGBuJq7sHTa1rnfTURem05lTrY6vdZqaO15vDSWRpgukC52JnCZmo6iMFVMrla2/zTe4cgji4j4la5gFB4RjgXqgjiAu3qpyF2TABtox4GTDqowA1eUINON1tBEc9iYpPfrWxP0y+rtMjqsJoIL0mFll7ze5TcXXur6pIBO2B/BIAWJK1OSLQgJf8FspNmtYXEuhGhLr+9r0AEvbnrVE1I8+KVPvdnpdST0Bh7dw8jRfe7cTNNvUya1ZfR86GBHDXwOITRnePc88P0/W+3OrrOsbdal8/MEo2JKU29sLL2831moK1W278sMvf4vv/9gf4fn5Ha0d+AgYBW9Ne7awTdGrhxs/HmCCJZOwY3QGRiqIK0bTZB3GVJerHydo/Hf/PdjPtbthJyUZ5Oh2JxmDpqnwdqu8LQ1zIzS7hJKUrInidH/vlo1YsOh03Vic7s9ZyB0XPF6YZ1jXTm8LOXVSXWjbipLRdGHtBa2JkwpTElQriY62BmJ9bnQ3Eo/MRISQ5Oylp0UQCxfJWkI01Hk5odbizH4nxO9LkT2Aqds17nmjq6Izh2J6vL/3GFfM8QrFsHftq2Xtkuww25XxgRnJiO8oU/Y2k690fRNBZgSsRvp6B9fE+nKyHDacgQscp2BHejzuo6Q6GKnoczowmahlR9Hf2JgGNnQOzE3tMS1urdM4cJ0oPQjuwmlXEvuMHNsoRq2Ln2gihw+JTQxouDiY6/WV6/XKuq4sy8LlckaR/ZSLEy/q+C/d15QS6pvE7CjTrgGKnhdI1mAqZjvxiBXcpduBFwx/PraReoZnG8NA+87b242n04me3Ps4WyClKl06aEO6UCYT59lQORftlcQ8ZebZWMN5euZ8ajajqVtQbbWSyoUyzdTe0a2StsppAsnRsW04TlhpaFD7HphjgsERaI5Aq3vmF/fEP+uAXUka1uNg6iX+vAIXjLlTcDCEEWSO6ZGf7ZIdN4w9YuSG6WvGvWKvjUxU3eP4/2eXKKXs+o2RBcg+hiMwj95C13AoMWM6oLENaa9lgxEIEDJuOhxA2OiZO00TqrYIHofLAXtp9SVcJAZvHXS4mppTBHwYnKREb0L0t3RVem1oVvwcpauyrIupgSdYt43b9eYm08ZkZccwYt3YQr4/heO+BpVpc4hsCmbOk+lRkk2mFD8qk8ihjRkwhy8FnC9lOnvqLyDaLYg4YL6uK9dlIRczBLvMhez3s202bUDxSRAKvXa22qgO9mtOoIVWYT6fuJzf0auyrdv+Xk6nmXmeUAwovy03eoIyQ0oViWkB0knSEcdgWqtuCdKOTvxu1gsiaqUNVnAy3PPxv3HPkBB22o2IyRjqXiBRFoocBMb49eOfR2D4M/B4OAjHZxCYzrEWdQ+IX+v6JoLMXuMOKeOYXYAHjepZg5/BvZkUXm3HGjfgvw/9SDjoqzYHwu4f0M5e+QPaNsNn5nne8ZvRdmKkBeHehS++n/05+l/EbWTU6VtXm+bj5O9dKRnKNDFPE4KYfYQmUl73TKa6vuV0mkl6YAatdTR79hOUww7+HkI3lUzOM6fzhadLpTUlrY06sPi2N74ELLN/vsdF/xkbJYJos9nRzja13rgtC8/PF/J85nQ5UVrldr2x1oqID9ArBbu1ndTV8bGJMp2YpoJ21/c42BstEZJMW1WKKZ1rxwJQ7sYwJRNF4h3QybOn1jbW5UarZiaPWPAX7aZW3p9SLFW5C+SPzbz2Ys8T43AU9tLe2vcN23sEfkfg+Hf7uzg4/lbBaS/v/cBNSb/4LH+s6xsJMsepOAK/d+VJx3xgD2TS013vLPYFIqIOdsXXG2tSJjOJMqVmv3tocAQJe6CHi1lYKsS/jxlLBJ543xGUog9IpfvUQfESRcmlkKSjNJ/9ZJ9fsDLifD5TpkJdb2x9I+eVl5cX3t7eeP/+Peu6+vzq5PU5+/sLq4CUBNT7YPb7aBlFSoXL+RkhU9LEx5cX1rWCWh8Nj/JWHhftkcU8jg0+npmnVJ5aaRJag2XZWGtHxco3kYlyhnVZ6Dkj00yei/n/kr3vyViqkrMFGVVubx/Z1hvLcttNyczoPVij5IcOe1mruqJMCGYUhZiYs24rtW0Y6+SArWtQIqD4b/0pPWzWhzJEexiqheQ/7p0959717kv2clbvrTzGQB73OEqpvTTyK4LOqBi+exZf+fomgsx4Ko4jUPbTcR8hejxiGzcyGlTt5ejdQ+pDH9PIDIy17xjlzRv1UAHP87yXWvHgYnM9PmwYnMycKk0qZv3YBck2A6i7WrljNpdoY+udLMakTaWweBm4rhsfPn7gw4cP/MZv/Mzc6PTsP23EYQ7+Ymc8ho1vZaCl7dNk4rTzfCanzMvLC9u6WgkXN5EBZRlO3HEMzKhV4u6n6+6IZ2WCKa+3WrndFm7rxlQyPZvGpWL/PSWhlwKTaZ5mUdqy2PfKFhhytnt7W97cBnTZn3dMCMgl0TWTUnawPsqKe7A6dnsEZe0HQ2Qs4t9+gz5mCJbIxcFlayDaW3o/fJACjwloIA4n+x6fZzfx+7GEHZ/H+F4eXyPy+fv8Ma9vIsgATrmpq3fFKTlTvmrvZPcL6ao2pGsXoMVI0ORZjOMw7tgvDpBFA2TtNj3QunBdATsYCsVpFvOGwi0tmiyjxyWCFXD3kMNmorZtl3wrhvjb7OqKevdvEgezNe3mSqVMnC/P3K4ra79R+8r17ZWXjx9ZV7NcsGwj0cE+T4Ki1qdjbIbeYbHJqdbaTbSGKlMxL97vf/o9IsLLhw90vGlxByzj2bCXoqLdZ2f7vw0bQu7+3z10JHkLgFWJ67Jxe1uZU0JpXN/euG0b56cn2nmm94mqNsUgnWakNZbayFVJdKZJKGmGLmxLtY72aSaVxUHRxpwUTYJMGckg2cfRCjvFL4qP/rU+KLOXsCwn50Q2aogInYfKkSN7eSgp41509YmWEXa17ThcbPiYTx1B5MCz7gPE+JoI7I8WH7VaI+UuGNUQXsbjcAO1r3T9usPd/iPgH/CXfA/8oKp/WkT+BPC/AP+b/9t/q6p//lf4Gbh0Ae+ZYz+ZveclYSlwq5XuA8OyG3JHgEluRKRqM4skm0zfNodQUqIX9cWV/IEI2ixbSsVYl5IKOSW2bTOTpuG0DpYg+qDgfhGAKzCbInoETBXXQPi0xLmYTcS22dC13hNoJQk8PT3z+vqJrZqp9rYtvHz8gXVZTTuyddLUkRzskgXKpPbZxgM4FrUxWOo+tkdQnUrh/btnW5Evb/S10lsdUOTIhtLeDDk2BY6+PXEvLINxoFSwZ+irfNtWPr18omijp8bt7c02SZ7ot406mbn7stmz3iqst0atC6epcDlN0BKtZuoKpu0ppFTYmg+E6xu9VyYmYxmTGnAsar5cKRsdraHXMcxOJCw4rIPexuNa9te9/FPVHee6yzJ8xSZvQ4h7gfrxGe0aorBbgN4H6RHviYw5MnVbe2M7ja31I7u3TMyM5b1kQlAx7dGXvG9+rOvXGu6mqv90/F5E/grwYXj9X1PVP/17fSMJMVNkF8aFb6053gnSoWEm4InkrImVBGFfqnjKqW55oADi9bVnGvPsDx4X8CkbLvgqhSB4927YBzq9lEwMgguz7THNHU+lwxgrfEpCrObZEtY42CWBdB+5oczzzOVy5nZ7ZWsVauXl5ROvnz7x/U9/ZrjMlG3Eh08p0BSqZT9E5QgCu1kTQuouRvPh7XXd6FtllmKCt67DwhdXgRw4TWym+Lxwb3YdZa5J+IcUXWJcbOPl5QPL2wdOxbCP0/mJnCd6S6xXC5atb7y9vthoFIUb5v/y3btnRFZe3xaWauVTyRMpz/S60nqnOWOUekO69056GmMK7oSpAENLhGct1YJ9Skj3DaziOhhbK2NgHY2kYgSueFDdJRIaYrux9Op3gfqzYDVkSCPeF/f8WJudnJP12JG8HcKymVbNtCue4/HUfvzr9zXcTexO/FPAP/r7ehcO4lqp5N28allDzgXBfHTBumKnKVOKKRzt5NL79LOzqyQtXXVAzIV3zecSTZMZL2exU04espOg1uNUeaxrR6D6MdjAUUbFYhy7voMy7d3tH9x4qtVKKZnz5cL0aaJuRs332lhvC23daFs1I/Iq9Gwgqgp3QcaSECFA7JIyRYQpmdYEVW7rjfXtyu16pdfGtm53jIedmmo6H6dCe7eBdXdl0h3oO6pTB4wgx7OxMvatrrzdVpIITypM842UTmhLbLdG3RbeXt9QXfcgeb3deHt7o/aFrb0xTcrT00wRkDwBDUk2uUBFHPLv1o+lNryvJAPg7e1b4EWB7EK9Gi0qHlqSu7bEdAy9ZybhvqPaX+SZ0ZcZulgvsSYev1983RhcDm3MCAp7Bgu77kiS4X81Ka3bc6r96wUY+P1jMv8w8DdV9X8f/u7vFZH/AfgI/Ouq+l9/6QtlGO52Pp/Nz10sqMBxOmbf4DbJ0U+ukl3SHoHgaHVPKXxWAA6myIKNuaalLlTVvWwQETeeMuwhBs2P4GZ4p7bWnHGS8bM8gMf3PiWP86sjaOF5QlKxE8i/RUqJy/nMNE0sstqGCSGWD6jX0HO0ZrOgJIKbn82q1qE74CulTNRSKbkw5UIm0ZaN9bZQ+3awdcPpKjJ2DN/LDOK9jqduBOV7hiO+3jQquZgpk2oBFba28csPP3B9WyipUMTc9FpbKEU8e+zc1oXtZaHrynxJTKeL7S4BJVt/U5ltqFwpPnYlI8WyzpSyz5ECeqYnv5cKaAEsWNS+7Z3xJjJP9xyNHmxP3IPIXCxj6p8Fjj6WRcO9HYPJ4xqJ14yd1OMBYL8CMdP9e1tMFJ92OcIPX+f6/QaZfwb4D4Y//w3g71HVn4vInwH+ExH5U6r68fELdRju9t1379Va162kCM+PVhsqQR0XUmp7wBmbJCMwBdZm1LCdVvNsAUHEMIiUhS4tQANSTuYp4oBwfhgJ+yUToPuWhyNrGQPL3eUgxXh6BRhrQx51PyH307GU3axIsAFpLx8+siw3ntuTdU57L5W2jpYDjEy++Kz0cWp7KuSpIGsyqf5cmNOFZ+1ogteXT9xaI1dzYmvB2u0AeyxcC+KPA97j3kQGE/dJHIFWdeDYgfkEJMdS6JlaN15Wn25As82jjWkq5JxoYbFKo0zKVM7Mk8vzNdF7Yj5dmM8Xcp5RmUllMluN0hEK4SqYAsfqPsZWwQa9ZUQz9IyJh5LjWF9e/I9YnP03fj0sAQaG54EwGBt0H0vQkW2NIHbMefcerG53VaIMVBAxWw0RvPHz61HZv3aQETNp+SeBPxN/pzYDe/Hf//ci8teAP4mNsv1bfS9zLhPZHcfmeWYq0x6hj4YvtwHwE8z+7X4oXMnZJir3o50gmhl7sxlEtbVd+Obb4otYw6gMHvuqam3+614BPC6c+F66tzb0u9eocrAe4jiU2ufJns18yp9ozQLJ68sn6wTvWGDc3HKyZJeqN7IKRABGQX2oWPEgUwqtd9ZuPUJ5njm/e6YJnFpjeVuCnzuyEHNCH3CX9lmA+cJTZQfv8d4q8u7Un0XImil5BknUYqD05sPVNBlD04oQrnfJ+rV5uky8f5q5TFb6tG4q6nfv3nF5ekdthYSZYJHsZLcJoz7RIgJhUNspkTRb8aQZKZPjGd3dCx1E9Yc2ZnujGM8ymsPE+3GNP6rIx+z3MTMcM8RHwd/xWjNkt+ZU00VJwieJOr0tQkrbZ75JP+b1+8lk/jHgf1XVvx5/ISJ/FPiFqjYR+fuw4W7/56/yzZJrCaZpoi8rvXVOp9Ndf1HOmZbaDuAFiq6OpQT7IQ4yJjcbsj2irNuN3YYh24IQxbOi40FHk+Gug3GGoHkDZSrZ8RycLlQPEna6tP65o/1oNBXBK6XEVPLBQvS0g4ZJEmU+WaYlGynN9jXZRqY0NlpXcp+hmbGWSkJzh55Mni9eVmZI3S0PJmG9VdZlM/akdta1ulCu7cCpxHzlAHgiXqgeplW97afyeIlYJ7okU2WbwhZAScWA1yyJIsWBS7uXtSdqV5oava3qwQErm2mVeUq8f5p5eprMQU8tyKBClhNTfkL0GXKxkTSyRRrhoKwDwIp593qfFVroekKkkYqJE7ujOtIhqWeeD8FlX79e0pgW6Q4e39fkkeEd+qbRCya+xxhkoon3ERNU1X1M8jRNJKwdxlo09CA+EtQv+BD/mNevNdxNVf8q8Oe4L5UA/izwF0XECBv486r6i1/ljdjEPi9V3I9k3VYLGOVeRi3O/sQQe4ZW+DHzQCObaR5EjKYupez+rKaCDd3C4YcC0d5g37cKBtS2xnozq0wRMVFZqCxdhJbcGLo7CHuwTcdJdKTCFsBqsyZFVZ9dJI3pdCafCn15RVImfGF76vS0uQYloa0g3Td9S2hSNOjNZGLAXJTTXGhzol43bq9X6lKpW+PtuvHx9Y23dSUeXCz21o7SMjZMdg2RreEQOZqpXJQFZbZnti2WmUi34B0iypITJRukYj4xQm5QWnZNSUbU5jFZABcSM/MknGYzfmgKRTKTQKGw3SrrtZGnmSlf6NnKbd27z4NSHlaSRAtAJqcTpErTFafaQJWSBK2drkJ3Y/FRt+L7BLBb1ZsOaygOQPMWiv6m6Jl69AgeZRDx58hixuznCBpG24e2aW/JyaA06tZo+o23FeiXh7uhqv/cF/7uN4Hf/L2+ifEGRBSPGnSs/aN3aIz08bplWQCT/c+TmUbbgzg2tKp5wsTXBivwpdT/EbS0BWX6HPETUJW79zguugOfsa8N57+97WCv38MoXfeu8kgdci7M80xPrx6sbGSJsaIhW3c6tHaKZPoAIo4UvG3x5OBoQdUsQ9e18fL6yuvbQvdANmJRI+C4B2ANKwkgCN4x/VelbqvjTk7fi1BS3h3nSklMk8ntRWIEjgWwrjYqRlRIFM88DdSfS+AQzRAaCRZIebt94pc//Dbnp8LpLFYeZsuqrNdrUMHuGYbdSxvjmiCb7oZ8pifoaaNpY6ttn+gZn3fc/EEOHGXykeTds40G4uvQvf9YPo1lUqzpu94oju/7WKaPa9DWWkOyZe5f6/pmFL+n0+mutj0m4cnemR01bWzUsX6dpukupXz0S1W1VvzCAaqllDidTvv3O59Nrh/y72Pm0LHhzuezMwmdlPK+sMY6PXQiTavjLSP7dTBX4OxpDnYosKagPzvzPLNmYdsa27ayLCtb7Zx1shORRusbtGQuboMVwLhoUyrkfCbnjVwmJENjY60rW1uJRlNVwyjiM48ua8De4hHXiEft9wDz16mtklCKGB5Zctg8mC5IaTZfKCVS1wH3UVAxfMSNtJLIMWgNAzbjOU+eEb0tV97ePqDpmWm+MOVnG7JXEtJMG9Sj3JPj/Uf5jQhJCnC2SZH9xLbcuHFD22LjUvToiYqfP/YNAXcB4ZGBCup5VEz+blnGyDCNAWYE2sdev5HePmbIJ2xowx9C4PcP+hqpugBYA1RNKTHPM3BE6jGKj01lcFgyRGCIvzs2wefDuSLVnKaJaco7qBsn1bZtDvhWf195L5ngCFyxMcOPaJ7nOwuICFy7dkbETlpPp82EyoyW4l6YXWRnWyufPt34/o94L5Q4VoGPdB0ymAg0+4JM2Yyp8sx8OnF+OrMsb7zefDxttuwsGkLj/j5ejlVTynSX4YxZn2UrHuCwAFGSuPxA9okSEuzHgIXZPbQvjM+XdoYretHYm9lRodXumWVHpQKVVKC3ynTK/n2xIBZvCldv4/YPOXm7xEQWMR8aKmsuUfOiy8Za74HYWFvjxn+8xuw2ssrwnx5xmBFMHr/XSC7EPR7xvfEwiV97BSC4MvwbLpd+jGu8SePpGUZR46k6PszQZERpNKal+4xojkUwzzNpQPjj+4y2DrU28+bl3rB8BPtsxhJ3Cy0WzI4JJUHDfd8X0bqu+xA7CzyHQ18onG0DVK/boRQrLWpL1Np5/fTGtjZqM5FeeNHYkPe+l4+PMnKRjOQTearMuvDUnliWN+bbjXlTtt7YqjNhX3g28ftHycUjS2I4VUF1s1nOHigsYTAAOKcI9gLDgPh9AoGXo6nk+zTfeFrT/3QvLFVQsRInp8JyW3j3DiCZJcSayJNQJGQMlhElOTKy6F4v2QDTLJ25QKIx5WxzuVujddh6taFqDxjK+N+Rio41ffc6ObKccY2PhECsqVhjUW6PTo6RRc/zvFvJfobxgDFQf4h1Mn8gVyzqMRIfGcPxd3EDx9b4MfiMD3PMUkYxnDpDEwHh7gT2hbht247XjB7A8Xe1NuRho0UZFJcFs0T1r49/H08te4+hWDaKFdR1QLbRzpcLl6cT22bg8A8/fOT10xvP7yYDtWl0lDJgMaOmIt5fQLMiZlx1upx4990z1+XKbVXyKtSmpoYespPHUzWJ7FnKiEeMzy/YMnq39odkgSGLg8MBWGj2Xy4gE/ah8zknE1nK4MUrIDl7ZnHoUkQzrVdSmthqR1Kx3rFS6E3ILtY0GUmiJBzMNkGkSGIqMM/CVMz/JYn6VEpFz0/U9ca6VeYuFuCHw/BxDe1rYFgTd7ifBBuZd1ggMsj9NRxkxohLHizW6JCXdkxyf956lL9r+8aB3x/jEsH9XwLINDbgfD45oBbS8glzwj9Yj3FT7cj6oMCE48HEQ5s8c7ndbsB9u7wFtnugOURlR1bV9kxmbFaLgCbidppDCdV720+kbVvZtupKVnHSYygFcA2EKJfzE/XdT/j0+oK2jdfXH/jw4Zd89/3E01Nmutg9CY9f4O6z53zYNApeIuSJJE+cL5VpeiXljVIMFO/NNElHfX88IxFIxXQm3aWkEU8AmzlV7PPlZJnmaT4ZuKvdZQWy30t1cNfetH/wDojNbRLUdC6x6STv00EJoFatGbZ3AQqvr1c+vXyC9MrluaA1Wy9SM3ys5ISUvA/EtHIugk9iLtbGIq6T6SkznU6cLxdrAg9KQAAAIABJREFUg9iU1E2dXfKMYhRx9C71bl5CeSjNLQOM9R0Nk51129wpQMCV5CW0WEPwiqzF7vHo5OgZ+NZ2hi9M2mItiSQ0LEe/0vXNBJmcj07dY06S03dlMr2HNp+JbZYIaJy2Zopk3+s4geMUmOfZrTWV1b1h1nXdMZjH2tZO0fsZN0e6a6XHum77ayPA7GNQgF4tYMalTgFbQKyIxIAyK5OSOMCZodbkP6dQypn37/8YHz82lu2V1n7Jevs5by8nzucM6cLlfCJpN5d6d4yDmEBomI3Qza1OlC6F1s42xD1fmdLCKXeqrDTf1JIM2FbHSabJsjqko2nae3psQ1pJ2rYGLUrZydkjP1UFGuraFJt6awMSHxTVuN0HHZrsvsSY5BJ1DArse3ft1L6YXQYzKcPr7cb8/EbpM7IVSp9oPrBtngtJJr83g9dQ78iWwVx+aLqhaiK21gXyhWleOW1vPjnBrTM2o48NsE82tzoJqRwSAIXg9m2t9E5vRsGTvMExZ5rH05SSBVm12UrhZzRiQLZeLVsGXCkNPZmnb86RqcP5/PWyGPhGgkyc5EERj0j9AX5ttGZlyzQVs09QbwCrB0ZjFoxlZ5sesRxg9xIOLCTnvJdEo5HQY/lxXLaJPm9YO+ruUCU/gnkjXiKYXUVzG9Gck4v8whenk/NMuZy4XC58er0hrsPp2qnbQu9Wi5feLZQ8MEsHOIuPbTmGxFs2kvZMLfn8b8t4rOM80vrRITCeA5L2xlQcXE1Ol06TBQNb6JH+Rye27if6FxT4w7oYeGAC1A89srJt1mkcIHhXoXXl9dMr8//b3tfF2pZlZX1j/qy9z7lVTVVRdqUDHQHDC0/SIUoi4cVEhZfWF8KLgiHxBRJJNLGVFx7RRBJMDAkGksYQ0UQMPGgiEo3xARRI82cHaBQDnYYWabqq7j17rzXnHD58Y8w51z73dld359Y5tzizc/qe2mefs+eaa64xx/jGN75xfIy0XENig2bFEoFaN6AFJDkgHBJiAFSIZ2kFCgSqwQ4ASnMW0xIKYcFhucZ2orD8WsYahh6aWygeB5jt+2EuCZhDnVlmtrU2ZYUoTTJnjS73pK+Rg8g5J+oXmdTnyGTus1Pv9rgXRsYNxPxw+GL64vLnXmZPlTVWFAaklLEsx1sIv4O5HsaEQIzEvZvZyFwCdbORcyMz5hOwLIcd6Avsq65dWgETljSD0XyfohSFF7n5JnOX+HS6wWFJiCni6uqAlCPby5aV2rTrGeuaseTYw7oZB/Br6hvSGNDV0stluH8DV7L4p9dQTbQBAFiWA+uaquMZMMEtRU7ZsKFmxayO24DXKCO06oWrOrCMywdBYVoo1mpGq4WgxnJpTSEhoipxra0CKglPTmfoH38GEhe8/PKXoQZgrQXQCkkBW1H2LQ8R0ipgbVrW2uCV/7zmhm1rE7j6CMvhBudTg6AadYKky6eVN80YjWOE67reOgRmI9KzqTmzZML27+X7aJTGZxBAtiQHWjf+NMoPRqZzNHwj+4LWWofSXFltsR1tT2iVlHhmB1IPg+je5x0g2626fWZKRnSb8JxLvoNzd3y4wVKtOJ9PcM0U/333ovyaANn9bb82H3TfA4Wr1Nvpug5OQEoHYioQ5IX8kmoN4vNCj2ddV6xLRs5H5Hw7hTo8LJMGmLIYIvQKl5yxdsPbsG0Fh8MBwGgJ42vpXgSEpRelVESJyFYZL0FwyAfEBKg6YO48IFefMzATcSftOQPn3aD3EBpQEYSY0BpZtWptfZ+sZtRSRsoLHp8KPvOZP0Fejri6eoQQgCAVMRh/53zGFhoiFoSgqNuGrVUEsCtojBkwtm6t7B2ureCwCHLKOOkT6gkbsNqG5eS6Gh51eXDNeOF8jfP75syoe9wzHWE+dF1MXbXZQdn6fLjPGC7PGN1djHthZATSLf0M4M4pZD4krkzHmpgul6BqLrzs+DRzp8h+o4FeUgDggqW5D6l6RiWEXbhAY7dvB+pkwb5B2iiUm9nJl9wIr2MppSLGZKeogX7KupqgAcuSkVIw+c2GaKUQEhTrdkZazx0bmlOjYxNr7+2kljonsW5ozTYJOGaByNrX4lK2otYKBEpmROFaR5Bk18mRk7phT0cHmBdiIWlMQB0PxDBitidEyO8I3oRPiUEoC6RbaTQ2UKyNr0krIBaVcDqtdm8ru3EK2FRNBIKAuimelBugVVQnDXalQYa7vpY07hvOa0UtG7ZSUMpG0N5E1RzgDSGxd9RF9mkOjXyvPS2M7jyqUhAFt4zV/HdUBW2tnUzqIL+AOkt9He8wswTcEyMDYOd9zGlsx2piPMC7RlZ3mw0TcKq/a/0CvIlucPxBu0w1zw/S006dDtz1zTbYm60NrZo5PHOsh2JPcfdz/2zfONu2Yt1WQGEbmfq9MWZsKzdJLUBKgqurI5ZDxs1pBeUsWR90PBw4Z8tAzCn7wb/ZM3G1tg5KxxiwZALjpa3d73e33g2QG2037AC9lhQj0uRuqFKWwvGZnIntAA21odedncuZOjqQWw9Cx7maGqW/GJitECTUoijFlARVQb4ylQYFgpASsjG5a9kgy4IYFuQYsWRiMbWccXNzMlyrslPE4WDG0gxNtFy5CFImyL016janlM2SUmu5qVpzt+E5zGGy18u5F1dK6Rkj99Z1MriUbR2ZvJlVPsimgrJRDWBZRt1fEBN1s4OZlIs/9SlssUWRi9fSOIVNG4U/QyeF8cE3BTcMy+0blf2KyFOJKXUGqQ8PcWZyE4BbnlVrrQPCnBeYWajO5fEyfysrSAKYZ1EtnRisZ3YpG0/VGBDTYlkmtbAio9aCzbEZKBAy8mKb0cIOkvGEIUIKSGGBd7+cGdDDsNJ1lmDV581CRxHAClJLKdjqviDPr92NcEoRySgAwdYiBeq9zF09R0pdRjoVhsn41zT6uk2fq0qdH6aZaXRKLdjWhlqB2kz+I/A6lsMRUMXp5ozD4YDVlP4gJEY2iYAkqCgaSB+oleBzA4CWWPmeFMw8bVCtCDETVIWg1QV521B1pRC9GZckEQpyaOp5NR2e0MXqvcVwCILzee1hoh9Mvt86/miH3VZrD82oEqm99a3AvWiuIUsssnmRppJoBxj+tBsZ33WqDSmN8Ch0MqgAUAOxGDOHnLCZFfcwwfktc32Qhzki0oWYenZHRqjgD+bpdNrFyjNAdwnWwQWYLBPTmphBA/KS0NBQajXOBXVRWlVUMLaPyefIMIg9pQsARc7GzYkRRa6x4W2kQ+qqctIWaF1QCzky7Oe0v/4evgTbZCqd8KJmXEIks1ZSgiQCof6gAwM38FN5WTJUhgQG78sGheJwYBik5qpzjbWfpCLBxMcCQ7bauhqff5Ybm5QSamNqtjIuIri7FaylARLRYKGXlYHU9UwqgPqhRIKhQnAWwVoKTrUgBUXQat0e2BSP0hTJUsqKnIdHEiQh4IAgDcui2ErDuVbUUlHVKt8lgVX0Zj+nPtdQ6v8wBHZi4dAKnlnlvg4NU/guVBuoquziEf2gFQQlS9n3s/efUmV5SgiCuNxdcSRwT4yMAr1OaHYbPfyZTzmP8x0ABTztCytaHFKFl7U17qrOsXBKCafTCeu6ds9pTieGEHZh1wycAvvGWv73eoikzL7khZyeUqqFfNXClyEv4cAvBFa7ZRwXEcoVQLAcWBahzbkk1urFNqiEvRfX19c2tm97rgXxrWoCRzN+IzOxTAcxjy6+4HBFgbFmYWEM0ksFWisoVud1+eWf45gDNZVn5vAg/xEzAlu0VOI5tZIwqApI5AO1tQJZDc9KCaqC43HBtjWs64Ynjx/jeDgiZaCWDXVbEUWRRHFcIiIy0CoENDDqGFumV7mtZ7RK7KeqorUEtCNaO6EWKywV93wMXwwj/D7kQ1/LYmEfjT7ZzbOB8ZD8khIxe5L9fhpPKKZEhURxqkfZ4TiAYF2fIe33Lo17YWS8rmK27v1nIihl66ehp+ZCECzLAa7dCsDcxr2+7FzfkUwVbi5HmA2Q40Ke2ZpT63MGZMZqemq8DKAtxoiYWPXr4k+uKxKjhwRO4nOgO00GzP9WtBOWD+LhcEAMAeu6oWwbw78UrARhzG3+AvyBHdklSg1wrYBJOFu8CnwY5P779vN1W6HWhC5amJuCa/LWXYWMr/H8+5cgJj1YGhd2cQxwGQvjHqO2ilJYVqEICDki5QUhNOsaWW1fmDxIyMamJg3g8dtv4fpA0LlZCLXWDW2JuDoccFgOSGmBRqriIQXTqlGkJGimI3Q+F2xrwbo1rCfKfrL40DwQoSZQkHHozN7JbDh43/bV2jMlYsZfLveef+9ysmV6Xry42D+LejJyl9HSOxKt+iDYDuUN8DD8EVX9IRF5DcC/BvBVAH4XwLep6meEq/BDAL4VwBMA36mqv/x5J5LcG7ldhzQe0NixGZFI192ArRCGYvxMwvPRGmncc6mBf2YIocs8eNtTEcHxeNxlouZQC8CtU8dPo9YatBC0VGOwUsHMWZgD7/HsmKfnW2uUD60NKdHokQfCFPlyWLBtK25OJ7wGK+izKc0h0sz/6Z6MtWIlhmohqpHrSimAAsHS5Hbvu8EdeMlEKBRBaOyUUGoFtCHFvUbypTxHB6JdoKxzXpiN80ZwKZJtXBv1e6sqJKbePhYiiEtCaI0YxZR9hDQsOSNGpuSfPH4LYWs4LAuC0qMo2xmCjMNyQD4ckQ4ZLQVUCagagapAZRGltoatrLh5csbNzYrWCtaysSbKAEJx3EPR5VafhmnRiGMK8eXWfuft0d09nb2a+QCZw/iZJuFr3RTI6aI9zbs83oknUwD8PVX9ZRF5GcAvicjPAvhOAD+nqj8gIh8B8BEA/wDAt4Cym18L4C8C+GH795lDoZ0T4A8qMDglw5vw7o38fq0bGD7xRHTU3Rf+MhU+C1YBA/Q9n8+3wDdggL9+8zwbMLu2Mxt4DivUCF6AshVHci+M853Jfrz2E2JkYzP3ePwBb6jIKSHigPe97334zB89wePHj1E9HZ4CG9JN7vacLgXQQcpBB7AT1tZZWzOQcp/Gn2UpqL2ckY3t3KqFf6b4lmKy2iLtrLv5IfG1daNHvQb6sXnyCLWxBOF8rtgaUNXCi5hAFjF/Lswg2+mtiCF13AYCxMS1rm3DzelNbIXp3WoyHiE/QpGKVQsQEgsKKsWplhAJ0q8ryvkJynqD0+kG53WFokJDQcwBrCSHVYWLUYj2PJhLr5h7a4T1vg8uU/kzP+apB531z5r3ke9Nz9SyKvQ2f+rdHO9EGe9TYBcCqOpbIvJxAF8B4MOgLCcAfBTAfwGNzIcB/LhyF/+8iLwiIh+wv/PU4fUZvshMvaYdviEClMJYlA+y1QAhdKmGdT3vCHzD4tspYtiJcxqA29oz+xBhuJ+11h0246/tMgJTKMWUCLkpxF+084F8eEEjPSo7fQJ2hhawok0QKH10/Qj/Tx/38DHZnFMcnz8b0m4wrWYGqj0r0QFCGfyLJCN88kp4YMgSXF0du/p9jkyVuuyos31njGDmBvl/qyqlU4VFj3t+kRJQbZVEOAW8JUmjy0AeioAlBZbOV+Xz5Mat1tI9r5wjDjmgFbKcNSg0NWxY8Xh7gnrTcB0bQj4gBEUV6xhZNty8/Ta281tAPWPdnmCtJzTdcLjKqC2hFQFCAJoBvw2IYR8qzcmHsdYDpJ/DSB++bjPTHLoXt89xlBH4+pLxq1iycZiSYXr6gpDxROSrAHw9gF8A8MZkOP4ADKcAGqDfm37t9+21nZGRqe/So0dX5nGYpgqcwLUnLhF74YZyD0VAbIMezJBUYINz1/dl3OynxzaJUfVaEQMyFZhOj1GR3Zoi54htK3DdX/eUPCyZwU0CgkaBb9p7XQ/WroG/jbVI0XANYBAOXShrXTekyEpfGHluWRakvCAmFvuFeLuGalprhjaIaIHC6mqp8Dm0kkrdFNe8EQXDDqsFUzNQ0rj+OSbiRQJTzK8mDTqM1sCuvJaM1dAxRDacS7Gn3rdSUFrFVjYSB5X1SGrrr2jIVmYhMaAUHiBMQDLr44xbPpAV2hSH5YicIiSbIVMDngOwlRu0m4KqhZrK8YCoGTdVsJ5ucPP2n0BkxTErqm5oWCERyEtESORLgVCMhYF+EI61n/lVPlplGK09fy7991rFSGyotWk2gfpWqtEfJs3fwGuKIZqAPDobRMQN07Of6+c93rGREZGXQP3e71XVNy+yFyryhdWS69R36fXXX9MQ3N0jyS7YF40Km4IBoff+SWnUFLGQUMCqZTJmWTRWDduIUxZICVKqIuTcORhutNaVGYMQo7XMrbtTmOGa9tQ3MHCkGewjv8UzPmFnrIgd2PUFCxO09spv2gT2aC51g4og5gWHnHF6fIYiQGKkgUmJmRZbVzcYs8Hr3lyknkyrFU0ANfkDMocBKFuxHBeWFDRVLDmbERwGQ6CIGhHoTgDW7mSrtQPxPqPRrE/hrX39JKcuTWVb2WbCWa1htdS/qkUDIoCo3WPBtrLvFgsBgRpDTw0DzHTxhG/IOeB4WJBh8g7Bsnhp3BM+pRvqzYqKiFYiygas5xXn89uIuQI5IS2CLEekGJGXoz3IzUI+MyzRvZVJ9nXyfN1QB0TEHHsDPucQVasp69rItp9aGB5gTsSSIAAbtpABreL8poAGguJaFNLulvX7joyMiGTQwPyEqv6UvfyHHgaJyAcAfNpe/ySAD06//pX22ucY2uNx34hwSsF0KnuqeCbIuQfhwK9XX9c6ZzYGBnI+FwMuHfOZVczs9FNFXhYS6oCeqaBn03iyBNYZzTjSzhhp4waYUsCt0unv3pZlUvjQ7YG7OUzJKSLGBqAw6BKmSWMYbrj3leoe3kW4xPcoVCOqbCibn7gBOS/I+YDzuSBCMJP6ZlqBZ9NUJqH3RNKZYz0hmIavDnxhvp5+L01700O22vhVDACGjHT6DGhDrWbKyJEqDKOEDYc6+Q0CqwZPbInTrG5KG2KcK969SrkZ0e+MspFpLUGxHAUxAfkgWIyQF2PsCosevl/uIWDUwc2hDEAvzmuNoM7/0k7eFLg3bVzJCdfSODKaSlQazYToEboDY9lEX22vY7qb8U6ySwLgRwF8XFV/cPrRzwD4DgA/YP/+9PT694jIT4KA72c/Fx5jH9IfRrrPySqUywibppTepQoYYB6iEL9wmcuZpesGicVkDuSeO8ga49QCJdpGXCI8tVprBVpFylabgz2iP+MarTViCuryCr7BxEI7S/da+rPLLmDE7z7fSOsD9HqiQVaLcRR8BpkxqLE2/gCIONuXLVOCVPY/ignpinPetorTed8Pewa1ARim6yAu+prO4S3TyJPe8QXfBqCXVAuZsBB6mJsBsiqBGkI6YUoTVubkSWZPGoIp3qnhSVB2I6W8WUPTQvwnChLpMMhLMG+YxpatcZg8p42UzjtKaUE+CnV+256ceBmievZzhPjjmjs2Y552L2hsI6Rk3ZMXot4upgTQsbIQIxMMjVKsPJifVnFddtzAd3u8E0/mLwH4mwB+TUQ+Zq/9I9C4/BsR+S4A/wfAt9nP/j2Yvv4EmML+2+9kIo5v9KZUNgbNnN0FHS8AxsI7Sc81ej0LBOy9A77XQimdNV8GPpFztLBi5nkY8S5Q9JvENu3ew+wWz2GTmBsNsK8UXWqeXB5SMSQbBss3b8dAgjdJAxzAXpYFjx49QsoZ3i9qPqjmdPp+uFcTrKNiQk4MQ7QpTjcban2C0/nc78ec2ZgNVkrJUrFk9OY8DgHHXC4LQmdjw4OFmeJWCrZqusWGuUGJa4UpvTtnZzo9ge4uiZhCwXJBQE7BQmFgSQE58CDJGZBIRrUS7DEPiUWnkq0flJVLNK0QqVCpQCRZrx9YGMs+8JY9H+iSkNiayWSo76uhaOiSH0wCjKyR39NxUGrH2RijufaPZbeE91rtb4U7bIcCvLPs0n/Ds32tv/yU9yuA7/5CJiHwIkXP2NAiBxnpu6ZlB1TOXIBLdP5ZTd85P7rUKU5dEWolFd69EaQJyQegwfo4u2ELHfydrrtv/For24XK0J9JMfWsjV/HbFzcE3KWsf+dAIKfDvh6C9/rR9dslBYjQmidczJnK/bXb2gvVxsSEmI0YFoHYOsp7bmYz6+vz9NDgYm9zAxd6xjPfJLPIthugOntmaZOa2xOJpYSlgCEiFZYYjH/PR+z0ZKmljb2Q4dKfm5ic4wTvc/qoNSAfh0p/CiCHCOQyNMR8wyAwBawItAgO+/M18jXnBnQUaS6C1c9kdHaLgz09WjGWXIPh/tsX0M2Z6jsiu2z7f6pZwtNv095XbjvmMzzHhMFySy9AogsfLPXg2VWgEGk2xkQBcFMnb2iqSWIhUWKhsUbr7sgdvJGbcVuptjf4QOp6rwPgTZqmng1sT80TxshBGudKxDLRLQeK5s3kCz7pINH4lW6TLcXtBiRDRTetg3X16/ieHXVNyq1cx3jGcPntlsHiAHOETEmBAA3pw1Pbk5Yz2tP5wO3CWH0zLCbr98bGhsW8Xlmr6/BdBr7KKVSuNwaODveUhvDGnpwjRIME8nS/6Z7WSlliMlotlbtoUrEXtLQ+4EkLCkhCO9l2Wq/10EEaDRwErzyuTLcsgc2SDI6AhDyyHrO3utcajJzYGa+iyppDcFU9LxWj55Rs6TDSHrM63aL/ImZWDloFzt1AFXcYfYawH0xMk2xbbUDuDS8oVctw4hXvOHDuPgp6yf1thWExk0RU4RAKBNQq93QSFp6GFiFb1avnaI8pOvB0IX2E8MfJmAwilmFSzW1GKOJKXlWCTY/9q9ujZ5DSou5tVSGG5W6++JEbhRutigZ27miacQrr72Gq6sDchZEoZodgV3bVBYK2lEMyy25neT/+foGQdnOePL4szhvJ15nTLaGVgUuTLvHFC06oQtOA8prdcU6CQyjglrGrTZUsA9V9eZojcZErbVIm8DL5NmRWtmGBFSrmx/SmQOVYoIDt00rlf3sWpuSYRMC27TkHEmka7Xr/QTDaryPk0VqFrZx7drUpkWC7rw73zvzAeGYn5NEgaFQ5xnPhoYkwTJJ6C2NRaj5G0PsnCFL0iMF3o9mng61iN1j5V7yfajq3nWxLOLdhUz3wsjw5gyK/3DvDcQLwxUeAuOuJOchAE+ZlNk72XkGHVNpxFG4MbxQkhuDpQQjk8ImZ4JSnDA3p9cVKVu4VNz78LAlQrVCmoObsBvP+ZBUZ3VLdmJSQ3ac+s5C9qyVCNsyt6J48qRgObyEL3v1FaRDRMps/RqDNUEbVm3n5YmtcYP29QoiqIZFIVRs9YaynrrwNPRNXivCIaGq8TksIxINSAb8pJUeWtCANjswArMmjZXT2pTYWmH3SMIh1NAJQQ2cNqzKAPSRQdxnmkR4AJxXy/CFgJQzkrVhUUsv5yUjBqVXOHlfYq1JgGbSDKa5Y4ecmEh3beQPiTR2usTAp+YwZnjX3nq4do/O94DrEKlSiLyYVAjtPo1LiMGMHA+x5oL0YlypEFi6IArP3nuph/2477dSNhppuTuizL0wMhBKXc4u52jpwDd0ISgM953vo+D2iFVd1McFnKy3MUa2ZWAprObeNj7oLjk5anXmOqUB3MVgvBKb28jijA0HoVGju95Me6baQ8VMk5/OIsO4usLe8LSYYq2l4ubmhOPxCsfjFTGHGIwDFOB5pvkaL1OrwbNB/j7LXqTI1P95LewrFwZzecZnvNYqx9Bb2Q5hpjQ6P9RiBl3Ajpiu/cKQtgKUmhDvLT4yWf3OiBipbo97+Rr1UgUjNQYRHA4ZS4wIkSp3Ufi3AxQkaiYLjb2o0Q+roZ87h9fde6rVgHsli9vvMfahjB9S7tnMgPn8Xk9Pzyl6f32+9xIsw9Wm6vpAq0Kj2OiFQQBUk+TkobltBdtWaDhDRJlAiXd73A8jYwvup/cllsLXBF5U9jTugavjuQs7q+zNv+OYgwN3u1QxsOti4OUKsxSnzzPuuCEMG2hIGpmXCDDiKYbYll2DNMsqDXF0n5tnxub4/nzeqOW7rnj99ddxfX3d299y+AO5T5nO/4rQvW5q4BXs9LQ5XV2/hPNaURrDu9lr2I990d/Meu6pb6VQV4AYmNtwXjfURpIj7DNbbT1D5/ee99IeOh3V5b7282f2e52MSxTogTJ1DRaOitg9ij1MJjuXTfT8MGuN3KnLHMcOlzLPwe+PUySe9v4ZdPfDyT1VwCvP9da19eJTG/6985/mvcyfufyF1WypmBdDI5fSglJus8DfzXE/jIwNNxiX7rG7457i9Ru4LyhzZvBEXLKFdeW78/m8a30yu958mM87ApoDsLMBctq64x6SRto9ObAI8EHqm4UM5VoboKZmF/MEmI6MmV+Xz803XSkFOWe8+uqreOmll3A8Hi9qtG57avuNNYBFGnU+5LUow5WQKc4UCE7PMhjcrMNTqRtT3LMsxvx5Cqbe1TzQqorSFLWyxinECJNluiWRMWMbZOLSTsw/m0FgADjmbIaeVeD80wWtYhj67OEcuvcyNJpdNLzskgp7z4MiauT/jJqiGYyeO55eZoUuM53smTSMpheihhD6ATIfcP7l7/U939Rbs1jJhwztaICGtbaHbgUGvwwQ1i3+XLh4GSr56eDGwmUSPI03j8ubOFdm77NP8dYNnTMZu1oly6TAAc3WEAIfUn5Ws9h6NOcKkkytzMXC2alg/ozZOHpqOBil/4033sArr7xCXZm5dqVjIntgdE+CIwW9E7daMAlIz8gBMM9h29ZeaDpzU1prWJaMgNxT7Y4fuSSG8462rZLfo2TkNgXUyihKU2ht7DNtGUX/HA/Rej1VwM64+PW4wY/Bq8GdfOceC/Vl0Cogzjr2faHmxbGJH6A9swhgZ8DmcCgI+zz55/nP573r6zaP2ZAMIzN0gEfaeYRsvp5zeOgkPP+8EJgVczlYgQt/1X7P+cwAd4j73g+KbSztAAAP5UlEQVQjo4p+UvsCztkjAHAN3X0IINONQjcyt/EI6YbLDYc/hMDtU3L+jDm1POJiCz8asRYR/3vVHtSAGLUfo15PEi31TcZvw7Lsq77nWN+xmdPpjMePnyDnjNdeew3X19f9dPT5exZk3qTzCdqzJLLRIBZAG1vEetrTeTKucPe0dZjvhRuEGbvw99faICYkpqIUtl6ipavFPClYmng8qP4Z/kCqYSatjUZqs/GngW1obcOSFiwWKoUgRsRzUSlB6+EtSw6CSDdGHjLNIfh8wPgaM4N2+1Bw3Mq9u0sOzUzOHPd6cIZmLGbeu729zmSkZnqGZ/aCXZu28V4vJvZupbfD3ndv3Asjw7hbBmsRMBc9Gijb4AVnAzD1h6iZ1R/aMfwT3pHSBb65uWIUBMtWAbC/w00fQ4Qk6rOIAZMiLLSbH+hW1YSyEtApXyMd66ltFQcEB8/Da6xi5Fz89xXodHn3cqgv07CdP4v3v//9eOn6mmnnUlBDoHwD301MxsDmZlkZT5mHGBCVRlFLQduY0REwZIIbCJEOVs8EQb9uij1tiLamy2FhFgRAiCQKVuevC1PIEFPPg/SyAfJPKD7aafgtGpip7H0UBBIFa6HspQPcrTJjcjgsOCwLtBUco+D6+ogg7DSac4SAmb5odWZNR5dHBYtkFYAGrmBKeWfs3EubvV0Auxqx2fABzovymiMLq9EQmiAiUeUQAbUwAeDe+iVAzANiaPey19jwgGk8CKj7AVEtBz7jaB1ED8xu3dW4F0YG8FTxAL8865KSFzfuwwhuhrlA8vam8PfAWKMpkQyhqigG0vL9gpwXyhGUyizsBLC11rCZm0pvC4BGaAO8Xa2DwK7tEQMlHOlprd1IXV1dmSQn+RmOW2zbBkFEKQNXYtwueHR1hfe//uW4Ph57h8e2FWiMxv0YxsVP/e5ZyHCbsSl0ragbcRi2BKbsQdlWlG2DYvYeZffAubveqomDAbgKCetadqe/hICtbd3wi4mGiwhCY6bGU+7BDO2SLcyy+x4snAkpAa4fXIp5P4JaViAJjocFC1hXVlGt9o3eiRdfxpw6XsEDhZ4vU/mRH9a9pn2d1S5rWRSK0epkDpW6F9QIcoeoWCKzWfZJDGWaGGFxML9HtnN+HpwgOmtJG0Vgel46GVRx4THxGTgcRrh7V+N+GBk7KC5dzNkFd1DNQ6o5vvXQwh/2+Wc+3MupbbM+NZmtKSaDVGvFum4IaVD8o2VD5pCKCUPWy6S0p7jDcA/WRaXddQ2gtPSNUOsGtRMoGdDM/45Y1xVvvvkm3nj9VTx6dI1BBGScDSWY3bMOdSjZ+bogMDTyVizbxgrs1gQhGPhq8pvVpBaehhGM65vWslY8fvy4u/B+b5xgJia5IGDtFszoB/eQ7B7FQAIa1zv0DJSHUzlT7LtYWJOtp1ApG45LHvymsK/6bq2yC4NYVq9WW2/Kf6SUjGDo7Yzd+NAQkdPiBoTAsq+x40g55x4iretq9VdGQowVokYHaJXwkERqw9SKbVt7GD8Dw1xv7WEcNYgKtq3a2md4n66ZZjGn4z3bOu+/uxr3w8hgIPhzehoYmaY5Zbuu663TZmyU28V0/r5SCtRIey4cNdP8c3bjMqQ43TV2sNEf6hASVNuttLuf+h5quZ/q1eHAwIjYawqgp8VwJ2VmVbZtxfm8orUNV1dHAA0pZWybd1VoKGW1zZigAIqRD2HzaLX20gFAsa2b9SISQEk6lDDmE0PA49MZsJIHBzEvBb7mzesPmaf+RQSHZUGRauFV6eEY+TeWjRIq7VdtqADEwtmiDVL5/lIrVICDLBBtSEEQQzIdGndArLRAWEXdLLTmnOjjMWzcrPsmPSWGz+TPONfK74VnD7filfyRJM/AbNc+hYydKgDjF6CBJQvd0VBgMJMVAbfr7i6NgddsuZflomsAiaghAGqUAoUrBDKMkrDPMP6pzy6pan8AZ/bkfGLMGMH8QM/p6hlDmF39nkrUkTbd1n0djIOzyxJRz+SrXAJvszERjNS4G5aZgAWA1HvdcyD8oSUnRnuszL7OhbG2BGzljG1bcX19hZQjWaxWe9VaRakrIqx0YlsN+Jv4P5b71UTsQwQdp2lt1MH4Q6iGn/ia9OJRAzQvDbZ7LjPPqBuaIKi9CwNFTpLT3V02NGcWG66riWjR6GSbA413Q04JS4oAIjNFWhGE3R6dG9PvC7QfHO6pDKY2u1nCqP0Q8wYNHxKnDskgynEjuRQFDZSvjXtM9H7H4dGaQkV6h4kYLRNWFTFmxJhQ1oKmyn7ubRT6zoMenctrTOG/lyk0cnyY/DDjH1iX5in4oUl0t4/5vTAy7ubOD+i8sfn94AjMnoobAGB4Qx3EnFB/gCUHatmecHDDFfrGWtcVgiFLMCvfeeaA2ESFNufm8PPP53P/vhSr6K7N3H5+/rIs3TXOJtMgMrozDKiOG/Dx48e4fvQKHj26Mm8GKJUnbG3DzW6tIYAi2cXcea/Q5nGnth4uR5qxZHacZPgw6qqOxyNCGOQ6/3JD7ZKgwAgT/TVVEhUReJLnZcGSF2hrSMEKD6Ol5mvBulYrqwAQCOqSc9SgYiUiYL8k14YJIsRrjHDnsTYNsPaTHjBaQorIOSGnzJR6q+a9sKBTgnWRNNzO6RB+L3j97O/F9q+j6HJdB9bm71UFUl6QMr0pyEwW9ep1RZqquecUtd+LuQZKxbNbg4LhtIGUTGUwcg+nNNQMtm1lRvMiO/huj3thZIC9/umc0puNyJy2BQafYcYPfFwaGPIcgjXiAiRFK8prdoAzLR1DhAr7NLlR85BAVY2wR1c4hqFAN5OmHG+YM1RzqtfnXFtBre5qE8NJwdu+sDPAK698GR49eoSc2YSulM0MLU9XNfdci+J8Xqmpkqlep5GCWQEEWKvhPTm5MhszF6VYl0ahpm/PApnHMksbePMwEemeywzW55xJQwnDWK+nE87mbURhicRaNlRh5qtpw8351LGeYdRoEAISlpywHBZAFVf2L7Qhx4PNpaBp6ZrBPN0tnEvZvBQPQQJYWxWso0Hs+McMmqfkqnnm7aFBMUoHuj70lIG7TEP73lNll4RBCGQ3zhlHnPeykwsVw6tKHT/a7Nqi8Xz2ejbDMNJz92u6q3FvjAyAfpCr/0+1p2dL8W4Gg7vg/BTB4NHMp69v+m4I2tAQjhE97qb8ZEKt1BjZCoWxkiH6zNiUSVOGLrRlEy11zBEiBbIhwNaqKeNZiLNtxEuix/hMIzv4CNCItaZ48uSER49exqNH77PwquJ0OuN8OvMjY7RwjHTy7WbDW2++hePVFfLLL0EioK2iFWADT8PzuoEENAMOW4OChXasPG5YtxXndQUgOByOzJacT2iNIGOVhgBqEosr0pHbhsVCrLcfv02AtITuPbHjpYVs6l6q9t9xI62NIdLxcEAtG2CfG42bRHJeJT3BG7rpKJpdNz5cIVATprYVN6cVMRLXc4+CBZmj7YuXfnhG8vLQA5zM13qHyJimrFItljAYtViqrCpP0bxfoQh4ShnaKHWBWqxv1Dg83YuRSKKl+sHq3qQRIXMijgf1Z8H7eg3SYWuFBZ9fwmP5pY57YWSYkSgGXlkIVPbpPWqMhMnttAbkBiQyhHGRo4irq6t+slRLuQajqivI4TDGBKnZbXQYCEEslAGgwOl000O0lBLSkgChx1FqgW4wHCCb+y+QGLB5ZXgMgBVHAp6eJe7UKpvVr+sZyyH390ADlnSNsipO5w0xNtTSUNYNh5wRqyKBYk113VCf3EDPZ0hKwLpBFhjjVq04LqCszXRtBRCFxAYEhYqLeNfOqShV8eR0A/ajVxTdECGIOUJTwIZCrVoja0QRhBRQto2AdqlQb/N7PPT7QP0WGkfUapq7EUtiCw8vIoWlqtVY0gh+AhVYFIpWK1ZtEFkgQREioG2DaiEGFIBSXKMlQxHs89k8bysVsDIHQCbJBmB+LL3TZ22NsFAKgO8T15YRsXQ1PbVaPdMFSxAUOAu3toLzSunRKMbQBVnAAgrcO3YGcUEqgHgi28QIeEi0ckYMCSktCJJ5aLSGUgx3SgBQEdPdPepyl25Un4TI/wXwGMAf3fVcvoTxOl7s+QMv/jW86PMHnu81/FlV/TPP6W8/c9wLIwMAIvKLqvoNdz2PL3a86PMHXvxreNHnD7w3ruFy3C0V8GE8jIfxnh8PRuZhPIyH8VzHfTIyP3LXE/gSx4s+f+DFv4YXff7Ae+MaduPeYDIP42E8jPfmuE+ezMN4GA/jPTgejMzDeBgP47mOOzcyIvLXROQ3ReQTIvKRu57POx0i8rsi8msi8jER+UV77TUR+VkR+W3799W7nuc8ROTHROTTIvLr02tPnbNw/DO7L78qIh+6u5n3uT5t/t8vIp+0+/AxEfnW6Wf/0Ob/myLyV+9m1mOIyAdF5D+LyP8Ukd8Qkb9rr78w9+CLGrMa2Lv9BcrC/Q6ArwGwAPgVAF93l3P6Aub+uwBev3jtnwD4iH3/EQD/+K7neTG/bwbwIQC//vnmDPYz/w8g9fUbAfzCPZ3/9wP4+09579fZfjoA+GrbZ/GO5/8BAB+y718G8Fs2zxfmHnwxX3ftyfwFAJ9Q1f+lqiuAnwTw4Tue05cyPgzgo/b9RwH89Tucy62hqv8VwB9fvPysOX8YwI8rx88DeEVEPvDuzPTp4xnzf9b4MICfVNWzqv5vAJ8A99udDVX9lKr+sn3/FoCPA/gKvED34IsZd21kvgLA703//fv22oswFMB/FJFfEpG/Y6+9oaqfsu//AMAbdzO1L2g8a84v0r35HgsnfmwKUe/1/EXkqwB8PYBfwHvjHjxz3LWReZHHN6nqhwB8C4DvFpFvnn+o9HdfKH7AizhnAD8M4M8B+PMAPgXgn97tdD7/EJGXAPxbAN+rqm/OP3tB78HnHHdtZD4J4IPTf3+lvXbvh6p+0v79NIB/B7rif+jurP376bub4Tsez5rzC3FvVPUPVbUqtRr+BUZIdC/nLyIZNDA/oao/ZS+/0Pfg8427NjL/A8DXishXi8gC4NsB/Mwdz+nzDhF5JCIv+/cA/gqAXwfn/h32tu8A8NN3M8MvaDxrzj8D4G9ZhuMbAXx2cunvzbjAKP4GeB8Azv/bReQgIl8N4GsB/Pd3e37zEOqW/CiAj6vqD04/eqHvwecdd408gwj6b4Ho//fd9Xze4Zy/Bsxc/AqA3/B5A/hyAD8H4LcB/CcAr931XC/m/a/AkGID4/vvetacwYzGP7f78msAvuGezv9f2vx+FXwoPzC9//ts/r8J4Fvuwfy/CQyFfhXAx+zrW1+ke/DFfD2UFTyMh/Ewnuu463DpYTyMh/EeHw9G5mE8jIfxXMeDkXkYD+NhPNfxYGQexsN4GM91PBiZh/EwHsZzHQ9G5mE8jIfxXMeDkXkYD+NhPNfx/wH9qlb5wUMKBAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } }, { "output_type": "stream", "text": [ "[Predicted Confidence] cat: 7.286752014489049e-44 | dog: 1.0\n", "[Train #1] Loss: 1.9836 Acc: 94.8000% Time: 9.4586s\n", "[Validation #1] Loss: 7.6395 Acc: 88.0000% Time: 10.4689s\n", "[Train #2] Loss: 1.3770 Acc: 96.5000% Time: 14.5933s\n", "[Validation #2] Loss: 4.3358 Acc: 91.0000% Time: 15.5717s\n", "[Train #3] Loss: 1.1924 Acc: 95.9000% Time: 19.7889s\n", "[Validation #3] Loss: 7.3629 Acc: 88.0000% Time: 20.7891s\n", "[Train #4] Loss: 1.5237 Acc: 96.4000% Time: 25.0393s\n", "[Validation #4] Loss: 6.6118 Acc: 88.5000% Time: 26.0266s\n", "[Train #5] Loss: 0.3488 Acc: 98.8000% Time: 30.1411s\n", "[Validation #5] Loss: 6.0564 Acc: 92.5000% Time: 31.1124s\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAARcAAAEICAYAAAB1U7CaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOy9ebAvSVbf9zmZWVW/3+8u771eZpgNMAyYxQ4DDrEEyMYGBZgAYYXDtjCLLBkDDmSbMAjBYMvYIIQkBMIhmV3IBiyE2WywsIGAABkLsQnJ0gzhYYZhlu7pfstdfmtVZebxHyerfnXvu69f93S/6Qbu6bj96ldrVi7fPOd7Tp4SVeVaruVaruWlFvdyF+BaruVa/nDKNbhcy7VcyyORa3C5lmu5lkci1+ByLddyLY9ErsHlWq7lWh6JXIPLtVzLtTwSuQaXP4AiIh8lIr8hIvJ+et47ROTTy/abROR73w/P/FQReff7cN3Xi8gPPooyXQuIyKtF5C0i0jzs3BcELiKymvxlEdlOfn/++17kF1SGh3Y6Efm7IvKNL/I5HywiKiLhxdznEck3AN+iL0OQkqp+k6p+8cPOeyna4FpefplOLACq+gzwi8CXPOzaFwQuqno4/AHvBD5nsu+HnmdhX4mD9Q+MiMhrgH8L+Mn38frr+r+WFys/BHzpw056ScwiEfl4EflHInIqIk+LyN8SkXpyXEXky0XkrcBby76vLuc+JSJfXM55YznWiMi3iMg7ReQZEflOEZmLyAHwM8BrJxrTax9StkED+TPlfndE5Osulf03ROS8POtby6FfLv+elud8koh8qIj8gojcLff5IRG5ObnXO0Tkq0Tkn4nImYj8fRGZTY5/roj8dnnW20TkM8v+GyLyfaU+3iMi3ygi/gGv9CeA31LV3aXnfq2IvFlETkTk+4fnDpqeiPxFEXkv8P0i4kTka0oZ7orIj4jIY5P7faGI/H459nXTh182O0TkU0Tk/ylt/y4R+Y9F5EuAzwe+utTdT5VzXysiPyYit0Xk90Tkv5jcZ160nRMReTPwxx7Srh8tIj8nIvdKu73pAef9ryLy3tIevywiHz059lmlzpal3r+q7H9CRH66vNM9EfmHInLlWCl968tE5K3l/L8tYubq8+wvf6H0l3XpA68WkZ8pZfp5Ebk1Of8TJ3X9T0XkU5+rji6V8w0i8uOl7u+KyN96WBlF5AeADwR+qrTjV5fb/WPgQ0Tkg57zoar6Pv0B7wA+vWz/68AnAgH4YOAtwFdMzlXg54DHgDnwmcB7gY8GFsAPlnPeWM7/NuB/L+cfAT8F/JVy7FOBdz+kbH8X+May/cHl3t9Tnv2vAS3wkeX4PwK+sGwfAp946bowue8bscHdAE9iAPQ3L9XJrwGvLWV/C/Bl5djHA2flege8DviIcuwngO8CDoBXlXt86QPe7a8Df/uKtvjnwBvKc39l8v6fCkTgr5Zyz4H/EvhV4PVl33cBf6+c/1HACvg3yrFvLdcPbf31wA+W7Q8ClsDnARXwOPAxl9ug/HbAbwJ/CaiBDwHeDnxGOf7NwD8s5X9DeZ8r27n0iaeBrwRm5fcnXC5f+f3nyvEG+JvAb0+OPQ388bJ9C/i4sv1XgO8s71QBfxyQB5RFgZ8GbmID8TbwmS+gv/wq8OrSH54Ffgv42PJevwD8t+Xc1wF3gc8qdfknyu8ny/GvAX76AWX0wD/FxtVBufenvIAyfvoV9/xnwJ98znH4UoDLFce+AviJSw3wb09+/x0KWExeUMu/AqyBD50c/yTg914kuLx+cvzXgD9dtn8Z+O+AJy7dY7guPMdz/l3gn1yqky+Y/P5rwHeW7e8Cvu2Ke7waA7v5ZN/nAb/4gGd+D/DNV7TFl01+fxbwtkl9dcBscvwtwKdNfr8G6LHJ4S8BPzw5dlCuvwpcvnbazg9qg/L7E4B3Xjrna4HvL9tvpwzK8vtLHtTOpX7+yQOOjeW74tjN0qY3yu93Yur98aXz/nvgf6NMdg/pa0oZqOX3jwBf8wL6y+dPfv8Y8B2T3/858JNl+y8CP3Dpfv8X8GeeRxk/CQO9B/blh5TxKnD5FeCLnuteL5VZ9OFFjXyviJwD3wQ8cem0d022X3vp93T7SUyb+c2i/p0C/2fZ/2LkvZPtDaalAPwnwIcDvyMivy4in/2gGxSV9YeLCn2OaVyX3/NBz3kD8LYrbvtB2Oz49OR9vwvTYK6SE2wmvizTOvx9rI4Hua0TM6o88ycmz3sLkDCgu9A2qrrGZsir5EHvdJV8EGbOnk6e+6byTC4/t7zDg+R5PVdEvIh8czH/zrGBAvs2+/cwIP59EfklEfmksv+vA78L/KyIvF1EvuYhj7qyzZ9nf3lmsr294vfQfz4I+Pcv1d+nYBPDw+QNwO+rarx84HmW8So5Ak6f64SXyhX9HcDvAB+mqsdYp7nsJp16Np7GVPJB3jDZvoNV6ker6s3yd0ONRL58nxctqvpWVf08bDD/VeBHxbidq57zTWX/v1re8wu4/z0fJO8CPvQB+1tMcxre91hVP/qKc8HU0Q+/Yv+0Dj8QeGry+/K7vAv4dybPu6mqM1V9D9Y2471EZIGZOy/knR70zN+79MwjVf2scvzCc8s7PEjehZlVD5P/CPhc4NOBG5g2CqXNVPXXVfVzsbb/SUzrQFWXqvqVqvohwJ8E/isR+bTn8bzL8mL6y2V5F6a5TOvvQFW/+Xle+4FyNZn/sDLeNw7Kfd6ImVoPlJcKXI6Ac2AlIh8B/GcPOf9HgD8rIh9ZOu9/MxxQ1Yyp/t8mIq8CEJHXichnlFOeAR4XkRsvRcFF5AtE5Mny3AGJM6ZGZi524iOMjzgTkdcBf+EFPOr7sHf+NDFC9XUi8hGq+jTws8DfEJHjcuxDReTffMB9fg74OJkQxUW+XEReL0bMfh3w95+jLN8J/OWBkBORJ0Xkc8uxHwU+W4yorTET4UH95IeATxeR/0BEgog8LiIfU449w8W6+zVgKUYsz4tW8a+IyEDc/gjwtSJyS0Rej5kED5KfBl4jIl8hRv4ficgnXHHeEQbcdzFt+JuGAyJSi8jni8gNVe2x/pvLsc8WkTeKiGA8WRqOvUB5Mf3lsvwg8Dki8hml7mZiZP3rH3ql1f3TwDeLyEG59pOfZxkvtyMYf/gOVX0u7fIlA5evwmaJJQYMz9WxUdWfAf4HzF/+uxipBdYRwOzL3wV+tahqPw/8y+Xa3wH+HvD2oh4+p7foechnAv9CRFbAt2NczFZVN8BfBn6lPOcTMW7m47AO938AP/58H6Kqvwb8WYxUOwN+CVN1Ab4IIznfjJk9P8oD1F21OINfwGbkqfwvGEi9HTMZnivG5NsxwvxnRWSJ1f8nlPv/C+DLy/2eLuW5Mq5IVd+JmRVfCdwDfhsjzMHA9KNK3f2kqibgs4GPAX4P01C/F9MowOr298uxnwV+4EGFV9UlRkJ+DmaSvBVzz1+W/7nc8z1Y3f7qpeNfCLyj9LEvwzxcAB+G9bkVRvj/j6r6iw8qz3PI+9xfLouqvgtr8zdhE9+7MCBwMAY3/swDrk1YXb0R45neDfyHz7OMfwX4r0s7flXZ9/nYBPWcIoWceVlFRD4S8w40V9mF13JRROSjgP8J+HhVVRF5B/DFqvrzL2/JruUPuxRr4peAj73E490nL1v4v4j8qaLS3sK4jp+6BpbnJ6r6ZlX9Y/pKmBmu5Y+UqOqzqvqRDwMWeHnXFn0p5td/G2bTPoynuZZruZY/QPLIzCKx6NNvxwJ4vvd5strXci3X8odEHgm4iIWu/38Y6fZu4NeBz1PVN7/kD7uWa7mWV6Q8qkVsHw/8rqq+HUBEfhhjuq8El8OjY33iSYsZU2WIQrhwjpKRnEhdR+o7VFM5QxCV8fTLSQhUFQSkuO7VLkHKtgAi7sJ1w6YMO7XsGw5ouVYunidy4RRAbd+0TFdGECig5f9CViErpCx0faLve1JKiIAXexMBfNkQ3d9MnOCdw3nBicM5K58rBRkff1+2hlJiLe87vLqyr7/x/TI6lhcyDlUhZUfKQkpKr4mYtFzvQQRVRSQj+9ph3zIX62Isg9rzpLyHtUVGc49owns7J+twjUNVyVlJOZM12+0UclZUh9q70NCl7aS8t45/9vNyOe29lBLhfrkmZf9mbrh36UOyv0W5fnrdfr+9tZ0wlGZ6bFpdwz6ZdEAZnisgoogI2126o6ovNhj1ecujApfXcTHa8t0UV+cgYovbvgTg1uNP8DVf/9fGzmcnwH7QKX1ekZYn3HvbWzl/77vR1JKc4N2MkCskARJtUDmjksYwZOessp27gBI5JxChrmq894iAcw4nCeccwXmcCJqV2HXkFKmqiirUqAjiyoDRTOWFKgS8l9LZIzqUxwvOgXMyDnZ7L+v8qhG0t3u5iuTmtNrQ6YyzVc+90zXvffop7jx7G1JPEzzzyjMLAVEl9R1BI06Ew4MZx0eHHCwa5vOa+bymqSvqOuC9vY9zgvPOataQiZwTmjIadSxf3/eIOKoqEELAOQ9kct6SJRElkQSS1ESdsetntF3Feqfc6yLPnKy4c9azTTVRarqcUI34kEuvr6xtUAOcnOyPPA5GNKJ0NA00VUVAcHGHSycETgiygV5JGQQPztN1ie2u4/x8xXK9oe+VmARVj2oA9Yh4nHfgM84rTsBnQciIS3ineGcTlyZHjkNvzPR9Z6CFwayIIs4h4vAe5lXFrK6YVRWND0hOuJQRVXKKpJjYZjEAVCUrKM4mFgpQZkXzAOKCSjmukHImqZKykhLEVEBUICYlq5Ip/cxBdjYGtrv0nHEpL7W8bMvvVfW7ge8G+MAP/hBNKaKaC9IKVj3DNJrRtGNzfo/V2Smpj+ScyQLZdaiCV4dItpk05+EZeO9HkJGLzx/P67Kd55yjqiqSV1zOJAVRNXCJsQCJ7DWFpGhKZVb1kFLp5BTgSBAV7x3euzKoDWRMDRCLzso2uwYniCQan6jpUec4Co4njm7yhidmnJ48xtNPPc35+Rkp9vQo3gdigrjpCd6x2XaEqqOqa0IE3yqqmaxKVYMPDo8YGKNWdjJatAznIcaeGCMigvcOEUVJ1ulRG6QoThQh4qUl0FH5LQfzwHHleTw2vKqquT133Fkrp23P6S6xTYJIY5WUEzklnFDKAYhHVYgp2rSuijglqWlHMSshK6LQxZ4+b5n7+V4RUyWlRIzWR+q6om4qutyQkqLJ2g0geMU7cA7QDGIgI4OGl7B6iYkclYgSXTYt2ineQ0UmBKGpHXUdqF1g4YP1Ae3JcTsOfBFFnUKAytWo+AFWydlARdWg1mnGp4jmQXV0IAYuOQspZfqcSFnJGHBmNc0xRjWQyeYp6aSod3Qv+Th+LnlU4PIeLoZyv77se6CkFNl3doEJuKhGctyyOrvHdn2O73tyjvQCmUwgU+GL1qMXNJaqqkZNxjk3gkpKaa/V1DWacwGiTKfRZuxQOknOOBVCqFBxxKJym0klVGVW6WOemCs240wRrUxIeD+YHUJfOgsqaIBKBJ8jwQm187imIXlPd9DwxI3HeOJmxd27p9w9OeHkdElKOxKJDLRtj/pAE5VdhEo9kj0pOpJAFKgUAoIXcOLwxe5RVXJKpJyg1EsIniHTQM6DSSNAZaZoxupczURxugGExnkO/CEHC89RcNyaC3d2nmc3npOd0FLT9pGYOiQnVAR1xWwrmmLOBrqCAUBWJeZMUJvF+5TJMdMEa18tgJHUZnyA2ayhRojJkbqKlDuUiPOKF6US8E7wYvqBuqLFxUzfJ1JMZTIRM3ECiM8EB3Xw1JVnMQ/MglDXnio4/JiZQQEH4sho6Q9q2q4IKfqieWQz1zIGLIN5j40DLZMbkhHc2Ic0C/PsbPIrJnTKoOqJSUjJgGgwc7Nmnrn3AkbwSyCPClx+HfgwEfmXMFD501gE75WiqqQUywxiFezcACyZrJHYrVmd3WG3WhK6RNRMLwLeow5y7hEU56TYm9YwMUYzdZwbZ7UUE1A0pJzIzoAmuwQCyYkNmpTRrGjKeOchKbm3a6Nmgg/UdU1GSHmYDb0xEpoQHA7TdDRbp5CR0zBbOqvN1IgSs4ITSA6RgIgniOBDT1MJfQrU1SHzmePgIDCfOc7OlixXPRsvbLtE6npoO2h7ku9pkjCrHY3zpAh9zlQZmsqVwTBwA5mcI3nQYJwjJ9NcFFcwssyg6g1kBntfBCFiUfQZSBA3eHUc1TWhrpgtPIuDmsON53Qr3Ft1rFIPKN4FEME5jziHBZQqedBk1VR/kQR4yIog5AKC3nvTFBOklMbJI6ZEVqHvezQqgYx6xUnGY5qiExuomaLx9IkUMzkVU0kASfjgqGth0Thms4aDxZzZLOBFCU6LuatklOwNuPGlH7rC+7nSnzNUfdFWkrM6z6DJQBzNZFGSs9p0uQAN1nd8troP6nE5jW3WJ1BNpU9BRnCq1DnzqLzCzyWPBFxUNYrIn8eWhHvg75Sw8gddQc4RRRA1gMh5IMuMk9guT1me3iF1LfSmCkZ7GOIgJ1MwjTsx3iVPKnUAGJf3nIc4U+9j1yMiRO1x4lBvpGhKNqgkK5SZJUkip2xaU0UZDBnvHN4BGhEn43DMZWZhoBmkzPYykI+BLB51QhZslkXQFHC5gix4bZHCBTW1IkeByi9oQmJRK46O821ilRPLzYrTdsfts3PqqmY+m3N0eMjN4yOO5g3zWU1TeWI00KHyBFdMPAXUG7OobvxTNS5AiibpESNp8daRSahkskRw9rLqEin1pi2oI+TAjBkLCbQ45hppyQbKkgkh4EMgq6CasQX7DiUTM5AyToSIGPcFhKqhrn0h9AuBW8Alayb2PV3MaBaqgfmWZFqA2ODrekjRgCppxqgUhwtGhleVMJsJi4PAYl7R1J4QvJm2YoQ9TsrgN2CQUIh1b4SulsnEThbwIGHQSgxURAXJZoblnElkOnEFbNib4xnI1n8d9julbKZUSiQdtCQpupNQ5b1G9P6UR8a5qOo/AP7B875ArHObrVpU3BxBlBw7zu7dYXV+hrQRdhkfanpRYq90IgQcvpCVYGSrK54DVcWJIzjjGwZ+RZ3NVoBxLTnhfUDUo6Ik7XEIwTnEGXGnORN7Gxh9jOScaJqaKgRyMrvcyGArz/BuUky+UjvFpAIEelWSE1xT4ZxHk5gd3Ql9VuqQqEXJZLyDuhKYeXJfsTpXcmxZdpF1jKQ+kuKu1IXHO0/lKxZNxY3FjBuHBxwuGg7nFUeLhhuHDccHc+ogKI5cPG+qDs2OhGl8uZgbAy+CM26gzwGVgHrIhtw4l8lhQ09mu11xenLC7ZMld88Sp7vAclexSQ29O6CeLWjmCwNXhCxCymnsAwKFkC/mQNFmB81ms93S9dnMN3GjZ8VMCnsXV0xNY8ISKUViVmIWI3pzAHGIwSahcjR1xcGB/c0X0DRQuYzPpm1Zizqrh8GsM0qZ2lt5DR7tLWTC+akqyZde4Ep1qsMNZlEhedOQO0UvgU9ScjLtJnpBQiLviZsCogX4xJOzL9zN+1deIflUy8BVQdV0QZWEoGTtaNs1p+89Z3OWaTfR1PViwuAKsehKhRb3n3NuMErsNBGCOGqV0oECPnhyyuCtcyhK37W47MyN6z2V82RvnhQbdJkYe3AZjZFIRHKEusZ7N/oWtW7AB0QcjsGtmtGcRodVnxO96wqJCc4IGFOnEXo1PiLuPLkSgiiaO/q+4+x8zbufvsvvvfM2T91ecm/p2PX7OnQ2NZuJoZF7my3PLFc0d+7RBMdB4zme1zxx85DXvuoxbh4f0oSAG92npZ5cGN9Lk+J8oE1K1/VEVVpN9JpJXpDKE5oaJ4HMjPWu4/Rex7PvXfLs7XucLnesWkebA1lrnNS0oWI3W1AvDqgWh/jZ3OpDFO8VnzKSHaKCEwXXkdOabXeC9qeQNyxcQ9PUeC/mAcQ8M04dLjtShq2mkTDNOYwchysQ4BUagVnjWRwFjo4D8wNPqEzTVMkgieR7hAAEVH2ZqKTYLqZN1AqD238wz/diXkk/2SXjTFPMZiCIEsoP46D2/U+K58njcLnwKzmjWhFjLu7/vXtdByL5/SyvCHCRonGk4sHQYs/bgFS2mx33ziJnu4q2hRjVVHeBEBziTV+0NnLmQsQq1ovgnQ0Y76BxPZIzLnVUlS82fUaSEJwi6vC9uW1DCOA9hWah0qoQwYUczpkYYWDhqxAMkKoK573Zy2CzYlGdB8Ix50yfEsk7fHBoEqImQjAQFDXuoet6XI5oD2jHZnXO2fmSp957l7e981nunGxY7TK7XJOHeXKY5XXIEmADTZK5P9uuY7PNnJwvefbkhKfvnfDkYze5cXjALARCcVmTM7Nmxnw2p66CEYO5Z9Mq56slZ+s1y92Gbd/Si1LNGw6Oj5kfLpjNG5xmtikg9RHzQ2WX17TaEruMpg7VntgLMS3Z7gJuVROaOVJViA/UvkKkwvmAuKJdVEruW/rdjhx768CNzfgppTEeSDXTdR19r2R1xCG+pcQ0ee9GTcJ5z6yC43ni4MDTLBx1o3hvJq6Obm4x8wZn3kE8TopWW445ESQP8TIyxuZcNkuktAtQQjDkQpzK6NwQMes0Ddc5JAihqL2aGclvVej7ZGCkRowPHrc/VGbRCxeLARm8PTlnnIO+V/rk8Yevoasz625LUiXGbF6NpMhAiSfTOKS4OUUyzilewIvZ9o5E5cG7jO8STcBARTLBKQEh9EIVKiqtcdmjgA8VfQ9tu8P7QC2V2dgkfDTi0PmAdx7nbSAM7mYtg70oLyWYy+x7LZ1Xk82k4g1oklMkZ/rUk3XDdrtiuTrjzt27PHv3lDuna05XiTYFYq4xipIyANw+lmbwPiiYsS9kHL0kIsqujZzdOefp5ZZFXXFYBSpfWadOicXMwKWqKnJKrDdb7q23rNZrdl1Ll81XlUSQ4KhmM2ZNw81bN/mAVz3J8cERx48f4Jsj6vmaUJ9yenbOetsZgT14BnNC246+WzFEI/bi8aHG+xofGpwPVF6Q3CIpE1xD5aviSTJSVVH6lOliT8wRxbi2WmaoDEM6F+JTccHhQ0CqSO97thqJndBmR1V5mzCcY6BMRPzeVV24Gzf8eY8rXMgQUjH07cuDWws7mwd3u2gx6Qdxe9MGRi5xDKsY2tdlJCtezczy3pOzlj+Kg+Sy9vT+kVcEuJi5aACxHxQWINR1yt17G052gTh7AucSGpXKwhfJxHHGIAVDdjI59/anPVETmmMhGCukz0jOVC5RuUxw2QAIJThoUkddZZpGCCGXeAnFO0fX9TSNQ2Mc+HuSWLBEqGt8CWDyYoNci1dDyxhSNTXXVNdiZ6fBroacMhHzaCXtWa/POFvf5c69u9w5OeHe+ZLlLtIlT09D0grE4zwMpNXAO9gMVu6NoJJxOsRWWBAdrkIUVjvldNsyl5YqeKvFnKn8Ds330OKB6WOkdUbwOucsEECLK7dXNt2OM2k5Odtyvtzxute8hicff4zZUY2rFqgPhCoQztastlrUeKsYyYOXzbRQlUjsNvQyEBMBL47goR5cOd7RS0eImaoK4+ydshDq2kwYrdBckwZtUTMpJ/NGZaGNEd86VlKbJ8ln6iYzazLzeWI+C9S1UOHxPpjJzOCVzAYsJeDSITifxr69B5kpcOyjhV3pG654ky7LEIs1hFOIyN5RIdkmTKeFZ7JYKtSNniWLi9E/uuDCWAFpRGoRR0qwWfXcu7PidN3SSYXWNa7as+jBpTEGwEkNmA4patGegoWIC5kYM33vzC5PBj6btMNrAu3RFHEkXFziWqXeRhYziwlpYqRygkPBK45s5pfYbBmT0vUJHzKhAl+CoQa7243eCm9xKRmclxLDkQAhp4RmQVym7TasVqc8e+c2t5dLzlYrzrctuyR02pCpUaqisQgpdmWQ7gMJLcKzPF8crqjqOsKiebvEudGzkCQRlDL7loA7dSV4VkkEOoq3C/PSDJ49ChkJShs7nn3mHtttYr2NPPnk49w4usVjzZyjGzc4Pt9wcrLj/GzFZrMl9tEI4+wYzAVxEXFlYhBrzwTE6MjOEYsJ7MSC2pqmuIOzoFLhvEC2fqQay6yfSgSrs79sBKloheOo8E0Rv9tRVx3NNjKfbVkshINZw0FT0cwqvNdijpvG4YvGOJjne4i3yfICtgzeo+Gc4gaahnnKJW1nAIcpROigsZcrxucNbYPhr/g/wmaRaYZD8Fsus24mRWG3jbSthUGPAXZK8QaJhV1gzHrEgt+cSOEsCsEpRtZmMuIDVQk5RxM5R0IJz7dZU8i7DbvNirPlCeE8MvdK43sWAeaVoNpBEOqqqMziQBKu7c00CpXFqIRi1xc3p+hA5rpCQINIjxdn3oGY6WNiu1ly996znJ3d5e75kjutZxczPTW9OGLx5GiGHJPF6tDbwCmAsledS51JRNwQBCcMvgwp/IEgJFF6SYSArU9CzHx0pjmoM8I0aTLXujnNywRazAEYiUclsTxfoXIHQsPi+Ba3XnWLJgj9dsPdZ+9w+/YdTu7B+fmKtrWYDQuLFwQHGkqsUyZLLksuMm2y7514EVx2hWMxzori5hccKZlN6qQ3M8ODy4JFSPjRo2QhAaZFSCF9iYLuPLE37ia1iix6WxYyczgsStd5cxjs63WalmggDy+KXAIba6f7EWBow1HzkCkATTOmFA4GYVgLZRVRXOPcX4ZHLa8QcFG6LuK9xUugkCLEXthuO7o2llldEfE4qy2GqFKV4jmSzAV35KCSDg3vMqIR8eZyjDlbAF7w4B0iNT5UhPlN3EFHOHyCbn1Gu1ux25yyyVuOGsfhLBG9Mmsq6sr+xnD51hNCVQLCCrGXbZlATtECs7wvBGVGcwdEYh/Z7VpOz844PTvh3tkJ6+2G1S6y5oAue3qELpv7XHOCpEhKoJnsimkydFCdzHZqIevO59JZXXGNZsgONFvQl1PweZxlVZyZcBSzU1wxrQa1OyO2GIYSulNmfjUAUoemzHq14d69JU++qucDXn3MzRsHBDqODytu3Ki4c6fhmdt3OD1dsmt7+j7RJzNZUON6DJhtZlZs2YQWrclna8+uz8a9yJS/s0DArL11gWJimS5Z4eWHnCsAACAASURBVPB4PCoRlY2ZZ+rMQyUBpSLGiu06kduIdi2qynGuzJvkB0DN45i+3wi6tLhxUGZK/xy1iiniaOHg9usaRp5mvI24st6r3LS4snV8yKBMxqvw7ZHLKwJcUs6s1ltCNQwAiD20O+F8uWKz68lqaytswVYcbdAhFHpoUS3BVGBreAQHvrDxmGngKAOvBGZ5HKSyBCEJQTI4oTq8gZsdkrot/eqQ9vQZcr+mz5F5lZnnzEEuRFyxn3vn6EOFc4K6RBUcZbUZmhJ9zlCbN0nIkCKxb9lsVpyen3P35IzT9ZbztmfVezbRs1OhT4k+JeMoRoOLAhIydigjbq335kEbLACR82CmlSHqBNE8Bq0Z5y1oduTCI2lZoe3KwMwSUIpbFCExBCrmogcVrVDsqOaExkRqO4hKHWoW80NmNRzNG44Ob3F8fMKtx57k7Pyc5WrNdteya3d0ux3b9Yb1egudkNWhyRXzIRc6XUEshsU6k60VcoOLRjIpgYhpjc5ZDJRH8GUaUs0WV1y0XfLAp5jJiDqSZtpUwTZaHFtKaHbIgRBmiviMOounksxIqutQjMudXnSileT7zRaZRqmXXXt+eBKQeVG7GYyjsT4KWF6hFD1yeUWAS9f1vPOp24TK+IoQjD/ZbZU7ZyvaqMYtiBROoQwvsY6SopJiMk+NE4KvbMWrUhaNWSdxCOTMsOy+DvbFWafOiM8EkBGfCwHqyb5CZoF5VdM0DXF9j9XqlHa3pI3Z1HfnmAWz3xWHuJYkUPuE+hqP2tobyTbgktn8SiLu1pydnXB6dsbZcsWy7ThrM8tOWSehjQZ6OWdinKjbY0ezHjZwO8pgXrI3+8FU5YEWQUuQl02fKrY62gaEK+aIAWZWO9eCdgdNaAAvu6+1hiMPrtTC7bjCyZQ4d/u3mDtVNaOuZ8yaQxaHN3nVB7yOGDtWqxXL1ZLz83Pu3b3NM08/Tbvb0WlGkhv5BFslbCCWh8T8ZRCnwTU7Qm4uK9IN/JwYLFmdlYBGFSSHMUwATWSnZFeitJ2zYMHsiZuePvV0KdJ2jqPjiuYgTLw9nmmSx6u0hiENghG0ey/Q1VLe48KNLplL0+3peUKJ5Xn/yysDXPrEO5+6R9IWkURVBapqRkqO1aYjipGWtkrXj3zCND5ARBBvqQSqkkIBjLuhoHtOmRQjUu41LGQclwgEAzARi4CMOYKvwAXEezOBFofs5sf0p+/mbHNuywHoOWwsViJLgq4jCvQho84RVHF9TxDFSyZrj8bMdrfl7PycO3fvcbpcsW4j66isOmWdHG129BkLJGMY/BdjKMb4CHRc8jAsypzKtGPu+a2LnXaok/099+cDJZq5pGkYo0f1ilnRTC/NJSSeRN93bLcb1us1N2/dxPuapvHMFgfMD21dWNbIbrtlvTrn9u1nid2O03v3RtAbTA69/CydmA5QolEnmgFCzn5Sd9m0xpJaw/A5oFKbBjMEraVc4pMG8zpAifJuY6aNkV0LXUrcyA3zRc2s9iPnY6UbCNup6IU6vvzvIINX6PL+y+04/W1xNS+DmnKFvCLAJSusO9i15i72PhJCRNWbSlfcfDDlEaxivffUdQ0i+GAL34aoSfNAlehSBqCxgDYAyhKBXNakUAZvZpj1hk4K6rxpJb6iCTOqxnH+7FOcbM5oY0sXA0dzJYsnS0ct0O/MNGkEfErU3mJqUmrZ7jbcOzvj7tmK0+Wa9S6y7jKbBLvkbLW0mEkSSqyGmwx+N+amGVRwm72HVAP3R4Ze7MTTY8P9psAyXfw5iKqF3GuZ9QdwGbiQ/YlYvdvNAej7jvOzM05Pz7l583GOj5TZvKKpA7Wb40TJqSN4j4iy221ZLObUTU1VBbxLZQ3NVKYemQI6ymg2aiGWLfLdDQqVFQuL6pZsAOJcyW+jjKH3RuMNF+xNSyeePgXamNi2PZsusWuVmzeEWzcqmpkvXIiWvC957EdDeQe8GJJNXQaQKahcpdH8QcjN/ooAF1XoOoCmBEy5UcUHynSlo1dpEF+iYUUEHwK+CvtsXloynpUYDFFFvC8uVoteTDnbMgAfEO+KOqyk7Eb3sS1LMC4mD4PTVfjDxzlwgc3dZ9gu76LbrkCSs3nRCbVkJCWc9+CgTcqqbzlfnnK2OuN0tWLZJlbbnm1vaRIiYWQvqpLQqPH7ZE0hBAY73DSUbKDglJzTaDoNWpnV79VeiOHPjYDsLoDMcN6+nfb1qVyckLXYXIM7VdUbr+DsxD72nC+XnNw75datNcc3Opp5g6+G9ytJmVKkqgKzWc3h4QFHh4fMZjM26x6RPCpKQ4ZBVcY1ZNNUbsOAVZ0Qm8NG6VRSuBWHQ0twXFmjSiqxSN4pPvgS02OTnSJErekztBG2XUfb9Wx3npxqnnhMCb4y7dnFAvy58Cx5fP7YLg9pp8ttBvv4lwttsz9xv8k+Rub9La8IcBlUWy9NSc+INYJGMqkASwnDvjR7D4NCfMmbgRRV1uOcjl4mykJCLRrAkFAoZnO1inME761jZjG3dEqI7nPEUEi+DPRhRnVccauesZvVbO88xdl6YwSmRcrhNBBioq8qoiq7dsfZ8px756ds+5Zt37OOsO2EqIGIw7nKLHZVGgd1FQizQ3ywAK66rkkp0bZt6ZND1r04phuYmoxw/6w41voEXC5rLnbPfafPAxdRzKLBPDFq1RxNI+iIAN74sZxRSaTYs9tuWa3WbNY7trueXZeoZkotHh+8eaKcRVmjFrQYQijetUmuF83DA63r5InWMlppRv5ISZSkBZjsnHJMDbAVjyeM6R4sZacWzRcooGOKh4I4EsGcDOrpe09cmRbTpw05Rh57LHNwuKCunfF/ltSh1LyZuFOzZmqqXmWuDu16ldZ51fZUXi4t5xUBLgPrHUIxWTSP6DuYQ1nNzeOGDuf8fiCImQNjVt3pTFzCpqEMEmwFrSVsLIQmjFGSLnh8dqg61Dk0WSSuMfrDzGOuUFygOrxBFQywVrffw9l2i+rG3H85kH2gFUffR1brNcvdllXfscuJXa/sotAnj7jKgEUcQsJpxGnGqcWvWBSJZbcbgg3F2XL72Fsk8sC1XAwRZ+RiLtb5nsOaairTDH3DPQbQGvZLcfOavcioKYABzZCpbwCfYT1V20farmfXdux2HX1MpFSIYXE4H3DO8tjkIZVA0UxGz0vhUwawd8OTdDJAh3cs/xsSIgwGkyk9A4EjDGkmxjirgRDHgMgwtTjANYOzrG+22yM0dCkRY0+KHbmN7PoznkgdN28umLm6gByFOB/DK9mb3vYm49KQoXoHPvASPziV+/bJ5Z9Xg86jllcEuCiKSo8LHuelhMebfjr48V0YPBkUN65VWMxpjERVCmCkNGaWu6DiUzRQtVnATAxIxRUZU8SrWrazYSoc8/Fa48eSx7IigjqyVMjsBvUTngbP8tl3knZrxGVy8lTOBmAsA2sTe7Y5s0mJNkVy9qCheDHKSlax4MBIIuaEa9e4PhjRnUrmtZLnJsZuzOl6FbAM2fbGhFkwxuSEYd1MmQ2ns+Nw7fTfUSMatAIok8GlAU4ZiBY9gCszf9tH1tuW5WbHersrCwt7+i6Q6kATKqp6QdNEmuaQuj6grudUocGJxzL4FLNM8x4gylIGHdxFuZRAtcS1lIbXYeGDDWoZzKicLadO4VqgpEfNAwAMHjR7ayemlQ1ufDtgSyG2vXD7tKKTDdnv8E2L9zep60NQV2IXe0YlZjLwBy/cRQtnz2jdv7Zof84Dx1YxH3mOcx6VvM/gIiJvwL7F+2psXH+3qn67iHw98J9i37MFeFPJ7fLge2Gh8Eq64OmQkvrQzB+zYW3Vqw2AGONIYI4DqNxRFMttAiPBm+L+3mZRFBMLC98u72UJmpwQk+lCQ+Z82x7W5Jibssc0JZo5s1uPkfoVm7tbll0HEqi9ucD7nOg0sU3218ZMX7R7m6HMg2GpHkqgWMr0fUQ6I21DCDRNQ1VVqA55fYtHI19NeA+AMTV7hs45eNSmWslV9vlVavgAghRP1X6gUwaycQyDWqoi9DGyXK04Pz9nuVyxWs+ZzWqaqiL2ieAqqrohzw+YzY9oZgccLA6ZLw6o6xW7XQL6suJbQSysYOR+BpIUGFaEJx36i04PlmImA+lsQYbqXMkZY22ubuBsHN4FqqqirhtCCMTY07Y7+tiRUqk7X6FZ6JJwvlpT1S2Hh4F5E6mqEmEerG60RNkM2hTjxMAeXKZ4IDKm77zKPLqvrV4BXqMXo7lE4CtV9bdE5Aj4TRH5uXLs21T1W17IzcYETpMKCSHcV4FDpU5z4F5YMZoLK1+WoGvRbJxz5oYeg+8svaLz3jge73GpBFrlkomuqPMD6g8gppqJIkhJhitquUdCE1gcH9FvD8hpS1jMqIKn3bVs20Sn0Cr0SUjZgzqchIn9bc/K2ZYlxJRIUdFsJO2QUmAgsYf6CCGMSa+GeJiU94vnhutSSiPITIFlCuiX6/sysAxub1Pb9518aItxH3stbKqYb3c77t27x41bNzm6uWBxcMBsnuhipq4tb6/3kbqZM58fMpsfMpsdEKoZKi1ZbcFhHmJtRHE6BbwhCldHbW7C4t4noymUJsH3agsZRo2gvNtsNuf4+JjZrCHGyGq1ZLNZs9muGZLLq0B2gV0XODvrOD2Eg1mmrjrqmSD0ZI04AgN6SCn8RcCYRFvfV977eZnner/hHd7f8j6Di6o+DTxdtpci8hbskyIvWC7HV0w76rBttm8eOYC+7y+o+04sv8oQQDWkOsypZCkLJQGUG0LXy2DK2dIrlnubhls0pgIeOWdiisUYKOniy9ogzdEGf9zRbs6Juw2z+Zyj2YJ5Be1uw6pr2fSRlKFLljBa1FM5R+WrAipqIf1YPmHjOQZt3so6fIEAGMFh+hmVC51T93ESl8ndgSQduJSrbPnncoNeNVin59vzYBigIvs0ELHvWa1WnJyccuOxG9y4eYvDg0xMxqspHlyFDw3N7ID54pCqWdDMFtRNT9srpMhA3Fr6R8/et2jA59xQpoHTkHEQ5xJIuQfLol3p6MQGBtN4X2/2BQdnK6Odo65r2m6H946ULFI7qZLIOJ3Rdsr5mefGYWI+b/EBi69h4I6ursOL7Xg1mFxlAg/80lX3fDnkJeFcROSDgY8F/jHwycCfF5EvAn4D025Orrhm/G5RNT8kF45kGDSDJlPORRViTON5sB88OWecdyW2QctaFIwyKYDii1t3IH0tDHzPQ+TBVAgehyPlhKs8LhcvVBTaXUvSntmsAcnk2CGpJ+3WbFcn9OtT5l65eXzAPMBudcryfMVm19GlXDKGeSQ7gnjqqmFxaKaBauTk9A5ttyPlyP4DXmGv0heZmoYDQMCejJ2aOVMidzCFhkDEy+fe5116gPo9cADDM6fXGCdTNAi3N8eGHJ9DmdfrDav1hu2uY9tGFl2mj0oVbE2PDzVVPWdxcMzNW4+z2SbaXti0iaRd+ZzGkBDJF87H0j1aImy9kMLgIsCWLPq5TDxgXIwria3zYFYVb1Opg76PbLfbYoon1usV293uotaYeiJQScCnBatV5nwZOTp2zGblixI6LvG8IENbDOA8gOG0nq9qi1ErmUyMY/uN5/0B0lwGEZFD4MeAr1DVcxH5DuAbsPf+BuBvAH/u8nU6+W7R7Phx3W63o9quqoRgsR372cWNnqLh+LQxYuzRvnyvJqXykSozb6oQCJUtCYiqlqMVNZNoADNxI8AojNqMltSFoTRYjJZV3tEh3Y5us2R9cpt2eY9FUA5vHnIUhNjtSrY00540Q4oKSZj5GTcPb/Lkk0/y6g/8AI5uHHB6doc3v2XH3bs7+74OBi4ObykU9/U2mjFTk2Q4NgWTq7iS4ZzBTJomMR9kyru8kC45JYNd8eyN5i4lYZYTQmXdbrNpWS43HB60zGctTV0RXMmXEmqa2YLFwRGLxSGHRy3H28hq05PzOTmZFpljhhQYUk2oRlvR7SBr+VzNOI6ns/4wJq0ebelGQkcvTtFTneCc9bndbjd+/VLVPo4WU39BS0r0JBfxHKE6t6x/65Zd68i5wVGZ5+9y1O595uhQp/u6vcpdPbzP8K/IZd3l5ZMXBS4iUmHA8kOq+uMAqvrM5Pj3AD/9sPs4ccyauiwSU2LfEWN/cXZUIfiALyAhfp8fN6dE6ntQ42lcXRsQlQC5IZo1abYPXBW+ADX1NKZkAXiqxD4SnEe8J3hfPk9RZhMnVLWHnMjbFdvTe5zdvU27PKUhsbh5QC3QbTf07Y5u1xG7WBaOaVn672iC53gx49VP3OK1r3mSxeGMnNb2ZcQq2JcPUy5xsKbqDqCnZW3VkFpBrILKMb2gVUzaYdRYLvNa03Mub192X4+ie9CZ0BLFHNlrPyOR7G2tjVMZE57PmgYFdm3Lrm3ZbnfUIeCdJcfGV/i6YTZbMJ8f0DQrDg8OODw6ZNvuiG3C+UB2GenETOCsgCvJxAceaChL0VDzJRNjzKuyTw065td1oWQVxPivvkWzJfiW8hznSx7ekjUuCMSS+iKp0CfY9Zk+aUl+LuavZ//cvQVk+0YeaGLmDPU9ktmXnNnjOxTO8T5r6GVAnBfjLRLg+4C3qOq3Tva/pvAxAH8K+OcPu5fmTLtcoQJ1VZO6jqxKqCrms8YGdllcmFNPl9QyivU9LkOFBcC5UOGDp2pq86iIfZUv9sOX5koqyuErjFjDdl3PzHsqF0gp4jNQvoOTy3/izb0qmsja0q2eZnX3GTYnS1xSqvmCuj7ANzN6bVn1pu730RbZoRnvMpXLiGw4W76Lt739GW6f/A7HN24RU6RSmPkGCfY9miSD48U+eoYo6gtnJObRsC955HEluHldh3iPkrC8aBCDJvhArWWiecBFTWi6P498wd7NvedWzDOnxQA100VKSIGQY2S3XZLjLSRFVssluxvHxKMDuhRZd52R5eJQb58bOVgsCMERAtS15RwO2lDVNbHvUQeiidSLpQuVTMrdSO5mZfKxssw4JA2ZQRK2oNJCHHL5DowPAk6JA7med2RtS60GUi7LR0gWciBGxNe5Lk/q6VzHlkynQlTQbF+U0GKa7WFjAJY8lm2a1GvghfDscxXBuCq+NF/RcMbszeN9Xwar6EVpLp8MfCHw/4rIb5d9bwI+T0Q+BnuddwBf+rAbaVb6XQlbT47tZkfWzPFRIHfK2fmZDaQQSA5cXRGqQDOb2xLYwsWkviemRNd3hYyFLkZCXdFYmjL7yJfamh/vgyF8U5u7uTRUzNEyxVWBjH1J0Xu1zhYzfbtit1yyW6/Rvie4wOGi4ehwjnfKerNhs9vS95ByKLETjqYOzCphUQuVZLp2xe2nzrnz9DOE2j7vWTlHCoOmZXNT6i2ep8+gMnwHGLzzJakThJLnZer9EWQElSGmZWpKXhUzARd5lCnncsEE4/7JcKrKywR0hmtzNqDcbXecnZ1SLQ7wVcVyueLWrZsWFauUgR2YzQ+I6zXzxQJf1+A8B4eHzM5XZHZWFnG42iJsXXDEXtDUM8QBWWTt3iV/QWT/LmCR4aXwDK5/cb6EJBSXMbZ40fl6XDKSNRvQTMxJGXUKHf+j1FlRmvdqx179uFS+SXkLcFzQ5vOg/ewvthy6F9ts+q7vT3kx3qL/m6uVref/raLxXkB2hFARpMLR40QJrkGyx2mgmlcGFu0O8Z4siV3ucQq1r5gtaoKvxqp25cuHIo7tbke7a2lmzbhi2okQCvtfhUAfIymavS7evvPSp5J4WspCM83k3NLuVrTrHWnb23dqgmMxq6kqx65bs16v2HU9URt8aJg1NbHfobnFecfBouLm4Yx+27A8WbPZtbRti/gKdSXJs9jAESfUoaLrIUeL8QjBuCLv/KjV+8JxDGuL9tzHxUF+FccyiHDJU8El/mXqtZheNzWBhudNPlkLxXRNNpK6ruP07Izm4AYHB0fkbJ8qaXcds2aGE1vqoMG+BjA7OmZxcERVr6jqOGpisXxn2ga3kbOhqsmjWWBZ7FLsbGnBZRC94LGx5FTiKB+kAdVU8hsrwYOTmkxTYq4cMZoplnMqpO9gqFz6JnPex7AYQDwfG0XuK68FB7K3QYfavWTSXgwReB6PekTyiojQdU6YNXMUI0y9N9s79ok2dbY/JbIo4hyH8zmCsN6sSap0gEue3bZlt9vhvWc2nzN8rL7ygc12g6ZEOLKBWdcVwVty6eAdopkuWbMntRW4MQ9ehUSWnuBacrditz5lu96QY6KpAgcHCxaLOTEmTs9WnC87+uzxzTHz48c4XMzZbs44v/uM8Qs1HB80HB8dU+eKwDnL9cbIQR3z+NuAwOHEE+qAeNh0ncV2lOmvLPfBjV4wN/47dfFPlwZcZeoAV2oyD3NlTkFs1FIwdT3lTC5rrYaULnZexrcdq9Wa3a5DVWjbnq7rMRexfbKDqmF+dJPlpuPo5uMcr1sQT9PcNuI+Rku2XWJepGgdzlf4YCRv27ZkjRZN6y6+2zjuhsEqaqaRM9e2U8VXlg40pkQSyysUQrD1aVhmwVD5SSJ0P/J5DFzZCNg6Iakm/V+krGsayOUS/j8BoemkYPFceWgA9sGM93sHh7y+Lwfp8ooAFx88N564SUqJrusIMZZoyIqu69lsN+xSa4Stc2zXayPRtCxuqyrjWLpEans0KDKzij49O0MFbt68SdM0dO2WnCNVcCWDvYwkWAj2XeHYd+TsyFFQ9Ubi5ZaUz+jWt9mc3KZrt4gIVV3RLObsYuLs3inLbU/igGpxg8WtV9McHhrAhQrf9uyWt9m0wvkqMru54PDoyAaK2ucw+pzxmkdS0mawCkKgmc0IzrFqW3LqkfJ1SIExpclUUxmAZro26D5vw9jXhzQFU7Lz/g451Wym3qEhHsm0irJQL1sUcSqfih0+lVpVQl031h5dT+wjznmqqsE5T0qZlKxts1T4esbRjVs80SfmBwe8+z3vpm13FvdjhR9ewuqrqiwquuvIyQEBpb9AnOpk9h/fpzgOhsz+wQtVsDy7qrYANpBwhfur/n/23iXGlixL0/rWfpjZebn7fURERmRkVDVN0wPUwAAxYgBqCYkJiEkLJiBAzJgxoGHAgJ70AMQQIUZMQDBpgRBCICTmIAZNQ1VWdVdXdVdmRmTEfbn7eZjZ3nsxWHvbOe7Xb2RWVWZktBqT/Lrf48ePHzezvfZa//rX/0vNWFBIxp2xIUWpbeAKvC/duXNQd3JRQj11nitc296rv+AzqVppXC67RJen4OI62WX8h3kqWgQ6yFNGgxK6YG1jyeSQ8YNnJRuC83TOMx2OdmNkKx1yKRxOR6QU+qrtkpuuCRCqHYSIsNlsOJ2O3N29O7fuxC5kI3nNaUQkUkrESYeoovOM6Eg67NHxiAs2fe26wCkl7l6/5TQDfsdm94L18xewWTGjzCUThsD2pfDqOHI/HQkHwcvIJzc9m+sdvgs2diJi08P7e8bj0VrYFaTzIUA0K5C5KFmNvEXRxez8soy5xGA+RJZ7fDxoX8PCaIbz8NxTIkaX4wPtprYgkesaPnNLVCcOhwPPigUZrep0Tvwy8uCcR72QCqw2V6Rc2B8OTPPEZrfj9t07GgCaSkEUVATvmnUKhNCRo1n+ip4etHXb5+XvUK3BpUAFoH19POdsWS+KJ+OBOJjI1JxOTGMimZy5DTT6OghZLOtN88w8e7MnpnK4xPP4aLiQ976qxxnl//G5XugEbRN6lHE+JNo9uUd8J8f3IrjYrj0x5cmQeoU5JdsBPXSxx8eOgEPnTNg4umBAadJCFtvhgzqoanOlFMbDHu8cz29uEOe4ffMGXGG9XoM4xmmkXAChRQtdZ7agkPFuwDvBi0dcx7gv5OMRHU8IEQmRSTFbzdUVN8+u6VbP6Fc3lL5jDNlkH2bjW/Qh0F894/TNyDwL46mQFdbbjXFzSuFqu4Xtlv1qze3bN9zd3TPXVniZTnRdj/Qdc1HmLEwk0pSZi+3ixudqbWtLn9sN+jisLGn3B7IXeEjYA5abv7WdW5Z0boEasW0us2WBKQGu4lVVsqJkpvHE6XhkPJ149/YNm82K9XpN6KykCV3BiacbDIh3MVIUbm9v2W5NgkIwNnMLWgVqN0VNnwXj1IQwMI8n6/a1P6y1rpdMrOIlej4hpWTKXJjnmaJK9IWrbcdnn75kd7WiaGIcT+zvJw6HmeM+cX+cGcVkHHISSjbbXivjjNzp8aQLPMrez8OyVhAbrPR+uZaLYBqKFIdTc5VoJL6nMqAP0gm+g+N7EVxQ5XQcTThZ7C2J2KJuUXmeZ0rV5pBo06WaDYMJtWYVb8OG6ZTJk8kTRCeU00SaJ2ScSGTe3O3xwdB+3/V0w5oQI7lY+3uIDrwniTDNE/M8kvbvuH/7iml/wqUIDPiwZlhfs37+Ejdscd0GpCP5rt7kmVisRS5ewM10L6453X3JdLrFhxXCms5FcuiZjyfKmNhtt6z6NV0/4OI3HG/fMCUjb1G1ggOmPO8pjDrh8mQt+mKOiireduPmnQxwNv+w0/5oEO7cmj3vfJdBpdmoiLgHbOrHoLEtpNnawuXcN7GQZwthGu959fXfQ8uJNB9Zb9Y8e/Ec10ek82iyrlrnPa4UYi8M64gLAJlpOpLSRJpHopjLoBbz71ZAggVA771RS7oNFDtPppyjqFcSnqxCSraYvbPsxws4nQm+sN4U1uvIxy83fPqDDS9eDDhvZVBOA+Nx4LAX7t5lXr898dXdzP2+MGpGHSRVUsmIekIJ+GqL8kCkmye6cdKAZdsYirQAIlA3Yafvl1cts2nXTPX9LOm7OL4fwYWzrkg7Fi5Kbak2wWXzJDIQ15iv5ey9XMypEFWC86zXG3ORmRNzTiQ1gHG9WvPs+QvuDweG7ZbVdksull5P04QDcspG8EpzVbAH3JoiW+h6+tU125vnrK+viZsdWbwtavXmIlAUpFBE8d4RQ0RinH9AZwAAIABJREFU5PnLl+i7n3P6+7fcn45MqVCcpx/W5FQ4TTNbhNVmxXq74fr6mv3Pv+H+fs+UEnMxqYYxZ6aSGRAmgXvvMd+i2vzUptDfsAR+MaanFbu5KBdbEAnBpoJj7Oi6HmCZ8WqMae/9MqVuH1rfwwW2UZOirHB7+47TOHE8jqw3Oz765BO6oef+TsFhoLszMLXre1brNdfXN7x99cqu9zzbPaDngdJpmg0vKUaKjDGaUJj3Nvw42y9ftLTVxMiVUlvY1nYehsCLZ2s+erHl2c3AbhNZrwO+L/ig2B2oyOBYrTuurjqur5TttaN7deLrVxNvb5X96CE7tARUrNQrnrPUansbF+f8AfuWB8nUkyVdkw65DE7nEvbcav+uj+9JcHnImmw4AZyH9aTyVlokz7PJLUynkXmaFlDLO8cwDKxWa2IXKbkwa8GveqQLlGni2bNn5FKIfYf3gXEcmVKq6nQFSkKdMI8zBRsT8HFL93zg6upjRJWw2uKH3lTpnEfFJCCcKtH7mkn1SIEgAYen5IzzPevdDcfuS+6mkfvTzI16xGM3X8mMcyIkUzJbb3d8+vxz5mnCiTBOR169/pqf/OyPef36G1QUL8LsPNlBEiVXcaPWtmwBWn5RgJFzhnL50fcGvnZdt+ycbRQjxrjskm3HTPVcPsZ3HuI5BSmJ+XTk3ds3vH39muk04sWTUyGNmfE004VAyYXj/sBhfzSoLbcWMEuZNc8zpW4OIgbMLwvQOSR4iI6uG9DsKWlqf7J1hUQpTnFO6bvCixc9f/5HN3z28ba6bs4UEtkFqvYekI0/4iZ8p3VsoRBjYdN3/Mw5fvbVkZQdmhynOTOSCKFH9AzWLlnKRfkJbcbp4pw9UZ4+Pi7n7ez5+htb5N+L4FKKLjdHO+GXmiVAAxOwodiHQSWIo4uRGEwGMlTT9MN+IpeCOmG13RC9NyawKuNpJPQ94+mIel/FojKlGABI5Ts4VWtZF0Fcz7AZrEzTQsZRsHaxda2E3hvonFOufmM1Hchii148YdjhVzvG+8Tr/YnrMbMOAXxPEZNL7Fd1tsh53PqalXMMXSTlE7LtOTFze7xjHA+oE4IEAg6vGaetEDp3RewG/kVXwtLwy8DSdIrbLFfOhabl277Xdsm2oC8BcvhQixusRHLkNPH29WsOd3vynGsgVuZxRtdrwFrVp3Hk9t2deUFnaommqKYH5MHLLGB5T0mQEglDj/cDqkLJVQ9Hi+Eb2kGZEU0MMbBdd/TRETURBIrrmOlMMIwAZGPbqqJF8OLYroJZyiTIU086rXh3fzD74JyYNZOk4Mol4e58XL535x7Ojl1mNo/PbevWXVID7AnlN2Qs8j0JLloRebCT0vRtGz8DrEzJJdvcTSnLnE7XRYauW5T/QawESolyEZyCOKgLJKXEPE1W9zpzHyytvVfU7Dyco+tMSc7HSMqKSMDHwUCy+YiImsiUM7GrIQ5E5yjzjPN2IxQUKVCmwqQz6hPFRdz6ivFw4O39yJev3vLZyxeE2CHzzJwsvZ9SIgAnzXjEavQusH35kh/1noNO/PHf/yOOxxMUxRetZl+2t5baEtWlTn94PAYAW3focg6pXY/T6VSvk3EmQghsNhu6Osd1GVxWqxUhePb7+yc7S3ZUPQkyJc8c9nvu7++Yx0Tvow0kFgE1X5++X7MeNpTa1vbOE3xHSqdze/aJoc2Uq+Vs/XAusN2uWPUDaR7J04k8jTZtr9ax64Nn6AZCiIirNrYUSvGoeBsmJVgJlWrhsmQYQohwfRUIbkV0ypvbE6utcrNb0fmuGrstF2EhL75/bT6shfwUc/pSr+cMKbjfBDkX+J4ElxaRL0fXH+vBarab1CGE0BHqAoiVqZpK5pRms4TQOneDIEUZjyfycaTJQ242G+bKpWnT0KpaB+wE3w30XTABKI+pBagssyRIoAuTKcZ5h1YXP9TcINFSxxAyLjtCCeS6Y43TTOcjq5vn7N+95Xb/FvnmDZ3v+OS6Yjc5k3JhTok0zwwu4xXMsE0YYiBun/HZx5/z+ps3HPdTzdCFAMyceQ8fpJbz/s16WRK1lLuJgZ+Dv7FnS7HOWtdVY7mqb3LeeTeAcjgcllL3waFUuj1QCqfjgbu3t7x7+46PhxXRdRh5zYKZD4FhWPHs+Qvevn7NarVhOk2UfJaWuKT4P2YS+9qmjl1Pv9qa9kou5HxEi5VFMOP9TD84ho3gB6WEzEwdItUZrX7kl2ODVtpYkMkU1PUM6xVdDAx9z2efviAOsFr3eDdYgJTpwWW5fN/nrx/Kjj44ffV5l7pH7XUeBnP3APT9Lo/vRXABa/vllC2jSHmRcIzBUnIfOstYaoDRYgs4UYlwArMTxDuiDwyxwyFWLolHc81YtNiYgSoxdrgQ6gYpdH1PUYe4AR8cXmaGzpkYlCpadTjanBPO9NzVWZPTCHhGGZ+nxDxnfDb2porDd4Gr7Q0xJnTw6Hjk5393z/448vbujut1z9B1zMeJ/eGIeMG7wJDucaEzwasu4qrEwFW34Wa45uD3HNKI0ybKdJbDtzDTdi95KoF50C0qOZNoXk4XxDt08ZO2gF84HO4BZbPZ4n1kvV6xXm8o1iZCxDLBlvVcgsoiDifnFnlOyZwW371jd3VN7DpcdBwPR7xzjMcT05xAzP7XeQNwffCk8SH35r0PNWH1YehZrzeE6u1tjYSAlhmk4FzBh8xqJaw2ShgShExGrQDKGU9TJvQgjWDXShfjyWSNZhMcC9c3HhPnzvaRwRHJzFyOJT7mINVq1nSHHgWPp67dU+XSubP0D3O3SAv5eLABsWJdICmWebis6GwdIJtAVZIm00b1IN6cFFUc4juCBPrVihijlVc+E693xBiZThP9nBm2O9w8068GxIfzaJk4Uk6gR0jgY8Qo9kIIkZSMt6Ik81IWZZ7Oyvup2ZWkTJ4VzQHnIr4f8D5SpCClMB0nUkr4zZa4Hphu33KcjpzSyHa7wfs14/HE/pgQOeKGRNcP9G5NyI4kQtFEptB1EEKCmcXyQ4rxfbQIFG+SilqsfX95Q7eRAZEL6w4rQUs24l7OZ6FzJ0YV6HzE+YQLmRhKbfluUAJzOoIoQYwgt9lsF8YtGKpj+E/VT1EB8RQV9vs9qSSyzpymPWEC8WqykjlxOh04Hffs9+9I6UTWkVLmBx2Sx2Qz5yptoffE3UC/6ewazsnUBKOxgDUZP8fX9m7UQMiCVzs3pYC4SJs2bi4C7Twug4ni6eXc8rf3s8IcJEzCVOpYx/lnqiOBtA+pk+cPy57L8uhDJdJ7jwkQny6Lf93H9yK4lJyZD0ecD7Vl2wHGXXA+WCs6WXvaOzF92Eq4Uy02XyMFkVQHHQsx2ABgFiHGwGo9sF4PpNEwmNhH+qFHMfGoVKDoTEozoWYmIjDPzcHQPZAqoP7uaZqrlojR3efa3fIuEsOKEIzSnrL5C7ui+CiEOLC6dujLl3y1v+U0nTidTpTNwGrVQ86M48ThoOgM65xR5+nwVezKWqahC7gY0KlU/WBHcCZuVWY1zIdKXqN822WgyTOcS5hzm7NlkE48MXQ455nLkcNxxJ0OlLxhd3VNKY5xmuiCUnLCOfBe8P5i96WR7SquUB9LKXE47JmmkfVmQLHsR6C2w20HntNMWbLJM4HsqRLC1UHUrhsIfk2a4XCy4dJ5PCCS8F4ItWyyjKr5klszSNTAVSEscgd2XGYTjxf3+azaJ3OPMJf6drYvg8VjXhHL937R0a7Zk0Fm+eK7B16+F8EFxdpAogs2JkHwvfEqFJgmJYkpywWJBO1rr874DtN0Mnq2zpwOt5T5iPOOdb9iTiPHuxEnNtA4TTPd0FN0qjYlSvBV6FkdomfFu8bbaN2sM+BsE4ON3l5a61VMY7XvekQ90zxSygkEYu8ZVj0uKilPuCKsd1estjum4x3fvHnNOgrx5oau71AtpHnihEfGEecPALUlXMWr+gHfDXAyYaToXR1XSJQ8V8wCfpmdS+oCu9TXbTyKYRjo+56PXn7C3bsDr179lOIsS7Pxiol/4i/9o/z+H/wOb9/csl7Z1Dlo1WJxy668AJFFKFnIxXCeru/papew6dMgVRnQuypMDnO1JHk84d0wiPY11A3Jd0S/ZT4Jx/nENJ6YxhEohFAWGYukDicJ5z0hOLy/DFaV9fwIO3qcKf2yx1OBoL3Gn+R12rHItT4KMtIId7+B43sRXAQx0CkLSSoJLtgFlmBKcRMFp3652Wl9fPV4MZS/qCmFzWnmdDjQ9x1iZAhrb69WpDQDGRFTvHPqbVzfO1LJVhZlt9iWXEpvArW9mdBCBTbbDWH1u93M5nOjxcqoGE3gSEWZ5hPplEgl2ZxKHNg8/4jbnyde393hbSCF5zfX9KsVR1XUe+ZsE75eTM7IeSFpghAIqzUheaOXu0KgUDQxT5myWKA+XXc/2BkvavdLDKMF2b7vefHiBUPY8s03P7O+lFpWdzic+N3f+THv9m+5u99zPCQ26xV95RKFYFlMw0q0KCVDUs4aLk2vZbVCpOofi1SSZB1+VGWaJkoxukJKlYF8kbVcAtJSS740K9NppORkPCUXcE4xDN+IkkUTSEJcRMRKigUmah5HPMRzHjQdHoGqHzo+9L3LrPGXCTBPPecxEa/hY7+J41ehofuHwB2GWCVV/adF5Dnw3wK/jQlG/RV9QqR7eQ3n8P1Q5SsF9YJzQMlGqJomXAHnDDvw4mxxukBwpr0iboCqJHeoUgwpFw7jhCDkkshFyKXgfeA0VyX9KoEp3jPNk2Uhc7uZbZE1oaXzDQvI4pdm/xExW4xq4tYATS2Jcc5ItsysYP42wXdWysUbtj6SEe6++glf391T9BVZPJ9+9DHdNpLm0QDrnJjTSJgVEtweD9wfjxB7rl/ecDodyOlIKRPzfCA6m7tKqrQC6anjXPufqQBwpgi0x+Z55qc//Ql9WOODZ5wPON/Zuc0jP/npHzOXo+2WxTOeMmjGuUDXrSzbEnsvqDIVc49sfs4pJw6H47L7ppwqszbiRJkGI/J1fY9zsgTyB63XuvnEGIE6vJkzadpTspqjpYBrshVFKwCdTEMoQNf7JdOy12wYysPS63FQWc7nBwLD5XMvZS8eZz+X33vMcXn8+FNYy+Vne84/oMGlHv+8qn5z8f+/CvxvqvrXReSv1v//+x/6YXGOYbutlGirSV0Q5mQatNEJq+DIaWSeMylPDKsN4mAcj5RsbeQYe8KwIg5rm8VoowGqkDxFXB3rN+nDUjJgc0l5LnhntHbnzzdCCy6NNLb4JWsxh4Bi+q0G/M7kPNXfSx0GUXwwq1oXomEf6mywjcDkPd2258bbtPPtl3/M17d7irwm9BueXV+T04zmGSeF6TTjreHJ4XTkdn8kITx7+THOK/vbbzjt35KmPdMIKVUOj/4iei61JNX3FhCcqf6vXr2iC/eIZFRNSzbnEakdORfMeTm6DdfXV8zzxDyfiF1vWYIrliXkxCwnO981OEzjZNfkckHVoK7lLNf58sULXv38S6bTiRAC8/yQPNfYw845TqcTKU2UcqIUC+zGU1E0W7aiauMArlNiF1ive/ohVq7SRddFH5Z2j7OVdr5a+fzg1H5LIHoqQDx1DR5/fmoo8f1uEjj3i7OgX8fx6yqL/mXgn6tf/1fA/863BBcFa7N6V2nRVcE/Z4JC5xyuFNI0GvCmhTQe2R9PFCD2A0GEWRUxiXmMc2CovjiHjzbMJ8azB6xLknLBI3V3HQwkLKkCxeeLkirnJC+C3ZmiJmy13BxSS7wqIO6oXZZQbS5E7L1l64jhAriOIoUw7Nh99BklZ+6+/pLX+xP88c8oKqxXlp05KZQ047zDx2Cds5whdqw2W54923HYdrx77Tge77k/HHG+1R3fkrLX/xYtJowuZxcgBOZ5WlwGRayKD9ER6ShZ8AG0OhtuNj2qmT5s2W2vePP2DfNcFpavc5DyXKeoz4vVObNzybkYsB+tnHIiDH3PqSRyLoTY0fcD290VaU6cjidaVnG5+FoG431tzZMWkFQpVrZycY3rYh76yGZjPCdXKyEtsmR95wV/wZuDB9/zPiwntXWBLOtpynDNHemhUpxlSpdBxJ7bPp87UN9eNr3/ve++UwS/muCiwP8iZq7zX6hZhnyiZ5HuLzHL1weHXPgW+W7FON+hYyGIM95KSgxdT/CeeZqYUqbzAxI8SZXxdMLFwLDqTemrmbTPJoMo7c64KAdUzUYVrQyQuiNlMmRhqh0fvQDAVNUoVBdYhIhQRMBFQtdbp6O6NTb9E3NqdPgQaivTMh5b5zYPpCURkwfvKBrwm2dcfx4gdIyvv+bN7TtS+iOuX25Y9z0Dwso5vHpWvqcbhBj3TMX4QOv1FV1nM1hv7u7w9wd0PpjZWqYG1vPf1S6etL+zlFrh1eBiQBaldtSkCK5kC26uo+/DgjdJnVhfD4GUlTwfePPWlAGVRMpCpxbcnQSEXK+Tw4vpIffDGhXL8MKwoqhtAEGEPnYEH+jiwPXNC54/f8f9/ghjxskMzlHKDDQavF1v5yFGM7d3tJav1mtRqoy4IOqI4tgMHevBEbzahL4GVJsoehO9ugwK7twQWv65uM8vzrU41+7EB99vy+gcRC4D1xlQlvav1oa+vJ+5PM2Gjr+R8PKrCC7/rKr+REQ+Bv5XEfndy2+qqspjVy97/OxbtLnR036P5kwMkRii6bVMCZz5J2cB8YGq6siwWuE6m3hNpQ43ojUNlIWXwaXVq4LN65ytSQBrbWsNDO58A0EDIO1r77xlRijizrM1pRQTChebBWqOfjip5VldwrWrBNTdVAiY9mqqpvbd5oaPfuiZdlve/PTvc9jfsv/5N6y7nuvVwFU3sFpv6XD40BN8ZJxGptEG9mI01bYXH3/K69s77o8Tztn7MWD34bG0hdtNKefWqIiQa9JTmqVJ9QfyDzylGtA9czzuKwHvfDuHYCBu6/Ccf87M0mLX8fLlSz7++GM2WzPIo+74fYw1OMBmvWa/MkvVq+sbhq+/5ng4VaF1C4yl2tgabWCmaDaLmeb4mJK1seXMrFU1H+e+j+y2K4Y+4p0YYI3HfIbanff47LHcR+dHLu7zB4HEzu9FonvZK6buehc/+/7RMiF7DXmyxfwwczlLXnzXx585uKjqT+rnn4vI3wD+GeArqRYjIvIp8PNvew1BiOKZspUaiDdLh2y2Hj548J6xmp35GGxKekmHMd9zLw98oy/p4CJWrpSqmC/OVUmAdoOZxqphJ6B1JF4vFlyR1tQzlu6lc2E9B8sU9yKidJGqt8yggb6C4MSU05qSWhGHX21YBUGiZ//mG47f/IzD8USeEmWdub65ok+RLnr6EDkxctrvSXMido715opPPv2c12/fcXu7t45KMZmDB7fdo67Hh0SHLmt8VSPVDcPwYLg0pbScD6llaePNtJ89nU4XwLiC8/jY0/UDN8+f8+lnn/Li+TOCF0qa6IaeZp+qWuj7ns1mw7uuYxgGttsth/2edDKcK4hbmN32txTDvLxHginhObfkBjWA2t/rA2w2HVfXG6MLtOuvxgjG5WYa+Sc+ngJZHx+PM44Ptakffv3LArX/AGIuYgMkTs0regP8C8B/DPwPwL8B/PX6+b//Ra91c3XN/n7PNM3McyI03RCRqtWihK4z5X810zBrVVJJT+2mPo+dP27LtZ25AJqTTUyXc9uV2lZukphtZ4PzBuG9NzarngG1x8i/zefUwFNTewUbkhRwlQxmhmwJqa/ppJp2YSWM327ZRUfMI2+++YZUEvfjiTf3t3SdI4aBzjuiE6bj0SQLwpp+WHHT9/zw83tev3rDdDyZmPXDa/f4Wr4XkC+PBjw2YDfnvAwttp8/2+xam7lZ77ZZsRZ4fZWkwAshdsTOAsx6tWY1DPQh4EXrfFdYdmoRk39Y1ezl2bNn7O/vSSfjvSwoWxMVE0GaH13JFwuyCYeXpfPXdZ7Nrmez7en7iHNNVqFiJVLLKX3/vLXz86Fz+6Hz3Y7LzelBUKlpSnumLg/X58kvh6boBV7zXR5/1szlE+Bv1BMVgP9aVf9nEfk/gP9ORP5t4I+Av/JtL6Io3kf6YY3vrBb3MaDU9BZnGEeMiytjO0rWxkE1IWQe7gIPvWRAc6HQWLayiE2JM+q7Vs6LAFzswq2OdyLLY5d8kLYjXy6ylGspYWWyZVe1JCvFsJysGa8BwdkYAxkhYZHO3ku/HvCdp8yJicSbw1tWg7AZhBiUKJl5nhiPJ4btFlxH10c++fRHfP3V1xzevqXMB3Jx7+1hD1qdFRN4yJG4ONf1nI3jyN3dHfM8L4OLLbB6b3IJ6mSZSG/Xo4lJAYRo4lkhdKxWWwNBBQQT1+qCN1/lmlkYIGzntQWXm5sbTocjZUrs9/ekbJiLBaNU16aQ01w1YNq8Uw0ulQHsnNAPgdU64KNhGe3vduLBQXG1LNKHAeVxcHm6Ffw443g/KF2e68vO13LvPuoe2df6ZFn08JD3AuJ3dfyZgouq/gHwTz7x+CvgL//yrwP7caLve5xYeTCn2ToufTTvGOzxfJmRNN3WWlW2fv7lhbjcFUzLtuILWKAoWhXtslnBqrjqu2edHVd3QR9szshU5nJVX39s41BlFor56GS1PcPV8o06WFlqRlSkoD4BBpZSwKtacNFkQlCAHyKrTc/9/RGVzJiP7EdPLgObtWM6Ot4l65xsczFZgNhzffOC3/rit7j95ivG00+ZtQbjJ9qfcN7bHttTPCZkNcay6llmoXFLzviWe/Bal4E3xkg3rOjWG/rVmqvdDdc3N3TRhlNFC8GZ+v4lHtSM1rquY7fbsdvtyB8nymx6y/f3dwCGtZT6Xmu2lYup9ztXcQpp7R6TYQhB8KEGdjU8qPFv1FpGtct0Qc6Th++vPX75+fI8Prznn/6Z9vjl58evcX6th82Hpw+5uLLf7fG9YOg65/FdzyklQ/1RtN6wxTsD5cSMzHLOlYJdL25t6TU8IwS/tAJzK3dU681mvAyoGArZMJFimUdwZ2lNq7nd4g8kRSsgaELeKjVNrRtI6wKBgbamEWVdK3UOcSzs2lzMoMuJQkmUVDVKxEzORMwUTYviKDgxVbrTeLAJX58Rn/BhYrvZInnDfB/J08g0zgzFmbDVsOKzH/029+9ecTwemb+5RTWT1bKpJY2xNA1oAeR8818G6vZ9tBj3prbkxXlEzCIml1zbzBZM0fYajlC1d4dhYHN1Rb9e0w0DN9fPePHiGdvtir4P9F2ohESH2XMY98U7oR965rmjn3t219cW4E6jmdsLHA57Doe0gPK5GIhM0SWmtI8WXNDG8sVK3jrE2Xg/l4OJ7YQ10Lu21C5OJnVAtJ4vrJxrJXk9uQ+e/uQ5vvj68uPxc9sg5fl4WALZJvntjOFf1/G9CC4qcJqN0u1i836pZUUVhwr1wgcwe9QKxiFUopxxF4rKohn7QCawZTL14hp93xZ/cDazYuxdZzhM/ZFSf1f7HXNJtrtWjsaSCSnkfObAGnvcGKHkYrmQgGaTI8AJUjIyZ7y45pJSuwnZ2sclQ5nRNBnGpNbCDa6w2QZ8NyMhsb1ewWrH5AJ5ntHicG4gdB3PP/L8xX/8L1FUkd/923zzzWuOJ+OTFJoKSa3rW0epnrKnbmYRoDJrC5mk3jAjARe9/V3OgTOD9mZCb/aoHev1luvra3bXV/jOgs16PbDedAyrwGrVM2xWxM7KICcFNBNCoOs7Up45Hs1SdbPdUlQZT0ckOA6ne8bpYIHONWwNuxeyLbTSNKpo3kEJwZjEgqt4jZz/1vq5nSPBnYMFlwGmwcRaq5AzLsISWFqFUu9R3s8ML4/HGc1ltnPG+eAymDwAYi7izLeByb+u4/sRXNQYpLGLi8dzqWAoWNaRSFVqUpZdUUVQ0Tou4JedxuZNzsDuuc1qXR6tpZSvg3CtRVhqO/nSq0fRpS3dbDZMvW558ybg3a5kvdiuArveOWt9LszeRNFk5vYKrtSfqebtlAR5Ap0o84HT8Y50fMthP1Gy0kVYDYHnL3YMa6EwM6x7nl9vyX7H7Hqcq0Lm4unihk8+/YLgA6v1FT/+8e/xs5/+jP1hb7KeuSwdLVsAtdPzKAU/3/gCnPGqvJT9CWQixTrb49SA2q4jhIh3kdVqzbNnz9ntrhjWQ50O96zXawNRvSn6ee/wwS/0fhM492jxBH+W2DTnzMD2akXRCXEFkWKzXM5XPeQWEC2T0YvggrO/zy1/bw0cNWhYVnxuy9cLZX97vTcflx0PspwlOlGD+Lkc9fBkhtKODwWdyyzm4qIt328Y4yUR7zcQV4DvSXARhKH61SCWmXhnJG1xQvZV5R9se/e1zYvtBOKcEaSqQdglmLuYsouNzbta+xdtS+QCa2ichw8Amg8WnDajMUCsjLJMu2EMxpWwdNuCCrkgmpCSUM3ghEyglFxV8zI6n/A6UqY9p7vXHO7fkVIxWwrv6YNwc7Xm5Ysdu7UnZM8Qd/hhB2HLVFZkD6IJzZksjs6v+eiTL+j6LZvdM37v937M3/t7f8Ttu3dM07S0b1tQLI/+3ofXqt2sZz6QE8Ny5imbJa3zeA9dNzAMa4ZhoOt6rq6u+eTjT1iv1/jgCJ0R0Jzz5m7oTeVEtOCd/b+PgdgZCcxsP4SuCwTvyPOEd8IwRMYxslp1PHt+zWHvOR72jKeEwzFOyZTnWhlU7xu0BpAabC75PYaX1myz3SMiD/DTx+Ds5eOPAdjHn5+qUj5EAXgMqn+oZH383A9dw+/q+F4EF1A0m22GaqnDfcZFcRJskYo/tzDrApC2T0gVjMpGhnssGrTMmphbexXiLpVo54ypmSwIBc9iRN50fIEHSuv2s2IYSsUTLJA1USQbIchVkc1WoQUUwdTMBAV1ZKkdlVwoeaLMR0o6Uk53zMdbynQkqynr9Z3nahv59Acv+OwHP2C77sizo6RAUiEczPZhAAAgAElEQVQx40OPSIY8UmZP0mgCT3HN9fPAn+9XXD9/wYuPPuYP/+Dv8NWXX7Lf35HnmVyUIoJTeW+3bEdNAJfFYTusSYAqVUoyrhj6nuur51zfXDMMA8+ePePly4+4utrVc1rwQRZTs816xXazsa6QF6L3BO8ItXNUcqY4s1ftQyB4oe8i81xIwdP3HT/84Q+5v7/l9atvWK86jsee8XhE7u+ZsVkoLXoOFrhloZdMNY9jiaAPAozIEmBaJvtkG5oPB5X2tU15n8/f4/Lnwcp4FMB+Uev78eP/vykaSprGCjIqqRhg6kPAB28lD0J21pqk0vsVwQVftViF7NwiZ3l50ZqSmqrhKilbGSMXYJhU8DDXGyxWBmrbJVpJdE47C25ZaHnRdRGp9hq5gnyt+yEWYNBs3BwsRc919085kdOM5JFcJjRlUEfwEVM9S4Q6Kf3bn3/O82fP6WJkmjz7+8LxcMtp2tP1ttNrOpHqIhZXwHe42LO68vxwveX5i5d88cUX/P7v/g5/+/d/zNs3rzkcbLjv8gZeFsgZmVmuWSsjzBx+xdXVc1yIbLdXXF/vePbsht1ux2az5tnzG66udoAyzxPiAl30eDcQQmC325njYt0Euq6j76O1pL0jY1YiXfQcxXRrtusVh0NmHCPeR54/f8lmvaELHcfDPWmeuL+7ZRhWvHv7Du6PTCTI1ZZkCTPt73i0y19iTe0fffyU9zs6lxjJYyLnuaz59td5fFxm449lGT70c7+Ie/PrPr4fwUXP5Uip1qXOW9DQ2tZ1xdVZYDWTq+AsY5krP8O2F5pQ82ND9iVQVA4NsMhminNIKQtW0yZAQghLUGn8jHPQ0qXd+ZijsPgmo5atVNdDpwWPiRPlyrXI+dyyFizRKQlKFkoJ4AreZVxR1kPPs5trgkTu3p7wAZAVuQRcyJTTPafDkXkSYq+EOvWbpSc7ZfBrYrfCxWKZxW7H82fXDH3k//1b/zclv0bn5gn0vpL++f82TU4tIbyPXF8/45NPPmO9uWK72/Hs2TVXVzuGoafrAqt1T993KIUQhK6L9F00jeMY2V1dsV6tULWOX4yREE19TrDSy0S2bbhwu1kTQ0BL5nA8sd1cE71jjD0xdMyjafvc393y9u0b+vgzXvs33N0drXybm2mbAbshdMRowu/LNX68ZrV1Et23Luz3cZGHj/NEcPll2tlPHfpLgCruNxBY4PsSXDCzeMQyC6kL3jlv4aRO0DaP4mUHUfPKFawdqtgAYTseE5GMX1J3ElXTnL34vpfm7AhjmqqpuXnaSM2qWMopXyUWcl1sWmUcSmsJUEiIMfOsmyWgYnT5XO1ZtZzFkqRmXpoUzQLEOoB5XALa/u6er78S5nnH7mpL7Ff4rmcV7LUO+5HT8Z45Zfo6mOcr30MqEdB7jw+2eF98/Al/4R/7C9y/e0WeJ9zdkXHOzAnLIC9bprCUrXV0rrbZHevtls9/6wtW6y1917O73rJa9Qsoa8ViMQZu3xGiUQv6rmM1DNXIbsA7t3QLrQSzDNA5kw4QTFN3nidyTiZhOqwt0BUlxp7t9oqcJo7HI+v1jt3VDZurDZvtl3z95Vfcvbvn/nDiNBkaLQ5WvWezjnRdsOxzAapbjKlZrlS2ddusHt3HysOM7zERzjlnRXFpFrtnmW6LE/Lgtc6BozHGrXPVvucq0KwXeFJ7/hmI/nBG9Os8vifBxQzDVM1Z0UkFXr1QcsYHs0N1leFp4k91DqbtJhgw2FB97xu3QGp1YthHcN76HW0HoZXYsjwmUWptnpca2bd5mdoiVsUCTQUgs+bK9rUujXN2cq2KcrWuT0zTTMpVl1cFqCxUClIyZZ6tfKr4ky3jwLrO1QQfETcQwjWhv6LfbMyJYDpC7mqkmjnNJ+QUiN0Kr5DHEyMzsKVb7ciuR0Rx3cCzl8/54otPGe/foPPMu5wqkd6jYkN7ognRXF0bOxSp3TyTI80Cd6c9/W6DRiGRyRTjqwRnNhurgWE1EGOomrSKD57QBUJ0BG9SDr7atBQtNDnbpoPjZluEzpns5Xq1WvRcfGU+55xIc0RcIA+ZYbuhv17RRYHTO3zakwtMdhFZrwM3157dRuiCoOqqgZ1dF8SugZVGRlNo/Bf3CFRtQeWya/M4KxEBQjz/jD2x4jyyBKiiLZTUxxvY1eKcqoHSSwCxTfj9QPObOb43wcU540Qo1F1eaqLQmLcJubAIbRqvjflpJ9ZsR5aIXgNCo33T2spSdw6pTNxa4kBlhdpbqmzcSsByDq0EutIIWWDqdnjUnOfBFSRgC6V4ypwXq5RS5R1Vzbqs4UZ17sAsTKhBRW3Hjl5Yr7d89PwZv/35Z7y8uaLrO9abnVmj+Db7YuzXYbWmyMx8f2KaJ/zpSOgGnHOkOaHHI+oindSSQxzb3TU//PwL7t++4/525HRKzM48oFJFW6gdNlnubTtPbbAwl8zd/R39amXCXcmj9DjvCF1kGHqGYbAyqZY8zpn17WrV0deMwXApm7MSQNwZSA/e1VLIuolD3yMIc8pLV9DwNsPLQlWjO5wOECH+4BP8eEd0QpJXnHIi5cRq5dluOvoYKrnxrMx/Bn/l3Fa8BGjbHbwEmHMwaIDqZRZj2Y68h+do/f6lZEdLlluwWTbL+jOX884tmDVM5myn+5sLNN+T4GJHNo9OEOvU4M4ShvmJcqc5Ay4AZMMJ1NrKrkoqNtxkCfzOJADaTtFqLZGaCs+zvU7KtasDeZ6Zq8m5MzAIJx3OmdGVC8H0fnVP1nuyzuhUSKOJHKnqYuBlXAqzvPBifjZaEjnPSElQElqM3OUkGE5TzLNntd3a7t/1+Ggks3mayFOus0NC7Dy7q56MTR3HLhK7SMqJqfoug8P1fdWRjVw/+4hPfvA5r758w+3tgSllUpmx/M1u6qyGRgVt4LiiKXE4HBg2I957VqsV6/WaYei5vr5i6PvKUzGgNvhQg0yk7x1eTNLUxLxLLSMN5Fap2soitVyG4D3ZZboQyeJIKTMMwyKk3hZ1w9nGcSSVjB88ceXx4z2n/R1v7u8ZDp6cHbt1YLexcq3dX3/6Q5aP1uJ+/+P913/cVm5BopVCLbu+PM5iVufs6HEwa3Nwv4njexNcWmAR1xiylhr4WupcTh77C9DtAS36gqREUbQOoLUbloXWnSt4Wh68bhsXcHVmybIcanAri/CT80L0liqjvgazDGlCOKF5T5pPcALN9XcWC1ImlGS7scO6S6ZqV+eJ8ozmkZxGhMysjmMprPvAaTyyH0+mY5MSPifLnuaZUgQkgmpdxIbfjPOInzs2uy0rv2F/PHI8TRzv75Cc8KseJOC7DavrF1y//Ijd7R3ZKWVfOM2zBVda6VglCOrCaWzVnDIhRPq+J+dEKd2DEiGEwGpYsVqtzEmg83SBpQSKVV9H1aj+bQk2KdL2+4LzlBDQvmeaJqL3zFWG1Dn3yK/aQHnxjkRGj4nVas12s2bVBbarSOwCn358zfObNV0X6/XQ97INgMflxgM878Fkcy2H276l0vKZ+oNclDM8eL3Le3r5HRe//zEm4zBi6WMQuQXX32Q7+vsRXOR8EVNKdtK8W6acLzkmj9uky/fqDdkEGqWWQFrq4642nusMEmDcklqCNWyGUpinKudQxZ9dCMTB2+yMmgYsUpXnGNG0R/JESSdKOqLz0Tg3BJzzOBesbMHwhJwtWOWScW4i55mcJjSPaJqgTBZosN/VB0/Xefqhx8cOvKe4+pfqjJQZiIj3+GALUEIkFcVPE6GPiHeEGNmIZR2n04nTwQBqo/90vPj0R/RDz+p6y+//3o+Rr35OOOw5TompKAVn2UpV2UOkemp37K529H3HOI4mUemEaTIBqxCMTeu8LOdUxIIfGF/ImHumb2PUAru+TYOmVrWUbPhXHw1fmkNiXaVGnTNJhnZ/NMvZ1WbNqJnjqxGudtzcXLPZDmzmyGbleXbVs+rt2rgLG9unFuXDrOD9Rd2E3c/3aitjhHMfUuvQ6/uBqr3vxzjNU92nekoelGHteQ9M6f+0QjR/xuP7EVzqOfMVzFVVcFKzF/t/M+cqj7ONqk4vgoGgbQfhDJ4pFfzCwL52LK/V0ugaLvphZ+BwlUdoQ4paByK1JIqOlHJAyj2wJzDS+dr6EePkjA7muhOjoFrLsVLZxGRSmchpoqSJkidE59qLnhei3naz4rNPP+b6+tpwBGcjEnOaq/hy28M8zgdjOlfhpt57uqEHUebZwPA+RDRkckpM42j+ybGnHwZWu571zZa4ivzO3/ybfPXTiZIyZGWu9PllR1wWhD0W/FnIPMRu4Rf5Rtl3vuJohZId6oxOgHfYacq0UYx27XwNoo2LKAZ0IQhdiMjaMeq59G33BZwDhHhPp4W+HDnMt9xf7Xj5/AYJhaFXrncDQ7R04jJY/DKt4MdgrmXW4QH94VyWn3EZKO8Fpkse1VPt6PcyHSoGdjGu8rRo9z/EwUWcmNocgFik9dHasLmCU+dUsj6t1pOLYfo82ZBf45hY79JS+tbdwRa0fSXLdLX3nth1xBhxLhDdhqLWis3Vp1Br+ZI1oTlR8gnyPYF3DP6OIU706ohhhe9WJCIHXxizGYfNqe1qkJKrIkY2lCfV2sIo+xNaS6K+63n5fMdv/9YPub7aAFDU2MhjSsw5oZ2nC13d+KtroA/4GPHOkdV4QsfDqQKlHlGlixHpOubKIxqniaye0MGw2/DFn/uCt998yd2bV6TRRgk0G/GwWD1XVQvMY6rrIiEG+xwczksVdjLFumXT0IfXxxp0vnaPnG0QaM0chYwFbNsbWnZqVzAGyya91LKaMwepZSDzPJtUZ050mx3di+fcvt0xrDq2uedqG9isA85jSoO1/f5UYHlAg6jHpdJevQSPfub9DOT89eW9XLE8LgPQ06+xrBsqh6U+1ITGkNpxKuXi9b77408dXETkL2LeRO34R4D/CLgB/h3g6/r4f6iq/9O3vZZqIZMsyLgAosZSzTVFLOY11E63gwpkJSrvDdGMK3MtiwTUUeaqO1ZaW8+IbQ2tFxdZb6+I3WCsX2+SBzrOzCmj1aS+kPAuo+keTrdEl9n2nnU/02smpomQ76vzwJHiB4J6VqJoUHIwI/NEIJWeOUWm5JmzIydhnupgpsyojHif6QPcXEc++XjFaj3h3UyZJsqYyCJoOVW930jOgRLEmmMO8JbeuxAJCFNKTHlimia0jHR9jxezxu1jV/VnEmlKpASdh936ih/98Ie8+/rnaC6ITGbDkVtyZiWRj9ZG3mwG+sGDJJCMlhlxSoweszA1eQats1bm0ww4j3oD4H3lD6HWIUyayc1fqnbnvIgFgmKdJSs0PH3wdYLdVWleW2DWug9ssnBwmXFcUdYd/XXgKng2g2kGFXFLl85KsHOfaMkuxF73YmqVpqeitHL74c9cljKXg7SlaRGJuwgYD7ObS32iDyzCRXa1AnpLEG7fr4vj25bfr+34UwcXVf0x8E8BiM2p/wT4G8C/Cfxnqvqf/Aley0KCQkrTObo3JqSCpnlpD9JaeQ9OoqLa1NzsKVbVCsgZAA7BpBVD6EyL18VGRlkcOHI2hThNBZUCZSKXA04PbDt4drXl5U1HL5mQ1rhph44HxunElDNjTpQ005UZc2jWWlo58D34nhI9SYVJCjlBSR4tkc4HgisEB0MXWMUJVw7k8Ra6FY7CNB7AFVQcU6lwhSpezoC3822qONL3K/KQOR4PHA4HI6A5h8vGFWkqb6owJxtA7CTyg89+xDxNpPL/kPQVSUbyYaKkapRep6+72FmnRdsOrqxWBt52XUcp5yHPxv5tJMkWBIoqTluGWBYAvB0ibearNWF14Yd4X8vaWk4jNvneOCg+dMyT0ncD6/UVL198wuH2G965jJe07P4NHdGLwPLUcTkGUSoGtWx8F5nEg/v7SczkjJU8xhJ1yfDOJZ6dh0cZjDTZh/buH/WG3n8739nxqyqL/jLwd1T1j36ZOvWpQxsN/jKwNIMstR3ifHEupBeg7rx1+kVsQdniCiCWqzQuZegcse8IPoIIc07L7ljsxQjVh3k6HYCR6BKBiau158XNmt0qEN0er4XoIt3qBX79EeuSmWVmYiRPe9zpgM4jKY3kPNuUct5T8j0AURy9FxMGj9kc/5zWEqkQnUBy5NOWLLCNL+x1vBGqpmx6vOICoqZi1/R7YzDbE1vAHi0ZLwolc39/T6ptdZtAppaEHVJgnGeSCt1qx2df/Dn2pxF1Hv3qa8Q77u4L0zQTY2RYrQgxcBpH3rx9w5UWNpvNRQfDNHKasdyiVld5RZcAbsPAWvgQcTgfrIVfykJea+PwgpWXj1EGAzT9WatYq3Rm1zOsNmzW12w31xzvXpPTnpLLgl19axu6dn4uV6s1C/wC5C5h6aJ8f+p4PELw+PcaTvIQl3ncZv/wzz56g3reh7/L41cVXP5V4L+5+P+/KyL/OvB/Av+efouV63JUDsglV8U+N01UPX/PCU79kmbacxw+DCaf2A/koozTREEQZ0AnohQPpVqVtBZzLtXys5LmCopoJugJx0jMiZtdx4vrNUMUXJ5wMtWWsiOpJxORKIjPRNcTV2vCDlzJlDyT00iZT6TpQBqPNeCc0HKgVBM2LVVcqrXO1VGScDoI3bAxL2hVfOjJZOOiBKXrgnF6tE1sn0FUU4mzGargHetVjxOtGYx1qcZjpqRI9AUva/owcDqNHI4jTgKf//afI2mhCNy+2+ND4XA8UbQQvOfZzTPWqzW77XYR7W4cJOcMj4nB1OViDTIgZjbmTPZzCf9N73X5ZCLsCys2t3kJKk5Te4QL2nvGMM7uDA1w7ohuoO+37HYvOd695XCf0TKimrjc899n1QraSqb6zhpuotq0elpgeygOf/n1U4OMD3/HOeDAuZRqz3n83j70fs+P14/y3UeXX4VXdAf8S8B/UB/6z4G/hl2pvwb8p8C/9cTPLaZooVvVaF85LBfPO1e3DQC0QCI+4OpO3UUDNLOzDsSsmTmX6nVkLVMxKTucs900Z6WURMkVoE0JcgItaD5BmfEus46w6R3roLg8QQmoQMk9iCM5h1l+FsBjvBcH9KSa9ovPSJxx3YTv7indPTreU06Km+6RyspVhXk20NQ5B8WTFZI68J5cAkgPGlEVNGXylNEIrj/vZr5S47sYUXELQ9k58F4Y+o4YPNM0MqdUu0YnEok+qGkXB49n4Dje4+KKjz/9nOubF+zvD3z1s3vevHnL/eFA6DpevHzJarvBObeUQmDZx7m7p+b5XFvRIdTg14IplVhYAXfvnQlIppnSFsilN4paW1qdq7KScu7KVVBOsA5kFsjJiCfed2w3z8jPP+V0/4Y8HUipDa02ouV5gbdM4RwUZGn9WlDLNSB6RPQ9EPWSZ/I4cFxmIU8FlgYsX358CMu5/H3vHf8gCnTX418E/i9V/QqgfQYQkf8S+B+f+iF9ZIpm6W49qQuccj7JeGttemd8jRBquixUzEQNSHS2w7pgOiPiTJbBh9pGThM5WVApaV7kJEueQQtelFj2OJ1ZibCJnpVzSJo5HT3KBh86ctma4ptP4CbET3j1BO2R3Ndhx6rLiq+tVKVoJKkjqTKVgkuOkjwpV3o95kpoWUiNCLEn+8imDJTSo8mR8ogURyhCrJO93juC91WywMzECqYzI5XPU7AZKi+wWa0oxUqcaZogK1JGFCMKdsMKDY7T/h7xKzbbgeurj/ji8w1v3rzh7/7hH3J3OBJCYOh7VpudiZyr4p1fyiDvzZspX6jeOR+WFqlz1vEBRXPFG7SB0oKWafG6tgz2HGR8K0RqSdJKEzIEta5RqXNflsEE+rhhvb5ht33O4e4VMALzUjqcF/D5/0ZmO5dELUuxubG8BB+zQtHl/m1aP4/b248/v1/aLF+9F3weH08HlPbTLcx+98evIrj8a1yURFLN0Op//xXgb/2iFyhFyXOpAG5Z5oxQalAQXDeQqsqc4piTLh2kKRfaMErzohHvcSqIt9M7TyfSPJmIUjrP78j/R967xEqyZWla39oPM3c/r4gTEffmzcxKKhuqq6UG1BKDngFSCwkhUE9QSwwQ3TCgJRhDl0BCYtTACIkxalpCIEbAgAEtJASTGvCY0dBVWc983PeNiHOOu5vZ3nsxWHubmfs5kXmrsvJmlNKuzo3jfvxhtm3vtdf617/+RcGVDDqZYRHYyIFtJ2yiw2uiTFZQqdJxHAZicUb5d4qEjIQRVxLqDMcJGuruNpoId3Ody0iZBvJ4JA1HpmEgDZkyVU+qpplVhYwR27a7C0R2TDmSNJIyFgIlrGhzypQ0Qfb4uDGcSU32M8RoAlArdb6czUtRmFmtfdcRYzAtnDHV5nQOVZMiCP2WMCXS8YioEqPwne9+h2e3t/zkk09QhM3FBf1ux2a3NcNfC0W9r/hP8NYPiqYG6OZCUyeYwU+tHetSvEcFgVNKJifaar1ETshh6x09V9A4hEgMWl9vnJnsPAVHCD1XV894uL8BOSBjIqXhkfGqs5r1RrcYlhqarRIGUo3k8s6afKDMRmYN4C6p73MjYZhTC5d15mGcZ5astmw5lrT9cu7ul5Ix+rNoivYvAP/26un/VET+CjbCf3D2tycPBaYMQRyh2+JDoBTICKEzxmXGWnDWLmj2xkodR6iyDLXCuBgbVksmj4PR47MpwTmZaq7BgF6cIr7gmQgc2YXMh88mQtW/bR6HTQrFkXDlCHlvcgMZZKoUbFfI7ojKZCh9aGUJBpyWMpLzQEkJTYk0ZY5jMiwlK05NJ1ZCZLu9pL+4odtdcxic1fXEQi53SAkg1o1yYmQ/3hPDFS5AKa5O9kYKLDgPFI+6Du8KlY+I98ZL6fueECJF4OFw5O3dW8ZpMG+nFDbe4TYd+5w4Hg88TANXes3F9oIPXr1gGBKh74i7nthHXPT4YtcdfaTr+mpgAj4GCp4pa03xG8clpcSUDPfw3hkFIAu+gOlnT5Q8oCVVffOAcx0gFhqqIs6YryVnq4iWRKrtZ6Of6uYExXk0boiXN2yubng4fkmZINVMlZ4YB6x6fYUFFV3q3JpQ++KB1Er2et+1ZiBLxT3MkOjqdW0NVIAaToyF1v9Wa66extJioCzCwNUgUTN0ijULTGtX6Bs7ft6+RQ/Ai7Pn/vU/6ec4cex2OxsYaZoqBgqWNuy+1Wxo/XE4BzkXnCg5ZUj19qjWPjXZjEoy/otzNke8F7xTkIR3E14P7GLixXXkctOz9UN9L7QdBG1hiyKSUQZmILGCr6piIk9oLY+vGQ8EKQVr1HXEyUTwSt9VHRuNeCJeerzb4TdX9BfPCP0lYxH2n72dQ8HWF8MyPaa2n0pCxwHvA2mTTHR7RUMvpZDSBEXpKllQnDFqWwfDrutQETbHI91mw/HwwHDck1NCSyA6E732wfPlmzd88cVnjLsjfdzia+FhHyNTSUhZcIS2yBrAbPq6YVEXbETGYF5oqfjXMCWKeEKCPB6NxVwmK+AsgKiB8j6TMD1i74UixYiDuTCmwnEqVrjZG66jzlrmqvO4rqfb7pAQa5mBoOIRZ4FEqY3UlFxr3Op8fYIRu1yvNxyGU2yl8SMatmbPU8fh/Dg1BE8Bte3zHxcqmpc1e1cK+F9OYPTeMHTFtR1h5WI6s+IWJoGJXTtE7IZPUy0tB8ggxWpfSl7kJL0IIVoJfgubkISXiRhGdv3E5aZws3Vc9AlPxnRcsOyPrF30lv4UK4pETypS240VDCvRWkPjVMw11wxeoXPkTSRNfVXPD4j0OC7x4RqJV3TbG/A9w92eXOD64orLm5tZVWxuNhZiBUrDvJCd93NosawIMaC2ZnJiNVZd7Oj6bhbi2jqh2/TkdMXhYc9hf884jKQ4EGNPjFtSUb749DO++OIzrhrOIoXNxYaSC5NO9H0/Z4xaGcA5KCnVO6yEX7oAGWUYB9KUAEdJmWnYGyZGttqwRk0gz21McEqJjkThkEYehpHDkBC/4fL6isvLnu1mh/gO9YHiAuoCEnskduACpGR9oQATXa8nVsMMy0TLCYZiQ3xuDJaOnGuspakjag0X38V/WY/R+vPXrzv/2zno27JliNVz/WkpIj/P8X4YF4EQnCm5VXxOXPsRxBUD5dTkCZpexfJ+wQfTmk2pgBe8izUeNnBSFMo04abEJha2nXK1U15cR3YdRAZERwRlKrYQW/qRCiaaYTHlsmZcFl5fC4HqDZ/5F1XISk1rRtShWUgTJCfgepAelR0hPMf3L1G3Q9yGop5UDnT9lutnz9lsLmq9jHFiLANjTdlD2JjmsPd1l3WzIQrBMCB8wx6sZsqMZJUWbcqVtcDTxUi4uqILHeMwMByOHP1A103sdlsCwo9/+Efs798Qu4ifBrYXO0K3JWVdxLyqJ9ru19xPWouVIrjaomSa0JSth/eQKNNo2M9wJE2TCXOJ4B1Q9YuRjE5qtVZOKakwlMTHX3zO56/fcH8ckbDh+e0tH7x6yfPbV+wuIkW9GRMXQTzOdcS4xWHFslbeYaGEiN1/49oA/jSrs8ZP1se7wNfz2qH2+9qYPGU41s//rCrnZsja933zaIsd74VxKbmw3z/Qb0ynhMpNER9msaiUEilZ204A78JKesGhDgpidHM1LRfBvBhLMypBCi+vArc3kd4/0PsDz3aFzic8ipYqRETdCZpwM5Z5sqOCauJOvVdZ7R4YLbtULM9j4lWiWp80jyqGDnEBlS3qrwn9KzQ8o7AB15PGkeOQ2Ox2XFxeWqglgqtGxHbAQIhd9RQah6SKJvna2aCUWWBpLiL0dWGL1VCheSnQ1CqGpVJxGQH15Aw5FS53l3z4wYe8/vIz3n71BcMALvRsdpfcvrpCscWYc37ELIW6wGrKN5cCOVOmikMNI+PhwHA4cPfmK95+9QVOHNeXV2z6ranYiYXGJY087B/ICq6GRF/eveaHH3/M5199xY+VkLEAACAASURBVMMxIaHj+uY5d6+/zUffGnn5QWHTbxFRpDjSWJiGhGHJrYGbYSGldWuswL95MQ1YPQ2PTg898SDOPZS1FwePPZKnjMpT3Jb1699FqlPVuY3KN328F8YFgRithUhKIylnREJtWmZELCemKubckt6cORQqSFYCCmo4S6lKXFp7O4fgubno+eC559mlonkiykAfMFYsniwRddCRDKTDYuhmUBo4p0itMVnvPqfgnqJkqQV44gwczcYiVrXnKB2FLeqv8JsXlPCMgR1Ij/jI4W7PlAvXuwt8iHVR2q4Ug2WmBGY8JtQQSZwjTZN5D3UhzynJGh7NnpkIqTR5gVXsruZlGW7kCR66uK2dCweuL6/41gevGPZfWavYlPjyi8/ptzdsdldI5de0FG37Pec8bwq5mEIfOVPGER0n9nd3HO7uGPYHfvijP+J3fvD/4sTzm7/xl7h9/pLtZkNwyjjt+ezTH/OHf/SH3B0OVUAr8ObuNW/u7rnfHzgMmVSg73d8+sNP+fSjL/jNv5T5te99j03nYFIrhSoOp45SanYmYz21q9PqaAtdlvqd9fQ9WfRN1fD0+UcL/h3GYs3c/VpLZxWmrb/nJBv1y8lEvx/GRUQMZPQecp4XaU7WnbBR2kPoqovvKEXIyXZIEQNMQ56gZCRn3Nz6oxC9cLntub6IdP6A5iOeg3ks1RtAPSrRgGTXgFvzWoR12wlbeOrcmXGROQwREYpYn2cRcKX1OzaFOQu1zF0V2RDiNeqvSdqD3+BCR8mFw36Pd56LqyvrXrjZAswxu/MGssa+N/X6aoAMhxK8elNnqC1WtYKK7WfdWsW3PtlzqzhXw81gGTF1dJ2FM0ULDuH29jlffn7BcHhgGCcOD3cMhz2b7QXOwTiNTNNUU85ukSIAM9LF7l9JiePDnmm/Z//mLceHex7e3vEHf/D7/N7v/x4ixgO6ffYFty9u2W4CP/rRH/CHf/g7fPHV5xymbEJPTiglgTiGYWIYM9OYUV7zxadf8dWXb7m4uOHli1d4evI4kYYEqeDVWQaxpn6B2jfLzzrNrDaOUtUFffDVg10BqfOj5tzWchUWB2INxurKqM/esFKZy9TwrKWVdN5UFo9FanbIYttWj9RAXTunP2ep6D+rQxXEb+oDa4jl/FKEqChFTOm/TFUbQ6u2V8VDmsK+omhwxkyVhCcRN8LNrXC9VVw+Mo17REbwQsmKL6BidcuOqt9SV4AZmTVnoP3jLUUpbdKIiVlTJ1D7X8loGSEdq5ttE6BIIOMQ6VDZksuW4rf4vkPLRBr26HHPdbdht9uy3fWmgBfDrB1s3QlM8sDHzmpc1CGlijLhESvrRrzgxeOKQ7JxRBYNGzvaGC9X2mj0ltUSClOGKXvQjI+R3XbHdrNBZKLbRNLwQB4u6LaBKY8M08Rmc4Gq6c2glnYWBYpYJflUyMeR/d09X335JcPhgfG45+7tG477gXHM/D9v/yFdv+X2xUtunl3xwx//Pm/vviTrxFQKoREq1TKL06SMqVRxr8QxHYn3HYfpwLGMdOqZ0sRxGJiGEc2Z4NQkHqRUImcBCuqauJMJSkljedruUO95xUPqfNRVmFLUSIX2uMyvX9LMOhsWrXNN211oHlMFlMUJrmWb6v+t5GAtCL4YF2qN0q9sWDSLPFdRnZZCk5WpF6kVp2o4Sk7WwL3JL1gPaA/iKGRKmXAy0cXCtg8EGelij7jAcMgMZaLzQvGWlbIPKVABTiNvldU5ruNsMYxC17sHqJ6DdSY9QDlCGSg6UVRQAkUcuC0+3oC/st/DrsZXI4fDPU6EVy9ecHF1TQxdrWA2HKplYHJO1TWu3BYxnMR7A3HbLuxjBXrrc03C88StVqu0bjtu9V/sddWrKRW/yZWzEfsNF5eXxGCp48PDnYlPXW2hdBz3D2zihi505JwZRq2pa49TD0UpOTMMA5999il/8Hs/gJLwAm/evuE47pmSMubMcZp4e3iAHwlTHihquFLGoxpxQJoSkiw0Nn6ThcdTyUw5EfuIeJjKyJQGSm1yX/CkbMa/zTvbrMoc8to9XtK8TzFnW3ZxDktW4YpihMA2l5aj1Sg9XhuqK+NTX9v2g9PXy+zxn4LD1PY03/zxXhgXG7hSOQAW+5uSYhN0omIdipSq8O8cThsuYje/iMesdMZR6L3ybBe52QU6SeQh0/WREDZMxyPDWOg7P3u1Jl/JSZltu6el1LqT0l77eCY08NK5loocTXelHEzIShXFkwqA6dZKvEXCc4K7QH2k6MQwDNzf3bHpey6vrvEh1vRxKwqUGmY0yUhT8GsGpwG26w4J57Uo1h9aiVUh3xbJajGURce2rgqmaZqZsilNpIwJgPdbig4MQ2YYHjjuO44PF2z7npJGjvt7Yohs3Q6jziklKLFuFlntsz/+9BN+9we/y8V2Q99Fvnr7mokJrX2ec06U5PCho++3FDb4EEniCMHhBVK6Yzg+kKeBMo1Q1e2Kc4gKm22POCWlI8fhgWHY164LtfiQVgvVJoG5sUu4uOAa68zPOb5ynko+fU7mz5on95PclseG610p5TXmsn6Pk1mc4hs/3gvjoqpM02DpUyekbKlWESz1K1YP03TMGwW83ZNllzBBIq+ZjYebXceznWPjTUYhp0zynhh3aJqY0gOHY6HvHKbAUCdNxVjW6Vxt/BWok20hJp1wN0SqkbFq21yOVgipyXY/iSTtcHKBuCuSXBD8DpGeokoaRu7fvOV4PLC92jGkTJwyXV91Z1VmT880WKw8ooUwYa46fqwB0uL89tx5VsKJNYJPOVtzttJU4BSt3kXJGQ9Vitjh44Zue0kqoMMd2z4wDfe8+eJjLjY9F5eBaTzycPcW700HGLHvsJSMMiZrYyLeM+XE2/u33D57Rtf3lAcYhiOWCXYonsu+p99sCXFD6DoGLXMBasqZw/5AGY+UPOIw+QXtLuj6LT54pnRkzAf2h7fkMiJODd8rqUr7LK1m5h9ts+AUjH2Ko3KeWm6vW3sTbR7N/8rjz3jXZ669+4YRnRgwzKjMWbknzvObON4f45JGNpuNLSAszm8unojUpmSYgchlLpUQFiBVa8pwF4Wbi55nF55NLDjGGtk69seRy+2Gy+sX7N8Ujse9VQtHZ8JQKKq+Fh42YFPRllemfe/TE6cdTUSoZJNzoBK+inpULhD/nMIl+GDC1fYmNE9M45GuEuMOxwGNkU0ulY3swbe6nOZ1LRO9hTnrcEdVT0LOmWB1drhqUKkeT6lGxgo9La0cvDcDlBzgCXHD7rK63iVzfHggT4nhAV5//gkOz2Zrhui47xHv6Ppa86RGWkvZGLbb3Y7d5SUf/+iHXOx23N6+4jiOfDl+USUqRsBx2N+hGWI3gnMMZbCG9jmxv79jGsyYU0FYxNF3Oz549SFdjByHB6bhLePxjhgFLx1CIA8H+xyt9U3qalsY6rxstP12j9+tFHeetWmtUURcU/o8NT6rDNOciVx5SI8Mi73LQtRZR7ptEo/T3L/SJDq7met6C53/Vko2KppSyUx1ESEVGLS6Eq+Z3iuvnu14fhnofAIdKRoo4smlME0DUypcbXf0myv2d0fGMeNCVXJzap9Hw1iWGHvBWGqK8qylwwnXoBTLZs0cPIeqFT+GeI24a7JswUPxuS6GRAgF75TdbkfsNuQipKkwHAe882w2NTXeYvQKbLcd1cbMDEvf94+U5Nvf14/bIsmlzGnpdk1FVyprzjw5yRkvxkPqtzs2bkvfR2utkieT7syJzz75mHEsvHj5bXaXgrgA3uHD1awyaA0prXJ9s9vy7PlzPv7JD/nks095fvOCD198hyg9n37+E+6Gt4zpyDgM7OUecda+JLuhyiJk28WdLWKpPY9c6Lh9/pJvf/u79H3HcdgzDQ84ycTO48Wj2ZOKp5AoWWk1OjqTRCzkPl+kT28sj8f85D0sae7lJYv3qSpzicP6eMSrEQPE133R172b2v37ZbUuei+MC2C8DaWmbC2EMXbh4gGogmat8gK+0nlNRNurEkV5frXjg9tnbLuClr3RyGfjUIjeU3Jmvx/YxB2pv2QY3oBPbIJ5ENJSd8UqmzhLF1o4bIbDSgIWzwkKpSQTh0pWym+1SQFlg++uEHfBVKLRzsU8I1e9pjwVBE/X9QTX3LfMcDzQxQh9by1RXKm7qXlRoU4wO4/F2J3jLetjHSapqikBojV1LTML0FVNHNKiZ2thWbQMlFf64NA0EbzwcH/PeL+npJHD/WveeMc4HBjTLfgqM9pZszRbAOB85PLqmlcffosvvvycj3/8Y378ySc8v3rJ1dVzqLjL9PY1KU0UnRAZq17OhBbbfKzXtIWKBq4KN89e8P1/4h/n29/+CCeQxoGA4U1BFNFIiB1RI7kkKpIHNcujanOutEzMKnu4Ng5Lupj5M6wNbWmPltechUHrf5f7R+2bLTPm2A5XLYarQmgideNFaoZoOa/yBD74TRzvjXFpTeAXdbkWK1beQWnqbBaqNLzFloOJe1/tdnz46iWXVz1S9qQklKn2GcoFnzPBZciZ+7sRtju67prjYc84DsQexOvcyyhbLFVDj3qD1H7XVlJZHI5KnqOgOpHzgTQdKDpaww/pETY4f413zxhyZCxK1zt6NgTpCLUp8pAF73q6uCF6K84sWLiU08A4BLrO2qSK04oNPZ6cTadWeLrv09qoNIzGMC43z/u6RqCodT0QqX/3eHFEtZJlccXYwNeKOkcmkIsjxgHnCoeHT7i/+4zL44e1XWqk21zQ9dHkJdXOdXdxxQff+ojD4YAPHT/+4x/xk88/pesCXRcI/Y7QjSQ9QEkVj9MqldkMreCNY41znhe3L/nL/9Q/zT/2F36Di4stUiZ6qRXhTvHtmiSTZTA1QpKRBaW2NqnuZ5OyarZa6u8tneykhaOxJid0VuSfBcDqONfE4iNcpgHthqvVYtjm/WpLXph309LOThYj3eQfjLDYvKdf4WxR8yxKNSCzm99iWlrmqNmU6kVYGgORwm6749WrW66uLvDOqqqpDeA1FzRbR+fg6ycU5f7hnovdhm5zyTRlpsnA4ujyEvsq1Xs5PeVSa3ual+PU1OhKHpimIykdEZnQmib1vsO7C4psSTlSJOJcTww9QQLeQUrKMIxGjAvBZB+CMyDTkOx6vYYJtA2qgXdrw9EU/Vqh4tpVXuMxzaA39q9UGYvWmsM5Rx6n1YQPVscjhY4OpeFJno1IrW/q8WHDcf+W8XDHcDwyHkfylHEK6Thwcf2c/mJLqIp5Dqs/vL665rvf/R59tyG4yD/6nX/E5199gaplqCzCdHgX5lB6vvbCnFXruo6PPvoOv/kXf5Pvff/79Bc7YoAYrP2K02TCY95Xo7oh65acCjCSalM6ow5UbwKZje8cNq68gtKSENJC6QUHE7f0MVp7lucbQgtrGnGU1We05MXyHgvZlnC4eSxLiDW3hf151+if4ng/jAuceC1rav+8IACTqbQB9hXvEC1s+sjL22tubi7ooqs9ogMx9uRpZEwG9EqtnhUxUPFh2nMYBl6+uGW/94iOeKf4YABhTlp3BSG32FZqvVHjxtQfxdTsUhpIaaSUhFVvWwVjDB24DVk7xG3p4iUxbKpKW6YUGMcjh8OevjNxJV93LyceqjRkw6BSmvDSSvbdSTw+GwuYQ6N1/L+uzj1JdULNPLTHlY26AhapV4sIvosI3lrZaiE6E8EW36EuIrUTYp6swFCnI/dffsy0v+ftV5f0V1dsLy7ZbXd0sceLcXOur69o2pYqmR/+8I958/o1h8PepCKmRVSMGsbFEIix4+LygpvrW25vb/m1736PDz78gL7f0m0CXbSKetQA+lb+4JwjdD0buQYcygMl75lKqr0bbO5RDcdSznDOdVpEyddjfTJ2dSzX2MgMxDo3C5g3WsH6PefG6Bw7a4Zk/Z0n6+cbPt4T46JLd7yz8Kj9OOcRjDbvBFpXwr4TPrh9xqvbG1Mdk4wPDs0B0Y7ge7KvVbUOk0KoiyZ0sap8eXYXz8hpoItCCG+ZpoFxnJimpS2G9956AtVMgqFutfRfJ0oZSOlIztMcdhR1iDedlixbinb4uCV2W0KIOG/xX04T+/0DuSRC3IJYy4z2r48B702zdUpKKoVQsoVITiolf1E6e1eWoO1mLVQ6d8vNkLT0fw1J6/gbZ8IiU+uu4Ewmo9gOan2woVfPBdb5MYZAdIEggWk4onli2L9mf3iLu9uw2e3Y9Ds2mx1dt7WWLz4gUnj27JLvh1/j+fNLXr9+zX6/pxS1lHhdRNZQTwgxsum3PHt2w/NnL7i+vmG3u6Dve2Ls2G686fmUiZwdKsE8XwGc1kJYEykbpwkZj5DUqvEBKz9tY+hqEgIa7tJ4QgtX63TM2/ieG4r1prA2Nj+N03L++vV9XBuqdvw03O0XeXwt4yIi/yXwLwOfquo/WZ+7xZqi/TqmOPc3VPUrsav7z4F/CdgDf1NV/6+f9vnKstueD1bL21M9CNtdjc8Sg/Dy+Q0fffiSy4uenAcgI+JBTCzbe+tR5MQmUMZZG1SErt9AKRzHgZurayZx5DLSyYZtvyH4if3DA6UMhg2IGS9E0eIrn6Agkig6kvJAyk3UCKAD2eHjDRKv0XCJygZ1obaqNcOhBfbHA4fDnq4LNdbOOBdrf2VPiFUSsspQqKgZWyn1fIymvjbI6zGs9+xJY7MYQq39JVv6s+IO3qNiVdVFtUqH1gmczeVvnwVCwNM7My596Nl2W/abSw73dwzDnmEaKNOEjgNDzqTDkUO4I8RoBZq+FqcGz3Yb6eItN8+umMYJEKYpkXOpmjQRCWVmJV9cXHB5eU3fm+Snd57gI8FVsB2Hl0Bp3RIq0Oprx0fvB5y33to0vKtB9g2811oGIFYGAeblIU3L51SWYf3T5vm5vs0aN3sXh2Z9z+a1c/aa88zlzwL1f5HH1/Vc/h7wXwB/f/Xc3wH+F1X9uyLyd+rjfx8T7P6N+vNXsW4Af/WnfbhwyhloA7F267Qh+Bhd3Dvl+vKSVy9vudz2dEHI3pkLrtZIvriAd5HgI7lqwaQcTLA6mMiQOGEYB46VWzIcR3KKxC4S+oLDM0x7k6fUCZMMtOxPc4OLJlRHShlRJkx3JkLp8N0VPj4Df0GRnuKiGRVJOG/s2JQn7h/uSGniYreliWJ5b0JXdZrSQgAfHLiqSSuPJ/BTP6f8CE76F88TEQuLWhhkoWh9jVtS0ZmqlO9MWkLLkhlBrFAzRMu8RQLR9/T9BdvLBx72dzwc7/H7AxxG+46ipOHANO7NHXBYd4Cuw/se5z19H9lseiskrK0l57a/0ToLeBfouo6+31gYWrEH5zySaymEVoxFG02/eXDU8e2QalzESzWkziRItd0HsFqpM3mESjlwXk4875MxXo35yfw+e+2jkPXsXr0Lu2l/m8+JdxupX/TxtYyLqv5vIvLrZ0//deCfr7//V8D/ihmXvw78fbUr+m0ReSanot1PHHUXmB3PUuP+Mse51izLaNjeFXa7DS9e3LDdRKza2Ni96j1aBOesC+CIUhhRGRmGgWlS8mQZCt8ZjpFL5nC4Zxy8BUyxI+OJLtBtjGCXs2dKe3KearaoYgJqQlY51eZqWXHFoRpQeny4xodrkB0qJmDlnPFEuiB4KTwcTb/E9G4t9eh9qG1BTpXElkVcxZ7qbiorr28e1bOJ+K4dr+2kqFax8qrnYi+snuPy3pZ6b69pRMbZc3GOkh2IpzjrsyTbqvrWb+nzM9LxSNnvmYYjKU9MeSSXRNFs41kKTIAKpThCUGLcEKJ1kAy+w7lA13dQPRdXyYXNY1Ftm5aCyyfAp3cRj0OqR2M8I4dInGU4XQV8iwpSZDbyrfaspRLn8ZDz+dsEvB2tD/Q6hPppYc36Pj313Jp9vb6Xa47N2lD9Mo6fB3P5cGUwPgY+rL9/B/jj1et+WJ87MS5y0rdoZwSrmmU2SGUilVRfaztLUVO+7zeBb310y+2La9CJ43EEjYQuImr9l0M0TCB2G7IeTJ/DMcskehfYxJ6+D2gXSWlgv38gBE+qRXDWHtXjXUejnEwcarGgpWBzsUrtNNUuAdnhCRSNELeEeIXojpw7EAix4JwQfNX7zYk0WMV01/WUlPHBI9Ih0ngwrd1IBQ1LTS+KqwvCn3AoFr3aU1GinxXPOyBgOsaOls5cMVK1zP8KtWVLrRB20uSlLZuj2YDo7KBEhwbFhYDznX3ORUafHSsAPjFNI2kayakWD2LFjaHq1njf0W8Nl+n7SxsPHD54so401UHzCBY8ya7TwmhcQZqXhS14J8Wq1bVmX8QTfGddO6v+MWqhuMDM4rYLXYppW8K5DWtLRTfDYucls9jZUrl8GsKu1scjjAYW49GOpzyj87//eTQu86GqKqf9Db7Oe5a+RZe3prKoauXsltsx0eSKdEsx7RXvHS9un/Py5Qs2nScnNbr5ODKMR+7v9xz3ieur5zy/ucY5EyQ6HmwSO9/hxLPpt3R9V7GUSqWXsfISrJZpylr7/ZhIlQ99VcabjFAlZvHSNJGnBFmheFQCzm/xmxt8uCRppBSp5684VywlrqbtUlrLDIVpSnhnPX1CVcxvqVCpC96qgcEMjDdNFDEQvBmVtW7t2bg/YnG257UaiVysv9AaZAdj8K5D1tUas5+2W1NTvCw6MUv5QQ13HRR6W/SqlXhYuzSkXLEeS32rGsmuGRfnah1WqlKjqxAPThfYHPBZjFelEFa7eiM3qFCK7W4+9HTdjjwd0aSUyVqeVDe6fdQypiykt+UwcmQbW/u3GRRYcxueygq159/luZyXBLzz+uXpUo9v4vh5jMsnLdwRkY+AT+vzPwJ+bfW679bnfurh3FKPYwvAFrQaBE8gEwSuL7bcPr8mmpgqMQQcHcN4YL+/48svX3N4OHJ/95bj4RneQykHfHA2Melm7sqUIIuQpsTxcGA4FnYXG4oKOVeOiKWYqlymI5dQd7hMSckYwCkjpTF2PUUi3l8Qumeou0BLZ4JOvXkuBtaaLITIUhcyjgN9v51d8nVmJ5WMVK+ibUTN6Nj4nRqUdUwPi1Fpk/GpTn/tc5asx2NXfT3Z22e216xf1x63NHgjh808juhxLgLWSkS01TCZTIJIC7dc5c5EYrex9DYCKvhg8htOpkfzaT4XaWUlgcUaNqFyATwlG5itpZCLR+jo+0s0JdQ4lwZ0t/FoEhW8y/M4D09b0Sl1M1kM0btwk3MDsQZ+G0B7js/8NC/lfQZ0nzr+R+DfAP5u/fd/WD3/74rIf4sBuW9+Ot4CdtMnpNaxiAqu7gaugqadh6vdlle3z+i89SQqNsdATPbx4mJncXue2O/fMo73dF1gt+3ooqtu/WQhthZLRRbT1/Xi2Gwu2Wy24EYUMzC5VgVb6JOtpSjgomWvdCqU0aQ0HYGsnlwiG39hIC4dvtvguw7fF3xIaF5c7UI5mziuZkH8wk+pxgB1VW2tGmI1hfy1GHb7rKcW/Zr78pThWMh2mVIWSsD5Dro2LueGphmtZugaZ0nVmMDNG2pAq/OGezmg+ImUgkmTqta1bHR+H2LVG15KRkVMO9dLPJG7WBvSxaOorXURvAvEYNSGnJVUhFyEXBy5OISIc1t8HHF+JITMVI5QQ6SSl4za+trXxtRCMagFJdWwLHVq6+OnhavrDaN9z1MFk+8Krd57zEVE/hsMvH0pIj8E/iPMqPx3IvJvAX8I/I368v8JS0P/LpaK/ls/8wu04NLeBr452ZVQYeClsusC3/rglmc31xVAtUbwpfIKQvBs+y0hOvouMg2WibCyAssg+UoIU1drhgqID0Tv2fQ9MUZUFMVSriU1ecqCFus3rMXqOKj9c0yWoCAFcrHmbr7bEDZX1oa1CME7XHQmOO8dpQSEiBBBjqSUyDlXmntXuRlxmajaXHe1c5YWktQJyenEbFq167TnWmd1HerU+/vICD0V46+Nxfq9Z3Pl5Oe8y2DOFqZ6WTytUFmvxTnzCgiomiFXTHnNBMPznA62xIx5GyIylzCsGa7tMTXMFfH4aNlDJw4tVqOUiljHgqyYvnGsaf4eJFBETKGvJhXasQZVre91G0PDm5o3VPI8OPWeOVRTBfdPcbH2eefhUCM0nnsz8xJaGbj2eH1/nsLYftHH180W/Wvv+NNfe+K1Cvw7f5KT0JIYH76qVt4akhve0IFmgg98+4OX3Fzu8GKZnpyM3wF2z3KuLVk9XF3t4HIDSpVqcFV9rZA5WkYiVx0MNSDSiczAgWEudTdo3nCpPJMgFdw9Mg3KdBzJw4gjo+JxPuLjFsIGFYdE+6HyU+auARqhBJLaYuu6jt1ux3aznZuUndQEoUw5UYq1ExF3eutaHB5jPGVmrhb5+evhtMYIlt24GbZzd1tkaRXScJT2/vPvWi+A9nkzLuQb21oJVSDMkDazJEVNRMqwppaWqlIbLeMizGzhdShyfs4K1gRNLLxCAqlUOYmqqFeKUFSwDgCQ1Uo3kNrTunFXVB4t4DVvpQZz1MElzyzuBvtU87QyKuufteE+AWYbla/OifXYnmJap43SnsJsvqnjvWDolpx4ePMZgk2AfrPh5vIVt7fPyDnzsN8zpZGUrd5DnO2ABcu8+Gjl8AXwOHwwOy+1dF1qCirLhGD9kdRJbXoOJ362QKrVaQrGPi2VkdlSwmL6rMMwMY4JScVwA4y453wPxNqT2Ji1Tqq8QBE0C4VCKiPH6YFpHNlud+x2V3T9lhj7We1fqy9n3lOxNinOWRpVXG2wXmbvpxmXc8CvHecxfpuY7ccFk8NklX1p7xZnRlhr7+a18Xm0UObFA2BgtuRMv9lUANfKJdBiY6LWs8hKAxs2YZ0dcrtJWox7UvlJNfog66Ip8JQxdCJVxS8QnKfUXtLm/PlKVszVw82V1KmzCJOp+5kWT0lLT6bmOdr3LmNknQ9y9ZbaudZQLX94PgAAIABJREFUmBWepbr0cVoV7LasXOMx0b5jFg6vj+sXFzUDa1m6MofSay/rlxEYvRfGBS3sYmHTbQndlpub5zx7/pzLqx045avXE28f3tBdbPG+3uiS8Ti64HFi8bzD20QsjhiC7XLOQiMAr6FqrFQxJNeo2i2nYIZD8Wix5mVQ761TVApJJ8o0MoyJYbD0c8i1NkoU6Tt8uATZgHaIhioHIQR1mIJbQf2RIY3sH97y8HDPZnPFbudwrkMlWn2OidWA1nqoTU85jpRc8GKcGKfg6mJtBqa56OctJ54CCU/+hpJKJqO4tLjY3rm5ZYkWneU1nXOM4/jIuKgIGmb2h/2/GoNQauOxUiUjCuQK4JeKsSiFIkLxbk67K84kjkVwWBdLEZlF2dt1nBiV2cCZEHn0dbGq3auMVRIn9eRi5RxOCkJGJGHtd03Wk6I1W2ZhDyvjbABtqcZAjUiJrurPmA1MS1agBsqWhr2d4SjmLVWZh2ZU2nLRev90LsGqxk0sM6JSExHMxucpWdZf9PFeGBcRIfiOVy+/xe7imthbWJATdJvI5cU1w3jPYX/PdrtlHBM5TwYEugtCbbHRd6Yxq0UpyTrmeddaWVh5umrN9lDbdVa3WpA5Rep1svSul0XpvVgpPgguQC8H0kEtrMlqO30MhG6Dj96UC2VZhFZsXN3/6tbHaFT/nApjFZO2xuym6l8jAPOaxOE9VRu3Aa3LhGlp6lwFqc/rh+b2r6tMQztm70OFpl9Tqpp+w0IU69zoaljX1OxTSif3kTbWRecOCoAZA3vR4ihW7IQV2HlyPoJ1hKx6Ps65Wj/lKG1Xh6W/eL3uNc7gK1emCaufGx/13haBRgqBUrNaxlSuvZbqT8kFKylZQryTEMRVbpSfzcCJcQceYWEn5/KO+zKf81m4eU6Ya9d/fuiqO+k3ebwnxsUxHBP39wdivCQEQdVba9ax0Pc7nj93HA5HxvFgQBigJZOnRAmBkYE0TXUBCCVZiBAw5mmuYlPiOhzLQlt2c1lC99ocy+lyI72D6MEyKUce7l+T08QwTkiGLlgz+VKAXOjAJBNadess7uNohW3ee7q+Ny3coozTxDiN+Gky/CYYEZCSKUVN5rIWTa4Nl/dWx7MOcc7B3POMUZu0zRi15yonfu7S11LTWSfIhpeoDxRZMkDTNJ2Su8Rqn5at1nZYqQBn6zzQxqJoy+w0mdFzjCdXAykn11S/DBeWaXx+3XbtnFzzeUpXVWtRpgkrmTSphWsVkcNId95Cd+dOFnY7z1MQ+QwzWX3vmuB4jlutDda5p/ku/eMTfGn1Ge2c1h7sN3m8F8bFiRBCx+vXb4DIdndZ43/TMJVU2G46nCsMw1C79gWrH7FQfL75qsqUrGG5KKgvs+dSvw2TLLSs0OxO1pcIRthqfX+aAJDpgJh2zDQIB1WmcWLKgtOOlAL7/YA83PM8jNxslL4ZJu/Nc1mRrbTFyfbN5JTQUpimjB8HcB1BBK2emIU8xpE434EVW7SuGphpmk6A1HUJ/lMT7eSxYpXOVM9LpFkG82hSZipLI/X2ubPIUXu+Ylal9YjGzcbF7sJChW+H1B47iwdTT4hmfAwALjU8mTNaSWdW7jynVgboHBcKK0PsnKtZnxZ+Wdgj4q2lcPsXq6pufZfa2J8LcUkDmd+BAZ3XEwHz2K09j6eyPOv7tPZe1lmr9fvOH3/Tx3thXAD6PvLwcOTzzz+l3/RcXl+z2W7wURiHEecDfeeJfsPxaJ38iggSAlNVpe+3JhLUddFSne1GrQC8k+i1xeVunc4FiWrqcmrtKAQLZYVkMbXURTYmUgpMk3L/MHF3yGxvdlx+EMAFmJXJLL7QqgECVJDX1UrgwDhlpmkilzT3dl7/tyzEuuu6sOx49drWXso6gwCn6eXzY94h2+SdgcPqcrhaa1QX+/nOfMIpwYDvXEOq9txcj1UNqtTwqy3quirr554uStW8+v30epoynojOQk7rRbW0V4lPeghL10OjElAqRuMC2oyL2iZkPcebxOQydiefqxUnOxvzZgTWYeS58Wu/r8Oc9h3tWL+u3eNzxvUab3oK1P+mjvfDuIgikthuI+NY+PSzj7EsYCFKoOs80zjSddbOdbftGL1jHCcO+wf6fgMIx8ORcRwJPrCpr/XI3IC9ufsNAFzwkJV1F8hMNfdkMX5LUxe1JmcpT0zjxHhUDge4fyi8uc9MGojXW7JuyCXOi8QMW/tOy2xZO1apAHVAdWJKqfYLqhOhtk9ZgLz6GbMLLvPCaBjLWhiqTehz4LZd63o3BfMyzDgs6U6aF1LKLHNZdOFUrDNVJzR2XTIUdo7LtTRD/pSnbue0GJZc7LNb6GTn1XCfJi/6+DPabr5Ufy+hTPtb+72dP7TXSe12YJ5i66K4NiotnEwpzd7hOd6xNsJrPAxOyXEtzFr/fX2P1gbH1S4E78KYnnqvncPjsf5FH++HcQHEG0s24hiGAz/58R8DH3F5fYGTnq5zjOOAdxlrRm/gYkqJNI2Ukol0ONdVAe4DXTBdkOBN1U0rQNhmo+IptWkW692uat86sWJKRS3lmSdUB8ZpZBwL46Tc7xN39xPj5HGbDTEafV+kpVMTKYFSaq2MZYxUF0HlWQM1Z1LFTAB8sALEkhfCVvPGck7GcHVLNflTmaD2vpOxPgM81zsezdOoxzp+L6XQAAxlZTjrv61pWtf3LHyexdDI+vvnB6fnNnsoFVDNOZPPOhI0cWqRgBNfW6+qtfZdeW3NsIQQSCnXMc8167PgPKVmr7SytWf8JSk5La1Fzg3ympV7aljqwi5LiGTjazowVDzLskyLAQgh1j+dgsDNi52F0puhW43h2iidhkpuxtG+6eO9MC51+EEKzkPsPOOY+PLzL9EsuJuuii+ptd4IiRg9sXfEzmLmnEbSoGjjnIgYS1fMW7CFbW6u93bZzpWatrWxl3bvLJtXo4PKGRYlTYmcE9OQOBwLdw8Tdw8Dh7FY/yEnOJ/xbsT7CSRSWjapLoZSLNsB1XOpjcxzrh5A3UVPwNEVscp2cFvoJlTl6eTxTtWOhrG0z1wvhKcwA/MSVkBkM1LVc+EJFzvnzPF4BOBwOLArhX6zsV21KlE377BlhkQc+NrdwVlpg5Zs1etFKVlJOTGlySrOV2PgYg1XG4ObU1xlKTFgxlREHGlKVYC73Q/q/DDWtoWBVH0aD/iKcSnibG7OFek8Tf+38WglBzJn1dC8gNhz/Gc/1qZo1Rpkvh+AaNVrZt6EDHM0feX23fP90lOvpsm0/sqmoudDbOcJwRNCx2F/4PPPP2OcRmIX6TcdFxcXdFpZk2hVIPM1LbsmbtkupbX51jjZ5PNV78O+I5Lz4po2/MWHig1oIlv/RVJJTNNAygMPD3tev73n9Zt7xpTBBVzwdJuOGO2zY/2OpR/TcpxkK6baC6g+b4QtC+Fm+vjKM5gm66vjXJj7EplBSvN1NEPTshLtO9caxevwae3prLM+57F/+/t5iruUwjgaDuac43A4oKp0lRrQKqhPMIS2oGpphmquqd9sBnwamcaBYRpngHqdXm/fr6VUfH65vpkQOIcqVpw6TYmUpzn0cs4qrxsprZRsXnBONUO3hLPL73LiDZ7jOE+FnutM0tqwr41A+47mba2zYW1u5Jo1m8O8XGU4V4Z1jb/YPXY1nf+1V+Gf2fFeGJfTfdBcVeecVSgX5e7uNYpjs92SUuHy8hKw9G3xVO9DQTLeG8lLgdjZ5dnkBRSGYWQYR1J2+NS8FjeX9zvncLnuTuoM4NOClkTOR47Dgc8++ZQf/fgz7o4Tgimm7S4v6HemZk9t9xDq552r7JkBCbDCEeqVz+GZrb9lZNaZnpZWzzkQwgLssWKMvqvW5tyLWRuktZFp57tO154fbUE5Zw3YGnZxOBxIKbHdbun7/p2GjGpUUp7I41gFzkemaWQchjnMSjnPGjXtutbZKVYh03nldzN+w9EyjeM0INK6BHhULR0+jQfScEBzmtnU85jYxWLN+NzJmKyNwVMA6vqen2Mj69D1ZB7okslqj9f/zvOgJBbdmDOgu30HGKbpfsU9F6lEMXWWAZHKrnXOWLPjOPL69WuG4chud8Fms6HrYm0l4QlRbaKWx4h8s/aGeRSajkrTq52mPO/+TDXNlyAn03RJ08DxeM/rN5/zyU9+wt3dESUQYs/zly+4vnnGw+FAShM5mXvfwL7zuLxNgNaOWGQhk9nObUCiakFZwFVbEOa1Ca5yX+ounTPO+Xn3a+FA82DaZ8Bj17kda+BwGTM5WTRrD2S9oL339H1vGa96Ts2TeXwfpF5bppREKRPjdDSxqDzZZ6yMR3StjGLBh1roUxRw5YR70oy3iDBNE8NgGJnWFHoryVA1b9BaiCxG2BAX86BjiIzFmxEToN6Pdp3n49S8q/MwdT326/esM1ZtA1l7H+21bTNoRwO5DRA6nevrUKkJhv8KZ4uE1szJDsXHJZwwinRCMHHmcdzz5s1XhNCx3W65urrm6mpHt/F4xzxRvLfHIlbfYb/7eWJRCyVbrUlKTRJRCSGSpsLD3QOH/Z7D/p7j4S1v3n7F8bBnKg5cz9XzWz76zndwwTPmCSe1n/WU6XvmCdd23TaJmmu+TLLMOA6Mw0jaTqQpVExmWZxdZ+GMdSSA1mirZWwMSD7dFdchzHlqtP17/rd1n6PH92oBidfGpXkwayPQPv9U/mBBIbNOZoxzYhiPHA/7yibVyn2yTg2NMJhSYhiGk4Xq3IiLm5OSh7Zox3EkJTPWwXt8FwhxCVWtL3RZ1ufsUeksIdpS7/P9qmffxnUdIq0N9dpjXXtQy5RfDMvaMK3vxdrYr+/FPJ5z69pl81rfj/la6mb0TR/vhXFZcxMWN3LhOxgBbeGHoJbGTHng7duB+/s7vvqqZ7vdELtASokYI1dXV3N1cYv7SznjZQjVA0hks2JkBnIuDMeJh7sHjocDaTyawn8aSTlTpOPq+oqPvvtr3Nzest/fsd1uyEktM8HpxDj3ENp1O++JXU8I0dTvqrJ9y8ZoKXPzrkXJTMjZ8COTv2yFhAtBbk1sOxlraQtGTyZ/MwrnjN7z43RXfAwmrp9r8gzrIsfZ8yhCYZwlLnMDWmsng6xGjPPOapqasRjH8Sw7I8gKUD03oC3cpREiV/U+thgdmtWIcsG6MogKWpKRJCerLTJQ3TgsLTQ6JyWujcF6ga/vw5qZ+xTjtj1+bIxPU9pzOCZSK8xPw67l93qNv6qp6HbdUgdqSd3V51XMQs/AF4CjE/M6zMHJHIcDh6PVxXjvOR6OKzwCLIXn6/7TGJ92ArkY5btQSDqgWkyuQcFJod9EtMBRJ7I4us2OFy8+4MWLl3hvu2uM0VKNWK/rlNMMFuaUFynKaB6MpVBruNN5UtIaKhSTA8iFKSVcLRp04ikFcpnQytgNwXRDZPa+0qNFtiz6Ng5tkmp1mSsNvwRCHX9BavWvVQCdFL/NHQUr2FyLB9f9pZlDl1xT5s2olIp5COKVnCeG4WieT80elZqt9bKo2KWKv9QLsjChLe5KIpSwGB3bQNq8olYxNfLNirtTimVrnAcNIEYfGI57huGBnMZZC6ZtdusG8Sc2WE5xlJkpPRsBu1eNT6R1nJf7tDbaFUi2LzVDpFWKIiUUrKYuLB5LSnl+XTs5VShZ57XzTR4/07jI0z2L/jPgXwFG4AfA31LV1yLy68A/BP6/+vbfVtW//XVORGoOf97TV2XqT4Fiy468uM2CKcfZGkrkVniW8xwGOcxIlBPkvYZQVTRbXWdFghS8s4UrRZkGJakiPnLz/IYPX77Aq+dwfyANhS5sIJouyZQO5LIlakQKJoXprJKVmgECj7KB8EDoCjkdIF2Sx0SawAdLa2bvKRqscVdweDU2acmZpKbx4sTjyjLRzn9KyYs3pC35X/8rmWGYEOeIzpvcgzS1u5qiLrkWDwrIiKKkKlyVcpnz+BKqt5G0TnKdK6K1FHI+2qJzzTtVjsdjNYrUxW/WpWhB5mxYRtSAVlVFGudGi7XS1YJTV6Uq1Qh/tVMlIlZPplP1estjz6FUmkDJ5DyRygMqB8QnpDi0dFCrpVuRAK3d74qyoFil85SzeV/Nk2GtzF+JkDPoqgvm1jKLdS2sPaC5cDGEikW2NLNUKoN5VzP2UlqIBFK++eLFr+O5/D0e9yz6B8BvqWoSkf8E+C2srQjAD1T1r/zJTsOs+mks/VgisRmZ+V1PuIGNSd6eD8EjfTcbEo/1Cmo7CxUo81XHRIEsGecUIeGlIBqsiddQ2MZAf7Xj1bc+4Opyy5SsmNJ72Gw2QOE4HBmOe9J0hfTbmQVshCbL9GguVjdUPZ6uCwx7o7qXbNq8sTN9GxuT+aJr+n0JR2L0CGF20897Q7c0qtRK5yeG3ybhmMgIIiMtdLKJ2jwd61Nd1DgtZR5sW8TiPM7ZeQQ8Yda/AetvDapxxlhM6d/CnZySdWiMZthqWblxX0ozBA1UVtQZIC5FgGSLrHqjOI8LgRAMa8hqYL2FXsxzbD1vbJwSKY+M6YiSCMHGeyq2aQm1Glxmu4kTSweX0jpkmsC5ncbShWEd5ojF4qtb0byTJt9gxri083RLGFZKmQXJzXCc844s09mMUq50jF/G8TONiz7Rs0hV/+fVw98G/tWf5yQWHO1p5bQ12PX4vWsq+cIfOZ84IrWmRVL9W5knSfBYS1BfF4J6wCQVuxgpeeJwnKAkLnZbnt++4PJqS9EEYqLeMVomRzWTy0jRZDuvq7VFja9QmaepZKIakS54jw/B9HHVqp8txpdFaIgFhAVOADwrjIzVmC6TeQ3aMjdJP01rr8e0tcmwVht1wqtR4e21VOM3NsAIVUydj9abh6oNDJOWuXTCmKirpvcK02jtREoLcVAouZLqDHdBS623arhFmyyupoaN6SzicMXXjammq22G1AWWTNLiTMQcqCTMiTwNpGlPziM+OIKLViFdjPtinKOG+bUC1JblfJxlO88MzVhKKUuEVs8ROAHkldoF8gyPOU9Lt/M/8XBW88XYx4+WzTdy/FlgLv8m1ta1Hd8Xkf8beAv8h6r6vz/1Jln1LYqdeRPrm7FeHGvDcn6jlhsKcHqDH/EevDOynRbLCEkLqaxNqqW8lVhjfsWyVMfDA4fDAR87nt++4PnzF0jfmbvto+3QrgGlQtdFa4XRd5XPUquDzya1YUCCOj9rpZRcljSjPE77rsZvFdIF69O8MqzAyWRrU1bPnj95HQC5RaXLYpiznULJ4Ai1A2OwVLCvfZMwj6yooq14T2Q1NjX1rFVB0EHSghepXoZU8LQtljwXezbPxe4xQAMqM6LmdWZtGFJC0lRDoirbeQaSrrGZ+bt0AlqmMRKDdZdM7jgXcRqkUb0n1lm41efpkjA419dRVVLOSGlGXuaRt+tq3no5uefrEHe+d3U6rOf5eh3N907+/LUWQUT+A2yD+K/rUz8BvqeqX4jIPwP89yLyl1X17fl7ddW3aHexO3FJzneAc0NS3z//e27d4XSXX/5eQcm6WhYyFPNN16LVHbYq2HE48LA/4Hzgxatv8eLlt+jiBnVubsbuq/SiamYYBkLo2Gwv2Gy2ttgrdmEnYzs7q2sTJ3Sxm7kpU2WTTuNI6AQn6RFPZD0mIXjcScfK08loE7upp52O38l4N9CTNagohCDQmtxTiwVFoAo2lVYHlBIpNVe8NWczhX/vzYMTMSq6VvzEejQ30bbmyqeVWFNancvjrJBznkBAJc9tVxSxEM0vYVp2pzowa8/Ye5MnFfU46dBiqevgMw7jOFmTPtAkM6BcyhKmzentYozhtXxlG+N1tkdTY4u3OrSFedvSxu3a2/WuU9XOOduwKndnLdvwuAjyz5mei4j8TQzo/Wtaz1xVB2Cov/+fIvID4C8C/8fX/MyTCXDuXq6fO3+8To+25+F0ErXdZt1QvKUYc2nkbmWsUpjH44HD4QFxjpe3r7j98Dv020u8RATjoFhXQEtxWlZD8d6KK9tNDrVuBLUsUkbxUelUZyHwEDwxRoZku1ZKydKuo+Dcoou7vv71WDWvre2Wy45cZgMUoyfEUx7K6Q2w4O38vaceIda8jpYtqiC6QkqFcTJG7eziy7J4VCuoWQrU1i6zaFsF2CkFqUamNC5KvXfASStVcYLU5IiKq6CpGRfnazGiV9Sb4ViH3GsjbT9KkQLFUbLg8HiXCU5JcSBPg8meOmpWBlQbMdM+O+dqQP1iTE7CoeZhVA+oGXMLVaWOmZsNr8rjDaXd93Nj0fDJ5sEs3uipZtE3efypjIuI/IvAvwf8c6q6Xz3/CvhSVbOI/AWsGf3vfc3PnH8/353WYUTbNdc4zFMEpbWBAubq2hjCjA1IBVpLTZmChUfDcOBwPHA8Dijw4vaWZ7cfstldWt9jNYHsEKw6OwZvbGKfyCVXSURlOA6GRcRoeqd1N553l2m0LE8ViY7dlmnMtV4kMwwjsQuUbnGR26Rq9UFrDs/6ektZqpTBNFZCDvTaVe6Pa4EMK//aJrwuBqBkK1hscgMNMzDjYuLZrbeTFsVJITgryIzRVc/EMlJp9j6W7gtr11616sZU9UATV6/GCTNmaOOu1Ot3AV/CnF0x4XbsmjTbG4ta76PVeM1zSqrqHiZghXhUYvVufdXU9TUiq/GhKOIFL+aVtVGUVduTdp/WTOl5o5TWQcIMkavM8XmjUGpXitP0cfuMOdNlbpqdkncteVW7TFQPSwDK6Sb7DR1fJxX9VM+i3wJ64B/Um9RSzv8s8B+LiAWv8LdV9cuf9R0tLFlb+GYg1m6lGRN77TqT1P7ejnMS2OIqFpwv4FwtWVdj/jrFuKCKEyWnWmeSlNhtudw9Y7e5wuFtwWlG1UOihhuWbQqdR5xlD47HgTSNjOIqphBM1xmxMKlkpnEghB7nwv9P3tuE2rYteV6/GGPMudba+5z77ntZVaClUgqWYHUSCuwpIvZFG1p2RBCxQLFjS7EhFtWztGlDCmz5BQkiIgj2bCiC2PETLbVRUlRmvnfvOfvsvdacc4wRNiJizrHWOVn18mXWeSepedn37I/1Mdf4iBHxj3/8A+HEfHrPtl0Nd6DRaqJteqdC/yWyWJyecIzfeJK11thqpYqaHq5nc0Ts9ExE1bIabhE6MipWpazdMBQPJxuDJ6IHn8RCTQfGkyB0tG90N1jmITYjzi0rfd1844ehwwF1b4bnbOrIZrXWIGVmbxqXcjSUtyydjc1G9za5oCSagcWK0wDcgwgvFuOSWJO80G9JiFjbF+MVmQKhSDed3Gko43CeTW/GY4KQhDiSCXumcqxAL2nX5REPV9UV9/Dv0c/D1ztM0d7B3UkxsSxVJGdSd16TOB8mf33c5ZfJFn2pZ9Ff/j0e+1vAb/1+b2KP4Tn+DfceBjGjflClWzuqQce6knjcWN9xx5ZsFdVkWSBVtm0172PK5ka3Sm8rvVdEEyWVHZtptVr607fCFptOOpJmpmxtUZSOkFiWSq0btZW9LcmYpWm1Urdiqs5kpmlmmk3hrrWNUE/7DMi7H3P2wkzuQfBpsudv28ZSvRZmW3dDImKdAywBYqGBHf8DIGm7y05B175texXxfcM0IRqtxz0GVnJgKeu2sCw36lpJ3XSGxY5x9pxawowBdgofAauQykQ+zaRcHHXOZDH2svSEZEF7NMtre7ihDqqb2l/feVWAGb/eyW50zAvKbghN4iKniUbb8TL7dByhNqMh8PDIvZjQ9/FPREqBm4xrPTpRjHPra9+5ORGiJhH6jj8N+8Pv/RAQ/7yu7Wte3wRDNwZgT1NyeDLAZ17K+PdHbCUeN9a/7O/jaeE7QMxTldl/v26NXq1BsCCUJCSUtq3ULGS1zZBT9P9tbNtq+EOfTGZzOtOfBNXrTtVungaNzxuA4HLb2BKUyTJG81zo3QowZy+uXNfF2Kt6r8dygNr36cgR7N4Nq3sarTY22chJdjZueCC46DbN2asxjoNx6ar0fG/gwtjHPMnuFUYo11zxbWXd1h18lDSQ3GLxi7gZyZaadtOiKSHZ+ymVCc3GtA7pDUXNKEk2kaYu9m8S1Ps0dxsoowho3kMpRUm45rJ42aKAagIppHSiyUzrVqsk0hx4VUjiwK5jJtzjHDYXsqf2RRLJ09ZCEPosjPZc2DCyQQj1Q7MqqvU4iJHdQMUeGmvJdoGxX4PXAt+IcYHDOGSnSD/a2fBQxvTeSKz7kucznva2KV2cKU54Ea+S9s3vDcWyQE6GKZScyMC2LkBnmouJUJfOnE7u1rpHdLONWsrENJ04n3UXFN+2bTcO4FkEFVqrlJKYT5MvjsI8w7JsLOsVSUL1vn1gRL3xs2ZX2Wvt0Gh9BHRrrba4s5CmYkLZLTJWOCbSd7e81+Y4lOMifTAuvhVH4/4IWkb9jX3vW8ZP7pwSTBOade89JNkMx2gsU05IMubtKKtpae2j71HKplWcdtKd0vRAkrrXp44hSPJM32hcTHxKLd2sZpxynsjpgujCurx6b6ORAe2hXqv7xrb1eZRaiGfU7sP97DbVs1shQDUQAY/Xvz+M4Ehr51wM/xn20Jf4S18E77/C9c0ZF2AnbT0O1pgRehzARwA3YvS7rIckJCYMd8k9nVxyokwF0Zk2ZZab4QQlmaGhN+ragUbUyZxOs2WMSraTUmFdG71bSHI6nQBMR2Rd97atkd0yxq4pzUMipbIXEAJcrwtvb52THJjLIyBpn8sWcUr3ZfkxhqUUC2/EVPhNfBzTQbEHGsjqbT66e1q9NTttDaEMO7FnbuL9P8/qiX8e3TeWqfY3rEUqplG8hyAY8Di8hmQDg7U3tG52YqP0rZO7e6ACWWYoz3uvoO5ZP9+GPk73ujUpZQsNU7J7ca+CLq6252Fisqp6rTO9F1Sz4S6ezYskgK2/QkrZjXz1j+YMcRGX0Wg7y9l6KYUhAUvGR3gUeOyRyIjXOzLrFsmJAAAgAElEQVSqJkoOXiQ7eDxfyp7+Oq5vxrjAPe7y+BUn/6N0wSOQG/Fm6G186bVErL2oFZNNHirZYk1TYXUBIhE8I2SnXOvNExDm/RzkOz95u7nIFqev5CxM00EQjP4+xyKXvSzAUtsz3QWpT6eZ3jvX60q/2mKapola6+6xxVglSUMjLu7GYzfM4Wkk2bkl6oWaJitZaaEG145QCmzZS8yP2AaUYbwfZR2SYygpWXjUg20sxxY4kAoPalSHFrAHrtC6FW/WbaFtN2grU1IzpNLh/AQ/OZFTQZtSe/XUuG1cE7T2MEW5YzyrhynhyaprGqsXTCqd1oR169bil0JKUcPjHJtS3BMJbWT7XKECl/YuDSHmNVSRR1bd800RSo04yqNXPmZO95BRj2TIl4zK40H8ta5vxrg85vJH62siSdNnql/jBPTeLRPgNHcLhz0OdlBvrGYlOApibjbdskBJq4O6hgmUcraGY6hzLBJZnK7vAJuI4xeeEg49XFVx4zTZBKOs6wrVMiRJOlMpaC+IGOGsbpWt3yhl5vm5sK0fud0W5mm+Y6sqfsqmhORip/xW2dpmfbU3T0GHMU3JK86x4jxvYWLhjnNCaAbu9uBemBGVALHdOEkq+wbIubhouN4ZF/VslJUdeOlBEqy8ygpJExM5lT3zIzFxuOe5bdT1xvX6Sl2vaL2SZQHZQBeybNDfwfSETGe6JmpLVrLQXWcYS4+rZFMVRCliuAgiPu9Bk3fgOGQfWiXpym1bqb2ZAW8+337IhaHfiWvgvcptXbVu9WtWH4R7veZhhaUdPfHRAz+MQhhB9nE2W9FRL3I4PBszpIJ56ik8M75+DcA3Ylzu08ZjCAAhlDSzruuAn9zLPuacTSIBWzNTzmY4zL/0GhdrAK+KVQCXGZyolVNHdaP3jbatmBzeRC4XpEyIbFjw4gQrKftP4v+PODo7WNf2VKItxrPMBIu310pKDZGJqZs7zSomu9CPDTLNJ5peTUemrrR2Ok4n7HGahG7eP2XOKC4d0LrhCBrIgv/bDbRWN8hJjBMqyUokpLhH5an/PXzCxi2n4pmc0B12cSPCu0lGRusuwxDuvTNuu26kVJjLmanMtse1OQ7ktVfbxrZcabc3dF3IWm3TqoLeaP2Frgt6e4WlMJ3fI+WZt61YVft08hIFzAPxqI5uHlHUYN0D4ELt3bhKbUO0MhdPbUszV8O92dFLvsuYJWfWBvjtjeFLKp6IMw+mRw/swbCMh2uUAByYlc/dfj4e+MyemTKHyh7j3rCtf8tefu3rGzEuhxs38jnGlHLv/U7QaOc9+JWTNUHrzXv6ck/Bztn7L0fV6R4rJ7QnShZUM7WtmHp7RlLxRVpMSlFN1kBCUV0PIG5vr0po0iTondosJWr09+IVzUf709ZWtiq8vVmY9ViAdrlcyCXZPWFZodoaU1DPw8WnO81+ZiqFOk202tDWTEtGj4Zs4UWpG92cMyVnK+lPkT61+7UF3R0LCK+i2ds6BybpfdsNEetQqA6QqlpFcm1WPTyVmamcyGnG5DqbK/xX+p5Z2uh1AXUekmSyQNITrS30lq2R3Kcr17cbqTxzef/Hafkd5Gfm85Pp5kyG8Rj+0z4L4e43dGNdNtZtQ7Vzmi2b09tmgH5bDOwf1tVoHGw+3BgkIeMhjRv3aBWbyzTgMAd1IO4n6qjEsbQv7ZHdydtDvPsMUUoRXnnY/WsAdb8J4yLDhI1p1DH0CfczBj9CoQAsA2f8UmgVjzlEjaxxfZJkJfOSEDHy09o7Kt62wY1Bc1Az5WIYjUx2CtVOTdYQvnd2T2nneyRAotzf5BtLnuCkR1ZHN663Sq2rZYY2S3Oez2culwsiwjQX1rXuCwnGgru+n17xme1es7GCwRZhU0/RWn8ebaER4uSrnPfUcJYoxHSt2xCACtpWX/0ENZJZxP+thestflKKp13VDVJins9Wi0Wi10atC7XaZrbaHNdTqRXtG8mNptm9ZATEOrEs8POff+J3fvevc3298fT+Z/zJPzXz/JN39GQY0toa2+IEtskOGJPFsGssn2h1M9LjcmPbGtNcmEohS+W2bdR1QbR66nnATQaPI+QpmtMYIkwRTwCgkPNEq6axEsblUZIhMpD7eKt+duiYl+TBVz+yZ7YWPlcTHO/5a13fhHGBe48lTsFRVmAE4cCbuM/z/twxwzSeoo+8EEPW7drq5inn7mX/4QVYSFOytfRs3f6Wp5mks8kbpMnBOlMUN0/Gq2PF0PucgieR2TYj5pmLmynZPAYTpjaRapFErZ2nyzvHaqyqWpIyTUdXw3FTHC75UcODg7yanPgW6nb1aFIvYgYo5YwUA4Tt54lw10H3QsQdEI7Qaj+NDwAxgFsDg91A1SiudHwmJzMe20bIi5puDO611L38IQI5L9FGsTG4rRs//+FHfv6LH7gtbzw9Zb777sS754nLpbCpg7hdaLWytpVpaCAfXnCsOVs3BnTPxby4eZ6Yi6DVwkgTEkt77/BHrwXuxaB2z9ANxcE5caMbIedwjSF+4Hm7jvSQ9TwMkKXNI2Noe+F+L23btu+Rr319M8ZlXVdOp9NuGIJ4FqHQY/uFR7KQ1bvIrtYVBml8fm+hr5J2AlOQIndALRubc6uNcsogidaFKRfzXNSaZZmr6XkUD5GsYjjtpxRyEJuSJLa6mqRjwzpBTplpxgTAbwvbGj2N455gmmaQFu2bKWXaK2kDiIxGabHwpRgGVMHSqr3TW3I+h2Ew6gs8FzcwbmRIx9j34M2oCxuJAcTZT9XgXRhA2Xbj0jz8GTdCzpaCj4rv3kMsyQyLvV5D9QiPBPYwTcU22FIXrusnlvrK/JT4yU9/g6dZKPMZdAHdyJxNyCplZ+yy83ZGr/cxmziVTJKTGeecyFJZ24b2yux8IuWeVzWGKnGFQQhQPwBYe+jx3DEsGzM9R6LgPtMzUgtSSjZGriXTu7rXm794X3/bMnTBNpsp21tridF4xAIdC8BG4GvbNuet5LsJeqQ9B2BpYFssrJBztK/bbaE6GNd6H1TFJtuEvaDNKoBzVtdyyQOwmQ8AVSOUCF5DGha2dfib5gycuC031vVGzo1tW5im074oI2wMYNu8meimZ6BhS4qqn6w2cjY+vtBzyqQymSemRoYjGQc2IhvVjvR21+mwtrYbFREDjlMOSr7ir2Qcjn70pbYT9ABOVZV1jbYj3TdOGwyptZIRFVPp0+YHhWX57H06nZUuC+fnxOXdGdGFTEP1xu32kfPzQi7v3XgVpmx9pDZpn23gcXOnnCky0VLzNLaVhlyvb9Rt5ZR1KL68pzXE68UVYlVhaOMQCjmNOxrB4IXec7VG421rPvbInuiQQ/4iuERxjYfrY4j0ta5vxriIiFv6vp/MYamNWn+4hkEzj2uPMTlo8I/p6uBYNFfJN/e9mgB2MhzGwNjiGzrt3eysHey0Nz432cSOdgM8xbkuRpRx1mtT12N1NvFkQ11y4TTN1vjrtqG1eVvlTm0rXTG1MzHmqfE/MsVrbAIgNOfBPK9aNyQZ96fRLHXcXSR8q0Q7WMkTqWC6tNFSQ6y69wCgV9bNFPkDF8rZmIQpJejQ1AFNPcDzEDiPcR/5PdEPSiTauBj+pLR93iwVbuFkEjee2aujTUzBQiWtlKycJu986L17VCrb9sayvnKS79Ce0aRWdTwJudvni7Q74yEV6Xds3h05YVlXluvVKrizhSD9KC2ydi4uNtY9WRBzJBFaOnM4pUxv6uloE9e6J7/JPrf2HBizQ5H2D1wH2NdxFJruNAB/ToRROX99rwW+EeNiC3AbfjOm6Hb2+Z01Hg1HSlZhqt0meJomgvY+up0GOHZL16pnkSYn6bm8opXbJ4SGUEnSSWS0FqtkTQ0plZRnchFywRZMAclAjpynottm2rtqtUJlmjjnwumc2fLEuqxs1zfWfqVvC9pWWi8smzBvUDv0pPb+Yifi5CUKoYUiAK1St2PVJ2NW7bU9R7rVw0GvATdsyHR6e+3U1ryNqtUAde/oR05IyfZBRajtcO3bHY4jnplJhJLauq6fYWEHC9ce3/fNINAShTkIq174sJp3tq1Ib0wI5JmtrTSXwSR1kBvb8pGSf0rTsxkNKl026FYiUVJGPeQzdcAjc6jhkQC9bvRaTYypTGgSoJF1IOfJwbS2VLzr1Xq9UUqmEhgG1j529lCp7+vbd8H+fXbW+EjRYG+CtxGdAWLvHF6U11B1pdaNaAD3WBD5ta5vwrjAfVpvNBx28jeKp+/G+PQu9sX21l0YNGSLjtct5OQtHrrH2lNxzCBc4k7TRuqVdVt52t/PMApjw84UB1wPzd4xjPO4vQ9e1oOrmkTQbeP6VtluK23brE91i3qg7qLV8x7mjfrAu0stxv/EsZ67tH62MC0yOZHmjL+D7l7KslxNWNwblSG2QQp5b/cRIGPMw2NvpN1zLO7aa/VxHcSuQlM4Tt7wgNTeI3gbZhw2ejWCY63ViijF6n56KmYACN2WxrbdyOsN8gZtRr28OiE7RrV5a47aGqVN5FDTlxBz6p7FWlGXUdg2w16yA8MB0J7P5yGT4yDsvvnH7CbuVRjWlPL91hszQqoWlu/KfQNwPJa1PIZ2lt7Wz/bJryMkgm/EuMTGiYGNTTM2FA/LPoJb8VzANFo4cJhHbCYea68brroZolrbHo4lMcW262I9i+tWfQKtDgiC2n1wbkb8J95HcOHtQWTpMb6ephl9OrP1Ex8+NnTzjdI8tIksgBvNYIQ+ZoqczD8OKFnMeLUaQLhxMOLENNkF45hs28b1dmO5XU0wu1uolof7HRe+SLkzLjFH1jbW8aqte3r86FMUp7GIeQm9G3Cunro1ke7hvFZLR9NNHJ1uuEtOEzKdzWOpdgigFq7W7cZWrmQWkBmqEB02s8/Vtm7WuTElyjRR5onTPHOeJ7IkOs35Rzd6Wx0a705duNdGGTf9Y6g+Zi1HJm/vB9N8xAWt9eyyr10rhLxXAxjJo+O6Hv+NAsrICv66rl+1b9G/BfyLwO/4w/4NVf2v/G//OvAvYIfpv6qq//UvdSMlWmjc81xGEp3qMWm9W0uKcbAHRvVnRsg/jVt2PI0MYCELTlrKZeJ8mXl9u1G1sa7WWM3cS+gNU2abjoUxkpd8DEwfNXnx3RcyCvviKoWSC6LQlpW2vqFP1QIYEVe160yeJYq6qvFSIgMUP999ZB8H47fsP4MBlK1yWxZutyvbtkIYQTcGUaR5eCj3hiw2VIShqga7QvMQLmpw7gHt2jq16Y51lIRjJ55WCTZvvZqGbbvSqUDaxZxSPoEsSL+h2cWV2g10JaUgoh39rEQ6k2cLe/M5SwlpyUNIK6isbWHd3qj1StdKMnksXO1rNyQRdj+2kjUP4t67iLUYoVAoBI5GJvaBOqZmDeWOv43zPs7Jo5HaM5877vjt8lz+Qz7vWwTw76nqvzP+QkT+QeDPAX8G+DuB/0ZE/rSq/k07Mu0hjoNaEc4EMLhtbXcT4ZB5HFOLtKFH9KOcIbG5x1T1/hdUna6OcD7PTHNiu3WWdXFClxJtf3ISCven+nhKBVN37HL36EWB4XYp5BqBvlTAwJaE4Rlr25jL9Hu+ht/+AVyDl1AdKUjb1OIlBcHSxQ30wu32xrLcsNaxeaf1H2D4gQfoDrAeoZlVCB8bSX0jak/gYShYj+uQoEhSUDEl9IRa0WQLJTdF6Ghb6fVGrwu9r/v7qiSECUmdlM/o+mLzqUptC9pXM1ZFTAMGQFw8WzHNHRFvGZso88Q8n/zQ2mh9o/eVrvalnhY3smTfD7cY39FziIMmilQD3B69jcBHjjXJHYcpwmornGw7VyXebyyLGUPk+D72Trzu3onxK1+/Ut+iv8H1TwD/iZpQ9/8jIv8X8A8B/90v8+Q9y5OOBuv3DNTP2ZF3FjrnvYtdGJxD4d+U6/fQxTM8xucwQ1PyZCr6vTDPE6+31fEHw2KSGJ8lyF+13mMg4311V4KPsAjuF2Js0p7kqItq5o63dSOJUD0Ds3eUHGLruzlysEI880K39HRXfXBjLDyKU7W1xrLcuN2udgrHf2KiWMfl2Y5u4WM07xrB2ccUby4nerMsVKtK7yvbtu0Aby5W4JeTYyvSEW0YhOutNfoNbQtQ2VXyUrB/E7nAPFfaOlG1YgqAjVYXxOUtg01jrVTt0+ScKZNRC0ixbhJao/PCwtZutG6GJflzImw7tFoOr27EOWJNjo+JtRgeejRoG73e0XCpZ4wexzXmbUxJj+5ofwijokbpjxrP5V8RkX8OU/b/11T1B+BPYk3S4vqr/rvPLhn6Fp1Opx1PCeAxvJSYlJTKnauZs1d/7hsOEwzi3lU/Jss64lmFvbn2rTUHBy1EklQQOmU+M5/OIBvral+qVhRYsrnOVkRpqdLgnQyfjR2oxIgq1vJrSD366RUV39M0UVKmro22bY49RIX3fRj0uJDxfSf+uuoC2129UlxN9Ls3A1ebZ4XWdeV6vXK7XQE12YLB+CL5ABU7hNdnKXpviO7kxdat2FA1qthl5/+ohxARcuWULaW9NaQkMzLurRibePMmZF5bJE5tN+rfDvxKysynzrqdWG7LntqO8gbxEC2Mcy6HDIWFM9nkLsFBWDP4qlYln0RIJZOxQ6U1e73QubFxSru3nES8Y8HhhYzzBUc41PuB5cUBaA8+vBkby7IfrJbcwKvjPW3vImiWBTRvB4IJ7DVy7iF+7etXNS7/PvAXsNn4C8Bfwpqj/dKXDn2L3r1/p8ld5zFtapT2iDetoZZNvhV92eRZCbsp6B8LZzxRD+sPkpV1W9jWSimTUfyxzV8b5nnnmfnyE6bZpBnfbp9Y6nvSaUaLpYHTmqnVWmiAAajdY+WEacNoajQ3gCrZFoRYDY9gnBhVk07QlKyyOYnjDpaZmNIhCRBxfrjZwO5V4T2DCWq+dOgDld6Zr7VurKuJV11vb7y+vrIsN/fcZko6+0mbqevhDQZlvtOtZGFXvFOWZeP6diOycafzmXfThafTbI3Ptg3tnW1daLVbKUWeyWVmInHSRmFDMI9Be3VRr76T9I7LSIuR6dIJltOJrRa0NnIX2Dq6behcoQgNRTQZfSQbf6YUQRw8j+pi1JTvpu5qcpsbMzJdE9CcypR2I7CD+c2WThSXPHoPd9hgr/v9uxIXoe3TVfdxjfUve98hL151ioAwITqhOdGN3OR4GRjk2f0wnb7NsOhLl6r+9fheRP4D4L/0H/8/4O8eHvp3+e9+qesRcY/fWeqTwfAc+haja9ql7y0w4or2GuZCmpJZlL1HCMaAUXRVVDLz6czpfObl5Y1PLx94+8l3zKdkp3kGKwswQLRoMR2UGB8huFOeTg1j54SddmSm1m1jWRdP/eItXavxYlqh1sZUDhX/0YDuX73vivzgpzOJrbkuSq0mnlUtNLndbqzrwsvLJ/t+W01uM69M08Y8zx4GdVdSSzuZrndl2VY+fXpl2zbOpydSKqgmpunM89M7np6fmE4TZSqGn4j1s+6nmVY3tDerGs6VqQhTUURXWr3R6uJz8OWT9tFrU4w9LamAbMjufTRfJxFOt93jDSGnmBMDxMWJgNY61mQTvPMliqoxhSXdU/93vI8IXY4QJeqLgqVr42dzOU2FWk2VLnCqMKOCSTcELrZjOjvOlX0NmMG01+9uVOTesCmGXz14v1/j+lX7Fv0dqvrX/Md/Evif/fv/AviPROTfxQDdvx/4H36JV4zX3bGFAGv3vjvpQOXH1O8OIorpoI5YTTx2p6BjxqZrp5SDQdq9C2MLIeopkUrm3fvveLtufPjwgfPlzPk88648I11Mc1XMkd9q9UprFyAaPpfj0+y5HA//eq2oVpbbSquNVBJ5Mu+pOXN46spWO6eR/9APLybwnnGzWE8gAxNRK2GotXoYdKPVyu7dkMh5opiTYyHgtrFt04575WoLOVKktXaWTbjdbjZv0nn3fGKanzmfz5xOF8p0IqVOd5kF7c29FUvzJwCpSNqYSueUoW+mBJeJ3k7pGLMxOxVZsT2MEKZ0Zk0TTRZP4VsbkMgA+rbcw5DwGix/kLzX1NGsvnfrP7WXOKgdRkqntmoi7fK5drN5JxY+RQq5dxDMU7UzzSkC7fBmIgM34jVhQMa1HI8/DmDLem11RUSZUoQ/g4FRfC6/QeMiX+5b9I+KyG9is/7/Av8SgKr+LyLynwH/K9bm9V/+ZTJF48DGNZ7UNgFHJgj4DAQLOvWj6n9swJ34JMdCs4XQaPUwNohQu9H859OJy+XEy6dP/PCLn/P8/I7TdOJyeYLk0I1A085aNyvRdw/JcBY8Fgu3JplYkap33bMgKpeJcppJk9BuG1UrW6teBpAPgzSMSQCDh7G1zEhrakJN4kCpP8cYosE9ybRmY3i9LmyrFbyllOhUqipTyqRiFeHrYh5PbY3bbaXr2Ta/wseXV5al8fz8zlnLCmsjt+rYSYPeKSUxZTPAplcMOStTxnCsBk26hVHdQofDUN9zOiIZHilbmBFxqoB2UOOozNKHViBjBkypte3cG1t7DiK7noz2ZhiQZ8o01t/YLF4P0fi71azG4VH3iIM8BxZSde82eRS/xpI5Gto/pp1HQDfeU8OrT4a2qBvlA6P7cu3T17r+UPsW+eP/IvAXf783MoK1BwB7ZHqs8vNztmFY8V2fZU/l3af6RMz4PE1PhLYIBOEInzh7r9oiHhae3j9TW+X15ZXf/e3f5ZQvyPeF+cmGruPP9RN1jqxOEufcGXCbxCQASMZUj5Mrpwu9LkzzRJmTlSYkZa2VrXUOken7zEGk2veMgQ9LkoSUgva6Z0ri9Avgr3vr1FY7dVNTv9NmeG1S+roZlyRN9Fa5LpV13aieTVEWd9ltES/LyvVmpDRxFz/VDe1WUNpbpVWoSZinCSbnhYjsgHdOhSyZRkWwlq6BR41XbDC920Amg2E2qIGEOJey1WrFlog9Brtvq2RIe5GicW+qey+bjRF+UPn7WHP64l6ujeG2bXehWnehdvs6PNewcao418rGXIgsYNoNlxkOz1D6QTJmlXYowAH68f0PiQU3xAlgLK35etc3wdC1ibtXCIsJH0lCcM8luKuSds+FxGe8gtF9NfDsKALr3USUoqF8V6xqWBtZhHme+e6776hb5cdf/MDEmcTE+/JkcgXN8IMkxmcIFXvJYjU+oi5HIl42kJxYpvSeSF3oaebp3RPfff8d2/ZC7ZXbcuW0rNZH6XS4xiOucl/xel8WocfQDu62/arW6uFm5nx+opRO3TpVzZBcbzfKtXJ5Ml7I7baxbZapQCZULAt2iNMnXq+fkF9AnjIkJVFJomQRamuGhWRrCK8lIxSSFuidtjWKZEqa6bntol61h9dwXBEmxxhYoeFEKSdWEd+Ube982dVId0kOblR4rXAvutXbIfewF63un9HWTm9H5feX0rsRCh2Ox30PIxNvj3V5iDtFVqh7Jkg5DER4rHHgHmtaKSUKPA8yZ9A3fGrg16CfC9+McTlOjxjMIwV9L/93cF8682zCRrVWgqVam0sMPeT8k8fWpBBW6neLQCP0wIvlkiBSyAKns/Czn/6Mlx/f+PjxR6apwPzHeHq+mHi3y7jXOURMQbVTJufBACnh8peW1s0lkV2VN9UTp/aOy/N78scr27Kxbm8styvXT2/cShQrOiV8L0iEXWg8P9QwYbfiDjxHpqGxrpZ+XpaNrQq1+phiWZJau3E9tnZo4fQwanYaZxG6GE7V6UxTZrldeXt9sXBDrCVL8w2fsMcbwNyoImQtpGKejiYPD6WZQHZS+lYNp1BPtKvudUmgHvIYopKdiWscmuQJAAs96lYhF2tzWlwQPMmeUt/TzxoVsv4OaqMmEdr670S+TOI8PKp7b0skUuABvvrEiGn2SjK9Z0WciyOueghoNypE7waQZ+8MKuL9oSO0s1IPf0cCzBbH/X4d1zdhXEb3Eg5W6UGv706++lyL48geHXFw7UHXFjcwzuxURXqmS6dVA/7CqzFimE1anYzjEPWyKWee3z1TcuHThxc+fvxtemr89Ge/wdPzMyVbOvq2LUgTkhb/glSEbll2T18q6oZGUnfx5wm275kub0ynD2ztI7QfSds7WN6zXBdO8wlm4yxY+b4YbpDKblgRL44DyJnWXO8juR5LV7SutPbKWj/xtihvV7Xqa9lI0ulbM3U+BNW28z+CcyMINHuPhH0e24w21m8vryQS8/nMybNF2tUIcl1I2km9I72aUlxP9Dkx+b1TZkQUWTulY+wgNa2a1jr040Q3g7CRkiJqJRNKQrSY5IJkeoetK5qhpUxD6MnUAo0NID50DVwkvDdoLUMrTg0Qk7TAKp+DNxMexVj6Yevz3qsZSXWWu3G8LhjnOUF2rpBDlMkJn9rNS0ylQEomlREpddJuBNHDmFo/JB32yq9nm38TxiWukU4/slmjoVRcEptUD/yh3/WqCZwlQpDifBRL8wVRbzzt97gVBW9HsjcDw7IUU5n47ifvud0WXl5euN5Wvv/+J7x//90u87DcbizLyrt3z1wuF+Z5IpdMngoFNyo52QnVu/UfbkprkPPMNM+kxTY2ag3Z182IfPPc7nAl7UfnSCVcYIXgxbR7WUscuAxK+bJWllXokuhsiLSdiBigKfh4Dn2RTHUvYvojvMg58/b2xrKuPL17x/t37zjNFvrQK9oU0QLaEZms3YcIqR2ZnJwLuczkNLMmS01b1bTdlZH8xEoLnFXU2hV1q6OaUc3e/sQ5SC6Juq8p9xyyPHoebQB2D/lODsdl/12EliMO8niNGaUxfS4ikIQc9XQ4NjR4P8lF3UWE4j2/x5KDlKwtzl23nCEsHu/hPrD8etc3YVzCQIy4yjQMqHkw7HHn0dx8GybVMy8uOF1y9lh0LHYMZqY94zG1F6BeLtmqgkn7Bqd1mlQrNJzPzFvner3x448/8vb2xuk0M4alaWYAACAASURBVE0zOSdutxvL8sbzs6dnz2em04m5qdHOi1hYRqdLQzcTdhJJRupzF9e6NDakHf2mxwVbSrkzLhb9NOjx+EMKIPpat9bYqtHw69aBaa/9ET3qrUa+0Rc3h19jVi7+tm0bHz58NGP2dLaWuKJD36QoH8ioFpQJ4w+J9czOwNQ5zW9s20fW1UW8gVZd36eDSPHw4gopgxjJL6cTks4oFgpdzjPzdDnCbAmEzlX8WjUw1/GakN9ILjlBNk+nRfnDgLt8yajsHJyH7OfhTXBXhBoHQFzmtRsGGF75yKc53seygdGq9kv7ycLDP0I8lz/s60upt1rrPmAW90NgBzmPLRhcOzZ5Px2vr7EmaIZ9GP3ZfUfuSwseXVoDZT3lF/yRZkzc8nQykaHaOZ0zT08X1nV1T2BhWW6UkpnmmdZML/d0OnO+PHG6XLhcnjhfnsmTkwATSO6Ip6TFGZmGe1ia+Lt2gHlxjYWCqkruHc1mEM150Z2jMcb/uns0ZkRr6/TuLUqDX6r3hmPkC6l7hruQ+fD3uPYqcVVeXz+hvfLdu2fm02QSFL4HWu9I60hWclNkC5c+siZQJqHkTsmFrS3kxVXyVt2BeEmgWdCaUF/Op9N7Tqd31GS1YmWemUPsPO5V1D276uPbDfB2AHR3cBKEVEVs9FEMPsZh9FDid19a34eHfDxmH7MhQWFrW++8+dGw994tsnPwfkxXP6bKH5Ubv9b1TRgXVf3MUxldwN6tqVNKxvkYdVlHnofVCMVEDd0J9ahCHYWOHt/D2qieERV6jcps4yyIU/WRQipWt1JKRpJV0+K40boZNtS1s1XTA/748kIuM5fnd7x//z2nyzPzfGKeCzIZzd+SEa5xslbWpSO6EMZz1LaJe1+W5VhQMZYB4uqxeA93edBlGYsPW6Mn417Q73VnvnTide27fm9cIydJPajato0r8P13740DVDxr47781ipaj3AuJSyE7OJC4IWcnpieTigry/zK9fbGTTbQbi06sOze1qz1askXLuefMM/PSLnQRcjz5KJeVkOm7qGpsqeiDQQ3nqxlm1zPRkCT51tcZ+vRixuN6yO5Ljb+3eHZ1fhODwbj3gDB76XlAm5cAITPPJ9xfVt/629XcuGrXCKyV5fO83yg6v43JFMkGKn3FcLqYFY07o5mZSJBeBrxGydo8TgJB1VbXejI6jqEJNn6FteIr4HePE0ZnpSp1BVXtTNGsTHtXt9u/PjhBX7xgcvlA++++6kR8i4zT+8yUyoUhXpb+PTpldfXN9al0+qV63Xh9P7y2cn3uKjvMxROE5eHcfLPcK8eN0pPdqJUIZ4zLsrjcWl/u8fT2oydvVeZilePV5ST4xeRNjcDbGLhCVKmu8RADaJdsnavOTdSnshZHQS3Xd5qYmuebu6gZObTE+fLe3I5w3wxmdDJwk0LE0zXBWTvG71/Vg68xXBW44k0sBa0nV1/5ktV6l80OPtnPq4wOI/hyh1BbjeAIzAb7HPzSrtiXtSQWbU13u4eHwfq176+GeMCnkZ84LNEwVxoiCpGabd03XFiW9tQGKHIe/X/IZv0YMSCO2F/u/qCLvv9mCusxtfwBZlCmcyByO7paMQ1WlL29prKPBfTxl0qb28fuF5f+UWeOV3OvP/ZE1NKTCJs1xd++3d/wevbivYM+sYPP/wOT98/8fT0NGTQ3FMrcSpZJianHBlOT1kcXl1kfIygxZGiFCPq2Q+ZY08cp+0jKOlOPSkde0eS7CnyuAmhsG2Vl9c3ns4XRBNkpXv/6OSeAUFF8ExfbkaK7B02tSp04z0XptOZU62On3Wamhpdbw0lkaYLpAudiZwmZks5WZZLLSS2+jPf2MpBZItxSlbICg70xgJ1Ax3GW7yk5M64gDWCY8DBhlUZhqnLYWDG66D7HzIjKT3qxsR4WRq7TI6bCaCC9Oj5ZPebXC7ia1/flHEJ+QF4TOVhzNHki0ECP/AhFOvFK86FUA0q9H3seYCgbfdSwspHHZOxbTu9rqSegEO7N7k7r73biZmtS+PWLH4PHouI4aoBsKYM755nnp8nq825Vdb1jbpUPv5oqdSSlNvbCy9vN9ZqjNJtu/LjD7/N93/ij/H8/I7WDvwDLJVuxXS2oI2Bq4e6PW5YIuslIXvoGRWpIM7wTJNV/FKdVn6cmPHv/j3Y+9po2MlIBjmqz0mWEdNUeLtV3paGqf+ZbEFJStZE8bR97+Z9mJHodN1YPG2fs5A7TlS8MM+wrp3eFnLqpLrQthUlo+nC2gtaEycVpiSoVhIdbQ3E6tDoLtAdnogIQanZQ0yzHGYmkpVuaLDqckKt5Jh9JMTHpchuuNTlEXc/0VnMmYPhPI7vPYYVfbCC4etV9GpeuiQ7xHYme2BCMuI3ypS9HOQrX9+EcRmBqDENvYNmYnUzWQ65y4j7j1OvIz2m+QidjgxT1CEdmEvEqiNZbywYA2vWBqZe9uj+ttZpHLhNhBhELsLTpyT2HjO2QSxFLn6CiRw6IKbA33AyL9frK9frlXVdWZaFy+WMIvupFidcxOlfGteUEuqbw2Qf087hiZoUSFb4KSb/8IgF3LnVgQcMPx/bR92jsw1hYHzn7e3G0+lET64tnM2AUpUuHbQhXSiTkeqsGZuT7UpinjLzbFnAeXrmfGrW46ibMW21ksqFMs3U3tGtkrbKaQLJUUFtOE1IWmik6N0gR0eAw8AcBlZ3Ty/GxD/rgE1JGtbjIKYlPl+B+0XfJjgyfmFcjm6Ln+2SHReMPWJJC+PHjHvFHhuep7qG8N/G2aJSys6/GFH97O0sAtPoLXgJB3MyuulZ9iDtsWog/AEuxmDDAXCNmrTTNKFqk//YlA3YQ6gv4R7RsOpIa6uxL0XAm6hJSvQmRP1JV6XXhmbFz026Ksu6GHt3gnXbuF1vLt5smansGEWsF1vA96dujGukJK2Pj3WNzHkyPkmyTo7iR2MSObgtA6bwJUPzJc9md/EFRLsZDwfC13XluizkYkJcl7mQfTzbZur9indWUOi1s9VGdRBfcwIttArz+cTl/I5elW3d9ns5nWbmeUIxAPy23OgJygwpVSTU96WTpCOOsbRWXZqjHZXx3SQQRNRCGCywZBjz8d8YMyQImTYQ0WlCXZMjwj+RIzExPn/8eQR8PwOFhwNwnIPAbI61qLsh/NrXN2Fc9hh2cA1HbwLcWFT3EvzM7c0o62o71bB+/z74H6FIr9oc4LqfmD0b5ROzbYa/zPO84zOj/MOY3oN71bt4Pfs56lPEZVzU07DODs3HSd+7UjKUaWKeJgQxGQdNpLzunkt1fsrpNJP0wARa62h2bydSCDuoexDUVDI5z5zOF54uldaUtDbqkI23PfElwJj98z0u9s+ySyKINuut7Nmj1hu3ZeH5+UKez5wuJ0qr3K431loR8cZzpWBD20ldHf+aKNOJaSpod36Og7hRuiDJuFGlGDO5dszw5G4Zo2RkRrwiObm31NrGutxo1UTaETP6ot3YxfssxVKVOwP+WGRrD3a/MA5FYQ/hrZzesLtHQHcEhH+v38WB8TcySnsY7wdtSvrFufxbfX0jxuU4BUdA9y4M6ZjO6oE4ulvrlb6+METUQax4vmVBymTiTMas7HeTBYdxsIk8VMNC2iD+PnooYXDivsMYRZ2OSvcufeKhiJJLIUlHad47yT6/YOHC+XymTIW63tj6Rs4rLy8vvL298f79e9Z19f7OyeNv9vuLkv2UBNTrVPZxNA8ipcLl/IyQKWni48sL61pBrc6FRzoqj4v18Foe2+sec+YulLtSmoTWYFk21tpRsTBNZKKcYV0Wes7INJPnYvq6ZK9LsqxTydmMiyq3t49s641lue1iYCagHlmg5IcNe/iquqJMCCbQhBgJs24rtW1YFsmBWOeQhCHxb32WHjbpQ7ihPYTMgpofY2fz3LvePWUPW/VeUmM04DHGETLtIZBfYWxGhu/dXPyarm/CuIyn4NhKZD8N91abx9Ra245RGGoPN+8mpw91RiPSP8a2o1U37dGDtTvP8x5SxYTFpnqcZBiUwzzlmVRMYrELkq2HTnd2ccfkJNHG1jtZLDM2lcLi4d66bnz4+IEPHz7wG7/xM1N/07O/24izHPmIPYMxbHgL98w9nyYjlZ3nMzllXl5e2NbVQrUYRAYUZThhx3YqI9eIu3fXXYHOwgFjSm+1crst3NaNqWR6No5Kxf49JaGXApNxlmZR2rLYa2UzCDnb2N6WN5fbXPb5DsX9XBJdMyllB+EjfLgHoWOXhzHWfmR8LCv4N9+Yjx6BOW5xYNkaiDKU3g8dosBbAgKIQ8le43NvJr4fQ9VxPsZ7eXyMyOf3+TWub8K4AJ46U2fbiqfWjKmqvZNdr6OrWnOrnTgWrTOTey2Os7gCvjjwFYWJtVu3PauKdcbqIOQTp1f06wl1sih+jBqUMFLA3eSG3ENt207NVgzBt97OFfVq3CQOUmvaRY1KmThfnrldV9Z+o/aV69srLx8/sq4mfWDeRaKDfZ4ERa2OxrITeoexJk+Z1m5kM1SZimndfv/T7xERXj58oOPFhDsQGXPDHnKKdu8t7X8bNoLc/d81bCQ5Vd+iwXXZuL2tzCmhNK5vb9y2jfPTE+080/tEVesKkE4z0hpLbeSqJDrTJJQ0Qxe2pVqF+TSTyuJgZ2NOiiZBpoxkkOxtW4U9VS+Kt8i1OiWTeTCvJudEtlQPYTIPdiKHt/IQOsZYdPUOkGFute04W2z06N8cxuPAq+4Nw/iYMOiPUhu1WoHjTvTUIEzGdLhw2Ve+ftWmaP8p8A/4Q74HflTV3xSRPwX8b8D/4X/771X1z/8S74FTD/BaNvaT2GtSEubqtlrp3mgru9B1GJbkAkCq1vNHstHpbVMIJSV6UV9UySdC0GbeUSqWRSmpkFNi2zYTRxpO50D9o04J7icfnDHZFNHDUKo4h8G7C87F5Bq2zZqV9Z5AK0ng6emZ19dPbNXEqrdt4eXjj6zLatyPrZOmjuTIFpmBTGqfbTxwYzFbRkr3hvFgxnQqhffvnm0lvrzR10pvdUCHw/tJe5HiWKw36ubEWJjH4gCoYHPoq3vbVj69fKJoo6fG7e3NNkee6LeNOplo+rLZXG8V1luj1oXTVLicJmiJVjN1BePmFFIqbM0bqfWN3isTk2UNkxogLGp6WClbWlmDb2OYnEhIYVhFu7WRNW+ve5inqjuOdedV+IpNXi4QY4H6sRllFaKwS23eG+cRzwkPOTxzW3tj2Yut9cObN8/LBNs9NEJQMe7Ql7Rn/lZfv1JTNFX9Z+J7EflLwIfh8X9FVX/z93sjCTGxYSe0hS6sKcwJ0qFh4tqJ5FkQc/1DHlRx11JdekABxONn9yzm2SccJ94pG07UKoVI1O7VqQ9p8VIy0UAtRKxHd3Y8hQ5BqtAJCZKZe0dYQV+XBNK9dYUyzzOXy5nb7ZWtVaiVl5dPvH76xPc//ZnhLlO2Vhmu+q8pWMZ+aMqx+XeRJITUnUTmTc3rutG3yizFiGpdhwUvzuI4cJjYRPF54V5EOsJZo9oPrrhEW9XGy8sHlrcPnIphG6fzEzlP9JZYr2YkW994e32xFiMKN0x/5bt3z4isvL4tLNXCpJInUp7pdaX1bs3pWyX1hnSvaXS3xRjXCWPvBRcI91KqGfmUkO4bV8V5LLZWRoM6CjhFq1hxY7pTHTRIcmOI1e8M9GdGavCIRjwvxvxYm52ck9XAkbxswbyXVk0sK+bxmLWvd/2BmqKJjcA/Dfxjf6C7cHDWQiKvrlXzEnIuCKZTC1alOk2ZUoyRaCeV3ruZnZ3VaG6pA11OmGve12eaTNA4i51q8uCNRIo8TpHHuHUEoB+NDBzhUizCsQo7Up+9uwyDCz61Wiklc75cmD5N1M1S7L021ttCWzfaVk3guwo9Gziqwp1xMadDCHC6pEwRYUrGFUGV23pjfbtyu17ptbGt210Gw05JNZ6OpzR7t0Zvd+HQHZg7skkHDCDH3Fi4+lZX3m4rSYQnFab5RkontCW2W6NuC2+vb6iuu3G83m68vb1R+8LW3pgm5elppghInoCGJOsEoCIO5Xerl1JreleSAet2+2ZwUSA7wa5GKYmblOSqKdFtQu8zjXBf4ewPck/oyxm3WC+xJh5fL543GpWD2zKCve6xws4bkmT4Xk1K6zZPtX99wwJ/cMzlHwb+uqr+n8Pv/l4R+Z+Aj8C/qar/7ZeeKENTtPP5bProYsYEjtMw+8a2zod+UpXs1PMwAEfJeUqhcwJwZH7MyJhKWepCVd3DAxFxwSfDFqIB+whahjZpa80zSDJ+lgdQ+F4n5LG/cxgr3C9IKnbi+EuklLicz0zTxCKrbZQgUHnjdg0+RmvWS0nCqPlZrGoVswN+UspELZWSC1MuZBJt2VhvC7VvR/ZtOE1Fxgree7pA3Ot4yoYxvs9YxPONY5KLiSGpFlBhaxs/fPiR69tCSYUipl7X2kIp4t5i57YubC8LXVfmS2I6XWxXCSjZ6o/KbM3YSvH2JRkp5mWmlL0PE9AzPflYKqAFMCNR+7ZXqhspPN3nXPTI3sQYhKdiHlL/zGD0MfwZxnY0Io9rJB4zVjaPht++AhHT/bXNFop3hxxhhq97/UGNyz8L/MfDz38N+HtU9eci8meB/1xE/oyqfnx8og5N0b777r1aCbmFDqG50WpDJVLAhZTabmjG4sUwSIGhWYrXTqd5NkMgYhhDykKXFqAAKSfT9HCgNz+0Tv2S+M59acLhpYwG5e5yEGI8rQJktaaIup+I+2lYyi4SJFhjsZcPH1mWG8/tySqZvdZJW0fLATImX3QW4niKeirkqSBrMkr9XJjThWftaILXl0/cWiNXUz5rkYXbgfNYsGa8Hxufx9iExxLjJI4sqzog7IB7ApJjJfRMrRsvq3cLoNmm0cY0FXJOtJAypVEmZSpn5slp9JroPTGfLsznCznPqMykMpm8RekIhVDxS4FTdW/3qmAN0jKiGXrGyD/JcaovL/5HrM3+ja+HJcCQsXlIBIyFs4+h5pg9DeN19EH3GqluoyoR7imImLyFCF6Q+fVT0r+ycRETSfmngD8bv1PrEb349/+jiPwV4E9jLV//Rq9lSmEiu8LXPM9MZdot8lGI5eX4fmLZ3+6bqZWcreNwP2j/UWTYm/Xwqa3thDXfDl/EEkYm71j3VGvzr3vG7rhg4rV0L0Hod49R5chiiONMap8nu/fyKX+iNTMgry+frDK7YwZxc2nHkp1S3sgqEIYXBfVmXMWNSym03lm71fDkeeb87pkmcGqN5W2JfNvhdZjC+ICrtM8MyxdmlR2Ux2ufyLvyfRYha6bkGSRRi4HNmzcl02QZl1aEUJlLVj/N02Xi/dPMZbIQp3VjPb97947L0ztqKyRMfIpkJ7l15PQOEWEAI0WdEkmzBUmakTI5XtFdLdDBUZ+00bsbSXTmwRzi2I9r/JH1PXq7j57g6BE+EvWOx5rQuRWNGq9JEt5509PUIqS0faZb9DWuP4jn8o8D/7uq/tX4hYj8ceAXqtpE5O/DmqL937/MiyXnAkzTRF9WeuucTqe7+p+cMy21HZgLVFwdK4lshjh4mFzkx/aGsm43djmEbAtBFPeCjgmO4r+dx+KIf/PCxlSy4zV42k/dONhp0vrnCvGjwFMYrZQSU8lHVqGnHQxMkijzyTwr2Uhptudkaz3S2GhdyX2GZoJWKgnNHXoyGr14+JghdZcemIT1VlmXzbIhtbOu1QlubQdEJfoPB4ATdkL1EIvqbT+Fx0vEKsMlGYvaGLEASioGqGZJFCkOSNpY1p6oXWlqaWpVNwpYeEyrzFPi/dPM09NkinVqxgUVspyY8hOiz5CLtXaRLdwGB1sd2FVMG9froNBC1xMijVSMVNgdtZEOSd3TfDAq+/r10MW4RHew974mD4/u4CeNWizxGqNxieLaR8xPVfd2wtM0kbCyFSul0COhkaB+Qef3a1y/UlM0Vf3LwJ/jPiQC+EeAf1tELAEDf15Vf/HL3Ih1uPOQxPVA1m01Q1Hu6c7i2Zxo7s5Qkj56Gmh4L82Nh6WbSym7/qmxVoN3cOiRQJQh2OtWwQDY1lhvJkkpIkYGC1akk8eSCy53B1eP7NFx8hwurxmu2qx4UNV7/0hjOp3Jp0JfXpGUCd3Vnjo9bc4hSWgrSPfN3hKaFI00ZTISXy7KaS60OVGvG7fXK3Wp1K3xdt34+PrG27oSExeLvLUjhIyNkp0DZGs3yIkm4hbuf5ltzrbFPBHpZrSD/FhyomSDTEynRcgNSsvOCcmIWj8jM9xCYmaehNNsAgxNoUhmEigUtltlvTbyNDPlCz1bWK17NXikhoeVJEHVz+R0glRpuuKpM1ClJEFrp6vQXbB75J34PgFsqHrTYQ3FwWfaPlF/FDVNjxq8I50hfg6vZfR2DmNh6ffgJu2lMxmURt0aTb9R+r9+uSkaqvrPf+F3vwX81u/3JsYPHlY7Yswxto/antGyx+OWZQGMnj9PJsZsE3BsZFXTZInnBsr/JRf/EYy0hWT8GvETT5W7exwX24G/2HNDaW8vD9jj8xAg173KO1yFnAvzPNPTqxspa/1h2c2gl3tas3aKZPoADo6pdNvayUHPgqpJc65r4+X1lde3he4GbMSaRiBxN7wakg5AJGpHN1+Vuq2OK3kaXoSS8q7wVkpimowWLxKtZMxwdbWWK6JCorinaWD9XAJnaIbASGR1lLfbJ3748Xc4PxVOZ7EwMJsXZbVYA2t19yhsLK3daYJsvBnymZ6gp42mja22vQNmfN5x0wfof4TDh1N3nz00cF6HavrHMGkMh2JN39UucbzuYzg+rkFbaw3J5ql/7eubYeieTqe72PXoHCd7pXTErLFBx/h0mqY71/FRj1TVSuILB1iWUuJ0Ou2vdz4brT5o2kfPnmOjnc9nzwx0Usr7ghrj8OB5NK2Op4zZrCMTBZ4FzZHtCSwp0pideZ5Zs7BtjW1bWZaVrXbOOtkJSKP1DVoy1bShJH9crCkVcj6T80YuE5KhsbHWla2tRAGoqmEQ8ZlHVTNgL8WIa8Sb9jHA9G1qqySUIoYzlhxyC8brUZr150mJ1HXAdRRUDP9wAaskcjQowwDLmOfJPaC35crb2wc0PTPNF6b8bM3pSkKacXt6hHVy3H+E2YiQpABn66zYT2zLjRs3tC3WdkSPmqV4/7GuB7gzBI8ZpUghj0zH38urGDNGo2EZAfSxFm9MUx891hPWBOGPEKD7h32NKbcATgMsTSkxzzNwWObRao/FXnBII4RBiN8di//zplbhUk7TxDTlHayNk2nbNgdyq99X3kMjOAxWbMjQAZrn+U6KIQzWzn0RsZPV3WYTfzKBoxgLk2XsbGvl06cb3/8xr1USxyLw1qeDxxIGZl+IKZsgVJ6ZTyfOT2eW5Y3Xm7dxzeaNRaFmjO/j5Rg0pUx3Hs3o5Zl34oYNMwwlidMIZO/QIJHNGLAuG0N7Yny+tGesolaMvbgcFVrt7kl2VCpQSQV6q0yn7K+LGa+4KZxtjcsw5ORlDRNZxHRgqKy5RGyLLhtrvQdYY22NG/7xGr3Z8CJD33nEWUaQeHytMWkQYzzid+MhEl+7xy84k/sbDIu+xjUOznhahkDTeIqOkxicigiBRvdz76HMMfnzPJMGxD5eZ5RXqLWZ9i33QuAjiGc9irhbYLFQdswnCRpq9r541nXdm7+ZwTkU8YKRbAu/elwOpVgIUVui1s7rpze2tVGbketCC8aan/c9THyke4tkJJ/IU2XWhaf2xLK8Md9uzJuy9cZWPbP1hbmJ7x8pE49ZD8OhCqqb9Tp2A2EOggG7OYWRFxgap++K/h52ppLv3XnLtxp/p3sAqYKKhTI5FZbbwrt3AMmkGdZEnoQiQUcwDyjJ4YFFNXnJBoRm6cwFEo0pZ+tb3Rqtw9arNSN7wEjGf8eUcqzpu8fJ4dWMa3wE+mNNxRqLsHpUTgyveZ7nXbL1MwwHLKP0R5Dn8odyxWIeLe/hIRy/i4EbS9RHozNO4uiVjCQ29YxLGIK7E9cX4LZtOx4zauzG72ptyMMGi3AnLjNiierPj7+Pp5TdYzCMLVUK6jwe22Dny4XL04ltM9D3xx8/8vrpjed3k4HVNDpKGbCWkRMR9xeQq4gJRp0uJ95998x1uXJblbwKtamxlwdv5PEUTSK7VzLiDeP8RfaL3q1MIZlByOKgbwASmv3LiV/C3ow952TkSBm0bgUkZ/ckDl6JaKb1SkoTW+1IKlbbVQq9CdlJlkYDSZSEg9RGZBRJTAXmWZiK6a8kUe/iqOj5ibreWLfK3MUM+3AIPq6hfQ0Ma+IO15PILuY9/A+PcX8MR5JixB2PrNSoSJd2zHGfbz3C3LV9o4Du17hEcP2VACgN3T+fTw6UBQV8wpTljyzGuJl2pHxgTMIxITFZk3sqt9sNuC9bN4N2DyAHGezwotruuYxFZGHIRFy2cgiVem/7CbRtK9tWnXkqnsQYXH6cwyDK5fxEffcTPr2+oG3j9fVHPnz4ge++n3h6ykwXG5PQ0AXuPnvOhxyi4KFAnkjyxPlSmaZXUt4oxcDu3oxTdMTvxxyJQCrGE+lO/Qw7AljPpmKfLyfzLE/zyUBb7U4PkH0s1UFbu2n/4B0Q63skqPFUYrNJ3rtpEgCsWpFq7wIUXl+vfHr5BOmVy3NBa7ZaoWb4V8kJKXlvIGlhWxidxFys3ESc59JTZjqdOF8uVq6wKakbm7rkGcVSvVFb1Ltp+eQhBDePL9Z3FDJ21m3zyn0BZ36X4FINRiu8FBvjUTnRPe6t7Rm7EEeLtSSS0JD2/MrXN2Nccj4qZ48+Q56GK5PxNbR5z2iTJkDjdDUxInut48QNqz/Ps0tYKqtrs6zrumMsj7GrnZr3PWIOt9ZCjHXd9seGYdnbiQC9mqGMSz2Va4awIhKNvSwcSuLAZYZak79PoZQz79//whJeVgAAIABJREFUCT5+bCzbK639wHr7OW8vJ87nDOnC5XwiaTfVd1dog+jYZ5iM0E0dTpQuhdbO1tw8X5nSwil3qqw038ySDLBWx0Gmybw4pKNp2mtubCNa6Nm2Bi1C1smzQX6KCjTUuSXWHdYaCj4woHHZDTo02XV/Maok6hgT2Gt37dS+mGwFMynD6+3G/PxG6TOyFUqfaN7obJ4LSSYfm0Hrp3dky2AqOzTdUDXyWesC+cI0r5y2N+9E4BIWm6WBDYhP1tc5CakcqXyFyNHbWumd3iyVTvLCw5xpbkdTSmZc1XoThZ7QiPHYejXvGHBmM/Rkmrk5h2cO5/PX91rgGzEucXJHqndE3g9Qa6M1C0+mqZiMgXphVj0wGJM6LHv26BGrAXat3sA6cs576DMK+DyGGcdlm+fzQrIjrg4W8SNIN+IhgslGNJfrzDk5OS90aTo5z5TLicvlwqfXG+I8mq6dui30brF26d1MyEOm6ABd8fYnR/N08z7S7pkl749tHo5VgIf7PiryxTwgaS8YxUHT5GnPaTIjYAs83PyojNb9BP8CU35YF0M+lwDrgz+sbJtV/ga43VVoXXn99Mp8fqXMT0ju6KTMGVrboCeKnEinQk6gYniVNqgIqskNv0lgVtfySWnmND+x3Uywfa3HGKY9BPeQOx8gdayHkbo/hjSjnGvvfcjymETImAV6XJMxRgEOT1Mx/SCX1Dwyk/fZpq91fRPGJQzDuCliEGNQ7e9R7m6qZlbplyhlYp7PnyH2AdJGuJKSYSDhzYzG5RGAG41bGJfjfhLzfLoDc+G+CjokDhiwohFktscptSpRfBaLK1zf2+3KaS7kkrlcTpQpWxvWupr267qwrhPzlPfwbYzz4zPtC9EZy83TxPVw9w7cyOOcvcZpSP8DzPP/397XxdqWZWV9Y/6sfX6ququKsiudpiNg+oUn6RAlkfBiosJL64vhRcGQ+AKJJJrYyguPaCIJJoYEAwkYIpqIgQdNRKIxPtAKpPmzA7SKgU7TLdJ0Vd179l5rzjl8+MaYc6597qWr6Nx7zq0+s3P6ntpnn7PnmmuuMcf4xje+cWDdUXW8AiZ0pcgpG/bTrMjUcRnwGmWEUL2gVAdWcf4AKEyLxFq2aLVQ01gqrSkkRFQlbrVVQCXh8fEE/cMvQOKCl19+P2oA1loArZAUsBVlX+8QIa0C1u5krQ1eic9rbti2NoGm11gONzgdGwTVKBAkSz6p/GjGYBwDXNf1lvGfjUfPjubM0gbbv+fvozEan0Fg2JIXaN3o0xh/BRsX51j4BvaFrLUOZbey2iI7ep7QKqnrRPtTD3foxucd0NqtuH1mSkZQm/Cac76Cc298uKFSrTidjnDNEv9995r8mgDZ/W2/Nh900wMFo9TbzroOTUBKB2ImEOSF/JBqjdPzQg9nXVesS0bOF8j5dip0eFRWoj9lJUToBS45Y+0Gt2HbCg6HA4DRWsXX0r0GCEskSqmIEpGtUl2C4JAPiAlQdSDceTyu9mYgJeJOQnMGxLsh76EyoCIIMaE1smDV2t8+Xs2YpYyUFzw6FnzhC3+EvFzg8vIaIQBBKmIw/s3phC00RCwIQVG3DVurCGAXzRgzYOzaWtlbW1vBYRHklHHUx9TrNcC0DYvJdTW86fzAmvHA+Rrn982ZTvewZ1rBfNi6SLlqswOy9flwnzEsnjG45znuhXERSLfsMzA7p4L5cLgSHGtWumyBqrnqsuPDzJ0V+w0GOvUfwBmrch869QxJCLuwgEZu3zbTSX59Y7RRwDazic+5DV5nUkpFjMlOTQPzlHUvQQOWJSOlYDKXDdFKFiQo1u2EtJ469jOnOMfm1d4bSS0FTkLc0HJtEnCRBSJrX4tz+YhaKxAoXRGFax1BclwnNU5qgj2tHKz5PCz0jAmo40EYxsv2hAj5GcGb1ykxBmXBciuNRgaKtfE1aQXEmhKOx9XubWX3SgGbkYlAEFA3xeNyAzQ2ow9QpK7sx7DW15JGfcNprahlw1YKStkIxpuYmQO3IST2XjrLJs0hkO+1J4XLnQdVCqLglpGa/46qoK21k0AdvBdQ56iv4x1kioB7YlwA7LyNOR3tWEyMB3iXxeruscX8Tsl3LV2AN88NjT9g5ynj+QF60inTAbm+yQbbsrWhFTOHYY7lUGQp7n7un+0bZttWrNsKKGwDUx83xoxt5eaoBUhJcHl5geWQcXNcQdlI1u9cHA6cs2UU5tT74M/smbNaWwebYwxYMgHv0tbu37v77obHjbUbdIBeSooRaXIvVCkP4fhLzsRugIba0OvCTuVEHRvIrQeg41hNjXpfDKRWCBJqUZRiyn2qIL+Yyn4CQUgJ2ZjXtWyQZUEMC3KMWDKxllpOuLk5Gm5V2XnhcDAjaQYmWs5bBCkTvN4adZFTymZBqWXcVK0p2vAU5nDY69ncayul9AyQe+c6GVrKo47M3MwCHyRRQdlYnb8soy4viImp2YFM6sRXbCpabDHk7LU0Tl3TJuHP0MlcfOBNMQ3DUvsGZb8f8kxiSp3x6cNDmZmUBOCWJ9Va60Av5wVmCqpzcbzc3uj/SQDzJKqlBYP1lC5l4ykaA2JaLGvkDe0zai3YHHuBAiEjL7YJLbwgiU4YCqSAFBZ4t8iZsTwMKl1kCVYN3ixEFAGsULSUgq3uC+X82t34phSRLJUfbC1SoN7K3AVzpMZlpEVhmIt/TaOv2/S5qtTZYbqYxqbUgm1tqBWozWQ4Aq9jOVwAqjjenHA4HLCash6EhMYmEZAEFUUDaQC1ElRuANASK9GTgpmkDaoVIWaCpRC0uiBvG6quFHg3o5IkQkEOTD2tpoMTugi8t+INQXA6rT0c9APJ91vHF+2Q22rtIRhVGbW3iBW418w1ZClENq/RVAnt4MJXqnHx3abakNIIg0InbwoANXCKMXHICZtZbQ8HnJ8y1+94OCMiXQCpZ2tkhAT+QB6Px10sPANv5yAcXPjIMiutiRkyIC8JDY3N65UeicJSkGDsHpPPkeEOey4XAIqcjVsTI4pcYcPbSIfUVdykLdC6oBZyXNgPaX/9PUwJtrlUOmFFzaiESCaspARJBDj9AQcGLuCn8LJkqAwpCt6XDQrF4cBwR80l5xprPzlFgol+BYZmtXX1O/8sNzIpJdTGFGtl/EPQditYSwMkosFCLCvXqOuJKX31w4jEQIXgJIK1FBxrQQqKoNW6J7CZHCUikqWGFTkPDyRIQsABQRqWRbGVhlOtqKWiqlWiSwKr2s1uTn2godTfYajrhMChxTuzwH0dGqYwXVj9X1XZFSP6ASsISlax72fv36TKMpIQBHF5/kWLwD0xLgr0Op7ZPfQwZz7VPI53YBPw9C2smHBIAp7XvrhLOse6KSUcj0es69o9pTktGELYhVczIArsG1L53+uhkDKbkhdyckqpFtpVC1OGzIMDuhBYbZVxVEQoGwDBcmD5gjbngljLFNuYEvZeW19f29C+3bkWxK+qCQvN+IzMhDAdhDq68oLDJYW9moV/MUin9LdWUKwO6/zLP8cxBWoWz0zfQdojJgS2OqnEa2ol0U8VkMgHaWsFshpelRJUBRcXC7atYV03PH70CBeHC6QM1LKhbiuiKJIoLpaIiAy0CgENizqGlulFbusJrRLbqapoLQHtAq0dUYsVfIp7OoYfhhFmH/Khr2Wx8I7Gnmzk2bB46H1ObZg9x34/jecTU6IioThlo+xwGkCwrk+R0nvG414YF697mK15/5kIStn66ecpthAEy3KAa6MCMPdwr986118kU2GbywZmw+O4j2eq5hT5nNGYsZie4i4DQIsxIiZW4brokut6xOiuv5PvHMBOk+HyvxXtROUDeDgcEEPAum4o28YwLwUrFRhzm78Af1BHtogl/1wrYBKkFq/KHoa4/779fN1WqDVvixbOpuCat3VXweJrPP/+OThJj5VGhV0PA1xOwrjCqK2iFJY/KAJCjkh5QQjNuixW2xcm0xGysZ+Zzn/09lu4OhBMbhYqrXVDWyIuDwcclgNSWqCRKnRIwbRiFCkJmun4nE4F21qwbg3rkfKaLAo0j0OoyRNkHDazNzIbDN63ffX0TG2Y8ZXzveffu2xrmZ4XL/r1z6Kei9xFVPSOxKI+DLYVeQM8/H5EVX9IRF4D8K8AfA2A3wHw11X1C8Kr/yEA3wbgMYDvVNVf/pITSe593K4TGg9m7NiLSKSLboBVCEOBfSbP+WiNdOu5JMA/M4TQ5Ra8PaiI4OLiYpdZmkMqALdOGT99WmvQQjBSjXFKxTBnTQ48x7NdnmZvrVGmszakRGNHHgdT3cthwbatuDke8Rqs0M6mNIdCM3+ney7WspTYqIWiRoorpQAKBEt3273vhnbgIRMRUAShsfNAqRXQhhT3GsTnMhkdYHZhsM5ZYXbNG6ilSHZwbdTHraqQmHqbVYggLgmhNWIQUzYR0rDkjBiZWn/86C2EreGwLAhKD6JsJwgyDssB+XCBdMhoKaBKQNUIVAUqixu1NWxlxc3jE25uVrRWsJaNNUsGAIrjGooua/okzIrGG1MoL7f2O2+P7u7p7MXMB8ccrs90B1/rpkBOZ21entN4J55LAfB3VfWXReRlAL8kIj8H4DsB/Lyq/oCIfBzAxwH8fQDfCspbfgTAnwfww/bvU4dCe07fH1BgcEKG9+DdDvn9WjcwTOIJ6Ci6L/h5SnsWigIGmHs6nW6BasAAdf2mObo/u7Aze3cOH9SIWYCypUVyr4vznUl6vPYjYmRDMPdw/MFuqMgpIeKA973vffjCHzzGo0ePUD2tnQIbuU1u9Zz2BNDBx5HWtxPV1llbM/Bxn46f5SGobZyRjZ3cqoV5prCWYrLaH+1sufnh8LV1Y0fdBPqtefIAtbFU4HSq2BpQ1cKImEDWL38uzATbac2m9Y7LQICYuNa1bbg5vomtME1bTU4j5GsUqVi1ACGR+F8pCrWESPB9XVFOj1HWGxyPNzitKxQVGgpiDmBlN6xKW4wCtOexnHvB3FsjfPd9cJ6Sn/ktTzzgrP/UvI98b3rmldWat/lPz2O8EyW6z4Kq/lDVt0TkUwA+BOBjoPwlAPw4gP8MGpePAfgJ5e79BRF5RUQ+aH/nicPrJ3xxmUJNO/xCBCiFsSYfYKvRQeiSCet62hHvhoW3U8OwEeckALe1X/ahwHAza6077MVf2yH8U8jEFAe5JcRXtPN5fHihIT0oO20CdgYWsGJKEAC9vrrG/9NHPUxMNucUx+fPBrQbSqtpgWrPMnTgTwZ/IskIk7wyHRjyAJeXF11NPkemPF3e09m5MwYwc3v8v1WVEqXCYsQ9P0gJlLZKApsC3tqj0UUgj0RA6r+l5VX5HLlRq7V0TyvniEMOaIWsZA0KTQ0bVjzaHqPeNFzFhpAPCEFRxToslg03b7+N7fQWUE9Yt8dY6xFNNxwuM2pLaEWAEIBmgG4DYtiHRHNSYaz1AN/ncNGHr9vMDIfuReNzHHR/X18ydBVLNg5SMsxO7zmJTkS+BsA3APgEgDcmg/H7YNgE0PD87vRrv2ev7YyLTH2Lrq8vzcMwTRM48WpPOCK2wo3kHomA2AU9liFtwMbfrp/LuNhPi20Sgeq1HAZQKjCdFqNCujVFzhHbVuC6uu4Zefgxg5YE+oyq3rT3gh4sWwN1G2uFouEWwCAKukDVum5IkZW3MNLbsixIeUFMLMIL8XaN07TWDGEQ0QIFy9VS2nMIJZW6Ja45IwqGF1arpWaYpHH9c0zEgwSmQF9NgnMYq4FNea0Xq5NjiGzUlmJPoW+loLSKrWwk/CnrhdTWX9GQrRxCYkApPDiYUGQWxxmyfBArtCkOywVyipBsBkwNUA7AVm7QbgqqFmoWxwOiZtxUwXq8wc3bfwSRFRdZUXVDwwqJQF4iQiLfCYRaLNzzA3Cs/cyP8tEqw2XteXDpv9cqRsJCrZ2xCb+3Uo3GMGnqBl5TDNGE2dFZHSJukJ7+XD+r8Y6Ni4i8BOrjfq+qvnmWjVCRd1fTrVPfotdff01DcLeO5LhgXzQmbKYFhN47J6VR88MCPwGriMlwZTFXNewiTlkdJfioipBz51C4sVpXZgBCjNZatu5OXYZl2lPYwMCJZhCP/BTP4ISdkSI2YNcXLBzQ2iuxaQvYw7jUDSqCmBcccsbx0QmKAImRhiUlZk5sXd1QzIaue2+Rei6tVjQB1GQIyPQFoGxpcrGQ+t9UseRsxm8YCoEiakSg+wBY25Ct1g6w+4xGkzuFt8D1k5u6MJXtV5sJVrWG1VL4qub1iwCido8F28q+VSzQA2oMPcULWBN7EeuqGXBxWJBhMgvBsnJp3BM+nRvqzYqKiFYiygaspxWn09uIuQI5IS2CLBdIMSIvF/YANwvtzKBE904medXJ03UDHRARc+yN65wDVK3mq2sP235qYXh8ORErggBsfELGsorzkwIaCHZrUUi7G5buOzIuIpJBw/KTqvrT9vLnPNwRkQ8C+Ly9/hkAH55+/avttT9maI+3fQPCKQHTKewp35nY5h6DA7peDV3rnKkYGMfpVAyQdExnVg2z004VeVlIhAN65oGeTONJElgHNONEOyOkjTd+SuW2Sue+e1eWGeHDtgfk5nAkp4gYG4DC4EqY7oxhuNvel6l7dGdhEd+jUI2osqFsfsIG5Lwg5wNOp4IIwUzGm+kBnh1TmQTUE8lijuWEYBq5OvCD+Xr6vTSNSw/NauNXMWAXMtLiM1ANtZomIzWqMFwSNuzppDUIrDo7sbVMs7ombYhxrkD3quFmBL0TykZmtATFciGICcgHwWJEuhhjVzT0MP18DwGjTm0OWQB6bV4LBHX+lnbSpcC9Z+M4TriVxpGhVKLNaCbwjtAdFssO+mp7ndHzHe8kWyQAfhTAp1T1B6cf/SyA7wDwA/bvz0yvf4+I/BQI5H7xj8Nb7EP6Q0g3OVnFcBnh0ZSaO1fdAswTFOITLic5s2rdELHIywHaUwdPY5xaiUTbgEuEp0hrrUCrSNlqZ7BH6GfcorVGzEBd5sA3llgIZ2lbS2N2+QOM+NznG2l1gF7vM0hmMY5CzCAzxjTWxje+iLNz2XokSGX/oJiQLjnnbas4nvb9omewGoBhtQ7Ooq/pHMYyHTzpCZ/xZQB6RbWQuQqhR7kZ0KoSqOGjE2Y0YWFOemQ2pCGYwpwaXgRl907KijU0LcR3oiCRzoK8BPN+aWTZYoZJcNpG6byhlBbkC6GObtuTCs9DUc9mjlB+XHPHXsyz7oWGbYSOrEvyAtHbRY4AOhYWYmTioFHylAfykyqgy47T97zGO/Fc/gKAvwHg10Tkk/baPwSNyr8Wke8C8H/AhvQA8O/ANPSnwVT033onE3H8ojdzsjHo4OzG53gAMBbcyXWugetZHWDvDfC9FjLprLky8Ieco4UPM0/DCHOBYtokpGn3Fmb3dw6PxNxlgH2Z6DrzpPLQiaHXMFS+aTvGEby5GODA9LIsuL6+RsoZ3m9pPpjmtPh+uBcTrANhQk4MN7Qpjjcban2M4+nU78ecqZgNVUrJUqpk4OY8jL9jKueFmrOR4YHCjG8rBVs1XWDD1KDErcKUpp2zLZ1mQPeWBEqhELggIKdgIS+wpIAceIDkDEgkA1oJ5phHxGJQydZPycoamlaIVKhUIJJk1w8qjGUfeMqez3NOJGzN5CrU99VQEHTpDYL7Iwvk93QckNpxNMZirr1j2SrhvVb7W+EO2ooA7yxb9F/xdJ/qLz7h/Qrgu9/NJARePOgZGFrgICMN17TsAMg5l3+Otj+tGTrnR9c5xanLQK2krLv3gTQh8wA0WJ9jN2ihg7rTdfcNX2tlW00Z+i8ppp6F8euYjYp7Ps4K9r8TQFDTgVxvdXt1fcUGYzEihNY5I3P2YX/9huJytSEhIUYDnHUAsZ6anovs/Pr6PN3ln9jGzLi1juHMJ/csLu2Gl96dadq0xqZeYqldCUCIaIWlEPPf8zEbK2lq6V8/bKic56Y1xzjR8qxOSQ3A15GKjyLIMQKJPBsxTwAIbJUqAg2y88Z8jXzNmdEcxaO7sNQTFK3twj1fj2acI/douM/2NV5zxsmu2D7b7p969s/08pTXhfuKuTzrMVGHzLIrgMiCNHs9WKYEGAS4neFQEKTU2QuaWmtY+KNoWLwhuQtNJ29wVuwmiv0dPoiqztsQaKOmiFf3+sPypBFCsBazArHMQuuxsJ3+ybJJOnggXjXLtHlBixHZwN5t23B19SouLi/7BqU2rWM4Y/jcdusAMSA5IsaEAODmuOHxzRHrae1peeA2kYueGHbz9XtDI8PiOs/U9TWYTl8fpVQKgluDY8dTamP4Qo+tUQphIkf633SvKqUMMbnK1qo9TInYShp6O5CEJSUE4b0sW+33OogAjYZNglciV4ZV9qAGSUYrAEIeWczZW51LQmYOy8xXUSU9IZhqndfS0RNqlkwYyYx53W6RNjETIgd9Yletr4o7yEIDuC/GpSm2rXZgloY29CpiGGGKN3oYFT9V/WTetoLQuBliihAIy/VrtRsZSR8PA4vwTeq1TZRhdD0Wusp+QvhDBAwGMKtiqV4WYzQRI88SwebH/s6t0VNIaTH3lUpso3J2XzTIDcJNFiVjO1U0jXjltddweXlAzoIoVI8jYGubyUI+O3phuSK3j/w/X98gKNsJjx99EaftyOuMydbQqrKF6fOYokUhdLVpOHmtrhAngeFSUMug1YYK9nGq3lSs0YiotehoEyiZPNtRK9t5gOpw88M5c5hSTHBAtmmlkp5da1MyZEJgu5OcIwlwrXa9nWBYjPdBsojMwjOuXZvanUjQnTfne2c+GBzTc3InMBThPIPZ0JAkWGYIvfWvCDV1Y4id82PJdqTA+9HMs6HWr3uo3Eu+D1Xdmy6WFXz+odG9MC68KYOKP9x4A+fCcHmHcLcrt7mrz1MlZfYWdp5Ax0wacRJuCC9g5IYg5X9kRtgcTFCKE93mNLkiZQuLinsbHp5EqFZIc9ASdsM5H5LhrK7ITkhqtI5T3lnDnoUSYdviVhSPHxcsh5fw/ldfQTpEpMwWqTFY87BhzXZendgaN2hfryCCalgTQsVWbyifqQtPP9/ctSIcEqoaH8MyHNEAYsBPVukhBA1ns4MiMAvSWMmsTYmdFXZbJNxBDZsQ1EBnw6IMGB8ZwX3mSISG/7Raxi4EpJyRrJ2JWpo4LxkxKL3AydsSa/EBNJNIMM0bO9zExK9rI/9HpLEzJAb+NIcrw5v2Fr21e3C+B1wHSJUC38UkO2jvaVRCDGbceHg1F3oX4zqFwBIDUXgW3ksy7Md9v5Wy0TjL8ye63AvjAqGk5OxajtYIfEMXYMJw0/k+ClmPWNTFdFw4yXr/YmRPBlbC6upt4wPu0o6jlmauIxqAXAzGC7G5jazM2GgQGjO65c20X6o9TMwc+WksMoyqK9oNz4qp0loqbm6OuLi4xMXFJTGFGIzDE+B5o/kaz1OkwbM7/j7LRqTIFP5pLezHFgbTeMZfvBYqx9Bbvg5BpDQ6KdRihlzADpKuvcLQtQKUfBDvvT0yU/3OiBgZbo9r+Rr1kgIjIwYRHA4ZS4wIkapyUfi3AxQkWCYLgb3Y0A+poU87h9HdW6rVAHkl69rvMfYhix9O7snMQPj8Xk8zz6l2f32+9xIsY9WmavdAa0Jj2Oh1QQBUk77kYbltBdtWaDBDRJnAh+c17odxsYX20/ocK+FrAi/2ehJ3wNXo3FWdVe3m33FMwQG5XcoX2HUF8LKCWfLS5xl33A6GBzQgjUxJBBhRFEPkyq5BmmWJhui4z80zXXP8fjpt1MpdV7z++uu4urrqbWI5/EHcpz7nf0XoRjc1cAp2WtqcLq9ewmmtKI1h3Owl7Me+GG9mKfcUtlIgK0AMpG04rRtqIzkR9pmttp5x83vPe2kPm45qb1/7+TP7vU7GBQr0OJmCBgs6RewexR4Ok03L5nN+iLVG7tN57mKHO5mn4PfHqQ5Pev8Mpvuh5J4p4JXgeuvaelGoDf/e+UvzXubPXIbCaqpUzGuhcUtpQSm3WdvPY9wP42LDDcW5G+xut6dq/cbtC72cyTsRjmxBXWnudDrtWojMLjYf4tOOOObA6mx4nF7uuIakkT5PDhgCfID6JiGjuNYGqKnHxTwBoSMD5tflc/PNVkpBzhmvvvoqXnrpJVxcXJzVUN32zPYbagCGNOZ8uGtRhiUhUxQpEHSe5Si4SYdnUjemqmd5ivnzFEyhq3mcVRWlKWplDVKIESaHdEuqYsYuyJylfZh/NoO7AHCRsxl4VmXzTxe0imHgs4dt6N7K0EB2Me6ySxbsPQ2Kl5G/M2p+ZpB57hB6nuU5z1yy59Awll4gGkLoB8d8sPmXv9f3fFNvcWKlGTK0mQEa1Nq+gtX/Ye76XKOTc94VFJ6HRH4auJFwuQJPx83j/ObNldL7bFK8dSPnzMSulsgyI3CgsjWEwIeTn9Usdh5NrYIkUwdzEW4q/8+fMRtFT/EGo96/8cYbeOWVV6jrMteWdMxjD3juyWukinfCVQsmtegZNgDmKWzb2gtAZ25Jaw3LkhGQe8rc8SGXpnDe0LZV8nOUDNqmgFq5Q2kKrY19mC1D6J/joVivdwrYGRW/Hjf0MXh1tpPm3EOhvgtaBcRZwr4v1Lw2Nr8DtGcKAewM1xz2BGGfJP88//m8d33d5jEbkGFchs7uSB+P0MzXcw4DnTznnxcCs1wuuypwwa3a7zmfGeAO8Nz7YVxU0U9mX7g5GwQArlG7d/VlukHoxuU23iDdYLnB8IcPuH0qzp8xp4hH3GthRiOWIuJ/r9oDGhCj9mPT6z2ipbDJ0G1Yln0V9hzLO/ZyPJ7w6NFj5Jzx2muv4erqqp+GPn/Pasybcz4xe9ZDNhrCAmhjK1VPXzrPpTeJf8I6zPfCDcGMTfj7a20QE/BSUQpGL9HSzmKeEyzdOx5Q/wx/ENUwkdZGA7LZ6NOVlDIPAAAPN0lEQVSwNrS2YUkLFguJQhAj0LmYk6D1MJalAUGkGyEPjeZQez5YfI2ZEbt9GDgu5d7cOQdmJlWOez04PzPWMu/d3qZmMk4zzcIzdcGuTdt4rxf5enfP2+Htsx/3wrgwrpbBMgTMFY8GtjZ4IdgAQv3haWblh3YL/4R3cHThbG6qGAXBsk8A7O9ws8cQIYn6KGKAowgL4OYHuVU1gaoEdKrWSKt6ilrFgb7B0/AaqBg5F/99BTqt3b0a6rs0bKcv4gMf+ABeurpi+rgU1BAoo8B3E3MxELlZlsVT3yEGRKUx1FLQNmZoBAyN4IZBpIPQM7HPr5siSxuirelyWJjVABAiCX7VeebCVDDE1Oognd5P/ghFPjtdvkUDKZW9g4JAomAtlJd04LpVZkAOhwWHZYG2gosouLq6QBB25sw5QsDMXbQ6sKajK6KCxasKQANXMKW8M3Lulc3eLYBdDdds8ADnNXlNkIXPaAhNEJGoKoiAWgjsu3d+DvzyYBjauOzVNTxeGg0C5X4wVMtlzzhZB8cDs1XPe9wL4wJ4yneAWp5FScmLDvfhAjfBXLh4ezP4e2Asz5RIZlBVFANf+X5BzgtlAUplNnUCzlpr2MwdpXcFQCO0Ad7W1cFd19aIgVKJ9KzWbpwuLy9N+pL8Cscltm2DIKKUgRsxLhdcX17iA69/Fa4uLnpHxLYVaIzG3RhGxU/57knIcI+xKXStqBtxFrbOpfxA2VaUbYNi9hZl96C5W96qiXIBuAwJ61p2p72EgK1t3eCLiXGLCEJj5sVT58EM7JItnLL7HixsCSkBrs9bink7glpWIAkuDgsWsO6rolptGr0RL4qMOXU8ggcJPV2m5CM/rHtJ+zqoXRayKBSjZcgcEnWvpxG8DlGxRGan7JMYsjQxouFgao/s5fw8OLFz1mq2VP/0vHQSp+LMQ+IzcDiMsPZ5j/thXOxgOHclZ1fbwTIPneb41UMIf8jnn/lwr6a2zfq8ZLZ4mAxRrRXruiGkQcWPlt2YQycm/ljPktKeig7DNVi3lHbXNQDQ0jdArRvUTpxkADL/O2JdV7z55pt44/VXcX19hUHgYxwNJUjdswh1KMf5uiAwBPKWJtvGiujWBCEYqGoyl9UkD56EAYzrm9ayVjx69Ki76n5vnBgmJn0gYG0VzNgH94jsHsVA4hjXO/SMkodNOVNEu1j4kq0nTykbLpY8+ElhX4XdWmVXA7EsXa223pThSCkZMdDb/rrRoQEiJ8UNBwFjX2PHiXLOPRRa19Xqo4w8GCtELa3fKuEfidRmqRXbtvZwfQZ8ud7awzVqABVsW7W1z/A+VzNdYk6re/Z03n/Pe9wP44KByM9pZmBkjubU67qut06XsUFuF7n5+0opUCPbuWDTTMfP2Y3KkLx0F9hBRH+YQ0hQbbfS537Ke0jl/qhXawMDA2KvJoCeFcOalJkl2bYVp9OK1jZcXl4AaEgpY9u8S0FDKattwgQFUIw0CJtHq7VT/AHFtm7Wy0cAJVlQwphPDAGPjifAShMcnDwX1po3rT9cnsIXERyWBUWqhVGlh13kz1h2SahcX7WhAhALW4s2SOX7S61QAQ6yQLQhBUEMyXRg3OGwEgBhVXOzEJpzok/H8HCzbpX0jBgmk//iXCm/F54N3IpX1keSMwOzV/tUMHZV+oxTgAaWFnTHQoHBJFYE3K6LOzcCXlPlXpWLnQEkkIYAqFEDFK7Ix3BJwj5j+BWbLVLV/uDNbMf5hJgxgPlBntPOM0Ywu/Q9Jagj/bmt+zoVB12XJaKeyDc5B9RmIyIYKW43KDNxCgAp8rrnMPjDSk6L9liYfY8LY2kJ2MoJ27bi6uoSKUeyTq02qrWKUldEWInDthqgN/F3LIeridiGCDoO09qoU/GHTw0f8TXpRZ0GVJ4bavdUZp5QNzBBUHtXA4qMJKeluzxnziwCXFcTr6KxyTYHGu2GnBKWFAFEZn60Igi7Izq3pd8XaD8w3DMZzGp2f4RR8CHm/Rn+I079kUFw40ZySQgaJl8b95Do7Y5DozWFivSODTFaZqsqYsyIMaGsBU2V/c7bKMCdBz04l7mYwnwvJ2jk6DCpYUY/sG7MU+lDE+huHvN7YVzcnZ0fzHlD8/uR4589E3/wgeH9dHByQvEBlgaoZW/CwQ1W6BtqXVcIhjzArDTnmQBiDxXanFvDzz+dTv37UqzCujZz7/n5y7J0FzibXILI6HYwIDhuvEePHuHq+hVcX1+a9wKUyhO1tuFOt9YQQPHpYm67V0zzeFNbD5f9zFgyOzQyTBh1TxcXFwhhkOL8yw20S28CIxz011RJMETgyZ2XBUteoK0hBSsIjJZirwXrWq38AUAgWEvOUIOKlXKA/YZcmyWIEI8xopzH1DS82k92wOgFKSLnhJwyU+OtmrfCQksJ1nXRcDmnNfi94PWzPxbbpI5iyHUdWJq/VxVIeUHK9J4gM8nTq8kVaaqunlPNfi/mGiUVz1YNKoWn/1MyVb/IPZzSUBfYtpUZyrNs3/Ma98K4AHt90Tk1NxuPOf0KDD7CjA/4ODcs5CkEa2AFSIpWLNfswGZ6OYYIFfY5cmPmrr+qGtGOLm8MQ/FtJjs5njBnnOaUrc+5toJa3aUmRpOCt0+h0v4rr7wf19fXyJnN20rZzMDyNFVzw7UoTqeVmiaZanEaKVQVQOC0Gp6TkyuhMRNRinU1FGrm9qyOeSizxIA33RKR7qnMIHzOmTSSMIz0ejziZN5FFJYyrGVDFWaymjbcnI4dyxnGjIYgIGHJCcthAVRxaf9CG3I82FwKmpauycvT3MK2lM0r8VAjgLVPwToExI5vzGB4Sq5SZ94dGhSD4t/1l6eM2nk62feeKrsODCIfu1fOOOG8l50UqBheVOr40GbXFo2ns9eTGQaRnrpf0/Me98a4AOgHt/r/VHuatRTvDjC4B84vEQwezHza+mbvBqANjd4Y0eNqyjwm1EqNj61QkCoZQs8MTJk0XegqW1bQUsAcIVJ4GgJsrZoSnYUy20Y8JHoMz3Swg4oAjVdrisePj7i+fhnX1++zMKrieDzhdDzxI2O0sIu07+1mw1tvvoWLy0vkl1+CREBbRSvABp5+p3UDiWMGCLYGBQvgWAncsG4rTusKQHA4XDD7cTqiNYKHVRoCqPkrrgBHThoWC6XefvQ2gc8SurfEDpEWmql7pdp/x42zNoZCF4cDatkA+9xo3CKS6ippBt4ITUcx67rxoQqBmiy1rbg5roiRuJ17ECyUHO1TvETDM4znhx3gJLzWOyrGNGWJarFEwKiVUmWVd4rm7QrFtVPK0EbJCdRifZfGoelei0QSJNUPVPcejcCYE3E6qD8L3hdrkAVbKyzE/DIeyz/puBfGhRmGYqCUhTpln6ajxkeY3EtrzG0AIUMVFxeKuLy87CdJtdRpMEq5ghwMYzyQQt2GYn8IYiELAAWOx5seiqWUkJYECD2MUgt0g8X52dx8gcSAzSu1YwCsaBHwNCtxpVbZxH1dT1gOub8HGrCkK5RVcTxtiLGhloaybjjkjFgVCRRJquuG+vgGejpBUgLWDbLAGLJqRWsBZW2mGyuAKCQ2IChUXBy7dk5EqYrHxxuwT7ui6IYIQcwRmgI2FGrBGtkiiiCkgLJtBKpLhXo73ItDvw/UT6FRRK2maRuxJLbC8OJOWMpZjdWM4CdPgUWbaLVi1QaRBRIUIQLaNqgWYjwBKMU1UjIUwT6fTee2UgErRwBkkk4A5sfRO2PW1gj7pAD4PnFtFxFLO9Mzq9UzVzDgv8BZs7UVnFZKfEYxRi3I2hVQON6xMYgLQQHEC9luRcDDoZUTYkhIaUGQzMOiNZRiuFICgIqYnv+jLnfhLt2ahMj/BfAIwB/c9Vy+jPE6Xuz5Ay/+Nbzo8wee7TX8aVX9U8/ob98a98K4AICI/KKqfuNdz+NPOl70+QMv/jW86PMH3hvX4ONuqHsP42E8jPf8eDAuD+NhPIxnMu6TcfmRu57Alzle9PkDL/41vOjzB94b1wDgHmEuD+NhPIz31rhPnsvDeBgP4z00HozLw3gYD+OZjDs3LiLyV0TkN0Xk0yLy8buezzsdIvI7IvJrIvJJEflFe+01Efk5Eflt+/fVu57nPETkx0Tk8yLy69NrT5yzcPxTuy+/KiIfvbuZ97k+af7fLyKfsfvwSRH5tuln/8Dm/5si8pfvZtZjiMiHReQ/icj/EJHfEJG/Y6+/MPfgXY1Zfet5f4EybP8TwNcBWAD8CoCvv8s5vYu5/w6A189e+8cAPm7ffxzAP7rreZ7N71sAfBTAr3+pOYP9vv89SFX9JgCfuKfz/34Af+8J7/16208HAF9r+yze8fw/COCj9v3LAH7L5vnC3IN383XXnsufA/BpVf1fqroC+CkAH7vjOX0542MAfty+/3EAf/UO53JrqOp/AfCHZy8/bc4fA/ATyvELAF4RkQ8+n5k+eTxl/k8bHwPwU6p6UtX/DeDT4H67s6Gqn1XVX7bv3wLwKQAfwgt0D97NuGvj8iEAvzv99+/Zay/CUAD/QUR+SUT+tr32hqp+1r7/fQBv3M3U3tV42pxfpHvzPRY2/NgUit7r+YvI1wD4BgCfwHvjHtwad21cXuTxzar6UQDfCuC7ReRb5h8q/doXKs//Is4ZwA8D+DMA/iyAzwL4J3c7nS89ROQlAP8GwPeq6pvzz17Qe/DEcdfG5TMAPjz991fba/d+qOpn7N/PA/i3oMv9OXdb7d/P390M3/F42pxfiHujqp9T1arUTPjnGKHPvZy/iGTQsPykqv60vfxC34Onjbs2Lv8dwEdE5GtFZAHw7QB+9o7n9CWHiFyLyMv+PYC/BODXwbl/h73tOwD8zN3M8F2Np835ZwH8TctYfBOAL06u+70ZZxjEXwPvA8D5f7uIHETkawF8BMB/e97zm4dQP+RHAXxKVX9w+tELfQ+eOu4aUQYR8d8C0fzvu+v5vMM5fx2YifgVAL/h8wbwVQB+HsBvA/iPAF6767mezftfgqHDBsbv3/W0OYMZin9m9+XXAHzjPZ3/v7D5/Sr4MH5wev/32fx/E8C33oP5fzMY8vwqgE/a17e9SPfg3Xw90P8fxsN4GM9k3HVY9DAexsN4j44H4/IwHsbDeCbjwbg8jIfxMJ7JeDAuD+NhPIxnMh6My8N4GA/jmYwH4/IwHsbDeCbjwbg8jIfxMJ7J+P+Yv0uwXj4KxQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } }, { "output_type": "stream", "text": [ "[Predicted Confidence] cat: 1.0 | dog: 3.155081293186382e-36\n", "[Train #6] Loss: 0.1826 Acc: 99.0000% Time: 35.4675s\n", "[Validation #6] Loss: 10.1287 Acc: 89.0000% Time: 36.4372s\n", "[Train #7] Loss: 0.4183 Acc: 98.5000% Time: 40.5536s\n", "[Validation #7] Loss: 6.3652 Acc: 91.0000% Time: 41.5266s\n", "[Train #8] Loss: 0.2535 Acc: 99.0000% Time: 45.6894s\n", "[Validation #8] Loss: 8.1429 Acc: 90.0000% Time: 46.6611s\n", "[Train #9] Loss: 0.3148 Acc: 98.9000% Time: 50.8459s\n", "[Validation #9] Loss: 9.1808 Acc: 90.5000% Time: 51.8234s\n", "[Train #10] Loss: 0.1862 Acc: 99.1000% Time: 56.0009s\n", "[Validation #10] Loss: 8.4655 Acc: 90.5000% Time: 56.9744s\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } }, { "output_type": "stream", "text": [ "[Predicted Confidence] cat: 1.0 | dog: 0.0\n", "[Train #11] Loss: 0.3912 Acc: 98.7000% Time: 61.2742s\n", "[Validation #11] Loss: 8.6209 Acc: 90.0000% Time: 62.2584s\n", "[Train #12] Loss: 1.7638 Acc: 96.6000% Time: 66.4273s\n", "[Validation #12] Loss: 17.7068 Acc: 88.0000% Time: 67.3883s\n", "[Train #13] Loss: 0.7449 Acc: 98.4000% Time: 71.5555s\n", "[Validation #13] Loss: 20.5267 Acc: 89.5000% Time: 72.5301s\n", "[Train #14] Loss: 0.4555 Acc: 99.0000% Time: 76.7156s\n", "[Validation #14] Loss: 13.0258 Acc: 91.0000% Time: 77.7006s\n", "[Train #15] Loss: 0.2744 Acc: 99.4000% Time: 81.8593s\n", "[Validation #15] Loss: 19.0204 Acc: 89.5000% Time: 82.8631s\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAARcAAAEICAYAAAB1U7CaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOy9ebAvSVbf9zmZWVW/3+8u771eZpgNMAyYxQ4DDrEEyMYGBZgAYYXDtjCLLBkDDmSbMAjBYMvYIIQkBMIhmV3IBiyE2WywsIGAABkLsQnJ0gzhYYZhlu7pfstdfmtVZebxHyerfnXvu69f93S/6Qbu6bj96ldrVi7fPOd7Tp4SVeVaruVaruWlFvdyF+BaruVa/nDKNbhcy7VcyyORa3C5lmu5lkci1+ByLddyLY9ErsHlWq7lWh6JXIPLtVzLtTwSuQaXP4AiIh8lIr8hIvJ+et47ROTTy/abROR73w/P/FQReff7cN3Xi8gPPooyXQuIyKtF5C0i0jzs3BcELiKymvxlEdlOfn/++17kF1SGh3Y6Efm7IvKNL/I5HywiKiLhxdznEck3AN+iL0OQkqp+k6p+8cPOeyna4FpefplOLACq+gzwi8CXPOzaFwQuqno4/AHvBD5nsu+HnmdhX4mD9Q+MiMhrgH8L+Mn38frr+r+WFys/BHzpw056ScwiEfl4EflHInIqIk+LyN8SkXpyXEXky0XkrcBby76vLuc+JSJfXM55YznWiMi3iMg7ReQZEflOEZmLyAHwM8BrJxrTax9StkED+TPlfndE5Osulf03ROS8POtby6FfLv+elud8koh8qIj8gojcLff5IRG5ObnXO0Tkq0Tkn4nImYj8fRGZTY5/roj8dnnW20TkM8v+GyLyfaU+3iMi3ygi/gGv9CeA31LV3aXnfq2IvFlETkTk+4fnDpqeiPxFEXkv8P0i4kTka0oZ7orIj4jIY5P7faGI/H459nXTh182O0TkU0Tk/ylt/y4R+Y9F5EuAzwe+utTdT5VzXysiPyYit0Xk90Tkv5jcZ160nRMReTPwxx7Srh8tIj8nIvdKu73pAef9ryLy3tIevywiHz059lmlzpal3r+q7H9CRH66vNM9EfmHInLlWCl968tE5K3l/L8tYubq8+wvf6H0l3XpA68WkZ8pZfp5Ebk1Of8TJ3X9T0XkU5+rji6V8w0i8uOl7u+KyN96WBlF5AeADwR+qrTjV5fb/WPgQ0Tkg57zoar6Pv0B7wA+vWz/68AnAgH4YOAtwFdMzlXg54DHgDnwmcB7gY8GFsAPlnPeWM7/NuB/L+cfAT8F/JVy7FOBdz+kbH8X+May/cHl3t9Tnv2vAS3wkeX4PwK+sGwfAp946bowue8bscHdAE9iAPQ3L9XJrwGvLWV/C/Bl5djHA2flege8DviIcuwngO8CDoBXlXt86QPe7a8Df/uKtvjnwBvKc39l8v6fCkTgr5Zyz4H/EvhV4PVl33cBf6+c/1HACvg3yrFvLdcPbf31wA+W7Q8ClsDnARXwOPAxl9ug/HbAbwJ/CaiBDwHeDnxGOf7NwD8s5X9DeZ8r27n0iaeBrwRm5fcnXC5f+f3nyvEG+JvAb0+OPQ388bJ9C/i4sv1XgO8s71QBfxyQB5RFgZ8GbmID8TbwmS+gv/wq8OrSH54Ffgv42PJevwD8t+Xc1wF3gc8qdfknyu8ny/GvAX76AWX0wD/FxtVBufenvIAyfvoV9/xnwJ98znH4UoDLFce+AviJSw3wb09+/x0KWExeUMu/AqyBD50c/yTg914kuLx+cvzXgD9dtn8Z+O+AJy7dY7guPMdz/l3gn1yqky+Y/P5rwHeW7e8Cvu2Ke7waA7v5ZN/nAb/4gGd+D/DNV7TFl01+fxbwtkl9dcBscvwtwKdNfr8G6LHJ4S8BPzw5dlCuvwpcvnbazg9qg/L7E4B3Xjrna4HvL9tvpwzK8vtLHtTOpX7+yQOOjeW74tjN0qY3yu93Yur98aXz/nvgf6NMdg/pa0oZqOX3jwBf8wL6y+dPfv8Y8B2T3/858JNl+y8CP3Dpfv8X8GeeRxk/CQO9B/blh5TxKnD5FeCLnuteL5VZ9OFFjXyviJwD3wQ8cem0d022X3vp93T7SUyb+c2i/p0C/2fZ/2LkvZPtDaalAPwnwIcDvyMivy4in/2gGxSV9YeLCn2OaVyX3/NBz3kD8LYrbvtB2Oz49OR9vwvTYK6SE2wmvizTOvx9rI4Hua0TM6o88ycmz3sLkDCgu9A2qrrGZsir5EHvdJV8EGbOnk6e+6byTC4/t7zDg+R5PVdEvIh8czH/zrGBAvs2+/cwIP59EfklEfmksv+vA78L/KyIvF1EvuYhj7qyzZ9nf3lmsr294vfQfz4I+Pcv1d+nYBPDw+QNwO+rarx84HmW8So5Ak6f64SXyhX9HcDvAB+mqsdYp7nsJp16Np7GVPJB3jDZvoNV6ker6s3yd0ONRL58nxctqvpWVf08bDD/VeBHxbidq57zTWX/v1re8wu4/z0fJO8CPvQB+1tMcxre91hVP/qKc8HU0Q+/Yv+0Dj8QeGry+/K7vAv4dybPu6mqM1V9D9Y2471EZIGZOy/knR70zN+79MwjVf2scvzCc8s7PEjehZlVD5P/CPhc4NOBG5g2CqXNVPXXVfVzsbb/SUzrQFWXqvqVqvohwJ8E/isR+bTn8bzL8mL6y2V5F6a5TOvvQFW/+Xle+4FyNZn/sDLeNw7Kfd6ImVoPlJcKXI6Ac2AlIh8B/GcPOf9HgD8rIh9ZOu9/MxxQ1Yyp/t8mIq8CEJHXichnlFOeAR4XkRsvRcFF5AtE5Mny3AGJM6ZGZi524iOMjzgTkdcBf+EFPOr7sHf+NDFC9XUi8hGq+jTws8DfEJHjcuxDReTffMB9fg74OJkQxUW+XEReL0bMfh3w95+jLN8J/OWBkBORJ0Xkc8uxHwU+W4yorTET4UH95IeATxeR/0BEgog8LiIfU449w8W6+zVgKUYsz4tW8a+IyEDc/gjwtSJyS0Rej5kED5KfBl4jIl8hRv4ficgnXHHeEQbcdzFt+JuGAyJSi8jni8gNVe2x/pvLsc8WkTeKiGA8WRqOvUB5Mf3lsvwg8Dki8hml7mZiZP3rH3ql1f3TwDeLyEG59pOfZxkvtyMYf/gOVX0u7fIlA5evwmaJJQYMz9WxUdWfAf4HzF/+uxipBdYRwOzL3wV+tahqPw/8y+Xa3wH+HvD2oh4+p7foechnAv9CRFbAt2NczFZVN8BfBn6lPOcTMW7m47AO938AP/58H6Kqvwb8WYxUOwN+CVN1Ab4IIznfjJk9P8oD1F21OINfwGbkqfwvGEi9HTMZnivG5NsxwvxnRWSJ1f8nlPv/C+DLy/2eLuW5Mq5IVd+JmRVfCdwDfhsjzMHA9KNK3f2kqibgs4GPAX4P01C/F9MowOr298uxnwV+4EGFV9UlRkJ+DmaSvBVzz1+W/7nc8z1Y3f7qpeNfCLyj9LEvwzxcAB+G9bkVRvj/j6r6iw8qz3PI+9xfLouqvgtr8zdhE9+7MCBwMAY3/swDrk1YXb0R45neDfyHz7OMfwX4r0s7flXZ9/nYBPWcIoWceVlFRD4S8w40V9mF13JRROSjgP8J+HhVVRF5B/DFqvrzL2/JruUPuxRr4peAj73E490nL1v4v4j8qaLS3sK4jp+6BpbnJ6r6ZlX9Y/pKmBmu5Y+UqOqzqvqRDwMWeHnXFn0p5td/G2bTPoynuZZruZY/QPLIzCKx6NNvxwJ4vvd5strXci3X8odEHgm4iIWu/38Y6fZu4NeBz1PVN7/kD7uWa7mWV6Q8qkVsHw/8rqq+HUBEfhhjuq8El8OjY33iSYsZU2WIQrhwjpKRnEhdR+o7VFM5QxCV8fTLSQhUFQSkuO7VLkHKtgAi7sJ1w6YMO7XsGw5ouVYunidy4RRAbd+0TFdGECig5f9CViErpCx0faLve1JKiIAXexMBfNkQ3d9MnOCdw3nBicM5K58rBRkff1+2hlJiLe87vLqyr7/x/TI6lhcyDlUhZUfKQkpKr4mYtFzvQQRVRSQj+9ph3zIX62Isg9rzpLyHtUVGc49owns7J+twjUNVyVlJOZM12+0UclZUh9q70NCl7aS8t45/9vNyOe29lBLhfrkmZf9mbrh36UOyv0W5fnrdfr+9tZ0wlGZ6bFpdwz6ZdEAZnisgoogI2126o6ovNhj1ecujApfXcTHa8t0UV+cgYovbvgTg1uNP8DVf/9fGzmcnwH7QKX1ekZYn3HvbWzl/77vR1JKc4N2MkCskARJtUDmjksYwZOessp27gBI5JxChrmq894iAcw4nCeccwXmcCJqV2HXkFKmqiirUqAjiyoDRTOWFKgS8l9LZIzqUxwvOgXMyDnZ7L+v8qhG0t3u5iuTmtNrQ6YyzVc+90zXvffop7jx7G1JPEzzzyjMLAVEl9R1BI06Ew4MZx0eHHCwa5vOa+bymqSvqOuC9vY9zgvPOataQiZwTmjIadSxf3/eIOKoqEELAOQ9kct6SJRElkQSS1ESdsetntF3Feqfc6yLPnKy4c9azTTVRarqcUI34kEuvr6xtUAOcnOyPPA5GNKJ0NA00VUVAcHGHSycETgiygV5JGQQPztN1ie2u4/x8xXK9oe+VmARVj2oA9Yh4nHfgM84rTsBnQciIS3ineGcTlyZHjkNvzPR9Z6CFwayIIs4h4vAe5lXFrK6YVRWND0hOuJQRVXKKpJjYZjEAVCUrKM4mFgpQZkXzAOKCSjmukHImqZKykhLEVEBUICYlq5Ip/cxBdjYGtrv0nHEpL7W8bMvvVfW7ge8G+MAP/hBNKaKaC9IKVj3DNJrRtGNzfo/V2Smpj+ScyQLZdaiCV4dItpk05+EZeO9HkJGLzx/P67Kd55yjqiqSV1zOJAVRNXCJsQCJ7DWFpGhKZVb1kFLp5BTgSBAV7x3euzKoDWRMDRCLzso2uwYniCQan6jpUec4Co4njm7yhidmnJ48xtNPPc35+Rkp9vQo3gdigrjpCd6x2XaEqqOqa0IE3yqqmaxKVYMPDo8YGKNWdjJatAznIcaeGCMigvcOEUVJ1ulRG6QoThQh4qUl0FH5LQfzwHHleTw2vKqquT133Fkrp23P6S6xTYJIY5WUEzklnFDKAYhHVYgp2rSuijglqWlHMSshK6LQxZ4+b5n7+V4RUyWlRIzWR+q6om4qutyQkqLJ2g0geMU7cA7QDGIgI4OGl7B6iYkclYgSXTYt2ineQ0UmBKGpHXUdqF1g4YP1Ae3JcTsOfBFFnUKAytWo+AFWydlARdWg1mnGp4jmQXV0IAYuOQspZfqcSFnJGHBmNc0xRjWQyeYp6aSod3Qv+Th+LnlU4PIeLoZyv77se6CkFNl3doEJuKhGctyyOrvHdn2O73tyjvQCmUwgU+GL1qMXNJaqqkZNxjk3gkpKaa/V1DWacwGiTKfRZuxQOknOOBVCqFBxxKJym0klVGVW6WOemCs240wRrUxIeD+YHUJfOgsqaIBKBJ8jwQm187imIXlPd9DwxI3HeOJmxd27p9w9OeHkdElKOxKJDLRtj/pAE5VdhEo9kj0pOpJAFKgUAoIXcOLwxe5RVXJKpJyg1EsIniHTQM6DSSNAZaZoxupczURxugGExnkO/CEHC89RcNyaC3d2nmc3npOd0FLT9pGYOiQnVAR1xWwrmmLOBrqCAUBWJeZMUJvF+5TJMdMEa18tgJHUZnyA2ayhRojJkbqKlDuUiPOKF6US8E7wYvqBuqLFxUzfJ1JMZTIRM3ECiM8EB3Xw1JVnMQ/MglDXnio4/JiZQQEH4sho6Q9q2q4IKfqieWQz1zIGLIN5j40DLZMbkhHc2Ic0C/PsbPIrJnTKoOqJSUjJgGgwc7Nmnrn3AkbwSyCPClx+HfgwEfmXMFD501gE75WiqqQUywxiFezcACyZrJHYrVmd3WG3WhK6RNRMLwLeow5y7hEU56TYm9YwMUYzdZwbZ7UUE1A0pJzIzoAmuwQCyYkNmpTRrGjKeOchKbm3a6Nmgg/UdU1GSHmYDb0xEpoQHA7TdDRbp5CR0zBbOqvN1IgSs4ITSA6RgIgniOBDT1MJfQrU1SHzmePgIDCfOc7OlixXPRsvbLtE6npoO2h7ku9pkjCrHY3zpAh9zlQZmsqVwTBwA5mcI3nQYJwjJ9NcFFcwssyg6g1kBntfBCFiUfQZSBA3eHUc1TWhrpgtPIuDmsON53Qr3Ft1rFIPKN4FEME5jziHBZQqedBk1VR/kQR4yIog5AKC3nvTFBOklMbJI6ZEVqHvezQqgYx6xUnGY5qiExuomaLx9IkUMzkVU0kASfjgqGth0Thms4aDxZzZLOBFCU6LuatklOwNuPGlH7rC+7nSnzNUfdFWkrM6z6DJQBzNZFGSs9p0uQAN1nd8troP6nE5jW3WJ1BNpU9BRnCq1DnzqLzCzyWPBFxUNYrIn8eWhHvg75Sw8gddQc4RRRA1gMh5IMuMk9guT1me3iF1LfSmCkZ7GOIgJ1MwjTsx3iVPKnUAGJf3nIc4U+9j1yMiRO1x4lBvpGhKNqgkK5SZJUkip2xaU0UZDBnvHN4BGhEn43DMZWZhoBmkzPYykI+BLB51QhZslkXQFHC5gix4bZHCBTW1IkeByi9oQmJRK46O821ilRPLzYrTdsfts3PqqmY+m3N0eMjN4yOO5g3zWU1TeWI00KHyBFdMPAXUG7OobvxTNS5AiibpESNp8daRSahkskRw9rLqEin1pi2oI+TAjBkLCbQ45hppyQbKkgkh4EMgq6CasQX7DiUTM5AyToSIGPcFhKqhrn0h9AuBW8Alayb2PV3MaBaqgfmWZFqA2ODrekjRgCppxqgUhwtGhleVMJsJi4PAYl7R1J4QvJm2YoQ9TsrgN2CQUIh1b4SulsnEThbwIGHQSgxURAXJZoblnElkOnEFbNib4xnI1n8d9julbKZUSiQdtCQpupNQ5b1G9P6UR8a5qOo/AP7B875ArHObrVpU3BxBlBw7zu7dYXV+hrQRdhkfanpRYq90IgQcvpCVYGSrK54DVcWJIzjjGwZ+RZ3NVoBxLTnhfUDUo6Ik7XEIwTnEGXGnORN7Gxh9jOScaJqaKgRyMrvcyGArz/BuUky+UjvFpAIEelWSE1xT4ZxHk5gd3Ql9VuqQqEXJZLyDuhKYeXJfsTpXcmxZdpF1jKQ+kuKu1IXHO0/lKxZNxY3FjBuHBxwuGg7nFUeLhhuHDccHc+ogKI5cPG+qDs2OhGl8uZgbAy+CM26gzwGVgHrIhtw4l8lhQ09mu11xenLC7ZMld88Sp7vAclexSQ29O6CeLWjmCwNXhCxCymnsAwKFkC/mQNFmB81ms93S9dnMN3GjZ8VMCnsXV0xNY8ISKUViVmIWI3pzAHGIwSahcjR1xcGB/c0X0DRQuYzPpm1Zizqrh8GsM0qZ2lt5DR7tLWTC+akqyZde4Ep1qsMNZlEhedOQO0UvgU9ScjLtJnpBQiLviZsCogX4xJOzL9zN+1deIflUy8BVQdV0QZWEoGTtaNs1p+89Z3OWaTfR1PViwuAKsehKhRb3n3NuMErsNBGCOGqV0oECPnhyyuCtcyhK37W47MyN6z2V82RvnhQbdJkYe3AZjZFIRHKEusZ7N/oWtW7AB0QcjsGtmtGcRodVnxO96wqJCc4IGFOnEXo1PiLuPLkSgiiaO/q+4+x8zbufvsvvvfM2T91ecm/p2PX7OnQ2NZuJoZF7my3PLFc0d+7RBMdB4zme1zxx85DXvuoxbh4f0oSAG92npZ5cGN9Lk+J8oE1K1/VEVVpN9JpJXpDKE5oaJ4HMjPWu4/Rex7PvXfLs7XucLnesWkebA1lrnNS0oWI3W1AvDqgWh/jZ3OpDFO8VnzKSHaKCEwXXkdOabXeC9qeQNyxcQ9PUeC/mAcQ8M04dLjtShq2mkTDNOYwchysQ4BUagVnjWRwFjo4D8wNPqEzTVMkgieR7hAAEVH2ZqKTYLqZN1AqD238wz/diXkk/2SXjTFPMZiCIEsoP46D2/U+K58njcLnwKzmjWhFjLu7/vXtdByL5/SyvCHCRonGk4sHQYs/bgFS2mx33ziJnu4q2hRjVVHeBEBziTV+0NnLmQsQq1ovgnQ0Y76BxPZIzLnVUlS82fUaSEJwi6vC9uW1DCOA9hWah0qoQwYUczpkYYWDhqxAMkKoK573Zy2CzYlGdB8Ix50yfEsk7fHBoEqImQjAQFDXuoet6XI5oD2jHZnXO2fmSp957l7e981nunGxY7TK7XJOHeXKY5XXIEmADTZK5P9uuY7PNnJwvefbkhKfvnfDkYze5cXjALARCcVmTM7Nmxnw2p66CEYO5Z9Mq56slZ+s1y92Gbd/Si1LNGw6Oj5kfLpjNG5xmtikg9RHzQ2WX17TaEruMpg7VntgLMS3Z7gJuVROaOVJViA/UvkKkwvmAuKJdVEruW/rdjhx768CNzfgppTEeSDXTdR19r2R1xCG+pcQ0ee9GTcJ5z6yC43ni4MDTLBx1o3hvJq6Obm4x8wZn3kE8TopWW445ESQP8TIyxuZcNkuktAtQQjDkQpzK6NwQMes0Ddc5JAihqL2aGclvVej7ZGCkRowPHrc/VGbRCxeLARm8PTlnnIO+V/rk8Yevoasz625LUiXGbF6NpMhAiSfTOKS4OUUyzilewIvZ9o5E5cG7jO8STcBARTLBKQEh9EIVKiqtcdmjgA8VfQ9tu8P7QC2V2dgkfDTi0PmAdx7nbSAM7mYtg70oLyWYy+x7LZ1Xk82k4g1oklMkZ/rUk3XDdrtiuTrjzt27PHv3lDuna05XiTYFYq4xipIyANw+lmbwPiiYsS9kHL0kIsqujZzdOefp5ZZFXXFYBSpfWadOicXMwKWqKnJKrDdb7q23rNZrdl1Ll81XlUSQ4KhmM2ZNw81bN/mAVz3J8cERx48f4Jsj6vmaUJ9yenbOetsZgT14BnNC246+WzFEI/bi8aHG+xofGpwPVF6Q3CIpE1xD5aviSTJSVVH6lOliT8wRxbi2WmaoDEM6F+JTccHhQ0CqSO97thqJndBmR1V5mzCcY6BMRPzeVV24Gzf8eY8rXMgQUjH07cuDWws7mwd3u2gx6Qdxe9MGRi5xDKsY2tdlJCtezczy3pOzlj+Kg+Sy9vT+kVcEuJi5aACxHxQWINR1yt17G052gTh7AucSGpXKwhfJxHHGIAVDdjI59/anPVETmmMhGCukz0jOVC5RuUxw2QAIJThoUkddZZpGCCGXeAnFO0fX9TSNQ2Mc+HuSWLBEqGt8CWDyYoNci1dDyxhSNTXXVNdiZ6fBroacMhHzaCXtWa/POFvf5c69u9w5OeHe+ZLlLtIlT09D0grE4zwMpNXAO9gMVu6NoJJxOsRWWBAdrkIUVjvldNsyl5YqeKvFnKn8Ds330OKB6WOkdUbwOucsEECLK7dXNt2OM2k5Odtyvtzxute8hicff4zZUY2rFqgPhCoQztastlrUeKsYyYOXzbRQlUjsNvQyEBMBL47goR5cOd7RS0eImaoK4+ydshDq2kwYrdBckwZtUTMpJ/NGZaGNEd86VlKbJ8ln6iYzazLzeWI+C9S1UOHxPpjJzOCVzAYsJeDSITifxr69B5kpcOyjhV3pG654ky7LEIs1hFOIyN5RIdkmTKeFZ7JYKtSNniWLi9E/uuDCWAFpRGoRR0qwWfXcu7PidN3SSYXWNa7as+jBpTEGwEkNmA4patGegoWIC5kYM33vzC5PBj6btMNrAu3RFHEkXFziWqXeRhYziwlpYqRygkPBK45s5pfYbBmT0vUJHzKhAl+CoQa7243eCm9xKRmclxLDkQAhp4RmQVym7TasVqc8e+c2t5dLzlYrzrctuyR02pCpUaqisQgpdmWQ7gMJLcKzPF8crqjqOsKiebvEudGzkCQRlDL7loA7dSV4VkkEOoq3C/PSDJ49ChkJShs7nn3mHtttYr2NPPnk49w4usVjzZyjGzc4Pt9wcrLj/GzFZrMl9tEI4+wYzAVxEXFlYhBrzwTE6MjOEYsJ7MSC2pqmuIOzoFLhvEC2fqQay6yfSgSrs79sBKloheOo8E0Rv9tRVx3NNjKfbVkshINZw0FT0cwqvNdijpvG4YvGOJjne4i3yfICtgzeo+Gc4gaahnnKJW1nAIcpROigsZcrxucNbYPhr/g/wmaRaYZD8Fsus24mRWG3jbSthUGPAXZK8QaJhV1gzHrEgt+cSOEsCsEpRtZmMuIDVQk5RxM5R0IJz7dZU8i7DbvNirPlCeE8MvdK43sWAeaVoNpBEOqqqMziQBKu7c00CpXFqIRi1xc3p+hA5rpCQINIjxdn3oGY6WNiu1ly996znJ3d5e75kjutZxczPTW9OGLx5GiGHJPF6tDbwCmAsledS51JRNwQBCcMvgwp/IEgJFF6SYSArU9CzHx0pjmoM8I0aTLXujnNywRazAEYiUclsTxfoXIHQsPi+Ba3XnWLJgj9dsPdZ+9w+/YdTu7B+fmKtrWYDQuLFwQHGkqsUyZLLksuMm2y7514EVx2hWMxzori5hccKZlN6qQ3M8ODy4JFSPjRo2QhAaZFSCF9iYLuPLE37ia1iix6WxYyczgsStd5cxjs63WalmggDy+KXAIba6f7EWBow1HzkCkATTOmFA4GYVgLZRVRXOPcX4ZHLa8QcFG6LuK9xUugkCLEXthuO7o2llldEfE4qy2GqFKV4jmSzAV35KCSDg3vMqIR8eZyjDlbAF7w4B0iNT5UhPlN3EFHOHyCbn1Gu1ux25yyyVuOGsfhLBG9Mmsq6sr+xnD51hNCVQLCCrGXbZlATtECs7wvBGVGcwdEYh/Z7VpOz844PTvh3tkJ6+2G1S6y5oAue3qELpv7XHOCpEhKoJnsimkydFCdzHZqIevO59JZXXGNZsgONFvQl1PweZxlVZyZcBSzU1wxrQa1OyO2GIYSulNmfjUAUoemzHq14d69JU++qucDXn3MzRsHBDqODytu3Ki4c6fhmdt3OD1dsmt7+j7RJzNZUON6DJhtZlZs2YQWrclna8+uz8a9yJS/s0DArL11gWJimS5Z4eWHnCsAACAASURBVPB4PCoRlY2ZZ+rMQyUBpSLGiu06kduIdi2qynGuzJvkB0DN45i+3wi6tLhxUGZK/xy1iiniaOHg9usaRp5mvI24st6r3LS4snV8yKBMxqvw7ZHLKwJcUs6s1ltCNQwAiD20O+F8uWKz68lqaytswVYcbdAhFHpoUS3BVGBreAQHvrDxmGngKAOvBGZ5HKSyBCEJQTI4oTq8gZsdkrot/eqQ9vQZcr+mz5F5lZnnzEEuRFyxn3vn6EOFc4K6RBUcZbUZmhJ9zlCbN0nIkCKxb9lsVpyen3P35IzT9ZbztmfVezbRs1OhT4k+JeMoRoOLAhIydigjbq335kEbLACR82CmlSHqBNE8Bq0Z5y1oduTCI2lZoe3KwMwSUIpbFCExBCrmogcVrVDsqOaExkRqO4hKHWoW80NmNRzNG44Ob3F8fMKtx57k7Pyc5WrNdteya3d0ux3b9Yb1egudkNWhyRXzIRc6XUEshsU6k60VcoOLRjIpgYhpjc5ZDJRH8GUaUs0WV1y0XfLAp5jJiDqSZtpUwTZaHFtKaHbIgRBmiviMOounksxIqutQjMudXnSileT7zRaZRqmXXXt+eBKQeVG7GYyjsT4KWF6hFD1yeUWAS9f1vPOp24TK+IoQjD/ZbZU7ZyvaqMYtiBROoQwvsY6SopJiMk+NE4KvbMWrUhaNWSdxCOTMsOy+DvbFWafOiM8EkBGfCwHqyb5CZoF5VdM0DXF9j9XqlHa3pI3Z1HfnmAWz3xWHuJYkUPuE+hqP2tobyTbgktn8SiLu1pydnXB6dsbZcsWy7ThrM8tOWSehjQZ6OWdinKjbY0ezHjZwO8pgXrI3+8FU5YEWQUuQl02fKrY62gaEK+aIAWZWO9eCdgdNaAAvu6+1hiMPrtTC7bjCyZQ4d/u3mDtVNaOuZ8yaQxaHN3nVB7yOGDtWqxXL1ZLz83Pu3b3NM08/Tbvb0WlGkhv5BFslbCCWh8T8ZRCnwTU7Qm4uK9IN/JwYLFmdlYBGFSSHMUwATWSnZFeitJ2zYMHsiZuePvV0KdJ2jqPjiuYgTLw9nmmSx6u0hiENghG0ey/Q1VLe48KNLplL0+3peUKJ5Xn/yysDXPrEO5+6R9IWkURVBapqRkqO1aYjipGWtkrXj3zCND5ARBBvqQSqkkIBjLuhoHtOmRQjUu41LGQclwgEAzARi4CMOYKvwAXEezOBFofs5sf0p+/mbHNuywHoOWwsViJLgq4jCvQho84RVHF9TxDFSyZrj8bMdrfl7PycO3fvcbpcsW4j66isOmWdHG129BkLJGMY/BdjKMb4CHRc8jAsypzKtGPu+a2LnXaok/099+cDJZq5pGkYo0f1ilnRTC/NJSSeRN93bLcb1us1N2/dxPuapvHMFgfMD21dWNbIbrtlvTrn9u1nid2O03v3RtAbTA69/CydmA5QolEnmgFCzn5Sd9m0xpJaw/A5oFKbBjMEraVc4pMG8zpAifJuY6aNkV0LXUrcyA3zRc2s9iPnY6UbCNup6IU6vvzvIINX6PL+y+04/W1xNS+DmnKFvCLAJSusO9i15i72PhJCRNWbSlfcfDDlEaxivffUdQ0i+GAL34aoSfNAlehSBqCxgDYAyhKBXNakUAZvZpj1hk4K6rxpJb6iCTOqxnH+7FOcbM5oY0sXA0dzJYsnS0ct0O/MNGkEfErU3mJqUmrZ7jbcOzvj7tmK0+Wa9S6y7jKbBLvkbLW0mEkSSqyGmwx+N+amGVRwm72HVAP3R4Ze7MTTY8P9psAyXfw5iKqF3GuZ9QdwGbiQ/YlYvdvNAej7jvOzM05Pz7l583GOj5TZvKKpA7Wb40TJqSN4j4iy221ZLObUTU1VBbxLZQ3NVKYemQI6ymg2aiGWLfLdDQqVFQuL6pZsAOJcyW+jjKH3RuMNF+xNSyeePgXamNi2PZsusWuVmzeEWzcqmpkvXIiWvC957EdDeQe8GJJNXQaQKahcpdH8QcjN/ooAF1XoOoCmBEy5UcUHynSlo1dpEF+iYUUEHwK+CvtsXloynpUYDFFFvC8uVoteTDnbMgAfEO+KOqyk7Eb3sS1LMC4mD4PTVfjDxzlwgc3dZ9gu76LbrkCSs3nRCbVkJCWc9+CgTcqqbzlfnnK2OuN0tWLZJlbbnm1vaRIiYWQvqpLQqPH7ZE0hBAY73DSUbKDglJzTaDoNWpnV79VeiOHPjYDsLoDMcN6+nfb1qVyckLXYXIM7VdUbr+DsxD72nC+XnNw75datNcc3Opp5g6+G9ytJmVKkqgKzWc3h4QFHh4fMZjM26x6RPCpKQ4ZBVcY1ZNNUbsOAVZ0Qm8NG6VRSuBWHQ0twXFmjSiqxSN4pPvgS02OTnSJErekztBG2XUfb9Wx3npxqnnhMCb4y7dnFAvy58Cx5fP7YLg9pp8ttBvv4lwttsz9xv8k+Rub9La8IcBlUWy9NSc+INYJGMqkASwnDvjR7D4NCfMmbgRRV1uOcjl4mykJCLRrAkFAoZnO1inME761jZjG3dEqI7nPEUEi+DPRhRnVccauesZvVbO88xdl6YwSmRcrhNBBioq8qoiq7dsfZ8px756ds+5Zt37OOsO2EqIGIw7nKLHZVGgd1FQizQ3ywAK66rkkp0bZt6ZND1r04phuYmoxw/6w41voEXC5rLnbPfafPAxdRzKLBPDFq1RxNI+iIAN74sZxRSaTYs9tuWa3WbNY7trueXZeoZkotHh+8eaKcRVmjFrQYQijetUmuF83DA63r5InWMlppRv5ISZSkBZjsnHJMDbAVjyeM6R4sZacWzRcooGOKh4I4EsGcDOrpe09cmRbTpw05Rh57LHNwuKCunfF/ltSh1LyZuFOzZmqqXmWuDu16ldZ51fZUXi4t5xUBLgPrHUIxWTSP6DuYQ1nNzeOGDuf8fiCImQNjVt3pTFzCpqEMEmwFrSVsLIQmjFGSLnh8dqg61Dk0WSSuMfrDzGOuUFygOrxBFQywVrffw9l2i+rG3H85kH2gFUffR1brNcvdllXfscuJXa/sotAnj7jKgEUcQsJpxGnGqcWvWBSJZbcbgg3F2XL72Fsk8sC1XAwRZ+RiLtb5nsOaairTDH3DPQbQGvZLcfOavcioKYABzZCpbwCfYT1V20farmfXdux2HX1MpFSIYXE4H3DO8tjkIZVA0UxGz0vhUwawd8OTdDJAh3cs/xsSIgwGkyk9A4EjDGkmxjirgRDHgMgwtTjANYOzrG+22yM0dCkRY0+KHbmN7PoznkgdN28umLm6gByFOB/DK9mb3vYm49KQoXoHPvASPziV+/bJ5Z9Xg86jllcEuCiKSo8LHuelhMebfjr48V0YPBkUN65VWMxpjERVCmCkNGaWu6DiUzRQtVnATAxIxRUZU8SrWrazYSoc8/Fa48eSx7IigjqyVMjsBvUTngbP8tl3knZrxGVy8lTOBmAsA2sTe7Y5s0mJNkVy9qCheDHKSlax4MBIIuaEa9e4PhjRnUrmtZLnJsZuzOl6FbAM2fbGhFkwxuSEYd1MmQ2ns+Nw7fTfUSMatAIok8GlAU4ZiBY9gCszf9tH1tuW5WbHersrCwt7+i6Q6kATKqp6QdNEmuaQuj6grudUocGJxzL4FLNM8x4gylIGHdxFuZRAtcS1lIbXYeGDDWoZzKicLadO4VqgpEfNAwAMHjR7ayemlQ1ufDtgSyG2vXD7tKKTDdnv8E2L9zep60NQV2IXe0YlZjLwBy/cRQtnz2jdv7Zof84Dx1YxH3mOcx6VvM/gIiJvwL7F+2psXH+3qn67iHw98J9i37MFeFPJ7fLge2Gh8Eq64OmQkvrQzB+zYW3Vqw2AGONIYI4DqNxRFMttAiPBm+L+3mZRFBMLC98u72UJmpwQk+lCQ+Z82x7W5Jibssc0JZo5s1uPkfoVm7tbll0HEqi9ucD7nOg0sU3218ZMX7R7m6HMg2GpHkqgWMr0fUQ6I21DCDRNQ1VVqA55fYtHI19NeA+AMTV7hs45eNSmWslV9vlVavgAghRP1X6gUwaycQyDWqoi9DGyXK04Pz9nuVyxWs+ZzWqaqiL2ieAqqrohzw+YzY9oZgccLA6ZLw6o6xW7XQL6suJbQSysYOR+BpIUGFaEJx36i04PlmImA+lsQYbqXMkZY22ubuBsHN4FqqqirhtCCMTY07Y7+tiRUqk7X6FZ6JJwvlpT1S2Hh4F5E6mqEmEerG60RNkM2hTjxMAeXKZ4IDKm77zKPLqvrV4BXqMXo7lE4CtV9bdE5Aj4TRH5uXLs21T1W17IzcYETpMKCSHcV4FDpU5z4F5YMZoLK1+WoGvRbJxz5oYeg+8svaLz3jge73GpBFrlkomuqPMD6g8gppqJIkhJhitquUdCE1gcH9FvD8hpS1jMqIKn3bVs20Sn0Cr0SUjZgzqchIn9bc/K2ZYlxJRIUdFsJO2QUmAgsYf6CCGMSa+GeJiU94vnhutSSiPITIFlCuiX6/sysAxub1Pb9518aItxH3stbKqYb3c77t27x41bNzm6uWBxcMBsnuhipq4tb6/3kbqZM58fMpsfMpsdEKoZKi1ZbcFhHmJtRHE6BbwhCldHbW7C4t4noymUJsH3agsZRo2gvNtsNuf4+JjZrCHGyGq1ZLNZs9muGZLLq0B2gV0XODvrOD2Eg1mmrjrqmSD0ZI04AgN6SCn8RcCYRFvfV977eZnner/hHd7f8j6Di6o+DTxdtpci8hbskyIvWC7HV0w76rBttm8eOYC+7y+o+04sv8oQQDWkOsypZCkLJQGUG0LXy2DK2dIrlnubhls0pgIeOWdiisUYKOniy9ogzdEGf9zRbs6Juw2z+Zyj2YJ5Be1uw6pr2fSRlKFLljBa1FM5R+WrAipqIf1YPmHjOQZt3so6fIEAGMFh+hmVC51T93ESl8ndgSQduJSrbPnncoNeNVin59vzYBigIvs0ELHvWa1WnJyccuOxG9y4eYvDg0xMxqspHlyFDw3N7ID54pCqWdDMFtRNT9srpMhA3Fr6R8/et2jA59xQpoHTkHEQ5xJIuQfLol3p6MQGBtN4X2/2BQdnK6Odo65r2m6H946ULFI7qZLIOJ3Rdsr5mefGYWI+b/EBi69h4I6ursOL7Xg1mFxlAg/80lX3fDnkJeFcROSDgY8F/jHwycCfF5EvAn4D025Orrhm/G5RNT8kF45kGDSDJlPORRViTON5sB88OWecdyW2QctaFIwyKYDii1t3IH0tDHzPQ+TBVAgehyPlhKs8LhcvVBTaXUvSntmsAcnk2CGpJ+3WbFcn9OtT5l65eXzAPMBudcryfMVm19GlXDKGeSQ7gnjqqmFxaKaBauTk9A5ttyPlyP4DXmGv0heZmoYDQMCejJ2aOVMidzCFhkDEy+fe5116gPo9cADDM6fXGCdTNAi3N8eGHJ9DmdfrDav1hu2uY9tGFl2mj0oVbE2PDzVVPWdxcMzNW4+z2SbaXti0iaRd+ZzGkBDJF87H0j1aImy9kMLgIsCWLPq5TDxgXIwria3zYFYVb1Opg76PbLfbYoon1usV293uotaYeiJQScCnBatV5nwZOTp2zGblixI6LvG8IENbDOA8gOG0nq9qi1ErmUyMY/uN5/0B0lwGEZFD4MeAr1DVcxH5DuAbsPf+BuBvAH/u8nU6+W7R7Phx3W63o9quqoRgsR372cWNnqLh+LQxYuzRvnyvJqXykSozb6oQCJUtCYiqlqMVNZNoADNxI8AojNqMltSFoTRYjJZV3tEh3Y5us2R9cpt2eY9FUA5vHnIUhNjtSrY00540Q4oKSZj5GTcPb/Lkk0/y6g/8AI5uHHB6doc3v2XH3bs7+74OBi4ObykU9/U2mjFTk2Q4NgWTq7iS4ZzBTJomMR9kyru8kC45JYNd8eyN5i4lYZYTQmXdbrNpWS43HB60zGctTV0RXMmXEmqa2YLFwRGLxSGHRy3H28hq05PzOTmZFpljhhQYUk2oRlvR7SBr+VzNOI6ns/4wJq0ebelGQkcvTtFTneCc9bndbjd+/VLVPo4WU39BS0r0JBfxHKE6t6x/65Zd68i5wVGZ5+9y1O595uhQp/u6vcpdPbzP8K/IZd3l5ZMXBS4iUmHA8kOq+uMAqvrM5Pj3AD/9sPs4ccyauiwSU2LfEWN/cXZUIfiALyAhfp8fN6dE6ntQ42lcXRsQlQC5IZo1abYPXBW+ADX1NKZkAXiqxD4SnEe8J3hfPk9RZhMnVLWHnMjbFdvTe5zdvU27PKUhsbh5QC3QbTf07Y5u1xG7WBaOaVn672iC53gx49VP3OK1r3mSxeGMnNb2ZcQq2JcPUy5xsKbqDqCnZW3VkFpBrILKMb2gVUzaYdRYLvNa03Mub192X4+ie9CZ0BLFHNlrPyOR7G2tjVMZE57PmgYFdm3Lrm3ZbnfUIeCdJcfGV/i6YTZbMJ8f0DQrDg8OODw6ZNvuiG3C+UB2GenETOCsgCvJxAceaChL0VDzJRNjzKuyTw065td1oWQVxPivvkWzJfiW8hznSx7ekjUuCMSS+iKp0CfY9Zk+aUl+LuavZ//cvQVk+0YeaGLmDPU9ktmXnNnjOxTO8T5r6GVAnBfjLRLg+4C3qOq3Tva/pvAxAH8K+OcPu5fmTLtcoQJ1VZO6jqxKqCrms8YGdllcmFNPl9QyivU9LkOFBcC5UOGDp2pq86iIfZUv9sOX5koqyuErjFjDdl3PzHsqF0gp4jNQvoOTy3/izb0qmsja0q2eZnX3GTYnS1xSqvmCuj7ANzN6bVn1pu730RbZoRnvMpXLiGw4W76Lt739GW6f/A7HN24RU6RSmPkGCfY9miSD48U+eoYo6gtnJObRsC955HEluHldh3iPkrC8aBCDJvhArWWiecBFTWi6P498wd7NvedWzDOnxQA100VKSIGQY2S3XZLjLSRFVssluxvHxKMDuhRZd52R5eJQb58bOVgsCMERAtS15RwO2lDVNbHvUQeiidSLpQuVTMrdSO5mZfKxssw4JA2ZQRK2oNJCHHL5DowPAk6JA7med2RtS60GUi7LR0gWciBGxNe5Lk/q6VzHlkynQlTQbF+U0GKa7WFjAJY8lm2a1GvghfDscxXBuCq+NF/RcMbszeN9Xwar6EVpLp8MfCHw/4rIb5d9bwI+T0Q+BnuddwBf+rAbaVb6XQlbT47tZkfWzPFRIHfK2fmZDaQQSA5cXRGqQDOb2xLYwsWkviemRNd3hYyFLkZCXdFYmjL7yJfamh/vgyF8U5u7uTRUzNEyxVWBjH1J0Xu1zhYzfbtit1yyW6/Rvie4wOGi4ehwjnfKerNhs9vS95ByKLETjqYOzCphUQuVZLp2xe2nzrnz9DOE2j7vWTlHCoOmZXNT6i2ep8+gMnwHGLzzJakThJLnZer9EWQElSGmZWpKXhUzARd5lCnncsEE4/7JcKrKywR0hmtzNqDcbXecnZ1SLQ7wVcVyueLWrZsWFauUgR2YzQ+I6zXzxQJf1+A8B4eHzM5XZHZWFnG42iJsXXDEXtDUM8QBWWTt3iV/QWT/LmCR4aXwDK5/cb6EJBSXMbZ40fl6XDKSNRvQTMxJGXUKHf+j1FlRmvdqx179uFS+SXkLcFzQ5vOg/ewvthy6F9ts+q7vT3kx3qL/m6uVref/raLxXkB2hFARpMLR40QJrkGyx2mgmlcGFu0O8Z4siV3ucQq1r5gtaoKvxqp25cuHIo7tbke7a2lmzbhi2okQCvtfhUAfIymavS7evvPSp5J4WspCM83k3NLuVrTrHWnb23dqgmMxq6kqx65bs16v2HU9URt8aJg1NbHfobnFecfBouLm4Yx+27A8WbPZtbRti/gKdSXJs9jAESfUoaLrIUeL8QjBuCLv/KjV+8JxDGuL9tzHxUF+FccyiHDJU8El/mXqtZheNzWBhudNPlkLxXRNNpK6ruP07Izm4AYHB0fkbJ8qaXcds2aGE1vqoMG+BjA7OmZxcERVr6jqOGpisXxn2ga3kbOhqsmjWWBZ7FLsbGnBZRC94LGx5FTiKB+kAdVU8hsrwYOTmkxTYq4cMZoplnMqpO9gqFz6JnPex7AYQDwfG0XuK68FB7K3QYfavWTSXgwReB6PekTyiojQdU6YNXMUI0y9N9s79ok2dbY/JbIo4hyH8zmCsN6sSap0gEue3bZlt9vhvWc2nzN8rL7ygc12g6ZEOLKBWdcVwVty6eAdopkuWbMntRW4MQ9ehUSWnuBacrditz5lu96QY6KpAgcHCxaLOTEmTs9WnC87+uzxzTHz48c4XMzZbs44v/uM8Qs1HB80HB8dU+eKwDnL9cbIQR3z+NuAwOHEE+qAeNh0ncV2lOmvLPfBjV4wN/47dfFPlwZcZeoAV2oyD3NlTkFs1FIwdT3lTC5rrYaULnZexrcdq9Wa3a5DVWjbnq7rMRexfbKDqmF+dJPlpuPo5uMcr1sQT9PcNuI+Rku2XWJepGgdzlf4YCRv27ZkjRZN6y6+2zjuhsEqaqaRM9e2U8VXlg40pkQSyysUQrD1aVhmwVD5SSJ0P/J5DFzZCNg6Iakm/V+krGsayOUS/j8BoemkYPFceWgA9sGM93sHh7y+Lwfp8ooAFx88N564SUqJrusIMZZoyIqu69lsN+xSa4Stc2zXayPRtCxuqyrjWLpEans0KDKzij49O0MFbt68SdM0dO2WnCNVcCWDvYwkWAj2XeHYd+TsyFFQ9Ubi5ZaUz+jWt9mc3KZrt4gIVV3RLObsYuLs3inLbU/igGpxg8WtV9McHhrAhQrf9uyWt9m0wvkqMru54PDoyAaK2ucw+pzxmkdS0mawCkKgmc0IzrFqW3LqkfJ1SIExpclUUxmAZro26D5vw9jXhzQFU7Lz/g451Wym3qEhHsm0irJQL1sUcSqfih0+lVpVQl031h5dT+wjznmqqsE5T0qZlKxts1T4esbRjVs80SfmBwe8+z3vpm13FvdjhR9ewuqrqiwquuvIyQEBpb9AnOpk9h/fpzgOhsz+wQtVsDy7qrYANpBwhfur/n/23iXGlixL0/rWfpjZebn7fURERmRkVDVN0wPUwAAxYgBqCYkJiEkLJiBAzJgxoGHAgJ70AMQQIUZMQDBpgRBCICTmIAZNQ1VWdVdXdVdmRmTEfbn7eZjZ3nsxWHvbOe7Xb2RWVWZktBqT/Lrf48ePHzezvfZa//rX/0vNWFBIxp2xIUWpbeAKvC/duXNQd3JRQj11nitc296rv+AzqVppXC67RJen4OI62WX8h3kqWgQ6yFNGgxK6YG1jyeSQ8YNnJRuC83TOMx2OdmNkKx1yKRxOR6QU+qrtkpuuCRCqHYSIsNlsOJ2O3N29O7fuxC5kI3nNaUQkUkrESYeoovOM6Eg67NHxiAs2fe26wCkl7l6/5TQDfsdm94L18xewWTGjzCUThsD2pfDqOHI/HQkHwcvIJzc9m+sdvgs2diJi08P7e8bj0VrYFaTzIUA0K5C5KFmNvEXRxez8soy5xGA+RJZ7fDxoX8PCaIbz8NxTIkaX4wPtprYgkesaPnNLVCcOhwPPigUZrep0Tvwy8uCcR72QCqw2V6Rc2B8OTPPEZrfj9t07GgCaSkEUVATvmnUKhNCRo1n+ip4etHXb5+XvUK3BpUAFoH19POdsWS+KJ+OBOJjI1JxOTGMimZy5DTT6OghZLOtN88w8e7MnpnK4xPP4aLiQ976qxxnl//G5XugEbRN6lHE+JNo9uUd8J8f3IrjYrj0x5cmQeoU5JdsBPXSxx8eOgEPnTNg4umBAadJCFtvhgzqoanOlFMbDHu8cz29uEOe4ffMGXGG9XoM4xmmkXAChRQtdZ7agkPFuwDvBi0dcx7gv5OMRHU8IEQmRSTFbzdUVN8+u6VbP6Fc3lL5jDNlkH2bjW/Qh0F894/TNyDwL46mQFdbbjXFzSuFqu4Xtlv1qze3bN9zd3TPXVniZTnRdj/Qdc1HmLEwk0pSZi+3ixudqbWtLn9sN+jisLGn3B7IXeEjYA5abv7WdW5Z0boEasW0us2WBKQGu4lVVsqJkpvHE6XhkPJ149/YNm82K9XpN6KykCV3BiacbDIh3MVIUbm9v2W5NgkIwNnMLWgVqN0VNnwXj1IQwMI8n6/a1P6y1rpdMrOIlej4hpWTKXJjnmaJK9IWrbcdnn75kd7WiaGIcT+zvJw6HmeM+cX+cGcVkHHISSjbbXivjjNzp8aQLPMrez8OyVhAbrPR+uZaLYBqKFIdTc5VoJL6nMqAP0gm+g+N7EVxQ5XQcTThZ7C2J2KJuUXmeZ0rV5pBo06WaDYMJtWYVb8OG6ZTJk8kTRCeU00SaJ2ScSGTe3O3xwdB+3/V0w5oQI7lY+3uIDrwniTDNE/M8kvbvuH/7iml/wqUIDPiwZlhfs37+Ejdscd0GpCP5rt7kmVisRS5ewM10L6453X3JdLrFhxXCms5FcuiZjyfKmNhtt6z6NV0/4OI3HG/fMCUjb1G1ggOmPO8pjDrh8mQt+mKOiireduPmnQxwNv+w0/5oEO7cmj3vfJdBpdmoiLgHbOrHoLEtpNnawuXcN7GQZwthGu959fXfQ8uJNB9Zb9Y8e/Ec10ek82iyrlrnPa4UYi8M64gLAJlpOpLSRJpHopjLoBbz71ZAggVA771RS7oNFDtPppyjqFcSnqxCSraYvbPsxws4nQm+sN4U1uvIxy83fPqDDS9eDDhvZVBOA+Nx4LAX7t5lXr898dXdzP2+MGpGHSRVUsmIekIJ+GqL8kCkmye6cdKAZdsYirQAIlA3Yafvl1cts2nXTPX9LOm7OL4fwYWzrkg7Fi5Kbak2wWXzJDIQ15iv5ey9XMypEFWC86zXG3ORmRNzTiQ1gHG9WvPs+QvuDweG7ZbVdksull5P04QDcspG8EpzVbAH3JoiW+h6+tU125vnrK+viZsdWbwtavXmIlAUpFBE8d4RQ0RinH9AZwAAIABJREFU5PnLl+i7n3P6+7fcn45MqVCcpx/W5FQ4TTNbhNVmxXq74fr6mv3Pv+H+fs+UEnMxqYYxZ6aSGRAmgXvvMd+i2vzUptDfsAR+MaanFbu5KBdbEAnBpoJj7Oi6HmCZ8WqMae/9MqVuH1rfwwW2UZOirHB7+47TOHE8jqw3Oz765BO6oef+TsFhoLszMLXre1brNdfXN7x99cqu9zzbPaDngdJpmg0vKUaKjDGaUJj3Nvw42y9ftLTVxMiVUlvY1nYehsCLZ2s+erHl2c3AbhNZrwO+L/ig2B2oyOBYrTuurjqur5TttaN7deLrVxNvb5X96CE7tARUrNQrnrPUansbF+f8AfuWB8nUkyVdkw65DE7nEvbcav+uj+9JcHnImmw4AZyH9aTyVlokz7PJLUynkXmaFlDLO8cwDKxWa2IXKbkwa8GveqQLlGni2bNn5FKIfYf3gXEcmVKq6nQFSkKdMI8zBRsT8HFL93zg6upjRJWw2uKH3lTpnEfFJCCcKtH7mkn1SIEgAYen5IzzPevdDcfuS+6mkfvTzI16xGM3X8mMcyIkUzJbb3d8+vxz5mnCiTBOR169/pqf/OyPef36G1QUL8LsPNlBEiVXcaPWtmwBWn5RgJFzhnL50fcGvnZdt+ycbRQjxrjskm3HTPVcPsZ3HuI5BSmJ+XTk3ds3vH39muk04sWTUyGNmfE004VAyYXj/sBhfzSoLbcWMEuZNc8zpW4OIgbMLwvQOSR4iI6uG9DsKWlqf7J1hUQpTnFO6bvCixc9f/5HN3z28ba6bs4UEtkFqvYekI0/4iZ8p3VsoRBjYdN3/Mw5fvbVkZQdmhynOTOSCKFH9AzWLlnKRfkJbcbp4pw9UZ4+Pi7n7ez5+htb5N+L4FKKLjdHO+GXmiVAAxOwodiHQSWIo4uRGEwGMlTT9MN+IpeCOmG13RC9NyawKuNpJPQ94+mIel/FojKlGABI5Ts4VWtZF0Fcz7AZrEzTQsZRsHaxda2E3hvonFOufmM1Hchii148YdjhVzvG+8Tr/YnrMbMOAXxPEZNL7Fd1tsh53PqalXMMXSTlE7LtOTFze7xjHA+oE4IEAg6vGaetEDp3RewG/kVXwtLwy8DSdIrbLFfOhabl277Xdsm2oC8BcvhQixusRHLkNPH29WsOd3vynGsgVuZxRtdrwFrVp3Hk9t2deUFnaommqKYH5MHLLGB5T0mQEglDj/cDqkLJVQ9Hi+Eb2kGZEU0MMbBdd/TRETURBIrrmOlMMIwAZGPbqqJF8OLYroJZyiTIU086rXh3fzD74JyYNZOk4Mol4e58XL535x7Ojl1mNo/PbevWXVID7AnlN2Qs8j0JLloRebCT0vRtGz8DrEzJJdvcTSnLnE7XRYauW5T/QawESolyEZyCOKgLJKXEPE1W9zpzHyytvVfU7Dyco+tMSc7HSMqKSMDHwUCy+YiImsiUM7GrIQ5E5yjzjPN2IxQUKVCmwqQz6hPFRdz6ivFw4O39yJev3vLZyxeE2CHzzJwsvZ9SIgAnzXjEavQusH35kh/1noNO/PHf/yOOxxMUxRetZl+2t5baEtWlTn94PAYAW3focg6pXY/T6VSvk3EmQghsNhu6Osd1GVxWqxUhePb7+yc7S3ZUPQkyJc8c9nvu7++Yx0Tvow0kFgE1X5++X7MeNpTa1vbOE3xHSqdze/aJoc2Uq+Vs/XAusN2uWPUDaR7J04k8jTZtr9ax64Nn6AZCiIirNrYUSvGoeBsmJVgJlWrhsmQYQohwfRUIbkV0ypvbE6utcrNb0fmuGrstF2EhL75/bT6shfwUc/pSr+cMKbjfBDkX+J4ElxaRL0fXH+vBarab1CGE0BHqAoiVqZpK5pRms4TQOneDIEUZjyfycaTJQ242G+bKpWnT0KpaB+wE3w30XTABKI+pBagssyRIoAuTKcZ5h1YXP9TcINFSxxAyLjtCCeS6Y43TTOcjq5vn7N+95Xb/FvnmDZ3v+OS6Yjc5k3JhTok0zwwu4xXMsE0YYiBun/HZx5/z+ps3HPdTzdCFAMyceQ8fpJbz/s16WRK1lLuJgZ+Dv7FnS7HOWtdVY7mqb3LeeTeAcjgcllL3waFUuj1QCqfjgbu3t7x7+46PhxXRdRh5zYKZD4FhWPHs+Qvevn7NarVhOk2UfJaWuKT4P2YS+9qmjl1Pv9qa9kou5HxEi5VFMOP9TD84ho3gB6WEzEwdItUZrX7kl2ODVtpYkMkU1PUM6xVdDAx9z2efviAOsFr3eDdYgJTpwWW5fN/nrx/Kjj44ffV5l7pH7XUeBnP3APT9Lo/vRXABa/vllC2jSHmRcIzBUnIfOstYaoDRYgs4UYlwArMTxDuiDwyxwyFWLolHc81YtNiYgSoxdrgQ6gYpdH1PUYe4AR8cXmaGzpkYlCpadTjanBPO9NzVWZPTCHhGGZ+nxDxnfDb2porDd4Gr7Q0xJnTw6Hjk5393z/448vbujut1z9B1zMeJ/eGIeMG7wJDucaEzwasu4qrEwFW34Wa45uD3HNKI0ybKdJbDtzDTdi95KoF50C0qOZNoXk4XxDt08ZO2gF84HO4BZbPZ4n1kvV6xXm8o1iZCxDLBlvVcgsoiDifnFnlOyZwW371jd3VN7DpcdBwPR7xzjMcT05xAzP7XeQNwffCk8SH35r0PNWH1YehZrzeE6u1tjYSAlhmk4FzBh8xqJaw2ShgShExGrQDKGU9TJvQgjWDXShfjyWSNZhMcC9c3HhPnzvaRwRHJzFyOJT7mINVq1nSHHgWPp67dU+XSubP0D3O3SAv5eLABsWJdICmWebis6GwdIJtAVZIm00b1IN6cFFUc4juCBPrVihijlVc+E693xBiZThP9nBm2O9w8068GxIfzaJk4Uk6gR0jgY8Qo9kIIkZSMt6Ik81IWZZ7Oyvup2ZWkTJ4VzQHnIr4f8D5SpCClMB0nUkr4zZa4Hphu33KcjpzSyHa7wfs14/HE/pgQOeKGRNcP9G5NyI4kQtFEptB1EEKCmcXyQ4rxfbQIFG+SilqsfX95Q7eRAZEL6w4rQUs24l7OZ6FzJ0YV6HzE+YQLmRhKbfluUAJzOoIoQYwgt9lsF8YtGKpj+E/VT1EB8RQV9vs9qSSyzpymPWEC8WqykjlxOh04Hffs9+9I6UTWkVLmBx2Sx2Qz5yptoffE3UC/6ewazsnUBKOxgDUZP8fX9m7UQMiCVzs3pYC4SJs2bi4C7Twug4ni6eXc8rf3s8IcJEzCVOpYx/lnqiOBtA+pk+cPy57L8uhDJdJ7jwkQny6Lf93H9yK4lJyZD0ecD7Vl2wHGXXA+WCs6WXvaOzF92Eq4Uy02XyMFkVQHHQsx2ABgFiHGwGo9sF4PpNEwmNhH+qFHMfGoVKDoTEozoWYmIjDPzcHQPZAqoP7uaZqrlojR3efa3fIuEsOKEIzSnrL5C7ui+CiEOLC6dujLl3y1v+U0nTidTpTNwGrVQ86M48ThoOgM65xR5+nwVezKWqahC7gY0KlU/WBHcCZuVWY1zIdKXqN822WgyTOcS5hzm7NlkE48MXQ455nLkcNxxJ0OlLxhd3VNKY5xmuiCUnLCOfBe8P5i96WR7SquUB9LKXE47JmmkfVmQLHsR6C2w20HntNMWbLJM4HsqRLC1UHUrhsIfk2a4XCy4dJ5PCCS8F4ItWyyjKr5klszSNTAVSEscgd2XGYTjxf3+azaJ3OPMJf6drYvg8VjXhHL937R0a7Zk0Fm+eK7B16+F8EFxdpAogs2JkHwvfEqFJgmJYkpywWJBO1rr874DtN0Mnq2zpwOt5T5iPOOdb9iTiPHuxEnNtA4TTPd0FN0qjYlSvBV6FkdomfFu8bbaN2sM+BsE4ON3l5a61VMY7XvekQ90zxSygkEYu8ZVj0uKilPuCKsd1estjum4x3fvHnNOgrx5oau71AtpHnihEfGEecPALUlXMWr+gHfDXAyYaToXR1XSJQ8V8wCfpmdS+oCu9TXbTyKYRjo+56PXn7C3bsDr179lOIsS7Pxiol/4i/9o/z+H/wOb9/csl7Z1Dlo1WJxy668AJFFKFnIxXCeru/papew6dMgVRnQuypMDnO1JHk84d0wiPY11A3Jd0S/ZT4Jx/nENJ6YxhEohFAWGYukDicJ5z0hOLy/DFaV9fwIO3qcKf2yx1OBoL3Gn+R12rHItT4KMtIId7+B43sRXAQx0CkLSSoJLtgFlmBKcRMFp3652Wl9fPV4MZS/qCmFzWnmdDjQ9x1iZAhrb69WpDQDGRFTvHPqbVzfO1LJVhZlt9iWXEpvArW9mdBCBTbbDWH1u93M5nOjxcqoGE3gSEWZ5hPplEgl2ZxKHNg8/4jbnyde393hbSCF5zfX9KsVR1XUe+ZsE75eTM7IeSFpghAIqzUheaOXu0KgUDQxT5myWKA+XXc/2BkvavdLDKMF2b7vefHiBUPY8s03P7O+lFpWdzic+N3f+THv9m+5u99zPCQ26xV95RKFYFlMw0q0KCVDUs4aLk2vZbVCpOofi1SSZB1+VGWaJkoxukJKlYF8kbVcAtJSS740K9NppORkPCUXcE4xDN+IkkUTSEJcRMRKigUmah5HPMRzHjQdHoGqHzo+9L3LrPGXCTBPPecxEa/hY7+J41ehofuHwB2GWCVV/adF5Dnw3wK/jQlG/RV9QqR7eQ3n8P1Q5SsF9YJzQMlGqJomXAHnDDvw4mxxukBwpr0iboCqJHeoUgwpFw7jhCDkkshFyKXgfeA0VyX9KoEp3jPNk2Uhc7uZbZE1oaXzDQvI4pdm/xExW4xq4tYATS2Jcc5ItsysYP42wXdWysUbtj6SEe6++glf391T9BVZPJ9+9DHdNpLm0QDrnJjTSJgVEtweD9wfjxB7rl/ecDodyOlIKRPzfCA6m7tKqrQC6anjXPufqQBwpgi0x+Z55qc//Ql9WOODZ5wPON/Zuc0jP/npHzOXo+2WxTOeMmjGuUDXrSzbEnsvqDIVc49sfs4pJw6H47L7ppwqszbiRJkGI/J1fY9zsgTyB63XuvnEGIE6vJkzadpTspqjpYBrshVFKwCdTEMoQNf7JdOy12wYysPS63FQWc7nBwLD5XMvZS8eZz+X33vMcXn8+FNYy+Vne84/oMGlHv+8qn5z8f+/CvxvqvrXReSv1v//+x/6YXGOYbutlGirSV0Q5mQatNEJq+DIaWSeMylPDKsN4mAcj5RsbeQYe8KwIg5rm8VoowGqkDxFXB3rN+nDUjJgc0l5LnhntHbnzzdCCy6NNLb4JWsxh4Bi+q0G/M7kPNXfSx0GUXwwq1oXomEf6mywjcDkPd2258bbtPPtl3/M17d7irwm9BueXV+T04zmGSeF6TTjreHJ4XTkdn8kITx7+THOK/vbbzjt35KmPdMIKVUOj/4iei61JNX3FhCcqf6vXr2iC/eIZFRNSzbnEakdORfMeTm6DdfXV8zzxDyfiF1vWYIrliXkxCwnO981OEzjZNfkckHVoK7lLNf58sULXv38S6bTiRAC8/yQPNfYw845TqcTKU2UcqIUC+zGU1E0W7aiauMArlNiF1ive/ohVq7SRddFH5Z2j7OVdr5a+fzg1H5LIHoqQDx1DR5/fmoo8f1uEjj3i7OgX8fx6yqL/mXgn6tf/1fA/863BBcFa7N6V2nRVcE/Z4JC5xyuFNI0GvCmhTQe2R9PFCD2A0GEWRUxiXmMc2CovjiHjzbMJ8azB6xLknLBI3V3HQwkLKkCxeeLkirnJC+C3ZmiJmy13BxSS7wqIO6oXZZQbS5E7L1l64jhAriOIoUw7Nh99BklZ+6+/pLX+xP88c8oKqxXlp05KZQ047zDx2Cds5whdqw2W54923HYdrx77Tge77k/HHG+1R3fkrLX/xYtJowuZxcgBOZ5WlwGRayKD9ER6ShZ8AG0OhtuNj2qmT5s2W2vePP2DfNcFpavc5DyXKeoz4vVObNzybkYsB+tnHIiDH3PqSRyLoTY0fcD290VaU6cjidaVnG5+FoG431tzZMWkFQpVrZycY3rYh76yGZjPCdXKyEtsmR95wV/wZuDB9/zPiwntXWBLOtpynDNHemhUpxlSpdBxJ7bPp87UN9eNr3/ve++UwS/muCiwP8iZq7zX6hZhnyiZ5HuLzHL1weHXPgW+W7FON+hYyGIM95KSgxdT/CeeZqYUqbzAxI8SZXxdMLFwLDqTemrmbTPJoMo7c64KAdUzUYVrQyQuiNlMmRhqh0fvQDAVNUoVBdYhIhQRMBFQtdbp6O6NTb9E3NqdPgQaivTMh5b5zYPpCURkwfvKBrwm2dcfx4gdIyvv+bN7TtS+iOuX25Y9z0Dwso5vHpWvqcbhBj3TMX4QOv1FV1nM1hv7u7w9wd0PpjZWqYG1vPf1S6etL+zlFrh1eBiQBaldtSkCK5kC26uo+/DgjdJnVhfD4GUlTwfePPWlAGVRMpCpxbcnQSEXK+Tw4vpIffDGhXL8MKwoqhtAEGEPnYEH+jiwPXNC54/f8f9/ghjxskMzlHKDDQavF1v5yFGM7d3tJav1mtRqoy4IOqI4tgMHevBEbzahL4GVJsoehO9ugwK7twQWv65uM8vzrU41+7EB99vy+gcRC4D1xlQlvav1oa+vJ+5PM2Gjr+R8PKrCC7/rKr+REQ+Bv5XEfndy2+qqspjVy97/OxbtLnR036P5kwMkRii6bVMCZz5J2cB8YGq6siwWuE6m3hNpQ43ojUNlIWXwaXVq4LN65ytSQBrbWsNDO58A0EDIO1r77xlRijizrM1pRQTChebBWqOfjip5VldwrWrBNTdVAiY9mqqpvbd5oaPfuiZdlve/PTvc9jfsv/5N6y7nuvVwFU3sFpv6XD40BN8ZJxGptEG9mI01bYXH3/K69s77o8Tztn7MWD34bG0hdtNKefWqIiQa9JTmqVJ9QfyDzylGtA9czzuKwHvfDuHYCBu6/Ccf87M0mLX8fLlSz7++GM2WzPIo+74fYw1OMBmvWa/MkvVq+sbhq+/5ng4VaF1C4yl2tgabWCmaDaLmeb4mJK1seXMrFU1H+e+j+y2K4Y+4p0YYI3HfIbanff47LHcR+dHLu7zB4HEzu9FonvZK6buehc/+/7RMiF7DXmyxfwwczlLXnzXx585uKjqT+rnn4vI3wD+GeArqRYjIvIp8PNvew1BiOKZspUaiDdLh2y2Hj548J6xmp35GGxKekmHMd9zLw98oy/p4CJWrpSqmC/OVUmAdoOZxqphJ6B1JF4vFlyR1tQzlu6lc2E9B8sU9yKidJGqt8yggb6C4MSU05qSWhGHX21YBUGiZ//mG47f/IzD8USeEmWdub65ok+RLnr6EDkxctrvSXMido715opPPv2c12/fcXu7t45KMZmDB7fdo67Hh0SHLmt8VSPVDcPwYLg0pbScD6llaePNtJ89nU4XwLiC8/jY0/UDN8+f8+lnn/Li+TOCF0qa6IaeZp+qWuj7ns1mw7uuYxgGttsth/2edDKcK4hbmN32txTDvLxHginhObfkBjWA2t/rA2w2HVfXG6MLtOuvxgjG5WYa+Sc+ngJZHx+PM44Ptakffv3LArX/AGIuYgMkTs0regP8C8B/DPwPwL8B/PX6+b//Ra91c3XN/n7PNM3McyI03RCRqtWihK4z5X810zBrVVJJT+2mPo+dP27LtZ25AJqTTUyXc9uV2lZukphtZ4PzBuG9NzarngG1x8i/zefUwFNTewUbkhRwlQxmhmwJqa/ppJp2YSWM327ZRUfMI2+++YZUEvfjiTf3t3SdI4aBzjuiE6bj0SQLwpp+WHHT9/zw83tev3rDdDyZmPXDa/f4Wr4XkC+PBjw2YDfnvAwttp8/2+xam7lZ77ZZsRZ4fZWkwAshdsTOAsx6tWY1DPQh4EXrfFdYdmoRk39Y1ezl2bNn7O/vSSfjvSwoWxMVE0GaH13JFwuyCYeXpfPXdZ7Nrmez7en7iHNNVqFiJVLLKX3/vLXz86Fz+6Hz3Y7LzelBUKlpSnumLg/X58kvh6boBV7zXR5/1szlE+Bv1BMVgP9aVf9nEfk/gP9ORP5t4I+Av/JtL6Io3kf6YY3vrBb3MaDU9BZnGEeMiytjO0rWxkE1IWQe7gIPvWRAc6HQWLayiE2JM+q7Vs6LAFzswq2OdyLLY5d8kLYjXy6ylGspYWWyZVe1JCvFsJysGa8BwdkYAxkhYZHO3ku/HvCdp8yJicSbw1tWg7AZhBiUKJl5nhiPJ4btFlxH10c++fRHfP3V1xzevqXMB3Jx7+1hD1qdFRN4yJG4ONf1nI3jyN3dHfM8L4OLLbB6b3IJ6mSZSG/Xo4lJAYRo4lkhdKxWWwNBBQQT1+qCN1/lmlkYIGzntQWXm5sbTocjZUrs9/ekbJiLBaNU16aQ01w1YNq8Uw0ulQHsnNAPgdU64KNhGe3vduLBQXG1LNKHAeVxcHm6Ffw443g/KF2e68vO13LvPuoe2df6ZFn08JD3AuJ3dfyZgouq/gHwTz7x+CvgL//yrwP7caLve5xYeTCn2ToufTTvGOzxfJmRNN3WWlW2fv7lhbjcFUzLtuILWKAoWhXtslnBqrjqu2edHVd3QR9szshU5nJVX39s41BlFor56GS1PcPV8o06WFlqRlSkoD4BBpZSwKtacNFkQlCAHyKrTc/9/RGVzJiP7EdPLgObtWM6Ot4l65xsczFZgNhzffOC3/rit7j95ivG00+ZtQbjJ9qfcN7bHttTPCZkNcay6llmoXFLzviWe/Bal4E3xkg3rOjWG/rVmqvdDdc3N3TRhlNFC8GZ+v4lHtSM1rquY7fbsdvtyB8nymx6y/f3dwCGtZT6Xmu2lYup9ztXcQpp7R6TYQhB8KEGdjU8qPFv1FpGtct0Qc6Th++vPX75+fI8Prznn/6Z9vjl58evcX6th82Hpw+5uLLf7fG9YOg65/FdzyklQ/1RtN6wxTsD5cSMzHLOlYJdL25t6TU8IwS/tAJzK3dU681mvAyoGArZMJFimUdwZ2lNq7nd4g8kRSsgaELeKjVNrRtI6wKBgbamEWVdK3UOcSzs2lzMoMuJQkmUVDVKxEzORMwUTYviKDgxVbrTeLAJX58Rn/BhYrvZInnDfB/J08g0zgzFmbDVsOKzH/029+9ecTwemb+5RTWT1bKpJY2xNA1oAeR8818G6vZ9tBj3prbkxXlEzCIml1zbzBZM0fYajlC1d4dhYHN1Rb9e0w0DN9fPePHiGdvtir4P9F2ohESH2XMY98U7oR965rmjn3t219cW4E6jmdsLHA57Doe0gPK5GIhM0SWmtI8WXNDG8sVK3jrE2Xg/l4OJ7YQ10Lu21C5OJnVAtJ4vrJxrJXk9uQ+e/uQ5vvj68uPxc9sg5fl4WALZJvntjOFf1/G9CC4qcJqN0u1i836pZUUVhwr1wgcwe9QKxiFUopxxF4rKohn7QCawZTL14hp93xZ/cDazYuxdZzhM/ZFSf1f7HXNJtrtWjsaSCSnkfObAGnvcGKHkYrmQgGaTI8AJUjIyZ7y45pJSuwnZ2sclQ5nRNBnGpNbCDa6w2QZ8NyMhsb1ewWrH5AJ5ntHicG4gdB3PP/L8xX/8L1FUkd/923zzzWuOJ+OTFJoKSa3rW0epnrKnbmYRoDJrC5mk3jAjARe9/V3OgTOD9mZCb/aoHev1luvra3bXV/jOgs16PbDedAyrwGrVM2xWxM7KICcFNBNCoOs7Up45Hs1SdbPdUlQZT0ckOA6ne8bpYIHONWwNuxeyLbTSNKpo3kEJwZjEgqt4jZz/1vq5nSPBnYMFlwGmwcRaq5AzLsISWFqFUu9R3s8ML4/HGc1ltnPG+eAymDwAYi7izLeByb+u4/sRXNQYpLGLi8dzqWAoWNaRSFVqUpZdUUVQ0Tou4JedxuZNzsDuuc1qXR6tpZSvg3CtRVhqO/nSq0fRpS3dbDZMvW558ybg3a5kvdiuArveOWt9LszeRNFk5vYKrtSfqebtlAR5Ap0o84HT8Y50fMthP1Gy0kVYDYHnL3YMa6EwM6x7nl9vyX7H7Hqcq0Lm4unihk8+/YLgA6v1FT/+8e/xs5/+jP1hb7KeuSwdLVsAtdPzKAU/3/gCnPGqvJT9CWQixTrb49SA2q4jhIh3kdVqzbNnz9ntrhjWQ50O96zXawNRvSn6ee/wwS/0fhM492jxBH+W2DTnzMD2akXRCXEFkWKzXM5XPeQWEC2T0YvggrO/zy1/bw0cNWhYVnxuy9cLZX97vTcflx0PspwlOlGD+Lkc9fBkhtKODwWdyyzm4qIt328Y4yUR7zcQV4DvSXARhKH61SCWmXhnJG1xQvZV5R9se/e1zYvtBOKcEaSqQdglmLuYsouNzbta+xdtS+QCa2ichw8Amg8WnDajMUCsjLJMu2EMxpWwdNuCCrkgmpCSUM3ghEyglFxV8zI6n/A6UqY9p7vXHO7fkVIxWwrv6YNwc7Xm5Ysdu7UnZM8Qd/hhB2HLVFZkD6IJzZksjs6v+eiTL+j6LZvdM37v937M3/t7f8Ttu3dM07S0b1tQLI/+3ofXqt2sZz6QE8Ny5imbJa3zeA9dNzAMa4ZhoOt6rq6u+eTjT1iv1/jgCJ0R0Jzz5m7oTeVEtOCd/b+PgdgZCcxsP4SuCwTvyPOEd8IwRMYxslp1PHt+zWHvOR72jKeEwzFOyZTnWhlU7xu0BpAabC75PYaX1myz3SMiD/DTx+Ds5eOPAdjHn5+qUj5EAXgMqn+oZH383A9dw+/q+F4EF1A0m22GaqnDfcZFcRJskYo/tzDrApC2T0gVjMpGhnssGrTMmphbexXiLpVo54ypmSwIBc9iRN50fIEHSuv2s2IYSsUTLJA1USQbIchVkc1WoQUUwdTMBAV1ZKkdlVwoeaLMR0o6Uk53zMdbynQkqynr9Z3nahv59Acv+OwHP2C77sizo6RAUiEczPZhAAAgAElEQVQx40OPSIY8UmZP0mgCT3HN9fPAn+9XXD9/wYuPPuYP/+Dv8NWXX7Lf35HnmVyUIoJTeW+3bEdNAJfFYTusSYAqVUoyrhj6nuur51zfXDMMA8+ePePly4+4utrVc1rwQRZTs816xXazsa6QF6L3BO8ItXNUcqY4s1ftQyB4oe8i81xIwdP3HT/84Q+5v7/l9atvWK86jsee8XhE7u+ZsVkoLXoOFrhloZdMNY9jiaAPAozIEmBaJvtkG5oPB5X2tU15n8/f4/Lnwcp4FMB+Uev78eP/vykaSprGCjIqqRhg6kPAB28lD0J21pqk0vsVwQVftViF7NwiZ3l50ZqSmqrhKilbGSMXYJhU8DDXGyxWBmrbJVpJdE47C25ZaHnRdRGp9hq5gnyt+yEWYNBs3BwsRc919085kdOM5JFcJjRlUEfwEVM9S4Q6Kf3bn3/O82fP6WJkmjz7+8LxcMtp2tP1ttNrOpHqIhZXwHe42LO68vxwveX5i5d88cUX/P7v/g5/+/d/zNs3rzkcbLjv8gZeFsgZmVmuWSsjzBx+xdXVc1yIbLdXXF/vePbsht1ux2az5tnzG66udoAyzxPiAl30eDcQQmC325njYt0Euq6j76O1pL0jY1YiXfQcxXRrtusVh0NmHCPeR54/f8lmvaELHcfDPWmeuL+7ZRhWvHv7Du6PTCTI1ZZkCTPt73i0y19iTe0fffyU9zs6lxjJYyLnuaz59td5fFxm449lGT70c7+Ie/PrPr4fwUXP5Uip1qXOW9DQ2tZ1xdVZYDWTq+AsY5krP8O2F5pQ82ND9iVQVA4NsMhminNIKQtW0yZAQghLUGn8jHPQ0qXd+ZijsPgmo5atVNdDpwWPiRPlyrXI+dyyFizRKQlKFkoJ4AreZVxR1kPPs5trgkTu3p7wAZAVuQRcyJTTPafDkXkSYq+EOvWbpSc7ZfBrYrfCxWKZxW7H82fXDH3k//1b/zclv0bn5gn0vpL++f82TU4tIbyPXF8/45NPPmO9uWK72/Hs2TVXVzuGoafrAqt1T993KIUQhK6L9F00jeMY2V1dsV6tULWOX4yREE19TrDSy0S2bbhwu1kTQ0BL5nA8sd1cE71jjD0xdMyjafvc393y9u0b+vgzXvs33N0drXybm2mbAbshdMRowu/LNX68ZrV1Et23Luz3cZGHj/NEcPll2tlPHfpLgCruNxBY4PsSXDCzeMQyC6kL3jlv4aRO0DaP4mUHUfPKFawdqtgAYTseE5GMX1J3ElXTnL34vpfm7AhjmqqpuXnaSM2qWMopXyUWcl1sWmUcSmsJUEiIMfOsmyWgYnT5XO1ZtZzFkqRmXpoUzQLEOoB5XALa/u6er78S5nnH7mpL7Ff4rmcV7LUO+5HT8Z45Zfo6mOcr30MqEdB7jw+2eF98/Al/4R/7C9y/e0WeJ9zdkXHOzAnLIC9bprCUrXV0rrbZHevtls9/6wtW6y1917O73rJa9Qsoa8ViMQZu3xGiUQv6rmM1DNXIbsA7t3QLrQSzDNA5kw4QTFN3nidyTiZhOqwt0BUlxp7t9oqcJo7HI+v1jt3VDZurDZvtl3z95Vfcvbvn/nDiNBkaLQ5WvWezjnRdsOxzAapbjKlZrlS2ddusHt3HysOM7zERzjlnRXFpFrtnmW6LE/Lgtc6BozHGrXPVvucq0KwXeFJ7/hmI/nBG9Os8vifBxQzDVM1Z0UkFXr1QcsYHs0N1leFp4k91DqbtJhgw2FB97xu3QGp1YthHcN76HW0HoZXYsjwmUWptnpca2bd5mdoiVsUCTQUgs+bK9rUujXN2cq2KcrWuT0zTTMpVl1cFqCxUClIyZZ6tfKr4ky3jwLrO1QQfETcQwjWhv6LfbMyJYDpC7mqkmjnNJ+QUiN0Kr5DHEyMzsKVb7ciuR0Rx3cCzl8/54otPGe/foPPMu5wqkd6jYkN7ognRXF0bOxSp3TyTI80Cd6c9/W6DRiGRyRTjqwRnNhurgWE1EGOomrSKD57QBUJ0BG9SDr7atBQtNDnbpoPjZluEzpns5Xq1WvRcfGU+55xIc0RcIA+ZYbuhv17RRYHTO3zakwtMdhFZrwM3157dRuiCoOqqgZ1dF8SugZVGRlNo/Bf3CFRtQeWya/M4KxEBQjz/jD2x4jyyBKiiLZTUxxvY1eKcqoHSSwCxTfj9QPObOb43wcU540Qo1F1eaqLQmLcJubAIbRqvjflpJ9ZsR5aIXgNCo33T2spSdw6pTNxa4kBlhdpbqmzcSsByDq0EutIIWWDqdnjUnOfBFSRgC6V4ypwXq5RS5R1Vzbqs4UZ17sAsTKhBRW3Hjl5Yr7d89PwZv/35Z7y8uaLrO9abnVmj+Db7YuzXYbWmyMx8f2KaJ/zpSOgGnHOkOaHHI+oindSSQxzb3TU//PwL7t++4/525HRKzM48oFJFW6gdNlnubTtPbbAwl8zd/R39amXCXcmj9DjvCF1kGHqGYbAyqZY8zpn17WrV0deMwXApm7MSQNwZSA/e1VLIuolD3yMIc8pLV9DwNsPLQlWjO5wOECH+4BP8eEd0QpJXnHIi5cRq5dluOvoYKrnxrMx/Bn/l3Fa8BGjbHbwEmHMwaIDqZRZj2Y68h+do/f6lZEdLlluwWTbL+jOX884tmDVM5myn+5sLNN+T4GJHNo9OEOvU4M4ShvmJcqc5Ay4AZMMJ1NrKrkoqNtxkCfzOJADaTtFqLZGaCs+zvU7KtasDeZ6Zq8m5MzAIJx3OmdGVC8H0fnVP1nuyzuhUSKOJHKnqYuBlXAqzvPBifjZaEjnPSElQElqM3OUkGE5TzLNntd3a7t/1+Ggks3mayFOus0NC7Dy7q56MTR3HLhK7SMqJqfoug8P1fdWRjVw/+4hPfvA5r758w+3tgSllUpmx/M1u6qyGRgVt4LiiKXE4HBg2I957VqsV6/WaYei5vr5i6PvKUzGgNvhQg0yk7x1eTNLUxLxLLSMN5Fap2soitVyG4D3ZZboQyeJIKTMMwyKk3hZ1w9nGcSSVjB88ceXx4z2n/R1v7u8ZDp6cHbt1YLexcq3dX3/6Q5aP1uJ+/+P913/cVm5BopVCLbu+PM5iVufs6HEwa3Nwv4njexNcWmAR1xiylhr4WupcTh77C9DtAS36gqREUbQOoLUbloXWnSt4Wh68bhsXcHVmybIcanAri/CT80L0liqjvgazDGlCOKF5T5pPcALN9XcWC1ImlGS7scO6S6ZqV+eJ8ozmkZxGhMysjmMprPvAaTyyH0+mY5MSPifLnuaZUgQkgmpdxIbfjPOInzs2uy0rv2F/PHI8TRzv75Cc8KseJOC7DavrF1y//Ijd7R3ZKWVfOM2zBVda6VglCOrCaWzVnDIhRPq+J+dEKd2DEiGEwGpYsVqtzEmg83SBpQSKVV9H1aj+bQk2KdL2+4LzlBDQvmeaJqL3zFWG1Dn3yK/aQHnxjkRGj4nVas12s2bVBbarSOwCn358zfObNV0X6/XQ97INgMflxgM878Fkcy2H276l0vKZ+oNclDM8eL3Le3r5HRe//zEm4zBi6WMQuQXX32Q7+vsRXOR8EVNKdtK8W6acLzkmj9uky/fqDdkEGqWWQFrq4642nusMEmDcklqCNWyGUpinKudQxZ9dCMTB2+yMmgYsUpXnGNG0R/JESSdKOqLz0Tg3BJzzOBesbMHwhJwtWOWScW4i55mcJjSPaJqgTBZosN/VB0/Xefqhx8cOvKe4+pfqjJQZiIj3+GALUEIkFcVPE6GPiHeEGNmIZR2n04nTwQBqo/90vPj0R/RDz+p6y+//3o+Rr35OOOw5TompKAVn2UpV2UOkemp37K529H3HOI4mUemEaTIBqxCMTeu8LOdUxIIfGF/ImHumb2PUAru+TYOmVrWUbPhXHw1fmkNiXaVGnTNJhnZ/NMvZ1WbNqJnjqxGudtzcXLPZDmzmyGbleXbVs+rt2rgLG9unFuXDrOD9Rd2E3c/3aitjhHMfUuvQ6/uBqr3vxzjNU92nekoelGHteQ9M6f+0QjR/xuP7EVzqOfMVzFVVcFKzF/t/M+cqj7ONqk4vgoGgbQfhDJ4pFfzCwL52LK/V0ugaLvphZ+BwlUdoQ4paByK1JIqOlHJAyj2wJzDS+dr6EePkjA7muhOjoFrLsVLZxGRSmchpoqSJkidE59qLnhei3naz4rNPP+b6+tpwBGcjEnOaq/hy28M8zgdjOlfhpt57uqEHUebZwPA+RDRkckpM42j+ybGnHwZWu571zZa4ivzO3/ybfPXTiZIyZGWu9PllR1wWhD0W/FnIPMRu4Rf5Rtl3vuJohZId6oxOgHfYacq0UYx27XwNoo2LKAZ0IQhdiMjaMeq59G33BZwDhHhPp4W+HDnMt9xf7Xj5/AYJhaFXrncDQ7R04jJY/DKt4MdgrmXW4QH94VyWn3EZKO8Fpkse1VPt6PcyHSoGdjGu8rRo9z/EwUWcmNocgFik9dHasLmCU+dUsj6t1pOLYfo82ZBf45hY79JS+tbdwRa0fSXLdLX3nth1xBhxLhDdhqLWis3Vp1Br+ZI1oTlR8gnyPYF3DP6OIU706ohhhe9WJCIHXxizGYfNqe1qkJKrIkY2lCfV2sIo+xNaS6K+63n5fMdv/9YPub7aAFDU2MhjSsw5oZ2nC13d+KtroA/4GPHOkdV4QsfDqQKlHlGlixHpOubKIxqniaye0MGw2/DFn/uCt998yd2bV6TRRgk0G/GwWD1XVQvMY6rrIiEG+xwczksVdjLFumXT0IfXxxp0vnaPnG0QaM0chYwFbNsbWnZqVzAGyya91LKaMwepZSDzPJtUZ050mx3di+fcvt0xrDq2uedqG9isA85jSoO1/f5UYHlAg6jHpdJevQSPfub9DOT89eW9XLE8LgPQ06+xrBsqh6U+1ITGkNpxKuXi9b77408dXETkL2LeRO34R4D/CLgB/h3g6/r4f6iq/9O3vZZqIZMsyLgAosZSzTVFLOY11E63gwpkJSrvDdGMK3MtiwTUUeaqO1ZaW8+IbQ2tFxdZb6+I3WCsX2+SBzrOzCmj1aS+kPAuo+keTrdEl9n2nnU/02smpomQ76vzwJHiB4J6VqJoUHIwI/NEIJWeOUWm5JmzIydhnupgpsyojHif6QPcXEc++XjFaj3h3UyZJsqYyCJoOVW930jOgRLEmmMO8JbeuxAJCFNKTHlimia0jHR9jxezxu1jV/VnEmlKpASdh936ih/98Ie8+/rnaC6ITGbDkVtyZiWRj9ZG3mwG+sGDJJCMlhlxSoweszA1eQats1bm0ww4j3oD4H3lD6HWIUyayc1fqnbnvIgFgmKdJSs0PH3wdYLdVWleW2DWug9ssnBwmXFcUdYd/XXgKng2g2kGFXFLl85KsHOfaMkuxF73YmqVpqeitHL74c9cljKXg7SlaRGJuwgYD7ObS32iDyzCRXa1AnpLEG7fr4vj25bfr+34UwcXVf0x8E8BiM2p/wT4G8C/Cfxnqvqf/Aley0KCQkrTObo3JqSCpnlpD9JaeQ9OoqLa1NzsKVbVCsgZAA7BpBVD6EyL18VGRlkcOHI2hThNBZUCZSKXA04PbDt4drXl5U1HL5mQ1rhph44HxunElDNjTpQ005UZc2jWWlo58D34nhI9SYVJCjlBSR4tkc4HgisEB0MXWMUJVw7k8Ra6FY7CNB7AFVQcU6lwhSpezoC3822qONL3K/KQOR4PHA4HI6A5h8vGFWkqb6owJxtA7CTyg89+xDxNpPL/kPQVSUbyYaKkapRep6+72FmnRdsOrqxWBt52XUcp5yHPxv5tJMkWBIoqTluGWBYAvB0ibearNWF14Yd4X8vaWk4jNvneOCg+dMyT0ncD6/UVL198wuH2G965jJe07P4NHdGLwPLUcTkGUSoGtWx8F5nEg/v7SczkjJU8xhJ1yfDOJZ6dh0cZjDTZh/buH/WG3n8739nxqyqL/jLwd1T1j36ZOvWpQxsN/jKwNIMstR3ifHEupBeg7rx1+kVsQdniCiCWqzQuZegcse8IPoIIc07L7ljsxQjVh3k6HYCR6BKBiau158XNmt0qEN0er4XoIt3qBX79EeuSmWVmYiRPe9zpgM4jKY3kPNuUct5T8j0AURy9FxMGj9kc/5zWEqkQnUBy5NOWLLCNL+x1vBGqpmx6vOICoqZi1/R7YzDbE1vAHi0ZLwolc39/T6ptdZtAppaEHVJgnGeSCt1qx2df/Dn2pxF1Hv3qa8Q77u4L0zQTY2RYrQgxcBpH3rx9w5UWNpvNRQfDNHKasdyiVld5RZcAbsPAWvgQcTgfrIVfykJea+PwgpWXj1EGAzT9WatYq3Rm1zOsNmzW12w31xzvXpPTnpLLgl19axu6dn4uV6s1C/wC5C5h6aJ8f+p4PELw+PcaTvIQl3ncZv/wzz56g3reh7/L41cVXP5V4L+5+P+/KyL/OvB/Av+efouV63JUDsglV8U+N01UPX/PCU79kmbacxw+DCaf2A/koozTREEQZ0AnohQPpVqVtBZzLtXys5LmCopoJugJx0jMiZtdx4vrNUMUXJ5wMtWWsiOpJxORKIjPRNcTV2vCDlzJlDyT00iZT6TpQBqPNeCc0HKgVBM2LVVcqrXO1VGScDoI3bAxL2hVfOjJZOOiBKXrgnF6tE1sn0FUU4mzGargHetVjxOtGYx1qcZjpqRI9AUva/owcDqNHI4jTgKf//afI2mhCNy+2+ND4XA8UbQQvOfZzTPWqzW77XYR7W4cJOcMj4nB1OViDTIgZjbmTPZzCf9N73X5ZCLsCys2t3kJKk5Te4QL2nvGMM7uDA1w7ohuoO+37HYvOd695XCf0TKimrjc899n1QraSqb6zhpuotq0elpgeygOf/n1U4OMD3/HOeDAuZRqz3n83j70fs+P14/y3UeXX4VXdAf8S8B/UB/6z4G/hl2pvwb8p8C/9cTPLaZooVvVaF85LBfPO1e3DQC0QCI+4OpO3UUDNLOzDsSsmTmX6nVkLVMxKTucs900Z6WURMkVoE0JcgItaD5BmfEus46w6R3roLg8QQmoQMk9iCM5h1l+FsBjvBcH9KSa9ovPSJxx3YTv7indPTreU06Km+6RyspVhXk20NQ5B8WTFZI68J5cAkgPGlEVNGXylNEIrj/vZr5S47sYUXELQ9k58F4Y+o4YPNM0MqdUu0YnEok+qGkXB49n4Dje4+KKjz/9nOubF+zvD3z1s3vevHnL/eFA6DpevHzJarvBObeUQmDZx7m7p+b5XFvRIdTg14IplVhYAXfvnQlIppnSFsilN4paW1qdq7KScu7KVVBOsA5kFsjJiCfed2w3z8jPP+V0/4Y8HUipDa02ouV5gbdM4RwUZGn9WlDLNSB6RPQ9EPWSZ/I4cFxmIU8FlgYsX358CMu5/H3vHf8gCnTX418E/i9V/QqgfQYQkf8S+B+f+iF9ZIpm6W49qQuccj7JeGttemd8jRBquixUzEQNSHS2w7pgOiPiTJbBh9pGThM5WVApaV7kJEueQQtelFj2OJ1ZibCJnpVzSJo5HT3KBh86ctma4ptP4CbET3j1BO2R3Ndhx6rLiq+tVKVoJKkjqTKVgkuOkjwpV3o95kpoWUiNCLEn+8imDJTSo8mR8ogURyhCrJO93juC91WywMzECqYzI5XPU7AZKi+wWa0oxUqcaZogK1JGFCMKdsMKDY7T/h7xKzbbgeurj/ji8w1v3rzh7/7hH3J3OBJCYOh7VpudiZyr4p1fyiDvzZspX6jeOR+WFqlz1vEBRXPFG7SB0oKWafG6tgz2HGR8K0RqSdJKEzIEta5RqXNflsEE+rhhvb5ht33O4e4VMALzUjqcF/D5/0ZmO5dELUuxubG8BB+zQtHl/m1aP4/b248/v1/aLF+9F3weH08HlPbTLcx+98evIrj8a1yURFLN0Op//xXgb/2iFyhFyXOpAG5Z5oxQalAQXDeQqsqc4piTLh2kKRfaMErzohHvcSqIt9M7TyfSPJmIUjrP78j/R967xEqyZWla39oPM3c/r4gTEffmzcxKKhuqq6UG1BKDngFSCwkhUE9QSwwQ3TCgJRhDl0BCYtTACIkxalpCIEbAgAEtJASTGvCY0dBVWc983PeNiHOOu5vZ3nsxWHubmfs5kXmrsvJmlNKuzo3jfvxhtm3vtdf617/+RcGVDDqZYRHYyIFtJ2yiw2uiTFZQqdJxHAZicUb5d4qEjIQRVxLqDMcJGuruNpoId3Ody0iZBvJ4JA1HpmEgDZkyVU+qpplVhYwR27a7C0R2TDmSNJIyFgIlrGhzypQ0Qfb4uDGcSU32M8RoAlArdb6czUtRmFmtfdcRYzAtnDHV5nQOVZMiCP2WMCXS8YioEqPwne9+h2e3t/zkk09QhM3FBf1ux2a3NcNfC0W9r/hP8NYPiqYG6OZCUyeYwU+tHetSvEcFgVNKJifaar1ETshh6x09V9A4hEgMWl9vnJnsPAVHCD1XV894uL8BOSBjIqXhkfGqs5r1RrcYlhqarRIGUo3k8s6afKDMRmYN4C6p73MjYZhTC5d15mGcZ5astmw5lrT9cu7ul5Ix+rNoivYvAP/26un/VET+CjbCf3D2tycPBaYMQRyh2+JDoBTICKEzxmXGWnDWLmj2xkodR6iyDLXCuBgbVksmj4PR47MpwTmZaq7BgF6cIr7gmQgc2YXMh88mQtW/bR6HTQrFkXDlCHlvcgMZZKoUbFfI7ojKZCh9aGUJBpyWMpLzQEkJTYk0ZY5jMiwlK05NJ1ZCZLu9pL+4odtdcxic1fXEQi53SAkg1o1yYmQ/3hPDFS5AKa5O9kYKLDgPFI+6Du8KlY+I98ZL6fueECJF4OFw5O3dW8ZpMG+nFDbe4TYd+5w4Hg88TANXes3F9oIPXr1gGBKh74i7nthHXPT4YtcdfaTr+mpgAj4GCp4pa03xG8clpcSUDPfw3hkFIAu+gOlnT5Q8oCVVffOAcx0gFhqqIs6YryVnq4iWRKrtZ6Of6uYExXk0boiXN2yubng4fkmZINVMlZ4YB6x6fYUFFV3q3JpQ++KB1Er2et+1ZiBLxT3MkOjqdW0NVIAaToyF1v9Wa66extJioCzCwNUgUTN0ijULTGtX6Bs7ft6+RQ/Ai7Pn/vU/6ec4cex2OxsYaZoqBgqWNuy+1Wxo/XE4BzkXnCg5ZUj19qjWPjXZjEoy/otzNke8F7xTkIR3E14P7GLixXXkctOz9UN9L7QdBG1hiyKSUQZmILGCr6piIk9oLY+vGQ8EKQVr1HXEyUTwSt9VHRuNeCJeerzb4TdX9BfPCP0lYxH2n72dQ8HWF8MyPaa2n0pCxwHvA2mTTHR7RUMvpZDSBEXpKllQnDFqWwfDrutQETbHI91mw/HwwHDck1NCSyA6E732wfPlmzd88cVnjLsjfdzia+FhHyNTSUhZcIS2yBrAbPq6YVEXbETGYF5oqfjXMCWKeEKCPB6NxVwmK+AsgKiB8j6TMD1i74UixYiDuTCmwnEqVrjZG66jzlrmqvO4rqfb7pAQa5mBoOIRZ4FEqY3UlFxr3Op8fYIRu1yvNxyGU2yl8SMatmbPU8fh/Dg1BE8Bte3zHxcqmpc1e1cK+F9OYPTeMHTFtR1h5WI6s+IWJoGJXTtE7IZPUy0tB8ggxWpfSl7kJL0IIVoJfgubkISXiRhGdv3E5aZws3Vc9AlPxnRcsOyPrF30lv4UK4pETypS240VDCvRWkPjVMw11wxeoXPkTSRNfVXPD4j0OC7x4RqJV3TbG/A9w92eXOD64orLm5tZVWxuNhZiBUrDvJCd93NosawIMaC2ZnJiNVZd7Oj6bhbi2jqh2/TkdMXhYc9hf884jKQ4EGNPjFtSUb749DO++OIzrhrOIoXNxYaSC5NO9H0/Z4xaGcA5KCnVO6yEX7oAGWUYB9KUAEdJmWnYGyZGttqwRk0gz21McEqJjkThkEYehpHDkBC/4fL6isvLnu1mh/gO9YHiAuoCEnskduACpGR9oQATXa8nVsMMy0TLCYZiQ3xuDJaOnGuspakjag0X38V/WY/R+vPXrzv/2zno27JliNVz/WkpIj/P8X4YF4EQnCm5VXxOXPsRxBUD5dTkCZpexfJ+wQfTmk2pgBe8izUeNnBSFMo04abEJha2nXK1U15cR3YdRAZERwRlKrYQW/qRCiaaYTHlsmZcFl5fC4HqDZ/5F1XISk1rRtShWUgTJCfgepAelR0hPMf3L1G3Q9yGop5UDnT9lutnz9lsLmq9jHFiLANjTdlD2JjmsPd1l3WzIQrBMCB8wx6sZsqMZJUWbcqVtcDTxUi4uqILHeMwMByOHP1A103sdlsCwo9/+Efs798Qu4ifBrYXO0K3JWVdxLyqJ9ru19xPWouVIrjaomSa0JSth/eQKNNo2M9wJE2TCXOJ4B1Q9YuRjE5qtVZOKakwlMTHX3zO56/fcH8ckbDh+e0tH7x6yfPbV+wuIkW9GRMXQTzOdcS4xWHFslbeYaGEiN1/49oA/jSrs8ZP1se7wNfz2qH2+9qYPGU41s//rCrnZsja933zaIsd74VxKbmw3z/Qb0ynhMpNER9msaiUEilZ204A78JKesGhDgpidHM1LRfBvBhLMypBCi+vArc3kd4/0PsDz3aFzic8ipYqRETdCZpwM5Z5sqOCauJOvVdZ7R4YLbtULM9j4lWiWp80jyqGDnEBlS3qrwn9KzQ8o7AB15PGkeOQ2Ox2XFxeWqglgqtGxHbAQIhd9RQah6SKJvna2aCUWWBpLiL0dWGL1VCheSnQ1CqGpVJxGQH15Aw5FS53l3z4wYe8/vIz3n71BcMALvRsdpfcvrpCscWYc37ELIW6wGrKN5cCOVOmikMNI+PhwHA4cPfmK95+9QVOHNeXV2z6ranYiYXGJY087B/ICq6GRF/eveaHH3/M5199xY+VkLEAACAASURBVMMxIaHj+uY5d6+/zUffGnn5QWHTbxFRpDjSWJiGhGHJrYGbYSGldWuswL95MQ1YPQ2PTg898SDOPZS1FwePPZKnjMpT3Jb1699FqlPVuY3KN328F8YFgRithUhKIylnREJtWmZELCemKubckt6cORQqSFYCCmo4S6lKXFp7O4fgubno+eC559mlonkiykAfMFYsniwRddCRDKTDYuhmUBo4p0itMVnvPqfgnqJkqQV44gwczcYiVrXnKB2FLeqv8JsXlPCMgR1Ij/jI4W7PlAvXuwt8iHVR2q4Ug2WmBGY8JtQQSZwjTZN5D3UhzynJGh7NnpkIqTR5gVXsruZlGW7kCR66uK2dCweuL6/41gevGPZfWavYlPjyi8/ptzdsdldI5de0FG37Pec8bwq5mEIfOVPGER0n9nd3HO7uGPYHfvijP+J3fvD/4sTzm7/xl7h9/pLtZkNwyjjt+ezTH/OHf/SH3B0OVUAr8ObuNW/u7rnfHzgMmVSg73d8+sNP+fSjL/jNv5T5te99j03nYFIrhSoOp45SanYmYz21q9PqaAtdlvqd9fQ9WfRN1fD0+UcL/h3GYs3c/VpLZxWmrb/nJBv1y8lEvx/GRUQMZPQecp4XaU7WnbBR2kPoqovvKEXIyXZIEQNMQ56gZCRn3Nz6oxC9cLntub6IdP6A5iOeg3ks1RtAPSrRgGTXgFvzWoR12wlbeOrcmXGROQwREYpYn2cRcKX1OzaFOQu1zF0V2RDiNeqvSdqD3+BCR8mFw36Pd56LqyvrXrjZAswxu/MGssa+N/X6aoAMhxK8elNnqC1WtYKK7WfdWsW3PtlzqzhXw81gGTF1dJ2FM0ULDuH29jlffn7BcHhgGCcOD3cMhz2b7QXOwTiNTNNUU85ukSIAM9LF7l9JiePDnmm/Z//mLceHex7e3vEHf/D7/N7v/x4ixgO6ffYFty9u2W4CP/rRH/CHf/g7fPHV5xymbEJPTiglgTiGYWIYM9OYUV7zxadf8dWXb7m4uOHli1d4evI4kYYEqeDVWQaxpn6B2jfLzzrNrDaOUtUFffDVg10BqfOj5tzWchUWB2INxurKqM/esFKZy9TwrKWVdN5UFo9FanbIYttWj9RAXTunP2ep6D+rQxXEb+oDa4jl/FKEqChFTOm/TFUbQ6u2V8VDmsK+omhwxkyVhCcRN8LNrXC9VVw+Mo17REbwQsmKL6BidcuOqt9SV4AZmTVnoP3jLUUpbdKIiVlTJ1D7X8loGSEdq5ttE6BIIOMQ6VDZksuW4rf4vkPLRBr26HHPdbdht9uy3fWmgBfDrB1s3QlM8sDHzmpc1CGlijLhESvrRrzgxeOKQ7JxRBYNGzvaGC9X2mj0ltUSClOGKXvQjI+R3XbHdrNBZKLbRNLwQB4u6LaBKY8M08Rmc4Gq6c2glnYWBYpYJflUyMeR/d09X335JcPhgfG45+7tG477gXHM/D9v/yFdv+X2xUtunl3xwx//Pm/vviTrxFQKoREq1TKL06SMqVRxr8QxHYn3HYfpwLGMdOqZ0sRxGJiGEc2Z4NQkHqRUImcBCuqauJMJSkljedruUO95xUPqfNRVmFLUSIX2uMyvX9LMOhsWrXNN211oHlMFlMUJrmWb6v+t5GAtCL4YF2qN0q9sWDSLPFdRnZZCk5WpF6kVp2o4Sk7WwL3JL1gPaA/iKGRKmXAy0cXCtg8EGelij7jAcMgMZaLzQvGWlbIPKVABTiNvldU5ruNsMYxC17sHqJ6DdSY9QDlCGSg6UVRQAkUcuC0+3oC/st/DrsZXI4fDPU6EVy9ecHF1TQxdrWA2HKplYHJO1TWu3BYxnMR7A3HbLuxjBXrrc03C88StVqu0bjtu9V/sddWrKRW/yZWzEfsNF5eXxGCp48PDnYlPXW2hdBz3D2zihi505JwZRq2pa49TD0UpOTMMA5999il/8Hs/gJLwAm/evuE47pmSMubMcZp4e3iAHwlTHihquFLGoxpxQJoSkiw0Nn6ThcdTyUw5EfuIeJjKyJQGSm1yX/CkbMa/zTvbrMoc8to9XtK8TzFnW3ZxDktW4YpihMA2l5aj1Sg9XhuqK+NTX9v2g9PXy+zxn4LD1PY03/zxXhgXG7hSOQAW+5uSYhN0omIdipSq8O8cThsuYje/iMesdMZR6L3ybBe52QU6SeQh0/WREDZMxyPDWOg7P3u1Jl/JSZltu6el1LqT0l77eCY08NK5loocTXelHEzIShXFkwqA6dZKvEXCc4K7QH2k6MQwDNzf3bHpey6vrvEh1vRxKwqUGmY0yUhT8GsGpwG26w4J57Uo1h9aiVUh3xbJajGURce2rgqmaZqZsilNpIwJgPdbig4MQ2YYHjjuO44PF2z7npJGjvt7Yohs3Q6jziklKLFuFlntsz/+9BN+9we/y8V2Q99Fvnr7mokJrX2ec06U5PCho++3FDb4EEniCMHhBVK6Yzg+kKeBMo1Q1e2Kc4gKm22POCWlI8fhgWHY164LtfiQVgvVJoG5sUu4uOAa68zPOb5ynko+fU7mz5on95PclseG610p5TXmsn6Pk1mc4hs/3gvjoqpM02DpUyekbKlWESz1K1YP03TMGwW83ZNllzBBIq+ZjYebXceznWPjTUYhp0zynhh3aJqY0gOHY6HvHKbAUCdNxVjW6Vxt/BWok20hJp1wN0SqkbFq21yOVgipyXY/iSTtcHKBuCuSXBD8DpGeokoaRu7fvOV4PLC92jGkTJwyXV91Z1VmT880WKw8ooUwYa46fqwB0uL89tx5VsKJNYJPOVtzttJU4BSt3kXJGQ9Vitjh44Zue0kqoMMd2z4wDfe8+eJjLjY9F5eBaTzycPcW700HGLHvsJSMMiZrYyLeM+XE2/u33D57Rtf3lAcYhiOWCXYonsu+p99sCXFD6DoGLXMBasqZw/5AGY+UPOIw+QXtLuj6LT54pnRkzAf2h7fkMiJODd8rqUr7LK1m5h9ts+AUjH2Ko3KeWm6vW3sTbR7N/8rjz3jXZ669+4YRnRgwzKjMWbknzvObON4f45JGNpuNLSAszm8unojUpmSYgchlLpUQFiBVa8pwF4Wbi55nF55NLDjGGtk69seRy+2Gy+sX7N8Ujse9VQtHZ8JQKKq+Fh42YFPRllemfe/TE6cdTUSoZJNzoBK+inpULhD/nMIl+GDC1fYmNE9M45GuEuMOxwGNkU0ulY3swbe6nOZ1LRO9hTnrcEdVT0LOmWB1drhqUKkeT6lGxgo9La0cvDcDlBzgCXHD7rK63iVzfHggT4nhAV5//gkOz2Zrhui47xHv6Ppa86RGWkvZGLbb3Y7d5SUf/+iHXOx23N6+4jiOfDl+USUqRsBx2N+hGWI3gnMMZbCG9jmxv79jGsyYU0FYxNF3Oz549SFdjByHB6bhLePxjhgFLx1CIA8H+xyt9U3qalsY6rxstP12j9+tFHeetWmtUURcU/o8NT6rDNOciVx5SI8Mi73LQtRZR7ptEo/T3L/SJDq7met6C53/Vko2KppSyUx1ESEVGLS6Eq+Z3iuvnu14fhnofAIdKRoo4smlME0DUypcbXf0myv2d0fGMeNCVXJzap9Hw1iWGHvBWGqK8qylwwnXoBTLZs0cPIeqFT+GeI24a7JswUPxuS6GRAgF75TdbkfsNuQipKkwHAe882w2NTXeYvQKbLcd1cbMDEvf94+U5Nvf14/bIsmlzGnpdk1FVyprzjw5yRkvxkPqtzs2bkvfR2utkieT7syJzz75mHEsvHj5bXaXgrgA3uHD1awyaA0prXJ9s9vy7PlzPv7JD/nks095fvOCD198hyg9n37+E+6Gt4zpyDgM7OUecda+JLuhyiJk28WdLWKpPY9c6Lh9/pJvf/u79H3HcdgzDQ84ycTO48Wj2ZOKp5AoWWk1OjqTRCzkPl+kT28sj8f85D0sae7lJYv3qSpzicP6eMSrEQPE133R172b2v37ZbUuei+MC2C8DaWmbC2EMXbh4gGogmat8gK+0nlNRNurEkV5frXjg9tnbLuClr3RyGfjUIjeU3Jmvx/YxB2pv2QY3oBPbIJ5ENJSd8UqmzhLF1o4bIbDSgIWzwkKpSQTh0pWym+1SQFlg++uEHfBVKLRzsU8I1e9pjwVBE/X9QTX3LfMcDzQxQh9by1RXKm7qXlRoU4wO4/F2J3jLetjHSapqikBojV1LTML0FVNHNKiZ2thWbQMlFf64NA0EbzwcH/PeL+npJHD/WveeMc4HBjTLfgqM9pZszRbAOB85PLqmlcffosvvvycj3/8Y378ySc8v3rJ1dVzqLjL9PY1KU0UnRAZq17OhBbbfKzXtIWKBq4KN89e8P1/4h/n29/+CCeQxoGA4U1BFNFIiB1RI7kkKpIHNcujanOutEzMKnu4Ng5Lupj5M6wNbWmPltechUHrf5f7R+2bLTPm2A5XLYarQmgideNFaoZoOa/yBD74TRzvjXFpTeAXdbkWK1beQWnqbBaqNLzFloOJe1/tdnz46iWXVz1S9qQklKn2GcoFnzPBZciZ+7sRtju67prjYc84DsQexOvcyyhbLFVDj3qD1H7XVlJZHI5KnqOgOpHzgTQdKDpaww/pETY4f413zxhyZCxK1zt6NgTpCLUp8pAF73q6uCF6K84sWLiU08A4BLrO2qSK04oNPZ6cTadWeLrv09qoNIzGMC43z/u6RqCodT0QqX/3eHFEtZJlccXYwNeKOkcmkIsjxgHnCoeHT7i/+4zL44e1XWqk21zQ9dHkJdXOdXdxxQff+ojD4YAPHT/+4x/xk88/pesCXRcI/Y7QjSQ9QEkVj9MqldkMreCNY41znhe3L/nL/9Q/zT/2F36Di4stUiZ6qRXhTvHtmiSTZTA1QpKRBaW2NqnuZ5OyarZa6u8tneykhaOxJid0VuSfBcDqONfE4iNcpgHthqvVYtjm/WpLXph309LOThYj3eQfjLDYvKdf4WxR8yxKNSCzm99iWlrmqNmU6kVYGgORwm6749WrW66uLvDOqqqpDeA1FzRbR+fg6ycU5f7hnovdhm5zyTRlpsnA4ujyEvsq1Xs5PeVSa3ual+PU1OhKHpimIykdEZnQmib1vsO7C4psSTlSJOJcTww9QQLeQUrKMIxGjAvBZB+CMyDTkOx6vYYJtA2qgXdrw9EU/Vqh4tpVXuMxzaA39q9UGYvWmsM5Rx6n1YQPVscjhY4OpeFJno1IrW/q8WHDcf+W8XDHcDwyHkfylHEK6Thwcf2c/mJLqIp5Dqs/vL665rvf/R59tyG4yD/6nX/E5199gaplqCzCdHgX5lB6vvbCnFXruo6PPvoOv/kXf5Pvff/79Bc7YoAYrP2K02TCY95Xo7oh65acCjCSalM6ow5UbwKZje8cNq68gtKSENJC6QUHE7f0MVp7lucbQgtrGnGU1We05MXyHgvZlnC4eSxLiDW3hf151+if4ng/jAuceC1rav+8IACTqbQB9hXvEC1s+sjL22tubi7ooqs9ogMx9uRpZEwG9EqtnhUxUPFh2nMYBl6+uGW/94iOeKf4YABhTlp3BSG32FZqvVHjxtQfxdTsUhpIaaSUhFVvWwVjDB24DVk7xG3p4iUxbKpKW6YUGMcjh8OevjNxJV93LyceqjRkw6BSmvDSSvbdSTw+GwuYQ6N1/L+uzj1JdULNPLTHlY26AhapV4sIvosI3lrZaiE6E8EW36EuIrUTYp6swFCnI/dffsy0v+ftV5f0V1dsLy7ZbXd0sceLcXOur69o2pYqmR/+8I958/o1h8PepCKmRVSMGsbFEIix4+LygpvrW25vb/m1736PDz78gL7f0m0CXbSKetQA+lb+4JwjdD0buQYcygMl75lKqr0bbO5RDcdSznDOdVpEyddjfTJ2dSzX2MgMxDo3C5g3WsH6PefG6Bw7a4Zk/Z0n6+cbPt4T46JLd7yz8Kj9OOcRjDbvBFpXwr4TPrh9xqvbG1Mdk4wPDs0B0Y7ge7KvVbUOk0KoiyZ0sap8eXYXz8hpoItCCG+ZpoFxnJimpS2G9956AtVMgqFutfRfJ0oZSOlIztMcdhR1iDedlixbinb4uCV2W0KIOG/xX04T+/0DuSRC3IJYy4z2r48B702zdUpKKoVQsoVITiolf1E6e1eWoO1mLVQ6d8vNkLT0fw1J6/gbZ8IiU+uu4Ewmo9gOan2woVfPBdb5MYZAdIEggWk4onli2L9mf3iLu9uw2e3Y9Ds2mx1dt7WWLz4gUnj27JLvh1/j+fNLXr9+zX6/pxS1lHhdRNZQTwgxsum3PHt2w/NnL7i+vmG3u6Dve2Ls2G686fmUiZwdKsE8XwGc1kJYEykbpwkZj5DUqvEBKz9tY+hqEgIa7tJ4QgtX63TM2/ieG4r1prA2Nj+N03L++vV9XBuqdvw03O0XeXwt4yIi/yXwLwOfquo/WZ+7xZqi/TqmOPc3VPUrsav7z4F/CdgDf1NV/6+f9vnKstueD1bL21M9CNtdjc8Sg/Dy+Q0fffiSy4uenAcgI+JBTCzbe+tR5MQmUMZZG1SErt9AKRzHgZurayZx5DLSyYZtvyH4if3DA6UMhg2IGS9E0eIrn6Agkig6kvJAyk3UCKAD2eHjDRKv0XCJygZ1obaqNcOhBfbHA4fDnq4LNdbOOBdrf2VPiFUSsspQqKgZWyn1fIymvjbI6zGs9+xJY7MYQq39JVv6s+IO3qNiVdVFtUqH1gmczeVvnwVCwNM7My596Nl2W/abSw73dwzDnmEaKNOEjgNDzqTDkUO4I8RoBZq+FqcGz3Yb6eItN8+umMYJEKYpkXOpmjQRCWVmJV9cXHB5eU3fm+Snd57gI8FVsB2Hl0Bp3RIq0Oprx0fvB5y33to0vKtB9g2811oGIFYGAeblIU3L51SWYf3T5vm5vs0aN3sXh2Z9z+a1c/aa88zlzwL1f5HH1/Vc/h7wXwB/f/Xc3wH+F1X9uyLyd+rjfx8T7P6N+vNXsW4Af/WnfbhwyhloA7F267Qh+Bhd3Dvl+vKSVy9vudz2dEHI3pkLrtZIvriAd5HgI7lqwaQcTLA6mMiQOGEYB46VWzIcR3KKxC4S+oLDM0x7k6fUCZMMtOxPc4OLJlRHShlRJkx3JkLp8N0VPj4Df0GRnuKiGRVJOG/s2JQn7h/uSGniYreliWJ5b0JXdZrSQgAfHLiqSSuPJ/BTP6f8CE76F88TEQuLWhhkoWh9jVtS0ZmqlO9MWkLLkhlBrFAzRMu8RQLR9/T9BdvLBx72dzwc7/H7AxxG+46ipOHANO7NHXBYd4Cuw/se5z19H9lseiskrK0l57a/0ToLeBfouo6+31gYWrEH5zySaymEVoxFG02/eXDU8e2QalzESzWkziRItd0HsFqpM3mESjlwXk4875MxXo35yfw+e+2jkPXsXr0Lu2l/m8+JdxupX/TxtYyLqv5vIvLrZ0//deCfr7//V8D/ihmXvw78fbUr+m0ReSanot1PHHUXmB3PUuP+Mse51izLaNjeFXa7DS9e3LDdRKza2Ni96j1aBOesC+CIUhhRGRmGgWlS8mQZCt8ZjpFL5nC4Zxy8BUyxI+OJLtBtjGCXs2dKe3KearaoYgJqQlY51eZqWXHFoRpQeny4xodrkB0qJmDlnPFEuiB4KTwcTb/E9G4t9eh9qG1BTpXElkVcxZ7qbiorr28e1bOJ+K4dr+2kqFax8qrnYi+snuPy3pZ6b69pRMbZc3GOkh2IpzjrsyTbqvrWb+nzM9LxSNnvmYYjKU9MeSSXRNFs41kKTIAKpThCUGLcEKJ1kAy+w7lA13dQPRdXyYXNY1Ftm5aCyyfAp3cRj0OqR2M8I4dInGU4XQV8iwpSZDbyrfaspRLn8ZDz+dsEvB2tD/Q6hPppYc36Pj313Jp9vb6Xa47N2lD9Mo6fB3P5cGUwPgY+rL9/B/jj1et+WJ87MS5y0rdoZwSrmmU2SGUilVRfaztLUVO+7zeBb310y+2La9CJ43EEjYQuImr9l0M0TCB2G7IeTJ/DMcskehfYxJ6+D2gXSWlgv38gBE+qRXDWHtXjXUejnEwcarGgpWBzsUrtNNUuAdnhCRSNELeEeIXojpw7EAix4JwQfNX7zYk0WMV01/WUlPHBI9Ih0ngwrd1IBQ1LTS+KqwvCn3AoFr3aU1GinxXPOyBgOsaOls5cMVK1zP8KtWVLrRB20uSlLZuj2YDo7KBEhwbFhYDznX3ORUafHSsAPjFNI2kayakWD2LFjaHq1njf0W8Nl+n7SxsPHD54so401UHzCBY8ya7TwmhcQZqXhS14J8Wq1bVmX8QTfGddO6v+MWqhuMDM4rYLXYppW8K5DWtLRTfDYucls9jZUrl8GsKu1scjjAYW49GOpzyj87//eTQu86GqKqf9Db7Oe5a+RZe3prKoauXsltsx0eSKdEsx7RXvHS9un/Py5Qs2nScnNbr5ODKMR+7v9xz3ieur5zy/ucY5EyQ6HmwSO9/hxLPpt3R9V7GUSqWXsfISrJZpylr7/ZhIlQ99VcabjFAlZvHSNJGnBFmheFQCzm/xmxt8uCRppBSp5684VywlrqbtUlrLDIVpSnhnPX1CVcxvqVCpC96qgcEMjDdNFDEQvBmVtW7t2bg/YnG257UaiVysv9AaZAdj8K5D1tUas5+2W1NTvCw6MUv5QQ13HRR6W/SqlXhYuzSkXLEeS32rGsmuGRfnah1WqlKjqxAPThfYHPBZjFelEFa7eiM3qFCK7W4+9HTdjjwd0aSUyVqeVDe6fdQypiykt+UwcmQbW/u3GRRYcxueygq159/luZyXBLzz+uXpUo9v4vh5jMsnLdwRkY+AT+vzPwJ+bfW679bnfurh3FKPYwvAFrQaBE8gEwSuL7bcPr8mmpgqMQQcHcN4YL+/48svX3N4OHJ/95bj4RneQykHfHA2Melm7sqUIIuQpsTxcGA4FnYXG4oKOVeOiKWYqlymI5dQd7hMSckYwCkjpTF2PUUi3l8Qumeou0BLZ4JOvXkuBtaaLITIUhcyjgN9v51d8nVmJ5WMVK+ibUTN6Nj4nRqUdUwPi1Fpk/GpTn/tc5asx2NXfT3Z22e216xf1x63NHgjh808juhxLgLWSkS01TCZTIJIC7dc5c5EYrex9DYCKvhg8htOpkfzaT4XaWUlgcUaNqFyATwlG5itpZCLR+jo+0s0JdQ4lwZ0t/FoEhW8y/M4D09b0Sl1M1kM0btwk3MDsQZ+G0B7js/8NC/lfQZ0nzr+R+DfAP5u/fd/WD3/74rIf4sBuW9+Ot4CdtMnpNaxiAqu7gaugqadh6vdlle3z+i89SQqNsdATPbx4mJncXue2O/fMo73dF1gt+3ooqtu/WQhthZLRRbT1/Xi2Gwu2Wy24EYUMzC5VgVb6JOtpSjgomWvdCqU0aQ0HYGsnlwiG39hIC4dvtvguw7fF3xIaF5c7UI5mziuZkH8wk+pxgB1VW2tGmI1hfy1GHb7rKcW/Zr78pThWMh2mVIWSsD5Dro2LueGphmtZugaZ0nVmMDNG2pAq/OGezmg+ImUgkmTqta1bHR+H2LVG15KRkVMO9dLPJG7WBvSxaOorXURvAvEYNSGnJVUhFyEXBy5OISIc1t8HHF+JITMVI5QQ6SSl4za+trXxtRCMagFJdWwLHVq6+OnhavrDaN9z1MFk+8Krd57zEVE/hsMvH0pIj8E/iPMqPx3IvJvAX8I/I368v8JS0P/LpaK/ls/8wu04NLeBr452ZVQYeClsusC3/rglmc31xVAtUbwpfIKQvBs+y0hOvouMg2WibCyAssg+UoIU1drhgqID0Tv2fQ9MUZUFMVSriU1ecqCFus3rMXqOKj9c0yWoCAFcrHmbr7bEDZX1oa1CME7XHQmOO8dpQSEiBBBjqSUyDlXmntXuRlxmajaXHe1c5YWktQJyenEbFq167TnWmd1HerU+/vICD0V46+Nxfq9Z3Pl5Oe8y2DOFqZ6WTytUFmvxTnzCgiomiFXTHnNBMPznA62xIx5GyIylzCsGa7tMTXMFfH4aNlDJw4tVqOUiljHgqyYvnGsaf4eJFBETKGvJhXasQZVre91G0PDm5o3VPI8OPWeOVRTBfdPcbH2eefhUCM0nnsz8xJaGbj2eH1/nsLYftHH180W/Wvv+NNfe+K1Cvw7f5KT0JIYH76qVt4akhve0IFmgg98+4OX3Fzu8GKZnpyM3wF2z3KuLVk9XF3t4HIDSpVqcFV9rZA5WkYiVx0MNSDSiczAgWEudTdo3nCpPJMgFdw9Mg3KdBzJw4gjo+JxPuLjFsIGFYdE+6HyU+auARqhBJLaYuu6jt1ux3aznZuUndQEoUw5UYq1ExF3eutaHB5jPGVmrhb5+evhtMYIlt24GbZzd1tkaRXScJT2/vPvWi+A9nkzLuQb21oJVSDMkDazJEVNRMqwppaWqlIbLeMizGzhdShyfs4K1gRNLLxCAqlUOYmqqFeKUFSwDgCQ1Uo3kNrTunFXVB4t4DVvpQZz1MElzyzuBvtU87QyKuufteE+AWYbla/OifXYnmJap43SnsJsvqnjvWDolpx4ePMZgk2AfrPh5vIVt7fPyDnzsN8zpZGUrd5DnO2ABcu8+Gjl8AXwOHwwOy+1dF1qCirLhGD9kdRJbXoOJ362QKrVaQrGPi2VkdlSwmL6rMMwMY4JScVwA4y453wPxNqT2Ji1Tqq8QBE0C4VCKiPH6YFpHNlud+x2V3T9lhj7We1fqy9n3lOxNinOWRpVXG2wXmbvpxmXc8CvHecxfpuY7ccFk8NklX1p7xZnRlhr7+a18Xm0UObFA2BgtuRMv9lUANfKJdBiY6LWs8hKAxs2YZ0dcrtJWox7UvlJNfog66Ip8JQxdCJVxS8QnKfUXtLm/PlKVszVw82V1KmzCJOp+5kWT0lLT6bmOdr3LmNknQ9y9ZbaudZQLX94PgAAIABJREFUmBWepbr0cVoV7LasXOMx0b5jFg6vj+sXFzUDa1m6MofSay/rlxEYvRfGBS3sYmHTbQndlpub5zx7/pzLqx045avXE28f3tBdbPG+3uiS8Ti64HFi8bzD20QsjhiC7XLOQiMAr6FqrFQxJNeo2i2nYIZD8Wix5mVQ761TVApJJ8o0MoyJYbD0c8i1NkoU6Tt8uATZgHaIhioHIQR1mIJbQf2RIY3sH97y8HDPZnPFbudwrkMlWn2OidWA1nqoTU85jpRc8GKcGKfg6mJtBqa56OctJ54CCU/+hpJKJqO4tLjY3rm5ZYkWneU1nXOM4/jIuKgIGmb2h/2/GoNQauOxUiUjCuQK4JeKsSiFIkLxbk67K84kjkVwWBdLEZlF2dt1nBiV2cCZEHn0dbGq3auMVRIn9eRi5RxOCkJGJGHtd03Wk6I1W2ZhDyvjbABtqcZAjUiJrurPmA1MS1agBsqWhr2d4SjmLVWZh2ZU2nLRev90LsGqxk0sM6JSExHMxucpWdZf9PFeGBcRIfiOVy+/xe7imthbWJATdJvI5cU1w3jPYX/PdrtlHBM5TwYEugtCbbHRd6Yxq0UpyTrmeddaWVh5umrN9lDbdVa3WpA5Rep1svSul0XpvVgpPgguQC8H0kEtrMlqO30MhG6Dj96UC2VZhFZsXN3/6tbHaFT/nApjFZO2xuym6l8jAPOaxOE9VRu3Aa3LhGlp6lwFqc/rh+b2r6tMQztm70OFpl9Tqpp+w0IU69zoaljX1OxTSif3kTbWRecOCoAZA3vR4ihW7IQV2HlyPoJ1hKx6Ps65Wj/lKG1Xh6W/eL3uNc7gK1emCaufGx/13haBRgqBUrNaxlSuvZbqT8kFKylZQryTEMRVbpSfzcCJcQceYWEn5/KO+zKf81m4eU6Ya9d/fuiqO+k3ebwnxsUxHBP39wdivCQEQdVba9ax0Pc7nj93HA5HxvFgQBigJZOnRAmBkYE0TXUBCCVZiBAw5mmuYlPiOhzLQlt2c1lC99ocy+lyI72D6MEyKUce7l+T08QwTkiGLlgz+VKAXOjAJBNadess7uNohW3ee7q+Ny3coozTxDiN+Gky/CYYEZCSKUVN5rIWTa4Nl/dWx7MOcc7B3POMUZu0zRi15yonfu7S11LTWSfIhpeoDxRZMkDTNJ2Su8Rqn5at1nZYqQBn6zzQxqJoy+w0mdFzjCdXAykn11S/DBeWaXx+3XbtnFzzeUpXVWtRpgkrmTSphWsVkcNId95Cd+dOFnY7z1MQ+QwzWX3vmuB4jlutDda5p/ku/eMTfGn1Ge2c1h7sN3m8F8bFiRBCx+vXb4DIdndZ43/TMJVU2G46nCsMw1C79gWrH7FQfL75qsqUrGG5KKgvs+dSvw2TLLSs0OxO1pcIRthqfX+aAJDpgJh2zDQIB1WmcWLKgtOOlAL7/YA83PM8jNxslL4ZJu/Nc1mRrbTFyfbN5JTQUpimjB8HcB1BBK2emIU8xpE434EVW7SuGphpmk6A1HUJ/lMT7eSxYpXOVM9LpFkG82hSZipLI/X2ubPIUXu+Ylal9YjGzcbF7sJChW+H1B47iwdTT4hmfAwALjU8mTNaSWdW7jynVgboHBcKK0PsnKtZnxZ+Wdgj4q2lcPsXq6pufZfa2J8LcUkDmd+BAZ3XEwHz2K09j6eyPOv7tPZe1lmr9fvOH3/Tx3thXAD6PvLwcOTzzz+l3/RcXl+z2W7wURiHEecDfeeJfsPxaJ38iggSAlNVpe+3JhLUddFSne1GrQC8k+i1xeVunc4FiWrqcmrtKAQLZYVkMbXURTYmUgpMk3L/MHF3yGxvdlx+EMAFmJXJLL7QqgECVJDX1UrgwDhlpmkilzT3dl7/tyzEuuu6sOx49drWXso6gwCn6eXzY94h2+SdgcPqcrhaa1QX+/nOfMIpwYDvXEOq9txcj1UNqtTwqy3quirr554uStW8+v30epoynojOQk7rRbW0V4lPeghL10OjElAqRuMC2oyL2iZkPcebxOQydiefqxUnOxvzZgTWYeS58Wu/r8Oc9h3tWL+u3eNzxvUab3oK1P+mjvfDuIgikthuI+NY+PSzj7EsYCFKoOs80zjSddbOdbftGL1jHCcO+wf6fgMIx8ORcRwJPrCpr/XI3IC9ufsNAFzwkJV1F8hMNfdkMX5LUxe1JmcpT0zjxHhUDge4fyi8uc9MGojXW7JuyCXOi8QMW/tOy2xZO1apAHVAdWJKqfYLqhOhtk9ZgLz6GbMLLvPCaBjLWhiqTehz4LZd63o3BfMyzDgs6U6aF1LKLHNZdOFUrDNVJzR2XTIUdo7LtTRD/pSnbue0GJZc7LNb6GTn1XCfJi/6+DPabr5Ufy+hTPtb+72dP7TXSe12YJ5i66K4NiotnEwpzd7hOd6xNsJrPAxOyXEtzFr/fX2P1gbH1S4E78KYnnqvncPjsf5FH++HcQHEG0s24hiGAz/58R8DH3F5fYGTnq5zjOOAdxlrRm/gYkqJNI2Ukol0ONdVAe4DXTBdkOBN1U0rQNhmo+IptWkW692uat86sWJKRS3lmSdUB8ZpZBwL46Tc7xN39xPj5HGbDTEafV+kpVMTKYFSaq2MZYxUF0HlWQM1Z1LFTAB8sALEkhfCVvPGck7GcHVLNflTmaD2vpOxPgM81zsezdOoxzp+L6XQAAxlZTjrv61pWtf3LHyexdDI+vvnB6fnNnsoFVDNOZPPOhI0cWqRgBNfW6+qtfZdeW3NsIQQSCnXMc8167PgPKVmr7SytWf8JSk5La1Fzg3ympV7aljqwi5LiGTjazowVDzLskyLAQgh1j+dgsDNi52F0puhW43h2iidhkpuxtG+6eO9MC51+EEKzkPsPOOY+PLzL9EsuJuuii+ptd4IiRg9sXfEzmLmnEbSoGjjnIgYS1fMW7CFbW6u93bZzpWatrWxl3bvLJtXo4PKGRYlTYmcE9OQOBwLdw8Tdw8Dh7FY/yEnOJ/xbsT7CSRSWjapLoZSLNsB1XOpjcxzrh5A3UVPwNEVscp2cFvoJlTl6eTxTtWOhrG0z1wvhKcwA/MSVkBkM1LVc+EJFzvnzPF4BOBwOLArhX6zsV21KlE377BlhkQc+NrdwVlpg5Zs1etFKVlJOTGlySrOV2PgYg1XG4ObU1xlKTFgxlREHGlKVYC73Q/q/DDWtoWBVH0aD/iKcSnibG7OFek8Tf+38WglBzJn1dC8gNhz/Gc/1qZo1Rpkvh+AaNVrZt6EDHM0feX23fP90lOvpsm0/sqmoudDbOcJwRNCx2F/4PPPP2OcRmIX6TcdFxcXdFpZk2hVIPM1LbsmbtkupbX51jjZ5PNV78O+I5Lz4po2/MWHig1oIlv/RVJJTNNAygMPD3tev73n9Zt7xpTBBVzwdJuOGO2zY/2OpR/TcpxkK6baC6g+b4QtC+Fm+vjKM5gm66vjXJj7EplBSvN1NEPTshLtO9caxevwae3prLM+57F/+/t5iruUwjgaDuac43A4oKp0lRrQKqhPMIS2oGpphmquqd9sBnwamcaBYRpngHqdXm/fr6VUfH65vpkQOIcqVpw6TYmUpzn0cs4qrxsprZRsXnBONUO3hLPL73LiDZ7jOE+FnutM0tqwr41A+47mba2zYW1u5Jo1m8O8XGU4V4Z1jb/YPXY1nf+1V+Gf2fFeGJfTfdBcVeecVSgX5e7uNYpjs92SUuHy8hKw9G3xVO9DQTLeG8lLgdjZ5dnkBRSGYWQYR1J2+NS8FjeX9zvncLnuTuoM4NOClkTOR47Dgc8++ZQf/fgz7o4Tgimm7S4v6HemZk9t9xDq552r7JkBCbDCEeqVz+GZrb9lZNaZnpZWzzkQwgLssWKMvqvW5tyLWRuktZFp57tO154fbUE5Zw3YGnZxOBxIKbHdbun7/p2GjGpUUp7I41gFzkemaWQchjnMSjnPGjXtutbZKVYh03nldzN+w9EyjeM0INK6BHhULR0+jQfScEBzmtnU85jYxWLN+NzJmKyNwVMA6vqen2Mj69D1ZB7okslqj9f/zvOgJBbdmDOgu30HGKbpfsU9F6lEMXWWAZHKrnXOWLPjOPL69WuG4chud8Fms6HrYm0l4QlRbaKWx4h8s/aGeRSajkrTq52mPO/+TDXNlyAn03RJ08DxeM/rN5/zyU9+wt3dESUQYs/zly+4vnnGw+FAShM5mXvfwL7zuLxNgNaOWGQhk9nObUCiakFZwFVbEOa1Ca5yX+ounTPO+Xn3a+FA82DaZ8Bj17kda+BwGTM5WTRrD2S9oL339H1vGa96Ts2TeXwfpF5bppREKRPjdDSxqDzZZ6yMR3StjGLBh1roUxRw5YR70oy3iDBNE8NgGJnWFHoryVA1b9BaiCxG2BAX86BjiIzFmxEToN6Pdp3n49S8q/MwdT326/esM1ZtA1l7H+21bTNoRwO5DRA6nevrUKkJhv8KZ4uE1szJDsXHJZwwinRCMHHmcdzz5s1XhNCx3W65urrm6mpHt/F4xzxRvLfHIlbfYb/7eWJRCyVbrUlKTRJRCSGSpsLD3QOH/Z7D/p7j4S1v3n7F8bBnKg5cz9XzWz76zndwwTPmCSe1n/WU6XvmCdd23TaJmmu+TLLMOA6Mw0jaTqQpVExmWZxdZ+GMdSSA1mirZWwMSD7dFdchzHlqtP17/rd1n6PH92oBidfGpXkwayPQPv9U/mBBIbNOZoxzYhiPHA/7yibVyn2yTg2NMJhSYhiGk4Xq3IiLm5OSh7Zox3EkJTPWwXt8FwhxCVWtL3RZ1ufsUeksIdpS7/P9qmffxnUdIq0N9dpjXXtQy5RfDMvaMK3vxdrYr+/FPJ5z69pl81rfj/la6mb0TR/vhXFZcxMWN3LhOxgBbeGHoJbGTHng7duB+/s7vvqqZ7vdELtASokYI1dXV3N1cYv7SznjZQjVA0hks2JkBnIuDMeJh7sHjocDaTyawn8aSTlTpOPq+oqPvvtr3Nzest/fsd1uyEktM8HpxDj3ENp1O++JXU8I0dTvqrJ9y8ZoKXPzrkXJTMjZ8COTv2yFhAtBbk1sOxlraQtGTyZ/MwrnjN7z43RXfAwmrp9r8gzrIsfZ8yhCYZwlLnMDWmsng6xGjPPOapqasRjH8Sw7I8gKUD03oC3cpREiV/U+thgdmtWIcsG6MogKWpKRJCerLTJQ3TgsLTQ6JyWujcF6ga/vw5qZ+xTjtj1+bIxPU9pzOCZSK8xPw67l93qNv6qp6HbdUgdqSd3V51XMQs/AF4CjE/M6zMHJHIcDh6PVxXjvOR6OKzwCLIXn6/7TGJ92ArkY5btQSDqgWkyuQcFJod9EtMBRJ7I4us2OFy8+4MWLl3hvu2uM0VKNWK/rlNMMFuaUFynKaB6MpVBruNN5UtIaKhSTA8iFKSVcLRp04ikFcpnQytgNwXRDZPa+0qNFtiz6Ng5tkmp1mSsNvwRCHX9BavWvVQCdFL/NHQUr2FyLB9f9pZlDl1xT5s2olIp5COKVnCeG4WieT80elZqt9bKo2KWKv9QLsjChLe5KIpSwGB3bQNq8olYxNfLNirtTimVrnAcNIEYfGI57huGBnMZZC6ZtdusG8Sc2WE5xlJkpPRsBu1eNT6R1nJf7tDbaFUi2LzVDpFWKIiUUrKYuLB5LSnl+XTs5VShZ57XzTR4/07jI0z2L/jPgXwFG4AfA31LV1yLy68A/BP6/+vbfVtW//XVORGoOf97TV2XqT4Fiy468uM2CKcfZGkrkVniW8xwGOcxIlBPkvYZQVTRbXWdFghS8s4UrRZkGJakiPnLz/IYPX77Aq+dwfyANhS5sIJouyZQO5LIlakQKJoXprJKVmgECj7KB8EDoCjkdIF2Sx0SawAdLa2bvKRqscVdweDU2acmZpKbx4sTjyjLRzn9KyYs3pC35X/8rmWGYEOeIzpvcgzS1u5qiLrkWDwrIiKKkKlyVcpnz+BKqt5G0TnKdK6K1FHI+2qJzzTtVjsdjNYrUxW/WpWhB5mxYRtSAVlVFGudGi7XS1YJTV6Uq1Qh/tVMlIlZPplP1estjz6FUmkDJ5DyRygMqB8QnpDi0dFCrpVuRAK3d74qyoFil85SzeV/Nk2GtzF+JkDPoqgvm1jKLdS2sPaC5cDGEikW2NLNUKoN5VzP2UlqIBFK++eLFr+O5/D0e9yz6B8BvqWoSkf8E+C2srQjAD1T1r/zJTsOs+mks/VgisRmZ+V1PuIGNSd6eD8EjfTcbEo/1Cmo7CxUo81XHRIEsGecUIeGlIBqsiddQ2MZAf7Xj1bc+4Opyy5SsmNJ72Gw2QOE4HBmOe9J0hfTbmQVshCbL9GguVjdUPZ6uCwx7o7qXbNq8sTN9GxuT+aJr+n0JR2L0CGF20897Q7c0qtRK5yeG3ybhmMgIIiMtdLKJ2jwd61Nd1DgtZR5sW8TiPM7ZeQQ8Yda/AetvDapxxlhM6d/CnZySdWiMZthqWblxX0ozBA1UVtQZIC5FgGSLrHqjOI8LgRAMa8hqYL2FXsxzbD1vbJwSKY+M6YiSCMHGeyq2aQm1Glxmu4kTSweX0jpkmsC5ncbShWEd5ojF4qtb0byTJt9gxri083RLGFZKmQXJzXCc844s09mMUq50jF/G8TONiz7Rs0hV/+fVw98G/tWf5yQWHO1p5bQ12PX4vWsq+cIfOZ84IrWmRVL9W5knSfBYS1BfF4J6wCQVuxgpeeJwnKAkLnZbnt++4PJqS9EEYqLeMVomRzWTy0jRZDuvq7VFja9QmaepZKIakS54jw/B9HHVqp8txpdFaIgFhAVOADwrjIzVmC6TeQ3aMjdJP01rr8e0tcmwVht1wqtR4e21VOM3NsAIVUydj9abh6oNDJOWuXTCmKirpvcK02jtREoLcVAouZLqDHdBS623arhFmyyupoaN6SzicMXXjammq22G1AWWTNLiTMQcqCTMiTwNpGlPziM+OIKLViFdjPtinKOG+bUC1JblfJxlO88MzVhKKUuEVs8ROAHkldoF8gyPOU9Lt/M/8XBW88XYx4+WzTdy/FlgLv8m1ta1Hd8Xkf8beAv8h6r6vz/1Jln1LYqdeRPrm7FeHGvDcn6jlhsKcHqDH/EevDOynRbLCEkLqaxNqqW8lVhjfsWyVMfDA4fDAR87nt++4PnzF0jfmbvto+3QrgGlQtdFa4XRd5XPUquDzya1YUCCOj9rpZRcljSjPE77rsZvFdIF69O8MqzAyWRrU1bPnj95HQC5RaXLYpiznULJ4Ai1A2OwVLCvfZMwj6yooq14T2Q1NjX1rFVB0EHSghepXoZU8LQtljwXezbPxe4xQAMqM6LmdWZtGFJC0lRDoirbeQaSrrGZ+bt0AlqmMRKDdZdM7jgXcRqkUb0n1lm41efpkjA419dRVVLOSGlGXuaRt+tq3no5uefrEHe+d3U6rOf5eh3N907+/LUWQUT+A2yD+K/rUz8BvqeqX4jIPwP89yLyl1X17fl7ddW3aHexO3FJzneAc0NS3z//e27d4XSXX/5eQcm6WhYyFPNN16LVHbYq2HE48LA/4Hzgxatv8eLlt+jiBnVubsbuq/SiamYYBkLo2Gwv2Gy2ttgrdmEnYzs7q2sTJ3Sxm7kpU2WTTuNI6AQn6RFPZD0mIXjcScfK08loE7upp52O38l4N9CTNagohCDQmtxTiwVFoAo2lVYHlBIpNVe8NWczhX/vzYMTMSq6VvzEejQ30bbmyqeVWFNancvjrJBznkBAJc9tVxSxEM0vYVp2pzowa8/Ye5MnFfU46dBiqevgMw7jOFmTPtAkM6BcyhKmzentYozhtXxlG+N1tkdTY4u3OrSFedvSxu3a2/WuU9XOOduwKndnLdvwuAjyz5mei4j8TQzo/Wtaz1xVB2Cov/+fIvID4C8C/8fX/MyTCXDuXq6fO3+8To+25+F0ErXdZt1QvKUYc2nkbmWsUpjH44HD4QFxjpe3r7j98Dv020u8RATjoFhXQEtxWlZD8d6KK9tNDrVuBLUsUkbxUelUZyHwEDwxRoZku1ZKydKuo+Dcoou7vv71WDWvre2Wy45cZgMUoyfEUx7K6Q2w4O38vaceIda8jpYtqiC6QkqFcTJG7eziy7J4VCuoWQrU1i6zaFsF2CkFqUamNC5KvXfASStVcYLU5IiKq6CpGRfnazGiV9Sb4ViH3GsjbT9KkQLFUbLg8HiXCU5JcSBPg8meOmpWBlQbMdM+O+dqQP1iTE7CoeZhVA+oGXMLVaWOmZsNr8rjDaXd93Nj0fDJ5sEs3uipZtE3efypjIuI/IvAvwf8c6q6Xz3/CvhSVbOI/AWsGf3vfc3PnH8/353WYUTbNdc4zFMEpbWBAubq2hjCjA1IBVpLTZmChUfDcOBwPHA8Dijw4vaWZ7cfstldWt9jNYHsEKw6OwZvbGKfyCVXSURlOA6GRcRoeqd1N553l2m0LE8ViY7dlmnMtV4kMwwjsQuUbnGR26Rq9UFrDs/6ektZqpTBNFZCDvTaVe6Pa4EMK//aJrwuBqBkK1hscgMNMzDjYuLZrbeTFsVJITgryIzRVc/EMlJp9j6W7gtr11616sZU9UATV6/GCTNmaOOu1Ot3AV/CnF0x4XbsmjTbG4ta76PVeM1zSqrqHiZghXhUYvVufdXU9TUiq/GhKOIFL+aVtVGUVduTdp/WTOl5o5TWQcIMkavM8XmjUGpXitP0cfuMOdNlbpqdkncteVW7TFQPSwDK6Sb7DR1fJxX9VM+i3wJ64B/Um9RSzv8s8B+LiAWv8LdV9cuf9R0tLFlb+GYg1m6lGRN77TqT1P7ejnMS2OIqFpwv4FwtWVdj/jrFuKCKEyWnWmeSlNhtudw9Y7e5wuFtwWlG1UOihhuWbQqdR5xlD47HgTSNjOIqphBM1xmxMKlkpnEghB7nwv9P3tuE2rYteV6/GGPMudba+5z77ntZVaClUgqWYHUSCuwpIvZFG1p2RBCxQLFjS7EhFtWztGlDCmz5BQkiIgj2bCiC2PETLbVRUlRmvnfvOfvsvdacc4wRNiJizrHWOVn18mXWeSepedn37I/1Mdf4iBHxj3/8A+HEfHrPtl0Nd6DRaqJteqdC/yWyWJyecIzfeJK11thqpYqaHq5nc0Ts9ExE1bIabhE6MipWpazdMBQPJxuDJ6IHn8RCTQfGkyB0tG90N1jmITYjzi0rfd1844ehwwF1b4bnbOrIZrXWIGVmbxqXcjSUtyydjc1G9za5oCSagcWK0wDcgwgvFuOSWJO80G9JiFjbF+MVmQKhSDed3Gko43CeTW/GY4KQhDiSCXumcqxAL2nX5REPV9UV9/Dv0c/D1ztM0d7B3UkxsSxVJGdSd16TOB8mf33c5ZfJFn2pZ9Ff/j0e+1vAb/1+b2KP4Tn+DfceBjGjflClWzuqQce6knjcWN9xx5ZsFdVkWSBVtm0172PK5ka3Sm8rvVdEEyWVHZtptVr607fCFptOOpJmpmxtUZSOkFiWSq0btZW9LcmYpWm1Urdiqs5kpmlmmk3hrrWNUE/7DMi7H3P2wkzuQfBpsudv28ZSvRZmW3dDImKdAywBYqGBHf8DIGm7y05B175texXxfcM0IRqtxz0GVnJgKeu2sCw36lpJ3XSGxY5x9pxawowBdgofAauQykQ+zaRcHHXOZDH2svSEZEF7NMtre7ihDqqb2l/feVWAGb/eyW50zAvKbghN4iKniUbb8TL7dByhNqMh8PDIvZjQ9/FPREqBm4xrPTpRjHPra9+5ORGiJhH6jj8N+8Pv/RAQ/7yu7Wte3wRDNwZgT1NyeDLAZ17K+PdHbCUeN9a/7O/jaeE7QMxTldl/v26NXq1BsCCUJCSUtq3ULGS1zZBT9P9tbNtq+EOfTGZzOtOfBNXrTtVungaNzxuA4HLb2BKUyTJG81zo3QowZy+uXNfF2Kt6r8dygNr36cgR7N4Nq3sarTY22chJdjZueCC46DbN2asxjoNx6ar0fG/gwtjHPMnuFUYo11zxbWXd1h18lDSQ3GLxi7gZyZaadtOiKSHZ+ymVCc3GtA7pDUXNKEk2kaYu9m8S1Ps0dxsoowho3kMpRUm45rJ42aKAagIppHSiyUzrVqsk0hx4VUjiwK5jJtzjHDYXsqf2RRLJ09ZCEPosjPZc2DCyQQj1Q7MqqvU4iJHdQMUeGmvJdoGxX4PXAt+IcYHDOGSnSD/a2fBQxvTeSKz7kucznva2KV2cKU54Ea+S9s3vDcWyQE6GKZScyMC2LkBnmouJUJfOnE7u1rpHdLONWsrENJ04n3UXFN+2bTcO4FkEFVqrlJKYT5MvjsI8w7JsLOsVSUL1vn1gRL3xs2ZX2Wvt0Gh9BHRrrba4s5CmYkLZLTJWOCbSd7e81+Y4lOMifTAuvhVH4/4IWkb9jX3vW8ZP7pwSTBOade89JNkMx2gsU05IMubtKKtpae2j71HKplWcdtKd0vRAkrrXp44hSPJM32hcTHxKLd2sZpxynsjpgujCurx6b6ORAe2hXqv7xrb1eZRaiGfU7sP97DbVs1shQDUQAY/Xvz+M4Ehr51wM/xn20Jf4S18E77/C9c0ZF2AnbT0O1pgRehzARwA3YvS7rIckJCYMd8k9nVxyokwF0Zk2ZZab4QQlmaGhN+ragUbUyZxOs2WMSraTUmFdG71bSHI6nQBMR2Rd97atkd0yxq4pzUMipbIXEAJcrwtvb52THJjLIyBpn8sWcUr3ZfkxhqUUC2/EVPhNfBzTQbEHGsjqbT66e1q9NTttDaEMO7FnbuL9P8/qiX8e3TeWqfY3rEUqplG8hyAY8Di8hmQDg7U3tG52YqP0rZO7e6ACWWYoz3uvoO5ZP9+GPk73ujUpZQsNU7J7ca+CLq6252Fisqp6rTO9F1Sz4S6ezYskgK2/QkrZjXz1j+YMcRGX0Wg7y9l6KYUhAUvGR3gUeOyRyIjXOzLrFsmJAAAgAElEQVSqJkoOXiQ7eDxfyp7+Oq5vxrjAPe7y+BUn/6N0wSOQG/Fm6G186bVErL2oFZNNHirZYk1TYXUBIhE8I2SnXOvNExDm/RzkOz95u7nIFqev5CxM00EQjP4+xyKXvSzAUtsz3QWpT6eZ3jvX60q/2mKapola6+6xxVglSUMjLu7GYzfM4Wkk2bkl6oWaJitZaaEG145QCmzZS8yP2AaUYbwfZR2SYygpWXjUg20sxxY4kAoPalSHFrAHrtC6FW/WbaFtN2grU1IzpNLh/AQ/OZFTQZtSe/XUuG1cE7T2MEW5YzyrhynhyaprGqsXTCqd1oR169bil0JKUcPjHJtS3BMJbWT7XKECl/YuDSHmNVSRR1bd800RSo04yqNXPmZO95BRj2TIl4zK40H8ta5vxrg85vJH62siSdNnql/jBPTeLRPgNHcLhz0OdlBvrGYlOApibjbdskBJq4O6hgmUcraGY6hzLBJZnK7vAJuI4xeeEg49XFVx4zTZBKOs6wrVMiRJOlMpaC+IGOGsbpWt3yhl5vm5sK0fud0W5mm+Y6sqfsqmhORip/xW2dpmfbU3T0GHMU3JK86x4jxvYWLhjnNCaAbu9uBemBGVALHdOEkq+wbIubhouN4ZF/VslJUdeOlBEqy8ygpJExM5lT3zIzFxuOe5bdT1xvX6Sl2vaL2SZQHZQBeybNDfwfSETGe6JmpLVrLQXWcYS4+rZFMVRCliuAgiPu9Bk3fgOGQfWiXpym1bqb2ZAW8+337IhaHfiWvgvcptXbVu9WtWH4R7veZhhaUdPfHRAz+MQhhB9nE2W9FRL3I4PBszpIJ56ik8M75+DcA3Ylzu08ZjCAAhlDSzruuAn9zLPuacTSIBWzNTzmY4zL/0GhdrAK+KVQCXGZyolVNHdaP3jbatmBzeRC4XpEyIbFjw4gQrKftP4v+PODo7WNf2VKItxrPMBIu310pKDZGJqZs7zSomu9CPDTLNJ5peTUemrrR2Ok4n7HGahG7eP2XOKC4d0LrhCBrIgv/bDbRWN8hJjBMqyUokpLhH5an/PXzCxi2n4pmc0B12cSPCu0lGRusuwxDuvTNuu26kVJjLmanMtse1OQ7ktVfbxrZcabc3dF3IWm3TqoLeaP2Frgt6e4WlMJ3fI+WZt61YVft08hIFzAPxqI5uHlHUYN0D4ELt3bhKbUO0MhdPbUszV8O92dFLvsuYJWfWBvjtjeFLKp6IMw+mRw/swbCMh2uUAByYlc/dfj4e+MyemTKHyh7j3rCtf8tefu3rGzEuhxs38jnGlHLv/U7QaOc9+JWTNUHrzXv6ck/Bztn7L0fV6R4rJ7QnShZUM7WtmHp7RlLxRVpMSlFN1kBCUV0PIG5vr0po0iTondosJWr09+IVzUf709ZWtiq8vVmY9ViAdrlcyCXZPWFZodoaU1DPw8WnO81+ZiqFOk202tDWTEtGj4Zs4UWpG92cMyVnK+lPkT61+7UF3R0LCK+i2ds6BybpfdsNEetQqA6QqlpFcm1WPTyVmamcyGnG5DqbK/xX+p5Z2uh1AXUekmSyQNITrS30lq2R3Kcr17cbqTxzef/Hafkd5Gfm85Pp5kyG8Rj+0z4L4e43dGNdNtZtQ7Vzmi2b09tmgH5bDOwf1tVoHGw+3BgkIeMhjRv3aBWbyzTgMAd1IO4n6qjEsbQv7ZHdydtDvPsMUUoRXnnY/WsAdb8J4yLDhI1p1DH0CfczBj9CoQAsA2f8UmgVjzlEjaxxfZJkJfOSEDHy09o7Kt62wY1Bc1Az5WIYjUx2CtVOTdYQvnd2T2nneyRAotzf5BtLnuCkR1ZHN663Sq2rZYY2S3Oez2culwsiwjQX1rXuCwnGgru+n17xme1es7GCwRZhU0/RWn8ebaER4uSrnPfUcJYoxHSt2xCACtpWX/0ENZJZxP+thestflKKp13VDVJins9Wi0Wi10atC7XaZrbaHNdTqRXtG8mNptm9ZATEOrEs8POff+J3fvevc3298fT+Z/zJPzXz/JN39GQY0toa2+IEtskOGJPFsGssn2h1M9LjcmPbGtNcmEohS+W2bdR1QbR66nnATQaPI+QpmtMYIkwRTwCgkPNEq6axEsblUZIhMpD7eKt+duiYl+TBVz+yZ7YWPlcTHO/5a13fhHGBe48lTsFRVmAE4cCbuM/z/twxwzSeoo+8EEPW7drq5inn7mX/4QVYSFOytfRs3f6Wp5mks8kbpMnBOlMUN0/Gq2PF0PucgieR2TYj5pmLmynZPAYTpjaRapFErZ2nyzvHaqyqWpIyTUdXw3FTHC75UcODg7yanPgW6nb1aFIvYgYo5YwUA4Tt54lw10H3QsQdEI7Qaj+NDwAxgFsDg91A1SiudHwmJzMe20bIi5puDO611L38IQI5L9FGsTG4rRs//+FHfv6LH7gtbzw9Zb777sS754nLpbCpg7hdaLWytpVpaCAfXnCsOVs3BnTPxby4eZ6Yi6DVwkgTEkt77/BHrwXuxaB2z9ANxcE5caMbIedwjSF+4Hm7jvSQ9TwMkKXNI2Noe+F+L23btu+Rr319M8ZlXVdOp9NuGIJ4FqHQY/uFR7KQ1bvIrtYVBml8fm+hr5J2AlOQIndALRubc6uNcsogidaFKRfzXNSaZZmr6XkUD5GsYjjtpxRyEJuSJLa6mqRjwzpBTplpxgTAbwvbGj2N455gmmaQFu2bKWXaK2kDiIxGabHwpRgGVMHSqr3TW3I+h2Ew6gs8FzcwbmRIx9j34M2oCxuJAcTZT9XgXRhA2Xbj0jz8GTdCzpaCj4rv3kMsyQyLvV5D9QiPBPYwTcU22FIXrusnlvrK/JT4yU9/g6dZKPMZdAHdyJxNyCplZ+yy83ZGr/cxmziVTJKTGeecyFJZ24b2yux8IuWeVzWGKnGFQQhQPwBYe+jx3DEsGzM9R6LgPtMzUgtSSjZGriXTu7rXm794X3/bMnTBNpsp21tridF4xAIdC8BG4GvbNuet5LsJeqQ9B2BpYFssrJBztK/bbaE6GNd6H1TFJtuEvaDNKoBzVtdyyQOwmQ8AVSOUCF5DGha2dfib5gycuC031vVGzo1tW5im074oI2wMYNu8meimZ6BhS4qqn6w2cjY+vtBzyqQymSemRoYjGQc2IhvVjvR21+mwtrYbFREDjlMOSr7ir2Qcjn70pbYT9ABOVZV1jbYj3TdOGwyptZIRFVPp0+YHhWX57H06nZUuC+fnxOXdGdGFTEP1xu32kfPzQi7v3XgVpmx9pDZpn23gcXOnnCky0VLzNLaVhlyvb9Rt5ZR1KL68pzXE68UVYlVhaOMQCjmNOxrB4IXec7VG421rPvbInuiQQ/4iuERxjYfrY4j0ta5vxriIiFv6vp/MYamNWn+4hkEzj2uPMTlo8I/p6uBYNFfJN/e9mgB2MhzGwNjiGzrt3eysHey0Nz432cSOdgM8xbkuRpRx1mtT12N1NvFkQ11y4TTN1vjrtqG1eVvlTm0rXTG1MzHmqfE/MsVrbAIgNOfBPK9aNyQZ96fRLHXcXSR8q0Q7WMkTqWC6tNFSQ6y69wCgV9bNFPkDF8rZmIQpJejQ1AFNPcDzEDiPcR/5PdEPSiTauBj+pLR93iwVbuFkEjee2aujTUzBQiWtlKycJu986L17VCrb9sayvnKS79Ce0aRWdTwJudvni7Q74yEV6Xds3h05YVlXluvVKrizhSD9KC2ydi4uNtY9WRBzJBFaOnM4pUxv6uloE9e6J7/JPrf2HBizQ5H2D1wH2NdxFJruNAB/ToRROX99rwW+EeNiC3AbfjOm6Hb2+Z01Hg1HSlZhqt0meJomgvY+up0GOHZL16pnkSYn6bm8opXbJ4SGUEnSSWS0FqtkTQ0plZRnchFywRZMAclAjpynottm2rtqtUJlmjjnwumc2fLEuqxs1zfWfqVvC9pWWi8smzBvUDv0pPb+Yifi5CUKoYUiAK1St2PVJ2NW7bU9R7rVw0GvATdsyHR6e+3U1ryNqtUAde/oR05IyfZBRajtcO3bHY4jnplJhJLauq6fYWEHC9ce3/fNINAShTkIq174sJp3tq1Ib0wI5JmtrTSXwSR1kBvb8pGSf0rTsxkNKl026FYiUVJGPeQzdcAjc6jhkQC9bvRaTYypTGgSoJF1IOfJwbS2VLzr1Xq9UUqmEhgG1j529lCp7+vbd8H+fXbW+EjRYG+CtxGdAWLvHF6U11B1pdaNaAD3WBD5ta5vwrjAfVpvNBx28jeKp+/G+PQu9sX21l0YNGSLjtct5OQtHrrH2lNxzCBc4k7TRuqVdVt52t/PMApjw84UB1wPzd4xjPO4vQ9e1oOrmkTQbeP6VtluK23brE91i3qg7qLV8x7mjfrAu0stxv/EsZ67tH62MC0yOZHmjL+D7l7KslxNWNwblSG2QQp5b/cRIGPMw2NvpN1zLO7aa/VxHcSuQlM4Tt7wgNTeI3gbZhw2ejWCY63ViijF6n56KmYACN2WxrbdyOsN8gZtRr28OiE7RrV5a47aGqVN5FDTlxBz6p7FWlGXUdg2w16yA8MB0J7P5yGT4yDsvvnH7CbuVRjWlPL91hszQqoWlu/KfQNwPJa1PIZ2lt7Wz/bJryMkgm/EuMTGiYGNTTM2FA/LPoJb8VzANFo4cJhHbCYea68brroZolrbHo4lMcW262I9i+tWfQKtDgiC2n1wbkb8J95HcOHtQWTpMb6ephl9OrP1Ex8+NnTzjdI8tIksgBvNYIQ+ZoqczD8OKFnMeLUaQLhxMOLENNkF45hs28b1dmO5XU0wu1uolof7HRe+SLkzLjFH1jbW8aqte3r86FMUp7GIeQm9G3Cunro1ke7hvFZLR9NNHJ1uuEtOEzKdzWOpdgigFq7W7cZWrmQWkBmqEB02s8/Vtm7WuTElyjRR5onTPHOeJ7IkOs35Rzd6Wx0a705duNdGGTf9Y6g+Zi1HJm/vB9N8xAWt9eyyr10rhLxXAxjJo+O6Hv+NAsrICv66rl+1b9G/BfyLwO/4w/4NVf2v/G//OvAvYIfpv6qq//UvdSMlWmjc81xGEp3qMWm9W0uKcbAHRvVnRsg/jVt2PI0MYCELTlrKZeJ8mXl9u1G1sa7WWM3cS+gNU2abjoUxkpd8DEwfNXnx3RcyCvviKoWSC6LQlpW2vqFP1QIYEVe160yeJYq6qvFSIgMUP999ZB8H47fsP4MBlK1yWxZutyvbtkIYQTcGUaR5eCj3hiw2VIShqga7QvMQLmpw7gHt2jq16Y51lIRjJ55WCTZvvZqGbbvSqUDaxZxSPoEsSL+h2cWV2g10JaUgoh39rEQ6k2cLe/M5SwlpyUNIK6isbWHd3qj1StdKMnksXO1rNyQRdj+2kjUP4t67iLUYoVAoBI5GJvaBOqZmDeWOv43zPs7Jo5HaM5877vjt8lz+Qz7vWwTw76nqvzP+QkT+QeDPAX8G+DuB/0ZE/rSq/k07Mu0hjoNaEc4EMLhtbXcT4ZB5HFOLtKFH9KOcIbG5x1T1/hdUna6OcD7PTHNiu3WWdXFClxJtf3ISCven+nhKBVN37HL36EWB4XYp5BqBvlTAwJaE4Rlr25jL9Hu+ht/+AVyDl1AdKUjb1OIlBcHSxQ30wu32xrLcsNaxeaf1H2D4gQfoDrAeoZlVCB8bSX0jak/gYShYj+uQoEhSUDEl9IRa0WQLJTdF6Ghb6fVGrwu9r/v7qiSECUmdlM/o+mLzqUptC9pXM1ZFTAMGQFw8WzHNHRFvGZso88Q8n/zQ2mh9o/eVrvalnhY3smTfD7cY39FziIMmilQD3B69jcBHjjXJHYcpwmornGw7VyXebyyLGUPk+D72Trzu3onxK1+/Ut+iv8H1TwD/iZpQ9/8jIv8X8A8B/90v8+Q9y5OOBuv3DNTP2ZF3FjrnvYtdGJxD4d+U6/fQxTM8xucwQ1PyZCr6vTDPE6+31fEHw2KSGJ8lyF+13mMg4311V4KPsAjuF2Js0p7kqItq5o63dSOJUD0Ds3eUHGLruzlysEI880K39HRXfXBjLDyKU7W1xrLcuN2udgrHf2KiWMfl2Y5u4WM07xrB2ccUby4nerMsVKtK7yvbtu0Aby5W4JeTYyvSEW0YhOutNfoNbQtQ2VXyUrB/E7nAPFfaOlG1YgqAjVYXxOUtg01jrVTt0+ScKZNRC0ixbhJao/PCwtZutG6GJflzImw7tFoOr27EOWJNjo+JtRgeejRoG73e0XCpZ4wexzXmbUxJj+5ofwijokbpjxrP5V8RkX8OU/b/11T1B+BPYk3S4vqr/rvPLhn6Fp1Opx1PCeAxvJSYlJTKnauZs1d/7hsOEwzi3lU/Jss64lmFvbn2rTUHBy1EklQQOmU+M5/OIBvral+qVhRYsrnOVkRpqdLgnQyfjR2oxIgq1vJrSD366RUV39M0UVKmro22bY49RIX3fRj0uJDxfSf+uuoC2129UlxN9Ls3A1ebZ4XWdeV6vXK7XQE12YLB+CL5ABU7hNdnKXpviO7kxdat2FA1qthl5/+ohxARcuWULaW9NaQkMzLurRibePMmZF5bJE5tN+rfDvxKysynzrqdWG7LntqO8gbxEC2Mcy6HDIWFM9nkLsFBWDP4qlYln0RIJZOxQ6U1e73QubFxSru3nES8Y8HhhYzzBUc41PuB5cUBaA8+vBkby7IfrJbcwKvjPW3vImiWBTRvB4IJ7DVy7iF+7etXNS7/PvAXsNn4C8Bfwpqj/dKXDn2L3r1/p8ld5zFtapT2iDetoZZNvhV92eRZCbsp6B8LZzxRD+sPkpV1W9jWSimTUfyxzV8b5nnnmfnyE6bZpBnfbp9Y6nvSaUaLpYHTmqnVWmiAAajdY+WEacNoajQ3gCrZFoRYDY9gnBhVk07QlKyyOYnjDpaZmNIhCRBxfrjZwO5V4T2DCWq+dOgDld6Zr7VurKuJV11vb7y+vrIsN/fcZko6+0mbqevhDQZlvtOtZGFXvFOWZeP6diOycafzmXfThafTbI3Ptg3tnW1daLVbKUWeyWVmInHSRmFDMI9Be3VRr76T9I7LSIuR6dIJltOJrRa0NnIX2Dq6behcoQgNRTQZfSQbf6YUQRw8j+pi1JTvpu5qcpsbMzJdE9CcypR2I7CD+c2WThSXPHoPd9hgr/v9uxIXoe3TVfdxjfUve98hL151ioAwITqhOdGN3OR4GRjk2f0wnb7NsOhLl6r+9fheRP4D4L/0H/8/4O8eHvp3+e9+qesRcY/fWeqTwfAc+haja9ql7y0w4or2GuZCmpJZlL1HCMaAUXRVVDLz6czpfObl5Y1PLx94+8l3zKdkp3kGKwswQLRoMR2UGB8huFOeTg1j54SddmSm1m1jWRdP/eItXavxYlqh1sZUDhX/0YDuX73vivzgpzOJrbkuSq0mnlUtNLndbqzrwsvLJ/t+W01uM69M08Y8zx4GdVdSSzuZrndl2VY+fXpl2zbOpydSKqgmpunM89M7np6fmE4TZSqGn4j1s+6nmVY3tDerGs6VqQhTUURXWr3R6uJz8OWT9tFrU4w9LamAbMjufTRfJxFOt93jDSGnmBMDxMWJgNY61mQTvPMliqoxhSXdU/93vI8IXY4QJeqLgqVr42dzOU2FWk2VLnCqMKOCSTcELrZjOjvOlX0NmMG01+9uVOTesCmGXz14v1/j+lX7Fv0dqvrX/Md/Evif/fv/AviPROTfxQDdvx/4H36JV4zX3bGFAGv3vjvpQOXH1O8OIorpoI5YTTx2p6BjxqZrp5SDQdq9C2MLIeopkUrm3fvveLtufPjwgfPlzPk88648I11Mc1XMkd9q9UprFyAaPpfj0+y5HA//eq2oVpbbSquNVBJ5Mu+pOXN46spWO6eR/9APLybwnnGzWE8gAxNRK2GotXoYdKPVyu7dkMh5opiTYyHgtrFt04575WoLOVKktXaWTbjdbjZv0nn3fGKanzmfz5xOF8p0IqVOd5kF7c29FUvzJwCpSNqYSueUoW+mBJeJ3k7pGLMxOxVZsT2MEKZ0Zk0TTRZP4VsbkMgA+rbcw5DwGix/kLzX1NGsvnfrP7WXOKgdRkqntmoi7fK5drN5JxY+RQq5dxDMU7UzzSkC7fBmIgM34jVhQMa1HI8/DmDLem11RUSZUoQ/g4FRfC6/QeMiX+5b9I+KyG9is/7/Av8SgKr+LyLynwH/K9bm9V/+ZTJF48DGNZ7UNgFHJgj4DAQLOvWj6n9swJ34JMdCs4XQaPUwNohQu9H859OJy+XEy6dP/PCLn/P8/I7TdOJyeYLk0I1A085aNyvRdw/JcBY8Fgu3JplYkap33bMgKpeJcppJk9BuG1UrW6teBpAPgzSMSQCDh7G1zEhrakJN4kCpP8cYosE9ybRmY3i9LmyrFbyllOhUqipTyqRiFeHrYh5PbY3bbaXr2Ta/wseXV5al8fz8zlnLCmsjt+rYSYPeKSUxZTPAplcMOStTxnCsBk26hVHdQofDUN9zOiIZHilbmBFxqoB2UOOozNKHViBjBkypte3cG1t7DiK7noz2ZhiQZ8o01t/YLF4P0fi71azG4VH3iIM8BxZSde82eRS/xpI5Gto/pp1HQDfeU8OrT4a2qBvlA6P7cu3T17r+UPsW+eP/IvAXf783MoK1BwB7ZHqs8vNztmFY8V2fZU/l3af6RMz4PE1PhLYIBOEInzh7r9oiHhae3j9TW+X15ZXf/e3f5ZQvyPeF+cmGruPP9RN1jqxOEufcGXCbxCQASMZUj5Mrpwu9LkzzRJmTlSYkZa2VrXUOken7zEGk2veMgQ9LkoSUgva6Z0ri9Avgr3vr1FY7dVNTv9NmeG1S+roZlyRN9Fa5LpV13aieTVEWd9ltES/LyvVmpDRxFz/VDe1WUNpbpVWoSZinCSbnhYjsgHdOhSyZRkWwlq6BR41XbDC920Amg2E2qIGEOJey1WrFlog9Brtvq2RIe5GicW+qey+bjRF+UPn7WHP64l6ujeG2bXehWnehdvs6PNewcao418rGXIgsYNoNlxkOz1D6QTJmlXYowAH68f0PiQU3xAlgLK35etc3wdC1ibtXCIsJH0lCcM8luKuSds+FxGe8gtF9NfDsKALr3USUoqF8V6xqWBtZhHme+e6776hb5cdf/MDEmcTE+/JkcgXN8IMkxmcIFXvJYjU+oi5HIl42kJxYpvSeSF3oaebp3RPfff8d2/ZC7ZXbcuW0rNZH6XS4xiOucl/xel8WocfQDu62/arW6uFm5nx+opRO3TpVzZBcbzfKtXJ5Ml7I7baxbZapQCZULAt2iNMnXq+fkF9AnjIkJVFJomQRamuGhWRrCK8lIxSSFuidtjWKZEqa6bntol61h9dwXBEmxxhYoeFEKSdWEd+Ube982dVId0kOblR4rXAvutXbIfewF63un9HWTm9H5feX0rsRCh2Ox30PIxNvj3V5iDtFVqh7Jkg5DER4rHHgHmtaKSUKPA8yZ9A3fGrg16CfC9+McTlOjxjMIwV9L/93cF8682zCRrVWgqVam0sMPeT8k8fWpBBW6neLQCP0wIvlkiBSyAKns/Czn/6Mlx/f+PjxR6apwPzHeHq+mHi3y7jXOURMQbVTJufBACnh8peW1s0lkV2VN9UTp/aOy/N78scr27Kxbm8styvXT2/cShQrOiV8L0iEXWg8P9QwYbfiDjxHpqGxrpZ+XpaNrQq1+phiWZJau3E9tnZo4fQwanYaZxG6GE7V6UxTZrldeXt9sXBDrCVL8w2fsMcbwNyoImQtpGKejiYPD6WZQHZS+lYNp1BPtKvudUmgHvIYopKdiWscmuQJAAs96lYhF2tzWlwQPMmeUt/TzxoVsv4OaqMmEdr670S+TOI8PKp7b0skUuABvvrEiGn2SjK9Z0WciyOueghoNypE7waQZ+8MKuL9oSO0s1IPf0cCzBbH/X4d1zdhXEb3Eg5W6UGv706++lyL48geHXFw7UHXFjcwzuxURXqmS6dVA/7CqzFimE1anYzjEPWyKWee3z1TcuHThxc+fvxtemr89Ge/wdPzMyVbOvq2LUgTkhb/glSEbll2T18q6oZGUnfx5wm275kub0ynD2ztI7QfSds7WN6zXBdO8wlm4yxY+b4YbpDKblgRL44DyJnWXO8juR5LV7SutPbKWj/xtihvV7Xqa9lI0ulbM3U+BNW28z+CcyMINHuPhH0e24w21m8vryQS8/nMybNF2tUIcl1I2km9I72aUlxP9Dkx+b1TZkQUWTulY+wgNa2a1jr040Q3g7CRkiJqJRNKQrSY5IJkeoetK5qhpUxD6MnUAo0NID50DVwkvDdoLUMrTg0Qk7TAKp+DNxMexVj6Yevz3qsZSXWWu3G8LhjnOUF2rpBDlMkJn9rNS0ylQEomlREpddJuBNHDmFo/JB32yq9nm38TxiWukU4/slmjoVRcEptUD/yh3/WqCZwlQpDifBRL8wVRbzzt97gVBW9HsjcDw7IUU5n47ifvud0WXl5euN5Wvv/+J7x//90u87DcbizLyrt3z1wuF+Z5IpdMngoFNyo52QnVu/UfbkprkPPMNM+kxTY2ag3Z182IfPPc7nAl7UfnSCVcYIXgxbR7WUscuAxK+bJWllXokuhsiLSdiBigKfh4Dn2RTHUvYvojvMg58/b2xrKuPL17x/t37zjNFvrQK9oU0QLaEZms3YcIqR2ZnJwLuczkNLMmS01b1bTdlZH8xEoLnFXU2hV1q6OaUc3e/sQ5SC6Juq8p9xyyPHoebQB2D/lODsdl/12EliMO8niNGaUxfS4ikIQc9XQ4NjR4P8lF3UWE4j2/x5KDlKwtzl23nCEsHu/hPrD8etc3YVzCQIy4yjQMqHkw7HHn0dx8GybVMy8uOF1y9lh0LHYMZqY94zG1F6BeLtmqgkn7Bqd1mlQrNJzPzFvner3x448/8vb2xuk0M4alaWYAACAASURBVE0zOSdutxvL8sbzs6dnz2em04m5qdHOi1hYRqdLQzcTdhJJRupzF9e6NDakHf2mxwVbSrkzLhb9NOjx+EMKIPpat9bYqtHw69aBaa/9ET3qrUa+0Rc3h19jVi7+tm0bHz58NGP2dLaWuKJD36QoH8ioFpQJ4w+J9czOwNQ5zW9s20fW1UW8gVZd36eDSPHw4gopgxjJL6cTks4oFgpdzjPzdDnCbAmEzlX8WjUw1/GakN9ILjlBNk+nRfnDgLt8yajsHJyH7OfhTXBXhBoHQFzmtRsGGF75yKc53seygdGq9kv7ycLDP0I8lz/s60upt1rrPmAW90NgBzmPLRhcOzZ5Px2vr7EmaIZ9GP3ZfUfuSwseXVoDZT3lF/yRZkzc8nQykaHaOZ0zT08X1nV1T2BhWW6UkpnmmdZML/d0OnO+PHG6XLhcnjhfnsmTkwATSO6Ip6TFGZmGe1ia+Lt2gHlxjYWCqkruHc1mEM150Z2jMcb/uns0ZkRr6/TuLUqDX6r3hmPkC6l7hruQ+fD3uPYqcVVeXz+hvfLdu2fm02QSFL4HWu9I60hWclNkC5c+siZQJqHkTsmFrS3kxVXyVt2BeEmgWdCaUF/Op9N7Tqd31GS1YmWemUPsPO5V1D276uPbDfB2AHR3cBKEVEVs9FEMPsZh9FDid19a34eHfDxmH7MhQWFrW++8+dGw994tsnPwfkxXP6bKH5Ubv9b1TRgXVf3MUxldwN6tqVNKxvkYdVlHnofVCMVEDd0J9ahCHYWOHt/D2qieERV6jcps4yyIU/WRQipWt1JKRpJV0+K40boZNtS1s1XTA/748kIuM5fnd7x//z2nyzPzfGKeCzIZzd+SEa5xslbWpSO6EMZz1LaJe1+W5VhQMZYB4uqxeA93edBlGYsPW6Mn417Q73VnvnTide27fm9cIydJPajato0r8P13740DVDxr47781ipaj3AuJSyE7OJC4IWcnpieTigry/zK9fbGTTbQbi06sOze1qz1askXLuefMM/PSLnQRcjz5KJeVkOm7qGpsqeiDQQ3nqxlm1zPRkCT51tcZ+vRixuN6yO5Ljb+3eHZ1fhODwbj3gDB76XlAm5cAITPPJ9xfVt/629XcuGrXCKyV5fO83yg6v43JFMkGKn3FcLqYFY07o5mZSJBeBrxGydo8TgJB1VbXejI6jqEJNn6FteIr4HePE0ZnpSp1BVXtTNGsTHtXt9u/PjhBX7xgcvlA++++6kR8i4zT+8yUyoUhXpb+PTpldfXN9al0+qV63Xh9P7y2cn3uKjvMxROE5eHcfLPcK8eN0pPdqJUIZ4zLsrjcWl/u8fT2oydvVeZilePV5ST4xeRNjcDbGLhCVKmu8RADaJdsnavOTdSnshZHQS3Xd5qYmuebu6gZObTE+fLe3I5w3wxmdDJwk0LE0zXBWTvG71/Vg68xXBW44k0sBa0nV1/5ktV6l80OPtnPq4wOI/hyh1BbjeAIzAb7HPzSrtiXtSQWbU13u4eHwfq176+GeMCnkZ84LNEwVxoiCpGabd03XFiW9tQGKHIe/X/IZv0YMSCO2F/u/qCLvv9mCusxtfwBZlCmcyByO7paMQ1WlL29prKPBfTxl0qb28fuF5f+UWeOV3OvP/ZE1NKTCJs1xd++3d/wevbivYM+sYPP/wOT98/8fT0NGTQ3FMrcSpZJianHBlOT1kcXl1kfIygxZGiFCPq2Q+ZY08cp+0jKOlOPSkde0eS7CnyuAmhsG2Vl9c3ns4XRBNkpXv/6OSeAUFF8ExfbkaK7B02tSp04z0XptOZU62On3Wamhpdbw0lkaYLpAudiZwmZks5WZZLLSS2+jPf2MpBZItxSlbICg70xgJ1Ax3GW7yk5M64gDWCY8DBhlUZhqnLYWDG66D7HzIjKT3qxsR4WRq7TI6bCaCC9Oj5ZPebXC7ia1/flHEJ+QF4TOVhzNHki0ECP/AhFOvFK86FUA0q9H3seYCgbfdSwspHHZOxbTu9rqSegEO7N7k7r73biZmtS+PWLH4PHouI4aoBsKYM755nnp8nq825Vdb1jbpUPv5oqdSSlNvbCy9vN9ZqjNJtu/LjD7/N93/ij/H8/I7WDvwDLJVuxXS2oI2Bq4e6PW5YIuslIXvoGRWpIM7wTJNV/FKdVn6cmPHv/j3Y+9po2MlIBjmqz0mWEdNUeLtV3paGqf+ZbEFJStZE8bR97+Z9mJHodN1YPG2fs5A7TlS8MM+wrp3eFnLqpLrQthUlo+nC2gtaEycVpiSoVhIdbQ3E6tDoLtAdnogIQanZQ0yzHGYmkpVuaLDqckKt5Jh9JMTHpchuuNTlEXc/0VnMmYPhPI7vPYYVfbCC4etV9GpeuiQ7xHYme2BCMuI3ypS9HOQrX9+EcRmBqDENvYNmYnUzWQ65y4j7j1OvIz2m+QidjgxT1CEdmEvEqiNZbywYA2vWBqZe9uj+ttZpHLhNhBhELsLTpyT2HjO2QSxFLn6CiRw6IKbA33AyL9frK9frlXVdWZaFy+WMIvupFidcxOlfGteUEuqbw2Qf087hiZoUSFb4KSb/8IgF3LnVgQcMPx/bR92jsw1hYHzn7e3G0+lET64tnM2AUpUuHbQhXSiTkeqsGZuT7UpinjLzbFnAeXrmfGrW46ibMW21ksqFMs3U3tGtkrbKaQLJUUFtOE1IWmik6N0gR0eAw8AcBlZ3Ty/GxD/rgE1JGtbjIKYlPl+B+0XfJjgyfmFcjm6Ln+2SHReMPWJJC+PHjHvFHhuep7qG8N/G2aJSys6/GFH97O0sAtPoLXgJB3MyuulZ9iDtsWog/AEuxmDDAXCNmrTTNKFqk//YlA3YQ6gv4R7RsOpIa6uxL0XAm6hJSvQmRP1JV6XXhmbFz026Ksu6GHt3gnXbuF1vLt5smansGEWsF1vA96dujGukJK2Pj3WNzHkyPkmyTo7iR2MSObgtA6bwJUPzJc9md/EFRLsZDwfC13XluizkYkJcl7mQfTzbZur9indWUOi1s9VGdRBfcwIttArz+cTl/I5elW3d9ns5nWbmeUIxAPy23OgJygwpVSTU96WTpCOOsbRWXZqjHZXx3SQQRNRCGCywZBjz8d8YMyQImTYQ0WlCXZMjwj+RIzExPn/8eQR8PwOFhwNwnIPAbI61qLsh/NrXN2Fc9hh2cA1HbwLcWFT3EvzM7c0o62o71bB+/z74H6FIr9oc4LqfmD0b5ROzbYa/zPO84zOj/MOY3oN71bt4Pfs56lPEZVzU07DODs3HSd+7UjKUaWKeJgQxGQdNpLzunkt1fsrpNJP0wARa62h2bydSCDuoexDUVDI5z5zOF54uldaUtDbqkI23PfElwJj98z0u9s+ySyKINuut7Nmj1hu3ZeH5+UKez5wuJ0qr3K431loR8cZzpWBD20ldHf+aKNOJaSpod36Og7hRuiDJuFGlGDO5dszw5G4Zo2RkRrwiObm31NrGutxo1UTaETP6ot3YxfssxVKVOwP+WGRrD3a/MA5FYQ/hrZzesLtHQHcEhH+v38WB8TcySnsY7wdtSvrFufxbfX0jxuU4BUdA9y4M6ZjO6oE4ulvrlb6+METUQax4vmVBymTiTMas7HeTBYdxsIk8VMNC2iD+PnooYXDivsMYRZ2OSvcufeKhiJJLIUlHad47yT6/YOHC+XymTIW63tj6Rs4rLy8vvL298f79e9Z19f7OyeNv9vuLkv2UBNTrVPZxNA8ipcLl/IyQKWni48sL61pBrc6FRzoqj4v18Foe2+sec+YulLtSmoTWYFk21tpRsTBNZKKcYV0Wes7INJPnYvq6ZK9LsqxTydmMiyq3t49s641lue1iYCagHlmg5IcNe/iquqJMCCbQhBgJs24rtW1YFsmBWOeQhCHxb32WHjbpQ7ihPYTMgpofY2fz3LvePWUPW/VeUmM04DHGETLtIZBfYWxGhu/dXPyarm/CuIyn4NhKZD8N91abx9Ra245RGGoPN+8mpw91RiPSP8a2o1U37dGDtTvP8x5SxYTFpnqcZBiUwzzlmVRMYrELkq2HTnd2ccfkJNHG1jtZLDM2lcLi4d66bnz4+IEPHz7wG7/xM1N/07O/24izHPmIPYMxbHgL98w9nyYjlZ3nMzllXl5e2NbVQrUYRAYUZThhx3YqI9eIu3fXXYHOwgFjSm+1crst3NaNqWR6No5Kxf49JaGXApNxlmZR2rLYa2UzCDnb2N6WN5fbXPb5DsX9XBJdMyllB+EjfLgHoWOXhzHWfmR8LCv4N9+Yjx6BOW5xYNkaiDKU3g8dosBbAgKIQ8le43NvJr4fQ9VxPsZ7eXyMyOf3+TWub8K4AJ46U2fbiqfWjKmqvZNdr6OrWnOrnTgWrTOTey2Os7gCvjjwFYWJtVu3PauKdcbqIOQTp1f06wl1sih+jBqUMFLA3eSG3ENt207NVgzBt97OFfVq3CQOUmvaRY1KmThfnrldV9Z+o/aV69srLx8/sq4mfWDeRaKDfZ4ERa2OxrITeoexJk+Z1m5kM1SZimndfv/T7xERXj58oOPFhDsQGXPDHnKKdu8t7X8bNoLc/d81bCQ5Vd+iwXXZuL2tzCmhNK5vb9y2jfPTE+080/tEVesKkE4z0hpLbeSqJDrTJJQ0Qxe2pVqF+TSTyuJgZ2NOiiZBpoxkkOxtW4U9VS+Kt8i1OiWTeTCvJudEtlQPYTIPdiKHt/IQOsZYdPUOkGFute04W2z06N8cxuPAq+4Nw/iYMOiPUhu1WoHjTvTUIEzGdLhw2Ve+ftWmaP8p8A/4Q74HflTV3xSRPwX8b8D/4X/771X1z/8S74FTD/BaNvaT2GtSEubqtlrp3mgru9B1GJbkAkCq1vNHstHpbVMIJSV6UV9UySdC0GbeUSqWRSmpkFNi2zYTRxpO50D9o04J7icfnDHZFNHDUKo4h8G7C87F5Bq2zZqV9Z5AK0ng6emZ19dPbNXEqrdt4eXjj6zLatyPrZOmjuTIFpmBTGqfbTxwYzFbRkr3hvFgxnQqhffvnm0lvrzR10pvdUCHw/tJe5HiWKw36ubEWJjH4gCoYHPoq3vbVj69fKJoo6fG7e3NNkee6LeNOplo+rLZXG8V1luj1oXTVLicJmiJVjN1BePmFFIqbM0bqfWN3isTk2UNkxogLGp6WClbWlmDb2OYnEhIYVhFu7WRNW+ve5inqjuOdedV+IpNXi4QY4H6sRllFaKwS23eG+cRzwkPOTxzW3tj2Yut9cObN8/LBNs9NEJQMe7Ql7Rn/lZfv1JTNFX9Z+J7EflLwIfh8X9FVX/z93sjCTGxYSe0hS6sKcwJ0qFh4tqJ5FkQc/1DHlRx11JdekABxONn9yzm2SccJ94pG07UKoVI1O7VqQ9p8VIy0UAtRKxHd3Y8hQ5BqtAJCZKZe0dYQV+XBNK9dYUyzzOXy5nb7ZWtVaiVl5dPvH76xPc//ZnhLlO2Vhmu+q8pWMZ+aMqx+XeRJITUnUTmTc3rutG3yizFiGpdhwUvzuI4cJjYRPF54V5EOsJZo9oPrrhEW9XGy8sHlrcPnIphG6fzEzlP9JZYr2YkW994e32xFiMKN0x/5bt3z4isvL4tLNXCpJInUp7pdaX1bs3pWyX1hnSvaXS3xRjXCWPvBRcI91KqGfmUkO4bV8V5LLZWRoM6CjhFq1hxY7pTHTRIcmOI1e8M9GdGavCIRjwvxvxYm52ck9XAkbxswbyXVk0sK+bxmLWvd/2BmqKJjcA/Dfxjf6C7cHDWQiKvrlXzEnIuCKZTC1alOk2ZUoyRaCeV3ruZnZ3VaG6pA11OmGve12eaTNA4i51q8uCNRIo8TpHHuHUEoB+NDBzhUizCsQo7Up+9uwyDCz61Wiklc75cmD5N1M1S7L021ttCWzfaVk3guwo9Gziqwp1xMadDCHC6pEwRYUrGFUGV23pjfbtyu17ptbGt210Gw05JNZ6OpzR7t0Zvd+HQHZg7skkHDCDH3Fi4+lZX3m4rSYQnFab5RkontCW2W6NuC2+vb6iuu3G83m68vb1R+8LW3pgm5elppghInoCGJOsEoCIO5Xerl1JreleSAet2+2ZwUSA7wa5GKYmblOSqKdFtQu8zjXBf4ewPck/oyxm3WC+xJh5fL543GpWD2zKCve6xws4bkmT4Xk1K6zZPtX99wwJ/cMzlHwb+uqr+n8Pv/l4R+Z+Aj8C/qar/7ZeeKENTtPP5bProYsYEjtMw+8a2zod+UpXs1PMwAEfJeUqhcwJwZH7MyJhKWepCVd3DAxFxwSfDFqIB+whahjZpa80zSDJ+lgdQ+F4n5LG/cxgr3C9IKnbi+EuklLicz0zTxCKrbZQgUHnjdg0+RmvWS0nCqPlZrGoVswN+UspELZWSC1MuZBJt2VhvC7VvR/ZtOE1Fxgree7pA3Ot4yoYxvs9YxPONY5KLiSGpFlBhaxs/fPiR69tCSYUipl7X2kIp4t5i57YubC8LXVfmS2I6XWxXCSjZ6o/KbM3YSvH2JRkp5mWmlL0PE9AzPflYKqAFMCNR+7ZXqhspPN3nXPTI3sQYhKdiHlL/zGD0MfwZxnY0Io9rJB4zVjaPht++AhHT/bXNFop3hxxhhq97/UGNyz8L/MfDz38N+HtU9eci8meB/1xE/oyqfnx8og5N0b777r1aCbmFDqG50WpDJVLAhZTabmjG4sUwSIGhWYrXTqd5NkMgYhhDykKXFqAAKSfT9HCgNz+0Tv2S+M59acLhpYwG5e5yEGI8rQJktaaIup+I+2lYyi4SJFhjsZcPH1mWG8/tySqZvdZJW0fLATImX3QW4niKeirkqSBrMkr9XJjThWftaILXl0/cWiNXUz5rkYXbgfNYsGa8Hxufx9iExxLjJI4sqzog7IB7ApJjJfRMrRsvq3cLoNmm0cY0FXJOtJAypVEmZSpn5slp9JroPTGfLsznCznPqMykMpm8RekIhVDxS4FTdW/3qmAN0jKiGXrGyD/JcaovL/5HrM3+ja+HJcCQsXlIBIyFs4+h5pg9DeN19EH3GqluoyoR7imImLyFCF6Q+fVT0r+ycRETSfmngD8bv1PrEb349/+jiPwV4E9jLV//Rq9lSmEiu8LXPM9MZdot8lGI5eX4fmLZ3+6bqZWcreNwP2j/UWTYm/Xwqa3thDXfDl/EEkYm71j3VGvzr3vG7rhg4rV0L0Hod49R5chiiONMap8nu/fyKX+iNTMgry+frDK7YwZxc2nHkp1S3sgqEIYXBfVmXMWNSym03lm71fDkeeb87pkmcGqN5W2JfNvhdZjC+ICrtM8MyxdmlR2Ux2ufyLvyfRYha6bkGSRRi4HNmzcl02QZl1aEUJlLVj/N02Xi/dPMZbIQp3VjPb97947L0ztqKyRMfIpkJ7l15PQOEWEAI0WdEkmzBUmakTI5XtFdLdDBUZ+00bsbSXTmwRzi2I9r/JH1PXq7j57g6BE+EvWOx5rQuRWNGq9JEt5509PUIqS0faZb9DWuP4jn8o8D/7uq/tX4hYj8ceAXqtpE5O/DmqL937/MiyXnAkzTRF9WeuucTqe7+p+cMy21HZgLVFwdK4lshjh4mFzkx/aGsm43djmEbAtBFPeCjgmO4r+dx+KIf/PCxlSy4zV42k/dONhp0vrnCvGjwFMYrZQSU8lHVqGnHQxMkijzyTwr2Uhptudkaz3S2GhdyX2GZoJWKgnNHXoyGr14+JghdZcemIT1VlmXzbIhtbOu1QlubQdEJfoPB4ATdkL1EIvqbT+Fx0vEKsMlGYvaGLEASioGqGZJFCkOSNpY1p6oXWlqaWpVNwpYeEyrzFPi/dPM09NkinVqxgUVspyY8hOiz5CLtXaRLdwGB1sd2FVMG9froNBC1xMijVSMVNgdtZEOSd3TfDAq+/r10MW4RHew974mD4/u4CeNWizxGqNxieLaR8xPVfd2wtM0kbCyFSul0COhkaB+Qef3a1y/UlM0Vf3LwJ/jPiQC+EeAf1tELAEDf15Vf/HL3Ih1uPOQxPVA1m01Q1Hu6c7i2Zxo7s5Qkj56Gmh4L82Nh6WbSym7/qmxVoN3cOiRQJQh2OtWwQDY1lhvJkkpIkYGC1akk8eSCy53B1eP7NFx8hwurxmu2qx4UNV7/0hjOp3Jp0JfXpGUCd3Vnjo9bc4hSWgrSPfN3hKaFI00ZTISXy7KaS60OVGvG7fXK3Wp1K3xdt34+PrG27oSExeLvLUjhIyNkp0DZGs3yIkm4hbuf5ltzrbFPBHpZrSD/FhyomSDTEynRcgNSsvOCcmIWj8jM9xCYmaehNNsAgxNoUhmEigUtltlvTbyNDPlCz1bWK17NXikhoeVJEHVz+R0glRpuuKpM1ClJEFrp6vQXbB75J34PgFsqHrTYQ3FwWfaPlF/FDVNjxq8I50hfg6vZfR2DmNh6ffgJu2lMxmURt0aTb9R+r9+uSkaqvrPf+F3vwX81u/3JsYPHlY7Yswxto/antGyx+OWZQGMnj9PJsZsE3BsZFXTZInnBsr/JRf/EYy0hWT8GvETT5W7exwX24G/2HNDaW8vD9jj8xAg173KO1yFnAvzPNPTqxspa/1h2c2gl3tas3aKZPoADo6pdNvayUHPgqpJc65r4+X1lde3he4GbMSaRiBxN7wakg5AJGpHN1+Vuq2OK3kaXoSS8q7wVkpimowWLxKtZMxwdbWWK6JCorinaWD9XAJnaIbASGR1lLfbJ3748Xc4PxVOZ7EwMJsXZbVYA2t19yhsLK3daYJsvBnymZ6gp42mja22vQNmfN5x0wfof4TDh1N3nz00cF6HavrHMGkMh2JN39UucbzuYzg+rkFbaw3J5ql/7eubYeieTqe72PXoHCd7pXTErLFBx/h0mqY71/FRj1TVSuILB1iWUuJ0Ou2vdz4brT5o2kfPnmOjnc9nzwx0Usr7ghrj8OB5NK2Op4zZrCMTBZ4FzZHtCSwp0pideZ5Zs7BtjW1bWZaVrXbOOtkJSKP1DVoy1bShJH9crCkVcj6T80YuE5KhsbHWla2tRAGoqmEQ8ZlHVTNgL8WIa8Sb9jHA9G1qqySUIoYzlhxyC8brUZr150mJ1HXAdRRUDP9wAaskcjQowwDLmOfJPaC35crb2wc0PTPNF6b8bM3pSkKacXt6hHVy3H+E2YiQpABn66zYT2zLjRs3tC3WdkSPmqV4/7GuB7gzBI8ZpUghj0zH38urGDNGo2EZAfSxFm9MUx891hPWBOGPEKD7h32NKbcATgMsTSkxzzNwWObRao/FXnBII4RBiN8di//zplbhUk7TxDTlHayNk2nbNgdyq99X3kMjOAxWbMjQAZrn+U6KIQzWzn0RsZPV3WYTfzKBoxgLk2XsbGvl06cb3/8xr1USxyLw1qeDxxIGZl+IKZsgVJ6ZTyfOT2eW5Y3Xm7dxzeaNRaFmjO/j5Rg0pUx3Hs3o5Zl34oYNMwwlidMIZO/QIJHNGLAuG0N7Yny+tGesolaMvbgcFVrt7kl2VCpQSQV6q0yn7K+LGa+4KZxtjcsw5ORlDRNZxHRgqKy5RGyLLhtrvQdYY22NG/7xGr3Z8CJD33nEWUaQeHytMWkQYzzid+MhEl+7xy84k/sbDIu+xjUOznhahkDTeIqOkxicigiBRvdz76HMMfnzPJMGxD5eZ5RXqLWZ9i33QuAjiGc9irhbYLFQdswnCRpq9r541nXdm7+ZwTkU8YKRbAu/elwOpVgIUVui1s7rpze2tVGbketCC8aan/c9THyke4tkJJ/IU2XWhaf2xLK8Md9uzJuy9cZWPbP1hbmJ7x8pE49ZD8OhCqqb9Tp2A2EOggG7OYWRFxgap++K/h52ppLv3XnLtxp/p3sAqYKKhTI5FZbbwrt3AMmkGdZEnoQiQUcwDyjJ4YFFNXnJBoRm6cwFEo0pZ+tb3Rqtw9arNSN7wEjGf8eUcqzpu8fJ4dWMa3wE+mNNxRqLsHpUTgyveZ7nXbL1MwwHLKP0R5Dn8odyxWIeLe/hIRy/i4EbS9RHozNO4uiVjCQ29YxLGIK7E9cX4LZtOx4zauzG72ptyMMGi3AnLjNiierPj7+Pp5TdYzCMLVUK6jwe22Dny4XL04ltM9D3xx8/8vrpjed3k4HVNDpKGbCWkRMR9xeQq4gJRp0uJ95998x1uXJblbwKtamxlwdv5PEUTSK7VzLiDeP8RfaL3q1MIZlByOKgbwASmv3LiV/C3ow952TkSBm0bgUkZ/ckDl6JaKb1SkoTW+1IKlbbVQq9CdlJlkYDSZSEg9RGZBRJTAXmWZiK6a8kUe/iqOj5ibreWLfK3MUM+3AIPq6hfQ0Ma+IO15PILuY9/A+PcX8MR5JixB2PrNSoSJd2zHGfbz3C3LV9o4Du17hEcP2VACgN3T+fTw6UBQV8wpTljyzGuJl2pHxgTMIxITFZk3sqt9sNuC9bN4N2DyAHGezwotruuYxFZGHIRFy2cgiVem/7CbRtK9tWnXkqnsQYXH6cwyDK5fxEffcTPr2+oG3j9fVHPnz4ge++n3h6ykwXG5PQ0AXuPnvOhxyi4KFAnkjyxPlSmaZXUt4oxcDu3oxTdMTvxxyJQCrGE+lO/Qw7AljPpmKfLyfzLE/zyUBb7U4PkH0s1UFbu2n/4B0Q63skqPFUYrNJ3rtpEgCsWpFq7wIUXl+vfHr5BOmVy3NBa7ZaoWb4V8kJKXlvIGlhWxidxFys3ESc59JTZjqdOF8uVq6wKakbm7rkGcVSvVFb1Ltp+eQhBDePL9Z3FDJ21m3zyn0BZ36X4FINRiu8FBvjUTnRPe6t7Rm7EEeLtSSS0JD2/MrXN2Nccj4qZ48+Q56GK5PxNbR5z2iTJkDjdDUxInut48QNqz/Ps0tYKqtrs6zrumMsj7GrnZr3PWIOt9ZCjHXd9seGYdnbiQC9mqGMSz2Va4awIhKNvSwcSuLAZYZak79PoZQz79//whJeVgAAIABJREFUCT5+bCzbK639wHr7OW8vJ87nDOnC5XwiaTfVd1dog+jYZ5iM0E0dTpQuhdbO1tw8X5nSwil3qqw038ySDLBWx0Gmybw4pKNp2mtubCNa6Nm2Bi1C1smzQX6KCjTUuSXWHdYaCj4woHHZDTo02XV/Maok6hgT2Gt37dS+mGwFMynD6+3G/PxG6TOyFUqfaN7obJ4LSSYfm0Hrp3dky2AqOzTdUDXyWesC+cI0r5y2N+9E4BIWm6WBDYhP1tc5CakcqXyFyNHbWumd3iyVTvLCw5xpbkdTSmZc1XoThZ7QiPHYejXvGHBmM/Rkmrk5h2cO5/PX91rgGzEucXJHqndE3g9Qa6M1C0+mqZiMgXphVj0wGJM6LHv26BGrAXat3sA6cs576DMK+DyGGcdlm+fzQrIjrg4W8SNIN+IhgslGNJfrzDk5OS90aTo5z5TLicvlwqfXG+I8mq6dui30brF26d1MyEOm6ABd8fYnR/N08z7S7pkl749tHo5VgIf7PiryxTwgaS8YxUHT5GnPaTIjYAs83PyojNb9BP8CU35YF0M+lwDrgz+sbJtV/ga43VVoXXn99Mp8fqXMT0ju6KTMGVrboCeKnEinQk6gYniVNqgIqskNv0lgVtfySWnmND+x3Uywfa3HGKY9BPeQOx8gdayHkbo/hjSjnGvvfcjymETImAV6XJMxRgEOT1Mx/SCX1Dwyk/fZpq91fRPGJQzDuCliEGNQ7e9R7m6qZlbplyhlYp7PnyH2AdJGuJKSYSDhzYzG5RGAG41bGJfjfhLzfLoDc+G+CjokDhiwohFktscptSpRfBaLK1zf2+3KaS7kkrlcTpQpWxvWupr267qwrhPzlPfwbYzz4zPtC9EZy83TxPVw9w7cyOOcvcZpSP8DzPP/397XxdqWZWV9Y/6sfX6ququKsiudpiNg+oUn6RAlkfBiosJL64vhRcGQ+AKJJJrYyguPaCIJJoYEAwkYIpqIgQdNRKIxPtAKpPmzA7SKgU7TLdJ0Vd179l5rzjl8+MaYc6597qWr6Nx7zq0+s3P6ntpnn7PnmmuuMcf4xje+cWDdUXW8AiZ0pcgpG/bTrMjUcRnwGmWEUL2gVAdWcf4AKEyLxFq2aLVQ01gqrSkkRFQlbrVVQCXh8fEE/cMvQOKCl19+P2oA1loArZAUsBVlX+8QIa0C1u5krQ1eic9rbti2NoGm11gONzgdGwTVKBAkSz6p/GjGYBwDXNf1lvGfjUfPjubM0gbbv+fvozEan0Fg2JIXaN3o0xh/BRsX51j4BvaFrLUOZbey2iI7ep7QKqnrRPtTD3foxucd0NqtuH1mSkZQm/Cac76Cc298uKFSrTidjnDNEv9995r8mgDZ/W2/Nh900wMFo9TbzroOTUBKB2ImEOSF/JBqjdPzQg9nXVesS0bOF8j5dip0eFRWoj9lJUToBS45Y+0Gt2HbCg6HA4DRWsXX0r0GCEskSqmIEpGtUl2C4JAPiAlQdSDceTyu9mYgJeJOQnMGxLsh76EyoCIIMaE1smDV2t8+Xs2YpYyUFzw6FnzhC3+EvFzg8vIaIQBBKmIw/s3phC00RCwIQVG3DVurCGAXzRgzYOzaWtlbW1vBYRHklHHUx9TrNcC0DYvJdTW86fzAmvHA+Rrn982ZTvewZ1rBfNi6SLlqswOy9flwnzEsnjG45znuhXERSLfsMzA7p4L5cLgSHGtWumyBqrnqsuPDzJ0V+w0GOvUfwBmrch869QxJCLuwgEZu3zbTSX59Y7RRwDazic+5DV5nUkpFjMlOTQPzlHUvQQOWJSOlYDKXDdFKFiQo1u2EtJ469jOnOMfm1d4bSS0FTkLc0HJtEnCRBSJrX4tz+YhaKxAoXRGFax1BclwnNU5qgj2tHKz5PCz0jAmo40EYxsv2hAj5GcGb1ykxBmXBciuNRgaKtfE1aQXEmhKOx9XubWX3SgGbkYlAEFA3xeNyAzQ2ow9QpK7sx7DW15JGfcNprahlw1YKStkIxpuYmQO3IST2XjrLJs0hkO+1J4XLnQdVCqLglpGa/46qoK21k0AdvBdQ56iv4x1kioB7YlwA7LyNOR3tWEyMB3iXxeruscX8Tsl3LV2AN88NjT9g5ynj+QF60inTAbm+yQbbsrWhFTOHYY7lUGQp7n7un+0bZttWrNsKKGwDUx83xoxt5eaoBUhJcHl5geWQcXNcQdlI1u9cHA6cs2UU5tT74M/smbNaWwebYwxYMgHv0tbu37v77obHjbUbdIBeSooRaXIvVCkP4fhLzsRugIba0OvCTuVEHRvIrQeg41hNjXpfDKRWCBJqUZRiyn2qIL+Yyn4CQUgJ2ZjXtWyQZUEMC3KMWDKxllpOuLk5Gm5V2XnhcDAjaQYmWs5bBCkTvN4adZFTymZBqWXcVK0p2vAU5nDY69ncayul9AyQe+c6GVrKo47M3MwCHyRRQdlYnb8soy4viImp2YFM6sRXbCpabDHk7LU0Tl3TJuHP0MlcfOBNMQ3DUvsGZb8f8kxiSp3x6cNDmZmUBOCWJ9Va60Av5wVmCqpzcbzc3uj/SQDzJKqlBYP1lC5l4ykaA2JaLGvkDe0zai3YHHuBAiEjL7YJLbwgiU4YCqSAFBZ4t8iZsTwMKl1kCVYN3ixEFAGsULSUgq3uC+X82t34phSRLJUfbC1SoN7K3AVzpMZlpEVhmIt/TaOv2/S5qtTZYbqYxqbUgm1tqBWozWQ4Aq9jOVwAqjjenHA4HLCash6EhMYmEZAEFUUDaQC1ElRuANASK9GTgpmkDaoVIWaCpRC0uiBvG6quFHg3o5IkQkEOTD2tpoMTugi8t+INQXA6rT0c9APJ91vHF+2Q22rtIRhVGbW3iBW418w1ZClENq/RVAnt4MJXqnHx3abakNIIg0InbwoANXCKMXHICZtZbQ8HnJ8y1+94OCMiXQCpZ2tkhAT+QB6Px10sPANv5yAcXPjIMiutiRkyIC8JDY3N65UeicJSkGDsHpPPkeEOey4XAIqcjVsTI4pcYcPbSIfUVdykLdC6oBZyXNgPaX/9PUwJtrlUOmFFzaiESCaspARJBDj9AQcGLuCn8LJkqAwpCt6XDQrF4cBwR80l5xprPzlFgol+BYZmtXX1O/8sNzIpJdTGFGtl/EPQditYSwMkosFCLCvXqOuJKX31w4jEQIXgJIK1FBxrQQqKoNW6J7CZHCUikqWGFTkPDyRIQsABQRqWRbGVhlOtqKWiqlWiSwKr2s1uTn2godTfYajrhMChxTuzwH0dGqYwXVj9X1XZFSP6ASsISlax72fv36TKMpIQBHF5/kWLwD0xLgr0Op7ZPfQwZz7VPI53YBPw9C2smHBIAp7XvrhLOse6KSUcj0es69o9pTktGELYhVczIArsG1L53+uhkDKbkhdyckqpFtpVC1OGzIMDuhBYbZVxVEQoGwDBcmD5gjbngljLFNuYEvZeW19f29C+3bkWxK+qCQvN+IzMhDAdhDq68oLDJYW9moV/MUin9LdWUKwO6/zLP8cxBWoWz0zfQdojJgS2OqnEa2ol0U8VkMgHaWsFshpelRJUBRcXC7atYV03PH70CBeHC6QM1LKhbiuiKJIoLpaIiAy0CgENizqGlulFbusJrRLbqapoLQHtAq0dUYsVfIp7OoYfhhFmH/Khr2Wx8I7Gnmzk2bB46H1ObZg9x34/jecTU6IioThlo+xwGkCwrk+R0nvG414YF697mK15/5kIStn66ecpthAEy3KAa6MCMPdwr986118kU2GbywZmw+O4j2eq5hT5nNGYsZie4i4DQIsxIiZW4brokut6xOiuv5PvHMBOk+HyvxXtROUDeDgcEEPAum4o28YwLwUrFRhzm78Af1BHtogl/1wrYBKkFq/KHoa4/779fN1WqDVvixbOpuCat3VXweJrPP/+OThJj5VGhV0PA1xOwrjCqK2iFJY/KAJCjkh5QQjNuixW2xcm0xGysZ+Zzn/09lu4OhBMbhYqrXVDWyIuDwcclgNSWqCRKnRIwbRiFCkJmun4nE4F21qwbg3rkfKaLAo0j0OoyRNkHDazNzIbDN63ffX0TG2Y8ZXzveffu2xrmZ4XL/r1z6Kei9xFVPSOxKI+DLYVeQM8/H5EVX9IRF4D8K8AfA2A3wHw11X1C8Kr/yEA3wbgMYDvVNVf/pITSe593K4TGg9m7NiLSKSLboBVCEOBfSbP+WiNdOu5JMA/M4TQ5Ra8PaiI4OLiYpdZmkMqALdOGT99WmvQQjBSjXFKxTBnTQ48x7NdnmZvrVGmszakRGNHHgdT3cthwbatuDke8Rqs0M6mNIdCM3+ney7WspTYqIWiRoorpQAKBEt3273vhnbgIRMRUAShsfNAqRXQhhT3GsTnMhkdYHZhsM5ZYXbNG6ilSHZwbdTHraqQmHqbVYggLgmhNWIQUzYR0rDkjBiZWn/86C2EreGwLAhKD6JsJwgyDssB+XCBdMhoKaBKQNUIVAUqixu1NWxlxc3jE25uVrRWsJaNNUsGAIrjGooua/okzIrGG1MoL7f2O2+P7u7p7MXMB8ccrs90B1/rpkBOZ21entN4J55LAfB3VfWXReRlAL8kIj8H4DsB/Lyq/oCIfBzAxwH8fQDfCspbfgTAnwfww/bvU4dCe07fH1BgcEKG9+DdDvn9WjcwTOIJ6Ci6L/h5SnsWigIGmHs6nW6BasAAdf2mObo/u7Aze3cOH9SIWYCypUVyr4vznUl6vPYjYmRDMPdw/MFuqMgpIeKA973vffjCHzzGo0ePUD2tnQIbuU1u9Zz2BNDBx5HWtxPV1llbM/Bxn46f5SGobZyRjZ3cqoV5prCWYrLaH+1sufnh8LV1Y0fdBPqtefIAtbFU4HSq2BpQ1cKImEDWL38uzATbac2m9Y7LQICYuNa1bbg5vomtME1bTU4j5GsUqVi1ACGR+F8pCrWESPB9XVFOj1HWGxyPNzitKxQVGgpiDmBlN6xKW4wCtOexnHvB3FsjfPd9cJ6Sn/ktTzzgrP/UvI98b3rmldWat/lPz2O8EyW6z4Kq/lDVt0TkUwA+BOBjoPwlAPw4gP8MGpePAfgJ5e79BRF5RUQ+aH/nicPrJ3xxmUJNO/xCBCiFsSYfYKvRQeiSCet62hHvhoW3U8OwEeckALe1X/ahwHAza6077MVf2yH8U8jEFAe5JcRXtPN5fHihIT0oO20CdgYWsGJKEAC9vrrG/9NHPUxMNucUx+fPBrQbSqtpgWrPMnTgTwZ/IskIk7wyHRjyAJeXF11NPkemPF3e09m5MwYwc3v8v1WVEqXCYsQ9P0gJlLZKApsC3tqj0UUgj0RA6r+l5VX5HLlRq7V0TyvniEMOaIWsZA0KTQ0bVjzaHqPeNFzFhpAPCEFRxToslg03b7+N7fQWUE9Yt8dY6xFNNxwuM2pLaEWAEIBmgG4DYtiHRHNSYaz1AN/ncNGHr9vMDIfuReNzHHR/X18ydBVLNg5SMsxO7zmJTkS+BsA3APgEgDcmg/H7YNgE0PD87vRrv2ev7YyLTH2Lrq8vzcMwTRM48WpPOCK2wo3kHomA2AU9liFtwMbfrp/LuNhPi20Sgeq1HAZQKjCdFqNCujVFzhHbVuC6uu4Zefgxg5YE+oyq3rT3gh4sWwN1G2uFouEWwCAKukDVum5IkZW3MNLbsixIeUFMLMIL8XaN07TWDGEQ0QIFy9VS2nMIJZW6Ja45IwqGF1arpWaYpHH9c0zEgwSmQF9NgnMYq4FNea0Xq5NjiGzUlmJPoW+loLSKrWwk/CnrhdTWX9GQrRxCYkApPDiYUGQWxxmyfBArtCkOywVyipBsBkwNUA7AVm7QbgqqFmoWxwOiZtxUwXq8wc3bfwSRFRdZUXVDwwqJQF4iQiLfCYRaLNzzA3Cs/cyP8tEqw2XteXDpv9cqRsJCrZ2xCb+3Uo3GMGnqBl5TDNGE2dFZHSJukJ7+XD+r8Y6Ni4i8BOrjfq+qvnmWjVCRd1fTrVPfotdff01DcLeO5LhgXzQmbKYFhN47J6VR88MCPwGriMlwZTFXNewiTlkdJfioipBz51C4sVpXZgBCjNZatu5OXYZl2lPYwMCJZhCP/BTP4ISdkSI2YNcXLBzQ2iuxaQvYw7jUDSqCmBcccsbx0QmKAImRhiUlZk5sXd1QzIaue2+Rei6tVjQB1GQIyPQFoGxpcrGQ+t9UseRsxm8YCoEiakSg+wBY25Ct1g6w+4xGkzuFt8D1k5u6MJXtV5sJVrWG1VL4qub1iwCido8F28q+VSzQA2oMPcULWBN7EeuqGXBxWJBhMgvBsnJp3BM+nRvqzYqKiFYiygaspxWn09uIuQI5IS2CLBdIMSIvF/YANwvtzKBE904medXJ03UDHRARc+yN65wDVK3mq2sP235qYXh8ORErggBsfELGsorzkwIaCHZrUUi7G5buOzIuIpJBw/KTqvrT9vLnPNwRkQ8C+Ly9/hkAH55+/avttT9maI+3fQPCKQHTKewp35nY5h6DA7peDV3rnKkYGMfpVAyQdExnVg2z004VeVlIhAN65oGeTONJElgHNONEOyOkjTd+SuW2Sue+e1eWGeHDtgfk5nAkp4gYG4DC4EqY7oxhuNvel6l7dGdhEd+jUI2osqFsfsIG5Lwg5wNOp4IIwUzGm+kBnh1TmQTUE8lijuWEYBq5OvCD+Xr6vTSNSw/NauNXMWAXMtLiM1ANtZomIzWqMFwSNuzppDUIrDo7sbVMs7ombYhxrkD3quFmBL0TykZmtATFciGICcgHwWJEuhhjVzT0MP18DwGjTm0OWQB6bV4LBHX+lnbSpcC9Z+M4TriVxpGhVKLNaCbwjtAdFssO+mp7ndHzHe8kWyQAfhTAp1T1B6cf/SyA7wDwA/bvz0yvf4+I/BQI5H7xj8Nb7EP6Q0g3OVnFcBnh0ZSaO1fdAswTFOITLic5s2rdELHIywHaUwdPY5xaiUTbgEuEp0hrrUCrSNlqZ7BH6GfcorVGzEBd5sA3llgIZ2lbS2N2+QOM+NznG2l1gF7vM0hmMY5CzCAzxjTWxje+iLNz2XokSGX/oJiQLjnnbas4nvb9omewGoBhtQ7Ooq/pHMYyHTzpCZ/xZQB6RbWQuQqhR7kZ0KoSqOGjE2Y0YWFOemQ2pCGYwpwaXgRl907KijU0LcR3oiCRzoK8BPN+aWTZYoZJcNpG6byhlBbkC6GObtuTCs9DUc9mjlB+XHPHXsyz7oWGbYSOrEvyAtHbRY4AOhYWYmTioFHylAfykyqgy47T97zGO/Fc/gKAvwHg10Tkk/baPwSNyr8Wke8C8H/AhvQA8O/ANPSnwVT033onE3H8ojdzsjHo4OzG53gAMBbcyXWugetZHWDvDfC9FjLprLky8Ieco4UPM0/DCHOBYtokpGn3Fmb3dw6PxNxlgH2Z6DrzpPLQiaHXMFS+aTvGEby5GODA9LIsuL6+RsoZ3m9pPpjmtPh+uBcTrANhQk4MN7Qpjjcban2M4+nU78ecqZgNVUrJUqpk4OY8jL9jKueFmrOR4YHCjG8rBVs1XWDD1KDErcKUpp2zLZ1mQPeWBEqhELggIKdgIS+wpIAceIDkDEgkA1oJ5phHxGJQydZPycoamlaIVKhUIJJk1w8qjGUfeMqez3NOJGzN5CrU99VQEHTpDYL7Iwvk93QckNpxNMZirr1j2SrhvVb7W+EO2ooA7yxb9F/xdJ/qLz7h/Qrgu9/NJARePOgZGFrgICMN17TsAMg5l3+Otj+tGTrnR9c5xanLQK2krLv3gTQh8wA0WJ9jN2ihg7rTdfcNX2tlW00Z+i8ppp6F8euYjYp7Ps4K9r8TQFDTgVxvdXt1fcUGYzEihNY5I3P2YX/9huJytSEhIUYDnHUAsZ6anovs/Pr6PN3ln9jGzLi1juHMJ/csLu2Gl96dadq0xqZeYqldCUCIaIWlEPPf8zEbK2lq6V8/bKic56Y1xzjR8qxOSQ3A15GKjyLIMQKJPBsxTwAIbJUqAg2y88Z8jXzNmdEcxaO7sNQTFK3twj1fj2acI/douM/2NV5zxsmu2D7b7p969s/08pTXhfuKuTzrMVGHzLIrgMiCNHs9WKYEGAS4neFQEKTU2QuaWmtY+KNoWLwhuQtNJ29wVuwmiv0dPoiqztsQaKOmiFf3+sPypBFCsBazArHMQuuxsJ3+ybJJOnggXjXLtHlBixHZwN5t23B19SouLi/7BqU2rWM4Y/jcdusAMSA5IsaEAODmuOHxzRHrae1peeA2kYueGHbz9XtDI8PiOs/U9TWYTl8fpVQKgluDY8dTamP4Qo+tUQphIkf633SvKqUMMbnK1qo9TInYShp6O5CEJSUE4b0sW+33OogAjYZNglciV4ZV9qAGSUYrAEIeWczZW51LQmYOy8xXUSU9IZhqndfS0RNqlkwYyYx53W6RNjETIgd9Yletr4o7yEIDuC/GpSm2rXZgloY29CpiGGGKN3oYFT9V/WTetoLQuBliihAIy/VrtRsZSR8PA4vwTeq1TZRhdD0Wusp+QvhDBAwGMKtiqV4WYzQRI88SwebH/s6t0VNIaTH3lUpso3J2XzTIDcJNFiVjO1U0jXjltddweXlAzoIoVI8jYGubyUI+O3phuSK3j/w/X98gKNsJjx99EaftyOuMydbQqrKF6fOYokUhdLVpOHmtrhAngeFSUMug1YYK9nGq3lSs0YiotehoEyiZPNtRK9t5gOpw88M5c5hSTHBAtmmlkp5da1MyZEJgu5OcIwlwrXa9nWBYjPdBsojMwjOuXZvanUjQnTfne2c+GBzTc3InMBThPIPZ0JAkWGYIvfWvCDV1Y4id82PJdqTA+9HMs6HWr3uo3Eu+D1Xdmy6WFXz+odG9MC68KYOKP9x4A+fCcHmHcLcrt7mrz1MlZfYWdp5Ax0wacRJuCC9g5IYg5X9kRtgcTFCKE93mNLkiZQuLinsbHp5EqFZIc9ASdsM5H5LhrK7ITkhqtI5T3lnDnoUSYdviVhSPHxcsh5fw/ldfQTpEpMwWqTFY87BhzXZendgaN2hfryCCalgTQsVWbyifqQtPP9/ctSIcEqoaH8MyHNEAYsBPVukhBA1ns4MiMAvSWMmsTYmdFXZbJNxBDZsQ1EBnw6IMGB8ZwX3mSISG/7Raxi4EpJyRrJ2JWpo4LxkxKL3AydsSa/EBNJNIMM0bO9zExK9rI/9HpLEzJAb+NIcrw5v2Fr21e3C+B1wHSJUC38UkO2jvaVRCDGbceHg1F3oX4zqFwBIDUXgW3ksy7Md9v5Wy0TjL8ye63AvjAqGk5OxajtYIfEMXYMJw0/k+ClmPWNTFdFw4yXr/YmRPBlbC6upt4wPu0o6jlmauIxqAXAzGC7G5jazM2GgQGjO65c20X6o9TMwc+WksMoyqK9oNz4qp0loqbm6OuLi4xMXFJTGFGIzDE+B5o/kaz1OkwbM7/j7LRqTIFP5pLezHFgbTeMZfvBYqx9Bbvg5BpDQ6KdRihlzADpKuvcLQtQKUfBDvvT0yU/3OiBgZbo9r+Rr1kgIjIwYRHA4ZS4wIkapyUfi3AxQkWCYLgb3Y0A+poU87h9HdW6rVAHkl69rvMfYhix9O7snMQPj8Xk8zz6l2f32+9xIsY9WmavdAa0Jj2Oh1QQBUk77kYbltBdtWaDBDRJnAh+c17odxsYX20/ocK+FrAi/2ehJ3wNXo3FWdVe3m33FMwQG5XcoX2HUF8LKCWfLS5xl33A6GBzQgjUxJBBhRFEPkyq5BmmWJhui4z80zXXP8fjpt1MpdV7z++uu4urrqbWI5/EHcpz7nf0XoRjc1cAp2WtqcLq9ewmmtKI1h3Owl7Me+GG9mKfcUtlIgK0AMpG04rRtqIzkR9pmttp5x83vPe2kPm45qb1/7+TP7vU7GBQr0OJmCBgs6RewexR4Ok03L5nN+iLVG7tN57mKHO5mn4PfHqQ5Pev8Mpvuh5J4p4JXgeuvaelGoDf/e+UvzXubPXIbCaqpUzGuhcUtpQSm3WdvPY9wP42LDDcW5G+xut6dq/cbtC72cyTsRjmxBXWnudDrtWojMLjYf4tOOOObA6mx4nF7uuIakkT5PDhgCfID6JiGjuNYGqKnHxTwBoSMD5tflc/PNVkpBzhmvvvoqXnrpJVxcXJzVUN32zPYbagCGNOZ8uGtRhiUhUxQpEHSe5Si4SYdnUjemqmd5ivnzFEyhq3mcVRWlKWplDVKIESaHdEuqYsYuyJylfZh/NoO7AHCRsxl4VmXzTxe0imHgs4dt6N7K0EB2Me6ySxbsPQ2Kl5G/M2p+ZpB57hB6nuU5z1yy59Awll4gGkLoB8d8sPmXv9f3fFNvcWKlGTK0mQEa1Nq+gtX/Ye76XKOTc94VFJ6HRH4auJFwuQJPx83j/ObNldL7bFK8dSPnzMSulsgyI3CgsjWEwIeTn9Usdh5NrYIkUwdzEW4q/8+fMRtFT/EGo96/8cYbeOWVV6jrMteWdMxjD3juyWukinfCVQsmtegZNgDmKWzb2gtAZ25Jaw3LkhGQe8rc8SGXpnDe0LZV8nOUDNqmgFq5Q2kKrY19mC1D6J/joVivdwrYGRW/Hjf0MXh1tpPm3EOhvgtaBcRZwr4v1Lw2Nr8DtGcKAewM1xz2BGGfJP88//m8d33d5jEbkGFchs7uSB+P0MzXcw4DnTznnxcCs1wuuypwwa3a7zmfGeAO8Nz7YVxU0U9mX7g5GwQArlG7d/VlukHoxuU23iDdYLnB8IcPuH0qzp8xp4hH3GthRiOWIuJ/r9oDGhCj9mPT6z2ipbDJ0G1Yln0V9hzLO/ZyPJ7w6NFj5Jzx2muv4erqqp+GPn/Pasybcz4xe9ZDNhrCAmhjK1VPXzrPpTeJf8I6zPfCDcGMTfj7a20QE/BSUQpGL9HSzmKeEyzdOx5Q/wx/ENUwkdZGA7LZ6NOVlDIPAAAPN0lEQVSwNrS2YUkLFguJQhAj0LmYk6D1MJalAUGkGyEPjeZQez5YfI2ZEbt9GDgu5d7cOQdmJlWOez04PzPWMu/d3qZmMk4zzcIzdcGuTdt4rxf5enfP2+Htsx/3wrgwrpbBMgTMFY8GtjZ4IdgAQv3haWblh3YL/4R3cHThbG6qGAXBsk8A7O9ws8cQIYn6KGKAowgL4OYHuVU1gaoEdKrWSKt6ilrFgb7B0/AaqBg5F/99BTqt3b0a6rs0bKcv4gMf+ABeurpi+rgU1BAoo8B3E3MxELlZlsVT3yEGRKUx1FLQNmZoBAyN4IZBpIPQM7HPr5siSxuirelyWJjVABAiCX7VeebCVDDE1Oognd5P/ghFPjtdvkUDKZW9g4JAomAtlJd04LpVZkAOhwWHZYG2gosouLq6QBB25sw5QsDMXbQ6sKajK6KCxasKQANXMKW8M3Lulc3eLYBdDdds8ADnNXlNkIXPaAhNEJGoKoiAWgjsu3d+DvzyYBjauOzVNTxeGg0C5X4wVMtlzzhZB8cDs1XPe9wL4wJ4yneAWp5FScmLDvfhAjfBXLh4ezP4e2Asz5RIZlBVFANf+X5BzgtlAUplNnUCzlpr2MwdpXcFQCO0Ad7W1cFd19aIgVKJ9KzWbpwuLy9N+pL8Cscltm2DIKKUgRsxLhdcX17iA69/Fa4uLnpHxLYVaIzG3RhGxU/57knIcI+xKXStqBtxFrbOpfxA2VaUbYNi9hZl96C5W96qiXIBuAwJ61p2p72EgK1t3eCLiXGLCEJj5sVT58EM7JItnLL7HixsCSkBrs9bink7glpWIAkuDgsWsO6rolptGr0RL4qMOXU8ggcJPV2m5CM/rHtJ+zqoXRayKBSjZcgcEnWvpxG8DlGxRGan7JMYsjQxouFgao/s5fw8OLFz1mq2VP/0vHQSp+LMQ+IzcDiMsPZ5j/thXOxgOHclZ1fbwTIPneb41UMIf8jnn/lwr6a2zfq8ZLZ4mAxRrRXruiGkQcWPlt2YQycm/ljPktKeig7DNVi3lHbXNQDQ0jdArRvUTpxkADL/O2JdV7z55pt44/VXcX19hUHgYxwNJUjdswh1KMf5uiAwBPKWJtvGiujWBCEYqGoyl9UkD56EAYzrm9ayVjx69Ki76n5vnBgmJn0gYG0VzNgH94jsHsVA4hjXO/SMkodNOVNEu1j4kq0nTykbLpY8+ElhX4XdWmVXA7EsXa223pThSCkZMdDb/rrRoQEiJ8UNBwFjX2PHiXLOPRRa19Xqo4w8GCtELa3fKuEfidRmqRXbtvZwfQZ8ud7awzVqABVsW7W1z/A+VzNdYk6re/Z03n/Pe9wP44KByM9pZmBkjubU67qut06XsUFuF7n5+0opUCPbuWDTTMfP2Y3KkLx0F9hBRH+YQ0hQbbfS537Ke0jl/qhXawMDA2KvJoCeFcOalJkl2bYVp9OK1jZcXl4AaEgpY9u8S0FDKattwgQFUIw0CJtHq7VT/AHFtm7Wy0cAJVlQwphPDAGPjifAShMcnDwX1po3rT9cnsIXERyWBUWqhVGlh13kz1h2SahcX7WhAhALW4s2SOX7S61QAQ6yQLQhBUEMyXRg3OGwEgBhVXOzEJpzok/H8HCzbpX0jBgmk//iXCm/F54N3IpX1keSMwOzV/tUMHZV+oxTgAaWFnTHQoHBJFYE3K6LOzcCXlPlXpWLnQEkkIYAqFEDFK7Ix3BJwj5j+BWbLVLV/uDNbMf5hJgxgPlBntPOM0Ywu/Q9Jagj/bmt+zoVB12XJaKeyDc5B9RmIyIYKW43KDNxCgAp8rrnMPjDSk6L9liYfY8LY2kJ2MoJ27bi6uoSKUeyTq02qrWKUldEWInDthqgN/F3LIeridiGCDoO09qoU/GHTw0f8TXpRZ0GVJ4bavdUZp5QNzBBUHtXA4qMJKeluzxnziwCXFcTr6KxyTYHGu2GnBKWFAFEZn60Igi7Izq3pd8XaD8w3DMZzGp2f4RR8CHm/Rn+I079kUFw40ZySQgaJl8b95Do7Y5DozWFivSODTFaZqsqYsyIMaGsBU2V/c7bKMCdBz04l7mYwnwvJ2jk6DCpYUY/sG7MU+lDE+huHvN7YVzcnZ0fzHlD8/uR4589E3/wgeH9dHByQvEBlgaoZW/CwQ1W6BtqXVcIhjzArDTnmQBiDxXanFvDzz+dTv37UqzCujZz7/n5y7J0FzibXILI6HYwIDhuvEePHuHq+hVcX1+a9wKUyhO1tuFOt9YQQPHpYm67V0zzeFNbD5f9zFgyOzQyTBh1TxcXFwhhkOL8yw20S28CIxz011RJMETgyZ2XBUteoK0hBSsIjJZirwXrWq38AUAgWEvOUIOKlXKA/YZcmyWIEI8xopzH1DS82k92wOgFKSLnhJwyU+OtmrfCQksJ1nXRcDmnNfi94PWzPxbbpI5iyHUdWJq/VxVIeUHK9J4gM8nTq8kVaaqunlPNfi/mGiUVz1YNKoWn/1MyVb/IPZzSUBfYtpUZyrNs3/Ma98K4AHt90Tk1NxuPOf0KDD7CjA/4ODcs5CkEa2AFSIpWLNfswGZ6OYYIFfY5cmPmrr+qGtGOLm8MQ/FtJjs5njBnnOaUrc+5toJa3aUmRpOCt0+h0v4rr7wf19fXyJnN20rZzMDyNFVzw7UoTqeVmiaZanEaKVQVQOC0Gp6TkyuhMRNRinU1FGrm9qyOeSizxIA33RKR7qnMIHzOmTSSMIz0ejziZN5FFJYyrGVDFWaymjbcnI4dyxnGjIYgIGHJCcthAVRxaf9CG3I82FwKmpauycvT3MK2lM0r8VAjgLVPwToExI5vzGB4Sq5SZ94dGhSD4t/1l6eM2nk62feeKrsODCIfu1fOOOG8l50UqBheVOr40GbXFo2ns9eTGQaRnrpf0/Me98a4AOgHt/r/VHuatRTvDjC4B84vEQwezHza+mbvBqANjd4Y0eNqyjwm1EqNj61QkCoZQs8MTJk0XegqW1bQUsAcIVJ4GgJsrZoSnYUy20Y8JHoMz3Swg4oAjVdrisePj7i+fhnX1++zMKrieDzhdDzxI2O0sIu07+1mw1tvvoWLy0vkl1+CREBbRSvABp5+p3UDiWMGCLYGBQvgWAncsG4rTusKQHA4XDD7cTqiNYKHVRoCqPkrrgBHThoWC6XefvQ2gc8SurfEDpEWmql7pdp/x42zNoZCF4cDatkA+9xo3CKS6ippBt4ITUcx67rxoQqBmiy1rbg5roiRuJ17ECyUHO1TvETDM4znhx3gJLzWOyrGNGWJarFEwKiVUmWVd4rm7QrFtVPK0EbJCdRifZfGoelei0QSJNUPVPcejcCYE3E6qD8L3hdrkAVbKyzE/DIeyz/puBfGhRmGYqCUhTpln6ajxkeY3EtrzG0AIUMVFxeKuLy87CdJtdRpMEq5ghwMYzyQQt2GYn8IYiELAAWOx5seiqWUkJYECD2MUgt0g8X52dx8gcSAzSu1YwCsaBHwNCtxpVbZxH1dT1gOub8HGrCkK5RVcTxtiLGhloaybjjkjFgVCRRJquuG+vgGejpBUgLWDbLAGLJqRWsBZW2mGyuAKCQ2IChUXBy7dk5EqYrHxxuwT7ui6IYIQcwRmgI2FGrBGtkiiiCkgLJtBKpLhXo73ItDvw/UT6FRRK2maRuxJLbC8OJOWMpZjdWM4CdPgUWbaLVi1QaRBRIUIQLaNqgWYjwBKMU1UjIUwT6fTee2UgErRwBkkk4A5sfRO2PW1gj7pAD4PnFtFxFLO9Mzq9UzVzDgv8BZs7UVnFZKfEYxRi3I2hVQON6xMYgLQQHEC9luRcDDoZUTYkhIaUGQzMOiNZRiuFICgIqYnv+jLnfhLt2ahMj/BfAIwB/c9Vy+jPE6Xuz5Ay/+Nbzo8wee7TX8aVX9U8/ob98a98K4AICI/KKqfuNdz+NPOl70+QMv/jW86PMH3hvX4ONuqHsP42E8jPf8eDAuD+NhPIxnMu6TcfmRu57Alzle9PkDL/41vOjzB94b1wDgHmEuD+NhPIz31rhPnsvDeBgP4z00HozLw3gYD+OZjDs3LiLyV0TkN0Xk0yLy8buezzsdIvI7IvJrIvJJEflFe+01Efk5Eflt+/fVu57nPETkx0Tk8yLy69NrT5yzcPxTuy+/KiIfvbuZ97k+af7fLyKfsfvwSRH5tuln/8Dm/5si8pfvZtZjiMiHReQ/icj/EJHfEJG/Y6+/MPfgXY1Zfet5f4EybP8TwNcBWAD8CoCvv8s5vYu5/w6A189e+8cAPm7ffxzAP7rreZ7N71sAfBTAr3+pOYP9vv89SFX9JgCfuKfz/34Af+8J7/16208HAF9r+yze8fw/COCj9v3LAH7L5vnC3IN383XXnsufA/BpVf1fqroC+CkAH7vjOX0542MAfty+/3EAf/UO53JrqOp/AfCHZy8/bc4fA/ATyvELAF4RkQ8+n5k+eTxl/k8bHwPwU6p6UtX/DeDT4H67s6Gqn1XVX7bv3wLwKQAfwgt0D97NuGvj8iEAvzv99+/Zay/CUAD/QUR+SUT+tr32hqp+1r7/fQBv3M3U3tV42pxfpHvzPRY2/NgUit7r+YvI1wD4BgCfwHvjHtwad21cXuTxzar6UQDfCuC7ReRb5h8q/doXKs//Is4ZwA8D+DMA/iyAzwL4J3c7nS89ROQlAP8GwPeq6pvzz17Qe/DEcdfG5TMAPjz991fba/d+qOpn7N/PA/i3oMv9OXdb7d/P390M3/F42pxfiHujqp9T1arUTPjnGKHPvZy/iGTQsPykqv60vfxC34Onjbs2Lv8dwEdE5GtFZAHw7QB+9o7n9CWHiFyLyMv+PYC/BODXwbl/h73tOwD8zN3M8F2Np835ZwH8TctYfBOAL06u+70ZZxjEXwPvA8D5f7uIHETkawF8BMB/e97zm4dQP+RHAXxKVX9w+tELfQ+eOu4aUQYR8d8C0fzvu+v5vMM5fx2YifgVAL/h8wbwVQB+HsBvA/iPAF6767mezftfgqHDBsbv3/W0OYMZin9m9+XXAHzjPZ3/v7D5/Sr4MH5wev/32fx/E8C33oP5fzMY8vwqgE/a17e9SPfg3Xw90P8fxsN4GM9k3HVY9DAexsN4j44H4/IwHsbDeCbjwbg8jIfxMJ7JeDAuD+NhPIxnMh6My8N4GA/jmYwH4/IwHsbDeCbjwbg8jIfxMJ7J+P+Yv0uwXj4KxQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } }, { "output_type": "stream", "text": [ "[Predicted Confidence] cat: 1.0 | dog: 0.0\n", "[Train #16] Loss: 0.1910 Acc: 99.4000% Time: 87.2047s\n", "[Validation #16] Loss: 15.2603 Acc: 90.5000% Time: 88.1804s\n", "[Train #17] Loss: 0.4470 Acc: 99.3000% Time: 92.3399s\n", "[Validation #17] Loss: 16.3886 Acc: 90.0000% Time: 93.3302s\n", "[Train #18] Loss: 0.0819 Acc: 99.7000% Time: 97.5642s\n", "[Validation #18] Loss: 15.9273 Acc: 90.0000% Time: 98.5772s\n", "[Train #19] Loss: 0.0000 Acc: 100.0000% Time: 102.8198s\n", "[Validation #19] Loss: 15.3954 Acc: 89.5000% Time: 103.8103s\n", "[Train #20] Loss: 0.0104 Acc: 99.8000% Time: 107.9994s\n", "[Validation #20] Loss: 14.6388 Acc: 90.5000% Time: 109.0026s\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } }, { "output_type": "stream", "text": [ "[Predicted Confidence] cat: 1.0 | dog: 0.0\n", "[Train #21] Loss: 0.0000 Acc: 100.0000% Time: 113.3961s\n", "[Validation #21] Loss: 15.0667 Acc: 90.5000% Time: 114.4203s\n", "[Train #22] Loss: 0.0000 Acc: 100.0000% Time: 118.6156s\n", "[Validation #22] Loss: 15.0673 Acc: 90.5000% Time: 119.6175s\n", "[Train #23] Loss: 0.0000 Acc: 100.0000% Time: 123.7625s\n", "[Validation #23] Loss: 15.0673 Acc: 90.5000% Time: 124.7517s\n", "[Train #24] Loss: 0.1258 Acc: 99.8000% Time: 128.9480s\n", "[Validation #24] Loss: 13.2332 Acc: 92.0000% Time: 129.9766s\n", "[Train #25] Loss: 0.0000 Acc: 100.0000% Time: 134.1758s\n", "[Validation #25] Loss: 13.4108 Acc: 92.0000% Time: 135.2347s\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } }, { "output_type": "stream", "text": [ "[Predicted Confidence] cat: 1.0 | dog: 0.0\n", "[Train #26] Loss: 0.0000 Acc: 100.0000% Time: 139.6023s\n", "[Validation #26] Loss: 13.4100 Acc: 92.0000% Time: 140.6199s\n", "[Train #27] Loss: 0.0000 Acc: 100.0000% Time: 144.9127s\n", "[Validation #27] Loss: 13.4100 Acc: 92.0000% Time: 145.9067s\n", "[Train #28] Loss: 0.0000 Acc: 100.0000% Time: 150.0540s\n", "[Validation #28] Loss: 13.4093 Acc: 92.0000% Time: 151.0489s\n", "[Train #29] Loss: 0.0000 Acc: 100.0000% Time: 155.2209s\n", "[Validation #29] Loss: 13.4084 Acc: 92.0000% Time: 156.2118s\n", "[Train #30] Loss: 0.0000 Acc: 100.0000% Time: 160.4307s\n", "[Validation #30] Loss: 13.4079 Acc: 92.0000% Time: 161.4256s\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAARcAAAEICAYAAAB1U7CaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOy9ebAvSVbf9zmZWVW/3+8u771eZpgNMAyYxQ4DDrEEyMYGBZgAYYXDtjCLLBkDDmSbMAjBYMvYIIQkBMIhmV3IBiyE2WywsIGAABkLsQnJ0gzhYYZhlu7pfstdfmtVZebxHyerfnXvu69f93S/6Qbu6bj96ldrVi7fPOd7Tp4SVeVaruVaruWlFvdyF+BaruVa/nDKNbhcy7VcyyORa3C5lmu5lkci1+ByLddyLY9ErsHlWq7lWh6JXIPLtVzLtTwSuQaXP4AiIh8lIr8hIvJ+et47ROTTy/abROR73w/P/FQReff7cN3Xi8gPPooyXQuIyKtF5C0i0jzs3BcELiKymvxlEdlOfn/++17kF1SGh3Y6Efm7IvKNL/I5HywiKiLhxdznEck3AN+iL0OQkqp+k6p+8cPOeyna4FpefplOLACq+gzwi8CXPOzaFwQuqno4/AHvBD5nsu+HnmdhX4mD9Q+MiMhrgH8L+Mn38frr+r+WFys/BHzpw056ScwiEfl4EflHInIqIk+LyN8SkXpyXEXky0XkrcBby76vLuc+JSJfXM55YznWiMi3iMg7ReQZEflOEZmLyAHwM8BrJxrTax9StkED+TPlfndE5Osulf03ROS8POtby6FfLv+elud8koh8qIj8gojcLff5IRG5ObnXO0Tkq0Tkn4nImYj8fRGZTY5/roj8dnnW20TkM8v+GyLyfaU+3iMi3ygi/gGv9CeA31LV3aXnfq2IvFlETkTk+4fnDpqeiPxFEXkv8P0i4kTka0oZ7orIj4jIY5P7faGI/H459nXTh182O0TkU0Tk/ylt/y4R+Y9F5EuAzwe+utTdT5VzXysiPyYit0Xk90Tkv5jcZ160nRMReTPwxx7Srh8tIj8nIvdKu73pAef9ryLy3tIevywiHz059lmlzpal3r+q7H9CRH66vNM9EfmHInLlWCl968tE5K3l/L8tYubq8+wvf6H0l3XpA68WkZ8pZfp5Ebk1Of8TJ3X9T0XkU5+rji6V8w0i8uOl7u+KyN96WBlF5AeADwR+qrTjV5fb/WPgQ0Tkg57zoar6Pv0B7wA+vWz/68AnAgH4YOAtwFdMzlXg54DHgDnwmcB7gY8GFsAPlnPeWM7/NuB/L+cfAT8F/JVy7FOBdz+kbH8X+May/cHl3t9Tnv2vAS3wkeX4PwK+sGwfAp946bowue8bscHdAE9iAPQ3L9XJrwGvLWV/C/Bl5djHA2flege8DviIcuwngO8CDoBXlXt86QPe7a8Df/uKtvjnwBvKc39l8v6fCkTgr5Zyz4H/EvhV4PVl33cBf6+c/1HACvg3yrFvLdcPbf31wA+W7Q8ClsDnARXwOPAxl9ug/HbAbwJ/CaiBDwHeDnxGOf7NwD8s5X9DeZ8r27n0iaeBrwRm5fcnXC5f+f3nyvEG+JvAb0+OPQ388bJ9C/i4sv1XgO8s71QBfxyQB5RFgZ8GbmID8TbwmS+gv/wq8OrSH54Ffgv42PJevwD8t+Xc1wF3gc8qdfknyu8ny/GvAX76AWX0wD/FxtVBufenvIAyfvoV9/xnwJ98znH4UoDLFce+AviJSw3wb09+/x0KWExeUMu/AqyBD50c/yTg914kuLx+cvzXgD9dtn8Z+O+AJy7dY7guPMdz/l3gn1yqky+Y/P5rwHeW7e8Cvu2Ke7waA7v5ZN/nAb/4gGd+D/DNV7TFl01+fxbwtkl9dcBscvwtwKdNfr8G6LHJ4S8BPzw5dlCuvwpcvnbazg9qg/L7E4B3Xjrna4HvL9tvpwzK8vtLHtTOpX7+yQOOjeW74tjN0qY3yu93Yur98aXz/nvgf6NMdg/pa0oZqOX3jwBf8wL6y+dPfv8Y8B2T3/858JNl+y8CP3Dpfv8X8GeeRxk/CQO9B/blh5TxKnD5FeCLnuteL5VZ9OFFjXyviJwD3wQ8cem0d022X3vp93T7SUyb+c2i/p0C/2fZ/2LkvZPtDaalAPwnwIcDvyMivy4in/2gGxSV9YeLCn2OaVyX3/NBz3kD8LYrbvtB2Oz49OR9vwvTYK6SE2wmvizTOvx9rI4Hua0TM6o88ycmz3sLkDCgu9A2qrrGZsir5EHvdJV8EGbOnk6e+6byTC4/t7zDg+R5PVdEvIh8czH/zrGBAvs2+/cwIP59EfklEfmksv+vA78L/KyIvF1EvuYhj7qyzZ9nf3lmsr294vfQfz4I+Pcv1d+nYBPDw+QNwO+rarx84HmW8So5Ak6f64SXyhX9HcDvAB+mqsdYp7nsJp16Np7GVPJB3jDZvoNV6ker6s3yd0ONRL58nxctqvpWVf08bDD/VeBHxbidq57zTWX/v1re8wu4/z0fJO8CPvQB+1tMcxre91hVP/qKc8HU0Q+/Yv+0Dj8QeGry+/K7vAv4dybPu6mqM1V9D9Y2471EZIGZOy/knR70zN+79MwjVf2scvzCc8s7PEjehZlVD5P/CPhc4NOBG5g2CqXNVPXXVfVzsbb/SUzrQFWXqvqVqvohwJ8E/isR+bTn8bzL8mL6y2V5F6a5TOvvQFW/+Xle+4FyNZn/sDLeNw7Kfd6ImVoPlJcKXI6Ac2AlIh8B/GcPOf9HgD8rIh9ZOu9/MxxQ1Yyp/t8mIq8CEJHXichnlFOeAR4XkRsvRcFF5AtE5Mny3AGJM6ZGZi524iOMjzgTkdcBf+EFPOr7sHf+NDFC9XUi8hGq+jTws8DfEJHjcuxDReTffMB9fg74OJkQxUW+XEReL0bMfh3w95+jLN8J/OWBkBORJ0Xkc8uxHwU+W4yorTET4UH95IeATxeR/0BEgog8LiIfU449w8W6+zVgKUYsz4tW8a+IyEDc/gjwtSJyS0Rej5kED5KfBl4jIl8hRv4ficgnXHHeEQbcdzFt+JuGAyJSi8jni8gNVe2x/pvLsc8WkTeKiGA8WRqOvUB5Mf3lsvwg8Dki8hml7mZiZP3rH3ql1f3TwDeLyEG59pOfZxkvtyMYf/gOVX0u7fIlA5evwmaJJQYMz9WxUdWfAf4HzF/+uxipBdYRwOzL3wV+tahqPw/8y+Xa3wH+HvD2oh4+p7foechnAv9CRFbAt2NczFZVN8BfBn6lPOcTMW7m47AO938AP/58H6Kqvwb8WYxUOwN+CVN1Ab4IIznfjJk9P8oD1F21OINfwGbkqfwvGEi9HTMZnivG5NsxwvxnRWSJ1f8nlPv/C+DLy/2eLuW5Mq5IVd+JmRVfCdwDfhsjzMHA9KNK3f2kqibgs4GPAX4P01C/F9MowOr298uxnwV+4EGFV9UlRkJ+DmaSvBVzz1+W/7nc8z1Y3f7qpeNfCLyj9LEvwzxcAB+G9bkVRvj/j6r6iw8qz3PI+9xfLouqvgtr8zdhE9+7MCBwMAY3/swDrk1YXb0R45neDfyHz7OMfwX4r0s7flXZ9/nYBPWcIoWceVlFRD4S8w40V9mF13JRROSjgP8J+HhVVRF5B/DFqvrzL2/JruUPuxRr4peAj73E490nL1v4v4j8qaLS3sK4jp+6BpbnJ6r6ZlX9Y/pKmBmu5Y+UqOqzqvqRDwMWeHnXFn0p5td/G2bTPoynuZZruZY/QPLIzCKx6NNvxwJ4vvd5strXci3X8odEHgm4iIWu/38Y6fZu4NeBz1PVN7/kD7uWa7mWV6Q8qkVsHw/8rqq+HUBEfhhjuq8El8OjY33iSYsZU2WIQrhwjpKRnEhdR+o7VFM5QxCV8fTLSQhUFQSkuO7VLkHKtgAi7sJ1w6YMO7XsGw5ouVYunidy4RRAbd+0TFdGECig5f9CViErpCx0faLve1JKiIAXexMBfNkQ3d9MnOCdw3nBicM5K58rBRkff1+2hlJiLe87vLqyr7/x/TI6lhcyDlUhZUfKQkpKr4mYtFzvQQRVRSQj+9ph3zIX62Isg9rzpLyHtUVGc49owns7J+twjUNVyVlJOZM12+0UclZUh9q70NCl7aS8t45/9vNyOe29lBLhfrkmZf9mbrh36UOyv0W5fnrdfr+9tZ0wlGZ6bFpdwz6ZdEAZnisgoogI2126o6ovNhj1ecujApfXcTHa8t0UV+cgYovbvgTg1uNP8DVf/9fGzmcnwH7QKX1ekZYn3HvbWzl/77vR1JKc4N2MkCskARJtUDmjksYwZOessp27gBI5JxChrmq894iAcw4nCeccwXmcCJqV2HXkFKmqiirUqAjiyoDRTOWFKgS8l9LZIzqUxwvOgXMyDnZ7L+v8qhG0t3u5iuTmtNrQ6YyzVc+90zXvffop7jx7G1JPEzzzyjMLAVEl9R1BI06Ew4MZx0eHHCwa5vOa+bymqSvqOuC9vY9zgvPOataQiZwTmjIadSxf3/eIOKoqEELAOQ9kct6SJRElkQSS1ESdsetntF3Feqfc6yLPnKy4c9azTTVRarqcUI34kEuvr6xtUAOcnOyPPA5GNKJ0NA00VUVAcHGHSycETgiygV5JGQQPztN1ie2u4/x8xXK9oe+VmARVj2oA9Yh4nHfgM84rTsBnQciIS3ineGcTlyZHjkNvzPR9Z6CFwayIIs4h4vAe5lXFrK6YVRWND0hOuJQRVXKKpJjYZjEAVCUrKM4mFgpQZkXzAOKCSjmukHImqZKykhLEVEBUICYlq5Ip/cxBdjYGtrv0nHEpL7W8bMvvVfW7ge8G+MAP/hBNKaKaC9IKVj3DNJrRtGNzfo/V2Smpj+ScyQLZdaiCV4dItpk05+EZeO9HkJGLzx/P67Kd55yjqiqSV1zOJAVRNXCJsQCJ7DWFpGhKZVb1kFLp5BTgSBAV7x3euzKoDWRMDRCLzso2uwYniCQan6jpUec4Co4njm7yhidmnJ48xtNPPc35+Rkp9vQo3gdigrjpCd6x2XaEqqOqa0IE3yqqmaxKVYMPDo8YGKNWdjJatAznIcaeGCMigvcOEUVJ1ulRG6QoThQh4qUl0FH5LQfzwHHleTw2vKqquT133Fkrp23P6S6xTYJIY5WUEzklnFDKAYhHVYgp2rSuijglqWlHMSshK6LQxZ4+b5n7+V4RUyWlRIzWR+q6om4qutyQkqLJ2g0geMU7cA7QDGIgI4OGl7B6iYkclYgSXTYt2ineQ0UmBKGpHXUdqF1g4YP1Ae3JcTsOfBFFnUKAytWo+AFWydlARdWg1mnGp4jmQXV0IAYuOQspZfqcSFnJGHBmNc0xRjWQyeYp6aSod3Qv+Th+LnlU4PIeLoZyv77se6CkFNl3doEJuKhGctyyOrvHdn2O73tyjvQCmUwgU+GL1qMXNJaqqkZNxjk3gkpKaa/V1DWacwGiTKfRZuxQOknOOBVCqFBxxKJym0klVGVW6WOemCs240wRrUxIeD+YHUJfOgsqaIBKBJ8jwQm187imIXlPd9DwxI3HeOJmxd27p9w9OeHkdElKOxKJDLRtj/pAE5VdhEo9kj0pOpJAFKgUAoIXcOLwxe5RVXJKpJyg1EsIniHTQM6DSSNAZaZoxupczURxugGExnkO/CEHC89RcNyaC3d2nmc3npOd0FLT9pGYOiQnVAR1xWwrmmLOBrqCAUBWJeZMUJvF+5TJMdMEa18tgJHUZnyA2ayhRojJkbqKlDuUiPOKF6US8E7wYvqBuqLFxUzfJ1JMZTIRM3ECiM8EB3Xw1JVnMQ/MglDXnio4/JiZQQEH4sho6Q9q2q4IKfqieWQz1zIGLIN5j40DLZMbkhHc2Ic0C/PsbPIrJnTKoOqJSUjJgGgwc7Nmnrn3AkbwSyCPClx+HfgwEfmXMFD501gE75WiqqQUywxiFezcACyZrJHYrVmd3WG3WhK6RNRMLwLeow5y7hEU56TYm9YwMUYzdZwbZ7UUE1A0pJzIzoAmuwQCyYkNmpTRrGjKeOchKbm3a6Nmgg/UdU1GSHmYDb0xEpoQHA7TdDRbp5CR0zBbOqvN1IgSs4ITSA6RgIgniOBDT1MJfQrU1SHzmePgIDCfOc7OlixXPRsvbLtE6npoO2h7ku9pkjCrHY3zpAh9zlQZmsqVwTBwA5mcI3nQYJwjJ9NcFFcwssyg6g1kBntfBCFiUfQZSBA3eHUc1TWhrpgtPIuDmsON53Qr3Ft1rFIPKN4FEME5jziHBZQqedBk1VR/kQR4yIog5AKC3nvTFBOklMbJI6ZEVqHvezQqgYx6xUnGY5qiExuomaLx9IkUMzkVU0kASfjgqGth0Thms4aDxZzZLOBFCU6LuatklOwNuPGlH7rC+7nSnzNUfdFWkrM6z6DJQBzNZFGSs9p0uQAN1nd8troP6nE5jW3WJ1BNpU9BRnCq1DnzqLzCzyWPBFxUNYrIn8eWhHvg75Sw8gddQc4RRRA1gMh5IMuMk9guT1me3iF1LfSmCkZ7GOIgJ1MwjTsx3iVPKnUAGJf3nIc4U+9j1yMiRO1x4lBvpGhKNqgkK5SZJUkip2xaU0UZDBnvHN4BGhEn43DMZWZhoBmkzPYykI+BLB51QhZslkXQFHC5gix4bZHCBTW1IkeByi9oQmJRK46O821ilRPLzYrTdsfts3PqqmY+m3N0eMjN4yOO5g3zWU1TeWI00KHyBFdMPAXUG7OobvxTNS5AiibpESNp8daRSahkskRw9rLqEin1pi2oI+TAjBkLCbQ45hppyQbKkgkh4EMgq6CasQX7DiUTM5AyToSIGPcFhKqhrn0h9AuBW8Alayb2PV3MaBaqgfmWZFqA2ODrekjRgCppxqgUhwtGhleVMJsJi4PAYl7R1J4QvJm2YoQ9TsrgN2CQUIh1b4SulsnEThbwIGHQSgxURAXJZoblnElkOnEFbNib4xnI1n8d9julbKZUSiQdtCQpupNQ5b1G9P6UR8a5qOo/AP7B875ArHObrVpU3BxBlBw7zu7dYXV+hrQRdhkfanpRYq90IgQcvpCVYGSrK54DVcWJIzjjGwZ+RZ3NVoBxLTnhfUDUo6Ik7XEIwTnEGXGnORN7Gxh9jOScaJqaKgRyMrvcyGArz/BuUky+UjvFpAIEelWSE1xT4ZxHk5gd3Ql9VuqQqEXJZLyDuhKYeXJfsTpXcmxZdpF1jKQ+kuKu1IXHO0/lKxZNxY3FjBuHBxwuGg7nFUeLhhuHDccHc+ogKI5cPG+qDs2OhGl8uZgbAy+CM26gzwGVgHrIhtw4l8lhQ09mu11xenLC7ZMld88Sp7vAclexSQ29O6CeLWjmCwNXhCxCymnsAwKFkC/mQNFmB81ms93S9dnMN3GjZ8VMCnsXV0xNY8ISKUViVmIWI3pzAHGIwSahcjR1xcGB/c0X0DRQuYzPpm1Zizqrh8GsM0qZ2lt5DR7tLWTC+akqyZde4Ep1qsMNZlEhedOQO0UvgU9ScjLtJnpBQiLviZsCogX4xJOzL9zN+1deIflUy8BVQdV0QZWEoGTtaNs1p+89Z3OWaTfR1PViwuAKsehKhRb3n3NuMErsNBGCOGqV0oECPnhyyuCtcyhK37W47MyN6z2V82RvnhQbdJkYe3AZjZFIRHKEusZ7N/oWtW7AB0QcjsGtmtGcRodVnxO96wqJCc4IGFOnEXo1PiLuPLkSgiiaO/q+4+x8zbufvsvvvfM2T91ecm/p2PX7OnQ2NZuJoZF7my3PLFc0d+7RBMdB4zme1zxx85DXvuoxbh4f0oSAG92npZ5cGN9Lk+J8oE1K1/VEVVpN9JpJXpDKE5oaJ4HMjPWu4/Rex7PvXfLs7XucLnesWkebA1lrnNS0oWI3W1AvDqgWh/jZ3OpDFO8VnzKSHaKCEwXXkdOabXeC9qeQNyxcQ9PUeC/mAcQ8M04dLjtShq2mkTDNOYwchysQ4BUagVnjWRwFjo4D8wNPqEzTVMkgieR7hAAEVH2ZqKTYLqZN1AqD238wz/diXkk/2SXjTFPMZiCIEsoP46D2/U+K58njcLnwKzmjWhFjLu7/vXtdByL5/SyvCHCRonGk4sHQYs/bgFS2mx33ziJnu4q2hRjVVHeBEBziTV+0NnLmQsQq1ovgnQ0Y76BxPZIzLnVUlS82fUaSEJwi6vC9uW1DCOA9hWah0qoQwYUczpkYYWDhqxAMkKoK573Zy2CzYlGdB8Ix50yfEsk7fHBoEqImQjAQFDXuoet6XI5oD2jHZnXO2fmSp957l7e981nunGxY7TK7XJOHeXKY5XXIEmADTZK5P9uuY7PNnJwvefbkhKfvnfDkYze5cXjALARCcVmTM7Nmxnw2p66CEYO5Z9Mq56slZ+s1y92Gbd/Si1LNGw6Oj5kfLpjNG5xmtikg9RHzQ2WX17TaEruMpg7VntgLMS3Z7gJuVROaOVJViA/UvkKkwvmAuKJdVEruW/rdjhx768CNzfgppTEeSDXTdR19r2R1xCG+pcQ0ee9GTcJ5z6yC43ni4MDTLBx1o3hvJq6Obm4x8wZn3kE8TopWW445ESQP8TIyxuZcNkuktAtQQjDkQpzK6NwQMes0Ddc5JAihqL2aGclvVej7ZGCkRowPHrc/VGbRCxeLARm8PTlnnIO+V/rk8Yevoasz625LUiXGbF6NpMhAiSfTOKS4OUUyzilewIvZ9o5E5cG7jO8STcBARTLBKQEh9EIVKiqtcdmjgA8VfQ9tu8P7QC2V2dgkfDTi0PmAdx7nbSAM7mYtg70oLyWYy+x7LZ1Xk82k4g1oklMkZ/rUk3XDdrtiuTrjzt27PHv3lDuna05XiTYFYq4xipIyANw+lmbwPiiYsS9kHL0kIsqujZzdOefp5ZZFXXFYBSpfWadOicXMwKWqKnJKrDdb7q23rNZrdl1Ll81XlUSQ4KhmM2ZNw81bN/mAVz3J8cERx48f4Jsj6vmaUJ9yenbOetsZgT14BnNC246+WzFEI/bi8aHG+xofGpwPVF6Q3CIpE1xD5aviSTJSVVH6lOliT8wRxbi2WmaoDEM6F+JTccHhQ0CqSO97thqJndBmR1V5mzCcY6BMRPzeVV24Gzf8eY8rXMgQUjH07cuDWws7mwd3u2gx6Qdxe9MGRi5xDKsY2tdlJCtezczy3pOzlj+Kg+Sy9vT+kVcEuJi5aACxHxQWINR1yt17G052gTh7AucSGpXKwhfJxHHGIAVDdjI59/anPVETmmMhGCukz0jOVC5RuUxw2QAIJThoUkddZZpGCCGXeAnFO0fX9TSNQ2Mc+HuSWLBEqGt8CWDyYoNci1dDyxhSNTXXVNdiZ6fBroacMhHzaCXtWa/POFvf5c69u9w5OeHe+ZLlLtIlT09D0grE4zwMpNXAO9gMVu6NoJJxOsRWWBAdrkIUVjvldNsyl5YqeKvFnKn8Ds330OKB6WOkdUbwOucsEECLK7dXNt2OM2k5Odtyvtzxute8hicff4zZUY2rFqgPhCoQztastlrUeKsYyYOXzbRQlUjsNvQyEBMBL47goR5cOd7RS0eImaoK4+ydshDq2kwYrdBckwZtUTMpJ/NGZaGNEd86VlKbJ8ln6iYzazLzeWI+C9S1UOHxPpjJzOCVzAYsJeDSITifxr69B5kpcOyjhV3pG654ky7LEIs1hFOIyN5RIdkmTKeFZ7JYKtSNniWLi9E/uuDCWAFpRGoRR0qwWfXcu7PidN3SSYXWNa7as+jBpTEGwEkNmA4patGegoWIC5kYM33vzC5PBj6btMNrAu3RFHEkXFziWqXeRhYziwlpYqRygkPBK45s5pfYbBmT0vUJHzKhAl+CoQa7243eCm9xKRmclxLDkQAhp4RmQVym7TasVqc8e+c2t5dLzlYrzrctuyR02pCpUaqisQgpdmWQ7gMJLcKzPF8crqjqOsKiebvEudGzkCQRlDL7loA7dSV4VkkEOoq3C/PSDJ49ChkJShs7nn3mHtttYr2NPPnk49w4usVjzZyjGzc4Pt9wcrLj/GzFZrMl9tEI4+wYzAVxEXFlYhBrzwTE6MjOEYsJ7MSC2pqmuIOzoFLhvEC2fqQay6yfSgSrs79sBKloheOo8E0Rv9tRVx3NNjKfbVkshINZw0FT0cwqvNdijpvG4YvGOJjne4i3yfICtgzeo+Gc4gaahnnKJW1nAIcpROigsZcrxucNbYPhr/g/wmaRaYZD8Fsus24mRWG3jbSthUGPAXZK8QaJhV1gzHrEgt+cSOEsCsEpRtZmMuIDVQk5RxM5R0IJz7dZU8i7DbvNirPlCeE8MvdK43sWAeaVoNpBEOqqqMziQBKu7c00CpXFqIRi1xc3p+hA5rpCQINIjxdn3oGY6WNiu1ly996znJ3d5e75kjutZxczPTW9OGLx5GiGHJPF6tDbwCmAsledS51JRNwQBCcMvgwp/IEgJFF6SYSArU9CzHx0pjmoM8I0aTLXujnNywRazAEYiUclsTxfoXIHQsPi+Ba3XnWLJgj9dsPdZ+9w+/YdTu7B+fmKtrWYDQuLFwQHGkqsUyZLLksuMm2y7514EVx2hWMxzori5hccKZlN6qQ3M8ODy4JFSPjRo2QhAaZFSCF9iYLuPLE37ia1iix6WxYyczgsStd5cxjs63WalmggDy+KXAIba6f7EWBow1HzkCkATTOmFA4GYVgLZRVRXOPcX4ZHLa8QcFG6LuK9xUugkCLEXthuO7o2llldEfE4qy2GqFKV4jmSzAV35KCSDg3vMqIR8eZyjDlbAF7w4B0iNT5UhPlN3EFHOHyCbn1Gu1ux25yyyVuOGsfhLBG9Mmsq6sr+xnD51hNCVQLCCrGXbZlATtECs7wvBGVGcwdEYh/Z7VpOz844PTvh3tkJ6+2G1S6y5oAue3qELpv7XHOCpEhKoJnsimkydFCdzHZqIevO59JZXXGNZsgONFvQl1PweZxlVZyZcBSzU1wxrQa1OyO2GIYSulNmfjUAUoemzHq14d69JU++qucDXn3MzRsHBDqODytu3Ki4c6fhmdt3OD1dsmt7+j7RJzNZUON6DJhtZlZs2YQWrclna8+uz8a9yJS/s0DArL11gWJimS5Z4eWHnCsAACAASURBVPB4PCoRlY2ZZ+rMQyUBpSLGiu06kduIdi2qynGuzJvkB0DN45i+3wi6tLhxUGZK/xy1iiniaOHg9usaRp5mvI24st6r3LS4snV8yKBMxqvw7ZHLKwJcUs6s1ltCNQwAiD20O+F8uWKz68lqaytswVYcbdAhFHpoUS3BVGBreAQHvrDxmGngKAOvBGZ5HKSyBCEJQTI4oTq8gZsdkrot/eqQ9vQZcr+mz5F5lZnnzEEuRFyxn3vn6EOFc4K6RBUcZbUZmhJ9zlCbN0nIkCKxb9lsVpyen3P35IzT9ZbztmfVezbRs1OhT4k+JeMoRoOLAhIydigjbq335kEbLACR82CmlSHqBNE8Bq0Z5y1oduTCI2lZoe3KwMwSUIpbFCExBCrmogcVrVDsqOaExkRqO4hKHWoW80NmNRzNG44Ob3F8fMKtx57k7Pyc5WrNdteya3d0ux3b9Yb1egudkNWhyRXzIRc6XUEshsU6k60VcoOLRjIpgYhpjc5ZDJRH8GUaUs0WV1y0XfLAp5jJiDqSZtpUwTZaHFtKaHbIgRBmiviMOounksxIqutQjMudXnSileT7zRaZRqmXXXt+eBKQeVG7GYyjsT4KWF6hFD1yeUWAS9f1vPOp24TK+IoQjD/ZbZU7ZyvaqMYtiBROoQwvsY6SopJiMk+NE4KvbMWrUhaNWSdxCOTMsOy+DvbFWafOiM8EkBGfCwHqyb5CZoF5VdM0DXF9j9XqlHa3pI3Z1HfnmAWz3xWHuJYkUPuE+hqP2tobyTbgktn8SiLu1pydnXB6dsbZcsWy7ThrM8tOWSehjQZ6OWdinKjbY0ezHjZwO8pgXrI3+8FU5YEWQUuQl02fKrY62gaEK+aIAWZWO9eCdgdNaAAvu6+1hiMPrtTC7bjCyZQ4d/u3mDtVNaOuZ8yaQxaHN3nVB7yOGDtWqxXL1ZLz83Pu3b3NM08/Tbvb0WlGkhv5BFslbCCWh8T8ZRCnwTU7Qm4uK9IN/JwYLFmdlYBGFSSHMUwATWSnZFeitJ2zYMHsiZuePvV0KdJ2jqPjiuYgTLw9nmmSx6u0hiENghG0ey/Q1VLe48KNLplL0+3peUKJ5Xn/yysDXPrEO5+6R9IWkURVBapqRkqO1aYjipGWtkrXj3zCND5ARBBvqQSqkkIBjLuhoHtOmRQjUu41LGQclwgEAzARi4CMOYKvwAXEezOBFofs5sf0p+/mbHNuywHoOWwsViJLgq4jCvQho84RVHF9TxDFSyZrj8bMdrfl7PycO3fvcbpcsW4j66isOmWdHG129BkLJGMY/BdjKMb4CHRc8jAsypzKtGPu+a2LnXaok/099+cDJZq5pGkYo0f1ilnRTC/NJSSeRN93bLcb1us1N2/dxPuapvHMFgfMD21dWNbIbrtlvTrn9u1nid2O03v3RtAbTA69/CydmA5QolEnmgFCzn5Sd9m0xpJaw/A5oFKbBjMEraVc4pMG8zpAifJuY6aNkV0LXUrcyA3zRc2s9iPnY6UbCNup6IU6vvzvIINX6PL+y+04/W1xNS+DmnKFvCLAJSusO9i15i72PhJCRNWbSlfcfDDlEaxivffUdQ0i+GAL34aoSfNAlehSBqCxgDYAyhKBXNakUAZvZpj1hk4K6rxpJb6iCTOqxnH+7FOcbM5oY0sXA0dzJYsnS0ct0O/MNGkEfErU3mJqUmrZ7jbcOzvj7tmK0+Wa9S6y7jKbBLvkbLW0mEkSSqyGmwx+N+amGVRwm72HVAP3R4Ze7MTTY8P9psAyXfw5iKqF3GuZ9QdwGbiQ/YlYvdvNAej7jvOzM05Pz7l583GOj5TZvKKpA7Wb40TJqSN4j4iy221ZLObUTU1VBbxLZQ3NVKYemQI6ymg2aiGWLfLdDQqVFQuL6pZsAOJcyW+jjKH3RuMNF+xNSyeePgXamNi2PZsusWuVmzeEWzcqmpkvXIiWvC957EdDeQe8GJJNXQaQKahcpdH8QcjN/ooAF1XoOoCmBEy5UcUHynSlo1dpEF+iYUUEHwK+CvtsXloynpUYDFFFvC8uVoteTDnbMgAfEO+KOqyk7Eb3sS1LMC4mD4PTVfjDxzlwgc3dZ9gu76LbrkCSs3nRCbVkJCWc9+CgTcqqbzlfnnK2OuN0tWLZJlbbnm1vaRIiYWQvqpLQqPH7ZE0hBAY73DSUbKDglJzTaDoNWpnV79VeiOHPjYDsLoDMcN6+nfb1qVyckLXYXIM7VdUbr+DsxD72nC+XnNw75datNcc3Opp5g6+G9ytJmVKkqgKzWc3h4QFHh4fMZjM26x6RPCpKQ4ZBVcY1ZNNUbsOAVZ0Qm8NG6VRSuBWHQ0twXFmjSiqxSN4pPvgS02OTnSJErekztBG2XUfb9Wx3npxqnnhMCb4y7dnFAvy58Cx5fP7YLg9pp8ttBvv4lwttsz9xv8k+Rub9La8IcBlUWy9NSc+INYJGMqkASwnDvjR7D4NCfMmbgRRV1uOcjl4mykJCLRrAkFAoZnO1inME761jZjG3dEqI7nPEUEi+DPRhRnVccauesZvVbO88xdl6YwSmRcrhNBBioq8qoiq7dsfZ8px756ds+5Zt37OOsO2EqIGIw7nKLHZVGgd1FQizQ3ywAK66rkkp0bZt6ZND1r04phuYmoxw/6w41voEXC5rLnbPfafPAxdRzKLBPDFq1RxNI+iIAN74sZxRSaTYs9tuWa3WbNY7trueXZeoZkotHh+8eaKcRVmjFrQYQijetUmuF83DA63r5InWMlppRv5ISZSkBZjsnHJMDbAVjyeM6R4sZacWzRcooGOKh4I4EsGcDOrpe09cmRbTpw05Rh57LHNwuKCunfF/ltSh1LyZuFOzZmqqXmWuDu16ldZ51fZUXi4t5xUBLgPrHUIxWTSP6DuYQ1nNzeOGDuf8fiCImQNjVt3pTFzCpqEMEmwFrSVsLIQmjFGSLnh8dqg61Dk0WSSuMfrDzGOuUFygOrxBFQywVrffw9l2i+rG3H85kH2gFUffR1brNcvdllXfscuJXa/sotAnj7jKgEUcQsJpxGnGqcWvWBSJZbcbgg3F2XL72Fsk8sC1XAwRZ+RiLtb5nsOaairTDH3DPQbQGvZLcfOavcioKYABzZCpbwCfYT1V20farmfXdux2HX1MpFSIYXE4H3DO8tjkIZVA0UxGz0vhUwawd8OTdDJAh3cs/xsSIgwGkyk9A4EjDGkmxjirgRDHgMgwtTjANYOzrG+22yM0dCkRY0+KHbmN7PoznkgdN28umLm6gByFOB/DK9mb3vYm49KQoXoHPvASPziV+/bJ5Z9Xg86jllcEuCiKSo8LHuelhMebfjr48V0YPBkUN65VWMxpjERVCmCkNGaWu6DiUzRQtVnATAxIxRUZU8SrWrazYSoc8/Fa48eSx7IigjqyVMjsBvUTngbP8tl3knZrxGVy8lTOBmAsA2sTe7Y5s0mJNkVy9qCheDHKSlax4MBIIuaEa9e4PhjRnUrmtZLnJsZuzOl6FbAM2fbGhFkwxuSEYd1MmQ2ns+Nw7fTfUSMatAIok8GlAU4ZiBY9gCszf9tH1tuW5WbHersrCwt7+i6Q6kATKqp6QdNEmuaQuj6grudUocGJxzL4FLNM8x4gylIGHdxFuZRAtcS1lIbXYeGDDWoZzKicLadO4VqgpEfNAwAMHjR7ayemlQ1ufDtgSyG2vXD7tKKTDdnv8E2L9zep60NQV2IXe0YlZjLwBy/cRQtnz2jdv7Zof84Dx1YxH3mOcx6VvM/gIiJvwL7F+2psXH+3qn67iHw98J9i37MFeFPJ7fLge2Gh8Eq64OmQkvrQzB+zYW3Vqw2AGONIYI4DqNxRFMttAiPBm+L+3mZRFBMLC98u72UJmpwQk+lCQ+Z82x7W5Jibssc0JZo5s1uPkfoVm7tbll0HEqi9ucD7nOg0sU3218ZMX7R7m6HMg2GpHkqgWMr0fUQ6I21DCDRNQ1VVqA55fYtHI19NeA+AMTV7hs45eNSmWslV9vlVavgAghRP1X6gUwaycQyDWqoi9DGyXK04Pz9nuVyxWs+ZzWqaqiL2ieAqqrohzw+YzY9oZgccLA6ZLw6o6xW7XQL6suJbQSysYOR+BpIUGFaEJx36i04PlmImA+lsQYbqXMkZY22ubuBsHN4FqqqirhtCCMTY07Y7+tiRUqk7X6FZ6JJwvlpT1S2Hh4F5E6mqEmEerG60RNkM2hTjxMAeXKZ4IDKm77zKPLqvrV4BXqMXo7lE4CtV9bdE5Aj4TRH5uXLs21T1W17IzcYETpMKCSHcV4FDpU5z4F5YMZoLK1+WoGvRbJxz5oYeg+8svaLz3jge73GpBFrlkomuqPMD6g8gppqJIkhJhitquUdCE1gcH9FvD8hpS1jMqIKn3bVs20Sn0Cr0SUjZgzqchIn9bc/K2ZYlxJRIUdFsJO2QUmAgsYf6CCGMSa+GeJiU94vnhutSSiPITIFlCuiX6/sysAxub1Pb9518aItxH3stbKqYb3c77t27x41bNzm6uWBxcMBsnuhipq4tb6/3kbqZM58fMpsfMpsdEKoZKi1ZbcFhHmJtRHE6BbwhCldHbW7C4t4noymUJsH3agsZRo2gvNtsNuf4+JjZrCHGyGq1ZLNZs9muGZLLq0B2gV0XODvrOD2Eg1mmrjrqmSD0ZI04AgN6SCn8RcCYRFvfV977eZnner/hHd7f8j6Di6o+DTxdtpci8hbskyIvWC7HV0w76rBttm8eOYC+7y+o+04sv8oQQDWkOsypZCkLJQGUG0LXy2DK2dIrlnubhls0pgIeOWdiisUYKOniy9ogzdEGf9zRbs6Juw2z+Zyj2YJ5Be1uw6pr2fSRlKFLljBa1FM5R+WrAipqIf1YPmHjOQZt3so6fIEAGMFh+hmVC51T93ESl8ndgSQduJSrbPnncoNeNVin59vzYBigIvs0ELHvWa1WnJyccuOxG9y4eYvDg0xMxqspHlyFDw3N7ID54pCqWdDMFtRNT9srpMhA3Fr6R8/et2jA59xQpoHTkHEQ5xJIuQfLol3p6MQGBtN4X2/2BQdnK6Odo65r2m6H946ULFI7qZLIOJ3Rdsr5mefGYWI+b/EBi69h4I6ursOL7Xg1mFxlAg/80lX3fDnkJeFcROSDgY8F/jHwycCfF5EvAn4D025Orrhm/G5RNT8kF45kGDSDJlPORRViTON5sB88OWecdyW2QctaFIwyKYDii1t3IH0tDHzPQ+TBVAgehyPlhKs8LhcvVBTaXUvSntmsAcnk2CGpJ+3WbFcn9OtT5l65eXzAPMBudcryfMVm19GlXDKGeSQ7gnjqqmFxaKaBauTk9A5ttyPlyP4DXmGv0heZmoYDQMCejJ2aOVMidzCFhkDEy+fe5116gPo9cADDM6fXGCdTNAi3N8eGHJ9DmdfrDav1hu2uY9tGFl2mj0oVbE2PDzVVPWdxcMzNW4+z2SbaXti0iaRd+ZzGkBDJF87H0j1aImy9kMLgIsCWLPq5TDxgXIwria3zYFYVb1Opg76PbLfbYoon1usV293uotaYeiJQScCnBatV5nwZOTp2zGblixI6LvG8IENbDOA8gOG0nq9qi1ErmUyMY/uN5/0B0lwGEZFD4MeAr1DVcxH5DuAbsPf+BuBvAH/u8nU6+W7R7Phx3W63o9quqoRgsR372cWNnqLh+LQxYuzRvnyvJqXykSozb6oQCJUtCYiqlqMVNZNoADNxI8AojNqMltSFoTRYjJZV3tEh3Y5us2R9cpt2eY9FUA5vHnIUhNjtSrY00540Q4oKSZj5GTcPb/Lkk0/y6g/8AI5uHHB6doc3v2XH3bs7+74OBi4ObykU9/U2mjFTk2Q4NgWTq7iS4ZzBTJomMR9kyru8kC45JYNd8eyN5i4lYZYTQmXdbrNpWS43HB60zGctTV0RXMmXEmqa2YLFwRGLxSGHRy3H28hq05PzOTmZFpljhhQYUk2oRlvR7SBr+VzNOI6ns/4wJq0ebelGQkcvTtFTneCc9bndbjd+/VLVPo4WU39BS0r0JBfxHKE6t6x/65Zd68i5wVGZ5+9y1O595uhQp/u6vcpdPbzP8K/IZd3l5ZMXBS4iUmHA8kOq+uMAqvrM5Pj3AD/9sPs4ccyauiwSU2LfEWN/cXZUIfiALyAhfp8fN6dE6ntQ42lcXRsQlQC5IZo1abYPXBW+ADX1NKZkAXiqxD4SnEe8J3hfPk9RZhMnVLWHnMjbFdvTe5zdvU27PKUhsbh5QC3QbTf07Y5u1xG7WBaOaVn672iC53gx49VP3OK1r3mSxeGMnNb2ZcQq2JcPUy5xsKbqDqCnZW3VkFpBrILKMb2gVUzaYdRYLvNa03Mub192X4+ie9CZ0BLFHNlrPyOR7G2tjVMZE57PmgYFdm3Lrm3ZbnfUIeCdJcfGV/i6YTZbMJ8f0DQrDg8OODw6ZNvuiG3C+UB2GenETOCsgCvJxAceaChL0VDzJRNjzKuyTw065td1oWQVxPivvkWzJfiW8hznSx7ekjUuCMSS+iKp0CfY9Zk+aUl+LuavZ//cvQVk+0YeaGLmDPU9ktmXnNnjOxTO8T5r6GVAnBfjLRLg+4C3qOq3Tva/pvAxAH8K+OcPu5fmTLtcoQJ1VZO6jqxKqCrms8YGdllcmFNPl9QyivU9LkOFBcC5UOGDp2pq86iIfZUv9sOX5koqyuErjFjDdl3PzHsqF0gp4jNQvoOTy3/izb0qmsja0q2eZnX3GTYnS1xSqvmCuj7ANzN6bVn1pu730RbZoRnvMpXLiGw4W76Lt739GW6f/A7HN24RU6RSmPkGCfY9miSD48U+eoYo6gtnJObRsC955HEluHldh3iPkrC8aBCDJvhArWWiecBFTWi6P498wd7NvedWzDOnxQA100VKSIGQY2S3XZLjLSRFVssluxvHxKMDuhRZd52R5eJQb58bOVgsCMERAtS15RwO2lDVNbHvUQeiidSLpQuVTMrdSO5mZfKxssw4JA2ZQRK2oNJCHHL5DowPAk6JA7med2RtS60GUi7LR0gWciBGxNe5Lk/q6VzHlkynQlTQbF+U0GKa7WFjAJY8lm2a1GvghfDscxXBuCq+NF/RcMbszeN9Xwar6EVpLp8MfCHw/4rIb5d9bwI+T0Q+BnuddwBf+rAbaVb6XQlbT47tZkfWzPFRIHfK2fmZDaQQSA5cXRGqQDOb2xLYwsWkviemRNd3hYyFLkZCXdFYmjL7yJfamh/vgyF8U5u7uTRUzNEyxVWBjH1J0Xu1zhYzfbtit1yyW6/Rvie4wOGi4ehwjnfKerNhs9vS95ByKLETjqYOzCphUQuVZLp2xe2nzrnz9DOE2j7vWTlHCoOmZXNT6i2ep8+gMnwHGLzzJakThJLnZer9EWQElSGmZWpKXhUzARd5lCnncsEE4/7JcKrKywR0hmtzNqDcbXecnZ1SLQ7wVcVyueLWrZsWFauUgR2YzQ+I6zXzxQJf1+A8B4eHzM5XZHZWFnG42iJsXXDEXtDUM8QBWWTt3iV/QWT/LmCR4aXwDK5/cb6EJBSXMbZ40fl6XDKSNRvQTMxJGXUKHf+j1FlRmvdqx179uFS+SXkLcFzQ5vOg/ewvthy6F9ts+q7vT3kx3qL/m6uVref/raLxXkB2hFARpMLR40QJrkGyx2mgmlcGFu0O8Z4siV3ucQq1r5gtaoKvxqp25cuHIo7tbke7a2lmzbhi2okQCvtfhUAfIymavS7evvPSp5J4WspCM83k3NLuVrTrHWnb23dqgmMxq6kqx65bs16v2HU9URt8aJg1NbHfobnFecfBouLm4Yx+27A8WbPZtbRti/gKdSXJs9jAESfUoaLrIUeL8QjBuCLv/KjV+8JxDGuL9tzHxUF+FccyiHDJU8El/mXqtZheNzWBhudNPlkLxXRNNpK6ruP07Izm4AYHB0fkbJ8qaXcds2aGE1vqoMG+BjA7OmZxcERVr6jqOGpisXxn2ga3kbOhqsmjWWBZ7FLsbGnBZRC94LGx5FTiKB+kAdVU8hsrwYOTmkxTYq4cMZoplnMqpO9gqFz6JnPex7AYQDwfG0XuK68FB7K3QYfavWTSXgwReB6PekTyiojQdU6YNXMUI0y9N9s79ok2dbY/JbIo4hyH8zmCsN6sSap0gEue3bZlt9vhvWc2nzN8rL7ygc12g6ZEOLKBWdcVwVty6eAdopkuWbMntRW4MQ9ehUSWnuBacrditz5lu96QY6KpAgcHCxaLOTEmTs9WnC87+uzxzTHz48c4XMzZbs44v/uM8Qs1HB80HB8dU+eKwDnL9cbIQR3z+NuAwOHEE+qAeNh0ncV2lOmvLPfBjV4wN/47dfFPlwZcZeoAV2oyD3NlTkFs1FIwdT3lTC5rrYaULnZexrcdq9Wa3a5DVWjbnq7rMRexfbKDqmF+dJPlpuPo5uMcr1sQT9PcNuI+Rku2XWJepGgdzlf4YCRv27ZkjRZN6y6+2zjuhsEqaqaRM9e2U8VXlg40pkQSyysUQrD1aVhmwVD5SSJ0P/J5DFzZCNg6Iakm/V+krGsayOUS/j8BoemkYPFceWgA9sGM93sHh7y+Lwfp8ooAFx88N564SUqJrusIMZZoyIqu69lsN+xSa4Stc2zXayPRtCxuqyrjWLpEans0KDKzij49O0MFbt68SdM0dO2WnCNVcCWDvYwkWAj2XeHYd+TsyFFQ9Ubi5ZaUz+jWt9mc3KZrt4gIVV3RLObsYuLs3inLbU/igGpxg8WtV9McHhrAhQrf9uyWt9m0wvkqMru54PDoyAaK2ucw+pzxmkdS0mawCkKgmc0IzrFqW3LqkfJ1SIExpclUUxmAZro26D5vw9jXhzQFU7Lz/g451Wym3qEhHsm0irJQL1sUcSqfih0+lVpVQl031h5dT+wjznmqqsE5T0qZlKxts1T4esbRjVs80SfmBwe8+z3vpm13FvdjhR9ewuqrqiwquuvIyQEBpb9AnOpk9h/fpzgOhsz+wQtVsDy7qrYANpBwhfur/n/23iXGlixL0/rWfpjZebn7fURERmRkVDVN0wPUwAAxYgBqCYkJiEkLJiBAzJgxoGHAgJ70AMQQIUZMQDBpgRBCICTmIAZNQ1VWdVdXdVdmRmTEfbn7eZjZ3nsxWHvbOe7Xb2RWVWZktBqT/Lrf48ePHzezvfZa//rX/0vNWFBIxp2xIUWpbeAKvC/duXNQd3JRQj11nitc296rv+AzqVppXC67RJen4OI62WX8h3kqWgQ6yFNGgxK6YG1jyeSQ8YNnJRuC83TOMx2OdmNkKx1yKRxOR6QU+qrtkpuuCRCqHYSIsNlsOJ2O3N29O7fuxC5kI3nNaUQkUkrESYeoovOM6Eg67NHxiAs2fe26wCkl7l6/5TQDfsdm94L18xewWTGjzCUThsD2pfDqOHI/HQkHwcvIJzc9m+sdvgs2diJi08P7e8bj0VrYFaTzIUA0K5C5KFmNvEXRxez8soy5xGA+RJZ7fDxoX8PCaIbz8NxTIkaX4wPtprYgkesaPnNLVCcOhwPPigUZrep0Tvwy8uCcR72QCqw2V6Rc2B8OTPPEZrfj9t07GgCaSkEUVATvmnUKhNCRo1n+ip4etHXb5+XvUK3BpUAFoH19POdsWS+KJ+OBOJjI1JxOTGMimZy5DTT6OghZLOtN88w8e7MnpnK4xPP4aLiQ976qxxnl//G5XugEbRN6lHE+JNo9uUd8J8f3IrjYrj0x5cmQeoU5JdsBPXSxx8eOgEPnTNg4umBAadJCFtvhgzqoanOlFMbDHu8cz29uEOe4ffMGXGG9XoM4xmmkXAChRQtdZ7agkPFuwDvBi0dcx7gv5OMRHU8IEQmRSTFbzdUVN8+u6VbP6Fc3lL5jDNlkH2bjW/Qh0F894/TNyDwL46mQFdbbjXFzSuFqu4Xtlv1qze3bN9zd3TPXVniZTnRdj/Qdc1HmLEwk0pSZi+3ixudqbWtLn9sN+jisLGn3B7IXeEjYA5abv7WdW5Z0boEasW0us2WBKQGu4lVVsqJkpvHE6XhkPJ149/YNm82K9XpN6KykCV3BiacbDIh3MVIUbm9v2W5NgkIwNnMLWgVqN0VNnwXj1IQwMI8n6/a1P6y1rpdMrOIlej4hpWTKXJjnmaJK9IWrbcdnn75kd7WiaGIcT+zvJw6HmeM+cX+cGcVkHHISSjbbXivjjNzp8aQLPMrez8OyVhAbrPR+uZaLYBqKFIdTc5VoJL6nMqAP0gm+g+N7EVxQ5XQcTThZ7C2J2KJuUXmeZ0rV5pBo06WaDYMJtWYVb8OG6ZTJk8kTRCeU00SaJ2ScSGTe3O3xwdB+3/V0w5oQI7lY+3uIDrwniTDNE/M8kvbvuH/7iml/wqUIDPiwZlhfs37+Ejdscd0GpCP5rt7kmVisRS5ewM10L6453X3JdLrFhxXCms5FcuiZjyfKmNhtt6z6NV0/4OI3HG/fMCUjb1G1ggOmPO8pjDrh8mQt+mKOiireduPmnQxwNv+w0/5oEO7cmj3vfJdBpdmoiLgHbOrHoLEtpNnawuXcN7GQZwthGu959fXfQ8uJNB9Zb9Y8e/Ec10ek82iyrlrnPa4UYi8M64gLAJlpOpLSRJpHopjLoBbz71ZAggVA771RS7oNFDtPppyjqFcSnqxCSraYvbPsxws4nQm+sN4U1uvIxy83fPqDDS9eDDhvZVBOA+Nx4LAX7t5lXr898dXdzP2+MGpGHSRVUsmIekIJ+GqL8kCkmye6cdKAZdsYirQAIlA3Yafvl1cts2nXTPX9LOm7OL4fwYWzrkg7Fi5Kbak2wWXzJDIQ15iv5ey9XMypEFWC86zXG3ORmRNzTiQ1gHG9WvPs+QvuDweG7ZbVdksull5P04QDcspG8EpzVbAH3JoiW+h6+tU125vnrK+viZsdWbwtavXmIlAUpFBE8d4RQ0RinH9AZwAAIABJREFU5PnLl+i7n3P6+7fcn45MqVCcpx/W5FQ4TTNbhNVmxXq74fr6mv3Pv+H+fs+UEnMxqYYxZ6aSGRAmgXvvMd+i2vzUptDfsAR+MaanFbu5KBdbEAnBpoJj7Oi6HmCZ8WqMae/9MqVuH1rfwwW2UZOirHB7+47TOHE8jqw3Oz765BO6oef+TsFhoLszMLXre1brNdfXN7x99cqu9zzbPaDngdJpmg0vKUaKjDGaUJj3Nvw42y9ftLTVxMiVUlvY1nYehsCLZ2s+erHl2c3AbhNZrwO+L/ig2B2oyOBYrTuurjqur5TttaN7deLrVxNvb5X96CE7tARUrNQrnrPUansbF+f8AfuWB8nUkyVdkw65DE7nEvbcav+uj+9JcHnImmw4AZyH9aTyVlokz7PJLUynkXmaFlDLO8cwDKxWa2IXKbkwa8GveqQLlGni2bNn5FKIfYf3gXEcmVKq6nQFSkKdMI8zBRsT8HFL93zg6upjRJWw2uKH3lTpnEfFJCCcKtH7mkn1SIEgAYen5IzzPevdDcfuS+6mkfvTzI16xGM3X8mMcyIkUzJbb3d8+vxz5mnCiTBOR169/pqf/OyPef36G1QUL8LsPNlBEiVXcaPWtmwBWn5RgJFzhnL50fcGvnZdt+ycbRQjxrjskm3HTPVcPsZ3HuI5BSmJ+XTk3ds3vH39muk04sWTUyGNmfE004VAyYXj/sBhfzSoLbcWMEuZNc8zpW4OIgbMLwvQOSR4iI6uG9DsKWlqf7J1hUQpTnFO6bvCixc9f/5HN3z28ba6bs4UEtkFqvYekI0/4iZ8p3VsoRBjYdN3/Mw5fvbVkZQdmhynOTOSCKFH9AzWLlnKRfkJbcbp4pw9UZ4+Pi7n7ez5+htb5N+L4FKKLjdHO+GXmiVAAxOwodiHQSWIo4uRGEwGMlTT9MN+IpeCOmG13RC9NyawKuNpJPQ94+mIel/FojKlGABI5Ts4VWtZF0Fcz7AZrEzTQsZRsHaxda2E3hvonFOufmM1Hchii148YdjhVzvG+8Tr/YnrMbMOAXxPEZNL7Fd1tsh53PqalXMMXSTlE7LtOTFze7xjHA+oE4IEAg6vGaetEDp3RewG/kVXwtLwy8DSdIrbLFfOhabl277Xdsm2oC8BcvhQixusRHLkNPH29WsOd3vynGsgVuZxRtdrwFrVp3Hk9t2deUFnaommqKYH5MHLLGB5T0mQEglDj/cDqkLJVQ9Hi+Eb2kGZEU0MMbBdd/TRETURBIrrmOlMMIwAZGPbqqJF8OLYroJZyiTIU086rXh3fzD74JyYNZOk4Mol4e58XL535x7Ojl1mNo/PbevWXVID7AnlN2Qs8j0JLloRebCT0vRtGz8DrEzJJdvcTSnLnE7XRYauW5T/QawESolyEZyCOKgLJKXEPE1W9zpzHyytvVfU7Dyco+tMSc7HSMqKSMDHwUCy+YiImsiUM7GrIQ5E5yjzjPN2IxQUKVCmwqQz6hPFRdz6ivFw4O39yJev3vLZyxeE2CHzzJwsvZ9SIgAnzXjEavQusH35kh/1noNO/PHf/yOOxxMUxRetZl+2t5baEtWlTn94PAYAW3focg6pXY/T6VSvk3EmQghsNhu6Osd1GVxWqxUhePb7+yc7S3ZUPQkyJc8c9nvu7++Yx0Tvow0kFgE1X5++X7MeNpTa1vbOE3xHSqdze/aJoc2Uq+Vs/XAusN2uWPUDaR7J04k8jTZtr9ax64Nn6AZCiIirNrYUSvGoeBsmJVgJlWrhsmQYQohwfRUIbkV0ypvbE6utcrNb0fmuGrstF2EhL75/bT6shfwUc/pSr+cMKbjfBDkX+J4ElxaRL0fXH+vBarab1CGE0BHqAoiVqZpK5pRms4TQOneDIEUZjyfycaTJQ242G+bKpWnT0KpaB+wE3w30XTABKI+pBagssyRIoAuTKcZ5h1YXP9TcINFSxxAyLjtCCeS6Y43TTOcjq5vn7N+95Xb/FvnmDZ3v+OS6Yjc5k3JhTok0zwwu4xXMsE0YYiBun/HZx5/z+ps3HPdTzdCFAMyceQ8fpJbz/s16WRK1lLuJgZ+Dv7FnS7HOWtdVY7mqb3LeeTeAcjgcllL3waFUuj1QCqfjgbu3t7x7+46PhxXRdRh5zYKZD4FhWPHs+Qvevn7NarVhOk2UfJaWuKT4P2YS+9qmjl1Pv9qa9kou5HxEi5VFMOP9TD84ho3gB6WEzEwdItUZrX7kl2ODVtpYkMkU1PUM6xVdDAx9z2efviAOsFr3eDdYgJTpwWW5fN/nrx/Kjj44ffV5l7pH7XUeBnP3APT9Lo/vRXABa/vllC2jSHmRcIzBUnIfOstYaoDRYgs4UYlwArMTxDuiDwyxwyFWLolHc81YtNiYgSoxdrgQ6gYpdH1PUYe4AR8cXmaGzpkYlCpadTjanBPO9NzVWZPTCHhGGZ+nxDxnfDb2porDd4Gr7Q0xJnTw6Hjk5393z/448vbujut1z9B1zMeJ/eGIeMG7wJDucaEzwasu4qrEwFW34Wa45uD3HNKI0ybKdJbDtzDTdi95KoF50C0qOZNoXk4XxDt08ZO2gF84HO4BZbPZ4n1kvV6xXm8o1iZCxDLBlvVcgsoiDifnFnlOyZwW371jd3VN7DpcdBwPR7xzjMcT05xAzP7XeQNwffCk8SH35r0PNWH1YehZrzeE6u1tjYSAlhmk4FzBh8xqJaw2ShgShExGrQDKGU9TJvQgjWDXShfjyWSNZhMcC9c3HhPnzvaRwRHJzFyOJT7mINVq1nSHHgWPp67dU+XSubP0D3O3SAv5eLABsWJdICmWebis6GwdIJtAVZIm00b1IN6cFFUc4juCBPrVihijlVc+E693xBiZThP9nBm2O9w8068GxIfzaJk4Uk6gR0jgY8Qo9kIIkZSMt6Ik81IWZZ7Oyvup2ZWkTJ4VzQHnIr4f8D5SpCClMB0nUkr4zZa4Hphu33KcjpzSyHa7wfs14/HE/pgQOeKGRNcP9G5NyI4kQtFEptB1EEKCmcXyQ4rxfbQIFG+SilqsfX95Q7eRAZEL6w4rQUs24l7OZ6FzJ0YV6HzE+YQLmRhKbfluUAJzOoIoQYwgt9lsF8YtGKpj+E/VT1EB8RQV9vs9qSSyzpymPWEC8WqykjlxOh04Hffs9+9I6UTWkVLmBx2Sx2Qz5yptoffE3UC/6ewazsnUBKOxgDUZP8fX9m7UQMiCVzs3pYC4SJs2bi4C7Twug4ni6eXc8rf3s8IcJEzCVOpYx/lnqiOBtA+pk+cPy57L8uhDJdJ7jwkQny6Lf93H9yK4lJyZD0ecD7Vl2wHGXXA+WCs6WXvaOzF92Eq4Uy02XyMFkVQHHQsx2ABgFiHGwGo9sF4PpNEwmNhH+qFHMfGoVKDoTEozoWYmIjDPzcHQPZAqoP7uaZqrlojR3efa3fIuEsOKEIzSnrL5C7ui+CiEOLC6dujLl3y1v+U0nTidTpTNwGrVQ86M48ThoOgM65xR5+nwVezKWqahC7gY0KlU/WBHcCZuVWY1zIdKXqN822WgyTOcS5hzm7NlkE48MXQ455nLkcNxxJ0OlLxhd3VNKY5xmuiCUnLCOfBe8P5i96WR7SquUB9LKXE47JmmkfVmQLHsR6C2w20HntNMWbLJM4HsqRLC1UHUrhsIfk2a4XCy4dJ5PCCS8F4ItWyyjKr5klszSNTAVSEscgd2XGYTjxf3+azaJ3OPMJf6drYvg8VjXhHL937R0a7Zk0Fm+eK7B16+F8EFxdpAogs2JkHwvfEqFJgmJYkpywWJBO1rr874DtN0Mnq2zpwOt5T5iPOOdb9iTiPHuxEnNtA4TTPd0FN0qjYlSvBV6FkdomfFu8bbaN2sM+BsE4ON3l5a61VMY7XvekQ90zxSygkEYu8ZVj0uKilPuCKsd1estjum4x3fvHnNOgrx5oau71AtpHnihEfGEecPALUlXMWr+gHfDXAyYaToXR1XSJQ8V8wCfpmdS+oCu9TXbTyKYRjo+56PXn7C3bsDr179lOIsS7Pxiol/4i/9o/z+H/wOb9/csl7Z1Dlo1WJxy668AJFFKFnIxXCeru/papew6dMgVRnQuypMDnO1JHk84d0wiPY11A3Jd0S/ZT4Jx/nENJ6YxhEohFAWGYukDicJ5z0hOLy/DFaV9fwIO3qcKf2yx1OBoL3Gn+R12rHItT4KMtIId7+B43sRXAQx0CkLSSoJLtgFlmBKcRMFp3652Wl9fPV4MZS/qCmFzWnmdDjQ9x1iZAhrb69WpDQDGRFTvHPqbVzfO1LJVhZlt9iWXEpvArW9mdBCBTbbDWH1u93M5nOjxcqoGE3gSEWZ5hPplEgl2ZxKHNg8/4jbnyde393hbSCF5zfX9KsVR1XUe+ZsE75eTM7IeSFpghAIqzUheaOXu0KgUDQxT5myWKA+XXc/2BkvavdLDKMF2b7vefHiBUPY8s03P7O+lFpWdzic+N3f+THv9m+5u99zPCQ26xV95RKFYFlMw0q0KCVDUs4aLk2vZbVCpOofi1SSZB1+VGWaJkoxukJKlYF8kbVcAtJSS740K9NppORkPCUXcE4xDN+IkkUTSEJcRMRKigUmah5HPMRzHjQdHoGqHzo+9L3LrPGXCTBPPecxEa/hY7+J41ehofuHwB2GWCVV/adF5Dnw3wK/jQlG/RV9QqR7eQ3n8P1Q5SsF9YJzQMlGqJomXAHnDDvw4mxxukBwpr0iboCqJHeoUgwpFw7jhCDkkshFyKXgfeA0VyX9KoEp3jPNk2Uhc7uZbZE1oaXzDQvI4pdm/xExW4xq4tYATS2Jcc5ItsysYP42wXdWysUbtj6SEe6++glf391T9BVZPJ9+9DHdNpLm0QDrnJjTSJgVEtweD9wfjxB7rl/ecDodyOlIKRPzfCA6m7tKqrQC6anjXPufqQBwpgi0x+Z55qc//Ql9WOODZ5wPON/Zuc0jP/npHzOXo+2WxTOeMmjGuUDXrSzbEnsvqDIVc49sfs4pJw6H47L7ppwqszbiRJkGI/J1fY9zsgTyB63XuvnEGIE6vJkzadpTspqjpYBrshVFKwCdTEMoQNf7JdOy12wYysPS63FQWc7nBwLD5XMvZS8eZz+X33vMcXn8+FNYy+Vne84/oMGlHv+8qn5z8f+/CvxvqvrXReSv1v//+x/6YXGOYbutlGirSV0Q5mQatNEJq+DIaWSeMylPDKsN4mAcj5RsbeQYe8KwIg5rm8VoowGqkDxFXB3rN+nDUjJgc0l5LnhntHbnzzdCCy6NNLb4JWsxh4Bi+q0G/M7kPNXfSx0GUXwwq1oXomEf6mywjcDkPd2258bbtPPtl3/M17d7irwm9BueXV+T04zmGSeF6TTjreHJ4XTkdn8kITx7+THOK/vbbzjt35KmPdMIKVUOj/4iei61JNX3FhCcqf6vXr2iC/eIZFRNSzbnEakdORfMeTm6DdfXV8zzxDyfiF1vWYIrliXkxCwnO981OEzjZNfkckHVoK7lLNf58sULXv38S6bTiRAC8/yQPNfYw845TqcTKU2UcqIUC+zGU1E0W7aiauMArlNiF1ive/ohVq7SRddFH5Z2j7OVdr5a+fzg1H5LIHoqQDx1DR5/fmoo8f1uEjj3i7OgX8fx6yqL/mXgn6tf/1fA/863BBcFa7N6V2nRVcE/Z4JC5xyuFNI0GvCmhTQe2R9PFCD2A0GEWRUxiXmMc2CovjiHjzbMJ8azB6xLknLBI3V3HQwkLKkCxeeLkirnJC+C3ZmiJmy13BxSS7wqIO6oXZZQbS5E7L1l64jhAriOIoUw7Nh99BklZ+6+/pLX+xP88c8oKqxXlp05KZQ047zDx2Cds5whdqw2W54923HYdrx77Tge77k/HHG+1R3fkrLX/xYtJowuZxcgBOZ5WlwGRayKD9ER6ShZ8AG0OhtuNj2qmT5s2W2vePP2DfNcFpavc5DyXKeoz4vVObNzybkYsB+tnHIiDH3PqSRyLoTY0fcD290VaU6cjidaVnG5+FoG431tzZMWkFQpVrZycY3rYh76yGZjPCdXKyEtsmR95wV/wZuDB9/zPiwntXWBLOtpynDNHemhUpxlSpdBxJ7bPp87UN9eNr3/ve++UwS/muCiwP8iZq7zX6hZhnyiZ5HuLzHL1weHXPgW+W7FON+hYyGIM95KSgxdT/CeeZqYUqbzAxI8SZXxdMLFwLDqTemrmbTPJoMo7c64KAdUzUYVrQyQuiNlMmRhqh0fvQDAVNUoVBdYhIhQRMBFQtdbp6O6NTb9E3NqdPgQaivTMh5b5zYPpCURkwfvKBrwm2dcfx4gdIyvv+bN7TtS+iOuX25Y9z0Dwso5vHpWvqcbhBj3TMX4QOv1FV1nM1hv7u7w9wd0PpjZWqYG1vPf1S6etL+zlFrh1eBiQBaldtSkCK5kC26uo+/DgjdJnVhfD4GUlTwfePPWlAGVRMpCpxbcnQSEXK+Tw4vpIffDGhXL8MKwoqhtAEGEPnYEH+jiwPXNC54/f8f9/ghjxskMzlHKDDQavF1v5yFGM7d3tJav1mtRqoy4IOqI4tgMHevBEbzahL4GVJsoehO9ugwK7twQWv65uM8vzrU41+7EB99vy+gcRC4D1xlQlvav1oa+vJ+5PM2Gjr+R8PKrCC7/rKr+REQ+Bv5XEfndy2+qqspjVy97/OxbtLnR036P5kwMkRii6bVMCZz5J2cB8YGq6siwWuE6m3hNpQ43ojUNlIWXwaXVq4LN65ytSQBrbWsNDO58A0EDIO1r77xlRijizrM1pRQTChebBWqOfjip5VldwrWrBNTdVAiY9mqqpvbd5oaPfuiZdlve/PTvc9jfsv/5N6y7nuvVwFU3sFpv6XD40BN8ZJxGptEG9mI01bYXH3/K69s77o8Tztn7MWD34bG0hdtNKefWqIiQa9JTmqVJ9QfyDzylGtA9czzuKwHvfDuHYCBu6/Ccf87M0mLX8fLlSz7++GM2WzPIo+74fYw1OMBmvWa/MkvVq+sbhq+/5ng4VaF1C4yl2tgabWCmaDaLmeb4mJK1seXMrFU1H+e+j+y2K4Y+4p0YYI3HfIbanff47LHcR+dHLu7zB4HEzu9FonvZK6buehc/+/7RMiF7DXmyxfwwczlLXnzXx585uKjqT+rnn4vI3wD+GeArqRYjIvIp8PNvew1BiOKZspUaiDdLh2y2Hj548J6xmp35GGxKekmHMd9zLw98oy/p4CJWrpSqmC/OVUmAdoOZxqphJ6B1JF4vFlyR1tQzlu6lc2E9B8sU9yKidJGqt8yggb6C4MSU05qSWhGHX21YBUGiZ//mG47f/IzD8USeEmWdub65ok+RLnr6EDkxctrvSXMido715opPPv2c12/fcXu7t45KMZmDB7fdo67Hh0SHLmt8VSPVDcPwYLg0pbScD6llaePNtJ89nU4XwLiC8/jY0/UDN8+f8+lnn/Li+TOCF0qa6IaeZp+qWuj7ns1mw7uuYxgGttsth/2edDKcK4hbmN32txTDvLxHginhObfkBjWA2t/rA2w2HVfXG6MLtOuvxgjG5WYa+Sc+ngJZHx+PM44Ptakffv3LArX/AGIuYgMkTs0regP8C8B/DPwPwL8B/PX6+b//Ra91c3XN/n7PNM3McyI03RCRqtWihK4z5X810zBrVVJJT+2mPo+dP27LtZ25AJqTTUyXc9uV2lZukphtZ4PzBuG9NzarngG1x8i/zefUwFNTewUbkhRwlQxmhmwJqa/ppJp2YSWM327ZRUfMI2+++YZUEvfjiTf3t3SdI4aBzjuiE6bj0SQLwpp+WHHT9/zw83tev3rDdDyZmPXDa/f4Wr4XkC+PBjw2YDfnvAwttp8/2+xam7lZ77ZZsRZ4fZWkwAshdsTOAsx6tWY1DPQh4EXrfFdYdmoRk39Y1ezl2bNn7O/vSSfjvSwoWxMVE0GaH13JFwuyCYeXpfPXdZ7Nrmez7en7iHNNVqFiJVLLKX3/vLXz86Fz+6Hz3Y7LzelBUKlpSnumLg/X58kvh6boBV7zXR5/1szlE+Bv1BMVgP9aVf9nEfk/gP9ORP5t4I+Av/JtL6Io3kf6YY3vrBb3MaDU9BZnGEeMiytjO0rWxkE1IWQe7gIPvWRAc6HQWLayiE2JM+q7Vs6LAFzswq2OdyLLY5d8kLYjXy6ylGspYWWyZVe1JCvFsJysGa8BwdkYAxkhYZHO3ku/HvCdp8yJicSbw1tWg7AZhBiUKJl5nhiPJ4btFlxH10c++fRHfP3V1xzevqXMB3Jx7+1hD1qdFRN4yJG4ONf1nI3jyN3dHfM8L4OLLbB6b3IJ6mSZSG/Xo4lJAYRo4lkhdKxWWwNBBQQT1+qCN1/lmlkYIGzntQWXm5sbTocjZUrs9/ekbJiLBaNU16aQ01w1YNq8Uw0ulQHsnNAPgdU64KNhGe3vduLBQXG1LNKHAeVxcHm6Ffw443g/KF2e68vO13LvPuoe2df6ZFn08JD3AuJ3dfyZgouq/gHwTz7x+CvgL//yrwP7caLve5xYeTCn2ToufTTvGOzxfJmRNN3WWlW2fv7lhbjcFUzLtuILWKAoWhXtslnBqrjqu2edHVd3QR9szshU5nJVX39s41BlFor56GS1PcPV8o06WFlqRlSkoD4BBpZSwKtacNFkQlCAHyKrTc/9/RGVzJiP7EdPLgObtWM6Ot4l65xsczFZgNhzffOC3/rit7j95ivG00+ZtQbjJ9qfcN7bHttTPCZkNcay6llmoXFLzviWe/Bal4E3xkg3rOjWG/rVmqvdDdc3N3TRhlNFC8GZ+v4lHtSM1rquY7fbsdvtyB8nymx6y/f3dwCGtZT6Xmu2lYup9ztXcQpp7R6TYQhB8KEGdjU8qPFv1FpGtct0Qc6Th++vPX75+fI8Prznn/6Z9vjl58evcX6th82Hpw+5uLLf7fG9YOg65/FdzyklQ/1RtN6wxTsD5cSMzHLOlYJdL25t6TU8IwS/tAJzK3dU681mvAyoGArZMJFimUdwZ2lNq7nd4g8kRSsgaELeKjVNrRtI6wKBgbamEWVdK3UOcSzs2lzMoMuJQkmUVDVKxEzORMwUTYviKDgxVbrTeLAJX58Rn/BhYrvZInnDfB/J08g0zgzFmbDVsOKzH/029+9ecTwemb+5RTWT1bKpJY2xNA1oAeR8818G6vZ9tBj3prbkxXlEzCIml1zbzBZM0fYajlC1d4dhYHN1Rb9e0w0DN9fPePHiGdvtir4P9F2ohESH2XMY98U7oR965rmjn3t219cW4E6jmdsLHA57Doe0gPK5GIhM0SWmtI8WXNDG8sVK3jrE2Xg/l4OJ7YQ10Lu21C5OJnVAtJ4vrJxrJXk9uQ+e/uQ5vvj68uPxc9sg5fl4WALZJvntjOFf1/G9CC4qcJqN0u1i836pZUUVhwr1wgcwe9QKxiFUopxxF4rKohn7QCawZTL14hp93xZ/cDazYuxdZzhM/ZFSf1f7HXNJtrtWjsaSCSnkfObAGnvcGKHkYrmQgGaTI8AJUjIyZ7y45pJSuwnZ2sclQ5nRNBnGpNbCDa6w2QZ8NyMhsb1ewWrH5AJ5ntHicG4gdB3PP/L8xX/8L1FUkd/923zzzWuOJ+OTFJoKSa3rW0epnrKnbmYRoDJrC5mk3jAjARe9/V3OgTOD9mZCb/aoHev1luvra3bXV/jOgs16PbDedAyrwGrVM2xWxM7KICcFNBNCoOs7Up45Hs1SdbPdUlQZT0ckOA6ne8bpYIHONWwNuxeyLbTSNKpo3kEJwZjEgqt4jZz/1vq5nSPBnYMFlwGmwcRaq5AzLsISWFqFUu9R3s8ML4/HGc1ltnPG+eAymDwAYi7izLeByb+u4/sRXNQYpLGLi8dzqWAoWNaRSFVqUpZdUUVQ0Tou4JedxuZNzsDuuc1qXR6tpZSvg3CtRVhqO/nSq0fRpS3dbDZMvW558ybg3a5kvdiuArveOWt9LszeRNFk5vYKrtSfqebtlAR5Ap0o84HT8Y50fMthP1Gy0kVYDYHnL3YMa6EwM6x7nl9vyX7H7Hqcq0Lm4unihk8+/YLgA6v1FT/+8e/xs5/+jP1hb7KeuSwdLVsAtdPzKAU/3/gCnPGqvJT9CWQixTrb49SA2q4jhIh3kdVqzbNnz9ntrhjWQ50O96zXawNRvSn6ee/wwS/0fhM492jxBH+W2DTnzMD2akXRCXEFkWKzXM5XPeQWEC2T0YvggrO/zy1/bw0cNWhYVnxuy9cLZX97vTcflx0PspwlOlGD+Lkc9fBkhtKODwWdyyzm4qIt328Y4yUR7zcQV4DvSXARhKH61SCWmXhnJG1xQvZV5R9se/e1zYvtBOKcEaSqQdglmLuYsouNzbta+xdtS+QCa2ichw8Amg8WnDajMUCsjLJMu2EMxpWwdNuCCrkgmpCSUM3ghEyglFxV8zI6n/A6UqY9p7vXHO7fkVIxWwrv6YNwc7Xm5Ysdu7UnZM8Qd/hhB2HLVFZkD6IJzZksjs6v+eiTL+j6LZvdM37v937M3/t7f8Ttu3dM07S0b1tQLI/+3ofXqt2sZz6QE8Ny5imbJa3zeA9dNzAMa4ZhoOt6rq6u+eTjT1iv1/jgCJ0R0Jzz5m7oTeVEtOCd/b+PgdgZCcxsP4SuCwTvyPOEd8IwRMYxslp1PHt+zWHvOR72jKeEwzFOyZTnWhlU7xu0BpAabC75PYaX1myz3SMiD/DTx+Ds5eOPAdjHn5+qUj5EAXgMqn+oZH383A9dw+/q+F4EF1A0m22GaqnDfcZFcRJskYo/tzDrApC2T0gVjMpGhnssGrTMmphbexXiLpVo54ypmSwIBc9iRN50fIEHSuv2s2IYSsUTLJA1USQbIchVkc1WoQUUwdTMBAV1ZKkdlVwoeaLMR0o6Uk53zMdbynQkqynr9Z3nahv59Acv+OwHP2C77sizo6RAUiEczPZhAAAgAElEQVQx40OPSIY8UmZP0mgCT3HN9fPAn+9XXD9/wYuPPuYP/+Dv8NWXX7Lf35HnmVyUIoJTeW+3bEdNAJfFYTusSYAqVUoyrhj6nuur51zfXDMMA8+ePePly4+4utrVc1rwQRZTs816xXazsa6QF6L3BO8ItXNUcqY4s1ftQyB4oe8i81xIwdP3HT/84Q+5v7/l9atvWK86jsee8XhE7u+ZsVkoLXoOFrhloZdMNY9jiaAPAozIEmBaJvtkG5oPB5X2tU15n8/f4/Lnwcp4FMB+Uev78eP/vykaSprGCjIqqRhg6kPAB28lD0J21pqk0vsVwQVftViF7NwiZ3l50ZqSmqrhKilbGSMXYJhU8DDXGyxWBmrbJVpJdE47C25ZaHnRdRGp9hq5gnyt+yEWYNBs3BwsRc919085kdOM5JFcJjRlUEfwEVM9S4Q6Kf3bn3/O82fP6WJkmjz7+8LxcMtp2tP1ttNrOpHqIhZXwHe42LO68vxwveX5i5d88cUX/P7v/g5/+/d/zNs3rzkcbLjv8gZeFsgZmVmuWSsjzBx+xdXVc1yIbLdXXF/vePbsht1ux2az5tnzG66udoAyzxPiAl30eDcQQmC325njYt0Euq6j76O1pL0jY1YiXfQcxXRrtusVh0NmHCPeR54/f8lmvaELHcfDPWmeuL+7ZRhWvHv7Du6PTCTI1ZZkCTPt73i0y19iTe0fffyU9zs6lxjJYyLnuaz59td5fFxm449lGT70c7+Ie/PrPr4fwUXP5Uip1qXOW9DQ2tZ1xdVZYDWTq+AsY5krP8O2F5pQ82ND9iVQVA4NsMhminNIKQtW0yZAQghLUGn8jHPQ0qXd+ZijsPgmo5atVNdDpwWPiRPlyrXI+dyyFizRKQlKFkoJ4AreZVxR1kPPs5trgkTu3p7wAZAVuQRcyJTTPafDkXkSYq+EOvWbpSc7ZfBrYrfCxWKZxW7H82fXDH3k//1b/zclv0bn5gn0vpL++f82TU4tIbyPXF8/45NPPmO9uWK72/Hs2TVXVzuGoafrAqt1T993KIUQhK6L9F00jeMY2V1dsV6tULWOX4yREE19TrDSy0S2bbhwu1kTQ0BL5nA8sd1cE71jjD0xdMyjafvc393y9u0b+vgzXvs33N0drXybm2mbAbshdMRowu/LNX68ZrV1Et23Luz3cZGHj/NEcPll2tlPHfpLgCruNxBY4PsSXDCzeMQyC6kL3jlv4aRO0DaP4mUHUfPKFawdqtgAYTseE5GMX1J3ElXTnL34vpfm7AhjmqqpuXnaSM2qWMopXyUWcl1sWmUcSmsJUEiIMfOsmyWgYnT5XO1ZtZzFkqRmXpoUzQLEOoB5XALa/u6er78S5nnH7mpL7Ff4rmcV7LUO+5HT8Z45Zfo6mOcr30MqEdB7jw+2eF98/Al/4R/7C9y/e0WeJ9zdkXHOzAnLIC9bprCUrXV0rrbZHevtls9/6wtW6y1917O73rJa9Qsoa8ViMQZu3xGiUQv6rmM1DNXIbsA7t3QLrQSzDNA5kw4QTFN3nidyTiZhOqwt0BUlxp7t9oqcJo7HI+v1jt3VDZurDZvtl3z95Vfcvbvn/nDiNBkaLQ5WvWezjnRdsOxzAapbjKlZrlS2ddusHt3HysOM7zERzjlnRXFpFrtnmW6LE/Lgtc6BozHGrXPVvucq0KwXeFJ7/hmI/nBG9Os8vifBxQzDVM1Z0UkFXr1QcsYHs0N1leFp4k91DqbtJhgw2FB97xu3QGp1YthHcN76HW0HoZXYsjwmUWptnpca2bd5mdoiVsUCTQUgs+bK9rUujXN2cq2KcrWuT0zTTMpVl1cFqCxUClIyZZ6tfKr4ky3jwLrO1QQfETcQwjWhv6LfbMyJYDpC7mqkmjnNJ+QUiN0Kr5DHEyMzsKVb7ciuR0Rx3cCzl8/54otPGe/foPPMu5wqkd6jYkN7ognRXF0bOxSp3TyTI80Cd6c9/W6DRiGRyRTjqwRnNhurgWE1EGOomrSKD57QBUJ0BG9SDr7atBQtNDnbpoPjZluEzpns5Xq1WvRcfGU+55xIc0RcIA+ZYbuhv17RRYHTO3zakwtMdhFZrwM3157dRuiCoOqqgZ1dF8SugZVGRlNo/Bf3CFRtQeWya/M4KxEBQjz/jD2x4jyyBKiiLZTUxxvY1eKcqoHSSwCxTfj9QPObOb43wcU540Qo1F1eaqLQmLcJubAIbRqvjflpJ9ZsR5aIXgNCo33T2spSdw6pTNxa4kBlhdpbqmzcSsByDq0EutIIWWDqdnjUnOfBFSRgC6V4ypwXq5RS5R1Vzbqs4UZ17sAsTKhBRW3Hjl5Yr7d89PwZv/35Z7y8uaLrO9abnVmj+Db7YuzXYbWmyMx8f2KaJ/zpSOgGnHOkOaHHI+oindSSQxzb3TU//PwL7t++4/525HRKzM48oFJFW6gdNlnubTtPbbAwl8zd/R39amXCXcmj9DjvCF1kGHqGYbAyqZY8zpn17WrV0deMwXApm7MSQNwZSA/e1VLIuolD3yMIc8pLV9DwNsPLQlWjO5wOECH+4BP8eEd0QpJXnHIi5cRq5dluOvoYKrnxrMx/Bn/l3Fa8BGjbHbwEmHMwaIDqZRZj2Y68h+do/f6lZEdLlluwWTbL+jOX884tmDVM5myn+5sLNN+T4GJHNo9OEOvU4M4ShvmJcqc5Ay4AZMMJ1NrKrkoqNtxkCfzOJADaTtFqLZGaCs+zvU7KtasDeZ6Zq8m5MzAIJx3OmdGVC8H0fnVP1nuyzuhUSKOJHKnqYuBlXAqzvPBifjZaEjnPSElQElqM3OUkGE5TzLNntd3a7t/1+Ggks3mayFOus0NC7Dy7q56MTR3HLhK7SMqJqfoug8P1fdWRjVw/+4hPfvA5r758w+3tgSllUpmx/M1u6qyGRgVt4LiiKXE4HBg2I957VqsV6/WaYei5vr5i6PvKUzGgNvhQg0yk7x1eTNLUxLxLLSMN5Fap2soitVyG4D3ZZboQyeJIKTMMwyKk3hZ1w9nGcSSVjB88ceXx4z2n/R1v7u8ZDp6cHbt1YLexcq3dX3/6Q5aP1uJ+/+P913/cVm5BopVCLbu+PM5iVufs6HEwa3Nwv4njexNcWmAR1xiylhr4WupcTh77C9DtAS36gqREUbQOoLUbloXWnSt4Wh68bhsXcHVmybIcanAri/CT80L0liqjvgazDGlCOKF5T5pPcALN9XcWC1ImlGS7scO6S6ZqV+eJ8ozmkZxGhMysjmMprPvAaTyyH0+mY5MSPifLnuaZUgQkgmpdxIbfjPOInzs2uy0rv2F/PHI8TRzv75Cc8KseJOC7DavrF1y//Ijd7R3ZKWVfOM2zBVda6VglCOrCaWzVnDIhRPq+J+dEKd2DEiGEwGpYsVqtzEmg83SBpQSKVV9H1aj+bQk2KdL2+4LzlBDQvmeaJqL3zFWG1Dn3yK/aQHnxjkRGj4nVas12s2bVBbarSOwCn358zfObNV0X6/XQ97INgMflxgM878Fkcy2H276l0vKZ+oNclDM8eL3Le3r5HRe//zEm4zBi6WMQuQXX32Q7+vsRXOR8EVNKdtK8W6acLzkmj9uky/fqDdkEGqWWQFrq4642nusMEmDcklqCNWyGUpinKudQxZ9dCMTB2+yMmgYsUpXnGNG0R/JESSdKOqLz0Tg3BJzzOBesbMHwhJwtWOWScW4i55mcJjSPaJqgTBZosN/VB0/Xefqhx8cOvKe4+pfqjJQZiIj3+GALUEIkFcVPE6GPiHeEGNmIZR2n04nTwQBqo/90vPj0R/RDz+p6y+//3o+Rr35OOOw5TompKAVn2UpV2UOkemp37K529H3HOI4mUemEaTIBqxCMTeu8LOdUxIIfGF/ImHumb2PUAru+TYOmVrWUbPhXHw1fmkNiXaVGnTNJhnZ/NMvZ1WbNqJnjqxGudtzcXLPZDmzmyGbleXbVs+rt2rgLG9unFuXDrOD9Rd2E3c/3aitjhHMfUuvQ6/uBqr3vxzjNU92nekoelGHteQ9M6f+0QjR/xuP7EVzqOfMVzFVVcFKzF/t/M+cqj7ONqk4vgoGgbQfhDJ4pFfzCwL52LK/V0ugaLvphZ+BwlUdoQ4paByK1JIqOlHJAyj2wJzDS+dr6EePkjA7muhOjoFrLsVLZxGRSmchpoqSJkidE59qLnhei3naz4rNPP+b6+tpwBGcjEnOaq/hy28M8zgdjOlfhpt57uqEHUebZwPA+RDRkckpM42j+ybGnHwZWu571zZa4ivzO3/ybfPXTiZIyZGWu9PllR1wWhD0W/FnIPMRu4Rf5Rtl3vuJohZId6oxOgHfYacq0UYx27XwNoo2LKAZ0IQhdiMjaMeq59G33BZwDhHhPp4W+HDnMt9xf7Xj5/AYJhaFXrncDQ7R04jJY/DKt4MdgrmXW4QH94VyWn3EZKO8Fpkse1VPt6PcyHSoGdjGu8rRo9z/EwUWcmNocgFik9dHasLmCU+dUsj6t1pOLYfo82ZBf45hY79JS+tbdwRa0fSXLdLX3nth1xBhxLhDdhqLWis3Vp1Br+ZI1oTlR8gnyPYF3DP6OIU706ohhhe9WJCIHXxizGYfNqe1qkJKrIkY2lCfV2sIo+xNaS6K+63n5fMdv/9YPub7aAFDU2MhjSsw5oZ2nC13d+KtroA/4GPHOkdV4QsfDqQKlHlGlixHpOubKIxqniaye0MGw2/DFn/uCt998yd2bV6TRRgk0G/GwWD1XVQvMY6rrIiEG+xwczksVdjLFumXT0IfXxxp0vnaPnG0QaM0chYwFbNsbWnZqVzAGyya91LKaMwepZSDzPJtUZ050mx3di+fcvt0xrDq2uedqG9isA85jSoO1/f5UYHlAg6jHpdJevQSPfub9DOT89eW9XLE8LgPQ06+xrBsqh6U+1ITGkNpxKuXi9b77408dXETkL2LeRO34R4D/CLgB/h3g6/r4f6iq/9O3vZZqIZMsyLgAosZSzTVFLOY11E63gwpkJSrvDdGMK3MtiwTUUeaqO1ZaW8+IbQ2tFxdZb6+I3WCsX2+SBzrOzCmj1aS+kPAuo+keTrdEl9n2nnU/02smpomQ76vzwJHiB4J6VqJoUHIwI/NEIJWeOUWm5JmzIydhnupgpsyojHif6QPcXEc++XjFaj3h3UyZJsqYyCJoOVW930jOgRLEmmMO8JbeuxAJCFNKTHlimia0jHR9jxezxu1jV/VnEmlKpASdh936ih/98Ie8+/rnaC6ITGbDkVtyZiWRj9ZG3mwG+sGDJJCMlhlxSoweszA1eQats1bm0ww4j3oD4H3lD6HWIUyayc1fqnbnvIgFgmKdJSs0PH3wdYLdVWleW2DWug9ssnBwmXFcUdYd/XXgKng2g2kGFXFLl85KsHOfaMkuxF73YmqVpqeitHL74c9cljKXg7SlaRGJuwgYD7ObS32iDyzCRXa1AnpLEG7fr4vj25bfr+34UwcXVf0x8E8BiM2p/wT4G8C/Cfxnqvqf/Aley0KCQkrTObo3JqSCpnlpD9JaeQ9OoqLa1NzsKVbVCsgZAA7BpBVD6EyL18VGRlkcOHI2hThNBZUCZSKXA04PbDt4drXl5U1HL5mQ1rhph44HxunElDNjTpQ005UZc2jWWlo58D34nhI9SYVJCjlBSR4tkc4HgisEB0MXWMUJVw7k8Ra6FY7CNB7AFVQcU6lwhSpezoC3822qONL3K/KQOR4PHA4HI6A5h8vGFWkqb6owJxtA7CTyg89+xDxNpPL/kPQVSUbyYaKkapRep6+72FmnRdsOrqxWBt52XUcp5yHPxv5tJMkWBIoqTluGWBYAvB0ibearNWF14Yd4X8vaWk4jNvneOCg+dMyT0ncD6/UVL198wuH2G965jJe07P4NHdGLwPLUcTkGUSoGtWx8F5nEg/v7SczkjJU8xhJ1yfDOJZ6dh0cZjDTZh/buH/WG3n8739nxqyqL/jLwd1T1j36ZOvWpQxsN/jKwNIMstR3ifHEupBeg7rx1+kVsQdniCiCWqzQuZegcse8IPoIIc07L7ljsxQjVh3k6HYCR6BKBiau158XNmt0qEN0er4XoIt3qBX79EeuSmWVmYiRPe9zpgM4jKY3kPNuUct5T8j0AURy9FxMGj9kc/5zWEqkQnUBy5NOWLLCNL+x1vBGqpmx6vOICoqZi1/R7YzDbE1vAHi0ZLwolc39/T6ptdZtAppaEHVJgnGeSCt1qx2df/Dn2pxF1Hv3qa8Q77u4L0zQTY2RYrQgxcBpH3rx9w5UWNpvNRQfDNHKasdyiVld5RZcAbsPAWvgQcTgfrIVfykJea+PwgpWXj1EGAzT9WatYq3Rm1zOsNmzW12w31xzvXpPTnpLLgl19axu6dn4uV6s1C/wC5C5h6aJ8f+p4PELw+PcaTvIQl3ncZv/wzz56g3reh7/L41cVXP5V4L+5+P+/KyL/OvB/Av+efouV63JUDsglV8U+N01UPX/PCU79kmbacxw+DCaf2A/koozTREEQZ0AnohQPpVqVtBZzLtXys5LmCopoJugJx0jMiZtdx4vrNUMUXJ5wMtWWsiOpJxORKIjPRNcTV2vCDlzJlDyT00iZT6TpQBqPNeCc0HKgVBM2LVVcqrXO1VGScDoI3bAxL2hVfOjJZOOiBKXrgnF6tE1sn0FUU4mzGargHetVjxOtGYx1qcZjpqRI9AUva/owcDqNHI4jTgKf//afI2mhCNy+2+ND4XA8UbQQvOfZzTPWqzW77XYR7W4cJOcMj4nB1OViDTIgZjbmTPZzCf9N73X5ZCLsCys2t3kJKk5Te4QL2nvGMM7uDA1w7ohuoO+37HYvOd695XCf0TKimrjc899n1QraSqb6zhpuotq0elpgeygOf/n1U4OMD3/HOeDAuZRqz3n83j70fs+P14/y3UeXX4VXdAf8S8B/UB/6z4G/hl2pvwb8p8C/9cTPLaZooVvVaF85LBfPO1e3DQC0QCI+4OpO3UUDNLOzDsSsmTmX6nVkLVMxKTucs900Z6WURMkVoE0JcgItaD5BmfEus46w6R3roLg8QQmoQMk9iCM5h1l+FsBjvBcH9KSa9ovPSJxx3YTv7indPTreU06Km+6RyspVhXk20NQ5B8WTFZI68J5cAkgPGlEVNGXylNEIrj/vZr5S47sYUXELQ9k58F4Y+o4YPNM0MqdUu0YnEok+qGkXB49n4Dje4+KKjz/9nOubF+zvD3z1s3vevHnL/eFA6DpevHzJarvBObeUQmDZx7m7p+b5XFvRIdTg14IplVhYAXfvnQlIppnSFsilN4paW1qdq7KScu7KVVBOsA5kFsjJiCfed2w3z8jPP+V0/4Y8HUipDa02ouV5gbdM4RwUZGn9WlDLNSB6RPQ9EPWSZ/I4cFxmIU8FlgYsX358CMu5/H3vHf8gCnTX418E/i9V/QqgfQYQkf8S+B+f+iF9ZIpm6W49qQuccj7JeGttemd8jRBquixUzEQNSHS2w7pgOiPiTJbBh9pGThM5WVApaV7kJEueQQtelFj2OJ1ZibCJnpVzSJo5HT3KBh86ctma4ptP4CbET3j1BO2R3Ndhx6rLiq+tVKVoJKkjqTKVgkuOkjwpV3o95kpoWUiNCLEn+8imDJTSo8mR8ogURyhCrJO93juC91WywMzECqYzI5XPU7AZKi+wWa0oxUqcaZogK1JGFCMKdsMKDY7T/h7xKzbbgeurj/ji8w1v3rzh7/7hH3J3OBJCYOh7VpudiZyr4p1fyiDvzZspX6jeOR+WFqlz1vEBRXPFG7SB0oKWafG6tgz2HGR8K0RqSdJKEzIEta5RqXNflsEE+rhhvb5ht33O4e4VMALzUjqcF/D5/0ZmO5dELUuxubG8BB+zQtHl/m1aP4/b248/v1/aLF+9F3weH08HlPbTLcx+98evIrj8a1yURFLN0Op//xXgb/2iFyhFyXOpAG5Z5oxQalAQXDeQqsqc4piTLh2kKRfaMErzohHvcSqIt9M7TyfSPJmIUjrP78j/R967xEqyZWla39oPM3c/r4gTEffmzcxKKhuqq6UG1BKDngFSCwkhUE9QSwwQ3TCgJRhDl0BCYtTACIkxalpCIEbAgAEtJASTGvCY0dBVWc983PeNiHOOu5vZ3nsxWHubmfs5kXmrsvJmlNKuzo3jfvxhtm3vtdf617/+RcGVDDqZYRHYyIFtJ2yiw2uiTFZQqdJxHAZicUb5d4qEjIQRVxLqDMcJGuruNpoId3Ody0iZBvJ4JA1HpmEgDZkyVU+qpplVhYwR27a7C0R2TDmSNJIyFgIlrGhzypQ0Qfb4uDGcSU32M8RoAlArdb6czUtRmFmtfdcRYzAtnDHV5nQOVZMiCP2WMCXS8YioEqPwne9+h2e3t/zkk09QhM3FBf1ux2a3NcNfC0W9r/hP8NYPiqYG6OZCUyeYwU+tHetSvEcFgVNKJifaar1ETshh6x09V9A4hEgMWl9vnJnsPAVHCD1XV894uL8BOSBjIqXhkfGqs5r1RrcYlhqarRIGUo3k8s6afKDMRmYN4C6p73MjYZhTC5d15mGcZ5astmw5lrT9cu7ul5Ix+rNoivYvAP/26un/VET+CjbCf3D2tycPBaYMQRyh2+JDoBTICKEzxmXGWnDWLmj2xkodR6iyDLXCuBgbVksmj4PR47MpwTmZaq7BgF6cIr7gmQgc2YXMh88mQtW/bR6HTQrFkXDlCHlvcgMZZKoUbFfI7ojKZCh9aGUJBpyWMpLzQEkJTYk0ZY5jMiwlK05NJ1ZCZLu9pL+4odtdcxic1fXEQi53SAkg1o1yYmQ/3hPDFS5AKa5O9kYKLDgPFI+6Du8KlY+I98ZL6fueECJF4OFw5O3dW8ZpMG+nFDbe4TYd+5w4Hg88TANXes3F9oIPXr1gGBKh74i7nthHXPT4YtcdfaTr+mpgAj4GCp4pa03xG8clpcSUDPfw3hkFIAu+gOlnT5Q8oCVVffOAcx0gFhqqIs6YryVnq4iWRKrtZ6Of6uYExXk0boiXN2yubng4fkmZINVMlZ4YB6x6fYUFFV3q3JpQ++KB1Er2et+1ZiBLxT3MkOjqdW0NVIAaToyF1v9Wa66extJioCzCwNUgUTN0ijULTGtX6Bs7ft6+RQ/Ai7Pn/vU/6ec4cex2OxsYaZoqBgqWNuy+1Wxo/XE4BzkXnCg5ZUj19qjWPjXZjEoy/otzNke8F7xTkIR3E14P7GLixXXkctOz9UN9L7QdBG1hiyKSUQZmILGCr6piIk9oLY+vGQ8EKQVr1HXEyUTwSt9VHRuNeCJeerzb4TdX9BfPCP0lYxH2n72dQ8HWF8MyPaa2n0pCxwHvA2mTTHR7RUMvpZDSBEXpKllQnDFqWwfDrutQETbHI91mw/HwwHDck1NCSyA6E732wfPlmzd88cVnjLsjfdzia+FhHyNTSUhZcIS2yBrAbPq6YVEXbETGYF5oqfjXMCWKeEKCPB6NxVwmK+AsgKiB8j6TMD1i74UixYiDuTCmwnEqVrjZG66jzlrmqvO4rqfb7pAQa5mBoOIRZ4FEqY3UlFxr3Op8fYIRu1yvNxyGU2yl8SMatmbPU8fh/Dg1BE8Bte3zHxcqmpc1e1cK+F9OYPTeMHTFtR1h5WI6s+IWJoGJXTtE7IZPUy0tB8ggxWpfSl7kJL0IIVoJfgubkISXiRhGdv3E5aZws3Vc9AlPxnRcsOyPrF30lv4UK4pETypS240VDCvRWkPjVMw11wxeoXPkTSRNfVXPD4j0OC7x4RqJV3TbG/A9w92eXOD64orLm5tZVWxuNhZiBUrDvJCd93NosawIMaC2ZnJiNVZd7Oj6bhbi2jqh2/TkdMXhYc9hf884jKQ4EGNPjFtSUb749DO++OIzrhrOIoXNxYaSC5NO9H0/Z4xaGcA5KCnVO6yEX7oAGWUYB9KUAEdJmWnYGyZGttqwRk0gz21McEqJjkThkEYehpHDkBC/4fL6isvLnu1mh/gO9YHiAuoCEnskduACpGR9oQATXa8nVsMMy0TLCYZiQ3xuDJaOnGuspakjag0X38V/WY/R+vPXrzv/2zno27JliNVz/WkpIj/P8X4YF4EQnCm5VXxOXPsRxBUD5dTkCZpexfJ+wQfTmk2pgBe8izUeNnBSFMo04abEJha2nXK1U15cR3YdRAZERwRlKrYQW/qRCiaaYTHlsmZcFl5fC4HqDZ/5F1XISk1rRtShWUgTJCfgepAelR0hPMf3L1G3Q9yGop5UDnT9lutnz9lsLmq9jHFiLANjTdlD2JjmsPd1l3WzIQrBMCB8wx6sZsqMZJUWbcqVtcDTxUi4uqILHeMwMByOHP1A103sdlsCwo9/+Efs798Qu4ifBrYXO0K3JWVdxLyqJ9ru19xPWouVIrjaomSa0JSth/eQKNNo2M9wJE2TCXOJ4B1Q9YuRjE5qtVZOKakwlMTHX3zO56/fcH8ckbDh+e0tH7x6yfPbV+wuIkW9GRMXQTzOdcS4xWHFslbeYaGEiN1/49oA/jSrs8ZP1se7wNfz2qH2+9qYPGU41s//rCrnZsja933zaIsd74VxKbmw3z/Qb0ynhMpNER9msaiUEilZ204A78JKesGhDgpidHM1LRfBvBhLMypBCi+vArc3kd4/0PsDz3aFzic8ipYqRETdCZpwM5Z5sqOCauJOvVdZ7R4YLbtULM9j4lWiWp80jyqGDnEBlS3qrwn9KzQ8o7AB15PGkeOQ2Ox2XFxeWqglgqtGxHbAQIhd9RQah6SKJvna2aCUWWBpLiL0dWGL1VCheSnQ1CqGpVJxGQH15Aw5FS53l3z4wYe8/vIz3n71BcMALvRsdpfcvrpCscWYc37ELIW6wGrKN5cCOVOmikMNI+PhwHA4cPfmK95+9QVOHNeXV2z6ranYiYXGJY087B/ICq6GRF/eveaHH3/M5199xY+VkLEAACAASURBVMMxIaHj+uY5d6+/zUffGnn5QWHTbxFRpDjSWJiGhGHJrYGbYSGldWuswL95MQ1YPQ2PTg898SDOPZS1FwePPZKnjMpT3Jb1699FqlPVuY3KN328F8YFgRithUhKIylnREJtWmZELCemKubckt6cORQqSFYCCmo4S6lKXFp7O4fgubno+eC559mlonkiykAfMFYsniwRddCRDKTDYuhmUBo4p0itMVnvPqfgnqJkqQV44gwczcYiVrXnKB2FLeqv8JsXlPCMgR1Ij/jI4W7PlAvXuwt8iHVR2q4Ug2WmBGY8JtQQSZwjTZN5D3UhzynJGh7NnpkIqTR5gVXsruZlGW7kCR66uK2dCweuL6/41gevGPZfWavYlPjyi8/ptzdsdldI5de0FG37Pec8bwq5mEIfOVPGER0n9nd3HO7uGPYHfvijP+J3fvD/4sTzm7/xl7h9/pLtZkNwyjjt+ezTH/OHf/SH3B0OVUAr8ObuNW/u7rnfHzgMmVSg73d8+sNP+fSjL/jNv5T5te99j03nYFIrhSoOp45SanYmYz21q9PqaAtdlvqd9fQ9WfRN1fD0+UcL/h3GYs3c/VpLZxWmrb/nJBv1y8lEvx/GRUQMZPQecp4XaU7WnbBR2kPoqovvKEXIyXZIEQNMQ56gZCRn3Nz6oxC9cLntub6IdP6A5iOeg3ks1RtAPSrRgGTXgFvzWoR12wlbeOrcmXGROQwREYpYn2cRcKX1OzaFOQu1zF0V2RDiNeqvSdqD3+BCR8mFw36Pd56LqyvrXrjZAswxu/MGssa+N/X6aoAMhxK8elNnqC1WtYKK7WfdWsW3PtlzqzhXw81gGTF1dJ2FM0ULDuH29jlffn7BcHhgGCcOD3cMhz2b7QXOwTiNTNNUU85ukSIAM9LF7l9JiePDnmm/Z//mLceHex7e3vEHf/D7/N7v/x4ixgO6ffYFty9u2W4CP/rRH/CHf/g7fPHV5xymbEJPTiglgTiGYWIYM9OYUV7zxadf8dWXb7m4uOHli1d4evI4kYYEqeDVWQaxpn6B2jfLzzrNrDaOUtUFffDVg10BqfOj5tzWchUWB2INxurKqM/esFKZy9TwrKWVdN5UFo9FanbIYttWj9RAXTunP2ep6D+rQxXEb+oDa4jl/FKEqChFTOm/TFUbQ6u2V8VDmsK+omhwxkyVhCcRN8LNrXC9VVw+Mo17REbwQsmKL6BidcuOqt9SV4AZmTVnoP3jLUUpbdKIiVlTJ1D7X8loGSEdq5ttE6BIIOMQ6VDZksuW4rf4vkPLRBr26HHPdbdht9uy3fWmgBfDrB1s3QlM8sDHzmpc1CGlijLhESvrRrzgxeOKQ7JxRBYNGzvaGC9X2mj0ltUSClOGKXvQjI+R3XbHdrNBZKLbRNLwQB4u6LaBKY8M08Rmc4Gq6c2glnYWBYpYJflUyMeR/d09X335JcPhgfG45+7tG477gXHM/D9v/yFdv+X2xUtunl3xwx//Pm/vviTrxFQKoREq1TKL06SMqVRxr8QxHYn3HYfpwLGMdOqZ0sRxGJiGEc2Z4NQkHqRUImcBCuqauJMJSkljedruUO95xUPqfNRVmFLUSIX2uMyvX9LMOhsWrXNN211oHlMFlMUJrmWb6v+t5GAtCL4YF2qN0q9sWDSLPFdRnZZCk5WpF6kVp2o4Sk7WwL3JL1gPaA/iKGRKmXAy0cXCtg8EGelij7jAcMgMZaLzQvGWlbIPKVABTiNvldU5ruNsMYxC17sHqJ6DdSY9QDlCGSg6UVRQAkUcuC0+3oC/st/DrsZXI4fDPU6EVy9ecHF1TQxdrWA2HKplYHJO1TWu3BYxnMR7A3HbLuxjBXrrc03C88StVqu0bjtu9V/sddWrKRW/yZWzEfsNF5eXxGCp48PDnYlPXW2hdBz3D2zihi505JwZRq2pa49TD0UpOTMMA5999il/8Hs/gJLwAm/evuE47pmSMubMcZp4e3iAHwlTHihquFLGoxpxQJoSkiw0Nn6ThcdTyUw5EfuIeJjKyJQGSm1yX/CkbMa/zTvbrMoc8to9XtK8TzFnW3ZxDktW4YpihMA2l5aj1Sg9XhuqK+NTX9v2g9PXy+zxn4LD1PY03/zxXhgXG7hSOQAW+5uSYhN0omIdipSq8O8cThsuYje/iMesdMZR6L3ybBe52QU6SeQh0/WREDZMxyPDWOg7P3u1Jl/JSZltu6el1LqT0l77eCY08NK5loocTXelHEzIShXFkwqA6dZKvEXCc4K7QH2k6MQwDNzf3bHpey6vrvEh1vRxKwqUGmY0yUhT8GsGpwG26w4J57Uo1h9aiVUh3xbJajGURce2rgqmaZqZsilNpIwJgPdbig4MQ2YYHjjuO44PF2z7npJGjvt7Yohs3Q6jziklKLFuFlntsz/+9BN+9we/y8V2Q99Fvnr7mokJrX2ec06U5PCho++3FDb4EEniCMHhBVK6Yzg+kKeBMo1Q1e2Kc4gKm22POCWlI8fhgWHY164LtfiQVgvVJoG5sUu4uOAa68zPOb5ynko+fU7mz5on95PclseG610p5TXmsn6Pk1mc4hs/3gvjoqpM02DpUyekbKlWESz1K1YP03TMGwW83ZNllzBBIq+ZjYebXceznWPjTUYhp0zynhh3aJqY0gOHY6HvHKbAUCdNxVjW6Vxt/BWok20hJp1wN0SqkbFq21yOVgipyXY/iSTtcHKBuCuSXBD8DpGeokoaRu7fvOV4PLC92jGkTJwyXV91Z1VmT880WKw8ooUwYa46fqwB0uL89tx5VsKJNYJPOVtzttJU4BSt3kXJGQ9Vitjh44Zue0kqoMMd2z4wDfe8+eJjLjY9F5eBaTzycPcW700HGLHvsJSMMiZrYyLeM+XE2/u33D57Rtf3lAcYhiOWCXYonsu+p99sCXFD6DoGLXMBasqZw/5AGY+UPOIw+QXtLuj6LT54pnRkzAf2h7fkMiJODd8rqUr7LK1m5h9ts+AUjH2Ko3KeWm6vW3sTbR7N/8rjz3jXZ669+4YRnRgwzKjMWbknzvObON4f45JGNpuNLSAszm8unojUpmSYgchlLpUQFiBVa8pwF4Wbi55nF55NLDjGGtk69seRy+2Gy+sX7N8Ujse9VQtHZ8JQKKq+Fh42YFPRllemfe/TE6cdTUSoZJNzoBK+inpULhD/nMIl+GDC1fYmNE9M45GuEuMOxwGNkU0ulY3swbe6nOZ1LRO9hTnrcEdVT0LOmWB1drhqUKkeT6lGxgo9La0cvDcDlBzgCXHD7rK63iVzfHggT4nhAV5//gkOz2Zrhui47xHv6Ppa86RGWkvZGLbb3Y7d5SUf/+iHXOx23N6+4jiOfDl+USUqRsBx2N+hGWI3gnMMZbCG9jmxv79jGsyYU0FYxNF3Oz549SFdjByHB6bhLePxjhgFLx1CIA8H+xyt9U3qalsY6rxstP12j9+tFHeetWmtUURcU/o8NT6rDNOciVx5SI8Mi73LQtRZR7ptEo/T3L/SJDq7met6C53/Vko2KppSyUx1ESEVGLS6Eq+Z3iuvnu14fhnofAIdKRoo4smlME0DUypcbXf0myv2d0fGMeNCVXJzap9Hw1iWGHvBWGqK8qylwwnXoBTLZs0cPIeqFT+GeI24a7JswUPxuS6GRAgF75TdbkfsNuQipKkwHAe882w2NTXeYvQKbLcd1cbMDEvf94+U5Nvf14/bIsmlzGnpdk1FVyprzjw5yRkvxkPqtzs2bkvfR2utkieT7syJzz75mHEsvHj5bXaXgrgA3uHD1awyaA0prXJ9s9vy7PlzPv7JD/nks095fvOCD198hyg9n37+E+6Gt4zpyDgM7OUecda+JLuhyiJk28WdLWKpPY9c6Lh9/pJvf/u79H3HcdgzDQ84ycTO48Wj2ZOKp5AoWWk1OjqTRCzkPl+kT28sj8f85D0sae7lJYv3qSpzicP6eMSrEQPE133R172b2v37ZbUuei+MC2C8DaWmbC2EMXbh4gGogmat8gK+0nlNRNurEkV5frXjg9tnbLuClr3RyGfjUIjeU3Jmvx/YxB2pv2QY3oBPbIJ5ENJSd8UqmzhLF1o4bIbDSgIWzwkKpSQTh0pWym+1SQFlg++uEHfBVKLRzsU8I1e9pjwVBE/X9QTX3LfMcDzQxQh9by1RXKm7qXlRoU4wO4/F2J3jLetjHSapqikBojV1LTML0FVNHNKiZ2thWbQMlFf64NA0EbzwcH/PeL+npJHD/WveeMc4HBjTLfgqM9pZszRbAOB85PLqmlcffosvvvycj3/8Y378ySc8v3rJ1dVzqLjL9PY1KU0UnRAZq17OhBbbfKzXtIWKBq4KN89e8P1/4h/n29/+CCeQxoGA4U1BFNFIiB1RI7kkKpIHNcujanOutEzMKnu4Ng5Lupj5M6wNbWmPltechUHrf5f7R+2bLTPm2A5XLYarQmgideNFaoZoOa/yBD74TRzvjXFpTeAXdbkWK1beQWnqbBaqNLzFloOJe1/tdnz46iWXVz1S9qQklKn2GcoFnzPBZciZ+7sRtju67prjYc84DsQexOvcyyhbLFVDj3qD1H7XVlJZHI5KnqOgOpHzgTQdKDpaww/pETY4f413zxhyZCxK1zt6NgTpCLUp8pAF73q6uCF6K84sWLiU08A4BLrO2qSK04oNPZ6cTadWeLrv09qoNIzGMC43z/u6RqCodT0QqX/3eHFEtZJlccXYwNeKOkcmkIsjxgHnCoeHT7i/+4zL44e1XWqk21zQ9dHkJdXOdXdxxQff+ojD4YAPHT/+4x/xk88/pesCXRcI/Y7QjSQ9QEkVj9MqldkMreCNY41znhe3L/nL/9Q/zT/2F36Di4stUiZ6qRXhTvHtmiSTZTA1QpKRBaW2NqnuZ5OyarZa6u8tneykhaOxJid0VuSfBcDqONfE4iNcpgHthqvVYtjm/WpLXph309LOThYj3eQfjLDYvKdf4WxR8yxKNSCzm99iWlrmqNmU6kVYGgORwm6749WrW66uLvDOqqqpDeA1FzRbR+fg6ycU5f7hnovdhm5zyTRlpsnA4ujyEvsq1Xs5PeVSa3ual+PU1OhKHpimIykdEZnQmib1vsO7C4psSTlSJOJcTww9QQLeQUrKMIxGjAvBZB+CMyDTkOx6vYYJtA2qgXdrw9EU/Vqh4tpVXuMxzaA39q9UGYvWmsM5Rx6n1YQPVscjhY4OpeFJno1IrW/q8WHDcf+W8XDHcDwyHkfylHEK6Thwcf2c/mJLqIp5Dqs/vL665rvf/R59tyG4yD/6nX/E5199gaplqCzCdHgX5lB6vvbCnFXruo6PPvoOv/kXf5Pvff/79Bc7YoAYrP2K02TCY95Xo7oh65acCjCSalM6ow5UbwKZje8cNq68gtKSENJC6QUHE7f0MVp7lucbQgtrGnGU1We05MXyHgvZlnC4eSxLiDW3hf151+if4ng/jAuceC1rav+8IACTqbQB9hXvEC1s+sjL22tubi7ooqs9ogMx9uRpZEwG9EqtnhUxUPFh2nMYBl6+uGW/94iOeKf4YABhTlp3BSG32FZqvVHjxtQfxdTsUhpIaaSUhFVvWwVjDB24DVk7xG3p4iUxbKpKW6YUGMcjh8OevjNxJV93LyceqjRkw6BSmvDSSvbdSTw+GwuYQ6N1/L+uzj1JdULNPLTHlY26AhapV4sIvosI3lrZaiE6E8EW36EuIrUTYp6swFCnI/dffsy0v+ftV5f0V1dsLy7ZbXd0sceLcXOur69o2pYqmR/+8I958/o1h8PepCKmRVSMGsbFEIix4+LygpvrW25vb/m1736PDz78gL7f0m0CXbSKetQA+lb+4JwjdD0buQYcygMl75lKqr0bbO5RDcdSznDOdVpEyddjfTJ2dSzX2MgMxDo3C5g3WsH6PefG6Bw7a4Zk/Z0n6+cbPt4T46JLd7yz8Kj9OOcRjDbvBFpXwr4TPrh9xqvbG1Mdk4wPDs0B0Y7ge7KvVbUOk0KoiyZ0sap8eXYXz8hpoItCCG+ZpoFxnJimpS2G9956AtVMgqFutfRfJ0oZSOlIztMcdhR1iDedlixbinb4uCV2W0KIOG/xX04T+/0DuSRC3IJYy4z2r48B702zdUpKKoVQsoVITiolf1E6e1eWoO1mLVQ6d8vNkLT0fw1J6/gbZ8IiU+uu4Ewmo9gOan2woVfPBdb5MYZAdIEggWk4onli2L9mf3iLu9uw2e3Y9Ds2mx1dt7WWLz4gUnj27JLvh1/j+fNLXr9+zX6/pxS1lHhdRNZQTwgxsum3PHt2w/NnL7i+vmG3u6Dve2Ls2G686fmUiZwdKsE8XwGc1kJYEykbpwkZj5DUqvEBKz9tY+hqEgIa7tJ4QgtX63TM2/ieG4r1prA2Nj+N03L++vV9XBuqdvw03O0XeXwt4yIi/yXwLwOfquo/WZ+7xZqi/TqmOPc3VPUrsav7z4F/CdgDf1NV/6+f9vnKstueD1bL21M9CNtdjc8Sg/Dy+Q0fffiSy4uenAcgI+JBTCzbe+tR5MQmUMZZG1SErt9AKRzHgZurayZx5DLSyYZtvyH4if3DA6UMhg2IGS9E0eIrn6Agkig6kvJAyk3UCKAD2eHjDRKv0XCJygZ1obaqNcOhBfbHA4fDnq4LNdbOOBdrf2VPiFUSsspQqKgZWyn1fIymvjbI6zGs9+xJY7MYQq39JVv6s+IO3qNiVdVFtUqH1gmczeVvnwVCwNM7My596Nl2W/abSw73dwzDnmEaKNOEjgNDzqTDkUO4I8RoBZq+FqcGz3Yb6eItN8+umMYJEKYpkXOpmjQRCWVmJV9cXHB5eU3fm+Snd57gI8FVsB2Hl0Bp3RIq0Oprx0fvB5y33to0vKtB9g2811oGIFYGAeblIU3L51SWYf3T5vm5vs0aN3sXh2Z9z+a1c/aa88zlzwL1f5HH1/Vc/h7wXwB/f/Xc3wH+F1X9uyLyd+rjfx8T7P6N+vNXsW4Af/WnfbhwyhloA7F267Qh+Bhd3Dvl+vKSVy9vudz2dEHI3pkLrtZIvriAd5HgI7lqwaQcTLA6mMiQOGEYB46VWzIcR3KKxC4S+oLDM0x7k6fUCZMMtOxPc4OLJlRHShlRJkx3JkLp8N0VPj4Df0GRnuKiGRVJOG/s2JQn7h/uSGniYreliWJ5b0JXdZrSQgAfHLiqSSuPJ/BTP6f8CE76F88TEQuLWhhkoWh9jVtS0ZmqlO9MWkLLkhlBrFAzRMu8RQLR9/T9BdvLBx72dzwc7/H7AxxG+46ipOHANO7NHXBYd4Cuw/se5z19H9lseiskrK0l57a/0ToLeBfouo6+31gYWrEH5zySaymEVoxFG02/eXDU8e2QalzESzWkziRItd0HsFqpM3mESjlwXk4875MxXo35yfw+e+2jkPXsXr0Lu2l/m8+JdxupX/TxtYyLqv5vIvLrZ0//deCfr7//V8D/ihmXvw78fbUr+m0ReSanot1PHHUXmB3PUuP+Mse51izLaNjeFXa7DS9e3LDdRKza2Ni96j1aBOesC+CIUhhRGRmGgWlS8mQZCt8ZjpFL5nC4Zxy8BUyxI+OJLtBtjGCXs2dKe3KearaoYgJqQlY51eZqWXHFoRpQeny4xodrkB0qJmDlnPFEuiB4KTwcTb/E9G4t9eh9qG1BTpXElkVcxZ7qbiorr28e1bOJ+K4dr+2kqFax8qrnYi+snuPy3pZ6b69pRMbZc3GOkh2IpzjrsyTbqvrWb+nzM9LxSNnvmYYjKU9MeSSXRNFs41kKTIAKpThCUGLcEKJ1kAy+w7lA13dQPRdXyYXNY1Ftm5aCyyfAp3cRj0OqR2M8I4dInGU4XQV8iwpSZDbyrfaspRLn8ZDz+dsEvB2tD/Q6hPppYc36Pj313Jp9vb6Xa47N2lD9Mo6fB3P5cGUwPgY+rL9/B/jj1et+WJ87MS5y0rdoZwSrmmU2SGUilVRfaztLUVO+7zeBb310y+2La9CJ43EEjYQuImr9l0M0TCB2G7IeTJ/DMcskehfYxJ6+D2gXSWlgv38gBE+qRXDWHtXjXUejnEwcarGgpWBzsUrtNNUuAdnhCRSNELeEeIXojpw7EAix4JwQfNX7zYk0WMV01/WUlPHBI9Ih0ngwrd1IBQ1LTS+KqwvCn3AoFr3aU1GinxXPOyBgOsaOls5cMVK1zP8KtWVLrRB20uSlLZuj2YDo7KBEhwbFhYDznX3ORUafHSsAPjFNI2kayakWD2LFjaHq1njf0W8Nl+n7SxsPHD54so401UHzCBY8ya7TwmhcQZqXhS14J8Wq1bVmX8QTfGddO6v+MWqhuMDM4rYLXYppW8K5DWtLRTfDYucls9jZUrl8GsKu1scjjAYW49GOpzyj87//eTQu86GqKqf9Db7Oe5a+RZe3prKoauXsltsx0eSKdEsx7RXvHS9un/Py5Qs2nScnNbr5ODKMR+7v9xz3ieur5zy/ucY5EyQ6HmwSO9/hxLPpt3R9V7GUSqWXsfISrJZpylr7/ZhIlQ99VcabjFAlZvHSNJGnBFmheFQCzm/xmxt8uCRppBSp5684VywlrqbtUlrLDIVpSnhnPX1CVcxvqVCpC96qgcEMjDdNFDEQvBmVtW7t2bg/YnG257UaiVysv9AaZAdj8K5D1tUas5+2W1NTvCw6MUv5QQ13HRR6W/SqlXhYuzSkXLEeS32rGsmuGRfnah1WqlKjqxAPThfYHPBZjFelEFa7eiM3qFCK7W4+9HTdjjwd0aSUyVqeVDe6fdQypiykt+UwcmQbW/u3GRRYcxueygq159/luZyXBLzz+uXpUo9v4vh5jMsnLdwRkY+AT+vzPwJ+bfW679bnfurh3FKPYwvAFrQaBE8gEwSuL7bcPr8mmpgqMQQcHcN4YL+/48svX3N4OHJ/95bj4RneQykHfHA2Melm7sqUIIuQpsTxcGA4FnYXG4oKOVeOiKWYqlymI5dQd7hMSckYwCkjpTF2PUUi3l8Qumeou0BLZ4JOvXkuBtaaLITIUhcyjgN9v51d8nVmJ5WMVK+ibUTN6Nj4nRqUdUwPi1Fpk/GpTn/tc5asx2NXfT3Z22e216xf1x63NHgjh808juhxLgLWSkS01TCZTIJIC7dc5c5EYrex9DYCKvhg8htOpkfzaT4XaWUlgcUaNqFyATwlG5itpZCLR+jo+0s0JdQ4lwZ0t/FoEhW8y/M4D09b0Sl1M1kM0btwk3MDsQZ+G0B7js/8NC/lfQZ0nzr+R+DfAP5u/fd/WD3/74rIf4sBuW9+Ot4CdtMnpNaxiAqu7gaugqadh6vdlle3z+i89SQqNsdATPbx4mJncXue2O/fMo73dF1gt+3ooqtu/WQhthZLRRbT1/Xi2Gwu2Wy24EYUMzC5VgVb6JOtpSjgomWvdCqU0aQ0HYGsnlwiG39hIC4dvtvguw7fF3xIaF5c7UI5mziuZkH8wk+pxgB1VW2tGmI1hfy1GHb7rKcW/Zr78pThWMh2mVIWSsD5Dro2LueGphmtZugaZ0nVmMDNG2pAq/OGezmg+ImUgkmTqta1bHR+H2LVG15KRkVMO9dLPJG7WBvSxaOorXURvAvEYNSGnJVUhFyEXBy5OISIc1t8HHF+JITMVI5QQ6SSl4za+trXxtRCMagFJdWwLHVq6+OnhavrDaN9z1MFk+8Krd57zEVE/hsMvH0pIj8E/iPMqPx3IvJvAX8I/I368v8JS0P/LpaK/ls/8wu04NLeBr452ZVQYeClsusC3/rglmc31xVAtUbwpfIKQvBs+y0hOvouMg2WibCyAssg+UoIU1drhgqID0Tv2fQ9MUZUFMVSriU1ecqCFus3rMXqOKj9c0yWoCAFcrHmbr7bEDZX1oa1CME7XHQmOO8dpQSEiBBBjqSUyDlXmntXuRlxmajaXHe1c5YWktQJyenEbFq167TnWmd1HerU+/vICD0V46+Nxfq9Z3Pl5Oe8y2DOFqZ6WTytUFmvxTnzCgiomiFXTHnNBMPznA62xIx5GyIylzCsGa7tMTXMFfH4aNlDJw4tVqOUiljHgqyYvnGsaf4eJFBETKGvJhXasQZVre91G0PDm5o3VPI8OPWeOVRTBfdPcbH2eefhUCM0nnsz8xJaGbj2eH1/nsLYftHH180W/Wvv+NNfe+K1Cvw7f5KT0JIYH76qVt4akhve0IFmgg98+4OX3Fzu8GKZnpyM3wF2z3KuLVk9XF3t4HIDSpVqcFV9rZA5WkYiVx0MNSDSiczAgWEudTdo3nCpPJMgFdw9Mg3KdBzJw4gjo+JxPuLjFsIGFYdE+6HyU+auARqhBJLaYuu6jt1ux3aznZuUndQEoUw5UYq1ExF3eutaHB5jPGVmrhb5+evhtMYIlt24GbZzd1tkaRXScJT2/vPvWi+A9nkzLuQb21oJVSDMkDazJEVNRMqwppaWqlIbLeMizGzhdShyfs4K1gRNLLxCAqlUOYmqqFeKUFSwDgCQ1Uo3kNrTunFXVB4t4DVvpQZz1MElzyzuBvtU87QyKuufteE+AWYbla/OifXYnmJap43SnsJsvqnjvWDolpx4ePMZgk2AfrPh5vIVt7fPyDnzsN8zpZGUrd5DnO2ABcu8+Gjl8AXwOHwwOy+1dF1qCirLhGD9kdRJbXoOJ362QKrVaQrGPi2VkdlSwmL6rMMwMY4JScVwA4y453wPxNqT2Ji1Tqq8QBE0C4VCKiPH6YFpHNlud+x2V3T9lhj7We1fqy9n3lOxNinOWRpVXG2wXmbvpxmXc8CvHecxfpuY7ccFk8NklX1p7xZnRlhr7+a18Xm0UObFA2BgtuRMv9lUANfKJdBiY6LWs8hKAxs2YZ0dcrtJWox7UvlJNfog66Ip8JQxdCJVxS8QnKfUXtLm/PlKVszVw82V1KmzCJOp+5kWT0lLT6bmOdr3LmNknQ9y9ZbaudZQLX94PgAAIABJREFUmBWepbr0cVoV7LasXOMx0b5jFg6vj+sXFzUDa1m6MofSay/rlxEYvRfGBS3sYmHTbQndlpub5zx7/pzLqx045avXE28f3tBdbPG+3uiS8Ti64HFi8bzD20QsjhiC7XLOQiMAr6FqrFQxJNeo2i2nYIZD8Wix5mVQ761TVApJJ8o0MoyJYbD0c8i1NkoU6Tt8uATZgHaIhioHIQR1mIJbQf2RIY3sH97y8HDPZnPFbudwrkMlWn2OidWA1nqoTU85jpRc8GKcGKfg6mJtBqa56OctJ54CCU/+hpJKJqO4tLjY3rm5ZYkWneU1nXOM4/jIuKgIGmb2h/2/GoNQauOxUiUjCuQK4JeKsSiFIkLxbk67K84kjkVwWBdLEZlF2dt1nBiV2cCZEHn0dbGq3auMVRIn9eRi5RxOCkJGJGHtd03Wk6I1W2ZhDyvjbABtqcZAjUiJrurPmA1MS1agBsqWhr2d4SjmLVWZh2ZU2nLRev90LsGqxk0sM6JSExHMxucpWdZf9PFeGBcRIfiOVy+/xe7imthbWJATdJvI5cU1w3jPYX/PdrtlHBM5TwYEugtCbbHRd6Yxq0UpyTrmeddaWVh5umrN9lDbdVa3WpA5Rep1svSul0XpvVgpPgguQC8H0kEtrMlqO30MhG6Dj96UC2VZhFZsXN3/6tbHaFT/nApjFZO2xuym6l8jAPOaxOE9VRu3Aa3LhGlp6lwFqc/rh+b2r6tMQztm70OFpl9Tqpp+w0IU69zoaljX1OxTSif3kTbWRecOCoAZA3vR4ihW7IQV2HlyPoJ1hKx6Ps65Wj/lKG1Xh6W/eL3uNc7gK1emCaufGx/13haBRgqBUrNaxlSuvZbqT8kFKylZQryTEMRVbpSfzcCJcQceYWEn5/KO+zKf81m4eU6Ya9d/fuiqO+k3ebwnxsUxHBP39wdivCQEQdVba9ax0Pc7nj93HA5HxvFgQBigJZOnRAmBkYE0TXUBCCVZiBAw5mmuYlPiOhzLQlt2c1lC99ocy+lyI72D6MEyKUce7l+T08QwTkiGLlgz+VKAXOjAJBNadess7uNohW3ee7q+Ny3coozTxDiN+Gky/CYYEZCSKUVN5rIWTa4Nl/dWx7MOcc7B3POMUZu0zRi15yonfu7S11LTWSfIhpeoDxRZMkDTNJ2Su8Rqn5at1nZYqQBn6zzQxqJoy+w0mdFzjCdXAykn11S/DBeWaXx+3XbtnFzzeUpXVWtRpgkrmTSphWsVkcNId95Cd+dOFnY7z1MQ+QwzWX3vmuB4jlutDda5p/ku/eMTfGn1Ge2c1h7sN3m8F8bFiRBCx+vXb4DIdndZ43/TMJVU2G46nCsMw1C79gWrH7FQfL75qsqUrGG5KKgvs+dSvw2TLLSs0OxO1pcIRthqfX+aAJDpgJh2zDQIB1WmcWLKgtOOlAL7/YA83PM8jNxslL4ZJu/Nc1mRrbTFyfbN5JTQUpimjB8HcB1BBK2emIU8xpE434EVW7SuGphpmk6A1HUJ/lMT7eSxYpXOVM9LpFkG82hSZipLI/X2ubPIUXu+Ylal9YjGzcbF7sJChW+H1B47iwdTT4hmfAwALjU8mTNaSWdW7jynVgboHBcKK0PsnKtZnxZ+Wdgj4q2lcPsXq6pufZfa2J8LcUkDmd+BAZ3XEwHz2K09j6eyPOv7tPZe1lmr9fvOH3/Tx3thXAD6PvLwcOTzzz+l3/RcXl+z2W7wURiHEecDfeeJfsPxaJ38iggSAlNVpe+3JhLUddFSne1GrQC8k+i1xeVunc4FiWrqcmrtKAQLZYVkMbXURTYmUgpMk3L/MHF3yGxvdlx+EMAFmJXJLL7QqgECVJDX1UrgwDhlpmkilzT3dl7/tyzEuuu6sOx49drWXso6gwCn6eXzY94h2+SdgcPqcrhaa1QX+/nOfMIpwYDvXEOq9txcj1UNqtTwqy3quirr554uStW8+v30epoynojOQk7rRbW0V4lPeghL10OjElAqRuMC2oyL2iZkPcebxOQydiefqxUnOxvzZgTWYeS58Wu/r8Oc9h3tWL+u3eNzxvUab3oK1P+mjvfDuIgikthuI+NY+PSzj7EsYCFKoOs80zjSddbOdbftGL1jHCcO+wf6fgMIx8ORcRwJPrCpr/XI3IC9ufsNAFzwkJV1F8hMNfdkMX5LUxe1JmcpT0zjxHhUDge4fyi8uc9MGojXW7JuyCXOi8QMW/tOy2xZO1apAHVAdWJKqfYLqhOhtk9ZgLz6GbMLLvPCaBjLWhiqTehz4LZd63o3BfMyzDgs6U6aF1LKLHNZdOFUrDNVJzR2XTIUdo7LtTRD/pSnbue0GJZc7LNb6GTn1XCfJi/6+DPabr5Ufy+hTPtb+72dP7TXSe12YJ5i66K4NiotnEwpzd7hOd6xNsJrPAxOyXEtzFr/fX2P1gbH1S4E78KYnnqvncPjsf5FH++HcQHEG0s24hiGAz/58R8DH3F5fYGTnq5zjOOAdxlrRm/gYkqJNI2Ukol0ONdVAe4DXTBdkOBN1U0rQNhmo+IptWkW692uat86sWJKRS3lmSdUB8ZpZBwL46Tc7xN39xPj5HGbDTEafV+kpVMTKYFSaq2MZYxUF0HlWQM1Z1LFTAB8sALEkhfCVvPGck7GcHVLNflTmaD2vpOxPgM81zsezdOoxzp+L6XQAAxlZTjrv61pWtf3LHyexdDI+vvnB6fnNnsoFVDNOZPPOhI0cWqRgBNfW6+qtfZdeW3NsIQQSCnXMc8167PgPKVmr7SytWf8JSk5La1Fzg3ympV7aljqwi5LiGTjazowVDzLskyLAQgh1j+dgsDNi52F0puhW43h2iidhkpuxtG+6eO9MC51+EEKzkPsPOOY+PLzL9EsuJuuii+ptd4IiRg9sXfEzmLmnEbSoGjjnIgYS1fMW7CFbW6u93bZzpWatrWxl3bvLJtXo4PKGRYlTYmcE9OQOBwLdw8Tdw8Dh7FY/yEnOJ/xbsT7CSRSWjapLoZSLNsB1XOpjcxzrh5A3UVPwNEVscp2cFvoJlTl6eTxTtWOhrG0z1wvhKcwA/MSVkBkM1LVc+EJFzvnzPF4BOBwOLArhX6zsV21KlE377BlhkQc+NrdwVlpg5Zs1etFKVlJOTGlySrOV2PgYg1XG4ObU1xlKTFgxlREHGlKVYC73Q/q/DDWtoWBVH0aD/iKcSnibG7OFek8Tf+38WglBzJn1dC8gNhz/Gc/1qZo1Rpkvh+AaNVrZt6EDHM0feX23fP90lOvpsm0/sqmoudDbOcJwRNCx2F/4PPPP2OcRmIX6TcdFxcXdFpZk2hVIPM1LbsmbtkupbX51jjZ5PNV78O+I5Lz4po2/MWHig1oIlv/RVJJTNNAygMPD3tev73n9Zt7xpTBBVzwdJuOGO2zY/2OpR/TcpxkK6baC6g+b4QtC+Fm+vjKM5gm66vjXJj7EplBSvN1NEPTshLtO9caxevwae3prLM+57F/+/t5iruUwjgaDuac43A4oKp0lRrQKqhPMIS2oGpphmquqd9sBnwamcaBYRpngHqdXm/fr6VUfH65vpkQOIcqVpw6TYmUpzn0cs4qrxsprZRsXnBONUO3hLPL73LiDZ7jOE+FnutM0tqwr41A+47mba2zYW1u5Jo1m8O8XGU4V4Z1jb/YPXY1nf+1V+Gf2fFeGJfTfdBcVeecVSgX5e7uNYpjs92SUuHy8hKw9G3xVO9DQTLeG8lLgdjZ5dnkBRSGYWQYR1J2+NS8FjeX9zvncLnuTuoM4NOClkTOR47Dgc8++ZQf/fgz7o4Tgimm7S4v6HemZk9t9xDq552r7JkBCbDCEeqVz+GZrb9lZNaZnpZWzzkQwgLssWKMvqvW5tyLWRuktZFp57tO154fbUE5Zw3YGnZxOBxIKbHdbun7/p2GjGpUUp7I41gFzkemaWQchjnMSjnPGjXtutbZKVYh03nldzN+w9EyjeM0INK6BHhULR0+jQfScEBzmtnU85jYxWLN+NzJmKyNwVMA6vqen2Mj69D1ZB7okslqj9f/zvOgJBbdmDOgu30HGKbpfsU9F6lEMXWWAZHKrnXOWLPjOPL69WuG4chud8Fms6HrYm0l4QlRbaKWx4h8s/aGeRSajkrTq52mPO/+TDXNlyAn03RJ08DxeM/rN5/zyU9+wt3dESUQYs/zly+4vnnGw+FAShM5mXvfwL7zuLxNgNaOWGQhk9nObUCiakFZwFVbEOa1Ca5yX+ounTPO+Xn3a+FA82DaZ8Bj17kda+BwGTM5WTRrD2S9oL339H1vGa96Ts2TeXwfpF5bppREKRPjdDSxqDzZZ6yMR3StjGLBh1roUxRw5YR70oy3iDBNE8NgGJnWFHoryVA1b9BaiCxG2BAX86BjiIzFmxEToN6Pdp3n49S8q/MwdT326/esM1ZtA1l7H+21bTNoRwO5DRA6nevrUKkJhv8KZ4uE1szJDsXHJZwwinRCMHHmcdzz5s1XhNCx3W65urrm6mpHt/F4xzxRvLfHIlbfYb/7eWJRCyVbrUlKTRJRCSGSpsLD3QOH/Z7D/p7j4S1v3n7F8bBnKg5cz9XzWz76zndwwTPmCSe1n/WU6XvmCdd23TaJmmu+TLLMOA6Mw0jaTqQpVExmWZxdZ+GMdSSA1mirZWwMSD7dFdchzHlqtP17/rd1n6PH92oBidfGpXkwayPQPv9U/mBBIbNOZoxzYhiPHA/7yibVyn2yTg2NMJhSYhiGk4Xq3IiLm5OSh7Zox3EkJTPWwXt8FwhxCVWtL3RZ1ufsUeksIdpS7/P9qmffxnUdIq0N9dpjXXtQy5RfDMvaMK3vxdrYr+/FPJ5z69pl81rfj/la6mb0TR/vhXFZcxMWN3LhOxgBbeGHoJbGTHng7duB+/s7vvqqZ7vdELtASokYI1dXV3N1cYv7SznjZQjVA0hks2JkBnIuDMeJh7sHjocDaTyawn8aSTlTpOPq+oqPvvtr3Nzest/fsd1uyEktM8HpxDj3ENp1O++JXU8I0dTvqrJ9y8ZoKXPzrkXJTMjZ8COTv2yFhAtBbk1sOxlraQtGTyZ/MwrnjN7z43RXfAwmrp9r8gzrIsfZ8yhCYZwlLnMDWmsng6xGjPPOapqasRjH8Sw7I8gKUD03oC3cpREiV/U+thgdmtWIcsG6MogKWpKRJCerLTJQ3TgsLTQ6JyWujcF6ga/vw5qZ+xTjtj1+bIxPU9pzOCZSK8xPw67l93qNv6qp6HbdUgdqSd3V51XMQs/AF4CjE/M6zMHJHIcDh6PVxXjvOR6OKzwCLIXn6/7TGJ92ArkY5btQSDqgWkyuQcFJod9EtMBRJ7I4us2OFy8+4MWLl3hvu2uM0VKNWK/rlNMMFuaUFynKaB6MpVBruNN5UtIaKhSTA8iFKSVcLRp04ikFcpnQytgNwXRDZPa+0qNFtiz6Ng5tkmp1mSsNvwRCHX9BavWvVQCdFL/NHQUr2FyLB9f9pZlDl1xT5s2olIp5COKVnCeG4WieT80elZqt9bKo2KWKv9QLsjChLe5KIpSwGB3bQNq8olYxNfLNirtTimVrnAcNIEYfGI57huGBnMZZC6ZtdusG8Sc2WE5xlJkpPRsBu1eNT6R1nJf7tDbaFUi2LzVDpFWKIiUUrKYuLB5LSnl+XTs5VShZ57XzTR4/07jI0z2L/jPgXwFG4AfA31LV1yLy68A/BP6/+vbfVtW//XVORGoOf97TV2XqT4Fiy468uM2CKcfZGkrkVniW8xwGOcxIlBPkvYZQVTRbXWdFghS8s4UrRZkGJakiPnLz/IYPX77Aq+dwfyANhS5sIJouyZQO5LIlakQKJoXprJKVmgECj7KB8EDoCjkdIF2Sx0SawAdLa2bvKRqscVdweDU2acmZpKbx4sTjyjLRzn9KyYs3pC35X/8rmWGYEOeIzpvcgzS1u5qiLrkWDwrIiKKkKlyVcpnz+BKqt5G0TnKdK6K1FHI+2qJzzTtVjsdjNYrUxW/WpWhB5mxYRtSAVlVFGudGi7XS1YJTV6Uq1Qh/tVMlIlZPplP1estjz6FUmkDJ5DyRygMqB8QnpDi0dFCrpVuRAK3d74qyoFil85SzeV/Nk2GtzF+JkDPoqgvm1jKLdS2sPaC5cDGEikW2NLNUKoN5VzP2UlqIBFK++eLFr+O5/D0e9yz6B8BvqWoSkf8E+C2srQjAD1T1r/zJTsOs+mks/VgisRmZ+V1PuIGNSd6eD8EjfTcbEo/1Cmo7CxUo81XHRIEsGecUIeGlIBqsiddQ2MZAf7Xj1bc+4Opyy5SsmNJ72Gw2QOE4HBmOe9J0hfTbmQVshCbL9GguVjdUPZ6uCwx7o7qXbNq8sTN9GxuT+aJr+n0JR2L0CGF20897Q7c0qtRK5yeG3ybhmMgIIiMtdLKJ2jwd61Nd1DgtZR5sW8TiPM7ZeQQ8Yda/AetvDapxxlhM6d/CnZySdWiMZthqWblxX0ozBA1UVtQZIC5FgGSLrHqjOI8LgRAMa8hqYL2FXsxzbD1vbJwSKY+M6YiSCMHGeyq2aQm1Glxmu4kTSweX0jpkmsC5ncbShWEd5ojF4qtb0byTJt9gxri083RLGFZKmQXJzXCc844s09mMUq50jF/G8TONiz7Rs0hV/+fVw98G/tWf5yQWHO1p5bQ12PX4vWsq+cIfOZ84IrWmRVL9W5knSfBYS1BfF4J6wCQVuxgpeeJwnKAkLnZbnt++4PJqS9EEYqLeMVomRzWTy0jRZDuvq7VFja9QmaepZKIakS54jw/B9HHVqp8txpdFaIgFhAVOADwrjIzVmC6TeQ3aMjdJP01rr8e0tcmwVht1wqtR4e21VOM3NsAIVUydj9abh6oNDJOWuXTCmKirpvcK02jtREoLcVAouZLqDHdBS623arhFmyyupoaN6SzicMXXjammq22G1AWWTNLiTMQcqCTMiTwNpGlPziM+OIKLViFdjPtinKOG+bUC1JblfJxlO88MzVhKKUuEVs8ROAHkldoF8gyPOU9Lt/M/8XBW88XYx4+WzTdy/FlgLv8m1ta1Hd8Xkf8beAv8h6r6vz/1Jln1LYqdeRPrm7FeHGvDcn6jlhsKcHqDH/EevDOynRbLCEkLqaxNqqW8lVhjfsWyVMfDA4fDAR87nt++4PnzF0jfmbvto+3QrgGlQtdFa4XRd5XPUquDzya1YUCCOj9rpZRcljSjPE77rsZvFdIF69O8MqzAyWRrU1bPnj95HQC5RaXLYpiznULJ4Ai1A2OwVLCvfZMwj6yooq14T2Q1NjX1rFVB0EHSghepXoZU8LQtljwXezbPxe4xQAMqM6LmdWZtGFJC0lRDoirbeQaSrrGZ+bt0AlqmMRKDdZdM7jgXcRqkUb0n1lm41efpkjA419dRVVLOSGlGXuaRt+tq3no5uefrEHe+d3U6rOf5eh3N907+/LUWQUT+A2yD+K/rUz8BvqeqX4jIPwP89yLyl1X17fl7ddW3aHexO3FJzneAc0NS3z//e27d4XSXX/5eQcm6WhYyFPNN16LVHbYq2HE48LA/4Hzgxatv8eLlt+jiBnVubsbuq/SiamYYBkLo2Gwv2Gy2ttgrdmEnYzs7q2sTJ3Sxm7kpU2WTTuNI6AQn6RFPZD0mIXjcScfK08loE7upp52O38l4N9CTNagohCDQmtxTiwVFoAo2lVYHlBIpNVe8NWczhX/vzYMTMSq6VvzEejQ30bbmyqeVWFNancvjrJBznkBAJc9tVxSxEM0vYVp2pzowa8/Ye5MnFfU46dBiqevgMw7jOFmTPtAkM6BcyhKmzentYozhtXxlG+N1tkdTY4u3OrSFedvSxu3a2/WuU9XOOduwKndnLdvwuAjyz5mei4j8TQzo/Wtaz1xVB2Cov/+fIvID4C8C/8fX/MyTCXDuXq6fO3+8To+25+F0ErXdZt1QvKUYc2nkbmWsUpjH44HD4QFxjpe3r7j98Dv020u8RATjoFhXQEtxWlZD8d6KK9tNDrVuBLUsUkbxUelUZyHwEDwxRoZku1ZKydKuo+Dcoou7vv71WDWvre2Wy45cZgMUoyfEUx7K6Q2w4O38vaceIda8jpYtqiC6QkqFcTJG7eziy7J4VCuoWQrU1i6zaFsF2CkFqUamNC5KvXfASStVcYLU5IiKq6CpGRfnazGiV9Sb4ViH3GsjbT9KkQLFUbLg8HiXCU5JcSBPg8meOmpWBlQbMdM+O+dqQP1iTE7CoeZhVA+oGXMLVaWOmZsNr8rjDaXd93Nj0fDJ5sEs3uipZtE3efypjIuI/IvAvwf8c6q6Xz3/CvhSVbOI/AWsGf3vfc3PnH8/353WYUTbNdc4zFMEpbWBAubq2hjCjA1IBVpLTZmChUfDcOBwPHA8Dijw4vaWZ7cfstldWt9jNYHsEKw6OwZvbGKfyCVXSURlOA6GRcRoeqd1N553l2m0LE8ViY7dlmnMtV4kMwwjsQuUbnGR26Rq9UFrDs/6ektZqpTBNFZCDvTaVe6Pa4EMK//aJrwuBqBkK1hscgMNMzDjYuLZrbeTFsVJITgryIzRVc/EMlJp9j6W7gtr11616sZU9UATV6/GCTNmaOOu1Ot3AV/CnF0x4XbsmjTbG4ta76PVeM1zSqrqHiZghXhUYvVufdXU9TUiq/GhKOIFL+aVtVGUVduTdp/WTOl5o5TWQcIMkavM8XmjUGpXitP0cfuMOdNlbpqdkncteVW7TFQPSwDK6Sb7DR1fJxX9VM+i3wJ64B/Um9RSzv8s8B+LiAWv8LdV9cuf9R0tLFlb+GYg1m6lGRN77TqT1P7ejnMS2OIqFpwv4FwtWVdj/jrFuKCKEyWnWmeSlNhtudw9Y7e5wuFtwWlG1UOihhuWbQqdR5xlD47HgTSNjOIqphBM1xmxMKlkpnEghB7nwv9P3tuE2rYteV6/GGPMudba+5z77ntZVaClUgqWYHUSCuwpIvZFG1p2RBCxQLFjS7EhFtWztGlDCmz5BQkiIgj2bCiC2PETLbVRUlRmvnfvOfvsvdacc4wRNiJizrHWOVn18mXWeSepedn37I/1Mdf4iBHxj3/8A+HEfHrPtl0Nd6DRaqJteqdC/yWyWJyecIzfeJK11thqpYqaHq5nc0Ts9ExE1bIabhE6MipWpazdMBQPJxuDJ6IHn8RCTQfGkyB0tG90N1jmITYjzi0rfd1844ehwwF1b4bnbOrIZrXWIGVmbxqXcjSUtyydjc1G9za5oCSagcWK0wDcgwgvFuOSWJO80G9JiFjbF+MVmQKhSDed3Gko43CeTW/GY4KQhDiSCXumcqxAL2nX5REPV9UV9/Dv0c/D1ztM0d7B3UkxsSxVJGdSd16TOB8mf33c5ZfJFn2pZ9Ff/j0e+1vAb/1+b2KP4Tn+DfceBjGjflClWzuqQce6knjcWN9xx5ZsFdVkWSBVtm0172PK5ka3Sm8rvVdEEyWVHZtptVr607fCFptOOpJmpmxtUZSOkFiWSq0btZW9LcmYpWm1Urdiqs5kpmlmmk3hrrWNUE/7DMi7H3P2wkzuQfBpsudv28ZSvRZmW3dDImKdAywBYqGBHf8DIGm7y05B175texXxfcM0IRqtxz0GVnJgKeu2sCw36lpJ3XSGxY5x9pxawowBdgofAauQykQ+zaRcHHXOZDH2svSEZEF7NMtre7ihDqqb2l/feVWAGb/eyW50zAvKbghN4iKniUbb8TL7dByhNqMh8PDIvZjQ9/FPREqBm4xrPTpRjHPra9+5ORGiJhH6jj8N+8Pv/RAQ/7yu7Wte3wRDNwZgT1NyeDLAZ17K+PdHbCUeN9a/7O/jaeE7QMxTldl/v26NXq1BsCCUJCSUtq3ULGS1zZBT9P9tbNtq+EOfTGZzOtOfBNXrTtVungaNzxuA4HLb2BKUyTJG81zo3QowZy+uXNfF2Kt6r8dygNr36cgR7N4Nq3sarTY22chJdjZueCC46DbN2asxjoNx6ar0fG/gwtjHPMnuFUYo11zxbWXd1h18lDSQ3GLxi7gZyZaadtOiKSHZ+ymVCc3GtA7pDUXNKEk2kaYu9m8S1Ps0dxsoowho3kMpRUm45rJ42aKAagIppHSiyUzrVqsk0hx4VUjiwK5jJtzjHDYXsqf2RRLJ09ZCEPosjPZc2DCyQQj1Q7MqqvU4iJHdQMUeGmvJdoGxX4PXAt+IcYHDOGSnSD/a2fBQxvTeSKz7kucznva2KV2cKU54Ea+S9s3vDcWyQE6GKZScyMC2LkBnmouJUJfOnE7u1rpHdLONWsrENJ04n3UXFN+2bTcO4FkEFVqrlJKYT5MvjsI8w7JsLOsVSUL1vn1gRL3xs2ZX2Wvt0Gh9BHRrrba4s5CmYkLZLTJWOCbSd7e81+Y4lOMifTAuvhVH4/4IWkb9jX3vW8ZP7pwSTBOade89JNkMx2gsU05IMubtKKtpae2j71HKplWcdtKd0vRAkrrXp44hSPJM32hcTHxKLd2sZpxynsjpgujCurx6b6ORAe2hXqv7xrb1eZRaiGfU7sP97DbVs1shQDUQAY/Xvz+M4Ehr51wM/xn20Jf4S18E77/C9c0ZF2AnbT0O1pgRehzARwA3YvS7rIckJCYMd8k9nVxyokwF0Zk2ZZab4QQlmaGhN+ragUbUyZxOs2WMSraTUmFdG71bSHI6nQBMR2Rd97atkd0yxq4pzUMipbIXEAJcrwtvb52THJjLIyBpn8sWcUr3ZfkxhqUUC2/EVPhNfBzTQbEHGsjqbT66e1q9NTttDaEMO7FnbuL9P8/qiX8e3TeWqfY3rEUqplG8hyAY8Di8hmQDg7U3tG52YqP0rZO7e6ACWWYoz3uvoO5ZP9+GPk73ujUpZQsNU7J7ca+CLq6252Fisqp6rTO9F1Sz4S6ezYskgK2/QkrZjXz1j+YMcRGX0Wg7y9l6KYUhAUvGR3gUeOyRyIjXOzLrFsmJAAAgAElEQVSqJkoOXiQ7eDxfyp7+Oq5vxrjAPe7y+BUn/6N0wSOQG/Fm6G186bVErL2oFZNNHirZYk1TYXUBIhE8I2SnXOvNExDm/RzkOz95u7nIFqev5CxM00EQjP4+xyKXvSzAUtsz3QWpT6eZ3jvX60q/2mKapola6+6xxVglSUMjLu7GYzfM4Wkk2bkl6oWaJitZaaEG145QCmzZS8yP2AaUYbwfZR2SYygpWXjUg20sxxY4kAoPalSHFrAHrtC6FW/WbaFtN2grU1IzpNLh/AQ/OZFTQZtSe/XUuG1cE7T2MEW5YzyrhynhyaprGqsXTCqd1oR169bil0JKUcPjHJtS3BMJbWT7XKECl/YuDSHmNVSRR1bd800RSo04yqNXPmZO95BRj2TIl4zK40H8ta5vxrg85vJH62siSdNnql/jBPTeLRPgNHcLhz0OdlBvrGYlOApibjbdskBJq4O6hgmUcraGY6hzLBJZnK7vAJuI4xeeEg49XFVx4zTZBKOs6wrVMiRJOlMpaC+IGOGsbpWt3yhl5vm5sK0fud0W5mm+Y6sqfsqmhORip/xW2dpmfbU3T0GHMU3JK86x4jxvYWLhjnNCaAbu9uBemBGVALHdOEkq+wbIubhouN4ZF/VslJUdeOlBEqy8ygpJExM5lT3zIzFxuOe5bdT1xvX6Sl2vaL2SZQHZQBeybNDfwfSETGe6JmpLVrLQXWcYS4+rZFMVRCliuAgiPu9Bk3fgOGQfWiXpym1bqb2ZAW8+337IhaHfiWvgvcptXbVu9WtWH4R7veZhhaUdPfHRAz+MQhhB9nE2W9FRL3I4PBszpIJ56ik8M75+DcA3Ylzu08ZjCAAhlDSzruuAn9zLPuacTSIBWzNTzmY4zL/0GhdrAK+KVQCXGZyolVNHdaP3jbatmBzeRC4XpEyIbFjw4gQrKftP4v+PODo7WNf2VKItxrPMBIu310pKDZGJqZs7zSomu9CPDTLNJ5peTUemrrR2Ok4n7HGahG7eP2XOKC4d0LrhCBrIgv/bDbRWN8hJjBMqyUokpLhH5an/PXzCxi2n4pmc0B12cSPCu0lGRusuwxDuvTNuu26kVJjLmanMtse1OQ7ktVfbxrZcabc3dF3IWm3TqoLeaP2Frgt6e4WlMJ3fI+WZt61YVft08hIFzAPxqI5uHlHUYN0D4ELt3bhKbUO0MhdPbUszV8O92dFLvsuYJWfWBvjtjeFLKp6IMw+mRw/swbCMh2uUAByYlc/dfj4e+MyemTKHyh7j3rCtf8tefu3rGzEuhxs38jnGlHLv/U7QaOc9+JWTNUHrzXv6ck/Bztn7L0fV6R4rJ7QnShZUM7WtmHp7RlLxRVpMSlFN1kBCUV0PIG5vr0po0iTondosJWr09+IVzUf709ZWtiq8vVmY9ViAdrlcyCXZPWFZodoaU1DPw8WnO81+ZiqFOk202tDWTEtGj4Zs4UWpG92cMyVnK+lPkT61+7UF3R0LCK+i2ds6BybpfdsNEetQqA6QqlpFcm1WPTyVmamcyGnG5DqbK/xX+p5Z2uh1AXUekmSyQNITrS30lq2R3Kcr17cbqTxzef/Hafkd5Gfm85Pp5kyG8Rj+0z4L4e43dGNdNtZtQ7Vzmi2b09tmgH5bDOwf1tVoHGw+3BgkIeMhjRv3aBWbyzTgMAd1IO4n6qjEsbQv7ZHdydtDvPsMUUoRXnnY/WsAdb8J4yLDhI1p1DH0CfczBj9CoQAsA2f8UmgVjzlEjaxxfZJkJfOSEDHy09o7Kt62wY1Bc1Az5WIYjUx2CtVOTdYQvnd2T2nneyRAotzf5BtLnuCkR1ZHN663Sq2rZYY2S3Oez2culwsiwjQX1rXuCwnGgru+n17xme1es7GCwRZhU0/RWn8ebaER4uSrnPfUcJYoxHSt2xCACtpWX/0ENZJZxP+thestflKKp13VDVJins9Wi0Wi10atC7XaZrbaHNdTqRXtG8mNptm9ZATEOrEs8POff+J3fvevc3298fT+Z/zJPzXz/JN39GQY0toa2+IEtskOGJPFsGssn2h1M9LjcmPbGtNcmEohS+W2bdR1QbR66nnATQaPI+QpmtMYIkwRTwCgkPNEq6axEsblUZIhMpD7eKt+duiYl+TBVz+yZ7YWPlcTHO/5a13fhHGBe48lTsFRVmAE4cCbuM/z/twxwzSeoo+8EEPW7drq5inn7mX/4QVYSFOytfRs3f6Wp5mks8kbpMnBOlMUN0/Gq2PF0PucgieR2TYj5pmLmynZPAYTpjaRapFErZ2nyzvHaqyqWpIyTUdXw3FTHC75UcODg7yanPgW6nb1aFIvYgYo5YwUA4Tt54lw10H3QsQdEI7Qaj+NDwAxgFsDg91A1SiudHwmJzMe20bIi5puDO611L38IQI5L9FGsTG4rRs//+FHfv6LH7gtbzw9Zb777sS754nLpbCpg7hdaLWytpVpaCAfXnCsOVs3BnTPxby4eZ6Yi6DVwkgTEkt77/BHrwXuxaB2z9ANxcE5caMbIedwjSF+4Hm7jvSQ9TwMkKXNI2Noe+F+L23btu+Rr319M8ZlXVdOp9NuGIJ4FqHQY/uFR7KQ1bvIrtYVBml8fm+hr5J2AlOQIndALRubc6uNcsogidaFKRfzXNSaZZmr6XkUD5GsYjjtpxRyEJuSJLa6mqRjwzpBTplpxgTAbwvbGj2N455gmmaQFu2bKWXaK2kDiIxGabHwpRgGVMHSqr3TW3I+h2Ew6gs8FzcwbmRIx9j34M2oCxuJAcTZT9XgXRhA2Xbj0jz8GTdCzpaCj4rv3kMsyQyLvV5D9QiPBPYwTcU22FIXrusnlvrK/JT4yU9/g6dZKPMZdAHdyJxNyCplZ+yy83ZGr/cxmziVTJKTGeecyFJZ24b2yux8IuWeVzWGKnGFQQhQPwBYe+jx3DEsGzM9R6LgPtMzUgtSSjZGriXTu7rXm794X3/bMnTBNpsp21tridF4xAIdC8BG4GvbNuet5LsJeqQ9B2BpYFssrJBztK/bbaE6GNd6H1TFJtuEvaDNKoBzVtdyyQOwmQ8AVSOUCF5DGha2dfib5gycuC031vVGzo1tW5im074oI2wMYNu8meimZ6BhS4qqn6w2cjY+vtBzyqQymSemRoYjGQc2IhvVjvR21+mwtrYbFREDjlMOSr7ir2Qcjn70pbYT9ABOVZV1jbYj3TdOGwyptZIRFVPp0+YHhWX57H06nZUuC+fnxOXdGdGFTEP1xu32kfPzQi7v3XgVpmx9pDZpn23gcXOnnCky0VLzNLaVhlyvb9Rt5ZR1KL68pzXE68UVYlVhaOMQCjmNOxrB4IXec7VG421rPvbInuiQQ/4iuERxjYfrY4j0ta5vxriIiFv6vp/MYamNWn+4hkEzj2uPMTlo8I/p6uBYNFfJN/e9mgB2MhzGwNjiGzrt3eysHey0Nz432cSOdgM8xbkuRpRx1mtT12N1NvFkQ11y4TTN1vjrtqG1eVvlTm0rXTG1MzHmqfE/MsVrbAIgNOfBPK9aNyQZ96fRLHXcXSR8q0Q7WMkTqWC6tNFSQ6y69wCgV9bNFPkDF8rZmIQpJejQ1AFNPcDzEDiPcR/5PdEPSiTauBj+pLR93iwVbuFkEjee2aujTUzBQiWtlKycJu986L17VCrb9sayvnKS79Ce0aRWdTwJudvni7Q74yEV6Xds3h05YVlXluvVKrizhSD9KC2ydi4uNtY9WRBzJBFaOnM4pUxv6uloE9e6J7/JPrf2HBizQ5H2D1wH2NdxFJruNAB/ToRROX99rwW+EeNiC3AbfjOm6Hb2+Z01Hg1HSlZhqt0meJomgvY+up0GOHZL16pnkSYn6bm8opXbJ4SGUEnSSWS0FqtkTQ0plZRnchFywRZMAclAjpynottm2rtqtUJlmjjnwumc2fLEuqxs1zfWfqVvC9pWWi8smzBvUDv0pPb+Yifi5CUKoYUiAK1St2PVJ2NW7bU9R7rVw0GvATdsyHR6e+3U1ryNqtUAde/oR05IyfZBRajtcO3bHY4jnplJhJLauq6fYWEHC9ce3/fNINAShTkIq174sJp3tq1Ib0wI5JmtrTSXwSR1kBvb8pGSf0rTsxkNKl026FYiUVJGPeQzdcAjc6jhkQC9bvRaTYypTGgSoJF1IOfJwbS2VLzr1Xq9UUqmEhgG1j529lCp7+vbd8H+fXbW+EjRYG+CtxGdAWLvHF6U11B1pdaNaAD3WBD5ta5vwrjAfVpvNBx28jeKp+/G+PQu9sX21l0YNGSLjtct5OQtHrrH2lNxzCBc4k7TRuqVdVt52t/PMApjw84UB1wPzd4xjPO4vQ9e1oOrmkTQbeP6VtluK23brE91i3qg7qLV8x7mjfrAu0stxv/EsZ67tH62MC0yOZHmjL+D7l7KslxNWNwblSG2QQp5b/cRIGPMw2NvpN1zLO7aa/VxHcSuQlM4Tt7wgNTeI3gbZhw2ejWCY63ViijF6n56KmYACN2WxrbdyOsN8gZtRr28OiE7RrV5a47aGqVN5FDTlxBz6p7FWlGXUdg2w16yA8MB0J7P5yGT4yDsvvnH7CbuVRjWlPL91hszQqoWlu/KfQNwPJa1PIZ2lt7Wz/bJryMkgm/EuMTGiYGNTTM2FA/LPoJb8VzANFo4cJhHbCYea68brroZolrbHo4lMcW262I9i+tWfQKtDgiC2n1wbkb8J95HcOHtQWTpMb6ephl9OrP1Ex8+NnTzjdI8tIksgBvNYIQ+ZoqczD8OKFnMeLUaQLhxMOLENNkF45hs28b1dmO5XU0wu1uolof7HRe+SLkzLjFH1jbW8aqte3r86FMUp7GIeQm9G3Cunro1ke7hvFZLR9NNHJ1uuEtOEzKdzWOpdgigFq7W7cZWrmQWkBmqEB02s8/Vtm7WuTElyjRR5onTPHOeJ7IkOs35Rzd6Wx0a705duNdGGTf9Y6g+Zi1HJm/vB9N8xAWt9eyyr10rhLxXAxjJo+O6Hv+NAsrICv66rl+1b9G/BfyLwO/4w/4NVf2v/G//OvAvYIfpv6qq//UvdSMlWmjc81xGEp3qMWm9W0uKcbAHRvVnRsg/jVt2PI0MYCELTlrKZeJ8mXl9u1G1sa7WWM3cS+gNU2abjoUxkpd8DEwfNXnx3RcyCvviKoWSC6LQlpW2vqFP1QIYEVe160yeJYq6qvFSIgMUP999ZB8H47fsP4MBlK1yWxZutyvbtkIYQTcGUaR5eCj3hiw2VIShqga7QvMQLmpw7gHt2jq16Y51lIRjJ55WCTZvvZqGbbvSqUDaxZxSPoEsSL+h2cWV2g10JaUgoh39rEQ6k2cLe/M5SwlpyUNIK6isbWHd3qj1StdKMnksXO1rNyQRdj+2kjUP4t67iLUYoVAoBI5GJvaBOqZmDeWOv43zPs7Jo5HaM5877vjt8lz+Qz7vWwTw76nqvzP+QkT+QeDPAX8G+DuB/0ZE/rSq/k07Mu0hjoNaEc4EMLhtbXcT4ZB5HFOLtKFH9KOcIbG5x1T1/hdUna6OcD7PTHNiu3WWdXFClxJtf3ISCven+nhKBVN37HL36EWB4XYp5BqBvlTAwJaE4Rlr25jL9Hu+ht/+AVyDl1AdKUjb1OIlBcHSxQ30wu32xrLcsNaxeaf1H2D4gQfoDrAeoZlVCB8bSX0jak/gYShYj+uQoEhSUDEl9IRa0WQLJTdF6Ghb6fVGrwu9r/v7qiSECUmdlM/o+mLzqUptC9pXM1ZFTAMGQFw8WzHNHRFvGZso88Q8n/zQ2mh9o/eVrvalnhY3smTfD7cY39FziIMmilQD3B69jcBHjjXJHYcpwmornGw7VyXebyyLGUPk+D72Trzu3onxK1+/Ut+iv8H1TwD/iZpQ9/8jIv8X8A8B/90v8+Q9y5OOBuv3DNTP2ZF3FjrnvYtdGJxD4d+U6/fQxTM8xucwQ1PyZCr6vTDPE6+31fEHw2KSGJ8lyF+13mMg4311V4KPsAjuF2Js0p7kqItq5o63dSOJUD0Ds3eUHGLruzlysEI880K39HRXfXBjLDyKU7W1xrLcuN2udgrHf2KiWMfl2Y5u4WM07xrB2ccUby4nerMsVKtK7yvbtu0Aby5W4JeTYyvSEW0YhOutNfoNbQtQ2VXyUrB/E7nAPFfaOlG1YgqAjVYXxOUtg01jrVTt0+ScKZNRC0ixbhJao/PCwtZutG6GJflzImw7tFoOr27EOWJNjo+JtRgeejRoG73e0XCpZ4wexzXmbUxJj+5ofwijokbpjxrP5V8RkX8OU/b/11T1B+BPYk3S4vqr/rvPLhn6Fp1Opx1PCeAxvJSYlJTKnauZs1d/7hsOEwzi3lU/Jss64lmFvbn2rTUHBy1EklQQOmU+M5/OIBvral+qVhRYsrnOVkRpqdLgnQyfjR2oxIgq1vJrSD366RUV39M0UVKmro22bY49RIX3fRj0uJDxfSf+uuoC2129UlxN9Ls3A1ebZ4XWdeV6vXK7XQE12YLB+CL5ABU7hNdnKXpviO7kxdat2FA1qthl5/+ohxARcuWULaW9NaQkMzLurRibePMmZF5bJE5tN+rfDvxKysynzrqdWG7LntqO8gbxEC2Mcy6HDIWFM9nkLsFBWDP4qlYln0RIJZOxQ6U1e73QubFxSru3nES8Y8HhhYzzBUc41PuB5cUBaA8+vBkby7IfrJbcwKvjPW3vImiWBTRvB4IJ7DVy7iF+7etXNS7/PvAXsNn4C8Bfwpqj/dKXDn2L3r1/p8ld5zFtapT2iDetoZZNvhV92eRZCbsp6B8LZzxRD+sPkpV1W9jWSimTUfyxzV8b5nnnmfnyE6bZpBnfbp9Y6nvSaUaLpYHTmqnVWmiAAajdY+WEacNoajQ3gCrZFoRYDY9gnBhVk07QlKyyOYnjDpaZmNIhCRBxfrjZwO5V4T2DCWq+dOgDld6Zr7VurKuJV11vb7y+vrIsN/fcZko6+0mbqevhDQZlvtOtZGFXvFOWZeP6diOycafzmXfThafTbI3Ptg3tnW1daLVbKUWeyWVmInHSRmFDMI9Be3VRr76T9I7LSIuR6dIJltOJrRa0NnIX2Dq6behcoQgNRTQZfSQbf6YUQRw8j+pi1JTvpu5qcpsbMzJdE9CcypR2I7CD+c2WThSXPHoPd9hgr/v9uxIXoe3TVfdxjfUve98hL151ioAwITqhOdGN3OR4GRjk2f0wnb7NsOhLl6r+9fheRP4D4L/0H/8/4O8eHvp3+e9+qesRcY/fWeqTwfAc+haja9ql7y0w4or2GuZCmpJZlL1HCMaAUXRVVDLz6czpfObl5Y1PLx94+8l3zKdkp3kGKwswQLRoMR2UGB8huFOeTg1j54SddmSm1m1jWRdP/eItXavxYlqh1sZUDhX/0YDuX73vivzgpzOJrbkuSq0mnlUtNLndbqzrwsvLJ/t+W01uM69M08Y8zx4GdVdSSzuZrndl2VY+fXpl2zbOpydSKqgmpunM89M7np6fmE4TZSqGn4j1s+6nmVY3tDerGs6VqQhTUURXWr3R6uJz8OWT9tFrU4w9LamAbMjufTRfJxFOt93jDSGnmBMDxMWJgNY61mQTvPMliqoxhSXdU/93vI8IXY4QJeqLgqVr42dzOU2FWk2VLnCqMKOCSTcELrZjOjvOlX0NmMG01+9uVOTesCmGXz14v1/j+lX7Fv0dqvrX/Md/Evif/fv/AviPROTfxQDdvx/4H36JV4zX3bGFAGv3vjvpQOXH1O8OIorpoI5YTTx2p6BjxqZrp5SDQdq9C2MLIeopkUrm3fvveLtufPjwgfPlzPk88648I11Mc1XMkd9q9UprFyAaPpfj0+y5HA//eq2oVpbbSquNVBJ5Mu+pOXN46spWO6eR/9APLybwnnGzWE8gAxNRK2GotXoYdKPVyu7dkMh5opiTYyHgtrFt04575WoLOVKktXaWTbjdbjZv0nn3fGKanzmfz5xOF8p0IqVOd5kF7c29FUvzJwCpSNqYSueUoW+mBJeJ3k7pGLMxOxVZsT2MEKZ0Zk0TTRZP4VsbkMgA+rbcw5DwGix/kLzX1NGsvnfrP7WXOKgdRkqntmoi7fK5drN5JxY+RQq5dxDMU7UzzSkC7fBmIgM34jVhQMa1HI8/DmDLem11RUSZUoQ/g4FRfC6/QeMiX+5b9I+KyG9is/7/Av8SgKr+LyLynwH/K9bm9V/+ZTJF48DGNZ7UNgFHJgj4DAQLOvWj6n9swJ34JMdCs4XQaPUwNohQu9H859OJy+XEy6dP/PCLn/P8/I7TdOJyeYLk0I1A085aNyvRdw/JcBY8Fgu3JplYkap33bMgKpeJcppJk9BuG1UrW6teBpAPgzSMSQCDh7G1zEhrakJN4kCpP8cYosE9ybRmY3i9LmyrFbyllOhUqipTyqRiFeHrYh5PbY3bbaXr2Ta/wseXV5al8fz8zlnLCmsjt+rYSYPeKSUxZTPAplcMOStTxnCsBk26hVHdQofDUN9zOiIZHilbmBFxqoB2UOOozNKHViBjBkypte3cG1t7DiK7noz2ZhiQZ8o01t/YLF4P0fi71azG4VH3iIM8BxZSde82eRS/xpI5Gto/pp1HQDfeU8OrT4a2qBvlA6P7cu3T17r+UPsW+eP/IvAXf783MoK1BwB7ZHqs8vNztmFY8V2fZU/l3af6RMz4PE1PhLYIBOEInzh7r9oiHhae3j9TW+X15ZXf/e3f5ZQvyPeF+cmGruPP9RN1jqxOEufcGXCbxCQASMZUj5Mrpwu9LkzzRJmTlSYkZa2VrXUOken7zEGk2veMgQ9LkoSUgva6Z0ri9Avgr3vr1FY7dVNTv9NmeG1S+roZlyRN9Fa5LpV13aieTVEWd9ltES/LyvVmpDRxFz/VDe1WUNpbpVWoSZinCSbnhYjsgHdOhSyZRkWwlq6BR41XbDC920Amg2E2qIGEOJey1WrFlog9Brtvq2RIe5GicW+qey+bjRF+UPn7WHP64l6ujeG2bXehWnehdvs6PNewcao418rGXIgsYNoNlxkOz1D6QTJmlXYowAH68f0PiQU3xAlgLK35etc3wdC1ibtXCIsJH0lCcM8luKuSds+FxGe8gtF9NfDsKALr3USUoqF8V6xqWBtZhHme+e6776hb5cdf/MDEmcTE+/JkcgXN8IMkxmcIFXvJYjU+oi5HIl42kJxYpvSeSF3oaebp3RPfff8d2/ZC7ZXbcuW0rNZH6XS4xiOucl/xel8WocfQDu62/arW6uFm5nx+opRO3TpVzZBcbzfKtXJ5Ml7I7baxbZapQCZULAt2iNMnXq+fkF9AnjIkJVFJomQRamuGhWRrCK8lIxSSFuidtjWKZEqa6bntol61h9dwXBEmxxhYoeFEKSdWEd+Ube982dVId0kOblR4rXAvutXbIfewF63un9HWTm9H5feX0rsRCh2Ox30PIxNvj3V5iDtFVqh7Jkg5DER4rHHgHmtaKSUKPA8yZ9A3fGrg16CfC9+McTlOjxjMIwV9L/93cF8682zCRrVWgqVam0sMPeT8k8fWpBBW6neLQCP0wIvlkiBSyAKns/Czn/6Mlx/f+PjxR6apwPzHeHq+mHi3y7jXOURMQbVTJufBACnh8peW1s0lkV2VN9UTp/aOy/N78scr27Kxbm8styvXT2/cShQrOiV8L0iEXWg8P9QwYbfiDjxHpqGxrpZ+XpaNrQq1+phiWZJau3E9tnZo4fQwanYaZxG6GE7V6UxTZrldeXt9sXBDrCVL8w2fsMcbwNyoImQtpGKejiYPD6WZQHZS+lYNp1BPtKvudUmgHvIYopKdiWscmuQJAAs96lYhF2tzWlwQPMmeUt/TzxoVsv4OaqMmEdr670S+TOI8PKp7b0skUuABvvrEiGn2SjK9Z0WciyOueghoNypE7waQZ+8MKuL9oSO0s1IPf0cCzBbH/X4d1zdhXEb3Eg5W6UGv706++lyL48geHXFw7UHXFjcwzuxURXqmS6dVA/7CqzFimE1anYzjEPWyKWee3z1TcuHThxc+fvxtemr89Ge/wdPzMyVbOvq2LUgTkhb/glSEbll2T18q6oZGUnfx5wm275kub0ynD2ztI7QfSds7WN6zXBdO8wlm4yxY+b4YbpDKblgRL44DyJnWXO8juR5LV7SutPbKWj/xtihvV7Xqa9lI0ulbM3U+BNW28z+CcyMINHuPhH0e24w21m8vryQS8/nMybNF2tUIcl1I2km9I72aUlxP9Dkx+b1TZkQUWTulY+wgNa2a1jr040Q3g7CRkiJqJRNKQrSY5IJkeoetK5qhpUxD6MnUAo0NID50DVwkvDdoLUMrTg0Qk7TAKp+DNxMexVj6Yevz3qsZSXWWu3G8LhjnOUF2rpBDlMkJn9rNS0ylQEomlREpddJuBNHDmFo/JB32yq9nm38TxiWukU4/slmjoVRcEptUD/yh3/WqCZwlQpDifBRL8wVRbzzt97gVBW9HsjcDw7IUU5n47ifvud0WXl5euN5Wvv/+J7x//90u87DcbizLyrt3z1wuF+Z5IpdMngoFNyo52QnVu/UfbkprkPPMNM+kxTY2ag3Z182IfPPc7nAl7UfnSCVcYIXgxbR7WUscuAxK+bJWllXokuhsiLSdiBigKfh4Dn2RTHUvYvojvMg58/b2xrKuPL17x/t37zjNFvrQK9oU0QLaEZms3YcIqR2ZnJwLuczkNLMmS01b1bTdlZH8xEoLnFXU2hV1q6OaUc3e/sQ5SC6Juq8p9xyyPHoebQB2D/lODsdl/12EliMO8niNGaUxfS4ikIQc9XQ4NjR4P8lF3UWE4j2/x5KDlKwtzl23nCEsHu/hPrD8etc3YVzCQIy4yjQMqHkw7HHn0dx8GybVMy8uOF1y9lh0LHYMZqY94zG1F6BeLtmqgkn7Bqd1mlQrNJzPzFvner3x448/8vb2xuk0M4alaWYAACAASURBVE0zOSdutxvL8sbzs6dnz2em04m5qdHOi1hYRqdLQzcTdhJJRupzF9e6NDakHf2mxwVbSrkzLhb9NOjx+EMKIPpat9bYqtHw69aBaa/9ET3qrUa+0Rc3h19jVi7+tm0bHz58NGP2dLaWuKJD36QoH8ioFpQJ4w+J9czOwNQ5zW9s20fW1UW8gVZd36eDSPHw4gopgxjJL6cTks4oFgpdzjPzdDnCbAmEzlX8WjUw1/GakN9ILjlBNk+nRfnDgLt8yajsHJyH7OfhTXBXhBoHQFzmtRsGGF75yKc53seygdGq9kv7ycLDP0I8lz/s60upt1rrPmAW90NgBzmPLRhcOzZ5Px2vr7EmaIZ9GP3ZfUfuSwseXVoDZT3lF/yRZkzc8nQykaHaOZ0zT08X1nV1T2BhWW6UkpnmmdZML/d0OnO+PHG6XLhcnjhfnsmTkwATSO6Ip6TFGZmGe1ia+Lt2gHlxjYWCqkruHc1mEM150Z2jMcb/uns0ZkRr6/TuLUqDX6r3hmPkC6l7hruQ+fD3uPYqcVVeXz+hvfLdu2fm02QSFL4HWu9I60hWclNkC5c+siZQJqHkTsmFrS3kxVXyVt2BeEmgWdCaUF/Op9N7Tqd31GS1YmWemUPsPO5V1D276uPbDfB2AHR3cBKEVEVs9FEMPsZh9FDid19a34eHfDxmH7MhQWFrW++8+dGw994tsnPwfkxXP6bKH5Ubv9b1TRgXVf3MUxldwN6tqVNKxvkYdVlHnofVCMVEDd0J9ahCHYWOHt/D2qieERV6jcps4yyIU/WRQipWt1JKRpJV0+K40boZNtS1s1XTA/748kIuM5fnd7x//z2nyzPzfGKeCzIZzd+SEa5xslbWpSO6EMZz1LaJe1+W5VhQMZYB4uqxeA93edBlGYsPW6Mn417Q73VnvnTide27fm9cIydJPajato0r8P13740DVDxr47781ipaj3AuJSyE7OJC4IWcnpieTigry/zK9fbGTTbQbi06sOze1qz1askXLuefMM/PSLnQRcjz5KJeVkOm7qGpsqeiDQQ3nqxlm1zPRkCT51tcZ+vRixuN6yO5Ljb+3eHZ1fhODwbj3gDB76XlAm5cAITPPJ9xfVt/629XcuGrXCKyV5fO83yg6v43JFMkGKn3FcLqYFY07o5mZSJBeBrxGydo8TgJB1VbXejI6jqEJNn6FteIr4HePE0ZnpSp1BVXtTNGsTHtXt9u/PjhBX7xgcvlA++++6kR8i4zT+8yUyoUhXpb+PTpldfXN9al0+qV63Xh9P7y2cn3uKjvMxROE5eHcfLPcK8eN0pPdqJUIZ4zLsrjcWl/u8fT2oydvVeZilePV5ST4xeRNjcDbGLhCVKmu8RADaJdsnavOTdSnshZHQS3Xd5qYmuebu6gZObTE+fLe3I5w3wxmdDJwk0LE0zXBWTvG71/Vg68xXBW44k0sBa0nV1/5ktV6l80OPtnPq4wOI/hyh1BbjeAIzAb7HPzSrtiXtSQWbU13u4eHwfq176+GeMCnkZ84LNEwVxoiCpGabd03XFiW9tQGKHIe/X/IZv0YMSCO2F/u/qCLvv9mCusxtfwBZlCmcyByO7paMQ1WlL29prKPBfTxl0qb28fuF5f+UWeOV3OvP/ZE1NKTCJs1xd++3d/wevbivYM+sYPP/wOT98/8fT0NGTQ3FMrcSpZJianHBlOT1kcXl1kfIygxZGiFCPq2Q+ZY08cp+0jKOlOPSkde0eS7CnyuAmhsG2Vl9c3ns4XRBNkpXv/6OSeAUFF8ExfbkaK7B02tSp04z0XptOZU62On3Wamhpdbw0lkaYLpAudiZwmZks5WZZLLSS2+jPf2MpBZItxSlbICg70xgJ1Ax3GW7yk5M64gDWCY8DBhlUZhqnLYWDG66D7HzIjKT3qxsR4WRq7TI6bCaCC9Oj5ZPebXC7ia1/flHEJ+QF4TOVhzNHki0ECP/AhFOvFK86FUA0q9H3seYCgbfdSwspHHZOxbTu9rqSegEO7N7k7r73biZmtS+PWLH4PHouI4aoBsKYM755nnp8nq825Vdb1jbpUPv5oqdSSlNvbCy9vN9ZqjNJtu/LjD7/N93/ij/H8/I7WDvwDLJVuxXS2oI2Bq4e6PW5YIuslIXvoGRWpIM7wTJNV/FKdVn6cmPHv/j3Y+9po2MlIBjmqz0mWEdNUeLtV3paGqf+ZbEFJStZE8bR97+Z9mJHodN1YPG2fs5A7TlS8MM+wrp3eFnLqpLrQthUlo+nC2gtaEycVpiSoVhIdbQ3E6tDoLtAdnogIQanZQ0yzHGYmkpVuaLDqckKt5Jh9JMTHpchuuNTlEXc/0VnMmYPhPI7vPYYVfbCC4etV9GpeuiQ7xHYme2BCMuI3ypS9HOQrX9+EcRmBqDENvYNmYnUzWQ65y4j7j1OvIz2m+QidjgxT1CEdmEvEqiNZbywYA2vWBqZe9uj+ttZpHLhNhBhELsLTpyT2HjO2QSxFLn6CiRw6IKbA33AyL9frK9frlXVdWZaFy+WMIvupFidcxOlfGteUEuqbw2Qf087hiZoUSFb4KSb/8IgF3LnVgQcMPx/bR92jsw1hYHzn7e3G0+lET64tnM2AUpUuHbQhXSiTkeqsGZuT7UpinjLzbFnAeXrmfGrW46ibMW21ksqFMs3U3tGtkrbKaQLJUUFtOE1IWmik6N0gR0eAw8AcBlZ3Ty/GxD/rgE1JGtbjIKYlPl+B+0XfJjgyfmFcjm6Ln+2SHReMPWJJC+PHjHvFHhuep7qG8N/G2aJSys6/GFH97O0sAtPoLXgJB3MyuulZ9iDtsWog/AEuxmDDAXCNmrTTNKFqk//YlA3YQ6gv4R7RsOpIa6uxL0XAm6hJSvQmRP1JV6XXhmbFz026Ksu6GHt3gnXbuF1vLt5smansGEWsF1vA96dujGukJK2Pj3WNzHkyPkmyTo7iR2MSObgtA6bwJUPzJc9md/EFRLsZDwfC13XluizkYkJcl7mQfTzbZur9indWUOi1s9VGdRBfcwIttArz+cTl/I5elW3d9ns5nWbmeUIxAPy23OgJygwpVSTU96WTpCOOsbRWXZqjHZXx3SQQRNRCGCywZBjz8d8YMyQImTYQ0WlCXZMjwj+RIzExPn/8eQR8PwOFhwNwnIPAbI61qLsh/NrXN2Fc9hh2cA1HbwLcWFT3EvzM7c0o62o71bB+/z74H6FIr9oc4LqfmD0b5ROzbYa/zPO84zOj/MOY3oN71bt4Pfs56lPEZVzU07DODs3HSd+7UjKUaWKeJgQxGQdNpLzunkt1fsrpNJP0wARa62h2bydSCDuoexDUVDI5z5zOF54uldaUtDbqkI23PfElwJj98z0u9s+ySyKINuut7Nmj1hu3ZeH5+UKez5wuJ0qr3K431loR8cZzpWBD20ldHf+aKNOJaSpod36Og7hRuiDJuFGlGDO5dszw5G4Zo2RkRrwiObm31NrGutxo1UTaETP6ot3YxfssxVKVOwP+WGRrD3a/MA5FYQ/hrZzesLtHQHcEhH+v38WB8TcySnsY7wdtSvrFufxbfX0jxuU4BUdA9y4M6ZjO6oE4ulvrlb6+METUQax4vmVBymTiTMas7HeTBYdxsIk8VMNC2iD+PnooYXDivsMYRZ2OSvcufeKhiJJLIUlHad47yT6/YOHC+XymTIW63tj6Rs4rLy8vvL298f79e9Z19f7OyeNv9vuLkv2UBNTrVPZxNA8ipcLl/IyQKWni48sL61pBrc6FRzoqj4v18Foe2+sec+YulLtSmoTWYFk21tpRsTBNZKKcYV0Wes7INJPnYvq6ZK9LsqxTydmMiyq3t49s641lue1iYCagHlmg5IcNe/iquqJMCCbQhBgJs24rtW1YFsmBWOeQhCHxb32WHjbpQ7ihPYTMgpofY2fz3LvePWUPW/VeUmM04DHGETLtIZBfYWxGhu/dXPyarm/CuIyn4NhKZD8N91abx9Ra245RGGoPN+8mpw91RiPSP8a2o1U37dGDtTvP8x5SxYTFpnqcZBiUwzzlmVRMYrELkq2HTnd2ccfkJNHG1jtZLDM2lcLi4d66bnz4+IEPHz7wG7/xM1N/07O/24izHPmIPYMxbHgL98w9nyYjlZ3nMzllXl5e2NbVQrUYRAYUZThhx3YqI9eIu3fXXYHOwgFjSm+1crst3NaNqWR6No5Kxf49JaGXApNxlmZR2rLYa2UzCDnb2N6WN5fbXPb5DsX9XBJdMyllB+EjfLgHoWOXhzHWfmR8LCv4N9+Yjx6BOW5xYNkaiDKU3g8dosBbAgKIQ8le43NvJr4fQ9VxPsZ7eXyMyOf3+TWub8K4AJ46U2fbiqfWjKmqvZNdr6OrWnOrnTgWrTOTey2Os7gCvjjwFYWJtVu3PauKdcbqIOQTp1f06wl1sih+jBqUMFLA3eSG3ENt207NVgzBt97OFfVq3CQOUmvaRY1KmThfnrldV9Z+o/aV69srLx8/sq4mfWDeRaKDfZ4ERa2OxrITeoexJk+Z1m5kM1SZimndfv/T7xERXj58oOPFhDsQGXPDHnKKdu8t7X8bNoLc/d81bCQ5Vd+iwXXZuL2tzCmhNK5vb9y2jfPTE+080/tEVesKkE4z0hpLbeSqJDrTJJQ0Qxe2pVqF+TSTyuJgZ2NOiiZBpoxkkOxtW4U9VS+Kt8i1OiWTeTCvJudEtlQPYTIPdiKHt/IQOsZYdPUOkGFute04W2z06N8cxuPAq+4Nw/iYMOiPUhu1WoHjTvTUIEzGdLhw2Ve+ftWmaP8p8A/4Q74HflTV3xSRPwX8b8D/4X/771X1z/8S74FTD/BaNvaT2GtSEubqtlrp3mgru9B1GJbkAkCq1vNHstHpbVMIJSV6UV9UySdC0GbeUSqWRSmpkFNi2zYTRxpO50D9o04J7icfnDHZFNHDUKo4h8G7C87F5Bq2zZqV9Z5AK0ng6emZ19dPbNXEqrdt4eXjj6zLatyPrZOmjuTIFpmBTGqfbTxwYzFbRkr3hvFgxnQqhffvnm0lvrzR10pvdUCHw/tJe5HiWKw36ubEWJjH4gCoYHPoq3vbVj69fKJoo6fG7e3NNkee6LeNOplo+rLZXG8V1luj1oXTVLicJmiJVjN1BePmFFIqbM0bqfWN3isTk2UNkxogLGp6WClbWlmDb2OYnEhIYVhFu7WRNW+ve5inqjuOdedV+IpNXi4QY4H6sRllFaKwS23eG+cRzwkPOTxzW3tj2Yut9cObN8/LBNs9NEJQMe7Ql7Rn/lZfv1JTNFX9Z+J7EflLwIfh8X9FVX/z93sjCTGxYSe0hS6sKcwJ0qFh4tqJ5FkQc/1DHlRx11JdekABxONn9yzm2SccJ94pG07UKoVI1O7VqQ9p8VIy0UAtRKxHd3Y8hQ5BqtAJCZKZe0dYQV+XBNK9dYUyzzOXy5nb7ZWtVaiVl5dPvH76xPc//ZnhLlO2Vhmu+q8pWMZ+aMqx+XeRJITUnUTmTc3rutG3yizFiGpdhwUvzuI4cJjYRPF54V5EOsJZo9oPrrhEW9XGy8sHlrcPnIphG6fzEzlP9JZYr2YkW994e32xFiMKN0x/5bt3z4isvL4tLNXCpJInUp7pdaX1bs3pWyX1hnSvaXS3xRjXCWPvBRcI91KqGfmUkO4bV8V5LLZWRoM6CjhFq1hxY7pTHTRIcmOI1e8M9GdGavCIRjwvxvxYm52ck9XAkbxswbyXVk0sK+bxmLWvd/2BmqKJjcA/Dfxjf6C7cHDWQiKvrlXzEnIuCKZTC1alOk2ZUoyRaCeV3ruZnZ3VaG6pA11OmGve12eaTNA4i51q8uCNRIo8TpHHuHUEoB+NDBzhUizCsQo7Up+9uwyDCz61Wiklc75cmD5N1M1S7L021ttCWzfaVk3guwo9Gziqwp1xMadDCHC6pEwRYUrGFUGV23pjfbtyu17ptbGt210Gw05JNZ6OpzR7t0Zvd+HQHZg7skkHDCDH3Fi4+lZX3m4rSYQnFab5RkontCW2W6NuC2+vb6iuu3G83m68vb1R+8LW3pgm5elppghInoCGJOsEoCIO5Xerl1JreleSAet2+2ZwUSA7wa5GKYmblOSqKdFtQu8zjXBf4ewPck/oyxm3WC+xJh5fL543GpWD2zKCve6xws4bkmT4Xk1K6zZPtX99wwJ/cMzlHwb+uqr+n8Pv/l4R+Z+Aj8C/qar/7ZeeKENTtPP5bProYsYEjtMw+8a2zod+UpXs1PMwAEfJeUqhcwJwZH7MyJhKWepCVd3DAxFxwSfDFqIB+whahjZpa80zSDJ+lgdQ+F4n5LG/cxgr3C9IKnbi+EuklLicz0zTxCKrbZQgUHnjdg0+RmvWS0nCqPlZrGoVswN+UspELZWSC1MuZBJt2VhvC7VvR/ZtOE1Fxgree7pA3Ot4yoYxvs9YxPONY5KLiSGpFlBhaxs/fPiR69tCSYUipl7X2kIp4t5i57YubC8LXVfmS2I6XWxXCSjZ6o/KbM3YSvH2JRkp5mWmlL0PE9AzPflYKqAFMCNR+7ZXqhspPN3nXPTI3sQYhKdiHlL/zGD0MfwZxnY0Io9rJB4zVjaPht++AhHT/bXNFop3hxxhhq97/UGNyz8L/MfDz38N+HtU9eci8meB/1xE/oyqfnx8og5N0b777r1aCbmFDqG50WpDJVLAhZTabmjG4sUwSIGhWYrXTqd5NkMgYhhDykKXFqAAKSfT9HCgNz+0Tv2S+M59acLhpYwG5e5yEGI8rQJktaaIup+I+2lYyi4SJFhjsZcPH1mWG8/tySqZvdZJW0fLATImX3QW4niKeirkqSBrMkr9XJjThWftaILXl0/cWiNXUz5rkYXbgfNYsGa8Hxufx9iExxLjJI4sqzog7IB7ApJjJfRMrRsvq3cLoNmm0cY0FXJOtJAypVEmZSpn5slp9JroPTGfLsznCznPqMykMpm8RekIhVDxS4FTdW/3qmAN0jKiGXrGyD/JcaovL/5HrM3+ja+HJcCQsXlIBIyFs4+h5pg9DeN19EH3GqluoyoR7imImLyFCF6Q+fVT0r+ycRETSfmngD8bv1PrEb349/+jiPwV4E9jLV//Rq9lSmEiu8LXPM9MZdot8lGI5eX4fmLZ3+6bqZWcreNwP2j/UWTYm/Xwqa3thDXfDl/EEkYm71j3VGvzr3vG7rhg4rV0L0Hod49R5chiiONMap8nu/fyKX+iNTMgry+frDK7YwZxc2nHkp1S3sgqEIYXBfVmXMWNSym03lm71fDkeeb87pkmcGqN5W2JfNvhdZjC+ICrtM8MyxdmlR2Ux2ufyLvyfRYha6bkGSRRi4HNmzcl02QZl1aEUJlLVj/N02Xi/dPMZbIQp3VjPb97947L0ztqKyRMfIpkJ7l15PQOEWEAI0WdEkmzBUmakTI5XtFdLdDBUZ+00bsbSXTmwRzi2I9r/JH1PXq7j57g6BE+EvWOx5rQuRWNGq9JEt5509PUIqS0faZb9DWuP4jn8o8D/7uq/tX4hYj8ceAXqtpE5O/DmqL937/MiyXnAkzTRF9WeuucTqe7+p+cMy21HZgLVFwdK4lshjh4mFzkx/aGsm43djmEbAtBFPeCjgmO4r+dx+KIf/PCxlSy4zV42k/dONhp0vrnCvGjwFMYrZQSU8lHVqGnHQxMkijzyTwr2Uhptudkaz3S2GhdyX2GZoJWKgnNHXoyGr14+JghdZcemIT1VlmXzbIhtbOu1QlubQdEJfoPB4ATdkL1EIvqbT+Fx0vEKsMlGYvaGLEASioGqGZJFCkOSNpY1p6oXWlqaWpVNwpYeEyrzFPi/dPM09NkinVqxgUVspyY8hOiz5CLtXaRLdwGB1sd2FVMG9froNBC1xMijVSMVNgdtZEOSd3TfDAq+/r10MW4RHew974mD4/u4CeNWizxGqNxieLaR8xPVfd2wtM0kbCyFSul0COhkaB+Qef3a1y/UlM0Vf3LwJ/jPiQC+EeAf1tELAEDf15Vf/HL3Ih1uPOQxPVA1m01Q1Hu6c7i2Zxo7s5Qkj56Gmh4L82Nh6WbSym7/qmxVoN3cOiRQJQh2OtWwQDY1lhvJkkpIkYGC1akk8eSCy53B1eP7NFx8hwurxmu2qx4UNV7/0hjOp3Jp0JfXpGUCd3Vnjo9bc4hSWgrSPfN3hKaFI00ZTISXy7KaS60OVGvG7fXK3Wp1K3xdt34+PrG27oSExeLvLUjhIyNkp0DZGs3yIkm4hbuf5ltzrbFPBHpZrSD/FhyomSDTEynRcgNSsvOCcmIWj8jM9xCYmaehNNsAgxNoUhmEigUtltlvTbyNDPlCz1bWK17NXikhoeVJEHVz+R0glRpuuKpM1ClJEFrp6vQXbB75J34PgFsqHrTYQ3FwWfaPlF/FDVNjxq8I50hfg6vZfR2DmNh6ffgJu2lMxmURt0aTb9R+r9+uSkaqvrPf+F3vwX81u/3JsYPHlY7Yswxto/antGyx+OWZQGMnj9PJsZsE3BsZFXTZInnBsr/JRf/EYy0hWT8GvETT5W7exwX24G/2HNDaW8vD9jj8xAg173KO1yFnAvzPNPTqxspa/1h2c2gl3tas3aKZPoADo6pdNvayUHPgqpJc65r4+X1lde3he4GbMSaRiBxN7wakg5AJGpHN1+Vuq2OK3kaXoSS8q7wVkpimowWLxKtZMxwdbWWK6JCorinaWD9XAJnaIbASGR1lLfbJ3748Xc4PxVOZ7EwMJsXZbVYA2t19yhsLK3daYJsvBnymZ6gp42mja22vQNmfN5x0wfof4TDh1N3nz00cF6HavrHMGkMh2JN39UucbzuYzg+rkFbaw3J5ql/7eubYeieTqe72PXoHCd7pXTErLFBx/h0mqY71/FRj1TVSuILB1iWUuJ0Ou2vdz4brT5o2kfPnmOjnc9nzwx0Usr7ghrj8OB5NK2Op4zZrCMTBZ4FzZHtCSwp0pideZ5Zs7BtjW1bWZaVrXbOOtkJSKP1DVoy1bShJH9crCkVcj6T80YuE5KhsbHWla2tRAGoqmEQ8ZlHVTNgL8WIa8Sb9jHA9G1qqySUIoYzlhxyC8brUZr150mJ1HXAdRRUDP9wAaskcjQowwDLmOfJPaC35crb2wc0PTPNF6b8bM3pSkKacXt6hHVy3H+E2YiQpABn66zYT2zLjRs3tC3WdkSPmqV4/7GuB7gzBI8ZpUghj0zH38urGDNGo2EZAfSxFm9MUx891hPWBOGPEKD7h32NKbcATgMsTSkxzzNwWObRao/FXnBII4RBiN8di//zplbhUk7TxDTlHayNk2nbNgdyq99X3kMjOAxWbMjQAZrn+U6KIQzWzn0RsZPV3WYTfzKBoxgLk2XsbGvl06cb3/8xr1USxyLw1qeDxxIGZl+IKZsgVJ6ZTyfOT2eW5Y3Xm7dxzeaNRaFmjO/j5Rg0pUx3Hs3o5Zl34oYNMwwlidMIZO/QIJHNGLAuG0N7Yny+tGesolaMvbgcFVrt7kl2VCpQSQV6q0yn7K+LGa+4KZxtjcsw5ORlDRNZxHRgqKy5RGyLLhtrvQdYY22NG/7xGr3Z8CJD33nEWUaQeHytMWkQYzzid+MhEl+7xy84k/sbDIu+xjUOznhahkDTeIqOkxicigiBRvdz76HMMfnzPJMGxD5eZ5RXqLWZ9i33QuAjiGc9irhbYLFQdswnCRpq9r541nXdm7+ZwTkU8YKRbAu/elwOpVgIUVui1s7rpze2tVGbketCC8aan/c9THyke4tkJJ/IU2XWhaf2xLK8Md9uzJuy9cZWPbP1hbmJ7x8pE49ZD8OhCqqb9Tp2A2EOggG7OYWRFxgap++K/h52ppLv3XnLtxp/p3sAqYKKhTI5FZbbwrt3AMmkGdZEnoQiQUcwDyjJ4YFFNXnJBoRm6cwFEo0pZ+tb3Rqtw9arNSN7wEjGf8eUcqzpu8fJ4dWMa3wE+mNNxRqLsHpUTgyveZ7nXbL1MwwHLKP0R5Dn8odyxWIeLe/hIRy/i4EbS9RHozNO4uiVjCQ29YxLGIK7E9cX4LZtOx4zauzG72ptyMMGi3AnLjNiierPj7+Pp5TdYzCMLVUK6jwe22Dny4XL04ltM9D3xx8/8vrpjed3k4HVNDpKGbCWkRMR9xeQq4gJRp0uJ95998x1uXJblbwKtamxlwdv5PEUTSK7VzLiDeP8RfaL3q1MIZlByOKgbwASmv3LiV/C3ow952TkSBm0bgUkZ/ckDl6JaKb1SkoTW+1IKlbbVQq9CdlJlkYDSZSEg9RGZBRJTAXmWZiK6a8kUe/iqOj5ibreWLfK3MUM+3AIPq6hfQ0Ma+IO15PILuY9/A+PcX8MR5JixB2PrNSoSJd2zHGfbz3C3LV9o4Du17hEcP2VACgN3T+fTw6UBQV8wpTljyzGuJl2pHxgTMIxITFZk3sqt9sNuC9bN4N2DyAHGezwotruuYxFZGHIRFy2cgiVem/7CbRtK9tWnXkqnsQYXH6cwyDK5fxEffcTPr2+oG3j9fVHPnz4ge++n3h6ykwXG5PQ0AXuPnvOhxyi4KFAnkjyxPlSmaZXUt4oxcDu3oxTdMTvxxyJQCrGE+lO/Qw7AljPpmKfLyfzLE/zyUBb7U4PkH0s1UFbu2n/4B0Q63skqPFUYrNJ3rtpEgCsWpFq7wIUXl+vfHr5BOmVy3NBa7ZaoWb4V8kJKXlvIGlhWxidxFys3ESc59JTZjqdOF8uVq6wKakbm7rkGcVSvVFb1Ltp+eQhBDePL9Z3FDJ21m3zyn0BZ36X4FINRiu8FBvjUTnRPe6t7Rm7EEeLtSSS0JD2/MrXN2Nccj4qZ48+Q56GK5PxNbR5z2iTJkDjdDUxInut48QNqz/Ps0tYKqtrs6zrumMsj7GrnZr3PWIOt9ZCjHXd9seGYdnbiQC9mqGMSz2Va4awIhKNvSwcSuLAZYZak79PoZQz79//whJeVgAAIABJREFUCT5+bCzbK639wHr7OW8vJ87nDOnC5XwiaTfVd1dog+jYZ5iM0E0dTpQuhdbO1tw8X5nSwil3qqw038ySDLBWx0Gmybw4pKNp2mtubCNa6Nm2Bi1C1smzQX6KCjTUuSXWHdYaCj4woHHZDTo02XV/Maok6hgT2Gt37dS+mGwFMynD6+3G/PxG6TOyFUqfaN7obJ4LSSYfm0Hrp3dky2AqOzTdUDXyWesC+cI0r5y2N+9E4BIWm6WBDYhP1tc5CakcqXyFyNHbWumd3iyVTvLCw5xpbkdTSmZc1XoThZ7QiPHYejXvGHBmM/Rkmrk5h2cO5/PX91rgGzEucXJHqndE3g9Qa6M1C0+mqZiMgXphVj0wGJM6LHv26BGrAXat3sA6cs576DMK+DyGGcdlm+fzQrIjrg4W8SNIN+IhgslGNJfrzDk5OS90aTo5z5TLicvlwqfXG+I8mq6dui30brF26d1MyEOm6ABd8fYnR/N08z7S7pkl749tHo5VgIf7PiryxTwgaS8YxUHT5GnPaTIjYAs83PyojNb9BP8CU35YF0M+lwDrgz+sbJtV/ga43VVoXXn99Mp8fqXMT0ju6KTMGVrboCeKnEinQk6gYniVNqgIqskNv0lgVtfySWnmND+x3Uywfa3HGKY9BPeQOx8gdayHkbo/hjSjnGvvfcjymETImAV6XJMxRgEOT1Mx/SCX1Dwyk/fZpq91fRPGJQzDuCliEGNQ7e9R7m6qZlbplyhlYp7PnyH2AdJGuJKSYSDhzYzG5RGAG41bGJfjfhLzfLoDc+G+CjokDhiwohFktscptSpRfBaLK1zf2+3KaS7kkrlcTpQpWxvWupr267qwrhPzlPfwbYzz4zPtC9EZy83TxPVw9w7cyOOcvcZpSP8DzPP/397XxdqWZWV9Y/6sfX6ququKsiudpiNg+oUn6RAlkfBiosJL64vhRcGQ+AKJJJrYyguPaCIJJoYEAwkYIpqIgQdNRKIxPtAKpPmzA7SKgU7TLdJ0Vd179l5rzjl8+MaYc6597qWr6Nx7zq0+s3P6ntpnn7PnmmuuMcf4xje+cWDdUXW8AiZ0pcgpG/bTrMjUcRnwGmWEUL2gVAdWcf4AKEyLxFq2aLVQ01gqrSkkRFQlbrVVQCXh8fEE/cMvQOKCl19+P2oA1loArZAUsBVlX+8QIa0C1u5krQ1eic9rbti2NoGm11gONzgdGwTVKBAkSz6p/GjGYBwDXNf1lvGfjUfPjubM0gbbv+fvozEan0Fg2JIXaN3o0xh/BRsX51j4BvaFrLUOZbey2iI7ep7QKqnrRPtTD3foxucd0NqtuH1mSkZQm/Cac76Cc298uKFSrTidjnDNEv9995r8mgDZ/W2/Nh900wMFo9TbzroOTUBKB2ImEOSF/JBqjdPzQg9nXVesS0bOF8j5dip0eFRWoj9lJUToBS45Y+0Gt2HbCg6HA4DRWsXX0r0GCEskSqmIEpGtUl2C4JAPiAlQdSDceTyu9mYgJeJOQnMGxLsh76EyoCIIMaE1smDV2t8+Xs2YpYyUFzw6FnzhC3+EvFzg8vIaIQBBKmIw/s3phC00RCwIQVG3DVurCGAXzRgzYOzaWtlbW1vBYRHklHHUx9TrNcC0DYvJdTW86fzAmvHA+Rrn982ZTvewZ1rBfNi6SLlqswOy9flwnzEsnjG45znuhXERSLfsMzA7p4L5cLgSHGtWumyBqrnqsuPDzJ0V+w0GOvUfwBmrch869QxJCLuwgEZu3zbTSX59Y7RRwDazic+5DV5nUkpFjMlOTQPzlHUvQQOWJSOlYDKXDdFKFiQo1u2EtJ469jOnOMfm1d4bSS0FTkLc0HJtEnCRBSJrX4tz+YhaKxAoXRGFax1BclwnNU5qgj2tHKz5PCz0jAmo40EYxsv2hAj5GcGb1ykxBmXBciuNRgaKtfE1aQXEmhKOx9XubWX3SgGbkYlAEFA3xeNyAzQ2ow9QpK7sx7DW15JGfcNprahlw1YKStkIxpuYmQO3IST2XjrLJs0hkO+1J4XLnQdVCqLglpGa/46qoK21k0AdvBdQ56iv4x1kioB7YlwA7LyNOR3tWEyMB3iXxeruscX8Tsl3LV2AN88NjT9g5ynj+QF60inTAbm+yQbbsrWhFTOHYY7lUGQp7n7un+0bZttWrNsKKGwDUx83xoxt5eaoBUhJcHl5geWQcXNcQdlI1u9cHA6cs2UU5tT74M/smbNaWwebYwxYMgHv0tbu37v77obHjbUbdIBeSooRaXIvVCkP4fhLzsRugIba0OvCTuVEHRvIrQeg41hNjXpfDKRWCBJqUZRiyn2qIL+Yyn4CQUgJ2ZjXtWyQZUEMC3KMWDKxllpOuLk5Gm5V2XnhcDAjaQYmWs5bBCkTvN4adZFTymZBqWXcVK0p2vAU5nDY69ncayul9AyQe+c6GVrKo47M3MwCHyRRQdlYnb8soy4viImp2YFM6sRXbCpabDHk7LU0Tl3TJuHP0MlcfOBNMQ3DUvsGZb8f8kxiSp3x6cNDmZmUBOCWJ9Va60Av5wVmCqpzcbzc3uj/SQDzJKqlBYP1lC5l4ykaA2JaLGvkDe0zai3YHHuBAiEjL7YJLbwgiU4YCqSAFBZ4t8iZsTwMKl1kCVYN3ixEFAGsULSUgq3uC+X82t34phSRLJUfbC1SoN7K3AVzpMZlpEVhmIt/TaOv2/S5qtTZYbqYxqbUgm1tqBWozWQ4Aq9jOVwAqjjenHA4HLCash6EhMYmEZAEFUUDaQC1ElRuANASK9GTgpmkDaoVIWaCpRC0uiBvG6quFHg3o5IkQkEOTD2tpoMTugi8t+INQXA6rT0c9APJ91vHF+2Q22rtIRhVGbW3iBW418w1ZClENq/RVAnt4MJXqnHx3abakNIIg0InbwoANXCKMXHICZtZbQ8HnJ8y1+94OCMiXQCpZ2tkhAT+QB6Px10sPANv5yAcXPjIMiutiRkyIC8JDY3N65UeicJSkGDsHpPPkeEOey4XAIqcjVsTI4pcYcPbSIfUVdykLdC6oBZyXNgPaX/9PUwJtrlUOmFFzaiESCaspARJBDj9AQcGLuCn8LJkqAwpCt6XDQrF4cBwR80l5xprPzlFgol+BYZmtXX1O/8sNzIpJdTGFGtl/EPQditYSwMkosFCLCvXqOuJKX31w4jEQIXgJIK1FBxrQQqKoNW6J7CZHCUikqWGFTkPDyRIQsABQRqWRbGVhlOtqKWiqlWiSwKr2s1uTn2godTfYajrhMChxTuzwH0dGqYwXVj9X1XZFSP6ASsISlax72fv36TKMpIQBHF5/kWLwD0xLgr0Op7ZPfQwZz7VPI53YBPw9C2smHBIAp7XvrhLOse6KSUcj0es69o9pTktGELYhVczIArsG1L53+uhkDKbkhdyckqpFtpVC1OGzIMDuhBYbZVxVEQoGwDBcmD5gjbngljLFNuYEvZeW19f29C+3bkWxK+qCQvN+IzMhDAdhDq68oLDJYW9moV/MUin9LdWUKwO6/zLP8cxBWoWz0zfQdojJgS2OqnEa2ol0U8VkMgHaWsFshpelRJUBRcXC7atYV03PH70CBeHC6QM1LKhbiuiKJIoLpaIiAy0CgENizqGlulFbusJrRLbqapoLQHtAq0dUYsVfIp7OoYfhhFmH/Khr2Wx8I7Gnmzk2bB46H1ObZg9x34/jecTU6IioThlo+xwGkCwrk+R0nvG414YF697mK15/5kIStn66ecpthAEy3KAa6MCMPdwr986118kU2GbywZmw+O4j2eq5hT5nNGYsZie4i4DQIsxIiZW4brokut6xOiuv5PvHMBOk+HyvxXtROUDeDgcEEPAum4o28YwLwUrFRhzm78Af1BHtogl/1wrYBKkFq/KHoa4/779fN1WqDVvixbOpuCat3VXweJrPP/+OThJj5VGhV0PA1xOwrjCqK2iFJY/KAJCjkh5QQjNuixW2xcm0xGysZ+Zzn/09lu4OhBMbhYqrXVDWyIuDwcclgNSWqCRKnRIwbRiFCkJmun4nE4F21qwbg3rkfKaLAo0j0OoyRNkHDazNzIbDN63ffX0TG2Y8ZXzveffu2xrmZ4XL/r1z6Kei9xFVPSOxKI+DLYVeQM8/H5EVX9IRF4D8K8AfA2A3wHw11X1C8Kr/yEA3wbgMYDvVNVf/pITSe593K4TGg9m7NiLSKSLboBVCEOBfSbP+WiNdOu5JMA/M4TQ5Ra8PaiI4OLiYpdZmkMqALdOGT99WmvQQjBSjXFKxTBnTQ48x7NdnmZvrVGmszakRGNHHgdT3cthwbatuDke8Rqs0M6mNIdCM3+ney7WspTYqIWiRoorpQAKBEt3273vhnbgIRMRUAShsfNAqRXQhhT3GsTnMhkdYHZhsM5ZYXbNG6ilSHZwbdTHraqQmHqbVYggLgmhNWIQUzYR0rDkjBiZWn/86C2EreGwLAhKD6JsJwgyDssB+XCBdMhoKaBKQNUIVAUqixu1NWxlxc3jE25uVrRWsJaNNUsGAIrjGooua/okzIrGG1MoL7f2O2+P7u7p7MXMB8ccrs90B1/rpkBOZ21entN4J55LAfB3VfWXReRlAL8kIj8H4DsB/Lyq/oCIfBzAxwH8fQDfCspbfgTAnwfww/bvU4dCe07fH1BgcEKG9+DdDvn9WjcwTOIJ6Ci6L/h5SnsWigIGmHs6nW6BasAAdf2mObo/u7Aze3cOH9SIWYCypUVyr4vznUl6vPYjYmRDMPdw/MFuqMgpIeKA973vffjCHzzGo0ePUD2tnQIbuU1u9Zz2BNDBx5HWtxPV1llbM/Bxn46f5SGobZyRjZ3cqoV5prCWYrLaH+1sufnh8LV1Y0fdBPqtefIAtbFU4HSq2BpQ1cKImEDWL38uzATbac2m9Y7LQICYuNa1bbg5vomtME1bTU4j5GsUqVi1ACGR+F8pCrWESPB9XVFOj1HWGxyPNzitKxQVGgpiDmBlN6xKW4wCtOexnHvB3FsjfPd9cJ6Sn/ktTzzgrP/UvI98b3rmldWat/lPz2O8EyW6z4Kq/lDVt0TkUwA+BOBjoPwlAPw4gP8MGpePAfgJ5e79BRF5RUQ+aH/nicPrJ3xxmUJNO/xCBCiFsSYfYKvRQeiSCet62hHvhoW3U8OwEeckALe1X/ahwHAza6077MVf2yH8U8jEFAe5JcRXtPN5fHihIT0oO20CdgYWsGJKEAC9vrrG/9NHPUxMNucUx+fPBrQbSqtpgWrPMnTgTwZ/IskIk7wyHRjyAJeXF11NPkemPF3e09m5MwYwc3v8v1WVEqXCYsQ9P0gJlLZKApsC3tqj0UUgj0RA6r+l5VX5HLlRq7V0TyvniEMOaIWsZA0KTQ0bVjzaHqPeNFzFhpAPCEFRxToslg03b7+N7fQWUE9Yt8dY6xFNNxwuM2pLaEWAEIBmgG4DYtiHRHNSYaz1AN/ncNGHr9vMDIfuReNzHHR/X18ydBVLNg5SMsxO7zmJTkS+BsA3APgEgDcmg/H7YNgE0PD87vRrv2ev7YyLTH2Lrq8vzcMwTRM48WpPOCK2wo3kHomA2AU9liFtwMbfrp/LuNhPi20Sgeq1HAZQKjCdFqNCujVFzhHbVuC6uu4Zefgxg5YE+oyq3rT3gh4sWwN1G2uFouEWwCAKukDVum5IkZW3MNLbsixIeUFMLMIL8XaN07TWDGEQ0QIFy9VS2nMIJZW6Ja45IwqGF1arpWaYpHH9c0zEgwSmQF9NgnMYq4FNea0Xq5NjiGzUlmJPoW+loLSKrWwk/CnrhdTWX9GQrRxCYkApPDiYUGQWxxmyfBArtCkOywVyipBsBkwNUA7AVm7QbgqqFmoWxwOiZtxUwXq8wc3bfwSRFRdZUXVDwwqJQF4iQiLfCYRaLNzzA3Cs/cyP8tEqw2XteXDpv9cqRsJCrZ2xCb+3Uo3GMGnqBl5TDNGE2dFZHSJukJ7+XD+r8Y6Ni4i8BOrjfq+qvnmWjVCRd1fTrVPfotdff01DcLeO5LhgXzQmbKYFhN47J6VR88MCPwGriMlwZTFXNewiTlkdJfioipBz51C4sVpXZgBCjNZatu5OXYZl2lPYwMCJZhCP/BTP4ISdkSI2YNcXLBzQ2iuxaQvYw7jUDSqCmBcccsbx0QmKAImRhiUlZk5sXd1QzIaue2+Rei6tVjQB1GQIyPQFoGxpcrGQ+t9UseRsxm8YCoEiakSg+wBY25Ct1g6w+4xGkzuFt8D1k5u6MJXtV5sJVrWG1VL4qub1iwCido8F28q+VSzQA2oMPcULWBN7EeuqGXBxWJBhMgvBsnJp3BM+nRvqzYqKiFYiygaspxWn09uIuQI5IS2CLBdIMSIvF/YANwvtzKBE904medXJ03UDHRARc+yN65wDVK3mq2sP235qYXh8ORErggBsfELGsorzkwIaCHZrUUi7G5buOzIuIpJBw/KTqvrT9vLnPNwRkQ8C+Ly9/hkAH55+/avttT9maI+3fQPCKQHTKewp35nY5h6DA7peDV3rnKkYGMfpVAyQdExnVg2z004VeVlIhAN65oGeTONJElgHNONEOyOkjTd+SuW2Sue+e1eWGeHDtgfk5nAkp4gYG4DC4EqY7oxhuNvel6l7dGdhEd+jUI2osqFsfsIG5Lwg5wNOp4IIwUzGm+kBnh1TmQTUE8lijuWEYBq5OvCD+Xr6vTSNSw/NauNXMWAXMtLiM1ANtZomIzWqMFwSNuzppDUIrDo7sbVMs7ombYhxrkD3quFmBL0TykZmtATFciGICcgHwWJEuhhjVzT0MP18DwGjTm0OWQB6bV4LBHX+lnbSpcC9Z+M4TriVxpGhVKLNaCbwjtAdFssO+mp7ndHzHe8kWyQAfhTAp1T1B6cf/SyA7wDwA/bvz0yvf4+I/BQI5H7xj8Nb7EP6Q0g3OVnFcBnh0ZSaO1fdAswTFOITLic5s2rdELHIywHaUwdPY5xaiUTbgEuEp0hrrUCrSNlqZ7BH6GfcorVGzEBd5sA3llgIZ2lbS2N2+QOM+NznG2l1gF7vM0hmMY5CzCAzxjTWxje+iLNz2XokSGX/oJiQLjnnbas4nvb9omewGoBhtQ7Ooq/pHMYyHTzpCZ/xZQB6RbWQuQqhR7kZ0KoSqOGjE2Y0YWFOemQ2pCGYwpwaXgRl907KijU0LcR3oiCRzoK8BPN+aWTZYoZJcNpG6byhlBbkC6GObtuTCs9DUc9mjlB+XHPHXsyz7oWGbYSOrEvyAtHbRY4AOhYWYmTioFHylAfykyqgy47T97zGO/Fc/gKAvwHg10Tkk/baPwSNyr8Wke8C8H/AhvQA8O/ANPSnwVT033onE3H8ojdzsjHo4OzG53gAMBbcyXWugetZHWDvDfC9FjLprLky8Ieco4UPM0/DCHOBYtokpGn3Fmb3dw6PxNxlgH2Z6DrzpPLQiaHXMFS+aTvGEby5GODA9LIsuL6+RsoZ3m9pPpjmtPh+uBcTrANhQk4MN7Qpjjcban2M4+nU78ecqZgNVUrJUqpk4OY8jL9jKueFmrOR4YHCjG8rBVs1XWDD1KDErcKUpp2zLZ1mQPeWBEqhELggIKdgIS+wpIAceIDkDEgkA1oJ5phHxGJQydZPycoamlaIVKhUIJJk1w8qjGUfeMqez3NOJGzN5CrU99VQEHTpDYL7Iwvk93QckNpxNMZirr1j2SrhvVb7W+EO2ooA7yxb9F/xdJ/qLz7h/Qrgu9/NJARePOgZGFrgICMN17TsAMg5l3+Otj+tGTrnR9c5xanLQK2krLv3gTQh8wA0WJ9jN2ihg7rTdfcNX2tlW00Z+i8ppp6F8euYjYp7Ps4K9r8TQFDTgVxvdXt1fcUGYzEihNY5I3P2YX/9huJytSEhIUYDnHUAsZ6anovs/Pr6PN3ln9jGzLi1juHMJ/csLu2Gl96dadq0xqZeYqldCUCIaIWlEPPf8zEbK2lq6V8/bKic56Y1xzjR8qxOSQ3A15GKjyLIMQKJPBsxTwAIbJUqAg2y88Z8jXzNmdEcxaO7sNQTFK3twj1fj2acI/douM/2NV5zxsmu2D7b7p969s/08pTXhfuKuTzrMVGHzLIrgMiCNHs9WKYEGAS4neFQEKTU2QuaWmtY+KNoWLwhuQtNJ29wVuwmiv0dPoiqztsQaKOmiFf3+sPypBFCsBazArHMQuuxsJ3+ybJJOnggXjXLtHlBixHZwN5t23B19SouLi/7BqU2rWM4Y/jcdusAMSA5IsaEAODmuOHxzRHrae1peeA2kYueGHbz9XtDI8PiOs/U9TWYTl8fpVQKgluDY8dTamP4Qo+tUQphIkf633SvKqUMMbnK1qo9TInYShp6O5CEJSUE4b0sW+33OogAjYZNglciV4ZV9qAGSUYrAEIeWczZW51LQmYOy8xXUSU9IZhqndfS0RNqlkwYyYx53W6RNjETIgd9Yletr4o7yEIDuC/GpSm2rXZgloY29CpiGGGKN3oYFT9V/WTetoLQuBliihAIy/VrtRsZSR8PA4vwTeq1TZRhdD0Wusp+QvhDBAwGMKtiqV4WYzQRI88SwebH/s6t0VNIaTH3lUpso3J2XzTIDcJNFiVjO1U0jXjltddweXlAzoIoVI8jYGubyUI+O3phuSK3j/w/X98gKNsJjx99EaftyOuMydbQqrKF6fOYokUhdLVpOHmtrhAngeFSUMug1YYK9nGq3lSs0YiotehoEyiZPNtRK9t5gOpw88M5c5hSTHBAtmmlkp5da1MyZEJgu5OcIwlwrXa9nWBYjPdBsojMwjOuXZvanUjQnTfne2c+GBzTc3InMBThPIPZ0JAkWGYIvfWvCDV1Y4id82PJdqTA+9HMs6HWr3uo3Eu+D1Xdmy6WFXz+odG9MC68KYOKP9x4A+fCcHmHcLcrt7mrz1MlZfYWdp5Ax0wacRJuCC9g5IYg5X9kRtgcTFCKE93mNLkiZQuLinsbHp5EqFZIc9ASdsM5H5LhrK7ITkhqtI5T3lnDnoUSYdviVhSPHxcsh5fw/ldfQTpEpMwWqTFY87BhzXZendgaN2hfryCCalgTQsVWbyifqQtPP9/ctSIcEqoaH8MyHNEAYsBPVukhBA1ns4MiMAvSWMmsTYmdFXZbJNxBDZsQ1EBnw6IMGB8ZwX3mSISG/7Raxi4EpJyRrJ2JWpo4LxkxKL3AydsSa/EBNJNIMM0bO9zExK9rI/9HpLEzJAb+NIcrw5v2Fr21e3C+B1wHSJUC38UkO2jvaVRCDGbceHg1F3oX4zqFwBIDUXgW3ksy7Md9v5Wy0TjL8ye63AvjAqGk5OxajtYIfEMXYMJw0/k+ClmPWNTFdFw4yXr/YmRPBlbC6upt4wPu0o6jlmauIxqAXAzGC7G5jazM2GgQGjO65c20X6o9TMwc+WksMoyqK9oNz4qp0loqbm6OuLi4xMXFJTGFGIzDE+B5o/kaz1OkwbM7/j7LRqTIFP5pLezHFgbTeMZfvBYqx9Bbvg5BpDQ6KdRihlzADpKuvcLQtQKUfBDvvT0yU/3OiBgZbo9r+Rr1kgIjIwYRHA4ZS4wIkapyUfi3AxQkWCYLgb3Y0A+poU87h9HdW6rVAHkl69rvMfYhix9O7snMQPj8Xk8zz6l2f32+9xIsY9WmavdAa0Jj2Oh1QQBUk77kYbltBdtWaDBDRJnAh+c17odxsYX20/ocK+FrAi/2ehJ3wNXo3FWdVe3m33FMwQG5XcoX2HUF8LKCWfLS5xl33A6GBzQgjUxJBBhRFEPkyq5BmmWJhui4z80zXXP8fjpt1MpdV7z++uu4urrqbWI5/EHcpz7nf0XoRjc1cAp2WtqcLq9ewmmtKI1h3Owl7Me+GG9mKfcUtlIgK0AMpG04rRtqIzkR9pmttp5x83vPe2kPm45qb1/7+TP7vU7GBQr0OJmCBgs6RewexR4Ok03L5nN+iLVG7tN57mKHO5mn4PfHqQ5Pev8Mpvuh5J4p4JXgeuvaelGoDf/e+UvzXubPXIbCaqpUzGuhcUtpQSm3WdvPY9wP42LDDcW5G+xut6dq/cbtC72cyTsRjmxBXWnudDrtWojMLjYf4tOOOObA6mx4nF7uuIakkT5PDhgCfID6JiGjuNYGqKnHxTwBoSMD5tflc/PNVkpBzhmvvvoqXnrpJVxcXJzVUN32zPYbagCGNOZ8uGtRhiUhUxQpEHSe5Si4SYdnUjemqmd5ivnzFEyhq3mcVRWlKWplDVKIESaHdEuqYsYuyJylfZh/NoO7AHCRsxl4VmXzTxe0imHgs4dt6N7K0EB2Me6ySxbsPQ2Kl5G/M2p+ZpB57hB6nuU5z1yy59Awll4gGkLoB8d8sPmXv9f3fFNvcWKlGTK0mQEa1Nq+gtX/Ye76XKOTc94VFJ6HRH4auJFwuQJPx83j/ObNldL7bFK8dSPnzMSulsgyI3CgsjWEwIeTn9Usdh5NrYIkUwdzEW4q/8+fMRtFT/EGo96/8cYbeOWVV6jrMteWdMxjD3juyWukinfCVQsmtegZNgDmKWzb2gtAZ25Jaw3LkhGQe8rc8SGXpnDe0LZV8nOUDNqmgFq5Q2kKrY19mC1D6J/joVivdwrYGRW/Hjf0MXh1tpPm3EOhvgtaBcRZwr4v1Lw2Nr8DtGcKAewM1xz2BGGfJP88//m8d33d5jEbkGFchs7uSB+P0MzXcw4DnTznnxcCs1wuuypwwa3a7zmfGeAO8Nz7YVxU0U9mX7g5GwQArlG7d/VlukHoxuU23iDdYLnB8IcPuH0qzp8xp4hH3GthRiOWIuJ/r9oDGhCj9mPT6z2ipbDJ0G1Yln0V9hzLO/ZyPJ7w6NFj5Jzx2muv4erqqp+GPn/Pasybcz4xe9ZDNhrCAmhjK1VPXzrPpTeJf8I6zPfCDcGMTfj7a20QE/BSUQpGL9HSzmKeEyzdOx5Q/wx/ENUwkdZGA7LZ6NOVlDIPAAAPN0lEQVSwNrS2YUkLFguJQhAj0LmYk6D1MJalAUGkGyEPjeZQez5YfI2ZEbt9GDgu5d7cOQdmJlWOez04PzPWMu/d3qZmMk4zzcIzdcGuTdt4rxf5enfP2+Htsx/3wrgwrpbBMgTMFY8GtjZ4IdgAQv3haWblh3YL/4R3cHThbG6qGAXBsk8A7O9ws8cQIYn6KGKAowgL4OYHuVU1gaoEdKrWSKt6ilrFgb7B0/AaqBg5F/99BTqt3b0a6rs0bKcv4gMf+ABeurpi+rgU1BAoo8B3E3MxELlZlsVT3yEGRKUx1FLQNmZoBAyN4IZBpIPQM7HPr5siSxuirelyWJjVABAiCX7VeebCVDDE1Oognd5P/ghFPjtdvkUDKZW9g4JAomAtlJd04LpVZkAOhwWHZYG2gosouLq6QBB25sw5QsDMXbQ6sKajK6KCxasKQANXMKW8M3Lulc3eLYBdDdds8ADnNXlNkIXPaAhNEJGoKoiAWgjsu3d+DvzyYBjauOzVNTxeGg0C5X4wVMtlzzhZB8cDs1XPe9wL4wJ4yneAWp5FScmLDvfhAjfBXLh4ezP4e2Asz5RIZlBVFANf+X5BzgtlAUplNnUCzlpr2MwdpXcFQCO0Ad7W1cFd19aIgVKJ9KzWbpwuLy9N+pL8Cscltm2DIKKUgRsxLhdcX17iA69/Fa4uLnpHxLYVaIzG3RhGxU/57knIcI+xKXStqBtxFrbOpfxA2VaUbYNi9hZl96C5W96qiXIBuAwJ61p2p72EgK1t3eCLiXGLCEJj5sVT58EM7JItnLL7HixsCSkBrs9bink7glpWIAkuDgsWsO6rolptGr0RL4qMOXU8ggcJPV2m5CM/rHtJ+zqoXRayKBSjZcgcEnWvpxG8DlGxRGan7JMYsjQxouFgao/s5fw8OLFz1mq2VP/0vHQSp+LMQ+IzcDiMsPZ5j/thXOxgOHclZ1fbwTIPneb41UMIf8jnn/lwr6a2zfq8ZLZ4mAxRrRXruiGkQcWPlt2YQycm/ljPktKeig7DNVi3lHbXNQDQ0jdArRvUTpxkADL/O2JdV7z55pt44/VXcX19hUHgYxwNJUjdswh1KMf5uiAwBPKWJtvGiujWBCEYqGoyl9UkD56EAYzrm9ayVjx69Ki76n5vnBgmJn0gYG0VzNgH94jsHsVA4hjXO/SMkodNOVNEu1j4kq0nTykbLpY8+ElhX4XdWmVXA7EsXa223pThSCkZMdDb/rrRoQEiJ8UNBwFjX2PHiXLOPRRa19Xqo4w8GCtELa3fKuEfidRmqRXbtvZwfQZ8ud7awzVqABVsW7W1z/A+VzNdYk6re/Z03n/Pe9wP44KByM9pZmBkjubU67qut06XsUFuF7n5+0opUCPbuWDTTMfP2Y3KkLx0F9hBRH+YQ0hQbbfS537Ke0jl/qhXawMDA2KvJoCeFcOalJkl2bYVp9OK1jZcXl4AaEgpY9u8S0FDKattwgQFUIw0CJtHq7VT/AHFtm7Wy0cAJVlQwphPDAGPjifAShMcnDwX1po3rT9cnsIXERyWBUWqhVGlh13kz1h2SahcX7WhAhALW4s2SOX7S61QAQ6yQLQhBUEMyXRg3OGwEgBhVXOzEJpzok/H8HCzbpX0jBgmk//iXCm/F54N3IpX1keSMwOzV/tUMHZV+oxTgAaWFnTHQoHBJFYE3K6LOzcCXlPlXpWLnQEkkIYAqFEDFK7Ix3BJwj5j+BWbLVLV/uDNbMf5hJgxgPlBntPOM0Ywu/Q9Jagj/bmt+zoVB12XJaKeyDc5B9RmIyIYKW43KDNxCgAp8rrnMPjDSk6L9liYfY8LY2kJ2MoJ27bi6uoSKUeyTq02qrWKUldEWInDthqgN/F3LIeridiGCDoO09qoU/GHTw0f8TXpRZ0GVJ4bavdUZp5QNzBBUHtXA4qMJKeluzxnziwCXFcTr6KxyTYHGu2GnBKWFAFEZn60Igi7Izq3pd8XaD8w3DMZzGp2f4RR8CHm/Rn+I079kUFw40ZySQgaJl8b95Do7Y5DozWFivSODTFaZqsqYsyIMaGsBU2V/c7bKMCdBz04l7mYwnwvJ2jk6DCpYUY/sG7MU+lDE+huHvN7YVzcnZ0fzHlD8/uR4589E3/wgeH9dHByQvEBlgaoZW/CwQ1W6BtqXVcIhjzArDTnmQBiDxXanFvDzz+dTv37UqzCujZz7/n5y7J0FzibXILI6HYwIDhuvEePHuHq+hVcX1+a9wKUyhO1tuFOt9YQQPHpYm67V0zzeFNbD5f9zFgyOzQyTBh1TxcXFwhhkOL8yw20S28CIxz011RJMETgyZ2XBUteoK0hBSsIjJZirwXrWq38AUAgWEvOUIOKlXKA/YZcmyWIEI8xopzH1DS82k92wOgFKSLnhJwyU+OtmrfCQksJ1nXRcDmnNfi94PWzPxbbpI5iyHUdWJq/VxVIeUHK9J4gM8nTq8kVaaqunlPNfi/mGiUVz1YNKoWn/1MyVb/IPZzSUBfYtpUZyrNs3/Ma98K4AHt90Tk1NxuPOf0KDD7CjA/4ODcs5CkEa2AFSIpWLNfswGZ6OYYIFfY5cmPmrr+qGtGOLm8MQ/FtJjs5njBnnOaUrc+5toJa3aUmRpOCt0+h0v4rr7wf19fXyJnN20rZzMDyNFVzw7UoTqeVmiaZanEaKVQVQOC0Gp6TkyuhMRNRinU1FGrm9qyOeSizxIA33RKR7qnMIHzOmTSSMIz0ejziZN5FFJYyrGVDFWaymjbcnI4dyxnGjIYgIGHJCcthAVRxaf9CG3I82FwKmpauycvT3MK2lM0r8VAjgLVPwToExI5vzGB4Sq5SZ94dGhSD4t/1l6eM2nk62feeKrsODCIfu1fOOOG8l50UqBheVOr40GbXFo2ns9eTGQaRnrpf0/Me98a4AOgHt/r/VHuatRTvDjC4B84vEQwezHza+mbvBqANjd4Y0eNqyjwm1EqNj61QkCoZQs8MTJk0XegqW1bQUsAcIVJ4GgJsrZoSnYUy20Y8JHoMz3Swg4oAjVdrisePj7i+fhnX1++zMKrieDzhdDzxI2O0sIu07+1mw1tvvoWLy0vkl1+CREBbRSvABp5+p3UDiWMGCLYGBQvgWAncsG4rTusKQHA4XDD7cTqiNYKHVRoCqPkrrgBHThoWC6XefvQ2gc8SurfEDpEWmql7pdp/x42zNoZCF4cDatkA+9xo3CKS6ippBt4ITUcx67rxoQqBmiy1rbg5roiRuJ17ECyUHO1TvETDM4znhx3gJLzWOyrGNGWJarFEwKiVUmWVd4rm7QrFtVPK0EbJCdRifZfGoelei0QSJNUPVPcejcCYE3E6qD8L3hdrkAVbKyzE/DIeyz/puBfGhRmGYqCUhTpln6ajxkeY3EtrzG0AIUMVFxeKuLy87CdJtdRpMEq5ghwMYzyQQt2GYn8IYiELAAWOx5seiqWUkJYECD2MUgt0g8X52dx8gcSAzSu1YwCsaBHwNCtxpVbZxH1dT1gOub8HGrCkK5RVcTxtiLGhloaybjjkjFgVCRRJquuG+vgGejpBUgLWDbLAGLJqRWsBZW2mGyuAKCQ2IChUXBy7dk5EqYrHxxuwT7ui6IYIQcwRmgI2FGrBGtkiiiCkgLJtBKpLhXo73ItDvw/UT6FRRK2maRuxJLbC8OJOWMpZjdWM4CdPgUWbaLVi1QaRBRIUIQLaNqgWYjwBKMU1UjIUwT6fTee2UgErRwBkkk4A5sfRO2PW1gj7pAD4PnFtFxFLO9Mzq9UzVzDgv8BZs7UVnFZKfEYxRi3I2hVQON6xMYgLQQHEC9luRcDDoZUTYkhIaUGQzMOiNZRiuFICgIqYnv+jLnfhLt2ahMj/BfAIwB/c9Vy+jPE6Xuz5Ay/+Nbzo8wee7TX8aVX9U8/ob98a98K4AICI/KKqfuNdz+NPOl70+QMv/jW86PMH3hvX4ONuqHsP42E8jPf8eDAuD+NhPIxnMu6TcfmRu57Alzle9PkDL/41vOjzB94b1wDgHmEuD+NhPIz31rhPnsvDeBgP4z00HozLw3gYD+OZjDs3LiLyV0TkN0Xk0yLy8buezzsdIvI7IvJrIvJJEflFe+01Efk5Eflt+/fVu57nPETkx0Tk8yLy69NrT5yzcPxTuy+/KiIfvbuZ97k+af7fLyKfsfvwSRH5tuln/8Dm/5si8pfvZtZjiMiHReQ/icj/EJHfEJG/Y6+/MPfgXY1Zfet5f4EybP8TwNcBWAD8CoCvv8s5vYu5/w6A189e+8cAPm7ffxzAP7rreZ7N71sAfBTAr3+pOYP9vv89SFX9JgCfuKfz/34Af+8J7/16208HAF9r+yze8fw/COCj9v3LAH7L5vnC3IN383XXnsufA/BpVf1fqroC+CkAH7vjOX0542MAfty+/3EAf/UO53JrqOp/AfCHZy8/bc4fA/ATyvELAF4RkQ8+n5k+eTxl/k8bHwPwU6p6UtX/DeDT4H67s6Gqn1XVX7bv3wLwKQAfwgt0D97NuGvj8iEAvzv99+/Zay/CUAD/QUR+SUT+tr32hqp+1r7/fQBv3M3U3tV42pxfpHvzPRY2/NgUit7r+YvI1wD4BgCfwHvjHtwad21cXuTxzar6UQDfCuC7ReRb5h8q/doXKs//Is4ZwA8D+DMA/iyAzwL4J3c7nS89ROQlAP8GwPeq6pvzz17Qe/DEcdfG5TMAPjz991fba/d+qOpn7N/PA/i3oMv9OXdb7d/P390M3/F42pxfiHujqp9T1arUTPjnGKHPvZy/iGTQsPykqv60vfxC34Onjbs2Lv8dwEdE5GtFZAHw7QB+9o7n9CWHiFyLyMv+PYC/BODXwbl/h73tOwD8zN3M8F2Np835ZwH8TctYfBOAL06u+70ZZxjEXwPvA8D5f7uIHETkawF8BMB/e97zm4dQP+RHAXxKVX9w+tELfQ+eOu4aUQYR8d8C0fzvu+v5vMM5fx2YifgVAL/h8wbwVQB+HsBvA/iPAF6767mezftfgqHDBsbv3/W0OYMZin9m9+XXAHzjPZ3/v7D5/Sr4MH5wev/32fx/E8C33oP5fzMY8vwqgE/a17e9SPfg3Xw90P8fxsN4GM9k3HVY9DAexsN4j44H4/IwHsbDeCbjwbg8jIfxMJ7JeDAuD+NhPIxnMh6My8N4GA/jmYwH4/IwHsbDeCbjwbg8jIfxMJ7J+P+Yv0uwXj4KxQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } }, { "output_type": "stream", "text": [ "[Predicted Confidence] cat: 1.0 | dog: 0.0\n", "[Train #31] Loss: 0.0000 Acc: 100.0000% Time: 165.7854s\n", "[Validation #31] Loss: 13.4073 Acc: 92.0000% Time: 166.7613s\n", "[Train #32] Loss: 0.0000 Acc: 100.0000% Time: 170.9251s\n", "[Validation #32] Loss: 13.4068 Acc: 92.0000% Time: 171.9405s\n", "[Train #33] Loss: 0.0000 Acc: 100.0000% Time: 176.1393s\n", "[Validation #33] Loss: 13.4064 Acc: 92.0000% Time: 177.1296s\n", "[Train #34] Loss: 0.0000 Acc: 100.0000% Time: 181.3736s\n", "[Validation #34] Loss: 13.4060 Acc: 92.0000% Time: 182.3750s\n", "[Train #35] Loss: 0.0000 Acc: 100.0000% Time: 186.5431s\n", "[Validation #35] Loss: 13.4060 Acc: 92.0000% Time: 187.5351s\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } }, { "output_type": "stream", "text": [ "[Predicted Confidence] cat: 1.0 | dog: 0.0\n", "[Train #36] Loss: 0.0000 Acc: 100.0000% Time: 192.1529s\n", "[Validation #36] Loss: 13.4060 Acc: 92.0000% Time: 193.3991s\n", "[Train #37] Loss: 0.0000 Acc: 100.0000% Time: 197.8249s\n", "[Validation #37] Loss: 13.4056 Acc: 92.0000% Time: 199.0568s\n", "[Train #38] Loss: 0.0000 Acc: 100.0000% Time: 203.4777s\n", "[Validation #38] Loss: 13.4056 Acc: 92.0000% Time: 204.7365s\n", "[Train #39] Loss: 0.0000 Acc: 100.0000% Time: 209.1895s\n", "[Validation #39] Loss: 13.4056 Acc: 92.0000% Time: 210.4477s\n", "[Train #40] Loss: 0.0000 Acc: 100.0000% Time: 214.8683s\n", "[Validation #40] Loss: 13.4056 Acc: 92.0000% Time: 216.1162s\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } }, { "output_type": "stream", "text": [ "[Predicted Confidence] cat: 1.0 | dog: 0.0\n", "[Train #41] Loss: 0.0000 Acc: 100.0000% Time: 220.4971s\n", "[Validation #41] Loss: 13.4052 Acc: 92.0000% Time: 221.5048s\n", "[Train #42] Loss: 0.0000 Acc: 100.0000% Time: 225.7131s\n", "[Validation #42] Loss: 13.4048 Acc: 92.0000% Time: 226.6968s\n", "[Train #43] Loss: 0.0000 Acc: 100.0000% Time: 230.9811s\n", "[Validation #43] Loss: 13.4048 Acc: 92.0000% Time: 232.0039s\n", "[Train #44] Loss: 0.0000 Acc: 100.0000% Time: 236.1662s\n", "[Validation #44] Loss: 13.4045 Acc: 92.0000% Time: 237.1463s\n", "[Train #45] Loss: 0.0000 Acc: 100.0000% Time: 241.3465s\n", "[Validation #45] Loss: 13.4041 Acc: 92.0000% Time: 242.3543s\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } }, { "output_type": "stream", "text": [ "[Predicted Confidence] cat: 1.0 | dog: 0.0\n", "[Train #46] Loss: 0.0000 Acc: 100.0000% Time: 246.7124s\n", "[Validation #46] Loss: 13.4038 Acc: 92.0000% Time: 247.6984s\n", "[Train #47] Loss: 0.0000 Acc: 100.0000% Time: 251.8234s\n", "[Validation #47] Loss: 13.4034 Acc: 92.0000% Time: 252.8217s\n", "[Train #48] Loss: 0.0000 Acc: 100.0000% Time: 256.9513s\n", "[Validation #48] Loss: 13.4034 Acc: 92.0000% Time: 257.9581s\n", "[Train #49] Loss: 0.0000 Acc: 100.0000% Time: 262.1539s\n", "[Validation #49] Loss: 13.4034 Acc: 92.0000% Time: 263.1870s\n" ], "name": "stdout" } ] }, { "cell_type": "markdown", "metadata": { "id": "6dE5Zsx3ofUp" }, "source": [ "### Attack Phase\r\n", "\r\n", "* Finally, when we input the target instance, we can get the base class (cat) of the base instance." ] }, { "cell_type": "code", "metadata": { "id": "e7Wd4gzgobMI", "colab": { "base_uri": "https://localhost:8080/", "height": 300 }, "outputId": "d6c52263-8dde-4ddf-b7ab-b2e2f2ba9084" }, "source": [ "_, outputs = model(target_instance)\r\n", "_, preds = torch.max(outputs, 1)\r\n", "\r\n", "imshow(target_instance[0].cpu(), f'Target Instance (predicted class name: {class_names[preds.item()]})')\r\n", "percentages = nn.Softmax(dim=1)(outputs)[0]\r\n", "print(f'[Predicted Confidence] {class_names[0]}: {percentages[0]} | {class_names[1]}: {percentages[1]}')" ], "execution_count": 13, "outputs": [ { "output_type": "display_data", "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } }, { "output_type": "stream", "text": [ "[Predicted Confidence] cat: 1.0 | dog: 0.0\n" ], "name": "stdout" } ] } ] }