diff --git "a/emotion_dectector_resnet50.ipynb" "b/emotion_dectector_resnet50.ipynb" deleted file mode 100644--- "a/emotion_dectector_resnet50.ipynb" +++ /dev/null @@ -1,6475 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "id": "R_b_kl0F_Rza" - }, - "source": [ - "# Emotion Detection using ResNet50\n", - "\n", - "**Author:** Himanshu Atri
\n", - "**Description:** Training an image classifier from scratch on the Kaggle FER-2013 Dataset.\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "YKv2e5Pd_Rfc" - }, - "source": [ - "# Data Set\n", - "\n", - "Kaggle - https://www.kaggle.com/datasets/msambare/fer2013\n", - "The data consists of 48x48 pixel grayscale images of faces. The faces have been automatically registered so that the face is more or less centred and occupies about the same amount of space in each image.\n", - "\n", - "The task is to categorize each face based on the emotion shown in the facial expression into one of seven categories (0=Angry, 1=Disgust, 2=Fear, 3=Happy, 4=Sad, 5=Surprise, 6=Neutral)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "dItNS2BM-jJH", - "outputId": "fe5a9d47-eb51-47f5-c9be-dc6966eb4d58" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "cp: cannot stat 'kaggle.json': No such file or directory\n" - ] - } - ], - "source": [ - "!mkdir -p ./kaggle\n", - "!cp kaggle.json ~/.kaggle/" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "UScNS6KL-jFN", - "outputId": "5fe0c73f-5069-4ce0-f29e-2b0b085372df" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Dataset URL: https://www.kaggle.com/datasets/msambare/fer2013\n", - "License(s): DbCL-1.0\n", - "Downloading fer2013.zip to /content\n", - " 91% 55.0M/60.3M [00:00<00:00, 289MB/s]\n", - "100% 60.3M/60.3M [00:00<00:00, 287MB/s]\n" - ] - } - ], - "source": [ - "!kaggle datasets download -d msambare/fer2013" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "collapsed": true, - "id": "JR-IElLv-jCw", - "outputId": "a67cf528-40a6-4c37-bfde-f54bdb4eebfc" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n", - " inflating: /content/train/sad/Training_65242339.jpg \n", - " inflating: /content/train/sad/Training_65267116.jpg \n", - " inflating: /content/train/sad/Training_65275626.jpg \n", - " inflating: /content/train/sad/Training_6529266.jpg \n", - 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"import matplotlib.pyplot as plt\n", - "import cv2\n", - "import imghdr\n", - "import tensorflow as tf\n", - "from PIL import Image\n", - "import seaborn as sns\n", - "from google.colab import drive\n", - "\n", - "from sklearn.metrics import confusion_matrix, classification_report, roc_curve, auc\n", - "from sklearn.utils.class_weight import compute_class_weight\n", - "\n", - "from tensorflow.keras import layers, models, regularizers, optimizers\n", - "from tensorflow.keras.applications import ResNet50V2\n", - "from tensorflow.keras.callbacks import ModelCheckpoint, EarlyStopping, ReduceLROnPlateau, TensorBoard, CSVLogger\n", - "from tensorflow.keras.layers import Conv2D, MaxPooling2D, BatchNormalization, Dropout, Flatten, Dense, Activation, GlobalAveragePooling2D\n", - "from tensorflow.keras.models import Sequential, Model\n", - "from tensorflow.keras.optimizers import Adam, Adamax\n", - "from tensorflow.keras.preprocessing.image import ImageDataGenerator, load_img, img_to_array\n", - "from keras.utils import plot_model" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "uPEIIG47AawD" - }, - "source": [ - "# Data Cleaning" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "id": "h-cQrlOh_Cw2" - }, - "outputs": [], - "source": [ - "# Define the list of acceptable image extensions\n", - "image_exts = ['jpeg', 'jpg', 'png']\n", - "\n", - "\n", - "# Path to the directory containing image classes and possibly other nested subdirectories\n", - "data_dir = '/content/train'\n", - "\n", - "# Walk through all directories and files in the dataset\n", - "for root, dirs, files in os.walk(data_dir):\n", - " for file in files:\n", - " # Construct the path to the current file\n", - " file_path = os.path.join(root, file)\n", - "\n", - " try:\n", - " # Check the file type of the current file\n", - " file_type = imghdr.what(file_path)\n", - "\n", - " # If the file extension is not in the allowed list, remove it\n", - " if file_type not in image_exts:\n", - " print(f'Image not in ext list {file_path}')\n", - " os.remove(file_path)\n", - " else:\n", - " # Proceed to process the image if needed, for example, reading it with OpenCV\n", - " img = cv2.imread(file_path)\n", - "\n", - " except Exception as e:\n", - " # Print out the issue and the path of the problematic file\n", - " print(f'Issue with file {file_path}. Error: {e}')\n", - " # Optionally, remove files that cause exceptions\n", - " os.remove(file_path)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "oeGjgsyWAvDd" - }, - "source": [ - "# Data Analysis" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "5l2QYweo_CuY", - "outputId": "b630e72a-cc95-46fe-a2f5-fdf4ffc2b2f9" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - " angry neutral happy fear surprise disgust sad\n", - "train 3995 4965 7215 4097 3171 436 4830\n", - " angry neutral happy fear surprise disgust sad\n", - "test 958 1233 1774 1024 831 111 1247\n" - ] - } - ], - "source": [ - "# Define a function to count the number of files (assumed to be images for this context) for each subdirectory in a given directory.\n", - "# The function returns a DataFrame with these counts, indexed by a specified set name (e.g., 'train' or 'test').\n", - "def count_files_in_subdirs(directory, set_name):\n", - " # Initialize an empty dictionary to hold the count of files for each subdirectory.\n", - " counts = {}\n", - "\n", - " # Iterate over each item in the given directory.\n", - " for item in os.listdir(directory):\n", - " # Construct the full path to the item.\n", - " item_path = os.path.join(directory, item)\n", - "\n", - " # Check if the item is a directory.\n", - " if os.path.isdir(item_path):\n", - " # Count the number of files in the subdirectory and add it to the dictionary.\n", - " counts[item] = len(os.listdir(item_path))\n", - "\n", - " # Convert the counts dictionary to a DataFrame for easy viewing and analysis.\n", - " # The index of the DataFrame is set to the provided set name.\n", - " df = pd.DataFrame(counts, index=[set_name])\n", - " return df\n", - "\n", - "# Paths to the training and testing directories.\n", - "train_dir = '/content/train'\n", - "test_dir = '/content/test'\n", - "\n", - "# Count the files in the subdirectories of the training directory and print the result.\n", - "train_count = count_files_in_subdirs(train_dir, 'train')\n", - "print(train_count)\n", - "\n", - "# Count the files in the subdirectories of the testing directory and print the result.\n", - "test_count = count_files_in_subdirs(test_dir, 'test')\n", - "print(test_count)\n" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 489 - }, - "id": "oQezi-sv_Crq", - "outputId": "b684aff7-c8db-4592-cac4-0dd752a976e8" - }, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "" - ] - }, - "metadata": {}, - "execution_count": 7 - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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shwADAABshwADAABshwADAABshwADAABshwADAABshwADAABshwADAABshwADAABshwADAABshwADAABshwADAABshwADAABsJ18BZsSIEfLw8HB71a5d22w/d+6c4uLiVK5cOZUqVUodOnRQSkqK2z6Sk5MVHR0tPz8/BQUFadCgQTp//rxbn7Vr16pRo0by8fFRzZo1NWvWrBs/QgAAcMfJ9xWYe++9V8ePHzdf3333ndk2YMAALVq0SF988YXWrVunY8eOqX379mZ7Tk6OoqOjlZWVpY0bN2r27NmaNWuWhg8fbvY5dOiQoqOj1aJFC23fvl39+/dXjx49tGLFips8VAAAcKcolu8PFCumkJCQS7anp6fro48+0ty5c9WyZUtJ0syZMxUWFqZNmzYpIiJCK1eu1J49e7Rq1SoFBwerQYMGeuONNzRkyBCNGDFC3t7emjZtmkJDQzVu3DhJUlhYmL777jtNmDBBUVFRN3m4AADgTpDvKzA///yzKlasqOrVq6tz585KTk6WJCUlJSk7O1uRkZFm39q1a6tKlSpKTEyUJCUmJqpu3boKDg42+0RFRcnlcmn37t1mn4v3kdcnbx8AAAD5ugLTtGlTzZo1S7Vq1dLx48c1cuRIPfzww9q1a5ecTqe8vb0VGBjo9png4GA5nU5JktPpdAsvee15bVfr43K59Mcff8jX1/eytWVmZiozM9N873K58nNoAADARvIVYNq0aWN+Xa9ePTVt2lRVq1bVvHnzrhgsbpfRo0dr5MiRltYAAABuj3yPgblYYGCg7rnnHh04cECPPvqosrKylJaW5nYVJiUlxRwzExISoi1btrjtI2+W0sV9/jxzKSUlRf7+/lcNSUOHDlV8fLz53uVyqXLlyjdzeLiGaq8tsboEN4fHRFtdAgDgNrmpdWDOnDmjgwcPqkKFCmrcuLGKFy+u1atXm+379+9XcnKyHA6HJMnhcGjnzp1KTU01+yQkJMjf31/h4eFmn4v3kdcnbx9X4uPjI39/f7cXAAC4M+UrwAwcOFDr1q3T4cOHtXHjRrVr105eXl56/vnnFRAQoNjYWMXHx+ubb75RUlKSunXrJofDoYiICElS69atFR4eri5dumjHjh1asWKFhg0bpri4OPn4+EiSevfurV9++UWDBw/Wvn379N5772nevHkaMGDArT96AABgS/m6hfTrr7/q+eef13//+1+VL19eDz30kDZt2qTy5ctLkiZMmCBPT0916NBBmZmZioqK0nvvvWd+3svLS4sXL1afPn3kcDhUsmRJxcTEaNSoUWaf0NBQLVmyRAMGDNCkSZNUqVIlzZgxgynUAADA5GEYhmF1EQXB5XIpICBA6enp3E4qIIyBuTLODQDcmOv9/c2zkAAAgO0QYAAAgO3c1DRqAABgrcJ0y/p23q7mCgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALAdAgwAALCdYjfz4TFjxmjo0KHq16+fJk6cKEk6d+6cXn31VX322WfKzMxUVFSU3nvvPQUHB5ufS05OVp8+ffTNN9+oVKlSiomJ0ejRo1Ws2P+Vs3btWsXHx2v37t2qXLmyhg0bpq5du95MuQAKgWqvLbG6BDeHx0RbXQKAG3DDV2C2bt2qDz74QPXq1XPbPmDAAC1atEhffPGF1q1bp2PHjql9+/Zme05OjqKjo5WVlaWNGzdq9uzZmjVrloYPH272OXTokKKjo9WiRQtt375d/fv3V48ePbRixYobLRcAANxBbijAnDlzRp07d9aHH36oMmXKmNvT09P10Ucfafz48WrZsqUaN26smTNnauPGjdq0aZMkaeXKldqzZ4/+/e9/q0GDBmrTpo3eeOMNTZ06VVlZWZKkadOmKTQ0VOPGjVNYWJj69u2rp59+WhMmTLgFhwwAAOzuhgJMXFycoqOjFRkZ6bY9KSlJ2dnZbttr166tKlWqKDExUZKUmJiounXrut1SioqKksvl0u7du80+f953VFSUuY/LyczMlMvlcnsBAIA7U77HwHz22Wf64YcftHXr1kvanE6nvL29FRgY6LY9ODhYTqfT7HNxeMlrz2u7Wh+Xy6U//vhDvr6+l3zv0aNHa+TIkfk9HAAAYEP5CjBHjx5Vv379lJCQoBIlShRUTTdk6NChio+PN9+7XC5Vrlz5luy7MA06ZMAhAAD5vIWUlJSk1NRUNWrUSMWKFVOxYsW0bt06TZ48WcWKFVNwcLCysrKUlpbm9rmUlBSFhIRIkkJCQpSSknJJe17b1fr4+/tf9uqLJPn4+Mjf39/tBQAA7kz5CjCtWrXSzp07tX37dvPVpEkTde7c2fy6ePHiWr16tfmZ/fv3Kzk5WQ6HQ5LkcDi0c+dOpaammn0SEhLk7++v8PBws8/F+8jrk7cPAABQtOXrFlLp0qVVp04dt20lS5ZUuXLlzO2xsbGKj49X2bJl5e/vr5dfflkOh0MRERGSpNatWys8PFxdunTR2LFj5XQ6NWzYMMXFxcnHx0eS1Lt3b02ZMkWDBw9W9+7dtWbNGs2bN09LlhSeWzkAAMA6N7WQ3eVMmDBBnp6e6tChg9tCdnm8vLy0ePFi9enTRw6HQyVLllRMTIxGjRpl9gkNDdWSJUs0YMAATZo0SZUqVdKMGTMUFRV1q8sFAAA2dNMBZu3atW7vS5QooalTp2rq1KlX/EzVqlW1dOnSq+63efPm2rZt282WBwAA7kA8CwkAANgOAQYAANgOAQYAANgOAQYAANgOAQYAANgOAQYAANgOAQYAANgOAQYAANgOAQYAANgOAQYAANgOAQYAANgOAQYAANgOAQYAANgOAQYAANgOAQYAANgOAQYAANgOAQYAANgOAQYAANgOAQYAANgOAQYAANgOAQYAANgOAQYAANgOAQYAANgOAQYAANgOAQYAANgOAQYAANgOAQYAANgOAQYAANgOAQYAANgOAQYAANgOAQYAANgOAQYAANgOAQYAANgOAQYAANhOMasLAABcUO21JVaXYDo8JtrqEoCr4goMAACwHQIMAACwHQIMAACwnXwFmPfff1/16tWTv7+//P395XA4tGzZMrP93LlziouLU7ly5VSqVCl16NBBKSkpbvtITk5WdHS0/Pz8FBQUpEGDBun8+fNufdauXatGjRrJx8dHNWvW1KxZs278CAEAwB0nXwGmUqVKGjNmjJKSkvT999+rZcuWevLJJ7V7925J0oABA7Ro0SJ98cUXWrdunY4dO6b27dubn8/JyVF0dLSysrK0ceNGzZ49W7NmzdLw4cPNPocOHVJ0dLRatGih7du3q3///urRo4dWrFhxiw4ZAADYXb5mIT3xxBNu79966y29//772rRpkypVqqSPPvpIc+fOVcuWLSVJM2fOVFhYmDZt2qSIiAitXLlSe/bs0apVqxQcHKwGDRrojTfe0JAhQzRixAh5e3tr2rRpCg0N1bhx4yRJYWFh+u677zRhwgRFRUXdosMGAAB2dsNjYHJycvTZZ5/p7NmzcjgcSkpKUnZ2tiIjI80+tWvXVpUqVZSYmChJSkxMVN26dRUcHGz2iYqKksvlMq/iJCYmuu0jr0/ePq4kMzNTLpfL7QUAAO5M+Q4wO3fuVKlSpeTj46PevXtr/vz5Cg8Pl9PplLe3twIDA936BwcHy+l0SpKcTqdbeMlrz2u7Wh+Xy6U//vjjinWNHj1aAQEB5qty5cr5PTQAAGAT+Q4wtWrV0vbt27V582b16dNHMTEx2rNnT0HUli9Dhw5Venq6+Tp69KjVJQEAgAKS75V4vb29VbNmTUlS48aNtXXrVk2aNEnPPfecsrKylJaW5nYVJiUlRSEhIZKkkJAQbdmyxW1/ebOULu7z55lLKSkp8vf3l6+v7xXr8vHxkY+PT34PBwAA2NBNrwOTm5urzMxMNW7cWMWLF9fq1avNtv379ys5OVkOh0OS5HA4tHPnTqWmppp9EhIS5O/vr/DwcLPPxfvI65O3DwAAgHxdgRk6dKjatGmjKlWq6PTp05o7d67Wrl2rFStWKCAgQLGxsYqPj1fZsmXl7++vl19+WQ6HQxEREZKk1q1bKzw8XF26dNHYsWPldDo1bNgwxcXFmVdPevfurSlTpmjw4MHq3r271qxZo3nz5mnJksLzjBAAAGCtfAWY1NRUvfjiizp+/LgCAgJUr149rVixQo8++qgkacKECfL09FSHDh2UmZmpqKgovffee+bnvby8tHjxYvXp00cOh0MlS5ZUTEyMRo0aZfYJDQ3VkiVLNGDAAE2aNEmVKlXSjBkzmEINAABM+QowH3300VXbS5QooalTp2rq1KlX7FO1alUtXbr0qvtp3ry5tm3blp/SAABAEcKzkAAAgO0QYAAAgO0QYAAAgO0QYAAAgO0QYAAAgO0QYAAAgO0QYAAAgO0QYAAAgO0QYAAAgO0QYAAAgO0QYAAAgO0QYAAAgO0QYAAAgO0QYAAAgO0QYAAAgO0QYAAAgO0QYAAAgO0QYAAAgO0QYAAAgO0QYAAAgO0QYAAAgO0QYAAAgO0QYAAAgO0QYAAAgO0QYAAAgO0QYAAAgO0QYAAAgO0QYAAAgO0QYAAAgO0QYAAAgO0QYAAAgO0QYAAAgO0QYAAAgO0QYAAAgO0QYAAAgO0QYAAAgO0QYAAAgO0QYAAAgO3kK8CMHj1a9913n0qXLq2goCA99dRT2r9/v1ufc+fOKS4uTuXKlVOpUqXUoUMHpaSkuPVJTk5WdHS0/Pz8FBQUpEGDBun8+fNufdauXatGjRrJx8dHNWvW1KxZs27sCAEAwB0nXwFm3bp1iouL06ZNm5SQkKDs7Gy1bt1aZ8+eNfsMGDBAixYt0hdffKF169bp2LFjat++vdmek5Oj6OhoZWVlaePGjZo9e7ZmzZql4cOHm30OHTqk6OhotWjRQtu3b1f//v3Vo0cPrVix4hYcMgAAsLti+em8fPlyt/ezZs1SUFCQkpKS1KxZM6Wnp+ujjz7S3Llz1bJlS0nSzJkzFRYWpk2bNikiIkIrV67Unj17tGrVKgUHB6tBgwZ64403NGTIEI0YMULe3t6aNm2aQkNDNW7cOElSWFiYvvvuO02YMEFRUVG36NABAIBd3dQYmPT0dElS2bJlJUlJSUnKzs5WZGSk2ad27dqqUqWKEhMTJUmJiYmqW7eugoODzT5RUVFyuVzavXu32efifeT1ydvH5WRmZsrlcrm9AADAnemGA0xubq769++vBx98UHXq1JEkOZ1OeXt7KzAw0K1vcHCwnE6n2efi8JLXntd2tT4ul0t//PHHZesZPXq0AgICzFflypVv9NAAAEAhd8MBJi4uTrt27dJnn312K+u5YUOHDlV6err5Onr0qNUlAQCAApKvMTB5+vbtq8WLF2v9+vWqVKmSuT0kJERZWVlKS0tzuwqTkpKikJAQs8+WLVvc9pc3S+niPn+euZSSkiJ/f3/5+vpetiYfHx/5+PjcyOEAAACbydcVGMMw1LdvX82fP19r1qxRaGioW3vjxo1VvHhxrV692ty2f/9+JScny+FwSJIcDod27typ1NRUs09CQoL8/f0VHh5u9rl4H3l98vYBAACKtnxdgYmLi9PcuXP1P//zPypdurQ5ZiUgIEC+vr4KCAhQbGys4uPjVbZsWfn7++vll1+Ww+FQRESEJKl169YKDw9Xly5dNHbsWDmdTg0bNkxxcXHmFZTevXtrypQpGjx4sLp37641a9Zo3rx5WrJkyS0+fAAAYEf5ugLz/vvvKz09Xc2bN1eFChXM1+eff272mTBhgh5//HF16NBBzZo1U0hIiL7++muz3cvLS4sXL5aXl5ccDodeeOEFvfjiixo1apTZJzQ0VEuWLFFCQoLq16+vcePGacaMGUyhBgAAkvJ5BcYwjGv2KVGihKZOnaqpU6desU/VqlW1dOnSq+6nefPm2rZtW37KAwAARQTPQgIAALZDgAEAALZDgAEAALZDgAEAALZDgAEAALZDgAEAALZDgAEAALZDgAEAALZDgAEAALZDgAEAALZDgAEAALZDgAEAALZDgAEAALZDgAEAALZDgAEAALZDgAEAALZDgAEAALZDgAEAALZDgAEAALZDgAEAALZDgAEAALZDgAEAALZDgAEAALZDgAEAALZDgAEAALZDgAEAALZDgAEAALZDgAEAALZDgAEAALZDgAEAALZDgAEAALZDgAEAALZDgAEAALZDgAEAALZDgAEAALZDgAEAALZDgAEAALaT7wCzfv16PfHEE6pYsaI8PDy0YMECt3bDMDR8+HBVqFBBvr6+ioyM1M8//+zW5+TJk+rcubP8/f0VGBio2NhYnTlzxq3Pjz/+qIcfflglSpRQ5cqVNXbs2PwfHQAAuCPlO8CcPXtW9evX19SpUy/bPnbsWE2ePFnTpk3T5s2bVbJkSUVFRencuXNmn86dO2v37t1KSEjQ4sWLtX79evXq1ctsd7lcat26tapWraqkpCS98847GjFihKZPn34DhwgAAO40xfL7gTZt2qhNmzaXbTMMQxMnTtSwYcP05JNPSpLmzJmj4OBgLViwQB07dtTevXu1fPlybd26VU2aNJEk/etf/1Lbtm317rvvqmLFivr000+VlZWljz/+WN7e3rr33nu1fft2jR8/3i3oAACAoumWjoE5dOiQnE6nIiMjzW0BAQFq2rSpEhMTJUmJiYkKDAw0w4skRUZGytPTU5s3bzb7NGvWTN7e3mafqKgo7d+/X6dOnbqVJQMAABvK9xWYq3E6nZKk4OBgt+3BwcFmm9PpVFBQkHsRxYqpbNmybn1CQ0Mv2UdeW5kyZS753pmZmcrMzDTfu1yumzwaAABQWN0xs5BGjx6tgIAA81W5cmWrSwIAAAXklgaYkJAQSVJKSorb9pSUFLMtJCREqampbu3nz5/XyZMn3fpcbh8Xf48/Gzp0qNLT083X0aNHb/6AAABAoXRLA0xoaKhCQkK0evVqc5vL5dLmzZvlcDgkSQ6HQ2lpaUpKSjL7rFmzRrm5uWratKnZZ/369crOzjb7JCQkqFatWpe9fSRJPj4+8vf3d3sBAIA7U74DzJkzZ7R9+3Zt375d0oWBu9u3b1dycrI8PDzUv39/vfnmm1q4cKF27typF198URUrVtRTTz0lSQoLC9Njjz2mnj17asuWLdqwYYP69u2rjh07qmLFipKkTp06ydvbW7Gxsdq9e7c+//xzTZo0SfHx8bfswAEAgH3lexDv999/rxYtWpjv80JFTEyMZs2apcGDB+vs2bPq1auX0tLS9NBDD2n58uUqUaKE+ZlPP/1Uffv2VatWreTp6akOHTpo8uTJZntAQIBWrlypuLg4NW7cWHfddZeGDx/OFGoAACDpBgJM8+bNZRjGFds9PDw0atQojRo16op9ypYtq7lz5171+9SrV0/ffvttfssDAABFwB0zCwkAABQdBBgAAGA7BBgAAGA7BBgAAGA7BBgAAGA7BBgAAGA7BBgAAGA7BBgAAGA7BBgAAGA7BBgAAGA7BBgAAGA7BBgAAGA7BBgAAGA7BBgAAGA7BBgAAGA7BBgAAGA7BBgAAGA7BBgAAGA7BBgAAGA7BBgAAGA7BBgAAGA7xawuAACAa6n22hKrSzAdHhNtdQkQV2AAAIANEWAAAIDtEGAAAIDtEGAAAIDtEGAAAIDtEGAAAIDtEGAAAIDtEGAAAIDtEGAAAIDtEGAAAIDtEGAAAIDtEGAAAIDtEGAAAIDtEGAAAIDtEGAAAIDtEGAAAIDtFOoAM3XqVFWrVk0lSpRQ06ZNtWXLFqtLAgAAhUChDTCff/654uPj9Y9//EM//PCD6tevr6ioKKWmplpdGgAAsFihDTDjx49Xz5491a1bN4WHh2vatGny8/PTxx9/bHVpAADAYoUywGRlZSkpKUmRkZHmNk9PT0VGRioxMdHCygAAQGFQzOoCLufEiRPKyclRcHCw2/bg4GDt27fvsp/JzMxUZmam+T49PV2S5HK5brqe3MyMm97HrXIrjudWKUznReLcXA3n5so4N5dXmM6LxLm5mjvt3OTtwzCMq/YrlAHmRowePVojR468ZHvlypUtqKbgBEy0uoLCi3NzZZybK+PcXB7n5co4N1d2K8/N6dOnFRAQcMX2Qhlg7rrrLnl5eSklJcVte0pKikJCQi77maFDhyo+Pt58n5ubq5MnT6pcuXLy8PAo0HqvxeVyqXLlyjp69Kj8/f0traWw4dxcGefmyjg3V8a5uTLOzeUVtvNiGIZOnz6tihUrXrVfoQww3t7eaty4sVavXq2nnnpK0oVAsnr1avXt2/eyn/Hx8ZGPj4/btsDAwAKuNH/8/f0LxT+Owohzc2Wcmyvj3FwZ5+bKODeXV5jOy9WuvOQplAFGkuLj4xUTE6MmTZro/vvv18SJE3X27Fl169bN6tIAAIDFCm2Aee655/T7779r+PDhcjqdatCggZYvX37JwF4AAFD0FNoAI0l9+/a94i0jO/Hx8dE//vGPS25xgXNzNZybK+PcXBnn5so4N5dn1/PiYVxrnhIAAEAhUygXsgMAALgaAgwAALAdAgwAALAdAgwAALAdAgyAQi07O1s1atTQ3r17rS6l0Dt37pzVJRQqLVu2VFpa2iXbXS6XWrZsefsLwi1VqKdR21lMTIxiY2PVrFkzq0sBbK148eL8Yr6K3NxcvfXWW5o2bZpSUlL0008/qXr16nr99ddVrVo1xcbGWl2iZdauXausrKxLtp87d07ffvutBRVZa+HChdfd9//9v/9XgJXcGgSYApKenq7IyEhVrVpV3bp1U0xMjP7yl79YXZZlJk+efN19X3nllQKspHB75JFHFBsbq2eeeUa+vr5Wl1NoxMXF6Z///KdmzJihYsX4sXWxN998U7Nnz9bYsWPVs2dPc3udOnU0ceLEIhlgfvzxR/PrPXv2yOl0mu9zcnK0fPnyIvnzOO/RPHk8PDzcnvh88XMDc3JybldZN4x1YArQ77//rk8++USzZ8/Wnj17FBkZqdjYWD355JMqXry41eXdVqGhodfVz8PDQ7/88ksBV1N49e/fX3PnzlVmZqaeffZZxcbGKiIiwuqyLNeuXTutXr1apUqVUt26dVWyZEm39q+//tqiyqxXs2ZNffDBB2rVqpVKly6tHTt2qHr16tq3b58cDodOnTpldYm3naenp/nL+HK/4nx9ffWvf/1L3bt3v92lFRqrVq3SkCFD9Pbbb8vhcEiSEhMTNWzYML399tt69NFHLa7w2ggwt8kPP/ygmTNnasaMGSpVqpReeOEFvfTSS7r77rutLg2FzPnz57Vw4ULNnj1by5YtU82aNdW9e3d16dKlyD5K41rPQJs5c+ZtqqTw8fX11b59+1S1alW3ALNnzx7df//9OnPmjNUl3nZHjhyRYRiqXr26tmzZovLly5tt3t7eCgoKkpeXl4UVWq9OnTqaNm2aHnroIbft3377rXr16mWLMWdci70Njh8/roSEBCUkJMjLy0tt27bVzp07FR4errFjx2rAgAFWl4hCpFixYmrfvr3at2+v1NRUTZ8+Xa+//rr+9re/qW3btnrllVeK3ADEohxQriU8PFzffvutqlat6rb9yy+/VMOGDS2qylp55yI3N9fiSgqvgwcPKjAw8JLtAQEBOnz48G2v50YQYApIdna2Fi5cqJkzZ2rlypWqV6+e+vfvr06dOpmPK58/f766d+9eJAPMr7/+qoULFyo5OfmSQXbjx4+3qKrCZcuWLZo5c6Y+++wzBQUFqWvXrvrtt9/0+OOP66WXXtK7775rdYkoBIYPH66YmBj99ttvys3N1ddff639+/drzpw5Wrx4sdXlWWr27Nm66667FB0dLUkaPHiwpk+frvDwcP3nP/+5JPQVJffdd5/i4+P1ySefmFd2U1JSNGjQIN1///0WV3edDBSIcuXKGWXKlDFeeuklY9u2bZftc+rUKaNatWq3t7BCYNWqVYafn59Rp04do1ixYkaDBg2MwMBAIyAgwGjRooXV5VkqJSXFePfdd417773X8Pb2Njp06GAsW7bMyM3NNft8++23RsmSJS2s0hpffPGF8cwzzxhNmzY1GjZs6PYq6tavX29ERkYa5cuXN3x9fY0HH3zQWLFihdVlWe6ee+4xVq9ebRiGYWzcuNHw9fU1PvjgA+OJJ54w2rVrZ3F11vr555+NOnXqGN7e3kaNGjWMGjVqGN7e3sa9995r/Pzzz1aXd10YA1NAPvnkEz3zzDMqUaKE1aUUOvfff7/atGmjkSNHmvfsg4KC1LlzZz322GPq06eP1SVaxtvbWzVq1FD37t3VtWtXt3v3eVwul5588kl98803FlRojcmTJ+vvf/+7unbtqunTp6tbt246ePCgtm7dqri4OL311ltWl4hCyM/PT/v27VOVKlU0ZMgQHT9+XHPmzNHu3bvVvHlz/f7771aXaCnDMJSQkKB9+/ZJksLCwhQZGek2G6lQszhA3ZGysrIMLy8vY+fOnVaXUiiVKlXKOHDggGEYhhEYGGjs2rXLMAzD2L59u1G1alULK7Pe+vXrrS6hUKpVq5Yxd+5cwzAu/Ps5ePCgYRiG8frrrxtxcXFWlma55ORk4+jRo+b7zZs3G/369TM++OADC6sqHMqXL2/88MMPhmEYRoMGDYw5c+YYhmEYBw4cKJJXMe80jIEpAMWLF1eVKlVsMY/eCiVLljTHvVSoUEEHDx7UvffeK0k6ceKElaVZ7uGHH5Ykpaamav/+/ZKkWrVqKSgoyMqyLJecnKwHHnhA0oVZN6dPn5YkdenSRREREZoyZYqV5VmqU6dO6tWrl7p06SKn06nIyEjVqVNHn376qZxOp4YPH251iZZ59NFH1aNHDzVs2FA//fST2rZtK0navXu3qlWrZm1xhcDZs2e1bt26y45FtMN6XASYAvL3v/9df/vb3/TJJ5+obNmyVpdTqEREROi7775TWFiY2rZtq1dffVU7d+7U119/XeTXPDl9+rReeuklffbZZ2YA9vLy0nPPPaepU6cqICDA4gqtERISopMnT6pq1aqqUqWKNm3apPr16+vQoUOXXeejKNm1a5c56HLevHmqW7euNmzYoJUrV6p3795FOsBMnTpVw4YN09GjR/XVV1+pXLlykqSkpCQ9//zzFldnrW3btqlt27bKyMjQ2bNnVbZsWZ04cUJ+fn4KCgqyRYDhFlIBadCggVGqVCnDx8fHuOeeexh0eJGDBw8aO3bsMAzDMM6cOWP89a9/NerWrWu0b9/eOHz4sMXVWevZZ5817r77bmP58uVGenq6kZ6ebixfvtyoVauW8dxzz1ldnmViY2ONESNGGIZhGFOmTDF8fX2NyMhIIzAw0OjevbvF1VmrZMmSxqFDhwzDMIwnnnjCGDNmjGEYhnHkyBGjRIkSFlaGwuyRRx4xevbsaeTk5Ji3ZZOTk41mzZoZX331ldXlXRcG8RaQkSNHXrX9H//4x22qpHDJycnRhg0bVK9evcuuQVDUlSxZUitWrLjs4lKPPfaYzp49a1Fl1srNzVVubq75GIHPPvtMGzdu1N13362//vWv8vb2trhC6zRt2lQtWrRQdHS0WrdubV6d2rRpk55++mn9+uuvVpdomfXr11+1vSg/qy4wMFCbN29WrVq1FBgYqMTERIWFhWnz5s2KiYkxB/YWZtxCKiBFNaBci5eXl1q3bq29e/cSYC6jXLlyl71NFBAQoDJlylhQUeHg6ekpT09P833Hjh3VsWNHCysqPP75z3+qXbt2eueddxQTE6P69etLuvDgPtus51FAmjdvfsk2uz3vp6AUL17c/D8VFBSk5ORkhYWFKSAgQEePHrW4uuvjee0uwK1Vp06dIv28o6sZNmyY4uPj3R4+53Q6NWjQIL3++usWVma9b7/9Vi+88IIcDod+++03SReWK/juu+8srsxazZs314kTJ3TixAl9/PHH5vZevXpp2rRpFlZmvVOnTrm9UlNTtXz5ct13331auXKl1eVZqmHDhtq6daukCw+RHT58uD799FP1799fderUsbi668MtpAJSpkyZy86l9/DwUIkSJVSzZk117dr1ms94uRMtX75cQ4cO1RtvvKHGjRtf8mC+vJWKi6KGDRvqwIEDyszMVJUqVSRdmIHj4+NzyXOzfvjhBytKtMRXX32lLl26qHPnzvrkk0+0Z88eVa9eXVOmTNHSpUu1dOlSq0uEjaxbt07x8fFKSkqyuhTLfP/99zp9+rRatGih1NRUvfjii9q4caPuuecezZgxQw0aNLC6xGsiwBSQCRMm6K233lKbNm3My7hbtmzR8uXLNWDAAB06dEiffPKJ/vWvf6lnz54WV3t7XXwr4OKQZxiGPDw8ivRl3WuNnbpYUbpN2bBhQw0YMEAvvvii2wMLt23bpjZt2rhdsSoKGjVqpNWrV6tMmTJq2LDhVRceK0pB93rt27dPTZo0KZIPuszzxx9/yDAM+fn5SZIOHz6s+fPnKzw8XFFRURZXd30YA1NAvvvuO7355pvq3bu32/YPPvhAK1eu1FdffaV69epp8uTJRS7AFKUVZPOrKIWS/Ni/f/9lB1wGBAQoLS3t9hdksSeffFI+Pj6SpKeeesraYgqxH3/80e29YRg6fvy4xowZY4srDAXpySefVPv27dW7d2+lpaUpIiJCxYsX14kTJzR+/Hh7rIhu2fynO1zJkiUv+zyJn3/+2VwB8sCBA4afn9/tLs1yR44ccXu2T57c3FzjyJEjFlRU+GzdutWYM2eOMWfOHOP777+3uhzLhYaGGgkJCYZhuK/EO3v2bCMsLMzK0ix1/vx5Y926dcapU6esLqVQ8vDwMDw9PQ0PDw+3l8PhMPbu3Wt1eZYqV66cuQr6hx9+aNSrV8/Iyckx5s2bZ9SuXdvi6q4PV2AKSNmyZbVo0aJLnjS9aNEic2G7s2fPqnTp0laUZ6nQ0FAdP378ktVlT548qdDQ0CJ9C+nXX3/V888/rw0bNpiztNLS0vTAAw/os88+U6VKlawt0CI9e/ZUv3799PHHH8vDw0PHjh1TYmKiBg4cWKQHNzOr7+oOHTrk9t7T01Ply5fnGXWSMjIyzN8/K1euVPv27eXp6amIiAgdOXLE4uquDwGmgLz++uvq06ePvvnmG3MMzNatW7V06VJzZkBCQoIeeeQRK8u0hPG/Y13+7MyZM0X+B0uPHj2UnZ2tvXv3qlatWpIu3D7p1q2bevTooeXLl1tc4e3z448/qk6dOvL09NTQoUOVm5urVq1aKSMjQ82aNZOPj48GDhyol19+2epSLZU3qy80NNTqUgqdqlWrWl1CoVWzZk0tWLBA7dq104oVK8w/tlNTU20zkYJBvAVow4YNmjJlitszbV5++WXzmS5FTXx8vCRp0qRJ6tmzpzl4TLqwHsPmzZvl5eWlDRs2WFWi5Xx9fbVx40Y1bNjQbXtSUpIefvhhZWRkWFTZ7efl5WVeqatevbq2bt2q0qVL68CBAzpz5ozCw8NVqlQpq8u0HLP6rmzy5MmX3X7xbNBmzZrJy8vrNldmvS+//FKdOnVSTk6OWrVqZU4rHz16tNavX69ly5ZZXOG1EWBw27Ro0ULShSmMDofDbfVUb29vVatWTQMHDrxkunBRcs899+jf//73JQuQbdmyRZ06ddKBAwcsquz2K1eunJYuXaqmTZvK09NTKSkpKl++vNVlFTrM6ruy0NBQ/f7778rIyDAXgjx16pT8/PxUqlQppaamqnr16vrmm29UuXJli6u9/ZxOp44fP6769eub/462bNkif39/1a5d2+Lqro0AU4Byc3N14MABpaamKjc3162tKC9h3a1bN02aNKlI/2V4Jf/zP/+jt99+W1OnTlWTJk0kXViv4eWXX9aQIUOK1IyTXr16ac6cOapQoYKSk5NVqVKlK/6lXJQXRly3bt1V24vibeo8//nPfzR9+nTNmDFDNWrUkCQdOHBAf/3rX9WrVy89+OCD6tixo0JCQvTll19aXC3yiwBTQDZt2qROnTrpyJEjlzwtt6j/VYQrK1OmjDIyMnT+/HnzuT95X//51sDJkyetKPG2Wr58uQ4cOKBXXnlFo0aNuuKg9379+t3mymAHNWrU0FdffXXJlOlt27apQ4cO+uWXX7Rx40Z16NBBx48ft6ZI3DAG8RaQ3r17q0mTJlqyZIkqVKhw1YWmipqWLVtetX3NmjW3qZLCZ+LEiVaXUKg89thjki6MAerXr1+RnLV3PU6dOqWPPvpIe/fulSSFh4erW7du5ozHour48eM6f/78JdvPnz9vLn5YsWJFnT59+naXhluAKzAFpGTJktqxY4dq1qxpdSmFzp+nlmdnZ2v79u3atWuXYmJiNGnSJIsqA+xn/fr1euKJJxQQEGDedkxKSlJaWpoWLVpUpG9XR0dHy+l0asaMGebA+G3btqlnz54KCQnR4sWLtWjRIv3tb3/Tzp07La4W+UWAKSAtW7bU4MGDzb8gcW0jRozQmTNn9O6771pdSqFw7tw5ZWVluW1j3BD+rG7dunI4HHr//ffNMUI5OTl66aWXtHHjxiL9i9npdKpLly5avXq1ihcvLunC1ZdWrVrpk08+UXBwsL755htlZ2erdevWFleL/CLAFJD58+dr2LBhGjRokOrWrWv+58lTr149iyorvA4cOKD777+/SIztuJKzZ89qyJAhmjdvnv773/9e0s7YKfyZr6+vtm/fbq4blGf//v1q0KCB/vjjD4sqKzz279/vtpzFn88V7IkxMAWkQ4cOkqTu3btf0sYg3stLTEws8gvZDR48WN98843ef/99denSRVOnTtVvv/2mDz74QGPGjLG6PBRCjRo1clv4MM/evXtVv359i6oqXPJCS05Ojnbu3KlTp06Z06phXwSYAvLnJazxf9q3b+/23vjfB6x9//33RXpZeOnCoybmzJmj5s2bq1u3bnr44YdVs2ZNVa1aVZ9++qk6d+5sdYkoZF555RX169dPBw4cUEREhKQLsyCnTp2qMWPGuD3QsKhd+e3fv7/q1q2r2NhY5eTk6JFHHtHGjRvl5+enxYsXq3nz5laXiJvALaQCtmfPHiUnJ7uNZfDw8NATTzxhYVXW6tatm9v7vOeTtGzZssjfhy5VqpT27NmjKlWqqFKlSvr66691//3369ChQ6pbt67OnDljdYkoZC5eyO5yPDw8iuyidpUqVdKCBQvUpEkTLViwQC+99JLWrl2rTz75RGvWrCnSq37fCbgCU0B++eUXtWvXTjt37jR/gEj/t1JmUftBcrGZM2daXUKhVb16dR06dEhVqlRR7dq1NW/ePN1///1atGgRD+vDZXG198pOnDihkJAQSdLSpUv17LPP6p577lH37t2Z7XgHuHp0xw3r16+fQkNDlZqaKj8/P+3atUvr169XkyZNtHbtWqvLs1xaWppmzJihoUOHmoN2f/jhB/32228WV2atbt26aceOHZKk1157TVOnTlWJEiU0YMAADRo0yOLqUNhkZ2dr5MiRys3NVdWqVa/5KmqCg4O1Z88e5eTkaPny5Xr00UclXXgSc1F8/tGdhltIBeSuu+7SmjVrVK9ePQUEBGjLli2qVauW1qxZo1dffVXbtm2zukTL/Pjjj2rVqpUCAwN1+PBh7d+/X9WrV9ewYcOUnJysOXPmWF1ioXHkyBElJSWpZs2aRW78Aq5PQECAtm/fztOoL2PEiBGaOHGiKlSooIyMDP3000/y8fHRxx9/rA8//FCJiYlWl4ibwC2kApKTk2OuGnrXXXfp2LFjqlWrlqpWrWpO5yuq4uPj1a1bN40dO9ZtZdW2bduqU6dOFlZWOKxevVqrV6++7DO0Pv74Y4uqQmH11FNPacGCBZcsEIkLAaZOnTo6evSonnnmGfn4+Ei68KTz1157zeLqcLMIMAWkTp062rFjh0JDQ9W0aVONHTtW3t7emj59uqpXr251eZbaunWrPvjgg0u2/+UvfzGX9y6qRo4cqVGjRqlJkyY8ggLX5e6779aoUaO0YcMGNW7c+JJnZr3yyisWVVY4PP3005dsi4mJsaAS3GoEmAIybNgwnT17VpI0atQoPf7443r44YdVrlw5ff755xZXZy0fHx+5XK5Ltv/0008qX768BRUVHtOmTdOsWbPUpUsXq0uBTXz00UcKDAxUUlKSkpKS3No8PDyKXICZPHmyevXqpRIlSmjy5MlX7VvUzs2dhjEwt9HJkydVpkyZIv9XdY8ePfTf//5X8+bNU9myZfXjjz/Ky8tLTz31lJo1a1akH2hYrlw5bdmyRTVq1LC6FMCWQkND9f3336tcuXJXHRfk4eGhX3755TZWhluNAIPbLj09XU8//bS+//57nT59WhUrVpTT6VRERISWLVt2ySXwomTIkCEqVapUkV/QDwCuhQADy2zYsEE7duzQmTNn1KhRI0VGRlpdkiXi4+PNr3NzczV79mzVq1dP9erVu+QZWuPHj7/d5aGQu9zjSi5W1AZ+X/z/6Wo8PDw0bty4Aq4GBYkxMLDEn2fa7Nu3T3PnzpVU9H7g/nlKfYMGDSRJu3btctte1G894vJOnTrl9j47O1u7du1SWlqaWrZsaVFV1vnz/6cffvhB58+fN58V9dNPP8nLy0uNGze2ojzcQgQY3HbMtHH3zTffWF0CbGz+/PmXbMvNzVWfPn2K5Fiqi/8/jR8/XqVLl9bs2bPNhzeeOnXKfM4Y7I1bSLjtKlSooLFjxzLTBihA+/fvV/PmzXX8+HGrS7HMX/7yF61cuVL33nuv2/Zdu3apdevWOnbsmEWV4VbgUQK47bKysvTAAw9YXQZwRzt48KDOnz9vdRmWcrlc+v333y/Z/vvvv+v06dMWVIRbiVtIuO169OihuXPnMtMGuAX+PGjVMAwdP35cS5YsKfILtrVr107dunXTuHHjdP/990uSNm/erEGDBql9+/YWV4ebxS0k3Hb9+vXTnDlzmGkD3AItWrRwe+/p6any5curZcuW6t69u4oVK7p/p2ZkZGjgwIH6+OOPlZ2dLUkqVqyYYmNj9c477xTpJRvuBAQY3HZ//oF7MQ8PD61Zs+Y2VgPYW0ZGhgzDMH8ZHz58WAsWLFBYWJiioqIsrq5wOHv2rA4ePChJqlGjBsHlDkGAAQAba926tdq3b6/evXsrLS1NtWvXVvHixXXixAmNHz9effr0sbpEoEAwiBcAbOyHH34wpwR/+eWXCg4O1pEjRzRnzpxrPgsIsDMCDADYWEZGhkqXLi1JWrlypdq3by9PT09FREToyJEjFlcHFBwCDADYWM2aNbVgwQIdPXpUK1asUOvWrSVJqamp8vf3t7g6oOAQYADAxoYPH66BAweqWrVqatq0qRwOh6QLV2MaNmxocXVAwWEQLwDYnNPp1PHjx1W/fn15el74u3TLli3y9/dX7dq1La4OKBgEGAAAYDvcQgIAALZDgAEAALZDgAEAALZDgAEAALZDgAEAALZDgAEAALZDgAEAALZDgAEAALbz/wEU0gIDYeurYgAAAABJRU5ErkJggg==\n" - }, - "metadata": {} - } - ], - "source": [ - "train_count.transpose().plot(kind='bar')" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 489 - }, - "id": "G_GCeARvJCTD", - "outputId": "27a93597-21ec-44e7-c02d-564706c9f86b" - }, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "" - ] - }, - "metadata": {}, - "execution_count": 8 - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": {} - } - ], - "source": [ - "test_count.transpose().plot(kind='bar')" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "eorjDFl6GcZ0" - }, - "source": [ - "# Plotting one image from each emotion." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 537 - }, - "id": "Cyt4to_r_CpD", - "outputId": "2abb03f8-44a5-4380-9104-8aab54610e53" - }, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": {} - } - ], - "source": [ - "emotions = os.listdir(train_dir)\n", - "plt.figure(figsize=(15,10))\n", - "\n", - "for i, emotion in enumerate(emotions, 1):\n", - " folder = os.path.join(train_dir, emotion)\n", - " img_path = os.path.join(folder, os.listdir(folder)[42])\n", - " img = plt.imread(img_path)\n", - " plt.subplot(3, 4, i)\n", - " plt.imshow(img, cmap='gray')\n", - " plt.title(emotion)\n", - " plt.axis('off')" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "xKaGKHwxGk_W" - }, - "source": [ - "# Plotting random images from given directory" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "id": "WxaJvr5l_Ckn" - }, - "outputs": [], - "source": [ - "def plot_images_from_directory(directory_path, class_name, num_images=9):\n", - " # Retrieve list of all file names in the directory\n", - " image_filenames = os.listdir(directory_path)\n", - "\n", - " # If there are fewer images than requested, we'll just show them all\n", - " if len(image_filenames) < num_images:\n", - " print(f\"Only found {len(image_filenames)} images in {directory_path}, displaying them all.\")\n", - " num_images = len(image_filenames)\n", - "\n", - " # Randomly select 'num_images' number of file names\n", - " selected_images = random.sample(image_filenames, num_images)\n", - "\n", - " # Plotting the images\n", - " fig, axes = plt.subplots(3, 3, figsize=(5, 5)) # Adjust the size as needed\n", - " axes = axes.ravel()\n", - "\n", - " for i, image_file in enumerate(selected_images):\n", - " image_path = os.path.join(directory_path, image_file)\n", - " # image = Image.open(image_path)\n", - " image = load_img(image_path)\n", - " axes[i].imshow(image)\n", - " axes[i].set_title(f\"Image: {class_name}\")\n", - " axes[i].axis('off') # Hide the axis\n", - "\n", - " plt.tight_layout()\n", - " plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 507 - }, - "id": "h0UkpZFz_Chg", - "outputId": "5f274498-b458-4420-e56e-9764a2f90a8f" - }, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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Q6/XQ6XQwGo1cecobw+HQlU1Kp9PIZDIRXmYfxP3Oeth5yz5Q3mB5/X7fLS0plUrI5/OROpGCIEAmk3Gb6fMd7KNMJoNyuYx8Po8XvOAF+H//7/+hXC5j3759KJfLm/iSZVx11VXb4o1nku6///7IvLf9RhnCcdRxXV1dRaPRQLfbxYkTJ7C8vIx2u43l5WWsr6+7fs1ms6jVasjn8yiVSqjVagiCIMJf5B+OLf+213T8ycfKMyReZ7u0DQA2PaMy0s49lkfiHOE8W19fj9xPfuf3YDCIvGcwGKDb7WI4HKLT6aDf7yOdTqNYLCKTyaBSqaBSqSCTyThZSPkZBIFrRzqddvJ+bm4O+/fvj8gQ1oX9yz7UPZe3Q3uyaONOZ5hEccpzO8/sNG+L9VNlwY/vun1u0t/2ef3fVwffM77748jXdu0TXzm+ft5NP8a9/0JTXJ220xc7/d1X9lZjt9P5EXf/uej77dRlEh9Pum5J67uduk8SyBcD+dq4kzZYoB43R89lv+yUH7bz3G7qdy7aNGm++wygrWiSTN1uGZb2vLyHqGqrCvT7fSwsLKDRaKDRaDjEP6lcX5lxE5JCIJVKOStWrVO1aHnAcjqddohN0R6fJwrSdw0GA7fBtM965f96Ta2RdDqN4XDo0OBwOHTvpjXBZ3q9HkajkbOiwjBEPp9HEAQRDwDbDYzR12AwcNZtJpPBaDRCu91Go9FAKpVCr9dDsVh0z+5WAU8L+YAL2zQYDJzl2e120ev1nDfAWoYsg54YRehEvwAiqF6tW/WQsFxez2az7l71qLD/bV2UaAEob6mlomibbSeP85vWK+/LZDKO1/U95Jf19XW3wbrWlW2z1gvfq5a8Ws4sh31Aq67RaODkyZOo1WrOEtHx2wkgvRBEXogDKlY+cm6vr69jZWUFZ86cQbfbxdLSElZWVhyf0pLN5/PuO5fLOU8VScdmOxat9eZZ69ZeZ935US/FJDlt+dk3zyxP8Rnbl1ZGKR+RXzkHVaam02kMBgNkMhnkcjkMBgOnG9TjAmzM03a77Sxf6+3ZCw/uWtHal/oEtQ5Cr9fDqVOncPr0aZw9ezaiJKwLZCuEEmeFckLTfVAsFlGpVJyAZOdS+VLQ2DqrsLWCka4vABEh42MqCnKf2284HCKfz0dcIhSkvIcuyXa7jeFwiCAIUC6XnYLu9/uRuum7qVzoohyNRmi1Wu5+up4JJvheH027AvYJD2DMk/1+H71ez7lkqWw5Ka0AUBA2Go2cG1eV7/r6OgaDgeMjuqG0LlZw5HI55PN5Vzdg7H5TYMV6kFiOglP+znr6hCIAp9xZd+2fbDbrXGn2XWEYotVqOV5XIa2KVvkXiLoWyU/kQQWElAlBEGBpaQlPPvkk5ubmcOTIkU3jN81KFvC7Fm0b7P2dTge9Xg/Ly8s4efIkut0uFhcX0Ww2XQgDgHMVZ7NZZyyoAuA3x8XWw46bT/laIEZ+suNlrUMfMKRs4u++8AnH1LqqKYMo6ziH9F7OV1WwlOHWUKFS7Xa7zsBi2KJerztDg33Y7/fRarWQzWaRzWaRy+UifbwXY2TPFu1Wbg529Pr6OjqdDjqdjvPHaxlxz8e905IKR6K+fD7vlCpRIa/TYrWKluVzIBUZAePDfnmPKlolnXxkPAsk2DesNy0AlscPGUYVgw/p+xCmTg5a4wQLVBRaJyvYplnJxnk39DeddPyoJTsJZVs0rcqMXgkL/Gz/+6xK5Rd9zlqDWn9fW+17bR/onFDvDe9Va1z7je3VGFwc+FWw7BsX/m/rr3zZ7/fRbrdRKBScp2Ga+W43pO2lQlAPiwI/lSU6hhZQ+95hf48zSnx8HveJo7jfyD92PqjinGRU6XN2fthrChh8c17zECj/qI/W19ddv26lj/ZK50XRKuptt9vodDpYXFzEyZMn8fTTT6Pb7UZcnSpcfNaFVWbWUgiCAIVCAYVCAfl8HrOzsygUCi5pgMqXgo5/q6LlezXBygpbAMjlcu73OMTG8uyg8m8yAfuKyGp9fd0p1G63655ptVoucYyINgxDFAoFp0BZX/Z7v993Lkta0O12G+vr68hmszh79iwAYGZmBsViMVJv9v3FQjo+ClDY7k6ng9XVVZfI0+/3Xf/YsVZXEq/n83mMRqOI1UBrly5A3kuUTb6gJZJKpZxXRd3AfA9dtQRACrJYPuunPOlLbFGPDF1gNvElCIII6FQr3IIzTVxRYU6lwHbHhSD4vK0/+2h5eRmPPfYY1tbWcOWVV2J+fj4Swpl2XrRgxPYB5RaTm5rNJhYWFrC2tuY8fORNygW2vVAooFgsuv6wisH3TvKTL7nJ8o0NJ8QpWQsGAWxKlOLfqhR9/aF19xkMJAWyWg7bpjxkFSnluPYXvYCpVMpZr/l8HjMzM856pZeTZev47YUP96RodWC1Iqog19fX0W630Ww2sbKygkajEXEHqPLUjw4CyXa4DhKFSj6fR6VSQbFYRLlcRr1edwqWjMWsY6todTCUMdSSoQtRFa32AYmuRB9TaMwP2JhUFNQUSKwDlSYFY7fbdW4NCnUVgHyn7U+i6MFggE6n4yyIcrkc6Vu2ZdqFm5JFztpmKjACF7XmdfwsoNLfNL7I9+jk1WsWHdObwm+Omb5D62uzlX11tNaIjdHaGCx5X69zLlCg+yzbXq+HbDbr8gGsgLS5B3GWgFq+1sVNN+rS0hKCIHCgkl6pi4UPreVG8llZ/X4fa2trWFlZwdramnPRc+ytO1cVrPad7Rsrj60FqHX18Y3+Zu+PK8u2HRjPDY55nDy39dGy7DXqCl89VQbzdwXblPfkYT5HZczsZCCaSW37Ueu3U9q1oo2bVJbJOp0OlpeXXZBfBZNvQG35dhAtqqHQKJVKqFaryOfzqFarbnkMXcdWCLEsqygtwuLfFEQq+KxA1LpbBuP9LEPjvJxkapFygtmJyjieLg/ht7aTCleFIn8jqmYaPJMHfONwMZAqV/6v/WqXg6l7TgWOWrT0PBDgqLWmYEmVoQJIn9WoMX8dG1/9rRVgFazW1wpMvodA0vK/Klobl9N3awIJY4a2333tUFLBZ9utALTb7aLT6aDRaODs2bOoVqsolUpOwPrKnhaKMwb0GgFzu91Gq9VCs9nE2tpaJC7PNtKLouPD33Ue85rPgoxTwr5rPuvTWpJx5FPuHK84b6XPCPAZB77+tPWy80LdxOpJsECB/T4ajZDP5x24m5mZiW1rnOW9HTonrmNbEX7CcMMt9MQTT2BpackhNwoB21GWVNn5BodJTplMBjMzM9i3bx8KhQL279/vEgeYpeurr7pw9XefxUABaesxiVF4fzabdb+TAfr9PjKZjLMWNHEEgFufqFaOKkhaSRSs6tpUq9siwVQqhfX1dSwuLqLdbqNcLrukqWkVZHGk46oJGMA4g5CZs1S4tGo14UKTSNj/7HMm1eVyOefa1fHmuGgoQAVBoVBApVKJABkFajZerPyksVmOs+VH6zqmkNZ1g+oO5++M+6m1q9Y8604Pj2a+W6FqrQp9F+eAXQep/T4YDLC2toYgCPD0008jn8/j8OHDOHDgADKZjANM00pbCV/yWbvdxtmzZ12mcaPRcAJfxz2dTqNSqTiQZhXtJCUaZzXqb7771RjwuYR9Fq41VKwsVEDr81zaMI8qaVtv33WVaaR8Pu9kAecwY+Ca8EVDJ5fLodfrOV1x6NChTf0WZxjuhM756T2WKRh70E0V4p6xTBBHKnw07prP5yMfzSq2woHP+zpOYy6qbLWOPgSvZWs5VHjKzBTiVlhahKb1VIGl79F7fM/HoWsqXeuevFhI+cWHyq0FO2nCqqXIayQFMMrDvnfzWfUy2LiagjlbZ4v6tX4+i9YXW2N99d3aFvvRMlVQazlW2EyyUHykvK+eGCppeiA6nQ5arRZ6vd5FB/wmEfmRSVDME/BtzEOZYMfOpyh3QnEGh5Y7qfy433xy0P7vo90846uH5X0LNuxmPpZ/yWsMrdkwyLmQiedkHS2/+aEV1uv1HHrjLkjsCEWoKnRsoxQd2aQQuonz+Tzq9TpmZ2ddjJZIXuM8toN9itYK07g2W6a1iI1/6zOK8ri0hpYWgMj6ORWgqjDJDM1m0wlCugdZrvaRVS60cJvNposVtdtt5HK5SKKVVeTTTCrk6R0giqUV6nPPs5/URce+ZmxSFY21eBn3ZZlE0kGwkZyXSm0ksygPchwIcCaheAARd7Na4KyvJgxRWRJ0Wv4PwzCy1Ed/17mrvEJvCZ9h3W1dfcDPupWBsRfJxgbDcCOfY2FhwfVfr9dznp1pBoCTQC/bu76+7tYL023c6XQifUdeozdCd5SyoR3LT9YosODL8jGfjeO7uPbwHlXM9l6bp6DlWlCmZdn62BAdy48Duto2G5bQecp5o8vyBoMBlpeX8dRTT6FYLOLw4cOo1+uRMvciE8+JorVKkuZ6t9vF6uqq2/ZO47NxzKmDpy4GzQYm0svlciiXyygUCqjVaqjVau4aM4vt2jGWa+vOa5r4YVPtbV23QogkRVFsA5Wjbvun1q32KQeaEzYINtxQ7AMKW4IRvpPC37Z3NNrYvILbQHLCs8/Uwr0YSPmEwIUWA13FdnMPHR/fdoiahGItPPIjLRLrcuW40MVPpaj11L+tm1gFjk1SstYO60jiNc2y13erorUxQJK2Q13MmshlyXqJfG3Rsn1jOBgMsLS0hOFwiH379kUsvmlWtD6louvXOW9XV1ddyIbzzypDAj+VA3FgDIhm7sYpWg0tTJJb9n+rrPWab0y0HpMsX+VFBRmUj7zXxuZ9dbXXrEcqDEN0u110u91IW0qlEgqFggMxg8EAjUbDJYjOzMy4kA/n117k4p42rNAOsChONwmgwLODYyejJpRYZavIT1G9ZuCqAIpjrkkDB2DT4Prarc/6BIDPOrd1UMTKpBUuplbET+VgP2TKuDWhSmpNaIwnCMZ79dp36bhOK/kmnu6YpeOsbScAYdvIN8qDmjRkQZr9KFmrU8EeARzrohua2DFUYWaFnMZWLTDjNd2cwvJhnOuZv9swAu+z77J9T6GlSVW++9i/PktE19tTQOoObRcDaf8Mh0PXDn5oXdk1+b6xsWQtQfs+LW8S2XG3c4X3WEtaf/eBw7j5oTLIBzgt70+SndYC9r3Hx9vKo7qXOedlr9dzBgxBnh2f3crDc8q9FALr6+su+anRaGBtbW3TrjassG6mrxYrhaH+xqUvxWIR+Xze7fxULBYdQqHipfKla4xlaxaqHVxgsxtY26YDTNpKIQNRhtXEG7VCOZhcU0uwooCGbiUAziUCwCnmrawNWsOc5GG4sUZ3aWkJ5XIZ1Wp14jKNaSPfJKcnRTdkp4UbBIHjhzAcL5uiV4CgIwxDx0PkaWDs7bChBRV8NmdAd4OiC5vJRXwf3dr8thPbWjxcM25/J0/xd9tXVHBqoarrmfME2OAZ3eidbfLtHmZBML8VtKjVr+EZtpXAodlsotPpYGFhAadPn8ZgMMD8/DxKpdK5ZJ1zSpo8pEouDDdWXZw5cwbtdhsLCwtYWlpCGIYOXGtGt4InG59VJce+9VmvfG/cOLG+aowAm9efc0w4X9QVq7LcKjhVoFspVZs7QbIAw85Bq7S1fcrnlJWqTzRpkfcxLkswXKvV3OEruszMAo+d0Dlb3qMMRtcxk6DoGgWi7ggfyrHKjWX7YkfbsWgVNWrMyA5wnCK1dYlrc9y9PmsCgFN0ytDqzrPJKXGTSa2iSePEtipKI/DodrsT3YJx7b/Q5ONBFQQ6ydXaUqtBrTU72a31pmXF8auWpx/epwlacRattVa0XFXmPt7SdwLjuWXL83l8LBj0WdJxqF7nlo+Ub+1Hx4JghMt9uP3lbgXcM0mWVwC4DVO4cQ+9R8whsWNjLVpff8bxne8+Wy+93z6n8hhA5P1Wjuhc0br4FKqPv30KWeumlqvl87g+sX/7vFGstxp2/ObYZDKZSGKUrw93SudsZyitCDfLXllZQafTiSSJ6KRWZKPM4xskPs+OsFnGVLY2vuHb/tAX99J4iP3Y9ir5lGocY/v6jcqPFpjWUeNr9jn+rRtsbIW4VNESgPR6PayurjpwFBeXnmaya2bZL+xTtWRJjKPybyAqRNS1T2If2Q0vdIck9ajwnbyXykM3zfDF0G2Mnte48J78zjrT4tTDNNQVznJ8yTa6TEiVLS1aWvVcjqduXB+g8QHlOODJZ9TDQg9Xq9XCwsIChsMh6vU65ufnpxLsxRH7hPOr2WwCgFu2Q2uJPKGAi3F9q2jjQEzc+21d1Bq2rnt9RhWttZxJcUpan+fvOr+swWNlPv9WXtT6xRkdWoY+z3Yyl4K7tHGdNo0NPkejY2VlBUtLS+6gC/XQ7GQcSHu2aH0v7fV6OHv2LBqNhss2BhAxwTXpJi7L16J9CgSeysPtybi1nRUgLENJJ7UiR12CoagnDnWRfJbHVkzEb7aN7iO6NdhO3SiB1y0IYYbtcDh0/cJ263vJKHQH0p3JU0MYG7OLu6edOFHYBxpuUEVLxcRnyEeAX9FSufA6f2Mf6bm1nKhMfqKi5Zo+AoBOp+M2jdcF83acrKVJr4fuMMXx47tzuZwTIgSd6j7UmLFuZEEwp8k7VNJ0ZzNmBcBt4UkAoVa5Bad2bujf5Ede4zvpAVtbW3Ob7R88eHDTpirTRD5wwf7g/KKi5Wb2hw4dQrFYRLfbdTKy1Wq5c1XtRhVapu1jnxXI5+yz2tdxVrCGL8gzcbLPek5sn3Au2fro/z4lNsmjpO3Wcqyc1vDjYDBAPp9HuVxGJpPBvn37UK/X0e/33fasDOmEYYilpSUnHw4ePLjJ9bxTOqc7Q/EahZy10vTbdrrP4rP3Kbq3rjl1Gce5UrZC2HotDrXEleGzYn3lsT3WjWkFq5Ybh+Lsx9cGnYS+/qXy9W1oPu3kAy1xk87nBlPB7es/LZuoWGP8FnwpYFMPiR5m4Nugwic0FQQSHPq2S2S7dB74eE/Lsu5z60YHxhsXEJTakIx+4oSn9mNc3+r9+r9domUF+bST8iDHnopLw1wa+yZ488UorRKdJHN8snaSIeB73qc0497ja/uk/7U9+rt9r/3d0iSdoaQHzDCPh3+nUim36kKB6XYTTbdL53QdLYVPt9t1rmNm0gLjpQoUPtYtrEkFvvgjmVTdxnqYgO54YwWABvPVSvVtAKFKiNfVneIbYMs4KrTUpct7uBuTJuCkUimXOKZxNpsIYD9WCdtx8cV62MdcggXALTmgC3TaLVqOCT0CmnGscVAKNrXoVUmoC1dj5+QRJi5x6zz1QLCvGHfTXZnS6TQ6nQ7W1tacx0AtYR/YpCLVrUV1qVAqNc6YpKXOd5fLZQRBEEmqAsZucm5Oz/KowK2ypQVTKpUQBIFD++yrYrEYAQ46HuwzK9Rt/BsYe4zolta+6PV6bqkP9wSeVotWSYGCblDR6/UiCZvAOImxXC678eTRmeRnBeBqqfkMCh9QU0CmHkWtr5apss8XkydY8MkT64H0gSPbFuvGVmI9dX6qUmZeiZXdfDe9INztSS3aSqWCcrnsjtCji384HEbGR0Ey37kbOidZx+ouARBJZmBjlQk0rmUtgiDYvAxCBaPNmORHk4h8iEuv00WmdfYxjs+qVoVqyQpNFVyWaVUJ85xEPbbJWjRkyDimjLNiJlm0YRi6scrlck55XExLKazVoJOc/3MMqIQA/4Qnn/F3lsOx0ePMaGUR+OlyM80TYFxXdwKy1jDJWp10E/N8ZW7HR8WvFpJmSWvslHxBBUvlGucBUlCYy+Vcn2SzWbfJCgW2AhgdD53Tet32uc/zwG8Cm3Q6HQGA006W99QLQkCk7lb1GnCOK7CxPAn43apW3vjG1bdmWp/X0JkF7z7gbueOHU8fkPR5b+xvJKv447w/dntP1R3pdBq1Ws2FF0ulEjKZjFu5Qr5mApSGHS14sCBlJ3TOFK2iOAql7Zwt6es8Xuc1fmsyBzspLhXe5z4BonFftQw0+YBCwRd30E6PYxS1iKxitcyvZbFtFOR2KZCWa92Ttq5W2drJofVgX3C7THWrTLPLjkrTCuq4eJHPtUS+1bR/frMPKfj0eD21FsmHure2Kmc+o7uAAZuFI5E0Y+3pdNrts+ybF7RUdWcw3kMeIcDQwwUmhVp8wnk0GrkjGcMw3LRsQq0S9mecoGa5Vgiz3gosO52O8wpww4FpJJ8C4XzSjVOA8RIe9eT55qXOfZIFKArMbH9r3XSeW/DtkwfKJ1ah+8aMz7Oumohn5bhVwMprKt/0ebWg42Qy30/5rLkHs7Oz7oAKbZOCUStLNSvZ1687pXPiOmYDyVTc+YTBfe0I7Uj7iWsQn6XFwCPwSqWSSz7RNGxVLixPXYlE/BR86k7z1QuILodhe9SCZrusm0GZT5nRF+vKZDJufSQnKl2FvsnF8um+o0C2E59M7CuHVm2/33dHGYZhiFqthkwmE4mzTxv1ej0A49M5dIJYN5ZFusq3bD8tQ8s35GceaUZ3JxUNQR95cjAYuNOquC6UIQKu3VV+IIrmARk8icrWQ0964XPcGY0Al33Ae+guZh2pnONyAvgciXUdDocuNKPuUPa9Jo7pdndabpyQB7CpXdypp9/vo9FoYGVlZaotWm0jvRiUgbr7GreUVNClyUb8n+cWa96ElUVhON7pK64uVrEA0c0qVFaqrOJ9VgEp6TV9h5Xx9n59RuUR68xyKGvV6lf5q8DArjhgWDGfz+PIkSOo1WoufEMdQNlGkMv3Wj0Rx7M7oXPqI1Tl5VvYD+wsRR3YrDgnJUDZ5/R7O+9R14ktw2e5+kgZx8dstk5xDK/I3t6jjGnfuxtSJaWZutNqQZDU/R8HkHxI2jc+cWBPLV5V4rpHsE1w0Ymsc0ERtPIzn+WyDgoJRegqZJVP1Kq08SoKWusqVqFq22v/5pygoNNsZQ1vKG/GhWOU7DzSv/kbARA/06porVWoisKOuyqXSXM2zkL13WPDSVZe7GQu+0DRpHsmvc8aKtYA0PJ8lrVtGz0e9jcCFf1d91jgfAIQOWtcFb7mD6k1rfW6oIqWlQzDjVR2ov5ut+usWWvNKTJhGb6Jpw2jJasJUETmPuvQTkpFduxIusXUmlBB4dsBhQrJChgS41pqtWj8jPcqcmL9KMA0CUL7l0KfddM1wqos9T1xyJLWj6LFbreLdruNYrG4CWxMI9EdR5c3vSocN/VQ2OPtOCktuAGiyXhcktNqtdBut51FmkptxNZLpRJqtZqzFpnIQkuGVo1aILlczh02XSqVnNXJb02Es8uWqOxoXQLjHavssgzdzEX3xLZhEisMVVACG/OT82002kgO0+1VeU+covUBQ84P/q79Sn5n2YuLizhx4sTUKlpdm06ZQs8el5VQDvDITI6pTUJi/5FfGZqgzCTfUp6o4iGxHuQDn5xSJa3/69/6uz6n88QqJvuM5Qkdd5LlQSCaO6NzVmWhD1Qzg1vXiDMPhS58nU9BELg9j+lJ0Xr4wMNuaE+Kli8nitdN6olCfYF5CjLtfKsYLFEZapaxbvqulq21cC0TAdH1XepO0/f7dkvaLqpRhmMCiT6v2bEqYNRSj7Nylbl18Nmv+oyPIdUtw76lcODY+SyMaSMKHroy2Qb2ASf0pCU5lne0bK6ro7Lk1o4cI8ZSK5WKO9eSk7ndbju3sboNabHyAAwehkHFzVCA7rWq8SJal7oFoybdAHDzgoqWCVq6PIjWss3mpCC3AozKgm7RbDaLZrPplK8qWl9GtY84P1gPKnTu+80+WF5exsmTJy8KRcu+pZtyMBg47wdBD+cfED2ogqTzkzyjY6VgyacICawU7FtFa0GVVbL6tz6n1h/L4RxU2cN7LU9YJaz1YV+Sn3jdemrUqLBz2edxsVudqhzgvGNfMcnQ5yHYC+1J0VorSRsUFwi3JvgkF4USmct+rAvZIjwfkrbWqE+JWWXmc2fY9tl3WYYDoksgtI/4flq0iko5+Fap+ixV+7+vXvzNulx12YotaxotW1q0Wwl2FWxAFGzpOOiEVitRN6hQJctEJZ3QTNzRBBgKWuYUMAbLLEhOdPKAFQa+Sa+CyQonnR8+8KlttTzAftGy9Xndl5vKm3kOPkBtY1w+4a7v9wFlWofTyIPAZoVhx4vzmEDFJxutFUnlauWlb/773h/nTbDvUxm1U9mpvMe54lOeqmj1uuUT+81nfHyqZWr+jd0IhsAwnU5H5jGVrspZBRF2E6G90jnZsIID1Gw2sbS0hNXV1Uig2U4o7UQrDHyMQaRSLpddIhT/LhaLzpVm3SlqqSjz8XdddqPZgPwwZqnIkNaBWqWcGKyv1p3vYdvUbaSCjBYIl3KokNelApYZdXKwTmyzumhU2JE5WTdOlFarhUwmg2q16nYAsuMxTdRqtQBEd/DyAQ1a6rSY1AOj7maOP7Cxprjb7bqzQ7mOk+u15+fnMT8/H/FWNJtNnDlzxq0j73a77qzkbDaLffv2oVaroVgsumfVuqQQoHDQhAxgnDTDcdRnyD+pVMolSDHuq1YseYT9pjuBAWNQQiuF7ltrPQNAoVBAvV5HJpNBs9l0v+lhGOo58gl5vY+/cd6Sf1dXV/HUU09NLR+qlabKB4BLWKPFzjXzPhDLdnMcVYEpCOR1lTtKVHhqFfJelWWqWHzAR0nHjs/o4RjcMY1eFO0L8pzKf30P+dwH+FSR8m+bj6Dyked5c15SJ1DJMsRE75OubaYeCYKNJXSNRgPz8/MRsLhbHjxn59GG4XhN5qSdXHyWmLUYfURBYtfO+tytSjoJFFHzN4v49cOB1ft8gECZOg4FqpKz1qTWhRNHBbhdvhRnvfnQLOtg7yfzqNLmchRrUU2rgKPFaNvLv1WI0+oCEBlbBVX6DEGOfjTmyfWtFDoal1MXsu7HXa1W3RZ8jOsq+NL1r1Zgs97WCtAsd/KPbrFo3eJqVakAI2lCHF3ycbzOfuCmNHYOWjDI57Uteq+9zt8Y855W0vZZN6cqTmDsZvbNXyuHlEftvPbJEJJPmdn3kG/VEFIZ5VMqPoCkBgGNEip05Wlth34D43O2tc5ad2s5WwuX/9OjqrytoQ5dy06vk4JXzh++k7LQtn83tOcYrSIS7tvJZReKqLTj+Kx+6302tZrMSgtWd7axgkotOctwWgcOFJ/xxQVYpi+FngOoZ0vy3dZlrMt8+DcRqdaR7QyCjQA93ReM9ViL236solElrm22DGMVLZlQhfU0ko6t9iHjnJop7Ju8uhzG8kWn08HKyopTnNwRqVKpuMQgxuK489Pq6ira7TZGo5Hbg7tarWJubs65iZkLYJeYcWLz2xd+IQ+y/vQI0XKlFasgjfdTYBAQ8D3tdtspVdZJ+0WVBvtXwQX7jNvaUdjyXT7FqWVxrPibWjdsLy2mi4XUQ6VyCti897oFeda7ZxPOWD7vsfKN91E2qyzS+vlCCvo8n52kXMgrYTg+VpIAlIqWnpFWqxVZiaJlqttaeV4NBwsYrIfGp8gt3ynoIZ8quMhmsyiVSu55PUd9r7Sng98BRIRWq9XC6uqqmxQ+K0yFvy3HlsffGROju5imPtEIJ6e1UH3WgAopdf3y26I11sPWdTQauYOclWH11BZVUny/oj1FU+wT3XwgCAKXYGbRmlWyjOvavtZJq2OhDMjne72ec5vwFAtmY08jqSuN7dMJqGvmLJLW/lQly/J4Tq/uBpXJZDAzM+MsVI4P3cXLy8toNpvO/Z7L5TAzM4N9+/Y5oMiJTuHJvla0rjsDKT+Tl2g9qODgARu6ZlbRvgIPZk+3Wi0sLy9jfX3dJW6p8FT3LXlFXdQEHMPheI0t54MCGp9Q1/mhAJeAQOfKYDBwm/JPI1mLEEAk09u3aoB9wf4mETjR/bq6uup2xbKrLFRO+epjQRF/4/PW26EeHY6/zyPIv2kIBEGAcrnsXK/cCpQfZl9bD4aCAatoVVdYQ4K8QTBJhajeIKtolZ84x2zbs9ksarWaA3a6TnyvdE4UrW8y630+14XvOskqCV36otl2PteYCk2rYAD/zlA+xtPfbTq6tptoXMthG6kstT26yYTGFmxCj7bbl4ls+ypubFQI+JCpAhytiyLE3bpLzjdZ8GB/szFOILq3ahxy5nNMmACi48HnNWFKNx9Qq1Jdc+QV7U8qcp1HKhT5bs4F/q9zQOeHCmAFF1pXWkm66YTWQ9ti66DWlCpiWvgKFLV/faR9YeevvktB0MVCvr6Km4t2jik4tkoIGMckVYEqqTJX0E5jxHrd9kI+MDipvTrPrAVqFazep/LRAjif/NO5oWX5PCycc3asfHXarSzctaJlA4gO6IZqNpsR17GvYspI2knW+kun0yiVSshms6hUKm7NoR6Nx621dFKq60mtsTAM3dILFaSKFnVwNQO3Wq1uSqnXZCXeZxEs28VBp6XTbrexsrISqYcdfMYLisWiaxctKV2CY9+lzOcTcnZMyGR0p3BJC5H1tLuObXYsXUPNZtNZfopk4zIkNceg0WhgdXUVYRhGXGLkE66RZZbx+vo6SqUSKpWKsyppnbTbbfcOK2R07HWHM42hWSVHT0MqlXKWpG7/yHaqG5hztN/vY2lpydVbvSU28Y9Wg1rJvuP4aI1TGHJ+0RPgA6p8jyYkckzpPdDdes6FVXG+SOeajlUqlXJxbB9YjhP4qrhoIdLKGgwGyOVyEdenKjGWw7ro9qCUlfSskI+sZ0HbZWUMZYvKaKtUWZYqUpvFrzFQnQ8sV0M79PqQVJEC0S1qea1UKmFmZsbJYnpa+L8CU/Kq9TKyrboP/TOuaK0LgZXlhGUHbOd5bZj+RuGjp/Xoodp0VdhB5eCxY/U9KgB0xxkKBEVP/KaLwjIj30WLIAxDV54+T2IGXKFQcNv6MT5GhKbxXDIT3XN6zqi62+IQl77bTkq9R/uGSop9QyU8jWQRr6JQJjzw8HLNFFdvg5YzGAycW5XrXxXssZwgCBwPkd+HwyGKxWJkT1W+x67xVR7l/+l02rnfOOZxipb/8z4CSrobdZMLjiGFFU8pabVabq2nKkoKIPUgZTLjTdgp+FVQAWMra3V1NeJWty4/ks8CsiDEp0QuFlKLX5f32DFU8nk0qKgBbAp3KH/Yecz5oG5+KhiCR50XNkRg+z3OuouzXvV5X5hL546Orca0NXdBw5G2Lwlq+TsAByxoyeuBLawn56jKDm2PAiDrsdwp7VnRqrJRtOIja8GyHIvE1JRn7KlcLrtEFKJrTmZaY0RAatFS+LBs7j+rCIvMpwvDWTcrELTeVIxqRavw1CxS/q/Zb6yvIjRODPYvJwkAdDodt0GAT/nxPVbZ+oQUr1uFzX7RDD0d72ki5TP2GcGNnrFLoQREUb+d/HqUnV02Q7BHq7NcLkfQsM+DAkQzKgli1H1NXrH8xYmtAtWnfK172meF2LAOBTi9JuQZdXuTt3UDACvU2e8qyGu1GmZnZ51Sp+eFykPd2yT1cNl6K3i6GMgqJFV2qqCofO29eg/HJJvNemPd1jjx8QBzATSxs9/vO0Wr3gPWU99D3tLxtqSeIm0b5avGO3V3JstDKmtV+RNoKAjTNmqinw2zWF7SrG+1WtmHavHGuZB3Iwv3rGhpOShiptJR0k6ycQU2RpOUyFj1eh31eh0HDhzAoUOHnNBj5iZdX81m02V8qiWqa7rIELQklZnpTlHriCheBY2SrruiwFYLR913TCXvdDoOJLDtai3pMVpkjNFo5JZRFIvFjYEzAl0Fqo0zqPIlEyvDkthuJsoEQYC5ubmpVLJANBZFwMMJz2zh4XAYWV6h/UQ0TeXX6XSwvLzsXKpMMCsUCiiVSg7s5fN57N+/3238z7GgFaxWLNE4eZWJT3oQggocdVephyOXy7nwhfKiWpS6RIJt5VzimkdarRaAWtcfLQXlS1UY5Cnd6UrrtLa25rauZHt8+Qa8n3NPl4NQcFvP0LSRzg8FbxTYxWJxE7CnXNE8Ak0AVW8WgbZuDkIFaF3VqoDVQ6P32B3K6LFgSEBd3bp1rPWIqRLTucR5qbkAeo4z71UgwvfodQJdblk6HA7del0FsHw/54sCQo4JeYjzQ5Up/+c8Iz9SluqYark7oT0pWrWCbBKNks/twDLi7rGDoO5iFUjq99ddQbRMABFm1kOV2dF2MCzCsohRJ4MG3a1SUgsdGK/9VAGtbjpaECQOPoCIm3CSC8OHvBS1TbJybTzFCuJpIh8vqeWm/a7P6JhYq089I2pN0jvCZTSVSgX1et1ZHAAcb3KCEmnTJU++08QOn2vVZzHaBCsf0PL9reUpX1iXrRWmPuFN8gFl8i5j2bSUrGVhx4t/+yyyi8WijaujtQLZHvUeWJCjZVqPWtwY2bEiv/iUi84TYCPrXU+iskqK4NuXVKT/qyeJVjSNDt1fmB+20VrpyqcEE/xdc2Eo+y1f+wCBjofyruU59hvfbQHhXvhwz+s2iJqInBStsHL8VsFmO0IbQxRDPztjQnYzBfrvWS4VEjvQFxcIw/FRVbrpBS1JZWxuj0erVQVvGIaRA7np0i0Wi64P+D7f5ut65ijfw3rYeFWpVHJlLi8vI5PJYHV1NYICLepSsgJO+1qVEQUBj8wLw9BZQdOoaJU43t1u17mqVKDR4lXB0O12N13TTHD2Bw8OuOSSS3DttdeiUChgbm4OlUolkkihHhlgvBczBQ1jvWpNWyFB4sRXHqT1QYXLd3HMdWmMKm8bluB9GpuywIIWEQAn5GyCFvuMHhfyY6VSAQB3bCDbY5W8ClFNrlQBOu185yOOiz3IwoI2TSRTD4FaZbyX3hUbZ1TApONDeUjPH61J5TXyps5/Kmha3cD43GyOmR7fSWJ5Gk/VEBrniFqSajRpm9RTom0Mw42k1NFo5HYhVH2g3hZNkGS5HBvtZzWW2HfsD24sQ88mn98NnRNFS7ex7g0ZZ9ltp6Lqm2eCCRVtEAQR9zQ7hdavuts46BxszTDmN5lRLQWWo65jDiIHne4Wxjny+byzmNXVpYpWBTitIq655BpI1k0BAhVtv99HrVZDEATOlaf9qx/b98pwPssBiGYfU9FygkyrwFMEy/pyO0AgmvGtLnRNLNH4ro4R+40bVRw6dAhXX321A3/5fB7tdhtLS0uReDaFl37TyqUA8K3P07Hh33wP15FT8BLY6Vxgtr/PMlJFq+tkeS/5TftTl0bZ03U0dkfQyb4sl8sIwzByPq9u5eizzsjzqrxtJvnFQmyDz+Ky3gluYci+U2Wq8kiTeZRPeJ8qWlVMlEtcFaJKCIBzw1IOcJ5okpTGTCkfOF6WOP9UVnL8WT4/XKNP+cz2kF8pC33tZua8XUWgxkOcogUQUeRsl259SYCieUH0lO2G9qxoVYmpFaDCj2SRNrA5qy2O9HdNqFCXg95L0uxL7nbEYL2iKptpqVmVVjBw0qs7RQEG68MJpApfhQiZl/cQRer7OGm1bPt7nIJl3Wz/xPWtKl4dU81yniZSAaaTS93G+pvtI7VkqWh9zxcKhchmKfSc2D7i8iCCT4Ij3kOh5lPyChDVQlELlrE1hlO0jhqH831Go+iOUFo35UuCAT4DRDM01Wpg3oG+n0SrgWDQAnBVOvoeO75a3jSTT8hvVyhb7x/L8811KgH7GxDdwIVkvYharpVtOv/1Y+WM1tv3mVSWumS1HAVZQPTweWt98ppuyqLAQ3nLJyMJAmw/an+oXrBjsxva0zpadgxdx5zAtiOVdLCB6Ibw+q0fHbRMJuOOJeP+sUQfjAc0Gg0nyBg8bzQaaLVazg1NK6FSqUQGUJcM2f1iddA5WHRXqjWRTqfdlnx8d6PRiLgXWVYQjJNOmDiRTqfdwQlEfkwW0cQsVeh0FWnfkiy4UbJKn+4kJrGw/6ZR0HFSsg26CYMiWt0c3/KTuu40oY9KMZ1O48CBA/ipn/opHD58GHNzc0in01hbW3O79nCpTKPRwNLSUmRbRk12YXil3+9jbW0Nw+Ewkn/ANda69ILrx3k4gQLB0WjkPCphGLpseo3/kUd7vR4ajYZ7Ny0MKkDyiAogtRR8c4EZpQyhEISQD+l60430Nf6ny0s0EUiVCjDOYZhWoqyj/CEfcnkYkx99Ap+k/3MuatiDngiCG5shrF4STSblmKl3QJWSzQJXA4FyVa1TC8jVPaxyRD0imu+hoTiCOQJTgjfqEPIcj0blfKD8rtVqbt7pGvBUKuVyKVgP7ReCQO5PwH5XTw23keQuV1sZglvRnpOh6BqjUFF04XuG33qPZTL7t14LgsAtmi8Wi+5kFLpnefg8n6cCZuyOrgoyDxmWHRznu7cxJW0T/7dojhOOW1OqUtPnaWVzm750Ou3iKSrg1P2kfaggRWm7FoHtY46pWmPTqGjVElIrgn2slqp1c1lh4UvoY38zRstTcVimHodHHmu3225TFI4h38N9pMmjw+EQhULBvZMKC0BEyOo6cnvijwVtPkuIwob1ZQzbkvU40eWnFpO1gniNcTvOKWC8DSEBssaE1eqw/Kzja4H5NJLOeY7lpHljFazvms/qVPmh1/mMelZsmEzHlc+ofLOyBPBvh2jbYUGrWs7A2JDih++1Vi/rTjlOcKCuZO0bKlv9TftMwZm1eoExoGQdeU15WHl5krGyHTpnyVB0jSpTTKqUTmp7XZUKy9DjxnQpzvLyMsJwI0mo0Wig2+3i1KlTTtDRukmn06jVam69nwpfnfQao7VMCESXkvBZCzqI9HU5R6FQiFhPmjTAhdWqwLn3bCaTQb1eRz6fdxYU0b8ymE4UnwvHukZ08vhcUBQWzOaeRtexxv2YxOFzlXG8VSDoOlsCCt1QgqCLsdFqtepiZcB468R2u+0sxaWlJZegwSU95MHhcBhZo0vrU0MaYbgRU6tUKg5Q9no9Z/lpW3k/ABfP0oQvbTdBAHfKYlxXFbKCOd1NikLPKncSrSjy5mg0cstQFAiQ/5UUFNACB6IJK3ZeTCtR5hF0aVtsrNDncdL56TuZzIa1+Jx6ATmO7Du+zypxVXwqE3wAnnVn2QqM+KwllYWamwJEFZyepMP4Metk38UybbzXrkfWZ6kkFQSoB8f2jSZQcX4wx8CnC3ZCe1a0FBpcd6iKFogqIh+qsoqBv9tBLBaL2L9/v3PDBMHGZtULCwvo9Xp4/PHHceLECXQ6HZw8eRLtdtutf8zlcu4sUNbFJi3p7jp6mLfWE8AmIWcVLa2WZrPpXNiZzMaZlBRetC7W1tYiE4TtDYIAKysrWF1dRSazsZF9oVBw1ggnst0NBRhbeWplW4WqpBOMxP5Jp9ORgxOmjQhUOCbqvlJFqwCHSoTKRi09ZlhzElNB1Go1d5iArrltt9tYW1vDwsICut0uTp8+jYWFhYhLrdlsYnl5eVOMttPpIAxD5xZLp8drrOfm5pwrVrfLUyVLwEjrmuEHYBwfZT3oVeGWn+wn3dCFAFPPGCWYsFmy5Cda7FTG6jLWnI1UaiN7mvdaN7EKRc4lKhwLvKeR1HojL3EeUrjrHPfNQwBunNVzwfFS2URFxXeqEmM5GjKwAId8qBusWAuQ3+pyVm+KKl4lVeKUV+wjfmgkEfRx6166ljUx1VrzugGKyj8FDeQnri4hv7FO1hDU8tmX7AMmomp9dkN7Pvjd+ue381ycJctv/VjGVCFGpubk1TgtYxl0oSjK85G6DXyKx1dXdroqZXUbUSjRzaF1BxBB/eoOyWazbiMOttPeb99rgYuv3r42+Mi6gygopo00SczG80nKN9r/6tJSsKfP2rg8x1eFCRUSY7uMRwLjJTr5fD4yiVXxU9HxunoSrJVu60Xe0mv6mwJc6xpXoGgtCPX48N0U9Mpreva0ry9ZvvKmnVe+vtdntA3bkS8XgrSO1oUKbC+Eo+Ng57XP6rTvYxm+8q1M0I8mH1H5+OSHlct2XHzjRX72eSX0dzvucUDEtiVO7lmZGGfYxckJa+VqGOAZt2jVBUcBo52m1hnJN7G08mqF8X9mfIZh6BKKTp06hUajEdnPslAo4MCBA2i1Wi4JgYKR6J1LEMhQqigZA1OUZtGitoUIniidf/d6PSwvLzu3ZiaTwezsLA4cOID19XWcPHnSHflFqyaV2lhKNDs7iyuvvBKlUgkPPfQQlpaWMBwOsbq6imaz6ZSxujYpBFlPjgEVg28M7PioJ4L3MrmA8eVpVLTsY/ahKikqBrbTuok1aYoKi0qGyJrWJi2N0WjkdhVjLKnVamFxcRHNZhOLi4s4e/Ys0unx/siXXHIJ9u/fj8FggEceeQSnT5/GysoKFhYW0O/3UalUMDMzExFQPHKPyX5cO6hjpxYgQxPkQbaB1hTBp1rUYRg61J/NZl38Wdcnss+KxSIOHz6MgwcPugSn4XCIhx56CE888URESfCddCFzztn8DXXjaY4H3eA+YD3tpCEDAJGsWPIoXb+8DoxDQPQqaLydfMdMc447AR37Tee68ivHkHxAXqccYT4LM+onhQmsotGxpmzSEA3fyTqxTNaHeTNhGLrkI7thTxyAVuK7FIzYhEDraSXPqQFGA031UqfTQaPRcEl/jAvvlPZk0RIR6USxytP3jK/T1EWk19QF0Gq10O/3ceLECZw6dQq1Wg1HjhxxwoLbwPG0C100TncCB4Xl830am1XhbFEen1PkxeUXfB+FMbAhFCuVCvbt2+eUMN0putcxM6APHTqEWq2G06dPO8agK4ouQxIni/abuqxsffW6IkyLBhVt0v0zjYpW196pxaqZtxY0qedD14kqSgfG7mgKLYIaxpXI79ykn1nIa2trbjOSIAgwMzODq6++GsPh0IVYmKHPfuWmDgSrg8F4a1GOvc4bmydA3iDgUg+EInJdisRnKcAZZqGbTS3pVCqF2dlZHDx40G2HOhgMcObMmYiiJU+p+50bdJCUDzVZza4ltWCBYz3NRMPD8qXOLQ0RaZiHv1mLVj0qqiA1FOLrX2BzghQ9YwxV0NWthgcNCK2fT1bzd2u4WC8KFSCVmc5R6g0FxdarwvfH6Qyth+oe1SdqJCkQ1dirynxVzlyBwTm1W6t214qWk1WFlw8BkSa5fdT1x/8VVangGAw2jomq1+solUqb1rrSOmUQe3193SFLDcxbN6AVQEB0ET/rpczDaxxg6x5hexizpRXE9hDtUxlwWQjbzPYxk1XLBKKbcWt/x7nqfP3uc9vxWY2zTKOitdYR+5KT1ia8qeuUSswCQ6JgZrZrzMj2jQIxChN6WS655BLUajXs27cP6XTaATACLcZgqSCB6HZ3Gm9S4attV08QgSLrpQjfCgd9Tt+v1i77gt/cI5wWAIVgtVp1841eANaDSlYVBIWrdVFb/mI7Jlky00Kcm+oFYD+p7NK5pgDZJzMVaFiizOX8ZLyVHjmuyLArB9jPyq8a6+e4sF70/KhsZt2Ur1SW+r6BcQa5KkV6YFR2+sIP+l6baGbDdAoYVNEq8Fa5aBXzJOWsyVI7pT0pWhXETCQhWSvKVs5aiYpgtFOIxIjGgmBjizdar0yYoPuTSphxMboHRqONI7y0boztplLj5Qma0afWATuezEtG5cDY7dH4fBhuZGQSHa2traHb7TorAYBj9m63i6effhr5fB79fh9zc3ObGF3jknQPaV/7mMACHh0PdWHZ8QWAVquF5eXlrdjhgpD2NZWmbjun6zeBcTLEaDRyBwcAiJxFTKVKl269XncKV4UE+YCKhEKrXC5j3759eN7znocjR45ElngtLi7i8ccfd65pnkplt7pTpa+JSCoQbBak7qDGetrkFYv0CQpoQeoOZsB495xsNotms4mFhQU0Gg2cPXvWzd/Dhw8jl8uhVqtF9jrWuQdEwTR5i5afgiH1pnD81FqeRuJWnpRTykdBEEQAg85j/m+BBhUI+UGvE6x0Oh1nka6vr6NcLqNWqyGfz2N2dhb1et0lwNFTorKCspPrRFutFlqtVsSNzfdRpmo9KEN4vz2dR71GwFjRKl9wrwCGHxW8ApvP1h6NRpHkKoJpXVrKuaHZ2db9zvtIqogJEpVvVRcQVO2U9hyj1cmzFfJU64//A/51ZerKUxeCxlOtJaIWDYAIqrdCzKfo7UcngXVT6DMsLy45iUJDk8bYDipM1keFE92PvkXl2qdxZAHOVuOjSFHrbnf9mTbS+mosxo6V5VkqTZ14HDvN8tRJa0EJhQ0tSioaZirTk8Gx5Q5gdAdqJqMqT5bry1S1ShMYW7UEnNb9aC0QVdh0IyqIs1YA+cC66JgVzX7SGBuf1fmnMUqd1zqWas3Z+TeNpN49X44EsHkHvDirzd5jr1sPnL5T+TCXyznwSeVFUMhy6dFg/9owmbbJZ2lawG7HzddWVdK6kQfniHocfV4YDU+yftZ1rDJfgZqdD1r2JGNlq/HaDu1a0RKlUXjQpJ9USSU7oHpdO4YDTfcUdwdhrJLlUImtr6+jVCpFkl6AsRAjakmlUpiZmYls1K7K1Fq0bJu1Lm2MolwuY3Z21rmsB4NBBCVxpx8yFJ/hfpozMzPIZDKRTRDCcGMZCP8nI/qs0TjG9tGke3UCtNvtXfHI+SaiS/VEkKgYKFwo6HWtLFE7eUz36i4Wi5ifn8fs7KyzaPm+MAyd1UZLRj0P5XIZALCysuLWmK+vr2Nubg6XX355ZGJzZzIVPEwi4tF4emoQP3oYOHnLKnBdk8stJAkqgiBwh9QTWBD579u3zyWaAWN3OucSPQDVatXFlzl3CDZoeXFcOHcY0iH4tH3P9e9x4zqNpKfVMLlnONxIwKTHT+eWgiN1R/ryC1SZcm2+rtWl679UKqFUKrn1yq1WC81mE6urq1hdXY1kslPeZbNZ5wWhNcqliLqhPwGchjxSqfEexlb56daeVhGrDObSy0ajgdXVVbe0jOv2CdrK5TLq9TrCMHTtV+NFs991q1KSBSDqtlfe5xioTOX4UQdpCGkntGfXsWY0qguI5BPgSj50ZC3IwWDgjiVj0pMmBfE+MiSToThwqmiYUMTMUAobRaCTFK2iO2Ds7gPgmIJMQGZUtw23ENNYItdAZrNZd9AAhTaXMDFWq0khVon6FKZaBZa2UsqcNNOqaNkXtJK0jaPRyAly9q3yKxWtKl/dUadQKGB+fh4zMzNOILBcKlpg7EnhRNRTPui2Y4x9ZmYGR48ejYA1Klcu7SIPzczMRLZlpKKl0md8S11tbA/7g5ttUKkyREFFSYFpP8A4eUwX+NMap3Cq1WqYn593yVvsaypaJpvomHCNriZPaqyRYSjGyDXRbVqJSo/LvLTtdPPSslIvhcYyVdECY+WgsogbO6j7lUqFoQNufk9FyyQ9GkTkKYJBeiRYdypa8grrTRCkHh5NNgXGZ11rhrN6JlWxqRznPGVftdttx598V61Wc/NX71VDj7zPeQSMPU4EJZQDrCv7mvfrfALgdMhoNHJG2W5oz8lQyixsmKWtTG5r2SrKYEaknsXKe635z85jx3JA9V7rirPuDG2DdSnou+LcWYoAaTGp25ooTeMIuhOML55Gd+RoNHKWrW5Vpn3n6/M4l7NFm7Yf+L/G3qeJrKtzO2CC9wPRbEV+Uxgy3krEr+5U5a3hcON0JSpaImYVQHxnPp93G5fQI6TZ7uQNzXTWZR2WR+I8Qvo361MqlVCtViPuWusu47xgPehxAcZWmO7NrMk8dgzUwta+Z3u07gpyKFe265WZBlLXsYYldIyUf9Sa8s1bdQ8rf2qymnpBOB62PAJGevg0YU+T4Fg/9YaQz7Ud6kZW757OIzvPVN5avuXv6onRJEDleRLnBOeXz3VsZVscbccy5VwOgiASc94p7VrRMl7DDSM0iYK0ncnC6xblF4tFVKtV7N+/H3Nzc45hyKR6bJcqJSpaIHq4uk8xshPVRaUDxcG2gswX8+I9isTpNtb7lJloRROVahxQ0dbs7CxKpRKazabbvQdARAHGTVibROIDFHYM2EZgvJ52GomuTJ38GvPUdtlkCV06QwEPwAmhffv24fLLL3cWrQolKg89L5nCj+POJQG61GNubs7tmkSUrPEkKji6hrlxOt3XNguabVQhQyK6n5mZicSGu90uFhYW0G63I3FpBX6qHG2/6vGO6XTaxdYUVLIuerwY+7pcLrvkqpWVFWeZrK6uOgua46XepGkmes1sMhmVE+c+w18AIqCCpMCWewFwbGntt1otZ3xkMhvbs7JPqfyAMbA7dOgQZmZmnAs0nU5jbm7OeUoAOKOAoFI9Jpq4xrGhR0Rd2Ha5Ed24lHEq9xTU0gLlFqfsEyZgsa1sFz0zBGd0NWvYR4EB+xXYvCab9fHpJ86lwWCAZrPp5qVuMLMTOifLe6w7dTekk5pCh0qLjMTF2hxYi6D5zcHULGBFU+oO8yVk8D4dCGXgnVi0ACJWiP1bUZ3POqVFS0HW7XadW9C6TO2kZX/63PVWAesz6lZR9+G0kS6dUIshDkBYK84iclU4PEigUqlEtgJk+bymXhOSLnxXZUbhyFiZtXjVslX3rz1QwLZR554qJuWdarWK2dlZtNttrKysuG01bf8B0eMf2Wd8N13YmlGr1rDymoZjdBOHVCoV2UpPl5Go0LMhj2lVuGybJiZZnlMrTT0aJAuS1LLnNbpkqbSopLhpj89aZLyVbuNUKuWUlcoblqcWrY6HlfdBsHl5pNYbiMaiNWue71Tjg54X8r71ZFIuqUzV+LUaapMMA3vfVkYE20Se1dyFndCuFS1Nd7uOSWk75rveyw83b6DrjhaiCkidpCosfOiepFYigAhTqQCzz6oV68teo/WQSo0Xe1MI2YXOWo6vTdb9QSGnVgaTLugOWllZcczPduokJcOTyfTdkzI/+cy0uo4VwfLbuqmAMaBS4UdErEKC+xqXSiXs27cP8/PzLj6r3gYKB2DzbmYcM57Eoy4/npqju+SQFPXzoHmdB7S0+aw+p3WwQoT1KhQKbtlbq9VyoJX3EthaIEIhrPvP2v7Wb5tprB6b0WjkYrCsmwVAFNQE0j4FPo1ETxotQY1lA9HjB3m/z93pkz+8j4k+/NAQ4eoE68lJpVIuX0VXapA31QIGEAH7lpSXLJ+xjja+qTJF+YLxa3pZgI312IwXV6vViIXNtdnAOIaq71eZ7Kub/m37Vz1eOhbW0AiCjf3nLfjbLu1a0RKBMpHEIjRLPtdm3P0UCvV6HdVqFZVKZVP8g4qFnaqKXq0Iq3zUkqRwUUGipIOjwsNapyyfdaBAAsbZ2VYQ83nW3bZH43GcFHRV6hrOTCbjNq1XBlSGt7ERYDypWD+f1QtgapUsABc+ULSsLlC2SS0N9pO6M/mpVqtuZ65LLrkEhw4dilhwwHicNY7J66wDJyPHh67qZrPpkoGYMETSdjDLMpfLYWZmxrnVWA/Gz4CoAPehevIeAQOz1iuVSuRIST2/UwEkgZmCDSvA4hStfhMoAnCCVi0lFdjWKrIbhkwrUSmoMOb8ZTuURxTIWJCoQFjDGkx64niWSiVUKpWIEtQPFb8PMFu5rUlBthxgM0+pPNEEN5LKQ3UjU3ExgS6bzWJ+fh4AMDs7G/E4AuPDFuia1m0nLf+polU9oN8kX7+w/SonGBoYDAZYWVnZEU+Q9px1rAwTpzi3smh1AHVi+oLhQDTT1/cenbhWwfisSkVEW9XZIiOfoGGfKGq09fWhdMvQqjyskqdgpCvZxnd9yn07/W/rMKkvLjRRoG3l1td2xQkkYCwoNbOXQtKnXHTs1U3PaxZ06TICO05UtBo20QRA623ZygryeZdYF417aRam5WV9j8+ytHNn0tygoNTQSRzZsbFjN23k8x7pPIoLadjx97VZScdBvXAaZ+R9vnLVs6W/a/mTZIWvzj7e53W+y1ceQRaXM/E5zg/7Hj6j+kbrbK35SfJby59E9ncq+t3QrhUtzw/UXUeAzYPlE96+iaz30mVGtxndH7opti8mYAfFvk8nPQeVjGoZlmhSXVg+4eZjDkWxGluxjKpIyrps6IZSRK8IjFv75fN5nDlzxi0pUgvLxoh8yG6SsAY2n2YxTaTrOhWUsO+1v3yWnp20+XzeJd8xAU2BnipQVaR20gZB4CakKlC6gDlhwzB0mYxBELjx5s5ntFhoaSpotOOmbkt6mmwsMAg2vDjc7ardbrsEFH5UKdjEPZsw6LvGftGxoHIHNrxVdKNr+T6gYC2+aSXdHtUKco6rlS/WO0cLbX193fEB7wcmK1n2DXlcgTfJF/fV3ad0/Bie8C2/4nN8D9dFh2EYyRzWNvIddhN/yiuWbeWsKmtasdwnXHfy0/fatb3AZh3E8aFnhSGZdru9SVFrOHAvcnDPrmPGubZTCZ9Q91lOXBem2ZfqHguCIJK1x2vKmPad1o2lyjXOotWyt/qQmXg/yyaTskzrCQD81q0qa7ZfFXStVnOMxaQBu8aW375+367F60O+00K6AT6webMTHUO7laYP+TLTcXZ2FpVKBfl8PoKUfVYbMN7QgWT7XkMMdKGSd3mKUBAEbpyZyUx3scZT+W6tgwJICj3N3tW+Yfl8F/um1Wq5evB+31yxAFMFuvIW+0W9UwTRujwoDgDq3NN5NY3ky6/Q/zW2rXynihZAZLme3XQB2Kxs4wCIGhOqrBR0EcCoMlQeYbka0uIKDQVkGhqx7/OFstTKpvLkXKBSswBMt3PkfNH3KZ8y98K6yVVxqhwlWLbL1Sw4Vdm9G9pTMpRW1goiiyYsQ/j+V6Ghk5TCie4nuqCAcazRJgOxTPXTW4Wq1qg+q8ld1pLwka27nWxAdIDt+3yK0Ao4jZ1oLEjdnLTwbN9b5vExkxUOPgtj2oiTyYYubH9yTLU/+ZwKGfYrlZuCu61IFYJ6Efix1g4wFnac5MxKZoaxCmcfEPQBXLZDl0rEASV9tyaWWe9KHGjzkS8cox8VzizT1wYlX+hlmsiCLO1vywe8bnmF91qwSNK+0/XVys8WANnnVXmqp4dzwH6scmSd9Nkg8G/iw/rasSTQ0jYqWFNgSJ7UnBRVdgSKGmrRfrF9q32hXho7r6x3iqRG005p14qWu52oS9RXYWvlKSNZlErl6suus4NPdKWC1Cd4LLq2iNweCUUXLOuvDK+CXNtIgcVy1KIg8iIq0jbYvrJubU3jV8VLZcsNuev1utu83qL/uPi5D0zwfu2jaXYdMxlKd3QCNgt7jgNd7ZzYdl0g163OzMy4zEwgKjx9CoY8qFaDKnMrCLVfdcMBrm3kZhlsA+NY5F/yu82kZh25MYaCYZLyAjM7mU9AYcalN7yf7fABQjsn1DpQjxH7nElgdPdb/rJeqb1aEs8Ucfw1uUvnrlppAJyLUxWYzndNeiMPMS+DCVBW2ari0mdVAWooi9YfjRhdsqauY5Vx6gVh2fo/MN7uVj0XKvttuMG60bU/qWPsOl2tJ/m3XC67LW51Kai+y8p+3XrXGiAkdX3vdpe8c5IM5UMAccLZIgvf7z50pUyqf1u3nZJOzknvYn1VYNmYcxxZQWOFkBXQ+k61IsnMNmZsP5r0BCCSMKOWiAKfOPBhAZKPyXzPTwv5LPa4+vt+U95VS3BSlqtapFu9x/KE5QMdc7VS+H4L8tQiVl61bWOZPivatkXjsXyHbuChbfPNXd/1OItW6+Zz08XRdu6ZNvJZ8z5DxP6uLlw7bioDNL/EWsJxLmV9t/US+Kxpfb+tkzWk7Fwib/kyru080P7Q+qnlbePL7A9gvF2lAhSV63Hjo+2JM360DwgodkO7VrStVgthGEasP22EHRD7/1ZCUf9nmRpnZecQEdkYpgoN38BahagWnnXxxAkPdXPoYDCJSmMJKmhU0WobraIl4zBeo4qWz+uGBhYB236N+9/2AwUv+1YTC6aRdNLTUrDxKI4jEbG6SqlgbQJJnHLSMVQUzt95Pc5aU7Cl2+Hp3q76jM+9pXymG7hTqDGBSpE9+UIVnQpYBWuqzH1WrLrc+R71yFjloW3S8fIJ0IuZ7Dz3uYyVB1QZcZ4r0FPrk2PLOa8WHd+pHi1VhJqQqXzAtbUEmCo/dZcnzhPrWbFjqXOLVqBmnLO9ADbJc/Yf5Q7nsCpdytTBYODKZRnqJdF5qaBCZbceMJJKpdDr9VyuCw+3UF3GPZV3Q3tWtHp0liUfgpukaCdNOIu+AUQYTAco7oADX734Xp30Fm37LEtlYmUUZTau+VKBQ4HkU/4qBHXCWReM9pNP0cb1qwU8tj8UaPA5nTjTTFag6PplFQaa0EFSNAxstkx9faVAxrfYPQ58WouFCX+pVMqFSCYpWp9Qs4pWt4nT02T4vAIyCg4VnvydZ4tqu21/sN2qHHxtVXehbYPGAuMA4MVAPkBtvRL81n7h3La7fwHjuCBDI6podcysglWe51gyh4P1Yj6AjtNoNHJrrXVvZQX6NneB/EXlxbPDGT+1B2ewr3zeSs5DVbRqQPH0HlW0bJOGAVW52tAKFa2ekKaAkQBHr18wRasZv0qqPNiwSRRn1VrXmJavwsf+bq0N65pQ5akDEhfLtHXUNluLif1CBuVH62QH3PaZCinfx3fvpD62bbLKQxnJPrfV2F1oYp19Y6jt472KjNWy8N2n46TviuORSfcpcOO9GrPy8YJtY9x4+EABeTAuDk/e32p8rffFx68+N+UkHmX9NL43CWBfjOTrDyurbB/GuX1ViWp5qox979TnJ73TNz46Llp/W096v/i/hipsWbQafSEPNYqsbLX9pztt8X7d0EM9RMq71qK1AMgaVOp+tv25G9rToQKKlO2k8k1GK1R8Hc4BpJLSNWaKOohmdLkEB1SRDssmKlQhp52nLpK4+rGO1sIjkhuNRmi322i1Wuj3+25jeQ4+30OGsYOprje1aBUVsl52kliFawW+Thz9tmNin5lmIu/RXRyGG0lomnjGSUYkSg8DswdVUPB3dT1bkOKzFnx9R6IVEoZjS5Hjq7w4SYmS/20SCe+xS8a4+bzufkU+Yh8RtfvaRlIwS1JeU7cnAPce7VPNNQjD0B0iwOMfNdFFrfKLVfmqhakCnEuvrOuYSTkcH/IFADdW9rxvWqK0/BTQsQ5AdFtE5TkdG9+yI7vLE5+1xyvyPSqjOcasE69rkqDylco/qyssGCUvqVyizNUjAO0OXFo/6zFUOcc2csmkesnivC7bpT0d/M6GakcpxSleVljJKgZFQhaR2YQgfYaTFBgjcu0wjU1xAFiWRXA+Yr20PSrs6I5QIcKB1WetlWGZTN00il7j6rgVoo3rb9/9lrayfC4Usa6cTDrWJBV89hmrQDiO1hL09Ulcv+pvLNfyiiog27e+cZo0Jlaok8/18G0qQPK+zoFJRMFkrQ5r4Uya9wrktH5qcW/lTZpW/iPZsbaANk6eqELR3Awl9cJoeQTqNiPbJxP4HMu2Wcq2zhpGI6m72S49tNagAiUFgFR8+rfWT/vE8hYVsgXR2jae+sZ7FFTqOOg7rNFBfqciVnDE+55xRWsnoJJF/9shlkVBoQuafS427RgdWEVJZBqiNIvCVelZ5aftUH8/r/smj04WonYdRLo+9D0+l4VNPLCo0yfMfRattsGOD8kqE+3HabYqNPYDRN2mvs3HbVvs+PmUgBVC2/0oP9n3qSVLUrAGRK0Tq8xYT3UR6wHYPDx7ksJXgaMKUClOwdvn9X61GnyeLAWjOk5WOcW9fxqJ3hG7C5cFI2z7Vl5AJY2j0pKkggWi8sZndVn3p60T71Ne8iWGWjCgMkrnIJei+cAfFRj5xAKLOJmoso9kQTaX79EqZfnUHQSetFS1jWqkqWuaRDmyl3yVc+I6tua8VUzbmTBEH+wUbrOlgW823mZN6oBay5mTmTuKsBx7n0/4aFssE/smBhmOmZ6tVsudOxoEgVsfbIWeunDs9pBq+ViUqJPaF2/R+mod436zgIXXppUKhQIARNa7MtnJ7jqj6N6nfNhm8p663CwvWCty0rgoka/iMjd1Equysut5bbIdE1B4olOz2cTq6qpLpKMw0zljP1QCk6wvbYcPAPA3H1jk3OU6dT3H2rrp44DktFKn0wEQPRfZKgr2sZ5XO0nRsv3ZbNYdJEI5SDc0MM5aV2WmgG3S7lKqQHRTCF3eZd3MGvLS7TsJeofDjYM0bDmcT6yrykorD/ltVz5oG8jHbPf6+rpLFOOGM3wXt/3UTONGo+EO1FBQokdi8jdrrD2jFu1W7h4fQvWRbxKpX30rq9gqSlsHnytR/f/WQlaXgh18vc8qZhWiuuOICsc4C9E34baagJP6RAGIXuO74urgK2eaKa7Ok3hzElllaRW07/5J77DjptcsSNR6axa7Pq8JiNbtai1FxqRsXa3ysvPEWqm2LZMU3iTetYAmbh1+HG9Ps6KNc4H6gJz1svjAupZl5RLHRt27kyxiVUo+o4Jk5Yryfhxth/ctcPeF6Hz1iXt3nIz3LUFUWc/f9G87Dj5wtBXo3C7tyaIFxsFuX8duZ9B8DMnUarUsfL59Pg+MkZcue+j1es6Fppubl8tlb/IBy6HrQ+N0VJw8qkoHQ10gmUzGJd5Uq1V3T6fTcfXScnWAfUocGGdP6/NWGdj+J3EsfAxtla/vt2kmonp6ENgOReo+haT9ZgWYuo59vGw9G6oAraAlWf7nM/YdmnRBS4T1p6Wq7dH2dbtdrKysuLOKibx1n2TyAeNPdDVrghKtYI2z6RyzPKPzQ61Zy8e8t9/vb0qGCsNx3Hi3IOlCkk/A67Idegp0X2vr8uU1ula1P9gnTPIcDodYW1tz8oxeMuv5UAVkx8MnD3x97wMLbI8eWeebNzo/GIqiFcz5ZkOCvjmk85P3M1QyHA7R7XbRbreRSqXQ6XQiOoL6xC6H4zzh+nUaSJwvegY4lTNl/254c8/LeyxSZ+PsoPmsK5JFDjTxdcG0IiHrIlaFZc18uriLxaJL/+b2elZZ6gSw8RQONt2/6jbT2CvdJuvr6ygWiy7ezDVscULZ1sEnpBRwTJoM/LYW01YozY7htJOuDfXxn+0v5UvA7w2xCs8+w2vaz5bXt9OPlg/Ib6PRKCJQWf/19XW3hlD5QpPweDAABRDnQyqVcsKGPEwhr/OEoRWNefusXG3faDTaUslqX+jctueKbtVn00zWStPwAMeafZ1KpSIyhHyg1pd6N8gDLJOGSCaTQa1Wi4BGAC6Gu9X8t996b1wbOT8ARDLGFTjq/QpOATg+tGuuSXF1szJScxPIu9lsFv1+P5LRD4wBBOeKPkfdoG5x9jv7UUM4PCFrp3ROs46BzS4yks8d5RN4AFxHaMIEhUYcoyjKZ+xHN65gUoGms2scTk9vsAzqS+YgOmdMQnfG4SCVSiUAwNraWsQDwPZoxjPJ9psK4q0mAu/3KQEK3DjLV8dpO2M3DeSLFVorwLZRLQWSIl27/lTJInVf+XGWrK+vyU98HxUkhWsQBOh2u1hfX0ej0cAjjzyCdrsd2T+X+yMz9qleoE6ng2azGRGyuVwOBw8eRLlcjgARWgij0cgpAd9ctryhAtDHO3ZM+B67K4/vuYuJKDMsUTEpaNmqvya9Q2PdVOLqqfDdTxlmyacUVTmqVwPYLBt8vBBHdnWHlhlXpzhShU9FaLcutcDQeg0ps+3yJhLvYT+nUimUSqXIZjA7oT0nQ8VlYfmU4SRBr0xBdF4sFt2kBMZWpSI4i8x7vR5WV1fR6XTcNSpZunJJnU4HnU4HqVTKoRq7ZR2JAzgYDNw62dOnT6PdbjsrOZvNYv/+/ajX606g9Xo9nDp1yrmw6aYLw9AF6zUdnX1hrQYAmxSAz/1jJ4xm5Ok6TB/FJctMq6Il0ys6JqomwtbEEGu5AogAJro0qawUsFiL2PdRHlYly4nsU966FGd1ddWFHSqVCkajkQNpjz76KO677z6cPXsWxWIRxWIRs7Oz+IVf+AUcPnwY/X4fq6ur6Ha77h0rKyt47LHH0G63Xdvr9Tp+/ud/Htls1gFZbpbeaDTcaVDA5oPdLakAUw+RD6Cwna1WCysrK65dNtHR8vLFoIAnKRwF5iq0CZQmeZlsmWrdkkcJrnStvY4Z3Z9KVMxx1qfPOgX8gFsVuTVKdK5RX3DMNVvZzqG4cVeZTKuehk61WnVeS1W47DuWz3nNgze0jloHbmNKwAEA9XrdGU87pT25jtl4NsZHVuFuRUT56le3qdg+17FatHbBNRB17+q9XPKjk0CFsNZL60aFyY0BwjB0i505WLQMdNtF6xK0qNFHvgkxieIUge85n0U2yZUzTRQHMibF+SzfANEYuI6PTnyWr2QVsZbvU7Y+UjCkfEseZEyz2WzizJkzWFhYQLlcdkKCiplChOsG+dva2hqazWakr5j5qh8FpWol+fp50jj4BKXyH9+juQpx/BznHZhW8vEWx9eC461ATFz5mgxFnqUXxN6roDmOd/XvSTJD62nH2PKH/Zv1tSDVB1Di5owPLPBjTz3yWd62TmqkadtJGgrhM7lcDqVSaVd8eM5cxzog21EGcUSrj8sV+KHiUiKjBUHgLN9er4dut4tut+tS4/UIKF+ck8JZXc/aNt5jFT3ddppYFYbjgxbIAJVKBbOzs5smhxV2VqhbYReXhW0tKlre2i5lGPucvseOhX1mmkjj57rkQJezqGACooJOjwXj87ozlAI1kk85TOofn0DRfufSHFVA9MykUinH16lUCvPz88hkMpibm8Ps7Czq9Tqq1arz2JRKpYjVU6lUcOTIEZd41Ov1UKlUnFem3W6j0+m4OcN30irm3ruaMKbuN1UUypc+XtMERS57UyBjgbv+vRNldCGIspDC3lq0Clx0uZP9WKWsfKZeA91XmkuLuMZWd8XbijQvgKE6nSc2FKZjz/qp3AQ2L71UwEFAR37mMxb0+oCt1ScKhsn7zMGxSzj5POtOo6hYLDp5by159TrQ+NJlmDulPStaXwDcR1tVTn+nW0CVLRnIhzyo3PixitZmF/ticIrseT1O0XIgqtUqyuVypA1hGDpGohu6Uqm4mHG73Y6s8aTy9ylPqwB9cVrb38pgGp+17fUpdOtqmWbhBkS3YOz1ept21/EpWv7P+6yipUJSj4gP+dr+t2g/brkBr2k2MRWt3XxCAWQqlcK+fftQKpVw+PBhHDp0CMVi0SlaZtNnMhkHFKhoB4MB1tbWsLq6inw+j+FwY3N2KltVtBTetBRUqVpl6/MmaFu1zeyTbreLVqvl3sFn4+bAxUD0KtgDzYGxp4EhIl3+Rx7UpYCUqz6LjCEm3YK23W6j2+2iUqm4jFib86GARkk9h1S0PuVuwQHrq0rW7jqlgIvvUkWrm1pY5e2bY3a+qdenUCigVqttOvlISfmYipZGHd3wlMm27ex/3SNhp7RrRRtnWelv2shJE8iH+G06NjtWMyI52MDmExvIEL41rWrV2O3EfPWzgkCFq8Y9+b91U+juLowHApsTGtSN7PMK+JhvkiKdpJDtePF7WuOxPlJApBaRT/lZhcDxV4VBHlFempRMsh3yub/sO9SKsNYO49Dlchnz8/Mol8uYm5tzeQBE23EgjQifgpRWvApTFaBsry3T9lOclW7brvNOQzvaZu2b7fblNJECBjveOjeVn/Rvvd83J5Xs/Ldy0scPvudZb+vh07FXT5svbquhPZtQqHwNRA/WsM8pICZZ97FP7vF3H7jR8bD8auWC8qkvJKrAgln/O6U9W7RacSv8bWN8wkonvTZW3Uxra2tu/VWchafIhIqtUCigWCw6ZagbyTMrmOd28sN3W8Gh7iF+7DmxRJ12G69yuexSz4Hxommu/bLrt+IG0qdc7SYFVlFTuPkQLfuQfaLjw+enWfFqHNNur6mAS11qusk+x0EzD31LwxQ8+RSKklXk9rpVNuqi5nrIUqnk+Jax2P379+OSSy7BaDRCqVRCqVTCcDhEs9l07l+7C1o2m0W9Xne8XqvVHPCjgOMawlKp5JJU2A/WMvJZtdo2C2S17eoSZ33JXyovlKywnVbS9dxqAKhSocJiWwi4CYSAza5Y9o/1xFlFRaVNb5nOeU24slYjeUX5kTJFFSvlJ5UM66Ryp91uO2uVyZ5KunRGvTX0PCro9SVtkk+s0cU2sp02n4dg1cbD9VsTapnPwPvT6TSKxaKbq41GY1c8sqedoeImghVGOqHiJo2dmBxo3RLPV66PodW/rst21EXqQzpWYOj7rJtL3Wq6lZhmUJKYEZjJZLC2thY5dMDHHBas+PrWolFVsnHP+Npl0bXP+zBp3C4k+Vz7PuteXUYWBPrKVGFmk0ziyNfvcX1prQjypT2tSbdQDIIAc3NzAMaL6bkhCwWjWgwKOHXpGQWGvhMYb+WnrnbbJhXYcXMnrm/UdUgBvRX55Mo0kg/I+kCxtRCB6EHw+pxaj3Zds/KNXU/K+mid1Fun5fiSTbVMKhoaMhZA8j4qWNZB93fnvbojk11K54vpKqkRZPk3Lm7sk3Vx5RKYE4gz7KcxcfbTM74FoyIGy2SK/rdTjn4TDXIAuesHlS0wXs7B51Q4Uglq4DquLr5BsIys9bNKh6iUwsqHmvTDXUjYb5pQxmxRTcDxuU+sZRTnsvEJc9tWKxh8FMf800CssypFzZwFEOl3CgIqWgozTnaruG32McvTd/Nv23/qFpykgDQWxCVmhUIhEhvzIXxreSsQVZ7nLlGa5at1JEDk5ip8j7WGLA9Y3va5/7SdyqM2s9rXr9PKcz4ir3EstD98y8Q0twAYyw0qRMoDn7LgfbTS1BplrJjjHBeKUovVypD19XW3wxg356FnxSajqpLnci1aqWEYuj2HWWf1CDGMxv6yHlAlXqPMo7LT+aGKlvcquKMMnOSdUjmpezDb9++G9mTRshO0M1hhS3GIX39j49k5vV4PzWbTrZMiUgLgMnwtiidKVyGiHWvraa1GdR3bOIO2W61nBtY5iFbhqmu5Uqk4K4UbBBBJAX6XvA8saAKDJvDYmLaiaIuI46zVi0XIcSzYB+l0Gt1uNyJgADirjolH2jdUKED09BXyoFq0cf3iE4ZqReu79BlgAzQyBMEs9nw+7wSp3cEMQARdU7Ap0qZgG41GaDabAKKuO465bjs3HA4jFm8YhpF3ax/EKVnrOdBxUmuHH1X81q1prZRptWYBOGWh811DGKpo+b/uQ0CQSCuKMggYn4ZDUuBISxIYJ5Dq8i7ygIJIvpv9T77R9dSnT5924TqCvnq9jnK5HOF11r3f7+Ps2bMuu52Z0LVazYXNKpWKyxUgMOh0Ok5G84AQH1ij/GR9uSsW5416EXX+sp50VbOPrTK2c55lxSW27YZ2rWi3Q1rBScJ7krWpriYynUVpVmnY5Ka4uvksPIs+4+qnSng7rgplfs06tOVtVY79XS15+5zvfx9NuyDbLmmfkMh3ujzB8qWPD6xHYCvwYcvYCrz4FJXljbi4EoBN9ePvLEMFq/YN71PQqe/WMn0uYluPOO+NXre8aq1ZS7aMaedN35y0ssHex+saC1W3vfU+2D61HgSWZUEe36V9ad3FVkZokpJa37rxBq9R0VogFQTBpgQt63lUi9o3dy2p9W2NGu0n7Tdtl7Vi4+a9Tybo+O2Gzomi1Qaoy46Vm0Q+JckGDwYDt7SHa/6I0HTwFKGn02mHwmj12iQhG3jXe7RNSlbgksnV2lSXt1qx2g+0VNbX110CShiG6Ha7kfew/UDUVc530eKna93ug6v9a2NIKmCVeawF73OvTBPplnN2dyhaFUB07GxMxwp0TmYm4ilvan/4AJG6eSf1G70t5GXyaqFQcNa3um0n1ZO/5XI51Gq1SAyLQpDX1FXJ51gez/Ckey0MQ+8aWgUAmoxil7ZYIcj3c3mPCnrWwT7HvtxKMV9o0mQo5UH1jAFjBanKRseXMgAYywu7FIhlc4w4lsPhxpItJrgVCgXHxypTw3AcTtDwGv/O5XKoVCoReUoXOMdNPYuURRq24m8qC5mkpTFc1heAS8rTsda5B8C5tTudDqrVqlvaRr61QE91Er85Vgz7qXfLuuGDIPC62XdDe1K0VqhbdM3O0m+lSVYAG86NzumWCIKNjSt8go4TXbcj801QFbSsh0/B+H6Pq7NF7fY9fJ5ujnw+75b80PVHRrO789j6AlHXse5xa/tR66R1tzFE25d2LLay6C4EsU8001snnQp6OxF9ihYY9xddVBRo9h7f31SaPuBG0ndbS5YJSVS8+g6folWezWazbv9iFUzMBuWWpL42B8E43KJ8bjNW1VryWeMKdrSdKuSYdQz41yfbJEPt42kFfJzvOk4aY2Wf6tpRGz9kORYM26Qczls7Dho6YzgCiO53QCXCMJMCOvZ3Npt163GVTzQnwGfwaA6AAncNc3BeUYnRBcy138yxsABF+4qxYN2gg/fE5QmoIiWxPlpnlZMECL4w3G5o14o2TvBaoaT3W4TC++MEkiJ3xiPozrCuFYu2rSCx91Eg86OMoPGjOBdQOp12DMEJQYYl8/iy/VgfFVLaD5P6SAUtmV4Rl89daMfG18faR753x7lSLjTZLTWtkFevBfmGCkGFGidYt9vF8vIy+v0+VlZW0Gq1nKLVZA5g81hS2Olk9vU37+PyFuVVDXkoKuc3+bLT6bgEQd1cw3omCBbIKyrwrVXLv9lHFqxYxam8HgSBA8G6VM1apTYxyAI4a5GQrHtw2kjH2QIilW8W2Np71GVrN0rQMq3iIG/zf5UF1uCxZJMGR6ORO6TCAm/LX0pqzatM1Hmj/KdtoqVr20FSjwz5yLqdbb+q14AgQNuhc8LXXwQoqmgviEW7Xcb3CelJyli/KVzS6TTa7TbW1tYwGAwiG5+TiPjihAgHVgdZ15ExSca3DixO6alQotCnZaFCyOf6Yn2J7GwMg5PNp4ApqJvNptsZRk9tsROZaM9ntWpf+Sxaa+1PExWLRQBjIQ5Ed35SpM4P3cFUUGEYOkW1vLyM1dVV5HI5zM3NYd++fU456DpoH8ALwxDNZtO5w5itqZYZ68SDLxg+4P6p2WzWuWBVEAFAr9dzS8NWV1fd32tra+4IRlXIVLIEDvxdLSOtm1oNFCjWbcn6k0+YlcoDDQaDjd2omPiiFof1uvCd2odWJpDfd7vt3TNFlh9IGocFxolN1iNCZUGezGQyjreZ9GPLI+hSBWnds9qvPjBAhTMajZyHLZfLod/vu33bCQi1vvQoamKTWrZad5W1AFzGNBNCaTWurq5GZJHKT9aDoQe7k5kFmcD4sA5a0xq/DsPQ7R5I+WblJH9TYKO7Z+2U9qxofZPDXt+JUua3oh11WzBD0mct6GSdpMhZT0Upajn7FKNVPBoboXVr6+9D53H19ZG1YlXIsa7WtaHP2gmi3z5r1r5z2kktLAuurHWbyWQisXN9VifncLixXIsbQTCepMLJx3vA+Bxla5Foffg8lSGFqPVy2DFQAcqtSSmAdCMBCkDNSCZYta5YBVr8X4WNWrM+XlYe1o1TFBTqPIlzp9vxsm3fzlyZJoqzaPUa/yapLNKwjvaheqx0vvs8dOox8M11K89ohIxGI5c/ACCyfpakYEHlknpByD86z/heG2aggo7jf7X2tY02JqzvUUuVz1r5aa121k9/1zGz7ued0J5jtPq9G02vZfkUrfrzGdvhukFrkcUJA5bDziLys52slshgMMDi4iLW1tacBamDSuHNZ8rlMnK5HBqNBmZmZlAoFDA7OxtJEiH5LHwbL+A77H3ABhN1u11nQXE/XF9CgrpVrTKeJLh8sY5pIzI9QRgnMRUdEyw0ds9lBOpOoqtfFdPq6iqWlpaQz+ed10MVum8MaXXSMqWHhcqU1oEicx4EoIknKoBWV1fRbrfRbrexsLDgkrS4UcXq6qobeyJ33Smq3W47jwvjwKrU6VVRwcKdcFQg2rqpAKegtC5sbYeur1Tvjy1P15KqO2/alSzbybWsKpCtPFIFbOerxkrV+guCwC0jZE4HMFZ61pJmZi5llHq01F2snhObF6IxYZ+Hj2ttKY9UsfE+9SyxDbRmNQ+B96tXRz2C9MrwOFLGaBVI27KAaH6A9jvnDPvcjosmD7Ice20ndN4s2t2U41OWbBizFbWTtoO42YEUBL1eDysrKxgMBpFB18GncG21Wjh58iS63a57RpmGQoEnQeRyOaysrLi9aNPpja3tuB2kr5/i0K9ti/5GVzddx1bRalm+Se3rf9+4xFlw00LkDU2woMCh+03XW9NFBiBybivHnO7WMAyxsrLizn7VTS5sTF3/pqLl2cfA2FXGepIX2+22c21pTF8ThOjOPnv2LJrNJk6fPh1xm62vbxwIzx2iGFrh6Tg+AVcoFNxBG5poo4qOdbBeATvP1FrVjTNIPkWrCpyrA5S/1J2o2a3TrGi1nYxV++aMzzBh36kHgHKI8W4L1sMwdOdbc6xszFMT32zMXwGMfU75XF32Pi8F3cw6D32WtjVKuO2t8jqJslR/Z6Io+2Y0Grky2HbdxlLnpQWBVLj0XtkwjT6j66PpKbpgivZcPM+G6LdlDI1fxgWl4yxsonwiQd0izCpaZXLuOQsA7XYbQDTpSpUzESgzPdPptBOC3JfWtsvnWrL9aietujD0aCt1F1llat+lZeo17TNfXaaN4sCenTR6nQvWqdiAcXKGnbCcjKqorStNx0NdWxru0EOvrXuV45hKpZxAUdTdbDZdYtbq6qpTsBRwdCdbb4YKRQWbzEBme9WCYTKKz5pUy1YPJrDgTvuI4EfvseNmPUoUqNrHF4NF65vL+pv9tsoA2Axs4sIPcR8tj0oEiC7n0vdOMpL4m3Vb67tUFtoEOlsGx1XjtnGAhMR32uRXTbDyAd646+wXzjufd883Rtpfu+XDc27RbnU//9ZBsI1TJmNnMDYVBEHkGDy7Cb8VGrRin3zySSwuLjpLJ5vNuo3a1S1WLBZRqVScAiuXy1hbW0OpVHJHsVGxzs7Ouh1a6FrudDp4+umnkclk3Pf8/Dzm5+dRKBRw8OBBtwxDU+5VCKm7k/0CROPV7XYbq6uraLVazjKiINXJq39rrMJnMavLx/bpNBKzWxlXZN/RSuIuUZrUU61WXT/SKqDXgfxGRaxrt4MgcN6QMAzdrjQMK9C9ReXTarXcNzci5zjRnUvLZHFxEfl83iF1KtBut4uHHnoIJ06ccPfRZQjAKTOWRbDHcSSvp1IpZ1EOBgOcOHECmUwGhw8fdm3XHaKYaMVyCVDS6Y2t+EqlElKplHOzs9zRaOQAKZds5HI5Z2mrIA6CcRKLXuM6YgIKWsDWNThNpMlONg9ABbqCMfsNRLdi1NCDNT40iU3lhnpW6L2pVCqRe9nv1rXM333Ah6SgzNaDVjfrwvs5N/k71/gCYwtYifJKjQaGDYMgcF4QPg8gAojttwW+nKu8xoS+OMNOgQPbsRt6RizauHt1wJRhfK4OmvP80AqIc9Eo4uZC54WFBXcqCjutWq1GXGWVSgUzMzMYDAaYn593cQi64+huy+fzOHDgAEqlknPj0gJZW1uLtIcCuFwuY3Z2FqVSKdIuiyR9yMmiMgo4ZRxfefosn+dktohN77VjNwl5Xiiy8SnrMaCrX3mK8S5mWFJBcUw5NqlUKmIpAmOXPX+ntaY7l7GPNYmKxHHSTE5d68qzYunCpnI9ffo0Op0OlpaWnNVrs5Kt1UnFyTi17i/MeBcBpd3GjrylwoanzDCHgRaMDVlwnSXL8+U32Lmt40eLWZOCVB5MI7GP4qxaO//s3Lf3U4Fp0h6w2eK1IIXvIh+SH6yc9PW71tPWRdtoLWyWrTKUz6h7VrPQGdelG9ZXN/WWcH5ZC51lW4+K7VeVmzZ51HpPbDnad3vJWzlnMHGSII5Thiok2Vh7LweWHU6kzEzKOCVFIchdk86ePYtTp065PTuZ8KSoGoCLd3EQqUjJzDxuLJ/PY25uzm3GPjMzE1lLSCHJa/1+H7VaDXNzcy51HogubdC/ff3GPqCVzqQXdW9uNQ7az1Y4WGWudZlG4jirxcPJqQvx9fB0PaGGu+cwtEDLhG7cTqfjMo/thukULDaT1qdEVDBZQWUtPFrBy8vLjofOnj3rlp3Ry6JLm/geTTLiWBKYkl/In+l02iV99ft9Z0lSkfPwCxKFtm5iwX5XXtH9cQuFQmRfb1rAFJq6HM/nwdF4+24tiWeCVKBbL5GCC37rHKMC0/tt9rEuwQKiljGJ42/nsCoVVWJ8n7qEqbTIhwA2ZQNrGerSVT72eSn5Hn2/3sf30ICiIlZ3r1r25AnNb7CrR1SpWkNOvQ9qpPjIKvjd0DmxaLcj5H3P6gAC2MR4vIdCiFuUtdttl3VmGVnRb6/Xc2sjn3zySfzoRz/CwYMHMTs767JMqbCt5UEGr9frbhuzIAgwMzODn/qpn0Iul3OuYwqcwWCAUqmEarWKkydP4tFHH8XKygqWlpaQzWbd2kzNqtP4YJzLWOtFgclzemkNKUOpFWDHx6JZi7IpnDXLdlqVLQUQJx3dTLQO2ZcEJ5qJDGxYdIPBACsrKy6uTkXMTSuY9UsLs9lsugmpFjMQ9cZQQGg9ld85wRVcUbgtLy/jiSeeQLPZxBNPPIEnn3wSwHgZU7VaRa1WQxiGrr3KT9VqFYVCAWtrazhx4gQ6nQ6azSaazaZ7nrutnTlzxrnPKLiKxWIkY1uFqq7B1X7ntXw+j1qt5nIcstkslpaWXLIWk8AY9tHMY5UDnH8sU5Nfpo2sQrWKhqQgjJ4L5R9VsvwNGPMPFY9vSZ+6Z/WAEV37aRUtsDnTWHM/VJbwJB5mzKtCY9t8sVeforWucoZKtK2sB70mvvAQ60Qwx77RfZdVUbN86gbOG85jVeQ6Znyvxpd3SntWtNtRsBbp+cqxiM82FoiuNbNIRe/TevkGlr/rb2oFq6VnO17dH5q5mcvlsL6+jmKx6A6U1wlCBuUE0JiTDqadeLYfLWJjTNbXr7bu2qatSBXzNAs4kq+9OumVH9SbQqVIgaG7TWkfWzCjriWNo+m7qXw030C9OLzHKjS6jpnAx9wEvse6ytSCYb/wHfR+6NIbxucolIAoWue7+GHbFKDZNqqytKBRLWufdcG/lfQ3uyXltJHyofUaAZuTvux9cWWqbLVgmWTfo7LSWmr2WZ/str+r4eMD7iTLF5Z8itb3XpXxmuCnZVvAqnPfNy+sLLcy1j4zSZ7u1qrdM/fGWbOW2XzP+NxoKjQ0FsXYFgDnhqJy0w7npGa5XGpx9dVXY35+3q15pauB7jS1iClcNKbGAeeOTMPhEDMzM06QED3Nzc2hVCohl8vh1KlTqFarWFlZQaPRiDC+Zk6n0+nI0WjKMOwbAM4VTnc448aK2HzxSjsBbZ9vNabTqmhbrZb7m23hLkuMJwZB4KyuMIzuZqMxS8ZNKdA1cWllZcXtsMRdcQiiuBNYEARoNpvu3ZVKxe22QzevoujV1VWMRiNnAQLjZUqtVsut4V5cXIwk8WUyGRerVWHR7/fRbreRSqWwb98+1Go1NBoNnDhxYtMm/lyPvn//fpTL5YgCJnEe0GWrqJ7l0EMwGo3cfNIMfJbJ+HKj0UC/33eKkx9141Eu0FIJgnE8fVpJ3Z6UR7T8t1JSdo5Z65bjqs8CcDytcVB+COoBuL3ibeITy1OAyd81eUq9Nyzb7rSk7dV5pbyi8ViWxXg/ELXaNeGTPKXxZr5Pl6n59IjPGGP7GScm36reIQ8yTLKVEt4OnROYGFcBi46Azck1PkvEWprqs6dbT5c1UDjqYJHoVrjssstw6NAhF69i5zH+qsT/WQfNwGTyiiJ8tYiq1SpmZ2cxGo1w+PBhl9jRaDQilhCf5/t0TWNcP3ICqaWj+zJvhbjiQNGke6eZKExUSNCdpJakupCtZaXLcCjUKTQZrqDblVmKwJhH0um0y8KlYkilUs6zUSqVUKlUAMBtLkJhDGzwJ5Ud69fpdJzbutFoYGVlxbnCh8OhO8FEl6Wtrq7i7Nmzru7dbheNRgOnT59Gu912Wayj0ciFG7LZLA4ePOj6k8IRGFu17Fe+R4Uvf6OFzGfs8h+uL+Y2jTZcQtCp/EagpHNjWkmVkc06BjZ72pSsErAWqbqXVU5yLKkc1CvGEFMQBC6Zk2EBK2dJGt7QmLCuYtD4rSpA8iFBk7p6NR7Kcphro6s9FJgR/DJzX7cpZd+SPwjqLGmdSdpHCiKtAWSNFpZnLfyd0DmN0drr+pvPjekrU9EIED2bkX9rpic/wDi4zvcwTkQBQiFGIUqBpLE5jQVrfXRv5U6ng1RqY3kDEb0OAP+u1+sIw43joFZWVtwhyBqHZb312/YfiRNIXYE2KcLngvONx1Z0MVi0dukBEE1MoQCy1gMQVZRW+Oi408JcWVmJeFh8LjgfkFHFZF1+KhQHg439Xjudjlu2ZZduUYCpcKVbmXxNIEoQZpNhFLmT/wFEQB7jZbyPYFKVo89CswKKoRJuF0nhS6Vvn9exUa8Ole20krpFKbeAzetW1TKi0Ldz0ecaVeWgfGNlKuOUqsCo+GhBWheq1k+tPz5v45OM51OmKhDLZDJOLrEMlcnWuOJ7bdv1o54VAi4fD2q/+oAJSZWlrYMdP7XQ2b82AXe7dN6SoSZVRpWvLzZJy02zDRkb5W/tdhvZbNatSeTaLC2nWCxifn4+Yv4zMYMZpWfPnnWJTfl83rm5qFx5ksXMzIxTwgsLC2i1Wu78T32v7rRzxRVXOHdjEGys0a1Wq5EEEAAOacZZtOryazQazsKiIFPkNokRFBBYARCnHNj300h6FJjNINQ2qeUERI+nswhe45wA0Gw28dRTTwGAyxrXbe18CkzrQIUGRBfec/xpeXa7XTz++ONYW1vDk08+iaeffjqySYVNrOI7Of4aG11dXXVub3p9KITVgqeLmruaVatVhGGItbW1SB/Raqe7jruesX1q5ZCPB4MBlpeX3Q5bBALWsrLLonRc2GZ1z08jEehzGRXlEZUMP5o9q8ufaO1Zr4DmgqhXQQ0Neuf0d/YxgEg2PXdcoixVBaWAXcee9dRwADPS7TF7tKBpmdLqDoLooQIKBNTla/uAvK5yk7yqrnmCCTW4VBnzus5P1kXHhUlUQRBEEqy0j61XYLu0J0VrhTX/jrMiLMVZtWq9+j42fdu6nlSJk+FJdLlxABj3ZefTwuCkZ6dqVivdzbQu1WVLRAnALcOo1WqoVCpu2YNNHFDkGtdPbDfjidai9XkNfH28UzA0zaQZimpVqOIDosl0/D+uz1X4UGAwY1ZjvXHkAy0+MEOiK41bfq6urroDDXQjCHVr6VygEuayGvK1xqJ9FjfbpgeDk981m1qF1mg0csA3CMahjziLlkvldB9cKmJfX5OspUIBN62kFhHrG3efNTJ07gLxFi2VnioHvkcBJRBdMkigp/JR361107qrQlYeIJ8A45CNyhxVoApGrVLVMdbrJLX4CTzUotX3qLK0feiTf755qDJWrXmOq47bbuicHCpgJ5qtkK9x1rICxq5fCoEwDCPbJbIz6PLK5/MR15dOZAoCKkUdHLp7h8Mhms0mBoMB6vW6c08RibEeyjSsuy61UeJ7stmsOy5sfn4eV1xxBTKZjFtaoX1iLXqfQKRQZTIUEZyiZC1PSRUP606Uq39bgcG/98Jg55NmZ2cBwFn5HFsfP/r6WgUSySL8ZrOJp59+2gGyffv2bfIasG/VxWYVFQDHy76x4HKis2fPYmVlBc1m0wE+enZ4AAHfqaQ8zji1WlYUmBqGscqNAo3Jgipc1RKmS1qtE+0Hhnd4MAPHR3dz0zYEwfiAcyaQcY5T8U8rDwJwHisdd/WOECSoS9wHjlXA64YjaokqaPSBPmux6ilR9GxMAoJUthxzWnh6aAc9chxnyibyB/lWD3LhfLJt0EQuWpV8joq8WCw6ntRcFq0z66Oyy+c+VpmqsW3ld62jjhU9Os+oResbKHtdv33P2L8VaamipbBRFE/znoo2l8u5LDYyRBiOt+FTlxU7q9FouO3her2ei2FYRavuLHY8XdjcHEDdLkEQoFwuo1arIZfLYf/+/S4hRt1iugZNJ6ECELXgmfFMoeVbP0uyzMVvZUplTiVrPU2y4C4kzc/PIwxDt6kEgE1WHLAZ1OnkUgCl46hrb0+cOIHV1VWUSiU861nPihxsbsu1k5WWCIBN71G3a6/XQ6PRwOLiIpaXl91OYxQ4TJrSDSMYd1M3IN/DeukyM0Xpdt6xnoVCATMzM5HNAAaDAZaWliLH9FEAWkWrYHh1dRULCwtYWlpy5+byrGYljgEVLYGwbmk5rTwIjM9FBjYvRSToVqGv4NlnyXIs6CqlS1+9AtabpWXwefXOcWMdwL8cySeTfSCcLmR6ODjWDH8oH+o72B/qmVCPCPuFMX1N9KOi9YV71NKMU7Q+4pxLp9MOjLLf7HMsL5fLOTm+Uzqn/hifeW2t1jhrK04xq0Cy1oD+xv996IX3qYIhIrIuaEWZvjJ1EFRZkvgeojsKPU3mUIWqZSqK8vWBLkC3zKxtjutr/X0SOPLVYxoFHbdQVJTuA36TEKh1W+l4UyHQutKwATNibVnKG+vr65GzPe09ypthGLotILlhBGN4ejKRus4oxK0LUQWutdgBOCFO65FtiQPNW5F6B4bDoct/0J2grLdEwaW6SNX6YdkKEC8WsnW2c1z/t0rWWldaph1jXldSg4VGgQJnLUvBtAWmapXzHp1zpPX1dQektC7qvlYZPakOvFf7xM5RS7YP7TVfO32WvNVd+rvOv93QrhWtdpatFBtK8k0mK2zUDUHFRIs2CAKX0UbUk0qlXFIUY0eKwi16Z2yTLsBUKuWykMNwIzOYKI0DRKWmCQnqhiOC051rVLAsLS25Y5/4uxUgtFjU7aREq5zZqGrt6ORUhrb9b9/nm5iWqRQlaibeNNHc3BzCMMTi4uImb4NFv+Q7xqtUWRHJ8ncA7ki5dDrtXPWnTp3Co48+6jwV3AFJ40VU+up1UG8ILQL1zpCvjx49isOHD+PUqVMoFApotVp47LHH0Gw2AcDxGZUx+ZqWgq415RgvLy+7/8NwIwQzMzMDYGMd7WWXXeYUvGY3A3BL5yiogc1zmW2me7PZbLrdtE6fPu2SDzlvmKTF/qPgZtmaLa2Cmm7kaSTrmdJx0Qxr8pq6fbUv6ZWju5jr6ikX1Vujy7DYfxo7Zb/SA8HESZ3/uhRHDRcmrnFHMVWU6slgexmCo1y2IQwr19TzYxUxZV2hUHAeHJ8XRmUYZT5d02wH20bvo+oaNax05z/OX46pJhvSq7QbPty1ot3KMvIpjThkYtGFIjJ2BjuGA8vJT/eeLvPxuVKVWdVi5fOacaa/U2hrG8ggGrewzwTBeMmFZudxoDUuYdGu9hEHnUBBk2QsIrbj4utv29dx46H3xlnPF5q4dIvrV633QhGx9o+2WwWdRbZUXIxzNZtNLC8vO75RtzPLYz34TDabddt82piwdXPNzs46vufa2aefftrVV9271Wo1kgCip5CwjRQgJAp2CsBarebcxKoAdPMI7RNtp5arMUUCQt1yUfuK71D3qPIj5ynLVc/TtJJdakPlAUTXqvqsWP1o0o9uxKAy0CpoS6rE1COiMUmtN8vkN/mca5+XlpacvOW4MUSnY8olXHT5plIplMtld6+CBnVH68cmuVqLNo5UuZNf1ZujesS+V3/TZzQsR2LbL4ii9dFuKhJnyuv/yhB2YHRwqISAcSaedqgKLgoZHplWKBScH56bTSh6Y4LCaDRye9/W6/WIq4/1YEYoGd2nGG1/qsJmWdwJq9PpuGQoFTw+RWJRIMskM/I5q3R9lu2ksb6QxCPvKpWK27fY7p2r7lZ6RoBx1ixROhNwlEd0kT2wkXR18uRJNxZAFFSqAiSa5sJ7LpGhq1b3G6a1RkA2NzeHK664wm1wQcVYKpVcWwBEYrRUtKzTaDRy9dEdx4jM0+k0arWaK1vnGfmW5QLjdbbcJIDAkUKTdWOddb9dAM7bxPdw6Rz3z6W1xbHR8eNSpGm1aK3Hwc5xjasCm9esUsDTMiOvkvi3ndPWoPHJFBt20vcB4/AX3f086Yw7Uum+xpSF6vXjezh3UqmUW7dL/lcrmGCC/eKT75o4Zd3nlrSvrdGiPJROpyNl+2SaVfp6vwKhC6Jofdajj+Iqp5YX/1dXBoWcuvXUpaWn43CyUsgB4+QjjcOyzhRetCBWV1exf/9+zM3NuQk+Go0ip4xQoXY6HbdN3vr6utuMQmOoREncJYgo3lpBbLNaX7QsyPB0yTUaDbRarU1IT8vR8bEWnLVGfGOqz02zot23bx/CMMT+/fuxb9++yJFtVKoERxRg2s+8l+d20lNAXmEiifJTr9fD3NwcfvZnf3aTZcws816vh7Nnz0Zcdtydp1KpoFQqYf/+/ej1elhYWIictUklfPToUfcuHgxw9uxZVxYAZzVQCBBEqNVDoMdzQFUIVSoV1Go1pFLjE44Gg4FTappgyHW0euAAhXQQBO6QA546RNc552e5XHZ9BcBlUWcyGSfk+Tv7U9eC6nab00aLi4sAgHq97rwrOs9sfomCOACONzX8pcpTFS1lwySPlD6j4QCuqaUs0s33l5aWHH+trKw4sMV6WoVD4KAeGQXmqVQKrVbL8VCtVousB2aZDCdoYqBaz3zGggtfe204g/OdYA7ApqVOSjpGasBpXXi+807pvFi0uynLZ1Vt5x6rlDX+YQPvtt5EOsB4AHQ5j08xssN1dykOhiZT8V1an0mDq0yqf6vCpRKni4bxhDhE67NI4/p2O+MybcREI7XmgPG+rIB/OY9NnuJ9avUBURBJ1N5ut1EsFp3FRitNlR2Rv8ZmtQ9pvRLs0ZKhBUkLO5fLYWZmxsXKeCyiWpS6eYZaPHSpF4tF1z/c1IVEy1b7hWTry7b5lvPYd6ur0gJIHRPe7+sfrQPnwLQSwYQV4NaAiGur8qYC6K1khlW0PhlnZaR1h6oFp8mWNp5rAbrKJ2DzRipUnAwb6IYyPnlk5aRVnLb9tn99FCcXfcR3Wt3hmwfPqEVrs9G2I5BtB9tva3FuZe0yYD8cDp3rUCc1NxsAEHHJcABpPejCeiK5VCrl0LsiUW46wYQDTrBOp+OsFl3LGSdUyPTA5ngs+5dtXF5edsskaCmom4lZo3ETVMFGHEDRevBetaynkdSSPHjwoIsrccmXomZOEo6NWq5UoGEYRtA2x0cTdjqdjjt+jsceqnuW47Fv375ICIOWtS5XAzaWKHGvZFqK/OTzeVxxxRU4cOAAWq0WDh8+7KxEPXXHjhP5nPzD3zSZUAGKJoMp4KCFTWtLdzMComuOyVM8CIG7r1HQ6jMcE8aQLQ+qt0Hn3rQSlxvajT50bAi4LABUAGM9Lz7AobJD5YdvXqulqLKSVqImcdGrw1wQABGLUjfLYD3shj0aOtM5RENBgZl64Lj2ljKPfUJwqBuc+Iwxa1ypIrZeP/a/lqkAifVSC56eBvVs7pT2lHWsDbNKdJKr2DdpFG35kATv0d+te8+6Mvh7EASRTDl2uApQZjayHMZime2sgrhcLiMMx9uoMa4VhiGKxSKKxaKrE+tiGUT7Ti0JFVoUkExK4GbytGpotVDpapl2nR7fHWf9s54WGHBcdoPizjexrsViEXNzc24MKPR0uQHvpeVLhRcEgZvoVIZBMI6vW1cZQc6ZM2fwxBNPAACuvPJKp2T5seenqqVHYcJJzCxgbRe/6RputVqYmZlBr9fD6uoqVldXI/NMTyBS9yN/5zMUzhqDpSIFooklFHSqNOyct8Cx3W67NZUa32M92AepVMotlWI9lP90/KzAnDbiPFfFZ5Pe1LVKnmLbCWY4FtrPgD85URUayadwKBNV2TGuz/qS7+lSzuVyGAwGLvOX4S9uR0uAqi5/nSMEcnpWNoGhekBYT44120Me1LNmST45annSyjSSzmWV+3a5pJah/OmLn2+Xzsnynjglu51J4lOoypT6Dt+HzEXFSYuS+xbzpB12kmVOK4gpTCmwVABp22iBkDkpFFRxKtIkUyvTaGKS7UvNNGbMi0hTx4CMosjM1z6LBn3fcTStQo5LsxQNA2NBp4k8mhQHxLvfrLXGa+QNIvClpSU8/fTT7oB1uynFdvrMAhv7G4n1oBJnnXR+UYjofQR7/Ga8TbNaJ3lCVFBrVqedsxS6zFglGLQZptr/vKbWl7ZZ+3+arVkguu7UB2BV0ar1R8vNt60giWPsk33AmNfZz3wmbixplVKJcFtRytBMJuPAHYFWOp12GcSa6Kd5AZoLQ+NH38EcFibfsR4qs9huzZr2zQ1f23wKl8Q+sh4ba1TY8tgnNmzyjCta34BqZW2F4hjFks/dqpNRURvdNVyXVygUMD8/j0KhgFOnTmFtbW2Ti9SnwMlk/X4fCwsLkT2KuaQGiK5Vm5+fd0saGo0GMpkMZmZmHDrXJUW0hDQmZt0XWqdut4u1tTUsLy/j5MmTOHHiBJrNplPk2v/NZnOTwLQuJO1Xvk8nsI6pIj9t87TR6dOnEYah23hfkSkTFwiyiOBpZWkMUSeiHqGoLjBrJTzwwAN47LHHsLy8jGc961no9Xqo1+vubFkVID7BqKDSkvK/CmzdhYwgg+OkVjR5jHxJwEYenJmZcQKPPGhjd8DY+gyCIGJtWYXR7/dx8uRJt13lmTNnIm5JzXjVdaXse13SozwYJwinjTi/dPtB9SioAlEQqFssUh5YQe6TDTpOLC/OKOE96mEjbyrP1Gq1iMem1Wo5a5s8Uy6XXYayzWRme7lnN5PquOMet7itVqtuVQdDICqfNIHR5jlom7V/1Btqk7d0fqvXj/IvTkcp+GAiITPuL5hFq9+kuMrY++KeU0HD+6xVpsKPg0MrlHFLjVFpopN9P4XGaDRyyy3CcLzfpp30VO6lUimy/6u6RvQdPsWmE8Qifbt2lkzrGwO2y1odcVZs3N/al9Ms2Eh0W3GyqkWrqfi2X3xWh8YKVZjp/dqn3L7zkksuwdraGqrV6qbF7L4+9ClY673xCRJeZzs0a5XXVZCzTPIQLVrOE81A1nfFCWobdtG60024trbm+JQrA2jxUvHqzjo+/rTW1cXAh3EWrbVk2S4gesKMJrTFeTji5rOWHzd+vN/ysSo03ks3McECwRhXTlDWaIawzjEaARq6oueP3kbdLU15W3ncZ3X6+kTbZnWCnR9ss/ab/u3rL/bJBbNofcLa97tPQcVNnriOtQPgI116QMZlBxF5tdttF/TXwD4AF4sA4A4aYIKU7sKk2cncPIC7pxA10trQZ1TwaEwmCIJIhh/R1srKCp566ik0Gg0XH2YfafaeWvXqftPJZq0QwH+og2/8NL4ybcREN/Yt+0WXS7BfbJId+42Jb3SjqqBgv9oJSkW3vr6OxcVF/PCHP8TCwgJ+5md+BjMzMxGhS1IFyvfYuUPlSWuD7yEvMvbJncEAuPqrMmMZ7XbbWfsUmtZdbF27/JuuQau8lWfYp61WC2fOnMHy8rJbM6wCj7zGsm0SoLU2rNURJ2OmhcgnHCvyIRBdVaB9qJnmupwH2Oz14PM29hgHktTC4zXOY84HlmGTnPQwFB07DVGRj3xeEK6ICIIA1WrVrR3nMXdxyW+qCNXIIn/HtdfylgXQADbpDYZ/9P1xfakWrZ07O6HzpmgtxbmALJK3CE3JZynyHp46otmRVLRE9lxIXSgUXGyCk7larSKfz6PZbKLRaLgN/NvtdiQphtYBMEZ/VOYA3GYG6gpidp5mbeq6Rt0YgYp8aWkJjz/+uKuDdanZiaV9zL+Vie1E9z3jG1O1nKaNqGipKDkxGItifJ27E1l3ugpGIne2nXF68hv/Vhdzp9PB6dOn8b3vfQ+zs7OYnZ3FlVdeuSkXwCJn3/ipgFR3Gfm21Wq5c13X1tYiiXYWzNKaaLfbWF5exvr6Omq1mktoUVCisT0ShReVgFoYfIfWudls4tSpU1hYWHBn2abT6cgZodpuq2hV2HOctM8saJk2ogLTtfo+q1JBi43PKk/ECX/9e5Li0WxjBUXkGZUlrIPyQrVadUvYOMcom3SVg7ZRXbe0WLlOmjFa8gRjvNZ44N9sD+eoLwHJJ/esN0HLV2uU88rOS5KOBd3rtMif8WSorRStrXhcGduxcIHoGYs+M19JEZ0idzICy1aGV0FthbEiUpYPjOMSqtA1zqGCWRNqdOmCFb5kRGb0MeZjQYivT9Vq0n6xgt0KgbgJPenaNJDyIGkrhOpD/foc/9fMSF1uof1Gpd5qtVysnjvh2L7Xd9j+9AkRO0Zab59rTO+jwLd8pm3yKYJJfWj7HBgf2q4bH8TFvuLKUMFq6+Mb32mlSXXUebnVPI67NqkvLI/E8YktM67+BD1q2KjstEBI3w2MczrUI2Ld63GyR/vK1n0rA2MrfmbdrDy1/WDL2IvLmLTnGK2vcjbGZwVMXIcosVF05+qaPx18RW9kBu5sozFNrusLgsDtPcvgPN0IeugAXWKNRsOlvqdSKbfTj8Y3isUi5ufnnYvvxIkTKJVKOHDggEuJJ1pkIkEQBM4aZmZet9vFU089hWaziRMnTuDUqVPOwtVDFrR/thof9rtaE3QL2rHRGK1actMq6DSZzMZW6cYHxvtcE9Vzo/VOpxMBTWwn+0fX1NLaoqWr6x1Pnz6NtbU1PP300zh9+rTbxpPPx1kgOod04rPu+qyCQrZJlSnrTR7RjF/yuu7opFnyvIfv0QM0tP1aT1qyzWbTHYPXarUiJw35FLvPilBAq2Og901rQh5Jx8haPdoWjWXa+yYBlEnGigJH9dTY3fBsPTmO1gK2v9GDw52euH2oGhLKbzxulG2lLFUAoP2h1rTKIsvf2mZa2LTKrRFk9Q9/p/WuOwnyfuuNAMbeMoahFGTshM7JzlBxSDTuue0KbhU+6sZSZGORm3aWxhZpJTJRg4xAZqArQTMiucgbGMeR1OrhdU2K4oYSo9EIs7OzbmD5DOukrkwy7HA4dNssMtmGz2m2sgruuL6MQ758lu/1IchJYztNZIVZHJBTJUwBRCtMgYVPGClIYaydipb9R1fuysoK1tbWMBwO3ek6JNuHW/WpXfagyottojWpSopCUTcZUSXNdurcYNl8j4JZVXyqJMMwdMKXCVC6NnkrxWCvxcWKVfBPK2m/xLnZffdYK2mSJ2ErUlmoCtJaj/ZjnyO/qWubc4YgkzuMEayr3AXGAJjtoGLTMAVlutaDc9En27U/WaZ6T+Jklm2v9r0dJwXsqmg1jr5bebin82h9gtk2FPCjsbjfrUDhtTh3i3XzqplPJD8ajSKCkZsTMGUbwCZBAyCyLMfeA4yzXYfDYeQebZ8OGABnbWSz2cimCMBGEtbZs2fd0WK69tPHOLZO5XLZJTLQoup2u1hdXcVgMHDxXq2bz3UzzcrVRxx/O1EUfJFP1M1pAZe2WS1WKmQlHQO+n309Go3cvrd6P8ENgIhAUR6xglmFpipMTaaywpIfVZpsh1ozNhwT5x7zCSN1GeuWi5P6yJbnsw584MQK22mjSXLJAiXfmllrtav8075Xl6yGOOKUps4Fa7kyyYgy02fNhWHovBtUlDar2CebSJo4qmtvVUH76sm54uNnK6/0W//WflXATNKMb7ZJrWGtm+2bZ9Si1UpZ0x6YvPYyTpBrTIyuUpJadMp8OpDcMYlHGTFwT0uVZdICSafTqFQqm1w6dCNySz8yhrp8RqNRJEmpUChE3NbsI0WIfIbKlect8r7FxUU89thjWFxcdP3AZCqrsHVy0oV96NAh/NRP/RQqlQqOHTuGubk5nDp1Cg899BCazSYeffRR58KZBJCU4XeLsJ8pYl01c1sFiypargHkumiujVYXL/uE6z1VidhJrG6zIAiwsrKC06dPo9vtYnZ21m3LaEMpADa5gFXRUWFxgutpOly+RleW3kfgQAtEk22Gw6E7F5Z8xXWS6jXyAVz2MxC1pLnsrN1uO4tWXaLWWrGkLu9JS9R26657pkjbC4zlEl2b2r8cO/ZTXGa3yjlr8fEd7C/r6qXHxm5jycQ/3cuY/GCtYSpZblmqBoFm5LOuKp9V1lHe6c551jNoFS2vKUAmMPDl6UzSJ5T9to2aLKn5NVZ+WDf8bg2QZyzrWJ/Z6rqdpPYa/9f3+9wfOjDqciaKU7Sp79aEKF8HWwHnc0co4ysKsshSJ5G6NOMEtG0/JzDXulWrVVSrVczPz2P//v3o9/uoVCrOqp+kZHc6bheaqJCsFQtsjttaz4eOqVqaQFSRWg+Fj3T8dBG+z4qzPGd5z35bi5eClaBRrfG4sliO5UXL01uBKhXYNjfCuty2S5OsBJ+lMo0U13c61j4PwnY+LF/7yMo0Kwu389Exs+Onc4cySLd5teNi26m/6XxTq5G/77Tetr/j+FWv69wmaLMy23pzfP2l9d0pnbNj8pS2cvXYwbIKlWhbFZV+fAlRPE5Otw1ThqSlSwuRiNMS300G6XQ6KBaLEeGsirbf70d22OGi7CAIsLa25p7n7i+0Lmj9ZjIZlEolt0MMP76MZ4t46f7ev38/isUiLrnkElx66aWoVqu47LLLcODAAYxGI5w8edLd65uYSpZ5WY9ppOXlZQDjZB+tu3pcdGckWl4Kcji2tPA4Tnxex0KFDYWHKiAm1NllXkEQRPZt1frZWLAKLr6P/E5wkcvl3PGMTO7iem7mIlhwR4tTE1msZWWFt/bBaDRy7+EZsfas5TAMN538AkSTXCzp+zTWd7GQHlsIbM7A5ZIqPYNXrVi7jpbXWBavqQykjNIxU2uWH+VREpP6tC5KVt4GQYBSqRTZw90H0vgs5xPnAnlvNBo5vvWNOfkjCALHV/bEMnomVdFqDN8H3Nh3+g6OGceP89DyPr1l6h3YDe1J0U6yjuLQ7aSKcjKqe9Rnrah7gh1H5lHUpx8u4QmCwMXnfAqEwo2MS8byKVqWYTM2GfelGzmTyaBarUZQKAUiM5p5IDg/3FLQhxaVwfL5PObm5twJNgcPHkStVsOhQ4dw6NAhtFot1Ot1DAaDiLtRx8PGe/gOwL8137TQysoKgPGh49YqtbxBRav9CozbyLFSwaOIHxgvfVCErtYyPRJ8H4GV8qLOAZuPYPlf95LVsvL5PAaDAYrFItbX1936VQWPisRV4Frw5vsoWUW7urrqkgvtFnr6Th+Is8rW8vakmN+0ks5/n6yiotVN8uOsKY4/r9n+YJkkHS+fu1P5k+VTgVEO+YCV8j1XVvBcV66c4L18t7Vgdcc8KmcFZioLrRLzZU7zGRtGVJCnYQZ+K5C1O5QRtNCr5ZOP1nW8G56cipz53aKEnZajzLzVPdstcztlTCKLDHdDPoFklfJOyvpJp+3wyW74YK/3bMcNtt1x3qr+W43zpD7Y63w9V/N9WmiS5853X9wYTipr0rt9z2zVx+dqDLbb9p3Ww2e8bfXO3fTddmmv/RWEP2lcn1BCCSWUUEJTRFNh0SaUUEIJJZTQTyolijahhBJKKKGEziMlijahhBJKKKGEziMlijahhBJKKKGEziMlijahhBJKKKGEziMlijahhBJKKKGEziMlijahhBJKKKGEziMlijahhBJKKKGEziMlijahhBJKKKGEziMlijahhBJKKKGEziMlijahhBJKKKGEziMlijahhBJKKKGEziMlijahhBJKKKGEziMlijahhBJKKKGEziMlivYnmB577DEEQYCPf/zjF7oqCf0fpYQHE5oGutB8uCNF+/GPfxxBEOA73/nO+arPVNP3v/99vOY1r8HRo0dRKBRw5MgRvOxlL8Nf//VfX+iq/Z+hhAcTHpwGSvgw4cOdUOZCV+BioW984xt4yUtegssuuwxvfetbcejQITz55JP41re+hQ9+8IO4/fbbL3QVN9HRo0fR6XSQzWYvdFUSOgeU8GBC00AJH+6cEkW7TfrzP/9z1Ot1fPvb38bMzEzktzNnzpyz97RaLZTL5T2VMRgMMBqNkMvlUCgUzlHNErrQlPBgQtNACR/unPYco33Tm96ESqWCJ554Aq94xStQqVRw5MgR/M3f/A2ADRfDjTfeiHK5jKNHj+JTn/pU5PmlpSX80R/9EX72Z38WlUoFtVoNN910E+6///5N73r88cfxyle+EuVyGQcOHMAf/uEf4ktf+hKCIMDXvva1yL3/8z//g5e//OWo1+solUq44YYb8N///d+bynzwwQfxxBNPbNnOH//4x3jOc56zibEA4MCBA+7vSbGAIAjwrne9y/3/rne9C0EQ4IEHHsAb3vAGzM7O4sUvfjGAcb8+8sgjOH78OMrlMi655BLcddddCMNw0/ve97734a/+6q9w7Ngx5PN5PPDAA966nDp1CrfddhsuvfRS5PN5HD58GL/+67+Oxx57LFLXL3zhC/ilX/ollMtlVKtV3HzzzfjhD3+4ZT9dCEp4MOHBaaCEDxM+jKNzYtEOh0PcdNNN+OVf/mW85z3vwb333ou3ve1tKJfL+NM//VP81m/9Fl71qlfhb//2b/HGN74RL3zhC3HFFVcAAB555BF87nOfw2tf+1pcccUVOH36ND760Y/ihhtuwAMPPIBLLrkEwAa6ufHGG3Hy5Em8/e1vx6FDh/CpT30K991336b6fPWrX8VNN92E5z3vebjzzjuRSqVwzz334MYbb8R//dd/4Rd+4RfcvT/90z+NG264YRNzWjp69Ci++c1v4gc/+AF+5md+5lx0m6PXvva1uOqqq3D33XdHGGc4HOLlL385XvCCF+A973kPvvjFL+LOO+/EYDDAXXfdFSnjnnvuQbfbxe/+7u8in89jbm4Oo9Fo07te/epX44c//CFuv/12XH755Thz5gy+/OUv44knnsDll18OAPjEJz6BW2+9FcePH8e73/1utNttfOQjH8GLX/xifPe733X3TRMlPLg3Snjw3FDCh3ujn1g+DHdA99xzTwgg/Pa3v+2u3XrrrSGA8O6773bXlpeXw2KxGAZBEH7605921x988MEQQHjnnXe6a91uNxwOh5H3PProo2E+nw/vuusud+39739/CCD83Oc+5651Op3w2muvDQGE9913XxiGYTgajcKrrroqPH78eDgajdy97XY7vOKKK8KXvexlkXcBCG+44YYt2/4f//EfYTqdDtPpdPjCF74w/OM//uPwS1/6Utjv9zfVHUB4zz33bCrDtv3OO+8MAYSvf/3rN93Lfr399tvdtdFoFN58881hLpcLFxYWIu+r1WrhmTNnJtZleXk5BBC+973vjW3n2tpaODMzE771rW+NXD916lRYr9c3XX+mKeHBhAcvNA+GYcKHCR/ujA/P2fKet7zlLe7vmZkZXHPNNSiXy7jlllvc9WuuuQYzMzN45JFH3LV8Po9UaqMaw+EQZ8+eRaVSwTXXXIP//d//dfd98YtfxJEjR/DKV77SXSsUCnjrW98aqcf3vvc9PPzww3jDG96As2fPYnFxEYuLi2i1WnjpS1+Kr3/96xF0E4bhlggOAF72spfhm9/8Jl75ylfi/vvvx3ve8x4cP34cR44cwb/+679uv6M89Pu///uxv73tbW9zfwdBgLe97W3o9/v4z//8z8h9r371q7F///6J7ykWi8jlcvja176G5eVl7z1f/vKX0Wg08PrXv9713eLiItLpNK6//novap4WSnhw95Tw4LmjhA93Tz+pfHhOXMeFQmFTw+r1Oi699FIEQbDpujZsNBrhgx/8ID784Q/j0UcfxXA4dL/Nz8+7vx9//HEcO3ZsU3lXXnll5P+HH34YAHDrrbfG1ndlZQWzs7PbbN2YrrvuOvzLv/wL+v0+7r//fnz2s5/FBz7wAbzmNa/B9773PTz72c/ecZkAnOvIUiqVwrOe9azItauvvhoANsUR4spQyufzePe734077rgDBw8exAte8AK84hWvwBvf+EYcOnQIwLj/brzxRm8ZtVpty/dcCEp4MOHBaaCEDxM+9NE5UbTpdHpH10Pxvd9999145zvfiTe/+c34sz/7M8zNzSGVSuEd73iH16++FfGZ9773vXjuc5/rvadSqey4XKVcLofrrrsO1113Ha6++mrcdttt+MxnPoM777xzE/OTdNJYKhaLe6rPTsp4xzvegV/7tV/D5z73OXzpS1/CO9/5TvzFX/wFvvrVr+Lnfu7nXP994hOfcAynlMlMZ6J6woMJD04DJXyY8KGPLjjH/tM//RNe8pKX4O///u8j1xuNBvbt2+f+P3r0KB544AGEYRgZwB/96EeR544dOwZgA238yq/8ynms+QY9//nPBwCcPHkSABw6bDQakfsef/zxHZc9Go3wyCOPOOQGAA899BAA7CkZ5NixY7jjjjtwxx134OGHH8Zzn/tcvP/978cnP/lJ138HDhx4RvpvGijhwXhKePCZo4QP4+li58MLvgVjOp2OoDoA+MxnPoOnnnoqcu348eN46qmnIjGAbreLv/u7v4vc97znPQ/Hjh3D+973PjSbzU3vW1hYiPy/3ZT2++67b1M9AeDf//3fAWzEXIANpt63bx++/vWvR+778Ic/vOU7fPShD33I/R2GIT70oQ8hm83ipS996Y7Larfb6Ha7kWvHjh1DtVpFr9cDsNHPtVoNd999N9bX1zeVYfvvJ4ESHpxMCQ8+M5Tw4WS6mPnwglu0r3jFK3DXXXfhtttuwy/+4i/i+9//Pu69995N/vjf+73fw4c+9CG8/vWvx9vf/nYcPnwY9957r1uETGSXSqXwsY99DDfddBOe85zn4LbbbsORI0fw1FNP4b777kOtVsO//du/uXK3m9J+++23o91u4zd+4zdw7bXXot/v4xvf+Ab+4R/+AZdffjluu+02d+9b3vIW/OVf/iXe8pa34PnPfz6+/vWvO/S1EyoUCvjiF7+IW2+9Fddffz2+8IUv4POf/zz+5E/+ZMtgv48eeughvPSlL8Utt9yCZz/72chkMvjsZz+L06dP43Wvex2AjcnxkY98BL/927+Nn//5n8frXvc67N+/H0888QQ+//nP40UvelGE4X8SKOHBeEp48JmjhA/j6aLnw23nJ4fxKe3lcnnTvTfccEP4nOc8Z9P1o0ePhjfffLP7v9vthnfccUd4+PDhsFgshi960YvCb37zm+ENN9ywKdX8kUceCW+++eawWCyG+/fvD++4447wn//5n0MA4be+9a3Ivd/97nfDV73qVeH8/HyYz+fDo0ePhrfcckv4la98JXIftpnS/oUvfCF885vfHF577bVhpVIJc7lceOWVV4a33357ePr06ci97XY7/J3f+Z2wXq+H1Wo1vOWWW8IzZ87EprQzPV2J/frjH/84/NVf/dWwVCqFBw8eDO+8887IEgCmrfvS1G1K++LiYvgHf/AH4bXXXhuWy+WwXq+H119/ffiP//iPm5697777wuPHj4f1ej0sFArhsWPHwje96U3hd77znS376nxSwoMJD15oHgzDhA8TPtwZH+5I0U4jfeADHwgBhCdOnLjQVTmnFDdpE5o+SngwoWmghA+nly54jHYn1Ol0Iv93u1189KMfxVVXXYUjR45coFol9H+JEh5MaBoo4cOLiy54jHYn9KpXvQqXXXYZnvvc52JlZQWf/OQn8eCDD+Lee++90FVL6P8IJTyY0DRQwocXF11Uivb48eP42Mc+hnvvvRfD4RDPfvaz8elPfxq/+Zu/eaGrltD/EUp4MKFpoIQPLy4KwtCTp51QQgkllFBCCZ0TuqhitAkllFBCCSV0sVGiaBNKKKGEEkroPFKiaBNKKKGEEkroPNKuk6F0k2vuRGI3vh6NRlhcXMTy8jIeeughfPSjH8WDDz6IWq2G2dlZlEolXHPNNTh8+DCy2SxKpRLS6TSCIHBl6i4nmUwGqVQKuVwusqGz7veZSqWQzWaRTqcxGo3cVmHZbNYdQQVsbOE1HA5dnVOplHuv3sd7fe3lffxdw938O9xYqzxxU3C9l9+DwQCDwQCj0Sjy3e/3MRqN3PtGoxHW19fdtdFohHa7jYcffhgLCwsYjUYYDocol8u49dZbcfPNNyOTySCXyyEIgkjdbLuVdEymhdhfTz/9NJ544gksLS25nWc6nQ6WlpYwGAwi40waDofus7a2hl6vh0KhgFqthmw2i3w+744tI++kUim3TV6328X6+nqEL4vFIgqFguMh7S8+0+/3AWzMjSAIUKvVUKvVkMlkUK1Wkc1m0Ww2sby8jF6vh1OnTmF5edn1v/2Q0uk00uk0MpkM5ubmXFmVSgXpdBpra2toNptYX19Hq9VCv99HvV7H/v37kclkkM1m3XexWHR/53I5DIdDNJtN9Ho9rKys4PTp0+j3+6496XQa+Xwe6XQa9XodMzMzGA6HWFpaQrvdxnA4dDzK8QiCwDvX+WE9AKDX62F9fR1hGOIrX/nKeeWp3dCf/MmfANhYYtPpdBAEAQqFArLZLAqFAiqVCrLZLMrlMorFIkajkZvH1WoV9XodmUwGpVIJuVwO6+vr6Ha7GAwGWFxcxNLSEvr9PlZWVhz/kPctb6dSKdRqNTfuuVwO6XQahUIB5XLZ8bCd65QdLAOIznnKMfLPcDhEt9tFt9t1vwFwPMj3pNNp9wzlGPmh0Wig2+0in8+jXC4jnU6jVCq5PrvkkktQLBbde/r9Ps6cOYNWq4Ver4d2u40wDFEsFpHP5yP90u/3XV+RzwaDAbrdruPnTqcTkX/lchnVahVBEDj5msvlUCgUkEqlXN0B4H3ve9+OeOScZB378qlY2aeffhoPPfQQnnzySbRaLQBwSrVcLiOfzyOTybjTLViWnXxkDjIBBZUqPQo4vdeWp0yhdd1KiVglbe+f9P92Tt5gvbS+fCe/ycQKEtjP2oZMJoNarYbRaISVlRWcOnUKnU4HjzzyCH7wgx+gVqvhsssuQ7lc9o7dxUTsi/X1dayvr7vJzInCsaKCZL9Z0AJs9LPyowIoBT+cqN1u1wlTKhvyH4UNJ7wCpnQ6jWKx6JQ429Hr9SL1AuDK5ySP418VbFSQOqcUEBCEqnCyCjCbzTrly7q1Wi10Oh30+30MBgPk83mnUAiS+X8QBMjn867dwOY5y3crz/PDMVWhN62kp8VYZaXgOZPJuLHkGBDEaZvZTwrWyIsU9D5wzt+oCPm+TCbj5oYaIkosW/lEyyetr687PlVFS+LzWn9tF+cDlW+320Wv10Ov10MqlUKz2UQ2m8XMzAxqtZpT7oPBwH1zHpH6/b7jXX2nlam8BsDxuBoqbJPVK3wX378b2rOinaS4RqMRHn/8cXzrW9/C0tIS1tbWAMAh7XK5jEKhgFwu57UA2HEqRNQKo1AAogOsiE2tbZ91aa0Dlq91schOy7V/+67FKXLbbzpZFCT4LOxUKuWUBts0GAwQhqFj1Hw+j263i+XlZYRhiP/v//v/UK/XcfjwYezbtw/lctlb72kWakocz+Fw6CYv+0T7hrzFScX7KSTIS5lMBvl83k3A0WgUmWic5IPBACsrK2i1Wsjn85usR1W6g8EAvV4vUie1Gsmzo9HIbXJO6w0Yg9L19XWH4H2KR5UsLXLyHfuACtAK0uFw6HjHlpPNZp31sra25qyJMAxRKpVQKpUifaA8y7132R4VhhyLSaBX5cg0U6lUcn8rcLOCPpPJoFgsIgxD9Pt9ZzFRXlkPGzCej+w/VRb8ne+lwhgOh+h0OshkMiiXyw4wdTqdCJjUvibQIlhSoKnvWl9fR6fTce+IU7Tafm1Ht9tFu91Gv9/H2tqa8wBQjpP/Op0O9u/f75SmgmnOYdadila9TzpPLPDmWLDdVJ6DwSBSH+oeVbQct53SrhWtVTx6nQiZwoFCSScyrQZ12Sr5rEb9La5OWi9rxWpH8/edvmNS/bbjWo2r33bqYOtrBRKZgsxOQZlOpzEcDtFut7G4uOjcMbQYLMC52Iggg8LCCiOS5QNOQgVz1oqwPKOC1Df+LMfnPrZKLJPJOJSv5alFo14MtUJsyEMVIwWNzi2WwWdUgOi77XzUkATrRSu8UCigWCwil8s54a39Qx7Uums57FN+2/mr9ZtmvrSg3s5Ry2+WFOz5QL3lSfut4FgNEbVS6TpVT5++S5W8esoI/O19qsS0PuphU6+bDbNZnuLzBAy0cnmSjj6rIFr7VfvaGlYW/Oj8tDzn4399dje0Z4tWO4kV73Q6WF1dxdraGh5//HE89NBDbpCr1aqzZovFYiT+RZRhB1FJO5fPqdsYGLsIfEKTf/vKtdasfcYy51aK1qfgreWs96l7kN+2L+y7fQI9CAJnMdXrdRw4cADdbhcnTpzA4uIirrnmGlxzzTXI5XLOKpkUn51WUkS7urqKlZUVNJtNtNvtiLVk+5dKmTFW9ayo12QwGDjFyHI4yRmT1PhmLpdzLmEbp0qn06hUKm5caHGePn0aZ86cQRAEzgouFAoolUpOOebzefT7fScs+eG9tFzq9bp7F39nPgOtrtFohE6n49pO4n1q7dCFzRjpaDRCsVh075mZmXFWPJ9RFx/b1Ov13G+M2ZJ0XIIgcGOgFj7bNK2kiou8puMPwAGqdru96Xn1zvkULb0KGjaziob10DLVZcv7aZVaWWV5NZPJuDCGylrOH5ZvD3FXwM+4KvnKgjurCMMwjFirp06dQrvddjKKsWtuP6nKUNts+0ZdzSo3qW8IdIHxofTqoqdRSFC+GzonMVor/Gk9ra2tYWlpCQsLCwiCANVq1aHfXC7nrC2LLnxISZWjMo3WQZ9VZWyfj6s/yb7TWjGTlK0tZ6v3xllZPiXtq6/WRZE1k52KxSKq1SpSqRQajQbW1taQz+fRaDTQbredkL6YSRMzqBR8sRQfmgbgFCSFo/KRtfY5Npx86mKyiSCWr0ulEqrVasRKHQwGaDQaLpmKc4LlqtDu9/sRUMVYby6Xc4kcqVTKCSs+SyCgwlP7hwqZHwWs/X4fvV7PlZfNZlGv1114olqtRvqYgMAKJtadSpf9qYrW5kHQne0Dk9NGPitUx5DtYf+olck2MnZL4nNxyUsKyDV0prJTLVJf3JhEbwgAp+hU0dqwnbUUVf7a9o5Go03uZCvvqCB7vR76/T7y+TxWV1dd3+TzeafkCRQs+LLGmc+iVfnNPiEA8MlcglZrZO2UzlkylFqD7XYbTz/9NJaXl7G2tuYYgdaBTWxiGdbyY5kWZdhOUp88yXaKtVZ5zdcOH9rz/e6zklVQ23f43BSTlKtVsD4LW++xDKSJMWROWhVPPfUUCoUCLr30Umeh2LLi+mlaSPmDE5QoWxGrupP1d1qlxWIxYvGxX9mPmlxE96i63smDVNg6/oVCwWUyamLR2tqaGwu+l/zd7XbRarUiFk4ul8PMzEykDYynMemlVCq5+qyvr7v3sb4UfoyzUgkDiCSGKRBgH9ZqNecBYTyWWbLab2rdKpjg39a9Z0GPCnH16kwz0b1JABMEgeMxftOiJYgioLHz2GeNqSyhLOJ8ZX9yrivY5hgoCOQ7tL+BzfkOtIb1/XynT04rsNR2kU9JrGM2m3VZvwoMWe5wOESr1XJt0GzsXq8Xab81vCw4Vh7StqjMU760ZNu7GzonyVD6DQDLy8v4wQ9+gIWFBZw+fdohGrVmNR6mEwsYo0FgrFzVvaSZoYq0FOn4FIW1RpXsZNZ7LZBge5U5+LwKRzK9L8ZiBYkKmLgB53MWpWmd+X7N/KTFuri4iH6/j7Nnz+L+++/HwsICrrvuOlx22WWRDNWLQckqMYORCoSCnck4XCrB+E+/33dKUTMcu90uVldXnbVHgUDXsgq/s2fPOvcsFVapVHLKkPWoVCqoVCruucFggGaziVOnTqHX66HT6bhxpLVH3kin06hWqygWi84zQcGp4RKOOwVHu91Gt9t1Ao/KlS51Lu8plUqo1WoOtQNwiWBM3GGyEzNr8/m8cxerNWAzQWmhsE5sm7Xw1A2pSpeCPgxDBwamlZjkSVepzn2VWwS6qmy0z9he9qeCKnoHrJHCvqR7VnMA+DuASN/7svPVNby+vu6e1aQjXuMzwDjez3eTLLDl/fTAMPs4nU677GOVef1+3y0P02QlhobUHc0+UGVvFSjbqnyuRpz2paVJ8ni7tCdF67O4gA2GWVtbw+rqqmM8a4H6FJ4V8nqdnWUTD1QJxpVjO12f19/tfdtVMtbSnPSc1sFnlcYNqG3jpPttf1tAMhgMsLa2huXlZbTb7S2VO8ucNlLU7Ev7t8BK20irgtZqNpuNxLO07yi4VMhofyhf20QTBZO6Hpqubus6pBVkXbsEDupatm4w+x4V+AA2jbPPdab9pMCNH11frH3Mftc+UPexnffK+/o+n5XrA/PTRGoMqKxSAM5xpYucQEr5yGfNW0uP91s3sCphGjX6u8+Tptf1Xjsu+pv+zvda3vfdy4/KI5sQq0Q+5moCa2UrzylZveIDCbYNvufss7aPdkrnJBmKE4edsbKygqeeegpnzpxBt9t1KIYdS6GhySe+Ade/1RLUtWbWguS1uKC1TzixfBWgk+pkB0AFSJz1autgvy3j22t2EijZumuduOB6OBw6b8JgMMCTTz6JlZUVXHHFFWg0Gm6huCLhaVSuSlw202q10Gg0XEyH60NpIVDxMPEpDEPUajXMzc25mCMttjNnzrjNHCqVCkqlEg4ePIhSqYRGo+G8AiybCUlMWFldXY30G5cjsJ5cj6qxZCpV6yrO5XKo1Wqo1+vObaueIeV/tXKsK47tbTabEeuTvKH15dIkfvN38pzGsVXoE4io4mZ5YRi6dZJ2+RStJwARGaIu/mlVsCSCJWud0rPCsVLLTF307FN+axKTJr8Fwdgdz/npM1w0Ya1YLLpVB7SMuRa61+uh2WxuWpurYFI9JxxXjglj//SgpVKpSH01jqxLcFgf8g3BGy1i8jXbz+TawWCA1dVVtFqtSNKh1S0KQhQ408tEEMj3kXfZ5+RjYOxiZtt3G8bYk6K1iogIZG1tzWVT9vv9CBLXztFF9UqTzPcgCCKZaargKHRU0bKOiiwt80yyIn0ox3dNmV3faZGhjff63qkWUVw/+Nqm7aCA40QfDAbOchsMBm7HodOnT0fWN6ubzod6p4k4MTgRm80mgHGWJhWxWnjMsJ6bm8Phw4edizSXy7n1gevr604Bl8tl7N+/H+Vy2S03UEuUsVndQYlKirHSTqfjvAhce0hFaxUK+YMCiNnEBKcUnja7WfmfpG0vl8uoVCoA/GDTAlUKT/KDT/iS1HJWQUoBNxwOnYXFMm3b1a1JEMP3+YDkNJHdkIPtYL3ZdoIfWmgKqDSxjR4NXR+uHgZgLD90mRiVMXc4Y1w/n8+7JTPkUYYt1EpUwKDWp5VvQPxSNgVJGgfmeDPMQt7g/1S0NuTAREcq8bW1NZfXwNAQwZsqWrWgOS66zl75WWPXvjmhbnWbZb1d2rWitRbeaLSx9V+73Uaz2YzsiGMnsh00q+i2M6EmKQGfxaoKbLuKVp/T98a9WwWl1tG6YLb6AP4Yrk9x++qo1+0SFApOTt5Wq4XV1VUAG1uQqWDTNk6joKPgIK+pQrVxQ/YDF/DPzMw4BaYAkPfR2qN1rHFDReO0SGhpMO6kqJwCif2vyUGMpdMyZh0pICuVirtO64T1opCIC8kQaKn3R8nOD37buC8QXcLiA4GqDHVu6ZIRdRPG8ZW1DLXsabVsFej6+lMBsfKn9iV5yuc297n82cdUMlRKVLT0evBDHqWioGJiEqHmB3Csla80XMF6Kc/5eIbeMwWEfAeft4qWAEPfzb6zcXyViSTL075QkgWmvF/zHOJ0yG5l4K4VrSYuBUHgrKTTp0/jySefRKPRQKvV2jQY1j9Pgaj3WWS+HdLO4ITWTDsrCLTulnwK0peE5BsAZY44RcvyFPFZJco0dk4gvpt/+4Skr0+YpBMEgUvM4brT0WiEkydP4kc/+hHm5+dRrVbdtme+/po2Onv2LEajkctut4kTXLNZKpVQLBZRLpdx9OhRVCoVzM7O4sCBAwDgXLlc2x0EAWZmZnDgwAHHo51OB51Ox70jn887dztduoy9ajYwlTb7UwVcNpt168rz+Tz279/v9m2lUuX/XMLDMq0l4bM49KM8pskpPh4l+fhfrVcLCq1QI4gYDoduv1j1bNl30NpTK3evlsQzQeQ5FeTqUeKY6NIUflTJtdttp3zU3azrPFk+eYBeF5U/9XrdhRsI2PhcGIZuZ6Z2u41isYher4fV1VUXevEBeb4vTjYoPwJj69CGJsgPtPTVAKBFbg0zYJzRTT6jhT4ajdxuW0rkMQJxbQffTRBtjSNtv7bL533dLp2T5T0AXAyKmwbQ5aF7efo+imBtXNUi3bjf9JoPtfB5i57jFK3eH4ew+c02+ASH/X+SZWvvV8Fo/9b28/3WqtXfycR02+mGDRwzuvN8bZzkPbiQ1O12MRqNHK9pXIhghQKawqtWq2FmZsZZtFQ8w+EwsuUg45MUTppwRcRNtx+Vh8ZjCfBsLAiAG4sg2FjnXKvVUCwWnYuaCVoqUDVGq2DON7eA6LILK0joItzqY11sWi7L4jVrCbFuW1m0ltjXvC9uDk4TWUvTgm4FO9ZAUblEgEG+YtkqHxXskC/Ip/zQBa0fJvVxfLhhCTN4uSWpLykO2LwcRkmVIoHgaDSKJM2pUcE+sIqL7eFyKZ83wMefNnQWp6wVbFgDkO9Xt7Otgz6/U9q1orWTd319HQsLC3j88cexsLDgFjpzsmsSB60En1lvJ+GkiamdxQG2gsAG+vXvSRaA1ksHiyjVPq9kAUScsvYpMB8Q8SlkfU6ZWZlQJ7GOAV2Xo9EIq6urePTRR9FqtXDttddGBIG2ZRrpzJkzGI02Dk5g3JPrW3VjfsZZZ2ZmcOTIEXdyVLVadXEfAM6lzGSoarXqYlqqROkdmJmZQalUwvz8fGT7QcZoyZMUcFz+sb6+jsOHD2M02ji9hRu5zM7OujisemXUyrHzYRJYtAqRpMKE7eF9yjssg4LJZ+mwPLaRVhivq+tc22U/yuusi/X4TCv5DAKNGdJyojWmfWj7mmUQUGn4Q8eK93E9NPeb5t9MEFJZRCBNK204HKJarbocDs2KVyWmhovWU8dSt3rVzSd0qZACVpVpelqRJiRZQ4PhFYIG9gk9Aprzw74fjUZu8x7lMQJd9qEv1BTn8t4N7VnRsuL9fh8nT57Eww8/7DIzOUgUOIVCwbnU2OnKZFZo8FkVLjoAKohsIg/rZhWtT2lRESlDWWGm99pntNy4eGqc68sqVZYV12b7nNYJGCdc6PpERb9UtExIWF5exoMPPoiVlRVcf/31kZjKXpnrfNPTTz+N0WiEs2fPuuUy3F5QsxxrtRoOHz6Mubk5XH755Zibm3M82ev1cPbsWQAbSRXz8/MYjUaYn59HvV53bjUqcC7LqNfrOHToEKrVKg4dOhTZ7YzWriJ25jAw+5a8wzmh2b4+qyiOVEmpMvIBS32GdSKp1aVZsXbe8Hd9t52zfEYtBgo9n7K1QMEq3Gl3HWv9qRCo8HQ9t4Z+fGvo2WaNUVovDcvht26Cz9g9LVqVT5p4ph4T6+Fg+EPlh7ZR5Z5u5MKd1VRmMf4LjMdUk934Dh55pzu6MZmRipm6hBvLaN8xi1pzF4BxNnEYjjf00GscB01uBMbL6TiXFZjsls7ZzlB04VEgAdHMNP1YVxPLIFmrTl1RRM2KlC3isuXwGX1XnBWgg2Cf384zVkhoXex7rTVtFa22m4zms8YnjYvtTyvghsON7TKpoKZZoFlSYWBjhDoW6uZVtxyf0yU2PMaMilMFIlEzhSjv0Q+tTgogC8DY9xRKvnNvfR4dpTgeUNC3FW/o/TulOB7W+uq3hnF8lq3Pe2Png7XmpokUzHOM9dxhn6C2c9623y7PYvn6HpbJcIY1WtQYUtL7yKOqNNkGBQb2GTWgaD2SpzXcYkNeaohoObQ61RjQbG7rsrWeAN9c4EcBI/9Wa93eryEb7e/BYBA55GAntOesY2Zicls5boJAhM5lBdyJh0hKO1GZixOSlqzuh+yb1DpYNiCvzyhyVKa0pIid7dT3aB3sBPNZy6ynrbtP+Wk5RF9kMkWdtm2+yWnja2Q4PTkmk8mg2+1icXER2WzWxdfpddhNUtozSXa3JyaaMN5M6zybHR/LyCzNZrPpDp5eWlpCo9FANpvFwYMHkclksG/fPtTrdTd2g8HAJVNls1l31CCX2lBQ6UHb6k4OwzCyPSPHxYY8VPiSKBCsMgP8IQifco5zv/J9PsHuIyvAfbzOc2g5RuRtZlRzf2Su72Y9WK5duqdCdxqJWfvkQyC6YxJ339Kx5jcVG609dbvGASwSvSTr6+suwY6KhEBGvX/qyaCLlsqE22rSwlMAGoZhZHtJ8hctSCun+V7N+bAKV2UfvTocdx5E0Wg03KEEmtQKwNUPgPMk2e19VTcAcN4k6ixgvF/4aDRyVqzqE641HgwGWFpawsrKyq48fHveGYqohy4HDjwby2C9doaiJV+AG9icSGGtXEUeZFgygL2fA+MLnPPvODTJuug3EE0dj1PeitYnfVSh2YmhDKV1VVLm9VnW/M1nVTBGWa1WnQtGLTEtd9qI46moXi0ojgkFHq1RZghzXWuz2XTnd1arVbc/MTMy+S51y3FDCypuXeZDNz2FqLrs2Le6SYVVXD4lqoBJFan1QNjfSVuNn849328sOw688j72vbodtb1MMrMCVN+j/aBlTSvo4/aBXJuqfVksFl2iXblcduu49aN8zP60GbhKCsi5CUOpVIok/2lcUQEYsHk5EoEhFS0tSiokumfVU0mFSPBoE91oIPBvH39ZA4DKOQgCt1RU+d56qViG1S1qvKjCBeDKVw8T3cm6gQvLJ2BnCIlhpp3Snl3HTJ+mP95mXbKDVCDSWrWD44vbqLAk+rJWoXVX2Y+91yoSYDzJNealE56D5bMogc0ZdNbitNfjJpBPOSqas8DE3q9uKmVS/qY70aiLh0CJS7L47FYWzoWkffv2IQxD7Nu3D/Pz85FDpVXoUPGlUim0Wi0AG0uDzpw54xArF8UvLS0hl8t5DzovFArOKq7X66jVashms27zCCpcRdUkO+bMU9BxsP1secTyMp9XBeV7TvnAV74FUnH3W1KBxOfojldFqTzMPhwOh26XLk2Q0TXJVvFOKx9SgWg8UQEzNyyxYEwNA46j8oIdV5KGGXR5jJWnVv6xLMtHLJPv0V2e2D4FOsrDlDeqzMgT9PLQctYwj3rdVH5zTS2XhAVB4Cx22yfsd513rLvvw8x9ygW+Ww0r5hYRWHS7XaysrEQOvN8N7VnR9vt9NJtNt9lzp9OJIHpFpGyEWhaaXamZeor8wzC6sJ+kTKoKWgddhQXrQvIJJtbPWqnKqOrKswJpK7edT3Aq6fvYDvaXxkx88VQbUyByI5OTiZkMRbSmDLW0tIQgCDA/P+/KmlYBd/XVV2M0Gjn379raGh577DGsra1FdtShyzKTyeDs2bNYWlrCU089hUcffTSSOMWtHDnhiXTJg5VKBZdeeikKhQIOHDiAWq22Kayg4EhBHRB17SqgA6KCwwrAOD7R3yyP/f/svXnMretZFn6teZ6+cU/n7HO66XBaJWWopYI2tOChKWJkqICRUgQ1kQZMjX9oSEmNVaYgEalETEmgBEUFNQiIckiJgEIKDfbQ9rRn2GcP37zmeXh/f3y/61nXe3/Pu75pn7PXLutOVtb3vet9n/cZ7uee7/uxzJv4ZNdThVdrVeJe1L3k89tpnxhpqgIqIZlMuiP20uk0ms0m0um0016AebUf5o+qkL6swL6RGCujJeNVxYOMQekegBC+6WlKal6PxY7NmtSMSRsYjKT+b0ujlMkS+L8ye6W9FDIZUazrzj2iSo62S/eJCiDKaKmUEYIgCI1jOByG/LVWSLAuOf2oMqFWJgp5uhfY9ng8dgGLd+7cQaPRcAqI+pYvApdmtPRpUoOw5jurHarmaJFB/9f2VZMjA1EJzIISlygt4TTJLkqKjnrOjsHeH6WZnAbn0YDZf58goNqFSpBAuOqRhuT75nSZIJ/PIwgCFAoFFAoF5w9UQmcJPom35t4CcylcC17QbGy1D03bUYHIt+n5v4LiibWcWKas66RM2bYdhV8+4qpt+fCeYPcoIYrYLMJztk8myyAwWh9Y6IPMxwY/LSP+KViaoRqbRtJaYu1jhmRsKtzrvWoS9QWY+fa+hShcs4If18IK8UB0DjeBzyj+Wry3Fjq+j/vLMmLFV2tF1LGoaVn3m+KYKl5UrCh49/t9dLvdkIIYNZdngQszWr6QJ/WwfuZ0Ol1oGvYhh41C1MlXH5AyWbZFxm79PQQ+q74w+7uPmUa1EwU+Ish5iloclSYtkuum1LqwZBSa8qCIrESbiEWJWU1XWriCUt3h4SHu3r3rfLfM/1tWIre2toYgCLC1tYVr164hm83ic5/7nAvm0BB9zhnHW6vVUC6XAcwJBo/JG4/HqNfraDQa7l3KrDWoKZvNolqthjQ/3q/fCj5Gq0zRCp2WCSqxI0RpvpZJ69++dfXhbpTgqeZ5JXCs1ENLgRJYVt+ieb7b7eLo6AjxeNzdz/a4B3wC8zIB5ymdTqNYLIb2rM4/A0TpC7TFfPg3hRGdN10XFZjZXj6fR7FYRC6Xc5ok3+tTNvhtaSLfqXSMa6DH+AF+07H2VSuiqYbPddXgL34nEgmMRiPE43GXCsS0PcXbKIav/VDTMp9T034sdhxoV6/XHXNljNFgMHDPKA+6KFz6UAE9C1STjTWIifcqgiySxlQj0W9rQqH0QxMKJ9Yyam4CjfgDTgZfKET9v2jCLbO1Go4+69M0LQKpX5smXppyOEaV0nQcOkccr5qW1FcbBIFjLjs7OyiXy0ttqiNUq1XMZsc5r9vb2268FPgoZOimI47yGfVv8dQpukCYyK7rMhqNkMvlUCwW3QamWcpqfT5rBq9ZAmfx2WoLfFZxWp8FTgpc+pu+W/+3+KIE3+49y+wp+PHdZBKM4lQfHPvGXGEe5E1XkxJUEnQtEBKlmS8DKGPhGmqao2preiY3GRGBjJfPkG4RhwmMiSHdy2azrsQoS3b6ahWwXe23T/nQ9wMnD0dR14JltKpp+pQMZbTcpzZXlu2QGauZV+sEWCFO3Tjst45ZrQwc32QyQbPZdO4LarG6dupv1/U+D1w66li1K9+m1XsJ1txgPyp52KAefZ6ObDru7Ukj/HDRSFC1DR3HonHab5+UrQRBf7P9saDjtojERVeGa4mYRQL7nqjgAEvMSex8puNlBBVSfKYzIGx2i8fjobrPWjuYuFSr1ZDL5VwZUa2ZrMSr0+mgXq8jCAJX+J/E0zI+H1O0fysD9u0JvSdqLuxvp/2v7+Y3xweEg3v0rF7iKKPUldAyMIx9pY9OBTf+lslkEASBO2CejIMmQ5+lZxlBTZhqdSOD0IAffrRimDJVNdFyjpj3zfXT2BZqsAz2I1h6GzV3UbSMz7FNChCKgypA+Wi+9sMqXHbeVGngvFHAYClfMk4K0crwlQ6odUetWVZQUGXENxalk77YnvPApX209GXRpOkjdmSGluhZAsmJp1Na7eM6QF00gq0PahGCkh7D7FWTJvi0APtblLag91ltUDUDLXPGOfOZ4JQ5a/AAHfN8RgPP1HyuviBe4xwRcflNhO71eqjX66EzKpcZOFecA40+tMELxIH19XVks1lUKhXUarUQceJBAtPpFI899hjq9Tq63S5eeukld2gBA61u376Ne/fuoVqtotVqIZ/PY2trC5ubm0gkEq7ak/Zz0QblnqDQZDe9xWcfDurvVqq3/dDnVbDlfmY+Jc3wrJ5DpjmdHhc6YbQ2cXBjY8PNAQsRqAmZ+yCRSKBcLqNYLLq9z/ZIZNkv+tOXFSgwUDADwu4g0j/SGx70ocXw4/F4yOTLdddqR/xQAKJgo6VtAX/OdBStsnTNCnjaHxUCbNs+14WaXJVm+6yXWgGL19U/TO2TWQXELdsHW5GNdJPxFrp32AaL1GhpWvaB863m7Ved0erGsVKCT6tQsNKP/q/2ezLaKG1QTYJ6yoUijSJ9EMwPBlfpyo5rEbPVsbMd3z16n9X+9XxI+iJsf+wm0Hq71G7Vqc+xWm0+SrCxmq1qtFYiXkbgmlppVje9jiORSDhNlqfm6GanpktCXywW0Wq10G633QZl8joPUZ/NjusVD4dDFIvFUM6zT6P0aWjKSH37R7+jGKzVGLRNaxGy7+U1EnDmZtKEPplMQpXDyHC73a5jtBQs8vk8RqNRqIAA10XzalWjpX+RjIUVuUjkl5nJAv48e8tIfAxMS8aSSaj2Skaqp++Q8DPdhsVSbIzAefavpVE6HhXeaNHR9hWX7PstzVYc1XbVakkLiConnJd4PO5M5iqM8h0U7pTRqoXQau6cU33OtqkKoDXDnwceyMHvqjnRF8rrSvjo5FfNg4Mno6RJigRLzcGcfDVVa66k2ueBOXLYRbG+XvuxJr8o05VPM9BnFFk0GICCBCV9Rvrqu+mT5diVEFK6UrN5PB53+Wd2Y3EOWDqQwQZEbAZmMMWn1+t5pdFlBaY7+OqtWkGQOMp5U4lVgUR/Npvh6tWrKJVKzhJCiwuLe7AWstYsDoIgdECAZbKLwMdk7e8+gcziK/FM9wz9hyrwzWYzdyD9eDx2hyjwnF/iqK3OpD4y7vXDw0NMp1NX1COXy7m+UQhUCILArclkMnFm5CA4PiuZGk2UL3GZgHhIXz7nyzIY9dWqIEzfqgqNajq2c0BhRfe3FdIAf+bDIvApEdquCnD6m+3baZY/ZbYcrxbO0OpVrBxVqVROuBVVmOEc6N5X3OMeoEBJumstnKphq9D0UBgtJ4yfVCoVMplpp+LxeTKyFl/nfTwf0fof9bQfDl5z1ciMVOUH5ouvCcx8F9sh6AKpBqyChDWtsB17ne0BCAkD1vfKutBqetc2NNLOJ0mpVMu+c5Nz09lgNK4PGQSlaM4P57Xdbp/IW1tWiMWOfVulUgndbjfkI9VNyDnkHKgkreujkqxqC+PxGHt7e0ilUhgOh86szNJsfOdoNHK+X57Kwyhln3lNx2H/tvdq34iDaknS+4hr1EJpBmbwB3GOQm2r1XLFOZigrwIiLUvqqvCZNfv9Pg4PD5FOp92hCzwKUK0tClyTIDhO1WIQGrUb6+JZVtB8d84lENbIlanyzGFllPwmjqo7iGvMZ7inqWlaxqAQJZwtUh5UuwVOBtstYqZnsQr6hALuX7VmMpJb303cVVeG1cy57zlPDL7jmtBKQ5qvVgbuHwAn5vcicKlax/qhBlAsFiPvVckFQIhYWKbMe/X4JQBuA6p0wrbswlnTqCKNEmOVgPS300CluyiiqOM6bZF0PjX1Rn0XOnfq2/ZtJAoeukbWvGrniHNM7XmZiZwyHg1qitKAdLwqoVrLA4HzSqLGQ94TiYRjULFYzEWCa8CaRldS+PGBz5x1Flik8arfixqpRvQyKZ+npkwmE3S7XaelU3vVWAsGo2jxeVoRbH80gITMnozbxwTUpeErZKOC8jKCpTe8FkV/7G/6sTErNrhHtS/dz1bJiOpjVP+tZY7go4lnoWOL3uv73SpIlq5xXyotJF3zCcq6p7VdqxD5rrOPPq3+onBhRktti+eAxmIxdwRZp9NxZ9IywIHSAk0DqhUSSVhyS6M3SeS4YWezmdPctIIKwUqGlLhtaovVcq0k5Jt0K6X5iIY1VyozAObEWwkW72Hivmog+oxqoLQM+ExGSuA0Oo+mmeFweKI2qDW/tlotV0mFR1MtG3De2HcWrqDpUQmg5g+raUoFNs4bED7omgStXC4jmUy6FJ9ms4l+v+9ykik101pBgZD4xnajwCew2d9VsLMCInBMYFhSkql34/EYjUYD9Xrd5b2ToWo6g9bXTaWOz+atVquh4C4GjySTSZTLZRQKhdB6ME2CbZKpd7vdUACUjoHBQbTKsO/FYtFbXH/ZwEYFc0xAuOiH+qx9UfI2z91qtHqvDbRTKwdxmr/78MSCCjJWO9RxWcFfhXPbvv6uiof1WUcxdj1li4IrI90Z9U8hLspMr3+Tfk6nU2dBSSQSIR6itMCOXft3XrgwoyXTo2kqFothc3MTa2trODw8dMm/GkRB87GalimNkCnG43FH8HWytByYan16ZiGlcC3lqLmzVkKOYqaLJtNn+ljUhiJOPD6PeFNNkX2lJknkoVlDJVcKDMyZo9avwgjNLtSIta8021utj/PP9AzWDWbg2LICNwuL1VMAUQJtNSZ1RRAHVSNVQUkJAvFS14amZB6kwTZ4D5k6++ozqfmIQxREESidDzI21nEejUY4PDzE/v6+88Eqo1VBVcv5FQoFbG5uOtO8FkdIJpOoVqvuJB6OrV6v4+joCMPhEPv7+04QV7MzU3k4Vl6fzebHE7JyFDAv7H5RIvdKgxWe1Hqn66UCPumBFdwtE1ZmbF1BFl/4v1r6rBsvSttVRuJjflHaHsHGOHA8i+ijz0qhv9l4C/IbVm2ii4MWGJ1TtRJQSNQ55L7ku1TpssG3+ttF4cKMljmE9OsB89qX+XwelUrFaaVMYqcJWH2ORCT176oWRvClm+jE6UelOw0OUke3IrWCj9kqUV5kbrB9Y198gVw2H1bnkAtPBqoFxKkF0x9kfSi8puH+HJdKnSwqoERgbW0N+XweqVQK9XrdmY65jqxDuyygxIRBNLVaDVtbW4jH4+6kDY3SVqaqWqz+bfGGwPWcTuenscTj8wo2itMUdpTRktko4bKC2yIT3iKTnPZfjw3kt1bhIZ5om0x9y2Qyzre8sbGBjY0NZzHg/uY+1ahZ9onPq891NBq5wxxoBVM/JPtEzZnlNGnhsjEVywbcZxoLAMzxRRms7nemk3AtVXkh41CXiGrE6j7TdwEnTdgEH875hD+rKMRi81SXKI02SkGhcmE/Vku2/dJUxna7jVarheFwiL29PefmaDabJ9K/dA44J7TA6BxpnXc9DId9ihJILgoXZrQvvfQSgiBwASGx2Dyni5NLiZoFw5PJpCN2ZHZkHHpuoxaE9zFYlXoY4anMTBeOQUZEPiKoMjLr21TCaImxMlhNEvcRZQ3+YDs2pUeZAABnQlNtTDeqIgznWRkOx0efGoMGSATIQKrVKvL5vKsqk0qlXLGGRCKBF154wVWuWVZGy3XSKjtPPvkker0eXnzxRdy7dy8UDETJV3GQDFGjEZURq8ZLQYfaLVNZCoVCqEJaIpFwWlw8HncaoqYe+KRk1SYs0YoiZBoUqAU2ut2uY3AkWozqZ194HGAikcDm5iYqlYrLB85kMs4cr1qYWlC0T8TXYrHoglc2NzcxmUzQaDRw//59txatVit04L1mH1QqFTdPdDsRr5cVKHBovrDuSR2nurxIm/i8PR1GGW0ymXTVyDRamXPKdSFdYx6yZfzAyQI6FgdVILcWMZ/SoaBtkdZYPFHaZmmY0slGo4HhcIjbt2/jpZdeQrfbxcsvv4xmsxnqh7XeaR/IaDlvjLGgohIEQYgO+6wEClGWpNPgwthL5sncVSX+igxkakEQjtLViVczr2qj6tC20pNleny/Vf1VglJmEwTzAtYW2DcbJKO+Ww1AOG3yLbPVVAvtqxIdNRkpo1XzkfbVmkB0TWw/VMChJqhJ9PQV85vpQMsG1ipCnzJ9hxTsLOO0a6oWBt6vwWhKPDmnjPakyZ0CoqYX2HcqLvoYrI7pNHyy/1triUZjaj84X8DcVEkiznmrVCrODE+tEghraABCmqbuQQqY3F+j0ShkBrb90Wc1M4HmZDKOZQUfs+EaK12091gFwVpGADh/LXFN0xmB+XyqAqFCvvU1WrD4ZhUVX3999/g02yht1c6Z7g3iBv37TDk8PDx0dbFbrVaoffXR2v0Wj8ed5UAj55mvrWOyAVWLrJXnhQsz2qOjIwAImZCYMsCBxeNxFItFlx7B/DzVEFU6s1KNZbacBL4jSprSibJBAkow2U8SBJUeLQO1PjtdGGVoKjVyrFphR6Ve9RFovjDHoPOixMiCEkLNYeY1Zd4EFtSnlqZ90HnrdrvY399HLBbD9evXL4IqrxgoAaFmcOXKFafBVSoVZ2oj4+S8cCNTA6S2S3OV+gWVQRE3bM6jXrP4SsneClUcg35HabT2HptapvnYjChmUBbNahoDQQGBQlatVkOpVApp7bQE6D7T8SoRV63U7tl0Oo3NzU1HA/r9vpsnuic4dzTLz2YzVxDjLMLswwSmjHCf2vgHWu+Ak/n+vV7PHcfGHHadY8ZUAAgpCLpXue9pjWJAIDU3DWJTC5mum66l4iY/FN54ne8mRDFa34fAOAc1E7PGeKvVwu3bt9HpdHDv3j3cvXvXBTHRCsf9zT5TqFMrodJZDYCkf9enmFnTuCqMF1U4LsxoG40GYrGY0yCCYH4WpZqY1tbWUKlUXHAEHdmtVitkTwcQYrRWC1DmTC1LwWfGsIFXbJuEh1G5RDxOrs9MZYkfNSGaB9kHfmtAEiMxdQx6v/pvfFq/bVvHw/6q5mufswEC9LlZCwI3kz7T6/VweHh4ISnu1QBlNqlUCltbW0gmk6jX6yiVSm59LOPkujAKlzjFyk/ULgB/BCN9mnp6D69Np1PHxAGcYLTAnChbrYG/2TXU/63kzWfIXPWbAkQQBE4zZCGJQqGAWq3m/M3WNUDtmH3gtwpsVmPzmR2poVKb0DFR2NV8UN7b6XRcERafC2lZQMv76V6jQKT+PxuM2ev1XPDY7u4uWq0WkslkyKXGIjPMf1acpwmU+drJ5PGZv+VyGel0GuVyGZlMxlkq6DLQgFFLO63lkOukwZmWcfpwVwUKn4uNeDkYDNy+Yz730dERPvvZz6LdbuPg4AAHBwdIpVKueMza2hquX7/uBAhGE9P8rrjPk+U6nQ4ODw8xGo3QarXQarVCjJgWHB2PHaulr2eFCzNaIo5uAivhWsSjpDoej0PmUGsu1qACNdtZc5NOiCVMqnVaTdC+i1qyEmxFEJ+Z2k6+JTRqfrW1Wn3aL/ujzFs1Nr0/SpPn83q/+qX1um4yy+TZRxKKfr+/tIyWoISHhdY1BYr3qJZJv2a/33dpA5qaooyW37rZONe9Xs/5xMhQVXNQpqhraq/5mK5e913T+y3zVRcBfyOh1eskTFbQ1b6pBmTjBIBwPXMfIeLc+bQxBRUGmXmQy+UcM1tGYC6xglUUgHm8BS1oxDPGD1AY5Fzr/KiZn7SC7+H6cQ3IcNLptPsulUouOE8PweCaKPNW+qn0mJH1qkVaK4bSXGrfun+U1lER6ff7LuWsXq+j1Wqh0Wig2Wyi3W475kk6RVpFoUP7oPSTPmsKIACcb1wtq+obV/egbw18OHsWuFR6DwCX9E4tjlIr/VZc+FgshlKp5EL7KSlTC+Dz1Iy1eL710XISlRFzopXJsy3VQJRActITiYRj/sViMZQGQglcgwq4CGo6JLLSDMkKORpok0gknKmOEATzU1A0L1jz5/SddtE5v9Ta+Bv7pXNFBCND4kbj3GuhAo670+mg3W5fFE1eFdC1p7a2ubmJWq3mJFXrj+33+2g2mxgMBtjd3XUbnYFjGqBG/FLrBwlVKpVCp9NBMnlcCapUKoWidNWiskgStkz2rPcSbPwBcZ4SuqaMqImbRfzr9bp7nkKn4hD3M7UjmiN171rm6yNYdi1UOAHmzIj5uZPJxGktF9EkXg24ceMGADi6RYuG7n0K8IVCweVd9/t9tFotHBwcuMA10iNaH7hPiXdW8SCD5oEX6p+nGZmpWAxyu3LlCiqVCkqlEq5cuXIiKE3pNtvrdrvuSEM96pB0j/SLDBlA6MxdCmekuTSVD4dDtNttHB0dYTAY4O7du9jf30e328X9+/ed64D0rt/vh2Jx1JKkzFUrstFNNhwOsbGxgfF4jKOjIzSbTXS7Xdy7d8/FHHHPk/6rBecyQXkPVKNViVuZFO+leUj9DsqkVCohg9WKMmqyonRDUOLETc22rCaomqTmAXNT839NHbLv4zXV3In81JTIdJVBWtObOuJ13DoOnxmDc6DzpsTLSsXUsm3frfmHHxJLmiGXHdRMSUZHrVaZnVocSBiVSCmjVSkXmMcjqBan9ViJ25w/m361qN/6v0+zJVhtOOpZ4pkWNbG55MTT2WzmAk/olyURs1qBCoFqjeI7rcXJ/s05tOZvq4lzDbkmy4yDzCWmpkpGo/tJrXpqSaAf3aaYkC6qgGS1TOIpaRjzo2mhYbBjMpl02SFMdWG/qtUqAHitDCq8UQlQBUCtM7yH9yn91P5rxDWZd6vVQr1eR7/fx97eHnZ3d51JfTQaOZ+sCsBaBEX7Rd+01gqwKZG03HEvUNDRrAzOheL3Q/HRUlqgeU41Uu2M1TQp2VHLUrOe1TpUo7WmCbapJi3+TWQlEnLSGEBlfUzUKglcKOYCW42az1kTAgM4GNTA4C9qFhoJSITTIBZgXmVGBRDOgTrzFZGs1qFIpOug39o+51e1c248X9DZsoGPoKXTaRSLRWcus35/PketgBpIu90OMQFqVyok8lma0lRi5zqRMShhIpEgwVXCGTUugq5BlGmW72GksDJadZGwfCQDp2hq5N+amsQPCTRz5KnBk5Br3V72x8dslQ5w7JaYEX85r1GlXZcF1tfXAcDRNDJMBoGStiiNomUpk8lgY2PD7e3pdIpcLhfy+5O+klaSdlAx6Ha7rgKeRusqbo1GI+zv7zt6Vq/XncWH2QZ6KAaFBqvR+oKzlGZTcADmioz2nRay4XCIg4ODkFavNcRZ7IVCXj6fD7mFVFhR2t1sNgEcp5nRusS8bprpNSg1Fos5KysFb10rxU2+8yJwYUZLKU6PduKiqMRDIq5mN1Z+0eAIPs/FIdLptxKCyWTiCmFwo9NXopol7fhK4DixAJwZmxIfEZjMkedl+rRiS/xms+Pk6r29PVecnSYcmiLYFyKYChFa2EPNwpzXfr/vjmfTgxlUyyJhJbO0ZnX2nb/7ChkoQ2HA2DKa7XT+1QqQSCRckBJNx9aPpL4i+oj6/b4r1MH5z+fzWFtbc9HzxFsGUHFtrQmVG1oPOdBqUpSy1Z/lAxUKyIR8oJI7gJAUz/5QM9zd3XXBJ3r2rAp+OleW0dZqNaTTadRqNZTLZWee5jz71kcFYrsWdk1Va5/NZs5Uvaxw9epVt39Jq8hEaR3g79ynFJgzmcyJaH5WzyIek/GRwTCglGlTrVYLo9EIpVLJBflxrVnoYTgcusMvDg8Pkc1msb6+juFw6AKlyuVyyLytSg2ZN10mQLjOgEa7d7tdJ9SpT3k2m+Ho6MiZiVl8gqZjRqXTXExaxnxu9o3n+Kqrkf5txliUy2UXCLa9ve3mxlbOo2k5l8s52ko3kVozgfkpaBeBCzNaIr5Vp1Vr8G0ilRKsKcRqtZbRkhFzEui7UbOAgm7oqL6plqzFDIhg1hxn29cxqFTH/qofCvBHVlN6IsG2REWJOLUzIOw3JlPWudQ5UEakWrA1G+s9XOdlZbQ+UM2IlpMoIm3XTV0GJHA8eYYaFdcBmJvWaI0goVXNlm0r0YrSSG3fFv1u7yGO2T3G39gP7if9KMFUHFChRMuoMlqbzHw2m7l62GTM1gRpLSo+i5BvThRflxUoYKj2SROlxov43DRq3eBvtJ5Y0zGfU9zSuVWLFM38/F/Xkz54Wt0oBNB3TLeCb/0XWV+0b6rZz2YzJ8SxqAvjWBgIpkUnOH8aea2lY3UsasXih/hOq5LWHVf+wrlTy6hVpHzXLgIXZrRMQOdC0sxAbVM1JN0smlICwEnUOgn0mWnuLSGdTuOxxx7D+vp6qG6qli3jgmh5rXq97iQWIpOap5nrmkgk3AbRQC8uCPtoBQWOvd1uuz5TMyACzWazkEmHEm6tVjthGtN6umtray7hmnmROzs7ODw8DCEb10MPSma/uB40vfCjfSLT0HXinC8j+Ig2v5naoGulY1LzfbvdRqPRQDqdxvb2NjKZDF7/+tfj1q1bLkozmUxif38fd+/edUn0TB3o9XpIJBJYW1tz6TIUBGmuUlNXEAQnCkHoeNTk5xNkFYhbFBRUoKIrYzqdotlsOgsL30/8Im6o9s222S41GuY4xuNx7O/vO6vPjRs3nFmZ+Y2cb7tfooRwBWVOlwlCeTVgfX3dMU0AofN+SUsoUJPga8CSBgxZJUTNnPv7+y4F5ujo6AS9VVxgf+zB8GR6LIlJawXLbVr/pvpZ9TcyQes7VvOs0nNa+bRCmx5uQbxlMCr3HQuYaOqZBu3FYscppuRHZJ5qolbrZ6lUchYepuCxv5p1oS4Oq8VeROm4MPZq/hU3iQ3mIQO2krYyWk2j4CA0QICLQSRNJo9r8t68edMx2lgs5hgckYsMUwOTOp0OgHA6jSIImTKRhNdUYFAzrPqCaTbRcz+1jKRKk9ZMW6lUsL6+7jYBmR/nuVqtuoOPGUjQaDRCIeqUqHlyjUYAkpFy01E6VFOWbn4SBW6kKC1s2cBqBblcLhT5ybEqEePaMUWnUqmgWCziqaeewlve8ha32QDgc5/7HI6OjkLrT4EKmAs5WlFJ88o1MMmnPVotkm2qcKCgGoS1vlD4JC52Oh3nvyLh1TYooOo3cY37R/26wLE/TGMZSMQYkEY/JTCnF9r3RdoB6QUZxjJbVSgkU3BLp9NoNBqhPaR7ylqXqL2qe4nrSesJU1/6/T4ajQb29vZO+LeBsJCmSgcwFy5Jq4gvmppmmSsZKpkZrRqqKVurHpUemnSbzSZu377tTnzjvVqOln2mApDJZBxekWaRadvAJd6rlg+aqUlLaSJm0Q51RaqVRy0PyrM4txfFwUubjpVA86ML4TN96GTzeWta5UD5PIuNs8YstSyePnJ0dIRGo+EYLU0PNC3n83k3oRQGFLms2dYSPBIjnWi2Qclfo3qjkJ9AX7FWZuJmIsNm8EEsFnOSMQkXCw6oRGZNhWouZL9IZIlA2qauEZn3shI3BZU67bop49Bjt6jB5XI51Go1DIdDVKtVXLt2DaVSydV9ns1mzkLBJHfmFTMgUFPRuE5q+WC/uBZqUvNtZNWOFI+U4Ua5WtgPFQK4liSobIN7hNo++01hj2bydDqNarXq8I2EjsIwqxtRKKUQVygUXBS2dVVwvOdd52UE0gytpVutVp0CwP2pFhVWwbJWMTJW4gGtdIPBAO1229Wx1oAr+vpVsCdeaCAl+8o8WtJXup1oeVFf/3A4dOZbdVsBCOEe15I+fhZ/YVwJNVnVgIGTNKlcLjsaz3QkmpvJvKkQcR8Sx1gvnwoM51jpvQptagXib6QR1vrF71ed0ZI4k3CQiEwm4UovasZUBqCIoAtFpNOAnlgshlqthitXrjjCWCgU0Ol0sLe35/KvdnZ2nPOcVUSefPJJZDIZrK+vo1gsot1u4/79++5MVjIaSjokRuwbI0uV+LGfJGCqgdMvooyZbSmCZbNZbG1tOYbLIIfPf/7zLr+TwQf9ft+dDXrlyhUAQK1Wc/fU63Wn9esGpTaiZewoLaoJiEe/0ZzETacC0zICCa/6ZtTHTkGK5nL6EWke5yk1t27dwubmJtbX13Hr1i0Ui0XcvHkT1WrVFTJvNBq4e/cu7t69i8lkglwuh/X1dbRardApIpTa1eerJkXiBc1emt+twoEdI4ki+2+1B661+tMGgwFarZYTtPL5fCiYsFgsOhfMxsYGKpWKyyuk5kQ3y9bWlkt9IwP/3Oc+5wRDanIMKstms9je3kaxWAzld1t8OgvzvIxv7NUAEme6GDQamKkjTFPR4jGkFcQX0kQgbHWh6f7+/fuhIw65nymkEw/ZDrXG2WwWqhxVq9WQzWYdftBSRgsFS3ESx0gnlNGqRUdNrmyHqToUwJg+p8Gz3BvsWyqVwvr6unM/3Lp1C7lcDs8++yx2d3edUEdLTbvdRhAc+5rptmAAFK1KtkIaGXAQBG5u1IpnaxxYi9FF4cKMVhFfJWyVVHymYpXarfbB3y1xoTROs4L6G+hU17KODBpi+DqlJmB+YL3VaK1fUvumJj0Fq1VYbVw/9llFXs4PI4tZ45UVS9SvwfYpxHAjqNXA9t9nvo8y5+sGp3BxmplvGcCHX7zGDUQcUJwIgsAVR2CkIiMbiWfc2PzMZjMnzNkgFWsStuZgXxCLMhI1Xem4opiN3XtWw1Ut264zzev0szKTIJVKOe3UEkO2rwVPaJ5jakmv13MCKN9NjcruC12/RYRsmfGPe0QDeOjS6vV6TuNS87l1YwDzQ8f1ugpSWjNdzcZsi/cpPaLQpcGrmk2hqTG09Chd0/gSHw3U/9lnKijqB1Urjs4bAOeHpSuwUCigVCq54jMq4BGf1TJERYL4yb6oUGf77turat3z8bTLwKUjDJTjA+GqRCqtKUIoAaDEof5WLpKq7oyIo3QUj8edKY9nE9J0TG21VCqh0WiE0lxUe+bkcpFIjNWHpeY/4GShbdXKifzUFvleHqauxEV9MTSFMHdM/bFKqAeDgQvRpxmGDJvMV4kog504FiIS5xgI58mqGVPz36x/bVlANQP+bwUn5tPS30NCmM1mUS6X3WYl06G2pn4b3dScB64NpWQATmsuFApYW1tDqVRyxAYIm7hpKbElIoF5xDSfUSbMbyWmGjWtpjsyOWBOhGnWZP7mY4895goa7O3todlsOs2p2+26uIZOp+MCvq5fv+6Yy+bmJtrtNl5++WVXKIHEW/tAIVGFQWtKjhJoHxVQekJffxAEODw8xGAwCJ1oZgVjYD4f3PtklDST8qNup62tLZTLZRwcHKDZbLqIYjIJjV4m/q6vr+PKlStOE9RqTWraVXO0CutqmmXbjLyOx+Mh6yZxkqApjJq2RB/wtWvXsLGx4faR0itqtIpXit/dbhc7OzvuwAC2yf0dj8fRbDYRj8edwKwaPMekvmB1Balp/7xwKUZrpXTgpCZLhsS/AT+j1aR3Pd2DE8nUCdr+6Tujz4yMlkyIQUaNRsMFZ3DDW62bJhgiijIcH6P1+T/Uzq8VeIiYKn3yW6VGfjNXkxqFEmGaiWl6tIxWo+QYlKPEVgMYNOWEc6H9IiOxkajLBMporWRNQYcCHIsscMOR6HHuudHo8/YxWvWDa4Qn55SMtlgsolaroVKpODOa1VRtxC9/V5xXfFE88WnI+qEJG5gHU/Ea84vphrh16xYA4NOf/rQz9d2/f9/laZLg0y+bSqXcWcalUgk3b97E3bt3nTuGFiYSR9VouRc4Np+WbtdRv5cdVMhj7u90OsXGxoY7VMRa7/it1iONNKYQTm1WGS3N85ubm4jFYnjhhRdOWLE064PX1tbW8Pjjj6PT6SCdTruc/1arFbLCqEarQqC6BtUFpYxWmaxaD1VIUDMvmeKNGzdw5coVJyTzvWS0TAliPzh/k8lxbYLd3V0XmMdDRegfj8Vi7iAB7kkG12qg6GQywdHRkTNT00rKIMCLCIKXYrRR5iwL1qTsu2Yj2QjWxEIpTyUwMmkb9ahJ18Bc+1YmqIhvzXR8nwoJqtHq+BS5dQz6nBIXEi9KS2yDZhTLANgeCZbP9K0RxTb03q6bZfgqIOmc2LlZJojqk2roOlarPflM5mQsTKSnNmoD+myQiZqe1Fzl66fFHcUR7V/U+FRj0Xt13LSYaBAM/VbUFihscE/pqVhRJl5gnl7B3PVCoYBCoeDMpHYfL8IdK8T6xvooaLl2vvjhvKvlyrpi7DyrkEJGR6GXVZzIaLkG3PtkTqpQAHAMTc/6ZZ44mSOBwuh4PA4Fk2pta/aToAqK7ikye1puarUa1tfXQwyXGi2DV7mHSJsKhQLW19fdWdn6PrbPeaZ2qiZnzQ9WHzn7wDlVRstSrGr989GRs8Klo4595h6fPwoIh/iTMamJj4uqZg6VyGj2ZTRbEAQO2W7cuIG1tbXQhBQKBYfgqoWSEdEHYidRmSFNqxyDBtqoRkUJNJE4ri9KCUiZGOeNGga1U76bASoswaYbTANhgPCh2xwPTaQ0x6gwwf7yfWTgbI8mZiKlNbEvI9ggLWVYKnlb4Y3zQBzgmjC3jwxKK3eRKKjGoRoKNzojOhk/QGlarTlWq+H/XCfrW7KakMUtmrvG47EL7GPedafTwXQ6debsfD6PGzduuIAY7oFms4nd3V0XKMaIajUbsg8scrC+vu6ia2/evOkIFv2+KvBZMzFwOl4p3i4zo7UmYGC+bul0GmtraxgMBi64TJ/R+Aqu23A4dIE8NGMmk0lsb29jNpuhXC67fG26Abi+yWTSHZJOGkw6ub6+7iLqyZDISFgGkn1TAV6vsayhFRTo6lBGTktesVjElStXkM/nce3aNdy4ccPRu9ls5orCUGGiAMg2n3jiCSSTSbRaLTz77LPY29sL0TPGVORyOWxsbLg0JNWsqYiQLpI5p9NpVCqVUL4ueQRTRrlHVLA+L1yY0fqCZHxan25ULooCCR4/tsyVMiK2pUWruaCsuxoaXHJePJumP0tYrenU/q3ag/3ouK25RsdunyHR0vxLDQygREkkV42XY1CNhvOjwooN7FINWLU5mrf0/0dZo/VZSlR4smYwJSoMrJjNZs7EpEIJcZ4aA4UwPq8mNTJku0eiwOKWCqRW0/W1bTUIZYwUomjW5kf7yVxixWHFS/2bEcYsKlAqlVAul0PF3TWF7Ly4E8VYl5XZ+ugGMBf4mErDqH5rfVCNTF0aapmIx+MoFAqO2ZFRqvWORUg0/oPMLBaLhSwZGj9C95CPedL3ymBM9s/SS7VIqjWNbiwW5bly5QquXbsGAM40q4e463P8u1KpIAgCFItF7OzsOG2T1r1SqeQUlPX1dWQyGfT7ffR6Pfd+WmCY4UGGTq2WAipz75nKRnceLZtq3TwPXCrq2Lc4SnT4IePQTUciwUjifD7vkKZarTokYf4UtTQSEA7cZ+LSPvmYpEolJB4+s4c1Z6tmqsxL7+E7lFEymphzYdvyEUvfeKxmxnmhWYYbUMdAPwbnQgMeLFJrLqWdl2UEMhJL3HwmVSs8EYiDKiBR8GA0I1Mpkskkrl696lwXvI/ztrm5GfLNUevUKmrKCNkXKyWrMKnXrAatOE08oLatB1XovptMJq5CFE2H9EMVi0X0ej2XLqbFZBT3iEfNZhNBEKDZbDrzIokzCT8FDyWiulZ23aKE2mVlsgq+Pa0xFJwLHaPSGE19IWNYW1tza802VVvkp1Ao4MaNG+j3+yiVStjY2HBWjiAIsL29jccffzwUr6BBQkqTtOqTvpsWEyAcuMdvtZaRqY1GI2d2ttWkSO/j8Ti63a7bG7ymChrNwk888QQqlYrDcwAh6wn7ScERAKrVKtbW1kLzpWmndvyWT/kyBc4Ll9JogZN2+iAI3GRxMEQ0JdhcPD2VgSkVm5ubqFQq6HQ6ePHFF10+KdMw1D/r88OpBqz+WX6rNsB7NZBIGY/1d3JTsG2av5ljpkIA22SQCKUntqORzWrOtAzBN9duAf9/TYXBX7VazSEb/RN8jsipm0M1WA1AUEnammiXBdTUpQKQaoV281gmSxykqY6m826369JU+EmlUnjyyScRBIFjtBrER2sEGSU1P645P1wTtVKokEYCCczPxaQWzf6r1sK+xWLH5jhG4itTJg6Mx2MXoVooFJxQm0gkUKlUXLlSBsbweS00z/EdHBy4o8wYvUmtgHhJpmAZrTLPKOaqlpxlZrTaNyuUUntikCODOtW6RnpJwYfMj6ZnpinyGbWmkB5VKhXnKmu3284FQhxgHQLucdIerfZERsf8ckvjiM/EVb6f4ybNpGWNUde0Nuq5sfF43OW1M2tkNps5VyADV9kv7tFisejoGK1P/AyHQ5e32+v10Gq1kMlkcPPmTdRqNceAVTki+BQrYC5UqkX0InDpqGPtqNWSfNqEBZ+5QX0HGrGrxNNqd753E8nYT9V0gJOmQ/3ttH4vAu2jtmkldquxLtLMtW0772qyVMRXYcLOhZ03NY0osbjI+B8WRG0C33WdYyUyJEA+6wsJCQUQCjI01+vccf65ebU9e6/V2PT/KObjwx22aYkF+8G/qeUwX1YFOt2PahWhlmLNkrFYLBTVSZOyTf+Isi741upR0WDPAlZ45/+WaFuhkHOmqYn8aOUupWXKHIEwvaHQo1Y2G2ui/VSN0tJ2H+75xuBTVOzc8ENmSd8q321pEvGR7hDioe4XVRwUdzlutYb6+m/7+SDw8cKMVn2FnBCayDQablEgCoATTIISHgfMGpaz2czlQBWLRVflRmsH80xGZbTWp8mFIlGgD0IXFzjpb+E7fESPKSBq2uMiK5GLx+PuoAT6RoiQumH4fp+Wpu+mT4zSHjUr9heAYwSaD2b9uzoffJb3KuIuG1i8slYKnSvNu1PCb5+nxF0sFkPzwXs0KI5ra4NDaEYlobR+LfrjeE0jPlWY1HcqAbJ56zoXsVjMpd/QfG37T5M4JXUALiWOVbFYa5vvYKAOozKpbXH/MnhKYwxo0qM5UQkx+8rPIkK27MKerhWtEz5zJGmb5qdabZj3sbYvr3N/JhIJV5yHz2pEbSw291mqjzaZTLo11VrBxD1axYgXineWzqvwSHpDesExah4/NXrST2ZbqLmXv7Fgj9I6jQ/gNS2CwbxxtfqUy2UXHEbNWXEPmNN0TVHiu3TP8cNxXgQuzGh9mhknkxvQBjYRdMA+5zmfnc1mzhzCdItEIhE6yJcTrASU30QOy0D5O5kTiY8SPN/mtiYuG6RkTdIalKJ5l3Swq9DhM2NwjvS9SmjZJmusaqlLNeOrL8JungxUIwAA7FhJREFUbp0Pmj1V0OH7l5HYWUap132MykrmipucK41ypxDGjxJIPmPnSYU+Eh0NNuF8a1UpLRrC/luNVNfdCkpW82ZNcOYEk+HaknMkJCSuNHNubW2FiC33NH3PJHDEWwZFqVlQCZjVsO3anWV9T2PGywCKK1aYUAYVZa3g/crI1PzPADZgfuoZ8UHfYV0YXGeNYibdJM5o4RQfoyVEaej2Q7xQYYvjIZ3VaHz+xvgCq0QpowXmGvlsdnyeNAv4aLxKrVY7oQ2rYMe21PqiQrpq2ZomdxE8vDCj9anqnDCfCm7NHMpofO3yGdr7aUa2k6DaokpHZHD2/apNKLFTRseNYoUA26bVlJXoaX/S6bQTGDTSmQjN+WA/tb9KzBXp6dPRsxqttMa+6cb1Ia3+bc0pKs0uG/iIr86/FVaiNHMlhlwz9e37fIU+c5K2obhDsKY3ro3+T/BtZu2nmvV8lg++T8fD/pNY2OA8tWRYTUb9htwr9LlZQqXE1prJfWsVRQNOm49lAbtnfb/bddfflLjbLAiuhwrJFOQoQFHwYQCd4pTP/w3M3Rf8tsKg9s2H6xxHlJBg41o0x5cFJ6iJUyNV5qlFO3RMbJcCLN/LdzLAqlAouKP1qNXTygIgVEzF0jrfR+nwRWjhpRitmuVUKrISD4GbTcPGLePkhidCMYw9CIJQcIqVdtS/poiiyMnFYc6W9ssSUiKfLqYintUqlbiqb5bzQq2h1Wo5hzzPMVUN0hIfn8YUBIE7HICpGlqHlv1SXxwlTPXj2nXk+6z2azWuZQLbLyvMUaDjptZ7dK05Xpq7SLSowSmjsoIe21VmQw3QRyR82iuAkCCl2oYKFGzP+pL1Pg1g0dJ4NmZAGbFqCpwDy7TZL3WPEN/V7MY+WdMgwSegROGXJebLDLq2lln5hFulKaQPPC1HlQpdW+Z4VqtVTCYTHB4eumpJPMObH64/9z4VDCovpB9R1jRVhKxiw2s2Gpft029P3CDjm06nqNfrofmyFj/uP56apcJBqVRyCka5XEY8HndnJadSKRe0x5zY6XTqSlMyXzcWO0616vf7J4RxrQKn1a10PBeBB6LRRm0c+9Hf1CwSJS2RCNk8Rn1GNVq7Ye3fatIgAVambsegGomPoPsIkWW0eo0EkqYTjv8iPlA19+o7dU6jzFjngUeJ0PnWO0pj9IFuOp/2ad9j36c4pu+O2gv6HP9W/LbvtoTX1wfbpg8vdYwWvykYakCNtm8ZrWqvVsC2c6DjehTw6SKwSKMFwmtpcYFzG4V71O6Ak5H2qt3STaBxMLFYONWP60P6QaZp+2bxMQr3CD5FS3GB7j59j0/jVmFWaazuMV8ZVQ3Gs2ZeCgHxeNxlBdgxWS3WCpwXVTguzGjJLKz5i9dUAlKEUS2Ynaf07TOpkCGy+kkQzJOsLQOwEqK+kyYDphJpYJCaZrQdLpiCMi8tN6dajSKELmQikUCtVnObggnsdOhzvFaa1G/OkzJu9oubid+8T9dMD2tQwukzi/K3i1ZDebVB5yydPj5DlUE8vrmyWiCv672cb/WHKahWqBqrWimsNheFoz5mbgXLKCZlccUKpXynHYt1C6gmbdv1CcuKhxbfLV04D9g58ZmelxEsQT5NwOIe861rEARoNBruAHPiKNOAALgAJ1Y4ojZIjZb4Ty0PQOi8636/HzLtJpNJF8zKfqqmqUUyuPYqfJEeKj5oyhljVOLxuEtlUmCbPMGHNIzv47vVdEwBZDweY29vz+UgU5svFAooFouOhwBwc8R9y37yw5rdmkZF3/dF4NKM1ieBAWETkyUoNgE4Hg+Huytiar5XPp93iMYBq7RHhNUgLP6uAVpa35PvZfCVEkafRquMiZI/kUsZIImP3UyMRm21WiG/BCPxfBqKEiwyTkVo3dRqpqQAw981ApHtWh+Orh/X6lEAS+DIaHWO1USka6tChuKdapDKmIBwio7142t/1Axno4XPymijrEYWFEfsfLAfs9nMEWfdo7w3SnO32oRvDnzM2LdG9prFO/ubr61lhCgt3VpWgHBAqM96ABzjZb1ex+3bt0OBbQz0IfFX0zCAEDOzQXmTyQS9Xg/tdju0rjzLFZgX2VDcpU+TDEwZqSpOxAXFDZpvlSmzv1YQIfPlmOLxuCtqpPOnUcekraPRCHt7e67mNnnG6173OmxsbITqBOhB9BwLg6poFeDhIhwTBZaLwKV9tOcxK6oqTlCzgq9t+zwwP+7Np4Hp/8CcoFnNUzU2Smzc1CrR69/aB6sV+aRWBSvpc9HJqC0jX0RIffOkfbdakzJUq81Y8DFeOwfLBj4mpGtuA9iinuOz/CZhUCZihR+dZ8totC/6t35O2z92LfQ5fY8P9DerebNt1Xyj5pLPW0uNz0wYNXb+fxZaEbWejxr45l8VBAp/lhbRrEk/ofq5gyBw6XxkiAxo08A3MlqNFSD9s5oZn2HsCA+XV0bLIkE8IEEtNtPp1JVTbLfbLriJH42fIe22Ub78qAWNNH4RHdJ9QCWK8817GWehfIa0gffwvarVqjJohczzwqXyaIG5ZBGLzfMwCZZBUQJRpsZFt9qfOqH5PyeLTm9FTs2lsojGb0VyOr4ZVEVp0WcK1PFYrcWatHzMXgkHF5sFsNXUQ4bP+9Q0owSO88/za33+BPZfI0v5HhYq0FQWnXcNAlhmk10Uo+TYNQ9Wgyr4rAo0dpy69tQQlQj4GJ1qKT5LCK+fldEqAda2rNBm+2E1QSUSqqHr/ZrCYAUwH3PV/WFxU8e7CHzaq30v52iZ8dA3biugJBLHudXlchn9fh+dTscxNtUaY7EYOp0O9vf33V5dW1tzKVS0zJGB0rqn1i1VZkjL9JxlMlFVMFgxLAgC3L17NzQ2Mlqe5sMi/ITxeIxGo+FoKOlHo9FAt9t1h03o6UNK3xQ3x+OxO0SBSoilaSpM6N4oFAquclu73Uar1UIikXDHqq6trTlLALVX0t/ZbObWhVXhKDxwLpkvfhG4VB4tcFIys1ItQQmV1bo0UEPvVWnemu30JBUijDJqNWNQg1SCaRk6TSNq8rVRdpbQ+LQf9l+/FficpkvYvihRtpqMmpvUt2qlYu0XtTolqLZCihJ9+4kayzKD4pVPGzqLlqjfyrjs3FhQxmOFrChN1LZ12rxbbSnqd+sGodnOMlMS+SimtkijVS1Z+6/aQBScNo8678sOvj7qnmWwjp4EozEi3JeDwQCHh4cYj8fuxB2evsPCIJx7rfOrpT3tvPF8Yj7DyFp1J9AnyZoCKiTyUIFsNuvKyXLdRqORi35m2iHbZDSwCr90n6kbhbSZRzUST8l8uY+Jn5b2UaMtFotun+m5yP1+37WjKWkUNDTXWCO31XWmvOG8cKkSjFwE32ZRB79llj7zpM+UabXZwWCARCIRGrwSFM3NDYK5E12ZExGJAUjUgon8qiHY/33vO800FmVGA+bSptVc+RsRVHNkOWe0JGhQmb5P77XzrWthCaL25TSGssxAKwY1eWuNIPgYAXHXrmeUJqpCkM+MbN9h+2EFGvus9sc+a022i7RC3m9xDZgH8fnW3GrOltHqfb7n7buiBDrfc/r9KIAPvyg8p9PHB5ID81gL7kPSH/oFeWLN5uYm1tfXHQPjfKslT0/60bXWvc3gS9JYZdgAUCqVMBgM0Ov18NJLL6HX6znBgHuJVZaq1aqzFnF8rBVOukTa1O12kUgkHO225RJJpzkfLLyj2iu1TjJYH56paT4ej4cOTuD8j0YjHB0dIR6P4/79+zg8PHTPAsc1l5n2w3kl7lqLzXnh0rWOozYIJ8SnsWlQiD5PhFFpT8tscdFYNg4I5+ayPWpw6rxWabHRaISkFiVgupg6uYrgDKbx1bj1gbXt6+JZjV6rphDJiTxqLmFkHJ37wEkmq4KNarq6HraffBc3kPVxPiqQSMyLuXOT+xighUVjVcLkE258plSd+yjNbJH1QK0z9n0+5ms1GmWQvB6lsVoC6Hsf7+W3xTnfeKJ+UxqwKCjvUQFdB994mLtKIR2Ao3tkBNPp8alKGxsbSKVSuHLlCjY3NxEEgTPNqplfTZs+gZFa2Wg0choej0vkiThkgJPJBAcHB3jxxRfdoRNaJjYej6NcLmNra8tlcVhFqdVqYX9/35ldG40GgGMmFovF3FndpLMEtk+zMmm1Ha8KsoqHGvDFghXb29sYj8fY399Hp9PBYDDAzs4OptMpXnrpJezs7LgTklKpFFqtFlqtlovG1mAp3dsXgUvn0VpQIuZjxFZyP01r0oFZaSbqXp8Eov5HmgfoS1DpScenBMsSiijCoGOLmidLdNlfEkGfBqNmZh9BVDNblFYThSRRBJbz9igyWs6ZL+CCYDWts7a76JplSou0TR/4cGnR/jhLPxU3+P+icfjed9qztr9nHc9ZmeujxHAVtN8+3za1NTJcpqZQSSCR9wVIKh0i+Gie3cOaqqJF/+nz1Upzqo2r1qgCvq6hjWewAUaa6WH7yz2rgVMKPpqo86kBr76qZ8wvpqbNc22pbNF/bU/q8Qmz54UHwmjtwIE5U7TalO2sIotvIinpqEZCbcsuEhdZJXa+v9PpuMOAj46OQsfsWU3EmmDYT77fx5Q1kMT6DoCTfjRFTtW6OWe2bizbUelOo/cUwXUMeqgAhQydY2tR4MbgnGpB7UcBFM98gXBRz/A5n2/VB1bDPE2Y8b3LEkrft9UAfcIg/7bvtlK/jssKbYoP2odFECWY+gQz33t913y0YtnBp9XrdY0tIaNiykqj0XAmTGqZwFxL4yEkpDHWwuFTVhQXyRBZnSkePz4wQ9Nl1Feay+Xwmte8BtVqFQcHB7h37x4AYGNjw+XXskY814tMbDY7rqNMDbLdbjsfbbPZdD5Sap+sj02ap3Sf1Z/4f5TFMBaLORqoPIhCBF2F7XYb9Xodd+/edZaD2ez4wINCoYDpdIp2u+2OfdSiGhrr8aprtIA/oEQ3rDVd6uTYNmw7/FtNs5Y524Gr+QuYM73p9Pjg9Xa77XLIxuOxk96CIAjldKn/JEqy14W3BJGbgsRPfWL6rcSdkiWvWy3MzmnU3KhmDMxN0Cog+BBGGa2alO3/ywzKKLgB+W1TBRRUKPIJRL73WA1vkcRriaH96HuiNL0oLTMKPxUUlxQ3ovZd1LgXaZ2+Mdk+LpoD37PnYfqPAqiJk1rhaDTC/v6+25/0fXJvTyYTZ/IF/GZ8pTn8TZlWEAQhba9QKLiAJWt6zmQyuHLlCsrlMobDIdrtNqbTKarVqus/i1uQPuqBBcPhEM1mE51Oxx1ewEPYSWeZ48ozaoHwwSWqXWs6EO+zeEHNny41jpdKGs3me3t7+NM//VMMBgNUKhUUi0UAcKdZ8QxbVS6U0S5yD54GD9R0bDfYIu6viGA1N9+zNoKUhNESB93YzA2jVKMRbVaD4fOqDfrMpvq7RidbSd3HyPTbjlU3hCKdT6vRNrQdX/vWh2zbUwZMU5Fdm2U1HUfhl45Nx0GiEIU7/Pa1e5ZrUc/q7zY9KIp5+hgO10HxxfYl6pqOV7XbKHyNGpsSZd+77G++cS5iqo8yRM2HJdDxeDx0rCVxkpprLBZzBWwo6FqBzlpUrODue6emUPKdilvET1q1lD4wCKpcLjtfs8arMCamWCyiUqkgkUigXq+j0+m46F4Wgej1ephOpy76mAxVhQbSulgsFkoztMKhzr3OP03ydBEyB/jKlSsYj8cuzYgMmgUsGNClNE8VG/qmzwsPpNaxfhN8DNNqDlTxtT5llMNZNTMyN23HZ34aDoeuAlOj0UC73XaTTqZq38nJ5AIrAgbBvJi/EhPNg+VHGTLHrto9tWaOQc3VlhDZTUDzMJm9pm74tHIbja2+G84/pVstS7ZofZcVLJNVDYJBIVrNi8/o8wpRDOg0hmrv5fpZM7zdJ1EMSZm0+q5OI776v5qRFb+sABclJGqf9Drx3TJuG/AIhH3+p9GQRw2UOSjjIKiViczo7t27LvVkMBi44L2NjY2QIK00whd0p2vgo6PcB0C4gIMGYVL7pFLCFJ9UKoXt7W3cunULuVwOtVrNpd5wPXn+MTVwuupogiUjA+CsifH48ck9akJmgQ6OJ8r1qHNAwYFAQUV9scPhENVqFdvb26F5GQwG2N/fR7vdRrPZdOf8ajooaXsmk0G1Wr0Qblw6vQdYTKiiwBIIH2O2UqHVPnXyfcSBCMWPnsFo+6H/6yJqMAH7as0YysCi5kCFADJKfiuoBmkJl2XAvnFbRuCbV21bmaqVmvW5RYxlmcCnVXDduF6+eT9LG4uu6bMWRy1D03ZOm9coxmbfQ/xYdM2+17Yb5d6J6pcVohe1bftvrz3qEDUO3xqQebGUIe+hwE4rnFYn4nM+gcq319WHC5y03FFx4H02eIm/02ybzWbdCTx6KIviNJWUfD7v/J88zo/MiswcgMvH1VKKKqzouNWPbOfbp+VScdA55KlHtCJwjLR8arqkpm6yfZrNL0ILL8xoyWyYamM1Ni62mh81Ak21MmvqsMyQ13QT83llwJbZ0VxBBGa/1GfJdqjZ0Tmu0hQRhc9rehFw8sQHwL8p2CeL5JaR8nk16fKanRPVUH1M2PbN/q7t2yLdVtN5FMBqctwgmmDvE7YINuDI/h7FHKOYh10jtTpY4hC1npZh274oMbX99Y3XjstqRFH3WeZ9Gl74+u7Tcs/av2WGKAFV95CmyrHK0/Xr1/HUU09hMBig2+1iOBwil8u5OBKama1Qz/XyWQCtAMR7tU/AXIul1sbCDkdHR2i1Wkgmk3jd616HdDqNra0tV4fYCowAQtYaMtdyuYz19fUTKZX9fh/T6dSZyvkMq13pyWoUSkiTbL43cLJWeRAE6Ha7LqWHmrmOv9PpuM/h4aHLodUsFMbv0JJULBaxtbX1cBitMgtKRFoHUz8qLVl/k0VMu5BKAEmILCOymgN9szQjsG+2YDYAF02Xz+cdo+VikmGT4dIcolovCaNKXlYIIEITIe3BCJwPjkk1TX2fEjsl4JbAK6PVcHX7HiIWfSUqPPk21aMCHC8FKY5DiZZlnKotWm3Ed7++x8dY9H9ltIrzVsjSze1jTJa5LtK6bT+tBqS/2diAqDk9K+PzCQpRc7TonezrMjNbH4MFcEJo4noVCgUUCgXcuHHDMZ/d3V20Wi3E43G02230+33k83lUKhUACOEE18Gal1X7I+2y+14DrVi8hzSs2+3i8PAQ9XodW1tbePLJJ5HNZrG9ve18qsRPa7pVE2sQBKhUKi6gSs/KJR9gaURgnmOcy+VCh7PzXapJki7aTA8CGenR0ZG3VkIQHJdoZHQ0q1qRxtOtxEMYlNFubm5eKCjqwozWR3x8klWUdLdoI1ui4nuvfQf/ViRTbY6aNO+xGtsi6dqOw2rP6jtV4q5EW9vW+3zzEEUQfYTUtm03le2DD5ShRH2WESyj8F3n/6cF20VpameZN+1D1BpH4ftpjNuOzban6xu1Z3xj8eHWIiZrx+kb81n+P8vzUWN4FPCQ4MMhO9dBMLe2TCYTl5KiDFJP4vEFPloBKWpP+PpMN5gqEJpDGo/H3QHqNqeV7S/CNWqnUbEq9j71LfP9AE4IElH7m0w5CAIXaazxOLweBIErOUmTsVosLX3nPPGYvYvg4YUZLSfeOuatJsfrAEIarZVsKVWpFqZEUc3L+g4NatEJ0uIUPFuw0+k4yUgPrWbf9BlNhfFpqbPZzPlSbHkzAC5PDpgfJag+Yzrao4gs3+fTXizj0DFbM4qaTXzzqZo955HBQyo1PyqgG4Wgx2MxAtLHmKzvS9tb9LcyCSWQisP8Xec/SoCLItyqJRFsXICORZmwD4/0nWoV8jFFn9CgQqoN2LMENep5e20Rg1p20L6r1knrn+Im76XmRJ8m6QmDctrtNvL5PDKZDCqVijPLKp6xbbXwRbnl2B8yN0YPU5NlYBYwP+OWfll113FNrDapa8V84eFwGCq8Qfygn7pYLGJjY8NZFZX58m/yGU2D1OBAauhknPV6HXfu3AEAl840mUywv7+PyWSC3d1d7O3tYTAYoNVqOX+xHibf7XbdGPL5PLa2tvDYY48th0ZrCYhOfJTvCYg2u0W9U9/tI5BqMlUGF4vFQj5ILpg64m25L7arjIdaMiVBpg3xfj19wvZJCdRpUqElxFG/6VgIKpWdtX3dnNwYPml2GcAyVF6zDJASqdUMotq086zfvnsIVmhUM7F91rc/zgNqlbHCqfVhRY3P971Im43am8pofR87P7ZN33t8WsujAHaulCYSrPCuhSyYW0uFhNWMiLcahKTz7qMHPly3tFpz93u9nis8AcC5k8h8onDKgrbvK1/Idvg7Y2P4Hj6vypDSJNJftsdr3HNaNyEej7s0Kp4MNBqN3Ck9nN/xeBzSvtmO5jzTjP+qMlol4IoE1gQQRVBUSrFaiJpDVPr1Se/24yuuEASBC59X8wEd8Mlk0vlJVOLTJGUiNBn2cDjE/v6+Cx+nBMpjq4rFovNpaCkwHYuVyBRUElUEtf5pnQ8LPqmTc9rv90MID8AFDnS7XXS73RNnOC4jWA3BR5BVKrb52AqLCP1pmqbPQkMh5axMw0eMNJ7BWjssM9N8S7u2p7krfH1bJPTqPYvm4yxwGgN+FMEKLxZ/+DcPGkgmk2g2m27NeFb1cDjE0dGR0/T0iDl9hzIhy+hUuwXmeEZL3Gg0wv3797G3t4cgCJxmyVgV317Qb18wKK9T46Z1j4xN388j6Waz4zQhVsWzffcJDKRl0+lxbeR6ve6UHqbiqD+62Wy699IiSfpglUJq3WtrayiXyyiVSqEDXs4Dlz6PNgiCkFqvdTLtwhNUilMmowtnJUMumpW62bZKNZZgzWYzF9VHx/p0OnXm3Vgs5vK8aPKjhKlmHwAuirndbuPFF1/E4eEhOp0OGo0GgiBArVZDoVDA2toaKpWKQxKtpEICSme/5rhxbD7mS0Y/m81O9EsZjdUStLoT54jBFpyvIAgc8rVaLTQaDUwmExQKhQufwfhqgSXqKmAAc6FuOp26CEargWlbbEM1Rvs+y9CUuerHWkV8f7M9Nf1ZwVPHZYU2fT+fU2Ks7g7LABZpiufRQBdpsmcB3/2n9W+ZQfeu0jUgHDOQz+extraGfr+P/f19APMDMabT4wPVm80m0uk0ut0ustksyuUy1tbWQsVoaIJW4Zx0h/dpEBEDn1544QV0u128/PLLuHPnDvL5PF772teiVqu5XF8rfCmeKX1RoZDvIc1meUkGQMViMedDzWazaLVaGI/HTrMl/V0kpLIPjB7u9XrY29vDcDh0AVyz2cyZw3nOL6Ogu92uwzE95U0F3Gw2ixs3bqBarWJtbc2denReeGCVoRR5okxiVvNYpFXYti1hOk2L0faiiGpU22rWsb+T4ROJGEVMv4bm3VozsW/cSrRtv/jtI2i27z5p2T6nv1lfogaMUWOnMPKoEDvfPOr8Ko7qOitBvyyDiMIx2z/fevnW0/5t8cXHkK31wjLMs4wxiqFG/XbWufDd57vuW49HBQ8t+OaFQAVFz1xVHFWhnAfFZzIZjEYjZ3bVdqMEQ/0mzaLLS4+EA+aHDkQVrfHRI5/rgDRFXRoqAPIejk+FYM6N3S8cnz6rdJj94Lxqrqy6+nz5yfYdts9AuErUeeCBHirgU/F10n2VcVTqsRK9Mm6tV8sKP+qvUPs8n6WtnqYK1tjUw5Jph8/n885kzH4TURSxtJRjJpNBuVx2tT8BoFKpuGOoaPrR4CJKnpQ0+bG+F45B51A/TCJXidWnUahgAMCVHOv1egCOAxYKhYK71u/30Wg0sLe357T/arW6lEROhQdLFGxQGO/JZrOIx+OhqjWqQUYRK95ntU19JwkGgNC6ahqXrq3iuIINLqEfTfuh/aO2SqJCnFXLku4ztmXHs0gY1T3A/i0SYHVufARZ5y2KGdtgsmWFKIE/FguXcbUCOzAv5A/ApfyQvpCpErc7nQ4AuODOdDqNjY0NlEolR1ctY9Di+DShHh4eot1uOyYbi8Xc+a08Oo9Bo7S6se92/ZWuq2Y7mUxCtYPp+2XRCJ03pvqwKhR90uQH9tCAeDweYpi0MsZiMWxubobWYDY7LsVIFx8tlxplrMUpeI17JxaLod1uAwAODw9dXepr166dC0cufaiAgk+74n1cIEU6/kYTG6+rydlONtvQKh6WsQBz4qMnMZDo0cTNjQDAMWD1ndroySAIXImy8XjsHORsDzg+QDmXy7koVytp2TJqakanwBAlsChQ6tRjrqyWpvOridg0pdMnoodOMzq7Xq9jOp1ia2trYfDQsoDP2mGFQa3swk0KzHPCgZNRvFHvsWDnWf1MWvpOJWLLaH1M3v7GPljTpE+LIKGOxWIhv76+I0pA883povmNmhN+2yDI08BHW5YdogQ0n4am1yj8Kg3ivXRfTSYTdwIOGSTTTQqFQgh3VGhXRYF4v7Ozg4ODAxfsFIsd5/Xy0HUWpiDeAGFXllWe+K3WPPpMmY3BfrDGM2kzn1M3ls2UoIKkdJMHFajgxijpVCrlzpSlsEDfMJky8dEqiD63IZUSutTi8firx2h1E50mdfo2LBB2oltTmtVuNQxeiYMNkrLSpS4CME+7sYepq/nX97wPkbUmMgk4Q/HJBFUa48YBTpaUtO/Vd/qCDdS845t7nQsycc0py+fzCILA9ZdMNxaLOR8QC3GfhTA+DIjSJAhRWqkKOWfRtHwCj+9bmYkWCLGmXp9QAJxeAlGFUWtSs31Ugqc4a+fPt3cW/W2/ozTWRQx5ET759u+joNX6wI5FtUIF0rlsNotiseiIvY0lUF8smaJGDVs6yj2vcStk6OVyOWQJ0mISGgTZ7/e9floAoeJDDEDqdruo1+tOYCeTshox9wj7Rt9sPp8PFe5XYUMFU9JzxS/rZ1WztB4YoPEqPiGXChHpYrPZxGAwwO7ursujfeqpp86FCw8k6thHPOxv1uxAxOFkKzKSiXAygGMGWSqVQsinAUV8h5qbVHovFouIx+MuHy2RSDhTAgMDqKWSgfoIBheT0coaFAYgFLFMRqiHJnNzqOZsx07gWLWaCu/T8yV9BFiJLGuqktHy2VQqhVKphEql4q6PRqNQ3hnz9paR0C0i2L7+ctPyWy0kis9sW31LiluWofBv3cSKk1pKz56L6zO/cqMTx30mLh0/95ISDWoFJICal+jbj1HMP4q5su/sv37rHJzGdO2c+5jQowSW9gHzmgNWKFIcSSaTqNVqzgJSr9dD8RNKe0qlEra3t13ep7oMADghn2ZVWjPIMNfW1rC2thb6vdVquYPQe72eY069Xs9lZdhAIGrXSqP29vbw/PPPo9fr4e7duzg8PHRZGOwTx0VrXyqVwubmpit/S+Ge49K+cy/S1aeg46EWTbNxu9125mOm+dHqaHkZGX+xWES328WLL74I4FizvXfvHmKxGL7ma77mXHjxQI/JW3Td3rNo4ykxUGQloaCpUyV36+eyGjKlImqbiUQiVH6Mk6/+MJ+UrovNhdL3qe+NRF01Wm4kq/Gwbd8cWWbANn2RyVZAYJ+0fTJfmmT04HlK0qVS6UQpxmUFH3HTv1WL0PVThhM1/9q+tmOZi51z1S7I6HzM3H77tD+14vjGbMcbhTs6Rn2nZWa+sfv+tu+xzy3Cm9MYro7Hjm/ZwM4pwTe3vuf4t80nVcEJCJ/+Q+FZXUZcA40ytwI6GYwW87f7QOsMkCbwfdpvrSTFb/plmbIzGAwAhK2Xdt9QAWLMCS2X7INa/6yF08f4Ld5rsJRq0bo/7VqpSZ/ZKvV6/YSwe1a4FKPlQqhPUzttEUnTWHQw9l5dbEqDRBB1uOuEAmHJkcyEWjA1UFb6IGLTiU5tzxc0wjb5DiK8ZWB6H8em9n79W4NQqC3p80rA9CAGZeI0sfgImo1atD4hau5qflIGRFCT6qMEUcRPU9FY+o4+G59lRtdT58IKerxuoxFHo5E7WJoBdCSU1s+qOM01Y8oVU8pUO2GOnxadj5oHahBW0IgKXoxa8yjT8KLnznKP3mev6TiWGSzNOAsontE3OhgMUCqVXHt6hjbxZDAYhNJflA6qJmwD5Kio8Lvb7ToGpBorUwBbrZbTgmkV1JgDMrF6vY7BYIC9vT3cvn3b5aryXdQkVanheMvlshMwZrOZy/FXRqx7k98MDlNaSeGBgZ0MhmVktc9crIKMpgJqVcHxeIzDw0M3nvPCpU3H6uhWZzgnRCeH2pyVTOxmV7+tEgSaM/X8VyWQirRkzOVyOcRo1SzNsltBMC9EQb+E9lsFAkqDvB4FfD+FC303TShqQo5itJQWKTESGWg24ka0QgH7psEK7BclVNXuFaEV2Idlh0VakP5GIsF1iMViLgpRrQ8+KVfxzBI+/q6MlnjVbDYBwAWwMPLZnihEAqnMv9lsotvtotVq4c6dOxgMBk7qLxaLjjBoHy3EYjGHRzpGdTlEMUI7fh27ChlnZbBR9+m3Xn8UGKyCxTf9Jthxktbl83nE43HHaAG4aF2dOz3kxBc1rtYytaJYFweFN8ZnMG6Dvsx6vY4XX3wRs9kMm5ubKJfLIVcY39fv93Hnzh20Wi3U63Xs7Oy4vvE+mp9Ho5FTEsi8yWgZxMRj9HROfYqY1V4Vp6lRa6QxFahFjJaKEM3QPKie880I5PPCAwmG0o9P4tX7gfnEWXOAMhk1l+n91pyyCMhQptNpyKGuWgqZnSUCp21y7RfHpGDNk/qcbkSfKc9+W9OfmlJ8xMnXPsG36XXtfCae80rprxb4tNaodbPrpWuvlgWL1/q8/fYxJe2TWnG0fbtXNObAmrr0PGUVBhOJRCiIj3hhccSHK76+2L3qm8coxul7Nop5nuWaj1E9Sgz3on3lOJm6R/+lWvXIOKlgWNOw7QOFaJ+QSKYZBIGr58vr0+k0lFrEynncM2rhISPTSH72V11cipekzQx+In3WuBcfbdU9Q9D/KWQw20QDoKKUGZ8wqQqOmpwfqkZLYjUajU4EjqjkoxuIE65arppBguDkea32eDu7OS3DyGQyWF9fdz4ylezJfDWlh2NSIuljmDo2S8z40RxZXVg14ajgYJmb+lkoCVKrt5HMFnEUVMtS4koinUgknLnFhsDbnOdlBZ/AoWClVuBYo2UN1G63CyAs/Suov1XbswKNrjd/Y5SiTytRt4C2yYhNlsNk2hXxVvdet9sNWTnYDwaL8OQV21+Og5ahKNzxMVsrGEQx2kVmZtsPbX/R+78QwIdLijPZbBZbW1solUoYDofodDpOg1PmRqZngy6VPqj1gnigR3XWajXEYjGUSiWnRRM3U6kUWq2WS9NpNptIJpNu36jpuN1uuxK3PPhdU9z4DC1JxWIRV69excbGBqrVakhbZmyIWlw4V6RLVpslTev1ei4vt9PpnCi3aPHQKnxsk5prs9l0bV4GFy+dR2uZm0oPPoZIsFpqlNan0opqBqf1JwgCt8D6Pi4U302Ht20HCJ9MZH9XJmcR2jJpBfWVkgFqn31BUhQEVENaZLa2xMr6ku2aadCEleCWmdgpcbL4c9pzuvY6l5apsr0ooc76O61gpZGN6gvmOlNq1vZZl1tPI1G/m/aDfiQ9H5rCq8YDqPtAn9eUJJ07nzWGv5/GQKN+882jbfu0dVtG8GlFp4G1MCgkk0kUi0UnKHFtFbc0ZoO0TgN1SFfJ7IgXVomgcFgul1EulwHMhf5Go4FisYhYLIZWq4VOp+PcHfF43AmJZHxkZOyvnhKkf+upPdVq1ZVn5PgUl602q3PHfcF7aO4djUbuIHer1eqaKa7b4Cg+Qwatn4vApRitEhfVPpWA8z4OwJoWfAyVG5z3q9aozEkZEPuiQEQD5kyTCMLTGrhQfA/b1rHZMVshgcijC6Zjtj40u7CWAXJsahpif22xjaggGCvt6XzpdV7zaSfa1hcaKOEhbug86fr4mINP87KMSYkdiZP62a01Qk3HfJ5BIsz/pqZAJprP50PWE75PK4ZxbD7flNU+tT+6pzheizuqXfvajrp2Foia12WERQqAgmXIutf1b2qApVIJ5XLZEXzSO7Vi8KM1gvWIOc4f5179plqhTukv333jxg30+32kUilnWlZtkN8s0qPBsaqEsG8ssMFxMZ0HwAl+wXnlt6V1Og8UmnVP63OWVipe8R7uFw2EYtlLbesicOlj8myKiRJtu3nJNJTYcFEsgSGCkBFqdKwyMS3CYEHNaUQ+VnWilE/JUAUALoCWfbS/qYmGUaTKQIMgbCZWpPSZmglWY2A+22AwcASXEauq/Wr/SLQ1OpvXNIKZ46bp2IeIy85kfRrXIlBiw6AkBrhpgIUVlnxtq/YQJTxphRmfJqiMjFosiWkymXT5ziSK6htTLZlCGN0LHJtqQYobymDZNxJ5e7/tu+95y7TtnEdpbz6wfXgUGC1wtnQen3BtFRFqmNPpFOvr6047owlUaRPT9FjEQrVGn7ADhAXAQqEQirQlrYzH4y63dTQaYW1tDQcHB+j1ejg8PHRlEtm2r4AE+QBNwolEAuvr61hfX0ehUMDm5qYr72r7p3OqCoLSJzJTjb4m3ttqbzZQVwVQbZf7i8fsaZ0G4v5F4FKMVpHkNHObhajfz7MRqdX5GAKJmDXlqvSmGqtq13yH1U71uu9jpaRF/T/LXPg0BzVJn6Yl+DaZ7x7fR/u6rMxWN91pYIUZa5XgBuPvPnzSZ7XdKM3LMiyf1SeKkSgxpCBAf6tGkrM/qtFafNR++nDiLNqmMlH7t23DN3d6Leo9dg4sbVl2Zuvrv2+sPhwBTh49CsDluvPQAZ9C4VtnbVsZhV5XK6FvbhOJ41OEKPAxTY1pNaroWCC+W0abyWSQy+WcSVw1zyiI0koX8Q99ZhFe2v+VsWs8RNQzZ4VLm46Bk5VP2CE7QDV78rnZbHbC+a31YQnq/6UkB8BJeBpBp++0JjoNKOJzzK9SZzklOxt0pGZi39mEvoX1LbQlWroJ2Be1AJAoa91P1SwWMQadC0rAllFbyZF9YX8eFfARN4uXvEZrBXOKaTnw+WkVgiAICW42ZS2qX3xWBT9aJ7Rajs47U7CsBM+2mOKlOGrPP7ZgLThWmLNBKHxGcUTn0kfc9Lr9O2pu+LdPcFlmJuvro88qEAUaQ2H3c6lUwtWrV9FqtVyaWBAEoYBOrpe6sohfvngO/U37SfxS8y/x78qVK6hUKuh2u8jn8xgMBjg6OkK9Xg9ZBn14p5WhqNGSBls85LeuP2MWVLjUqlQ8hIFVoEajkZsvmoA1vZFjZH81UJYWTzUbq5BKrf+8cClGy45HEWJFGg7IOuzZeZWsNDdQJQoNskqn085ZHQRB6MxUy7S0f2RWykyIJGpKABBCWPaN+adKWMkQLaHR/ljNm+PW96m2RGQio1Xmbwt+61wvWgMKI77qJj4JkGtk/dTLBlbLPO1eIOzfoelNGYjPX0RQvLLpC753+Z7XezVVxwpzXC/iCxCukx3lS14EvvgJHTOva3s+64odpxXcztIfvsdqZFFWgmWEKE3c/h+FS0rIrfCi5uBisRgqokDapRWbKLRZC4e+z5cRoaZU0hu63gA4U3Sn00E8flxrAMCJoCGllcTNbDaLSqWCdDqNWq2GWq3m+qa4FCUgM8hJ6RP3C3/jh6dy9Xo9dDqdEENWpYFCre4lTenRoFnFwbPitYVLp/fYjaKdsSq/EiiVms+i2us96hOlT001RB8B0nsIykTorFemGKXRWkTifPiIFb+1LxrQwGvW0a/SmxZZUMSw8+TTTjlObjCOjb+zH/xfhQ4dw6MEUX32bRDOSyqVCqWn8f5FTMC6CyzBtAxw0SYlbgEI7RElgGxD9491I+j4o+ZB8dHno1WNnm0rfi/ap3a8UXCaFvuoMFlg8TxHCb+L7tP2qHkyGIn0jtWTNK9a7yc+aAyLZbi2Tz46aoV5WlkAoFgsolKpYDKZuPgCzYogbrK4CgO2dJ/4BD7OBemfWvXU8kPmq4xWtVuNNPa1r3NCumzjWh4UXJjR+lRon4ptKzhp6gEwD1MH4Ai8lZotk+RRS6z8wfs1mEoJlCKPTiCZZhDMTXBKJBmEYokYPxqwZZmbZcQchzIy1VQsQjMwB4CLQCwWiyENx45HA5wYqUyNza6RNTvTbEITTZQ/aFkhShq213z30eVAt4T6aOw6KpO10b76Tl/gk5qrVJDhszw+TPumOGqj14E5rtu0sChfnmocmsPrS+i3goPdRz6wfm5fgJUPdF6tALPsYAUqvRbFbAk+4V/HzPWfzWbY2tpCPp/Hzs4Oms0mptP5eduaR6sBk6qZ2rKfvn4ojfLFEWigVjKZdGfh8iAC1mu2gqK66tRaaRUjfa9lpDQTk1axBjErBQ6HQzQaDQyHQ7TbbfR6PTf3nENVPrivOHYtUGF9z+znRfHxgeXRLtKw7IJR6uEG97VnNQm9pn4IRXKfj8AyIQVLALTfltFaJ7zVaNTPctqcqeZgrxGIFCrR6mHEi7QIy4DVzGi1aL7DBhv4JMBlAx+Buwhorl+URnsagzjLJrTrbBmaTTPSeyyBXNQvZZC8l9ftc7o/rXvDar4+3DptvFHMJwqitNplxUEFn2bK+fatKcE3R/o/BS6md2mMhQbtWAGQ+10tdPZ9/N/3UXqqgiHpYi6Xc4yZghurPfksl/ou/Vtpkgql1Ejpj1YFQn2vau7lh89YAdXSRFU6VMCOwt2L4uGlfbR2EQh2sVQtV8nZRrxF+casVGWZBm3zGmDi8x8rM9G2+a2aDNu237p5dKFs+/yoFKd2f15jeo2C+qN5KHOhUAhpODboRN9NBq2BZfQF6piDIAghpY8IPApELoqI+e6x/6ufNpVKhSwkPmZmJV0r1Ph+Z3ua8G6FNbt/VBizYIm6EixtR9f1tLlZJIj6mKwPL87DjHXcPjP8owZR4/Vd9zEen4KgghaLWJRKJRSLxVAFN8WtwWDg9jzbZxBlOp3G5uYmKpVKKIjPCvB27W2hBtI1LZ1IIYCHE7Atm0JI5Yq0n9okMD/jVs3R3W7XVUrjNRbJ4L6iZqt18G06qM4Hx8f+sA/UmG0az1noyyJ4oIyWHfIxThtBy/tUY7TmL/se3ZRW8+j1eq5gdalUctqf+i5oYtPjodg2mTcXkO1a04kyaZ+0rVImF5zaKOeDY7eSnK8NhtbXarVQOz5BgM+R6HJ+fZVW+B2V86ywrIzWR5gsLOo754xzNBwOnRk5qgKMClm2nahNyN+1dJwyZhIcX4QocdASZMUde01xQ6X6RURCCaDCIsHrMoxWCXmUr/tRZLYWorTxszJaXqfrKJvNotVqOZ9nq9Vy5k6LWzQts2Yyo+vj8bgTLFUJsIqMFdg0aBWYC6iKu5oRQhM0mZ+aZ6kZM12NplrmhU8mE9f3o6MjHB0dhcaj80X6Ra2WdNdaI6M+HNtoNHKuSBtZf1mryqUZLTujBFyleJourFR9XknZB1xgZZ5cpChN25rJCJxYmiR4TRm2zzSk4+Wi2cARHZuPofnGrkxSNfgogr7omu2zgvbT94xP03kUQPEtiiEQlOATn5T423utcLPo48MBC2r14Z5RImL3ilpTzsqUzsIAfTi4CFd9cxk1V1GwSKD2/b6MYMevY9A5XbRHzyLgkg7pEZlkcFofwGdVU3ykPxOAY4q2H1bgU7+tDwejLIiKSz4t2Solai5mJDOjia2SZBUVO+4osPismrbPxcj7LsNsL8xoNc+VTEolcp7z6gsht8/61HTLCH3MnI55IgEd8iy0zmo6KnHR1KAbYDKZoN1uO4mGCdk8r5UF6InQSoQtKJPl3yTcfBeJqSZr8xn2LZVKoVqtOpOPL91J/XmLGLkGaNngLg26CoJ5krk+S7POssFZBbNFG0TXkdGRTPWxFbM432oeVhOz+lipSaq7hPOqgpvWOmabircqYPlcHppHybH4LEOKW4qjyhCsgGitSJxr27ZetwR7EaP07aNHWZONwscoQY/jtOlzVvDm38SvcrmMa9euuSL+XK9sNosgCE6cpEPLGM28nU4HQRC4Ay8YLGktDCpk+yxx9nAT0g5q1lqFLh6PO7cMcZQ0V7VxtsUj/EajEfb29rC7uwsA7jg91cSV3qo2ajVe7l0+w/5pXXGtpRC1vheBS5dgtEyRC0Q/JwfHhbDSHifGJ/FY4ELoomezWYdIbI9M3gZHWSLId3BR+/0+er0ems0mguD4FAo9+1N9npY48Fvfp0hqGbCdQ/aLRJcVVOxB8eqXPYsUrJslag40Ek/7Zfu+bGCZziI4TRolo6R/XxmYxhXou5XZWrzV9bb4pgKo+sf1Po36VkEsqh1LmO19th9W09Bx+RitzqFv3vX9Z2GWPkb8KGmxFi66PxZZC+w8Ex+y2SzK5bLTbG2hHqWpxCVqwvF43EXwAkC5XI4UdBQnbX+tkGD5gTIyIFyUg/jIg9mV0RLvtfhEu91Gs9k8Eehl32s/ui+iaC4FUA24shBFa88Dlz6PVs2w9nSdKOTjItjnrd9pESG1Jg6Gr1ND48QSufSUB9XmeD9TW3hg8HR6fOj2bHZ83B4RmwEF1Ji5+GS+1ifKMdogGF7nt2WIjDJURqvP+hDLElH2wRfV59vgysTPYvL8QgLOia2Nra4IYD7/SkDUWqK4RULF6/Sva91iEkumSFCiZi1ZpnMBCLXP/mplNPbdt166nhpl6ROkFhEVH1FeJBT79q3FPesPtO+ye2MZwQohdp14j35H7UP7PEE1TVpCfFaSeDzutFvtnxUcGWjE2BarQFi6pdeB48PV+W6WB6Vm6BMKKVjSp8wqTABCp1wxfaderzu6rIdoMKrZWgQ1m0Xfb/Fb32OVoPMI7+eBS+XR8ltzZDWc3CKfSjMq9Vi/FAetmzhq02rFpkKh4M4fHAwGAOB8GZq4TcLFKLPBYIBOp+Oi2+r1ujNZNBoN5HI5rK2tIZ1OuwhgLjqDDJjrylMsVDuyc6RRw0rwlAmm02mUSqXQCRucG4JFJIs4HK+G9dv5tITX1/6jCj5JdJEVgARjOp2GSh/agyuCYH6wtC3DGcVoaX1hu3RF8PfhcIj9/X137iwr/xAHlCnqu0hstbypL61Cn7F5kos0XB2TncMoQqRtEWx/ohiwT8PV6mjLDqqA+BhslAUgSlBWkydxjYKYlhYkPVKrIWmQ5pBOJhMcHh6i0+lgNBrh8PAQicT8VB0dh1rYlHYT51jHIB6PO5rY6/XQaDQwm81OlIKMspwwJQgAut0uxuMxOp0O7t69i3a7HTpMpVqtolQqhSw02qatmudTIoA531I/sc/aaP++KDzQPFqftmSB9+nAF2la9tkok5P6T22Ec9R7uFi83+Zo8dSM6XTqTMhcDA1n19Jjqn36Fs03d5aAAnMJdVHhCN/m1G8VVk5Dli9U7TVKQrUblL9zrjn3UZqZXbsoIqL4RoJj09OIs+rjpaZKzRc46X/3SelWW7JapxXOovaeT1NdpHUugtMYM3+L0vS038sIp1nw7H0EpZv2PsVJjp3Rur1ezx20rqc3kbkSt7Tkqg0SJSMF4ARLS4M0Gph9V4shLYBUrhKJBLrdLtrt9glGq4fAa9yO7gsgfOauVVD0SED2XZU0jtsnzPjoo/3broPda5dhuA8kvcd3TQdtP75NrmZUrcOpxIjXrP+KC5FOp12dS/pZiWi2xi8lezJVaijtdhsHBweuuojmbRFhiDTUNGu1Gra3t5FOp1GpVJxvNwjmqSMqaalPOgiOj0djdRdqxnq+pI9QRn0IUdcXMX3+bpHyCxEsgSMeEbfy+TwqlYo7eN0SIfWDjUajUJUo/q4ulUQi4c6U5ZpTU+Ge4EkprVYLL730EsbjsXMfFItFXLlyxUWJcj8UCgVH6PjRo/Z0n+ge4zXOhSV8vM+HA4sYrm3TCiBWy+Wc26ICPpxfdtC5O6v2ynvtM9omcKzpffazn0Wr1cJnPvMZfOITn8B0enyMXqlUQqlUQj6fPzHvykypSNiShrFYLIRX7Nd4PEar1QrhwXA4dClFqqgwENUXC0DNOplM4urVq7h27VqIIdIiCMAd3RePx7GxseEOiGeQYrlcRi6XCzF89oH0VhUpHw6rgOyLW/DRwsvCA0nv8W08G+ptkcjaxa2mqZtSJTRuTP5GYqbOfpqCmYOqzJFAiY55V2S0vV4P9XrdabT8jf4IHQ/7tb297Zgk+0TE0vrEOm71MdDxb88R9fV5EVNV8DERu1aLGKpdk0eB0J0XfOPSkpzFYhGJRMJFPxJ0o7K+q41T4D1kIsSFTCbjotupxRIP6P+fTCa4d+8eBoOBw52trS3UarVQrVgWmk+n06EUCAqO3BdAOE/W7k07Hxq4chozUM35LFK/ZcTsiy8+40GY7F5N8DFKBbsn9dtnreP8xGLHvs0XXngB9+7dwyc+8Qk888wziMVi+NIv/VI88cQTJ1x2BApVWoSfTJYuCgDuXFh9P324yoy63S729/cxGo2cEjEYDLCzs4NOp+OyJID5gQOsIpVOp7GxseECSxWPqYgwzmY2m6FarSKRSDhBgvSce4SKC9/D/aaWPOtq0b1pP3aN9Lmz4ncUXDoYirDIfLJIAtYB2I+9z/duRVRlyCQwPN1Ho8msX4pIp5VFNNjFjtv2l4nUwPFpG2SWRAZfIAf7ZBeavjZf2bAoWEQEFbHUbOTTkNXi4PPfLTNYHLton/kczVn6UVMa79GP7gHOH+dbJWiVslUapxmw1+s5TbpUKiGXy7l4ANWc1ZxGUIJq50eLt0RZlvR+3x6M0tQs+HDRthFFF3ztPgpM10cbfPPqE4rVusFrDMhst9vY39/HCy+8gPv372N/f9/VMaeApafbAOHUPxUKNWWNTCwWizlrivabeB8EgXsH82819oR1h3kwvQqIZJ7b29vI5XIol8snlA6dI+I9fb9RyobVZPnRKll2r+nz+ncUHitjvazCcelgKAAnEMRqUErAeV0LOvN+axqOsrmrxKJIqtVPWKC91Wq54JN8Po/ZbBYq3cXvTqeDRqOBVquFbrfrTMV6fi7fTbMc+zsajXBwcOC0WEbfsT+ap6aRfwwpJ3PP5XIu2IpSoY/RqTagv5M5qP9C14j+YyKkZaScd/bLF4CzjPAgiTDnQpkXa8yyzCeAEAOmH1WFFDJlYC6s0e9qTXEkLq1WC8PhEDs7O6jX6wCA69ev4/r16yiVSigUCi6Yih9qtCQ+xFtgjmNBME/xUAankatqRbLmzyjmGMWcF62HbUvdS2yTf+s8kV4sI9g4EGBeU0D3GP8n+IRgrZQ0Go3wiU98Ap/4xCdwcHCA//t//y/29vacqymdTqPdbuPw8NC5zXyHo5BGka4xiKpQKGB7ezt0GDsw30+j0Qj5fB79fh+7u7s4ODhwNDGVSrng0V6v5w460HFsbm6iWq1ifX0db33rW7G+vu7ap+WFfmfOTb1ed+UW6RpRK5GawDkO7jMyfTJ7Kll8p1U8lBH7GLLVYh+qRuvTOAmLpFbffVEabZR0bCUSMmatvcn8LN0MVmNTjVZ9GGrete9XIkFtBJibS9Svq5tLF1zNOLpBrUbrA5905dM4FLGi1sn3vPVvLCORixrLRfrqw0kKTZo7bQVDFQitdmgJqWrEKoGr20JzC+PxuDNha6K+Fh/QdDIA7jcVZKm9+PbSaZaLKGvJg5hrX398uLuIxiwTWObm+92O1TfvFJiGwyEODg7w4osvYn9/Hy+//DIODg4cDpC+aVCUNZvSqqIMiutNUyy1WVumk9eoOPT7fac8sE2+nzUIOHYWp6BLbWNjA1tbWy7AFECISXJ/8BxZIKwccP6Udvs0WhsISwEnyopgeUjUul6W2T4Q07FPAtbO+4iYfVZ9sIsG4tOWKbHTN0rbfrPZxOHhoUvjsdVHKFXRH0tJipWBVNrWfuqh3Bq4ROTvdrsIgsD5+Lj46oviuxkxSId/Pp93RFXny4codh3s/cpgVbr2mWzYlkXmqICYZYXTNgxwcj71f50vrh39RuPx2B2AzeA6tbjweZ1fFbim02ko1Wo2m7m87dFohGazieFwiFwuh6eeegqJRALXrl1DpVJxgVTMu6WvloIh+0vCmk6n0ev18OKLL6Lb7TrLigbxcewAQhqvjilKS11EoBYJ11GWKl0bq33o/ltGsAX8+TeZgNIQ64tWbY6pLbu7u/jTP/1TNJtNfOITn8BnPvMZd+RbPp8PzQ0PYs/n8+h2uyeEL85xt9tFq9VyDLZSqTh/pw+PeR8Pnt/c3HTWLsYANBoNp2FT0WBd9nw+jze+8Y24efMmNjY2nI9VhQA9HIDHc9ISqHSIDJ3uOOI5hQZqr/1+3/1NqyPgLxxklZwo2vDAcOSiDypBAqK1KZ+0ahkk27FpDxZ87VkzUzabxfr6ujskmVIWkUEJCZkdyy622213pqI1+fAZ9QNTElQpjxuGRDCZTIaILZGaft0gCJDL5ZDJZJx5kOYShSiNXuda77OE0MdAVcu1GpjPv7HscNa+LhJO1FdOwYmRwhTCyGhVGAJwQjjhM0zKp+9K14i+LRKu4XCIWq2GJ5980uVSU/Ai0cvlci7ykgF7tIQQXzOZDIbDIZ577jkcHh4ik8k4YZDmZg34YoUh4nCU+djiibXW+PBUn48SqNV8aq0DtB4sK9i9GgRzf7vSG1s2UOeHuaOtVguf+tSn8F/+y3/B7u4u7t+/j93dXbem+Xw+dHJNq9XCYDBAoVBAq9VyKT1kVmT2nU7HVVfa2tpCpVJxAUq+/nNcxWIRmUwGk8kEhUIBzWYTt2/fdkGj9+7dc9o3lYsnnngClUoFX/7lX443vvGNDnete4V7o9vt4ujoCLPZzNFCjSqmi4N9UlyiS4dMVrV74pct0KKMVlNAuRavCI486AYts/X9HvVM1CCt6chufvubmtZUg2QaBv2ulgBotK9qftwk9j76yzS62GrASpSspqlRoNwc1mdlwTLXKOYSpYX4mIH+bpnznzVQidZqvcQtMjPLeOz82X2gc86/tS4tCR5jDIhb+n6f5qEaQhDMqwYNBgNXvo74xRxElhVlLIDFB8sk7dzo+6N+i5pfn/Dt+91qfcsKWiFJA30saNyDPQRlNBrh/v37aDQa2N3dRb1ed0zUF9hm/fCa/69CkRYnId3SI/MsHrPvPsGcfaUP1Eb70qdaq9VcYQlWjFK6SQFW8UothmpxVKsA+2aFPss0fb5XH92M2rc+sEreeeHStY7ZCTXxWGJlJ1Q1B1637alUbe+ztS75Dn6TSNEcy/J2s9kM+Xwea2trzv9As2+5XA4Vr1BEs4hA8zFNeurLJRCJlanquCl9xWIxbG5uYn19HdlsNiRdWoJt53sRgVdzFt+pFXZ08xAsE36lpLtlBcVTJYjcuPRp6dxoyTkgrKlYpsi5Zr42y9AxsGV7e9uVmGN0JokocZ6+V0r7XCtNGWo0Guh2u3j55Zfxmc98Bjs7O+5epljk83lcu3bNBQraoxyV4Pn2p08o47z5mKJtyyc06H3sBzA/jm1Z4dlnnwVwLCCxQlK5XEY2mw3RvHa7jV6vh8Fg4KqA1et17O3todfr4fnnn8f+/j4ajQbu3LnjShQySEktTFwr0qt2u429vT0Mh0N3Xu1sNnNm1Ewmg/X1dYdn1WrVWdiAebS6MmdGEzPYs16v4+joCHfu3AlV0GMtgWw2ize84Q34qq/6KpTLZWxtbYXca7FYzFnr6NedTCbu/FplorT4jcdjV/WP49GykLzGj2q01n+rjJfzZq17rxRcSqP1SZ5RTCHqNx/4JAwrBfu0Wf7NYBBKbTTN0HyrQgGRjZF3qhkoYlvioGY9nxSuhSZ0IflNAkqmzSIX1odzFvBJY+qzUyTj/YqEi+b9zxroOlqpnpYHixvcsL52iBu6DlownZ94/Phgb5b6ZE62Rg4r0bbrp1GcdIPU63Xs7+9jd3fXvYc5tzzblGUk2Z6OfZFVxYcn57WE+GiCZei8ZgN1lgl2dnYQi8VQLBYdY9DiEQCc9aLdbqPb7eLevXvodDq4d+8eXnrpJXQ6HXzmM5/B7u5uKEiIGiAwN4GqwEXheTgcOn8t3QhkVnR5MPWwWCyiVCqdwCM16RLvyMBY8anVajlBjrW5E4kE8vk8isUitra28OSTT7ozwbW6XSwWCxXhoRlYa3SrKZfvp+VQBQfOqfZXq/vZ+JIohuuz7BGi+M9F6OOlSzASlCD5GCDvUS3PdniR9OzbZJZJWKAzXyUdIiDNHUzdoO/DmlAI1rTBtq2kzXExIIEbhRqvmow0QppIGTUW1dh1rnSerbagfdK++TTsLwQ4q/kyCnQjavFzTYXie/SdJBzW38M2eT+j2vU4LpramNpFPLAWH2oYTIfgWIlP1KyZJnR0dIR2u40gCEJ+3Vwuh6tXr6JSqWBzc9OlktmqaT6N1f522loQfNqxb6/r+vn8v8sKnA9W+0okEuj3+y7lhkFO1Ar7/T52dnbQ7/fRaDRwcHDgtEdlplGCi2UUZLTNZtPRFdIWapDVahUbGxsu/dGn9FALJH4yfYcF/g8PD9FqtUKFKAqFAorFIl7zmtdgc3MTN27ccL5fxSfyBdU0WVec/tXxeOyYOO8jTVRBkDEu/HBPqfVJ92qUMrEoBiVKiLwoHj6QqGP+TYe1Eh+NMlT/BaUSH5OIep/VGn0EQe9nBDKDnZrNJhKJhDN3pFIplEolJBIJF6ms5hTtm5qG2U8SRUUeLh7NXXwPJTImddMnR9M1TdCcH7UC+BiqzgEJkjJZNa/7zCX2DNRFa/woabjnZbZWsOJG7Xa7ocOmGVxh14Barm56/m5xm4RL71tfX3cmXM0ZVKGVONZqtU70367tcDjE7u4u7t27h/39fcxmM2cxyeVyKJVKeOqpp7C5uYlyuYxqtXoixsDilO69KP8+71WwQYR6j1qHVHBQl4ZqLsvMaNlPWhGm0yk6nQ6GwyHq9boLHtrb23NZEGS+PsKv9NIKw/ZeCoLUknO5nDOdlkolXL9+HdVqFbVaDVtbW976BaoZsm8stXh4eIh+v4+7d+/i3r17TrudTCYumG57extve9vbcOvWLVSrVYdTyvgImrtNq8rBwQH29/fR7Xbx/PPP4969e8jn87h69SpyuZwTKC2j1VOAGBSoe1XnTOfOavBRDPeyzFXhgVWG0s5bH40doGXSi8xHPjjtd50gDXW3Jcj4uxYA8KU5WNMV+6wmESv9WwFDTX6apK2BAudZUCVOylwsI9D7ouZp0ZyeRXt5WBC1EaxAZq/7fuM4NaDCarJswwpBiiu+Ni0DUfyghqEF2FV617Z811Wz0YpQxM9sNuuKobBoC7UQ+94o4hSlFfjm3s63T1iMesYnSOv7lpXZaj+JN8wrbTQajomQ0ZI5qPap9CRKm/K9l79RE43F5qdNxWIxZ8bWqHLFEx/T0eAq+lKpddojSGmGrtVqWFtbcz5qn2USCAuztu9kmO12243DFzejmrz+bt0pUfv9LHzoNB51Xrh0eo81Y1FTU+bCzuqG8QU66aa2G/M0ZqR+CyK81h9mKPh4PA7lpNGXwlJkXMBYLOaQUyOVfRIQxzybzZxZhb7XZDLpokiJSM1mE4VCAdVq1eVGKvPW+VlE0FTL0M1iEYntaWqRJopbBFPz/zLDWQSF057XzUsfmi1jqH4yJQ7KROzc24ASRr0Dx2U6a7WaO4RC18Wun7anEahWMOC1WCyGJ598Erdu3cLBwQE2NzfRarVcvi7fXSqVHG5bYVCJIueWbes4o6wtPiFEia8+Z4VBFUhUa6MFYBmBa0LLgfY3mUw6hkVmEY+Hz4tVTU33NMHep3OoFagajQbS6TSeeOIJXLt2DdVqFVeuXHHBn3Zu1Vqj1ZSazabTwG/fvo1+v4+9vT13UEsQHLvGbt26haeeegrr6+u4desWrly5Eimscexk2jwWstvt4u7duy5X+OjoyFl9mNJEIVH5AGsfMBCMwa5RsSecU7u/rHVmEZ1dJCSeBg9MowXmdVsBeA+hPqsG5dNQoqRjy0yIdMos1TdMaROA80/FYjGXCK4h8ppmoQcb04yhwQP6XiIJGS3D6UksW61WqFSklpdTZrtIkrIEzkeg7b16sgX7a+cUmB9q/mcFuJaMBmaQmvq6bLoWEDZ/qsap2vBoNHKEg3sjm83iypUrodxC4GRKiI/RahwBBUeuIzXkxx9/HFevXsXR0REqlQparRbu3buHe/fuuRNQmJPrK1KhPn2O0woUvG6/FY/4v75Hf/Pht9WulNEuq/CnGl65XHZZDvRjkqZYTVMFe0sno3ABCDNkpXntdttZ5ra2tpxftlarOQ3Vh6fq52RKWKfTwcHBAe7evet8yZ1OxwWZJhIJ3LhxA295y1tQqVTw+OOPo1qtOsFS+6/MXY8fvXfvnjOt/+mf/qmrK2CVNtYW4LuTyWTIhM3zx6N4jZ3DKIUkynIAXN58/MDzaM8Dy7hxTmNsvntOM589LPAhzln6s4zrchaIMv2cFayAcpb3nVer9gmM5+3faX1UTVK/fRroed9/Xli0bx7ke5YRzjPHF8Hd8+zlRfdGmVVPY0I+S+NZ+uSzcvreF9WH0/ZAFJN9UHCRvRMLvlCwegUrWMEKVrCCJYTlLbeyghWsYAUrWMEXAKwY7QpWsIIVrGAFryCsGO0KVrCCFaxgBa8grBjtClawghWsYAWvIKwY7QpWsIIVrGAFryCsGO0KVrCCFaxgBa8grBjtClawghWsYAWvIKwY7QpWsIIVrGAFryCsGO0KVrCCFaxgBa8grBjtClawghWsYAWvIKwY7QpWsIIVrGAFryCsGO0KVrCCFaxgBa8grBjtClawghWsYAWvIKwY7QpWsIIVrGAFryCsGO0XMLz44ouIxWL42Z/92YfdlRX8GYUVDq5gGeBh4+G5GO3P/uzPIhaL4Q//8A9fqf4sNfzJn/wJvvmbvxk3b95ENpvF9evX8bVf+7X4V//qXz3srv2ZgRUOrnBwGWCFhys8PA8kH3YHHhX43d/9XXz1V381Hn/8cXzP93wPrly5gpdffhm///u/j5/4iZ/A+9///ofdxRNw8+ZN9Pt9pFKph92VFTwAWOHgCpYBVnh4flgx2jPCP/tn/wyVSgV/8Ad/gGq1Gvptb2/vgb2n2+2iUChcqo3JZILZbIZ0Oo1sNvuAeraChw0rHFzBMsAKD88Pl/bRfud3fieKxSJu376Nr//6r0exWMT169fxr//1vwZwbGJ4xzvegUKhgJs3b+IXfuEXQs8fHR3hH/7Df4g//+f/PIrFIsrlMt71rnfhk5/85Il3vfTSS/iGb/gGFAoFbG1t4R/8g3+A3/iN30AsFsNv//Zvh+79P//n/+Drvu7rUKlUkM/n8fa3vx3/+3//7xNtfvrTn8bt27dPHefnP/95vOlNbzqBWACwtbXl/l7kC4jFYvjBH/xB9/8P/uAPIhaL4dlnn8W3f/u3o1ar4au+6qsAzOf1+eefx9NPP41CoYBr167hQx/6EIIgOPG+H/3RH8W//Jf/Erdu3UImk8Gzzz7r7cvOzg7e97734caNG8hkMrh69Sr+2l/7a3jxxRdDff21X/s1/KW/9JdQKBRQKpXw7ne/G5/61KdOnaeHASscXOHgMsAKD1d4GAUPRKOdTqd417vehb/8l/8yfviHfxgf+9jH8L3f+70oFAr4J//kn+Bv/s2/iW/8xm/Ev/k3/wbf8R3fgbe97W148sknAQDPP/88fuVXfgXf8i3fgieffBK7u7v46Z/+abz97W/Hs88+i2vXrgE4lm7e8Y534P79+/i+7/s+XLlyBb/wC7+AZ5555kR/fuu3fgvvete78GVf9mX44Ac/iHg8jo9+9KN4xzvegd/5nd/BX/gLf8Hd+9RTT+Htb3/7CeS0cPPmTfze7/0e/t//+3/4c3/uzz2IaXPwLd/yLXjta1+LD3/4wyHEmU6n+Lqv+zp8xVd8BX74h38Yv/7rv44PfvCDmEwm+NCHPhRq46Mf/SgGgwH+zt/5O8hkMlhbW8NsNjvxrm/6pm/Cpz71Kbz//e/HE088gb29Pfzmb/4mbt++jSeeeAIA8HM/93N473vfi6effho/9EM/hF6vh4985CP4qq/6KvzRH/2Ru2+ZYIWDl4MVDj4YWOHh5eALFg+Dc8BHP/rRAEDwB3/wB+7ae9/73gBA8OEPf9hdq9frQS6XC2KxWPCLv/iL7vqnP/3pAEDwwQ9+0F0bDAbBdDoNveeFF14IMplM8KEPfchd+7Ef+7EAQPArv/Ir7lq/3w/e8IY3BACCZ555JgiCIJjNZsFrX/va4Omnnw5ms5m7t9frBU8++WTwtV/7taF3AQje/va3nzr2//E//keQSCSCRCIRvO1tbwv+0T/6R8Fv/MZvBKPR6ETfAQQf/ehHT7Rhx/7BD34wABB827d924l7Oa/vf//73bXZbBa8+93vDtLpdLC/vx96X7lcDvb29hb2pV6vBwCCH/mRH4kcZ7vdDqrVavA93/M9oes7OztBpVI5cf3VhhUOrnDwYeNgEKzwcIWH58PDB5be893f/d3u72q1ite//vUoFAp4z3ve466//vWvR7VaxfPPP++uZTIZxOPH3ZhOpzg8PESxWMTrX/96fOITn3D3/fqv/zquX7+Ob/iGb3DXstksvud7vifUjz/+4z/Gc889h2//9m/H4eEhDg4OcHBwgG63i3e+8534+Mc/HpJugiA4VYIDgK/92q/F7/3e7+EbvuEb8MlPfhI//MM/jKeffhrXr1/Hf/2v//XsE+WBv/f3/l7kb9/7vd/r/o7FYvje7/1ejEYj/M//+T9D933TN30TNjc3F74nl8shnU7jt3/7t1Gv1733/OZv/iYajQa+7du+zc3dwcEBEokE3vrWt3ql5mWBFQ5eHFY4+OBghYcXhy9UPHwgpuNsNntiYJVKBTdu3EAsFjtxXQc2m83wEz/xE/ipn/opvPDCC5hOp+639fV19/dLL72EW7dunWjvi77oi0L/P/fccwCA9773vZH9bTabqNVqZxzdHN7ylrfgP//n/4zRaIRPfvKT+OVf/mX8+I//OL75m78Zf/zHf4w3vvGN524TgDMdWYjH43jNa14Tuva6170OAE74EaLaUMhkMvihH/ohfOADH8D29ja+4iu+Al//9V+P7/iO78CVK1cAzOfvHe94h7eNcrl86nseBqxwcIWDywArPFzhoQ8eCKNNJBLnuh6I7f3DH/4wfuAHfgDf9V3fhX/6T/8p1tbWEI/H8f3f//1eu/ppwGd+5Ed+BG9+85u99xSLxXO3q5BOp/GWt7wFb3nLW/C6170O73vf+/BLv/RL+OAHP3gC+Qm6aSzkcrlL9ec8bXz/938//upf/av4lV/5FfzGb/wGfuAHfgD//J//c/zWb/0WvuRLvsTN38/93M85hFNIJpczUH2FgyscXAZY4eEKD33w0DH2P/7H/4iv/uqvxr/7d/8udL3RaGBjY8P9f/PmTTz77LMIgiC0gJ/73OdCz926dQvAsbTxNV/zNa9gz4/hy7/8ywEA9+/fBwAnHTYajdB9L7300rnbns1meP75553kBgCf/exnAeBSwSC3bt3CBz7wAXzgAx/Ac889hze/+c34sR/7Mfz8z/+8m7+tra1XZf6WAVY4GA0rHHz1YIWH0fCo4+FDL8GYSCRCUh0A/NIv/RLu3r0buvb000/j7t27IR/AYDDAv/23/zZ035d92Zfh1q1b+NEf/VF0Op0T79vf3w/9f9aQ9meeeeZEPwHgv//3/w7g2OcCHCP1xsYGPv7xj4fu+6mf+qlT3+GDn/zJn3R/B0GAn/zJn0QqlcI73/nOc7fV6/UwGAxC127duoVSqYThcAjgeJ7L5TI+/OEPYzwen2jDzt8XAqxwcDGscPDVgRUeLoZHGQ8fukb79V//9fjQhz6E973vffiLf/Ev4k/+5E/wsY997IQ9/u/+3b+Ln/zJn8S3fdu34fu+7/tw9epVfOxjH3NJyJTs4vE4fuZnfgbvete78KY3vQnve9/7cP36ddy9exfPPPMMyuUy/tt/+2+u3bOGtL///e9Hr9fDX//rfx1veMMbMBqN8Lu/+7v49//+3+OJJ57A+973Pnfvd3/3d+Nf/It/ge/+7u/Gl3/5l+PjH/+4k77OA9lsFr/+67+O9773vXjrW9+KX/u1X8Ov/uqv4h//4398qrPfB5/97Gfxzne+E+95z3vwxje+EclkEr/8y7+M3d1dfOu3fiuA483xkY98BH/rb/0tfOmXfim+9Vu/FZubm7h9+zZ+9Vd/FV/5lV8ZQvgvBFjhYDSscPDVgxUeRsMjj4dnjk8OokPaC4XCiXvf/va3B29605tOXL9582bw7ne/2/0/GAyCD3zgA8HVq1eDXC4XfOVXfmXwe7/3e8Hb3/72E6Hmzz//fPDud787yOVywebmZvCBD3wg+E//6T8FAILf//3fD937R3/0R8E3fuM3Buvr60Emkwlu3rwZvOc97wn+1//6X6H7cMaQ9l/7tV8Lvuu7vit4wxveEBSLxSCdTgdf9EVfFLz//e8Pdnd3Q/f2er3gb//tvx1UKpWgVCoF73nPe4K9vb3IkHaGpytwXj//+c8Hf+Wv/JUgn88H29vbwQc/+MFQCgDD1n1h6jak/eDgIPj7f//vB294wxuCQqEQVCqV4K1vfWvwH/7Dfzjx7DPPPBM8/fTTQaVSCbLZbHDr1q3gO7/zO4M//MM/PHWuXklY4eAKBx82DgbBCg9XeHg+PDwXo11G+PEf//EAQHDnzp2H3ZUHClGbdgXLByscXMEywAoPlxceuo/2PNDv90P/DwYD/PRP/zRe+9rX4vr16w+pVyv4swQrHFzBMsAKDx8teOg+2vPAN37jN+Lxxx/Hm9/8ZjSbTfz8z/88Pv3pT+NjH/vYw+7aCv6MwAoHV7AMsMLDRwseKUb79NNP42d+5mfwsY99DNPpFG984xvxi7/4i/gbf+NvPOyureDPCKxwcAXLACs8fLQgFgSeOO0VrGAFK1jBClbwQOCR8tGuYAUrWMEKVvCowYrRrmAFK1jBClbwCsKK0a5gBStYwQpW8ArCitGuYAUrWMEKVvAKwoWjjvv9PmKxGGKxGOLxOIIgwGg0wnQ6xe/8zu/gIx/5CO7evYujoyM0Gg3E43Fks1nE43FMp1NMp9MTRbGB4xqW/OTzedy4cQOFQgHVahUbGxuIx+OYzWYIggCz2QyTyQSz2cy1yTaA49MV0um0e3cqlQIwL1E2m80wm80Qi8WQSCRO9IX/JxIJpNNpN1aeGcn36POpVArJZNL1j9/sG59NJBJIpVKIx+PIZDKunzwR4oUXXsDzzz+PVquFz372s9jf30cqlUImk0EsFnPvnk6nGI1GCIIA2WwWuVzO9VHvKxQK+OZv/ma8853vRLFYxNWrV5HNZl3fdCzaT64FAFfibVmA53GORiMMBgM3/5zbXC7n1o64UCqV3FzzRBWOT+MCFQ+n02loLXmdp3vovb7/fW1qOwTuJ/5tQZ+37ejzfNbiIO8jbugz6XT6xLyVSiUUi0Ukk0nk83kkk0kkk0m3jyaTCabTKSaTCQaDASaTCYbDofu70+lgNBqF3kPcnE6n6PV6J3CP+4d9AY5zRIfDIYIgwEc+8pHzoskrDixZmEql3Dzm83mkUik3N8PhEJ/85Cfx6U9/GrlcDtevX0exWMTm5iauXr2KWCyGTqeDwWCA559/Hh//+MdRr9dRr9fRbDZDNIZ0y67vZDI5gVNca+7zeDyOfD6PbDYbwhfuh1QqhUql4vZKrVZDKpXC+vo6isUistksqtUq0uk08vk88vm8e15xyrcHLH4Cc5wmHnCvKV2aTCYYj8eYzWYYDAYOd9rtNkajEfb29lCv19Fut/Hyyy+j1+s5PJvNZuj3+5hMJlhbW8Njjz2GSqWCp59+Gm9729tc+7PZDL1eD51OB0EQuPFkMhkUi0VHD9l3WxbzNLhUeg8ZZSwWw3Q6RbPZRKfTwf7+Pur1OlqtFsbjMZLJpJt8S2D4PK/FYjEUCgXHNKrVqkMMPq8fSzx00ZWYkijoouoYiMSKCLwWj8cxmUxC/dRJ13Fks1m32TKZjCMa9kglMkiOYTweI5VKIZ/PI5FIYH19HYlEAq1WC4PBAOl0GoPBwCFCIpEI9Rk4FhxGoxHi8bjrw2w2w3g8Rjwex8HBAe7cuYP19XVsbGy446R8gec+IWjZQAUrS8j1QwJCRmHnLWr8Pmapv+t9i57zMXIAofefNtdnYeS++3S/nXVNOWdWYNP9Z/cZaQDnmGszHA4xnU4xHo9D71ehyLZp+87flxXS6TSAY0ZL4ZnjHI1GaDabrlB9sVhEPp9HtVpFsVhEJpNxzKXX6zkGwg/3LuDHUwXL6PgMGUcymXS0gTSZ9xcKBeRyOaRSKZTLZaTTaVQqFayvryOdTqNWq6FQKCCTyaBUKjmBi3RNx0ywQqB++8ZjGT/7zsMWZrMZUqmUY4Dj8dgJhEEQIJlMotPpIJPJYDAYYDAYhBSp2WyGbreLRCKBXq+Hfr/vcJ00OpVKOR7Bz2QycfdEHXd4GjywPNrpdIqjoyMcHBxgZ2cHh4eHqNfrIck0SgrnpFLiKpVKWF9fRzabxdraGnK5XIiZUAJhmwAcYeAGthrZeDx2kzYcDjGbzULMWYkvr1uiTOlnMpkAOKn1xeNxJyRQUCDzLBQKIYLV7XYdEVKNNJvNIplMYnNzE9evX0er1UK320U6nXaS23g8dloH55B9m06nDmkSiQSm06lDuN3dXbz44osYjUahg6N9gsNpm3oZgMRc19LHaKnNKqNdBD5N9DSwmiZBcV3v5ZpFMb4obdi+67R77F47jeFyL3CerAVH38HfgiBwBGo8HiObzTrBlNocmQmBBB9AaE8pTvoE42WETCYDAI5Q65yNRiPU63UMBgMEQYByuYxiseg0RArxk8kE3W4X7XYbrVYLjUYDzWYTwMl9GTUXVvDXuaPgz2+uF+kW+5RKpVAqlZBKpVCtVrG1tYV0Oo1qtYpCoYBkMhmiPQSO1/Zn0bpZbZd90XEq7lLg4j3T6RSpVMp9ZzIZ9Pt99Ho9HB4eotPphBjtdDp1pxi1221HV2mtYRvkE5PJBPF43GnTD4XR+iaJGhdVdTLOqOf4v2WWHDCJIyWaRUjma1MJDaUTa/pTKcqa7qKImZWu9T6VhHi0UiqVwng8DknsZOQWgVR6p5BSLBZRqVTQ7XaRSqXc7z6J0WoeaoYZDAZot9snTHanwbJqtosIjpWOVTs7TZPVv89CKE7TXhf186za7KK2LK5GMX3eG2WW1r/tHiG+sL+Kv2wXCB/1RuI1m82QTCZP7BsyaWVMKtTqAeHLioPA/FB3awGwezCRSCCbzTqGp64LWqP6/T6Gw2GIfi7CV3vdzhP/V83NZ/lLp9NIp9OO9mYyGSf40ySugqrPfWZh0ZpZ4e808NFpq41SoJ5MJg43rZCiWqpaC+w7eL/vcxF4YIx2Mpng3r17eO6553Dnzh30ej2MRqMT5iDbYTKjdDqNYrHoJKm1tTUnPSWTSTcxKk3b/qgZlv9bhqIL7JMUyezIAJWo8L2W8esG44ah5kwfLKVImosSiQRqtZojYuzneDx2EhThySefxNWrV1Eul9FoNNDpdJyZif3RzU2hZzweh7SFnZ0dpNNpTKdTtNttrK2thebyNCa0bMBxEZSpqqknlUohm826/9XPHyX4+TaW7/qizajMiv2LIoS834KPcUcB77EulUXvIuPUGILpdIpYLIbhcOi1EpCIkQhTOOY3mSu1geFwiEwm4/YELTj8JJNJZDIZh/8UiHmfxi4sIzB2QTV8+qn7/b6bTzXFUiskfkwmE+zv7+PevXvY2dlBv9/HeDwOaZ/WDWCv+YDvIANVa0U6nUahUHA0t1wuI5PJYGtrC/l8HsViEbVazdFhuqNogrYapwVrwiZYJqv7wipCdlx8L5nqdDoNxY7UajVks1n0+333u/p9h8MhEokE2u026vU6CoWCmwNqvrav6it+qKZjMphms+nMmwyM0snyES4OghJVJpNxTnZdVL6D79NvbZs+STJZEmNrAraIwWu2f5RE+b4oZqSSLN/Jg4VJfBhQFQSBMyfTdETC0ul0QubfeDyO9fV1xONxtNttlEol5+CnRKYbnB8yWdVoW60Wdnd3sba25vzDOi4lyo8Co/UxsCipVyVxxQOF0xisD87CaO2zi8y255H0o8bgu89++8anuEK8pCXGzqdqWtRc9Xdlotx7DNbhntf1o/CjhJH7OJPJeE2TywIcO4HjoMDNuc5msygUCg4fdR1o1jw6OkKr1XLPMnBPcems2r3VZikMcT2SySQKhYIzn9LdRfM2aZT6YzXuRd+xqA8+2qq/+SBKwLR4CMAJdtPp1LkZGR9DPFPaPB6PMRgM0Ov1QpYWn2VT8ZTvuIh15VKMVjvDSLBGo+GczBaZ+IxKLdxAmUwG5XLZmSs0ws5OlkruPjMuCYH6h7k4PgLjIySUbsjEfISEBEOfYYCHtqnaVRAELhLTBpWQqfOdusCxWAy5XA7Xrl1DsVjEZDJBr9c7ocnqO61pbjweo9PpoNvtumAACjg6H48KWLzSv+2826jyqLEuYrCLGKq9/yxM8jTQ/eUTEPV/n2ZhiYZvXL5vFVJVMFGGqME16gezJlFe573UXG2UrNWOqHGRWS8zo7UWOzUXAzhBT3TNSPQ7nQ4ajQaOjo7Q7XYdzfEpCFHaHtskkJmqxUEDA3O5nNNUC4UCSqUScrkcCoWCY7waoe8LeFKIss4sYrb2eRUGVXkhHVM6TjxT8zFxJpfLoVgsYjQahYLKSIOHwyHa7XYocI80XedWBRRrLj8PXJjRqrmRksLR0RHu3buHZrPp7P6qiepm4eYkIpRKJVy9etUtMCfRJ/2qKYBmYiWmZPCLCKxOqi6qSps+c5m2QYlbEZG+ZfpjfJpmv99Hp9Nx2kIulwuZlmkmU0YOANVqFV/8xV/s0iYajUbIJ6z9tWlGwLGGPRqNcHh4iGaziVarhXK57KKPabaz2u2jAEqk2X/6bfix6+cjBj5tVAPvzqLBan+iNuUirdaOx9e+7bMSY92bllgpI9D21KROBqgSvEbg654i3pGQca6VEZOoc6/Rj8agxNFo5Cwsuu+4D5ZdAFRaRZqi1jQSf2WcnF8qJ81mE3fv3sVLL73kBG4GU9qgR1UufMyN85VMJl1wJf2vicRx6lEmk0GhUEClUkEmk8HGxoYLQGVGglrhFI/OCme10PgYrAqRiq82Y4BBTvydgU3VahX9ft8FR9HsSxxvt9vY29sL0XGumbpROIdqpbkIXJjRWtWaTG84HDq/61mINQejTnifzzGKmPmIJvvnYxiW6Nj7FalUmrf32UXXZ6250kq4ZPIaLOWLhrXjIyOOxWLI5/OOYFmtXtdH50BNWsPh0AVdWAb0qINvTaw5yIJe881D1Lz4GOpZCAr/j2rTp83aZ3xETNfdp83q+KIEA+47CslsQ/cSfbk2MtgyfH1WBVlg7mNXwcD37cPvZQXf3FrGofcxz7bf77uUFM4T4LdQLNqj9jerjeoakO7SZaexJGTKdu9E4WIUnEWLVRz34ax9vw/HbWyGBkZZZQeAMyGTftrflW4oXBQXL8xoiQiUTHu9HrrdrktbUSTzSemcjLW1NRSLRRc+nslkHEOgdK2D00XT6DdFQvU/8n710dEMrNITpfhYLOY0TR/z8xFw9pPvo/TEYDCNKiZi01yjcxQEgTMbaU6XmqVrtRry+bxLmG632y74jIIO30mzB9MPmGrRaDTwwgsvIAgCvOY1r8Ha2lponez3owBKRFTIUR+/7xng8v7oRVpoFGFYxHAXaSlRfy9iqsBJbcsSFP0o4VGNVomZTyDls8R1EjniPQAXvcr9opYYahLc8xpfscwWFp1jakTW/Mj5JE3gHB4dHeGFF15wKT3D4TBU+MLiD7CY2FsBW03F3A+ZTMaZiOmuq1QqrjgFzcWnmYrPCspEOV9R+Bo1Ft9vHKP6WYlnHF8sdmwx7Pf77jkqhRRuNECPVkDdB0yzugweXtp0zEguqui9Xs8xWt3Eqp1ykjTCuFgsOnMFB24ZrZ143fRKGDTalojNCEl16LMfGoRBiMViztyipgsdE00Kqp0CcMRJ25/NZm68qsEDx7l2WvkkCIKQ2ZmEi9GK0+kUjz/+OFKpFPb399FoNJyExn6Q0VL7ZT/om7h79y6AY3M0239UwQo/i3yz9rmzaKKnvdtK+FZC1z7qfYuYrW1fcVzfqZK4T3sg3mrRCBtbwPfonia+8DfiiPpolZEqo7XjJnNVFwwtPbSoqIasFiASv2WOOgbmlj0NQATmSoVa/nSdms0mXn75ZXQ6HVfgRwVFa3XTbwUf4+J82/2QTqdd4BPpbrlcRqVSCflzH6TAbfeJb1z2fju2qP3EcdLqB8AF1QZB4Nx5pPPAXEEkryHdJJ6xvX6/j3a7jdls5vjBReCBmI5tFQ0iU9RCqWSluVpAOLybz9rn+Zu+RxdOCQgXR80gJDSqsdoiF6rR6litadgGfKmpxUqXvE9NuLFYzAkGFjg+Mm4lRFoIo1QqhdKDtJ8WYTleCkeaMmXXypq7lg3smuva2PHbsejaWFOxT0O1//sYrAUfsfBd9/1t27FEynfNEnFlVj6/rAqNi/qm+Gzxw/ex1iRgrg3onuFa6TO8ZkvxLbMgaKNSbc6x9e9Ro5pOp05B6ff7oWBIzo+2EwVRTCjKtaVuOg2I0n1z2t6x16yA58OTs4APx+xvFOjYD2uRsfRZA1GtL5aM1+K3CkqW110ELs1oGcygWi2lVJ82EYsda5elUgnZbBbr6+tYX193UrPVYlUjVq2Vv/NdOiH0MWg/VQNg1C8RjA5v9oGTSQ1Yqzfp4rGeKU22XPSouaLUPh6PXXsA3HgobVLaVxOUOukBIJ/P48qVK8hms+h2uy51xzJklYq1xGOz2XQlyywDeZSYLYAQAafUaRPrrfDH53wm2CjBQwUxKzjxHVZDtgxsEWP1/Wbb0/7ab/bP4g0JO/FeCbmNqOS7lREC4fQ4n89bGbqm8cxmx8UqmL+odWOpZWgVMwp+3FPqQlpWIGMlDVQaQtwE5uvHsoyDwQD7+/vY2dlx1dsY6etzWyl+qdYMhPeumok14plm4VKphLW1NdRqNVy5csWlU57FZKy0zMc8L2IVUvDtKx0f71H3h7qHGLxFBW46nTq/83Q6dXEp9IdrEJ8VoGm54W8a4HZeuLQ9RqU4q9FygggcRCKRCGmzLG7vK4rtW3AfwVEEsUSB/bTMi4RQCY6afdVkReZnAwn4u4/I6histKTEwz7L51WjJSGlYME+jEYjlMtlAMf+WtYA1ffqHBFpVKNV8Emxl908rzSoZqYarWUGvFe/Cb4xWqbre07vU4HQ3nsWRuv73dd/FQj0d5/2o9qs3ZdWo/W92/fRtq1wot9aXxyYR4ha648+p+Z+pS3LLOypoGVjSlQw0fniQRiMjGUtZF/pS33WCob83b7P7gG9TtNxNptFPp8PabRKM/kebdv3bfHR4oKvLW3TRyt9TJbt6+8Wj9V1ZDVaXStVRrSdqPaVdl8ELn2oALU9fmypQRsUEIsdO6ep0arNOwp5+L9uUF5TZOJ1i2BkvmRU1D59gTJkurFYLOTTJaHyFT5gKo+dG/UxqWSpmhEwT6sBcGLxrR+a86vtUXJjapRGdarkqQhHvwMPgmClGjWxLLs2y3mktK5SvK4RcBK3lHAtIgCWofE3a6a174gSFhfNZ5QQcFrfLPG1Pk7eSyHLVnFSIqVj8QmAlhjRrMs9o31g0QWtzEWNTdvRdaFVgpYJxftlBVoK6AJS2mJxkPPSarXQarXQ6/VC1julEUrfVFDyCUt63RcESKtdLpdDpVLB2tqaO8nKWn8Ids+cRTg9D/gEWR9EMfsooU/pZlS8Bq08tPSoZmtxX606F4VLa7SqhtOxzM0Si8VckA83UTwed6dXUKUHTm7sKGlf27EI5VsEahrMVWVZNEqfZFx6r0Yns301g1kktrlu3Bg0g5Fw6KZQ/xTnjXOpfgNtl5s0FouFTKQMdmI5MVbl4nOcU83jq9fr6Ha7ODw8dEyXxcTVx7TMzJaEgfhmpVh1O/j8l4sYrYKP2apJ3sfMo5j3ae/x3edjqlbC1rEoo7VEPB6fn96i+9Sa7PTbtze5JyjMkeGq1UjLCHLvaBEE7iNtl+vI52KxmBPilxWojbKfFGZs4AxpzmAwwNHREY6OjtzeA07WI1YNTQUnFVCIh6poWBrF/jCmY21tDdvb26FDTLQoSBTunlWr8wmgF4VFAqsVmHmd82bz6FWYUAWRQVEap6N7h8+ponJeuDSjpYnI5iMRlHj4pAw7eacRdp8U45O6fdf4raYpZWTaTx/jth/bBx+B9H34biXK2u4iH4lvPnxmEp9/kuNVIYBIxqT6RwmsBSPKDAqcPd/V4q7VgnXdz4KvCmdltPq3NcdZ/Ld99xEeJcSqMelcKUPVIjGWeVtNCwgfJ6kmOY3AtYKAj2jaPaBCry/2YVlAhR1LG3Tt1L3Gc3tVU/cpCmehhVG0Se+hu44RuLbqlIUoWrBIkPQ9exYhdtEzvt/1etR4o2g214PxAHqqm4+J+vbTReDSjJYlrljpyMf8uGGowfIEC5qGVHJQTcGnIXCSfAXl+bE+Wm5STSXQKEgAIalSgxdsFCHfpe1RqgfmjnnVTgeDQchHYJmumtNYqzOKcdiNTG09kTiuJMO0IPaJOc4MtFD/cCwWw97engvGoISr873MQI1B8w6t2dgyJiWK1g9zVqKgf1scPatGG0VAfPfqNR9zVV+m/k38UpM6NVqr8ff7fWdVUYuPtW7QTB+Px72HCqj7iNeUAWlsArUpnwaeSqXcgSLs/7ICmWUQBCF6Yg9VYXTx0dERdnZ2sL+/785HjRKuo/BINdkoZqL0qlgs4tq1aygUCu5sWZ91ztImbW+RIrWovz7w4X8sNq/6p/NmlRI7B/zdugx5nxUMgyBAr9fD0dER8vk8Wq2Wy7mldVBjCXx9Oi9c2ker+UhRwUzsIM0pqnkp8fD5CNRcYgeu0X2cRDVJ2Q83Ak1SulgacKQmFJ9Ew3dZE4pKj8zh1eAqzpf2PR6Pu9xaBir4pH39W9uLxeaRdpRUgyBwGqqWtyOyMa0gCALnK6K57rSNtEygGpq1kthNpzjkEwYXMdtFTNg+Z99l79Vv/fs8DJdgGbzVRLV/xC1ltAQ1aY5GI3S7XWelsulf3D8MbFIzcCwWc6a4eDzuTqqyczOdTr1ata4bGbrO2bIKfyqMKPEHwuvLY/B6vZ4rUMF9uUhj8uGRnS8rVNp7M5kMKpWKOyzACls6v1H7f5G1xD5n95ftk29Mtn3iqN1Pyi9Is9V/bfeZvc61YM13uj7JZO1cqlXGWmPOCpc+VIAamx7LRslVmZwvcVqlDJ0EHRh9vOr7sZHDQDiPku+mJEwGx0nj/fpe/h1FDH2IoAinQQtA+FxaZfQqLNDvxKLXWldTF5wnUXA8fA/7SCmaQsxsNnMMdzKZuCIXSmD5PZ0enxrCA4/txtK5WjbgGJTYLPJPRjE+wiJCftrmUql/EQHi/2dpz96v2ji/fURRv60wYnGUpjMehM3DKmg10uA7FdR0f9JaRRy3gWmWDqjp0mpm/F8j/jWKfhnBp3kpfaJloNlsYn9/H/V63aVBRjHYKIamJnW+29IyCklqPSwUCiEm67P4LBIStX3FP33mNGHotHY5nkWCatTz9qPzpOfpst9qxqcyouuh/dKxPZSoY+A4EIBaEZmtMgKtm0lGoB/f5tGEYiIkJWVltMB8ElRT1nMXiVQqRY9Go5CzXE3JvkXTyVUtWqVYIj4Xy+e3Vm1jPB6j2+1iNjsucB2LxdyZvOpvZbATkYWmYb6fz+mmUu2dgoeOQQnlcDjE/v6++5vrwd8vE2n3SoNWGdJ+aw1dn3RMUMJxFm3Jp4kqUMDj30qA9Bqfj2IcJBTsm5Xmoz5RDJbWJBIaEpl+v++qEfGcYwqAGiyYSCTccWrax263i+l0ilQq5QLpGNnKfcg0OO4REn3VsDkunTPmP8bj8VAO8DKCzZMlIecckpDfuXMHzz33XOiUM86PBTWHAgitpRJ8n6+dOciJRMJVfNra2nKHBXB9okyt+m0VmfMEQlmBk7CIWUbh+SJtXd19VlCjC6JQKLgyjKTP9JOzfDAL/1gLg+LoQ82jpSZr/TnaURuybiUqnWAyMzVfcbMpo1WCohOiyeK6eQlqJub7fAzFMlyCT6NQgmg/tj2dO6udM4lfn9fIThtlCsyRi8RMrQkUcHRtVBuezWbO9G/NXcsOSoSiNALfpj7r5mfbZ7mm16O0lChYpAnY36KYrH3Gt89UKldGqtGX3M/qo9Ux6Tc1YjJGtZZYTVbxUbMFlIgB8N6/7Pi4qH86TyznR4VE97nVnqLeo5ot4Ndo+V4K4RTAKZBH+YPteE7T7s4Cvvf42tU+K206rW27l63QYPmPvkvpoVpR9Vkf/b8IXNpHy8PKKd2yk9ZErBtH/ydwg1PSps+33++H6haT8ZA56ikTOplEcAYkAGFTIzDXPhVp1cSm7ekB2JbRWo2RbdF8S61eF5cMkeNSSwCJFvutm1IlSzvHPNOXjJNpB5wjEk4dB4MzWPxC+2+J67KBz3Ss4BMsohivwmU2leLaIoHLmuN9BALwlyT1rQvbVIFPBVHu1dls5vYUfbIqKGvUsaZNMXiRhFvHqgdlkKAnk0kXzMTiNJpiouZma+rn3PF3mwa0bMD5oOBC4Jw3Gg30ej3s7e3h/v37oT1Oeqb0xgpJFo/UgsY5UQGJFohyuYzt7W1sbGxgbW0tdOyej5b5FAptX/HrNGYbJchGCb++Z1RxUtxgf+x5xmwjSrjT+SXvUCuruvdUU2Z6WtRJaWeBS2u04/HYRdOpyW6RVKsfThDLY9FcTD8RI3ep4ZKBzmbz4hFceP2bbfo0X06mRmYCJxOTOdFEbuCkJATMNVNLLGnOYFg9n+fvlHTZBhkt72Nbqlmo+YjIQgacyWRQLBaRSCTQaDRcGzayUxF6MBig0WicqCi1zISNEBX4RPCtlf52Fkn1NIl80TNcT5WUeX2Rphw1htP6YNu1DJt7qNfrOQbLgD0N0mN/WROXZl4SnXw+D2BugqaJjh+9V+vq0rScz+cRj8dDbh217JD5Mshv2bVaNalbPx/LLXY6HRwcHGBvb88xQo0fUeFLmQVw0pqgUdgaGEpGyzkvlUrY2NjA9va2q1tgSzuelVlaZrYIovZMlNAZ9bwyc6Xj8Xg8dFqatQxYZmuZLHHKujEto1WGTPphgwPPCg/MdKzF7BV0cu0EqAanfllbHgsIa4jK/LhZrTRoCQ77ooSE77fmFxt0wutWurTj1PuAkxoXfycR0/QIEhVNl6AP0rewljGzbSvt+j7sE+/Rghk+7XxZwWcy0/99WqwlFj7T03lh0TMqAPg0Z9s31UatFrBoPX3v1PFSqKOASgEslUo5TUz92+pv9rXD9rUUqa2a5uv7aXNmzcvc78uc3uOzMHC8FGx4fKgKuhbvLB2z7yD98lmbdI4ZVKkfW41L19biStR+WMRoF63tWdfetmWZO/eEjX84y/6zfEcLLdF1osqSvs+3D84LD8R03Gq10Ol0nNlCfZ/WnKzVlmKxWMhHRC2WZmN1+EcFLvFbf1cGpRNDDdYGVqgplhtBoya1DTsmzgOfs5KQEg4+D8zPS/TNKftKYYMmdV1w1daJIGTYWnpRTR7KRBmAMZlM0Gw2kcvl3BGHPs1oGcG6AoCTofyE0/zPPuIHLNYcoxi6T6BhHyyeWKndWhxUMPQJgD5NQ02OfJ51dRkgowXkp9Mpdnd3Ua/X3X6mlqX90ACfWGwevKffmjZiYy1UiLB9Z/9V49KoUO65ZQT1Y1uG0O12cffuXTQaDTSbzdAhKKQ3JOa0Bvjwl0zb4jHXlwJQEATI5XLY3NzE+vo6tra2sLW15bRZ0kdreta1UMsg8dcK4Pq79k1pne2/Klv2N9VKo+JQONe6t5TO29gWglpcksnjs5A7nQ5GoxFSqRQODg6QTqdRLpdDcQE6x4SHZjrWChsW0ZQB+TRadpwbUTVa65hW7VUjKAk6QbrR7cT4TIj0X7Id7bMPfNqrve4zWfA3YL741gelwoCNsvYRdN88RWm0eq/13VG40XSk06TFhw2nabQEnR+rLT4Ibfa051QD8QkCPs1W//Zphadps7oHiVdaSIKnODFQjhpXPB7HYDBALBauXgaErShktGQOml2g+K5Cgq/P9pp1iwDh07iWEaKsC0FwHAHc6XTQ6XRcjXUVNoCTWtei9qPwQD9cXx4YwChjK+Dx3b42tV9RY7a0b9H6nkYz7f32bys4ktbZObQQpdEyOI15tHRbqvKmz1+WDj4QHy0Tf23os51ERSRKgRpVTM2NxIAaGpksU1vUv8uPtb+TINiNDpysD8tr1iRBZgnAOcS5Wey4+E5fHWb+r/3wmYcUtMYy59lqbmxDpX1Kq5qnq4KHEl0StGQy6XzsSggWCRvLAFEbK+o3ZbIqtPj+XvQO22ZU33x4YomZ7ZslfFE4vEgIVIaoKWZc63w+j1Kp5G0fmAcjUehVpqsFKwqFgks9UyZLoJlTtS5+63h92hLniwFZuVxu4TosA3BPct55QhYZLcv8RVlgdO18eMhYC/VZ6xqTHhSLRWxsbKBarbrqW8pkuLb6HoubPkHUgo+eqfBrFQ8dL/vuw0HiCI8OtBHxjAvQAix0M1jG6NuD/I10sNfrOUHIjus0S9hZ4dIFK2hqYtEFdjRq0dSkSYnPphfQmZ9KpVCpVFw0I8sTKiFalNekC6gna/iIGB3e2lc1H6sJ2T6rPlbVYjXPk4hwVv8CCRc3HjcZiZSa4DW1is/RBE8hReeDSMy5i8ViKJVKLirVpxUtIyxiqgq2/1EabdS9URL4afNiGbjOqZrACNZMZ/HMptpE9YHEQYOc2D5zXiuViqtUxL5otLElVnw3mV4qlUK5XHbny0ZFsirOWVzlHCmjVYZA/M7lckuLgwq6xuPxGIPBAN1uF81m05mNfRHDqjj4tDW2TSuexSP617kO1WoV165dcwUq7JnDSreU8ftwM2qPWbp+WsCaHY+lwYrjpF3M8WadBqVb2WwWxWIRqVQKa2trKJfLbp9FKTGqPJF3MGuG5wMrX7EFfC7DbC/to+XkWDPTWYifTrBOkrWp2yALlX45aYvMBoqElpn6iKhlLiogqORmtT9rcvUtuhVCdC6UoGk7GmFIsAEnel0Dney3nSfVNPiJMskuG0SZdxZps/Zv/u9rd9E7z/q7xaNFVgJlkDYn3fdMFMO1eGwJug04onBL86wlLvq/7k3NKjhNYPH13bffdC/o/vL5/ZYFlM6ocMy9m8/nQ8FmGq+h2p6v3ag1tgpHFM3ic4vWwyd0ct5Po+lR7S66zjXmnKi7cDgcuoIb7XbblUqkdst9obECtobDaWDxTa2pPli0DmeFCzNaDk7NvqrR+dR3ldwoadM3G4/HXWFnFsdPJBLOvwDMj6Nimz6/rIJKZ+l0OhTMoROs/bQSFnA80Yx4VqbEHF31tyoh4zVlZlxQEjlKv0A4N0yrt5RKJacNUOpSLcAKHloVJQgCl39shRmOTddRC6Gr33gZwQoEynAXWQuA6CCns9xrGfqid/mIKPHVMhea760/VddK+2T/tzhr/fv21BYG5FHzTafTaLfbjtipUEktNp/Po1wuh3Be+6OmNl8JRiCck8l+E8f4rX0HsNQ+WhVQSPhZS/zGjRt429vehl6vhxdeeAF37txx7rbBYOCsdyqw2PgI1bLIzNW8z+sa38G2mcalAah23+g6AGHXGu+zwrw+Z+9T4YiCB/vGDAfWSyBNo0X06OgIrVYrFJRHi2YqlXLmcL5/Mpm4Gg6JRMLVsfcJHqoxcxzT6RStVgvJZDJ0NrCdJ59Scx64MKNVk5DmefoCaexiAPBqUfTH5nI5l2vHwuKac6pgI3st8VGE5LtUsyURUvAtEpk9mRgXlmO20r2ajvX9Kn2pv1o3TRDMTdmJxPywbDJBMnnfIQ7K6IlIvM9q2hrJp+uoyHaaFvYwwTK4RVqtT5v1bcSzavFR2nTUvVGaLd9J/GZQBtdacU/b8b1PBS6r6dg9wr2Vy+Uwm81QrVZd2/o+1cpYXpHmYt/c6piAxfSAe0+fU2Kvvly6XpYRdE75YV56rVZDLpdzaSSdTsf5BFne0jJXH15bwcMK8MpAVPnRAEdtzyekWauk/q7P6nX+ZnFP54VrTEWD8TzM5+50OqjX6xgOh7h37x4ODw/dqXDT6RS1Wg3r6+uuAEo+n3c+cJqZp9Np6JxlBe2zTxjt9/suGFB/s2twGbg0o/URcAWV2i0iadAQpRH6FLUOsk9y4m9qPuC7leHq+/VZfbc+o5tF7yPD1/fYGs5WSiex1BN0KMX5TG5KaIicmk8LwJ2GonNtJVBfeDqZto8B2c0dNe/LBlFBJYs2iE8L1XU4rY2zbj6Ld2cBm0PuWw+fkLDobxVk1eRGfFRcJaHmcYrK6HO5nNMqFoHuLx9jZfCjWqOsSZD3axrdZQndKwk2NoXzTSsA54PzZ/PjreBlaQDb9gWn6RpTs221WtjZ2XE11IvFIrLZrKvIpRWi2D+fMqSgApvtL3CSBgFwtYVp/tUIbGW0LE1Jvzbp3traGmKxGNbW1rCxseFOIMrn85hOp8hmsycESmrMtkKXXR8dq1pn9Hc7D6qcnBcuzGjVL6uby/oIrfSqwUIA3HFu6XTapRwwH0/NJSrNKVOjFKIBF74joDipwNyvq6YvfmvwEz80mVFDpCmWRIcRcAAcwaLjPggClxjN/C09kQhAaPOR+PAoLUbWzWbH58mWSiXEYjEnIStiUCtV86DOIcFuKLt+du2WFXymnSiCbH9XQcVqE/Z324aCj6FehMlynaiFUIC01gXeq/5cJbb6XtV2+DzNmro3giBwhDAej6NSqSCXy4WsI8o0+A4f01cGqvPHfpCw+iw+djxsd9kLVpChMFc5Hj8++rJYLGIyOT49azgcolQqIZvNhjIIVCghDpC2AeE0PFsYSPe8ZhncuXMH7XYb6XQazz//PLLZLMrlMtbW1pDJZLCxsYFyuewYl42BUUYKnNRcLRNi31Q4pFIxHA7R7XbdmdeNRgONRsMxWuI7x8W1zufzuHLlCnK5HNbX17G5ueki3vUQBwoWrMHAoCmfu8K6BTmPrFbGHFurqBD4/ovApYOhCD4ipIvF/y1B44bT4AybjmKJvpWQiaA6wUEwL5vomzQiuJUqfR81u7FvKmBY/7AyfmoLzFMlg1RTjxb71hN31K9BaZjjYxCLJUpW6gRwArkWMYJl1x4UfNpplEYa9f+i+xdpr6cx1igh5SzXThMafOAjiva6aj5au1u1IRI7IBw8RWFQmbwPdM/oGFRLJTPhfYqf9m+rOS0jsL96ag73obpxThMCSVM4XsvsfPRQrxFonqVpmgI/GQWFJt5r+0E4Daf0f8UL4hR9xTTN2lQnmpBVGCSe8ZSnQqGAUqnk3BWkjzr3avGjkBpVtMi315gLrtHgi3jGReDCjFaZDTCXWLlwWuFEmZkyCt3o1GR5P01bGq1Hptrv99011kLmhFL6pjmAgQYaVq9EgP1Qc7CNdFZzNs92tWNXIsYPtVhKcax7qmHknCu+k0FQWjs2CAI0Gg1Uq1V3v/rXyNDVP8RC7tof9U9rSgDnIuqz7OAj7Pq3b4NE+cR82j2vK1FTxqSMx8ckVTvh/1YziMWOTXy5XC5UnJ6WHW1TCS37q5HK1loCwPm0JpMJDg4OQvuCv3N/WWuQ1Trt+Oxa2DngsxQauRcpGOscqlZux73swCAn9pfmUGp2Ozs72N/fdzSLmhPnwSc4atCojYvhvE6nU5cKmUwmUSwWUSgUnIDEdWY6H7U+pk0xZYsHn6uLSRUiu1YEn694Oj0ugkLfJxka+zWdTt2xdLQIJhIJlEol5PN5p22TzgFw+GOFDbZhXSGMYwHm7jRr+SwWi7h+/TquXr2K9fV1b/Ae8f+iTBa4JKPVTpD4qOptNT8dAAdka3ACc2e+MgSNrqNtn7Z/zXdKJo9PoWG9TzIXNc+qmVYla5WoNEpPGS3bVCI5HA5Dh2XTB9bv991Zn7u7uxgOhzg6OnKmJo6Z70un0+5cT5rPk8kkxuMx0uk0hsOhq/TC6DvLNBOJhNOAM5mM64Oe7KGWgCjt5FFispaRRllR7HNWyzhN0CBRVIHKxiooPqnPnkANTgPU+AyJkK6XCpHKuLhuVrpXoky8ZZuM2qemQ2FUx6jPWGGB+yzKTxVlJbCMlm2wjz6N9VFktNTSqCiQFrH60O7uLg4ODhwOaZqPWhKAcNCoHg9qrWVkavl83vkxS6USCoWCm3e+izjFyHIyVsZ9qDXN0kXSFtIbXS/tmwp03W7XnXFM5apQKDjfKvGUkeyMKqb2qmZz4jYDn6zgxwBVHbMGniqj5fjI+K9evYrHHnsMtVrNK2SyD1ZxPA9cWqO1Zkrf5tBrPu1BNUN+q4bMbyKcnj5C7VYle02toUagTN6a+s5quiOBoJZpTbZqQqGPltVhyPCIXD7thMih86bSGkuGBUHgglM4X9ZqoGZuS6D1nT6zuApPyww+7dVn9lkkNCgD02vKzOz6qFAJhAsA+PBB29W10r5pH62vXAVJX/99bfneZ/fqaXAeRuezjNh2dF/zf4tr9jnVQpYVVMhXpkWtnaCM0WplQNh0rD54W2hHwdLKeDzumDzbBE7mUKsiYa0gPkHKWlFs/320RYUyfZ+2xzGQgXa7XTenlhYFwdwXbHEmFouFhFcdk6+v7BsVHCo1lsHqHEYJ7WeBCzNa1Q416lbB11FdcO24Skoans6kZUamMf+Kfk4yXzXz9no9JJNJV2aOkhSAEDOJYvhWQ1Kgr5Rh5SS2aqKlZLu3t4der4eDgwPs7++HUox8pksKEZb5DYdDJzBYk7Hm4yqTpS+m2+2GBAztA+eGpiaOTdOffIxo2UDXyzIW/m5xUUF9S1wX1VatVUUJiw9XLNPn7ySw2if17yv+Wb+/9p2/q1bAtbQERo8+pAmO7fpwkHhoGZ9N1VCwfkg714pHDNghI7IWFQ3i088yM1oK3tTKdP46nQ76/b5TAug20rmkxqcuKc4LfZzAyehkrj+15nq9jlQqhX6/71xQWi6TLidqlVp0hOZWzcQgKONnP2iKVhM2v4mTegwi6bSelEMYDAao1+sA5m4x3TcaDKe4azNFdP44N9ofDRzj2FmOtFwuh2oX+BQhasEXgQszWss0T7NfK3JFSb0qnfGbgUTMPSOjpaZr/UqcfAoAeli8OsitJK0MxafR+jRALXahflpqPjwei7Wg+bxqPnyPIgc3pc4tmTBN5b1ez51pScS3zJbELIrwccycK82zfBQ0WoIVknzfPrDaptUEuUFJGFSj1Xfz2+KTfb8y50V7gWuoWrJdM7bn0wZVEyBB072hc+brQ9S8WAFC2/H5tG0flRCTmdhx2/l7FPCQa6QxJsQXmsqBsInV7jMK33bcOl/6jN5DvGRMCO8hbdCcfHUZ2BRKtTAQrIZo8UQ/VoOkuVh9u2qdYFv0bavCpDjpCxZVrdxagLS/6reN0mj1DGXrK7d77FVP7+HL0+k0KpWKq+DhAyX+vghdKzFpAAGDh5TYWcbCRdWFo7anZmRubl5XzccyO2oD7DcZNhfEN8YgCFyEXbPZRKvVQrfbPVF8gPPBhaXpQsEeFk/NihF7/X4fg8EgxGhtupJaGXxSNOeN7yJC836O61ECywB8YIm3NREroVTBz2r5ymB8DNOC3helTdp+qm/J9lGlfstwrTBn8eC0+dM5tP2z/1vitIhhcz5jsZjToLQ94qSdh2UG9l0tVTwAZTAYoNfrOb+oMhkgfDSirjG/NdVL19D68LUf9JMytQaAy0llEByAEC0jrSPjAU4WG4laV90vdt9QUGBNbXWjkbYPBgN3zKoVHoIgcPQpmUy6tCRa9thnGxGvKW3aV76D2j7pnqZR6lz7eNVF4NKMNpvNYmNjw02IHZhlspb468Tyb9a57Pf7ODo6Qq/XC7VrTaG2X4qE4/E4JL1xwTjZfEYnejQauQUEjhGYiJJIJFwJMJ/01+l0cHh4iGaz6fquUYUkLMoYWXJSCWipVHJReYqQ/JtBAzSzqPTK/6mlqoRJcx03QSwWcwFW2WwWmUzGzduyM1sreUYxBYJuFOsrVHxRy0TUO601J+qd+px+fOZiS9RUOrd9tUzOBk1piski4uBjpraftm9RpmcLPu1ULQU6j2qJsu9cdq2W86FzTlMkz+puNBounUXnSwUPtqU0kbEoFMiBcGGTKEbLyHUW5mc0NJkTALff+exsNnNMi3+r8K5g9xJNsspo2QdWf2IdAZaf3NnZcXUFtCIa3Ya0YOoB9teuXXNzWy6XHcPUuBmdCxUOdF8zw4N0jyV/1ZLIZ3VdfTThLHDpLHB1Jp9mPvZpAJZR6QKp/wkIS868335HmTMoWXEyLdFg/7QdNTuord9qD7bvRBaNeouaBxVA9HfN11XTCHMQbVED61fzSaOWiLPts67fsoFPA1zEZO131DrrNbYTpenpe3z90ffZ330aok9btFp01LutwGHBNz9RfYga5yJhwgd2/Hbe7ZwqA7ZrtazAOA3SiHg87qxYDGBkXqsdh+9/pVsWh/QeFZ71xDPeQ/eWDeC0Li4rUFGh8JlbLVghyu4h/aiGq5q9KmA6H1qtifPJGs6xWOxEbQHFKc6Lr7+qAPoEZR8onb8IXNpHm8/nsbm5idls5oKEVKqw6jolJiKESmVkUDy2iEhAh74G/XDQaua1vh9lUAwY4KZggJRqrZbRUsMB4AKslCkSOZiM3ev1Qposzd26uBpExnzfUqnkHPFkeOwvACdx0STElCHmv/EZRSBuPA3eUmLM+crn87hx4wauXLmCfD7v1lc38rIyYG4kZTAEn0bENbWETKVwq8mqlsX/Fazm6WO21semoPNr0+KUyKpGq9HOyvh8GqaOxQoOSowWMd3TiBDbtoKNZZBWsNF+qH9QhVDbt2WE/f19AOFjCWkevX37Nj71qU+h1Wrh8PDQmZeBsPlY50KzLTT4jntY6UmpVHIm1evXr7vzZ3XuADgTNt/N+JJOp+OCghgsx+NKmdsaBOHUI4IyT9ITPe6UDJVjoYbOeJX19XVsbGyE1lrHynzje/fu4e7du5hMJi5FqlKpuCDRcrkcSmcCEKouqPtTCxvpKVQ2rUctfpwzFb7PC5ditMCxL7FcLjtG5OuMaqQ2jUQ3GDVZIgUniKZfSjIq/aqvVaUZJTzAPGGfiK5lE6MkNTXrWNMGCSeJowZt0TTCxbLAeaBPVKu1kOE2Gg1n7uGZkgwIA+CqrHBsPubAeWM/FTi2TCaDtbU1VKvVhT72ZQSfL88yHl63ErbVZNW/pPjLtfJZUxZtOt3c/F+FodM+fEa/bS5glBarAob2gaDvseNapMWeBSxj9f3OuSDBsxqT7mldx2XFw1arFaIX4/EYe3t7aLfbuHv3Lu7cuRMqWm/Xy64z4zFU6FMGxP/j8bg76GFtbc0Jy2QyicS8eM/9+/fx4osvhoRL0lpNcwHm1aKsAGTB7h1a2UhnfYIsmXEikUC5XHYHpmjJT+K4ZnHcv3/fmcL5LlUk6A5UTZnXFHTvKG20Wq01QesaXAQubTpmkYVOp+NNdFdQVd1KXEyX0dBvMtlYLObqUVLaoHSk5QytmYWIoM9cZKLsJiKiaE1hJW7qq9Bxk7lqSD0RkwyV9UgzmQyq1aqLMCbyK7GlFKn9VEJG6wERym5ymo0LhYKrM02wTGXZwccYLC7wd2V4Pi1PiT7n0WqZiltRfdD/gbnm4tvEvr7b5ynIKrFQhhu17yyhtEzWvucsjDZKe48iyr7n7Rzq3PgEkmXFQw3EicXm9aSbzSba7bbLp6eQr+tmg2181hWdEwukSd1uF/v7+yHGk8lksLW15ao+3bhxI6R1K7NRTdkKoVbQ0X1lmawvZkYZMotpaHtqvSNtzGQyqNVqSCaTuHnzprMS3L17F+12G6lUyik8LNCjuELhgXM3mx3Xir969Sqm0yle85rX4Pr167h27RpqtZqz5uneBMImaJtxcC4cudBTAsViEdeuXQMAdzqERhISlPBraUEyEDrKyWwBOJNGMplEtVrF+vo6gOPcNEaq8exCZaR2cdm+2vLPI6mTqdGcQSarZgciiGq97FM6nXbOdg3G0qOs2u02tra2UK1WUa1WXX3PTqeDP/qjP8L9+/cRBPOAMyJeOp0OSZ0UOFKpVCiIQN9HRASAUqmEra0trK+vhwpmq7/Ep5UvE/i0Hiv98zcrTNCS4mNY9ltdCcQvXtf3AOG8UxuTYPvrM/laRufTLCwRtkzbCp4EG9hk3+mLW/CBT1hRy8qi53V9okzHdh6WFbRwDJlOvV7Hyy+/jIODAzQajVC9cs5TEMzTEoF5pKwyLa2257MUag31o6Oj0NpWq1V88Rd/MTY2NrC2tobXv/71mE6n+PznP4+dnZ0QPWLsivZDI4mBk2tARYHKh7rK7H387caNG3jssccwHA5x+/ZtNJtNNJtNvPzyyy4FM5FI4Nq1a3jd616H9fV1PPbYY3jrW9+Ko6MjPPPMM3j++ecRBIHLTOGc8vAXKjQsl8uA1Fqthi/5ki9BKpXCm9/8Zrzuda9DsVjEY4895moO0EqotN1XF/q8cKmoYwDO12gToBV0s/gcz1YysoSReU75fB5BcHwajmqQlsFaYsTvqMCkRcRAiYmaSVQjt2OyBI7jUIasCEzmR19eMpl02q2adKyDf5GGrmZ6axrhb7FYzAkBFAR8m3lZQfFEv+3vCpaBkdgB4XQG3mMZleKqZbAWXyxDVe0tyiRnx2D3DhmR1fbOw5DO8uwrweAW7TP9W7V1Nf8vK1jrXCwWC6UokmlaC4hPCLIapY+m6f/WYqfAWI/pdOrKGzKKV2mDL+XSvp/jsgKdar6kr751Jp7l83nUajX0+/0QA2MaJHkI/6Ylkz7VUqmETCbjTNBKl7k3dFzaH9Z/z2az2Nrawvb2tvtfMzR8fdfvi+Dipc6jZec5cbVaDdVqNaQBRCGIamCq2bFdSiU8WooOb626RJNMVIkyRW76cwGgUqk4DZsTzDEpM6MmSzOEOsyV2BEBgHmVGIusHL9WHLKBKo1GA8899xx2dnbwpje9CdeuXUM+n0elUsHa2prLi6PGagtSsB1gXg6OHzWta9DV9evX8dhjj7n8NNvnZdYk1DSva6ZECEDIR+3L21TirrhL/KG/nVV6mA+oB1/oGqu5OZfLuaA7DVzT4A/9tmA10SAIQv4oy7xPIwI6dhvoZjVanxBqBRWfBh4lPPh+ixpvFJNZRqBGyyL2tt9qSdP0HjJIAufJZlwoI+S6a4Cd+iL5DuIrP7FYzFXK29raCsWqKE0jKI2KMh0TdLwa6Mr5YPH+eDyOK1euYG1tDc1m06VvNhoNl+ZDqyetldw/PHCjVqtha2vLMdpYLIaNjQ1UKpVQrXh+uEf47PXr15HL5bC9ve00Ye7lyWQSot+6llwXn7J2FnggBSuq1Sr6/b4ze/J4JCLKIq1RI9ZUS+CC6VFJhULBETsW56ZUA5zcyKo1clGIBERQe8Ymf2Pf1GyivlZltvRzzmazUIkuEnA+D8wPqrcaUhAEaLVa+PznP49MJoOrV6+6qLlKpeIqTHGe1Pdq55fj1IRslaqV6F+7dg3Xr193J2Zc1I/9MEAFFfVBq5QLICQkaeS6Dyf5PJkoTfT0I7XbbWfqZyUeMmICfd/xeNy5PJTBWm1XteBFwD5rXp9q1SpMKQNWqd5q2T5GGsVM7e/WcuUDn9VhkdVEhSQrrC6r0EdG60sNA07m/SstsffSssW9qkxQNUdawTSnn6AFK6iMxGIxx+w2Nzcdk9fzbVUYUC1R15BKC8EKFQzA4hhHo1GIAW5vb6NWq4XM3c1m0+XZUvHhcXr5fD4UMFWr1bC5uRmKbdna2kKtVnMRyKyEpXOYz+fx2GOP4Yu/+IvdqUUcx2AwcOtEoUXngHvM54M+K1zadKxSFVXzIAic5H+WduxCqsSt6TTqu/AFCUQRqlhs7vT31WS2Y9JN7TOhEHST0MSdy+VQLBaRTCadr1ajpU8bOxGeEimT1ckE1RSkCeV27nxaON+ZSCRQLBaRz+edD1zLUz6KYAmxMhQ1lft8kgQlLhQW1drCuQPCNbOtFgbMiS4j0SeTiSMYitMWt85iSdDxqIChxFh97NrHqLFb5qp/+7TWRYKKZfB6r/3dvjMKlpXJEqwGbk2pakGJGstpWrwKkGyH1ikF0mIqJ3qoue4JbVfpnS/KWxmTjwGrEkLcZDCSKgO0ADE4qVQqYTgcolAoYDweOz82zcVBELjsC8bmUFhh2qceM8p9qfOuxXy4Z8lLODYAzkVp96IqS740p7PApU3HZDD0KW5vb+Po6AhHR0cYDoehnC7rAyNYEwuJBxkXJZBWq+X8Hj6zrNUe+XciMT/nkOkzRHpFLLbDDzVammoIfJ4aNQAnWV6/fh3AccDWzs6OSwuyAQXqjyZyZjIZFItFZLNZjEYj3L171yHI+vo6JpMJ1tbWHLIyD5bEW4k//TD0P6iwkslkcOvWLayvr+PGjRuhg6B13nQ+HgXQzaXCB7V6Zb68X8enZuKjoyPU6/UQwSQeqUmPec1WAKTlgtK6ppJpor1qoos0TYIKUda0qHirGiHHqm3oHPCaT2CzffIxXm3HEmCCCnoWn6KYuW1jWYHrxz3N4CC6tWxshYLOsVa0s8A9z7/JwPL5PKrVaig1kGtfrVbx2te+FhsbGyiVSmi1WgAQqnxHJqTZFOyrFr+gqZageAvA0SAqWxyXVpZiYFK9XsdgMHBm3J2dHScIUAGoVCpOaXvppZdwcHCA4XCIg4MD9Ho9FItFrK+vO6unHohCSwFwjHc8fpK1CPToQlXYKpWKy8clI9bfGSd0EbiURqvaEx3XhUIBnU7HLYTPD+TboPq7mktIVDhB9uQHMky7ga30zaAfXwUkn+TP61aK1Ht1UzBoqVgsurD0breLZDLpTDjaNzXzqfaeTqedT1VP3uGJPfymwKEpVWyHxDcIgpB5mWNJJBLOpFksFk8Q6keBuC0Cy2x9kfBR60xzmuYp8xmuz2x2HEmuNbWthYV/8550Ou00ZA26sFpMlCZjmZaODYBbV7WyWAvNWdrW+YtirmfRZhdBlGZ3GrNdVry06048soGdUaA0TJmXxVXVKAl0EVE7VNdIuVxGtVp1/kvm8SoT0mI37C+FchWOfAKA4ivx0VrH1LJCYYEul0KhgFjsuAbBwcEBJpOJY3aMa6CCxahkrRfNEpIaOa20kHOo8SycY5Z9VEGapnUdH39XweEicGkfrUq8uVwOpVIJzWYztKDqH7OmW2WoHAS/KdGQuVLCyOVyqFQqbsJms5lLC1JTgTJtIhQlPzI0IpVG7akZxZq3VDrVZ1isu1gsuqjobreLbDbrinnonJDxU8NhpPHGxoaLtLPSos59LpdzYf+6WTTZnKZljpUmaTJiPd4wHo+H0lzO4n9bJlCBhXhJvPNtQG44YO6SGAwGLl2M5t50Oo1areaKxCcSCeejpTWE/nn6w6KYqAaY2OsAQnPvY4pWcCDD10pRbEOJvGXi9m8l9BQgbT+swAyctBxFMVC9V99j95b+zbHq97KDru1pPmalMbxHfbyWFqnyQUGdmijpDe/jfM1mM+zt7aHb7TqGTPpoLQyLhDztk91DvufUtwzMayTMZscnkO3u7obqAwwGgxCzDILjzJL9/X1HR8k7arUaUqkUKpUKtre3Q2Zj0jzOi2ZW8B6fv5Wuvel0ina77eiopp9xX6hWfx64MKPVTgBwZrX19XU0Gg0nIWn5RM09JajWSobBikkkJmp+nU6nzhSggSjUounP1HdyAciUaJ6lyZSmPkV04KTpS30QAEK+Bh7EXq1WAcCZKXiOrnXQk2BSW2V1qK2trROMlpIbn9F+qc+DQgk3EyvEkCkro+XGU42X82CZ0rKCr4/KjHTzWY2WhIqbZzgcotPpYH9/P+SfZSFzBvkxyITBeMlk0glM7XbbETgyOqvtqFmX15To+sZmmQ+JBom3umc4Lr7T4rSP2QMn8345lzqf3F+LLFRRf/uIuE9jtQJylLtp2cBaRaLm2VoJVPNV5qxCPoCQYKxuKGYiaAwCadRkMsHLL7/scIT0d2trC5VKBUA4zcwn+NhxaXyA/q7zoBpzMpl0AuhoNMLh4SEODw/dmDgHelYyGfLR0ZHDX+6zxx57DJVKBcVi0aU/ss+K79yr/197Z9bc1pGk7QS4EwA3S2rJbkfbEdNzNf//d8ztXNgTbrdtSSbFBQTATThzwe8pvudl1uEqG/6CGYHAdk6dWnLPrKyIG0OFuYNnkuWMICZkRD903ujnH54MlTb2/zqtC1FzQUXcjg9pbEAD1+4KQ2DCKEkOcqGqLkP9rhpQ1qcaUTixu0bnAk6RG0FLn7U/xBD1qDpnfCronVA189RdOZoU5QTlY3S4j9vrzwRn1Hx2wVQTBuquw6qFACNumJt6H8A3TTJza0KtO/fkdM030OXy9fvVasACdSHtc9Zlheiaq8KpcS9vW6212vP0PQPnF7W2FhHcO5F9Bu7iIfp7F9R4g75qQrtGE9m8Z33L1qG2fk6HOjbnmzU8gtZwkWsmMjJD8dUtamickFCv1/b4MHfw0gy/a3NxX3iyoKUzS0tLMRgMYnd3t+XrJgMOwRjRTt2PiDKJOzs7xa3pyQNYbRFREnzQhObzeaytrZXSXupewa0GsyQhClequmkAFkotbRdWCljvEVFqi/b7/Tg4OCgbxJ341IJnPAhbZe6eTacCVAWvzmmvd5Nhx7ygjNBfBIrGhFxbXVTGBmg/VaFypaSmUCnxURUGl/H29napzsWRhFqbemtrq3hT/KxkFcgbGxtlew8JHngSWCPtpyuXjE8FKNfqfxG3rVVlPBlD99+cyejcKfOiL9pftTozN2/G6LP19Of+Fbwr0JAqa+STkBTn40A5zrxnXO8MXrOYUQLBT47VxJsHHSCMyJ9ZXl4ue1IJpcEveBZbfjKvZU2Q6jhcCWV7D9t3CPsRq9VtRjoHu7u7RQjDL1+/fl1o0Uv+Ku5rmIfKXFiy/f71trutra2IuMk2ns/nrflA+KrH0GXFfeFJgtaRg60t7KNiEXB5KFNwFy1Wn2s+yjxwazIpEdESXGtray1hRkYo7VMFBIZZ0yZ5tlu/NSaofSM4r1VO9AB3XghSxqPWr8ZWPZHHBa0yQp1TTWlHE0R5USsuc1dm1t+igjN8F7guBADmgPgRG/sJUxCbJTGD+YOA2RrFvcoEI26InnbYaw3uZQVQlBlrW5lFoQquj0dxxulN2/RXNrfK9LNYd8Ttko2u0Oh/2efavRk+LiIo7ekuBaUvH4eGFDKeouukwlnXgf3ww+Gw8F0VtAhVMnM5v1XDd6y9unG1WIaC01JmBWf4TD8Js21vb8fl5WXJPibXRBVC6MX54s7OTnqaG33PlFGUaMJ4vV4vvv/++xgOhxFxU1NB51srVEHf2ZzcF558eo9+10UEeTzG4h11jV7bg3m49u7CV5FPBa1qdJubm6XKVM0yzRBI+6muCMAZGUIZC311dbUkzihDU1e3upfVoqUtZXD+XO2fWlRqpaorW2MgFF3oQp4ud9+fDb5eTvRKcOpKU2tWX6zf0tJSS2lU1zD77IbDYVxcXJSTmiKiMAwIl+s8K9JfWXy0NjYffzZWd1Gz5jqOiLayy3d9z5STLoEND1Dr29t+jBL3WOb2R4F6BNSS1YQbnSOfZ7dcfa58Pt1aJEeE6m7qBWMPre64gA/4+mcuZn3XvvJ7RnOOE9pnvYftSMybtg0NqlexK+zX5dZV+qfIRRZrVZrR8Wi+0J/iOnaiwU1J4k5EtCxaJVLVyJ3hKOKhxalViHZBshFamGqTME2EzOvXr2N3dze1HHxMvogwEPoKqMsOixaBubW1Ff/4xz/i8vIyfvvtt1suaoQq8WYsciqbIGzRCDN3HKDMWQmIWDCaG67oz58/l3T64+PjYgXVrI/Huku+NPj61JgRBKoWB5nFvFPaEkWMPeG6Dlpt6+3btzEcDuPw8DBms1lrDUgM9KIi6qFQhuFxdx2bC00HteRZW7VoI9ruSVU0nKmrIltzNeN+czrxZBzFW2/Hx+jPcMb+FJfdHwVNc52AMx6PYzwet0p0ZvOpyg4v3cWg+KQKE+/g1WAwKCVaKdmqSryeFua4BN9SnHALXJW/TOAjgLI1VX7PPnLlTaurq+WZXmdAlcaMhrQf2objNDwZBZkjDUkaVcWAZ+nY2Q2iY3oMPJtFG3FjgmuAWhFEQRGOQXrCjgpcnRQ0dD6r5awToYIPza/LVaZEXrMgMsg0URaIikAkQ6mrRl2RMF51kzhh1Ba5q1/0RTdzo9kpM6i1vcjWRM2Czaw8JyoVuppQpuuhhT5QWmhP92Vr8h3rqJni7sJ2JuZMtWtMXXPxkJcLQA+L1ASc4oMmUGXzrhmt3NuFq9ybWUSLjIeucNeyju9i1Mx3plRn+KBCiF0L7KRQb5nnu2ibum6ZNe3Pz77r/b7eEXGL/pQWVMhrn7Rd5Ydq7GQKWTa/qix4/YLadapMZMriQ+HZso77/X6p6IG7TLfzqDsjok1YijRMPgTuSKITqvfoBLEouP+o6IFV7ZqP9oexqHbvRANkQlmZE0x4a2srXr9+HRcXF3FyclKO2oMRqVWrFoU+J0PUTCv2cZEIQdwRwcF2qJOTk1K/V/uwyIwNyAjNBZjPEfdh1bLtgGo5rMtkMon9/f0iNFWL5n+2AJEAR9IZ66nuavBSD+VWZSvDpUw4+1g8VyGiHY5Ra4M2PcxC39Tqd1zy36A/2nTLjDl2AU//tO8Zg+d+f9Yigq6FKnA1OtbvmSWWzYcqPih6CFdN8PRkqCzkpG05rWfCx2lK1xF60eQuTapTT5njsOKB54rQPs91K1bnvWY0qTFGnHhvby8iro909d0t2pb3NZubh8AXF7QqYD3tnPsgfoSm+s99ElT4sQBcF3EjaJumicFgEHt7e6VEJIykpqln2r0KWc3Q5Vm8qyCkbyR3bW1txXw+L9mttKVjIAs6op0950zKNS3te4ZwtI2rhvnngIKTk5M4OTkpGXfMkR9y/BQk+5LguKFMQd2nPj/z+bwIWGpSa0LI6elp7O/vF9xRj8R8Pi9Cdj6flz3PailyrZ4ygqD1ZChXJnWtszAG44m4yRR2RVG9Svoe0U6ggg6g14zx4y52N1+tP11KdMbAXElQZbvLylskcN7k1mxEvhYRt2sHqwKk12s76qVD0KoXJaJe8rbLcKjxt6ytzFLUMJp6GB2HHQ9U6eKaTLj6WGoGgQtaYr5kMiNodTcJc+P8/Dng2bb3RNzOOMuyFO+jHbiFmg1YJ0Zf9IOF4pU9QzVx7Zsz5FqcxfvUZVVSVlHdkWwL0c3Tdy2sI2s2Jr+W+aAqFoyv3++XODdxxZrgWnTILCd1bfJdXcWu8WbJfC5YXCGLiFt7AJVxqAXpFqz3V8eSfc+0ee1T1pbjqvZRn68CNnt+TZFzus6erVaO0nJtPPzOPYsuZFUhyPhRtiZd85Zdp+AhMU10zPCqtn76u7+gnYcIm/vwxmw8usYumLv4T2ad3wVqJbsnqWbUPAc8WtAq8uvkwLRAAK/ypNVF9F4XTBob8wnl+U3TFGsEFyCai2ba8SzfF6YVWdRqdcHc7/dLEQPfEuNMV/vIWMkEXFtbK+UpJ5NJHB4elusvLi5KfMWTYxi7WgYaq3AE1xfIRGr8119/Xcba612fxfjzzz+XfaOcqwssuqCFeD2jF2uSayKu18PPk2Wvq2Y1smYRNwcNOHFqdSZdbxVYrD/KDfvJ3ZrNrI7MCsoEuYIrGZlrUK+NuDk/mVJ4hBqgV42h6cEaOh8ZDftzoTUdT5ZApS9VmBdZ2DI2toLoQROamKbCVy24u5QVV4rYlzoajWJnZ6fULtD5dANH22dOPYFUqyaRk+DbMr2fyqM8TOE8yYU3/7s3k/HW3N7Mn3qNlPZU6KqyDD9UpdcVXxXErqg8BZ6cdVyzqjzZxwPK6ibVSXECzrQkRUzds4YGjGWi+195VoZ82Uv/Axn7/dvnR2o7vPMc7tesV+Iok8kkZrNZNM31kYLECrJYhX7PYnbZevB8vXZ9fT2Gw2HZOwqSjsfjQnh/RXDm7O5b1oZiArrHsWluDqtWd78qgnrINs9DWDrOcI8ySPAw2+Jzl9aejTUibjE1/b8m8Pw/5ou50qIBGZ1k9OPt6mdlipm1dFfW9V1CaFFAhafvQ1UaBBxnsnXkvuwaPGTsj0dRzCzaGo7wnnnsVBG/C3x9MktWx1MDpTeVA9m8uBXr+JXRo3oXXKj679rP57Jun+1Qgfl8Hqenp+V4vOFwGJeXl7eOMGIgHoNwrcgnGd//fD4vx0/NZrNSmFotZT0wIJt4HYNqQCpYeSZjpLKIFt53CwKm5VaFXseJFWytgfmfnJyUDGXOZ1SGTH9VE86IMGOmKB5U3mIbApr4wcFBsdy6iH+RISOQjFEzn2yIRxECd1Qo6iZ22tSQRsRty5FrtR1NCOyyYLWvGWNwZULH6jE3rtO4qx4+EBGlOg8eFSr3aO3XzA2axc58LXQNGJPSG32lPXUts06aHFnLnF0EYCx4BfSEmYjcLe7zwn9uzTneKu6yz5tdDTXB7JApQNoX8E8tZMdBtQ51bbW/GrbzkKI+z40C7b8aLP7KlINM0GuoyMOa7rL+UvDkg995//z5cxwdHcX79+9jNpuVUxZw37KHk0lWgarCOiJai6dIgUCdTCZlewoCiokju4zNzqpBOxKqq0G1UhiS/gfT2tzcLO7lzHqifSwhvvNMksWaponj4+NSFPz4+Dg2NzeL5fn58+fC7NV68tJtahH4s/jO/2/evIm9vb2YzWbx8ePHwmR//fXXODs7i+l02mKAvtaLCndp8S58NLzQ6/Va7ly1aN3roi8ULreOeQ4uWS0VpxXSav1EsGT7Cl3A6Wf6RB9UoCsu6jPIgte4tZaHdIuh1g9fC94zJo7AR9nUddE21cug8cdFBAQMtEwZz4jbLvRMCeE6flclQ4URa8rpZVtbW+Vwd+UBCtmzM3zOftNn+vooLbkSRTKUKqsq4NwAcgUhsyK9n8qbM2PJaZVtjOpZqoXfvgQ8W9axanQICT2eqFZ0QTUkbStzNzGpHlNA+3JNxbVHbZ/3bIJrGp4+TxlO9ozab9zD3remaYoLmcQoYsIwpMyVo/NWQxBHXs0q5tlaGUk3rHPfl0bAp4ArexHteXGmphahXq9hBt0u5nkI4IE+x9eEd+69j5tY+5oxX237vnOSMSunMx2XX1ujjdoYtH2f75oAcMU0or17wHMrFhU0VkjOSE2IKtQs0BpuqXDTrZOOq9629kG/+2+ZVahKUAY1pdaFnV+fWbFOs95Xp/famDIlIhtXlzGR8bysb/eFJydDqcZ8cnIS+/v75fzDjY2NGAwGZWsN1p8ynkxYqVDDWiDRAJex1jHGitUCAvQLlzLXadtZJRYFXQz6wdio/kT/lSmwJ9MRVAloMBjE119/Hefn5y2NfTqdlqQUrCA9blB/r2Up15ig1lRGAz86Oor9/f0yv5ydq6cjqfBdJCBBjaovmVbMd0/acWGojKxLk/bnqEdBGV7NMqu5QHUd3bUK1PqW9Yl2soxpdaNtbGwUmuRerTnu/agxqC6lJttTmjFDbZsi93cx+kWA6XQaTXPtoeL8V3iAKqu+fznipnQqnyNyQUtclv3aJC+yLVDxT/FZcV7DTgDXceSo4hJuarf89F0FP3KAZCqMhoj2sZROI45PruArPbi728GNMpQfzuzNQjfqzbwvP30oPKkylArI+fy6fi4FGRB21Bh2YVpLgIiIYs2pu5jiAkwcGaMsGkUpfDsPi6LM1uNEEbezqJ0Zcw/uobW1tRgOh6nFoJlzmRbb6/VKJurFxUXMZrOiRIDsZGuD6FjtmvSQMSAnLmWEuPIR0DwbhYZ5jbg5yH5RhWxE+wSUmuUF6JrC9PTEkppGq4SbtaM4gsCKyPeH1wSGW7TOFDNLFKgxT32vafr9/k12tReTyYSftunP9LnnXZ/lXhl1A3plIFXI/bmLBrglJ5NJHB0dxWw2K0ZARH1tHH9qygzfUfA5iYf93Ypb2b2ZleltkyAZ0S6Lq/tMXVHS+zXhE5zUs60d9zLe6G1nFmmG734v14FXun3St0FF3C1odW0eC08uwaiD0rJ+rqFnVoUyJkDbQwB4ZjHPV2Gtfvcak9Dn1ibVhZO/68KrS1cJx9vT/91agdltbm4WTVAr63DkFoSGVqaIh8JRGxuIpOUWmTNFPrXGddyLCr7lyhlVxnB03msMCcgEqQtZvV+/uzJUswS9b/ocpQ+1WDLlVO8DPAzgY9H7+d+ZmrrKvd/adgbOXO8LjsddTHkRYDweR9M0ZScBynLmJfOx1XiNA3yCTGO2inXlZygoDt6VhwGPyeKz+gzdstWlSHo//HnZuDPF0Pua0UsmaLGyu/rWJWDvM793wZNjtGik5+fncXx8HPv7+y1Bp4JAF1or2viCMzFkRfKdzF8sEnWVUIIs4sbVgEaW9dc352dCMovzIvzJlGRsGVFlc4XCQPvqgsa9gWDFgu/3r7Oe3frQ/XmKBKr5qdLCHlLOsVxdXS2JYxztxzFSKmQW1aqdTqcRce3NIC6GyzsTRrrGumZOsNyjwk4ZlIIqkPpcdbfdReCKWxHRsvBUYDvOK2hmJeBJTGQS67zoliX6A+35OLXPOocZDaswyQS+zrEqok5n92Xgfyb8+uuv0TRNfPjwoRzWofusXflRmszwNBsrpVyHw2Hs7u7G9vZ2sWi5565YKkZIRJ4HA67rYRieOKR5DNAEuKm04s/IlDx1mWu4IxOc9xGuqhzqucCExCKiJJw6v6yB9vspePhki1YtO7W+fCBqDfAb4J/dWtOXE3lWwKGWPJEx1Ox/HWM2sbVFdsWh9gzXAkmMms/nxf0CEkdEYTjqmnFrOrOYfLysD8AcMnfqQfB5WERgXjxzXKHGxNwadcjWUwVC7RkeL+sCb6emwWft+33QitNSV1vZGCK6Y1WZddFlVd+nnRqdqJfiPorsnwXEaM/OzkpIK4vHZkIiok5friBqJSg/eMThLguta42cpzit1CxcvSbDPX+ey4Ta/5mQzdrMhK5XgqN/GTid3MUjHgJPToYitofbmGQh4qVZAod2nImGySMQYPg60eoe5XtmmWSgjDg7+FifpQzbrRKuvbq6ivPz89a2IoRh1me3IhRp+C2rq6tKhHoDcM/zTGXwjJe+gvjE0InTrq2tlYSFLkG7qMDY0FqJX6HlZxW+XGjyOeJ2wggaujJ9DX9kFokqUEAmUBXHFO9UK3cB6xWS2H8N/aG1U8BA+6aCOBPYrjDWBHH2XyZMeKbfr9cTKnGhA766Vb+o8K9//SuaponDw8OIaLv5awJAx5wpzD7PHKG5s7NTztXWqndqXUbUFSDFLxVACHLmnv9ZI8JWutZ45zTb2vdDa/4HhoTmRnANYSD/XfuukM2nGiAabjw/P4/z8/OSNKnQJeSfE+eeLGjn83mL0E9PT2MwGJS9XR5TisgZjy6qIoBqIR7jVUGbWRr+DNryQgRqLWdxKWVMTdMUdy7xTIQrc4Ig1T65oFXGBxMloQsEIa7gezojomRdYxHThu9RU2Y3mUzi4OCgFCHnGWrRQixdc7koACPWbWWDwSDm85vN9q7QeZa7MjVdM527LI8g4na8qSaE/N21dF4oms5YXNCqe+zw8DBOT0/j7OwsTk9Po9frxd7eXoxGo4KbxN+z/AbA9wLr+BQyLV8V1Wxe/D4VtFmhCr2mNq+LBD/99FNRZCPaMU7oPKI9T13WWcSNkgjfWV9fj62trdjd3S3ZxuxEcEXRrVaEsAskLcGoxkJEW0BqgqkqQCrMNJFS11CNEu5zBdg9UTWL2+ctczO7kFX38cbGRmk/U5C71uOp8CwxWl08ZxKZNsLvWTv+0mtrDPI+ROjEjIBz7VOFud/rDC973cWcagTmsThlQI4ILgiy35SoMmscJcGzPbP+L6rQ1b56uCGzyDKh6u3w3f93SyGbk6758/XTz7VXrX8wQX1hzWTr2CVAM2vcLXL62gXa55py4WEPFww+74uKdw5nZ2cRcRPKqOHTXaAKvX5Hgfa9s5nFmrVZU+70sxob2o4+27OPEWSXl5clCUzHryVwa/KBPmRzVRO22m/nfW7VeiJtjcYcMjn2FHiWylBZlQ69ThOG0K5ceLp2kjEHZXYIxaxAhfYP8HguCwpTXl1dbY1B+6fPobwj1a5ww+reQ57n1rzOlY5Vkwm05rG6KzX+rMzJK1QpEYBIGi8ice3w8LA8i+dr+b1sDRYN8EzoWqJAEMdSgeECpkspUoVLvQkaCshi2YrP3mamgOo8e5zZFUquv7i4KPutp9NpzGaz6Pf7pWwnOEk/nNYyTd63ZqjSov3x8WQMib7ybN1bqS5Gt2jBVZ+rRbdoDw4OIiIK/WT0WFP8nM/4VjBcxMPhsBwkQNU7xTV9nick8V4TTJ8/Xx+yMR6PCw19/vy5nOfNXn62M9LvyWRSMq1/+eWXOD09bZUa1RKRHFShnhUde41G/LMaEplAJeyotDGdTmM6nRZvoQtcfYbyVub1OTwrzyJoddFqnXdgQHdpL46IGQHWtMjsOt3XqIUG9Dofgwo7zcbzlxNOzTLwV0Q73qzEklkntd90TkFAF0ZYQ+z1Y7uACtzM+lpE0HVTzZysz1rfu4jF1zC7nnn0tXWc03a6GJ7+7h6IDNRVh7aup2RpcRgXtJkFy1wq/nNfZhH5XHhf9Tf4AoJW3ZXOL9T6ydZlUWE2m0VEFMF4n1CWW+8RcYvm4VF6Ehp14104uYXmz85wTn9HOCF09ZAWckf0rNuIKHk50+k0jo+P4+TkpBS7wd2s+2sVx++CGq7VFFTlee46xn3shz1ou5lios98qpflya5jhA9bRThQ1zVhrXmZxUHVkuyaZIUM2e7qp1uXbLVBWKp2yKKoRUvFK91ao5o5W2Vo3y0U+s3/jvwq1D1epYuuQpl2NPbhSMh9XKNF5NHE9Rg37e8ig3scsJSWlm5OI8qKmNSsWf3PNVkVRC5UHWoWRNfvvlYZE1GFFsYeEYX+NGZfE+hdTEMVRGeI91GK1dJQy5XCKDpXVBNS2te4OAqD4uQiAoLP+QsA7qmHIPM0ZDxgbW2tdai7u44zBc2VtQz/AE3ipJ9K/yjk1MQGvyIiTk9PYzwel0IXehg9yZa+RUjph750eSNrCqp7gaANLFryhnipJ8Xzf5xWeF7N6HoMPAl7mSSsIs5HbJqbGrrKGAaDQSwvLxcmT8d7vV4Rel0Cs4sxRNxmjApaJowXbpKlpaWSrapEj1anRI87RftN35eWrg9P39raiouLizg9Pa26STzjTy0L3rX4BvdyvZ5s4jWR9XmKjAha9ifP5/OiqbKfdnNzM1ZXV2/N8SKCav0IF9XESX7wZA5fiwwy4nKBW7tfhY225wzCr83wQdvRYvxcNxwOS6a6VvNyppEpt7TvcwHeqbLsSoLPEe1o1TaY9MXFRUwmk2iapggNSgr2+/1Wogx0QbLP8vJyGeOiAnimoQoVIgguPWjAQ0MK6nnb2NhouYw121gVbVfM9TmKe7TPcwmZoXCDP9ASCXaU2MW67ff7cXh4GEdHR4Xe4CPD4bD0PduOFHH7eFQVbPqbX8tnFZbQDrhGciRubV7UJYBfK29WxZa5yfD8Dxe0rn1poWvdfgISZETuk5u1zz1+jbvBusCtEYj5/Py8lIvUuJbG4TKmSjswFBZ5eXm5pUDoWFx79THW+py14d8z5MiewTpF3JRHU2tQN6brvYsqaIHMctNsyq55Vgsv4rabt2b5Zu+ZEKqtmffb/1dt2q0WZUy+dq503mfMNfBrvL86Pp6nTEzddmzfcKvdvVIqBOAnMO9FBQ9h3MWvIm67JH2udR78HGPHUW1PQQWtgyubGlLTZEK1wFH02O2guSx6+hWKgFqzXXyvRjMZnjlNZMqEupDVoFGXcs27lAn/rK8PhUcLWt3jhruA9HNcChqP0QX1iXdQKxjIrIe7rAv9HQQ9Pz+Pg4ODOD8/j3//+9/xyy+/xMbGRnz33Xexvb1d6ogqMqsrFy1vNpvFTz/9FMfHx2WB0dQ3NzdbFqRrT0qY2XtE2wIHMXyO6JsyV7WM3VLmeC2IJiLKmLEgPBmqy+r7s0GtqIj2tpVerxeTyaTlGlM8qCk/QKbIKDFmSVbuDsyYg39XrZyXjmE+n9/KEFdlTvcMqzdEPRwZ48rG69cwX7QDHmbZmzwH5RU6wXt1fn4evV6vhCg8P8IZ9nA4jNevXxfa/OabbxYWDzUs4Vn8fOY9s149cVIVJ0ICOmfqllf6VwGZWYOZ0OB/rFTlN1TjUwuyaZo4PT0t6z4cDlvufWQBHgsVtG5saX88sZC+8ZlXlnirCt3Z2VnrXGCqCUZEOR50MpnEmzdvyoEuEe3QotK60r6v3UPgyRYtmid7QEejUXEfaRUiGIIKrWzinXAV7hK0Gfg1V1dXcXR0FJPJJH7++ef48ccfS0YfSMtn3Q+rgnY2m8Xx8XH88MMP8f79+/KcwWAQ//jHP+Lvf/97y1r0Gs2Zde/AvGZKB/OviMB8+lzodw5CUCTGVYx7R+N7d/Xxzwb6qExHCZu4+/r6enGH6XwoIdfGWRNSXXhXWyv/7sJWf1NBG9Euy6j9VYGV0UfXmPw67yftah/VItA+I3zPzs5KMg3nRmNJQD8+Rh0TCubGxkbs7OzEcDiM7777Lv7zP/9zYXFRlQXWSJMQAZ1Pv1/XT/mNVoNSJZH51P26NQ+E9yP7H0U7on2QPes3nU5LrJNSroSblpeXYzQatYQtfUdp1xi8007N4vYwmApX/ZwlPnkCVMS1Qn50dFRCGZRtVa+ezovSvirOj8HDZ8kwADHW19djOBzGbDYrCUHKxDNG4APid0dQnXhFyExz1PtU29P0b2UWxB9A7r29vRZTRrPEIj49PY3j4+MYj8cxmUwKg19ZWSnVsWDwbr0qUvnCZsyb5wO+2DXNWbVnCEcTGbgGTVkVg/sQwiJAZiG69otyRYKUElQNb7qeVyM+/592M0u2q88ubLUt1bZ1jX299Tn6m/bXPSQ1a0e9UpmA5TtMS882zoQp66KKIf0k34NDNih8o5WuFhHc8uI3TbJRcOW/RvdqlOgcary9pmBnyl7NIqvhmnq2GI9uG9PtjeS4KA/hursEafafGltKM5mgVZdwtmeWMeFlubq6KtvjSC5jfrpitF0G3V3wZEFLp1ZWVmJvby/evn0bTdPEx48fi2ZKAF87r0kbijjapgIToUjhi+qToJoKJcDYW4WLgd/+93//N9bW1uKf//xnvHv3rlVacXV1tbiTP336FP/617/i+Pg4fvnll9jf34/19fXiLj44OIj379/H5uZmfPXVVyWxSBkeSKtZlyoMuc4tlww5MwLVscMsm6ZpxUx0v59uIUAQAzVCWSTItF/yBCAqjR/VrFEXkq5o+DtQw2Nt1xmH3qPaPrjBfSpM1XrNXNf+PCxixyl1A2YhCN7VoiGRRO9R1x1WLK5jxXPFIa23Tdy21+sV3Nze3o7BYBCvX7+Od+/exWg0KpWuFlXQauhCPRHK65Qulc5VyQUQcvrSBDX1ENAGz1TlzpVwFSJdRo56hDCYNjY2yrPJv0Ep4lr1fqii5soCz+M67WfmJdGXhi/g31jaenoc+TM65tlsFvv7+7G6uhrfffddvHv3rpW1z/gzWqjxjPvCk1zH2gn89Jubm0W7uby8LO5I32eqg8jAhUfmbs0mw9vQBUTTcXfsfD4vGZLEJHRc6r/nWmIAupVEGQ1CTttShNH+ZUShkGnGmZacjZvx0Y5a6G4N8aoJlEWGzFrUTFYIPsO/zOrg/7vmwBkBv933eu9z7V4l9Ixxafu8c61aPI5DSgMZ3vh2CO+zu5R51ebBFUv6STIOMdz19fWWkr7I23s0X8Vjzr6mmQXrAsjXuCak9LNaYTqvmRWbKY6ZNa191Fg9HjaUc32O5wSowuXPV0HrhkiXYppZtFnyU7ZOKIRayYp99x6+qdHzY4Ttk7f38N7v92M0GsWrV69KFQ40IfadMthss7qb6x5zqMU2XONQyCaEeMLKykpJm19aWipJQa9evWrthY2IVoD/3bt3sby8HMfHx3F5eRm///57WXjuoYC1jjMjlAy5VUArwehn2tC58zkA0RTh1HJCecAa10Ok9draPC4CYH1nMU7FFdWs2YZV85rUFEFdBxVajpduKTrj0ec4E/FXl+JYAxWmPhYXAjo23tUDgjLpljrfsypPTdMUl6Nmd3osGcUchQ/lb2dnpxxqztzOZrM4PDyMXu86f2LRwLfwReSJiTVlTt/5jNKh+2ZRHlVx5Fp9pvMNz7nIcIv/XOkGZ9Qzwfrq3tsMb11pq1m0/M9cqqLs9KFxWSxawhVekpTngJ9YvOfn5/Hzzz/H2tpafPXVV2WLI0Kb/qiy8RRrNuIZax33er3Y2tqKXq8X4/E4BoNBNE1TYix0XrURwBfGY2j6HIVsIlw4+28I2vX19dje3i5B/K+//joGg0G8efOmCB0VtCgLX3/9dbx58yaOj4/j7OwsRqNRTCaTODo6KgjI2bGZ21WZK2N0a4XrupDzLpdu9r/u94X4BoNBay9mv99vKQg1y2kRAHePnp8KgTjTU21XhW1Evo0A6PLCqKeFezPhmbXLb66p15SFhxB8jaF3CVqerQXgydpU5ULnUrM6Cc3A+GGAbu25V0Wt15WVldjZ2SmKH+s4nU7LyTjffvtt59j/DNDCKBG5RwpBlUF2PZ5ADfewTipoMzen8mT1BCguZ3zThWxt/7mDKlX6rEzx13ucRzkdZLShNQ5c0Pqpb7o+ei5t0zTx008/xWw2i2+//Ta+//77shtDFWTlv0/lgc/ij9FFhXg4SNyZnjORTGuvafNd4K4YX2gWKeImfkmRDY5XW19fj16vVxiNCn6+QwRra2uxvb0dl5eXJemJrT0QB8/t6rP338dx11j1GX69a7EZwPB0M/ldfV0UqI3LLTR1M3kcNBO22ffadffpx11j8HsywX8XHnX13/Ese16mxGVC3z1SwF2JNsrItTSfViVTwaLxPrZrLCIOKmRr5x6OGi903qVC1AVol0Lm/cgUdoUuHuR8ptaG82sdi7uzdQ6y/quwy3Awe9XwlZcm8vHb+fl5qdWstZBR3l1G+Ro8FJ588DuTExExGAxibW0tTk5O4vXr17G2tla0XnUbqUXr7gmsqEz7y4Svxxkj2lse0ATRdiKiEDPJFv1+v6SpN00Tv/76a/R6veK22dzcjF6vVxQIzob8r//6r5Iqfnx8HBFRrEM9K9L7rISkv9F3BLuDIo+72X2OXPhmjK7f7xfLnio9uA3/KuBrrxp0dszgxcVFuUcrYIGXmdDKiCxTGLuszez3GhNzxky/1FrPlLEuBub0Cg2SLZxlc6qQ0FrFJMM0TdNK5nFLQ8MmWGUaqqDaEZ+Xl5djMBgU2tFKPpPJJJ3XRYKaQPVM90wQcl1Go6ydb5Oq8ZBMeNOm/u9JWig4euqOK1CZYK6FxyJucM3PHlYBqX3yaxi3K4FdcVn6BK5yfCunLEVEnJyclBrVP/74Y8xms/jb3/5WkrtcidRxPgaeLGj1wcQUqHmsVWIcEXRSnCGwaDXrwd8za9bdKoqkJDZxukTEjUbOKRYRUTZcR0Rrw72WR+v1euVAdRghSF3T8rs0RkX8rvH7XPl/tee6YoI1T6wsE9oRi5kYVRs/v4N36i6GKF0R8c9Ahos1a4J5zQR11/x1WcTZqwu6rtHnqFBlrvS9ZhUgSGHUGnPV+/25XONWrJb/1Lgk66bx4EWHTNDCoPms//G5hkfOI2hf3ZqqiHn74K7yFH+mXuPufeerXe8Z79B+6HOz8FcmaLO+ZvfXaEOFPEobbZ6dncXZ2VkcHx/H4eFhrK2txWg0umVR63ro+j4UntV1zEJmBKMEqZam3l9rO6IdY8qQ0AUI12aMQ7NRtdpO0zQlwYM+zefzUjdTK/KQzIEWSlEEt0wzK8cJQP9XV0vtPodMWfH7FBHpOy7w2j7nRQdS87X6i27ghxDZRtI0TdmoDk6ibGjhd651rVbXtybQMqXRGUd2T02g1v7zdrruY1wao3Z3mlqyuo1H21DLCEGruNfr3WQPa+iF/3q9XmvLH4JWzzrN5jIT3osOLmg0XJEJBH7PBJDHKt3bkSn0OncRbUGo17PmxNib5ibeqoJXw0sYKngJud/zbpxnM9a7cLsLMsGsuMtvhBvOzs5ahStUKYTff/z4Ma6urmI0GpUDErSSHLziKfBsgpbO9fs3J07gpru4uCh7smCEEKtrVjXQRXOXCb+xuOp+9b1/qh07MybBYzabFYFMYgf7MLluZWWluLn6/X6pxap7t7T4A4vr49YxuAXpjNOFc9f9XKtjBHCHUxiARC9Fpr+C0CUDVTO1cVF6TVP22bGmVMhaWVmJra2tWFtba1m74IyuI1DTajMhy+/3EZ7aDoxO371fSjM1Ya7KJbirNbo1uUT3xapgdkGqz3C81AL6rhgTqiC8gkcpO8xcx4Dw/6uBCpeap4q14d1jmipI4GfwJOhb80cyAc9n+oTQVJwaj8cxHo/j4uIiDg8PyxZFXtvb27G5uRnLy8sllEapXRW0vtYoUhw0kAlSVR4yw8R/03lRJVGLq5ydncV4PG4dKKBt8bzZbBY//PBD/PbbbzEajeI//uM/Cr/nmSTGunH3EHiS69gnLXNB6MT4tfz30OdmmXb6/GxRXLA5Y/L9ghE3CIC7LCKKFqdCTAWqM9vsXfuWjS9TOlyw+jVdi58xYCyPbMO8tncfLfPPAghAs6gV92rxK2VezvjuQ0x3rWPXfN31nzPh2j2sf3Z99t0toiwOqy/viyt5XbieeZxUCfaj09xVqWNTgfNXAKVL53EZLdUstJoylilUdxkpKmx7vV6rDCavyWRSBO3JyUlL0GJAYWBANwjnmqCFbxKC8wxo+GY2L138L1Mkdf5UsdRqZo6PzA2xW4oYUfrW236skI14JosWcK2Jzcxoo3qCh1t2mdDQyWXRVZD7M70fGSNxJsB/eqyflh5je8N0Om0d+E5xDp6XWSaqdXp8pAtqCoNa9W6l6rh9PhgnzJUtFYPBoOwPrrm1Fhl2dnbKZxIbcOfjVVEPh85rv9+/lQgUEWXt7xKm2f81PKhdcxdT1edm7WYMx39XdyAWPcVZELjMAX1SK1aTr/hfPzsDU8WF36EXPbNarR1NvqH/Ojca4llEcB7k+OOuYV8rtUo/f/4cq6urrUI4qhxpWCRTdjKlkj4wj9SgJkZ5eXkZp6enMZlMijXIs9jyhwdMXceE2RBWblmztsQ/ic/zvrOz0zpDOROuOseufDkd4a25vLyM6XQa4/G4uI7VFa7AfGDJ7+/vl+2fhKagBzXwHgpfpNyKJj0gaHDlOUF6EB3IrEEGWtsDCdylCWbXo32pMNN9gMSdYBgwAO53F03ts2uhXYLNx+gafzb+Li1X428wPQiptg6LDLiOOeqwaZoW49Yymih2GqtBAVTBorFaFRqZQgfUGGiXwM0ErLdX0/a9Lb0n65d6ZQiP6CHY3g/w2t25zEv2rCyGpUoN/AAFSHMDPHGR57BWWm1qkcHplN9qPIHvzLcW/+DYTd+WlilnCjVBoDzu06dPpVb7r7/+Gufn56X2r7bHmmmMNhsnwtkzoeHTq6urZRulJsBxHW3f5UXq4uuK5+yZRYCiUNd4IsJ4PB6X09hevXpVxuoegcfAkwRtJiia5tqVNxgMYj6flxgg17sG7J2vuV0yV1SNieln1Xg0GM7/GhvwGJEyxJr1oTG0zMrBevfx6di7FIAMsrnJBIELCZQE1gRB2/WMiO6zTf9sYA4RpJknQOdRN+FH3CSJXFxc3DpQQeNltOWC5j4Mr0tQ6v93MRFdB6Ubf5aGPPT0lel0Wpiiepe8L5nwrrlBMwWSF5aK1+x1wZpZYgigv5Kg7bLAAPccqWdKx0sNAsaO69a3sqBgOj7wbOZZPRZaKpZShCjgWKKegawKQY3HOr5ofgw0SsVAxsN9mRdPn+Fhj0wBUSVFK0V5f92jSVvn5+cxHo+LJ6HWl8cI22d3HTfNddnFd+/exc7OThwdHcXJyUnJAtMMrhoDchNfEcaFrbfjmjkTTaBc29HF0lrMKoCV0B3Z0BCxntRNqdYjY1Jh7oJbBT7PdSZGO7XFzpQQZXokoWxvb8ebN2+KlsnzeKbP0aICfUNrRsnTOdS5JlHP3W+4llZWVmJzc7MVOySswBqpBRjRFr70JXPdZVBjWPRZ14LPrhjiNdI1Z+868TaOrJtMJmU8zIcWkNeQifbNGZMrn9p/aC7i5ug1vCds6XFLNgsFwTRhgKzBIkIt69eFj4aQAE84i4ji9ry4uIjRaBTD4bDgJ3iAYpgph1lSlHoHJpNJnJycxNHRURwcHJRTbFgXTw5U4e947/xBlV6K+zdNUyp77ezslEI/KIHQbZYopjinglQ9NPxGEYrZbBanp6cxnU5vVayCvlD6NPv++Pg4fv7555hOp/Hdd9+1+pEpuw+BZzm9R4FJIz6mWa2kWWeasLfpVu593AraB2cIbiHodbThjMwtCs8IVMaYjSNz8WSam/fd55N3z7T2OfD/XJtmawXbK4hBODxWa/szgHnR7HC3jHQenDlF3BS3cAs2I3xvz3/v8lDo9bXPTheu9Pn6ujtP3cR6EDaWCwxLPS3KHL2firc+/lp/AZi+Zq+6RZspzc7YVHgvImQ8sIYr2Rr6Sy1adfHr2infqSlFKqTcQ6V7onFTwwPJ4dC8FVUGdH00zJB5gjSTPSLKflbdEeA8Ufub8duul1uz9DszylwpJra7sbHRwrfaWj4EntWiVdcspQj/8Y9/xPr6epycnMQPP/xQNOxaBSJlcvq9xvhBpprLVK0ZdRVkGicT7xo990REy4o9Pz8vJQzR0LM4ihIGceDauL3f2Xi75iBz8dF3reVMYkM2fsbJb5nGvkhARbKIG4JHuOAWnk6nRSgpU1FmAE6SwOEnk2RK2mMJTyFjJprB6UqWxtQppMKB3FdXV3F8fFziU5y/qe5XV2Jx4/F7ptCpsM8sWoBtHboWtexit750LTz/YZH30qqy44qRK25cB2TKytXVVbHGVEFaXV0tCpImFWGZOS3zTIRnxLWX4d27d7G5uRlHR0extLRUchxIWtvd3W0V2Vevgq4FCgAeJc2LaJqmJCMpnrx+/Tpev35djhHd2tq6dai9zgXPQWjqge54ohCsWs8Ygc5znYcp/+fZl5eXcXx8HMvLyyU5jFDbUw2PL+I6RtA2zfWZhd988038/vvvcXR0VJBH3RAOruneRWA+CU64TXPjUiQzzYWpP9eBBWOhe73rmsiqtfd6vZYS4ciibes9Pn88z7Uv7vMx61y5oEWA9HrXJ5/87W9/Ky48CFSREUWDedMTOhYRer1eOSBc3ZDT6TQ+ffpU9s9yJm3TNKWmLu5m3KxsXVhaWioMIFM07qPh6v/3IVIXtIxNBS1t6TYJcJmDLS4uLmJ/f78otCgbaklqeVDaB0c0q9SViojbB4N4yIPtIC5I3U2sL2V6MEcVHDDYRQU9PYf5UIsNcK9YxG1PAJbV6elprKysxGQyqQra+Xxets5kSnPETXIf1d/m8+sw2atXr+Lk5CTW19dL+9DGzs5OEcysjZ7UpCc60R+ORlU8GY/HMZ1OSzu9Xi/evXsXb9++LSfnkL8DZIqsClrc0S5o4cvkIuDJgfdnsXG+89/5+XkcHh5Gv3+9dYlQC7XsH0LPt3DkwXc8AJQpkIizurpaCkZklmjmhtH2eO8a7EM03wzR3RL1/2tuC3c1ens+lpp1lPU/+y/7LdMKldE9RHAuuvsYRYXCGzr/aOjEtvA4ZB4LgLXlGr0uU/5q7vqs3fuureOCWoz0QRU5mB+JLSgWxL9cGPozai/vt1uxjnO8ELQR9dO1smd4+xo7W/TtPXflnLjwy3ic4yVzgUDBSHA3Mi/yDmqGiSqMrBEWrPIw3WqlXh/WFoNB1wtBq4lZ7NBQF6wnx7kAzPDO5ynjv+AKwjYLUdbAvTaaTHV5eVmU8bto+C54llrHjkhMdEQUt8Xm5mbs7u62As8soDMARzhtW4WGav+AMwMXyopwSsDq7uF3ErhADkV+XMcgIG5k2tc+qAtD4xCMLbMMtJ+K1H6/zpemyKu7GjcoafS6haWG4GrFZS7sRYDt7e2IiHj16lW8ffs2mqYpm+0jbtz8VLNhD6niJjjCZ9XaYTrqnlO8QhvGutDkOwVnEIrTLuB8rVXj9tDG1dVVnJ6eFgsIjxFWkDMaxSdti98yocyzdOy8XIHDWtbDGvT5infQl88NhQ80eRILZVFBXce6/hmPjLjxZvX7/ZYHjDlW4XN6ehofP34staBRKFVgcS/rwDNUudH+8B+HOFDxTqt5XV1dlb32ys80SU3bY/3hj0pj+v9gMLiVfe7Ggxs32mcypjUZikS/4+PjODg4iPF4XPro86/8zWs54DpeWlqK4+PjODk5iV7v+vhXxvYYIRvxBSxaJdCIaGlOnNShRxEp3KXR6DPusmiVIXKP358xOCV6zVR2TROmqkH3iPbeQ2ei3hdlcplC4dpphjA1xOQ7BOWVeLJ5zvq4yFYtscDRaBS7u7stQfn58+eiZUdc4yHarlpHzozU9YeQ1gMXsvlRS7kLunA6U3gyHKBvMDziYDAaLCBcrTVc1OeocNeEQP3fszd17pSREjfUuaQdxzt1ETvNeSxukV3HurUs413+HeVcjQWdW72e08Ga5jrEsbKy0oq3a84Iv6kLN+N72gff3qdjwEhypVtrwasnA6sbGltbWyvCGxrSeKz2x3FS50CvUzcyn/HizGazInSzNh1U2USIX11dlRrJZ2dnsbGxcUvJfAw8i6C9DzPu96+PohsOh+Uoooh8Yt16q7mT/V516bl7VK9V94szIJgFVg21RWvCyrW8prmpZ5y5krlHGbOPtwuceelYVclRV9Dq6mqJ0fg2psciziLA7u5uRESpOd00TWxtbcXKykpJ8KDCTsT1/JABTwIb60WMEoYxn8/L+qOs3EcxVC0fcKVPIXOtZs/Intfr9VqMEotKN+mDLxoT1fVHuOIS1LZdSVTrRIUF86PvEXHLYshi3Q4Ies19WF5e/ktkHasXKqK9Tgo1PFIPiyYcKY9RYRtx4w3TlxbfYT2U3yJgyZPJPFvwP/aVaj1qdpRkXjsUJM+NUWVOaQXa0/H6HlYdm3oMae/s7CxOTk5iOp22+LDeD/6pS1zlBdfrXGulQObxsd69Rwta1zi6/m+aa7fmzs5OLC0txadPn265RRUYrE5IrQ+evh1xw+RgCiACLhqsnkzQcvwdSPP58+eSOON1WukrGa4wcD/lwpFZ+53NlTMkZ4w6b0pM2i6ISfEQtvUgkCAMnd9Ftl4z+OabbyIiyvhwkyvxXV5exsePHyMiCmNB+OIORqDqmuGi4hr1zGQWogqjiLZQrAnRiLZVmCXKZJaOrj1btShtiIKgmZjKjHmmtq/0o+/KENWNTlWfLN6v96jFAC7WrD6dB+KNxNWVVhcRvO8R7bXrMhhcEUGIaG11GP90Oi3Ca2Njo9CxWnm9Xq/gOfika8R3wl3qRaAfCDrc9v1+P7a2tgqubW1txfLyckkivLy8LGUdyX7n+SizWs9ABR+CVgW1up0jomUYIZxVMI/H4/j9999LtrF6P1SYerlPxU+eg5JCAuXV1VWpaPWUpLwvmgwV0SY8OsxgVdMB3JXQ1e5dVpkjdtd3ZYhaus/jCapp64Jl/aq5/vyZXX2s3afXZ8/xeVeNNIu1/dWEbEQUz4gmOmkGKP8To46IIigjcmtS51K3dNUs0kxgZOvdpcxkFq1r2hm4N0OZBgyMucj2oqpioM/O3tW6VM+OChZXHFXhvQ+e6Ryo4tGlqCwC0K/MJXqf+7I17sI3hHhmLGTGQ03pc/7lXjVtC2HnilRXf7gu4zXZS8eo/fFxaH/Vir6LTjP+qO1pP9yKfir+fTFB6xPX7/djNBrF6upqbG1tlfgaE8R1ETfuUbfsuMbdJU7Eili+yEtLS8Xq8TabpinWAb/TT+5fW1srRz4Nh8OiJcHAddEUUZwR6rXO7FQByZQJxuGaKsTDfCNsOOKKlH29x9dK5y1by0WCra2tiIhbyk5EFK2frMq1tbU4Pz8v78RzsGRxwTrTIKO3aZrY3t4uqf5qudZcb5m1qGuuWr1ajWoNuSLKPbSnY1eLRBP6VNBqf2lf+6Zt6rt6aXTbkzImwGlfXX4RUbJk9Xq9R5VwYo+Pddn9EQBd0e8sYxpL0j1IriSDL8QyURKpD4w3AWuUbWkao/UQkW8tRFna2Ngo29j29/fLHlK297jgYasYuKpuYkIVhKkibk7DYR4iolSeInRDfzjPW3mx4qsLevYaUwWK/eLgKeDyQukSL4vmYMzn8xgMBhFxI5t4rnosHgp/iKCFYCgsQEKUatkuHLMYLUjIf87MnNmqIAaYWGdeXKsVk/r96833BMibpikIzxmLulE7op1BnGlD2XuXZpdZ7E6gyoQ0Ltzr9Uo/mfsuLboGNS3xzwZOT6qtM8Tb6/Va+wXJPD45OWm5o5y4cavhQsIq9vXyNYho44Hfw/eI9nqpa1WtOW9bBaK6wjQco/2H2bj7DsajwtdjsK4E8D/gdOvCVxmnWwuuhOj4muYmi56ciYfg7B8JCAzWBYafVVWKyLc9RbRjicy97vlW3kTb6jrW2KZ6dtySxDOB0bCyshL7+/ulQMPu7m4R3tBFVjJRw3HgKGVMI6IkRul669m08Ez1tLGTQ3HXcZW2OWt2Op3GZDIpuOKyB6VElQ7GwD2K08yxu9TduHkIPEnQZoifWUfKVDQDuWmacgxddr8K3ew/f64LEbXwHJld0KqlAPNV5q33g9Ba5zizSjNiygRsNod3/ZeB/gfC4a5HIdDxZO3UmNmiMjkgww0dqzKXpmlic3MzBoNBK0tShZLer+5R4rb6LE2syDwWXHcXHqiVrDiqFo+PN7ufz+pR0dgnzNOZl3p9aENd8nz2WGs2blUWVOHsGoPjpo6rC+//bGDrkXpBmDP1LnlsUMfva+CJl7U5QDCxb1U9Go5rzvfw5BAPR7hiVGhVJM1NyY600za1RjVzo3ijiiD/ZQpXxO2a7+QdTKfTkgCFAo2SA84oHmtODX3xcIhmMqNYaDEb9uU/Bp7dos2sHxYdJkdR+/F4XEx/nRhtSyfOXclOmJrl6MD9upGZ+9xNpxl9MCJNqqJqC+15yroucNYP7Q/PyawWTY5xZpVZUfpMNLTRaBTb29tlH54mGtSY36JasA4ZoaoGqjEW5mNnZ6fsESR1n/NZp9NpHBwclAIBtK81oY+Pj6Pf77eS3rB0dauFrr27Tt0K1PnW39TSBPR3zRfQikx6LWPwdmsCks/ahuK0j0NpxsMx/Efyiv+uz3Xc1jnUIhiLCL///ntERIuh4w1T13cmNJ0OGTv0ym4BcizgcRHXeHV0dBRN05REOCq+ITzYnqNWJeu0tLRUSuWORqMYjUZxdXUV+/v7cXV1FXt7e2VfNJn9ulZqRdM/tpldXFzEp0+fYjwex9raWuzs7BQ+qZnBzJlmz2t/Fafm83nZvvPhw4f44YcfijXrBSr0nG2EJPQZ0T7wgm2AJFP1er04OTmJjY2NGI1GcXx8XJJiH4uHX2QfrYJrUBHX7gWKVmexmhojcgGaWWc1rdm1dBVcLhBV8GZuWd3Dpu6VzMrI+s01akHfZy6dIPXdr1OLVrXVbM7co5D9vuiQKQauUBE2gPHrVgKsWnWX0q5+dy+GMkt1S+nau7WW4UrEDX65ReuC1sMqzrT1OS7c9bMyXegiE+oR7aLxPANh73TiXiBX6Nxar62nj21R4fz8PCKiZe1lLn2fvxqAc4pjTpOsL9tQlpaWioJI5m6Gi4BazhFR3NNqiSK8UZa8EInyPQQttKQv5kItWuhFx5Lxd8V1xkuOBYYaWdZNc+ONUgUyM2hUFqhLGL7A3lyyqhHQjzVCnlXQ1oSsM5bNzc148+ZNrK+vx/v3728RsVsDvNcG6AI5c8/oQtI+LhaQC0YL8qGJalsE/hUxdY+lEldmoas2rxqm/ta1kG5N+BiJD7HlhcQDTY7QteoSpjUlYVHB+6oE5oS8srJSXMdUxsGNxhYFXGgqWNRCzrarKFOt9UvxKVtvVxo91qvj85fif01Q++esfw6ZsOQ9E5o6LxkT1XYyvuEK+mNjY38kwOhVOXP69Ex2r4nMtSjz5AfgIl1ZWYnt7e149epV61D2paWlOD09jdlsVnCT3+Fb9E0FDm2MRqPY29sreB8RZWvc8vJ1kX0SsZSuNLO9aZoiAKE5QjSj0ajEmD0pbD6/ObpRj8Dz4jKz2SwODw/j8PAwjo6OyoHtbgz5WmT8mDCm4hXPRxFXq1vbeAw8m6DtErL6HnG97/Ht27exubkZP/74Y8vaVGFb8+VnBK8MS100GszX7LGIKBmluA/VQoUJcr275bASm6ZpJcm4K0+tBBa/loiSKQs1Jq0IyLWq3Y5Go3L2I4JWBQX3uGsyW9dFFbaZlZTNoc45/+ESa5qmEDRJbnqsHGsGDmWHYdQ8An6NWhjghV5fE3BuzSmNaKyptuXM+5j1TXFD+5OFa9wFybVd1lMmmLM+OS1E/HUErfKLiNu4oGODv2lVuYi2EQDjp9IRbX7//ffx9u3bFg5fXl7GyclJNM3NQSCER9SD0+/f7EtWt+poNCrPGo/H5dm//fZb9PvXZ1kjJDVsRruTyaSVoNXvX++93dzcjOFwWDL2cW27Z4Q+YQXrcXcRUYT4wcFBfPjwoQhaPEw6P1yv/NyFuwpaF/gkenm2sebiPBSeJGjvMqFrDAkkOD8/L5OvQsgXImsjs8iU0N2SZTGxSNmMPZlMisDVhdG2laEBCFHcNZxeQUzFXSs6Z97HGmPKrPFsXrVtEIItAV2JC/eFp97/peChSoAKgWxNIL6IaClBGn90IeDC3T0zqiSqsNVnZ5+7fruvgK59z5Q3FxAR+bapDLr6kfU9e89o4a65WUTIrPdM+dD/uM/bqLWFIojF1uv1WgJby4eq187b1fYRoMQs4Wsq6DS/Q5UELSgRES2LWivS+dYbHa8aVWqIeCENHY/OX9c8Ol1mtJvRtCrnTzU2/tAMA+Jhq6ur8dVXX8Xa2lp8/fXXcX5+Hqenp/Hhw4dyYgLCVgVcJmzUoo240cJJ/MG1gJsBrYjjxA4ODtLsy4h2wpC7glAW2Hf2+vXrWF9fj7dv38be3l6sr6/Hzs5OQV6sX42JqZsIBMgsTLeI1VrTsZNav7m5GXt7e/HVV18VQavPpa3nQKA/GzKBogIu4kZ7VYtDCZp5JzlkPp+XU6ZUCYu4mTdlLrgBien0ejcZp5oEVBNwmuCizIG+ZhYe92dWvf5XY2zOWDT80SXgMiblcbSsH3qfMlJCHb5+ETcWoM7PIoL315m0j0mtqYzW/V6eAV8cj8fxP//zP8US1e2IvV6vuG+vrq5iMBgUPNI+QB/gpx4wMJ/P49WrV+WgChWmETdrqqU+UfDX19dLgtX29nbZVsg2IsVZpw0N26BMIFyvrq7Kd/rghozjZJaTonNA3503R0TpB5WmsoTVh8CTTu+5C/mdSDW+tb6+Hr1eL7a3t2N3d7cgFiWvuD/TxGsCl8lV4lYXDJmlR0dHMZvN4v379/Hhw4dUk4m4nUClAg63y9LSUjkxBtcjyMrJF8owM0skI9SMMTsDcyYMooPsw+HwwWtXs7YWEZTIIupJcUpgCFnmwOcUooOQdauEtqOHF6DIaHk2XZuaxadMWPt033mvWbvZuBUyK/s+z3FBrO1nlkLWL2eGfq22nT1nkcFxKgt5KR6p8Itozxu8TNtGOJ+fn8dkMin4yb5UXLuUD8XjBp8Ct7VvqoCTFbyzs9OyiIkRq5cn4iZGqwbR+vp6bG9vF0GL0NXDCbI5oi+6vcbjteyHZT58/hwyxVaFL650pT3uox+6ZesphsmzWLSZJlwDRSD8+K9fv475fF5qDPd6Nxmc3m5toC4QlVARuBcXF60C1GQLaht6ny6kEwCMlfjEwcFBrK2txWAwiF7v+pB16sKiNdEm7SmSZUysNn4EN8CYOYpwY2MjRWxnmHchzUOY/p8FrnR1KRC1OXaFLuJm7Ym1e7u+hUstXBUiGf44E655bNQTkYEqftlL28nufej6Oj5mz8zWo+algYEp8/P2F9mSdUDgZGvgL7e4/DpAQxYILOpa93q9koGLJUsMFmFxcnJSjBc8cBg5yt/4zOlL/X6/JAtiGWvGfUSUeKri4WAwKIKWsKDnDahCAq9HoE8mk9JnFe46v16z2D0JTdPcclVnHixdN+1f0zSl1jHeLPr4pydD0UEnXO28a7DLy8vx9u3bIpT+/e9/R0QUTQYtTgnONQ/VEL0usfYLV8DJyUm8f/++7L2izRoTcTdjRjzT6TQ+ffpUEmmOjo7KsW3D4TCapinnSIKoHjcB1AK+SwMEORj37u5ufPvtt60ykTAzB49xPGRNFw3UFZZBxux1fXUze+bNQNNX95kWvGeeVWOGQUCctOvxXvBZGV6mhGVKhDIIf9d7a+AWkzLA2jxyrd6TKQuMQV/+P0KWNcgUnr8CMCbN5fDQjvMQTQDSdhyXmScNC3377bfxz3/+My4vL+O///u/46effiphsoiI169fx+XlZayvr0fTNKV0IyenDYfDW/OeGRJc6/zJt/FE3OAEz1ElQukvwzPcxBcXF3F4eBgHBwfFKp/Pb6r19Xq9UuyI86JpRy1P+qNhM40pe590vWiLSlOnp6fFW3nfnIUMnuX0nhrUNFPVZtgigxXGd42JOQFmQlf/zyxA1aBr2aMZA/H29PkqKLFuKQlGstfq6mprgdGy3F2R9UO/dykamgBFUtZ9XW33EaR/JaviIeA4U2P0rnRFtPedMtcwWcU5hGxmfdb6owL4PoRdw1PA28nwy9t4yporftaUBP7vch87z1h08DVW8DF2zUn2Xa9H+eM58EuEnuYKaGUm7kEo6ZqrouYGDNeoYoqCr6GWiChCsd+/KdShSm6Ga3gHEdxstfTyjsrreLkRoXSTGSo6n36f90ldxz6Oh8KzCtoMuXQAWrkJpEC4fvXVV/H3v/89tra24v3796U0owrlLGlE+6Jaifr7PfPuPmNTBpoJ+4hoWUK0O5vNSnHu6XRa3qfTaanzyTiw2mtC3ZHDteSmuXaRbG9vl8MDBoNBIQTOpHSE8+dkjO05GO6XBvro86LvXOcCMOJmPhCQGotRwlL8Uy3a21EcVZeybq9AY/a55h61KGqQraH+XhNcXUJbhXtNwDnDypRY6I3EFk2kceXBk6KUDnwtFhkPNXHTt4ug2LuyFdHmW4oXOnba//z5c3z8+DGWlpZKnkmv14vxeBzD4bBsdcEaw118enpaLNPd3d2SBcx2tr29vWL5aQlHn2/6rUU5iKOqMCT5U8fHZ8UVBBmV9j58+BBnZ2exv78fR0dHJd9EtxPxG/KD5K1+v9+SF/QjIooios/GMHJrnlAfQHEMDoHHs/UYeLbzaO/SvNVlgAbT6/XKsXk7Oztlb+3p6Wns7++X57iGEhEtwtX29RkgbBY7y5iVI5fGkzPB43GHiCgZ1BSxX1tbi7Ozs3LyBYIQwqtZOJkW1uvdHPSNe31paSmGw2Fsbm7GaDQqtUlhcrjUtU3trwvcTKlYZCYX0ca/mgBUZgYoo9N3CFEZSES0BC1Mwp/jmaQaKtCTqtSN2KXt075buw7ZuL2dh8B9hS2/udDUHAb+c+tIhYrTgis6iwwaZlDlm3d4kGfdKv5l7mJVAj9//hyfPn2Kq6urOD4+jo8fP8bKykrs7u6WzGL4ynQ6jfF4XJR8Tsy5urpquXa3trZiNBq1LET6xHp5jQNq1ff7/ZagZZ3VylUFyYWsClpKn85mszg6OorxeFwSOrXUqVanuri4iM3NzZYSG3GD714siD4wz9CjjnlpaamcxASNa81jxeGHwkKl8t1HYOu1fwQ8hsgfyxgeMv7nuu8+vy0qdCkq2bXP+dyuNrv685g5f0zfazjY1be78PaxtPDQ+xZdsDp04UNNYXkMuNDKvBZ3Xdf1u7bVhXOZN8w/PwQeMi/+jPvS033X4T5jeBSvbf5qWP0CL/ACL/ACL/AXgoWyaF/gBV7gBV7gBf5/gxdB+wIv8AIv8AIv8AXhRdC+wAu8wAu8wAt8QXgRtC/wAi/wAi/wAl8QXgTtC7zAC7zAC7zAF4QXQfsCL/ACL/ACL/AF4UXQvsALvMALvMALfEF4EbQv8AIv8AIv8AJfEF4E7Qu8wAu8wAu8wBeE/wMlwHeb5xcZDgAAAABJRU5ErkJggg==\n" - }, - "metadata": {} - } - ], - "source": [ - "# Placeholder for the directory path\n", - "angry_directory_path = '/content/train/surprise' # Replace with your directory path\n", - "plot_images_from_directory(angry_directory_path, class_name = 'Surprise')" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 507 - }, - "id": "9xaT_xkJGsb9", - "outputId": "a974d3e7-1c20-4d02-f345-058e0baab5df" - }, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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1CTb7u+/+g75vmrbttSdrLuNo7SB9u5x9n7atK7Y1hhpEHPR6PbRaLfR6PVy4cAFra2sRjXdrawvdbhfD4dBpHKVSCbVaDYVCAdVqFaVSCdls1mnZtDapBVE7ohasVtckxkBN0cckL0ZoER8HZTqTrGR+qAFSI6MlxHFYvAwGA/T7fWeRsU1en0UgLtQyZf/V6rGavhUKlgZ0TobDIfr9vrNs9Z1q9dp2eZ0asmrKtPitVUJvgVquvJf9UOt6OBw6K0PBjpXvYj91LfD3ubk5lMtlzM3N4ciRIyiXy8jn8ygWi85CJx5IL5lMBvl83mnrvV4PQRBE+q74msQDrlbo9XoAorSk1vdgMIhYYnqN86jzqvTqW9uK006n4+iGeKeHJJ1OO0tPf9c1omtlnKLI++J4nk+wxQl+5S923ZGW1Xqnd6jf76PZbKLb7TovCX8njatHiW0NBgP3P//WsfhA+8o2+fy0cNHC1CLOh/RxgqDX62F9fR07Ozs4e/Yszpw544To7u4utre3HfKKxSKKxSLK5TIWFhac+U6XRrFYjEzExQpTZara98tl8R2UuYzDH/9WNxCwtwiKxaITlP1+P7KIiRcyZjJEftRdOmtAhkMi18WkYN1N/FYhyG8fk7BuVNsm3ZkEdRcXCgVHl4VCwV3XuaegYt8pWPk7n9HfOCdW+dG+WYbE8bG/7Gcmk8HS0hLm5+exsLCAY8eORc6xJAPq9XoYDocoFAoIwxCFQgG9Xs+tS/aZzF2VA6vQPJWg0+kAQMSFqfSlglGVVP6mLlcr5NQlr8oQ555hAm0/k8mgVCo5YZpOp50hokJB3zPJ46LXrQCcZCGq4aA0oOE2jo30TOUzk8mgWCwC2JMRpDcVbPl8Htls1o3JJ2B9wjQOVBFUfGmIaBq4aGE6TjCM+43X+/0+dnZ20G63nbbFeAzjAhqbyuVykY9aoso4pnFp2b7w97gxTHLh+cY36V5tfxpXnq9/9n8SlP2oZWQJj1od+3OxbqQnAnyuNX58mrwFXcg6Xv3Nvk/b8lm0qrCRVkmb2p7GbX3vTafTkXtUWfDNi47Z9oXt+bw0FACFQgGVSgWlUgmFQgG5XC6CS41j8ZPNZh2z4f06Vj36ahra9q2PSYx6lsDOh17X39UqmmSZcj3ybwLvpRLmW+fqlVHhoH9bOrR/2zH4xhz3vxojClT+dGw+65j9o9JHWqXgpJLL+3wK5bjPpPEc5DkfXJKbVzUQ328WuWE4CobX63U89thj2N7exrlz59BoNNDpdHDhwgV0Op2Ixbm8vIxarYZqtYqlpSXk83mUSiWX5OBLNlINxSYgKeKUASuDU+K8nKDvn9T+pHdby1Q1s0wmg93dXbf4KFDpyuv1emg2m05poWU7q4IUGOHDatq0uIkDZVy0rqiA0YVE/DCJQxUM+x5gTxtWC4+Cs1AouDbT6bQTUsQpNVxaltS2+Q7OST6fd+uDc0aLFBhZJ+puJl3rmEkTXB8+T0Y+n8e1116LEydOoFAoYH5+HrlcLsLYs9lspB/D4dCFEfL5PIC9JCW1nJXWVDhYxne5PD1PNnCtUVCQVnT9WOGlNOUTwD7LjwlHpJ9+v498Po9CoeBc75qgpM9QANuwj/07bnxxxokPfPcq31XF03oQd3d30W63kUqlUCwWkclkXOJQPp9Hq9XC5uZmBN9K/zoeeuM4biunfAqBKo0U3KTnaeFAwtTXGbtIfBOjz7GjOzs72NzcxNbWFra3t537gn9TeNJtVqvVUKlUUKlU3IK2Li2bnemzAJTRjoNpsg2nhTi8XawgVeLwuYQ0e45CknghQ2T7dkHNqiAlWI1bY0DWS2EZO+mDghXAPpcZgEibqilrlqQqMRSitPgKhUJEQaPrXAUPQZVAawVzrfjitJxfZUjsL4BI9qOl9Xw+j7m5Oayurjq3mjIkjUGRGalLjcKaDJAKhWZrWqvI4vhqB6UVhk3s2JSOlBZpYfk8KWwLGNE6M0sVn/QK0DPA5zQXQmN/dr1Ma3nFGUtx+LD3WyVBFVZLDww55XI5hwuGSrh+bE6HtWxJ7zpunQfti2+sugaumGU6TaPj7tEEim63i93d3X2WYjqdRrVaRT6fR61Wc1pJuVxGsVjcl2hkNR2+h2CtTku0eg/7MEmITTP2g1ifvH+SMPNpVj5rWoVpLpfDYDBAOp12mil/p/VKYava8pWwyC8H+BQgn3dENV8m1FCTty5ejan63GT6bl+SiNKeXgMQsexarZYTqhRQqp1TmO7u7jorhMqigo0Bq0AHosxLNXXGPunarVQqKBaLTkmg8FRNn/hQZk1gEk6hUIjE6xhPjaPRpwpY65FC1dKMXbNKW+ry1I9VbGhlAqN4PeeMuOYc89vG/XzhgmkVaOuaJeg68FnZ/M3H31TR1P8Zq2eSG6+RTtmeClbSqm8NW0HqG4fFxRUXppMgzlrVDnKvGuOkQRBEEmcymQxWVlaQSqVQqVRQq9WQy+WwtLSESqWCQqHgXAAqTHWxqxVikauM17fnaRzyDsIIrOCLezbO7TCpbR9Y9yaznzOZjItDA3BWKbU+uo06nU5EW5xFxqeuQ4LPfaQuUFpn2Wx2nysVgHOPsQ0KPLXE1LpUS1Dd68pYKNh2dnbQ6XSws7ODjY0N54Ij42UGplqmdC8Nh0OUSqV91qzer25rWs1qpbOdnZ0d9Pt9FItFrK6uolKpYHl5GfPz85G5Vvc5ccGxaZ8ZO1VXGL1KdAlrws0sKmaXA6wAtKCZpqRHxQ0wUnqs+5WGB5WxTqfjQgKMcZMPatKgunZ5Td2VccI0jk/FCUofn/DNsyqX5MFWuPI6abvT6TgjgC5shlT6/b4zxlT5A0ZCn3RrlYpp5tNatU+oMPVZMXGmPpkSFzkRq1o2kUd3mW41sDErH9O31oPtk9Wy7H0H/T8OfJbkOJjGGozT/rRfOkZaoZrMpbim0LExnMvp4r6cME7R8c2TCjsKLjIcy0Di6CmOjuMYEhckMLJmNXFEtWW1JtmOLnzrwtX+6BrQv3XsFriuuKmdHgw7Bq5NMiSlJ/5OJYSMju5ozURWvGnfrnaYZj0rLq0V6mtHLVfNfVCmroaAzq8KAf3o+7V97Z/9e5pxXQxf8/E3NXTU/UshGYahK4rCcatRpGstbi3GjS3OOrXtTDtO4CKFqQ+hPhekXrNuXrrewjDEwsKCYwj5fN5V8qhWq8hkMqhWqy4ZiczRurZIeGRYur1DhQQ/TBhhDHEcKAPwCemLBd/ETftc3PNqZXGMAFzSCDXVTCaDcrmMIAjQbrcj7sdZBVqTmsRhFQN1seZyOZTLZWeNq6bK+AwtOtVCtT1VwriIaaG22223yKkEUnPWBU961sQG7Q+wf1uWfthPK4gtU6Uyat2NnPtrrrkG1113HSqVCubm5iIJHAAia0Zj7LSeFA+MZVExzmQyqFQqbrtVu92OtXzGeT5mmf4Iquyod0yzncmTdnd3I+58PkfwMXAqX/QosH260lmhy7pyyV/ZB7VM43IjfPzagrUmreI2ac5U6VOwMkKVCBWwTBYkP2N1N46NuGXWr1UorECNE64qzK0SMw1c0j7TSUi0BEJmQkTkcjnnTiJjIKEwrkOmr2UCOTHqGiMSJm1UJuLpAtUsTQvjhOjlhIsVpHpN/yfxUvmghsc5oDKiiSfb29v7FtysAQWP7rW0lrZ1mxWLRZRKJXS7Xbc/kHTCmHEQRDP/iBN13wIjPFOosz210rrdLlqtFlKplLMA+XcYhhEXFd1ZOn82NEGwiXXqyub9FKb0NpAhkcZXV1dx7bXXuhwEizeuG/ZDFQnLSLlmdS6I5yAIXMIM8Ua4GoTlJLC44HrS7G0ATrgpjvkc2/EJUipspBVNuNQSlnariLonVWnzuTnj+IgPfO5cn4D1PaceSCBKV3FeTeKAz6txwLAFnyUOyN/4jLYzDT/jfT5BPC1MLUyncUPa+5RoKO2puWoqPbMhKQA0NqMauHXF2feQqDkRiiAgmkSirmYKU3VT6Xh8fytMUiwuRjiNe2acZeoDjlGVFsZVKXDtvsJZBJsk5WNOwMiyVDemau2qSNgELD5P8M0/n6E1QrpRy4MCmv3SxWm15zhQ+rZJQT4vi03O4xwzA75cLqNQKDjGbLNvdezqlrReAOsN0P2AuVzOCRCfwjeNEm7xPstgeUvchn/SgI7LJ+RUEKpQ0epu1nPhE6bWmPDRmZ0fH2+19/qEatzvvvfZuKner/hhe+omV9rUQha8X7fNxFmlvvHad9nPtHBJMdO4hWGvUQvvdrtoNpuuVGCr1cJwOHTlAVVYckuMMgt1q3DwtDTjtD5eC8PQ9WE43CsoPhgMkM/nsbu769zJdD1Pi0RLXNPi7aDPjLvfKg0WaBllMhkMh0NnUdFyGgwGKJfLbg+kbt2YJWCGHxk3594mHmjmN62oTqeDra0tBEGAubk5FIvFSPyewpYKHTCqVgOM5pkuXVpidHdq6UAuStI4mWEQBA7HuoVBLRef1UJGagUb303Pje61ZZ/z+TwOHz6MSqWCw4cPu33amlikViytHvX6aH/I1FRwsE/VatXR5/b2tps3FTjs1zg34awLUk2oUetdDQZ193LeLD/S4jSkuU6n46x60mY6nXbrl/SsbaoAZ7UgPq/C1Idny0/ihKX9zfe3/ebfunaIK/1NwwzEr+Y3AKNwAwB3kAJd4erxpLLMdeyzMK2nRAWw0rR6NKeBS05AmkbTtC5efkgsdEVpOzbhaFzSkU6KDczr/TaOoPEIXRj6vL7DN3b+5sNDnOCzv02asHHt+P733U+rybrJuZCJg1mOm6rbUGlBNUwyfI6J93PuKXC4T5KuVrvA+RxBaUyTmmjhadEMMrzBYK+eqGb8qvCy4QcLViFU0L4wU9kKZa4rZsZXKpVIgQiC7ttTi9Ja0pqIpPRkLVOb4TyOkY2DWaVDBQopzV62lqkqu0qnqogQL8qj+LzNEfFZUD7r1FqmVsj5LFMFn0His0QnyQD+bl2+PlzavqllqooLPWn6jjjLfBqBqEqwXZvTCtQrVuheO0UNndsEqHlpQQEimQzeJ0jjhKqPYJSh8G9NEgHgrLD19XU3Wb1ez2U92pjZOIjT8nyMZNIkjROMShy6mOIYF//XmHQ+n49otbSsgiCIpNTPGuhc0KWjjFvdj6rtUkOn9UYBqHvyFIcqWK3bP5/Pu8Q4HvunAke31mhSl+2fjodKDOCnDf1dk1mUtvkbx8is3UKhgJWVFVSrVdRqtUhWM9+hpQT5blpXik+uESqiAFyIYDgcRmJ76iZmu771e5A1NivgK2tHXFlFT59RHkfrX/kOvUbcBqNJkpoQp2uXtOET4Jo9bnmjD2yfLQ/w5ZXwOeVDPoVJ244Tqj5hrn1XWmFmr3pJer2ew1cYhs7r5lNcfYaTTxG54pbpNBaYxqi4B63T6aDVamFnZ8dp9mSIJDIlIF14cYJV36MTqtozn6GrhPen02ns7Ozg3LlzAEbu6GKxiMXFRZc8chCBOg4nvB4nTH3Cd5wwtW4IFaiqaQGjOB/3qekCpPKQTqddAsksgjJousd43fcBECndx/nXsIEmrdl4oc+6KpfLWFlZcYoZhTJDF7RGubhtNqeNrQJRYWnjZHQfkqHYbHbFCV2/2WwWCwsLWFxcRKFQwOHDh11GPMeuGr9VGPgbt7tYC0WVBGZNA3sFHBg6sZa4WhVWyVWYVdpToOtR+Y0yYI5PBZgWTQEQmUsmxw0Go0L2dGVSYdNEOQ1LUPFh+wTFu3UxE6xwjfPKEHSN8H5VHuKes8qTWul8huvDeplsXFm9McQn8UGewGs0Gia5a1WQ2tDFQeCiygmyA/od10FfbMVq6apl+7RXnSw7cYoI7Y/2VbU1go0vUTukoNeatZbZ+PBh8eKzVH33xV2b1no9qAWpmrHilpmZV5OlMI42fC4uZfC675PPqkXKbzv3PhemT+nhs+oKVnoHRkqAuv98Y1PL07pV1b3K4/dyuZw7aYn/2yMKfUxVQS1Rn8DzfXTtEhQ/4xRJ249ZpkHrGVJhqr8Dfj7gU5it0kF8qvVq71f6tvkScXi/mHEqqFWptBE3xnG0EPcO32923Ip74kfvmWRd+gzCS8XXJScgxWkm1Gw1TjoYDJzGRSuU7gzN4qUQU4vVxkLVsrJHP1lhTU2ZboAgCFxRiF6vh3q9jt3dXTQaDWxsbKBWq7ntM6VSCeVy+VLQFOn3Qe6bZJn6iJLEFPcMrRfGC5l8Rfcgi03PInAMauFZJSyVSkU8FXqMGEsLsh40NV9gZLHbxA8KT1oHzIrudrteZY4uVgCOjlQos6+6zYcZ7tY65lpQy5bWdaVSwcLCgstM5uEPq6urkXKcWiycApfWJZUntk+FV71F7I8yqCAYZd1rsQbNblZ+oBabukNVSBA3VwNojBkYKeJUwK1CYRm+HosYBIFT4tku54rKEHkX30W6taUD1ZJT4azz5sOxT3Hzgc6jKmVWgbVtq3HE/vjWLWmPz3G8/ObvYTiqI0AlsdvtOuuc8oAeOKs4x41NaxpfjGFxycKU3z5JrxmL/Kgrl0KOTMrGZ6wWre/Q2BSRp30iIlQgsy3uXaV7kwkZW1tbaDabCMPQZWEynnSpC32cgIy7P05D8/1u2437n0yaOOK3zY69GM3siQQVpEDUslRmwuxtCqIwDJ0blrSnNEhFhLTK32nhAVFlzi5SxSULRvhiMWQeZAC6VYvjs3kDGqflwd4ss5bL5VyZQGbCVyoVJ9zVkqXg5Pt0y4UmvRCs5azPxLnYfQq2JnoRZp3OfODrsyZp6ZYsnwWnFiwVErpqSYda+Y30QaAgtsk2GvJi+9aamyQw2b5vzFYo27n0WYLq7VFFysdTx/WN72c7vJ9KqrrerWJhLdlxY/NZtNPy/styBBs7ZMH6oJWZ68KjZhunIfkGo5oEtRJlTm6AEiPTs1DpggvDEMVi0U0MmW29XndbSPQUe3ULHxQuhXHEWaFWkMa5KawLiuPVfbnKHGedyek4ldlTUPA3TXLjmKxLjYucAs5mr+ozfDcwinvx2zIKjQ9pIXLdQ8h2rBaslrdu1l9aWkKxWIyc+sKkHwpYZuxay9YKxHEWlI+x6e/Eg8/Nqx+NZdl1rxaNKkVXA+0B+8MKBGX64zxHPoNDwwJxAtgyfysw7TOEuDm1Y7L49ynw2ra2oc/GuYAtnx8nrOIEmq9tVQitpRmXX6LvsficRvFQuGRhSlCNltfVxUuNiRqXLmZ16ap7yTcYIkQLHm9tbbmTBnZ2diIamlrC8/PzLqNxOBw6S2Nubg6FQgEbGxsYDodotVp47LHHkE6nnWs4l8thfn5+37YCBdWYbH/jNB0f4fra9y0o2z77oP2wBMbrZG4sNafZcbPq5iUoLvTUCIJug+HJKLoHVLdFqbVEvKqbh9f5HsU93asUZHqqxWAwQLPZdIklmpykBe+BkVDWedesY8Y/y+Uyrr/+eszPzzthqrFQHq3GttieWvE2fqzAa6rVq5DzhVv4nFWOs9msW4PdbjcS37VWq63rO+vg43XqUgXgaICuSbvmdU2SJrj+9HhJ3k8mr4qYWmD6fm2fYAWXj3fzXfrMOEFt36NKklVELU/xGUzKr+xaU77k6zt5gOKIJzDRg6lhDQtUajR8eFA+eMlHsMVpkopoK0g0AYPXdAKm0VY0VsCYE4WpanvMtqS7q1AoIAxDF4MARi41ZRZMT2eqOrD/jNRx/RsnMMc9Z//2CWOfMJ30Hl+/J1knVxPE4UfHaK1ZtRzj3Dy8TwWLWmQUAlQS9Z0qjG27lln4BJu6d7nthDWrq9UqKpVKJLmJ9zCuq+URffTos0r0f0LcdXuP/ajb3Vpzk9q8GujPp8habx0/PsbsozdVWuyc+azQOGF3sfjz8S7btm+Mce+1OPIJ0bh+2D6M67P937ee497pW5MXg7/Lvs+UmoLPjaVMSK1Qm0hiF6O2TURpQe21tTW0Wi00m03U63WEYRgpmabbAXZ2dpDL5dDpdFz8iYkntVoNQRBgZ2cH6+vr6PV6WFtbQ7fbRblcRhiGTvNnkYlJzGDcJMY951soallOIlpdmLzmW4A6N2pRjLO+n0ygy1bpQhenJjDYbSPq7tE4J+9j3Eq9GpqkQ3rK5XIusYfKmbow1aVLGrdM0Fp/Ord071GAZjIZzM/PY2lpCbVaDUePHsXS0pJz6SouOHdUIFXgjxOUXHN2ryJ/Vxe53TJgadNapmrdaFFyTciKs9xmGdhHdf3rNY7HWvJqfeleZI5XkwFVCSSOfXQc5+718YhphZpvXvgeq6D63Mm2DR9/9/EnH571Htu2fQ+9L1y/NIp8XjdVgjShy4ePaeCyClOdLKstUZhq0osmG/k0W8sAlCmyEDTPiqzX62g0GlhfXwcALCwsoFwuR4QpD2nO5XLo9/uRkoWpVMrtxavX606Yrq+vY3Nz0216T6VS7gQbjZFxTD5cEKbR8PXZgywS+2zcXGh77JMKVDLxWWRmFKYKljmpAImzDHXh8j56NlQYalYv544HbDMuSTc53xOGYcT1zCIhFudA9PxQHY9mxmazWdRqNayurqJWq0VKAjLWr/E23UPL91Bp5Zjs3OqeW6vJqzC1TNPiVnGvSYWKF8sAfclKV4MwBfzFNBQPyrx9+xapwGn8XnMzlO4mCdM4y8ryBrvugVF1NB/YebGKluUz+oziwCdQLS7jBD1/tzRj32WFc7+/d06zhrDirFLF68XCZROmPs3SaqzWMrWakf3YWJZFIAAXc2BlJdZv1TJuZLLKuLglRLUXvpNWRxiONkTzgN5OpxOJSfkI1yfc4jSdOAEb15bvb3t/XH/sPT6GxUU8i+BTTnyL2ZbvIy36rAiNnapSRDrQRCB1W1oXEt9Nj8lwOHTbJexxgNa1p+MhDTIGmsvlUCqV9rl1dS3oHla1iHzWn88CiQOfMhvXZ7uWVZhOsjp9fGCWgXOtzFfnQ/GlNEpjQvGqsWkVPjbRa1KYwHc9TsnWa+yfD+e6fvRjx2hx4xNw4/qgYwSwT8GyeLX41nf5hL+N/8eB4nmc8RIHl1WYkimxY8pYNGtU7/cJUDIyWiI+Nxmv93o9bG5u4vz582i1Wtja2nLv39nZibyLDKlQKKBUKjn3XrvddglKpVIJxWIR11xzDXq9Hs6fP4/z588DgEtQGgwG7ng4RbYWpdA+8prGhMdNkG+BqObmE6S+e30CVonLEksQBG4f8CwC0991+44VkGoZUVjym1YEnyd9AiMBSc+DxkLVzZtKpVwykeJUt2kx6UjrT+u+Uq4JXyyH7ywWi1hYWECxWMS1116LG264wdXZ1fGHYegy1JVZ0Er1zbHv2/ZDXb8ES4e8j1nxpG/ufQ3D0OGMNG8tI5+gn/UEOCpHdA0CcK7ZOCGn+RYUUkp/qshz65om0qh3Y5wgtWEh5ZeWDtSTwN85TzoHNhvWJ2DsNRVeqoRy7Daerjji+lU6HKd4AqO8F+2PWqbKm3044Pt13eq7poHLUuheO6kDVyZik1p82osKU0UU38NJtgKV5biYFRcEgcvCVRcUCZVCVJHHjfC8r1QqIZfLYWNjwy0a1hYmM7QEPQ4/kyDO/RCnycW9J05rnaZtABFBNGvgG49lILqAeZ3zrAk5QNRNp6CZtLr/Wd2hwMhNqwyP7mLfotT+Kv34LDNaplT8qtVqpKycCibd5qXavboYLX4mWYA+L1DcfVZRVIVGXc6++bOCdNatUmCkNJO/WetO+SD/9330eSvcrAERZynFrXelhTj+ofxU++zjRdqWTwHT9/pkgfaJAtX2Vd3dllbiDJA444zP+rZL2vFZmWUNjmnhssZMfdqnCkarGak5P2mfqS7a4XCIYrHorIC5uTl0Oh0sLy+7mBHrWrZaLaytrbmtEhS2m5ub2NnZcbGnMAzRbrcj/UmlUqjValhZWXGxRGA0SepGA/anzPsIK44o4oSb4lXfZe+btl3rxtB79LdZBKUJu3B5DYCLp1PIqTLFueXc6QLmb9yPzKpCtL503yfpWY/bUpyq23VSfEvpTV18vV4PqVQK586dc+9lvJ6Jc0xQoqeEVrXiyyqgcQJMY6PaN22H99g1aXMf1M1uFQrFjY9xXy2gfMvnmvQJuDAcFfzgtyabkUaJuziXo/5PpQ6IKk42vsnnFCy/tnNq29e29Blf33QMANx+40nKkxWIQHR7jU9o06oH9m/x0i0v9t0qs3zeooPAZamA5LuuC04XITurQtYXpPZp0Dr4crnsFuri4iIGgwFWV1dx7Ngxl9WYzWZx7tw5/N//+3+xvb3t3CpKxHNzc1haWkI2m3XFyguFAhYWFpDNZrG4uOjcLlophpNkMyV9GlDcArP3+fAapy3G4d/3Ll0wcYz9YmIETzTo2KymrLjWI6yolVI4UqiqJcVvLkhahCzZp/RJIA3QS2HdeAAi1WtU2NpvAPvWQRiGzl38ne98B+fPn3d7Tuk5YZnAQ4cOYXFxEaVSCYcOHYoVpsogLeNUsEqVClsCldpxglSFqVUIdd0oTuOUwlkEHYfdgwvsPyoNQEToMZ7ObXtMOCNuSVe+sIy1ohgCiVvHVgCqkFKFUukPiFp3Vsj5LEF+W7rWube0p9niPppQulCPkwpYVc50LrS6lK/co9K6xfNBYWphOi2R24n0WZm+tqfRVuw3J4JaerFYdO5ZjXnppn1OjFZPIiHqkT0Etm/7GacpWlxYBqzfildfez4cWKLztWX7oP2b1O9ZF6gAYnGgC8SnMOg9/JuL06eEcGGqi9fH0GzffDj09YFMRl2iFPoU6KRftsHYbDqddkcZ7uzsoNVqAQDa7TaGw+E+mo3722dl+D7jxmiVZx+THUdTViG6GiCOv8XdZ69ZvKm1bulGwcZEJ1mvFuJ4BAXTuP7GtTGOx+k6UVyp4qHryr5P8azeTctbeY+lPZ8SYp/Rd8aNfxq4LG5eHZTGisiMtGqHWqPsqGop1mKNW8huAJkMFhcXkU6nsbi4iGq1ilQq5Y4yYqZuNpt1Wxo6nQ4ef/xxNJtNZ1mwTjD3WOoJ77VaDcDIfaAF0X39smOlhj6OIHUy1cqxDHicUhOn3anW5bOQlHA5f7MI1h1lF5UmzdgCGz6cpVIpl6RDzXV3d9cVHadipode6340hgwsPm21JN3DGgSBE3QEhhqy2SxWVlZQq9XcMYDZbDYS893e3nZxWQpinslbLBZx4cIF5HI5dwQbcwFYdUxDFeMYh8aHOUZq+HSj09Oj612zjTlHauVa5mrng++a1VADYRqlQfFraVM/wKi4veZ5+AQn65CT//Dbt+VpnOGia4dzrDkCysvUglZL0I6RYGnf9kfxpiEXfaelFxpG6g0JwzAiJ9iOzW+wbl6VP+wHrXtNLDyoUXHZ95kqw9bOsmM+Acn77N9xGp8OkvFRAC5TNwz3CtWzZm8QjIrb12o15/JtNpuOAdC1q2OgEGamJCeBkxrXR6upK274TJwgHadFKX6sZhYnSH3zou1bpsX7ZhHGaZVWG7XxojgtnclWXEQ225YMhmEDejPiXKHK/PhO3b/JRa/0xP3OuVwOS0tLWFpaQqlUwvLyMrLZLLrdrkuy63Q6kVBFEOy5tbe3t12OAPdRs99ano4MZxqNXRVeHRsZDz9apEIZmT4TZ3ko7qyAOggje7JgWgtcLTErLEmHnCOfpclrKhhUqFqhFWcxa18JyktsRjLXhCo/7KPN0tX2NKzkS/Jj/1jUxD5vFRIVnKqMqVzhR4W+8j3Ft89I8+Hd8tlxcEnlBCe5N5jdqJUl+JxPs4t7lyVWYJTEkMvlUK1WnfVg654qg2RxB1oU5XLZHZis6ehx+0ittRwnkHQ8OulWwdCx+ibRx3D0/0laYVxbdoHafsW5e55s8GmWCuOYGOnRupc4nypsmNiTSqUcPZGBUJAMh0Mn3EhfFLR8RoWpvo+LnZvzWc2oUCjg0KFDWF1ddVtjVJh2u12kUim0221nHQIjTVwzfVm7Gtjbc817rFVM3FhljLTAfdj9fh+NRsMpqVtbW86Kb7fbkZAJq5ERNz7a9SXs6FrRvswqxAksq0zHGQcW1zbhRz0SFKBUYDQfgL/Ztn1rRK+poOD9KgRtP+x4rcDzKRU+JcoqTHZLoS+Gavd6sz32165rbodhFS49gF23Xeq6vpgMXoXLns3LD2M5jOtYCa8aum9B2QxEPqMWqWbADYdDtNttNJtNR4Bsg0Ud1tbWsLa25pI2eFxVqVRybWj5KdXEdWO8xtksgwaiBbBVqFs88boVyuOEaBxoGzajz0fQXIyqdXJ8s1q0gYtOFwMQVUh8DIr02O12EQSBoxt1a+lBC6VSybkrW62WywLX7SfD4ehcVBWm6mJWUK8G308lcGFhAaurqyiXy7j55ptx9OhRdyYp301Btbm5iU6ng0ajgfPnz+9z75E5dTodbG9vo9vtulyAQqEQ0dp9SqpldHxnt9vFuXPnsLGxERGmjUYDm5ubGAwG2NnZiRyFRYFuwzpcu2pZ6PzGKUuzCFZQqiVOXMcJIT6nFr26cmn1a83xnZ0d5+Lne+KybS0O1TOh79Y+8nfSlXogtE1rGWp71jNDsJahXauUB1onXenVZ8xwrakBwHXN7Yz9fh9bW1uo1+tOUaYiSx6uyalx/Z8El2WfaZzGFecyHGeVarv2GUuERAbjXuqe872HmjQw2ljObRD2nMc47cpnRdt+WeY2CX8+t4YPrDUbh7NxFqm9X4lm0pw82RA3buI8zlon+BgAn+dCpaCmkLWaugpTLQdHa8FH84pPLnQKVSbP6UH0jHGWSqVIAhQtFApHhit08eu7fZaNWgfj8Mv7qCiQobfbbXeY9e7uLtrtNlqtFvr9vrtGxqiu7TgGat93NYAVoHGW5zjwrTnSpnqMlKZ0O02cMNW+2HcA0bwDFWzskyrbVjD6+JQaAToG3702a1jBZoBz7fmEv+/9cbJBvUmdTgdBEDjPJIX1pJDHtHDJW2N85jhjNtaqnIbYNAFpGqGrwCLk/X7fuaNKpRKOHTuGbreLxcVFnDhxArlcDqurqy7BhPVVWZBBLQybwj9J8Fh8WPc271FijxOklvnY9/g+kxQB32KlZkcinlVhal0zlr4IVIgsDWlVFQLxoXVtaZWy4hBdstR2ecyfJhaxDxrXUQuVv3G7DWP42WzWHanGJCRadYzpa9yHB4GzPWrfahECcLFS9pkWIiv1+LYHKWOmK3ljYwNnz55Fp9PB5uam8/wAUcWAyirboCXFvugeWSZN2fXt8zbMIuiaVKvJCiWf4mZdidY6VKGpVqEeI6bxfW1TwdK+Be0T15JugaFbVxOeSIfW88aYqFUI7PsmCSrFBRVI0rBubbO8jdalZsdryK/f72Ntbc21Mz8/7xJSq9WqG18+n3fjt/2fBi6Lm1c1XWoSZFyKpEmWqL3voMKUCGKsttfroVgs4siRIxgOhzhy5IjLSmOdU+5J7ff7ePzxx11yiXXX+SzjSePht88SmEYDmmYh2PZ8QtQKbytM+S5VZGaRmamWyvFZwQhErUgdk60Vqxo4Fy7v4/88LIHXWAWLzMy6We0WGrUUGR9dXl52yUHMFq9Wq84FxXnRrGqOQQV+sVh0QpfHBOr9/DCeSZexVSoUH2TizWbTHSJx/vx5dDodNJtNV9hELWYKU1UEGJ8CELHAeQ+FKfEKjJQln3CYJbACUP/m7woqXFQwaXuqhGlmuX6rZapt2FAO3+kTqD7vFH/zxUUpxC2/sJaf8m+f58fXP4snFaS6BsmnGe/XhCu2mUqlIkoe2yHu19fX3bm65P3Ly8s4dOiQ618ul3N5BhcDl31rjBIXLdRpXIlxVoZFuhXQeh+vkyFqKjW/NRHDpvErUVsCtMLe13dLLPqs3uu7z+LPhwtfu3EWqL1fY8C+PsUJgFkHqyjE3QPsL6Bt55hMQWuiUvgQlKmoQPLhnqCb8mlZ2k3+nBsqgj4GyHHSIlXGpoUa7EfHPc6boS5hzdRV/LGogGaesj/FYhG7u7uu+Ilay77YoZ0LS5OzCr71A+wvmRq3RsetPZ0PX+xO59Qq6ha3WlDC5kFYZZvfNgnMKjU+A8cnKOPWo/bX13cfL9bYs/bTjtn3Lu0PBT/Dgc1m09GzPmPrAk8Ll/08U05eLpfD4uIiKpWKi6tYgTTJpWsnVpFPgaluEW2XWw3o4lKiTKVSrpKMxrtUyNrJ43N2Y7WPMcfFiqcVosqkNeDP5+yis4JUNTI+Y9Po+ZuNSTC2MIuWqQoPew2IMiadC/6m3hK2ww+tqSAIXKISccakpHw+7+KHdCuxFKWNpyoUCgWXobu8vIz5+XmE4SjGT+EVBIFLaCItsm/WlaZJOkEQONevZj1aWtVtQLoXln3udDrOvUvLlDWus9ksyuWysxSYtKeMnS7B06dP43/+539cQuDOzk7EklXQcVgvyawClQTlXcS7rkWNURN8HiEAEWavSo3do0/8kb/4hDpphPNPo0F5hmYAq4Vr+YwqjfrheHWMk/ibgsoC2yYtU7plVflUpVPlhfJ3X8yZ72OuAbB3cMnDDz/swn7VahVhGLqzqw8KB6qAZJGh1+2k0kRn4kS73Xa/+QSn/U3bjNMCaXFaYaKMkxOuMTYyKhImYz1WC7KaV9wi92mGkyZjnBYep2laQvf97Xvep/Faa4dAQp1FYapWqG9u+D/gnwvOq6UVXtM4P2mIRevtAQmkJ7plAez7JnAvNE8kyuVyzvL1ac1UFLmOer3evpgoGY1dD1qYX09d4j1sw5dgYuN0FI6ke7reKEzpemPOAXHT6XRQKpXc31aBVvC56S1fmDVQd6gKBbtm7FrjtUmWm85JXHKNzzrzWXVKC8o/4niVCmmfouozhmz/bZu+MWq7vvZ9gtv2mTzb134cnsNwVE+72+2i3W67cI7mE6gyPS0vvCTL1EdACjZ2xW+fu80iyyds7buJaCJBBYEiwi5iIpQaIBkLte1cLucKh/NdmohkN6brePltiSoOTz6itjEIiwsrSOKEqyau6HPKgLlomBbOvZOzCqQhizffQtRrGi9VgcQ4qbajHhMyFy2cTyGjlWcsvQXBXqWsIAhQqVRQLpdRKBQAIHKgAt2lpENqzjoGLdBAoa4ZxxTQpEvLrFSx1L81RkdBzq0EXBO0SPk/22OmseJU35HP592eU59yqP9bBYlzMavANaaWtm8N+jxHam2qwNR4qC9JifNq92TGCTidaypByoe1n+qliAP7Dsb7qZDp9jDer9/6Tl2DPoGo4ThLY9ZwsrxO+6vXuW6p2KZSKTQaDbTbbbeHmtvHuCXNFxIbB5fs5tVB8n8ORLMd1W0ZRwhWYIxbXLY9uqk0G5cEq+4Xfhho1r5Xq1WnmRSLRaRSKRc3Uuam++R87gTrXrXv9mlj7K9mUuo7faeWsA2LH75Hk6h0fiw+er2ee2e73XZehFkGHYN1RWWz2YgiBCASHycuGMPkBm8KLLXuOKfc38dkHs63ZlaqsphKpVyclAlGTHRrNptuUXMumWzEog9UDJWumDhH9y+Z5NLSEmq1WuTUEYKlHfs7GY0twECcakETtk/rlOvDrnFarsPh3l5cu5Z9wlXvsVbRrIGGSLg+rZvfCldr/auiq2EqK2yBkUJEHJNOVUBapVEtLHWR6vGKSr9WoNowAoE0VCgUIme4qlfDhhisILTGTdw7SGvWRW3v5/ojDlX48joVRR5nyJDN5uYmer0eLly4gHq9jvn5+QjNHwQOJEzHWVc+c1ony97vW1z2/zir1N6ngtUKCp91qxOsAo1MWLV+jsNaO0poce+wH7Vc7Bh0zyJjVVaYsk9MT7cWvn13HM5Ua+NH9yLOMiMD/G5Azolu1wD8yUdKN1ZJUuvPLvq4+fTRNxmCzpvPLQZEXeta6IRMV4V/uVx2faImrjFX37wrzVrrnO3oR93Cep+eT6qCw6cwxinY067tWQef8m/XdhyokOW30pTFqb7T146vT3EKi+9eK/TjxmMFnl0/2i+r3APRog1U1uy4+ZvFifbP13Ycz/Ph1ocrKjAMqeh6mRYuWwKSapU0+ckYfAJVwVpr/PbFU3wERM2rUCi4OKrWL1VLwjJX1dbpulDNm1sKVMO3GcC0bHxWqlouFg9kooPBAM1mE1tbW+j3R8XM7Ts0E5njpQVNLVFjZQBc39SCY41ZWls7OztoNpuR0nGzCHSpqdJEeuG+TbogmRikVpMKTU1ySKfTrrSktqOVZ3S/nS5QjSmybW2zVCo59+5wONrPqkoULd5+v49z586h0WhEFj7bm5ubw3XXXYdDhw5hZ2cH29vbGA6HbmsM4z5qlavLjCEM9oVj6XQ6Ln6kRU182rl6MuwWDdIqEw55gg0VCp+giRM+syxs9UhGq2DbvAblN7xulRladkEQuC1IPoNALS3+rf1gW8D+5E0F7ZOuIW1TvSzK76zw1Ovajt26ouOhRyMIArdVkXxK30U65nrRNWMTPK0ngMBnrIVKumWSqhYcYdikUqmgVCpNTYuXXZiqZsXMR3uPD6xA9VkfvE81XiU2Cjt1+9FNS9DEEQpSCidbZk41cGXCPisHGC0Yq7mr9acTrfvxNjc3sb6+7oqWW7xpphvjY9x0TAHC/jMO6Is32FiZFlBXl90sgl3QSjOMnedyOZTLZRfnU2WO9+scc07L5bLbzD03N4dsNotms4l6vR5JFFKGocqZLxORyo6WzqOiRvxrrLLb7WJtbQ0XLlyIjFurdLFmbyqVQqvVcmNUjd+HL1XGqIkTWOdXtXJ1ixOUjnnikr6La4rrXk+28Vnlsywwx4Eq4uoVU0Fphal9FsA+3NLlzrWvPEa9ZMpj9T77Lo1z2/fFXVf6UdrmfT5rzVp51nCxuNAELiq6Gn/NZDJOeaVbmjTMPtqxxlmreo3eN9JtGIb79kZz3fMIxIPQ6GU5HFxfqDEYdj5Om1GYptNx7gPbDhe2akw2GYcE4cvete1RQ1KGaQnKRzhqkeoWHdXoNfFE3+lzL3AxUTiwqg0zpmkBUDnQ00I4B2Te7A/3A+qm8FnN5tVYlcaQbKw0CPZn4uliV9eRxhk5J7QUNQYPjBIjNGZNBkqaYHECCj4qOUxuo2VKq5mZwiwesri4GFF0wjBEsVh0h5WrokD3Lj0MynBVuJEONQRCutRj1Cj4gFFxATJ3enhs+URd4xw3vRtqOY1TQgmzSHM+0L5bxm0VfQvEvc2xsB+24TNSuD7VQuUa4FxoP33VrtSlb2O07KdVDHz9jZszvd/yRiu8yZdIf+wT+RrXDSsg6TisVc3/dbzEC9cFLVNawsydCILAeTfJDw7ipbusFZDIINrttrN2WHWC6fNWO/J9+9rVa3GgVopm2Wnw3yaM+AS8EoASIjV11ZLUdWuJjQyRDKnVakWYNJlwEAQRbdS3H49AZg8AvV7PZX6SwZM40uk0arWa22+r1lar1UKv14v8TQZIS3UWgdtDWCrPCiQttUdrknOh7m8yJG7r0HMk9WxO7rtUz4QyN12wbKNUKqFWqyGbzWJpacklDFUqFedVoDZMIUV66/f7TqC2222sra1hd3cXtVoNtVoNy8vLWFlZcWeezs/PY3d3F2fOnMHm5qZTMMhQueZschUAZ4XyYPF2u+2eobXb7/dRr9dx7tw5dLtd1Ot1NJtNFAoFLC8vI5fLuRNi6IYuFArY2tqK0DiVu3GKq8+Km3VQt6jla3FjUUVE+YUKSKtYqwJNDxIVHaVxYP8ebKVbNS4sv+P9Ojb+r2EiCm7SmC+2CyCyP9Z6umyoRD02NhZLXlYsFl2SXbFYdILVKgfKC1U4k971sAsqsVTCaRVzLZNXT2udXtIRbD4gwq32FQdxgtS+d9rFNk44kgjGucQsgQH7M4eti8S6NKxrlxaEHtNFS4KWo42njptAn/Bm/4j3dDrtFBlNJFF3h90Ybt1HswY+/Oi3un+tNm3vVdeRuo+AEfOgYOW9Sgf81riSxiV1Dya/1TLVdxEGgwEqlYp7H4UU3cXMDlZtWhmOMlL1bigzVDqwiUc6RlUGWXih0Whga2sLlUoFc3Nzru4vk+XIqPSQZR8TfyrBOHdj3P3j3KA+75vlp8pj1dK172E7qsTYGO+0c+KzMH08eVolybc+rWfFrlN6T7h+rGsdGFnwvKbuZCoA/NY1QwXXhsbY1jRw2SxTvpiJDEzvt5PlM/Wtz13vU1AGcVAtls+qy9b2g/dpX+1vdjzqGiUTIQ70yCxaptaVw4QPak5qHal7TC0o1fRtMpRquUEQYGdnx7kq6IKjdst3qiD3JUrNChDvTBhQV5e6RWm50vIiLhV//KZAYlKNtRK02o0V4KlUyiUrMXmJqfc8Z7dSqaBYLLp4LD/qHVFrpVQqueS91dVV7O7uOld0qVRCs9nE448/7tz1ZEZMPrKWr7WSSHfWBcfxZLPZyPhZn7fT6TgvRiqVwtLSEubm5lySBhPn6vU6Go2Go2EqixbGCaFZF7rWkvPxOF73PaMV12wsWXkp6YNrlbxB6UafUVCeoEqS8l9Vwi0/tkJXQ3X6O/lQGIZOWQyCaEye4HuPtq/eNU2io3VN3NFNyzwJG0ZU2rZ9B0Y8W/fKqkAnT/WF88bBZUtA4uRTkKhGH7eYLDLjiBLwWyKqKU0DSlR2UjkGToS1zuLcIz5hSvdgt9vF5uamO8GGAoCWhDJE3ZaiwoxuZlbQIZMm4dotINadzG02zJrT/vqE6UHjBE8kEPfMRNZ5Iu2FYej2wFEgdDod5wLmvs9isRjRftvttivlp0XaLWPkQk+lUk6QsHg2hTNPg2GCWKlUwuLions/FzDbpPBUOmbBA84ThVir1YqcWkOXFcsdkkHQsg6CIMIwbChCx8ex8XcK03q97rIdacEuLS1heXnZZUE3m02cP38ea2trkQPS7X5fBd+6VUY966DWYFyfrXFAxUl5o8+ao+AgXXPOqexq23F/W2tU+6FzbxVybUctOMsDlXdr4h3btKB5LLpDgutJ6z5r1jkw2v5FpZmKmhpItuIXrVcdH68Th3YtKr5sAt4kuGyWqbqL6Da09/DbmubWrWG1af3fTrbeHzfwSQjx9cO6Caww17GoUKXmpALUbg9SbUuz1TS2S5cDP+MYoMWluoVs/1TrtbGLWXfzAlGmZK9zjBojpOaqwlRjropT/d+GAHzZ1MVi0QlOWqMsTaZbdOie1exhIFpwhNak0pnP/aqMkYyA2b7M+LXbUMhUdG594Rddm8QTXcykx8FgEKm25PPs+Jiy/sZ32XXO6wdxrT0ZMIlfKVje5LPM2I4KS/0A8cLatuMTCuq2tOvdN3+2zbix63tIH+RnmrPiw43PO6mCWY0eVcr4t7W2LW51DFaRUF5pvadcj0+4ZaqSnok2FB78XeNRingdhNV0fC4ftSLGLVQr7BR8yPR9A/44qTI/jWHQwmTixdraGs6fP++SfHjyiFauYaIM9zHp+KyVSvzRvcEkETJn1RoLhQKq1SqGw6E7MqvT6bgjiPgeWh4a2+U4ZjUBiaDCUuek3W67rUEUXocOHYrEHbn1pVgsOteuWuU+7Z+JRbRCmZm7sLCAubk5d0Yi3azFYtElgPGd3A+s9KruJN0bTMWA80wPAq/rWqLXgvuMSWOqPFnmHARBpOKNpb0gCDA/P+8K8m9tbbl13ev1sLS05JQUPqPJG/xbXZn64RjtNz++fYSzCLbvCkqbpE/7HO8B4OJ49Ozp+kyl9kpGAlHvGb99TF/btnwL8B9z5xOgljdZqzYIRlnjTArSRD/dIqV4Yn/40a1q/OZ9Fp+2f9boUbrWPArStiouzF3RuVHL9orETOO0L12E+iFSVSvgt88y9Qm0uH74/vdpfgpxgnXcO60Q9VmlyoBJOK1WC41Gw7nJ6J+3+z/VZaixB60brCfesFQXF54SkWXMynjVrct3WYvMasaT5uHJAjtnVjlQ/NE6pHDVfbjMdNVsPau5K2i2MC3ParUaEaZ6zBr3ATMmq4UaOG/WvabvpNBTRkPBSgZL2mF2o7q0dI2ROViLSkHvpSXPMTA7OZvNotvtOmVBlekwDF2frGWh3/q+uL7YUMcsgg+XVtFXsHiIs8jp3eL6VbzqfeS5QHT3Au/xhaVs3DSuz3FWqT5rBaPyM1qPVNriZIDFn3XJaj/U4xK3Tn199vFsVZ6tUsFrQRC4fIVp4bK4eWnRaHCcnVfJbgWozzpVAWEhzir1+efHCUrLbKYBnQR1J3IrSavVimjwJOhqtQpgVFGGSoYWjUilUs6qZzzQnhKiuCaDpcWiMTuNyehio8XAxWrjw7oveFb3mQL740FAVLFRDZzKCBCNvQyHQ2xvb0cSlJg0p/RL5kBrdmFhwVmZrJREwVwoFFysloKIwtu6rthn/baWhbrm9G89o1cTN1S42bnzCTZdOzYRhoKe8fkjR444i4nxZ3pimOm7u7sbKSCuRy4qxAkcVUyZcDOrNGghzjCIs/Ss9015Xj6fdxndug7VaPGFY6yQ8RkZKoinEUTaP9+Y7HsoeEhvFEpAVHApv9f1xqP6qLiRDpV+VXDrNVUidZwWB3oPDRW1rjXEY+dpElyUMLUTTAGg7igi0ApJIodMwk6Ifqz1Zd/Nb8tYfd8WphWkPguWVl6/33cJIY1GA+vr664kG7Wzubk55PP5iOtQg+60WFqtlqu202g03LYWbiZWPDYaDQBwblzdc6Vavfr+mXDTarUi5bQ4f1rIYdYZmWriqlmSDohrxq8Z5+Nc1uv1iAt0OBxGwhNAVKDwHFK6jOlKZUyUcVIKVNbPVUGliQ6cRwpvZQ4qODX+ZLMb+TfxwbXisxp8TJ2CmIqdjbPSkl9cXESxWMRgMHD0xipdW1tbTqACewdFzM/PIwgCrK+vR5i9Wr3ad11bnAvmGlyNoMzYWoXK+K0yz+s8jUfdvJrNS++ETyCqQjIJyDdtP7VfVkDzXt5nr+l+TSp9KqTsvmriS8Na5IlalU4tc7qT1Rix/fRZnBoKY/9ZRjUIAldwRJURGkvjFA2Fy1IBSd2DvtiAfSZuwuLa911TIex7/lKF6CRNTbVDa9UBI0uUGZ5k7MDI4iFj1gWmfSMB+lwVwF6ZOf6uW2usi8wqP6qdapsai5lFsJq0KlrWY+FbPGTuWrzD3m/pSy1ATQizwlI/9v0+JTEOxz4l0D5rhalPmVRQAR7Xpo1l8h7SKBUSm0mqfdKDIux86Lft2ywrbnFg16SCXVeWVu386xxoYpdPKNt3+94Z16+4Z32/xxk4vOYTpkA014TfGoJSvFgFyyqDPh7ls6gVn3Z8PprX9qjM8tvi8iC88KKEKZFJzYmuTj1MWDusi56/qwCxbfPbBtB1oPzb5wKwbdm/pxmfj1Hpeym8tre3nVuLmhctlmw26xJTtra2XCC+XC6jVqtFKuPQ4kylUlheXgYArK+v47vf/a6zGhkrpVa2uroKAM7qajQaDq/8pgvZlg20Fr9ac+pdmCWwyhsZuAqwdHpUZ1c1WyZwASPLlvHTIAicC5NeFpYxo9JDC0HjlXy/LZqgljKwPxlF6Z/j0kQzO172WefWZ1mwj6oI2H7YhAp6LVKplNuDzP5oxjcQLfBOWqFVzrUYBAHq9fq+xDhVNuzYFB9BELhtEVcLWGGiMWpNlOO9mrkdBIHbp0w+QNyrJce2Gf9XRq/WqMZW9Xtcv308WAW7ZqGr50QFEPunz3OspCFarZberVC2tEPQ8aocIQ5J32xPrWDNwvfFk7l2OF7li9PCJVmmyoAZM+VitVqFIkSzEdVaUi1VtTkgen6lT/vStqbV5CYRms/qYV/p6qWrQA9Vzufz7lw8unl17yYPoC0UCpifn0c6ncb6+rojWroxGo0GNjY2HKPn4bZ0SWislAJB3ZCM2anVrAxSY83qXZjVfaYE1Wgt8WcyGedqVSZG+iTTpiCtVCpOOGaz2UjVI2UgXGzAiIb5nC5+/s5+EnyKHmlavQnWq6BKkQolFT4KPmVUmaa1PNQ7wsQtIMqIeL+6qkkn3ELDvpP+lWFpf3QdKxDHjAFfbRZrHL+xygvxqEqTxtfVpWvpgc9q22EYRpTfOMtsksVqn1dLWZMkraEUZxEqfWl1IbUIrbXJtlRhZFt6j360r6QhrcPL55SufHNl27IybBq4pHKC6u+2Wqw+55sALkgVqvYZnwU7jQslzhJQ5PmILO4evkNjGIwtaho/NR9qj3pkW6FQwMLCAsIwRKVScfewn5ocxJje2tqas/Y1jqAWZ71ed5o8mRswYk6ZTCaSoevDp7qqfXM4a6CM2cYTNQbIhazWfBAEkT2nxCktIha6oBfAp4j5XLjAeCtA6VUZlo6J3z6F0Lali92uLyA+I9YKNzIaVQRIj7rHkb8x+U21fGu52/20Vijb/9k2ecNBmdisgM6dNSYsr9K5J2/ht90aFGeY6HvjFH9VSnzGCJ8H/OUxfbxQP+qlUV6m8xnHUyzN2/HoOLRvVHxt5rgKWdvfcUqo/q5hirj1FwdTC1Prv6dGxFJ5dHv6XLKKKGXqaqFay1MR7dt3pAjzTbRaC3Hp1gpWkBLUcqD12Ww23ZmjvBYEASqVCoIgQLVaddsnKDQXFxdRq9UQBEGkNKC6drrdLhqNBh588EGsra05IRcEAZaWllCr1Vyy0HC4t4+00Wggl8vh0KFDqFarKBaLqFar+9wZqmTQ9UJLhBa2TSCbVeD8UljSVcu5LhaLzs3OalEUkkEQuP2i1l2byWRc8X+WIFR6V+3V4heIeknUnamMxbdtxGZX87dx9Opzjykz4byqFWCteHW/8T1UqMjUiWNtn3gDogeLa1ZvoVBw9DuNq0wt21lX6Hx8zbo4VflWsDFCfu/s7CCVSrkTgGwikVp06pVRgcb3WwGqSpXlmypc1EtBnqu0rWuMtKS7FPjROuTq6bLKI4Wk/q3XrMCjccJEP7U2tca4Gg98JxU+VbCZKMXfOW5NevLtFImDi3bzqpCxJvs4jZrP+dw9Ps1JBQH/B6JxAqv1W03daoIKPqs1rt8kDOs25aSRUWoiBvuuhRp8hKrv4DmaqilxS4atRcstHYzBplIpV7FGNU6NQ1lG70sgm0VmpvPk0zh1Dvi3HnlG5U33mfJZKjiMm/is0nGCLg5flnEpcB58XhTbfpzFoYxTrTpdlzqvai0qffja4jr19UcZOT9UxGzMa1pa0nUwi/R3MeDjbz66snPlMxa0jThLzlp7lm7irFw7l9Yo8rWvhov2wcdfbD/H9TvO2NH32ex4Oz6fTLBeSx2j0rNm4F+RfaZ2UobDobPM4qwZixRdWLrA45gWkUHrTO9VQaYVWKh1aGk1nxuZ32op6DsJJAbdNqLJPGrVMJZJzdxaKLoRXyc5DPf2Dy4vLyOfz2N7e9tZod1uF+l0GkeOHMHKyoqrsNTpdNBoNLC2tuYKCZAp2k311u3G/ijT1QU864yMCgs1aSopXAiDwQDtdhsAnBJCoZpOp7G4uBg5E1TxwPZVA9c51AXKawrKGFWYaJzaZ9GqC9W+Q99j1wYVIa7HZrPp1gbpU7fOACPLXivODId7FaTK5bJrnzFmi9s4oapafpyLnOBb8xwL19as0uGkcSnOrABTL5xuYeOB1bTkNfZnDRaC/m8Fit6jbdj4KuefPIxKpiqflk51/EyeIi2qQkBvHrefcP2pceMzlOLwapVl2y/rVbEWqs0y93nuVIb4MtPHwYGFqVqX44Sp1UAIPs3K596yGoZ1lyjCNK7IDfPFYjFSs9RapirIfRlw7LNODgWpFqjg80xm4d5QPcjWjttH8JlMBktLS+4EjqWlJbTbbZehe+TIEVxzzTXY3t6OHHV14cIFlzVMImC9WB0rcWDxrpbprLvXCNZi1w3eQRA4YcrfS6UShsOhE6rXXHONOwuUhTJ0v6Rq6eNifz5QWrVWnmruVjP2KTKWWSgD1v4w1s6i9LoPkWvBZpBaly8AtFotlMvliHBWC8DGinU+qMySlqcROD6mz/ADhcssgrX+LKi70uaHWCHL+WRxEd3eZj8KVtjF0ZEqilqwxQoQzSEAEOFvVpnUNUAjIpVKRUIDfG+n08H29jaCIHB0qK5hn9Ubh/Nxa1Jxpi5f5fM2Vmpd5TSMrDCdFi6Lm1cFnc909z2rk+Jj4tZSskxMkaR+cWVUVoNR0Im01ij7qP3QSVLCVl+7WjJx1gcXlnVRsy0SthZiD4LRpmJfBicQrcoUh1+fEuNzl88yKPNQbdUnnKhodTqdSAxEY0QsqKEeDMugfO/n3wo+hWkcs9D3aKYj29J29W9dbyp8NDala4BeGjJMDUUofTL+TCZovUfEoe1j3NqJmz+fNa/4i8P9rIFvruzvOl4fnwGi26EIlsZ1jVolXf+2ypy1bNm25Y9KB9qWD1QZs9tlrFGkfSXf5BhsDDVuvQFRBdq+zyYe+T4+76RvjHHXp4FL2hqjlYCA/Qi07lMdODUXABGriN/MmCUo06HLgFoUi0ArgbAyTZypbifPx7C0H9T8+TcJQgPhtIp136FurVC3tGpOfDddLNVqFalUyu2VTKWip54QSGCMV7XbbRQKhX3ERStWx6Wua83inWVGRm1UNVRWKLKLeDjc21d67tw51Ot1LC4uYnV11XkMKDxKpRIAuKL3VuASbDzJMiPOr08DtuvCMjW+U9cI14f9m5aFMspGo4F2u41UKuXKGWotaM1sJo3qO+lSnZubQzq9d6j82bNnndXO/nLNMfyg9KL9tPF3xYMFH/Nmn2cVyLd0PNa7ZsEqQYor+5taSdzapq5h3ms9IFawsE/k0Sqc9ThAKlgcm/ZNQ1UcWzqddqEsPfJP6ZPXtCqSHkFJ2mSugs/jYRXCSqXi+suQA93i6h63BhDfaend4tvyaTv2SXAgivVZh5qx5mMg+hz/toLTChq6mFhSTJGq2Zd6TQetWowNjo8bl4KPOdBNohnJdiuGWqYqTK1Fbd2rQNQy5TYXxiN0bGrp8H/r3lDGzP5bHMS5d33WwywA59hadOryIZA2eaA1i2OooKOSAiCiAMVZpj6rVGncWpYWp3qvnVPtdyqVcvNi29e1wnll+T0yKbreeCKRJsZR+eOaUXqkN4S0q14LIOr5sW5Y0ozPOjiIgsb7D5JF+USDnVdes/FE/u6jC6s4Ec9K4xSgVtHSfljr2Be6Ufcr590q/T7+ZOdQx8TQlvVu8Dkb39R+6BzrnlvfnKv3SWtdWw+UT4nQ/ti54G/sm7reL9ZTd2D1T+Ma/LCjKvQsQvR5Mn7WiNVDqlVYEeksLE7hwjgQ69b6rAjrxrLgc73FEaS6djk2WsXW1eF7jy6Q4XAY2Reqh0KTyXFc1CpV42y3264v2WzWJR7psWNqMSnjJOH4FjKvaSr7rAEXmyowwP5tW5rBu729DQAolUpoNpsYDodYWFhwC5PAQhrD4dDFcxRUcVHmQSXFKoz2My34BJJ1xwdB4LxCfD/XBk+xUSXDMjtgf1EGID4W3el0kMlkIrF4y0S1fetajMODT/kmjmdZmKrypkq3TxHQta24V+EC7MeFVZ40GUnpQ9+h/bCJhRQYuqVMLVIfHyCf8RkA5NXqlVCeTUFbKpUiiZscCy1Xyg/rdVKF1gpm5VO0unWfvI6dbShtquKjRgZxwb49IcKUCTg8cozCK06YkkBUEHc6HWxtbTn3JIWEFibnkVZMJmLhAz3gWZGgAtKXpat9sUzRMi89zosTxWc1gK5WqA/UguKkBsGoQADLt3EcZFqFQsEVv2fsj8KXRF4oFDA3N4cg2Ns7qTExfacKfMv4rIvdZvzNElD4MabMBahlFqnBlkoldDodXLhwAZ1OB/l8HouLi27xMDQA7OGCBcbJCNQaUOvKCiafxX+pwjSOHglcSzs7O47RMaN7ZWXFneriK4iu8237TRzqweBBMKqsxQQSCnMNVbBP6iGxXhIFq8zqGjqoe+2JBioUPteijSESeE2TgBhiIf9UhZwCg/ySbnWf+5z3W+Gu2a2DwSCyN5T8lM9aBUgFD8eiXjoeT0b+AkSP4qPBwPY0OQ5AhD/rUWfaR7Ve9Zs8WRNgVYCqt1SVBfJ0nwKkSrEmR11RYeqzaID9iSHKtH2WKSdEP0qU6sKz2rJaYHEuJNXCfVbouPFZwrQfn7vP4iDuN2CURWa1LRIi/7calWqYdLOwbB7jF4w/+OJ6Okbtl4VpXXJPNFjvh3V5+z7EKz0h3EtKGmMbdDdZN9KkxeSjj7hP3LPTCGNtw9JXnGLoW6e8n3TE/y2z9Fk9Fs9Kt/pO626bFnzW1iwChZDGyykkxs2l75rPlW8tUx8vsu/gt94f94zlmXbuxvE+67Fj7BIYCVP1ximfs20A0fizev/i3s37KDitMmP5tI7XJ5fsvKj88SnK4+BAwpQvUK1XzXArSNT3TMS1221Xy3Z7ezuiqaVSKZcEwYOXWcWG1iktCGt5Aoicg8iPpm6zn75xaT9VA1QGo1WetOqHWoAqKLXdODdWpVJxOKCGpZNsn+NB1IPBAHNzczh27BiCYBRDpgtHrXMlJHVb04pTRkD3zCwC95NSq1ZrVONBYThyH83NzaFcLqPf7+PRRx9FpVJx24hoyWnZR45fLVOfW4//88N507nVa5ap2UXMb2tRaEgFGGn07P9gsFfkg3tMz5w5E8m45fNMJtGcA932AiByYMXW1hba7XYkDqu0pGNUl5vW6WYtaavMKX1TcKsbcNbhWc96FsIwdLHqXq+H8+fPY3t72/EJtQgVND5HoLKnTJ+Wqxod44SpWlsUCLqH2io5dNHq72zHts3+UngCe9uotAIeZQN5rtIpaU3XCT2atOaJJ/7Ndcd12G63sbW1hVQq5ehZQx0+HGiIiwaZhtY4No4TiG4J0lDJNHBRbl57sogye50E37N6yDBroBIJ6XTauTjn5uawtLTkNgVren+cJUo3MYVgGIYufkTGYTUTgu27JT5NQNLEJrUiVcj7mKhqa/ybVY3sAlMtTwUqGT8Ax+gU3yRwEjXbVc2NxKauEwI9ALMIKghUeVCFThd+EAQuW7fVauHcuXNoNptYX193ShuTcog/9XoAiMybMppxGrsvxmQFqc+NZOlNFTotwEBcpFIpl2RF2rcub+tO5IdeDLUiGG7Z3d11iVtBELhTZVRRVnq17j9VDrV9u950vDbuNcuW6fXXXw9g7zBrng9MBs/4oM6jBevBshYqBZMe7Uhlir8TLK9SV6YVMnHhHM0Q13dw3mwcFoCjtWw2u4+2uA7VPatrSBUHXlNPERDdu8z/W62Wo3ldF2q0We8mP5avxVn3VIYsDqaBS3LzcpBKBMogLLH4EEAGEYZhJBbKNHyblWsFDEHdf5wwahmcUN0u4HN1WEuUiOV2GF0o1iK3k2JdcQD2TbDGSngvFw/HylgpYwUKjGvpe6klWrcH2/d9aKFqYsIsgp79aoECgout1+tF8Esc9/t9nD17FmEYYmNjA71ez53qMxgMsLm5iWazua/ONMHOL69ZFxng3yutLi6fFaACWS0KBb6b9EdLXWmO16kM+PqmZ+WG4V5ciwquLZWpzNAyIuJJ46XjYrMWrOfGZ33NEigf4hywJjbj7SpYqdz5LEvfNevKVBoa55r0uWgtqOuS91GYKthcEMtfGRbhWlNPmCbAtdttZ73rPKvnhNcolMnrrDBVa9auOZ9S61PihsNRzo+PrnWN+Nb/ODjQqTF8kc1u1fiVTqAmiKhw0n1PaskVi0XUajWUSiVUq1W3nUGtJ/bBbkHhZDCBqdVqodlsIpvNotvtIpvNYm5uzk2OLlwiUrVAW9SeFsDu7q7TxjSYb8fOd6jQVveBam78jcwom82i0+m4Qg0cF4mWFlqpVHLbHzgGukN41mq73Y4sBCoXei2Xy6FarSIMQ9RqNVQqlakJ6ImEarUKABEFRi3KWq2GVCqF9fV1bG1tIZvNuoQ1PrOzs4Mvf/nLGAwGqNVqOHToUOSUH57E0+129yVp+EDXBedXNXT+z9/U9auMRN3TXC8seO6zbjRcUK1WUSgU3L7h4XAY2RpDhtHtdiNWLBkWlVsKU1ohYRhGjvsD9pcB1XFyr64emqDhEB8OffzC526cNeDYyU+0ehl5R6vVilj66qplyMsKQrZNpm/j2FYwAP59+j4BTfpSelJhat34mk+gyhI9HplMJlIPgPwsn8+7Pds7Oztot9vOZc05Ju2r1ctryuPpYVOZoULQJ0g1rGGNpn6/j62trci2S/J+q4RcMWGqyJ9Wc/Rp71byW0vTWm4+QW0tLUWaMiq6mUjERJi6qPTbajaqaavLRZmjT/Me93+cK8VqduwHS7opnug2KRQKLitVFyUPwbauY8WZ9odtAnvWrma6zhKoIkRQWtAYi8aECKSLra0ttFotdzoMCz9wnyWZmKbI67t8oOsi7hPnglLFwN6nyUC+NUK88H+NrZKeKOyUQel6oLfF5kIo3pTJ+bwdQLQKlwpdiycFtaZ1Lftod1ZArXvigp4vFRb8nULHXgdGc26FpRWy4yxa++HvhDg+bOlAeS3vpaeHPI8WNr+ZURuGowINANx2Kj1RjO3ZNcE+UgCq8qC7KOgtIg3bObHj8q0/urd1n/Q4YfqEuHl9k+1bgEocwF4mHC0MLvD19XVsbGwgCAKcP38eqVQKR44cwfXXX498Pu8SkMgwddGxbV6jlVgqlZwmxGeo7ZMQbKINx6LJRhSauklZXc9aQN3GSy0OFIcWZ4pLPReVFY300Gp+lHhJHLpYVHNWoU3GSM3ZupvV/TdLYBUtYITLbreLZrPp3EFcNIz9DQYDV/1ne3sbqVTK1Tamdccj9Pgudbmr9s/fCb6FDSDCHOxiVStV29PtJr4xc+4s41T653toMfA+jUnSDazxOFqpACJbNYgDWu7KA3SLXKvVcolLcW7eOGWS61bd27MKDz30EAC4BCTFB8eaSu1VMDt8+HDEq1Wv17G2trZPkKnSBMDRrypVgL9IiOUnXPsW1BviEzw6X2xD6Y70wbWTTqcd/agFS2WWHhCGDpQWOFaLN1U06e7lvZoToaEexb+uC76fNMz/t7a23AEi1kv3hAvTcQLVTp5qrWEYRjJrWZqMwrTb7WJzcxO9Xg+33HILSqVSxNWrpa90kEpI3BrCxBPVfigkdUKo6QBRYco4qbo/aLkQ+RSmep6mz7r2CSbLLJWBask7HQMXFYWFXlfXO/GhwtRaE2EYukL6pVLJFcYAENHaZgk0OUFjoGTqPJ2CbrYwDNFsNp0rXot/pFIpl7UKjAqMU4lh3MsKU8vkrXDwacJs3y5WXR+Wydh7fMqpdf9qnJTuRjI2229V/EhP6s3RohYUsGSgXCNqzfJ0ELrQbCKR9RLYfnCOrMUyi/Dggw8CgBMUAJyizYS2XC6HI0eO4NixY85bxIzyra2tSMY28QlED0lXxUrxoXQG+K19a9gQLP+2lipB1xi/KeCtYsd7yNsBOAWNe+mt5c1nNfOW7VjBqsaBzZdQwUkcWWEahnvFW3jeLk9WoiGUSqUie8vVc3pFhSk7a7VjO2FEll1EdJ1x8QyHQ5RKJXf0E1OX+UmlUs7i0AQUjTf6BBi1Dks0mnnGCeLv1NxplVptSidKCYDgs0Qts43Dp21H29PfVZgrg1e3tBKWdZcpA+Qnm806K0prHs8a+Cx8jl01ZM2e9WmtPiWHC1u1d4t332dc32wf9Dqf8QkYe02Zpm9NxeHKKmS+fvvGocya+CVe7cZ3ZfZax9qnXI8bo74fwIGY2BMNtEZVmA6Ho4OmtTKbbq8YDoduy186nXaekkn0qnPoo0sfWL4Vd7/PcwZEBck4LxV5reaA6NxpmEHpyEeH/LZ4oIdReZr220fXwH7FxPJ0n8ywHoJJ41e4qPNMrSajzEEHoIuSxMUiA6xsRCFWLBZx/vx5fPe738X29jbW19fx+OOPo1AooNFooFgsolKpuIQRJt9oJqouxHw+H3FDqXaobgqdNCb5UKAPh0OXWayuX591wPFZi5lavWpVNi5xENzr/0w4YaIU3U5qmen+Lo5xfX0dnU4Hm5ub2NrawmAwcC7l1dVVHD58eGoCeiLB0uBwOHQxmUwm4xarWmK6eDQBi5m/urB5r2aXE4hDFdr0IIyzArQfPgvT0oFlELqeLC7itHRgVM1IXYg8rMEqV9oex8y1w7VKnOgZpwDcFphut+tcmI1Gw5s05QMfH5lmTTyZcO7cOSdMW60WgmB0vNjCwgLm5+cj5T0ZRqCyOjc3h0ajEUnOUe+AKjHjBOo4pWscTfKa8iP9PQiCiLFigb9zDZAPs2IdMKIrWuzkpbQWed6w0jVlhq5ZrkfepwYS1zT7bfFBemeyF3NJ1Bjjh3yec2HbnwYOXLSBMA3B23tITHSH0BW7sLDg3JdhONoMvb297Xzv7XYb/X4flUrFaYE6YLU0OQHMhFXtRN22JF5eJ2GTkZChatKGxrl8PvZx2pL+bu/jNfv/JPwyrqdbeGyFH1VuqCjQ/cKsVWZesmTjrApTZRicO6ttqhWoriLNGOQC14VKAaAWKsFnjfk0XAV9Py1/dX36rIdxGrrSht1Q7tOm1XWm4QAVoKrs6jpSnGi4g2tMs9DZLoUL17Fv/uxYrzZBCsCde0thCOzhgSUd1Vqj0GJWtBoS3Eqjrt5JShQQxZFPCbPX46zUcV408k/9TWlFlS/WS1deyWcYnlP+oxnt1sIERgKWyq7+TfqLE3RWUbS1e4l/tZj5NxPFFP+2zXEwtTClheVzI9pB+YSoFsj21YrlfUzpX15exvXXX+8q9JBprq2tua0j3PKyu7u7bwM6EHVZqYsqCILIAdu6nYZnXxLRagU2Gg33Tt3TqEzYCkwlZksslnHGXWfbFAhUMGgpx5VlJJ57vZ5LxKnX69jc3HRbe7g95Oabb0a1WsWNN96I48ePz6Qw1diNxpF0QdDrQA+EarTajnoRVDCzPc4XYz82fmXdcFYJUvcRwQpRnwDWLEZq1ZoIpQwrzkXnU8rowbFjUKat95DGaHVynZOpkeYpUJrNptP+tQiAFQ6KB59wnUW6s9BsNiNKfyaTcUmSmu+wtbXlhEy1WkUmk3GuYR7AUCwWI5nnPgsL8DN0FW6AX6DSsLDgE0baDvm0tkf+QzpgGypc+YwtFq9xT3rCdFsMMFJmtb+qDHMtq9Wua1WNGvZb6VvHYfHJPBFNeFLDaRqYWphqtQyV8pYp+SZdBZPNfLUMplQqoVar4fjx43jWs56FdDqN73znO1hfX0e328Vjjz2G4XCIlZUVLC0tIZ/PY2lpyZ0iw9irMhoufprw2tednR2XEMDkCVZgosXG2OKFCxews7ODSqXirDf+TuIj8cbFG0g8qp0B2MfYlMErUWoCEq1LujNomaqLl5ZXvV5Hq9XC+fPncfbsWaRSKSwtLaFSqeDGG2/ED/3QD2FhYQHHjx/H4cOHpyagJxLUhaQKnWrJFKZ2sakA4r0UnhReCsQbFS0tpq1bP3wMUAWpLnb2nff7Euk09thoNCL0l06nUavVIlswlL5UCbRKKvvDJB+6x3Uc3BOq4yUNWuWSY9je3kaj0XCf7e3tSElP0jUVmzgGbmGWher6+jqAUfnSfD6Pa665BnNzc87lGYYhLly4gAsXLjjXLvkJyzYGQYBareYUtjjljGCv+ZQSnR8NtVmBq94FnxKoxVtIH76QltKWrkFVfNUjpIlWNEQoW9QyJy9V7wqfJX/Td6vrV9ec8gq1jlUAc50rzZMn+DwDcXBgyzQuqzEOrJWmTManPWvmrp5gUSwWI64q3YDOOCxjpQD2EZBFHsdBwqaFypgSS8yRSDRhh5PJ96iWbxmZgm9xWEXEMiErYBX/HIdl8No+71E3MHFTLpcxPz+P+fl5zM3NYW5uDpVKZWb3mSooDXLxxjF8q7ETrIvLLkh9j+I7jun55n1aoWAtE9I5GXa323VuKM1k9gnsuD4oHtSlq+tSlQ7FC3Gh49W1qEl76gLXeZgWZlmQAiNeqGtNBYhdv8PhXlhKXY7c2+szRuIEqe9vC5YWD4L3cWDdstYrYgWyLy+EQo+/W2+H7belaeWDkxSPcf3QbzVSgOjRhOPWlA+mFqZbW1sIw9C5c8i89cUaQ1RkK6NTi5R1dFOpFCqVCtrttjvBvdvt4vHHH0epVMLKygqOHz+O9fV1ZDIZV2Vlc3MThUIBnU4H5XIZ5XI5UnOVwpiFzqlt8N29Xg/b29vY3Nx0FYN4yDLdN8Vi0QlyJvaUSiU3SXShag1gn6ZniYI4UgFMYtGtL/woo+JCpHuN+yk7nU4kiYQKQqPRcIW4wzDEysoKarUanve85+H666/H8vIybrjhBhSLRZRKpX0CZVZANVM9yomHGXBedO8kMGL6fEYz9nQx6zNc+KQXHkMWhqGrEKWb0dXqGreQVSCrpm+1abp5uX+22Ww6pY7JYhyvrSccp0zoO9Qlp0oI72WGt26HoFeKbdEyPXfuHLa3t936If4sDU2beKd9nkWgMM3lcqhUKm57Ba3O7e1tZ9ml02mX7KdKONe57nVUd6ZV0nzC0ef10ncQ1EsTl9ehPJtzrZ4fglqj7C+9JlqLl9tkdGsZaYfJcUEQuOROtVhVuSDouiHO1Liw/WLbPEiE68nSJOmY3hS9rrx0GphamLZaLcdU9AzOOMtTr/l87CoUUqmUc9Nya0av18P6+jp2d3dx7NgxHDt2DOVyGfV6HdlsFo1GA2fPnnWTVqlU3P42ulU4uYVCwblHudGY8Q4KJO5TZMyUxQy4B1MnQF20up+PKfE6TksYVpNSK51EY4UBMGLcdANSuHPvFBkv6w8HQeCy5prNJur1Ora2tlCr1bCwsICVlRXcdttt+IEf+AF3MLZNHpg1IN64OAC4xA6tT0tXk12M4ywK4leLXHABA3CWIUubkVFomzqvVjipsuRjHL4x6v7NRqPh3HL5fN4tfo1NafhEQZVaFabss8aoeK9uLbNbY9SqpVLL0pXEjZ4yY5nUNLQ1ywKV9KOxUCpkvV7P8SEATgE6d+6c4ymcI92F4PME8P9xlr2PvlQIqqI+jib5v/I19fyoIWSVP90zy5AAhapP4BMvANzapcs3LgucglOtU86Fj+cGwV7clyUet7a2Ilaxyi0aK4wHqwvbFvYZBweqzcvOW5+1dfvawcW5B6wgZn3VTqfjTlOhS4RpzfPz8y72oJPMe1gLUy1EvkMzz6il9Pv9yDYJ9luP7uHzvEa3MzOTybw08UInzDJ2nUTrLldisda+xhj4TdeRjbMC0Qoti4uLKJfLWFpawurqKhYWFlCtVt1i1kxny4xnDZRuVMu1bnar2Plo1MdglJ45v1RYqEmri11jNvos++ODOJcT+2a1e84Ntx/oQRD8W7f86JhsXJb0SbexhnB0r7Ue6qA4J41RoaOnSBM24txwytx1Ln34mUWFDogKF/UKkOFzuxoNBrrBrdVIpt1qtbzeoEnjt54Hn0UbJ1BtG5ZX+oQUt5Xxb+KAtMm/SU/crqahJno3GK+3Ca12Tfo8HHGgY7XWJ4/vtDhVwWxdzwdV5g60NYYMXWsxErlaN5FEYk8sjxOobKNcLuP48ePOqqQLtV6vuw3ON954IwDg+PHj2Nrawvb2Nh588EHU63VnqdEVXCqVkM/nUavVkMlkUC6XUSwWnVuCh0WTiZRKJZflS82Jk51KpVAul5HL5bCwsIDFxcVIxZYwDF3KPCeN2ZGKP04aCdZuY9GYKN3UJEa6mbUIP+PGmm1N93m9Xne4u/nmm1EsFnHs2DFcf/31KBaLOHz4sOsfC+LzkPFZB9KQnm2q7lPGoyhk1Iokfaq7SBcPhYnuhWYGZhjuuck1js51YTVjYMTQ4ly+ygAIFJrLy8tuO9j8/LwbNwB3GASFLpOS+K0aNtcplVPS3WAwcPupmZxHZXR7ezsSNlB3ZL8/Ko+3vr6Oc+fOubwDK7hJm3F7FnU++YxPyZwl4JopFosol8sROqLgVP7GtUtBS5yrRadZsqpA+5SOOC+XKuKKQwo7FZIKGvbweRyVrq1wUwuUxe01EUlxo8aAHpVpw4X0AFmhqmtI106cQkwIgsBtQ9rd3Y2Uu7QVnTgenYdp4ZKOYNMPO2/jL+zQpMXBgTBmp0k1jEWwUhKZBF189jggEq/V2NTSpMAgI2I/td8EEiOFGy0DZoSyfcvMiS+rKeo3BSetG98i4r1kTGSE/NvOhXW7pFJ7dUK5Debw4cNus7XGBq31NutgF5la5wT7O4B9jN16StS61NiMTbIZ9+H7rCvXZ5Ha3zguWp56L2nMJunZcpu6/YwCloyDfSJz0zwG3YpDmrCMjDRGq4vb1JRRK40f1MqcVYuUwPlUDxaw36uh9EieQA8a6Yk49gkFthkHPss/7prOjX2H7S/BWno+4W7/p8VKWtP64SrAqIRaa5pt+byadtzjLEfLcymcGdLRdux41Tt3RYQpA7HcukLL1GrjdgGRuDRbKwhGxzWpea+ZphRY3JvFJCFWFqEVVavVcOzYMdRqtQgz6/V6aDQaLsbL2Kk9CLpUKmFpaQn9fj9SJYN9LZfLERcbCaNer0e0JyYrcYFxXL5AvhKQamW8TmEJRJm5blVQF7gSlp6hWK1Wsbi4iMXFRdx6662Ym5tzQpUaoxISAKc9c65nCYh7Vq+yCxyIZjADozR6ZSa8poqIKlC0LPL5PMrlsrM46L7jEXekH9IugcKJ/dB3sC8UXrpxnP1nGxwvXVTD4dDF47QgCT0kVinSfui79VvzB3SMPNhBK9xwvQ+HQ7RaLWeta3EVtbJ1LtT60XFahq1rZFZBwwqsgOTrr3qZdDsbLVPiQEMVVigqWPxZvqGKpD6vcUgrUPVDWmSflLfZe+nxUQOFYw3DUUIP15LyNdKp8i2f0LTgsz7Jw3TNx80ZwyFMruPxmoo7a3lfEWFK1wYXNRBNaNCMMR0s3W9kNlzYdCmpZqyCQYsQ04XU7/dRLpdd3IjuvRMnTriqPkwmOnPmDOr1OoIgwMbGRsQ6ozssm82iUqk4C7PZbEbOcwSiBcF14dfr9Yj1wEQluo01PqKxWGB0egcQLQ3IZ9SyteUA1SKlm1H7ybJuqVQKN9xwA6699lqsrKzgB37gB7CwsODm01pwBE08mDVhqoU/fBu71QtCetR9unZR654yK0zDMMT8/LwTptvb205oMqTATEEqh6oFAyMmxkVPpqt9pRZsE1G4+JX2dnd33YkX6iZUAanWJ+eRNKIat3pTyOBpYVLIUwGlN0gFHc8LZqhlMBhETh6yVpnNTrcwiZHOEujZrgztaFzbhoioqGtSGTCi47hkLZ+iSNB5t0qS3muFLT/qUqZxokJdf1frG9jjNeVyOeIFCcPQnWOrHkLtF8NTykt971HFyidsVbYobuz2Gn2OiiGv8R2UQYoblWFXRJiq1LdZn75J10HzGXu/1XY4scPhMHIai2ZXWeIgovg7GRfjn3SnkNHQGqFywHfSHcaxauEDLh7Vpq0Go2MgsfIZxkMUfP+rq1cXi23fFodQAmBsmBv8FxYW3EZ/amRWkCsDsAt6lsDiGhhppNZK9XlJxjFy/VZhrNo5hZsm6FjhZd28ShMKep/tV5z1QMarY7bKq0+j5t9KT1aR0DWm/fK5eNVVZ60BSz9W2Nt5UK/NxbjWngwgflTpVWHK/qswpQLt27oyTmiOs06ned4qKJOEhf1feZ1e81mSVthZF64Ky0lKg13Hdizj+m2FIoB9a0YVX+W7pEHfupwEB9oaQ6DAo0tIwQoFAO74qzAMXfo8BZrVzmlN6FYHIoVHoKkFl0rtVfJJp9ORfZflchmtVgubm5t45JFHXGIS+6NaFYUoz0Dlvs3BYOAsTrVoLDPnGJQh0UJlogbdZLS6tbiEttPv913lG2bHAXDWNGNjZPa0UtjO4uIi5ufnUSwW8fSnPx3Hjx93rjpglKAUBEGkMLVabXZbzqwACZ0KDvtLV5K6fNRtptYpQe9VdxEw8hzovrhKpeJcqzwHlgUu6P5XwURaVleYDYmoqxeIJuPFjZ+1qUmnfCe3pLAdtXT4UQuR37u7u87DQ6tJ3XCaUEjhwDMh6/W62zKkQlcFKt/D9i2TUmGqeJhl0CpqVlHQhBwNx/AgesC/jZAWm0/xGycsFayhYhV2zrsF66FSDwb7q//r33EuZq4htb55GECn03HeDNKU9oPKmlrN2gcffej7lab4YV0Be31ubs69T5VfH94nwdTCVN2JaqkREdYS4O/8jTU/qdGxLSDqn+dh2NyYrgtTGSDbp6CmoCERp1J72bcaO2PZPyC6yFnXl8KaFm2/33dnqlo3BUH3J1lGyfco07NxBuJLrX2OUS0HfZZCVv3/HE+xWMTq6ioqlQoOHz6MI0eOROZR42rKvMnYx8UdnmxQDTWdTkeS1GgJAojg08ecrGat41ccKP5plTLblfTAIgW7u7v7NqBbpsNrtGDUgrWMzwfqQSDNqZLH91hGSFoiLSptMcxCWlJFjf2zFoe6htXrYt1uikPixSrftO6UUfqsnlkC3UpkXYSkuyAIvFvYVNhay0nB8tBxf/ueszgkHdi1wGf0Yy3KuLmwwl7/J50oz2KIjqE74lDfSVzoWvaNJW7sKlTtuiZoe+T5DEf68DMtHDhmqlqtNds5EFpVzCIcDoeu/i2TgnQfHRczLQQik9s1KCgp6Mjc+AwtXS1SzHcvLi7ixIkTLmZBjXtzcxP1ej0Ss6ClEYah295Ca4QWCbdMEB+05FKplEssIHAh6UbmVGpUiF0tAAphMjAKeI6NdU9JXMAe81pdXXVKSCaTQaVSwfLysku2ssKflrFqn0w64tzOKhPjAgzDMFIom2DjRerOUSCdqibqY2Ya6yedhGHohMju7i4ajQZ6vZ6LrZZKJeeKtVaaKkQ+BUr7ruvMWgoEVRgsw/FZTZZpsU82fmv7xGcoQLkliwmEXIeWGWnfqMyqEscxap80fjyroMLU55kjkBeqZyTuY9eopeFJ4BMAaqRwnpVfk0btDgz2XQ0TnwJqs+JVoWCSqm7bKpVK+w4mIQ71vapo2vbtNUvPxJnvGeJSt8ipN4QCVen4IDC1MGW9VqbCA3DJN2omcwN3oVBw5/rxnMNer4fNzU3nIltZWXFCkcyITI57JIMgwNLSkhMMeh4j3c0s9aZWCuOG3I/X6/Vw+vRpnD17Fjs7Ozh9+rRjBozRXnfddVhdXXXHkGUyGXdIebfbjfR9bm7OuQ/oas3n8+5vu02GWn8QBK49ulyZvKGuZxatYIWjc+fOYW1tzRFxOp3GkSNHcOzYMRQKBRw6dMi5IjXLmjE9JTRmHZOQuK+QYzhICa0nEvSkDd2AzUVJ3GuMRwWqLia1Hn2CiMoZFaRqter2OjNW2u12cfbsWbefmdaH7pPT/uncqYfHgmr21mWtfaVw17CKavdkGlbjt8KUdKDuaWVupGUWtV9fX8fm5iYajYZTIAaDgaNVK1gJltaBqGfHusJnFejmVWHqy8rWPd+q6Kk7UmkOuLhELB/TV+GpypgKUut5UNDfNYGS8+NzmdKlm8vlsLi46BIzGWJS5U6TlTTvQN8XNzYdt+4T9bmBOV72TbcW0tsERDPwScN2x8MkmFqYqsbKxaYM2bp49B5aj5rhpR/bPoG/qYuIlhrdwQAibi4lSvrcqRGVSiVXuorMRjfoUzDSOlamZjPTdJzqbtSPtQoIarEyOYqgm+PZtmYBckzUAFmIolqtolqtRojb59YhUfncd+rWnEWwFp5a9ATVwoERw1L8x1kDvvuUqdA6pRDT/b6akKSWi+Ka/fVZJrZvet3212rbus70WWupKz1axWES06JwsOOMU0TsR9e7Hdc4fMwiWIsf2J/Yw/t8CgzBzvHlAKt08Zpd074YaNy6V/qz/bXzr3xXP6Qf9QZZQa/t+tYE//bheVzf49rz4V9p1SeTxsGBizaoG0atIDJ+TXygW4eJQYPBwKUoZzIZZ52xkDyfoWDM5/MYDofOpcT6udQegJHWz/tpdZFxMXZKJBWLRdcGtWsmB1y4cAH9/l55wUajsa8uoyabEPEaRNfMPbqc1VVXKBQAwBUuVzcvNSwyao6RzIvutVwu56zHhYUFZ5lSUdAYrcbAVGirNaZzqt+zCNzTyXmw8TpaO/R2MLane01VyVOwVgWVKE3sYehibm7ObXdgKGJ7ezuyx5f1oblHU91aBE1m8zEEtQjUJWyFvj6niqKuSzIzDYXwHcwRoGXPNtWSZ4hmbW0N9XrdHXhB5c9ao1awW5f5JOEyqwodMLJMCWqV0TUahqO9yUC0eAiwn7lryIL8QtfiOHwp3nQ92HVu+8x77PY/fZ9tW9eCKnJBMEpoVB4PwFXMU68FE4u09KLdxmbHyDWi33yWa17XsdKcenr0W5MtKX8YxtGCE9PAgYWpToLu97OZeFyERBgTNeguI6NS4rMxBibXtNtt515WdyRdfWQG1WrVlT4jI9KJpSW3tbWFzc1NAHDPDgYDl0WbzWbRbDZdpi8FKNv3adtsI5VKRSxo3WLDeO/Ozo47OEAnkveR0CiUWX6LOOTirdVquOaaa9z9AJwFS4bO3/RUBOu6oNVFbWxWhSkT0qhMWNcOCZ/xYuLOJhTxfgXStTIRm22ong7OOxcjFT7OIftIS1aFDt9HevFZazbmqgzGB/xNE6DIcMg8NGeA72PRBlXCrGWjGaksas9QhVrq1mKzsVrfeAmX20K7kqBZ3vohHsjgqQynUim3fc8H1oJVQ2Ccpe77zbpj4wSp3qvZ2LqFkf2xSYlqUOn4KdC0VrQq8ipMGbqg5eqjTR2jb6z0eJJv2eISyn8tz+a4LH4YvlGBO61iN7Uw1TgBJ0LjPvaFw+Fo60wYhm4riJY50wknoulH1w3pWulH40y8xoGzli8tARby5mkNWnWjUCi4mqcrKytOEyExcfsIkUvBBEQXkWpneo3BbDIx/s37Ge+1mb4UfHxOE5zy+byLNVerVXcUmDJadYFyvkhsBJuUpK4XtjeLoJVWSFukF2CEBxs+8FVoIVhXmCqDKoDUcuAca2UijZEzTsbtWFoWUKvnsH0VrNaVxv/tHPmsCKUhxYGOO87laEEZEgUtlUB6idh367qOc/1Z5u5jnKo8zCr4+qYeBg0L6TNxChGfU2avv42z2PV/xfu0AoDvHAfsg7UWbR9UadKscRsyUxqx1jEVCaUZ219+q8BTPmfXjU8g+775HBPqDmpYTC1M6/U6AEQSZbgtJZVKOauLHaMQYmfn5+fdYueHRRlorfX7fbdPlINjYgPPDGUFI/aJFkkQBK48VDqdxvLyMiqViisrSGuW71xaWkK5XMbCwgKuueYa7O7uYmNjwx3DxvKFBGb51mo1VxWGjNp+NL7K+qU8HJgKSKVSiRyqnM/n3b5bZj6rNpXNZrG4uIjV1VXcfvvtWFpawsLCQkRz5OQz3ZsMnRYVmbaWTCQok7aa6KwA54D7HEkvpD0uvt3d0alBehiDuocovJTJK+OiokNc0WOi7mR6K5jAxbnc3NyMZJ/zCD/V2vmbWqts29Z7VXcwEM0KBqLJIiyXSRejdWupMhynSPBvJlvRs3ThwgWcPn3aeYhItwRlysoIuUZtn33WqXp6Zh18VuFwOHSJVmrV+EIM6hGy82QVkzgF0CovStNxAlj7T16tz1tB5hPOahjolkTSaxiGEVcw32OVQrqFaTQQJ3bvsuJbjRTSOA0oxYd6W3yWvoZWVBjXajUAiHilpoGpham6Nuib1u0eingOnC42biXRSaLGTuanCTk6uZYJUMunC04JiJYcLVKa+czI5HvVwuXztGrpqiMzUuba6XQiMVN93mqF2n+NqSoh2cmlNUsmrkScTo9Kuy0uLroMZ6t16QJV7ZjEqbjU+fJZOrMGxJf1YNjYqWrbSh/qxo1r31pOqvUqA7GuLno/qEAxBknFk4JYhSe/9ZpvPq1latcaQefQNxZr8fqYpDJoPsN1xePWiHtVGu07tD8+y9RaBvZanBU3C+Drm44rzjLVeyzulc+Ms0R5r4VxFqnvft+cqZDn/z7LUGlDQ0a67nTLn/I5CiyfAqBWpU+5Iyhvs5av4jju48MD29EwWxzu4uDAhe71HEUgKtGpWTNeZZM/KIgpDNvtNgC4g4WZ1MFiCdVqFblcDqurqwjDUSzKulBZZUj98dxGQfcULVweEsv3bG9vY2NjA91uF2fOnMHGxgY6nQ7q9Tr6/b1awCxN+N3vfhfnzp3D3NwcVlZWIj56Clu7b1QtbPax2+1GyosNh6Nap/1+39V+ZZZuNpvF4cOHUavVsLi4iIWFBZTLZTc+a1kp0VnNK07T0vtmVZjSO8J4nTIstdZ8C5j3WHe8z7rQ/ZuMeSne1CUFwO3v5d5XKp6cZ91KVqlU3LYt7j/m2lCvjTIMu+0C2J+so8oEMNo2Rhogg7eKoMaT9Z0a52KSXqvVcpYAFTnf1gHtj90KZOsq+xjoQd1rTwaolalKM9e1eovihJwVBhaIh0mu+TilY5JwtQJG14oVePqeOMPB1mbmt1VwrQDk30ozdp3yOa5JDYWRv6pyyrnRogy+MSt+rZERBEHkCM1JcFHCVIPp6gPX4gskMLU4tfoH3Y2DwQAXLlzA5uZmJBliZWUFtVoN2WwW8/PzLtnITki73cbm5qYrOE1kbm9vO2GlxRSs4FtfX8d3v/tddDodJ0wp1MMwxKFDh1AoFNDpdLC+vo7d3V0sLS2h3W67/aiVSsWNhwqFZjnbhdZqtVySEImg3W67ohCbm5vY2dnBwsICCoUCcrkcjh49iqc97WnulJt8Pu/2wFpLxhIlMNporpqlD2bZxcakMeLS9tXG4u1i5SJTYemzgjTmrMJU6VznlsKU3hjGcxky4B7pXC7nrFZ6T5jQpmECrh/tl09TtkJI557atQpTy7hVyVXGznUDwB2cwAx0nsBULBb3ZfESiCP2Q/cf2oIMV6Mw1bFyPDZjejAYVf8ZJ9RsTI+geLDW1jjhqX9by9e+21rDti1Le9ofayxQGSRomz7rVgWYFYIWb3YtMxlVcabtqAdJQ17jPCfWvU7D7yB77g9c6F7dhLqfThGnmqg1x/k8P1y4JEDVGOgKpgC3C5eTYQ8/ptuWjMlnhfDdtFYZl6WA14lRd1acJeNzY/lcFsSbalYU7rRk1DXLM1y5+ZlVo5TxqItDGWrcIo5zURHvs2qZxtGbj8FYjdsyBh9YBqILWL0e2o7d5kGaDILRIccUxrpfmAKGgpQaNrf0qEDScdgx2n7bsSiNKGOy2rnFjfWoaKIc29T+WXxbnPusG19fffdeDWAVN8K49ecTorZN3+8+ej8Iria903eNAofv8tGKCudx/YmjZxXSvndMiv3bfkx6r97DuQOi4beD8MKphenW1haA6OkImqXIl5J5kFEwFrm1tYXBYOAElg6AVhk1iXQ67c7iLBQKqFarbi+qbjXJZDLOPZrL5bC2toYzZ84AGO0xyufzqFarkX52u113VNva2hq+/vWvuyOoWMChXC47d/TW1pZLmGKtXtYDLhaLTktnRQ2+m7E81c7p0l1fX3dnumpMlZDP57GysoJnPOMZqNVqOH78OJaXlyNuQJZkJGFYy9QyeSBaQstaKGEYOktpFoFbg6zGrv/TSmCFFo1b0QLjdRVYKmjUrUTLtNPpOM8DFT2fEGNCxWAwiFii6tbf2tpCLpfD/Pw8CoWC88ZQ+WMVJVZcUiWSgtYqrz7m6ktS4vhVyeX/qpgxg57JRjz4gbRMBZa44DMaL4yzlHwWjv37agDtK/mSb3sHMDJG7BZCa5nyOeITgON3nP+DMvlpxsH3ENgvO4dAdC8r6Yx0wzwWnyGhfMlarnHrmfdzVwbDdd1u17lxSbfqHbC8Lw5n6o2h95T9t7seJsHUwpQJMXTVEoGaVGNdEzwlQDfOaoUYvUZLksKHgov7PGmZEnHMfg2CvdKBHDj3b7LqkVq31q1Bl+v58+dd/JZAJkHhy/2FdLtqdQ8Kdj08WeNVNkmLCka323VZqQQKbQr0lZUVzM/Pu7M1gWiRfiv8lHiVWboJ//99Jegi4PP6PUvAPqqQsAsb8B8sbS1OvW4XvApWn/dE6dwues3OpMJJrwPbAhChySAY7bejK5TjsJ4Hy3BVeWIfOC4+qzEkn/tNLVNdI1QCNBnPxrNsKMNnsfjmQhmx4lNhVpU6a3ErvlTY+ZRZFVDWkrfjZZuKr2nip9r+xaxjn3DXdUPhboH9tdal4knHbftsBbCOQxVSflsvkSrK48Zmx8l+c21ar+S0ODxwNi+FEy0jDkaZCiddNU5qrwRd7MViEZVKJWIpkBHRxUv3lyKAsSmWFpyfn8fS0pJb1Ds7O15hk06nXQx2cXERR48edUlKw+HQWbNMpqIAXV5edklBS0tLyOVyqFarrjIP+65WJvGyu7vrrHOtNKNuwjDcc/MdOXIEc3NzuPbaa11MVsdhic8S57h4k8+CUYY8y5aBFZy2r5x3y6yBqBtOwbqurIBSerMfKlAEWsX6Hs1454IlwyH9ata7asXc9K6nNFEgck2xXQtKUzZMYT8acuE3t8MwHMF3233iVK4BOO+RepCskgKMrGKfMLf9n3Ww9GEVlXHj8AkX3/zY++PAt26nEahWKfApnPZ+60XQ8Wo7NrZqBatP0FpjgB4iLUfrU9oszuLwpc/aNW2V0StSAYll04JgFAvink11e7EzuuB4r7qrtOBDrVZzjIwxQxZ754dJHGQedLuFYegKGBDpnU4HGxsb2NraighxIjGbzbr9oseOHXOu506n4068oYVQqVScW/fo0aOoVCou05hjoDWi7oUgCCJuA/aJiSnEAxkicVMul3Hrrbfi+PHjWFlZwdGjR11f2LZPWPqI31ot+puC3jPLwpSCkQJKLRvdc8b+czuR4lcXjHoprDavrisb66ego5sJGOGNv1MxYps8N5FJY8wk5wkadP1SA2e/qdDxHRyfFhBh/yyoYLZKhFq3VuNn2U7NsueaZSiD46cirMJd8dZqtVySHHFNPLJ/uq92VmlPQWlFx6T7KAnTClPfRz0cnL+LUTLGCVS9bte+FZR63Sb76Tgsv/W92/IoFWYq2JlHQuVOjTS9bxwO7disu1nzApQOrbI8CQ5cTpCEE5eo4pscO0lWKGgyg889YD+6YPUZtZpVG7KCRl24Ws9X+0IBxhNK+M0z+fT4OGWkvgWiPnmtpqOClwoKY8Rzc3POIp1mQqdZLL7rVpMetwCebBjXJ2t5WktTF519jt+TxuzTfq1lTwvOtzasINF4pm6nYTyIcV/d+6bPWiZicaXjjhOm1upWzZ9WJ8s4csubtq9hHz0qke3YamYW39ZdPot0Z8H2MY7P8Ldx4Js7a13F0VJcf6btv137vnt8c2It04PMW5zVG2dpqhKryoX1HE3CoX2f711xn2lhamFarVZdZ7T0X1y1CiJcU8eZGEJhojVomVyibiNWttHC8uouSKVSbhsL26CgZHyRriduQ6DQpoZNwQjAtcPtOPl8HouLi1hcXIwkjGhVHfZLk46o1bMaDhObWq0WhsOhs4CViR49ehTXXnst5ufnccMNN+Dw4cMuAcUSwbhFoHAxz1wNQHwDo8QO3S6jghSAc5eSmatgUSWKXg+t56tt+QSD9cz4Yre6IGu1Gubn59Hv993RgMwk7/f72NzcRKvVQrFYRKfTQS6Xw8LCAubn5yMuY9Wk47YS+PBmGQTfv7u76+gWAA4dOoRMJuOS5Hq9Hs6cOYMLFy6g1Wrh7NmzLpeAYZjl5WWUSqXI3u58Pu8OmmAf4gSrzyqaRdC+2S0xVjjEMXKf0m3/Vyt3kiI5SSD6fvPxBCtEfQKTPDkuNmoNnziDyifwuLZpdLAuu27X0jZ1jY2zTC2+AH9NZF3/THaalhanFqY8k44mtwootQB0QlQQqDnN2Ba1DLrodGM3AFcIX8+dI6iF2m63XZIHtWWWcKN7mQFrtqMlEZl9CYzibtxcv7y87Ao0MGvXZsSqu0C327DMHMsG0k2h1WP4vsXFRdxyyy0uVrq8vOy1NkgE9tokOIjgnXVQYUr8c7EpY9ZYn7VKLdPQvaPKyBTn9uN7XmNEeh/fzSPzhsOhEzzr6+tOmG5tbSEM9/IIKIzorraKK5m3Knc2RgVEz2q07mCuZ629m8/nsbS05EqAco0+8sgjePzxx7G+vu4OhaA3qFgsOqG/s7Pj9nnTTa24VBzTW2MV5VmnRzvHXNNW+df7LSgerJJjhalaYj6I80xMs+4t37bC0Jer4MtmnySIp51TDacwc1fXEt+teFKeOM6qV8XD4h8YeYm4vg4CUwtTxj1Yq1NT9wFEtmiwUyo04rQT/kYCpLBtt9uROBIXJCeWW1m63S62t7edtacHRBeLRZd5qxPA/tmAsyYcUdu2FV6sQNNMT9YVZpxIyyQqLvjebDaLubk5ZLNZrKysRJKN+C7f4hl33QeT3ERXG6j1ZYWkb/H4Yjhx2rrvNx/Ts5q10qa6Oq1g0+dIk6wRTaWSQorJP4z9c81ReFLJ1LYoVElnquhaLTwM9+ock26Hw73KRkyyYy4DGcvc3JyzOBcWFpBK7R1vqAfKa6gDGGXFqzVj3Xa+eZtliOMjyqjtvI8TpnHXLd1Ya9cKa6sEHtQbxXf4BI69ru36rvnaVjrUrV78WxUTyzPjrO84vPk8H4onwF+W0JcZPy1MLUy5f5OBYBZk6PV6LilHY5lMEiJSmNChmo5uTmc8hhots165RYTxGG6HYXkzulK10H4mk3FbSbQEoRKcJlxwkrmflTFLCmNlTByjlgHk8Wjr6+tOuPOoOHXnMmGKUKvV8MxnPtO5dm+66SbnNrOWkSXYaRbrUxV0HqyCAvgZgE1a0ucB/0lAQLTMngoBy+w0s5XvVWagcXLuXWWsnlug+v2+O2yB26a4z/n06dNu7zET8liWkAqjCi6uO2utWobVbrdx/vx59Ho9LCwsYGVlBZVKxSXAEZ/07NRqNSwtLbkDJNR6oXC2hUcoSLkeqZAz94IWtsaQZ1m4kjaUHuKyTO01IHpgvU/R0vv4PhuH993rszAnWfpxeLb8B9h/dGMcXnw4UNAkPRWmvEZ+SvnCxFMbWuO7dK36lA7bP96nmfR6kAXb9OUajIMDWaYA3ECz2axLlmCdTnbUMiAVojampG4D3k+Bvb297YQ2hSkTf5rNpiu/x291v2omp2YZquZikUULllaplgS0RM/xMXuYLjL2XcsFKtNXXNCdtry8jMXFRdRqNW/yStxC8Fmo4yzWSQxq1gVynGXpE6J6nX9b15XPao0DnxXs659NjuB1Sz9AdM9vEIyKTaiCwIMfALhkObbBxB/2XTMRySgA7LNWKdCp4NGVNj8/7xLtmMXOfvf7/chJR7VaLbIOVMDYMASVDC3Ppoo0+YDur51lYUpQPjKpv6rc8X8fTej9cUI2jvb1Xp+F6QNrwcZZwHEelnHrxo6Z1xRn9m8VclYJ1XVvrU3b33GhMJ8MmGZ9T4IDlxPkCxkcZmdZ6FsTOdhRFl5gcg4FDX/nIuNRPHpqOq06DpLv1KxIdeeyKlOpVIpUY2Jbiki7TYfCmELYWn3UkigwtQg4LQmNQYXh6OQcJjtlMhkcOnQIi4uLWF5exg033IC5uTnMz8/vI9BxGqXCtMLyagcejaQWAbB/gWpCjmZbE5QG9H+lC1piWmeZ99p9xNaitRYBaZACUOOeQNRFzDrU3W4XtVrNhQ1arRYAoNlsot1uI5fLoV6vu/wArj1bE1pxoHjjHtIwDN26WV5exrXXXuvaI6imTrqmYI9z+9mMZVqgVBjUep0UD5xVUCUZGC/k7HPj/tfrdD3GCTn7bS0ppUnbR70n7m/OO+dSd3Lo3Or9ce/hGrOWKdecPQiEYx6Xvas7QdSN7MOBPm+FuRpWmhdzRSxTrYvKF7AkHwAnTBlv1IVbLpdRrVYxHO6dy8kMLbpCuZeUrh+WGyRTojbMhcjFTIHLRV0oFFAqlZxA1KPiiEgCJ5TIU6Fs98yqCysMQzSbTVcOkEXAdZ+jThJr/dI1VyqVcPPNNzshet1117lsR37UeieM0yy/V2Bubg7AyDuiFUtUmGphAZtY5BOi+re6QClkNAtchSnnyuceVtecMkI9r5TP8DuTyWBxcRHZbNbRU7/fx9mzZ132LE810i0pDINoHFXbJw7UrcXwRLFYdK7j1dVVnDhxIlKdiWMhkyITZChCvUGaTa0JOcSbKpiqIPuE6azTtdKKxdMkQapu3knvsBZTHF+I+wb2ny1LiPtbQYWxVZaUfse9R8c9TpiS/5M+gOiecp+FrL8Trxq3V6+NtUg1dKOeQ91RchA6nFqYcsGwEo/NXGTcg9q8lehEODuqmVKcKHUH2YVlkaKZjUSm1sClBWCtE/aZBSdYgIEWNJOOlDlxzDbrcNyEcPzsE5NMyuUy5ubmUK1WUS6X3fvG+eftApnGJan3jVu0Pm3a99usgE/4HdQ9E8f0SL9UqqgcWneqPuNrVy0J607W55VJWcFHbwk9GlQS9ZxbZV5KjxRy7BOAfbQKjA4jZ+Z6qVRyyqSOQduOK6no86hY+lHPkOKMoBbOLIOlwYOsy4N6kaZZ+z4BqsKF1q3tw0HB9t8XD55GmPrcvPZj18c48HmdLC7snI1ra5p3+mBqYcrMPmAk0FQDaDQaTpqz6pAVEEEwOh+OC16RxgQHRbQyDrX+tHCCavr8VCoVl22sZdr47qWlJbeP6Pjx4xGGrIkcqtVvbW1FYrO61woYZfaS8fAs1kqlgqNHj+IZz3gGyuUyVldXsbCw4AQ+cWAD/Io/O8HK5JSAlVAuZeHMIrA+LD0VmkQG7McRcaduKtKZZpVSOWR44Pjx487ysgLAtk8NnQJQLTXdk6pbeWyVLdWu1U3F/q6srGBubi5SNYlJPHS9an1nSxdsT70xVOqWl5ddEtzS0pIrjWmZHXMTGo2G27JmM+QJqsCqksnsZKV14l/zIai8zCr4hIIvVh5nmU5rgfsEgCo4k/pISKVSET5i3x0nAPU+a5n6hN04IWSNEOWTpA96NrRtxYOOx3qC7Ng5J9qGZg3beVDZYfs8LUwtTJn4QOEUhmHE1UbXU7lcjnSanQJGmj+ASPatDojJTDoQIkX99XQnp1KpyBYBamG5XM5ZFb59qlwIu7u7WFhY2LcH1u4j5eZ1zTxUYrKWKt2EPP3m6NGjePrTn45yuezccoob4oeghEcc8B6f1he3wJ5KApXeDN9WI2B/bES1c+tSJYMhnjnnhULBKUBMLmN+gG/fmaVTjeEoU9D51DlRxUzbIzMA9gqMUMmsVqsucYhbWprNptvDbOPI9t28Rqt7bm4Ohw8fxuLiorPIKfCtO4z40M3zigcC8QtEcy3UatY4F/Gg3qA4QT0LoEqaT0hNEpY+C3WchWuF6SSw91rhZAWq9dQoWMGpz+v8+4S0bwwqTMNwf8a7D5++sU1zjzUsdL1bb5bSrM7NFRGmtCjVmqK7h8JjOBy65BwFLkSdGGqglumpRmqZJDXYMAwj7jB+K6PS+Oo4Ddq6q9USVkYUBHtbZ+j+y+fz6Pf7qNVqrkIME5DI7EulEm644QYsLi7i8OHD7hQd63awE2iD8ooztayUAGwb+v9TBWwSnE/Ltx+CT5ul+z0IAtRqNVeDmduiuMVJM09VaSPdUzCrOw0YxeJ9yRNqjfI3n/bP3zQerONgpjtp3TItpSftI08jWlxcRLlcjpx4xPfTI8P93KzkpQqerg+CZWI2w9eGZvhNpXfWLVMf7U1SWi2d+gRq3DOTLFNtz/eMbc8nTPV/C9byjOt3nKXI+1QJ0V0ONsZp8Wrbt/zZrjulSV+f1LMwaWvdQeDAFZAoTImYTCbjEkLCcC85h4ueblaeRacuWbUY6XLTpApFpE9bsfFRlozjM3qiDDVe3+QzbkRLwE6C9oGuP2VUFJ7dbtdVhWG2Yrlcxs033+xOmOG+wjgtkO/h86xKo4SmeNWs50kL4qkATHZTdxDBWp3WE6EMnPjhHuZsNotrrrkGKysrzpuQzWYjlhizeklHVHTYJzIFm4xBRZG0xb5SOFst2JcwRQ0+CEbVwIrFotueQlAGym1rTOijJTAc7mXP33TTTTh69Cjy+Tzm5+edZUyFhf0bDAbY3t7Gzs4Oms0mms1mZB2zTft+/q8KIdeWJkqpgmnjxrMKtMx9a3iSYLR/T1qrxK8vPjkJfO+cVgDa/lkl1Tc/vrYsHQNRYWoT1Syo4qbKqRWmvEffae9TXPLd6oHR333GyiQ4cAKSZVjql6b5zsWjpQapAej9PohzRyhy2A+f35wTRuuQgjrOJaHXlOGpyc93+47jIROl25ZCsNfruf165XJ530TbMaqFbhOa7ELSUzzirNA4S8FC3G+zKJAt0x7Xdx8+7Ef3FBeLRVdUQEul6Xt8tGutwLh3+oSp1Zx9mr/PCrEL3D6jfSL96325XA7lctlV26IyarVz0qNW8rJav8/6sZaUj+Y1xqyZk5OY+yxAnGAat874+zRWqaU7e5/PahqnoPvoaFJffW0o3SlP0vURRw/6t8+zdBBL0PI235qMG4OdO5+wv+KWKRtWs1w1AmqqnU7H7YNjEo7uteT+Pe6doztUSxNawclFrQThy7DUuOfW1hba7bYrJs6tMrTkFMH81sVu4yJW+PGbzJduKhWG6XQa/X4f9Xo9gkd1TTPuS4ZFVzkVAVVIiHNa/zz6ivfNsjZ/OUAVJd2rTJwSVxqT03nSfcS0QA8dOoRCoeAKZ+zu7qJer0cqfWmSkE0yUnevZrSrdqxCShVR0oHGWa3AYRt8XrNxrRBWRkXvBpWudHrvOMHFxUVXSYlVy6ySQIsyDEO0Wi3U63WXH6GKhjJTKtL60ZgieUQQBG4rnNK3vpsW9ayCKnVxQjGOER9UsKkAsorZJKPEp3Spu33cu63iB4wKbYxTenzGje/jUz6VF+t49Xf7TrU87brQNnXd6BxYi1WNwYOGGw58BJua6Op+ZQUjLZbNa7qgBoOBcw3zrETe60OUAgcIjIp3W0ZCq3BtbQ0bGxuYn59HNpt15y4yRuazEnQ/k0Uy36l9VMEYBEGkbT7LRBHiLQhGW3iU+WsJLSofmrFMdwiTYSisqYTMumvscgEXDWOE6imxcXRdjCoEued3YWHBxbLn5+dRrVbRarVw5swZNBoNV4Na36MCEIiWG2TZTA03sM8E9ejwo5WQlJHo8/xosQMreNUDZJPpUqkU5ubmXKYyFVhLz4pjuogbjYZzFbOfNkZl8aDbxHi/bjuzxe8J7Hu3270UMrmi4BOmk8AKXmuhxj3Db9/fwOQYp20rzpsQ9796IWw7lnYmeSvUQNFxWJ6rH5+i5+PdPj6tz5E2gf2066NfHfe0czw1953U4DREof9borjU98e9L86Mv9ygSPdpVPbvOJyM619cm99rcNCxT9LgLfO5GPqcpOEfpG/TXpvWurFMYRoGcbFrZpr7fMz+agPfOC9mTT5RzzxRuJ7Utyeq708GbQXh9zJXTiCBBBJIIIHLAE99v2ACCSSQQAIJXGFIhGkCCSSQQAIJXCIkwjSBBBJIIIEELhESYZpAAgkkkEAClwiJME0ggQQSSCCBS4REmCaQQAIJJJDAJUIiTBNIIIEEEkjgEiERpgkkkEACCSRwiZAI0wQSSCCBBBK4REiEaQIJJJBAAglcIiTCNIEEEkgggQQuERJhmkACCSSQQAKXCIkwTSCBBBJIIIFLhESYJpBAAgkkkMAlQiJME0gggQQSSOAS4ZKE6Yc+9CEEQYD/+I//uFz9uWpg0th/5Ed+BN/3fd/3BPfqew8SGkxocBYgocOEDhPLNIEEEkgggQQuERJhmkACCSSQQAKXCJddmP78z/88KpUKHnvsMdxzzz2oVCo4evQo3v3udwMAvvrVr+KOO+5AuVzGiRMn8JGPfCTy/MbGBn7jN34D3//9349KpYJarYa77roL//Vf/7XvXd/+9rfx4he/GOVyGaurq/i1X/s1fOpTn0IQBPinf/qnyL3/9m//hhe96EWYm5tDqVTCyZMn8fnPf35fm9/4xjfw2GOPXT6ECHzwgx/EHXfcgdXVVeTzedx6661473vfu+++6667Dvfccw/+/u//HrfffjsKhQJuvfVW/PVf/3XkPrpXPve5z+G1r30tlpaWUKvVcOrUKWxubrr7XvnKV2J5eRm7u7v73vXCF74QN9988+Uf7JMICQ3GQ0KDTxwkdBgPT0U6vCKW6WAwwF133YVjx47hbW97G6677jq8/vWvx4c+9CG86EUvwnOe8xy89a1vRbVaxalTp/DII4+4Zx9++GHcf//9uOeee/COd7wDv/mbv4mvfvWrOHnyJB5//HF3X6vVwh133IF/+Id/wK/8yq/gd37nd/Av//Iv+K3f+q19/fnMZz6DH/7hH8bW1hbe9KY34S1veQvq9TruuOMO/Pu//3vk3mc84xk4derU1GNtNBq4cOHCvo9vst773vfixIkT+O3f/m28/e1vx7Fjx/C6173OLS6Fhx56CC972ctw11134Q/+4A+QyWTw0z/90/j0pz+9797Xv/71+PrXv47f+73fw6lTp3DvvffiJ3/yJxGGIQDg537u57C+vo5PfepTkefOnj2Lz3zmM/jZn/3Zqcd7tUBCgwkNzgIkdPg9RIfhJcAHP/jBEED4xS9+0V175StfGQII3/KWt7hrm5ubYbFYDIMgCD/60Y+669/4xjdCAOGb3vQmd63T6YSDwSDynkceeSTM5/Phm9/8Znft7W9/ewggvP/++921nZ2d8JZbbgkBhJ/97GfDMAzD4XAY3nTTTeGdd94ZDodDd2+73Q6f9rSnhT/2Yz8WeReA8OTJk1OPfdznmc98ZuSZdru9r50777wzvP766yPXTpw4EQIIP/axj7lrjUYjPHz4cPisZz1rXx+e/exnh71ez11/29veFgII/+Zv/iYMwzAcDAbhtddeG77sZS+LvOcd73hHGARB+PDDD08c76xCQoMJDc4CJHSY0OEVi5n+4i/+ovt7fn4eN998M8rlMl760pe66zfffDPm5+fx8MMPu2v5fB6p1F63BoMB1tfXUalUcPPNN+NLX/qSu+/v/u7vcPToUbz4xS921wqFAn7pl34p0o+vfOUreOihh/AzP/MzWF9fd9pSq9XCC17wAnzuc5/DcDh094dhuM8tMg7e/e5349Of/vS+z2233bbv3mKx6P6mFnfy5Ek8/PDDaDQakXuPHDmCn/qpn3L/02Xx5S9/GWfPno3c+5rXvAbZbNb9/8u//MvIZDL45Cc/CQBIpVJ4xStegQceeADb29vuvnvvvRfPfe5z8bSnPW3q8V5NkNBgQoOzAAkdfm/QYeainxwDhUIBKysrkWtzc3O49tprEQTBvuvq0x4Oh3jXu96F97znPXjkkUcwGAzcb0tLS+7vb3/727jhhhv2tXfjjTdG/n/ooYcA7PnK46DRaGBhYWHK0UXhB3/wB/Gc5zxn3/WFhQVcuHAhcu3zn/883vSmN+ELX/gC2u32vj7Mzc25/2+88cZ9Y3v6058OAHj00UdxzTXXuOs33XRT5L5KpYLDhw/j0UcfdddOnTqFt771rfj4xz+OU6dO4Zvf/Cb+8z//E3/yJ39ysAFfJZDQYEKDswAJHX7v0OEVEabpdPpA18P/788GgLe85S343d/9XfzCL/wCfv/3fx+Li4tIpVL41V/91YjWNC3wmT/8wz/E7bff7r2nUqkcuN2Dwv/+7//iBS94AW655Ra84x3vwLFjx5DL5fDJT34S73znOy9qbAeBW2+9Fc9+9rPx4Q9/GKdOncKHP/xh5HK5iHb8VIKEBvdDQoNPPCR0uB+eqnR4RYTppcBf/dVf4fnPfz7+/M//PHK9Xq9jeXnZ/X/ixAl87WtfQxiGEa3lW9/6VuS5G264AcCea+BHf/RHr2DPx8MnPvEJdLtdPPDAAzh+/Li7/tnPftZ7/7e+9a19Y3vwwQcB7GW4KTz00EN4/vOf7/5vNps4c+YMfvzHfzxy36lTp/Drv/7rOHPmDD7ykY/g7rvvvmgt9KkMCQ3uQUKDTy4kdLgHVwsdztw+03Q6HdHOAOC+++7D6dOnI9fuvPNOnD59Gg888IC71ul08L73vS9y37Of/WzccMMN+KM/+iM0m81971tbW4v8f6XSwamJ6tgajQY++MEPeu9//PHH8fGPf9z9v7W1hb/4i7/A7bffHnFrAMCf/dmfRTLm3vve96Lf7+Ouu+6K3Pfyl78cQRDgDW94Ax5++OGnbAblpUJCg3uQ0OCTCwkd7sHVQoczZ5nec889ePOb34xXvepVeO5zn4uvfvWruPfee3H99ddH7nvta1+LP/7jP8bLX/5yvOENb8Dhw4dx7733olAoAIDTYlKpFN7//vfjrrvuwjOf+Uy86lWvwtGjR3H69Gl89rOfRa1Wwyc+8QnX7jOe8QycPHnyQIH3aeCFL3whcrkcfuInfgKvfe1r0Ww28b73vQ+rq6s4c+bMvvuf/vSn49WvfjW++MUv4tChQ/jABz6Ac+fOeQmu1+vhBS94AV760pfim9/8Jt7znvfgec97XiQhAQBWVlbwohe9CPfddx/m5+dx9913X9YxPlUgocE9SGjwyYWEDvfgqqHDi84DDuPTwcvl8r57T548uS89Ogz3Up/vvvtu93+n0wnf+MY3hocPHw6LxWL4Qz/0Q+EXvvCF8OTJk/vStB9++OHw7rvvDovFYriyshK+8Y1vDD/2sY+FAMJ//dd/jdz75S9/OXzJS14SLi0thfl8Pjxx4kT40pe+NPzHf/zHyH04YDq4jn3SeB944IHwtttuCwuFQnjdddeFb33rW8MPfOADIYDwkUce2YeTT33qU+Ftt90W5vP58JZbbgnvu+8+bx/++Z//OXzNa14TLiwshJVKJXzFK14Rrq+ve/v1l3/5lyGA8DWvec3EMV4NkNBgQoOzAAkdJnR4ScJ0FuGd73xnCCD87ne/+2R35aLBLqo4mETEPrj//vtDAOHnPve5S+liAmMgocHxkNDgEwMJHY6Hy02HMxczPQjs7OxE/u90OvjTP/1T3HTTTTh69OiT1KvZhve97324/vrr8bznPe/J7spTAhIaPDgkNHj5IaHDg8PlpsOZi5keBF7ykpfg+PHjuP3229FoNPDhD38Y3/jGN3Dvvfc+2V2bOfjoRz+K//7v/8bf/u3f4l3vete+fVsJXBwkNDg9JDR45SChw+nhStHhVS1M77zzTrz//e/Hvffei8FggFtvvRUf/ehH8bKXvezJ7trMwctf/nJUKhW8+tWvxute97onuztPGUhocHpIaPDKQUKH08OVosMgDE3udQIJJJBAAgkkcCC4qmOmCSSQQAIJJDALkAjTBBJIIIEEErhESIRpAgkkkEACCVwiTJ2AVKvV9h7IZJDL5ZBOp1EoFJDL5ZDJZFAsFpFKpZDNZpFOpxEEAVKpFIIgiPydTqcjf+u1bDaLSqXijtCxWVZ8ZyqVQiaTiTyXTqdd3/hOtp3JZCLPEMK9fbaurBXvS6fT7vgjfnQMBB1bKpXa90wYhuj1ehgMBtjd3UWv10MqlcKhQ4ewsLCAwWCAXq+H4XDo2gIQeU8QBBgOh2i32+h2uxF8lEollMtlAHup8Lu7u+h2u2i1WgjDENVqFcViEWEYot/vu/qWQRCg3+9jY2MD7XYbjz32GL70pS9he3sb58+fx8bGBgBEjnmaBbj//vsBYF+JNQCR+clkMm6uSathGO47Xko//X4fg8EAOzs7OH36NFqtFh588EF85StfQbvdxvr6uivBxrmx9MM+2CLmOrf2WXsPaVqvafu6fnzfXAv5fB6FQgGZTAbz8/PI5/PuXYPBAGtra2g0GhgOh9jd3UUYhhHazefzrp1SqYR0Oo1sNuvwWigUkE6nMTc3h4WFBWQyGZTL5cjxV+l0Gtdccw2Wl5cRhiEGg0GEBgeDAba3t9HtdvHoo4/ii1/8IprNJvr9Pvr9PgB4D4B+soHrotvtotvtIggCxwfJb3Te9Fv5x3A4xHA4RL/fx87ODnZ3d3H69GmcO3cOFy5cwL/+67/i3Llz6HQ62NnZcfS5u7uLbDaLYrGIbDaLa665BocOHUI+n8fi4iIKhUKELjhvpA/LP/mb8mQ+D4z4kX4AeMeoYNcY55/j5rXhcIjBYIBut4vBYIB2u412u43d3V00Gg10u120221sbW2h3++j0+mg1+shn89jYWEBuVwOrVYLzWYzgmO2D8CNdTgcuvd0u110Op3IGLXfOlf1en0iXRw4m1cXnBIPmYhP+Ni/FdmcFGUivE4ho+3xPXbgg8HAIUuf0cm2pxFYAtB7OfHsn0Uwx8Kxs+/aJzIo4i2Xy7n+U7gpvnRMClys+g69RmLs9/sIggDFYtEtIgp1fhM3w+HQvbtUKuHQoUMol8vodDqOKGcNcrkcgBETsqDCh8KRTHmSkGu322g2m6jX6/if//kfbGxs4OzZs9jY2ECv14vU++S7rSAl2IXoA8uUfMJUhSq/dY0ps0yn0xEhVywWnTCtVqvI5XJuDfT7fRSLRfR6PfT7fUc/xJviioJN12QqlcJgMHDrMAxDZLNZDIdD934KlH6/75RAMtBMJuOEbiaTwWAwcLzEV4921oDnYFKYplIpVCqVfUIHGNECxw4gwudUuFBYNhoNbG1tYWdnx9Ee6VnbyOfzyGazKBQKyOfzTnG0gk/pJ44/j+PXth22Zb99fMsKVFWmFDdUrsjXyM9ppFEIplIp7O7uuvfSUCFd6prU/qgAVzzoM5dKdwcSprrg+dFFECdMfUTGAfqYiA7eWn8UXgq8zz5D8BG0ZYI68SRsMk22Z/+3wtSODUCk39ls1o11d3c3ohjoxJI42B4XjloXvM57+v0+er0estksyuVyBO/AqGi2bw4rlQqOHDmCdruNer2OCxcuzCRDY61RtVwUdP5UcAyHQ+RyOeTz+X3MI5PZWwKtVgvnz5/HuXPn8KUvfQmPP/64swisUqXClGCVO73uE7hKo3bN6N9xv6vySqZKzw49RcViEZlMBqVSCdls1jGefr+PdrvtBB0tU+JVaTGVSjkckmFp33u9HnZ2dpyiMxgMkMvlnEJHbwmwf01w/QyHwwgf4T2zCjy8mpYN1zaVV86TpcUwDCMKiApSftrtNjY2NlCv17Gzs+M8TuQJpCV6DfL5vJtr9Qr6aE1px0dvcUJ03FzY98QJVII1SpRnD4dDx6eodFFpC8MQ3W4X6XTaCVUATtFTYapKB9+puAOiRqHPeJqkDPtgamFqF7bv49NkrAajf8d12DchvgH63CjWzB/Xto/JjeuXD8Zpb9qWJdS4/vnaj+uTxamdD18b+qEylMlkkM/nnYUwq6DCx1qZXDBWeMXh2wrbra0tbG5uol6vo91uO3caF5kqJqpVq4KifdT3s8+2T5bJASN3lFVG+beGRjTMkcvl3DfDHbRUNLyh1iGZlVUGrbVEV5kdYxAETokD9oQLLU56TaiU+satuLMK5SwqcwSdK2tAEOLG4LOCVIFnOIjhIbWoCMSVNWbGWZM+vhRHq3EwjrdxHD4erXOtOLTzb2nBZ7CRXgk+xVbxbHHsG7fKj4sRooSpOSetKmr4ZMBcsJaofFoOO89vH+J9xKZtEdRkB+BcAar96vMWbPu2z5aRKfh+t4LSfhNHcQqBui1t+z4c2TGQeXFeyOgUT+rioMVCQqWLLp/PR6yvWQIKep8rUF2V+uEzFJyEIAjQarWwvr6OTqeDr33ta3jooYfQarVw7tw57OzsuDaBqOLlowff3PvyA3yCMc5S4O+cI/6tjJSuMApRxjcLhcI+d7+6vEulEsIwdEpDt9t1rjQAzr1IBsT4M/HJMTLeR8G8tbWFSqWCMAxRKBRQqVTQ7/cj9KZCk8A+UzjPsjCdn58HMPIGEZ/EM92VQFQB5Jg4D1TSaHXRxbu2tobt7W3s7Ow496616nO5HCqViptntUoJSkfWe6j8aBz/Yj/jBO84gc1nbRvkSVbYcV1lMhlnLTJsMBwO0el0kE6nHb0BcIqcTxnUvjE3gMqnFd5c6z5FfVqYWpjqYtaPTpJPgNpJsKAI4HecZUGwAte69yYtxLjfLYFYAR73+7jxjvvd9iVOwMf1Wa9ZJksCsUJa+04BHIahS2QiIc8ijFu46ipS+uDCoMavbe3s7ODChQtoNpv49re/jYceegi7u7su+UGBOLFMx/ZLr6mixTmx16zypuuIz9hkEdXYycg1EVATkCwdkx4YlwrDUbyTzIwuX+2Hz8XL9uieS6VSDsfVatUJcHo86Ar14Y3vyWazztU8q3RYLBYBjFzaqrCQBuN4ny/eH4aho8+dnR20Wi3nhqcgtfRH7wNd/EpLfF+conYQL+I4mOY+iwNVIKzQ0z5z3ZJe6HUBRkoq6ZTXrFdNLV/Fu/Um8Zr1bB4UphamHAgXhNV0fGDdqHEdVaQSLFHYNny/c7ImuYm1LUtsyrR4zcI4bS6OyVLTGick7d8HIWodg8+y97VFxq1ChjiYRUZmtVA775wT6xZTOqT11e/3sbW1he9+97vY2trCxsYGOp1OxK0bR0c+Zc9HjzY5j9dUcFoPhI/xqYKkwlQzM7kmreDUfileVHAxOUkT1jTTlO5uazUTt2RSxF8mk8HW1hZ6vR5qtRo6nQ7CMEQul0O/33f9V6tX3XmzLEgBfzxXBYB1XxKUdnSN0jPQ6XTch25enQtgJDSsK98Kz3ECM06Iso/jwPLQON6iMM79a4UocUkaIC8ivZJO6QmhsqFzEicULe7tPdaKPigNTi1MqeUy6E1zmYvc1/FpLUAVNKoB22C6nXSr1et7LcOzTMu67ciUdEuFZcx8h3Vr2/74xmq1KN6rOPJprD4Xiw+olRGX9llLbMDIdd/r9VxfOPZZdPO2220A0QQWCgAVOMD+kAEXIpNvWq0Wzpw5g6985StYX19HvV7H1tZWRGCpoPBpsjr/PmHIOKZaoVZ5s/Stv1lhyWscK6/RPa9rBhjRE9eWWjlqSe3s7CCVSrmYJ5kUkzvUBQeMlDAVvIz30WVJF12pVEKxWHSCltmntO44h7SyNGFpVkHXmi+B0Eczdk74N5W7ZrOJZrOJ7e1tbG9vu8QjnYsgCFAoFJDNZiOJR7pLIM5LeBDhOg58yqP+FvcM8UVQYcnfdRsLeRcVLnpaSO+FQsHRChU9tXZ1t4JVrH3eOv3d9/c0cCA3L5FgP9oxdsKHQN/veo/9Hje500683ut7Js4NohPhQ6olIktcOkaLi3FakW9MFp++e+KEiO9322+fkjKLYJMNuNj4t411UEGwdLC7u+sydZV5We8In9FvCz5m4qOjuPiobd/H3Hzt+T52Pi1jsEqmjaGpZa/PqYVEwezT8nkfmRwVNbrMGQul29inSFhldxZhmjU0yZBgO2T8zNila1cVH+UXOm/TJh5NIzzjBGRc3+3/k55VuhvnOfT1W9eQfjT27ON54/ph14LvnoPC1MKU2zImWaMKPuYE+CeFH0WKNd/HwTghokRohT+vB8EoHqzMiePQfscRr8/a9DG5aXDiA8WRjpvfccKb/VA8cVw+gTSrlilBrXwydxVYPlxz7lkg4NFHH8Xp06fRaDRcspG17u07gf3Kl138ajGqZepjej5hql4ZdRFbYRwnSLW/VvlQ5kx6YH+5fUizcHkvrSK1LvmsZpzSkgqCwLmQG42GK+bQ7XbdM4oXKySGw+FMJyHx7FDFPefKWj4+5Vc9Xhwriw4wk5zFXBSCIHBJXeVy2e0ljouZ+jwg44SVTzHQd+v3pN/G8TPyMH2X0oJV+GjBku7oHVU6th45XvNZoTZ2avvrE/bTwIGyeflt3a8+mKSZKTJ9kzittqETM+6eOMajk6gxG+s61j77LGc7BqtNxmnd0+BxnEY4DVhlxWq8imMS7awK07h+W+ahQonjzmaz2N3dxXe+8x187Wtfw+bmJra2ttz+NSZf+Vz79j1xDErds8rkrKDnvfoOHUOc1Whdd+OsEs5h3L5Ytq2FE7jOuQ2BHz7L/4krFdS0rIIgQLvddhWO6vU6stms2wet+2F1jtQy1jj+rAGr5viUb8vMffzJrsXd3V2XeLSzs+P2/vq2xOTzeSdIKVQsT/bxpGkEqfI8Cz4F1f7u+9teU55ohRnXAz1M2j9NMKKbm+5dCki1VAl23VolM07uxI1jHBx4n6mdEPvSS9UmOVglzLiJ9g16ksbFcSgB+Vxwtj1f+z4lQMGHH9/f1o3rs1h0vONwZ987TqnxuZB8/ZwVUMvRKgRANC5sswR7vZ5j7I1Gw209GKeF+mg9juH4hOAkYadtW5od58KNozk7n4oLy+CVNnzv1Xeop4gMTLd/8B59H6vU2O1ZKkRsFSXfOGYRaJkydwTYz7R5zacMKz7HuXmtZ4mKLj0evm0uSkf6HUd79u9J637SfeN+9xkjvvUX97HKsqVTqzT6aMpe9/VVvTfTekaBS4iZTkKm7ZxFnA+RNNV1TxUHZTVAXaC6940fZWjW187f+c1EHN7vs9YsLizDjEO6j5B9+LNJC3aR+rRUvd9e882BCh0fYcUpLbMClUoFQLQ0mNILx2gLBQDAuXPn8Nhjj6Fer+PBBx/Et7/9bVfxx47XN35LT1bZ08Q1TQbyuWD5Dp8AU9pSuvQxRgLHrGtKadhnaZMZM5SiSU06XgARxs62NPFD6SmV2tsOs729jWw26/axasYun1f82MQcJjPNIpw9exYAMDc3h8XFxUh1M127WgIwTjFh/J7JR+1227nTNVOV2buVSgVzc3Mol8uuNrqtjqaCQOnMKmxWSPnoSiGOju3fccqe8nOf9ai8V59R3k0PUy6Xw+7uLjKZjFvHuo/a4lvXBWmYbdv5sUVKpoWLtkwPCj4NzXcPiSfOhRc32XGajE8zUwZmtTq6mcZZbOO0vXH9sdc5hklEG6ep+zQq21ef0qLPxln3swg+y1QVK/sNjCzUdruNCxcuOMtUi9bHzZ+CFXoWlJbiNOc4OlCaimvDPqN99GndVpj6tskobdh14aM/ZUIUBj4Iw9AlHallSjwpw4rbdzmrYQZgL6s8CPZqYFMZswIAGK/U6rxQqKplqnjh3FDxV9eu8jFgv0dmHO/RPk4SlPbeS4U4vqR9ifPI+JRQjh3Yv3PB8s5x1vCleESueO04y+CVAQKjhW0RR8JJp0c1KHkdGMVuqMH7mFkc8nmvFaa2D5ZBad987/Hdq+Pm2C2zss9a4DNxwtQqHkr0lnnZ/gCj6kHWtTRrYJkLwTJ70g7Hzco83/nOd7C1teW22Nh5i2PgPqaiQlxpYpw1apWzOMHqe2YcY+F92j+fcqEeIgo5rbsb1z/tC+dBt83o/kr+znsajQbOnTuHarXq4qRM+NLtOWoNqHCYRWA8t9FoOFc1t6jk83lUq9XIKS0+60it016v5yzTbre7b854QgyFKNe0njgFYB8/miRILwamFajTGE9x7Vv6Jo1pMhK9HPxQCWEbPs+eLzvavpf38vuKuHntCw8CVivQAQLR8nAkCLo1MpmM21ekQo5MMghGp6dM87FJHZwMO4E+15i6TdTt7ROkStRWKGub+mycdhj3m+LUMkM7Fn2/b3HTTWItllkCpRfiXzVy657hcU79fh/1eh3/+7//65gWQXFqNds4xsG51fnm4o5LzotbvOO0cAV7n0+JU2HpYx68T8eq7kT7Pn2vXbdWCNuxss3NzU3s7u5icXERKysrzj3XbDYjRQdsVvYsV+JiAlK328Xm5iZSqZQrsVqr1XDkyBHk83l3nCQtdTsf3D/a6XSwtbWFRqPhtmhZ5bBUKkWEKd9Pd/hwOHSGh60EFEdL08A0Cl8c6PqwFl+cQmmNAnUNc1wqRJk1zrCDb7xW2VYPi/bH8sqDWqkHEqZxDU964TjGYpGp1qItWehry6et2+v23rjnfL/rO+OYrCWWOIFo2/Xh0bZp//Y9M6mtcc9Yl9PFENETBda69s0vv1OpVOTMQn5YgzZuHiYxCjsX1gMy7jnt2zj6GzcuC3a+xt3juz5uzuPasoqLegx4D7/J6Fh71p75q65N++5pmfYTDXRhWyV7OBy6cYZh6AorEHQ8KkxZ45dVjxSoqGlmODBSaJTu9EAD9ZD4lB2rXPl4su13HF1qu/rNeyy/mXSP/d2+K26tWGNBn1Maj6P1OHqfFi7KzWtf7EOQ3utzH+mCUiuUBaNZPUVdKMqI9DQLfVeci832Xe+1zwPYp93x93Gg1qEFfVdc3E2tC0sg9j5f+3YeFD9xRMX7uJi1wPmsgXXPBkEQ2RZg447tdhvf+c53sLm5icceewybm5tO8ye+1Bq17koC2yRN0IrSMn7MsLSMgXjXhDf924YafPV6ffSgcVDSjHV9W9DxagIXmbjNvNW+AaOEGuJOcaDjUQHdbrfduam5XA7lchkLCwtYWlpy7vfBYOAOBaclpjV8Zw3W19cBIFKVhzRFSzOXy+HEiRPOo2a9VgBcYfvNzU1sbGxgY2PDHS/GOQ/DvQMD5ubmnEBlghbPHeb92WwWc3NzTohXq9V9YQdfTop6NOKUOJ+xQRjHo+IEuU+Y2o/PW+ITqhwPE5Asn7W8T9eADdVovw7KAy9bzHRaa0YnkwNVS5SuH8ZJrVam7lUOXrVkn5Ak+IjD/j6NlcHxapuKgzitZ5IQ1Xa1bZ9m5wMlykm/2w+Z6SzHTu3eQ8UlFTP+Tdfh5uYmzp49i83NTbRaLfR6vYiGPw7fylzYvtKbblHQNm27NjxghSmvq5I5jl7Yfpx1McmC5RjIgGzFHeLCrgfrwbDKsQ9/ehYnT0MJggC1Wg1BsFcIIggCFytke5axzRK0Wi0Ae+PTmGgQ7FXXarVayGazTmFQRVfnh4XtWd6SIQkVdhSSejIMrVLu5WXbdJmzjXK5HGnL9xlndGh/4wQp/5/Eo3z8zYeTcdajvk/p0q5LrqtJ/bAWrG/NaUx6EkwtTC1ybef4m12QdoErs+Di1PinulB4L4P8DOiPm1z1i1NjJEJ0+wA1Xx+x6Hh8zJbjHieMfTCOcY/rw7h2xkHc++zzXJz8+GJoswBWwSG98WglzjP3ONbrdZw7dw5nz57F1tZWbBv89ilBKqRtP+x2q7hn9WOZgE/A+uLxdv3oli79TU8MsgxM6+3qPRqXspalVSgsHenhDcSJjaXyPnoF6HIfDofOcqN1rLVoZxWq1SqAUW1rguKKikqv14soW+R3/I1xT645/sY4LD1zug2GCTc8+YcepXQ6HYkdkh70iD5V4rSvauQQpjE+rFGhVq6PT/nWGa/7lEdNTrX3x/FutT6twg2MtnpZ65e0a2Fafju1MKWLS5lLHGO2p6PoJHGCVZNQZsg4Co8kUmTQ/ZtOp11xb7ZHFwvfrYvR1halBWz3nPoUBt81nwVgme44y9UnIH0uPX2vMqa4pI9xk27fa60Uxha5MGfRKrBnaQKIJE2RzuiqPn36NL7+9a+7LF5gtKD0GavYEOJoQ12yDD/4GI/ujbaF7lWIqmD0uXltf6hUkv71neybKpH8MH5JBcSuO57ooi5gXbfsM9cRaVGtKVqUNpGj1+tha2sLmUwG5XIZ8/Pzrv+Mm9IdPMs0CADXXHMNALh+KiiTZgH7XC7nXK7K29rtduTcUp7Q0+v1IueVLiwsYH5+HrlczglVfR+3ew0GA7RaLfT7fZdol8lkMDc3h1Kp5FzS9uxTm6AIIPJ7nDDjdxyvs3/7+J4aXLrn0ypkls65PlRRUSFueSTXlh7IoHuAVdmJE/iT4MCWqcI44WC1NB8z10VLjZnf+l5l+kD07E4r3BUZPpeBz7T3Cc+4MY8Tsr77x123ePIJ7Lg2JhFu3LvirquHwCesZwE4z1b48Zv97vV66HQ6zn3WbDZjy9P58OgTjLrofTFN26YueGuVxrXvYxa2XX23r13fe5QxqgWkFqkVvJb2xnloNAYVx4h0bauiTItKaS8uS3hWQAsk2KIMwP46s3Z96nrTLHprLVFZYwlGPRNWaZKhMc3s1QxXLZBBxUdd9ZZXT+KB+pu2odcOArYPvrWgfYm7ZnFs27XgM0DsOw8ylosSpj43kMar4p6hRgzAaQjAKPZE14ZqHNoGU79TqZRzfdBKtQLW9oHWAS1StRQI49wJ+jsZkM9CtROuPv048An8OPyrBmef97Vl3+OLi1GLZrarr8j2LAAzI3WM6poJgj1X/tramnPvskCDuq7jFiBB59taptTsfb/xWdKJ0pndfuUTwjo2ABEPD0HDIZMENv+3+7BpidJSUm8OLW0edkCcEuJwSCFJ65bj1fHwd9bqzeVy6Ha77mB6tk/X56zC/Pw8gBFPGwwG7sCEarWK1dVV5PN5ZxGqYFUhqvV49XQdeh24N7darbqYqbprifv5+XmUy2V0u13k83l3fBvbDMMQrVYLxWIRg8HegeZzc3Nu/fg8HMrTVdFShXacwJlGGFn6V36qdA1EK5DF8WjrVQGwT4bou3zfbIfhxSsiTLUTPoatnbEaNYloOBw6Vw7dOWEYOm1LY6K+ze/KnOjuyGQybj9XPp93xKtF69mGusbUNTCJwVnmpHjQe/Ren6UwjUDl31bb8/VH71Uh6YsX+Fw52ga3L8yyi40WAWkJwD6CZwLI2bNnsba25oo0TNJkFXTutHgAr+l2rThhqsLLJ3inFar2HlsTl2tFP9Z6ZX+51cx6Z7jFQkuyUZjS0vcpehaHGlrxxRNpmTKDl/PZ6XQihz+TR8wq1Go1ACN+xDXT6XRQqVRw/PhxlEqlfQqOCl9ajCwfSEUDGFmklUoFtVoNlUoFxWJx315mYG8OaFTw2Du6j1utllNOAKBUKiEMQ1cAh3zXhirYruV1cXuoLcTxOmt9xvEi0i6VPiBagSzunfyNdObjvZbP+mLFNlQxLUwtTMctomme9e1nU+uO95FZWEQqMRI5/X4/cpIAkaj7rYbDobN8SaS8rtqij7HFuQjGCTn79zjhbHFq+zBOuGs/rKWpfed7LEFpW3QLaUmzWbRMOTZVatT6YZ9ZUcZmO06jocbNg+3HOKYyTkGz68XnlRi3JcAyODIdJukRP+ql4Rzrc9quFf7D4dAxblqaPnryjce+w0dzpLcgCJwg5ZYPYKQwzKJCB+znf0EQPc2FvCYO1LjQpCvyPLurwefVYD90DlngBtgTKCx3qBnbVIza7Tby+bx7DzA6MUr7qeON43eWT/r+97UTdw/pYFweiY6ff6tQ9CXCxtGTjwf4xjsJphammiHGRavun7hFBYySkvQ7lUq5SdRJ4WRbTcFqD0Qks91ISKVSCZlMxrk+isWiC+hT0FLYqtuFmprVvlTY6nst6HWfK0Lv0/FYC2TS8xa/PivUp7Aog9ZngiBwe9a2t7fRbDbd/rVZBevKpxLGuCj3lbKiTJwwtfjnPTZkoIuR86fWgT5vk4143eceVa2YfeSamkaoKiNVhmqtYloumilMmlaXrMbqGNPkmiReqLCqcLZjo6Ibp0RwqwzXYbvdRi6XQ7FYRBAELq4366AGwtLSEhYWFlCr1Vz2rE8pJa1qPV7d312tVlEul1GtVrGwsOD2jaqb07pada6XlpYwHA7dfv1er4d6ve4Sk+r1OlKpFHZ2dlCv153rV61fujipVNnsX75b/46zOpV32ud8+AT2n/eqY/WFMnRrJZ+hoaUKoHq0VIBqzgAwskwP6h25JMt0nKav/1vLlMCFbYWu3s/rKhQUEUxeYPyHi1Q30PPsu263u+9QacskfS7qcTiY5m8fsfETR2wH0YriBF+cBmg1Ni5sLuhZtUwJnCuCzmEY7rmseQKHLeyhz9hvxVccA7Gass9K82nT9n1WmdJx8G/rwrbC1L6LTFCFJMegp9poP9hGnGVqmbiPYfqUlXHKmCYYUdnRcoKzDtbKDoIgso3FHtRteYjyRJt0RSODBSGYDzJu3vV/tUxp9bdarYhiRKBQ39nZcda0pUUbaosD3zpRQRV3n+JGDSbfc+PWoiqU2n87b+M8KU+YZepbKL7EGq1MpIPViVK3qoJ1vao1zPeqsOX9TMbY2dlBp9NBOp1Gp9Nx22eY8LCxsYFarYZcLudS80ulkivAPRgMvMklmlDC/1U79OEojvj1bxUAvvumAUsIvnnxMWR9hskQrFYzq0UbuFle8U/G1el0XJxoc3MTm5ubrqC6zh+w/zg7wK/5+rwSfJ7flmGybRVOush5P+dItXBdL755VTpRgWQVTL6HY2HtalutSL0zuqbCMNyn5WsYwFZL0v5p36zSwftVadVExLgkwlmDer0OwC/Qer2e4zs+5k7cWYuUNMVqR+Vyed8WFiqK/Jv4pCDknlJ+r6ysuKSyubk5d6YvvQY0MOr1ukv6stnD+h710hxU0FiIe94KWKVLtSz193EKqVVcrOLte26afvrgorN5gWjBcXZIz4jkbypMfRq5MhAOWBMtdMBcxBpn4DdjDUxkoiZeLpddqULutzp8+DDK5TKWlpZw9OhRpw3yeQblbdxJ3dzjLIVJfx90ohR8xKL4tC7QOM2L1/TUCp6lOIvClHtFCalUyhX/bjabuHDhAprNJs6fP4+1tbVI+TvOG2lLLaE4LZeLEIhuL/HF/4kz3b+pzDDuMAX+xr+t9WeB79vd3Y3sGeVYbUF14onvobKo+w51Mz9xpCe68H1k/DyDk+5Y3zq1eQiWKfM5LVjA62ToswoXLlwAgAi+OI5ut4tarYbhcOiquPF3KiYUokz6U2FaLBaxuLjoTonxCVO+i1n3FHxcC9lsFpVKBcvLyxgOh5ifn3fF9E+fPu2y9kk/a2trzoXPgvrkmRrftuGNyw1K9yoE9RMn9IgfC6r4+pRofdYqgAc1bC66nKC10HwasU9z03utK0E1BmV+vF8tC63Uo6XIdJ8kn7eMlIcXk+BZxoug1oRq0joOHXeclam48sE4wrD3+dobZ31q+3HvUW35anDvEnQ8VKZ2d3fdvlIyeqsUjMO1T5CpFqtt2BCBLnoVluyfWqWW1ilU1codZ5UpnXO+VJiSwdoEDDJDHtRN5dBu32HijMaqbFzKZhTHzY3iLo4OLf74bhv+mCWgdUiBby3OTqfj8DmJ+ZNGyUuZXaunw6gRwYx77iOloOa8tNtt9072j0YGa/aq4aKKjk2GUtq1/fatCx9fuhiwfMsK0jgjYhJNTuKDvnauiDClsFHthFoQF3QYhs66Yydth3yDUU2Vk6euVrUM9RxGMg+6KfTEBhIK90+qZp7L5dBsNlEoFHDhwgVsbW0hn89jeXnZuYGZyMRsN7U0uEis5apjs8JWx+5L3LLa0DirxCojFnyuQN1czriYpug3Gg3U6/V9VadmCRgP0hAAx7C+vo4HH3wQjUYDa2trLpHNWpPAKCaqOFehYq1QIDqPjDvZhAZlimSmKoRUYNFronvjbGxSrTplLGG4F2vk/lnmAmh1F96rY9c1xm1lOl6uXY39cZ2n02m3HzSTyUSOCrMCdJJA5fwpI6eVOskynwU4e/YsgiBAtVp1e05Jh81mE6dPn0Y+n8fhw4cjvJA4UaucniBmAc/NzWFpaSlSkYchmN3dXdTrdaf8M4xBGstmszhz5gzy+Tzm5+fdkXflctkloTHDt16vo16vO/ohrXBeOfe6FUf5KuB3yfrmbJr5VLpRoU5F0Vfu1FqqlneyLesNtR9dY3xO25sWphamqqmq64pbUnSPlI+BWbCMTBkQv/VAcJuAxHcygYEnipDAFDHUJEnE2WwWu7u7yOfzjunq6Q50zVDbC8P9ByBb95ZaH+O0at+k8blJxBb3/7h2rGanDJvERquOi3RWmRitJs14ZXZpq9XCuXPnsLGxge3t7X3zxvuBqGeBoLE6n/LHOfXFKuMUGgohCi9+kwEqzdBzwnfqHFkhNBwO3b5Gug1tLJPtKI4sLq3wZsILLRomv1DAsu/s/7h17mOsPguBeCXzVAY4q3TIcEMmk0G1WnV0QV6zubnpBKPd5qPrU5UfumqZw6G0xlhnr9fDxsaGq+hlcwKy2Sy2t7eRy+XQbreRSqVc/JbzWKvVIuuCiiH5IOPXtHat103nNc5qtcbDOF6of+u6UoGqW3s07ukTinbtKv+z1339sGAVhnEwtTDVepDsGBN/KHhsJ7SzPu1BE0PU2uU3hSkXvm0XQKTqR7PZxNzcnBOyZDAaRwJGBY3pKmm1Wk6rZEq77rmyAp3XfJljHJu6/JRx2PsJGovViR9nofI5y9jVIrHtaP80EYLuIy7+WWRkWh+aY1ANltt6rHXtcz/p4uNcarvKIP8fe38eK+ua3Xfhq2pPtWvP+wz3dm6P1+3Y7iSWkSP+SCKa2BC7sYkgUmw5gQ4hYIsoIpCAkEDIKJGMnBBHkUgMOMQRckcWJsQ4IsKZHCyFAAE6YMmx3XEP6Tv1OWefPdawh6r398f5fZ/6vN+93qra59zbt053LalUVe/4DOtZ67uG53maBj2tKr4ns2oVX6QXg3FbCUV+61nZYG5C0u4lcd7zNiFpPIj/r66uYmNjo+buk5W9trZWBF0mmDL+5/jxmGrm5l1U2t/fL+Ajog6mNcXHt+Sjh8g/fJbinhETBScPnLxsylJXG2kqDdtzMBjEm2++WZYZPD8/L/FYKdadnZ0iw6+urkq5HSjRk+BeBif1JcmvY//yeWwj/SZPe1iRZXOQ1vRuL3sG+mb9b6K5len29nZEROnQ8XhcFkaXK8EzEzl/TY0npSRlRWUqV6q+aZnqoxWMtAKSlKBWvpGrUqvfXF5extnZWS2BImISWz0/P4+IqO3GsLm5WTLbtre3YzQa1RaH0L1ufUjpC/lpILXb7SJ41IG3OgKuY11DRsqI55iMJbTrCtSfpxVYpIQuLi4a4ySLQBI4yroWGFCs6NGjR3F0dBSDweCWy8ctAllXvtSezlPwuXWfDdosMYOxPwkjHWNmLZWnqMmayRA576ElTqXt12c8KGu31Xq2io5cu/v7+8U9LetUK40NBoNa2IIWjBP5isJZH3fzLip95CMfiYiojWnxUrfbjYODgzK1JSJqvORZvAIuu7u75bvb7RYFqm+tlKT9TyUjV1dX4+HDh/Gxj30srq+v48mTJzEcDuPp06fxq7/6q9FqteKVV16Jvb29ePXVV+O3/JbfEjs7O8UCvrm5id3d3bJGsvhYBgdDawwJUGk2GU4ZoBOwlBxmEldmdUZEbXw64Mrcv3xvplxpcGRA20HxvDS3MtUgdWTAAnjSBZG4rqEyZcfxeo+h8jfjA51Op3QAd66Qwh+NRgVhe1YcO0X3itGVqNFq1ZdYo/tJvx2BZ0JLHe/C2K0nR+pE8iJnMlqmjtR4PmMMCQN+2I+LRgQqEfVlv2RVaXHveQcCAQb70PtqlhLj7yZL2Psp44lpz+azmuri5WjyipAH2d/iZwknhUTETwzxaHy5MPVvegF4jGVlmRbdMt3e3i5yRmWml4373Ebczk71b4FyX1DG+YhtQ5mqHI+rq6uyUIN2jomYrGm9vb1dzjFm71nZ3ld8X2bRZfxIfvOy06PBD5WpnjHvp2lMkJz/3Oszj5U6jeZWplx4WhajOkOKSMJYyoDCmanuOtfr9RqViiy97BhjAWwIPr/T6cTh4WFcX1/H1tZWQYVMK6ebjVbleDwuypRrZqoNKIT0ydysERPwodiWMwATg1iXJqWs+lVVVZvqwI2DVS9mBXIiueqpOZmKxzA1flGtA/aXEPvTp09LPeSloFUXcds1rmdwXVJOb3GgOGvuI8MQWUiCblK60CRYWCa+s6kNJAwF6qZNZ8qUl8dkVR7/3Wq14uLiItrtdpmuofGlVcU0puh6zN5PsC0BzVwE3k8Bvmj0+uuvR8TES3d1dVWmZUVEsUqV5EVg7ABHbbm3t1e2WJMlKKNBFqQShTY3N2tGgOTUaDQqfaLkqKqqCo/L9XtychL379+Pe/fuRUTUlj90HvLxQ0Xr1KQYxUucPtTv92/JTE+eI09wF5yzs7Po9XplSp/k+l0UalZ2BynvmWVKs1yuVrpG5d+n0FbhxFQRk0WI1RA0zdkJrDgHtj6cE6r5WHJdSNl2u90Yj8eFqWiBqTPkchDqpqXjypTJORTqjs4plKTY5EKTAGUiCRGbjpGJyFT6HREl3X1lZSV2dnZq4KLdfjaXUEuE+dzYqnqWtHVyclLijHJncxePRSMJYLnbpUxPTk6KMmUfZQiUbnlmTVK50bviXgMqVUe2jOu4UqUVHFHf+9ff5R4FF2YEUHQTTxMorEOWiU8gLMGlsaLjskY1R/X6+rq41ZkYxjZxa5XKlJ4uehQW2TL96Ec/GhFRi2FeXFzEyclJVFV1S5m6Fyuibqmtra3F4eFhSQBj8lyr1SqL5kvGbm5ullW+1G/qQxk4w+GwzHdVvstwOCzZvpIZAmU0JCLqi++QyENOVIQut8RTykI+OzsresPnSNO7xm9d1+/3y3xbhRlmLf3XVN4MbD+PIo14jrV5M8TMY0ykUWHZuGoEJv4QxTRZaiK6WeWGEvK6urqK09PTmgJ3i1UfWmu02ByZuIuGHy8byYUBlSUnXlNoiZkGg8Gt7Ey3ZiMmCHh1dTWur69rm/+yXlzNRH0lpMiyqF18x49FIWUeqi6yTC8uLgpQEbEfRVQY7Gv3KFAZMkbUJEjoNvLz/M/3ThNGmWfCAQHrwfi8KzJSVgfyA58pXvD3ivfUVq3WJDeC27ll7jOO62x804LNXG6LRgR23W63xCJ9Oomu1X/JLskgzi0lMFf7M76+tbUVrdazKX/qJ4Fol5OyihlSY2iHnjbR8yiVrL/9m/LTyyCDwg0LGUA6JvmocA5zJmiguDE2rdyuTOexbptobmWq7X0iJq4qVVLoxgeIKsYswePj4xJM1xQGNV5E3QolsudAb7fbsbW1VSyv3d3dMmf0rbfeivF4XJtbxW3XmOjEBBANDAknWi2qDwWFBj2tQZWRqI4uDrXB6elpsYy1ALWmpmgumbKRpSSoTNXhW1tbZdmxg4OD2NzcjG63G/v7+7G2tha7u7uxtbVV1iZWbEUWyfn5eRwdHcXp6Wkpm5YeW0RBdnR0FBGTSegXFxfxxhtvxBe/+MV49OjRrYxD8g0HGZPfCOLkefAVgcgjrrB0LANXmZWa5QVk44bPzlyy4mcqH34I+FjWTICovgQYmh5GQDccDst6r6yD3JDZEoOsl7eNjqvf3EpfVGLIS1bdhz70obh3715ZPYjKS30k5SbLam1tLXZ2dsq+pZJTqrv6V/kh4/G4JETKwnP3vvpdHibJZz1XRo1AKOcb07CRHMw8M5lsaAKYrkAlByXrpAuoLMlz9NJRmeq3rHUqYAe2TUCUdXEg/Tx053mmLjRUcM5J4nkNLmWv9Xq9YklImbqrN3OXqeKerMRklKurqzg6OioxUU08V+ahFmDg3DlOgWFHZANanaZBwnucMmYSk4iZ5Krhri2qg5hNc8moTEXb29uxvb1dpvMIWKh+jANrugjLrblqZFiBj0VUpsPhMCKiCKXBYBAXFxdxenpaYjBe7qaBT2EeUXfNk7e4DCDdwf5sKlpHxg4GXeE7+XOaeIwWHMen35eVg4qa1rd7Z+T6p2BrtVoliaXVahUgzXv1flfcTX3jAKLpnkUgllXAfHt7u3iGPC7Oa2VcyF0ui5RboZHUt5JzvsWa3J6DwaB2n8qle1ke9Z/CW5Tp75Z7PePZeSxTtQ9XfKLs1HVcnpGG2zSecYXaVObn9YrceZ5pNgk+QwM85kv1ra6u1tLGaSVmz9Y3n691L9fX14vCiYh4+PBhDY1FRC2mI/fV1dVVsSy1xJaEgdyHdBOr3lK8dKVS+GrAZDEIMQFT4znPU4qNS4ZRibpgkmWrLD61s9pFA1HIT8kJ3W63AJvT09MYDAZlYMtdtYjKlKvJCOGen5+XLaa8nXQtlQP7i4OQ57gyEBVNxO0pMO7Gc2FEZZ1ZhuLHTOkx/KBr/J3+DoYCMqWfgVWvA+8hT2u91mxMttuTBSkkJHne2yNrI/2WC/RlILWny4OI2xnVqpvG/traWvGw+a4t7H8PK9HSjYiStMSwkXI0+DwuctNqtco0qIjJ3Hs3KCJue1NYN+9fPYO8pd+S8Zubm8WbIV3AMBh/MwQly3MwGBRPmmZtUAFzsw6NryY52qR8M96dRXMrU7kzyeTuWuIg9QGnDtDKRty/cH9/P3Z3d2uuL6ZP033kA7+qqmLtbmxsxGuvvVbcGFJais2K4SImiVBbW1uxt7dXSxUnQwgVcc4slWdmKdMqVRvIIhWT67dcFnK7SJErc08K0oVwVVUldqBBJdewBJsG1erqalxcXJSYzOHhYYkvP3nyJPr9fjmnfRQXUZkKgAl4DAaDOD4+jsePH5c+jqjH6EgU/D7AqEQ5cZ3xfxHno2buIedVVzo65oKHZaQwZZIRF0lwQCBhTY8Ix968qJu8Ru+PLB3uPuJzwFutVuFtxl2z/nDS+SzxZZEoAweyLnk+c3lzQZmNjY2yQ4wsVMo3KR8HSVVV1UIVlAtqdykXyqF+vx9HR0dFRnA+thJJXeG4IqUy5Xkdc0DIMImSq3TNaDQqwF7txXYjKKRMPT8/L4aHPHtKBpOMZ12yTHPxY2aJz7Jgm2huZeouV1pi2TxRFpgBdMViOLCVSEOBRmXKBmVni9G4e4Kn6zOeRKZUYzOtmm4qzj1VLM2VuccT/L86xl3YvF7Km4lUm5ubqUtRZWBsQO2rwUi3pNCcwIm+9eFUIVpli5qA5PP2VD/VoYkyqy+rn6NtXpP9zp4zS3m5FZbdT2DmFmpmZTZ9/H3ZuzIB2HSeSl18y7Gexdmyek87Ns+5RSLnrbuQvHRsM1HW5/RAUNbqOspIZvDzuPJIuG60lztr+4xXeJzXqfyUlTzGKX1qBzc+Mpkt2ScXb6vVKh5GxlSd7+bhw6a+e0+Uqdyb6oh2u10WZ85QUsREAcukV5yLux5EPJtUrPimXElkBpEaUopPA1rPpmCVhSELVffJ4pN7QB2o2KoSCpgtFxElsYDTcTwLT4OCyk7WMZNbZJGPRqMS99jf349XX3215togkbkEMsjgTWsa02Og9hoOhzEYDIqLVHNxV1aercCitUEXjTT5XNY8t7ESWFCdnRzwTDvPY03XRdRdvv5ODXz9JgDwSfJ6ruJc4ilNiSAAordGPE33WOa6olCjxa0yMAHJ3asOFsVjKgO9PRoHGmcqF+efNxHLnVl0i0gELCyzW6asi/p4NBoVw0JTVci7amcdk/xVm2a8rGdnHpmIScKi5KP6XtN3OMVEPOteNwJavZNyhlnKKysrtaQmXU/v5TS5xvfIy6Z26/V6xbq/vr4u6yVfXl6W+b7eTyJawJm16gbTvHSnFZDU+Bo0mkvFRI1s4NKqkiBUzE5WmYSIstq0nKC7fuXzJ/OJwXq9Xpm/JIYbj8clgUICQB0joeaZu2RUWmp06anMmXVOAcv0bTGQ6jUej8sk+MyioHCjq4KTunmejMG6qk6qg9wi2o0iYhJn5cbGi0Zyo9FzQYE+yxry/smssmmWq5MDFvUZxwD7U/8lXHxREj1PngbNERYgI182KdEmZcrnu7XLdsksUxGBtPhRfKSxovGmutHd3ARknDKLftEoa2NXpt4ftN65vjGn0riSypQXgba3EfvRrduqepYv4Twp2ZopF+cRB5suo3ScwCBrA3cNSy5RiZNfORtC40xT5SQDtGMYy5jxUdM4ye55TyxTF1IazIzhZOa+K9OICaMoYUGVpxlPq5DPEPKiMpXFRXSla1dWVory9r0AXXDS1SABkKVb0x2qDxmWSRieZDQajUoAXcKIApFE4SUBJQuaTOnuEJVZ7aFEB5XVFZFS77k49yIKMvW9Bp/6fNqUDBHbK+NTd1H6ef7PlLZbViTnH/KJzktwdDqdkqGdTbHw92WuMLYDedvbQrzlG4HzHayPxinHrBS/wJu+fZGWpj7JZMeiU1Yfr4fXjTxAS49zS6kEMjcu5WeTMsjkLilTcnQDE3Q1ueyzvsrqykQi5yeNWcoh7iuttqJ1rudwE5MMxGR9NE02+HV617zgT3TnzcGpSGV2a2C6wBJScWuAriYNPmajaQCyM4nodC+VsCw+LRKtJJ6rq6uyO8LJyUmcnp4WxeYJEnQjqzO1dBcHgpSPMoE9DixlzXlUw+GwuCY8gO7KQOWRpbi2thb37t2Lvb296Ha78eDBg1vWoxiLq1GJkTk9aGVlpbhG9dnY2IiDg4PodDrFBb2Iwq3T6RS+YFY055o1kfrNrVEJJgKXzFLLhBTbSO+Wt4PolmUjANK14sPV1dU4ODiI+/fvFwDUbrfj6dOnxfJ2i1QCiS5lllPHXBjKE6TEIbewPXSi93LsagwqMUn3REQtW53Cm23Z9HtewbeoRICWgRspUe6K5UBO11DxRtQztpvcyN6OlGfqP4IwzhxwDyRDbm6VZkaS3kfDRgqSFqwUolZgU3KUZLaWc9WiNJLtTHhzS9rJ+c5/NxHB4nvi5iURYajjiGr8vA9wWniOiOielYBQo7mQ84FIgagBHhEl65DLeznqYj287F5+d+uqHiyvGIlWKRdikDIdDAY1waX3REwmzktBSohmMWrW1QeLmJEMSIEs4aprFlWZUkjQ7T1tQOm+7NPEl7PqnikAPc+fLcoEm/MWgRrDHAwn8Bn8TSs3YrYQyHhZ92usZZawA1AKHQpsrknrbeBt+DJT1tezzmdt38SjTe7VLFlH1zfxH/tLz9G5zAuYjQkHlU3k3pOIiYwSQJPRIXl4dnZWZjooZ0XKVNNnBP7kpWrKE/B6Z8dnldvbaRbdedEGvdCt0QzV6zznkXrSRlVVqXUhd6h84/Shq4IUSFI6Mv+Z6KR5lkp4kjuNytfRnMeUGMuSNeGuRZVf68UOh8N466234vz8PPr9fpyentaSSZTw02634+zsrGwVp6QpufxWVlbi6dOnxcJ8+PBhbG5uxsHBQdy7d68ABVoNHFBKelpdXS2MS6+BJp3Lys4y/BaBHj9+HFVVxdHRUZycnMTZ2VnhmybywTGtXn5u2oDj9ZngyJ7VpESVbLS5uRl7e3txcHBQm4vN2HZEFEuUForH0TIhQoUoHmwCFRFRE/QuYCicZdW2Wq2SICJ+k6VBcJcJ9FltvkjkYIrt40pHv9XmBFyMi2bKM4tVZgow4zsaK1nf0bPhlq0rd5eFTX3mbl3Szc1N2RJTS8mqXJubm8XgkEdRC7RoXejV1dV4/Phxrc3kvZG3bRao8X5pOk4lfReaW5mywbyDXJmq4Zn5KvchV+XRcxnLlKWWuQeIrHi/ysSpHlzflgso6xnaCNcblf+dmZl05IxIQTUYDIr74q233iqLChwfH8doNCoW8s7OTjx48CA6nU5cXV3F06dP4/LyMo6OjqLX68Xm5mZtf8nhcFh2w+l0OvH666/HN3zDN8TGxkaJs8kd4qBGySxChFSmWqxBSw96FvWi0NHRUVRVFcfHx3F6elpWjMrcTKJsQDQJvAxts39d8fh7MgvEz7slwf7Z2tqK3d3d2N/fL8IiIsocZAJNd/VmiSNZOfwZHItsQx13tzTnCVbVxD1O5Toej2tLeTJzXmPErZ2XQYk6ZfzSBNbYR7pPIMTlpiczzsObzovqF76boIsK1b0jrrzdqGh6Jw0FP39zcxNPnz4tClVJawcHB7Gzs1MWn5GcUxjO+Zxl6na78corrxTQ2aQwMytzGqh2j+q8dGc3b1OH+zWOaqYxBTtK3+xkVs7dWVSmFDJkFnUun+kKnQLClShjBlkszdGiXLyO0mhdu2tNgESxLG1OLoGqe8fjybSek5OTePLkSXGBdLvdiIjaik4aVIp9RESx4PVcCW7FaBZVsGWWFePZGXk/TUOmrvz8OleoGZBy3mtSst4/Wk7OwwdStpoCoH5kiKWpnZrKyTZst9tFQbqHZpbF79d5nSKi8F6rVV8JrelZLwPN4rWI2zIlU166pwnUZTKTlnDWVwRpWbtSDnLszPvhc/juzAL2uvuY9bITXPIej91T2csi1THONXWw5m0yj2L19ptGd1q0odWaJC60WpP9TJm84AOK6d0iMoGeLUG+sbFRW7eRlVfSkyPmJgVKxeZxtaYgtuogC5TLFkrhcLk5lYPBdu7GovpptZOqqkq7aAF6Ccm9vb2S7q0pQtoOTe15c3NTLNyLi4t48803o9vtxuuvvx737t2L+/fvx/b2dhHQ2iZPlunR0VGcnZ3FxcVFVNVkEe3d3d1i0XIh70UiZvUJvXIalChTkOov/VefuwuL5AOdz/QBSsDmvOf36b3iq52dnTg8PIzNzc3odDqlPAqNaHFzLYyuNZvFK01lpsBw8KgkP1oxnNLC57FdCQD1fE5L4v2K9UdM5gb7WGtq61kCbhHIec4VitpL7c2l8STDdB0BlidZZsYJKVNMNDxobHBNW87r5GIvbjBl7v4MNHoOg8A/PY2eXBoxyfiWLNKiNXym5o/qOuW+HB8fx3g8mV45Ho/LbJAmPpoFEiVP7urqfa4VkLLOZiHZITzvAiVjOmatueBTxygQrSQHCgY+l43jaIWCM0NUtEjdMs0sVL6L7g62ma7hM8UwEq5yQcv9qgxWWSZSJMp4u7i4iK2trTg4OCgxBCoKTuFRnbmIhVtGGXpeFJILUW3mWdBuoZLv2F+ZZdAkoJr+831uebigyZS7xg9Bj1yjLLOUaqfTKZPU19fXbylSlkNlU3ySwk3neYwK3wGFvyN7D0ExgbQAN6fAcey7peBt/DIoVJK3zTTeYJvp2kxpZp8M9Ol71odAz92m+u1uZwdR/i63dL0fs3AElTPBhXgnW6RCVqgMGyZ1cqMAl/VN5DzIPvO2nYfuPM9UKEuFZfIBjxHt0prlnCp1EBta1hotUzW2sr+kTCUosp0FpCj0bnczcJUhMrZQmtCPL7vlgiMTxophavF5Ta/hButiHMWVtUblaDQq1geF18bGRuzu7sbNzU3cu3evoP7Ly8tYX1+P4XAYJycn5V4paC4xGDFZSeTm5qbMZeR+iG6pLxIpg4/ZrWz3TMiwz1yZutASUSh4LJLEMUGB4mtKi+8joiYs3OvBKRKumOSxkXej3W4XQcJQBoWPykfwKz5WhjvBqcozDWBMEy5uXdHTFBE1sMZknKbnLCo1tUFTXXRPk8KZpUQZq8yMl3ne6fFHehbcyHDLNHsXla9I8piyUny8vr4e+/v7ZU6yZK94vtvtxr1798rURn3E49mUM5aX8jVrjwxYNFmtfv28dGdlOh6PS3YtFZYsLxcAsoo4L1IKiysBqeASDmpwCiUpAqJcuTs1BUWZu/K7kwaDQW16CleVcVQk9yiFnFsVnvUqpux0OnFwcFAQk6a1MKGqyWJnfTV1xpGkOv3Ro0fxzjvvxHg8LnXb2dmpre6kNta7lOSlbGHNXRVD6l2LSLLSGV7IrE8HBFk7R9wGRETvFEJNVmn2rX7m/Syr+F4rHHU6nTJnmdvmUSFJAEVE3L9/v1iwynwU8HSQKCKAZcY339NqPUvoEN+4i5Ht523K9udYGo/Htfj92dlZI5B9mazSrMx0ozfdw/ElsJspUfeAMVTmvOpEsEg5mhkbKlfmSuZMB6+3l4PHWM6qqmqryz148KBWDsl7GWevvvpqmXt/fn5eQgO9Xq+0MZ8txScdonADQQD5yJVp1nas510Ni+daAYkv5G/vEI9HuSDjgHbXERWi3LnMPtSzJEio7F35ZEjEkZnK5GXNjk0b6OpMgQv58SXkWXf9jogaA8gCk5BzNCtvgJQtYyFunXmd6QWgwJ7FaItAqjfj8dmgiYhbfZspAj/OezPLVOd4DY9F3F6PNRsT7rnxTHgKVx9H3PtSvMWkJAenFHgZKmc5tS2Y+IHlzQCJK2Vdy3d47sTKysotRfqy0YsqfldATc9y3mzi1aZvt4ab3LBNlMm7ad4Evtv5hbKGoJeKS9OpKNOVjNnE07PAxTTiM7L/PDYPPXc2L785YJj04m6rVmuS2COLNussDWSmYetbwk3K8ubmpkyRYJBfczW15yWX9xMScgQoNxddGysrK8V66Ha70e12a3MxaclI+Wl6CoPmV1dXZXqD2oArEzGuSUToHUxLQlMmLi8v4ytf+Uqcn5/Hw4cPS7uqvchwtMo1v5R7oS6ym3dzczOqqirbxI3H4zKpmwOKA4AudbUDQQ1jN2ovxpXUt6RMobKNXQhpzujKykpZbHx9fT12d3cLXzHBTRaqJ7qtrq6WZSHlAhsOh+Wc5lErk9yX8uP4yRSqEuc0jvWt5DXyqHjMdyrie8R7Oq850+JZ7yt/xstIkiv6zeMR9bwKXtcE/LLzIud3l48MN2TzP7O2dhCXeW4cPFIOMqwhPtF1ks18rwyHqqpid3c3qqoqm51fXl7G4eFh9Pv9Mk9fnjXxD2coZDzd1EdNoMCvec+VafZxN2mWCabGpZCgUiYz6TlNTMbM2ZWVleL+lQA8PT0t7gF1Apkqom6JMr4qUmfJEhBQYLmoTAkY5JoTytfiEVywgbu7cAUiKQi1AduHcVbVdzAYxOc+97l48uRJ7O7u1mKknoTCmKnKoMy4RbZKI6K0qTYXHg6HpS1EruDcAxIxie1Q8DmSpzuKlCH/iPoOMm5dcn6y5lxLSWmhDFqpbnmz77kYwt7eXmxsbJScgZWVyTrUXBaT4IjCT8BCgkj1VSxVglDz+MSnqoePmQyQ6D2j0ai46aX02Z6uMGYJu0Um8kH2PStu6sd4r36T/1yZqi89jt4UstC9TQq8ydXr/wkSGKdX/7t7OeL2fqmtVqu2TKh2iDk9PS35MZL1EZNtGcXXrMsshToP3YUPn2sFpEzBZcgpu4aFzFASO44oh4wYUZ+47u4lupjYSXpvxET4ebYuy5l1tDMc40O0quWa1nQTXUNLp9Vq1awHKW+2QVPiAZlxbW0t9vf3o91+lgnc7XZr22F5TFrWOZmOFsuiksCRAFRTmEBEhN3Ubz7YI+qLP7jbnETLn5avo3su5ygLVJna+uh49j7yt56phTZWVlbKFodcI1eZjhSmWfmJ7pkfIAUvy1nTq7TvsCxXB6ARk+Xi+M6bm5uyQxLryfFKgKpzi0hNcs5J5fdch8yjwedk4zyzujJ5Sq8AfzclHrEODjzZH01WMcnjpSQqWLr5M72gsojn9DwpUvGfDBTyu8vYrOzzWKZe13lobmUq12hEfR3OJmXThHLUwZnQ4PMioqAcZu564FrPkruA81CJ9uVeEGO7VSgLgpaqOs23W6Nw1v10cUgIcT5Uv9+PnZ2d4pYeDAYREWXZrOFwWCyS8XhcmyrhYIKWsITfRz/60VI3tTUnP9OKlQucClSJJ3dhnq82PXr0KCKerQikKSVqY/FGRN0ypNLlObWP+ECeCwqhWVaCgycPf9DKlKtUywYq+Wt7e7t8VBcKPHpN2u3JpHQljWlOnVbREo/JNTYajYrlyjLTDevhGj1vZWUldnZ24t69e7G2tlZbbpLJUVKmahcu4akkqdXV1RgMBrG2thbD4bCEFtjWjKUtaqghYr7Fz125ufXIOlOmZC7iJsPDlWvEJPxFY4NWqspCmcL+l6eHxgWJMpwhJPG7yxzWScpWyaK8jvWgB/Pw8DDG43Hs7e3F7u5uXF9fF6/j1dVVWYL1/Py89lu7gnn7uLWdyTrqqrvIwju5eTPXggscXstj2blproUMnTpzNqEsPWuaZcnsygyNcXBPs7693BG3s3VVXm4F51MaWNebm5uihJm8RAbQf5VTU4/0TLY53T5y5THjk5bpIpOAB6dmaeBH3EbE3o8itxwdxDFWT9cweZmDTXzUpExp8dF9z08WJ2d5HcAyG57Ai4CTvMCYeER9OUGGZPRR3FZ5BJzKQ2XKaW/kf71bQDOr6zQAvsiUWWn8nkVNXpSs/i7/moR8prwzS5VlpfydZhhldZtWfpcnPm7G43HNmzdNpjKm6svMirc0b17ywd3SfH9W7mn9dhcL9s7ZvJly8UakFUhURlQjJOQKOlNazhxZY2RKXkJhZ2enuKeEnJyJvD5kqkzZUKBm8QiiNVG73S7zO5WFyzUoZR0qucSRGhNRZD1QCbA+UgTqByUd9Xq9sm+gXHVStouuUM/OziIiSjxlNBqV+Wn9fr+shiJiCICI35Wb2sx3omC/ZkLfeY2KV9/OSxsbG7Gzs1ObCtNqTVxfGjviAz1H8zUVx6RFrA2fR6NRcaUOBoOycpIsU4I31Yv8lLl5u91u7O7ulli+FCfzHsjjBCD0oEREsaZl4UrpUsGLXhbFKnLZ1GQEcHqKy0YHyzpGL4nLHfKpx/pl/THp0vnYZR5ljDw+fI8rYdaVdXaZRBLAlIJ0y53xVdZN5VtfX4/RaLKpuvhGLmCBYdaxqSzT+nIeDwTpTpZpkxL1hpVAaEJQLHDTdZmSnqZIvUMYW9rZ2akFxlVGV8AUnFRSjuq8vpml7FaOXL9y0clKlWLTPFGVjQPOlSl/S7g5QGAduO0b3X9iPAKgRSYpU1lfNzc3sbW1FYeHh9Fut+Pk5OQW+lYd2Tac96x+kqtfNAux6hp9N7nn+C1lqk0JuNMPLUj957w5ZtGK54TQ5UIWb1VVVXbnEHL3+X0UGHLtsUxKgpN7V+c9w5hWs8aU6uQxaOUPSJm2Wq2ykhMBa+ZefFkok2URUVMO9ByIWGfKIxL5LIuLMtEom3ss+cfn+YfeiSx5KLM4szpPc1eTj8n75EuuLUDgFzGZbqhZEwIM2mGG73Y9Mq8y5fe89NzzTKe9tMllMe3ZjgKaUN60Z9Aq030uOIS2IuoM3vQOf8a0a+ctnxhajMT/tB6YzUv3GKciuDL3d6oOEqTMaHarIPMKLBKpXLSItra2yqpA5+fntRVT6HqdhsYdPGWCIFOSPJedd16h0uG6tQRgEn7yUtAlnHkPMstCvMN52XTjkpqUqWfrEsRJ6Gbt6mCSCtczlQlyXibKxv80mUDZ4cCbssrbwv/7PbyGPMd4aZPHLPt4KMPr1QQUnDIji+cc+FNm81hE3OIj/03Znrmns3fflea957k3B3fmyFwFfn2TZUfrwRVWU+O4oGu1Ji5VubYklLhkmqxDLvjsStUVM6fhaGI7Y5hNzJmVudVq1XaD2d7ejqqa7OlKJOkWCVGlnkcB64JONB6Py5xUrX40Ho9LGWTV6N67uje+WqRlDyMmVt7HPvaxePjwYZycnMTh4WEMBoM4OjqK4+PjWn0ceVMh060lyzWLH5E/I+pzcl2YqU99RaGbm5u4uLiIdrsd/X6/8CS3zYuIstSjkpeU1chyiD/Jq5ySpX7lwiGZBeKZueI3lYeKMxPw/I6YhCXcwpCFq/q02+2Soa379KznEXpfLVKfzwsEZDkptkdXuyu/DPCwPZgP4XKU8UPNsRcRTBHYSG66t4Hy0MvpvNAEOp0yRUpZ5Z49tQfn5Iqf6VmULOZ4fTfornx4Zzevv2QW8vHC+bP0mwKc6FuCYZpyosUihSPmogUmxqEQbCojn0uGcnQ5T1v5MSIsDRyu9CG3HK1QKlO9n8zNGIv3gRS0hLtn+Xl9F5WYaKS229/fL1OBtJuK3NpUdBkKz2JEVC6ZIsmEjB9jf7C8EhBaxlJriTILWeVV6r9WhJHAkMXofNrUfywP66M6KiuaylTjxK0VkQPezFKXImc7y1qWpc0ZAk6LrEzFT01l9HNqL7osM4/XNBDrz2vqFyYYamz7tC3KiCbQqOc1fdx7cxeF6u1IUKjn07jSt8a/K/xZY2BeajL25qXnyuZ1RUFmoOJSbECInJ3GeCDvIWWVckUiK1RzjbS5+OnpaYkNcqk9utrcDZIxF39nClr3zdOZ3m6u0PU+WReeIOODrUmpu5Upwc1N2F2ZRtQTZhaRfDP38XiyCXXEs/Izoevy8jJOT0/Lak+yuthH3tfTACBpmhJwL4wstIjJtBHyivqFx1ZXV8t0qV6vV+rJWKbijnK/unJ3AODCiUrRy83rsjbJvFOeme5AktnMXOFJ559XiL0flLVLRH0su0XpSq5JsVI+UOnxHp7z8I3u17jwbG2Xaw4sOQ4y+ZIZCjp+F2VG/uS3K3rWwb0u0/rC3zGNsvPvmWU6rUGJvOh29F0zvJOo2Gh1ZAhJ38x6FBNp3uTZ2Vk8ffq0BKMlWKXUlUFJIvN5xzmT6Vli3CZBwA50Ra2yZ8JN1yjTkZmSbH+PDVRVVQCFni/rQvcPh8Oyiz2z/FQvMvKiKlOtxEN+aLefZb3u7u7GBz7wgWLtjMfjODs7i9PT06K8lP1Mgaf6ThMkROKkTHhQwejZcr9JqRLARERZwIH9yqkvzLLVcoL7+/vx8OHDmmUpQJnFyjLAq/HnljWPN5GDWrdW2U8a/3L9aiUxjaEMiL6IhfHVokyIZ+VWvytM5O3l4IT8x/FIMM/30LDILFJO/3NwTiXbFMd2ORZRNwT0oQzP2mBaG+m4W6tUoqyP2sGXEZzVF3xPVkbKBi/3LHpuZapj836IIjL0m1mmjnIZjyJzSkEoY5UKj++mNakGY7lcOc5rcU6jeVGRM1sWqyOjsdPdCmHbidzNNM0iWVSrgApN5ST6zuZ1uiBwRdo08L0dMyXR1I5ZG4r3OE+OZXGLgX3NaQDy8mh/U97r9cnCEnT76jcBqtpT40Jl8fZhOzXV2wWwjyd3L5IWWZmyXtOsIl2jezj2dCwbe5SLEVG73j1iPOZeNn0/z8fr4HWepowIzL08Wfs4ePBx6vXwMdJ0bVa+Jmo6954oU855ywYNXRf8zYGr56iitNQi8o6X4pQg0vq2XAz56OioTC3p9/sREcUKraqqJNqoTJkAUCd5xiEnm7vF6m5BfxYHDhWB+/zVBlSK4/H4lpD0d7E+Kru7bnUNY6Yqp6x71ov9t2jErGeVVcpGx8Uv3AA9Imp9m1mZrmzUj1lMWc+kVcapTA5YGIrQh0pQJNStvpCyJL/1er1YWVkpbuGNjY04PDyMnZ2dmpDVnGL1vYcUNM1FFq3CC/rt85p9TLpHJxP4qnsGFH0dYo6FRVakJFd6OpbFE1U/ZnET2NNKb3qXrmNb8zvzMDn/8L+7fwlsvM8c1NPrqGu46UFmpWaKibLS3xdR3yNV+S765n20rOdpx2nk43xeuvPavGQAEQURES+VlVuHPK8B51aXnq2EHAkILcmnqRBf+cpXavHRlZWVODw8jE6nU3sW3dA+yOlWdbcHO2maIuU3O9qtYUer+jBTzoPtGYKnUCNTZvO21DasNxOYvK8WUaBRGLjVGVHnQ64/HFFPWpo10LJ+0zN4Dfkpm3wuEu/SY0Jh4eskCxTxvbqe5dfKR9rNiIJ0NBqVJKzMMzMeT9bIzdy/Elqe9EXepVVGHuL4ytrDXYtUxqzzy0DTLDQ/RgDLe5vGHfnQwYmDD7a/83r2cVnm8sUtzEzuUJaQPzwbWeRKWsf07WCAddPzI6IoU/F5VVU1+ex1aOqnWfSeKVPveHZoZull10XULVdOG2Cn0Jodj8dlmou2MZMy1VZO3Ohb6EhxKD0zIkrcSs8XeYfNw3jT4mvODO6edOTjzMLn8Z5pKfPO1LxGwl6MR+HFuYi6NnPtLQIp1V9CmECLSpRZy7RIHRBF1JfXY79kfaT/OsakD1l/FDpSsLKSdT3XQXahR1AlohLUtb1eL05OTqLT6dSmzYhHtGgD3fsiCl+WQ+fE11Kouq4J8fuxJsCXCTYfa35uEcnHrY4REIkyoCrPRKZ0OX5pgXKhh2zMizh2fQxngMYVqQMk1tOPu8xzkJjxSxP/TBtzTYDAZTRjvnflnWn9Ni89l2VK16KOeYYavxWLqaqqtiathA/nVqkCyj69ubmJXq8Xw+GwtjfpxcVF9Pv92ipCW1tbsbOzE+vr62VhZDV0VVVxcXFRK2PW+c5kRNCcQM/kHj5PLgkKJwcUWQc549FCUFk8GalJmcqtLQbnvDO6j4kEWZdFdfOenJxExCQ+KiEjZaq6asnEq6urW+vLUqlG1L0V7rZqsjr04RzmLGNcc3oZntBH/SmXasSEB1yYKBeAwK7f78f5+Xmsr69Hr9eLg4OD6HQ6sb+/H6urqyX5SlaxxqCs0aurq9IWynLe2Ngonp3r6+t0yUV6Bzh2m9qKY93jff75WiCOSSoo1V05HhrbXneOc4JErY42TcG5JebKgGES9bt+U4lnYIfl5TUuLyhfKEu9f7M28ncT+LN8ei5/y4AS//pY8ueSfMw5GJyXnnvRBn27QM8+fg8VsxdcHwl/LrWnqS+aT6j1bem+pOJz/72EKRutaVDPY5lm1orIn5O5x/16R0PZwPQ+aHqWtyndMtMG3l3R2FeTNC+Tlo7HLX2hDvV/k6ucIYcsZpehe13H93BhED1XIEbWKBULBaO7X72M4vGIiWWqcl1fX8fFxUVxDXN5NZVPCp1KUXWh1Ukg4ILVlanPXWyygppkBMktnq8lysaWu8BJmQUYEbd4ZpqXIJO5egavc2DU9KwmS5V11PNloOhd9JL5s7NnZeCqSS77c6aFw+ahF+W/Oy/aIGGiBtM33WVEXB54/AAAz85JREFUBxp0LgTEVBH5upVcW1RWBpUmB7G+WT5ZttqEmVaeFLRvASVhI2tG6+nKquGSfuwwWuJUXM4Q09ynHCQioivFWUhVVdWSN9yiYVszLT9Ds96ui0gU8EziUPsQcIl3aF1RmHhfUGjwWKYkaJkyBs/Yt3hQbe7WGV3rVNB0xdNiVfl9R5jV1dWSgLe9vR0Rz2Kp4m+NRyZIicfFy7JSuYyhb1BPUMKxkrkdfSxyGpu3he5xb87LQC4DnKhk1A4CWO12u7ZmbpNVqGN6BmPmmUWfgUzyGK04PcOVqtdLngeVU/2mBUUo15moyv7M5IqXPQNylM98D+8Xb66vrxdvFJ+RKeZp1unz0p3W5lWhxAAMAhOt85y7KzMLiLuAyBXJY1KkHv/htAg2CJUpM3Lb7XZtZRmidz1Hgsu3neJ0C6JyKjJXqBH1OaEuwN1adWZ268QtJ7o7s+fxPbJQssxpPV8Dxz0Gi0IaILJARa1Wq7j7pUy1HROXSmO/+MChhUql4G3qio+uOO9bLhHp1zmvEEzS1cdwQ0TUEpnEh9rjcWdnJ1ZWJktmSqhKqUuAS/iI3zk2BIQVL9VYcAvfY+0Uxt4OmSL1OG7mQl5kyiwjkYMw1VegQsqUc44p9B0U6xn0tLAcbHPyJvcM1Tc3+hC5Z0LHOB5cmUq28x0MubiS5m9vQ68HdUYmDzMQIWXK1ctY9uflp7so2ede6D5z3/g5/td35trVYHeE34RCHEVl7yUDU/l72ZpcDFkWryM2dlRW/6xsTRYQn8F3ZAMse0aGkt1Szto0s669PxeFNBAl7P2cXJ2ypiJyt1FmceraeZUprQW/js/w99OLQr7yd/K54sdWa7JucDYe1Ab0VriSc4+Jl4WKVESvkkAJ+ZCCkELMyYF09m7+X1TKBHPTOKU8ooVaVVUNFCp+mT3X+zgrB/uD7eqKiZTJcJdFDvzcyszksFNmQDn/+Hhx3srkvh/PMnpd3mVAJTvmfTAPza1M2YmZm5eC2zuOv4lOuRYtEY4qSOHJ57Bj5N5zxaHs3ojJnDoyNKcyUNDJktXejXLzcmFoCSVnDBLbQG3kMQsKTVqMFCpNile/aa1K0HGwCgkrBi1hSqbk+7VKzSKSFrqvqmerWXGgy3V1dXUV9+7di9PT01riD+OB7v4SuRDJwKKHNDJlq29ZfbR6s8HP9zn/67qtra2IiNjZ2YmIKKsdRUTZOGFnZyfu3bsX3W63tqgJt+LSOOOcW/Gb7pHlKVCiY76SDsdLqzVZ7zcTZGwf8j2fO21Th5eFMiFNz5BmH7RarZJAtrW1Fd1ut7Sp+IQASnPmKatcPrj1pmepvRmioheE8nUaeGT9aKX6wvOuK3i/lLu79F0hZ4pP91J2i08kq5k453xGAOCGhdd5FkDI6E7KNBMwVKSZVdNknUnhjceTqS/eeERjuk+NRBSdKRzGbqVEWIYm61fvlCDJXLsRzS7Vpvq64mtqL6JK72wOJj+WCTABC18Riu3La71ci0ZZNjPXf1Y/aVcSLtzAOhM8TLOieN770YWM3+sCkYKGylTn/FkCnaq3FI3uUTgkYqJMNzY2YnNzs+yX6/kKEVGbe6vyOECTwmTGPQUzY1sUVj4nVc9z3mRbumUqZer7yy4SZQrTz/uYpptXcUat2qb4pbeZAy+2H9s4I/dGZBabG0UuRzK5RYVEJcUy+XOy52fKk2Xnu8kjVMbuRuZCILp2Vj9OU6herll0Z8tUApovzAqpbxVYcUnOt+N6pW61seOpWPRN5MHkksvLy2Kl8N0UmrSK2WGZoskshuzYNEaJqMcw2C5NbTeNMuXJsqtttG6x9viUYlF7ZfG+aYjt/SZaKxTGKrMG0ebmZtm+zDef9vpmoCY7p76mZeoKwcmVUUTcupbvcIEyjRdWVlaKpd7tdstGyVz5S9NhFFvnFDXVhe/WhwqT9RuPJ1uE6Rqfh8oVnESZkM6sHbbFIrt5Sa40s/OqL5VpVT2bOqV1ijNyoOHeLV2T/XfA4sAlos7TGUh3OZe9xz18ruAyj6bu58dBl/OexrfAIUGczrnR48qaSn+aIn1emluZMuiduQJcKHg8SMpLCy3IciRap6BhRpaeRcuK76Pi1E4bWrBBbmSiaJZH5SeS8U5mujcTWXSMgsWZiG7cwWBQYyjdk3V+EzUhSPaTBKcW/z8/Py9zHquqKm4ZxmxUrsx1uShEoaN6C/FzcO/s7MT+/n5JRBKgUv3pos8UiytbHvOBTuHQFD/KrvMxw+umPUtEBL67uxubm5vlu9PplHrKDSd3s/qe7cYxRUUqXuISg+6SpdUcMUlOJPBxoar3+HjzkMUik/MHKVNM3M/08vIyqurZZvZV9SxkQbngiiTzYug9rjAotzLFS+uX4SBeS7DDenryp/rMQ1SUa3ymPpwjOs1C5X/ew/Gr4+5JbGqbzHJ2omK/C905MMGOJjnS4HlaBBLg7mal9Ull2cQs/C9mo2uMv+mKUHkc5WXWgTPDXZUenymm4zsdxXndvaOnvdcHtxQjM6GbrAH/frcR27tFGc9J+HPQeawvQ7yZMMzawI81tU/G+/xNt1g2kDPEPqsdJLyk3Dxhzt1hTeOT9aeiEw9lZed8Wo45nc+snexdrI+386LSXcrmfJPJQrreM8oAmO6ngtC12f3ZN5/lllrWD5kin5eHm8aey/kmkEnA16QTMl5/XnoehXrnhe5l0bRak0W5iQo0lUSCTjHRfr9fGECDTh89M6LuTo647X7iAJQSVeIDV5k5OTmJXq9XEDVjMYzPZB2XdYjuVzITVylpEqJUjJovy8XOV1dXY3NzM52+Q8WfoSm3jHic7zs5OYnz8/PasnvOsBSIi+zm5W4rrjx1fDQaxfb2duzv78fKyko8efKkhtQdVLjlqd8816RIicTVd7zG46U+QAnwWC8KBhcQflwx4m63G5ubm7XlNPU+JWZRMYqvRC5YnVcICDkljfwmq0PzszNB7+NEAIDvZjx4EUllIwjOxqSPR85U0JKow+EwNjc3Yzgc1lZWUz9pXKrNq2oy+0Gerq2trTKXXqAq4yuvgzwOAkouZ/w+/qY1SkPAlRqNFlqUDirFCxwv/t5sHKpdJJu5gcM0l/g0MJf9nofutDavGF6DUgVh8FdKQYwwHo9jMBjE6elpTTGo4yPqwpwDzlPlfXCrDBJknF6jWBndr0pMkQCaZgVmaF71owBvIjKk2kKbQOtb7cSFm92lo7b3vvD3uOAfj58tQaZlF+nKyRCnK9MXQXXvFXkiBHmEA7nT6cT29nbJSKW15O7aiDzJSMf9PMmVmkIFjOeIsvv5DtVrGsr2cxpzirtRkIi3xF/u/qISYFkYvvBj/J8JbNW5qqqa69djVSSVhe3GEMwiEuvt4Zym6+mZ0v9+vx+t1rN1luVBEh+5UqEyHY2ebWLw9OnT2hrUTDQTNf33/AF3J2fWHQ0EAoomeS3imHMrODOa2MbuseM58rF4nOEPfxb7g88Qb/L7eei53bwRE6uAlinRiCxFLQtIRcjBxUQNNgBjOnqmC/3MUnBEpGulYCUIuLwag9p8Hwe5x5lITQguI8VNhPKlmJksorbwdvF3uDBkOa+urspqQC4cffCTURdVkNF7wcHIgUgXZQaWvO+mCcBM4Tpy56DVMUfcjoCn8UemPP28X8cy0wIScZxyDeZpbSA+YFtTGDr4Zc6BxmkGyvy/FL8vXrCogI40zYLy81lf0XM3HA7L4jC8pol0Hxd+8HFAq9Z51fmUSk33eL0kJwmaMms2U5pOkqOepex1nwZsMxmsZyrWP6stm97zPPTca/MKfcra29raKnFLuSFOTk7KHEclfxA1aDWWiHpDqKO4yg3fq+uJfiKiuE3H43Ft704xFRd639jYKN9yj9GyVdm49iozQ4kCm4Sfd7yYS5b6yspKDAaDWF1dLftRSpG68M4YN7N8VF8lHz19+jQuLi5KslcGEgg8fHWhRSLNq2xSMmonhSEicsGeoVw+x5WHC0xaxY7CvXxu6bngaVKaOs9v3iPB5nOfff3iVqtV5k2Px+MyZ5rjwnlNypJWQUTUrlciCD1VAqi0sNim3i4RUTxZzKXIBOUiUlM5M2HvyqyqqrLb1fn5eZycnJTxr/WV3Zrj5/r6Os7OzuLq6qps6EGelBs4ItJlUMlTVMY0FlwJu8WneriV6rylZ+tZku1NIDSjLETjfcCwX6fTqcXws7HsYDmjuwC659qCTS/hgJZ5rQGmwcHtsFThDLGps7KKZu/3eJOOOQPQgpGw0b2cFC1k7ZYpO8FdNSzPtHbza1QOdfbNzU3ZsUPnyTxE/QQRGTMwPiELWEAmQ3X+n4p10ShTSC6wMgtynj7y/xkQ4nuawFMTOUpnP04TJNMGs9dRQszL5GPVQdq8SoGC3b95ntfNUoyZAJ7mMl00auK/eXiOGfUap763bfYcthfnj+sc45URt/eQnlaHaXJtmsGQPTMDqioP5WwWcmA9p70nKyPDLk11nQaovbzzKtS5lSldbJ1OJ9bW1qLb7cbW1lbZwikiygbeTEhw9JAVjsoqE25N5GhFUwCkkPh+ZwIpHCkbxS24ChCTo7TIRMRkHV/GHDwlW++glcAYCy1g3a/J6tfX17GxsVGLZbDsfAffqUX8B4NBbc9XuuyaPqqvo8ZFoc3NzYioC3n2fTb4MiTqQEmUCZtsgM/yQHjZMvAYcXvd5mzwsoxVVdXW5OV8RfGvQgd67ng8LoveZ1ndrCOPkV881KB2ckFIt6InT7GdHDirLbydXwaFyn4V+dhp4gfJln6/H0dHR3F1dVU8VN5mLkO0cpJk1fn5eXS73Tg8PIytra3iMmZGP8NplBseS3cr1Ps+q39EPXGP5fV7+H4HXnyfP9vnxTvYZdmpTPlcTxp7Nw2HuZUp15DUUntbW1uxtbVVSxDSBt5qCK6K0jQ4dHyaMs2Eke4h8lLskws5+LsllKQEubg+U9XV2BJCsrxbrUkms65jsgXLxt062JE6p3mQmTIdj8clU1nkAs0TceT+0X6XdPE2DdBsgC8idbvdiJgAHPWjCx99NykMKpQmXmtC1i501K5uBeg329qf4QCryUKlkKJHRu8dDodFyWqpOoZLJEQpUJ2a2iHzBrBMVMwau54xP48yZR+ybRaRsnagnGu6jrzhyvTJkycxHA7j4cOHNZCia11prK+vx/b2djEEzs7OotVqRafTib29vbIM6s3NTdlVSACMCWxNix04EPL6kF+oFH1cuUJ28JGNC46JTDc0GQI0Ssj/PKcy8d3vFt15oXuvMFEolQKJymvWAPHG8U5T51AxURjpNxlE5NaIFGTGOBQmdD/pP1GSrlcsKhPkmWCOmMyHZVaeps0w4cnjJny2yqZ7ldDAGBTf2dTeTWVdFJplrdDi837VvZkQEPm5TJA4EHGLygVKNuD5bpYr619dq/71uuj94h19cxyKV7kVGz0mfP+8/eDtlJU7qxdlB9ubwn3R3bwZOGiiaeBMNB6Py8pt3GbSwznelpS7dBfLOFD+hZSqnsX3RtSBgCtxylzWnee9DaaN0ybZRZ5gWEvXOTD1NnWlyez1F6V5efFOKyDJIuNcMlkLakAtyM1KX1xclDlR0+Z3RkyEEd2mOt9ut2uoVwMvm/ahsnKQdzqdcq0UDTORfSUXLpSucnMdTQm58XhcLEqfJ8YP66akCyUhdDqd2NraKtao3qEyM4mA7xep/ufn5/H2229Hr9eL8/PzmiVCIUCk7ABD4GFRSaiePEZBoBVlOHdP1rkGa5MidQHhU0DkwcjKpPMsk58XOTh1l69fI2L/6x5fgJ7HeL+7el1gubuPwJVldSCdZYuKhzgH2OcEUqEr8WYWYFoE4jjSd1Zm5y8Htmq7m5ubePr0afT7/Tg9PY1+v1/m7DNMRZ7knqSSIePxON588804OzuL/f39ePDgQbTb7ZKPcX19XUJwCge12+2SR+JWpMqnMB55SkQXLdtD8i9TZpTJmXyii5byiWOehg3f3W4/mwK5vb1dAIrrhqY+zYypu/DinZcTZGNzPpsqzsxBfaT0GIdRgdmIZJhM0apDqUz5LEcsbrlq3qHKobJp7qi7aNlZSrUW8yuuSLe0hHhm6WUDImIi4LgAtixTruNJRiPIcFeF3OyMlXqbNlmiVPqLSE19LXK+5PKOzlPq/7ui6Ozdfq7JNdpEmbUxz/2sr3iCCo5TvyIma1JnY4vt4Ire28LL6//VFv6ezHul96rP3NJ/WWia0G0SymqT0Wiy1KgUY0TUFm9xJUwwU1VV2SXr7OwsRqNRbQEPecxkGMj65cbeBE7sT92f8UHEZByxbBmY1PkMZFLe+D0O+DM57+NNQEMGjoOfjLKxdldQd+epMRyoQipkFiUAyXqQwJLCYIwwQ7z6z4bwycBSqlxk25EEM4jV2LqOCl4Nv7KyUtY15QazzrSyUt165nJuEXELRTl60n1MghoOhzEej6Pb7Zb7ZElQKXCqhxhU152fn8f5+Xn0er0yWIgc3UrOlP2iWwYsH+focqeR1dXVGAwGpV84oGYpKwceblVMaytaZy6YMuHi5fB77nqe73APg7w4fL9bnno+450eWsnCItnzSGxHXqP+kyU2LwBZBMqsGf6e9eHYVOxTuQ6UQ5mBIE9aVU3yBrixw/HxcWxubsb6+nrs7++XLd6U99Hv96Pf798CPHqfy25OgyJPZMqM9WJb+ApI2fhpumeaUmX5pRt83POZvN7pRWTfcylTzQ3jAtoMmnNXEnWIFlofDAYlY7bT6dQGHjtJy5ExQC4lzjKQKDAZG9LC0n5NRJRyrKyslCxloRq+s9VqFeUmNFlVVblHSlnIjAkyin3q/ayHFGm/3y/JXTs7O+Xey8vLmmDz2Gmr9cySlSX65MmTePLkSVnkXdfQU5B9XMkuKnGwOYjRhgfyEFxdXdX2oiVRObmA8/fpnRkiJl85+MsAGd+dfbuAzkAkFarKpQ/nVuu3u8pUbwofdx/T2nUF6wpV7cZ6ehlZzoiJK08Kg/LgZVGoapOI27yhYxnPON9wnJ+cnMSTJ09ie3u7zJTgM8nrkluSh+Pxs8xtrajU6/Wi2+3Gb/7Nv7nMRRW/93q94vJVApv6T0pd2eFyITMOSZ4RaQUu8V9EfVcZ/c68kyS6ZX3VqGz8uZGitpGnIzMm2IcshwOiu9CdlSkHF4+5cCIyYWW4+IF3CJ9NFyenobhrbhpC17VNKyypDJ7V5vGraRYMhV2GVDO06mWNmFgNUr5kINWFTMR2lpLXvrCZe5jvd/TH9vDfi0RZ0lfEbUQ8rU9IzkdObL8mRcff/l56IDxbMnvONGVK5cPnq104NjxG1MRzXvamT+ZBmqXwnK+cpwg8OO68botITTxzV8uUzxBfaxyvr6+noQzdI56Ql41gUXJ2OBxGuz3ZTJsAyePWDA/oflnCtKKzeosYFsssSm+bu7b5tHsczGYJqPNapc8r/+6UzesoOWKSRapguBQlBb4sMQn5wWBQyzokaTBdX18XZtCcqfX19eKu0EpHFDBCJSpvRNSQFZG8mIgWJZdcYxxVHx3Tqkn6LQvZF3RQfSImKIuWgZK4dM/FxUVpH1lZ2bPJ3O12O66uruLk5CTOzs7KqlN+fWaFZhYW22nR6PHjx7d4UCCLyWbkM051csvQBVpW7ybw5hYy+0OCjcDMk3v8vdN+E/BpbqGsOZVR/CVe16pjAmnieS6qorqp7TLL0+vj1irbktavtznjaHLpRkSpS8SzFa503j0Ji0TTLBse03EHu+JJXUvj5Pz8PN555524vLyMV199Nba3t1NF0m5P5vvr+Wo7Xas46qNHj6LVmkyb0UwByblut1vkkZS49kF2BUnPh8sQTcnjeXn53DvD0BtlpJOPLRpqbHudH4/H0el04vr6urQPpzo6QHbPFMtxVzl4Z2VKYcbCKV5FVw4ZRYOQlumsHQ70m+7X8XhchAgVIBUeO45xRzWUhI3in7rfLVRmIuqZci8r045xDbpyvc0iJtNgJGSkjLla0Xg8LoNO8Q22Ky0P1ZlLkilWyiy5zC3ShJRpDS8anZ6eRsSzrOzNzc0ago6YZJxLkXDtUkfXTplCzZC5D2rdQzepKxy3kp0vZh1jSGVnZ6cAOO7OJP4jD2n9Z/G6hOF4PC5Tpzg2XZl62bPzaieVQ98+vUPXqY00hjVeVc7MansZiWWn10nxR+dJtZMWcJBBkVmnul6yQyCE8u/y8rIs5nF8fBwRUZZ85c5XyqKWfNVeuL1eL4bDYSl/xLOsYfGUFgJR2a6vr8t8WYYTtre3Y3t7u4TRmIwaETXglHnNmoCuFKqDXLp5NU58mzsqYxpYz2uRiu48z9SPkRlc0eoeWWBVVZXdLaiAPBvRlQcVgVucXERBg1dMpWNu8us6WscUFnynlCpdUbQynNydwcA9LUPVTQAhYrLKVKb49Ay2Oa0MKQ9OAfHneDmdGb3si0ZM7lJavzKs2+12SW7r9XoxGAzi5OSkZDAS4DXVrUmh6pgrj1mWJZ/hse6m+zKlLb6hQuRY4TMY0/JwAIUILRhX9F72Jt5hW7kQZL0ZM9O3FoGhUqbFvoj850QriZTJhUwGZCBKSqnf75clBilf+Q7KW/cuaPUjAXIt2nB+fn4r50VGB8HW+fl5GWN6tlZWk4FC2aZpN+fn57f0AMsbcXtdAFqmmYLMrEe/nu3YFDrIeJTv+aopU5IKI0XDHWPkdmi1WkU5dLvdePDgQUmKiZgsWydXgNymQi9aeEAV1FxLVVzIW25e3Sv0pUw2uTFUVgkZX9BA5IqKCUp6T7bNT8Tt7ctkAUvZycUjpNRqtWJ3dze63W6cnJwUhOkuObWVysaEKGXmuYtXipyWWZMV6gpVimfRSIBMGwVETLwbQuij0SgeP34cR0dHcX19HaenpzW3WsTtFP1MOfJaffv5TBm6xZYN0GnPoYJ0ZakEE40FjTO6SmXxyYsigUoFRveul8t5WvXgfRmRbyScJQOkQCSA+/1+9Hq9W+3HhMJF5UEnljMDS7qG65TTUJBRIbkkICiLUnP5d3Z2Sru6J0YJdxETcCLPRUQUoK3tGOXOlWFz//79MrYkU46Pj+Pi4iI6nU7ZG1grquk9EVED8m+99Va8+eab5R6ViwpT7SNZLjnqBgANqQzouxzj+FHdJf81DjIZqHe7wtVz70LPrUxFLkQyhCt3pixTDRpf61YN4QrPGVZWpSxLKZaVlZW4urqqZeDS4pXipzvKlYd3nizRpgSlrE34DJWzacUZKmhvY/+ovrpXytI3FXheyzSryyIR3UFyCbLfFSM9Pj6Op0+f1pD2tDplynPWdfzfZNWprNnvzMrgWOL1qqd7U5iBSc8Q24pKU8+ImIRImhS+3pvxzTRrzPmbY4yWtbwsGhccU++Gy+29pmnWaAbK3Er36wjiNU1OlqmynDNLT32u/qZbXS5Veqx0LWcZKOuf8kRT7LQJx9raWgyHw7ITjUJjVKbD4bA8i/V0eZmFQnQP65a1JevfBO68bZrAoT/fAfZd6U7K1AeMmIPKSG5HKhD59yMidnZ2YjQalYUFlBYuq1GJN0q2iJggsO3t7XjllVdibW2tNvVDC8JTqPR6vbi4uIj19fUYDoclNsAd6bkAhBreXb6dTqcws8dWvdM9/ivLVPELLjiumILeI0WfJT5RuEo4ttvtYqH1+/0y9UhWLOM0mWLO3CaLTkrGEGldU010ZxxH8SQObFmn04Q1B1REc3JSdr+O+fxOklvDPE4BQPcawwwa9PP0nwNCJpio/Qi4XPjrXXRR87kuDFk/Wqc6Lh5nTF8gUECaY+9lowxQ+Hn1hVtWOi/QcXl5Gaenp0W27e3t1awnyTA9x/ND1I7M3nUlJ8WtRWIoM5R/sbm5WVYSkwxTWckf4/E4Dg4OSnKmflN+ZjF3Psf5r2ksupuc7SggcHZ2FmdnZ7XVocib3vbvhhy8cwKSiGiTmZTMKFSl6b7VfCcyjZSDAsdiFFltCpjv7e3Fa6+9Fuvr63F6elpb3FloSwpFLo21tbW4uLgo9+/t7cXa2lrJapO7Q+9nWSTQuJLMNOsjC6RfXl5Gr9crcRCfxiCrYX19vbglPBGKmY0UrsriHQwG6bwwuZRZJgdBKodbQ4tI29vbETGZziTX1cXFRZmry/m/bv34VnSiaZaWfmcDkOSWmJOPn0yARNTneVKZcozpfVldsjK6YnIPySyvBQURy0zBzut0jHVTBj5dlRLag8GgKFMBb2XlvyxEwd7EY65Ms6QYKbTLy8s4Pj6Odrtdku0yEKP/nC0xHt+eExoRxQqV7OUCD5IFAjrn5+fR7/ej0+lEr9crGcAOwBj2Ojw8jA9+8IOxsbERu7u7tfUGvA3o9mX9s3blvSK3Stl2p6encXR0FKenp0WZukXvffRuGBZ3dvO6u8IL5WjDUQQzYrlakoS+OrjVatXWqOWUFX6oqLncn7IVpSy5YpIUjcrE6SdEP/rW70z48RyVlSxEdSa3QWqycthGjMu61e2DjlNhsg/fMY8LbVEVKl2UTDSTN4Ntr4EfMf+G55lSIXHAZ6CqiTJFyuP0jnAaDKd8MfmN3pEM6UdMhM20jxSbvr3OLugza4qWK+9zBcwMeSlMro+tvqQyvUsbf7WpSfg3XRuRT7mY5iFRhr8rXX8GFZRcu5nHQCERl9FeVvGhL8mXgUrmokjW+mpw7tnwdtGzmqx5v5blFMmQ0qIVXA/erdwmpX2X/snoTsq0qiZ7gPoApIWzsbFRS7zRNa1Wq4ZOX3311RgOh3F8fFxQmFDQwcFBsRC1ziRTnsUwsjK1UoiE6JMnT8oef/fu3Ss+fyWpHB8fR1U9W5hf01DoxpW1KkZhI7MjhQS14ogUuZIINBAGg0EJ3m9tbZWAPzNNxZBbW1tlCoSAAplT77y4uIinT5+WGIv6hpapB9592kwWn1tU8uzs9fX1ePDgQezt7UVE3KrjcDiMR48e1TIZZTVliDQbyLPcjdMG+azfEnjkt263WwSS+p7X8pv3Z8lEmaXM2KvGbcTELev5A7pHz2KdaV27tcT3qc+0ZePh4WHcv38/RqNRvP3223F+fl4r8+bmZgkLLSJlwjazcqZ5Epp4jXLl5OQkRqNR3Lt3r3gAqTAZKmLeBRMX9WwZDTIcWFZOHRQdHByUOmgMcJ687pdbV2E08TH5hfH7JkUlWZgZZl7eTMGenp7G48eP4/z8PH7t134t3nnnnSID2ReZx6CpbzMAMI3mVqYqEBWAW2Meb/QOjZisxbm5uRk7OzuxtrYWp6entf32lLCk30Tvsk4553RnZ6cop4go7s1W61mc9f79+7G2thbHx8cls1PxtYgoc0Z9SS1liTITVHURg3HNYWXTChmJgdvtybyvVmuyVCKt/Ih6Epbm1up+DSQqST2TVi+TbthP+qYFm/XxIpOUIC14CWj9j5isy6y5cu12O87OzmrPygapvvWbSpf3NVmnfi778FrGRuXe1/rQa2trJTPd7/HneGa581VmWXjSSpP14PX36/x/pkzFewLG9+/fj9dffz1Go1FsbGzEyclJ7Vlqg0W2TJ2axk6mTKddJxqPn80FVjjHPXx8Lr0TnLfusXvxGstLDxz5S9alPGD0+LDMnU6nzCNlcilBXMb/3mbUI03t0qQEq6oq8vfs7CweP34cjx8/roHU7L5pivN5eO9OylTCOOKZ4JciYUA9+2SFlrBYXV2NnZ2d6PV6RVFordlHjx7VlMpgMChBZU4vkYUaMZkQrpjo1tZWiZPKJaxY4+XlZezs7MTe3l7NMhUz6vker9I7r6+v46233orHjx/HYDCI4+PjYpFr/eGDg4MS81A8WLFZJiOtrq7G7u5umd5Di1TvU5xQa28KEPj8NQc5/s1rXybSdn9ZOj0FleI7EVH6XvPrIm6vJuU86laGK4rMXURFymNUYtmxpoQMomjyQSaY2B4iZf1G1GOmUpwSlBG3Y6Jet3n+8xh5S7wmkCfXpeLbClGsr6/Hzs5OmZO+yG7eaV4N8pRkiJIQ5bIl7/lzCXiurq4KEFc8lHxCi0/fPm3PeTwD0R4+IW/quHsf9A7leniC3LR282PkF+fjTOFKqSuuzGk5AtAu/whK1VY+tjN+u4uMnFuZSjgJqUREba4nkw9YEVqsEZPMwk6nEwcHB7V41mAwiMePH5c4o+ZZbWxs3HLtepyJyqeqqhKT2dzcjMPDw1qAfjAYxJtvvhkXFxext7cX9+/fr62kdHFxEW+//XZZfForzei8Gn84HMYv//Ivx2c/+9kYDAZxdHRUFlff2NiIra2t+PjHPx6Hh4dFqVNYiCGurq5id3e3KNP9/f2y2L06XGBAbvFerxdnZ2e1eavMoHalyQnznkTwstDh4WFEPOO7ra2tWh0UP6agEngRAOl0OhERNW8D3Zx0eRM46jyFTKvVKu2dWYyuaF0gRUyy1Bn7zAY0eTC7JhOczA+gh8iFqrvWMoWY8YjHZPlsbwfJDIUger1eCbPIs7K9vR0f+MAHavMDF5XcOqPHh30gOabkw16vV+NREse6+EPX65sxcyky50PF2QVQ6MlSP3g/MSbvyjLrW71bXjTx5jTLm+fIHww5UUfonsxAUA7K6elp/Pqv/3qcn5/Hl7/85fjSl75UwBr5juONxPfQ65WVbR56rgQkFZRzKJushKYGlnKKiBK49nmjsgyltFutVompylqVUiIz0pr0DFkJGSlbKT4qUzEu3XBM+uDczl6vV9zUFxcXBRjIRay6qkyukNkWLIs6l52pdvEJ4Fm7e39N+8xy7S0a0RVPJOvML5ehwJumZUTMV0dHxdNQt94367lN7lC+h0qQQmqWGyrzADV9BIDF41SO0+rQZDXwPpaVx1QnWWsCQZlAXWQe1BhnWVkHjUnOFxXgzRK9nKigI6LWRt7mGbDSmBBYc5drdq9bnvzvip6yULLKrV7yQ8YL07wOfp7gVvkpyktRSE2LXXhcN5N1TeOIbTMNSDbRnROQiG76/X5ZjEHrOza5HWnZeuVkPW5ubpbltIbDYfT7/Wi1WmU1GyGidrsdu7u7sb29Hfv7+3FwcBDj8TidWsPEDCGujY2NODg4iG63G1tbW7G7u3sLncnVq5gc3/3mm2/GF77whTg5OYlHjx6V+Ojh4WG02+145ZVX4tVXX41OpxOvvPJKbG1tFUu13W7XrChN9zg4OIh79+4VoKBOJHqSELq4uIizs7Pi5uXHLVMKMbrb2KdkpGno8v2mt99+OyLqlh6zWzlHWcpWg6vX68WXv/zlOD8/L2hf1zYpEQ48Tw7xcmSxTBJ53mM4vjzgaDQqYRQBAfE/t5ViCMDdyGoTeod0DYUrhQ8F8Sw+cIWZtR2/q2qSnXp6elruYbaq5jtynum3fMu3NJbh/aIvfvGLtf+ZATEej+P09LSsmf3kyZMSooqYAGMPuZDntJRgv9+Pi4uLqKpn3hYuwqF7PBTFMaCwh8Y/3+UKTh/2Aa8X70mJZp4S3T+rjRyYMS7sxzQN7urqKt5+++04OjqK8/PzeOONN8oyhgQr/lwvj7e1/+b989KdLVMpmVbr2VqNSt4RWnNFGnE7JuMNyVjicDiMjY2NOD8/L1lmp6enhZnkznjw4EEcHh7GcDiMD37wg8V9qvgjrVFvsLW1tdjd3Y2bm5vY3NwsiR4upEajUUmGUPboyspKvPnmm/Hmm2/G0dFRHB8fx2AwiM3NzeKm/fCHPxyvv/56WcqQ+51SKbbb7bLU4e7ubm1iNjtcbRjxDBULkSmDN3Pvsp2ZjJRZby8LPX78OCImC93T1aXkHYElHq+qKt555524d+9erKysxKNHj4rCcqTahODdComo76LiA9Hv4RgQD/t9ukbKj3vnSiCo3BKUFKR8P5UrY8h6tsep9H1XfuA4zpJHqKDlzZFQpDUjkOjtsoj01ltvld+ZBaN6PX78OJ4+fRq9Xi9OTk7KXHBdk8lCeg2UiSrDgomRas+I+u5EegYVGmUClakos3j5TAeUGXh0ImBU+6gcPEaPj5dDxyKeLbIvA+LLX/5yfPnLX45+vx+PHj0qhoknXKluTUA5+58p1HnpuWKmtHCUSSrfdOb6zSrjrhG57mTpKt5Jt4jHDMbjZ0tlPX78uCjG7e3tshbj7u5ujEaj2trBfBZXG3IXhtzOchOPx8+mooxGo4I4Nan54cOHZf3hTqcTh4eHZas4IUl3v8jlS0XtMQreI3eRBBFRmLtRnCigMiaZZWUsCkkJkb98F452u11WvFIfy/pzN3rmSnKiNZkpKl43ayBOc3sR+NBdqHrLeiPCzly0JPa5+Mjduzo2ywrlM/2Yt1VWDnqLCEAyzwCngS0iZXOWM8uUuQyuSO76vl6vV7xaIraZj/FMCTbJ4iyGS8vUn8NjLMc0vm+ySsn3PgbG43HZuPz09DTeeeedkuhJY8ItWr53Wpl8zLBuPD+vPJxbmQolCV1W1TM3rxSc/NWqmG975gOSglDoOeJZ9mW32y3LUAnJDofDMgdTgW8pts9+9rPRbreLy7bb7cY3fuM3xquvvho7OzvRarVKkDxishegnsNEJik6KXUN7H6/H1/+8pfj+Pg4fvVXfzW+9KUvxeXlZTx8+DA+9rGPxdbWVnzgAx8oCVN0N0uASQFy+7bd3d0SxKf7hlbHaDSKp0+fxqNHj0rikZhM7XkXJNUEbvT9vIP+vSZ5RAR45B2h1RcxiTFp7tvq6mpJNmu1WrG1tXUrW5TCzi3KiHxvUhHbju5UkiNutyLY51R69EyIP3xVLhHdbvxkVrFbpgQMs4RH5qLzOqpunO61s7NTlhPluJfFLbmiqWGLSr1eLyLqSWtUmOK/i4uL2lZ47GP3SvA3lVhVPdsF6a233ord3d145ZVXSjkozzzswec6UJ429v3ZJH9Wdo7eSH8n30Njy+PIyn6+urqKr3zlK9Hr9eIrX/lK/Pqv/3oMh8NiyHhCFcMYrFs2VrN29zbz8TWLntsyVUU8k7TJnPeK8FmM/ciSEBpfXV0ta/BKAUmQqFNkMcqN0u124+HDh7GzsxMrKysleUkNJqGUITaiYzau3nN8fFw2wR2NRsUi3d7ejocPH5b5cUTectlJgOjZ3N2AiUmZG1ZWqRZzV1vPUqJN55/HjfF+kw9MgTvyXVVNsv0UMxQg4WpY6gMf5BF5/JhWl8eSZpV51rnMqlE5aIlHTKa8cIxlAouUWSuqxzSrdt76ZG3oz9DY5hqxGgtyxet6Kd9FJYI6zm2mx47fHnohZUope58SL7M57/zt8XMen/X+JqMne1dWbrd8mxQpP5muELAaDoclP+T4+DiePHlSsr+zdmB9s9DiLMrGwF3k5NzK1F1PyqpS3ErKhQpKFoQrWn17co0sQSo2KWxZk5qLpoHJjqGFd3R0VBZqfuutt4qLSd8HBwdlisrm5ma0Wq2a+1QoWeUbDofx5ptvllV0Pv7xj8fKykp86EMfigcPHsTGxkZtF3u3cuQCV5tETNbjZfYuO11p9dfX1wWNcX9DxkBdmGUKgp9ZKHQRScla6kP9jqjHhejmFT92u91ot9sl2Y0LbHgCiIjAx63VaW02zbLnexzEueu5ycJ1RO/TXjJrhHV6URCQlYf3sI2oJAmeu91uTfhrXKysrJR8iEXlywzUcetD1V9KIUsM9LwSAmlXvpoyeHV1FU+fPi0ruomnnWebrCyW3y0y1ovUxC/+Tn8G9YSOqX0YtmB9ZcE/ffo0jo6Oot/vx5tvvlnCanLrenvpvW7h8ndT3Rh683pIxs5Ld1ambCwFftfW1spSelJYKqAKK+VEphIjcMUipltrGorewQWUu91uYSa6UvWux48fx+npaS1xSJm5zLLVXoFVVZU9/JRR7Ik9GjAPHjyIb/mWb4lutxuvvfZa3L9/v3RMq9UqLgoOCinrqqqK0GAMKUOumkt1dXUVZ2dnRfBHRK1tmFQwr5XyMtLu7m5E5G4tAgstbhExqe/W1lbs7+/HxcVF3Lt3r/R1r9erTWEiUVBlgCVry3lRMN/nblYqwqyvKIRcWbFcTdZIU5mn8UxGTfeoL1yZqtwKg+iY3iGF+ht+w2+I1157bWH5lAJWPKfpL2x3GQKM67tMUfvQsHCALB7VXHZ5wnZ2dsrUQO/7Jm+Eg/wm4MXfrlCn8SUNpqbfdOnTm6Sk0zfeeCO+9KUvRb/fjzfeeKOW/R1Rnxo3jXe9zBlvZ8qU5X1P3LwuSCImg8Y/TB6YNnCb3qH71GhKAOK0AHawlBMRvlY68qQlvUcdqoUZxuNx2cNPGbPZPFEhwu3t7drSbyQKe73PEz4cCak92UZCcNyLUN8R9ZVv9HyubKPnULhOs6rmVQLvF3GNZH08k5HeEBLBi9Y+Fq82zT2dx6LL+LuJms5lQoEfCd5Wq1XLBNYxumr121G1C8pZ5cn+N7n5sufSMhW5NebjQ96mbK3hRaJZwFX1Z4Im6+3PmgUa+CzNaxcvOBhpskbZF65g+c36Oahr4gPvd31nxwh6+Vsruskbp3mjmjqVleeulJWf7eHPv+s77qxM+XJZRlweLGKC6DMXGeM/OkehT2EvQbm/v19TMFU1mZ+m+ZtMKGq1WvHw4cNbiIgWsRSgFou/vr6Or3zlK3FyclJQZUSUlYk2Nzfjwx/+cFl+UOv9yl3FskVEidep3kpqEiigO1tK01flGQ6HZelAJVgJBMgCk+LQ9CQt76gByGkV9AawXchAi6xQtZwgBwUBheojbwT7RPHSlZWV+PjHPx77+/vx5S9/OU5OTkpbOdCgUHClrfdnriH+5/e047QuGQ9nggvnDaqOrdZkdSyGErJEKFoJHA+ZazGjJoWsj9qQlinDO5psz9wI1Xt9fT329/dL2OV5BeZXg8QTXE0sYrJUo45rHrrGt4jGgFuK+k3wXVVVmTr0a7/2a/H06dP48Ic/HPv7+9FqtUq4SGVoskojorbYSQbm3a1JHszOq9851vihS5cWumSYFGiv1yvZum+88Ua88cYbxdjhu7JyzCO3moCwJ/C9iBx8bmUaMRmcjGtKgNP6ahJQs1xkqqwsUlmMZFjGW7Rog2IyXE5LHadJ02q4y8vLODs7i8vLyzJvlO/X7hXr6+tx//79ePDgQXS73bLQgw8MAgMxrpSYBB5T/ynYnBmJbDVomAgmIsNmLj+6k1zpZwJyUYWYFCTL7PFmtr36vqqqYpW22+24f/9+dDqd6Pf7NTe7J3W5Ms3QfoaWm1xg2TfBJC3QiLrQ1jnyFN+vc3yeK6RZypDHm8rfdA+9VPqtflH5fGERJspwzPpi7ItG6hcphYi6l0jjUQk0Ec1KLqI5ru28cXV1FU+ePClT8obDYclMd8OlyTptOudtnd2XEeUJ5RfPqb+5CpRk8nA4LO2kKS/Hx8cF5Da9M6vTLN71Mco2cBkyq94Z3Slm6oXiQJZi0wLvYp7MNUkG8YI3oX8lOnFBe6JylUHoR8foSvC5mRrEErL37t2rTfxfXV2Nw8PDODg4KGvrKmkp87GTvGOk8GdZL1KijP+prMxOFUNqihAzhsWoEl5k3qurqxLTZmyGCtxdpItCipk2DRqCO7qPpGgiolj4q6ur8fDhw/joRz8a+/v78fjx4zg6OrqFer2vKORcmUbUB7Wj9GkKi0pHz6TSkdVDZcryuYJlpinHKeNW0yxT5wsvf/bfE0v0bs+e1nVsv36/H0dHR2VDi9PT04iI+MhHPjKNJd4XYv6H9+Vo9Gy1LW5gEVHPzCY54MkUXcREWcugePr0aXz+85+Pp0+fxquvvhoPHjyoTfUjn/r7IprlbHaPh434LPKN/66qqsSMNRalXDVGtQDN+fl5nJ6e1haqV7my8jvNAl60Qj0Ex7prvHm/zEN3mmfKgkkRqUCeXONKVIpEx7I1OaVwiGj1Hik9TXfRe4h41Il6vs/b1Dv1Linj7e3tqKoqDg4OotV6trzhvXv3YmNjI3Z2dmJ7e7u2AANjOj5/TO9jhqU60F2P/JAJtSvOaDQqW8tR4ElBUlkqEzlTpqPRqCgVudrUHgQcOuZp54tCr776akTUwwasg/fzaDQqGYIawCsrK2XZRwGRs7Oz+Ef/6B/F2dlZ8QaIjzgNywd4JvQoxDKFpGt4vz9H72Z8lG5b8T9dqRwP7uZ10EeLIft42V1AZnUZj8e1+FbExGsga1Pv1bQHlktbaFH5tlqt+O2//be/K7zzblK/36/9Zx9dX1+XnUy09nfEpO1dkGfPoVwVeJYRMRgMot/vl3NbW1vxrd/6rSWMJI8Zn+8KUO/KFIaXzY0e52dOTfPfkjdKVPVtIuUKPzs7i5OTk3jnnXfK3FwfI3q3j8VMiWYWN2W+G3pVVdU8Tw6WZylq0Z3dvI68KTj4iai7GokKhKAzAeUNwsoLeVGhuTKb5t7wBCAXOhr03W63xG+4Nu+09SjnaTs/1iRw2YYUiEwqoRWiZ1AAs546RoQpoevKNFMQi0IsG+vIcz54VE8OEHkWut1uHBwcxMrKStkTl66oprbIBjXLmAkvFwCZgOAzfex4vzM2qv6NqHt+srGVKUi3Sqd9MislK7fKmrWRt0tE1GKPChktKnluSETdOpc1FjExIujCnyacmyxTl7Na41jT5pTpr0VKKHNVvowyhernM+XVJLP0m+5+9xBSmSouqrnh2T6sL0oOfjMFzWt5Pb9n0dzK1NESC8GM0/X19WIBqFGyzFWvLBMtiLSJbOWelIBUHExJQJxWQ9cSB7g3LFEK907Vmrm+vq9I9aeg1vGICWggs9HdzMW9XcCpLmRi1YuWJxlYyx9SMfI/XS2yvGiF6LeUySKSFhjnCkC+NF1EFC9GRBTLIAMoSnYZDAaxuroaBwcHcXx8HL/8y79ctggj70TctvI8bJCheP3OvlU2V6auYAUE1Y/qW1qm8siQp1k2vpeWqFvvXm63TPmcTOCI39rtZ9sZKvFOHgEmCmaK3Ntn0Yh1l7LUHMjz8/MyvU6hoZubmzJLgONt2nMdAJF3W61nyZ9Pnz6N8/Pz+Mf/+B/HxcVF7O7uxjd/8zeXPZRlBDR5UJy3vQ+y47qP3jGujufeM4JSjhFus/n48ePi3uXKeXx31k53IRpBzC1Q+dzzU1VVukjGNJpbmVLZqTKqtAaPBDiTZFjQDLFH1AUUrSz5/6XgqNB5XmhMCpdJPuwMP6YG0z3dbrcIX2awZQifZWfHqGw6R5duUyA+EyJ0QURELTZMoU3h6EKP33yfz4GlYl5kZfrGG28Uy1KZuQJAjBcRVKlvI26j++3t7bh3714Bfzs7O/H222/HO++8UxbLmLZkIwWS5wL4dfzOjjd5Uzg2BKb0m5aOLFV9NylTXi+hTnDlcUAXotm4dZKCbrWebZnIJC+NTYEhTktyIbroJGWq+ir7XjMb9vb2Ynd3t0z7YLa+Kwn+pidC56iU1M+KK49Gozg6Oop79+7F7u5ujMfj2N/fL3N5s/hoxpPT2twtUK7y5ABP5wkMyYNqLyV/Pn36tFinGf+9W0RdJBlKTx6v0RjTuJ6H5valNA2cdwM16PmZa2PecnmHTTPtp10z73ubyp29L2J60sld28zLPats00BA9rxZz30/aZq1579F8/b9u+XCf1Ga55mZwpvnOdMU+vOUY94yfr2Qg41ZMuXdGGduOXo5sv9+bJYiza6fJb9m9f+ssTyL7iKnXqSd535H9fXI8Uta0pKWtKQlvYu0uFH+JS1pSUta0pJeEloq0yUtaUlLWtKSXpCWynRJS1rSkpa0pBekpTJd0pKWtKQlLekFaalMl7SkJS1pSUt6QVoq0yUtaUlLWtKSXpCWynRJS1rSkpa0pBekpTJd0pKWtKQlLekFaalMl7SkJS1pSUt6QVoq0yUtaUlLWtKSXpCWynRJS1rSkpa0pBekpTJd0pKWtKQlLekFaalMl7SkJS1pSUt6QVoq0yUtaUlLWtKSXpCWynRJS1rSkpa0pBekF1Kmf/kv/+VotVrxf/1f/9e7VZ6XhmbV/Z//5//5+M2/+Td/lUv19UdLHlzy4CLQkg+XfLi0TJe0pCUtaUlLekFaKtMlLWlJS1rSkl6Q3nVl+m/8G/9GbG9vxz/9p/80vvd7vze2t7fjtddeiz//5/98RET80i/9UnzHd3xHbG1txUc+8pH4K3/lr9Tuf/r0afwH/8F/EL/lt/yW2N7ejt3d3fjUpz4V/+//+//eeteXvvSl+N2/+3fH1tZWPHz4MP79f//fj5//+Z+PVqsVf+/v/b3atf/H//F/xHd/93fH3t5edLvd+OQnPxl//+///VvP/JVf+ZX4p//0n757DQL6yZ/8yfiO7/iOePjwYWxsbMQnPvGJ+PEf//Fb1330ox+N7/3e742/+Tf/Znzbt31bdDqd+MQnPhH/4//4P9auk3vlF3/xF+OHfuiH4t69e7G7uxuf/vSn4/j4uFz3B/7AH4j79+/H9fX1rXf9rt/1u+Kbvumb3v3Kvo+05MFmWvLgV4+WfNhMX4t8+J5YpqPRKD71qU/Fhz70ofhTf+pPxUc/+tH4I3/kj8Rf/st/Ob77u787futv/a3xoz/6o7GzsxOf/vSn4wtf+EK59/Of/3z87M/+bHzv935v/NiP/Vj8h//hfxi/9Eu/FJ/85CfjrbfeKtf1er34ju/4jvjbf/tvx7/77/678Z/8J/9J/G//2/8W/9F/9B/dKs/f/bt/N/65f+6fi7Ozs/jhH/7h+JEf+ZE4OTmJ7/iO74j/8//8P2vXfsu3fEt8+tOfnruup6en8eTJk1ufrLN+/Md/PD7ykY/Ef/wf/8fxZ/7Mn4kPfehD8Yf/8B8ug4v0uc99Lr7/+78/PvWpT8V//p//57G6uhq/9/f+3vhbf+tv3br2j/yRPxL/+B//4/jP/rP/LD796U/HZz7zmfhX/pV/JaqqioiIf/1f/9fj6Ogofv7nf7523zvvvBN/9+/+3fjX/rV/be76viy05MElDy4CLfnw64gPqxegn/zJn6wiovqH//AflmN/4A/8gSoiqh/5kR8px46Pj6vNzc2q1WpVP/3TP12O/8qv/EoVEdUP//APl2PD4bAajUa193zhC1+oNjY2qj/xJ/5EOfZn/syfqSKi+tmf/dlybDAYVN/8zd9cRUT1C7/wC1VVVdV4PK6+8Ru/sfqu7/quajwel2v7/X71sY99rPoX/8V/sfauiKg++clPzl33aZ/f9Jt+U+2efr9/6znf9V3fVb3++uu1Yx/5yEeqiKj+6l/9q+XY6elp9YEPfKD6Z/6Zf+ZWGb7927+9urq6Ksf/1J/6U1VEVP/T//Q/VVVVVaPRqPrgBz9Yff/3f3/tPT/2Yz9WtVqt6vOf//zM+i4qLXlwyYOLQEs+XPLhexYz/bf+rX+r/N7f349v+qZviq2trfi+7/u+cvybvumbYn9/Pz7/+c+XYxsbG9FuPyvWaDSKo6Oj2N7ejm/6pm+K/+f/+X/Kdf/L//K/xGuvvRa/+3f/7nKs0+nEv/1v/9u1cvyjf/SP4nOf+1z8vt/3++Lo6KigpV6vF9/5nd8Zv/iLvxjj8bhcX1XVLbfINPrzf/7Px9/6W3/r1udbv/Vbb127ublZfgvFffKTn4zPf/7zcXp6Wrv2N/yG3xD/6r/6r5b/cll89rOfjXfeead27Q/+4A/G2tpa+f/v/Dv/Tqyursbf+Bt/IyIi2u12/P7f//vj537u5+L8/Lxc95nPfCZ+22/7bfGxj31s7vq+TLTkwSUPLgIt+fDrgw9Xn/vOKdTpdOLBgwe1Y3t7e/HBD34wWq3WreP0aY/H4/hzf+7PxV/4C38hvvCFL8RoNCrn7t27V35/6Utfim/4hm+49byPf/zjtf+f+9znIuKZr7yJTk9P4+DgYM7a1emf/Wf/2fitv/W33jp+cHAQT548qR37+3//78cP//APxz/4B/8g+v3+rTLs7e2V/x//+Mdv1e03/sbfGBERX/ziF+PVV18tx7/xG7+xdt329nZ84AMfiC9+8Yvl2Kc//en40R/90fhrf+2vxac//en41V/91fi//+//O/6r/+q/uluFXxJa8uCSBxeBlnz49cOH74kyXVlZudPx6v/vz46I+JEf+ZH4T//T/zT+zX/z34w/+Sf/ZBweHka73Y5/79/792qoaV7SPX/6T//p+LZv+7b0mu3t7Ts/967067/+6/Gd3/md8c3f/M3xYz/2Y/GhD30o1tfX42/8jb8Rf/bP/tnnqttd6BOf+ER8+7d/e/zUT/1UfPrTn46f+qmfivX19Ro6/lqiJQ/epiUPfvVpyYe36WuVD98TZfoi9D/8D/9D/M7f+Tvjv/1v/9va8ZOTk7h//375/5GPfCR++Zd/OaqqqqGWf/JP/kntvm/4hm+IiGeugX/hX/gX3sOST6e//tf/elxeXsbP/dzPxYc//OFy/Bd+4RfS6//JP/knt+r2a7/2axHxLMON9LnPfS5+5+/8neX/xcVFvP322/Ev/Uv/Uu26T3/60/HH/tgfi7fffjv+yl/5K/E93/M9z41Cv5ZpyYPPaMmD7y8t+fAZvSx8uHDzTFdWVmroLCLiZ37mZ+LNN9+sHfuu7/quePPNN+Pnfu7nyrHhcBg/8RM/Ubvu27/92+MbvuEb4r/4L/6LuLi4uPW+x48f1/6/V+ngQqKs2+npafzkT/5kev1bb70Vf+2v/bXy/+zsLP67/+6/i2/7tm+ruTUiIv6b/+a/qWXM/fiP/3jc3NzEpz71qdp1P/ADPxCtViv+6B/9o/H5z3/+azaD8kVpyYPPaMmD7y8t+fAZvSx8uHCW6fd+7/fGn/gTfyL+4B/8g/Hbfttvi1/6pV+Kz3zmM/H666/XrvuhH/qh+C//y/8yfuAHfiD+6B/9o/GBD3wgPvOZz0Sn04mIKCim3W7HX/yLfzE+9alPxW/6Tb8p/uAf/IPx2muvxZtvvhm/8Au/ELu7u/HX//pfL8/9lm/5lvjkJz95p8D7PPS7ftfvivX19fiX/+V/OX7oh34oLi4u4id+4ifi4cOH8fbbb9+6/jf+xt8Yf+gP/aH4h//wH8Yrr7wSf+kv/aX4yle+kjLc1dVVfOd3fmd83/d9X/zqr/5q/IW/8Bfid/yO31FLSIiIePDgQXz3d393/MzP/Ezs7+/H93zP97yrdfxaoSUPPqMlD76/tOTDZ/TS8OFz5wFXzengW1tbt6795Cc/eSs9uqqepT5/z/d8T/k/HA6rP/7H/3j1gQ98oNrc3Kx++2//7dU/+Af/oPrkJz95K03785//fPU93/M91ebmZvXgwYPqj//xP1791b/6V6uIqP73//1/r1372c9+tvo9v+f3VPfu3as2Njaqj3zkI9X3fd/3VX/n7/yd2nVxx3Rw1n1WfX/u536u+tZv/daq0+lUH/3oR6sf/dEfrf7SX/pLVURUX/jCF261yc///M9X3/qt31ptbGxU3/zN31z9zM/8TFqG//V//V+rH/zBH6wODg6q7e3t6vf//t9fHR0dpeX67//7/76KiOoHf/AHZ9bxZaAlDy55cBFoyYdLPnwhZbqI9Gf/7J+tIqJ644033u+iPDf5oGqiWUyc0c/+7M9WEVH94i/+4osUcUlTaMmD02nJg18dWvLhdHq3+XDhYqZ3ocFgUPs/HA7jv/6v/+v4xm/8xnjttdfep1ItNv3ET/xEvP766/E7fsfveL+L8jVBSx68Oy158N2nJR/end5tPly4mOld6Pf8nt8TH/7wh+Pbvu3b4vT0NH7qp34qfuVXfiU+85nPvN9FWzj66Z/+6fj//r//L/7n//l/jj/35/7crXlbS3o+WvLg/LTkwfeOlnw4P71XfPhSK9Pv+q7vir/4F/9ifOYzn4nRaBSf+MQn4qd/+qfj+7//+9/voi0c/cAP/EBsb2/HH/pDfyj+8B/+w+93cb5maMmD89OSB987WvLh/PRe8WGrqiz3eklLWtKSlrSkJd2JXuqY6ZKWtKQlLWlJi0BLZbqkJS1pSUta0gvSUpkuaUlLWtKSlvSCtFSmS1rSkpa0pCW9IM2dzfv7ft/vq/1n3lL1bPGHWx+nVqsV7XY7Wq1WSUfmsaqqYjwex3g8rl2jY03vG41GMR6Py/9WqxUbGxtlXzudu76+juvr67i5uYlerxfX19cxGo3i5uYmWq1WrK2txerqarlH5dNndXU1Wq1WrKys1HZ90Du19yDLwt9etna7favuer6+V1dXo91ul3eqvlVVxdXVVanDcDiMm5ubuLm5iaurq1v9oDroGtWH72q1WrG+vl7a4G/+zb85L3t8VehP/sk/GRG3+z/i2XqfGxsbUVVVfOUrX4mjo6M4OjqKz372s7Xtn9h+6+vrsb29Haurq7GzsxPb29uxubkZDx8+jG63G1tbW7G7uxsrKyuFN1ZXV6PT6ZT2iojSfupL9ev6+nq5TrxBftI9ej7PiR8iojxPv/U8PVs84in+/N9qtWI0GpW639zcFN5Uu7CNdF78Mh6Py9i5ubmJwWAQNzc3cX5+Hqenp9Hr9eJzn/tcPH78OM7OzuLRo0dxdXVVxqb6yMunsn/gAx+IT3ziE7G9vR0f/OAHy5qrf+yP/bEXYZn3hP70n/7Ttf9Z//p58opfw/71Z4pP1tbWigy7ubmJ4+Pj+NKXvhSXl5exu7sb29vbsbGxEffu3YtOpxNra2uxvr5ee272TpYlk9u8jjyn51JGSa6pzLqf762qKobDYfR6vRiNRnF5eRk3NzcxGo3i6uoqxuNxXF5exuXl5S25dn19Xcat3imZLF7WPZL1g8EgRqNRXFxcRL/fr/H7cDiMwWAQ7Xa7tN/29nbcv38/1tbWYmtrq+y7+kM/9EMz+eJdnRrDTmka2D7AnXxwewdng1/PcoZ1ZXt9fV06TGX0AT4ajW51vq69ubmJdrtdO5YJP1fuXlbtS+hlFkmpUvF1Op3CxNo0uNPpFKAxGAxqDNQEPsSUTt5mi0xsM5ZVg/L8/DyePHkSp6enNWDB+yms1KZbW1vR6XRic3OzCAaBGAoe52Ee4wB3PtJ5Ckn99/Lp2oiogTcqVS/TrLHV1L/T+psClMBsPB7H6upqafOVlZV4+PBhrK+vx8bGRlxcXES73Y7Ly8u4urpqHFP6LfAh3vZxuMjE+uh/1vdNRHmUKbd2u10b55eXlzEcDssYFygUv/K9bphkZY+Y8IYbEdl2aD7udIz8qPdmII+ykfcT2KseHAsCFFK4NHDIp3yP+FOGgusV6oFWqxXX19dxenoaq6urt4y4WTS3Mp3GEOx8/vfzTffpXlc+sxRr9jxnJlmeVKYUbPpWJ6nh1bhsUApfWpG+uwMtAA4IvU8d7GXX86VAdZzMsrKyEpubm8WqXFlZifF4HP1+P66urmI4HMbq6mqMRqPyPDGV2kDl1bFsEC86EXE7UDg9PY1Hjx5Fr9eLy8vLmgWme71NO51OQaebm5vR6XRiY2OjIGDe4wrMrU1Xpi5s9TwpU9ZD30T/sogj4hZfTFOmTQJ9ljKlYOcY0XM1xtSuAnaj0Sj29vZiZWUlnjx5UsZJBt70TgrdjY2N6HQ6L50yJTWNnczAyO6hImEbSab0+/3o9XoFMLdazzxd8qCI99zTRXKlP0u+OjCPiJpsYR/q+bRg3WCgsUE+I8h0ftex8Xgcw+GwKFO9Z2Nj41Y9JRMkC+W5op4iYJUyPTk5qemEefnwuSxTf3iTEm26p+n+rCPnOUYh5YKlSWHrHI+JMdxSyN7fZC03fdgpzsQquwtR1kuDiQwjtDYej2N9fb1cz3q0Wq3iTlEZVB4fGE3IetEoA2sCTgJPcod5P5EvqNRWV1djbW2toPsmy2+ej6PxeRWg182f5zydPcfPeb3ZFhlwzcoi3iSIdKt5dXU11tfX4+bmpgARuYNn8RKBrLufXxZyGZjJKJc7Thn4cWU3Go1KaMc9HBmA0v3ZcS/nLGOliV/EEx6i07vd1dwUBuM103if1wt0yWvI0AQ9gB5Oq6oqVldXy3PofdF9PkZm0Z2VaYaA6R7QMb+HxIbw58wiMhlRC1EOO+Lm5qbcJ8ZjB4o59Vudz+d5HXStC6zMzUv0TkakO8XrQwaSUGcsV+4KWVMRUSwDujv0GQ6H8fTp07i6uorBYFDiCIot6LmLTmwDxuHkTpQL7OLiIs7Pz2sAIqLOOwIiskb39vZif38/1tbWYnNz85ZiZexav0l6Js9nAlVWJp/poIpCkvfoGdMUJ981zzh0YOX3Z1aL2p7WhcDL2tpaXF5exmuvvRa9Xq+4Jt3qJiiUtXF0dBSXl5fR6XRiZ2dnoQFdEzUpKlI21hg+oidMzxHQ6PV6cXp6Gu12O7rdbvEKeK5HxESmUgERcGdldy+cnqPzrkxd5nreB+/Xt8Au4/A8zxwCedkEthxkCDBfXl6W8iuez/GosA0NC9aDnkjJRFnC89Jzx0wzBJ0h4GwAO7rw4/O+v0nZNSF/P06FKgFNpqNgc3KL01HWNOTFpIys7O6GFNOoPPy9sbFRmE6Kdmtrq8bM/X6/MJmOi4GJ5u6Cwt4PytA13edy4yuBgS59vy9ikrTU6XRKrFQWqtzo7Au6ZrM4pz4eY+Q1utctX5H3fWZ5OL/M025ZO+h7Wp9zfLHOVPRq042NjYiI2NraKsDk8ePHc7nMrq+vo9frFcW8yHzYRNNk2Cz5xvNZO+m4Qjnr6+s10Kcx4FYVf7ty1bnsmxamK2EqTSo3yRAaIyL+ZhhMvwmw9FvPItDg+6RgJb+koJW0JFkoZbqxsVF7r8vaVqtVvH9VVdWMtHnoTso0G8x+3gVME2WmvRd8mnLOlCkbnKiuqZxuqTDJg3Evxo2cQRgzzZSoxyW97m6lOoLkfe6quLq6il6vd0vI8Zl6xtbWVqyvrxdFIcZjPIbtvoiUlUv1HA6HcXJyEv1+Py4uLmI4HJaB4+0nRbmxsRHdbrfESGmJkr8yRZrxgSs+9iXL4DFY1s0VbtN4azrugnPe9swUf9OzMwXMsaCsyHa7XZK6mK3pz4t4pkwvLi6iqqrSd/MKsa82NcmUadc2yTfeq3ErntBvyRK5d9U2ytiNiFtxaVeYzhfTwFVEXdbMa+RkCrbpOhovXm6OO83IkJJTm9DKVHtISXoeAmVcVVXFs+djyMvC2Q7z0NzKlHG8DDV5w89TAFdoTaibzMb3eXIElQIRkgsqXhNRR9k+VYRly2JotIyceeUyyJhHyIoo3DuY/1kmMY/caGIuCXJ3N7fb7Tg8PIxW65nLt9/vF4ElN7fKsagCLCKKNR0x4Qm168XFRXz5y1+Oi4uLePz4cZyfn5frPGYjULG1tRUHBwfR7XZjZ2enJL/QpUs3u1urBG503WaWqfqQbl5eR17kOzN3soO8iNvxnWmej3nH5rwKlfypdn348GH0+/149OhRCTH4+OTz+v1+PH78OHq9Xrz22mtxfX19q+6LTK50vP9nKSWdZ76DSFbX1dVVXF1dlXGg2LTGtcsoKmO+Z9bvJhk8S05FNFuufEeTF9D5utVqlcx6ubmlMGWN9vv9uLm5ieFwWLx2V1dX5Xmqu7x5q6ur0e12a1awDJPRaFQzojSW56W5leks5DXPtX5P1tA+iF2h6nd2PHtm039XsETWPMZ3UHG6gtV5voedScZzJZm1w7Q2JNpSdq6EsM65ZaQ5j2Iczk30siyqQnXhrWNC7Zo3poHhgzRiMtVDSu0uSUeZRcryNLlieY2fz67zOj5vOzVZH9lzM0E/ixcyq0LtK6tJnybXJQWsFMbLnITkwD873yQzm+QhLSsqRsqjLPEnAz7zKFP9z6zqrI4O4JzH/boMjDVRNt2FclXK7+bmpuaeZaa8l8MzpjNPVNM4nkYvpEybOin778edsTIlJ6Il4NfyPe4iiZhYZ8wWZANykQIy4rQEoYxZssandcwAOgcG0SiVH+vtzxS6FwOxnTRBWdM95L5U7ECWqZJ1JLjEfD5gF4lcmVZVVYTvxcVFnJyclMSjjF+FTPf29mJ7ezv29vaKG1I8EDGxDjkoM2Wrskh5ZMlJmcDyOE3EhF9njadpAlDH9HHhNguwTnt/07GMVlZWiittd3c37t27F+fn53F2dnZrfFPwywIbDAZlnurLQpmymXadH/PEH/bX9fV19Pv94uVSu9DaIv9GTOZYSr409fe8ddJ9TSBQ17N+TYZOZsgIELvVyzFHK5ZKczweF1A8Go1iY2OjuL19zLn81HV6Lssqj9289FzKdBramUbzKFgeY6cwLuiIK3NpuWtV18lFIuGoQH6r1aopXp9W4W3RhO5dqSpBg2Vh7EOd625gMo6jTQIFZhVLGfb7/Wi3nyUnyTKQMn3y5Elx89JlRKS26Mo0YpI4dX19HZeXl9Hv9+Ps7CzOzs7i+vo6tfgkeLa3t+Pw8DC2t7ej2+0Wq90HuSvRzDKlNUY3cEQ9W90Bl1sRfl1T/R08ZkpJfOTK1K09H9OZVTXv2HYBqFjezs5OHBwclON+D0nCTZnZz2uZv9/0vAo1OyeQoQxVKVPJKylUJ2Zau9s4A/6ZxUxPW9M9XodMmWbP1nGNHU5noYeQlimzeauqKolFEZP45ng8LovZcDU43qtxodkNrVbrFqBWuzO0NIvurEx9QM9SqPMOxux908xsV6j+PipTj1VmwjLitsXgLgC6VZoSR5rKy0QCMqcYPVvogc+SS1cCVHFSj9+R6AqWguVSW7SGeP/LYBE4mGpSFKqL5kEqXsrYpxP7ukkBOk9ME1DT0Lzfl1mJXu9ZbcLfriCbxo2XKbOM/Z5MJnBcyUL1BTC8Hnqf+FXgaFGVaZNiaAIkvGbWM/w9khGUDzrXlMTT1O/T+K+pLE1lzniExygX520LWoeU4zSk/H7KMNXFXcNSpj6dkdeyvbjkpi+uM42ee2rMrAF5l2eIMmE17V4icLfayGhUUmo8rVspwZpZHK1Wq7gPdJzXkKF5nsf8PlmmUmZadIFJQD5AlO59dXVV3LcSVEJkeq4EWVU9c4FqPcqnT5/GeDyOo6OjYr0xoC8Ex/ouGvncRCFzxtjcolffbm1txc7OTqytrRVr1Fcq0sCllcnlyvyZtFgd+Ufczv4WceDretaN5cnGggMy3ZMpSuejaeezcma//Rp9JPSE8FdWVmJvb68IpG63WxLf3H02Ho9LZubTp0+Lt+jribJ+kVCXF0myjG5cLbMXMVEu7tGicaDzDgKbwJKXsYmcXwk4SeRZKkNN76Mc13Ndxuq4xj4tdvEhf2sdc7WnZJ14VfVSMhO9hfPSnSzTDAHd5b4mtKvreI//bkLp/nHF6sops0o92ajVmqz5KGumibEYY9Q7fDEKClcva0Sk5XShxzirXMcUqLo/YzYt0CB3kQYmBxnLPM3Cfj/JeYntmPUxBzMnbntWLp/H+91TMe2j+7IyT/s/7RofG5nlwnZpAriuFKeN2yZLgs+Z9ny1l8ABLVO1fSag1I+0TL9eieNS/zPPlYexdC2/9VvPjLhttEzzRJEXHdDNKyP83U50SctLR3CQWaa816fAUd5SVkbU57gSxFIpE7TMo+NEL7RowywT3gc7iUyRWYX+nEyINjFJVVU1K48rGzFWKqGq1TYoPKVMJQC8XF42lpGdwXoRuXNaCjNsVV5PmGJd9VvJGqyX5vhFRFm4gPOxrq+vaxlwjmiz6RiLSuPxsykxZ2dncX5+XtpSfRqRu7yarEmPjfI/gZfPKZ3mLs4U5TSF2iR0pgmuaWOj6V6CuSag6s/M3IpNYJbWgjJ7u91uWaFKc06z9pCnZhEB3XtN7BfxZxayohKVnBBP0grNlKXzRzZGmpRo5oHRb1fQDkSb6utloqzjeHOZSvc3rUiObV81ycuj85y6pesyF/o0eu61eZteMsuqpPBWYZuQvyhDX1mMTB8mEPE342UKOGfz+vibadQsJ+cp0TKMqGeJsY4+OGQxyt0rZcBF6bX0lVvAYoCLi4vagNF2TK1Wq8RHqUwjJgrTp4+wL14GGo1GcXZ2Fo8fP47T09NSV1lDBFUEIVSEEVEDWp5wlP3PtuLLULt7PCLq87X9Pp7PqEkpijI3rl/bpHD5Dh53Ad7kPSGP8reUqZYIlOA/Pz9PgbT69S6JH19LpLZ0+SdBzzamJeVjmO7cTHH6MX7zOh7nczPDwr1Bfk+mBzKgxus4xrI5ymwTrqQkZUgLU22hb/Lp5eVlkdkMld2FXmjXGBcgTef93LRr50EwfiyzEtk5Oq+OcYsis0TcSnFUQ2ZhHdRZXGZN58iIepbSuSmwBAgimpceJDMwRkCmyhIX9IzsM82SWQRyHhDgYFaygzEOoAyokbI2ye7LQN+0NsvunUWzntc0pposjllEIctj8yhf1ok8xDbUmGCOQpN8uGvZv9rUVO4MGDTd33RvkwDP2tXP+7GsDLPk66x7nd+njRX2fcZf0yiro8v5JprGrzzv1j7lir7fkwSkaY3dhGh4bZNV6Y2WNXoWCM4aSohWblMtaKCVbRS70cCWYnVLg25ermgzTdjSMlWKNsvpCE110oR2riWr9rm5uSmWqeaF8l4lHAn9r6yslDVOhcxUDk1VoLIlWJjFoItA3qZagu74+DgGg0GtH8VHSp3n/qRCtExqULYvVzpyz4X3u64RzRL+utcXBskUIM+LxEd6FgEUBQRpHqXkgoc8SIFCUJYBS75fx3yJwfH42XaB2mEmm9dM194iUxMAnaVIs3vZhmxjfx4NAvYTedJ5dpYM83Lp3V4PTlnRteTnaQo1oj5+3V2t66qqupWMR55yPncXsOQCZaPeKf1Al65brlzjNwvXTaN3ZXPwDNHOg4CaOtKvzwR9ZqEqK1WKRnOWFPfUYsfs9KYYGN162apIKq+78ijwWG49n8cV32PsiAJNy1u5+8wXf6iqSQalXMdkSA4wxmCzgb3I5IhTddWEdg5k1Y+AyV3tLswyQeRWVIa6nWZZaZl1kbX/LKCTjTt/1jwWkj9/GnLPQLWEnO719qFC7XQ6tXm9WTKS6v4y0DzW4POem2YdOoD3NnfP2zyeGX9+Jutc3lF+NnnxXM44r0x7t8tQJ45nnZeMY5IheVpK1ZWp3ifd8Z5NjZlmLpOaFGKGnnkvB888gj17jq8spEHMDE4Xji44fdpDE5pzBOdK1L9dkEdMFo7Qc7IEJKEuuXOVaKD/7pJwBcsVfFROITNZ71nm2qJaBUKqPiVGCNzrwDbOEjmm9a8jcT1zlkDitfMKMT5b97iiaQKdTWAou47HslwEfmeC0H+7JeVAkm25vr5+y0OQxUYFlBaZB+dpb6dpSiF7Fsc2rScHZwSLTYCQ4HraOx00ZuV1IM73eOiM91D+TzOQCBb8Pj7Lyy6SXJRijIhbylPP4VQjWrWUpfPSnZWpNxCtKj/v17HwJDW+ruUg9AGcdQozsi4vLyMiynxJoWGuw8pykvk8c9eVKpmlqc7zCCbG8ZRJTGWoxCEq1k6nUxKS2u12scDJBBRqGmBa2EFKwReHZqIWy7uIpPZTQpVAgRJdOp1ORERtj0S68XWMiphtkwko9o94PbOAs7K6dUBype8KnIlzVFLzIvcm5c376Gqb1e4qR8bf+i2BzSQ6Hdf83oiIzc3NEna4urq69T7dv6jKNOJuFqlTk2HCvqVngDkVehetT8k5tbPLKC7Yno3zJtCVyTnnNRkBDDXxPgevvtVj5hHhO5lE1AT+RORPGR7D4bDoCLanyuJJn1oVie0+L93ZzdskPCKmxw0yNDHt2nnKMQ3tZCjNXRT6dsXpx/k/O+fPm2XhkRGzBQCo4IiyxJyyYH2xAjKL2ihrW8+Aa2rfRSMCKtZB9fQYk/cTBzafOc+H1/IdEbm7qqn8VMCO8JvGjAuQae+a9jy24TRqUs4sN69juaYJZlpQ2RjKyrCI5O3zbil9NyKaXOyUV7N+85jz3bxyir8zmZKNF5ejurcJjDXpBz/fZKx4eVw3NIUsHLBk2dLz0nOvzRsxsep8UPEeNazQNtFH5hLghFoKwcwaVWV9FQxZKVrkXTEaMhKD84ynNQnPTHA0MRapyQrPmJ4AwDtZKyAphiorXMjLmYXu7VZrYpUpBdwnL7Oed2Gg94MuLy/j9PS0rDGsBf/ZnupvLlAxHj+bgqSpQ0LV8lhk26zRDe/9nfG6fvMa5/HMa+G8R1LZBaay8yKWMxNiWcJH9hx/3jxC0IW9C2MpU4ZcSK543y0l9V7RNDlwV2LMT8+UB0Vbr0VEyfvQ9C96n6aFrETeJxlg5LmI+tKpXk7FFpvism7oNIEE51GO2ex+/50ZFRFRC/3oW/JP7SqLVPPwOR3xPXHzZkpFDSjllikOdabHC7PANRslEwZu8rsy1TuV7KB96+SqIzE5gkvGNQlFlWMWQmu6j9SUFefMSGXKLD7tIt9uT9b0ZcBc18s1zDJziyu6jjJhv6h0dXUV5+fn0e/3y843EVGSsCg8OCg9DiLXFJWpezIimmNJEbfdc0084IkQbml4jEnHXRC4MnVEn5UlE1yuTJusgmmAssma8HLoP3mYgMVJ4/JloBdVqN7HrLfidwxbiGcVf3ZlSnnLZUGzcmagh8f9t3v/pEzdDav36duVomS2t6OI72E+R/YseuH8noiJMlUMPgMprkx17KuyNm+GzqkAmgYZlYY/h0yl584a6FSoytx15OuxKr3LkdwshDbvQHGGzQYZ65ZZJK5cZVFJkGp6z/X1dRlIPnFbzOCxJ/cOZPVbZGWagS4X0BoAHveQkFaMSTEej/NkioIW6iw3ZcZDTdeQVJ9psSHV3e9rEuazFJ7q1GRl8lrn0aZnNtW7adzxvnnesajkiup5qYlf1H5Z6CoD5N6Hs/7rPdOumybPaLnqGg/HNClcp2l86+ebLNiMlyQvqqoqaxqzfJQHd5WDz5WAREWhQssqoDbXoGclpykPKmTG8zJUT0tMqKLb7ZatxrRDO8vPwewKl+e8nvMq1GwgZejfO84Vvt7FxAFlQ2rurFybrVarJB/JPSEFOhwOy/NUR6Eubw+6chZVmTKkoAGwtrYWm5ubsbq6WuYTy5Ut9/jNzU10Op3odruxubkZe3t7cXh4GN1ut4QCGMvjABMxFMDBRh6PqHtcpikI5zeRr/Ki39MsIB+b04CRW6YkR/x8rurGZ7BM/K17+G4JMc7hbdqg/i7g9WuBZgEIjf1Wq1VWceOm9mxLLgdKb13GE/5N5ex9q+fxHtcDzMAWHyvJRxZhk8s248em9mA9qCu4PCqfyfpJN/Cem5ub6PV6NS/Xe+rmzVCXKuPCg/fwW/dOQ7W8lxXxhnbLVIhIbo9pTEWElw3geayO5yFnvmlxMl0vkMIsZCnSy8vLcpzxa33EyBwkHBBZ3RdVkYqyNvTMW+5DyEGm6xRvUizdlRrbkP3E+cgRkzjXtDbL+tfHEZ8xC61PO9fkqs8sbb5f5OPFlam+p9V7Gi97rkAT/y+6Ip1Xft31edOeS95zy7TJuzaPZec8lZWh6Vo/RnAp8p1uMj50/TCLT7OyNSUL+bMzy14AXOX0ENy8dCc3b1Nj0hqKmFgQTbGaiPqcNP2m8qTQcgHKxmu1WmW7pq2trRIn9YQjlYvzsTxmk6F+vT9Ttln73KXxnflcWEkR6BytI1oQioO22/UpM4oFtNvtEmPle9xKakKHi0Lse8Y/5eKn1ao4k9ppfX099vb2ivdCq2Fl050IuPwTUVcmRL0R0fg8UQY4m5Qjd/YRsX9cCTtobAKzTm5N3IWHs3GhsmRt2iTQdE79eBeLYBHoRQBAJld9zngmg/hNAO385ryrb8oevSNLdJumAF32kwcj6suhZjHypmcTyNLybbovi7NTnrklTH0ki5XjejyeLPwzLz1XzNQLpk6XwFd8T25HdhwHlCcGubJlB1GBUqCurq7G1tZWrK+vx+bmZmxtbaXu2lZrsjcpBzPfnVGTUMzaxO+bhvZ0T+bm8KA6Y32tViu63W6N+aVAV1dXYzAY1CYoyy0sRtPz2MasW1NSyCIQB5WsT30yZSpX73j8bJ6uXLu7u7slHOCufv9w0QuPLTa5yzPeE7GffWBHTJZH02CW58eVqLcJBa6OZ0Qh7IralfC85CCaz20CKB7n5vGIWOiF7t8NxdlEvlCLlOksdzhlosqojxIsCbimzaGkMiVvsk9d8eiYext4PpsDq4+UsluZHNN8lhPllhsJEXHrmdRHNDYEDFQX33d3Gj33CkhNaJpEAZC5WptQO/3c/mwOVg3GLBvTqemds9wbftzL20RZ+2SCrul3xGQvP32LaAUpW01xE24WnmXCNVHGgItGVD4EViICjKbEIyYdOXCYxpt8J3MCKOio0GeBrybKeM4VlH5ndff7plETz/N8xp8ZL01Tztk4z84zXtck6BeB5unXeeRjdjwDStPe6+ObAJyy1GXANIsw4rarn2CN/DdLnuvb+zgD75msy97PZ+n6Jt7TOU7NZJt44pKX9y50Z2WadYAjAhV4a2srWq1niTCDwaBUSoKMiEnP1cLvFIicU6pgtrZ1Wltbi4ODg5J8QguMVoMPVlrT05ghE1xZQ2eK0s+JyCwqQxYTzoSo6ic0tbW1VdK5he5lrfX7/SL4s8QW9h9RLBdvXyTSRgCXl5e1jQEcBWsVE4GMVqtVLFIlISmhg4pQbnTFUtUO4/GzxdnFf9o2T/2jaUjyynBjBbalKwkKJ0fNFIgqA/vJ6z2NmgAbxwLHRBPwopeJCUo+5txKyGK54lXuJCO5oMSxryeaJcjpDtf1dNmSj8T3sgR1jX+7IcGEG1da08orb4ryN+R1pItVx+iKJW/QuvU6ZlYwF65xa5Zynvy2sbFRW16w3+9Hr9ereQFUH1mls8YW6U7KNEOjTdcpA21lZaUskafG85gln831aR1F8biWCdzY2CgxMCoguuCyycuZpeyWBeuUIe/nIR8oGVMTHTYBAjGUpsl0Op3CUDomgcQ28fc4eswm0y8KUegzsYEKpqqqMoeMilFhACYeucAQX7qHo6oma3Zqc2u6IZVdrSk36ht5S/SMJsUYkSchCUGTR6bx4DRrqGnsUhBl1j6v82uzscL/bo2wHDwnniO4/nrbHLwJrDvY1TEHYPomGKLF5rK0iVcysOfywK04WYeS9ZkSFnByxdxkqbrRo996pyxNvZ8eI+bLcEaIPloAo6qqAowJYBVOe88sU1WC6KAJtaig9HPzeFNAmkKNgocxKHWshCPXg8wYpcny9AHvyjMTKDrnx+5Kd7EkRGQWKQqmglMR0vXLGJzXh+2axU8XjVRfX5xCKNj7bGVlpcTTt7a2ysoxVKTOg863XIFKHgBNxRKNRqOCZHXNyspKDIfDYgETAEmoKAGKZfbYDnnRvRU87u6uTHlmFiqf2SRknXwcOSDOnknBSIFPS8CV7l2sgq8mNRkR79YzCaD0XGaYii+Z+MM2pkygm9PL62WmjNH9HCPObw70tUIbFRIVu1urTcQ11HUds/IzsKZ3ODE/hOGeiCgL+zDZiPwsADAvPdfavFKmPh1DFYyI4m5rtVq11SckLDjwaaWqE5ShyWxVCqWtra3Y39+vueO8k6d9PElE5O4GCml25PNaqW4pZIqagkbvV3aqhDb9/hFRpnwo2UZTZ+QKFTN6rJCWAT0Gi0iqC1eFkXJytC5ldf/+/dja2op79+7F9vZ22bOU7l3yg54fUV/0YTAYlHcqsY78JM+LniFe5rzKdrsdm5ub0e12Y21tLfb29opy5wRyzyB0weMKlRnN9K44USBqnNDb41Zpdn+Wz6AyeUKVv0NLYNKrkFmmnNr09UDOf+4pEAhjf08DVRGT+Z0aB3TBuuGhfvK5mrqeZdPHV53TtU5U+qqDiMBY3iOFB5VIqmNUoBzz4nfJbLafj289R+FBKcvRaFS2cWQbUPnPQ8+1Ni+PTUNpVEw8R0Xi1u20YxETZuC8wqYKz1Km08ru55oECAVo9v6MMquhiTJrIqK+lqeeQVcG0b4LOd7j7bHIlindPXTLqI4c4GoDLbsmJTpr6goFkgaWnk0lkKF6fUsZKpNag5ZTvUajUZnSFXE77ujkgtOF6LzWpd83jdya9XGY8Wb2TaHtCR/kPQLcRaZ5ZMM892Xn2X9Nbc/2zBQj79U4cG8C7/HwCYmeQfahMs0zYh24Cpu7eaVMBYo5VY3hJipEAjq33rM29jEuBRsxMUCU/U8reJpeaaK5lam2TMoCvRROzKJk4bziZAZWWhUQWh+NRrG2tlZiKGpsus9ELIcrFt0rdMRpOT7YM3JmFmXKd55BQ6IlrXqwXJkVzAHh8SuhNcXwfO9PPY8ZwJ6Qs4jU6/WiqqraFnVE2pxKIgtwZ2cndnZ2otvtltVj6P5WXeWebVJMclMpvKB2pmemqp6tfaxVlwaDQVxeXtaEXLfbLZbp06dPY2NjI7a3t4uXhXt9ZooxE7S0ZhlHjpidLOe81wQO3Sol4PAEEU9UkpWkjRnkaWI8i3PDn0eQvczUpOh0nPzqYDCivqWgrCuPEcrKotyTocNEz8wroj7nXp/y1DAJSH3qslDlVsiFrlbxiRSu6qaxrfWHWd/Meybjiu/kPT6zQTpAQHxtba3kWgwGg5Lnk20R2ERzK1NfNJkNIeStRqDboEk4OZpQx6uisio0l1Tv8H37SDTlucCBPpxnKqHF8nKAZ4qKlAm5eaw6P5/FMvVNK4euDBdcLvSFvLL9W3mtlCit/EUmKlOPF6v/xI9aPnB7e7umTDl9SKR7uewZrd6IyWBVm4mH5G7SPcr6jYjo9/txenpaBmZVVbG5uVmWP9zd3Y319fW4d+9eVNWzpLqdnZ1aFrEDN/GYg1L3AvG6DCDxuYyr+dh2QZ8pYrnFfcxkylShB441jf+vV2Ua0ZyXQbnnYNetS/EZF3pptVpFmTJhUefo0fGYaUQ91DEcDsvzz8/P4+rqqrbLipbxjJgYNpJB6+vrZdbFxsZGbG5u1vpYQIBjWUDA3cNsM/GMnsdjrkw9HiwDQmNPdVBCIYHCPPRC80w5eHzu3TTl6efcYlIFmazARmiyAt1KzhiP7jgvi6Nvf35TW/DazFKddq0PoiYrgtd4+fhO1kGWOC04Il9//qIrUyYaEFC450PKkuuY+jZ7EbeFkYQQ24ZAjvOaXZmqbHrO6upqbG9vl9yBiCixIZVbgkcKJiLKuqHZ+GmyGkWZNdvUpxQ2erZ/Z2NhFo9kcsKtVQeALIu7fBeR5umHafdNu4ffcj+Kx12m6TpajFy1h21KGc0QkN7jfSOispX3RgpUiXi+C5X3o2fGc8xSLjEkovHG6TQ0Mty4UDk5xpuAYJNiVnllWGTZx9NobmVKtMNj7hbN/NhkECo1ohhOSZDJrXmS9ON7I5HYEOoYImW6QLI5pupI3kO031QXtkuTss8604WGWxWqB9s1Implp2JRWcWAnU4nIp4NHiaD8f5s8YJFJW1cICVGq4d8srm5GTs7O7G1tRW7u7uxs7NT5pbSjURBIdQtNC0X0+7ubm1Qs2+4X2zEM56Qy/bm5iZ2dnai3+/HYDCIo6OjmjCSFas+EGLndBrxBj1ALiwiZgM+tzD1bI2PbKxmCp3Kl7yaAWa+W25I1V//af1r7LnwfVmI7fA85B6q8XgcvV6vyEDJSvXhLG8grxWfaTMIAU2F7piA5vJbrs/RaBS9Xi96vV6xTMXHrLcUoeZa+0Ipema/3y9jTOe1KpnKxumVEROZq0RAWbCyKGVA0OrUWKKsdSAu2an3SU7yPfPQcy3aQOFBSy+ztLLneMfxNwc5p0DMogzd0gpj+SkIKJyoVFzhZULHj/HcNOvZy8zn6TitdB7zd7iypptXAIUxlCar4GUg1kt1yVCxBrMrKE4viKhbTRLwElJ6j1zDPqhdmeq5cmnJCtD75eKMqE/xqaqqxBIjopa17byRhRzmsXYyQe+W6TzPnaXA/b1edrd+3DJhjsOiLhwSUR+fbrnPK3idDzPLlFOxFCYQUfD7fZkcrqqqtilGRB2sZcqU1rFnYwsUqi7sP1qXXDyCSkx9ryx2jVvu1arcGFemLJuOawx7e5LH2U4CIQ48mB3s4aBZ9Fybg9Ol64XXtd65mSBgrJKr28g1xikIEmhZzJSNK4FFtKVGJurl9kV8lg/irC78NCk7ldtjc64E2ba8Tt8+WPy6DBi4O1T1FTFJgM/I+nKRiJOtOYVKiFQDb29vrxafkcITqODUGPWTD2r1m1C5YvcUNrTqXVhIGOo6zYlW3IrxLQ1gvcenMLmiyRKUnKd4Tv3LtH+CVAdk/IgyxaH3MNeB50h6J9eN1rWqp/qSVtOiUpPibDImpo33iEkIQxb8cDgsAIxTC9Vv19fXZZUvb0/JHQ9RSCHSY8fykHdp6dIDqXGRzZEmz6qMUsatVqu8m+W8vr4u/a1kUwHhLGlJVieNhPF4XJu/HTHx5rDt2C+UxQ5mxJOanz4vza1MVchseoAzjTrHExF4DVEqdzZXBi/RutCKMiklUCiEJLz0zH6/X56r8/TFa6k3TdzN0sdZXnaA3uH1ZUeRqZvQP9s1azdvW6dMmDJphihRLk4NWAcies5dd0r4apJcORK4SlCQct3Z2Yn19fW4f/9+3L9/v+x16huoC5RRsTAxgyECuX41UMlPbPuMf/RZXV2NnZ2dGI/HsbW1VYTayclJDIfDoqQZl6JwYN9SMErIsd8z0KuyXl1dFbfhYDAowo2ZovotsElLnfNZCUDJwxnpuMrsyUd0/6k8ClG8jOTyYJYiVf9VVVWWuBsMBiVEQJAsS1XZ4pKVCuOoz7RCnGL3nU6n1u7iM+d38bQnJek4FZYnR4p/xN+U/xwjqrMUo0DmxcVFrK6u1uZiawqZVi5jKE8AVzzJ5zu48HHh49cVbLvdLrJjXuPiubdgaxL2bk1l17p1R/KEElWWjZXFjBx58DmyEBikHo/HJZuXySWZy1fv8Drwm2VoEipZO/lgyywOlqGp3adZF261uuD1+szjVn8/SIOYQIr10XGCJkfd3jfs68ztpZR9dy0TVDkqz5Sy2pceEFoPtAacmvrUrxHRoiA/XV5eFgHc7/fj8vKyJuSYqKXxoTESUVemKnNWVicHoU3CicLsLu61RaZMhjRZ+RGTvvMY6jRwT952C5bJRXyW7iF/unyeFjcnAGAdGDbhux3ou/EgC5L9LitVZeK4ZshKz/NnTwM13vYux/W898TNy1VhmpQjf1Mo87dQATN1hURl9ntygpAJExMywaJOoTuXgWRZuyzj/v5+PHjwoKRub29vF5ehK21a0+7qJsJn+TLlpLZqSuJwBvWBNMu9TquY2aZupYoxfWDOi8S+2vTw4cNihdJ9L6+FVjZhjJSCRn3mvCertaqqkhwh5C5+8YFYVVWcn59Hr9crlgAT6MS3cknJo0IXpqbIREQtmcPBD/tTdVPMysulNlGyCDNCLy4u4vj4OK6vr+Pi4qIWh2u1WmXlGbrM5RVS+43H41hfX4+dnZ3S1nSR093ND2NuWZhB31Lgm5ub7xEXvThlYzWjDGDPUqi0nJRwp3al3KFskYeNSlRyotVq1ZJzfOlNygbKKlqkWZ4F3bkaTxo3TB5leehpccBJnmO8dW9vLzqdTmxubsbu7m6srq5Gt9stCU6U0/qtMZfl5ZAor7PzdwV1cytTn6KSMVGT5elWDxFTxCQLV8KMHaxGdrdPhj74m4pXcYiLi4s4OzsrrhHFrVzwMR3bXWdUqF53t/a8nbJzGRAhZRZkU9tmbeNCmdYQLQy6dhdVme7s7ERE1BSeLEdXoux/R+7sP4IztUO/34/hcBi9Xi9OT09v9bXa7OjoKE5OTmouIS2UsbKyEtvb2wUI7u/v11ynEVFcywJ6DoayD0Mcfj2Fx3A4LAvyK2nk/Pw8Hj9+HFdXV3F+fh79fr/W9/v7+2XxCI4FLVKh5ws46D4BNh+TDqyZee08TUUhgbjINO8YaZJP+s9203PFb2zXiCiKU+2k5UPlWpVccyAvgMVMcb3L+4xAyOOnLIuUO8ssz8f19XXJ+uXsAfK/Gx6uGMXrvV6vzEu9uLiItbW1sh8xQZ3KJt6Vi9jdzSo73zGt7+5iXDxXNu8sy5SF8es4aBhQZoMwoEzB4Z1OhaH7GHNRB7ZardoKG+psxQyU2HJ2dlaERVVNtjHixHz6291i8bJ5e+gc752FbLN2zixIt1b9GrpBdB0D+EShi0pqL1l6q6urRVHQwiZfUPlkIEIDTSufuGdEuxERTOrejY2NohDJJ8Ph8FaikOaPMuYka4ETxCWQxIcc+JliFd+rbMxD6Pf7NeCh58pKIECVZSoLWvE2Jn5oDOm3SM/M+JRES4Uud/KmJ14tIjWB32nlzeQEZYA+KysrtV2fmJQmHnFgIp71EBnHgsqpRERfCEdKVmNiZWWlGBxSSJnHQWE05rkwLu68qTq6PNdzMoOIa7OLF8fjcVGYDuwiJitzZfFR//C4fs/br6S5lWlmiTUpVhbCCybGEOJVxla32y0KSw0lplI2Jn3YrDiXYFMZlB0mZhiNRnF+fl7cW0+ePIl+v1/Qz2AwiMFgEGtra7G1tRWvvPJKQUSbm5tRVVXNRcXki0yxeztlaH2WImZ7uhJ3ROvnaaVIMTBmEVFPMvD5VIsqyCKirHaiQUbBTITqK2ZpFRnxCwVVr9eL4+PjoojIg1K2zAoXr4okIAaDQfR6vYh4lgmsLQLlXlfm+srKSkmykMtW1mNVPZuvysQ4KhmVQa4sZnOqPhcXF3F0dBRXV1dxenpaPDDiGfE13Wta6lBjkovvq74SakrM4lxZrTLlsTbJACkA36FDY9dj3ovKg5ms0/+szE3WKWWj+k/8qnnPkl9y2UtJ6djNzU3J/CXAIp9oEREpTf2WC39nZ6e4TQWue71eee7p6ekt+SC5IZAm3u31eqk8YXtx7ifjn76cZ0TExcVFAbWyTC8uLko4Tu117969uH//fqyvr8fV1VUxpiiX6Z3jMbfQmwyhWfTcKyBl5/g9bSAQ4asxidaFnLmQfROCYKP485U8wcQRWWOanqCOE4PKypHVqvgcFRQ7QOVgeTIQkf2eB9m6VZ/1BRVo9tzs+byeMURvy0UkugFpAUbUEwkyC9UtUxH7l/cwm4/KSJapL2ai3AJ/LhU35+e5O1rnBRKa+IN1Y1al3sVVavTNeDnDKMpH4IYAnK7gFonelVlUTVYpy+dgkmP6ZbBMI3J52KQ0Zx1jmwokMb4ovnALVXzCzFyGqCLqC9XLC+IeAS6SIJlJS5ehEG8DXcPyNQH+rO7ZecomWavtdru2bCHLKvAhDyM3mMiSVv2dLsezvpmH7qxMsxfqvMxvHyxsZClKuheZok9rlBPivUE8OUNl4W9H7UIrQuRcOUfxUy7xJoGZmf3qJLqimZk5qx31O0vhztBRJlTdEvXftE6pBKQACDSoTBdZiBFoyb3KRCMqJg72iEkGrVyYSqaRAu12uzW3lmL1rkT18S3uxuNnU7LOzs4iIko6fzaYZf3Jytb9spglJF0Y0AL1Ol5eXsbZ2VlcXl7GyclJnJycRFVVpR6cBiZhQ+td4RaOLwGKiPq8cFlNtLQ96SOiDpidr8VvFHwa9y8bzVKk8z7DE3PEG5JNvV6v8B1XiJOSzJJ8ZCAoJCLvm6agaHtC3SPe7/f7ZcoKc1yqqqopcslPKXPKKoVCWB4qOYZH3KPBY2qTiMl8c647QH0gMEBQIt5SO7t8zfrPs6pn0XNZplRYVJqZhRpRX7CdqJjxKjXO9vZ2aXxHDG6qZ2iDKIrMFDFZjUZuNL1bTHZ0dBTn5+cREcWlq0m72XsYK6M72i0KtUWmZNVZrC8R6SxyBqQw4zn2lytOJuQssntNRKDlLn4fKEyskmKQYlFcUt97e3slAenm5ia63W5x0SpBTa4t9xhIuQwGg8JDcqtJydHNKbfozs5OtFqtAuxUZl0rPuPCE+Qx9Z1AwNnZWQyHwzg9PY3T09PiApMLVxmRBIECDLTYFRrJchY0NlTWy8vLcn8WBqHydlnB+kkwvgw82EQvokj5zTaXNSaQpMSy4XBYkzUE+ew3Gita9P7VV1+NTqcTW1tbcXh4GHt7e+XdAnXr6+tRVVVNQUfUPShUpuRTfXZ2dmJ7e7t2TiSrmAvKiMTbXP9XBo48iM5DVIIqD+U1LXY3arJ+o96ah941CJgpD31TWLPi8yiL53ETuHXqwkCKRI2ouIIUJ60XouTMQm76ENE42nKB0tSWrgi9PZwhsvv8fGY5sH5NSn9RSO1Py1Iu+yZA5cg1oi7MhejFF1KCXAaN5HEWtanaVYqGHhgpCir0bBUun9qQeRwy9C4lr/VcBVAF+OS+zbwa7G/VjR4WKkiOWwovCVj2D9vZ+3DWmObzv5bJDQ8H7LS0pLwEvGi1Rdw2NtQHlFdUEPSocXcpJfX4vE633vge8g3fqcUjaI3yw43L2Sb6KLloPB6X6VL0MB0eHpbdlhSuUHlcTpO8Lq5QmxTsNHquzcGnWV381iBT/KbVapUsTBcOVHRuSbkgpJD0wZchOxd4rI+eNR6PY39//9b+dWQyugw8iO2xxiahF3F7uou3sbvvKJh5f5NLxC1St3bkys4sOrfmFonoGhLY0VSO6+vr6Pf7ERG1+WpSWhq06mtZfdwhQjG/ra2tW8BDCDnitiCJiOLx0NZvQtVc1aeqJjv5rK6u1pJ8hO7lJVldXa257iRApNiYGauY2dnZWXzxi1+M09PT0g6dTqfs6ar+5Uo4UrCqv4SijmtpOx1TGSIm0yO4zCOTvfQsjwu7pZBZGNMU7tcKucyMiJpMkZxR8qSmaw0Gg9r1XKBEAI3zgyn7PFNdiWia/qTrGe7insjqP40lKWLKHVrI8ohkil7jTzJWPEKFLzmmRD4pUYFoTY3RM6VvxuNxIxBg23lf8JzKOq9xcSdl6pbQrAJRITCQzQE5raBUso5Wm477OTWGX093iDpB2ZaejZa5UWYhniZrYladeZ5MJWul6b2Z8uZ7OKAyRMtn3iVO8NUk8o+EvZZJa7fbxf3K+uhaWqfqFwdkzt8CgZmgiKhP6eC30DTfo/NK8pGLS9eT9/RsAZvMle//6eY9OTmJbrdbgKsED8GZ6hgxySQlcFTdKJwcFDr40nV6lgM178tpAm7RFenzlG8eoexjnOCPWd+URfS+cDqTFn2gTGP2u0CaFBqVKedtU1mL3PvjdVB5qKjpBWLOg8ayxhXzXPS8ra2tODg4KCBUIFkKluEOTXHLPIh3obve91xu3lmWKSvm8UPv+IgoE9vVaaoIO5AK0cuRIVpXnETGJDEP/7MerFumSClc6J6bpdyciNS9zi5EKeioBNyaYjsx0UqMykGpujGJZ9Go2+1GxCS1XrEkJWK4a4YoX9dH1F3bGdDSMYEsVz56jqxVWXtqZx3j/DgKKh0TvzBjMQNn5DEqNpVJySjX19cFwSsu3G634+TkpKzUJOGs5QQZMxXR1S2LVdawSGVYWVkp+QfkewEcD+u4gqUVRqG9qIDuvSa1UavVKjF6LqChBDJ6EphokyXccM6nAJxWEWICj2QBlWmn0ykxT8Zp2Z+Mn+sc+5wZ4eRn8b4n2TGxSNOtut1uWfhEH8V1FR4Rz8lwE6igjGMbe5vPa4E20QvHTDmoOaBokRIN06rQQBKKFjMQbWlgSci7BeUD1pFtpmjZeI6CJGzEGPpN95xbfCK64Dx+xjKJWFYqUyp+XweWcRTe61ZKkzLlwhO6X0y56NaAVkCihd3v9+P8/LwRgVKZKqvRwwO6zr0K4kcKCmb7yhWmbEv2Fduf7cu2d3AU0ex58ZCIyjYej2MwGJQsXo0juflubm7i8ePHcXl5WTaKGI/H8ZWvfCWOj49rru5erxfn5+extrYWDx8+jK2trXjw4EF85CMfibW1Z9vICfFLAK+trcXBwUGMRqO4uLiotY2U8jQ3r8ftOOn+65EInKQslfwmntzc3Cx77brXhUlk+nhy28rKSllFiBtBMCNbvNPtdssOTFdXV3FxcZF6vKqqKtNTNJZUDoYFIpqnCKkOh4eHxcB65ZVXyjKXe3t7NfnL58hyl5JmQpSH4ejt89AY++Gu9NwrIE0TvK5YI24jUf7OFOI08zqzTrPz2bc+HKxNVqSjFVfIfPY0ZOOWTcTtOYu0NLP3eVl5jT8/e58ns/AavTtr30UiR5aMA2VZp03t10REz35Mg9SP+3Ob+CXzaMxD3l8sB8EeY+sShpxTmo09lUPZ7r4cXMQzb0C/34+1tbUSb5cS1XdTu7Mdst/6n8mAF7US3kuaJnOmXXuXcUUrUUqOiUM+N5SWJQ2QiKiNbykYunCbZK8UrOYbK/M2k+seNiE4pceuqW8JBuSi1kcxUuY8TFN+LL+3eTZO9f9FrdU7LXTvwoCKRJVjppn884oPcTJ4JtQjoiYURWKGJjfYLKIgcsUhFE0rUok6ZGR1ss+jarJSNRDUHqPRKN1MlxmfRO26hqvQ6PmZ69AtF7dUZZXSMvX7m+JYi0JMBlBdtCWV+EqCQglHFDRNPBdxW/HpPNu01Wql0zbEJx7n8WdFTIQGx4z6h94G1VFjikpQ16gNNO8wImJ7eztGo1Fsb2+X33t7e6WNtDzi3t5enJ+fl2k7mvSvMmj7r16vF0dHR8WtyG2w2u127O3txf7+fhHksqY0ht0L5R/1F117nMKwiNQkYDO5OA9lAJqJNru7u3F4eFjCCkqukXueipPfbtQoxri+vh77+/uxu7tbvIJccIN8uLGxUTYAoYzv9XpFRopPJfMc/DFxj20o/pC1/fDhw+h0OnHv3r148OBBrK2tlYXu5b5VTFT7VtPjoXJ7Pfhutgc/Po9Wx96TqTFEORROTYKbrlINPiIidYIKrwr7YHIE9DyUKTwvs3+TQeiK8oFON4G7XonMOE+KylTCh/dFRE0YufL2rNImBOUWHF3XAie8zq2yRSPygIMExozIZ00xu6ZnuwJknzYhXrVbNrdNCkqLO9Dl6clFHtPVfw1qH3MRUQNIEVHW25WSG4/H0e124/r6usTAqqqKbrdbdpaJiLIknJJcJCzPzs7i8ePH0W63Y39/vyzjRqCiOB6VpFso/lttyvAJrdxF58Vp9LxWtfOgjI5utxvb29s1Q4VGBzNtM0Wh8qyurhblqSVcpUi1zi1X8JL8ESiTG9fnGVNGq/7SAdwfOZNXqsP6+nocHh7G1tZW2Y9Y87tZNilTLmNJfnIjI7NAPfmV9eCH42oeunPMNOsoWqFuIfmAaXLzUMj4ef/vQi+7nh3Hsuub03Y8W1FCTwqH/naWWb8dVPDd8uUrtqeBIIBRVZNpCMw85ruaFCXPcyCRqRm35iciakBhVrsuAgl8MStRazzL5eV9EzFRdp7QJnKhI2L82c+z/d2izNqPbnz2KcGBW8oEAiTd7+4uBwIquwAgp1cpsUNZvsPhMLa3t2NnZydubm7KXFWCRN/1pqqqEkej4BOocQu/qW3Iv+y7ReXDacrSy5zVe1obOEiTDFLMncops0LZ1i6jNFY0XjJQmBkF4hspVa14pYUkfLs1lVmyTWV3QNput0sS1Pb2duzt7dWy0CUP6YXypFaul636sl4+3jL9RcVJOfqeKlNH0FSgWfKFKij3Eif3kiGZmTZtAGVWQZNCdcHiyl8do91CxMh6PoPyFCBysbiwoFUrUoJMr9eLk5OTePvtt2uxh83Nzbh//35xsai9JFSI8FU2ui7Y3uoHXcd66sMVS1qtVm25O1eoi0jD4bB8az6mVigSOfhRO3h8SOcIhNR+qr/c/eRX510O1Ew4iTxTm79dMaoPxYNUxOQRCRm928emViaSQKNg3NvbK/MHP/jBD8ZoNCqu3ZubmxI7vby8LAuqn5yclIX4Ve7z8/MYDAaxsbERr7zySlG4WrpTfEfezOpN74mvL7tolClTB25N1837bAf2W1tbZVF5Jnk57+ibMkrl2d7ejoODg7KyFxO+dC/dneI1JajJFXtzc1M8FycnJ/Ho0aOy8P5gMKjJEYJ19T1d+nI1a5tChWtklYt3xIv6HVFfptYTW6fJMpeZApO+vrAnz86i51pOkErJlYgLGnWKBnGGyr0BMvJzGQKcpQS8AT3bmMjGkXJWN5afSo6kd2nyuy8gzQWqfXqHW6UOEGiVNlmvLqwosDPGW1RFGjHJwiMKlsuRylDkdZkG1qa13zzXZu91dDztGW69Zf3jz/d7fAxQgdHKlUDrdDoFaIzH47JLklxpmgqhnTi0xZYEjd7BvVhVFg9zzBJIGQ8vKi9m5fR+eDeeT7CneCTBVVYWlsnHNnNWKI/5rowP3cBQRrCUz8XFRaysrNSAOu/xjFplla+uPtv8W3Hcbrdby04W31BO03KmHpIM9rHidcmAMUNGHqZ8TyxT+tLdNFZhI+KWFRcRJVZDi0CdK0XrSUekJou0yQWmd+ibSIRuO79XiGQwGMTx8XHc3NzE4eFhHBwclGC4LzHnHeJIRgwi5E9LUYyxsrISe3t7MRwOY21traxPrGdSILoVSsAihuIk7WnuXbr53F24iKQkG+5MIeZnG3mGo/MEr22yJCmAfABmrkj/3WTNUmAJXPkeqvQURNStbY+ve6xSVoTiYKwf20p8TpeseLuqqjLH8ebmJnZ3d2M0GsXOzk6cn58XJSvrdzAYFF7iWskuCFVu5h/IgmLMdJaH6v2mJjBFD8Ws+5vkVtP1VCLkEbdMWQZvR223pngpNzbIlKnKJV70aUzik06nU+LrvuE838FVj2SZcg9dXUfZpbHBubKsY5awmgENj92zXSPqORiaS6t3z0tzK1MmC1GZSqgzYYZz89jgrdbE5083FhN7MoTKhqBA9HsytE9Gy5Sdnku32fHxcXzuc5+LwWAQH/7whyMiyqLkmQB2Zcpny4UxHo9LFtrTp0/LpHktiq5dIbh4RYYKIyYd73EClWOWMmV2MvfYzLwKi0RUpu5dYHsxFkyhQou8yQp3zwAFFpWdzjt61/GI2wlGDuwUc1JfUWC5293/E1xRuHLKiq95ShcWPSJakk3hlogoe/iKxuNxHBwcFBe7MoBPT0/j+Pi43EuFTLCTxeE8uY+u+JeJMnA+a/zMA1xdthBA062ZGTUZgNNGIjs7O0WZMuGrCSRoHPGdjKNqnvHp6WnZd1XuWU7RorxnFq/P7pBXhMq0SXbTTe1t68pU99Bjwt96HzdF9y0Vp9ELLdpAJUdh5nHRzJXoqNqth2nU5GYhYxJxeDzBXRmZJa04JtE9XQ0CF1TG/E+BICtQCEwCdDQalQxfZcvJYqHCc7dO9jtrI//QZbmIyvIu5ILGLTde04S6RS4EaRFSUDYJQG9bEfmNyQ10KdHi0LMz164DAZbDLe0msJDFi4XA5SHJhBP/a6xLQKoeKysrJTOUYyIT1F7eecb8olMmzCNue8r8eNOxrE0yq1Nt6bxJnmTGLJcJzKYhkd+beIryu6qqmmeDe+AqhMCxScXcJPubQCOnxvH6bGzzXBOPZfXytmgK32U0tzKlwhEaZoKEpyhHTNb6ZMp7xGQLLZn67o5qEvTs6KbYnxqNsVxumcXBrQ4SCpeyVOddX1/H1tZWKacUHxfu13m1kSM4Wo5ra2vFdTwcDmMwGMTR0VFcXV3FcDiMd955pyQEDYfD6Ha7ZWskCmS2h1vCdIPQMuf0Co9nUegvspLVwPe+1aorRLwOIHjMBy1/NymziNuDlxaDZ7OLWq1WzTpjX8hV6u/2uZkRE6DnSVRC555IRuuWQlWbqnP+8/Hxcc3CpTXCdmBugfjy3r17RWlKQDPzUsl9Dq6ZrcmkF7XvXYTYV5sypdcEujLgw+dMG298VqZI6a1wpSiQ0263i4zS3FK5erVmblYPenbcS+ahOfGEpmV5joaHqiQfs9Cd6sLzHO/ko6Z8EB+D/ttBqN7HMIie/54kINH604fBYrpcs8bhb3UW0RErmCG7jLHc8uUxCi2PR+k61UdlF5NUVRX7+/txc3NTAwIy/ZXh6EKLzKbfPh1I2YrX19dxcXERw+Ew2u12yfrV7idSDG5NN1kMrFP228GH2nORhZZTZqFTkXHgN1ml8yBUR+Mi8hbbrqom6fs8TgtNMXIKBrruyIPOQ6xvVl7e7/XQMT1b/E0BJLcW789WNtJ5LRhAF63aJSJKXfVOEsccQxOZMl1UYOcKMxuD7DeXYc9TL8o6yTICdb+WPKyZA5qGQgs1or7RvPMY+dGVEMsSMdkvmPKGmx+w/TLPBNuH59rtyQwHV6YEo2x/thnbxZW3nungVde/p5YpC0WXkdAHO51b45AydKPn8JppqC4johMtMk504UhI5VQ9VE4icXa6LHGtYSoheXZ2Fp1OJw4ODgryp4vLQYWYWLvcX11dxebmZllQWvtzKt1cC1wL+THbbVq2GQWVfrs7NENyiyrE5AGQAtBvtcE0ZZoR605AmA1Ob0e5R2WBaUNxti0tQylaKl231JqUeGYl6r6IKKha41Dn3LXm/U6lpvHrvJpZJvQmeTlZLm83ugYppHWtQicvY9yU1DR+3HLVsez+rO18rLqC0zE9V2Glg4OD2Nrait3d3TIdThm9upcWpO4nWOWxdnuy45F4TjJXMUZdS4+Y78NKHcA6SG5T+bnidTDr+icDvC4L2Mbkdcl5lmMemluZsuHd5Ztpb5n97uLVtwrtlhuvy5RoJmxEtAA0H8vL5Iiex9WxGxsbZYcSV1hCW3LPShgdHh7G7u5uSWGXYKUgZGaoGFJ7Z8rte319HcfHxzEYDGr7SOp6PSdi4qprIjIzXWluFczLLO83qa2IRulCVZZhJogJaniMSVluFRKIEZzpMxwOi6v2/Py8tsqQ+p78IN7xpAYqJ1qDVF4+r5nXckUxLvZNK5Lbq4n/ZEUozOFgs6omHiQXfCJlI6se7fZkKzy2VcQENJD0PrYRgc3LRvMq0qYxp34Tb9K9HxG3lKnLGHoKJV+1stD29nZttxiBU1mPin172IKrGSlxzfnUy8Z+VR0IlrREZpZs6TyT6QHJUZXXZRx/U7E3KVWOMxkzd3HxRjzH5uDsbBWE315AR8Q8543Dd/l5Z9Ls3syHnl1H18S090pY6zrWie5dt4K8w5zB3HqhUtMgELPxHAdR1iasZ5NV5mBi2qBeNKJLJmJ6303rBxH7NLvH4z7MkpaClYtUFqesPL7TB25WDq8DBZWPn6zOmUXhaL0JiJLffVxI4EnYiF+b6tHET018SKv5ZaVpsqlJxs0ib+NMNnk2tMCTvjnlSJZo5rpven8W+5Q89OzhrE0oG/2cj2Vd6/fwGn+GP0uet2njwg0IKW8+S0BO7Tcv3dkyZWGY8i5SIYmQNActYqLwHGlnjZQxqbu7VI6IKMKNaIqNKiHH56isalQOci+f7tnf34/XX3+9lrq9ublZysD7+E5aC3qfW0Zyn+i5sq4lvL3+znyME3MOo8rvSFY0S0EvAtFaYb2yzMDMveMf5wP1l5LLaOlxBSmtCKQVgyIm/ad5at7f3OHDk5YkDCImyosJeoxPSZGzblS6Gp+adiMBOh6Pi9XsPJNZFLTSxa+0lhgfpjyoqqpxf1ZaP3quXI9+/V3m9y0CNSnQJjDPb3+O94/kEXmk0+mUee+KhzJcwGRKWqRcGYkWGy0x9SU9DHy3PH/i9V6vF+PxZL1geT1cXnNqjK/I5Xwmcsu0ydBiCIHylasZqS6M47IdNFa1frW8lPPS3MqUmZSO3EU+QMUEzDZkKn1GbLjsXHYf3RF0WZAZvbyMO5K5xRSusMkY29vbsbW1FePxZJNluXAZN9PzvOxUXFKmYkROy9E+lXrG9fV1celRAKuM+qbA8/lpjIF5mze1+6KQx9c8aYaCiDFr3aNvF1R0U+lbSoFzzrTM3unpaUkgU7LY7u5ucQ+5R0RgklYm68A+Vf9QmZIPCcBc6Pg1Nzc3RTjw3W59+hiIiJo1yrCCns0MeT2DOQoqk5ed9VxdXS3ux0xBvyyUjZ9Z46jJY5JZU24xtVqtsgm8FmJQvoWUk1ararVatcQjhjPY1u5NEf+wvBFRFLXA2tnZWTx58qSANYX1uAOQPtpwnvxBcCXeIGXK1IGzzgk0sp3E21SmbgRSBsig4e95PQp32jWGjexM74zBeZO0zlhJkaPiJoZ0galyER3zmfSf81opdSERucMYG+L2RnyvBKHepbgTLT7PUKbyyxjD207XCHU2uS90P5UALVO2iyP/rC1J8zLQV5PER7S4hXgdIIjcvUMkqoHlAkxtpji2eFnW6XA4LDwjIaXpB+65YcKFC1ApJU2Z0nFH3hF5ggnrx/f4WGCMlisPEdw5wMgsSy9PZu1nbkH1m4CiEmAofL2vFhnUZf3jlNWBY82BegaMnagsZY3K4+GyWe1OkE4rMJuF4IDHt5sU6NO3Vk/TLASNjZWVlTJLwRdokGElman+zwyNiPrCCjouOevtmI2xu1D2zLvQ3MpU2ZM0/0WuMFutVlxeXsbx8XFBJEql184SXlgveKZYic4ooDhovUxu1useT3Yg4tEu9hrssqppVYh0vZ4t4S5G5CLfmdJkenqWUankECVUUalyyo6Ui6wpKhwNACaTUCCQWRdRiYo0z1dbMAmF0vLLFGPEZH/ZiDoA82QguXRHo1H0er04PT2Nm5tnC3troX31c7fbjf39/djY2IiHDx/G5uZmWV7v5uYmLi4u4ubmprh2HQQK3QvIKWu7yTKpqqqWxKbr5I6WQCPyH4/HcX5+Hq1Wq6zApVWPtra2aqicgkiWaSZYeA+zkzntR2XR0plV9WwrMQlVCVatxCOAQst1UYnKX8S247EmUNREfE5mPe3u7pbFMfb29mrhNy3pd3V1VYCLZIw2hJDy0qp06it6vwh8WE8q3d3d3RiPx+UZ/X4/vvzlL8eTJ09KeSkLV1ZWotvtlrKo7AQE7onJ2ibidrKg82gmw2a1O61d9W82E2Ua3Xk/U7pxMqHF6yX82Qhq2CzWOg0Fu/B35ZS9nwOb7laPV+kcO4YZiiwHv3WeKErPcUt0mkvHrRF3O2igKBaVlcetArfW3drwezNlv2jE5AcJXiLbJoAQMT12SgEml65cWVrmUdnVRMZyAykzUkidSzOSDwV86IbnR7zp5eZ3Vi9agfS+eJxVlsJ4/GyPU7rVMqHfpEjnaVtayaqTrBLfCJzjYFF5j5TVX8enlT8ba9kxPtPHL9tQVh9BjBaAiYiauzKzRDMZpQ8NF5WBFqH4SC5kyVMHnJL5UkqKm0oJU0FzxkgmN1lWJn/OUr5s/yY+p3x8XiB3p11jiFBY2KzQUgARz9adPT09LdYarSr5zSMmJj0rllXYPyJaaCcnJ2WdSLmbuU6kUIeYU/dLyJ2cnES7/WzjY21+rG2LMiEsFKYyMVGEDMP6sG2z9o6YLOq+sjLZ1orKmwMpmwbDQRhRHxDTFOqikgtrxRZ93mNmocp7wv1r1U5UahcXF8Vl1ev1StsogUPz92TdSaBJ8eq52t5PcdaIKJaarF2tstXv90tMqdVqFZ4U8PSxoWS7m5ubODs7i4uLi2JpV1VVnqVjnN4gIalFScTffP4sPsisgiYwJ+EsV7i2AFMZWD7Gg2dZE+8XEWATNM0DBlwBZMqV45vX+jm5UslT/X4/rq+vy7x1gRaBORoYvqC7+ikLD3n59dnY2IiDg4OyJ6kUKxcpkVGlqYQaJ6urzzYep5eCIQjnR+oOAoKsjVVXGoHsP9ch2TPvyoN3tkwjbi8t6BVRQYhW+v1+WZ9Wws+v1zOzDpymSClg5Vo6OTkpO79ImSpQr06UINZiCJeXl4WxLi4uoqqqEitTjIfCjSTXSbvdrs0lzBI+qNCyAUhBLwWguAetao+RZuu9ikHcbZcxyaIrUpHaRvXiAuuZ1R1RBx4Rk/ir2vry8rIoqOPj46KoZDFybp5CAAJa4nXfZF7K9OrqqsxD5eL2Ejjb29txeXkZnU6nCBaFRVZXV0vZBNja7XbNtXt2dhbHx8c1BSdrgKEOLQKia0ajURG2zDZWG3ubi/SezIp2JaqP3HwRUZTpeDwuyVyeLLfIRNcqlaCHkqZRdj4DMw6iRDQSBNjkTZHHYWdnp/QrZUVEFAtW4FLjwWW7u1O9b9bX1+Pg4CA6nU5JiIqI2naTapd+vx/t9rPV3rT++HA4LEaKFKyMHhpdbDMqPjdKMpDnbewWOo+5Mr2LTLzzfqZudk9zP/l/v2fWu0gZQ/l1Nzc3RfAQrQl1XV5e1pAPrT66DyKiZkVLoHKCehNl5WRZM0HP+xyJ8ntau1ExeL80tV0mtBbZOs34rYknpoEFJutIiGgBBik8TUnS4GJWIp/N5zjA4Vgh6JH1qGtkKSgLU3FUZRIz2UoCTsJQy09qOzUmpPiH4EyKPiLKuyVU3Fryb2/njN+d9OyIqClttaEr5kWmpnHDkFbTmJ3Gnzo+bVzS+6TruKUj+ZD8eHV1dWu+sACAYvycWijKktRoKPl9VEhuROg3s8Elk8fjyaIr9GbQ8OAzGAbjcVemTXIik4tN7T4v3VmZuulM01vHGFMlitBzMmHv78kUjSsifcRcvV4vHj16FJeXl3F0dFSmlVBgyn0rC2BnZ6fsV7q9vV1cqbu7uxERZc1cuYQvLy9rW8qxjB7AJnM7EsoGGxWq2lX/WY9MyNE6pYvXURi9CU2gZVGTP1h2ImbWjecibidXjcfj2q49QuWnp6dxdnZW0P1oNIrNzc3ixlWihBKAeJ3QvQuw8XhcE1oSPhIkqgvdc1p0vtPpFAGosrMNlBx1fX0dT548ibOzs9jc3IzDw8PY2Ni4tWeu7qUb+vz8vFgFnU6nJAjJ6iTvEXxlaN/5ntfpvBJHlNFL17OsqXkU8/tNmZJw+ebn3QiJuO3GJWXWfcTE4uNxzndW/yneLz6VYmKYSwaFvCbyXkREbUu+nZ2dWtJPxASQXlxcxNOnT2MwGJRQA/uYwJLf8pCI99fW1so0M3kLCQ4pNz1Ulclht6iz7PVMHnu/3YWeyzLNLMzM9euowAejN8I8lFl8GvCaUK+MSmV/0pVHZC9BJfedfPbKLIuYuH4lhFUPZcpl5SNC9SznrOPYHj649KymwSWistVzqRgzIOJtOg2hLQIRMbMtGZNuAggR9UxuKVElG11cXMTp6Wlt0NP1yRR/PYtCjeuO8pPFFQk2pWil5AaDQaytrcVoNCqZkOQp8aLKe3l5Gaenp0WQ7e7ullgpwZcDMiWKtFqtEnvjvpJsz8ydmwFifpy/lPykb5Uxor702yxLYRHIy0dLiW3D8xzbtLyaLNkMuJDPKBPk5m21WoVnBa5JjJ3q+Tc3N4WPNC5arVZZgnI0GpWN4nmfytDv9+Ps7KyEw1R2gU7yuMosPmQZuFQqs7oFSF1BZiEdfUv5etIVx2KTYeM857w8je6sTJte5GjUkYg/KxuI/uzsm89nx9DdIMZwpuN9YsqLi4tot5/Nd9Ki9Uo7F3KTQCOCzmIZFFgUtKxTUz0zRcA2zNpf5+lCZMyKpPI2udSakN4iEa0qKlFRU/tS6dJCvLy8LMlGAkrKNJT3QnFyKU8KRS3QQR6jIlWcW6vVXF9fx8bGRlkti0JVg5+Wc0Q9WYJW3Pn5eRwdHcX19XWcn5/HYDCI8XhcMmUVT5UVwo3Cyf/c6Fvv5IIRVKYEZxm5d0RjRUqUmdeqOy0X1nlRvSMZZcKYsjGzejJA4rKKikD3SEHS+yGZFzFx2Z+cnBTvG/nMN28X/whUMkdAvHRxcVGbc0ogyelj7Xa78Hm/36/JLo4byiAmnIk3VA7ln9A9HZFPjcmsUMZ9mQvQZJCpH6bJ5Gn03DFTkV6coVd1ENFQJuzd701Ew3fw/VSkck9cXl6WFYlkUTpSVKeK+a6uropClWtiZ2cnXnvttZIEosn4yn5TZmJEfeCrDXwxc9bjLoqKTNuktBmH4wo1TnT1uRXgCmdRBZkSJrjKVDao2N6OZiXA5cV49OhRLWa4trYWe3t7tb12I6ImaKhU6QFwgcgJ85ovzAQkZrAK1csF1mq14vz8PCLqPC+lJ2UqEKnsYFm2+/v7Jcvy/v37pT6yCJlxGfHMracY7Pr6emkDvTeiPh3BBQ0tfiYU0VWnLGjKDJWD9LIp04jZ8bZpApztqHajdUfAxsxnfXNTDD5HWbS09KSY9B7xjaZzCahubm6WsIY8dgSKAmMaSysrK/Hw4cN4+PBhLRmK9dU3Y6biGT1fZRQP+JKaVJasj8aa+E3XqP3cUvZ+8LHs/TIPPbebd9p5fTdZSdkz7mJO+3P0YWdH1F2keoff71lso9Gz5d20qbHcubrW3XiebUYLRWVoKvus49PaWZRZRBkinvZOp0W1TLnyVibM9U0knCFRAhF96H6Ue9Ut38yq4ADlOyNuW8XkC/EOXby8l6CI/co5sBSserYsF1mITCiioKBQ0T2cyyyPjLext312vokX2Q4cs038uqh8mJXLra9578uewWvdA0MjgtPiXPYpQY0GjCw0V6barUp9Qb4Q+MqUqfOCDA/JUPcMurXufCCQrLZg/J7gmef9We7K9rHqfcW2z3TYXei5Fm1wFyeFBDuWhVEHCYVrAPMZXilH+yyHmMEzM3VcViY7MwuG6z16JlGfUJmQmeYZMnuNLgfVSckfrVarxAKaOicDFmRSdznwerdKmQSjemWZnSJac3dlnPeDjo6OImISx5YbXoNHg86TvkStVqtMKRAal+trb2+vbKHHjNjMxUkvTJN177zPgS++VDllRQipU8hpvDDGy9iWlH9EfXoWE/90HwWzVqORYFR2r6YmcJlNT2ITuTCim5eWC91tct0xa1rzD3361qJS0zxTP0bKgEKmfKUQIur71XLTbbpkxT9qa/EMjYRpbao1pmmZRkRtClW2aprqqCS9TqcT+/v78eDBg7I6mdYXUC6CAycCK7mrWd9Wq1ULVYg/uHWnvsnzyjcQH2sMyKPkK/C57pnVl01050UbXFhnSJMDyJGpDzDRLDdJVmEqbX3ERGpwHpNQIpLnO2T5aF5gq9WKnZ2dMl/r3r17JQNNzLe5uVlzH0ogMp42S5lmxxwlZgDFAQSRasRkSTjdn7Vvk3BcRDo7O4uIesIK+9IHggZWRD0mxWkl4uHt7e04PDysoVnyKdvJPR3uWua3yiHBSEFMfpFiE48SrSuhjhnEfDbdXtkcOvEIEzIUE+MUMm3YcHNzU9uInoBwWp1pNdGFTWCo9nV3cNZui0pNYammsT6tTn6Oz6YyVd9ReTKso+NcOER8wPnx4h3xpECbXP4Z8FYZqdDoZtXSg9vb27G/vx/r6+slm/jy8jJOTk5uPTPz1LjniXyscAnHsXibvM5QhAC2jwGB7syQyYyOeemFEpBYcVdyTYWihTjNgtW1bJhpHS2Usrm5WZCJWxfr6+u1zFzPdlTZ+H4JmfF4XFZUWllZKUg/U1K6l58MHXrbTLNCeZ7tm7W1W0rZ+zLhNU3pLwJlFqH/l1vIgR8Rtj4+35HJEP4+PSNiEjvMJo839UPmXtV1tAr0zqqqipXJ+jhAiIjaQv/68Bjdv56wIQEpksUry1/ubrfwvX7ucqTAY1tror4D23mB5iKQ99+81vRdgCufyfbLFDnbfdYzCfD1X2CJ8pgKTeXgykT61iwIrbHMHAHmoTBxijI5azfJYcl8kfiQbtwmXpRnkV4rGoFulfLdHIN3oRdetMF/02Kku00Nw5Vb5N5hthU72xWmEG2mhFqtZ66rhw8fFh+/xyuJ4HxulXey3qGBLyGglTq0tunOzs4tYeDgwjt/HuTj1ziSo+Xklr6nhqsPsnajkBfNGpTvFxFVu3ChcuNgpHtT4CqLiVZVVaYXiJqsTCFkrbwkvmbfuHVIRezp+lqykLEpblnY6XTSfXpVNrmzaAlyVSghft0rASp3l9ZJHY/HJX6mOYJa0aZJWVDAydJkuEQgRlnNa2trcXZ2Fufn58VdL3oRq+CrSYzbZeM+4m45INlY59hUdjWVGO9V26vvKWdELn9oyW1vb5fn0DoUr9A6dM+HXLvdbjd2dnZK0qbG3mAwKLJWi0NQHukdqrd4mGOdFibHN3WG6qPn6XrFcDm+qqru/mY7uYF3F16cW5lmgmUWosw605EUG9M7Ons/Ea+TAuCuTGnRKUYkBK53qnPYEWQqlVOWKpc/m9bgz3tuGjmQUR2JZFlvfjdZw3z2PCj7/aCMn/g7i+kRmFGB+QIDEVHzSkTU3bN8j1t1BDm8lvdn6F6WssAaE46k9N0SmaZMKQwZ5yK4yNyubAtdxwQmudKm8SvHCa1NthfDQozxN/X1ovLhXcfMXZRqBuY8Bu5KgO2elc+fmY0bvUfloMxzcK5rxXudTqcAJbl+5VUh4BRQZJtkFmYmUyWX/R7XQW7IaaxklmmTvHjPlem9e/dqhdXAdlepL6rtrjklQzDxQIIls3R1n1eYjCQhEhHlOe7mVWeyU+V+UEBf8/OkMOmOjohSt36/XybJHx4e3uoEF1RNqf5N6DXrZM/aFGBQCrssc055UB/wfe7me5nIXaUOIKRAyEfqO61iNB6Py/ZPQsu6RrzU6/VuTb/hIvRqw+FwWLPcWq1WiR/xXi8vr2WWJD0N4kdZHb7IhAtPB6sUJGo3WqaKvxIYMAanaWAeY6PV1Gq1Cn/RMmUCDMGDnj8YDMoi//RckRZVkUbkymqaNycT+j72m0CuZAi3UyNIU3/7ymccD648vQxMZGK8Vc8nj/iUld3d3Tg8PCzb6nEuaMSzBKW9vb3ihZARo3HKBCEaShyTEVGSh+iWdqDLsEbExBPJcaFneXhGRJ6/q5dkbmV6//792svG43FtLqcEvZQRkyVYEd1LZcoJ5aRMoboyZQahOicibu2aQQahQGEgXxbn5eVlnJ+f11zSdKVImaq+Kg+Bhcfl7qK4GMcjI3AyPJWp3HoSVGdnZ7VkBDGaysQY2SxLdZHIEXREHV1nylR9L4EU8az/O51O2cjYQw8nJydlrVv1n1xY5GXuQiT3ltyZbk3QXSX+4FJp7uIajyfbpFFJyQ2bJaAQzNGFxm8pP5VHy2gycUNjl2BZVjhXMdIYEl9yLWyBW25KrXpImWZxXPXpIpNbUX7MPSIZTTvvQFFAkACMAl+ygfc7/4kybx37THN+3QplzJsgfm9vLw4PD4t1Std0q9WKra2tODg4KCslOfCj18KBVWakUK46eFB5aegxZkoZnVnEag83EOeluZWpCuqISYVU49DC5AB15OYImsfnrQSvVUNJeQg5RdQDziw7kTZdABFRpk2I2TIE48JrXiKzsC7ZdZlg4fv4u+l6vtMH/ctETYPMr6Fyyp4hocB9FjnYtHwara1Wq3VrcQFN75BCFu+74GGclUTUTLSucro7V2GGVmsyDUvX0BIU0PKkJLfY9Q4JZk4fUFkYc+dYZXtxHGeJMHq3gI3PaXxZLVPKPR/TfpyU3cf/WVtQObrHg/dPK/M0+cD3RNQ9Ef4hsHJjgYCQistjlOTFrIyz6pPJv2mUAZysf1x534XmVqZE9YwVatDpo4Yej8dlbUfdR8Qg4SSXAX3pFDJeQbqsiD6E2p8+fRorKytlyywKCrp7ff6nkLWsE2X+npycFDTvmZ9Z3DRjiKaO8QHowrPVqq+CwrI6eqIwa6J5BtTzMNFXi1Run3rhoEYKUyShL/eOlKiUoFyqAk4bGxtxfX0djx49ijfeeKMsj3Z5eVksTwkRfQTeuDi+Mhy1bZsEkCw1xSRZXrp9+Vt9rMQgueTkjeBULRcS7FN3n0VEscIvLi7KlDDVR9tqkb+o1HncVx0jsNFSnfr22K67wxc5BJEpO8osVxSZEOc3LTK3zCKiyMhWq1W8IZQVUnAOMCULxHNUagRG5D15Cak45X3RmNH2g9oykAlHXFSEY86VKXmast1BhYNJzyGYZkxIN3nYo0mpU5Y+D82tTLkckwru+/o5qlYH6RoWUmjasyAzxJKhFz5T9ykGJsZS+Vzhq+zu7iTD6Hnag48Iy+vMTmpCl/OSt7Fb1Vm9nSkzumuZFlGhciB6qr3zCC1T7ycmmilurj6nsjg5OSkZiU+ePImLi4uy3CSVAJWppgpoRyLtxiIhJGHIMnDhBecz9j+tUCXMNVmDrLfHWH0s0PKm9a1EEoFf3cvxQHBHy1b9oM94PC77WPo2X86bvH8RKbNGMwtnFmj1dtJvJ/GZ+jxLRqKM4zvcMsxAih/n9TKOaBmTl7nQBo0bbgmXgXiXW6x7U7tlVniTMmXfZAaNH6fsfF7ZN7cydUQQMVGUFORsOKZxaxDS9Kd1R4vKzfys4fibPn2VSevtKq1cU1o02IkmVTfFIyTk9DxXXhKaEqAuCDI01RTwzoACr6E7jVMP2HZVNVnDlwlgXp5p5My3qOQCnG0hBZshfCpg9bF4Q54UfeRRuX//fnzoQx+Kfr9fy27V87TJNdE7dx8S30VMplgpTqt7yLcUYk0CwC1x1ddjY7qeY4T3OfiiMKQQVmISwSnHOcvJNmIyiLw9w+GwTI/IBOcspbJIRPmUKVWez+4hEaC7wtF9VGySZepzHXOvA+Oqeo5bptl4Z//LY8d6KXGNO3RJtnNcjseTRfivrq7iyZMnZXUkyi3KfvIR6z5NjpJXHQiQ112xsw1UHrZXNqam0Z0sU1VOL4qYuE+5owoVFC1TdpKQcFVNViaSUswEISvJRmTZ5L4bjUbx9OnTOD4+jv39/fjoRz9aEk60DRs7QfXhItASIkdHRzVBKyUrQSph6WWm1eKuPLaH3+v/mbAl14lcKVzWMNuaiWAhG6Qkln1RiWVk/E2JbDomPiDfEC1LicnVr/PMXI2IstuL5kRqMXHxwc7OTrz66qs19K5dYSg4x+NnC9Ozb1qt+sIK6idH+yqP94/eKXDXlMQXETUhpzKIXwRqI6K2kAKn4Ozu7qbbs7lgUgIL5/FKWCoBpd/v36qT9/HLoEjnvY7tlT2jyarlb7pxtdcnQYv6fjwelz1MI+prWeud4jfODvB36j/HBX8rJOB5NJTxvEfvUtl4ncA/n0P3MHduYg6Ct5VABZPj1CZ6j/QTAYXGBsOPHHd3CTfcaZ6pIzEJAB9YLAzvcUuQgoluYWe0WQxHYaQO5pJbRD8c/HqOIzd++C4JL7nqfB4gn5992I5NgoTPyFwRbl1QUDI+3dSHTk1lWURyoeRt4JaYDzq3xMQvvJegZ2NjI7a2tooVqtW1hMy10otbplKmei7jixy0KiPL5kvBqazkh4gowjUibqF7v2eaBRKRx+p13i3kzCogP/o7iPyZXTmPIl1UvmySRT62p8mvpvOufF2GOEB3uefhDcoGKeaIuDVm/n/tnVtTI8kRhbMRICQECEae2+6j//8Psp8cuzs7OwZ0QULcRPuB+EqnD9VCgl1bODojFAJ1d3VdsjJPZmVluYGhVq5bkTs7Oynwzo0dn58vxTe4V5K6qdLVfq+Tq2rEuex2HqUsN5J0ue41tLYyzVGdMnUl5EKO+zQQicHJIQ93feXcXAR/fPjwIVmUs9ksRqNR/Prrr7G/vx+9Xi9l+4iobvDVuruSx/U3GAyi0+nEYDCIn376Kfb39ysBHzC4LvaDpqinkjKKuqghgkwcFLjr1yeDM2wd2HHG13HdRsoJfILYNFRet6eohYogiHge4e1rUBGRymi32/H3v/89jo6OYjqdxvfv32OxWMTf/va3+Pr1a7Tb7ZSTVJUpZbIdZLFYJO/I7u5unJycxP7+fuLTh4eHmE6n6bBu+EGPbfP1Ubd2PdCEe/iGT13xARJ1O9nj42P0er3krubb+1+3wOlcZZ0Uqz5nHeiYupvuvdCfXVdXviqb4C/O+VRvCryhMmyxWMTV1dWz4/xU4eTAk/6vLlA1Rhgz5Ql+Y+4w9u4ZwWrGZc3cYI5ijZKOUD0van1q5Dz7u3WJQQNQ64AebXQjZNNxfbMy5duVqaOtHLJV5IJ7yBvs5buSUEVBlOXt7W1cXl5Wcp7u7e3F169f4/j4OCKqh5ljOej7c67dwWAQZ2dncXp6GoPBIFmqfNS1q0JNydGo/u1u4IjqPlpHdsqg+pyDjRzK1d/1+raTtwHeYXJGLNOvRTw/b1a9I3XWFoS7st1ux88//xzHx8dxfn6e1j/hg263G58/f07Ru+QlBUgRyPbw8HR25PX1dezv7ydwdnFxEb/99ltStKz3UzdSsnlgB21WIYaF7MISRYvAQWgp7/hB6IvFIrnZ+JCkAtKAIp/zuPY4lUSTNOTGVZXse6BVFmjOGl1ltao1qtddrhIUBvDRrUy41SOW1h3rlownAWadTicpPD7q+fL1xIhqKkzeq3utudZut1NiFE6fUaWMEYDib7VaKdCP3wgQ1bbSL76Exv25PNKuMHOWtH/02ia0kTJ1JJlTpjpB3VpyQQjRUJ3kfm/dBKtjuMPDw2e+eI3OVUWnA6VM+Pj4mCxR1s+Ojo4q24RUkdbVyevrloK3Txlay2fy1ClTn5C5sVpFmzLP/4K8jkxMPfJLBZFaSvCDB2lF1PMX70NJ9nq9OD09Teu0s9ksHh8fUxIPgJsqpbJcZgIqy+XWrOPj4+Q6RilFRFLGoPFOp5O2eel6OUheE4tQhiomhNze3l4Sgrr+pWngPPUbgXZc06hnF0D0o7abNW1NKqDkSrRu3mwjOS/q/Mv9ve5v/J0jFIzu8aQujLUaBPzmxgFjzDq9K1MFPupx0x0QERGHh4dxfHycni/LMnlqFIQxTwGBeEAUSFAPQBtWryZjUcsa3vEgUFeI+py2Ue9f9cy6tHE0r7oRVFhrg1yhquDPTRpN30dUmrsPKDO3juQW4M7OTnz9+jWd+n55eRn39/fp1Je9vb3o9/uVpMwRkeqhKfk+fvwYnz9/jna7nRI6q9L1/nEh7u1VQaPMr1a3Rqiq67IoiuQ2wQXs2Z3oc+ri7jS97gzlv20bqfKDH+gPDiIoiuraPF6Cx8fHdF7nbDZLZWiwggswtWSPjo7S6RgHBwdxd3cX19fX8e3bt2i32/Hw8BDdbjfOzs6SoON53WeKZ6TdbifL9OzsLAaDQeJR3LwIrj/++CN+/PiRslo9PDwd1HB5eRm3t7fxxx9/pG0n7ItWJeXZmfwaFjVu6oglH3S73ej3+5U1Ol1+0IhRruMmXiwWae+qgkKftwh1tTjco/MeKWc0+PVVStaBNm7eonhKzcgxeUTb8myr1Xq2dQxlBxjr9XrJfdrr9ZLc1WCh+/v7xLu6rUvbcnZ2Fj/99FPs7OykALNutxsfPnyIvb295GKGZwF+AEGWNSj34eGhkk1JU26qPFQr3UGFrveqVcp89OUGH6PcWvI6tHEAkjJInWVKpRyxusLh+Zxl6uuuufpoWfq3uiMintwTTHyieRXhKOpR5FKWZRwcHKSoXQ7BJfPNKouwzirNTRKdCD6YkAsZt169P1dZ9d6nL/2/TeR97gFYuvahPOnrJ6Bj6CVLyPcfYxmyHkSUarfbTVYrk1/XaeFNojI1ReFisUgJI1SZorxUme7sLBPkc99isUgJHGgTgki9GuqCJqIZ0OFR+6xZ0XYV/rnYhRwg9LSBTjmLdJst01XzI1fvnLfoJQtV79f/1VpTEKIAKSIqfMfY6Voqv8MD7CdWCzXiySOjyUcUbJVlGf1+P53zDH93Op2kgKl7blsihg3rv3hIeBd8mfN26txWgKZ1c6WoMTJ1Xqk6+bsOvcrNq4PiFqp+u4UUsczw4p2gwUiU6ea9l6dMEhHJotV3g5JAI9yjOUpVqCqDFUURnU4n7RvMBW4oI9MnannqdXeRuMVKvRUUkO1En0GQ5/ZVOkOpgNMyoPekSCOqY4+lTrKO6XQaDw8P0ev14vDwMBaLRcUyVUFP38FjOq4+YSOqB5IfHBzE7u5u9Pv9dB+Im8OQi6JIeXSxWBFMuG0/ffpUOZwAq0KBEzz44cOHCtCbzWbx4cOHuLm5iU6nE/1+P8bjcezs7MT19XXMZrPkgo6IioWKhazWia5rtVrLzEdYrkVRJGtFPTi6tYF+w/LQfs6NYZ3nJGcxbCutM19WWaD8zbfLFy8HSw2Fo1s7dF6od0a3isFvyockF6E9rLPe3d1VLFOS2atH58OHD/Hly5fEXyQ0IQiPfdfz+TzlDdfD7ufzeVqaoA64hmmzzvmI5y5e5Coynf7TZTAF2m7hqi5T0L0pH24cgKSKQwW/M0yd9aXKVANudK8bCKndbqcGerm+zkLn+eIySA4333w+Tx2vByDDqKBzAjVYqNfyXakrKFBhrchK3WSqaHnWg2Noo1oEvFeZMWehu0Kl7i8xxntQpBHLM0WxfugP0tWhKOhLUHfEcoIx8dQlpC7LiKhMVK4XRZH4IeIJuRPwhgKBh6+urpKyQ5n2+/3o9/vR6XRiOBzG4eFhatvOzk4cHx+nDErwTrfbTUidwDYA1e3tbUomfnFxEff39zGZTOL79+8xmUySWwu+Q3F2u90YDAZZUNtqtVLkO67hslweYkEEL3PIFSYucFemboHWrZPqHNhm2mS+uPzyZ+ssdv8fWaXpUlGkCsY0wEyXMlhOOzw8TLLt5OQkut1uxUsHOESJ7u7uJp7A+tzb24vT09P4+vVrFMVTUnsAnBovEUuvyXA4jNvb27TkxnIASfOpq/YTBpNHe6PUke94ZHLKVBOSaOQ596obGDmQ2/q4it4UzetUp1jr7uF/iIZGVI/P0We9LP1bG66KxCO+VDmpq8STN+u1nNWi7alzYSnVWYd+nfIcLbkrc1Plp5PZ61P397aTAinco0xQX1aAHJzwm3oA/B25MhSoEWTBJPU1GU3ZBxLnUHBIIyV9DZjy9NQQtZZdMTl6B5wiQPloGwEPBLioZyjHgxrsxRjw7Xy6au5qn740h7aF/ltzJNdvrkjUKMnJVf1NQb2XqYYSZaqHRJcpVN4B1uBttoLhudA4D5dd6rHMGUgv9YMrXf07F3Tlcz73eS2trUy9ov5xVOluRp1U6l+PqK6laDQiUYTqiuNbKecK0LrqSRq6RuWIB5eXW5TewTCytkXLoU7eNlfEXk/6h3JAh+w/ZFsFrpEcQ2n5OcXpAOU9KVF1J2qfs99uMpnE7u5unJ6epqAk3S6lKJQMMhFP/aTWqlpqOtkjlkdWwVdYjeT4vb29jevr61gsnrL+OFq+v7+P6XSaxpDtVWr14trXyG0EHBZBt9uN4+PjeHx8jPF4nMpTEIqgPTk5SRYIwXSDwSBOTk5Su8uyTEsae3t7cXx8nOIDdFvPbDZLlidrXWRH4v3q5s0BFAef6nn6M4Taf4M2Ac6blpuzhhxoHxwcxOnpaXQ6nSQftF45IwD+ga/Zo42MUatQo2h5XuUi4HU8HqetUf/+979jNBrF9fV1/PjxI/E3W1/Idb1YLJLHR+W7Z/7SPnEvaA7c6tYXPpoFShU4Zep1jbV4zThuZJl6wTlLyxGPC+s69w73ql9brQt/xypkpaTIHWSvHa8K0VO55crjvYrc3BLI1StH2j/O9Dyn+3AJeNG+8dD4urHIjdmq37aRct4BFRooUFyQbqXl3D+Quncinp+ZqkLFXU8IBKIgsRwJrtBDyHFLA5Z4N0ABIYZCUiGga5n9fj8poRzqR/AROIcreDAYpH2ArCtTt263m9a8Dg4OkitdT1PSb5ZJWLrRfsQ7oH2YE4g6tu9FmW5qQa/TFpelq+ZpURRpXRKZpv3LPd6/KEn+xg2vHjAo52nT+ca9LDUsFou4uLiI4XAYk8kkfvnll7i5uUkny8Bn6r0piiIB0TrydtW1TT/qslVAyrO0L2K5vKjLbDkDZR3aOABJG6bWor44t7jrSpSGwBiUxXV84GVZJgvVGU4tC75zVpoHKvG33lP3WdUXfLv1qc/mBkfBg2+81/5DcGEJsPldEZQzR66O3h+5eul92yzIIIQ2ydPVpaprMn5gMZONiFt4UPkpt2YD+VjqWBClC//qui5bqjQjFkIMwFQURVJiuu7k27CwRtnbyrYYEo/TbtZpSSxxcnKSDnXWueNuO20zAknddVgWGm8Q8TyBhgpNyJWlK1i9b5tplZdp1d+bKlYllyHwGi57gJrKX4/xYA4QZPT4+Bjn5+dxdXWVjg/0dXTkMu7biOoyHPfh2t3d3Y2zs7N4eHiIw8PDxPtYpdfX1zEejysWap0s4poHYVI/eA1goFaoe0V0DOo8dD5mdUs/OXpVABLfuQpo5+Yql3OX6VYWGgmSYa+TJ/LObRNx9KL18brlNp2rRajrbbk+0CAhF0IKGlTIexmK1nSPH/2CEr29vY3xeByXl5eVQBj95JCkCy0Xbro/SxX5tgoyBWEAjdlsFpPJpBIoM51O4/LyMllkeBtY11RA0uv1UtkaQQhpQBvXAGIaaEawApZgRDyzziKi4iZj7LWco6Oj6HQ6lXrgkcBVdnt7m85a5Tnqisu21+vFx48fo91ux8ePH9O2LoSlCjGsFQXH8AvbcRTQsVziAYSAGHWp8w4XXCqIfYzfC6CLWC8afpVyzD2fU9Qquxijw8PDFI0L0FbeZq6rNYgyvb6+Ttu5hsNhFEUR/X4/Pn78WPHOKU9pVDBufgWi/X4/Ba39/PPPaYmBpA7U59u3b/GPf/yj4lFB0fv487f3BbynJ2mxTAN5QCrfqkjdgPEx+8ssU315ztLh+6XfvIwc+o9YWq5qgufqklOiuXq7JVe3nlNXVq5dSqsGIId4FMm7uyZiCTj049b0S5QbL1Xy7i1wFLiNpP2Cu1H5RH/3facKwPRTR7mxdLCo4+CKSoEP1+E96qpjgMBSpa3BPuqewp2tgE3LIeITy0XPUVVQ5d/MR41uVDcyIAzBqnt91W24qk/rLDj9bR3+3hZ6rVL1+Zl7JmdBwR+MA96M3LKYv0/5UYNzcN+rtwDwCR/i0mebFLykgHV/fz+BWLbgaCAc3hHlmzpQlSPXIWqNan+5PPZrde/IlbEOvTqa14W5W1+qEBxVQWqOe6CG+r1ZyAaR5FCKMpeW7R/ekZvwdVZsDmUrM/qgqNtOhRfCEVQ3nU7j999/j9vb2/j06VN8+vSpElF8f3+ftlco2s9Z0Dkwot/cp4EFmvNSAcy2KlPG4vr6OoXYX15eJhcVk38+nyfUTbajoigqgT0RyyOrCEZyb4RvZ6KPdSxzSkEVmpepfKOW8nw+TwILVxr3Kohifen09LRi1cJvKEmsck02okejqYWsdUdpE5U5nU5jOBwm0Eeu4l6vF7u7u3F1dZW8J9PpNKbT6bP1Z/pPBVQu6GgdUPwe6CWgEFGvLFa1W/tIZVCv14vBYJD4XndE6L0qH3ERq0ze39+v5FDmmlqmADLW1kmzub+/H1++fEmZj9ibr+MLnxIk2Ol0Yjwepzma6y/VAxDLC2W5PGWJueDl1Fmcub6uM47WpT8t0b27EbURqsQ0YEZ9+polhet8cOmpaxXyaFrNBuNla7leN29PDg3mXL85Za0EWlQkj4tlNBrFL7/8EvP5PLlENNSdCEpQIJPJAUVdW9QaQngiDHd2ltHSWpavz20T0ce6X43J+Pj4mLZ66Doq3wQ6qHUHiCNYyKOxXdhDPK/CQuuH4NJTVrQNqsDKskznpOK+dncVhIIuiiKlJ3x4eEjKzNG/Rv4Cojxa3YOx1ErZ2XlKAEEaOF0npWzSwdHnCgToB3fp0gcat6Bt/H9QpOsIYleoCsbqfvfnW61WSqrB3CZwTfue+zXwxxPcFMUyKA4PgypT9v1zNCFnOh8fH6fDIAaDQeXUJtJJKvAjaUi73X52TrC2LaLqQdI2E8Gvnhs1oFaRG0B1PPdfUaY5pOkCIzeZeJZJpH/XmeIoQ53MXo9N0F/O0uTbrU6/5yXKlatBJgjuyWQSV1dXMZ1OkyuSpANYK/v7+5U1hZzQWTXYOgYqPNXydQVCubk13m0gPUyeY8k06ACXKQpJP6rUVFEiNJQXoRzv6re6V5WvmPiaPi0HziiLcVGwqMLFXVgoTaxMdSWr200Di3L8rWUqUKPuAFnqgbAGlCAgyZajEfKrBJS/v86LtK1Kta5e3pe5Oav38ludhbqusCcjEhmryNXLt5bpSwKMIyBT5z5uXXiCpA0ksgew4QEpiqKSs7koirQ9TJcAUPxluQzIU3dzzkJUoKipPbmufOT9mxuDuvf49U0U6pvcvLm/Vevz7VFlWD4shusitHcQiubh4aGSRzQX2EOH5jpQO1x/V7RGuSoYXfjw/dKEcmFNcMbd3V18//49Li8vK9F3FxcXyUJijx/7EemfXH0U9efaDRPiniFUvc7Nuy66+18QCdMnk0kMh8NKtiHd+4jbqSzLuLq6isfHx4qy0u0c19fXFT6NWK3scha/jjMKqCiW601F8fycUQUtbHN4fHxMrmgsAqxnrAN1PePp2N/fT++kzqD3XAKS3HygPJL2Y3ESFR0RcXR0FP1+P7WXpQqS62sqUA+Ic8WtgYYR1QOht53WUfKvEca597hScCASESl4cXd3N51wNRqNEhjXZzX/bURU5CvR6BFLixBvVqvVii9fvsTnz58ryfFx9RbFkzdyOBxWgkvdExPxNG+Oj49Ttq7ZbFbZpqM8Sj1IS0gmpoODgyQ7Na1lXX+pTF7Vx6uMxJdoo0T3SjnN7y+nAerSUQvAg4BckUJMOHcZ1d1fx8C5jswhdu/0HJL3cnMKCDCA0sQdd3V1FZPJpHIvv2uGG7YhrBPQ8dI4IPgRsmqlahtfetf/klAous8R3kDAg451guXACHwJiHNXJ9+ucJxPKEd5UvtfhYMqYerM72pFUi+ts843tywUCEB1FqkDX8rhGZ7zbS4o24ODg8o13XdaxzsuoPzaqviGbaRVsnCVNbpJuTkwX1cWc5ktUaxt6/5ffceqADTnG5QlCrTf7yfwp2CtLMvKnlMUXR0fetIG1wPejwr+1eui/FMX6+HK0YFO7jq//yWWac7q8Ub7b66c1NqMqB7nRmNyz9NJbGTHxaVnL+qzOaZTJe51y1m4jqT9et3fCHU+hKzjxqUNKkT5m37BKvAIXhW2OWaoa7Ou2SozYq16H2yrIBuPx1GWZWXzNwRfoUxvb2+j1WolfkHg04e6BxR0ixWpyJjkGAro3LpE+VAPndzwOACGcdCxd0Hg8wp+12usr5ZlmQSTzi2vq/eR8g7BKBHLvaJsOSqKp+06ZM8hKQaZbs7Pz5OXhXbjcaoT3HWKXber5SI8t5UcKOSUYu6ZnOysuzfXF/SrelyOjo6SdwMXq/IFfezZ3hi/m5ubVG/4Ejk7n89jPB5nlSNyz3MH6Pj7vCnLp1O5jo+PKwcnaAAbFnSv10u5exVw8owCyjr5rIpUye935bouvVqZrrqmwl8tUFVQOcWLOxQBpIEiCBvOeqScVmt51JX63FUgulJ/Ce2pcFMh54LJn+Fzc3OTrNCLi4uUAhCXo7qVcbugTDUqzVGdr8/lhJKPAc/pOilKVDM+1QU1bRMNh8OIiOQWyoEuXKvwCQFIBHFpIJYKDNb+QMAANN+Sov2OclTBr94I3T5AP+dSVkJarkcv6tgAGFRxwz8+B5xn3crG9b+zs5P2Kd7d3cXV1VWMRqM4OjqqRGhiRVxcXMR4PI4fP37ExcVFcqUDVAC5utblgFaJfsst07wnWrfubiXp716OznGVrQrEI56svH6/n/qRZB4E+UREiivQ4DisWixKN25IQcjZ0Mg45oZbhAcHB+lwcM0h4LsuKHtnZyelSi3LsgJ84bmjo6M4OzuLVquV2qVb4Cgz4rl3bZW3IGcwuQJel/40N+8qU1m/VcGq21YVZB0petU1FgZGrTavUx3VKcWXrvlvCGQAARvdNb+uWiquKL2dtEUDrnJ1dovSLW5dM6v7uNDdVtJgo4i8V0DHTtEr3/Ce9zv3K8jT/7H+IvLCzXnY+xSFC1CiXFemCjzVg+Nr/W7JuqvUrQa9LyIP1Hx9Vtfb2cdI4BfRu7h7eT/tZm6q1ezuaR+3VfN0m2iVLPS/X7o3JytXCXO/36/TxwQjRUQ20FCf1/H3Oug8wqtWlmUl+E8VPEBPTyrSfnAe0OUmgi+1LeyPZk2YOeYRvNq/zkurLM2XZN4m1umrlOk6lXJt7y5Wtfx0UB3lK+GG4D49hJnBwGWllq2jPBe6biH7QPC8Mg/3IKjv7u7SeZrstyP9li6sq+9f65abGC60eacKRO2biOWxYaBPECjbIwhnh1Gph3oBtlWoXV1dRcRy7TSiHvzAY+Sd7XQ6KVqazDHKa+pa0uAYrFX4Sy0CBXfqTtcN9OTnBcmzn5T+9wxUWn91Ift2JeUFtqbwHB8CQ8qyrPBuUSy3Rqh3ZD6fx/fv35P1whoZR7Wdn5/HaDSKy8vL+O2332IymaStSarASfpP2X5QhfalA18f0/dCq5TjKlpHWLvyVICtvM81ttm1Wq10AALuU98myHjt7OxUjiXUMeB53Pvco22PiOTRYf5oQgnkkcZrRCwVJvNN3by6hUa9QHd3d+m4RQfY2ie5/vsraSNl+hLq4tqqZ1QBqCtW0U3O8oh4jtCx3NQyVdeZI3RXlNzj6285BceAuQXAgN7c3KT9eOyt0qg2rYOGm3t91plYdYJG+1DXlQmb53+Qqh7C6328jcKME4Xqgtb0m78RECicsizTvryXLFMmtwZyqJJTBQzP+dKE3qdr6Yy/WrxK6hquy37FXCEIqCiWa1UqdHVMqZOCTuYMQqosy2TZkIIQi2M0GsV4PI7JZBKTySRFULtVo668slxGIeu3jmWd+/c90Sq5GJEPxHIe1HL82YiqRyFXPv0KUGNPKFHaOS+HyiKC+FQGaJKTXD10TnCdvfPshVa5rN5J7omIODw8rMQe4LYm77Cu/ypAUGW6yrr/q/nrTVtj6twRL7kpdAC0U4tieWyUuuX8Wd6BINODaEG/6qv3dyrllGmu3qpAVTjh7kCprsogpNZybmAdpevk1LYrU/ozufVRV6QahefrsI7ytokchUdU+VAD2riO9UkQGBGPrVarMhkZO/pNBUrOe+Fjwu96XdNDclSWHjHoQTdajo69HsDt71BeZOx1Pnkf8T/P3d3dxXg8johlPEJRPAUdkY6Q7TGj0ShGo1FKsK8BVD5OOk9yClPrj9L15Y/3SLn+0GsR9dHNdQrSx3yVQta5SyQuAT6seeaUo5ZZx/O6Hp+bi7o8oXtK1dXP/fApMioX1Ys122o9HaGINUo8ii4R5vol14eb0KbPbHxqjP//UkWdGVzBcZ2JhhVAiDVlQI78dd1UA05QyjpBc5PVrU0n3YCs7+a9BJnonsecMlJLYxUQyU2Ysiwr6x5+TctQ5jw4OEjuXTLWICA10EYtLAUp20a57S0R1a0s6gnAMiUYYzQaJWBBOxl/xpD+q1Om6gFBeStpIAT3oFQXi6cTM+B13VuXixbGqtY1KFVgfDQ7FmDJM1tpv0VE5f2cV6rZoj59+hT9fj+m02lcXFzEfD6Pb9++xa+//pr6VNewFPQxVvSxrgPTDx71qXvIdcvWe6TXAgEABX/73FYZBlhREBKxVGjqYv/8+XP0er0YDocpGDIiKvMcnlIApCA11z6XxZqAQROJsOcbwmIm+E0DIjVIiWUaQOiPHz/i5uYmhsNhzGazxC/M51VGwCo99WcBt1dnQIp4rij1txwj5JA9//uk1AAlfxf/Kzpyweduh5zC0mcjnjMNv8F0ubWynFvULRdvd64vvT9yz+XWgHPj4OBBPzmLysvadspNjDowxDVctmrpKd8wpir4tby68lWx+e+qdFFuisA1gELdVMrXEc/PWtS54kLXA59y9dIyEVT0h2+hAjDq2ptbybn+ztUv1x7arZG8KgfeA21Sz5x8rJNROat0kzppMFKn04nr6+uk8BzQa/3WkQE5eapKXeuQcwnDZ7r3nbVbjRWIWOY6J/OZJ3fwPlunzjn+8uub0qsCkFyB6t86EVwZ6GRSRQla1etqHWhKPUVejobVvaXh+K44ldF4jnq4ANC2qQDWetAWXXzXaGNFj953OUbkmrbBt1HkgAxtyU08R530M328reukSj6Obi3WjRsKdDqdVk600D4h8hql6xMV5efjyicHxFShdrvdxCME6Mxms0qktyqziCVfqrWNtZF7P+9ibmDZ5vqE7UP39/cpOToJ0wnqG41G8fvvv8c///nPlKNX1zppn/IP5bPWrIF2ypvU2/dBavTw/wPlFOAqoKBjpfJALVasvlykvz7DmOhB72dnZyknLttgFOzk4lj0mgJ1lVvsce12uxUvHEGQWKF4zNi7nPO4Adru7+/j/Pw8HWxBTAqgFzm7CmTk5O1LirRuPF6iV7l5162IVjwn4N1FpgJdM3h4hpUcKlKllEPokArfuvbofdQTpe6Kh3qWZZksDt2z6PlZve511iLXcBFqX3kAgfe5A4g6wa/KNAcito1yyhSqE1D0BdmS7u/vYz6fp6TduvZNku/7+/vKpnN9pytTfb8rdwV2KAf+VgtP+VHX+j2oqSiKFB2p79SjsNSjk3OLMyc1cxERz2dnZzEYDKIsy3QazPn5efzrX/+K+XyeFDntoGwFaC60XJHrGEZUE6pT7rbz4Tq0SiZGVC1U7xO/V4G0WmXu8vf38hvBZnd3d+mABJJuuNcgJxO55nEoEZH4kb2gKEmNwNXdBa3WU/IP7lO3Nd4JAN7NzU06FQp+1LVY6ubyPNfnqxRuHW3Kg2/KgLTq3tzg5p5dt8I+STepa+63VcJ3Vfnrvjun8Ovqtqqe6zyz6X1K70lorTP2q8iV31uefy3VAcvXlvXaOrkQrbvnzwZZL7XbAcl7oHXndK4PXxrD1/TBW5XKuvI5Z/X5dx3YX1XXHFD1398qC/4KKsptq1FDDTXUUEMNvTPazrO2GmqooYYaaugdUaNMG2qooYYaauiN1CjThhpqqKGGGnojNcq0oYYaaqihht5IjTJtqKGGGmqooTdSo0wbaqihhhpq6I3UKNOGGmqooYYaeiM1yrShhhpqqKGG3kiNMm2ooYYaaqihN9J/AEo7zLRYsG4OAAAAAElFTkSuQmCC\n" - }, - "metadata": {} - } - ], - "source": [ - "# Placeholder for the directory path\n", - "disgust_directory_path = '/content/train/happy' # Replace with your directory path\n", - "plot_images_from_directory(disgust_directory_path, class_name = 'Happy')" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 507 - }, - "id": "ZqcN1K9MGsZy", - "outputId": "7fb679e6-a482-47bb-c108-29977406a207" - }, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": {} - } - ], - "source": [ - "# Placeholder for the directory path\n", - "surpirse_directory_path = '/content/train/fear' # Replace with your directory path\n", - "plot_images_from_directory(surpirse_directory_path, class_name = 'Fear')" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "TN9WziDDG5x1" - }, - "source": [ - "# Checking shapes and channels." - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "sCLl3jD8GsXN", - "outputId": "c4b4c7fe-faa7-4763-9bf8-7a9925473572" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Shape: (48, 48, 3)\n" - ] - } - ], - "source": [ - "image = '/content/train/angry/Training_10118481.jpg'\n", - "img = cv2.imread(image) # Default load in color format.\n", - "\n", - "# If the image is loaded successfully, print its pixel values\n", - "if img is not None:\n", - " # print(img)\n", - " print(\"Shape:\", img.shape)\n", - "else:\n", - " print(\"The image could not be loaded. Please check the path and file permissions.\")" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "bWSy_Z1CGsUd", - "outputId": "70f9ed2e-5893-4399-b18a-1ff0843b7ea3" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Shape: (48, 48)\n" - ] - } - ], - "source": [ - "image_path = '/content/train/angry/Training_10118481.jpg'\n", - "\n", - "# Load the image in grayscale\n", - "img = cv2.imread(image_path, cv2.IMREAD_GRAYSCALE)\n", - "\n", - "# If the image is loaded successfully, print its pixel values\n", - "if img is not None:\n", - " # print(img)\n", - " print(\"Shape:\", img.shape) # This should now print (48, 48)\n", - "else:\n", - " print(\"The image could not be loaded. Please check the path and file permissions.\")" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "zLYFkBz5HJdz" - }, - "source": [ - "# Initializing the ImageGenerators" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "id": "Hea0bVwqHBYO" - }, - "outputs": [], - "source": [ - "# Define paths to the train and validation directories\n", - "train_data_dir = '/content/train'\n", - "test_data_dir = '/content/test'" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "ICnT2MeaHBSo", - "outputId": "247bf56e-15c7-4818-e422-4bdca56e8947" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Found 28709 images belonging to 7 classes.\n", - "Found 7178 images belonging to 7 classes.\n" - ] - } - ], - "source": [ - "# Directory paths for training and testing data\n", - "train_dir = '/content/train'\n", - "test_dir = '/content/test'\n", - "\n", - "# Batch size for data generators\n", - "batch_size = 64\n", - "\n", - "# Data augmentation configuration for training data\n", - "train_datagen = ImageDataGenerator(\n", - " rescale=1 / 255., # Rescale pixel values to [0,1]\n", - " rotation_range=10, # Random rotation within range [-10,10] degrees\n", - " zoom_range=0.2, # Random zoom between [0.8, 1.2]\n", - " width_shift_range=0.1, # Random horizontal shift within range [-0.1, 0.1]\n", - " height_shift_range=0.1, # Random vertical shift within range [-0.1, 0.1]\n", - " horizontal_flip=True, # Random horizontal flip\n", - " fill_mode='nearest' # Fill mode for handling newly created pixels\n", - " )\n", - "\n", - "# Configuration for testing data (only rescaling)\n", - "test_datagen = ImageDataGenerator(\n", - " rescale=1 / 255. # Rescale pixel values to [0,1]\n", - " )\n", - "\n", - "# Data generators for training and testing data\n", - "train_generator = train_datagen.flow_from_directory(\n", - " train_dir, # Directory containing training data\n", - " class_mode=\"categorical\", # Classification mode for categorical labels\n", - " target_size=(224, 224), # Resize input images to (224,224)\n", - " color_mode='rgb', # Color mode for images (RGB)\n", - " shuffle=True, # Shuffle training data\n", - " batch_size=64, # Batch size for training\n", - " subset='training' # Subset of data (training)\n", - " )\n", - "\n", - "test_generator = test_datagen.flow_from_directory(\n", - " test_dir, # Directory containing testing data\n", - " class_mode=\"categorical\", # Classification mode for categorical labels\n", - " target_size=(224, 224), # Resize input images to (224,224)\n", - " color_mode=\"rgb\", # Color mode for images (RGB)\n", - " shuffle=False, # Do not shuffle testing data\n", - " batch_size=64 # Batch size for testing\n", - " )\n" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "EwlhK4zZHbMt" - }, - "source": [ - "# Introducing Class wieghts for imbalanced data" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "iS9SIz8FHBPe", - "outputId": "7279cff0-7a0b-4549-85e1-d01e0df30f79" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Class Weights Dictionary: {0: 1.0266046844269623, 1: 9.406618610747051, 2: 1.0010460615781582, 3: 0.5684387684387684, 4: 0.8260394187886635, 5: 0.8491274770777877, 6: 1.293372978330405}\n" - ] - } - ], - "source": [ - "# Extract class labels for all instances in the training dataset\n", - "classes = np.array(train_generator.classes)\n", - "\n", - "# Calculate class weights to handle imbalances in the training data\n", - "# 'balanced' mode automatically adjusts weights inversely proportional to class frequencies\n", - "class_weights = compute_class_weight(\n", - " class_weight='balanced', # Strategy to balance classes\n", - " classes=np.unique(classes), # Unique class labels\n", - " y=classes # Class labels for each instance in the training dataset\n", - ")\n", - "\n", - "# Create a dictionary mapping class indices to their calculated weights\n", - "class_weights_dict = dict(enumerate(class_weights))\n", - "\n", - "# Output the class weights dictionary\n", - "print(\"Class Weights Dictionary:\", class_weights_dict)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "yxd2ltlxHT9K" - }, - "source": [ - "# Model: Transfer Learning - ResNet50" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "gOqq4b6lHBMa", - "outputId": "083597d2-0725-4848-80bb-7231c2ba12fc" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/resnet/resnet50v2_weights_tf_dim_ordering_tf_kernels_notop.h5\n", - "\u001b[1m94668760/94668760\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 0us/step\n" - ] - } - ], - "source": [ - "ResNet50V2 = tf.keras.applications.ResNet50V2(input_shape=(224, 224, 3),\n", - " include_top= False,\n", - " weights='imagenet'\n", - " )" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": { - "id": "pdTYcYm-HYPQ" - }, - "outputs": [], - "source": [ - "# Freezing all layers except last 50\n", - "\n", - "ResNet50V2.trainable = True\n", - "\n", - "for layer in ResNet50V2.layers[:-50]:\n", - " layer.trainable = False" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "id": "IOzfDPhrHYMy" - }, - "outputs": [], - "source": [ - "model = Sequential([\n", - " ResNet50V2,\n", - " Dropout(0.2),\n", - " BatchNormalization(),\n", - " Flatten(),\n", - " Dense(128, activation='relu'),\n", - " BatchNormalization(),\n", - " Dropout(0.1),\n", - " Dense(7,activation='softmax')\n", - " ])" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 417 - }, - "id": "wuPd71ZUHYKO", - 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Model: \"sequential\"\n",
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┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n",
-              "┃ Layer (type)                         ┃ Output Shape                ┃         Param # ┃\n",
-              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n",
-              "│ resnet50v2 (Functional)              │ (None, 7, 7, 2048)          │      23,564,800 │\n",
-              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-              "│ dropout (Dropout)                    │ (None, 7, 7, 2048)          │               0 │\n",
-              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-              "│ batch_normalization                  │ (None, 7, 7, 2048)          │           8,192 │\n",
-              "│ (BatchNormalization)                 │                             │                 │\n",
-              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-              "│ flatten (Flatten)                    │ (None, 100352)              │               0 │\n",
-              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-              "│ dense (Dense)                        │ (None, 128)                 │      12,845,184 │\n",
-              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-              "│ batch_normalization_1                │ (None, 128)                 │             512 │\n",
-              "│ (BatchNormalization)                 │                             │                 │\n",
-              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-              "│ dropout_1 (Dropout)                  │ (None, 128)                 │               0 │\n",
-              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
-              "│ dense_1 (Dense)                      │ (None, 7)                   │             903 │\n",
-              "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n",
-              "
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\n" - ] - }, - "metadata": {} - } - ], - "source": [ - "model.summary()" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": { - "id": "F1gSKvxuHYHf" - }, - "outputs": [], - "source": [ - "model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy'])" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": { - "id": "J7JHpr9FHvsK" - }, - "outputs": [], - "source": [ - "# File path for the model checkpoint\n", - "chk_path = 'emotion_detection_ResNet50.keras'\n", - "\n", - "# Callback to save the model checkpoint\n", - "checkpoint = ModelCheckpoint(filepath=chk_path,\n", - " save_best_only=True,\n", - " verbose=1,\n", - " mode='min',\n", - " monitor='val_loss')\n", - "# Save only the weights\n", - "weights_checkpoint = ModelCheckpoint(\n", - " filepath='emotion_detector_resnet50_weights.weights.h5',\n", - " monitor=\"val_loss\",\n", - " verbose=1,\n", - " save_best_only=True,\n", - " save_weights_only=True, # Save only the weights\n", - " mode='min',\n", - " save_freq='epoch'\n", - ")\n", - "\n", - "\n", - "# Callback for early stopping\n", - "earlystop = EarlyStopping(monitor = 'val_loss',\n", - " patience = 4,\n", - " restore_best_weights = True,\n", - " verbose=1)\n", - "\n", - "# Callback to reduce learning rate\n", - "reduce_lr = ReduceLROnPlateau(monitor='val_loss',\n", - " factor=0.2,\n", - " patience=2,\n", - "# min_lr=0.00005,\n", - " verbose=1)\n", - "\n", - "# Callback to log training data to a CSV file\n", - "csv_logger = CSVLogger('training.log')\n", - "\n", - "# Aggregating all callbacks into a list\n", - "callbacks = [checkpoint, weights_checkpoint, earlystop, csv_logger] # Adjusted as per your use-case\n" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "Sg3qfwd3Hvp4", - "outputId": "d890e527-94b2-4035-a386-c1556ede6a17" - }, - "outputs": [ - { - "metadata": { - "tags": null - }, - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch 1/50\n" - ] - }, - { - "metadata": { - "tags": null - }, - "name": "stderr", - "output_type": "stream", - "text": [ - "/usr/local/lib/python3.10/dist-packages/keras/src/trainers/data_adapters/py_dataset_adapter.py:122: UserWarning: Your `PyDataset` class should call `super().__init__(**kwargs)` in its constructor. `**kwargs` can include `workers`, `use_multiprocessing`, `max_queue_size`. Do not pass these arguments to `fit()`, as they will be ignored.\n", - " self._warn_if_super_not_called()\n" - ] - }, - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\u001b[1m449/449\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 821ms/step - accuracy: 0.3498 - loss: 1.8674\n", - "Epoch 1: val_loss improved from inf to 1.30877, saving model to emotion_detection_ResNet50.keras\n", - "\n", - "Epoch 1: val_loss improved from inf to 1.30877, saving model to emotion_detector_resnet50_weights.weights.h5\n", - "\u001b[1m449/449\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m433s\u001b[0m 880ms/step - accuracy: 0.3499 - loss: 1.8668 - val_accuracy: 0.5127 - val_loss: 1.3088\n", - "Epoch 2/50\n", - "\u001b[1m449/449\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 788ms/step - accuracy: 0.5073 - loss: 1.3292\n", - "Epoch 2: val_loss did not improve from 1.30877\n", - "\n", - "Epoch 2: val_loss did not improve from 1.30877\n", - "\u001b[1m449/449\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m395s\u001b[0m 825ms/step - accuracy: 0.5073 - loss: 1.3292 - val_accuracy: 0.4232 - val_loss: 3.8130\n", - "Epoch 3/50\n", - "\u001b[1m449/449\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 783ms/step - accuracy: 0.5391 - loss: 1.2036\n", - "Epoch 3: val_loss did not improve from 1.30877\n", - "\n", - "Epoch 3: val_loss did not improve from 1.30877\n", - "\u001b[1m449/449\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m373s\u001b[0m 820ms/step - accuracy: 0.5392 - loss: 1.2036 - val_accuracy: 0.5425 - val_loss: 1.3672\n", - "Epoch 4/50\n", - "\u001b[1m449/449\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 786ms/step - accuracy: 0.5779 - loss: 1.1256\n", - "Epoch 4: val_loss improved from 1.30877 to 1.13009, saving model to emotion_detection_ResNet50.keras\n", - "\n", - "Epoch 4: val_loss improved from 1.30877 to 1.13009, saving model to emotion_detector_resnet50_weights.weights.h5\n", - "\u001b[1m449/449\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m383s\u001b[0m 840ms/step - accuracy: 0.5779 - loss: 1.1256 - val_accuracy: 0.5886 - val_loss: 1.1301\n", - "Epoch 5/50\n", - "\u001b[1m449/449\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 787ms/step - accuracy: 0.6008 - loss: 1.0399\n", - "Epoch 5: val_loss did not improve from 1.13009\n", - "\n", - "Epoch 5: val_loss did not improve from 1.13009\n", - "\u001b[1m449/449\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m378s\u001b[0m 833ms/step - accuracy: 0.6008 - loss: 1.0399 - val_accuracy: 0.4585 - val_loss: 73.3798\n", - "Epoch 6/50\n", - "\u001b[1m449/449\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 786ms/step - accuracy: 0.6110 - loss: 1.0121\n", - "Epoch 6: val_loss improved from 1.13009 to 1.05142, saving model to emotion_detection_ResNet50.keras\n", - "\n", - "Epoch 6: val_loss improved from 1.13009 to 1.05142, saving model to emotion_detector_resnet50_weights.weights.h5\n", - "\u001b[1m449/449\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m390s\u001b[0m 849ms/step - accuracy: 0.6110 - loss: 1.0121 - val_accuracy: 0.6163 - val_loss: 1.0514\n", - "Epoch 7/50\n", - "\u001b[1m449/449\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 786ms/step - accuracy: 0.6234 - loss: 0.9838\n", - "Epoch 7: val_loss did not improve from 1.05142\n", - "\n", - "Epoch 7: val_loss did not improve from 1.05142\n", - "\u001b[1m449/449\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m429s\u001b[0m 821ms/step - accuracy: 0.6234 - loss: 0.9838 - val_accuracy: 0.5839 - val_loss: 1.1548\n", - "Epoch 8/50\n", - "\u001b[1m449/449\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 782ms/step - accuracy: 0.6323 - loss: 0.9444\n", - "Epoch 8: val_loss improved from 1.05142 to 1.04015, saving model to emotion_detection_ResNet50.keras\n", - "\n", - "Epoch 8: val_loss improved from 1.05142 to 1.04015, saving model to emotion_detector_resnet50_weights.weights.h5\n", - "\u001b[1m449/449\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m380s\u001b[0m 836ms/step - accuracy: 0.6323 - loss: 0.9444 - val_accuracy: 0.6225 - val_loss: 1.0402\n", - "Epoch 9/50\n", - "\u001b[1m449/449\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 787ms/step - accuracy: 0.6431 - loss: 0.9080\n", - "Epoch 9: val_loss did not improve from 1.04015\n", - "\n", - "Epoch 9: val_loss did not improve from 1.04015\n", - "\u001b[1m449/449\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m379s\u001b[0m 833ms/step - accuracy: 0.6431 - loss: 0.9081 - val_accuracy: 0.6265 - val_loss: 1.0644\n", - "Epoch 10/50\n", - "\u001b[1m449/449\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 780ms/step - accuracy: 0.6422 - loss: 0.9123\n", - "Epoch 10: val_loss did not improve from 1.04015\n", - "\n", - "Epoch 10: val_loss did not improve from 1.04015\n", - "\u001b[1m449/449\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m379s\u001b[0m 825ms/step - accuracy: 0.6422 - loss: 0.9124 - val_accuracy: 0.6096 - val_loss: 1.0452\n", - "Epoch 11/50\n", - "\u001b[1m449/449\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 786ms/step - accuracy: 0.6491 - loss: 0.8995\n", - "Epoch 11: val_loss did not improve from 1.04015\n", - "\n", - "Epoch 11: val_loss did not improve from 1.04015\n", - "\u001b[1m449/449\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m373s\u001b[0m 822ms/step - accuracy: 0.6491 - loss: 0.8995 - val_accuracy: 0.6048 - val_loss: 1.9697\n", - "Epoch 12/50\n", - "\u001b[1m449/449\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 783ms/step - accuracy: 0.6564 - loss: 0.8688\n", - "Epoch 12: val_loss improved from 1.04015 to 1.01523, saving model to emotion_detection_ResNet50.keras\n", - "\n", - "Epoch 12: val_loss improved from 1.04015 to 1.01523, saving model to emotion_detector_resnet50_weights.weights.h5\n", - "\u001b[1m449/449\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m399s\u001b[0m 858ms/step - accuracy: 0.6564 - loss: 0.8688 - val_accuracy: 0.6449 - val_loss: 1.0152\n", - "Epoch 13/50\n", - "\u001b[1m449/449\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 784ms/step - accuracy: 0.6620 - loss: 0.8381\n", - "Epoch 13: val_loss did not improve from 1.01523\n", - "\n", - "Epoch 13: val_loss did not improve from 1.01523\n", - "\u001b[1m449/449\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m373s\u001b[0m 820ms/step - accuracy: 0.6620 - loss: 0.8381 - val_accuracy: 0.6245 - val_loss: 1.0511\n", - "Epoch 14/50\n", - "\u001b[1m449/449\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 780ms/step - accuracy: 0.6643 - loss: 0.8503\n", - "Epoch 14: val_loss did not improve from 1.01523\n", - "\n", - "Epoch 14: val_loss did not improve from 1.01523\n", - "\u001b[1m449/449\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m372s\u001b[0m 817ms/step - accuracy: 0.6643 - loss: 0.8503 - val_accuracy: 0.6244 - val_loss: 1.4191\n", - "Epoch 15/50\n", - "\u001b[1m449/449\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 782ms/step - accuracy: 0.6753 - loss: 0.8148\n", - "Epoch 15: val_loss improved from 1.01523 to 0.98972, saving model to emotion_detection_ResNet50.keras\n", - "\n", - "Epoch 15: val_loss improved from 1.01523 to 0.98972, saving model to emotion_detector_resnet50_weights.weights.h5\n", - "\u001b[1m449/449\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m402s\u001b[0m 862ms/step - accuracy: 0.6753 - loss: 0.8148 - val_accuracy: 0.6513 - val_loss: 0.9897\n", - "Epoch 16/50\n", - "\u001b[1m449/449\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 781ms/step - accuracy: 0.6786 - loss: 0.8098\n", - "Epoch 16: val_loss did not improve from 0.98972\n", - "\n", - "Epoch 16: val_loss did not improve from 0.98972\n", - "\u001b[1m449/449\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m421s\u001b[0m 816ms/step - accuracy: 0.6786 - loss: 0.8099 - val_accuracy: 0.6169 - val_loss: 1.2917\n", - "Epoch 17/50\n", - "\u001b[1m449/449\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 788ms/step - accuracy: 0.6768 - loss: 0.8122\n", - "Epoch 17: val_loss did not improve from 0.98972\n", - "\n", - "Epoch 17: val_loss did not improve from 0.98972\n", - "\u001b[1m449/449\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m375s\u001b[0m 825ms/step - accuracy: 0.6768 - loss: 0.8122 - val_accuracy: 0.6397 - val_loss: 0.9935\n", - "Epoch 18/50\n", - "\u001b[1m449/449\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 784ms/step - accuracy: 0.6948 - loss: 0.7745\n", - "Epoch 18: val_loss did not improve from 0.98972\n", - "\n", - "Epoch 18: val_loss did not improve from 0.98972\n", - "\u001b[1m449/449\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m380s\u001b[0m 820ms/step - accuracy: 0.6947 - loss: 0.7745 - val_accuracy: 0.6356 - val_loss: 1.0452\n", - "Epoch 19/50\n", - "\u001b[1m449/449\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 785ms/step - accuracy: 0.6898 - loss: 0.7703\n", - "Epoch 19: val_loss did not improve from 0.98972\n", - "\n", - "Epoch 19: val_loss did not improve from 0.98972\n", - "\u001b[1m449/449\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m374s\u001b[0m 821ms/step - accuracy: 0.6898 - loss: 0.7703 - val_accuracy: 0.6318 - val_loss: 1.3801\n", - "Epoch 19: early stopping\n", - "Restoring model weights from the end of the best epoch: 15.\n" - ] - } - ], - "source": [ - "train_history = model.fit(\n", - " train_generator,\n", - " epochs=50,\n", - " validation_data=test_generator,\n", - " class_weight=class_weights_dict,\n", - " callbacks = callbacks\n", - " )" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": { - "id": "BOXlD0cBHvmb" - }, - "outputs": [], - "source": [ - "model.save(\"emotion_dectector.keras\")" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "XrLYepljH9Y7" - }, - "source": [ - "# Plotting Performance Metrics" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "YcobLDapHvjE" - }, - "outputs": [], - "source": [ - "def plot_training_history(history):\n", - "\n", - " acc = history.history['accuracy']\n", - " val_acc = history.history['val_accuracy']\n", - " loss = history.history['loss']\n", - " val_loss = history.history['val_loss']\n", - "\n", - " epochs_range = range(len(acc))\n", - "\n", - " plt.figure(figsize=(20, 5))\n", - "\n", - " # Plot training and validation accuracy\n", - " plt.subplot(1, 2, 1)\n", - " plt.plot(epochs_range, acc, label='Training Accuracy')\n", - " plt.plot(epochs_range, val_acc, label='Validation Accuracy')\n", - " plt.legend(loc='lower right')\n", - " plt.title('Training and Validation Accuracy')\n", - "\n", - " # Plot training and validation loss\n", - " plt.subplot(1, 2, 2)\n", - " plt.plot(epochs_range, loss, label='Training Loss')\n", - " plt.plot(epochs_range, val_loss, label='Validation Loss')\n", - " plt.legend(loc='upper right')\n", - " plt.title('Training and Validation Loss')\n", - "\n", - " plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 329 - }, - "id": "hv0NQB8iIAjR", - "outputId": "2d92e400-b3cb-4ab5-8b90-47454a312048" - }, - "outputs": [ - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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- }, - "metadata": {} - } - ], - "source": [ - "plot_training_history(train_history)" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/" - }, - "id": "cosdWUWgIAd8", - "outputId": "c8e074a8-ea33-479b-e8ed-bcf03e97efe7" - }, - "outputs": [ - { - "output_type": "stream", - "name": "stdout", - "text": [ - "\u001b[1m449/449\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m343s\u001b[0m 764ms/step - accuracy: 0.6933 - loss: 0.8300\n", - "\u001b[1m113/113\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m17s\u001b[0m 146ms/step - accuracy: 0.5806 - loss: 1.1462\n", - "final train accuracy = 69.58 , validation accuracy = 65.13\n" - ] - } - ], - "source": [ - "train_loss, train_accu = model.evaluate(train_generator)\n", - "test_loss, test_accu = model.evaluate(test_generator)\n", - "print(\"final train accuracy = {:.2f} , validation accuracy = {:.2f}\".format(train_accu*100, test_accu*100))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "g0BlC7jcIKqk" - }, - "outputs": [], - "source": [ - "# Assuming your true_classes and predicted_classes are already defined\n", - "true_classes = test_generator.classes\n", - "predicted_classes = np.argmax(model.predict(test_generator, steps=int(np.ceil(test_generator.samples/test_generator.batch_size))), axis=1)\n", - "class_labels = list(test_generator.class_indices.keys())\n", - "\n", - "# Generate the confusion matrix\n", - "cm = confusion_matrix(true_classes, predicted_classes)\n", - "\n", - "# Plotting with seaborn\n", - "plt.figure(figsize=(10, 8))\n", - "sns.heatmap(cm, annot=True, fmt=\"d\", cmap=\"Blues\", xticklabels=class_labels, yticklabels=class_labels)\n", - "plt.title('Confusion Matrix')\n", - "plt.ylabel('True label')\n", - "plt.xlabel('Predicted label')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "fABYhNidIKnk" - }, - "outputs": [], - "source": [ - "# Printing the classification report\n", - "report = classification_report(true_classes,\n", - " predicted_classes,\n", - " target_names=class_labels,\n", - " zero_division=0)\n", - "print(\"Classification Report:\\n\", report)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "kD0YQ_1LIl3g" - }, - "source": [ - "# AUC ROC plot for each class" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "sDzb9PsFIKkY" - }, - "outputs": [], - "source": [ - "true_labels = test_generator.classes\n", - "preds = model.predict(test_generator, steps=len(test_generator))\n", - "pred_labels = np.argmax(preds, axis=1)\n", - "classes=list(test_generator.class_indices.keys())" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": { - "colab": { - "base_uri": "https://localhost:8080/", - "height": 504 - }, - "id": "u-vBWb_ZIKfl", - "outputId": "31630b8d-e8e0-4544-add2-52b09d54c9d5" - }, - "outputs": [ - { - "output_type": "execute_result", - "data": { - "text/plain": [ - "" - ] - }, - "metadata": {}, - "execution_count": 33 - }, - { - "output_type": "display_data", - "data": { - "text/plain": [ - "
" - ], - "image/png": 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\n" - }, - "metadata": {} - } - ], - "source": [ - "y_encoded = pd.get_dummies(true_labels).astype(int).values\n", - "preds_encoded = pd.get_dummies(pred_labels).astype(int).values\n", - "\n", - "fpr = dict()\n", - "tpr = dict()\n", - "roc_auc = dict()\n", - "for i in range(7):\n", - " fpr[i], tpr[i], _ = roc_curve(y_encoded[:,i], preds_encoded[:,i])\n", - " roc_auc[i] = auc(fpr[i], tpr[i])\n", - "\n", - "plt.figure(figsize=(10,5))\n", - "colors = ['#1f77b4', '#ff7f0e', '#2ca02c', '#d62728', '#9467bd', '#8c564b', '#e377c2']\n", - "for i, color in enumerate(colors):\n", - " plt.plot(fpr[i], tpr[i], color=color, lw=2, label=f\"ROC curve for {classes[i]} (area = {roc_auc[i]:0.2f})\")\n", - "\n", - "plt.plot([0, 1], [0, 1], 'k--', lw=2)\n", - "plt.xlim([0, 1])\n", - "plt.ylim([0, 1])\n", - "plt.xlabel('False Positive Rate')\n", - "plt.ylabel('True Positive Rate')\n", - "plt.title('ROC Curve')\n", - "plt.legend(loc='lower right')" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "JmBH-NezInqk" - }, - "outputs": [], - "source": [ - "model.save(\"Resnet_model.keras\")" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "id": "oOh6OeSmt5FT" - }, - "source": [ - "# Uploading the model on drive" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "id": "PleH2v_jtiuI" - }, - "outputs": [], - "source": [ - "# Mount Google Drive\n", - "drive.mount('/content/drive')" - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": { - "id": "c3-oYoAwuD9C", - "colab": { - "base_uri": "https://localhost:8080/", - "height": 321 - }, - "outputId": "6fbcd78d-07ac-4deb-c684-497ca46befa6" - }, - "outputs": [ - { - "output_type": "error", - "ename": "FileNotFoundError", - "evalue": "[Errno 2] No such file or directory: '/content/drive/MyDrive/Image_classification/gender_detector_resnet_model.keras'", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mFileNotFoundError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;31m# Save your trained model to the specified path\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msave\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodel_save_path\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/keras/src/utils/traceback_utils.py\u001b[0m in \u001b[0;36merror_handler\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 120\u001b[0m \u001b[0;31m# To get the full stack trace, call:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 121\u001b[0m \u001b[0;31m# `keras.config.disable_traceback_filtering()`\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 122\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwith_traceback\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfiltered_tb\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 123\u001b[0m \u001b[0;32mfinally\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 124\u001b[0m \u001b[0;32mdel\u001b[0m \u001b[0mfiltered_tb\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;32m/usr/local/lib/python3.10/dist-packages/keras/src/saving/saving_lib.py\u001b[0m in \u001b[0;36msave_model\u001b[0;34m(model, filepath, weights_format, zipped)\u001b[0m\n\u001b[1;32m 139\u001b[0m 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"metadata": { - "accelerator": "GPU", - "colab": { - "gpuType": "T4", - "provenance": [] - }, - "kernelspec": { - "display_name": "Python 3", - "name": "python3" - }, - "language_info": { - "name": "python" - } - }, - "nbformat": 4, - "nbformat_minor": 0 -} \ No newline at end of file