{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [], "gpuType": "T4" }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" }, "accelerator": "GPU" }, "cells": [ { "cell_type": "code", "execution_count": null, "metadata": { "id": "RQ-R_AfYBycI" }, "outputs": [], "source": [] }, { "cell_type": "markdown", "source": [ "### Milestone 2" ], "metadata": { "id": "Y_oE-gCGPHuJ" } }, { "cell_type": "markdown", "source": [ "#### Introduction" ], "metadata": { "id": "785D3x1LPMRg" } }, { "cell_type": "markdown", "source": [ "Nama : Galih Sukmanaputra \n", "\n", "Batch : FTDS-005-HCK \n", "\n", "Dataset : From https://www.kaggle.com/datasets/mohamedhanyyy/chest-ctscan-images. It presented the classes of cancer on human chest. \n", "\n", "Background : Detecting lung cancer is crucial for several reasons, as it plays a significant role in improving patient outcomes and overall public health. Early detection empowers individuals to seek timely medical intervention and potentially improves their chances of successful treatment and long-term survival.\n", "\n", "\n", "Objective : Building the image classification to classified each characteristic of cancer." ], "metadata": { "id": "9U7NumxBPRBv" } }, { "cell_type": "markdown", "source": [ "An Explanation for each classes : \n", "\n", "- **Adenocarcinoma**: This is the most common type of lung cancer, accounting for about 40% of cases. It typically develops in the outer regions of the lungs and is frequently observed in non-smokers. Adenocarcinoma may appear as a solid tumor or as small nodules. It tends to grow more slowly compared to other types and can occur in people of any age.\n", "- **Squamous cell carcinoma**: Also known as epidermoid carcinoma, squamous cell carcinoma accounts for approximately 25-30% of lung cancer cases. It often develops in the central airways of the lungs, such as the bronchi. Squamous cell carcinoma is strongly associated with smoking and is more common in men. It can cause symptoms such as coughing, chest pain, and coughing up blood.\n", "- Large cell carcinoma: This type of lung cancer is less common, making up about 10-15% of NSCLC cases. Large cell carcinoma gets its name from the appearance of the cancer cells under a microscope. It tends to grow and spread quickly, and it is often found in the outer regions of the lungs. It can be challenging to treat, as it does not respond well to targeted therapies." ], "metadata": { "id": "G67JY5Vhmfuv" } }, { "cell_type": "markdown", "source": [ "#### Import Library" ], "metadata": { "id": "76z9iBiKXTbl" } }, { "cell_type": "code", "source": [ "import os\n", "import glob \n", "import random\n", "import numpy as np\n", "import pandas as pd\n", "import cv2\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "from google.colab import files\n", "from sklearn.model_selection import train_test_split\n", "\n", "\n", "import tensorflow as tf\n", "from tensorflow.keras.callbacks import EarlyStopping,ModelCheckpoint\n", "\n", "\n", "from tensorflow.keras.preprocessing import image\n", "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n", "\n", "from tensorflow.keras.models import Model\n", "from tensorflow.keras.models import Sequential\n", "from tensorflow.keras import layers\n", "from tensorflow.keras.layers import Dense, Dropout, Conv2D, MaxPooling2D, Flatten, Input, BatchNormalization, GlobalAveragePooling2D\n", "from tensorflow.keras import regularizers, optimizers\n", "from os import listdir\n", "from os.path import isdir, isfile, join\n", "from sklearn.metrics import confusion_matrix, classification_report\n", "import warnings\n", "import shutil\n", "warnings.filterwarnings('ignore')" ], "metadata": { "id": "9_DoAvRDPHZL" }, "execution_count": 1, "outputs": [] }, { "cell_type": "markdown", "source": [ "#### Data Loading" ], "metadata": { "id": "q3qDy3JlKMZL" } }, { "cell_type": "code", "source": [ "!mkdir -p ~/.kaggle \n", "!cp kaggle.json ~/.kaggle \n", "\n", "!mkdir ./kaggle \n", "!mv ./kaggle.json ./kaggle " ], "metadata": { "id": "lgfpbbqYJ9QM" }, "execution_count": 2, "outputs": [] }, { "cell_type": "code", "source": [ "!kaggle datasets download -d mohamedhanyyy/chest-ctscan-images" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "So3ztwQTKSDx", "outputId": "44024acc-c1a7-4d30-8416-719258f57b72" }, "execution_count": 3, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Warning: Your Kaggle API key is readable by other users on this system! To fix this, you can run 'chmod 600 /root/.kaggle/kaggle.json'\n", "Downloading chest-ctscan-images.zip to /content\n", " 99% 117M/119M [00:01<00:00, 83.4MB/s]\n", "100% 119M/119M [00:01<00:00, 75.6MB/s]\n" ] } ] }, { "cell_type": "markdown", "source": [ "using kaggle token" ], "metadata": { "id": "X7xEF9OqnJvH" } }, { "cell_type": "code", "source": [ "!unzip -q /content/chest-ctscan-images.zip -d images" ], "metadata": { "id": "A4_JBGxAKiXY" }, "execution_count": 4, "outputs": [] }, { "cell_type": "code", "source": [ "# #removing .ipynb checkpoints on train dir\n", "# path_ipynb_cp = '/content/images/Data/train/.ipynb_checkpoints'\n", "\n", "# os.path.exists(path_ipynb_cp)" ], "metadata": { "id": "IvMEEWHmFU5u" }, "execution_count": 5, "outputs": [] }, { "cell_type": "code", "source": [ "# shutil.rmtree(path_ipynb_cp)\n" ], "metadata": { "id": "FqQuwo9_Gyj2" }, "execution_count": 6, "outputs": [] }, { "cell_type": "code", "source": [ "# os.path.exists(path_ipynb_cp)" ], "metadata": { "id": "2z6735YLHNnv" }, "execution_count": 7, "outputs": [] }, { "cell_type": "code", "source": [ "# #removing .ipynb checkpoints on val dir\n", "# path_ipynb_cp2 = '/content/images/Data/valid/.ipynb_checkpoints'\n", "\n", "# os.path.exists(path_ipynb_cp2)" ], "metadata": { "id": "EZLEOwwFHZBm" }, "execution_count": 8, "outputs": [] }, { "cell_type": "code", "source": [ "# shutil.rmtree(path_ipynb_cp2)" ], "metadata": { "id": "qXkeeN2cIBgJ" }, "execution_count": 9, "outputs": [] }, { "cell_type": "code", "source": [ "main_path= '/content/images/Data' \n", "os.listdir(main_path)" ], "metadata": { "id": "XcAim5SiK8Xy", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "4a800580-1ea4-4fc4-934b-df9dd000d830" }, "execution_count": 10, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "['valid', 'train', 'test']" ] }, "metadata": {}, "execution_count": 10 } ] }, { "cell_type": "markdown", "source": [ "definining 3 type of dataset on main path" ], "metadata": { "id": "MQuskCe_nM7H" } }, { "cell_type": "code", "source": [ "train_dir = os.path.join(main_path, 'train') \n", "val_dir = os.path.join(main_path, 'valid')\n", "test_dir = os.path.join(main_path, 'test')\n", "\n", "print(train_dir)" ], "metadata": { "id": "SwoB7ClsLUgz", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "780bd60a-6e00-46c2-ac53-650db078a1c6" }, "execution_count": 11, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "/content/images/Data/train\n" ] } ] }, { "cell_type": "code", "source": [ "#train\n", "old ='/content/images/Data/train/adenocarcinoma_left.lower.lobe_T2_N0_M0_Ib'\n", "new ='/content/images/Data/train/adenocarcinoma'\n", "os.rename(old, new)" ], "metadata": { "id": "RNW9Gn9m1rYO" }, "execution_count": 12, "outputs": [] }, { "cell_type": "code", "source": [ "#train\n", "old2 = '/content/images/Data/train/large.cell.carcinoma_left.hilum_T2_N2_M0_IIIa'\n", "new2 = '/content/images/Data/train/large.cell.carcinoma'\n", "os.rename(old2, new2)" ], "metadata": { "id": "8joRNyKQ2JTb" }, "execution_count": 13, "outputs": [] }, { "cell_type": "code", "source": [ "#train\n", "old3 = '/content/images/Data/train/squamous.cell.carcinoma_left.hilum_T1_N2_M0_IIIa'\n", "new3 = '/content/images/Data/train/squamous.cell.carcinoma'\n", "os.rename(old3, new3)" ], "metadata": { "id": "OM0oBXpj2fzY" }, "execution_count": 14, "outputs": [] }, { "cell_type": "code", "source": [ "old_val = '/content/images/Data/valid/adenocarcinoma_left.lower.lobe_T2_N0_M0_Ib'\n", "new_val = '/content/images/Data/valid/adenocarcinoma'\n", "os.rename(old_val, new_val)" ], "metadata": { "id": "da7UKZwg24I9" }, "execution_count": 15, "outputs": [] }, { "cell_type": "code", "source": [ "old_val2 = '/content/images/Data/valid/large.cell.carcinoma_left.hilum_T2_N2_M0_IIIa'\n", "new_val2 = '/content/images/Data/valid/large.cell.carcinoma'\n", "os.rename(old_val2, new_val2)" ], "metadata": { "id": "lYJGj1Lp3Mtn" }, "execution_count": 16, "outputs": [] }, { "cell_type": "code", "source": [ "old_val3 = '/content/images/Data/valid/squamous.cell.carcinoma_left.hilum_T1_N2_M0_IIIa'\n", "new_val3 = '/content/images/Data/valid/squamous.cell.carcinoma'\n", "os.rename(old_val3, new_val3)" ], "metadata": { "id": "wHy104U43iln" }, "execution_count": 17, "outputs": [] }, { "cell_type": "markdown", "source": [ "renaming directory using os function" ], "metadata": { "id": "_5voV0QknVF6" } }, { "cell_type": "code", "source": [ "#direktori folder harus di rename terlebih dahulu \n", "def check_dir(dir=None, labels=None):\n", " for label in labels:\n", " num_data= len(os.listdir(os.path.join(dir, label)))\n", " print(f'total {label} : {num_data}')\n", "\n", "print('train set: \\n' + '='*50) \n", "check_dir(train_dir,['adenocarcinoma','large.cell.carcinoma','normal','squamous.cell.carcinoma'])\n", "\n", "print('val set: \\n' + '='*50) \n", "check_dir(val_dir,['adenocarcinoma','large.cell.carcinoma','normal','squamous.cell.carcinoma'])\n", "\n", "print('\\ntest set: \\n' + '='*50) \n", "check_dir(test_dir,['adenocarcinoma','large.cell.carcinoma','normal','squamous.cell.carcinoma'])" ], "metadata": { "id": "XZU9Ic60L9Gs", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "14f9127e-0556-4001-eb54-642675a9cda7" }, "execution_count": 18, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "train set: \n", "==================================================\n", "total adenocarcinoma : 195\n", "total large.cell.carcinoma : 115\n", "total normal : 148\n", "total squamous.cell.carcinoma : 155\n", "val set: \n", "==================================================\n", "total adenocarcinoma : 23\n", "total large.cell.carcinoma : 21\n", "total normal : 13\n", "total squamous.cell.carcinoma : 15\n", "\n", "test set: \n", "==================================================\n", "total adenocarcinoma : 120\n", "total large.cell.carcinoma : 51\n", "total normal : 54\n", "total squamous.cell.carcinoma : 90\n" ] } ] }, { "cell_type": "markdown", "source": [ "looks that classes in each directory imbalanced" ], "metadata": { "id": "dpNqL1-sD1O5" } }, { "cell_type": "code", "source": [ "train_adenocarcinoma= glob.glob(train_dir + '/adenocarcinoma/*.png')\n", "train_large_cell_carcinoma = glob.glob(train_dir + '/large.cell.carcinoma/*.png')\n", "train_normal = glob.glob(train_dir + '/normal/*.png')\n", "train_squamous_cell_carcinoma = glob.glob(train_dir + '/squamous.cell.carcinoma/*.png')\n", "\n", "val_adenocarcinoma= glob.glob(val_dir + '/adenocarcinoma/*.png')\n", "val_large_cell_carcinoma = glob.glob(val_dir + '/large.cell.carcinoma/*.png')\n", "val_normal = glob.glob(val_dir + '/normal/*.png')\n", "val_squamous_cell_carcinoma = glob.glob(val_dir + '/squamous.cell.carcinoma/*.png')\n", "\n", "test_adenocarcinoma= glob.glob(test_dir + '/adenocarcinoma/*.png')\n", "test_large_cell_carcinoma = glob.glob(test_dir + '/large.cell.carcinoma/*.png')\n", "test_normal = glob.glob(test_dir + '/normal/*.png')\n", "test_squamous_cell_carcinoma = glob.glob(test_dir + '/squamous.cell.carcinoma/*.png')\n" ], "metadata": { "id": "r8LRmppbNCt9" }, "execution_count": 19, "outputs": [] }, { "cell_type": "code", "source": [ "# #removing .ipynb checkpoints on train dir\n", "# path_ipynb_cp = '/content/images/Data/train/.ipynb_checkpoints'\n", "\n", "# os.path.exists(path_ipynb_cp)" ], "metadata": { "id": "5KX3CccmvnmK" }, "execution_count": 20, "outputs": [] }, { "cell_type": "code", "source": [ "# shutil.rmtree(path_ipynb_cp)" ], "metadata": { "id": "0ZNexF6CvyyI" }, "execution_count": 21, "outputs": [] }, { "cell_type": "code", "source": [ "# #removing .ipynb checkpoints on val dir\n", "# path_ipynb_cp2 = '/content/images/Data/valid/.ipynb_checkpoints'\n", "\n", "# os.path.exists(path_ipynb_cp2)" ], "metadata": { "id": "jI1qC1Wav4TW" }, "execution_count": 22, "outputs": [] }, { "cell_type": "code", "source": [ "# shutil.rmtree(path_ipynb_cp2)" ], "metadata": { "id": "n-b4VBwuwXzH" }, "execution_count": 23, "outputs": [] }, { "cell_type": "code", "source": [ "train_adenocarcinoma[:6]" ], "metadata": { "id": "6AQijPKxSB4c", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "9a6073f1-0df5-4f82-e5d4-e8f1dcbe1955" }, "execution_count": 24, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "['/content/images/Data/train/adenocarcinoma/000025 (6).png',\n", " '/content/images/Data/train/adenocarcinoma/ad7.png',\n", " '/content/images/Data/train/adenocarcinoma/000018 (5).png',\n", " '/content/images/Data/train/adenocarcinoma/000050 (7).png',\n", " '/content/images/Data/train/adenocarcinoma/000058 (4).png',\n", " '/content/images/Data/train/adenocarcinoma/000054 (6).png']" ] }, "metadata": {}, "execution_count": 24 } ] }, { "cell_type": "markdown", "source": [ "#### EDA" ], "metadata": { "id": "tROalOqdSa_5" } }, { "cell_type": "markdown", "source": [ "- Checking shape of image. \n", "- Labels count. \n", "- Checking anomali pictures. \n" ], "metadata": { "id": "YnJNfO-oSd5L" } }, { "cell_type": "code", "source": [ "def random_sample(image_files, num_samples=5):\n", " random_files= random.sample(image_files, num_samples)\n", " return random_files" ], "metadata": { "id": "y_x4kSJ6SW-k" }, "execution_count": 25, "outputs": [] }, { "cell_type": "code", "source": [ "random_train_adenocarcinoma = random_sample(train_adenocarcinoma)\n", "random_train_large_cell_carcinoma = random_sample(train_large_cell_carcinoma)\n", "random_train_normal = random_sample(train_normal)\n", "random_train_squamous_cell_carcinoma = random_sample(train_adenocarcinoma)" ], "metadata": { "id": "-N5Y00ZyS1dj" }, "execution_count": 33, "outputs": [] }, { "cell_type": "code", "source": [ "random_train_adenocarcinoma" ], "metadata": { "id": "Ng5WOfWFTaoz", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "095812eb-60be-4767-f820-dfb847603108" }, "execution_count": 27, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "['/content/images/Data/train/adenocarcinoma/ad8.png',\n", " '/content/images/Data/train/adenocarcinoma/000049 (9).png',\n", " '/content/images/Data/train/adenocarcinoma/ad3.png',\n", " '/content/images/Data/train/adenocarcinoma/000005 (3).png',\n", " '/content/images/Data/train/adenocarcinoma/000008 (10).png']" ] }, "metadata": {}, "execution_count": 27 } ] }, { "cell_type": "code", "source": [ "!mkdir copy_img" ], "metadata": { "id": "pLoAYwLqXvag" }, "execution_count": 28, "outputs": [] }, { "cell_type": "code", "source": [ "img = plt.imread('/content/images/Data/train/adenocarcinoma/000069 (6).png')\n", "print(img.shape)" ], "metadata": { "id": "ecy793bpX0D5", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "eea13526-b459-46db-a090-44e43f974648" }, "execution_count": 29, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "(289, 418, 4)\n" ] } ] }, { "cell_type": "code", "source": [ "plt.imshow(img)" ], "metadata": { "id": "ojYFO6K-YF2m", "colab": { "base_uri": "https://localhost:8080/", "height": 425 }, "outputId": "e74be703-379f-4eb0-871c-f05938ffbc15" }, "execution_count": 30, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 30 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "def visualize_img(random_data, labels=None):\n", " fig, axes= plt.subplots(1,5, figsize=(15,12))\n", " for i, image_path in enumerate(random_data):\n", " image= plt.imread(image_path)\n", " axes[i].imshow(image, cmap='gray') # bisa tanpa cmap kalau bener2 RGB\n", " axes[i].set_title(f'{labels}, {image.shape}')\n", " axes[i].axis('off')\n", " plt.show()" ], "metadata": { "id": "4t_WQXtlYNtW" }, "execution_count": 31, "outputs": [] }, { "cell_type": "code", "source": [ "visualize_img(random_train_adenocarcinoma, 'adenocarcinoma')\n", "visualize_img(random_train_large_cell_carcinoma, 'large_cell_carcinoma')\n", "visualize_img(random_train_normal, 'normal')\n", "visualize_img(random_train_squamous_cell_carcinoma, 'squamous_cell_carcinoma')\n" ], "metadata": { "id": "hk1DVkDquM62", "colab": { "base_uri": "https://localhost:8080/", "height": 663 }, "outputId": "e27252e2-f030-44dc-ffc4-c65756ed5b85" }, "execution_count": 34, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" 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\n" 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JsIKCgoKCgsLexj7xeNqe0uvxeL50pbe0tBRAn9L7q1/9CkuXLh2Qg2pP7bYCO1Z6mSh8/vz5uOGGGzBv3jx8/vnnIo/Eziq97733Hv7+97/jP//5DwyGPWNjpNJ711137TGll7BYLCL31SmnnIK5c+fiiCOOQCAQwCmnnLJL9cxkMrjsssvwve99D9OnT9+p7yiltziMRmPR64XzeGf7bXskZrBn7agOGzduxNy5czF27FjceuutqK6uhsViwcsvv4zbbrsNuVxup+q2I5SWlgqyvjOYP38+/vd//xfPP/88LrjgArz22mt45ZVX8Mwzz+R5CmYyGcTjcWzZsmW7HpFA/1rW3d29y/W//vrrUVVVhTlz5ojnk1B3dHRgy5YtqKmpwcaNG3Hvvffi9ttvR3Nzs/h+IpFAOp3Gli1b4PF4UFJSIrwUW1paBjyvpaUFQ4cO3eV63nLLLUilUvj2t78t6rlt2zYAfe+NLVu2YOjQobBYLOI7HJeysrJdft5XHUqG+6FkWMmwgoKCgoKCwr7HPjE8KaW3H/tS6b366qsxa9Ys1NfXi3vpzdPS0oKGhoYBhrodYW8ovYPh8MMPx5AhQ7BgwYJdNjw9+uijWLduHe65554BoYDhcBhbtmxBIBCAw+EQ15XSu3uora1FLpfD559/jnHjxonrbW1t6O3tRW1t7V6vw7/+9S8kk0m88MILeXP69ddf36PPGTt2LBYsWLDThmiGqNBbo6GhAQBwxhlnDLi3qakJ9fX1uO2223DFFVcMWuamTZsAYKe8CAvR0NCADRs2YPjw4QM+u/jiiwH0yUFTUxNyuRwuu+wyXHbZZQPura+vx+WXX47bb78dBx98MEwmE5YtW5Z3WmcqlcKnn3464ATPna1nT08Pxo8fP+CzG264ATfccAM++eSTvKTWmzdvRllZ2W71y9cdSoYHh5JhJcMKCgoKCgoKXxz7xPC0Iyild3B8EaW3oaEBW7duLeoh9o1vfANer3eXT4zbG0rv9pBIJHYrxKKhoQHpdBpHHHHEgM8effRRPProo3j22Wdx2mmnieubN2+GwWDA6NGjd/l5X2ecdNJJuPbaa3H77bfjnnvuEddvvfVWAMDJJ5+81+tAw7JszA4Gg3jooYf26HNmzpwJXdfx0Ucf4ZhjjhHXOzs7UVpaOsB4fv/99wOAOC3qmGOOwbPPPjug3B//+Meora3F//7v/4qTp7q7u+H1evOM5ul0GjfddBMsFktezp2dxe9///sBoaSrVq3CL3/5S1x99dWYOXMmnE4nDj744KL1vO666xAOh3HHHXeIEzK9Xi+OPfZYPPbYY/jlL38Jt9sNoO/UzUgkgjPPPHOX63nZZZflySYAtLe344ILLsAPfvADfPOb3xywrn300UeYOXPmLj9LQckwoGRYybCCgoKCgoLC3sR+YXhSSu/eUXrvvffeASGDr732Gu68807ccsstu5W0e28ovdFoFJqm5XkfAcDChQvR09Mz4IjnncFZZ52Vt5NKnH766TjppJPwox/9CIcddljeZx999BHGjx+/x0Iqvy6YOHEivv/97+Pee+9Fb28vZs+eLY7QPu2003aLXO0qjjvuOFgsFpx66qm44IILEIlEcN999yEQCBQNHynEnDlz8Oabb243DBYAjjzySJSWlmLx4sV58vvYY4/hb3/7G0477TQMHz4c4XAYixYtwquvvopTTz1V3FtTU1PUy/CKK65ARUVFHlF74YUX8Pvf/x7z589HfX09uru78fjjj2PVqlW44YYb8o5w37JlC+rr6/H9738fDz/88HbrXwifzwcAmD59unh+WVnZANIIQBiKCz/7wx/+gMMPPxyzZ8/Gj3/8Y2zbtg3/93//h+OOOw4nnHBC3r2apmH27NnbzW8zZcoUTJkyJe8aPRfHjx9flNCuWLFijx0C8XWDkmElw0qGFRQUFBQUFPYm9gvDk1J6947Se9xxxw24jx5Os2fPzjPofJlK7+eff45jjz0W3/72tzF27FgYDAYsW7YMjz32GOrq6nD55ZfnlVFXVyfqPBjGjh07qGGtvr5+QN3S6TTefPNN4bWlsGu4//77MXz4cDz88MN49tlnUVlZiWuuuQa/+tWv9snzx4wZg3/+85+47rrrcNVVV6GyshIXXXQRysvLBxwsUAyRSCSPBA4Gi8WC7373u3j66adxww03iOtHHnkklixZgieeeAJtbW0wmUwYM2aMOLlqdzBhwgQcdNBBeOyxx9DR0QGLxYJJkybhqaeeGuCBwCT88qmQ+xJTpkzB4sWL8fOf/xxXXnkl3G43fvjDH+LGG2/Mu29v1fOZZ56B1WrdrZAghT4oGVYyrGRYQUFBQUFBYa9B34v41a9+pQPQOzo68q4/9NBDOgB98+bN4lo6ndZ/85vf6PX19brZbNarq6v1a665Rk8kEnnfra2t1U8++eQBz3r99dd1APrTTz9d9FkffvjhDuv2wgsv6Icccohus9n0uro6/Y9//KP+4IMPDqjr7Nmz9dmzZ+eVN3XqVL2ysnJnukW/7LLL9JEjR+Zd+/DDD/UzzzxTr6mp0a1Wq+50OvUpU6bot956q55Op3dY5mD9UojB+mPlypU6AP0Xv/jFTrVBxmB9XwyzZ8/Wx48fn3eto6ND//GPf6yPHTtWdzqdusVi0UeNGqVfccUVA+aOrut6WVmZPmPGjF2up67rOgD9kksuGXD93//+tw5A//zzz3erXIUDF6FQSDeZTPpf/vKXnbp/48aNutls1hcvXryXa7bzuOuuu3Sn06m3trZ+2VXZLl566SVd0zR9xYoVe7TcSZMm6VdcccUeLVPhwIGS4X0HJcMKCgoKCgoKuwNN13fgoqOwQ4TDYZSUlOD222/fKTfxTZs2YezYsfj3v/+NuXPn7oMa7hh//etfcfXVV2Pjxo3iVL39EZ999hnGjx+PF198cY+GYJ522mnQNK1oeKDCVxsvvfQSLrnkEqxfvz7vhKXt4aKLLsKGDRvw6quv7uXa7RzOPPNMjBo1Ks+DY3/Ez372MzQ1NeHxxx/fY2W+8sormD9/PjZt2oRAILDHylU4cKBkeN9BybCCgoKCgoLC7kAZnvYAlNK773DXXXdhwYIFWLJkyR4rc82aNZgwYQI+/fRTHHzwwXusXAUFBQUFBQUFhX7MmTMHALabI2xHuPjii/H555/vNzr01xmfffYZDjnkEKVDf42gZPirhX0pw4a9WvrXBCeffDK2bNmy00YnALj77rv3K2ErzHexv+KSSy7Zo0YnABg3bhwymYx6YSooKCgoKCgo7MfYvHkz7r//flx77bV51zVNK/pz00035d337LPP4vjjj8fQoUNhtVoxbNgwzJ8/H6tWrRrwrCuvvBJTpkxBSUkJHA4Hxo0bh1//+tci19nu4qmnnsKMGTPg8/lQWlqK2bNn46WXXtrudxYsWABN0+ByuQZ8NljbNU3DvHnzvlBdiXnz5kHTNFx66aV51w866CCcfPLJuP766/fIcxS++lAy/PWV4f0iubiCgoKCgoKCgoKCgsL2cMcdd6C+vr7owUPz5s3DOeeck3dt8uTJef+vXLkSfr8fl19+OcrKytDa2ooHH3wQhx56KJYuXYqJEyeKez/88EPMmjUL5557Lmw2Gz755BPcdNNNWLx4Md566y0YDLu+f3/nnXfisssuw8knn4ybbroJiUQCDz/8ME455RQsXLgQZ5xxxoDvRCIRXH311XA6nUXL/Pvf/z7g2rJly3DHHXcUPWhoV/HMM89g6dKlg35+4YUX4qSTTsLGjRvFidUKCoNByfBAfG1k+MtNMaWgoKCgoKCgoKCgsK+Ry+X0WCy2T59Z7ICenUUqldLLysr06667bsBnGOTwmJ1Ba2urbjKZ9AsuuGCH995yyy06AH3p0qW79axRo0bp06dP13O5nLgWDAZ1l8ulf+Mb3yj6nZ///Of6mDFj9O9+97u60+ncqef88Ic/1DVN0xsbG3ernkQ8Htfr6ur03/72t4P2cSqV0v1+v/7LX/7yCz1LYdehZLgPSoYHx/4kwyrUTkFBQUFBQUFBQWE/wq9//WtomoYNGzbgBz/4AXw+H7xeL84991zEYrG8ezOZDH73u99hxIgRsFqtqKurw7XXXotkMpl3X11dHU455RQsWrQI06ZNg91uxz333IM33ngDmqbhqaeewm9+8xtUVVXB7XZj/vz5CAaDSCaTuOKKKxAIBOByuXDuuecOKPuhhx7CMcccg0AgAKvVioMOOgh33333Hu2Td955B52dnTj22GMHvScejyORSOxSuYFAAA6HA729vTu8t66uDgB26t5iCIVCCAQC0DRNXPN4PHC5XLDb7QPu//zzz3Hbbbfh1ltvhcm0c4EqyWQSCxcuxOzZszFs2LDdqidx8803I5fL4aqrrhr0HrPZjDlz5uD555//Qs/6qkHJ8EAoGf56y7AKtVNQUFBQUFBQUFDYD/Gtb30L9fX1uPHGG/Hxxx/j/vvvRyAQwB//+Edxz/nnn49HHnkE8+fPx09/+lO8//77uPHGG7FmzZoBp/WuW7cO3/nOd3DBBRfgRz/6EcaMGSM+u/HGG2G32/GLX/wCGzZswJ133gmz2QyDwYCenh78+te/xnvvvYeHH34Y9fX1eTlB7r77bowfPx7f+MY3YDKZ8K9//QsXX3wxcrncTp34vDNYsmQJNE0bEHpDPPzww/jrX/8KXdcxbtw4XHfddfjv//7vovf29vYinU6jtbUVt99+O0KhUNGTpjOZDHp7e5FKpbBq1Spcd911cLvdOPTQQ3erDXPmzME///lP3HnnnTj11FORSCRw5513IhgM4vLLLx9w/xVXXIGjjz4aJ510Ep566qmdesbLL7+M3t5efPe7392tOhINDQ246aab8OCDDxYl1DKmTp2K559/HqFQCB6P5ws996sGJcP9UDL89ZZhZXhSUPiaYPLkyTAajdB1HZlMBrlcDmazGZlMBgaDAblcDpqmwWAwQP//D7vUNC3vb0LTNORyOfF/LpeDxWIRZbF8k8kkyqaVX34eYTQakclkoOs6DAYDNE0T14xGIzRNyyvbYrGIOvA6/zcajeJ5mUxG1DubzYrPdF2H0WgUbclms6KtFosFyWRS3GuxWJBKpaDrumgD72d9jEajaBO/l81mAQAmk0n8r2kaTCaT6FNd1wfUW+4rls/6ptNpUW+OF5HJZGC325FMJmGxWJBOp/P6M5vNirFleVarFfF4HAaDAdlsNm8nhu3l87PZLMxms2gH72c7WQafJ8+LbDYLXdeRy+Vgs9mQSCTyxoJzQNM0pNNpEXPP9vO5/I48/5h8kdc5b/h9PoN14r28n+NoNBqxbNmyXRGpfQolv0p+lfweuPL7RTB58mQ88MAD4v+uri488MADgrQuX74cjzzyCM4//3zcd999APpOjAoEArjlllvw+uuv5+VS2bBhA1555RUcf/zx4hpPp8pkMnjzzTdhNpsBAB0dHXjyySdxwgkn4OWXXxZlb9iwAQ8++GAeaX3zzTfziM2ll16KE044AbfeeuseI61r165FSUlJUVJ0+OGHC4Lf3NyMu+66C9/97ncRDAZx0UUXDbh/xowZWLduHQDA5XLhuuuuww9/+MMB9y1btgwzZ84U/48ZMwYvvPACSkpKdqsNf/7zn9HZ2YnLLrsMl112GQCgrKwM//nPf/KeA/Sdmv3//t//w/Lly3fpGQsWLIDVasX8+fN3q47ET3/6U0yePBlnnXXWDu8dPnw4crkc1q5du9uE/qsKJcP9UDK8c/iqyvBOG56cTucAt8CvO6jsWK1WOJ1OOJ1OmEwmoQwVU/hlBYqf8b5iGOzzwRTSnSmz8B6WJZedzWaRy+WQSqUQiUQQiUSEsrejsr+OsFttiCXiX3Y1tguOH+eNyWSC0WgUpIIKPIkTr8tESSYpJCokQvwhWSV5ZbkkJJQPlkOyQoJHQmIwGARhkUmJ2WxGLBYT8sfvyfXKZDKCUPIzttVsNiOVSuWROJJJXdfzyKEsU5QZ9gHbxeem02nY7XZBQkmeCPn7LI/kj6ROfl46nRaKA+vCOrN+hXWRySb7uHBdYH+Q9LPdcn9wXEjY5XFjOYXGDgCwWCx5Y0iyzbbabDYkk0nRBplEs058FutWSDzZZzS8cO5wHGRCTyON2WzOW/P4PM5heW7vr1Dyq+RXye+BK79fBBdeeGHe/7NmzcKzzz4rdqVJJv/nf/4n776f/vSnuOWWW/DSSy/lkdb6+vo8wirjnHPOyZu3hx12GJ544gmcd955efcddthh+POf/4xMJiPGTyaswWAQ6XQas2fPxqJFixAMBuH1enej9fno6uqC3+8v+tm7776b9/95552HqVOn4tprr8UPfvCDAbv9Dz30EEKhEDZt2oSHHnoI8Xhc6NMyDjroILz66quIRqNYsmQJFi9e/IVOxHI4HBgzZgyGDRuGU045BeFwGLfddhvOOOMMvP322xg5ciQAIJVK4corr8SFF16Igw46aKfLD4VCeOmll3DSSSfB5/Ptdj1ff/11LFy4EO+///5O3c9x6ezs3O1nflWhZLgfSoZ3jK+yDCuPp12Epmkwm82w2+1wuVwwm81i91bekZMVrcLduj1Rh2I7rYXP4f+DGa54X7E6yYqhw+FASUkJ0uk0otEootEoUqlU3o63wv6PQu8ImYRxV5ukSiYF/A6QvztNIyvnGX9ICulpQMJJcid7BpDQmM1mQVr4bADihch6yd4DJpNJkCK2gUSLbeUzTCaTIEwktyRN8u6+XCcSq2QyKcpg/TOZjLhH9hKIRqNi55+kLZ1ODyBT8rNlgs16yR4cJGrsP7ZfLpP3ykRTfo5M6FhvAKI9sgGC95KEFz6DBJ2kUG4T75PbIpNq9nHhM/mZbLygYUKeb7wO9JNO9rVM9jkm8jjK9ZS9ZYg9sTbvTSj5VfKr5PfAld8vgpqamrz/SQ56enrg8XiwdetWGAwGQXaIyspK+Hw+bN26Ne96fX39Tj+LRLO6unrA9Vwuh2AwiNLSUgB9pPFXv/oVli5dOmCjek+RVqBff90RLBYLLr30Ulx44YX46KOPcOSRR+Z9LnsmnHXWWRg3bhwA4JZbbsm7z+PxiHw03/zmN/H444/jm9/8Jj7++OO807N2FmeeeaYIYyK++c1vYtSoUfjf//1f/OMf/wAA3Hbbbejs7MRvfvObXSp/4cKFSCQSXyhEJ5PJ4LLLLsP3vvc9TJ8+fae+I68hCvlQMpwPJcPbx1dZhpXhaQdg59PY5HA4YLfbhWJdaOCRdxQLyyjcwSz8vBDFBLPY8+T7ZEW8sPwdTajC78pGKbPZLPrA7/cjkUggFoshGo3mKeY7u5go7HtwF10mPvJnheSByr9MdPk/54VMaknAeC2bzcJisQiCw+/Iu+gyUQIgSKdMQHiP7GlAMiOTInpkyGQGQF4ZBoNBJCwsNNbymrxTInt/yPJttVphs9lgMBhgs9nEjjyJEvtI13XhJcD+kZ/DerPNfBZJMseK7eS643A48oim7PHB7ySTybyxZD/IYTP8W24/xyKRSIi6yF4gBoMBqVQKdrsd6XQ6L4SH/S+D/cKxYB8Wm18yoZcJduEcYnlsPw0JxULP5HIKvy97BaXT6V2Qpn0PJb9KfpX8Hrjy+0XA9hdiZ3XJQmwvz8dgz9pRHTZu3Ii5c+di7NixuPXWW1FdXQ2LxYKXX34Zt9122x7bqCwtLUVPT89O30+y3d3dvd37/H4/jjnmGCxYsGAAaS3EGWecge9973t48sknd5m0btq0Ca+88gruvffevOslJSU48sgjhcdHMBjE73//e1x88cUIhUIIhUIA+o5k13UdW7ZsgcPhQCAQGPCMBQsWwOv14pRTTtmlusl49NFHsW7dOtxzzz3YsmVL3mfhcBhbtmwRyZwJjktZWdluP/erCiXD/VAy/PWW4Z02PH2dLNhUOE0mE2w2m8hSz+Rs/FzeJeT3AAjhHMzQVHh/MQz2nWKGpcJ67w7kHcXC+hU+z2QyweVyweVyIZ1OIx6PIxqNIh6PC2V7R21X+HLAuSmTC4ZXyN4HJEtyPhBeB/rHlYSDHgzyDrVMDOVwFJmgAcgjiiRT3P2WZUomakajEalUCkajMS+/DD0QSFwLd+VNJhOsViscDgf8fj88Hg88Hg8qKyvh8XjgcDjg8/lgsVjgdDpFmEcikUAoFEIsFkMsFkNXVxe6uroQjUbR29uLZDKJbDYrPpdDYGTPB1mm2A4adR0OBxwOB5xOJ8rKyuD1elFaWoqSkhKUl5fDZrPB6XQKssx+1jRNeJywzUCfi6/ZbBbkmOSPJI8ejLFYDOFwGJFIBN3d3ejt7UVTUxPC4TBCoZAIsy0M24nFYoKk0+DAMZZDe1KpFCwWS54xQ/a0IOSx1jRNePFwfAuN+7K3J79L8il73xQj9vIaLnur7O9Q8qvkV8nvgSu/ewu1tbXI5XL4/PPPxY4/ALS1taG3txe1tbV7vQ7/+te/kEwm8cILL+R5XLz++ut79Dljx47FggULdtr7YtOmTQCA8vLyHd4bj8cRDAZ3eF8ymRSeIruKtrY2APlrOEEPVaCPAEYiEdx88824+eabB9xbX1+Pb37zm3juuefyrre0tOD111/HD37wA1it1l2uH9HQ0IB0Oo0jjjhiwGePPvooHn30UTz77LM47bTTxPXNmzfDYDBg9OjRu/3cryuUDA8OJcO7h/1VhpXHUwGo8LpcLni9XlitVqGYEYXGn8EMUMX+3x1DzM4Y/WSj0/aMU3sCslHJYrHAYrHA4/EglUoJqy4VZYX9B8wdInsSyPkxbDYbstmsCK9hDhmZKPCHpIJx4TJRJRng4ptOp2G1WvOuk3Twe0A/gZXDOjiHOOfkkBW73Y5YLJZXRjabFWTTbDajsrISgUAAFRUVGD58OKqqqlBRUSEMp3a7HZlMRuz809MAAGKxmCCtDodDEMR0Og2n0ynIFV80NMLGYjGkUikkk0kkEgmR6Jj3OBwOQTwLvSitVqsgURyLTCaDRCIhSH8ul0MsFkMymRSeChw7mTiSsHGceQ/Ju9VqRVlZGbLZLKxWq+gzIhaLIRgMoq2tDQ0NDdiyZQs2bNiA1tZWRKNRUScaDzguJK0cEzkXDAk8vSVIhAGIvmYd2BbZO4fhYYUJoXm/bBCQ/+dcokcQibDVas1L5rw/Q8mvkl8lvweu/O5NnHTSSbj22mtx++2345577hHXb731VgDAySefvNfrUGjUBvp2/B966KE9+pyZM2dC13V89NFHOOaYY8T1jo6OAcQ0HA7j9ttvR1lZGaZOnSqut7e3D/Ay2LJlC/7zn/9g2rRp4lpvby+cTmeeXAHA/fffDwB59+4sRo4cCYPBgH/84x+44IILhHxs27YNb7/9tgglCgQCA04yA/qSGi9duhRPPPEEhgwZMuDzJ598Erlc7gufhHXWWWdh0qRJA66ffvrpOOmkk/CjH/0Ihx12WN5nH330EcaPH7/HwrG+TlAyrGSY+KrLsDI8STCbzXkKLRWqwh22Qs+iQu+ewQw/hZ5Au2IgKuZFVMyraDBPo2L/745XUrHv8G8qwm63G8FgUOSCUgao/QeyJ4Kcg8NkMoncLnKIDMMfqPzzxCg5HIckxWq15nkKkNSSbMoeDvxc9nSQ86Mw9IUkheXwXqPRiHi8L5k7k9O63W4MHz4ctbW1GDduHGpqalBVVQWXyyVIXzgcFvXfunWrIHLRaBQOh0MQThqc+XcoFEIqlYLVahWhNblcTvwmKZcJrtfrFQZZ5oFjHzBkiGS2u7tbGBBIquRcOwyXMZlMSCQSeW7WmUwGsVhMjIWcy4akOpFI5JFz2YAhnzKmaRqSySRsNht0XYfL5cLw4cNx8MEHw2w2I5lMoqenB5988gk++eQTrFmzBu3t7cLYwTkGIC+xtEwYSbhlgz3nlexdIoc8yXleZI8MOYcQyTq/z/Wbf8tKFb/PetOYsr9Dya+SXyW/B6787i1MnDgR3//+93Hvvfeit7cXs2fPxgcffIBHHnkEp512Wl5S4r2F4447DhaLBaeeeiouuOACRCIR3HfffQgEAmhpadnh9+fMmYM333xzh/rikUceidLSUixevDiPtN5111147rnncOqpp6KmpgYtLS148MEH0dDQgL///e+wWCzi3gkTJmDu3LmYNGkS/H4/Pv/8czzwwANIp9O46aabxH1vvPEGLrvsMsyfPx+jRo1CKpXC22+/jWeeeQbTpk3D2WefnVc3TdMwe/ZsvPH/ny5WDOXl5TjvvPNw//33Y+7cuTjjjDMQDofx17/+FfF4HNdccw2AvnBc2ROBeO655/DBBx8U/QzoC9EZOnQo5syZM2gd6urqAGBA+I2MsWPHYuzYsUU/q6+vH/D8dDqNN998ExdffPGgZSoMDiXDSoaJr7oMf+0NT1SY7XY7SkpKRN6HQi8m3gsMnphbNk7J2N8ML4PVp9Cgtj0UtlVWWq1WKwKBAJLJJILBIMLhsCAoCl8e5N10+chxeQea98kEUj7Wu/A4cJIREit6K8g73TLplcNw+H0+jzlNZC8EmSCybolEApqmweVyobq6GuPHj8fUqVNRX18Pv98Pk8mErq4u5HI5dHZ2orW1VRA3JjCmpwS9I+x2u9itLysrEwTe6/UiHo+LPC9AfpJeAIJwxeNxhEIh4WnS3d2NeDwuiLLdbhex3YyplvvQarUKz4Z0Oi08Li0Wi3C3lY0CfC4NBwwXAvp2iUj4KJMcQxI6fg70h/UwjxtJtdlsRjgcFt81m81wu92YM2cOTjzxRASDQXz66adYtmwZPv30U3R2duadQgVAhMKwv6xW6wADCsHxltsqe4AwxIvt0nVdrC00sPB4edl7h3Oc36HRheSeBpX9GUp+lfwq+T1w5Xdv4/7778fw4cPx8MMP49lnn0VlZSWuueYa/OpXv9onzx8zZgz++c9/4rrrrsNVV12FyspKXHTRRYKk7QiRSASVlZU7vM9iseC73/0unn76adxwww3i+hFHHIElS5bg/vvvR1dXF5xOJw499FA8+OCDeeQWAC666CK89NJLeOWVVxAOhxEIBHDcccfh2muvxYQJE8R9EyZMwNFHH43nn38eLS0t0HUdI0aMwPXXX4+f/exneUSYJ2QV82AoxN13342JEyfigQceECR1+vTpePTRR3HUUUft8PuDYd26dfjoo4/wP//zP9sNPY1GowOSWH9R/Oc//0F3dze+//3v79Fyv05QMqxk+Osgw5q+k9YAl8uFaDS6VyuzL8GdRXo42Ww2oXzLBqbBPJdYxo6esb37d1TOYF5JVL4G81jaXp0Hq9+O6rq9Om/PA0veqQ6Hw19ZDyi71YZYIv5lV2O7OOSQQ8RuuuwZQeJDRZ8EU040KxMMeijQa4KkgaElJpNJfC6TTpbD5/CHpCoej+cRNHptkHQYDAa4XC6MGjUKM2fOxLRp0zB06FDhjdHW1pZHWki0Gd5BssScOPSWIJl1u90iDwtJIdtvs9mQSCTEOmiz2YQnQDqdFtdJwEOhEMLhMFwul/B88Pl86O3tRS6Xg81my9upj8fjKC8vRzweF+E7rIcckmI0GoXHBPtEDmHhuMXjcWiaht7eXkGmC+WcuVrkE8kKx4b14700ekSjURHuU1JSAo/Hg+7ubixduhRLlizBZ599JhIpkpADEASR3hv0ZCjMQUSSybGlpwrQT24Lw33kcC32B9dzfl5szZOTaq9atWpviN4egZJfJb9Kfg9c+VUYHOFwGCUlJbj99ttxySWX7PD+TZs2YezYsfj3v/+NuXPn7oMa7hgvv/wyTjnlFCxfvjyP+O5v+OyzzzB+/Hi8+OKLezR867TTToOmaUVDixS++lAyvO9woMvw19LwRINTaWlpXuiA7PEzmAFGvmdHHkJ7wvBU7DmDlTPY57ynsO7be95g2F5birWX17mbHgqFEAwGv3I5oA4Ew9PEiRMH7Bgzj4hMgoD+3XQq+3IYiEx25bwuJJokCTLZ4liTQMmeF6yHTHKZR4TPrK+vx9FHH42pU6eitrYWuq4jFouhp6dnQA4WTdNgt9tFKAa9FRhiU5irxePx5BE5hh0lEgnhWUKCRdJJ8koPDrl89lkwGEQkEhHky+FwIJFI5PW7ruviM6/XC5vNJsaLMiOH3jCnCceKZFxO0swwGHqesA1MMhyPx0XZ8nflk8p0XRd1YfiQyWSC2WzOO2mLcmy322EymVBaWgqHw4E1a9bg9ddfx/vvv4+mpiYxL1gX+Wh12QuEHhLsQ64fMvGUk07LfSXPQ44ljQMyOQeQN0/lufnRRx/tNfn7olDyq+RXye+BK78Kg+Oll17CJZdcgvXr1+d5IGwPF110ETZs2IBXX311L9du5/Czn/0MTU1NePzxx7/sqmwXd911FxYsWIAlS5bssTLXrFmDCRMm4NNPP8XBBx+8x8pVOHCgZHjf4UCX4a+N4YnKD5OGM6SOnxG7YkiSUegdtT3jj6wc8t5ixqPCz+Xvy+XtjOGpsH07MjwVtmcwTyf+LyuFxcqS/+aOciQSEeEPBzoOBMPTpEmTRC4Y2dgK9IfxyIlk5WTGHDuG7gD5uTdIhMLhMHw+n3imTIBJFuQ8KXJYBgka//d6vZg+fTqOP/54HHTQQTCbzejt7UV7e7uoL+Waz5EJNQmSHJaRyWTgcrng9/ths9mQSqXE81gOvSyAvl0cki16djDni5ygmaE2mqYhEokIT4lwOIxYLIZEIgGv14tQKCRy6eRyOdjtdvj9fpGjxWg0IhaLiRc3y08kEqKO9AaQx4PtBiBCjkhGGeKiaX25a9j/iUQCBoMBkUgEmUwG8XgcZrMZkUhEhL0whEf2qiktLUU0GhVhR6w7jR/0OikpKUEsFsMbb7yBxYsXY926dXleDrLHDuvHnDKFhhHOF467bNCWr8vJsmViKhtqOC9ZX0LXdSxfvnzPC94egpJfJb9Kfg9c+VVQUFBQUPi642theNK0vtNrePzyrhicBjO07Ey3bc8raEflDeZZtT0vqp3xWCpWj8LrLKekpASXX345lixZgkWLFhV9XrH6D2YYKzSSxWIxdHd3ixCHAxkHguFp4sSJgkTKiYF1vT+PRiFkYkaSyr9l4pBOp9He3o7u7m6MGTNGEC85LwhPH+IpTKlUSpAt2TNj6NChmDt3LubNm4dhw4ahp6dHEECSa5ZFIkciJudO4c46vSTcbjdKSkoAQIQUkajT24Fklx4DDodDhB4Fg0FBQhlWJBOqTCYDv98vymfZqVQKzc3NeUQZ6Es86Ha7YTKZYLfbhZcIyVsoFILD4RCnitHozP5mLhl6GNjtdtF2tlkO5WG57Ddd14V3Af9Op9NIp9OCKOu6jmg0Kggh+02eG/TkiEajom70ojAajaiqqkI6ncbSpUvx7LPPYu3atYLocz4VElnZ0C4b3OVQKxJStpEeN3IIGSETfYZOFfOk+Pjjj/eozO1JKPlV8qvk98CVXwUFBQUFha87vvLJxQ0GA7xeL0pKSgYcp0gUU3D4965ANrjIypa8w1fs/sGesz0PqsGMZoOVNZixabAyAWDq1Kk488wz0dbWtlP378znch85HA5YrVZ0d3ejt7dX5IlQ2HvgXCFRJMEjceHnJG8kE3JITjFjYnd3Nzo7OxEIBAQZYWiH7N3A65lMRpBKEthhw4Zh3rx5OOWUU+Dz+dDT04P169eLXXvWyWAw5HkE5HI5QbRI7LLZLOx2OywWC2w2G6xWq3iupmmw2WziVC3u+sunNfG6pmmCrPn9fvh8PkHyW1tbkclkRKhPd3c3urq6hLcBibPD4YDf74fZbEY0Gh3gaaHrOkKhUF4CZiZeNhqN6OrqEuFJQF9Ok6amJkFeSdjpdUI5Yl/JOVg49vSyIHljuBPbZrPZBAm02Wwi5Eg+jYyeG6lUSuSM4f9Op1OESa1btw4ulwuHH344Dj/8cCxevBgLFy5EY2NjnneOHL5F8innjqGBhfOJc5HhZTTKsI0MB+L/RqNRzDX2DT9j2fs7lPwq+VXye+DKr4KCgoKCwtcZX1nDE3cNvV4v/H5/nkt2oUdOse8OVubOGKWKGYkGM26xHruC7XlAbQ87Y3wq9qy9CTmvRE9Pz1fC+2l/Bb0LGLbCHXTZA0LeaSbJlAmf7NlAAtHd3Y329naUl5ejsrJSkAaSDu5Ok6DIO9rJZBIVFRU4+eSTcfzxx6OkpARtbW1Yu3atIBckQSRoDMNhLhfmTGGyXKfTKb5TSEasVqtoMz9jQmSHwyE8IbirHgqFhEdCKpXKy0FDgkni6vV6BYlLp9NIJpNIp9MIhUJil7+ioiIv70wmk4HT6RT5U+TYeJJKs9mMeDyO9vZ2lJWVIZFIiNOy2KeyAUDO4UKPDo4tAOFtIoeqyIYLjh1DeTweD9xut8gVo+s6ent7kU6nxWEB7P9YLAabzSbuY39Ho1Fs2LABbrcbxx13HA4//HA899xzeO655xCLxfKSEcveOTSeZDKZPE8JOU9M4dou5xwicQX688jIXi6cn/zu/gwlv0p+ASW/B6r8KigoKCgofN3xlTQ8mUwmeL1eeL1ekd+g0P1bxu4YZAq/V8y4JP89WHifrDjK14vduz1vph3VT67j9tpa7Nk8wYf9V/j5jsraURuMRiOcTidsNhvC4TCCwaDYAVfYc5AJqpybg2RBNmLKyr8c9gL0e1sYDAZ0dnYKQlVeXj6AfPA5API8HjRNw/Tp0zF16lQceuihKCkpQSQSwaZNm0SdAIhdbgCCuJBUms1msbNPjwagn7yQqNATgeEcJHUWi0UkC+bczOX6jjV3u92CPJEgOp1OQeYYksIQG3oRkNgyzEfTtLx2c6ff4/EAgCCw/Dwej+eFwwBAZ2cnzGYzPB4PMpmMSLbMtrI/DAaDqB+JoxyuIxsuYrGY8CKh1wmTGdOThd+Px+OCUHM9raysFESe34lGo6JuNAywDJLNeDyO9evXw+/3Y/78+ZgwYQI++ugjvP766+js7BT9Q68bzjv2EX/k3EJsmzxf5STNsrcPPy98F8hl7q9Q8qvkV8nvgSu/CgoKCgoKX3d8pXI8UWEsKyuDw+HIU1pkZUU29uzIGFNoUJKxPcPTYGXIilLhbp98vbBcXiv01ipmDCr2Hd6zM3XmPTU1Nfj73/+ORCKB008/HbFYbNC+KixH7tcd9XPhdxOJBDo7Ow8o76cDJceTHLpBYskddir8sqIv72TL9yaTSQSDQbS3tyMQCKC0tFQQNJmcyol+mSi3vr4e55xzDg4//HBks1kRssHnRCKRvBOkmGuEJNhqtcLtdou5xNObZA8JhvfQO0IOg9E0DclkEk6nU6xpJHQ0shqNxrywHeae0fX+Y+NJdCsrK5FMJpFMJhEOh/PIF+vPfrXb7SJUhkQ1kUjA6XSKXCuxWAxerxdWq1UYYn0+nyiDpJOGhFgslkdIOY70ipCJP9vE4+ez2awI09F1XSRWZs4cergw/wrz+9AwwP6mxyIABINBxONxOJ1O4eHAfmddOK+8Xi+qqqrQ0NCAu+++GytXrhTl0sjAeSUbRQrDa0hcixFb+R6SaHktlQnrihUr9pS47XEo+VXyq+T3wJVfADjrrLOwZMkSjBw5EhUVFWJc4vG4mG+yPFNu2Z+yHDOfmGzkldM6cH7JZcpeZ7JOyO/K/coyLBYLysvLUV5ejurqapSWliIQCMDn88HtdsPpdAqDZmGOL5YpG8D5Gb0LOzs70dLSgra2NjQ0NKCpqUl40TEHWaEOy7kit5e/C3OEsf3yNbmNqVRK1JHlMRQYgDDsct7KBmjWh/0vezzK9eY4c0y5Vtjtdng8HthsNtjtdthsNlgsljz5SaVSSKVSiMViCIfDYs0Jh8NIJBIiJxvbT3kD+mWD41rIIfgjHzoxmN5ebNODc4z9xzWG4PPpOcm1QfbOBJA3Zk8//fQXE7K9iO985zt5dVfyq+RXye+uy+9XwuOJA+F2u1FWViZOryk0uhQabQYzwAxmhBrsuSyz8BmFKDS8FHtO4bXB6l74jJ0pS75WWI9i9W1paUEoFILP5xMn3LDfZIEoVv72DEaF9S78js1mQ0VFBXp7e1Xupz0ILrR84cljR4IgL0gkA1xkdL0/mW1zczO6urpQXl4u8qcVvrRIGJn01uv14rTTTsP8+fOhaRo2bNggQm0AiBwlNpsNsVhMkNdkMgm73Q6XyyXCceQwIOYW4cIoEzSZnHCuGQz9x4KzzrzOXCdMdux0OsULi7ldeOoXSZ+macLbgN57sVhMyAsA8Rlz41gsFqRSKcTjcUGG+eLzer3CG4NgW5gXhmXyxSsTTV3XBUG22WyiTylfZrNZrJEmkwklJSXCc8Pn88FqtaKnpwfpdFoQPZn0pdNpuFwu4XmSyWTQ29sLi8UCk8kkCHc4HBb9Ko8N0PciS6fTCIfD2LJlCwKBAP7whz/gmWeewZNPPoloNCoUHflFB/R7kFIZk+emPNf5kixmFOePrATu71Dyq+QXUPJ7oMov0Kegl5WVYf369fB6vWJOyMRKJrXsNxo6ZQOzTCxkrzj+L+dqA5BHiOkVV6z/zGYz/H4/6uvrMWbMGIwcORKVlZWwWq0inxhDZVOpFILBoCBncv43Ej+uJSRVfBbDgKurq1FTUyNCZmOxGDo7O7Fp0yZs2rQJ69evR1tbmyBWnD/8m/1AMsn2yyRT9ooEIPqG81omoXI/k6zxWZyP/JufG41G0TYaAhh5EQgEUFlZiSFDhqCsrAx+v194+HPNlkmubHiVvS1pLOa6FYlEEAwG0dPTg/b2drS0tKClpQW9vb3o6ekRslU4t4D89ZTX5fxsbK88XvKY8m+OtzzWhWBfFxJhvsfYzsJcdvsjaCTg39yEUPKr5FfJ787L7wFveGLnulwuoUAXU1Tkv2UFaLB7ixlQ5Ilf+N2dMSrJVs1iddleGwvrUvhZ4cQsZkzj/4V1KFYe0DeBX3nlFVx88cX49a9/jYsuukhM6mL1KGxfYdu3Z6QqNBIy95PJZBJK9PaMWQo7By6CXOjlnQD5My7eXNDkHYpt27ahq6sLgUAAgUAAAMTiJS/6AMQO+aRJk3Deeedh0qRJ2Lp1qzhpSfZYsNvtiEaj4rhz7vozITDJGBe5RCIhiJvNZhPtASD+ttvtok1chPmSYm6VeDyOXC4njiPnbo3dbhdeGAyfYS4W/h0Oh8W8lE95cjgceXlN2H8kyrFYTBBIEl8SdrnO9OogMQb6ZD2RSAjFQX7BcjxyuZzoH03r8xCJxWJob29HV1cXQqGQCGl1uVyw2Wzw+Xwwm82w2+0i8b/H44HX6xWeGswJQ/LtdrvFSWLcwdE0DT6fDyaTCZFIRPShHH7EceSLqrm5GXa7HWeeeSZqamrw17/+Fe3t7Xm7OGw71yAaA/hSZ1+zfJmgFpv/8staNqbvz1Dyq+RXye+BK79GoxG1tbUIBoNYuXJl3kmV8m4y5wR1Kv5NhZ//k9jQwMe5InsoyGuBTPBkg7TH40FNTQ3q6+sxbtw41NbWCsNYJpMRJyVGIhEhb/KYAsgjh3wO6yd7U5Ls0JuPxlt+j2G3Rx55JObMmSNO3Ny4cSNWrlyJzZs3o6enR5QhkyEac2kUkL0kaIiXw3/lurL/aEBmH7Leuq6LgwdoOCUo64FAANXV1RgxYgQqKytRWloq8smRcJJ8hkIhAPkeCvIclmVD9gikt4XX60VpaalYtwAIT9bGxkasWbMGa9euRXt7uzCi8z56kzKvHA0YNJBwDjIMWNbf5fEs7GOZiLL/TCYTUqnUgJNQSdrlub89HrQ/QCbhAMQcUPKr5FfJ787L7wEfamcymVBRUQGXywWguOGoUHEpdp88YWQjSKHRRxaw7V2XnzeY4Uh+hmx0KbRmyvcXliuXIRt+ihl6tnetmMFK13WUlZXh5ptvxpQpU/DYY4/h8ccfR2tr6w6NQIXt3t4YFLsulx+Px9HR0YFYLLbdZ36ZOBBC7aZMmSJefED+os0FXfYgICFkiIrR2HdCU3NzMyoqKlBeXp5XPl+wXOyAPi/EM888E2eccQbi8ThaW1thNBrFDj9fMvKx2FwYbTYbysvLEQ6HBTFl3eWFkmU4HA4AEGSQL3Nd14W7azAYFNf58jEajfB4PGL3n4mQ7XY74vG4yOdisVjgcDhELhTmJKuurhaJk2XFQg4RAvJz9HCXTH6ZFM57AAiFQujo6ICmaSgtLUU4HEYoFBIvAYbbNDY2YvXq1ejo6EBXVxdisRhCoZAw2EajUUQiEfG/vIMF9J8aJe8UWa1WuFwuVFRUYOTIkUKhGTp0qHg+j4q32+3CCyKTyaC7uxvZbFb0JXfRCnf+2F4aBDRNQ21tLXp6evDXv/4VH374ofC0kHe32L/yyz2Xy4l5JO8Iygob0K88Fip0BoMBn3766Z4Rtr0AJb9KfpX8HrjyCwBnnHGGkLGlS5eivr4etbW1Yg4B/SSWcix7fXHsKXvsK9mDQJZDzgl5zlDvslqtGDlyJKZOnYqDDjoIQ4cOhcViETIQi8UQjUaFYZL9LZNWTdNEmEdhKCflRPbKkAksPwf6vSdocGVb+QyGstDTsampCatWrcLKlSvR3NyMaDQq1pZCDzuuayxLXlvY3zK5lcN6ZQMAy6EHos/nQyAQQH19Perq6jBkyBA4HA4YDAZxOAFlTPbwlOetbJigPJHAUS7kecF6UZ5kmbdYLMKrheOVSqXQ1dWFhoYGLF++HOvXr0d3d7cg+HKZhTp6IaGU75HJrMydOMZynUn45e9zjsrhTyTOCxcu3Gl52teg/AL9fQBAya+SXyW/uyC/B6zhSdM0OBwOeDweeDyeAUaMwYwa8meFBpBihhn580LjTrFyBjOwyPfKdZEFptjnO9MPhUog/5YXxmJKsdyeYgYwoqysDH/84x8xY8YMrFq1Cg8++CAWL16cF5pR2I+DGZcK21ysL4rVIZlMirxP++PO5oFgeJo8efKAHRku8NzdYN9ygSbh0DQN0WgUDQ0N8Hq9GDp0qFigZCu5rveHnYwZMwYXX3wxxo0bh02bNuW5dDIUhTvsXOwp01ycAQjPBIbKAPmxz3a7XXgZRKNRBINBNDU1YfXq1diwYYPYRYjFYiKJsNlshtvthsvlQm1tLdxuN/x+P0pKSuD3+1FXVydOw+Tim8325Xsxm83o6uqC2+0WCZK5i8/QIhIpvvDk2Gn5hc1Ts7jDY7PZRDy4w+FAMpmEzWYTCzt3ibq6utDU1IRgMIjOzk588skn6OjoEGPm8/nyjpsnSda0vh0wJl8moWd9OZ70+KA7LU/SslqtqKysxMSJE3HkkUdi5MiRIil0NBqF2+0WY5dKpdDc3Ize3l6xy0MjgsHQlwtIdpnmuKRSKTG/nnjiCTz//PNiTsm7OYS8CymH7/A0Ldk4UqjM8DfHZvny5XtK3PY4lPwq+VXye+DKL9BHXGlga2trw+rVqzF79mxYrda83X/OR9n4KpMcmezwO4VkCMgPt5BJw/Dhw3HiiSdi+vTpwuArn+TIceZ8Y1l8BgmYwWAQ3o0A8kIy6OUnkyPqqqwPf8vElWRc/k35oUHS4XCIevf29goPgQ0bNqC1tRXhcFjUSdYzObcZ7sqQE7ZT7muuazRs19XVoaamBnV1dQgEAvB4PHmhSfQolA3ssu7PZ5F8y/o3DQYygS0cS4J9xD6jjPNetsFiscDlcuXl2AuFQtiyZQu2bNmC9957D21tbcjlcnkeJtxYkPV0mbjK843kk/xFNhqwHnxncL3iYQ+yQQXo97L45z//uSdEba9All+202KxiH5Q8qvkV8nvjuX3gDQ8aZoGt9uN8vLyPIUMKJ60WzYoFRqg5AldaCShosTBpCWSbvp0P+cP75N3QAHkCSOVNB5lTEVUJhCyoBcOT7HhKmb4YZ/I1+QJyHpRIZetxoW/AaC0tBS/+c1vcPjhhyOXy+HVV1/Fm2++ibffflvMi0KDUbE+LVb3wcZGJidcWLq7u/fLvE8HguFp+vTpeS8eeb7JOwqFVm/OzQ0bNsBoNKK6ulp4MAD9Lwb5WPSTTz4ZZ599NgwGA1paWvKIGePWKQ9c4CorK4UrLD0KmD9GttRzR8XtdsPj8SASiWDDhg34+OOPsWbNGmzZsgXxeFzIlsFgEISQuyEkT/KOQy7Xn8jY5/OhoqICJSUlA9aTQCAAs9mM6upq4SlAAku3WYvFgpaWFkHkmfDX4XAgHA4jm82K49dzuf6QGyZ6NBj6jqGXX+pyaFJPTw9aWlrQ2toqvCMaGhpEuAxdcyknTHro8XjQ2toqxoxkVNM0hMNhkaiY426z2fJeigDEyVsAUFlZiWnTpuHoo4/GuHHjYLVaEY1G4XQ6RY6bZDKZ57HIBNCJREK0RSb2XBPsdjtqamqwePFi3Hvvvejq6hK7V7LXBAmpbJCmcljoGcE1UDbeUPnQdR2ffPLJnhG2vQAlv0p+lfweuPILAKeffrogHQDw/vvvY+jQoaivr88jdUA/6SShlftM9orQNE30Ff+X9SqWSbmYNWsW5s2bh9LSUuGhwLlZ6GkA9K8ffB69DAHkhW7KOpvBYBCGV65H/IzEiGWzjrKXh/xMriFyWziHaBClN0Uul0NPTw+am5uxadMmbN68GW1tbSJhfiqVgsvlQiwWE0mAORbsV6fTCafTiaqqKowcOVKE3XCDm8ZeekPI6SfkPpQT/jI5L/mKnM+H/UwCXchl6BHDsZcNAPQQ5HNl7xkAYi3imuZwOMR63dnZiaVLl+KTTz4Ra0JbW5tIeCxvcshzgjIo6+eyp618n+wpwntlUsu5LRsnnnzyyd0RrX0CWX5Zb/lvJb9KfpX87lh+DzjDk9lshtfrhd/vFzu0QPEwNF4vtCDzHv4vW39tNhucTifcbje8Xq/YSXW73XA4HLDZbEIJpLFJVqZkAZSfQ8MTjTxyfCyz3CcSCcTjcUSjUSFk8o9sIJInEIWPijCVUSZp5W850z/rkMlkRLI5PjsWi4lY4ELhPOOMM3D++eejuroauVwOK1euRHd3N1KpFJ555hnE43GEw2F8/vnn4jnF+mNHKBQM/s5kMuKkoEQisdPl7W0cCIaniRMn5sXu8oXC3XBgYB4yGknb29sRDocxatQoGAwGsWDyO5xPlZWVOPfcc3HMMcegubkZsVhMLN60lMtjlsvlhIzJ1nggf9w5N61WKwKBAHK5HNavX4/XXnsNH330Edrb28VCSSLDZIckhSTLRqMxL2+JpmnCHZkvA75wAQgSTTDe2ePxoLS0FDabDVVVVSgvL8eoUaNECA+PMY/H4wiFQtA0TeRb8Xq94uRNrjnRaFR4iySTSbhcLrHgs20sjy9/vqgNBgN6e3uxdu1a9Pb2IhQKobGxEZ2dnaJ9AFBVVSUSG1JZsVqtKC0tRU9Pjzjxq3BHB4DIm1Oo0HB3hbtwc+bMQUVFhVizbDab8IRob29HT08PjEYjXC6XmBPZbBZdXV3CyyORSAj37IqKCqxbtw5//vOfsXnz5ry5J7ux85rFYkEikchzr5bDpDhnuWbz+SaTCcuWLfvCcra3oORXya+S3wNXfoE+/UmWke7ubqxduxaHH3640EFJAth+2SBHGWPII9BPeAp3qnk/yd3EiRPxjW98AzU1NaKMSCQidDvKnNzXsica+5ll0yBIgzV1U86JQiLM9rFONBpTptlu+bABliMTVtZD3iylodJutwsDMGWeIbrBYBDd3d0IhUKIRqNIp9OiH41GI0pKSlBWVoaysjKxLgAQ+XGYl03W4eU2Acg7pMFutwvZKryfJFY2EnPs5VAdfrdwI102wAL9p0zy/SB7ovAeenySI7Dd0WgUvb290HUdmzdvxvLly7F69Wr09PTk1UP2uuF4yXUiOHYcF/4ulF/Wj59zTdzfPZ5k+eU8lr1zlPwq+VXyu30cUIYnTi6/3y8mcKF1GCgeEkdlnZ+z0+x2O3w+H0pLS0Xm+vLycni9XqFYyTGjsqDIf8tl815Crp8sxPL/MlGQXeQpXPSOkncvuQDQoMS6clHgxJTbzMkjL4gsM5vty+nAY6XD4TC6u7vR2dmJjo4OtLe3IxKJwO12o76+Hr/4xS9QXV0t2sl+ikQi2LRpExKJBJ555pk8i7eM7u5uLF++XCi/xVCsvzRNQyQSQXt7u7DYf9k4EAxPhxxySJ6HAOcciZk8p/jyAICenh5s27YNVVVVIlEwF0+z2SxygIwfPx6XXnop6uvr0djYiGg0KnbHmVNF0zSRmDibzYrTNui54fF44HA4kM1mEYlEoGl9O/mpVAp+vx/pdBrvvfceFi1ahPXr14sdc5I6OXEw5zVfzD6fD7FYTCTUZey22+0WuUw0TRMhQfSyYL/IMfZ80VAW2ad2ux1VVVWorq5GVVUVjEajqL+u93mF8Chb7iqlUin4fD7hrZBOp+HxeBCPx2EwGER92d+yWy0A4R1CwhwKhRCLxdDa2orPP/8czc3NwvBgMplEuewzTdPgcrmQzWbFSWAk7/Rq4FrC+SN7ccqeLalUCmVlZTjmmGPwX//1X6iurhYk3ufzCc8RenfYbDa43W7Rp/F4XChTZrMZnZ2dcLlcqKurQ29vL+666y4sXboUQH+CRfYD12QmQ5Rf/PILWM5TwBcmx3V/Jq5KfpX8Kvk9cOUXAObPny/mHtv+zjvvYOzYsQgEAgO8IwrnbTH9UtY/AeSVTVk67rjjcMopp4icYjRcFurIcoL9Qm+GwtAdmVjzNwkk6yfrb9QPZSLFenMTl/NQ9gggGS9MVE9dmSSK80ImcfLGq2yoZrtkZLNZsRmr63reUefsm8Jnyvq13FauYxxHQh5Hyp+u63l9Q52e9eA6xzbI6z/nvryJwB8SbHpEysSRhNFkMokxZ9tCoRDefPNNvPzyy2INZ9kk31xLGJpEzx455Er29GB92Afy+ltopNmfDU+F8sv5yXFT8qvkV8nvV8jwZDKZUFZWBq/XC6B47qDCa/IEZQfxuOOhQ4di+PDhqKqqQmlpKTwej3C5lztRtkrKQkrFvdBwJA9ysa6VJ932FiPZQLQ9Y1WhBVJeQOR+4OQuNIIVE2LeL1t6E4kEQqEQ2tra0NbWhsbGRgB9pCcej8NkMuHUU0+F3W7HoYceivLycmhan+VaFlwZVK6TySReeOGFAS6Zg4FtoZI7WF8PhkWLFmHz5s15ffRFcSAYnqZOnSrmBuO6Cy3dqVRKuNhqmoZQKIRt27YJ11UuWADEQpVKpTB79mxcccUVMJvN2LhxowhL5e67bFw0GPriyv1+v3ie1+uF0+lELpdDOBwWchKPx4WhcenSpVi8eDHWrl0rdhu4Q0MCwvKTySSsVisMBoN4rsvlQjweRzabhcfjEZ6EXBdICI3GvuSDnNeZTAZOpxPpdFqcZsWXt91uRywWEyFIRqMRoVAIRqMRgUAAs2bNEjsv9IxwOp2orKzMS3ZMeWedHQ6HUAJITEmwNU0TXhtyn/IFRwJoMPSdZLVhwwY0NTWhsbFR5MqJRCLo7e3NS2bI3aaenh4EAgHY7XaEQiGRZBHoVzZoJKCLL//n72QyCa/Xi1NPPRXf+ta3UFJSgq6uLhgMBuFRGo1GsWnTJnR2dqK8vFyERem6Lo7kTSQScLvdSCQSGDZsGMxmM/785z/j9ddfFy9MrhWcj3xJkpxTkeN8kV3BOWe4Fn788cd7VQa/CJT8KvlV8nvgyi8AfOtb38rb9DMYDNiyZQuam5sxdepUYTQlOZBJCUkj55oc3ijvXpOw0iB53HHH4cQTTxQJ5WmQ5L0y6eLclP+X9Svqw/KuPudWoc5KQgL0n2DIdYvrg+zFyDLpYU8dG+jfhSe55BrIuSEbc4vpt4S8Yc2+lfV4yodMqnida5Y8JjJ5Y9uLbYqzfK4PhYYBznuSPrZdTsXBujAxNY3ZNpstj9gXGnM5NpQh2QBNcg1A5NwBgK1bt+L+++9HQ0ND3vML+RAJMJMdy5venBeFYyGTbBJb+bCGp556ahDp+fJRTH6BfvmT1ywlv0p+lfwWxwFheDKZTCgtLRXJQnemyvKkMRqNcDgcCAQCGDFiBEaPHi2Sj1KJ4WSRPYoI2fBTbEJy4GWhLTRIyWUNJliylVk2KgEDQ9a2Z5iRyyIKdw93dL9skCo0SmUyGUQiEXR2dmLDhg3YtGmTOJmAIQa0Uh9//PEiKWlhWysrK3HUUUfBYDCgvLx8UAPVnoSu62htbcWsWbOwcePGPVbugWB4mjhxopivhcZFLjbcqc5kMojFYtiyZQvMZjPq6+vFPQTvnT9/Ps455xw0Nzfn5XRhWAlzo9ALwWaziWs0+vKFJVvaOzs7sWnTJrz99tt477330NraKnZA+AIn4WQuE36XyWjN5r7j1XO5nPBK4O6Dz+cTiYHpPRCLxWAwGFBWViYINNcFhpvQy4H9wZcIAHGkOvvZarXihBNOgNvthtPpREVFhYjNp/eDpmki6TFP4uILiQSVISw2m03s5nBHKBaLCQWAio+u60JJoZdET08Purq6kE6n0dvbi23btmHFihViV4TKUCaTEWFO5eXlMBqN6O3tRTAYFP3udrvR29sLg8EAu90u+gno31nhC6+iogJnn302TjzxROEFYTKZ4PP5YLPZ0NTUhPXr1yMQCMBqtcLtdgOAcKlmf3AMvV4vHnzwQbz44ot5YVQcJ5nQFzPAUzHhZ7LSsT8nJ1byq+RXye+BK79An8eEbDAD+uRw2bJlcLvdGDt2rJgDJEskNTKBLSR0HDveY7VaUVJSgm9/+9s49NBDxRxnuTRgF/avnEyYurMcriPrjxwDWTclCWMIDEme7AnCuc7xZllymAt/y94DcsJc2SOE5RR+j31WaJznuse2cN2kzBfjF2w76yJ7B3ANYJ/JfEEmofxcJu38n/WmVwb7B+iXC5m8ym3kXGLSY/kdwXeDXEej0ShkjJ/zcAfZgLB161Y888wzWLVqFaLRqCi3GBeR30WcK5Rhfs6+l4kt68F5bLFYsGDBgl2QqH2LYvIL9Hu6yM4KSn6V/AJKfovBtMM7vmSYzWYEAgFxigshTxD5GiHvyo4bNw7jxo1DXV0dPB6PGPBMJlM0VKvQsidbYYt9LgtLoVJUrNxixiO5PYMZvgb7jjyJCu8t7Ce5DwuNUYX1ky3f/J/fd7vdcLvdqKmpwYwZM9Db24vm5mZs3LgRW7ZsQUdHB9LpNB555BExmdnvLIsCZLFYMGvWLOGuWGxst4dcLodQKDTgGM/BkM1m0dnZudPlf1XAxVpO0svx5yIaiUTQ1NSUt3h6PB4kEgmxi8+F1Ofz4cc//jHmzZuHhoYG4dpKyzu9HZgbzeVyiVjr8vJylJeXi3weQL+7rsFgwGeffYannnoKS5cuRSQSydsZICGk/GqaJgzjzCNDeSQh5YuCL61QKASTyYT6+nqEQiERI80dZ9kzgiQ4lUphyJAhsFqt6O7uFjs1NKzSy4QvWxJiXdfhcDgwdOhQ+Hw+cZ0vCpvNlucBwhOpkskk7Ha7UGA4djQKkMCSrLGubrcbnZ2dcLvdYlyZk44hQul0GtOmTcO4cePwzjvvYNu2bcIzgi+6VCqFSCQCl8sljquncpNOp/PyCvFlznAokkmLxYLOzk783//9H9544w388Ic/xMSJE5HL5dDb24tEIoGhQ4fC7/dj7dq1APp3oVwul2gz+6O3txeZTAYXXHABHA4HnnrqKfGC5EuX3iyFygHQv/NVaIQn2dufoeRXya+S3wNXfoF+gsr+ZxsmTJiA999/X3jjb0+XlEkQ+4Zyl8v1HQAwc+ZMnHrqqRgyZIggquxX/qZMyB6QLJ/6GQknx4aySRJZbJMU6D9eniSGY8N6yF6H1PcKDdcyMSZouJZDPdiH8jzis+SwEbaN6xSfK7eB5Fn2iOA9lHGWIRN8WRfXtP5wJl3XhUcix5/Po4eh/F16X8iGDdmrRjZQ87Ninq8yyeXzZOJZ2DfxeFwcOEFSXldXhwsvvBBLlizByy+/LA6ZkOck10DZsFI4PuwzGv8LjcdsgzyG+yuKya+8NhFKfpX8Fo63kt9+7NceT3J4nWz8KTTcFP5Pa/HIkSNxyCGH4JBDDoHT6RSKbuFAy98tNHrIz9ieMUgW3kKra7G/ZWWK35FRzDjF66yjXOfCewqfWczCScgKnGzt5WfF6lX4PQomj+z+5JNPsHHjRpF4nJbSYsaswv93hGLjH4/H0dLSkuceuC9xIHg8TZo0SXgYyIuGvJA1NTWhvb09b5ED+nc0fD4fNE3DsGHDcPHFF+PEE0/Epk2bxAuZJIYvOZfLJUJwenp6YLPZUF5eLnKgZLN9R30z1HXbtm14+umn8dJLLwkrPYmh/GJlSCyT3zMRoBzDLL8cGXoDQJAZTdPEQQEVFRWIxWLo6upCNBoVbsWJREKU43a7UVlZic7OTuRyOXHkK9uazWZFSE8wGERZWRlKSkpw+OGHY8yYMaIeiUQCXq9XeD/Q+CqTRqA/Z1osFhMnTBF8EXB8GJOeSqXgdDrFNXnXJplMCm8O2dujoaEBH330ETZu3Ci8XiiTlHG+fGVX6ZKSEkSjUeRyObHzkc1m4XK5xIEFVMD4crTb7Tj99NPx3e9+F2VlZSJPAfu4ublZ7KREo1F4vV6RWJLKTCqVgsfjwbBhw/CPf/wDjz76KJLJpDDMyEqTvIMj7+7JazXnTDabxYoVK/aO8O0BKPlV8qvk98CVXwA488wzhc7DdlGeOzo68Nlnn+Goo44S/Q4M9KSXdUU5LAQAysrKcMYZZ2DGjBlirZDnEeWcIZayDkdSRV2RfUvCAUCEx3DcZU8DmRyxPNlgzOdwfEleqM/Jcs01Qibl/A7Qv3HJuUmjLQkTDamUL84dfofkUib/8sYov0PPfd5XeMCC/F3Z2M9n09OBn7NuXPvkMSw0SLAOzJNDWZC9Udh/bA/XTX6XvwvJOceHbaNxnh4bHA/eu3btWixcuBBr164Vn8s6vVyPwg1meR6zz9kXXDP5v9FoxD/+8Y9dlKp9h+3JL5A/Xkp+lfwq+S2O/dbwVMzoVMwgBPQbVsxmMyoqKjBmzBiMHz8eo0ePhtfrRTabFQpuoSGFKLSg8hnyBCp8dqGg8hoHoLBMXc8P5eOEYhsKy2a9Co0zcn1ka20h5OuyoavwO4Vly/WRJ3yhsUyuF3+zvvF4HG1tbVizZg3WrVuHlpYWsbtbWNdCQ9mOUMwol8v15Xzq7OwUxz7vSxwIhqfJkyeLRYJElYsJ52oikcDGjRthMpkwbNgwcax3Z2en2LUG+hbb8ePHY+TIkTAajTjppJNgNBpRVVUlCG5paSl0XUc4HEY0GkVFRQUqKiqQTqcRDofFs+12O0wmE/7973/j4YcfRktLi8hdQkLDHfR4PC7mi9frFeSRnzEOni82kjtZFmW55q6Rpmlwu90oLS1FW1ubKIMvX4vFArvdLkKOenp6xAuLi3s4HBZhPCUlJaiurkZ1dTXGjRuHIUOGCOMs0P9SLC0tRSKRyCN7rBt31OLxuDhBi7lv6Mkg78zwRcQTpUhkCxUW5qTJZrPiCPm2tjZxfO369etFfpZcLgeHw5EXA86XDRUjr9crTuZMpVKCkNNjxufziZAtjseYMWNw7rnn4ogjjhBjzDo1NDRA13XY7Xb09vYK4wYVJsLhcKC6uhrPP/88HnzwQeHlwnWV6zLnApWAQkIty8T+TFyV/Cr5VfJ74MovkJ8jRt5dJ9n5+OOPUVFRgVGjRgkZ5wl//F8mvTJprK+vx/e//32MGDECQN8mIPuHHgPU0eTxkvVY2fhLUis/T9aH2f/UC+U6yUZCuZ4cS3of0HtB1h/lsgfzDmG7eI3zUvaWoGzxGawTiW5hn/BHrp/suSDrydRBC3kBvQ34LKKQg8hGZ6D/xDC57bJRg3UiIWeZskcg68p1YTDizH4jiZTHVdM0YYTn87m+9/b24tlnn8Vrr72WR0Bl4wfLIHllneQwK44lPXJko4LZbMYTTzyxW7K1L7A9+aV8Av2hXUp+lfwq+R2I/dLwZDT2Jfb0er15QlXMAMOOdzgcGDFiBGbMmIFx48ahrKxMKOK07hYzmlDoZWVW7pJiRg75fg4ABYyTXbbMys/jhM3lckKpZJmygYqQlS/+LjQADXaPbI2Wrxca7WTjkfw3kJ8MvbA/5AkrtwPoIwS0iDIXxerVq9HZ2YlkMikW68JyB5uOhYaywjFhWUxYXiyEcm/iQDA8HXzwwXmLFBc0eVe9sbERkUgEtbW1cLvdYoy58IwfPx6JRAKbN29GV1cXmpubxVzTtL6QgSFDhuCcc86Bw+FAfX090uk0Ro8eDbvdjmg0io6ODkFu3G43urq6cPvtt+PNN9+EwdCXvJbP5H0kLpqm5Z04wWd7vV5Eo1GxcwIg73PuwjO3ijy/5ZcdvR9IbmTCy5OdLBYLQqEQcrmcWKNkAl1WVoba2lp4vV7U1dVh7NixebtW9ADxeDxiHWAojex5EovFRBLlwhe2bLQ2Go3C1ZbtoDu0vE6lUimR54XfNRgMIrGywWBAd3c3Nm7ciOXLl2PNmjWIxWKib4F+Mq3ruvgePVG4niaTSbjdbhHGZLFYRGJimfxaLBacdNJJ+O///m8MGzZM7Nokk0k0NDSIHEMmkwnBYFD0ga7rYk232WyoqanBk08+iccee0yUK68VshFD3uGRlSvetz/niFHyq+RXye+BK78AcNppp+WNK+cs29Td3Y33338fkyZNQmlpqZgzJIVAfu4RGhDr6urwox/9CMOGDUM2m0UwGBQyQzmgIZPPY/+RhMiGQZlEUm+lninvspNwFZISWRbleSPrtzIhltvINUte62SwPBmFup4sH4Ssa2az2TxSWOiRIX+nGO8Y7NlyP8ibrDLfkPV83sN+Zr4UegDKuVbkMB/KKckf+03uG5JdEmZ+j14vAITRnnOL39G0voMhWA+PxyNy6L366qtYtGgRgsFg3nhyXSoMY5Lnh1xXuY/ld9n+7PG0I/mVZYqyoeQ3H0p+lfzud4YnTdNQUlIiXrqyJU+2mFIwHA4HamtrcfDBB2Py5MkYNmyYGCzZwAH0T57CTuVvYPDQMln4OLgcYE5+TiqbzQaHwyEs0/zhxMzlcsKFkhNWFiouKIUCI08SGYWGJ9lYVLig0BIsL0zyc2kYK+wz/l3MOMdn8nM+RxbSTCaDpqYmrF69GuvXr0d7ezui0ajoj+2VvT3I3+P8CAaD6OjoEJblfYEDwfA0depUsUgA/bv2fAk1Nzeju7sb1dXVImGwpmnCqj1jxgz88pe/RDabxebNmxEKhdDY2IhMJoMXXngB3d3dWLNmjZi/TqcT9fX1mD59Ok4++WTYbDZMmjRJEFKPx4N3330Xd955JxobGwXJyeX6E/fyNxfQbDYr7uFcZe4a7qxzXSj0LiRhpYup/LJimA295UpKSjB8+HCsXr1akGHWi4mE6SHAxH4mU1/OmaFDh8Lr9aKkpASjRo2C3W4XSYIpczz+vFBmSALpMiu/mGRvlUym7/j1SCQi2sprXCNJ7pjLRdM0cSKKHLYku1QbjUZEo1GsXbsWy5cvx4YNGxAKhUS/y7s1drsdRmNf4mKLxSL6lOPCfvV6vbDb7Whra8urP1++9fX1OP/88zFr1iyxjoZCIXR1dcHhcCASicBoNKKrqwtAv+Ih12PEiBF48MEH8eSTT+aNNe+hJwXQH57D9Rzoz4+wPxNXJb9KfpX8HrjyCwBnnHGGUO45d9hO7og3Nzdj7dq1OPLII2G324WxFejPOQL0Gx3Lyspw/vnnY9SoUchk+o7TlhPcM9RDzgnCsZVPx6JeKnv28TuFxj/ORc5Nyo+sD/OHnnIcc5bLtvPZchl8HtBvUJZlbXewO/qlPD47QrH7ZP0aQJ6nhNy31F0594H8nD3pdFrMAxquZe8Lzh32m6zn0wuGY8bwZNmoz41i2dMhm80iFAqJOjgcDrhcLui6jtWrV+OJJ57A5s2b89oqE3S+J0iaC40h5Aey8dhiseDxxx/f6fHZ19iR/Moeunw/KflV8qvkt2Bc9ifDk8HQd9pKIBAQwgYMDG2jcScQCGDcuHGYMmUK6urq4PV6kcvl8gwasvFD7jSWV8ywVcxYYzKZhAVT9miSB4Hw+/3w+XziuGJ5stJFkGEP8u6ubGjjTqrs3r69fgPyczmxfvLfXBjk3WZZYKgQ8nmyS6MsYIUGsWLCLS8Scj9yN3Tt2rXYsmULWlpaEA6H8wxQxK4sMPJzGUrR3d29z4xPB4LhadKkSSIsgmNIMtLZ2YmWlhYMGTIE5eXlYsy46MyZMwc/+clPRIJY5i2hKzG9Dtva2rBy5Up8+OGH6OrqwocffiiMwGazGbW1tdA0DWeffTay2SwWLlyYRwY5X+SdHb78uDiTQNILoXCeA33kiDv6cgy+zWYTLsy8xheBvBPBnDXcNZB3tagQaJqGYDAo1qshQ4agurpa5Iaprq6G2+0Wp3KRzCeTSTgcDvHSp4zZ7XZEIpE8xYEym0gk4HQ6kUgkxLjQs4Oyxb7hmNLjgMkCNU0TpJXtl+UzkUiIOkWjUTQ2NmLjxo347LPPROgOd+ji8bjIc9PR0SG8IPjyY3k8rYy5dTgPeD8AkfPl5JNPxne/+104HA4YjUaRL4aKWiQSyTudg23gSZo1NTV48MEH8fTTT4v2y2s/gDzFC8h/2RqNxv36OHYlv0p+lfweuPIL9IXq0HDKOSsr72zf6tWrEYvFMHny5LwEttlsViQINpn60lGcfvrpmDlzJnS9LyyWBktN68sHwjBPGjNJkLmOyDv7svcEDaayEZBgfWm0pRGQc5VlsR6y3FPnJDGVdVDZg5NtlPVaWc/md4F8T4XdJbbbw87oooW6q8xX2B56RPA3PRbY53L75O+SSOq6LkgsvyPzENmLhePAMun1Si8ayg3nE8dGNvin02mRMy+TycDj8cDlcsFgMGDr1q3429/+hoaGBlFfrlPyHJLntdxHhZyCGxNPP/30HhmzvYGdkV/Ze0UOp1Lyq+RXyW8f9ivDk8/nQ2VlpWg4q1Y4Wf1+PyZNmoQjjjgCtbW18Hg80HVd5FiQvZyAfOOH3LEc8GL3UQGzWq157oaywaZwEKgQcTeYxiUOSi6XyyMNsmGHQkprJwCRlDsej4ujoQlZOLlgMN+DrBAzrEHuSy6E/B7vY51kZY4ujfwp5hEl94VcL5bBv7ko8Z6enh6sXr0aa9asQXNzM3p7e0V/FVqai7Vb/qxwPHRdR2dnpzi9aG/jQDA8HXrooXnEEOjrt56eHmzbtg2BQAAVFRUA+k86MpvNOO6443DxxRcjEolg27ZtIlEuDZgc08rKSvHyTKVSGDp0KBKJBJYtW4a3334bn376KdatW4dYLCYs8UB/El673Q6fz4f6+nr4/X4Eg0FB9CgLNIhyHlN2uLDyZUhix3s5b41GI5xOJwwGgzh6nSd+yS/tbLYvzpokk54UJFVA/6kbw4YNQyAQwJAhQ+DxeFBTUyMSBBe+zLl4c4dCXry55jApLw3TsuGYx8HTcCAbspmgmc8heZMNEJlMRhjmmRAZ6COFNB5whwUAkskk3n33XaxcuRJNTU1Czkwmkzg6vbW1Na8NNpsNfr8fLS0teTs0BoMB0Wg07+QR5pnhOE6bNg2XXnopqqur0dbWJtY/romapqG7uzuPaGuahlAohIqKCpSXl+Nvf/sbXnzxRVEf9jfbRAWIyoSsJH344Yd7XO72FJT8KvlV8nvgyi/Qdxw757QsA5QNykIymcTSpUsxbtw4VFRUDNBZDQYDSktLceqpp2Lu3LkwGo2IRCKIx+Pic3qxUY50XUcqlRJjR3mifsR5Rr2NuiwJFjclWUd+Rpmibsb7eC+APALDdsu6IL/HPpBJn6xz8375e/K9hZ/tCewMRZL1VT6ffcyxlnVk/l04h4H+NUYGv0PdmOSV+d4oR6yH0WjM87Qhh6LxQDYCUM/nRoSs35MbcCOchhCPxwMA+PTTT3Hvvfeis7NTtFOex3wPye2R+4N9xPU0m83u16F2Oyu/bJtsnFHyq+RXyW8fTDu8Yx/BZrOJfAuDTUAmDz/00EMxc+ZMceysbHAi5HLkScEOkw0ivJ+GEYPBIJKjFnoHcSDkOsqTStd14f7IkAKj0QiXy4VUKiV2/CiQHDBOJFlAmZGfky8Wi+VZt2WDk91uF0Yn5lmQ68W2yd5acp/IsbmcUPwejWZUaPmb9xQz7Mjly/fI5ZaVlWHGjBmoqKjAhg0bsGXLFrS1tSEUCiGZTIpJLY8TUWjokhcMwu/3C9fVfWF82t8hn6bAn2QyiebmZrhcLvj9fvEi427J3LlzcdFFFyEcDqO7uxtutxsAxEuQO/8+ny/v5TRkyBBxbfbs2Zg1axYsFgs2bNiAW2+9Fe+++y4sFgt6enoQjUahaX15VkKhEJqbm1FWVgaXy4Vhw4ahtLRUnI7IFyW9AVlfzt9iLr0kbU6nUxBgvswpQyRRshsyPQQo74FAQCgG6XTfsefl5eUIBAKoqqpCeXk56uvrhacFiS/Dal0uV95Lg4u80WgU+WdkDwcAItky0LeesDyG8pBwsd+pfJBYalpf3jMe1877qRBRIZHduDm+fr8f0WgUBx10kLi3p6dHhE5ls1n4/X5MmTIFH374oTACZDIZlJSUYNiwYWhra0M2mxVtkHfXZEXJarUiFovhvffeQzAYxEUXXYThw4cLwzEN6JqmiUTO8slqdrsdwWAQJpMJF1xwAYLBIN566y2hOMiklfOU84NEmqR/f4WSXyW/Sn4PXPkF+g2qNP7Jm46ybmS1WjF8+HBs27ZNGJP5fU3rS/g+e/ZszJkzR4SNsi9lckJ9Ts6Hwn7iZ5zLckiFrI/G43HR//T6czgcsNlsA8gnkH/SoBx+RP2XZIgwmUx5+iuNnLKOTV2QerP8N1GoA+7knnoekdwZcMxk8in3uazrFpJSfpdrnkz4CzdSC8NJC+c8+5kHNvAe6vz8nLo/P+e7Qd5EzuVySCQSYlOC7SNf4OY13xs84fKQQw7BWWedhYcfflg4JvBeeW5TbtlOefxouJHDafdX7Kz80kBTKBtKfpX8Akp+9wvDk9lsRnl5udhllMHJaLfbMXr0aBxxxBGYOHGisNglEgmhRBVa5fh9+XfhJOH/JpNJeAxReDlR5MGVJ0jhrhsV4Vwuh1gsJhKq0tW+mJBzgslCV2hZZd3kZORGoxF2ux0ul0tYrnm/7PUl77YWGpyAfndKgmXIv/kju/fR+ETLONsvu/kRxQx/AEQOkLFjx6KmpgZbt27Fli1bsGnTJhGCR6JQaMgabLGRrf0mkwklJSWChOzK4vRVhLyIsv+YBLa6ulq8MLlQfuMb38CPf/xjtLe3IxgM5oW/ptNp8fJyu92iTO68l5WViQXO4XDAbDZj1apVuOmmm7Bp0ybU1tbCaDSipKQEAMSOTzAYRFdXF1pbWwEAGzduRFlZGYYOHTpABnRdF2EfBkNfmK6cxDgSicBms4kTogCI0Fd6MnId4elLBkNf6AcXZnoAGAwGEUbD0BLm0hk2bBiGDRuGyspK4RlKWSHRprJgsVgQjUbzTp7gvSTV9Ixg24D+XSj5XpOpL3Ghy+VCJBLJi9fnOpDL5YRCQMWELxJ6GXR2dua9HFkPhsCSnGqahg8++AAdHR3Cs2Lr1q3I5XIoLS1FT0+PWGPa2towceJEpNNpbNu2DU6nE7quw+FwwO/3I5FIoLOzU4wjX+S6rmPFihW4++67cfHFF6O6uhq9vb1ireC6y0TXJKacE11dXTAajbjyyisBAG+99ZYYV67fcghPLpfLy72zP0PJr5JfJb8HrvwCyNPTZFmU5xvbW1lZiY0bNyIUCsHtdgsjq9lsxuTJk3HyySeLcM1IJCJ0Lxo+ZQMlywUgyALno1wnWedl3ejRmM325VHz+Xzi2mCgHPb29qK1tRUbNmxAc3MzWltbxUYxy6Dx1mQywel0wuPxwOv1wuVyCU/EQCAgQo4I2dBK/ZYYTNeT9UNg50irTOg5BzkfqVfKni/y+szrNI7G43GRgzSZTMLpdKK0tBRmsxlOp1OsWdyUlusr6+3kRBw7roucI6wjy+BnHHe57Zx3vA+AWG+ZYoQbBdT9Q6EQNK3Po2bmzJno6urCwoULRR/I9eSaKBvX5TFiG0j+92fsivxy3GSDlJJfJb+s99dZfr90w5OmafD7/XC5XOJ/ID+pt8/nw7hx4zBnzhyMHDlSuKTzR3Y1LCxDXiDkgZLLZ44KGp04gNFoFNFoFL29vQiFQnlu8FarFS6XCy6XCw6HA1arNc+qCEAsQJlMRlgE5UVBVp5kQ4/cN/J1Tn5d7zuqmInnCo1shUa4YpO+sB8IebEsNlaydxYXSJbDnVEapQqFrtDwJrvrORwOjB49WixU69evR2NjI7q6uhAMBoXQFNan8G/Z0KhpfV5j5eXlaG1tLVrG1wnclQH6DI69vb1IJBKoq6sTJIm7+3PmzMEFF1yAzs5OkXy20IrudrvFqU0cf13XUVNTI+SSYbBvvfUWbr31VrS3t4sXUDqdFmEzqVQKTqcTbrcbQ4cOFXlcmDC5o6MDAESCPB71zmS86XRakFAulAyR5QuDeWzS6TTKyspEgvtIJAIA4qVcVVWF1tZWRKNRJBIJRCIRaFqfRwdf2uXl5SgpKcGQIUMwbNgw1NbWil0hm80mXiTZbDYv9woAEd7KfDVAn2eE3W4XXiH05KQM0Ysxl8vBbreLFwBfoDKBSyaT4uh4hhhxDOXElvRusNls4ih7JrV0uVxiB8VsNsPtdmPs2LHo6upCLBYTRDmbzaKtrQ1VVVXiyHV63ESjUdTW1qKrqwuBQEB4M4bD4TwXcZJW9ovL5cKKFStwzz334KqrrhJjxrL5krVaraiqqkIoFBKepOl0Gk1NTRg6dCiuuOIKRCIRfPzxx8JYQcWC/cX5zPV5f4aSXyW/Sn4PXPkF8nfCZT1Q9nYjAbPb7Rg5ciRWrlyJqVOnilMqKysrceqpp4rw0mg0KuSDu86FhJVrg6xvsv/k8Bl5c5X3cl1wuVzwer1C3yxG+jKZDDo6OtDQ0ICNGzfi888/RzAYRCQSGfBs2fiqaX1pMDo7O4WeTHJrMBhQXl6OiooKuN1uVFZWorq6GnV1dXkbmWyzXCcSKcoVdVNN04Tnh3wf0G9IIAHkZzQmM+EuvQ2BfvJd6MHR29uLaDSKLVu2oLGxET09PYhEIiKXDzcADAYDPB4PAoEAxo4di9GjR8Pv94t8LoOB+m00GkUoFBJcQ9M0sX4CEHo5dXB6jdJgUEg25dMvgX6vQuaBk/vDbDZj7ty5+Oyzz7B8+fI8sszxZp3ksZK5BttYuDG/v2FX5JfrOfuXa6aSXyW/xNdVfr/UHE+aponBohu2bGjhLuhRRx2FI488ElVVVUI5obdNMWNEoWFF7jD5mtlshtVqFQYcoF+hb2hoEFbe7u5u4QYJ9BueqOiWlZVhyJAhKCsrQ2lpKZxO54AQPYJKqWwskn84kWTLNScMLc2clHRrlHN1yBNGNrjxc7l/+HwqvlQ4dV3Pm8hAv4eXXG958ZX7PJPJCK8rCjeNVQDy+lGuI/smk8mgtbUVGzduRENDA1paWtDd3S2Oki5sG+sj10vuWwAIBoNob28Xz97TOBByPE2aNEm8DGOxGLZu3Qq32426urq8OTBv3jxceumlggRks1lxihONvg6HA263W+zMcI5WVlYKbwCeBvXiiy/i/vvvRzAYFN4LfInKLwO+3PgCJ9kjAWxubkZ7e3venOOLx2w2Y+jQoQAgQmI4h/ny44s5kUiguroaQF9ulK6uLpjNZpSUlAjvD4Zncj5z0Xc4HKiurkZFRQWqq6tRU1ODqqoqkcSRLsiy5wl3Rtj3JEn8XA6hYZ1JtGTPDb4E5BeQnCeFc10Ou8nlcsLTxGQyibw7fA7lnQmYeYQviSKJP0nwypUr8e6772Ljxo3ihWM09oXjMi8MX4rpdBpVVVVi3ejp6UFPTw+AfqMzy+d4ycb1eDyOY445BpdeeilSqRRisZjoNxJ5rts9PT0i5w/nRllZGXRdx+9+9zusXr1aPJPeI1QEqTRpmoZPP/10b4jeHoGSXyW/Sn4PXPkF+k7FKkxrQMOkvDMv68Hvv/8+ysvLMWrUKJjNZpx33nmYNWsWcrmcyIvJcWD/uVwu4TFB+aPuSAMr7+VcJOnl/aybyWSC2+0WsloMuVwO7e3tWLx4MZYvX45gMJg357meyJ4h3CFn3ShHTB1BIy51b9mL3+l0oqqqCgCEIbqqqgqBQABOp1M8MxwOo7GxEZ2dnSIkOBKJIJFIYOjQoTjllFOEcZb9SP1c1hVlHRqAkDmSOHIC9h89RpYvX4733nsP3d3dQh6ZxsNut6OlpUU8j+3L5XJwu90oKyvD2LFjcfDBB2PYsGHCc3N7YxCNRhEMBkUdSF65bgH9BJ9rKtchyiW9MWTSyf6IRCJ5fcCoC03TsHLlSvzlL3/J44nyOsV68Ps0vHBsuebsz8nFd1V+5c11knwlv0p+BxuDr4v8fmkeT5qmCVc8eaeKnWU0GlFZWYkZM2Zg9uzZ8Pv9SKf7k1vzt4zCicXn8LdsraOyLCdf6+jowKefforPPvsMbW1tiMViYjIVWvI0TUNvby+am5tFeXa7HV6vF2VlZeJkO7vdLnJPWCwWOByOPG8l2VVfXjSobMtGFk5EKrmFBjYanbiDzQWQi4RsiGEfyVZ72Tou3y8bxSjAFDa5f/kdKvEUlng8nndSA9tFZVHuX+4QDBs2DCUlJairq8OmTZvQ2tqKbdu2ob29HZFIRMyFnbWwejwepNNpdHV1DTBWfl3AhSoWi6GlpQVmsxmBQEDMuVwuh0MPPRQXXnghotEoenp6xFjzRRCNRuFyuWC32/NegtzpdrvdIs9JPB7HE088gQULFogdefkFpeu68BrguHPOUG7S6TR8Pp/ICTJs2DB0dHQgkUjA5/OhqalJhNb09vYC6I85Z54Zs9ksjLSMjyaZNJlMKC0thclkgs/nEwn/YrEYEomE2CFimX6/H16vF0OGDMGoUaPgcrkEceTLP5FIiF0D2XOCRK8wkSBfDtyhoWzTm4FkOJfLiXuY9Jdto5HXaDQiHA6LY1NlYzAAkZ9AfuFSOeJzSSLpYcA11Wg0YuTIkejo6EBrays6OzvFrgtDtLxeL3p6ekRegba2NpSXl4t+7O7uFmsbyTJ/AIg60SDy1ltvoa6uDqeddhocDgd6e3tFuJa8Q8aXp5xEs6WlBXV1dbjmmmvwq1/9Cp9//nneriBfopyP+zuU/Cr5VfJ74Mov0O/BQD2XIRGyLkVZovGzpqYGn3/+Oerr6zFx4kRMnToVAMRpi0C/dz0AQUBlXZjEjOBmJecXx0SeL0DffPN6vdv1JkskEvj000/x4osvCn2Y85I77yQnfr8foVBI5H1zu93CSB0Oh2Gz2cT8Hjp0KNra2kS+Nb/fL9aBdDqNhoYGYYBsbm7G8uXLUVJSIuSI7TGZTPB4PCgrK0MoFEIkEsmbZ+xnygsJq5xXR55z7FvKIq+HQqEB8tra2oquri7hzULDfyQSgdVqRX19Pdra2mCz2dDb2yv6PpFIYOPGjdi8eTPeeOMNVFZWIhAIYMyYMTjooIPg9/sHkFiDwSBSb9CLUD5Vknp2IYlkmwCIOck+JGi8lzeNmbOO7Ro3bhxmzZqFl156SfAF3sv3j/x3PB4X9SJ32d/leFflt5AfHXTQQUp+lfx+7eX3SzM8WSwW4ekkW4YNhr7Qt2HDhmHu3LmYMmUKHA6HcFNnozkIsoFJFvxiBhYaYejlxB3Z3t5efPrpp/jwww+xZcsWIeAsjwMgW7lloxctvrFYDB0dHdi0aZMwKNEYZjQaxak/ZWVlKCsrg8/ng8/nEwleqSCbTCaRw4ILm9frFYPLCUDrJnc3s9lsnkGGk1C2utNjSFb8Co0/soFK/l1ohGP57Ed5DPg322Q2mwVB4TiwT+XnkAgZjX25Nerr64Wb/6ZNm9DY2IiWlhZhgGJbCutPsG1Go1HkpqBb/9cN7Fsec11XVyd2z00mEyZMmIBf/OIX0LS+HB/0EKDhkCddMRcbX8CZTAYOhwOBQEDsSAeDQfz973/Hc889J8acsi27t2qalucSK++m8MURiUSQyWTg8/mQSqUwZMgQMa9mz56NVCqF1atXo7OzE5lMRhwdvnnzZiGDfr8fQ4cORWVlpZDNUCiEeDyO4cOHY8iQIdi2bRtCoZDwLvD7/UilUsIroaqqCtXV1QgEAqirqxOyy90EKhdsVywWE0SJ6wDbJe9kaJomXoLsF9nwS0WE6wJPxOLzGErE4+cZQpNMJuHz+QQJZKgwj0ln35PE83OSdKDv5c24dsaxT5gwAZ2dnVizZo14+RiNfad51dXVwe12o6mpSRDqxsbGPGMx10OXy5UX2sP+4IuWSt5TTz2F4cOHY+LEiUIB42fJZFLkP7Farejq6srzhm1sbMSwYcNw1VVX4be//S2am5vFPOSawf7Z39cEJb9KfgElvweq/AIoKiOyh4RsjOPfJSUlsNlsaGhowNVXXy3GulBPdTgcQqblFAxGY39CYtk7A8g/uYkbnkD/JqfD4RA6KCHrv01NTXjttdfw0UcfwWAwwOl05m1gWiwW2O12dHZ2itMt3W43Ojo6kMvlMHz4cLS2tqKxsRG5XE6Ep9KT3+VyIRgMIpfLYfz48YjH49i2bRtyuRz8fj96e3uh6zo8Hg80TRPGZ7PZLDzsfD6fONGTnhuTJ0/GrFmzxMZzoe7MfmNfsK9kWSzc+KbHI+dlKpVCdXU1GhoakEgkEAgE0NTUJGSus7NTnETKNpWXlyMcDovnUxY2bNiAzZs346OPPoLf78e0adMwZcoUDB06VPAAzgWz2YzS0lLYbDZRFstjHZn7h14fhXo9N8NpQGG/mM1mYeSgVyf7mev5smXL0NraKtZe5giU11iuIbKhhMbs/Rm7I7/0BHW5XDjuuOOU/Cr5PSDkl7LJubwn5fdLMTwZDAaUlJTk5U2g0mA2mzFixAjMnj0bEydOFCfZUOGRFTrZYCJ3eqGnkGzQYi4GduSWLVvwwQcfYMWKFejt7c0zYvA5NN4AxZO88RkUVqAvJpN1odHGaDSitbUVNpsNTqdTnOTn8XhEfoySkhJ4vV643W5hmKLnFC3bVE7Z5lQqJeJwk8mkMF7JhhjZ4isryPLnhX3Ge2jNZ7/IgsyQC0522euM48HcHLquC7dL2ZovW51lt0LuELN/PB4P/H4/SkpKUFJSgubmZnR2doqFQLa2FhqhaGjzer15YZNfJ5CQhkIh1NXVidwbmUwGI0aMEAldm5qaBJHiy8TlcsHpdMLr9SIcDue9JPmSyeX6QoDS6TQeffRR/Otf/xJGUvm0Bdl4zIMBrFarOD6UP3LsOACRv4Qv4nQ6jc8//xx1dXWYNWuWCM8cOnSocCttbW1FLBZDe3s7Ojo6sGrVKlRVVcHj8Ygdhs2bN8PpdAoXXsp8Op0WhwL4/X5UVlZi6NCh8Pl8GDJkSN7pHZqmifoZDAbhCq3rfQl5ZQ8JOTcaPVj40peTCPOFFI1G81xqKS98Ydhstryx4Eul0NhLhcXlcg3wEuCL3u12C6LOJMoGg0EoBOFwGG63GzU1NdiwYYNw3aWb8vr16zFmzBhMmjQJa9euRW9vr/B6pJGapDmdTiMajYp8NsxtI8feA32K22OPPYbRo0fnhW/RU1Um3B6PB3a7XSRWBoDNmzdj+PDhuPLKK/HHP/4RHR0dohzu1rGs/RlKfpX8Kvk9cOUXyM/ZIhvNOMY0UMr6mtlsxpQpU7Bs2TKEw2Houi5yjnL+yh5SJB1yugTqZ9StgH7dTtZjAQhPQsoHwTLp/fDRRx9h0aJF6Onpga7rwttBNjzKJGrr1q2oqalBY2MjEokEpk+fjnA4LBLck4wPHz4cHR0dWLFiBYYPH44JEyYgl+sLOV21apUIAxoxYgTC4TAikQh8Pp/IEdfV1QWgj8gfcsgh6OzsFLnbysrKcNhhhyEQCMDlciGXyyEejwu9Wd68Zr/Jax77mf3BMaLuSzLG0NLy8nJUVVVh69at8Hq9+Oyzz4QunU6n0dPTg3HjxqG5uRma1hd6XFZWhra2NtjtdpFTjcZ2tu/f//433n77bUyYMAHTpk0TBmN5TeB6xBxCQL/XbDFCyvWOBgYaA6hDc644HA6xjtHIH4/H4XK5UFVVhcMPPxwLFy7EZ599hqamJhx99NGiXrLuz3WSZSeTSVit1i8oYXsXuyO/7LeJEydi/PjxSn6V/O738vvMM8+IzRx6UAF7Tn6/FMOTw+GA1+vNM+5wx6++vh7HHXccxo8fLxpcuJMIDMyoLqPQ+CR7EFGw4/E4Vq9ejTfeeAObN28WwkwjFetmMBiEdZSeOzQiyTuAQH9mfipM/K48+BxsfrepqUkYxKh4BQIBBAIBjBgxAuPHjx9w7KW8iNOoIytqNIJRgeb9nLCcgLJxRq6ffL1QgZQNUXJdCsuSx4TfofGpWNhdodGIC4JsaOMR34FAAI2NjSgpKcHmzZuxdevWvFPrCo1O8jWenMRjnr9O4GkMgUAAbrdbLJ719fW47rrr4HA4sG3btrzkt5xjHo9HhOFwt5kLDceRC+TChQvxr3/9Syxq/C3PC5Io+cVJLwA5iSJli66dlD2gf16tWbNGhGX6fD50d3eLEByG+SSTSYRCIfT09GDr1q0A+uSTp1u1tbWJF5CcxJAhSJWVlbDb7SgpKUFZWZlY+HnkOgCRlJjusXQj5tpCuTGbzSJ0KZFICCKZyWTyyBs9G1wulzAW8HM+Wyb23K0hGeax5VarVSR75guWc5+yxXUinU6LseLOHIk2PWu4s+P1etHV1SXKoqxu2LABo0aNQmlpqThRMpVKiX4hIfZ4PKioqBCHOHBdlBMyci1Yu3YtHn/8cVx00UXo6OgQxJwGebktNLrQJdvhcKCjowNTpkzBBRdcgNtvvx3RaFS8rLlmF75H9jco+VXyq+T3wJVfAMIbgHOKG4jypqWsx7AfS0tLMWfOHOEVCPQb77gjTd2UOp5MwjgnuC5wrlFOSVRpqJR34VkG9eCGhga89dZbWL58uZAvHrPOuU5PF6fTiaamJowZM0bIRTAYhM/nQzqdxurVq2Gz2UQSferBoVAIBoMBbW1tCIfDmDVrljC6kWDxBES73Y4hQ4bAaDRi3bp1iEajGD58OEaPHo3169eLPCxHHHEEpk6dCo/HI+Y81xauRfQokHkF1z32K3/TQMw1jsZgTdPgdrvFejt9+nSRZoNtNRgMwkhtsVjg9XqRTCbR0tIiNp4Z9pvN9uXoMxgMYt3hWvPBBx9g+fLlqK6uxmGHHYaDDz4YPp9PzB+z2SxCrXjYAvkE2yzPAXpDsB/kTXbOs0JOk81mEYvFRP6/6dOnY8GCBWhubsbkyZPF+4ZrqqyXy2SfhpX9Gbsrvx6PB3PmzMnzVlLyq+R3f5TfI488Em+99ZZIS0MbzJ6U331meJIVVsY3ygJqMplQX1+PY445BuPHjxfCXcwTh4oyJ4zsjVNomJIFkpOxp6cHH3/8sehcedGQv8uBMplMwoWQHc3vyJNXtrhyMSpmqZYNbrJRLZvtS6bW1dUl8hmFw2Fks1nU1dWJnenC0D/ms2BdZeutvKNLo5vcj/LYFKuX3CfyQsd+LjTSAf3JZAuNVEZjX1I5o9EoTuSRjU+Fzyk0QAF9VuDhw4fD6/XC6/WKpK9NTU2ir+RyihklvV7v1zLkbtu2bXknSmUyGVRWVuKqq67C0KFDRcJZEgCPx4POzk6UlZXBbrcLLwLOfb4oM5m+kzn8fj9eeOEFPPPMM9B1XSzcLpdLLNYca3m3h2sB54y8kNHzgCSDJAqAqKvZbEYkEkFDQwNGjRqFrVu3ioTDnPdWqxUVFRUwGo2IxWLYvHkzgsEggsEgent7sW7dOnFKBr0PSYDKy8tFmI/b7RYhSfKxspzzJLR8CRiNRlFng8EgXkSytyC9CbgOJhIJkcCQif48Hk8eCSVhYz/yZcLcPNy1YhgUlQaS5lwuJ+LV6e1B2QSQd5Q70Bfe43Q6kc1mEQqF4Pf7MWrUKBHDz3q43W4Eg0Fs3LgR06ZNg8FgQGNjY966wXnT09MjXm42m020Wd6FYl4Ym82GxYsX44gjjsD48ePR0dEhFDB+h4pcLteX3BGAIOzJZBLr1q3DnDlzEIlEcPfdd4v3CwBRh/0ZSn6V/Cr5PXDlF+jTlygbbHOhDiLv0lMHGjNmDM477zwxf2SjKOcI0H+MthwlwPkre5QD/fqjyWQSu+syWSboAdDd3Y0333wTH374ofDWo45VWVkpcoP5fD60t7dD1/tyd61fvx5OpxNjxowRBsMhQ4agvb0d6XQa1dXVaG1thdVqFadOcm2hrrhixQpMmTIljwv4/X7hpcF8M9XV1RgxYgQMBgOWLl0qToOcNm0aZsyYkZd0l6ka5NOj2GfFSH8h95B3+9mP5CBcG9j/PBiitbUVW7duRTweF4b4XC6HmpoarFmzRoQKV1RUwOFwoLa2VhiAGb6m6zoqKipEQn6LxYJt27ahqakJb7zxBo444ghMmjQJfr9fzCGn0wmr1SqSWctjzR+ufWwL2yHr4YX3cK1MJpOIRqNYtmwZbrvtNmzatAkTJ04UazbfM0A+h5O9dg4EXfyLyO+oUaMAQMmvkt/9Un65iVZRUYFp06bh1VdfzZtDe1J+95nhiTt5Pp8PLpcLQL/Bw2QyYejQoTjqqKMwadIkodhQqIsZQjjRCp8hfy4bnKjcNTY24p133sHq1avFxGX5ckwu0B/P63Q6xSLDEAEqYZyosgGJShcAcUKQrCBROGTDkFz3dDqNYDCIWCyWd6IeXedohOHk4kLGNtP1XDY6FfaPvCjKYyF/Nli/ctHlvcX+JqnIZrOwWCwihlRelGh8KnQblAVFnuBU+u12OyorK8WpgjabDW63Gxs2bEBvb2+el1Zh24A+ZZ75Pw4E9/w9BYOhL+EfPRT8fj9+8pOfYMSIEdi0aRPMZrMI9chkMiIsgwZPnirB2GLOfS6MH3zwAZ599llxkhN3xhn6QdkB+sNVaAzmDg5JII8IZ0yyvGDyHsoY68awmnHjxmHdunXCm5DtkvOiHHXUUWhpaRF52bq6uoRHBQDxPSbcpctteXm5eI7D4RDzkvUAINpI0srdIxJGlu1yucTLix4AXCs4L0k4ScCYDJnrKdcokmzGx3Od4JHqrA/7jfXi7g9PqKCnCOcId3h47D1dpp1OJwKBAEpKSsRJWHzBW61WkX+nvr4e27ZtEzHpdrsdsVgs7wUvE2iOsbxzQq+cWCyGhx9+GH/4wx+E9whDbjjPSM5TqZRITN3Y2CjmytatW3HyyScjGAxiwYIFol/Y3v0ZSn6V/Cr5PXDlF0CeoY2yR52JBtZC7y2bzYbp06cLPZT6p2wMlDdD5Q09Gk81rf+od5INfp+hOawDQaNqMBjE2rVr8dprr6Gjo0OUw7nEcNCqqip0dHSIsBcm1nc4HAgGg9B1HevWrcOYMWMwYsQILF68WHhbMNFyeXm5mIs0DLtcLnR0dODjjz8WRI9GzcMOOwz/7//9P7S2tmLEiBEYN24czGYz3njjDUQiEYwZMwYzZ85EbW0tAAj5ktcu2YBAuWQ/UNZkbwj2IXVZzj1+LpMxPoNHpk+YMAEGgwHr168XPCeVSqG0tBThcFiME3OsdXZ2oqamBn6/Hw0NDchmsyIvHWWVMp7JZLBp0ybh0TJlyhRMmTJFeJOYTCaUlJQgGo0iEokILxvKMftdDuUhyFm4xgP9m+tc7/70pz/hrbfewtVXX436+nrce++9A9JgyJv3/JvPKdTT90d8EfmlF4qSXyW/+5v88gRe2Wvx3Xff3Wvyu089nrhbS3CS1NbWYs6cOZg4cWKeu5hs0OAE48QpFHzew7A6GjqAPiNIT08Pli5dimXLlqG9vV0MRKGnjTyY/CybzYqdJtZNfp68iHDhoFBTsaVHFO+TLYRckOTdY6PRiJKSEtTU1MDpdKKjo0PkY+DAU3CoEPKzQmsuUegNVti//Fy2Fsv9LJchlyt/xrIYXxyJRESMq9/vF/fTIEjjkzwn5DJZLp/HRdtms+XlxuIJSOvWrUNbW5sgD4OBx4u3tbWJRedA2HH5ImAy/1wuB4fDgYsvvhgzZszA2rVrxfwmyTMYDHlyxDlJ8kWPAYPBIE5hePzxxxEMBsVc5ALHlxMJBec60J97S55nlBk+hySXi2kqlRJJdek66vf7oet9sfPZbBbTpk1DMplEZ2cngL7w3qqqKhG7rWka6uvrsXnzZhxyyCEoKytDY2MjWltbkUgk0NXVhUgkgng8jldffRUffPABZsyYgXHjxmHOnDkYM2aMIJeck263O8/llGEvfPFRaeG6wVPH2Bd8eZJIFXqRUN7ppUGCyfLllwDDnrgekTiTqPIFzh08rqF8mXAXiUoUx1PT+kKiW1pa4HK54Pf70djYmPdio9dHKpVCZWWlyEWUzWaFMYIhOTSCAPkh0mwvFYxIJAKz2Yy1a9fiP//5D0455RR0dHSIejM/D+cUCS1PRwuFQqKdra2t+Na3voWenh4899xzee+P/RlKfpX8Kvk9cOUX6D/din1EXYnjxLnIsTSb+06uHD16NAwGA3p6evI2NgHkzQEgP6epvBvNOUy9NJvNitMK5Y1XlhEKhbBhwwa8++67+Pzzz4Unn0zeGOLZ29uLQCCAoUOHIhKJoKKiQnhKsi0M52ltbcW0adPgcDgQjUZFgmHWnwbVVCqFeDwunseTnpindfTo0di2bRtisRiqq6tRWVmJ9vZ2rFmzBplMBpMnT8aJJ54oDKOUC6DfuMw+59yh7JK80kuAaxzrwj6TyWzhJrSsq6fTfUn+S0pKMGXKFLjdbnzyyScIBoNCJkkYY7GYMDIeeuihWL16NUpLSwX5BPrCruWTvp1Op0jinEql0NnZiZdffhlvvPEGpk2bhuOOOw5lZWUwGAzixEySSqvVKniNvFktt4V1k69ls33hu+vWrcMNN9wAj8eDxx57DGPHjhXhUqtXrxb6NX/L4JpZ6Kmyv0LJr5Lfr4r88n7ZaBeLxeDxeFBXV7dX5XefGZ4YBykbXIxGI8rLyzFjxgxMmjRJ7NqxE4oZAoo1jBOEWfxlS2gul0NXVxfeffddvPPOO8IqyecXWp6pqMdiMSHIVEA5wHwmlURObO780vJoNBqF9Zg7mnS148JBd0u5XRUVFRg+fDhGjRqFQCAgJjV3WuWwQdnQVKh8FbPKy/1YaFCS75ENaYXfpYIoGwFlxVc2TnGHdOvWrdB1HUOHDkVpaWleHgjuOHNyy8+X60PIxMZms6GiokLs6tOIJ+dCKGZoA/oIFQ1jX3WjEwCxG2GxWHD22WfjmGOOQUtLi+g3jlc6nYbNZhPHfdOqbzD0hWIw9wY92RwOB+677z5xFKumaWKnpLe3V+wQcZ5zV4gvAM4nXdcFoQEgPAlokfd4PGLnJR6PC48FzmWSl48//hiHHHIIJk+ejHfeeQfpdBputztvZ4GegVVVVaJOfr9fhBxVVFSIfkgmk2hra8OSJUuwaNEi3HfffTj66KNx2GGHYcaMGUJG6a4qexmYTCZxPD1deTnPuR5wV4aEknHy8s4UyWkqlYLX681zfZVz8cihNZlMRrgmk/jTm4FjzmfQzZax+rFYTJBdEnJ6KGQyGTidToTDYZSVlcHj8aC7u1sQc3pHMK8N54y8O8N6A33eKayDPFfk0za8Xq9YO5988klMnDgRfr9fnDxGuac3CXcLOWfT6bQwnvDY2x/96Edoa2vD0qVLBVHen6HkV8mvkt8DV36Bfh1E1h9zuZzI+yUTKupXY8aMEeG1JFnUzViOvGkoG0JpCOQ9nE/pdBoej0f0mUwaMpkMmpqasHz5crz//vsIBoPCAMvnBwIBNDc3C3mRjc8kqxMmTMDbb78NoI8cMc8Jw1G4w05PShJSWZ83GPryolBmvF4vrFYr5s6dK9o+btw4RCIRrFq1Cr29vXC73TjiiCMwe/ZskbeNfUGSL5Mu6tWUR3lNI1mTx4P3yLq1rIeToPFeyq7P54PR2Bd+PGLECHi9XqxYsWLAuNJQ39XVhdbWVpSWlorwnebmZjGGgUAALS0tos0E+zEWiyESieA///kP1q1bh29+85uYOHEijEajSMxMTwmOLecQ13rq9ZxDnL8NDQ1YsGABli5dimAwiG9/+9v4zne+I05FczgcmDJlCtatW5cXls3yZAM/0G8w2N8jEJT8Kvk90OWXnxcaQDOZjEitsLfld58YngyGvlNlqGjyms/nw9SpUzFp0qS8BJ0UymLGFLkDaI3kzht/A/1KcHd3NxYtWoTly5eLfAsAhDVZBhXJQoOLvHMI9B9rSOslw8RMpr5E33a7XSjnnBjMESUnQuOgc2LY7XYccsghmDJlCsrKykTInNw2EoxCC28xyAYn9qNs1GMZhX/LO7WyELOcwufxu4XGLAov3ejfe+89OBwOHHrooRg/fjxcLpdI+s6YWQo+haTwWfJOMhVZm82G0tJSsQDlcjl88skn6OzsHGB0kv82Go3weDzC1fSrbnwiwfn2t7+N+fPnY926dWJB53iT7LhcLrGwyAs+5y/nndPpxKpVq/Duu+/CaOzPIeZ0OqFpGkpLSxEKhQD0v6zlMBuZWJAsR6NRYZCVwzD5fBIwXpONp0Af6VqxYgWOPvpoTJ06FZ988gmGDRsGq9WKhoYGEWLZ0dEBoM8AyRh1oJ8wm0wmjBs3DlOmTMGMGTNEDPYrr7yCxYsX4+WXX4bL5cLcuXNx0kknYcKECcKTQ9d1YRyVd7NkF2GG3vCZfFmzfSRjQL/cySEtJLr0aOGzNa3fE5Pt4PzmjgZf5iybJFU+2YSkkIn7mXiSZZrNZrjdbjgcDjHGJK/JZBKxWAylpaWoqqpCc3OzIMqyIpBOp8Vxy/F4XJBWPs9o7MsL19PTI+ZoZ2cnnn76aVx22WXiRBOPxyPyIgAQ3jycY6WlpYIMWywWBINBWCwW/M///A+uu+46rFu3ThjA91co+VXyq+T3wJVfIF/vlEM6Oe4Ex9BkMuGggw6CwWAQqSE4lzgesvxwLsnkiYZBjk0225e2gTv59IJgGWvWrMGLL76IxsZGUYbb7UY2m0V7ezucTidKSkrQ1NQkPD742ZgxY9DU1ISenh6sWLECRqNRzCPqdySnshFT1oVtNptIh1BZWYnGxka43W6hz02ePBmapmHFihXiwAWuNU6nE8cccwxmzpwpdHD2FfV7eUNS1m/ZR7xX9hygh0ghN2GdScY4f+ldCPSvR5Rxn8+HcDiM8vJyHH/88TAYDHjrrbcQi8VE6E0ymUQwGMT69etx1FFH4dNPP0U0GhW5YpxOJzKZDNrb20XuOBJ7mTdRn29sbMR9992H448/HieeeKIwJITDYRH+xTWL/cJIDercLS0tWLp0KT744AMsWbIERxxxBK6++mqMGzdOJEDmuuF2uzF69GixEULCzjlW6FUie23uz1Dyq+T3QJVfelNRj5P7K5vNivD3fSG/e93wxN1Ip9Mprul6X2zj2LFjMWXKFJSWlg4wkhQrR/6+pvXlimBSSyrNnITJZBI9PT14//338cknn4gYVADCWkfDhTwBabDiAsFyOYGB/mMmZZd0Diwtu7FYTBg0ZBc1WVmk0AN9yUenTp2KyZMnw+v1il1UCrG828rvy55O7Be5r2Sji2xll++R+533FhqmCNkqLBvmCvuQixL7y+l0oqKiAgCwbt06kRSW8as+n0+czBcOh/Ms0dtrk+wdZ7PZ4PV6MXz4cGQyfflNYrEYYrHYAIOS3GYmpI1EIgPm3FcRxx9/PM4++2w0NDSInW/OV7vdLk5vYJ8mEok8YyDzvfBlCABPP/20SG4LQBCwdDoNr9cLAIhEImJ3gl4BfGG3traKMSF5kpPP8zhzJjjmSwLo343gepBKpcQuzLJlyzBr1iw4nU44nU6RjyWdTouXmNVqFQsyy+LLzmg0igSBmqahrq4O5557Li666CIsXboUCxYswPLly/H888/jueeew5gxYzBr1iyceeaZ4vRE7vazP2lc54sDgPCaYN/ZbDZEIhHhsQIgz1jAFwfJOwDhMcHP+SLiy4IySmOE7F1A7xeSV13XxZrn8XiE9yc9DnK5nEh2aLFYxLiz39iX3d3deOONN9Dc3IxYLCZeYKyPvJ44nU6Rq45rWjgchs/nQyaTyesPk8mEpUuX4oQTTsDo0aPR1NQk5JzzgomUmYMGAHw+H3p7e4W7d3t7O4YMGYKrr74a119/PZqamvai5O0ZKPlV8qvk98CVX9mzgcZZeUeZ+iuNjy6XC9XV1WKOU98haaAcU7ZlIkj5Y5l8lt1uF2GQMsHKZrP48MMP8dxzz4nIAO6kc1PPbO47ZYmRBaxDeXk5gL7EyQwZ2bhxIyZOnIhVq1ZB0zQEg0EkEgmRFsFgMCAYDIr6JpNJNDQ0oLa2Ni//V01NjfBKZ662l19+GR0dHSLNRElJCTKZDI455hhMnTpVGEVlWWDfy55xsl7MvuJ3KKecz+xnmRQC+ZuazLEnGw9I7kiu6UnJ06msVitKSkrEesCkws3Nzejq6kJDQwOmTJmCV155Jc8ATm7FNYftoacq1xBu5mezWbz00ktIJpM4/fTTYbFY4Ha7RfgXQ2bptWgw9CVTXrlyJdrb2/HII49gyJAhOPTQQ3H33Xdj1KhRYsM8mUwKMptMJuF0OjFkyBBUV1dj9erVed4VNNLwOTJ3kD0w9kco+VXye6DIL+cQx6dYH2SzWeEFvS/ld58YnkpKSvJOHNE0DVVVVZg6dSpqa2vzckfI9xQaOTipKFAOh0MMnDyZMpkMuru78dprr4kM/hwIKl7yhJYnmDzBWS7vp5cTPZtkJZh17u3tzdu5o2BTQeQONBdsk6kvx9W0adNQXV0tvKUcDsd2DU78u5iRrpjRSBYu9mOhwUn29CqcTIXlFTMEFRqjZAMh44cbGhrQ0tKCV199Fc3NzZg3bx5Gjx4txtLpdKKzs1OEVBQawuS68xoNhS6XC16vFyNHjkQkEkF3dze2bt0qLL9yfTneRqMRfr8/b9H/quLKK6/E3Llz0dLSIvKFMESC8uR2u8WYczeaLxD2I/veYrHg5ZdfxooVK8SCzZDS3t5e5HI5hMNh2Gw2OBwOEYrBlzA9+uS5VOilQeRy/WGw9KrgDgxfMCRGJpMJdrsd3d3daG5uxqmnnopQKISGhoa8hLx8cZOscT5xTZGNzyRplJMZM2bg0EMPRVtbG7Zu3Yq//vWvWLZsGdatW4fnn38eJ598Mr7xjW+gvLwcPT09efIjrx1MmEwFgqEuDPelAsP6yUSMMd70iKAiQaN6MpkURgC698oeEFxHZS8DID+JsXyKF/uWL0GPx4NAICAM5Rw3rpVGoxGfffYZMpmMcA3WNE3kFQD6lKmampq8PC6UQ5PJJOYf49o5bolEAvfccw9+97vf5RHaYDAoPCzp/s712GKxIBAI5OWAa29vh8/nw80334xbbrllr8nenoCSXyW/Sn4PXPkl6O0m6zPcdaYOxvGur6+Hz+dDNpsV84l6rDynOO9pYJZDUGh05DXq4hxjoE8+33nnHTzzzDNi/pKQhsNhGI1GdHV1obq6GgaDQeQ7NZvNCIVCKCsrw/jx4/Hhhx8KYpbNZlFeXg6PxyPkjoZh6vv0KqScyIZdnrg4duxYeL1e9PT0YNasWVi1ahXcbrcIW+XcHD9+PKZNmwYAeV6K9AyRiRfQbzxlH3KTmZEM7CNZT5Y9Uiiv7D8+l33KtVEmsXwu+4L1mTlzJpqbm7F582a0tbVh+PDhOPjgg8Up1wcffDCGDx8uTi4lP4jFYsK4wVOy4vG4WCP8fj+Mxr4ca/TkfP3112Gz2XDSSScB6FvPUqkUgsEgFi1ahGg0CpPJhNWrV+PNN9/E0KFD4fV6cc0112DOnDmi/9hmOcSWcskxHDNmDNauXSs2omU+URhZIvO//RlKfpX87o/yG4vFxHtS9syjN7bs+cV5DHw58ls8RmsPQdP6EorL8YsARIjdqFGjhEVPrjQbQuEm2HAaZqgEA/3hb5qmoaenB++88w6WLl0qLL9UhNn53HXlYsH6ynWnIkkLK0Md/H4/rFYrIpFInoVaTqbGunMBoFCwfQ6HA2VlZZgxYwbmzZuHMWPGwOVywel0wuv1iuMxZaMayy1U9mVPJlnI5LbIbZLv4XflSSQb3mg5lusgf68YZCMRy3A6naipqYHb7UYulxNHrz7zzDNYt26dGBefz4eamhr4fL6i7ZfrJ//PXdVUKgWPx4OxY8di+vTpqKmpEWSK3ys0ujkcDuHi+FXG6aefjo6ODpFnRdd1sVPlcrng8/nyFm0uYLI1nKQpm80iHA7jxRdfFN559LigtwTnCF9QBoNBPI9eGvRi4Dyh1wKfRZdRvnjS6bRYmJnnRY7t1nVdeM4ZDAaReJnHqfNlw4VTJlv0LiAJBoDS0lKUlpbmefExFjqbzaKkpAQzZ87EHXfcgeeeew7HHnssUqkUFixYgB/96EdoaWkZsDaQMMo7TlQqZG8IGp65djDvDl/2FotFyICcAJl5XRh2I59IJnskkBgC/QccMFyKyg/7hnLIMig/XK/4HY4FZZenqvA7XBdoBKBrMr07stks3G53nmLHlzAVNvbH2rVrsWzZMjidTtjtdpSXl8Pn84kxlY3JVKSsVivcbneet0p3dzfsdjt++9vf7m0R/EJQ8qvkV8nvgSu/APLmK/uEm5/yRh3n6/Dhw2GxWEQfyqSLJMBgMAjdl/8zNQNJG9CvI/P7/DubzeLNN9/EwoULBWmlrJtMJkyZMgWJREKEaQL9umQ225dwfuPGjUilUnknExoMBvT29uLggw8WG61DhgwRG7Bck+Q5wXWGnCESiSAYDKK2thaHHXYY2tvbxcayxWJBKpVCOBzG2LFjccQRR4j2UPfMZPrz2xXT9Qu9+Ollwv5kX8kEleMm69y8l+Mpb2DLBgquHWwzvRvT6TQOOugglJeXw+l0orGxEVu3bkU6nUYgEMDbb7+No446CsOGDYPJZMLIkSNhNpsxcuRIzJgxQ3gAMkyKdZW5Cze6c7kc/v3vf2PJkiViPWTC6vfeew/vv/8+3n//fbhcLtxxxx14+OGH8ec//xlz587N21TQNE2UKYcpce3RNA1jxowRYdsyr2PbyYlMJpNYU/dnKPlV8ru/yi89y2X+TvsDbSf0zvuy5XeveTxx8DweT96gmc1mVFdXY8KECfB6vcjlcnmKEH/LDeXfVHi4Q8YJwd0yTdPQ1dWFt99+G0uWLMkLs6LQy4oxjU/8X/aw4WdUrpxOJ9LpNMrLy+F2u0VsJtsGQCjsnMSFk59Kk6b1JXebOnUq/j/2/uvHsuy6D8c/N9fN+VaOXZ3DdM/09MxwhhMozlCkREqiSNGWIcoGDAN+8osh+C+w4Wc/GLYBC4ahZIgiKcYRyWlyQk/qnLurqiunm3O+9/we7u+zat0zNbTEpvytFu4GClV1wzln773W2mt9Vjpz5ozk6Lrdbml/bSZ8M/hiHubXNJHst7b6c2ZQht/bj4i0wNTf4V6YBbMGBqPRKEKhELLZrAiSe/fuAegx1rlz59Dp9FpAT05OIplMIpvN9qUykoH0fflDA2loaAiRSASnTp1CvV5HtVoVL6leJw3I+Xw+UbD/qY6VlRU5jOi5sNl6heroXQYgnnwW1QUgaRoUvB6PBz/96U+xsbEhhWMZYeF2u5FIJNDt9rpJNptNhMNhMZJ09ITeW/Io94i5zzRCWASxWCzKYU4gU4fhMhSZedbpdBrPPPOMGHv0qne7e0XqeZCwxgk9HzzEaWjRQ0HDFYCkPIXDYfzn//yfUavVcPXqVTx48ECEsdPpRD6fl+94PB6RD/SesOMYAW4+L9OlCNJTPjDqhYa/9roxmkIf4DxstcLCOdM7Qq8K04qoyFB20pvH5yiXy9JdslgsCk8y9Yt13HTUIa8H9HgvHo9LGDfnzc/y/lRSOD/+//bbb+ONN96QKIx4PA7DMJDJZBAMBiVHXUdPBINBMVabzSZarZak7RzkMeDfAf8O+PfJ5V9gr6ENFXfqtdSHNEDa7XYxMTEhrwF7DVi4l4xOoHHGQdokCMv9ogzQTtDbt2/jW9/6lqSu8nvdbi99g4Zoq9VCvV7H3Nyc6G1muvV4PH00fO3aNXz+85+XVBpGLSaTSVgsFunsRFlFuqA+yVITrPH14x//WDpwORwObGxs4NChQzh//rzwidn4oi5LuqSs0k5Nrp3Wl7WHXztaqYNrvZf6p46GIb/yu3Ricx1JD7zm6OgoDh8+jMuXL6NcLovs0hkAr7/+OlZWVhAIBFAul7G2tobDhw/j+vXrIg8Y1UHQwmazIRgMSu09w+hFNvz1X/814vE4Dh06hG63i5GREfyn//SfRC5xL3U9OcpSc2SjNug7nY6kw46Pj0sLeO6Ldh4QsKc8OuhjwL8D/j2o/KuLubdavdqL1L30eh4E/v1Hi3iip45tgbmZTIUaGRkRQjMDLMAeMqmJxWbbC5nn51gBnkrwrVu3pNOCBlh4Tf62Wq3iaTMTsA6xq9frqFQqcLvdmJ2dxcjICOr1ulxfg0FUmqmwEdBieCQZ0+PxIBAIIBQKyVqx1hCJlUODI3x9PwDJ/Plf9roGhfhbv6+js8zX41z3A8U+7b4k0mAwiEgkIvtOtPj+/fv4zne+g9u3b4si7nQ6MTw8LEXDzffSz6Hvr73zY2NjOH78OA4dOiTF+PTQ9DU0NIRAIPCp8/inMBqNBsrlstAq5+52u0Xgce8p2M2ALw/NbreLn//857Jf5E2v1yudAtkanSkUjUZDhKLFYpF94iHMaAsdocHP+v1+aVGqvU36+UkHjBDgvRYXFyXcmB0QuQakCxo15FFGMVA+MJSV0XP06hAE52fcbjfGx8fxhS98AX/0R38k4dOspUKjj7VyDMOQblqUFfTmc34Ex7kmVGp8Pp9EAVCOEoTn+rD+jAbEeWiS/5nOQzlot9vFO8Z1JdhBmUg+s9lsUi+AkY26G1gmk5F0Gz4PFSlGW3S7XaytrQlP0+jmNUkPfH7SjMViwcLCAlKpFAKBgOwXW8BzjvQK6dB1NrPgQdput7G6uvr/iBN/tTHg3wH/AgP+fVL5F+iv9UU+1BH/5LdWq4VwOIxYLCbRBVpP49wZ5Ue60aUnaCDRgaoNVsqG3d1d/Pmf/7kAzoZhwO/3SydEgt2kadJxKpUSXmO9t3g8jlarhUKhgEwmg2q1ip2dHdy4cQPnz5/H4uKi0NOtW7cEjGUtVPKmw+HAyZMncfjwYVy4cAFDQ0Nwu91IJpOw2+149tlnEY1GsbW1hWAwiC996Uvw+/19YABlI2mGcsXhcEgkIvmeujW/y7XWkQFcM/KT2fglv+r39fe0ccvrcC9YKyYYDGJsbKwveoAt6AOBAN58801MTEzg8OHDqFaruHbtGra2tsQ54PV6++Q5ZTTTkRnRaLH0nNz1eh1/9Vd/hXw+3wcUUC4R7DCnVGtbyax/a4OZMi6RSEgEpTacKdN4fpgzXw7iGPDvgH8H/Pv4/PuPBjwRDdUKstPplIXX9RY4eU1wQH8Uj81mk5BuLpTb7ZaUNLvdjoWFBVy8eFFqMmgUVHtVu92uFMuMxWKIRqPwer19kVNaQeYGnDx5Ei6XS5iPoBcJslqtSm0GncZHIm+1Wn25tSRYr9cLn88n/3PeZETNHPsBQZ8GDukf/VkNYGmhyLXi+2awar/B18nw+nXzj8fjkZxVfoYI7cOHD/F//s//wbVr14ThnE4nRkdHEYvFZG30s/P5dJgr/+f3Z2ZmcObMGczNzclemX8411AoJJ2R/ikOGlAUYDwofD4fLJa94r8ARPAAEI89DUGfz4f79+9jYWFBgFaGamuvN+9ntVrFENRhnTw4KAv4XHyfQpboPPeKQCRrrWhvfK1WQ6lUkuiMTqeD9fV17O7uihef12dqK8NNAYgBzmfmZ3jgcW2oeDD1iAcj2wnzUHe73bJuNJAZ9qwjEnj4G4YhB7m+F6MoKPx5b60A8XUqKJRnjUZDCiTz4OThBkBCdXWnMYIY7ILGe7ALll4zGsxAL7Km3W6LImS32yUli+Hj3KtqtYp6vY4HDx5ISjTXhyCHjlLVHhXK5EKhgLt378oaAr1zhp44i8UidEJaYUSQ3++XVCECAAd5DPh3wL8D/n1y+RfYM/xoeFLR595yT6xWq5QA0FF0QE9XIQBHGUBjiTzL72jAj/oPabPZbOJ73/se8vk8HA6HdEVKp9NSg6Tb7WJxcRGRSAQ2mw2RSEToham5VqtV6pT4fL6+4rNOpxNbW1soFot90R2VSgVjY2OYmJgQ8NNut0v05dmzZ/HNb35T9NVgMChg8cOHD3Hv3j20Wi185jOfwdjYGIC9LmMEWrkuWgfmenP9OPgZHV1BntG6L2WaNpL19/m8fJ+DhrBOqaLxTD5vt9sYHh5GIpHoA2zr9TpWV1dFXmSzWSwsLKBUKgGARMFWq1VMTEwAgMjnQCAgTnmm1DLylHvzne98RyI9DKMXUcnOXFwT7h15jDRgsViEzvhZ1gDicx06dEjmSp1by65f5kg/aGPAvwP+HfDv4/PvPxrw5PF4BGXlA/n9fszOziIej/cpXMBeNJIGPTQxaKAGgKStEQUtFAq4dOkStra2ZHHsdrt4UzXxkRjb7baEr0UiEUkL1CAPcyd9Pl9f5zVuolZ2KBQolKgAc14kUNYzYLceKsYaleT1zGikXk/z3xz7fc7MvOaIMj0+7Xvma5sBrl82iI5HIhERiBpwbDQaWFhYwLe//W0sLy/DarUK2js8PIxgMCigo/k5dWgrn4uKvcvlwuHDh3Hs2DHEYjER/nouHDRUnoQD8FcZ9Phz1Go1BINBEVBMZ+BhxwgF0iaFvt1ux0cffSTCnYYGjQObzYZYLCadiZiOQ4MW2DtcyEd+vx9utxuhUEiMXM3v3W4XmUxGeJTGHMOJG40GPB4PvF6vRAnwfru7u1hfX5eW4PV6HaFQCBMTE4hGo2IYsZuWroNCMJUGmV4fGqs8BDhXoHdwMKKCvKY9K91uVwzRoaEh6cDIkGUts2jwAb2ceab06CgH7icPDpfLhVwuJwcEu3oyD5zpMxrsptJjsVhEAWHkAQ1odjHhPLmHNEjp7SOgwcOLz07DmV21ut0uUqkUisWiKGKs30clj+3j2fLdarWKwtZut/HOO+/0yRI6PXi+6G5hfBYqOfw8n+UgjwH/Dvh3wL9PLv8C/c/NOfG5tWHaarX6OiXRsDA7Jvm3BiQZgcf3tC7KazWbTXz44Ye4fv26GFOkGxpBsVgMo6OjaLfbCIVCSCQSiEajAv6m02lJKel2u0gmk5idnZWoft630WgglUoJOG4YhqSfTE9PY2JiQiInisUidnd3sbOzIyUSzp49i52dHWSzWSwtLSGbzaLT6eDIkSO4cOFCn51AXiV/0pDUdgX/14aktke0DUC+0k5b7UymwaYjJYA9Zzfva45U4eD3KDOCwSCmp6dhtVoF+CUIf/r0aTQaDXzwwQfY2NiA1WqVGnZer1ecuHymWq2GVCqFRqOBWCzWFzFCR7jVasWVK1fw7rvvyrPpmj1arybfUu6R1riudDJwnly38fFxAcIJsBOI1tfjOh7kMeDfAf8O+Pfx+ffXDjxxgox20gpeIpHAxMSEpDTpNLtfBlwwBYAL6nQ6EQgERAmvVqu4dOkSbty4IYtM4IELSwKiwGBeYrFYRDqdRqPRQCAQEEWOypgGr6rVKnK5nBRUDYVC0mGAxM7v8jtET4GeYPJ4PJicnMTIyIhEOhF11mugASsqpmQm/s35/DLwaL/P62gs/R6RTPN3zePTwCb9rGZhwbUJhUKiPNPQIVF3Oh3cv38f3/rWtyRqTUc+EXzSz6yfSc9dXz8SieDMmTM4efJkH7i43/P5/f4+cOqf0tBhvDQINDBLo4etUnkYAnsKvt1uR7lcxqVLl0QIUmBTADkcDuzu7valvrBTCnPAHY5ewbtWq4VqtYpCoSAg8NGjRzE9PS1RG+QTHbWoBRznValUYBiGHL5er1dy7NfX1/Ho0SPEYjHxUkSj0b7mBzTuOp29tqI8gDToSdlBkJlRBQxxJT01Go0+w1HzXbVaFfnEtQX2igQD/XTJ+3DN6dHi9enxYgQGoxsIKOj1ptFHrwh5njLTbrdLerFOlbJYejX7gD1HAQABJij7GIFqs9kwPj7eJ1N4oHHOzWZTgAYN2vPsiMfjsl96vhwOhwN3795FLpcTGcrDNxAISNoPI2+1gR0OhyVagof4QR4D/h3w74B/n1z+BT5pwGgdmLRCjz6jFAiecn0B9HnzCbLys9xPraOx1IPH48HQ0BCy2SzefPNNoWktLy5cuIAzZ87g/PnzOHXqFMbHx+F2u/F7v/d70l2Jenar1RLavnLlCg4fPoxoNCoRHtVqFeVyGZVKBVNTU0ILfr8fzz33HC5duoTt7W25jk53SafTEqG3vr4uDXmOHj2KiYkJvPTSS6I/A3vpStQ9Kdf2i3rg+pkd3mZjlzysr6P1ZNI55Y6+Bw1o8gZlEefJjpi8D/+fnZ3F6Oio3KvRaCAUCuHFF1/EW2+9hcXFRdRqNZF35XIZ0WgU4+PjIkMJ/JMejhw5IvYNAAGIaVNcvHgRmUxGoinoBAAgPK7Ta7SRzv/5N+0e0mosFpNu3aRRrpXOiPn7OLD/vx4D/h3w74B/H59//1FOanrL9HC5XIhGozIJnbfKoSdPwiGzkUCsVqt0fePC3bp1C2+99RYKhUKf54wKEomHxKaBFSpS2WwWhUJBlG3WkqIyn8lksL29LWkLVFQ1mkjCZr4qw8Kp1NtsvQLb09PT4lEmYmgGbPYDlszPvt+68b39GBbAJ17X1ybTm69vHuY9489+z6rRZ70PZpSUimmn08H169dFqJLR3W43IpGICF495/3ub97vkZERnDp1StD5/eZIxZZK+j+1wXXmmjMM2DD2Cs5aLBaUy2UAEPCOBwMNutXVVeTzeTFSQ6FQ317qA4F8ruuYsIAhDyu73Q6/349Op4N0Oo1UKoVjx47h9ddfRzweh8ViEU8A9163Vaex1O12pUBypVJBpVKRMNcbN25geXkZ5XIZoVAIgUAAY2NjcijT0AEg9KFpiIc6w6yBvc4iVB7Y8pbrSBpiOgjpm8KbhiTQD1zToNOpOA6HQ2qxkJeAPQ8cDVACAzTECEzQ+KbMbbVaYswy4oUygNdnlAiNeEabUHGh8a09c6QVKk9cE/I814H3Ik1oIJh0w+5YOuKh3W6LocvDP5/PY3t7G+12W/LlaWTT2KdBz+/zuRktw/oIB3kM+HfAvwP+fXL5F9gD/Kibap0L2Kv9YhgGIpEIgL1oNQ0O8jtax2WpB36fHnKv19unc1mtVrz//vvIZrNwuVzSQZgR/Lu7u7h9+zZ+/vOfY2trC9VqFb/4xS9EtlCX5bpzP5aWluB2uzE8PCypPDRUs9ksxsbGxLFrsVjw4YcfIp1Oo9VqoVwuo9PpSOQc9b75+XlcuXIF165dw+HDhxEMBrGysgKfz4e5ubm+KAfytfbykx9Iw9qTD+w5YgH0yQeutdYraWxpfVZ/n9fXOqn583xNAxjaXiHQn0gkcPToUalx+tJLLyGfz+P69et9KcOZTAarq6uYn5+HYRjiqLXZelkcjD5tt9solUpwOp1yPlBmGEYvgoWRh3wu7UAnXeqoUBruXCvSKOUTZUgwGBS7j6A/i17rCFPq3wd5DPh3wL/8LO854N9/OP/+2oEnRo0QKOJrHo8H0WhUlGWNuurNMwMKBGb4Gus6kfhKpRLeeustbG5uCnHo/E8qnRrJMyOqrVZLFD96cPWzdDod5HI5rK+vo1KpSMQVUwkpRKxWKxKJhCCXZmTU6XRibGwMo6OjiEajUnV+PyCHw4wi7ve//tvMNHpoFJ0/GiDSz8D/zcxnZsj9wDASMF8jg1PBN3uJdX0KKtK/+MUvhEnJeD6fTzrwEBQ0PwMFHpmJhofdbsf09LQIv/28o/wco/X+qY1Go4FSqSSeBR0pwTaqRMzb7V5bb8PotTfX9VUePnwo+1kul5HP5+F2u0WwsR4KAPHC8zDh/7wn94tdGPx+P4rFIu7cuYPx8XH87u/+Lo4cOSLFEiuVirQZJ72wTouuP8KDk8Z0Op3G1tYWHj16JPc5e/Yszp49K9GMfr8fkUhEcp4rlQqSyaQYT0zd5GHI9aEwNgxDnk13vdDyjrKJz8t94RroUG6uqV5XGuxMmeFgSC8VBavVKnXsmPLCQ4mHW7lclsNEH/CMviDPc26dTkfWlAci6YbgOu8FAMViUdJ9+DoVF/I5D1kqDU5nrwg2lanx8XE4HA6Uy2Uxvp1Op6wn6ejevXswDEM6c9EBAEA6cnB96DVqt9sIBAKy9joK5CCOAf8O+BcY8O+Tyr9AfwkJYA/g43vaCakdYNRx6G0mX9DAoG5FPZf6t3ai8lpbW1v46KOPRH60Wi2pZ7a9vY2VlRVsbGwgm81iZWUFpVIJw8PDKJVKmJ2dhcvlEpCXGQUul0vasj/77LNCJ6FQCLFYDEtLSwJQa52f+rnmEc7X7/cjEAhga2tLapRkMhn4/X7Mz89LZB6vRV7luvCafJ8R8Bpkp37I/6mvUmflb8pbra/zHlx/ykwN3NN20bKN89ZGn822VzDfbrcjFAqh2WxiZGQEr732Go4fP46HDx8iFApJCjC7PvIaOzs7sFgsiEQispe0SQyj19Ezm82i2+1KBAPBDYfDgStXriCZTAqt0jFBHtfzo/6+nz3B+fKzOsKTsoT0yWgfLUsP8hjw74B/B/z7+Pz7awWeyHi6Tg4X1ev1SsSKDjPUTKsJgsRCdJDRTwR7OOFr167h/v37oizbbHvdeXTECxUT/k9C0Sgy70HAi393Oh1Uq1XJiWWoH1PuSHgulwvBYBDVahVAf9gfI6Ti8TjC4bCkDnJoAEn/vx+A9Gmvm9dT/zYzJAefXQMx/7d763tpguUaftpnAPQVc9XPRkWYny0UCvjpT3+KR48ewW63i9eAzKrBJwB9gkaj3logut1uzM3NiZfcDPrpZzFH7P1TGKyxxWKtXDMedG63Www4RlTQo8x89UAggIWFBVknl8slhh7RfgCy7i6XSwr8Tk1NYWJiAmNjYwgEAggGg331vmgMWiwWpFIp/OVf/iVu3ryJF198Eb/zO7+D48ePo9VqIRgMYnJyUgxKClDKDRpZNFh0mi49NKlUCoZhoNlsIhqNiiE0PT0tna4Mw8C9e/dkHowYKBaLEsGgjR2LpZcD3+n0Oj4xIoR13Gjo0TjU3nzSKmUPDXwC3TTQuLaM/NOh3C6XS2QP5aff75divDQOyR92e69zVa1Wk2gLp9MpIcA+n0+McofDIca709lrac8IBe6d1WqVa9EgJrDPa5iLAnMuXq8XsVgMoVAIY2NjYuTu7OygWCyKkmIGBHgw3r9/X1KU8vm8yIvh4WFRhpxOp0TeML2L9GeWXQdxDPh3wL8D/n1y+RfYa6eunamkQbNTz+/3SyQEaYvzpUGh+ZX6DI0sGiRaz+x0OhItQRlQqVSQzWaRzWbl/jproVgs4tGjR1hcXMSFCxdw5MgRTE1NYXR0FMPDw2KMGIaBpaUlhEIh2O12fOELX8Dk5CRisRjK5TKKxSJGRkYwPj6Oer2Ozc3NvlIYBD6LxSJcLhcSiYSAn5QF4+PjMAwDY2Nj8h3tKOXcKVNIY/wcbQRtRNKIMhti5j3Turx2NuvXtRGsQWftuCWv8h7cK0YQuN1u+P1+pNNp5PN55HI5/PCHP8Rbb72FTCYDj8eDeDwOANIttF6vi4zTjl3WwltYWJDrRSIRjIyMSJFork+xWMStW7ckAoTz4zkB7KXtMAKFcop2EO0JynDKKTrZDcOQunM66keDLgd5DPh3wL8D/n18/v21n9SBQECYicNmsyEQCGBkZAROp1NAgf0IhL+t1r1K7HydqWncmJ2dHfzsZz+TopVU4EicXDxeg4RE5JRhjPSgsTAoFbZGo4FWqyUbQKUH6NV8WFpaQqlU6pvLzs4O1tfXhXjZicDhcCAejyORSIjiRtCLz6WBGLMQ2w8gMa+dZlYzkKXBPn7W/MPr6t/7DX0N/Rz63uZn5/80mChcqKDrXFt6MBcXF/Hmm29KMXeN9JKZtODQc+B8LRaLtNJmkbbZ2VkEg8FPgHMcBEp/GfD2JI6hoSGkUinUajWMjIyIR577x30plUqi7AMQAJhtu1dWVmCz2UTIxmIxKe7KdWdRfhbbO3PmjHTBOHr0KCyWXtgvvTU04HQaTK1Ww9tvv42//du/hWEYePHFF/Hqq69iYmJCaoKwno32uGuZwWjHUCiEUCgEr9crKTzBYFBSgSwWC4rFogDk1WoVdnuvLfnW1pYA5gS1dVtxLehZvy6fz8uzMEWGPM+1tFqtErLKei0U4nxupjhpsJypK6x/AuwdrjyUaeAVi0U5OGkk8pm4ToxmYOSGuWECAOlqpY1TXnt9fR3lcvkT4cfmTl42mw25XA7ValW6gjGPnXIwHo9jbGwMIyMjGB4eFjqiIkAAwjAMOWcsFgsePHiASqUCr9cr8sMwDKlXQOXQ7XaL80DPcb/08IM2Bvw74N8B/z65/AvstVvXYB+96Vp/ojFD3qbj1GrdKxDL182REtwzc6QEAGQyGVy/fl32moYE9yQajcIwDITDYTGa7Xa7tNRmVkAwGITNZkM4HO4DoNfX1+H1ehEOhxEOh/G1r30NoVAInU4Hm5ubOHnyJNLpNEql0ieMyFAohPHxcdHNXC4XVlZWYBgG8vk8bt++LUWXR0dH+yIBtT7KeXF9te7P9/SakNaAvYLP5FnyGK9NutNpO3yPr5kjI7hXwF43KX6ez0EAWtsKlKsLCwvY2tqCw+FAvV7HxsaGyKNMJoNcLieRMTQUGYnDeWQyGeE9q9WKdDotjnJGIHY6HVy7dk1SeTj4HKRbzk+vI/lf2w3dblccEYxe1DV9uD8ABPg46FGLA/4d8O+Afx+ff3+tVZQdDocUb9aham63G2NjY4hEIhItpCe9399mptMeSio67777LhYXF/uiW+jF095TYK91sw5ZL5fLfakJrVYLsVhMvKI6jJIgUqfTEUWIKC6VUUZG0Vunicnv9yMej4vHmgTE+ZLBPg344f8aef209/Vvvsf10fc0f+7TrrnfMN9PP9unfZapFubwSf7m/thsNvHmXr16FfPz83j11VclfYAdezTApGlKCxkqzdVqVdIfE4kEhoeHkc1mJV1Er6thGNJq9KCH/v5DBut8MKyWqSesW0Ykn2uaz+fR7Xal80K5XEYymZTuWjpaQtcqoae8XC4LPywuLqJarcJisSCRSKBarcLn84nxx1xheui1cXL//n3k83mcP39e+DWRSCCZTArvsOaJLpRLedBoNBAOhzE8PIyjR4/i4cOHaDQakn7EQzgQCGBpaUlqxblcvc5SGxsbmJqaAgCJ0uD1meoBQFJ0GX1ChaJarYqHi8Y+DU2gxx+MyKOBxrVg5yrOiwYi79lsNsUwpiFI7wk7jQwNDaFUKsHn88lBUqvV+oojUh5Vq1XhP8o3Gpe8Z6lUQrFYRLlcRqFQkLXgMzJKgqHHpA1GjFDB4jxZV4+OhbNnz+L69euoVqs4fPgwKpUKPB4PCoUC7ty5I9fTysXW1hYymQxGRkakowrXE4Ac5oxeIY0YRi+lp1KpIBQK/aPy3+OOAf8O+HfAv08u/wJ7+i1pQCv7GpSz2+1SHBbY656kdTjuDemZa0nwUadXcNy7d08iEnhd0j0j69gAKJVKSS3V5eVlrK2toVKp4Gtf+xpyuRyuXbuGdDqNYDAozQc6nQ5KpRKCwSAuX74s0RVXrlwRw5Vy7PTp0yiXy1hdXe0DggkyN5tNbG9vI5vNotVqIZfLoVAoSAdNbSBqvV6vF3Vfc1Q/QXrqjdwHAgtcD9ogNHwZXcBrmg1Ys+FFXZf3JMhOA5bfb7VaAroyehPo2SjhcFgAY763ubkJi8UikRetVgv5fB4AEIlExBD1+/3Y2dmRaNlOpyNyV6fWcn22trawsrKCs2fPyhy4joxG0fJzaGhIjGXaPeRrAPLZoaEhifYwDENkInmC9HzQI54G/Dvg3wH/Pj7//tqAJyo42ovFzQ2FQpienpZwdb5vBps0kZHx+DmmztVqNTgcDmxsbODtt9+WTjosWEklmgKAxETUrlQq9RELlT2GxxM91V5YoKew6kJsJBpztBIVz6GhIQFIWq0WEomE5HdqVFuv335AHNDfgcYMKOnvatCH1yBD62to4WkGoPYDAc1glwYW9Wf1vvM1fY1ms4lUKiVGhvZaatSfTMKUijfffBOhUAjnz5+XtWWYP39T8OlnJQN5PB6Ew2FUKhWk02l0u13EYjEEg0ER/vwe99Lh6BUZ1+Djkz6q1ap4oJ1Op9QP0TUz+Brp2DAMSdkBIAYfwWEKPBrBQI9eySOMwGCtEPIove5cc6bnVqvVPr7rdDoYHR1FIpHABx98AKfTiVgsJtEDpCWLxSIecxpcRPo5L4b/Tk1NYWdnB/l8Hu12G+FwGDabDbu7uwiFQjh06JAcILlcDrdu3cILL7wAn88nBzSVh1wuJ6HQOmJAG3A6yjMQCMgBpg9PHiSVSgU+nw+GYch8CoWCeNXotWKKkj5QufYWy15HLhqlrO9Dg5yABb9jGAYajYZEDfB5GWHKufHvdrstYG4ul0O9XpeoF9IG5Q8PK7/fj1wuJ/Nlug6jeMrlMra3t3H16lWRDTxcbbZescV4PI5isSi1aRiKXiqVcOfOHUxPT4tiQaPe6/X2pRjpQtntdhvBYBDNZrMvAuUgjgH/Dvh3wL9PLv8Cex55s56lPfU0QnUaoU730M5PYC8Kg2kaXFOzI7HdbuPOnTuiG/F7Ho9HnLU7Ozs4cuQIjh49Kk0I2u22OOFu3bqFmZkZnDlzBh9//DEePXqE3d3dPkM5lUrh6NGj+MlPfoL79+/j3Llz+PDDDz9Rw+Sll15CsVhELpeTFNpsNotMJiPyg85sp9OJcDiM1dVVRCIRMda0QU+9kcYo102nhGg7g3/rgsnaMO10OmLUURZqg5igL6+n78191XvGZ6KBpgFd8id5ng6EnZ0dnDhxAk6nU6IeyNsc1IHJc4xEnZiYwMsvv4xGo4GnnnoKoVAI7733HrrdXuTk7u6uyBOeG81mEzdv3sSpU6f6Ij04bw2m8546ylXbNFwXAKJ/08jl+UV5p52/B3kM+HfAvwP+fXz+/bWm2uk8QGCvflAoFMLIyEjfA2qm0v/b7XZhPC4Ci1pRQbNarfj444+xs7MjBEMm5/UIHPGelUpFmJDPRYWI97Db7cjn8yiXy32RMCTkfD4vNRg4P96Tiio9sAQt+HkWWqPHV4e77Tf0puvP6dfNgsn8vwad9Pf1Z7XwNANe5n0C+jsO/LJ7m7/f7faKkVLRp5fXjDSbI8EsFguSyaR0UOC9SWvcR+61GZhrt9tS0HV4eBjdbhfpdFrQZCLiWhDxOjS09pvbkzpYH0sfjKwTwlQUGh8Oh0NaqAI9/qaHxjAMabXKqAqmoHi9Xllresd5r2azKWmu3PNgMCiGE3kyEAggEong0KFDGB8fx8rKCmq1GpLJJJaWlpBMJoWfx8bGBMwlAB0MBuW5mQffbDYRDAYxNzeH559/XtrRs+V3p9Or3RIOhyWFx2az4d69e0gmkwJK8+Bvt9vC0/qwoxHEQ5BGMNOKmNvP62gAm5GZBNsZvaEVEQIQNF51pCAP6qGhIQEBuGdMZarVan3RDbw/r2W392qxMD2J1yB/lMtl1Go15PN5bG1tSR0bymK9FjSE9QGuDzwWWaaiYrPZpAYeU2r57MlkEmtra9LanhEflP93796VNazVavLM7I7F5+LQ+6PBmYM8Bvw74N8B//bGk8i/1Em0DkV9Q9cK0/xAPtS6G2mGc9agM8FNbXgAvTSd5eVluZ9h9BoPEMgmAH3nzh08ePAAL730kkSdEYgEgHfffRedTgcvv/yyRE0y/ZIRaYcPH0YikcC7774Lq9WKL37xiwiFQqjX64jFYiIfZmdnceLECcTjcUlbJb0CwPT0NE6fPo2ZmRlYLBZ86Utfwrlz5yRdieupDVWuM4A+Q4q0Rh3TbIvodTFHV9Du4OD3yQ/aaUnbQxu12sjlflHX5PW0k9vpdEqGRTabhd/vl2jGyclJPP/887KOZ86c6bNVOp0OXnzxRXz5y19GpVLBysoKLl26hHfffRderxfz8/MIhUIYHh4WsFxHgywuLkr0hV47ni8Wi0XOAWCP9yk7tcFO45RRqWwjD0AAZH6Xz3+Qx4B/B/zL/Rrw76/Ov78W4IkKHotOaUJwuVwYGRlBIBCQTSRhmDeVSq6u3QNAioVS+cjn87hy5YoQObDnrSQIwQXjggB7ebbcZCpsZDoW3qJgIejAZ2FElNVqlc46nIfVuldBnsXCqNQzTZD1Gcg4+wE7ev30/xrpBfaioMyf5Wc04KQFnmYs8/30Z82I/qftu3mYATJep9lsIpvNivfX6/WKkqv3kN4D5qPSsLp16xYWFxdFCWdYKz/LdTUDbGQehvuPjIygXC4jm81KSsWnAUu6dfQ/hRGNRoUmaKQZhoGRkREp1k7PMo0Fdl0g3e/s7ADYKybIQ5IeAfK83+9HOByWg43CmAYL94s11SqVCoC9w6XZbEp9lkePHklqpdvtlqiNVquFYrGI1dVVEaqMXmSkIVNDAEhnDnbqcDqdCAaDOHXqFKamptDpdLC1tYVf/OIXSKVSAHo0mUwmsbi4iEAg0Oc90ZEG5CnKrkAgIIYX5RoNUh52FsteGgwNeYKwhmFIFAJ5hHvS6ex1FmPoLj0sTA3lOvL+PJS4TtwzvqbzwGu1GjweD5rNpqwfQ3KLxaJESWSzWZTLZdk7Gq+8dqPRQL1eRyAQENCDgIiu1WcYhhjzrVYLhUJB6uxpbxLpi3JB1zFyu924d+8e6vU6IpEIYrGYFPUknTOCgvOlUc71Peg1Ygb8O+DfAf8+ufwL9Ne81MYraYbzYS1L6kakB7P+SB7m9bTupIdhGFhdXUWtVhO6og7G1BrD6EW1dTod3Lp1CxaLBadOnRL9ze12IxwO49y5c3A6nTh9+jT+4A/+QOq1DA0NIZ1O4yc/+QkAIBaLIZvN4uOPP8axY8dw9uxZLC0t4dy5c33Pf/bsWcloOHr0KI4dO4ZQKCR0axgGNjY2YLX2mstMTEz06ZY6koHXpQ6sjSi+poe2M0j7BAaAPbtC7xF1S7t9rxYd78HPmZ2zWh/W16Jsof3Da5E/rVYrMpmMzPHw4cP4wz/8Q7zwwgtIJBLodrtIJpNwuVyYnJzECy+8gD/6oz/CyMgIfvrTn+Lb3/42PvjgA6ysrKDRaCCVSuHu3btYXFwEAExOTmJ8fBw+n0+eqVgsilNfrxOfgXYe36fs0w5jTe+dTkf2l0BDpVLpM+7Jwwe9tMWAfwf8q6814N9fjX9/LcCTYRiCuprBJK/Xi9HRUUHaSDw6pI0E7Ha7+8AIXscc7XT9+nWsrq7KQlOho5LGjixa4eF9zEASCZ/35HsUIBrR5HOSkenN1MAJWx6yiJrNZpNoJwoiHUWjiZnDzIBmQjADVp8GDO13bT2XX/adf8h39fqahxbSqVQKqVQKVqtVGIVAn1lx1GGVzWYT6XQad+7cQa1WE++3Jnq93/revBa92GNjY5ibmxMwioeAPiA4TwKMn7a+T9rI5/OSpkH6Zzgo+cdisYhRFI1GZe+A3j5vbm4Kv/t8PgQCAdTrdakbwvpoqVQKpVJJogABIB6PIxQK9aVKDA8PiwHLvajX66jVapJKQs+I1WqVKAV6eGw2GwqFgnT5oGyx2WyYmJhANBqVQoh+vx/b29siRB0OB/L5PBqNBk6dOtUHhrdaLQQCASn++NZbb0nxYkYqOJ1OlEolAJDUJJ1vT6CbudC6uwmw16KVBqwO4+YasZhfuVzuU2RI/+yKwf3RACwPAobWEjBgxAKVAu4TU234vaGhIUktYk2YVqsl+ecs2E+6abfbkkpMEIF17rSCxfXgczocey3SubftdhuhUEjkhFbs+D+NdqbZbmxsIJVK9Xle6EVk4WUa1Zwvr6eN4IM6Bvw74N8B/z65/Av06yTUb7TOS14lT2ljiTqJ9qzrdBLyBPVZs454584dMRwYOen3+2EYhkQ6kg9brRY+/PBDzM3NCah9+vRpvPrqq6hWq/jud7+L9957D8eOHcM3vvENzM/Py95sb29jc3MTFy5cwMmTJ3Hz5k1sbW3hwoUL0nWzVCphYWEBNpsNw8PDQjMejwff+MY3JBIxkUhgeXkZ1WoV4+PjklZL+8EceWLW0/kZ6vPaPtH6tf5fR13w+tTZqQvqz+nv6igMgsX8vnauU17y++b7bGxsiLPU4XCgWq3i/Pnz+IM/+AOJLkkmk+KQdzgceO211zA3N4e33noL3/3ud7G+vo5gMIipqSk8++yzmJycRLFYFN7a3t5GOp0GAOkcSt589OhRn5HPtaUDgr+5njpDhfTN73U6HUmH0jKaZ5amUbMOf9DGgH8H/Dvg38fn319LXCOBBDPQY7P1QuYTiUQfw30awfDB9YZyo7vdroSfX758GbVa7RORSH0Ts+91HtAIpgZyKAx4TypUfK/b7Uq3H/7NeTEkbT+EVW94p7PXkpCbq4l/Pwbie+bP6dc+DTgC9hBbDSBp0E2DLObrmX/rYX4e8+ukBfOac49SqZSExWvUn0o415drRuHK1II7d+7gM5/5DMbGxqSgrqaTXwaKGYYhyvjx48exvLyMa9euiaKuw/T1fvh8PhQKhSdGsf1lg9EJtVqtz7AhuEYl3+FwIJfLyetsP97tdkXQGYYhEX2MRCRIXCqVpBMhAdh2u42trS0A6Kst0263US6XhW6YakPPNlMoeAho4UqeY+21brcrocKnTp3CmTNnMDQ0JO1nbTab1CChwcxD+8SJEzh9+jQePHggB12pVEIkEkEul8P6+rrkpPt8PjEkmdoUDAblNfI/00y8Xi9yuZxEItATVK1WUa/XxVgH0CenrFarFCNmhAHf57MwxYqKDmWhjhTgbx74HIxMGR4eRr1elw4o3AtGJwK96L9CoYBMJiPABPef/O7xeFCv14UeGo0GZmZm4PP54PF4BDDWyhafj9EbrO/DPT969Kh03SJQwLmy6xavU61WcefOHczMzMDhcIjXjQY/n08D1na7XQpDZ7PZ/2e8+KuMAf8O+HfAv08u/wJ77b+1bsY9APZ0Uu4j01C0Y5Vrq+ujcT34Ga2TAUC9Xsf6+rrogJ1OB4VCAcPDw4hEImg2m4hEIpJdUKlUhF4PHz6M1dVVFItF/PCHP0S1WkUwGMS9e/ewtbWF119/HX/wB3+Av/iLv8DS0hIMw8Ddu3fxwgsvwDAMHD58GO+++y5+53d+BxcuXJD9XFhYwPHjx2G32/HMM89gYWEBqVRKojNYs8tqtUp6B40lyhFdM8Ws2wOQiEDq6NqY5GeZOszvE0DQDmLq8NSduW/aoOW19XX0vnNf+Dzcdz4/79VoNJBOpz9RT+ULX/iC6KPvvPOOgPHz8/OwWHqdIa9evQq73Y5z587h9OnTUvCZvPvss8/K+bC5uSklL8rlshSZrlarWF1dlbPFTL86QoXz0ak2nAdTz1qtlgQmsISJPq/oKCEvH+Qx4N8B/w749/H599cCPFERMyN/drsd8Xgc0Wj0E9/Rm8pNZ70Evgb0p845HA5sb29jaWlJcmT1Z7lg9GhqEMIM6uiIKw4z+gpAlGNNaBro4Hf4LJoIScRkGDOApMEgPpeZAfXz62f8NOBJA056rTWY938b+91fv2f++9MQYwJBDL/f3t6WdIDd3V0RRg6HQ0JEeT2uCZkCAHZ3d3Hr1i0kEgmZKz9PeiOzmN/n//V6HW63G8ePH8fOzo4YU2Ygjdegx/egH4h/n+Hz+ST9g7TrdrulixLXvFarSc0zrgW7KJXLZTE0KKx4mNDY07xCg4l743K5UCqVYBgGYrGYRFlwjfVB3u32wlDj8bjkSNvtdunwwHSOUCgkNOv3++Hz+TA1NQWv14uTJ0/i6NGjuHjxIt59912EQiHk83lYrda+DpOJRAJf/OIXUalUsLy8LClLrP+SyWRw6dIl/NZv/ZbkT/N5KYS5pjotp1KpwO/3S5cPoCfT+AzBYFCup9NH9LoxpcVisUh9GCobrVZLIh8o0/TfuvuEBr3tdjvK5bIoCDyMeLjSIKQRrGvfUaYxp99msyEej2N5ebnvgJqYmMDU1BTGxsZQLBbx8OFDicAwpwmx7gsB/kajgWKxiLW1NczPz0sHFqY2WSy9FupDQ0MoFovicbt79y6++MUvisOCfE1HhK5XxPpvBOMPeqrOgH8H/Dvg3yeXfwH08RQNHyrwBPMIAhKoI03p75NfaSyZHX1m3ZZFf12uXrfo8fFxkQOPHj2Cy+XCU0899QngFABefvllfPzxx+LFp3yoVCr44IMPkMvl8PWvfx3f/OY38cMf/hA3b97EwsICXnrpJak/NzMzg2q1iiNHjqDT6eDo0aNYXFzEysoKDh8+jJMnT+LMmTNYXl5GJpNBOBxGoVDAo0ePBIxmOhEdkzTiaYhz7fjs5nUwG1Y0ZrXdQrnFodM5uf78rtb/yev6fry2/l8/l74GfxtGr+FBKpXqi3I8ffq01Gx7++23BYQ4efIkEokE3nnnHVy+fFlkdD6fx8WLF5FOp1EqlfrWyOfzSRv2ZDKJqakprK6uwjAMabizsbEhXaw4KFtotJJugf527Ppv7tXQ0BD8fr84PrQM4bqSvw/yGPDvgH8H/Pv4/PtrAZ7oedLAjd1ulzQ7na6kN00Pq3WvRpJ+j/+TKNgumcMMUnABqKTxPR2JpIlGf16/x+vp6/O3FhKcK6/NazEdolwu90VDkUm46fsJGfPQDKJBLh3WphVW/q/XRyuteu3MIJV5fBq4xNfMwwysAT0gcGtrS5iRaR38PNeFHXe63a4UF+Ue0jt89+5dnDt3DqFQSNaVa0Q6NK+BFvQURBMTE5ifn0exWEShUNgX8OO6sYbJ/22fDvpghyBG63HNdGFCAOKxoHBinZhOpyOhvFx7bYxR8e90OpLOQQMI2AstZm460XMavDScKC/4XOymMTQ0JCmSFotFCuiy20K9Xke9XofP50MymUQgEMA3vvENPP/885ifn8eNGzfwi1/8AkePHsXs7KzMT3fQPHv2LCKRCHZ3d5FMJlGpVBAMBpFOp/Htb38bU1NTOH78uKTm8DkZtWf2aFGAU0mgoUfAgEYjZRxlAtNAeb1Op4NAIABgr26ZzWYTY77ZbIrhS6OO0Qk0BLnfjKrgetI4phyz2WziLWMoMFNi6/U6NjY2kE6nUSwWUa1W4XQ6kUqlMDw8LN9LJBKIxWKYm5vD8ePHpZAx08KosDGNmgeiBlXsdjvS6TT8fj9OnDiBGzduyLoDkCiVbrcrkSn37t1DqVRCKBTqk32UM6TZVqsl9MXD9aArvQP+HfDvgH+fXP4F9hxp3GftDCU90ijj+1rv41qTZrQhxPSP/fQyGgy89ubmpnSAjMfj2NzcxLVr15DJZGC39+q9kAYnJyfx2muvCejM2mtAT248fPgQf/Znf4Z/8S/+Bb761a/Cbrfjxo0byGazGB8fxw9/+EPMz8/D5XKhVqshEongzJkzWFtbw/vvv4/p6WkYhoFz585hdXVVaqvpIvSMKuR8zU5qrbtp3V/rrKQfbQfo6BIducL/tZFL+0Lfh9ciP+vv8fo0YPW1tK5OuuAzLS0tifzwer144403cOLECYkcYcqwx+PB+fPnUalUkEwmAfQaSDCikftDxz1pi+fAyMgIbDYb1tbW5PzI5/MCDi8uLmJyclKekbYL7Rttb2lAxUzb1WoVPp8PkUgEKysrQr+8HkFnbYcd1DHg3wH/Dvj38fn3sYEni6WXjkTkiw/rcrkQjUYxPj7eh2SaEV0NPHCR9Qbr0He2RtYhfHpBgf5q+FRcGMbPhdGgkyzE/38huegkaD6v/l8DUWZi5+a1Wi3ZDL7Ov/V68D09ZzM4pz+rQTHzJmvhp3+b/9bPaQaK9BqZQSnz/M0CQwsJzYiVSgVra2vSXa5cLveF2dtsNjFiWBuDxhWZjYySSqWQTCbFuNEgmAaeNAqtnx/oCW+v14u5uTmsr68jlUr1GRl6XxhV8CSEAf/fBg8OHZrK9uIWi0WK4msjtNlsolKpIBaLoVwuI5PJ9IG1rO3B6DUtsAEIH2iPvC4aTAOYnbo6nY7QAg8b1kCh8WWz2aQTB4vl6pxrzjGdTmNzcxONRgOlUgmBQEByziuVCorFIi5cuCAhzqyJMzIygl/84hfiRQiHw4hEIkgmk/izP/sz/Mmf/AmAvQ6MpDfKCRp6nU5HPA5a4ajVavD7/X1GPedMw5YHIdeAwCzDduv1OjqdXu41U4B4kDQaDcTjcVSrVemyNTQ0JAe/BiZ40DDPnGurDzzWACoUCigUCqhWqwJYMD2WUSLsUMac/qeffhqFQgE7OzsIBoM4fvy4NAggv5fLZanhQjDBYrGgVqtJlGu73caxY8ewubkpufNs7lAsFmV9d3Z2sLS0hPPnzwvda6cAIyV0FCPPmYMOLA/4d8C/A/59cvkXgKTcaKOFdEdeImBIPVIbpKQRRuhRL9IAHYBP6IYs7ss1Inj36NEj+P1+TE9Po1gsiv5LUDIQCODhw4fodDr4+te/jmeeeQblchmdTq9GWD6fl/TN73//+/j85z+P3/u938PIyIhESkxPT+PBgwfY2dlBs9nEl7/8ZUSjUYTDYVy5cgXXrl3D+fPnMTs7i7m5OSlc63a7MTs7i2Qyifv372N9fR2zs7PCsxzaqahtC/Ig9VptG5j1Vh1tr20A7gff0yDrflkTlK3aqazBB9IAr6Ofy+12I5PJYHd3V+yq3//938ehQ4fQ7XalVMRzzz2H69ev46mnnkIikYBhGJicnMTOzo7wnsVikbqyBPYtFoukONlsNuRyOYyNjcFqtaJQKIiNw+dfXFzEyy+/3Ofg5jqzkQWzS7QtwVpzGlzhWaNtLw0a8LsHXcce8O+Afwf8+/j8+9jAE0O/NMHYbDYBniKRyL4ILrBHcPzhAnHhtQfSZrNhfX0dKysrfagz0wQoEEh4vBYZWzO3jnTSi8Z76Weg8qj/1qitGSGkcqQ3gEyu201S6dVDg0L8rcPfNOBFLx8BP95Xg0F6Hc3XNt/XDLjsx3BmsErvq76uBrvq9TpyuZx4SjmsVqsAcxTYJHQAfQVPeS2r1Sodechwem/ocaVner+15bNaLBYMDw9jfHwcy8vLUjfFPBer1SppKwf9UPy/Daar0gvucrnEQCVC73K5kMvlMDIyIrROQcv26wT5aPSysGG5XMbQ0NAnQi5pkPF1j8cjRhHTOiqVigDYTPchDTClhMg6+ZDGhsfjERph5ACN9OvXr2Nqago2W68+DI2mcrmMBw8ewGq14vTp0/D7/WLAWCwWBINBjI+PI5PJIJfLSQHdu3fv4gc/+AG+/vWvSyFi0gajUZjWxChNGmBut1vqyLD2Czs0kjdIu+yAqaMpaXRShni9XjkgGHXClFUdnsvUK645sFdMmevv9/uFZwyjlzNO74vuMMYixcViUQowV6tVDA8PI5FICB+ePXsWMzMzePToEdbW1nD37l3s7OwIz/JzQ0ND8Pl8GB0dxdbWlsgEi2Uv6qPb7WJlZQUejwdHjhxBJpPB1tYWbDYbRkZG4HK5sL29DaAHWjx8+BBnz56VA5gtYFlQu9vtyvqT/hkxcpDHgH8H/Dvg3yeXf4H+miXaODI7XEnPfJ36LbBXhJ4ph81mUwrBc5iNsu3tbTG0WA+mWq1ie3sbFosFa2trOHv2LILBILa2tiRjYXJyEuFwGKFQCHa7XTpg0XDW0YHUR10uF1566SWJ5nvhhRfw3e9+FzabDUeOHMHbb7+N119/HefPn8fW1hbef/99nDx5Eh6PB6+88orMwe/3o9FooFAoIBQKIZvNiuffbHNoR6zZyWrWs8mPZkNXry1p2BwNAPQD1vraWhfV3+F9yDs6ooL7R5mSTqdRr9cRjUbxuc99DkePHkWj0cDm5iYePnyI+fl5bG5u4sSJEzh27BisVitWVlaQTqdx/PhxJJNJ5PN5WCwWFAoF5PP5PjmkozeazSbW19cRCAQQCARQKpVEPrdaLezu7qJer/c1P9AO5f3sC9KYw+Hoq3tnGAaGh4f79oS0qW2Bgx7xNODfAf8O+Pfx+fexT2rmnOrNo8IWCATg9Xr7ok7MAAgnT+/hfu9Tebl8+TJ2dnZk4zUYw1ByvTAEmFh0S9daIBERQdT31Miq+bMkRgoRekbdbrcoZDrip91uS7HWer0uiiqZQqOReuhn0L/JWARlmHdqjtbRa2BeU42cmwGn/QAaM6hk/l9fm4wJQJTmzc1NbGxsiALPDkAaNeY1Op2OCD+dQgBAvKq5XE48vFoJpiKur8fIKT4r524YBrxeLyYmJhAMBlEoFGTPzNFwNGgYafekDvKNBmx56Ph8PvGiWCwW8fTzPbvdLkYLDUXyPQWvz+cTg4igLLDX4YOv0UgGINEKNBi73S7C4bDwMq9Ng06HvrJeie4cxVQPu90On8+H7e1tfPe738WpU6eQy+UkFDmVSsHpdOLq1auwWCw4evSo1MmxWq2Ym5uTovY0XGlM//SnP8UXvvAFObyZJkLapdLBkFrSHbDndSEPa+OdBjPnSV6y2+19KTler7cPtPV4PMjn8/IM+jChAUhwl1EW1WpVilACEH5iNA27ndVqNezu7krEBD1kuVwOFosFoVAIIyMjmJubQyQSQaFQQCqVws2bN5FMJpHJZLC2toZUKiURGbqoJoGGkZERnDhxAhsbG0gmk3A6najVakIXjAx58OABvF4vZmdnkclkcOfOHakRR/pdWlpCLpdDu93rKsaUIPIvwRYataSXgw4sD/h3wL8D/n1y+RfoT+PgjzaCOI9AINBn+OjvUt9jZBuwf+MX/m61WshkMqJnWywW7O7uCq/b7XYUCgUsLCzgK1/5itB1rVaTfQiHw7h8+TLu3buH4eFhfPazn8X29jZyuZx0WopEIjhx4oTIB8qmY8eOod1u46c//SnW1tZQLpexubmJiYkJfPazn8W7776LtbU1HDt2DCMjI7KPBHaDwSCq1SpKpRIqlYroYrpTtjlaxKyLa12ba631Qa37ce30/uhoAn5eZ0FQNvL72gGt9XXqqZRTlA/UZbnW58+fx8zMDBqNBtbX1/HWW2/JWrTbbYyPjwMALl68iPX1ddRqNdy/fx8ejwfDw8N9xYUZMUFjnxkFQM8+0dESPBtarRZyuRxyuZwYrmZDlfKMNoiuyaaNeq5lLBb7xJrxPOB66PIZB3EM+HfAvwP+fXz+fSzgiQqFfkBuvtvtxvDwcJ/nVEfM6EUg2quZkJ9j3Yp8Po+FhQXxUgJ7KWtEBElYOkoI2KuNwXQqKqAkSCovGkHVoAsJTG+eVnQocFgXw4zEMv2Am6zXar9hBuXMr+v3zKCe+bv7AUn6/lyr/T7Pz5nnrt/Tz6WFsWEYArqtra1J22rDMPqi0PgMFDCcA4uAs0CbLiJHby0FgnneBJ/IPGbEm5+32Wzi6U0mk4LGm/fHarWK91iv95M2tHFFXnG73ahWq7JuzWYTxWJR1popHoZhYH19Xfal2+2K8asFIQUl+YyGFfmI97VY+qMJO52OrL/mK+4ho9na7bYY1263Gw6HA8ViEW63Gx6PR1J4mE4ZCoWQTqdx9epVCSulcdZut5HNZvH222+jWq1iYmICfr9fiv2Ojo4K7enDMZ1O48GDBzh58qTUB6O3iKAA15nf8Xg8aDQa8Pv9ffVZeG0aUtVqVTo52mw2SZ0iSMADTgO2GuTWck7vDYF9yiqbrb9gtN/vl+5kQA+MYEHiTqcjoAUBfKYklctlTE9PY3h4GDMzM7h//z5WV1fRarWwubmJxcVFAfwZrcPnYlRIq9USJSgSiWBiYgLb29t982TYNQ/aTCYjkTC5XE5oGOgV4mQaF4ESq9WKQCAg+8LXSH987SCPAf8O+HfAv08u/wL7R15rnYL8wrlSV+HnqDPTM01HJOlLG3ActVqtr9sg99DlcolTNxqN4tlnn8XNmzfx8OFDlEol0b1ffPFFNBoN/PjHPxbwcGNjA1/84hcxPDyMDz/8EO+++y5arRZu3rwpOv2RI0dw+PBhOBwOnDlzBlNTU3jrrbewtraGy5cvY2RkBPPz89jZ2cHFixcRDocxPj6OYDAo6xONRlGr1UT3Z/Qk+Vo7vWn8EFDm+nDd9Od4fR2NqPVrvY40rPQeUmel8cX90J/jNfW1daYCgVZGS/D1c+fOYW5uDgCwubmJv/u7v5Munjs7O3j55ZcRj8fx/vvv48c//rGkWDMSsNlsYnR0FNFoVPadKdWFQgEulwvz8/PI5/MCHLNWm9PpRCaTQbVaRbfbxc7ODsbHx4UOtd6tIwy18a4dFXT8djodRCKRT+jP2o6hvDjIY8C/A/4d8G8/P/wq/PtYwJPNZhPvoH4Iu92OcDgsYX0kHDPTUhkFPpm3yclSIVlfX8fu7m4fMKAji6gYsusPr9tut1GtVhGJRD4RIUQiB/bqZ5BgyRRkXipNRAWpHGrlR9d00OCX1WqVfNparYZgMNgXpaPnrP//NHCKr1Pp08RAQUZ0WDPO3wdY0r/NTK+FqB5aQPBa7XYblUoFGxsbkmNMcJGED+zly2phAvTAKBY+JbNTgc3lcpLOwPtqDzHXlgaXWShp+gqFQhgfH8fKyooUENdz5ve8Xq+kuDypo9vt9hkdkUhEUkx4iNlstj7UnB59i8WCjY0NEdLaoGTKjDmVVIOImt6Jrmva5XdoWPD+dru9D0XXgDWfz2KxSDtxh8MhkRuad7PZLNxutxjdTGvxeDyoVqu4dOkSpqamMDU1hYmJCbhcLng8HiQSCZRKJezs7IiByXSQ8+fPI5VK9fEXIxpZEJhRGKxvQ6WDAl0rIaz/ogsfM3KF6TTFYlHWjuvJw8/hcKBUKgnwys4iOsrEYrEgn89La3LKQ6bzUJ5Wq1VUKhXJ/+ffqVQKtVpNIkMSiQSCwSAOHz4sKTzshHL69Gm0222srq6Kp4T0RNlFw9xms0krWKfTieHhYUmp4rNroGNoaAg7Ozs4fPjwvsZtvV5Hq9VCOp0WmuC92u29mjmMCOJzHeQx4N8B/w7498nlX6C/4C11RQKeBPMsFgsikYjQlVkv02Abr8H6G/pz1F2451r/ZWFadisKBAJYWFjA3bt30Wr1WniTh44cOYK1tTX4fD60273itru7u/jrv/5rvP7663j55ZdhGAY++ugjAV6Xl5dx7949JBIJvPrqqzh27Bii0Si+9rWv4e2338bt27dx9epVnD17FmfPnkUqlcI777yD3//93xcedzgckqYzOjqKq1ev4t69e4jH40JvBEQJSutyDlr30/owdV7StNbh+Rka+PpzWs8mnWrnN/Vf6qL8mwap1kMpP7gfvEcoFBK5zkgJAIhGozhz5gw2NjYwOjqKW7du4fLly4hGoxKt6vP5ZC8zmYxEEpbLZSSTSantZrPZMDY2BovF0gfq7uzsYHd3F263Gz6fD7VaDSsrK3jmmWf61tQc9UN5r53JXEMtL4PBoDidyetcU17r0zJADsoY8O+Af4EB/z4u/z4W8ETvm0YnuamRSESQz/2iRKjEAf01gfTiGEavvkK320UqlRIFmN/R0TpU+ojW2e12UVR4vVgshlKpJNdkuB1D0bjo9Kbyb16Xc9QV+6lQ6RB5zlmvS7lcxs7ODkZHRxGPx/uQVc5ZAzr7gTxacPF/q9UqxoIZuOPv/UAXvc76/r8M7Po00IlEy3vxmdjaulgs9q0fuxfx+XlNfkZfm4AT15lrSaNkv+elYUTlmM+3H52RiYPBIDKZzCei1fjbarX2AZFP4iCfsJAthadhGCgWi2KUud3uvghACuVkMikGKPmGXTJCoZAYxjSEic7TO8CuToVCoW9faITq7ltMt6Sg5dAHCg83thxvt9tSS6ZQKPSl73I+NG5pjOtDZ3d3F/Pz8wB6hhtblc/MzMDr9aJQKKBer2NychLBYFBAa6YTDw0NSRQA0A8Ma4Oc8oWNE8g7rL/DmjE6vQaAFCem3CVYzkOG+8v1ZH0Xv98vaTI6ddXpdMqhr8HyWq0m7XuZ1rq9vY2dnR0pQs3WuH6/H6dOnUI+n5c0nkwmA6vVijt37iAcDiORSCCTyYhMZGHgWCyGSqUiKbgMw+50OuLNcbvdsnZ0KjDKh2k5GqggXVsslr6OW/xNGcL10Mb6QU/VGfDvgH8H/Pvk8i+w1wGZc9C6E51ydrt93669QL+epo00zedmPXBlZUV0XpvNJjW56NxrNBp47733+gBT3i+RSGBjYwMXL14U4JYgcblcxt/+7d/i2WefxXPPPYcjR47gxo0buH//PtrtNoLBILLZLL71rW/hhRdewKuvvoqhoSF8/vOfx/T0NO7fv49isYhwOIwLFy7gzTffRC6Xg9/vh2H0It0ePHgAh8OBQ4cOSXFj6vRarmhZxHXRIDflJNdG675avmin9H46Md8H0BcpYdaludZ8n7+5p9qhSeCCgHe328Xi4iJ+8IMfYG5uDul0GsvLyzh8+DAuXLggenUikehryrC1tYWlpSUBrzkvygsd5fHxxx9LtKfF0os+JWBBu8jpdGJ9fb1P9mn7i9fXPKr3AtjjyU6nA5/PJxG12iHBteHfB3kM+HfAv/wMMOBfvvcP5d/HBp7MYAHQA2uGh4dFEeXQwAwXgQa9mbi42UR5WYOH9yRhEMCiomIYhngreR+gh1BGo1HU63UUCgVhdLvdLsoR56Q9shoNZAcYPhvnyjQ7jSZSOeX96XVNpVIYGRmB2+2W5zevkUa+NbPt9x6APkGoX9PCSzOf+Xs6Wki/b/68+TUzuMX/WUA1l8theXlZCJT347qQYYG9EEb+TcI2CxGuZalUkpxT89AMq1Hs/Z672+1Kut3GxkYfsGQWWENDQyiXy/uux5MwOp2O5G9T4JDG2YKzUCgIYKzpqdlsYmFhQQ5Y8r3b7UahUEA2m0UgEJDDsFar9aHi3W5XwMhOpyPhtj6fT/aetUN0W3juAXPCyY80WrmfNFCZZkSlwGaz9QGzjO5g1IQ2PqempvDbv/3bCAaD+J//83+i0WhIrRSPxyMGM5+XwjgYDAo9A+iTPTTQeZCQtnWqLgCRQczNZ9pRt9uVArpM5aF3X6f8cD+ZcqKLRLP+i8VikbXgvev1uhiLNGK3t7exuroqa5TP5yVNy+v1YmRkBA6HA7VaDaFQCPfu3YPF0kuL1jVnLJZegUSHw4GxsTGpOVAoFOB0OlEqlVAul9FqtRAMBsUANQyjr2kE6Yx8bLfbEQwGpTNYtVqFy+USL5qOaiWYQa8V9497QfqkkXyQx4B/B/w74N8nl3+B/hok2pFIWicAGovFRP+hbqd1Ou3sZNkIflaPTqeDpaUlAD2g0u/3w2az4c6dOygWi7BarYjFYvD7/X0AK2uXFotF3L9/X5qvsOswdbhGo4HLly/j1q1b+PznP4/Pfe5zsNt7NdgCgQDi8bh0Y7xx4waOHz8Oj8eD6elpTE5Oyr5OTk5KjTC2ACcdUBfsdDrIZDIiS8rlskQSaqOTMkYb4VoH1eAwX+PntEGsI1bIf4ySMAyjD3zX99cgAveL32OkBe0WGuGUPa1Wr1PZD3/4Q4yNjWFsbEzKPFDG/OxnP8NPfvITdDqdvnqp5BOdqkvZzc/Z7XZxnFNmGIYh4DUjZukIyOVyKJfLCIVCfetHHZtroteVn+P8+DzsZJnNZvvAA23nHPSIpwH/Dvh3wL+Pz7+P1UKAgJEeFkuvEHMwGJRNMQ8SCRfSjMJpYIAbQSWTygy9vSQohnQHAoE+JifhtdttFItFCcdmfQabzSYeYmCPWKnwmomW9+SmaWWNOZFaqeZztNtt5PN5pNNpUd41AdCY4Lw/DYzSiK/+DJ/NDEx9GlilAS0ddWS+n/5f31ffm0gpAFGK6/U6tre3USwWZV14DTK5Jl6taGpBQCRbo9HFYlHQXvMz8tkY9aRBKzIxv8c5+v1+AQP3A/34eaZdPKmD66BbaFPhJz94vV6ZI6MZ7fZeEddSqST1UxqNBrLZLAAgEAhIekg8HheDwOVyIR6PA+jxGztCMYqQ1yFSD+wJPBq3PEx5X3q6fT6fPD/zn2nAUabYbDapcUI5wpxpAt7hcBif+9zncOrUKZRKJfyX//Jf8Oabb6LRaCCfzyOXy4ksIF11u12JbojH4wKglkqlPgCVNEkvU6PREBqs1WrodDoSbcn/NVhAQ5IdnHg46YNRe9WoTDAihHKL0QaUTd1uL4I0m82KAlSv11Eul7G1tYWtrS00m01kMhlpDNDpdDA+Po5EIoFCoYCtrS1YLBYsLy+jUCjg3r17+OlPf4pMJoNgMCiHH9dtfX0dlUpFavmwbgEBB8pvXTSY8p//k59ZKJlrxK5qPEA9Ho9EQvCQpiFNJYaeNx1GTTo6qGPAvwP+HfDvk8u/wJ7epcFPzdcEc2mE0Kih/sP9195pHU1u1s3K5TI2NjYEPAV69VKr1Wqf3tnpdJBIJPoAPdYLYWpnt9sVHtB7UalUkM1m8Td/8zf4q7/6K3g8HgQCASwvL+P69euIxWLI5/O4evUq/vZv/xY/+tGPUCgUhNcJGp48eVKce6SlQCCAUCgEwzAkQvP+/ft9+rqum0b5oteaIK12UnNttXHJz2gdkffh5zWYqlOlzIPXpFzUQAMA4WVtALdavSLSH374ISKRiDQk8nq9ePXVVxEOh7G+vo733ntP5C95pt1uo1wuSwczGqN8ftaj6XQ6fdEzjG5tt9vw+/0YHx9HrVYTQLlQKGBnZ6ePfrWjmvTDv6mra7uGxqvT6UQikRC7kDyg7UFtSxzEMeDfAf8CA/59XP79lSOeqJBpMIOT8Xq9iEQin4hU0b+pXOloJz30/1xsEg5RUSrAevP8fr/Uc2LoNgAMDQ2hWCzC4/FgaGhIajZQueI9NREDe8owCYURUoFAANlsVjaATOFwOOD1egV51BtD8MtcHBv49Agl89qaP2Oz2YRx2+22/K1BLPN6alDq7wOk7Ad6aUEK7NXoIiiYTqdx7949NJtNSbkgcEMFm98lsXMd6VHWQpgKLsG+bDbbJ7z3WysaMNqQ0PTF/x0OBxKJBAKBgNSPMs8d2ANa/77hhAdt2Gw2qTNCYUKQlbSjUX9NG0zbIPJO9N7pdIrnxefz4dSpUxgfH8fq6qrU/OAhyAgN8hONZholhmFIC08aNzzYGHFQqVSkSyWNW+4R23drj4GWLawDZ7FYEI1GYbf3OnlsbW3h0aNHIkuy2SwmJiZgs9mwvLyMeDwua8PPMMWENWZYy4VyjYc9n1kfhBoYZ44211tHN7BjKI17ABIJwfpljHYg+EA5QMCXaVler1eAA0YR8PC02WyoVqvY3NxEPp+X7iPpdBrZbFbmyQ5ZBGqTyaR0OOG+MQoiEAjIvmjvGpUsPrfVapXuJqxZQ28WeY1yQKdtaeWDdET5w8gaGvrMT2c6E2mG6837H/Qx4N8B/w7498nlXwB9xovZmKEjdHp6WjzPwJ5eQzrRqRcARFfabw1YaJaf1+vFPWCkZCKREGPH6/VKVyU6bDVNk4cMw5CaIoFAAO12G8vLy1heXpZrFQoFTE5OCp81Gg288847eOqppzA8PCygdCQSgcfjgdvtht1uh8fjwXPPPYd3330XLpdLiuXfuXMHTz/9tACP2iGtHZTaucpB3gX6y3XooT9vdmDrfeQemp2V/M16cdrRyufl5ymD2+1eI56LFy+K4ehwOJDL5XDy5EkpQPzxxx+j2+3Vf6Os1HJje3tbeI52WDabRalUgt1uRyAQEJnl9/vh8/mQSqVE/uzu7gpvkV6uXr2Kw4cP9xnoZntCy0BG3Widno6ERCIhr2sAXt/zII8B/w74d8C/j8+/vzLwZLVaRQEwg0uBQECKjmvgg+AMgD6v5n5Ir1acGfFkJh4CUJpYC4UC3G43wuEwUqmUoISsM8SaCVSUCGp5vV5RxnXomQZxNCrI56AiyM0h2MTwRK4VAReGvmkC52e4RpzLfvPVgBH/1m2xme6wH3hl3r9Pu48efMb9wEHN9M1mU4q7l0ol3Lx5EwsLC5JOwKgyHeZpvp6eEwWRFvI0sgzDEA+z/ryekwbl9H7qZ+f8gF7xt1gshu3tbRGEeu3IZOYUiydplEolBINBAVyJdjNFlfVDaBQCexEM5XJZPDVsfc6Crx6PBx6PB5FIBLlcDuvr60in0wIwk2c4ut0ufD6fhH/u7OxIrRceLNPT03jw4IF0wRgaGpLcZx12y0gAAHIN8jFrgdGIqlQqEmUxPT2NbDaL69evA4CkhlCA37x5Ew5Hr0nB2tqaFMzlNXZ2dqRmGw0othDnGmnPE/mSIbIAxIBkp04acTTg+Sz05NOLAey1qu109ureML+cRiqBfRrZNNSKxaJEzeTzeRhGL4qQ6cCMFGGBw1gshlQqhVAohGeffRZOpxMrKysSBQL0+IOGOnmLChPXlc8LQJQvLfd1BC3Xj7zN+kU8kHVdG8oTKnAjIyN9igU7hgA9GUOghN8hWFAoFDA6Ovpr4LR/nDHg3wH/Dvj3yeVfoL9GjK53oiMDJyYmxAij3qJ/SGs0mmhQ7OcUu3fvnjhZGZlPuREMBoUvuZ4EmOv1OqLRKABIxB7riJBfgB7PBgIBFItFJJNJdDodjI6Oig5msVhw6dIlPPPMM/B6vXjw4IGkZV65cgXBYBAnT56U71BPrNfrGBoawuTkJObn50WOOJ1OpNNplEol6YqpPfKcv9YB+aykIb6m0260bk96J/9rR6vuBMp11PYHZQWjILhH3HNe22az9UWf1mo1vPXWW8hkMmKUMg2X4POtW7ewsLCAUCgkqaqVSgWpVAqGYfTppjSKzY5UzWssPUKjmM9M24VA/c7OjjQv0HPlfbSTQPM876MjI4aHh/tomp/nOXXQAeQB/w74d8C/j8+/vzLwpJFbfTO7vVdYjZvCSfKhNAClmVEvho6eoWJCJUi/R4/g0NCQhGrXajVsbm4iGo1KFX++TganQkiPK8PaqdBrIEmHoVksFnk/FAoJcZN4qUiVSqW+OXJuhmGgVCohk8mg1WoJomoGTPSamFFa8/V0pJUOP9Tebi3w9N/m63OY39sPMebr9IKT+crlsrSr5vNSeSdarEEgXYeJ66eZQXsztZJL0FC/Zn5eq7WXjsF0AaA/x1XTp9/vRzQahdPplFaUer5m4PRJHIx2oFff5/Nhd3dXPMnNZhN+v1/SWjUf8FAiyKm7CtFgWV5elj0BIHvONEv+ZjFf1upi5F+xWATQOwxZuJBgsTb2eEBpTzvpgAVsQ6EQ4vG4RBjyUJmfn8fzzz+PdDqNy5cv90XYRSIRiYqk3CG/dzodrKysyME0NjaGXC4HAH0HBuvLMazY7XZL4WeGJFNhIY13u105pLRhSnrrdDqi1PBenU5H0mECgYAAvzabTXK6SceUM7VaTWrCMDphdXUVzeZe63X+ncvl0Gq1EAgEBOStVCq4ffu2rDUdD6QVykLDMCTcmsa/lr9MvSE9MjpVOyF4tuhoC51HD0AMTspz7vHo6GhfIWden3/zdX6XZ8RBT9UZ8O+Afwf8++TyL7C3Htrw5JyAnn5Cw5XAL/VLrcNQX9LGq9mRV61WcefOnT6dhbREngkGgyiVSohEIojH49jc3JTC/oxeJ1/G4/G+YrXAXp3MVmuvS6NZL2PZBaaQbG5uyvO0Wi1cunQJX/rSl3Ds2DFJUeI1ms0mTpw4ge3tbTx69AjhcBibm5vIZDKYnJwU2cN0S7OtYdaT9TDr2kB/W3a9pjoCgN/lnuh9pGFH/ZEge6fTEbrX/EFAu9vtStQ9G0Swft729jauXLmCXC4Hn8+HtbU1bG9vIxgMIhqNSmQDmykxUoX6Ns+BTqfTB2IsLS3B5XIhHA5LwwBGtLL5DyNadQdNbV9w3Qkkcz1oL5B+KGdisVjf+uh159oc5DHg3wH/Dvj38fn37w086QtaLBZRosyfYTiYDjU0AzBkOCoymsj1PfgeFUj9Oq/P0EOGsDcaDQm3Z60AEi0ZTBclZcSTJnwNSlBptFqtfYVALRaLpD1QidbRT3ruFDQAUKlUsLi4iKmpKRw5cqQv3c4M8GjG0htN5tFMZkZ89wOK9D592vua0ff7PP8mExMApOJcLpexsLCAXC4nQpd7Q48pr8V7kA7MoBB/MyST+2C1WkUp1+GDmj74klLD7QABAABJREFUXRpqZtDODCrRI66VVzMtAPgEzT9Jg4cRowzIA/QaMwWVXnh6mwEgmUwCgCD8OlLC4/Egn88LqMhrEgwF9jowkUdJExSwet8rlYp4+wk+Wyx7zQN4oJMOCWyy40Kn08Hm5ibC4TBeeuklnDlzRt6fmZlBu93G1atXMTo6KvVQut0ucrkcut1e/RRgL1KR4cmlUknA3Vwuh3q9jlqtBgACmlKAMxyWBxNpnXPU/EMabrd79QEYpku6BPYOPu1h47pVq1XY7XsFprvdrhw2rVZLIih4IFosFqRSKezs7GBpaQn5fB7dble6mFEJYaczGstslc7UKau118Z1Y2NDnlcbkXpN6GniXNh4gsCAjlzVBz7PCfIvlQPSKoC+PHebzSYKDaNbGPpNucH26zr9l8b0QR4D/h3w74B/n1z+Bfp1Ka6v1i09Hg/GxsY+oceR/kjT1Iv0NagfUbdpNpsCSlssFvGyA7019/v9WFxclIg9m82Gqakp3L17Fy6XC7lcTtIgCQTG43HhIUYHJpNJoQG73S58BuxFKayurmJpaQmBQAATExOSBkpa+9nPfoZ3330Xr7zyCp566qk+OdJqtTA7Owur1Yr3338fhw8fRjgclvQhOhi1Ya+dxmZjk3xIA0s7j3k9vfZcT/0ZrRdqMIKD/2vdndcjrRPYXlxcxN27dzE3N4erV69ibW1N9F3SST6fh81mw+joqHQN63a7Ur+FdhejAzkH8hRpr9vtSlQmwWgavFw3nUrc7e7Vpdsvw4DryEAD/nBNAfStcywWg8fjkXp6Gmx4EsaAfwf8O+Dfx+ffx0q12y+qxu12w+/39+Wx8uG4MFQiNFGQCLSRT0RSo37cDH6XoIfN1qt/QY8lo28Y/m8mMj4z70ElSCOZGqyw2fZCzellY/tl1l7wer1S8V2DWBrxbrfb2NrawtWrVzEyMiL1oPTYDxQyX9O8TtwT/m1eUy3w9ltr8733AwK5hwAETafyzW6Bd+/exe3bt8U7TKJnmoEmfiqk+vqctxYiFIJkFMMwBHhiAdtPAy65p2agSQNsFNqhUAh+vx+pVEquab7uk3JA7jcYlulyuSS8VkfK0ehwuVxIp9Pw+/1SRDaZTAroarX2csi5L7lcTlBzYM8QrlarGBoaki4fTDElr7FWDYBPCEqzMaPDPXkAM5wV2AtTjkQikn4SCATg9XoxMTGB6elpAaVtNhtef/11PPXUU3j//ffx5ptvSp601bqXQsxIS3p62DWpUqngzJkzOHbsGHK5nERN0hvFNaBhRvmjlQrWpwP2eM7n88k+0GsBQA4Ttl/XngjK0lqtJt1BuCY+nw/FYlFACrfbjVQqhbt372J9fR3ValUK9ZOHmerEPaERHg6HBbCnh6hQKKDRaCAUCkmxScpM8+HOoeWv/hvYM1g5f11PiIPpUPTaUd5zbYeGhhAMBsUhQaWG0Tp8RgBCwzpt7SCPAf8O+HfAv08u/wL9XbEIJFN3rdVqGB0dlWg7/VnyltYlGcH4ywwtAp/U3TweDwqFAvL5vBgjNA63trYQjUbh9XpRrVZhseylbbBhEAFQvdfaaKX80Y4/7hnB4VarJWlCBKTZLObixYuwWCw4f/68yA4C2PPz8xgfH0ehUEAsFuszePRa6ahNrc9y/TRtUw/l++R7vk861eAp7/NpeidBZhrTnDufp1Kp4MMPP0Sn08Hs7Cx++tOfYnFxERsbG7hw4QJOnjyJ3d1dXLp0STpcksaz2azIUbfbjXw+j0ajIdGDTKdhqi7npfVt8m0ikUA+n5d56XRlHS0SCoUkOpP7yWtq3tb0R9lP+UYbzuPxiFzjeum9Oeg8PODfAf8O+Pfx+fdXBp50RJNWPpxOZ19nHf7WRGMGAvTgRLhoBB46nY7ckxtHRYTKr1ZWiEoSHTWjgLw2iZ8ACjdRI9B8bqK7ZFB6OAnCaAVVCxMNBlHBf/jwIZ566qlP5NNqZU+vhX5fM4fVahXgSgMzwCdT5sxAin6fTGgGgDi0AcF7M8S9Vqshm83i4cOHuH37tqRfAOhLtdgv3JGIP5Fch8MhwpIMRAWaf1MY2Gy97kgWi0XaVOs5aMHEe5vpS3v4dW0yPfR6MJdar9+TMlhwkMKt0WhIKgk9I8Besfd6vS7dM1KpFBwOhxTj5Z6QBmkYAL21dDp7rV9ZO40RBLVaDe12W4wjHnoAJJ3DMAyJIGReO+mm2+0ik8kA2KNr0oumLZ/PhyNHjuD8+fNipHe7XYl+KxQKCIfD+MpXvoL5+Xn8x//4H5HNZhEKheQ5mDPN4ozk88997nP42te+JrVTaBQyooMGKw9z0j4LGJfLZXlP01alUhE+0GvBNaKx6na7habpVWLkJmUlX+OhVq/Xkcvl8LOf/QwLCwuyzwSPyUdURlqtFqLRKNbX1/tkrZaXVqtVOl1pJYzyiXzNg4vzZVoOlSoCGTTQmSLNe7jd7r70Zb/fL2lATqdTIkXy+Tymp6cRj8eRy+XEMNUKxNDQkMyDSgFBBD7PQR0D/h3w74B/n1z+BfbAQM6H+8J1GR8fl3WmzqINKq23cK+oY5v1akaraaNOe/wJ5FInYnTZ7/zO7+Du3btIJpPI5/MoFos4dOgQcrkc8vm8XJ8FicmzhmFIvVSfzyc8NDw8LAAjX3M4HDh+/LikCzHa0uv1olarYWlpCUeOHJHPU9ckSEwa1gYW58yh11c7GbUNoNdU69d8T++V1qvJF7wPx366N41CphTfu3cP169fR7fbxbVr11Aul2G19oo4X7p0STpUUn5xXXgv8rjmZYtlr8V8u92WAv3a0Wux7KVJd7tdnDhxQspi8BwA0Je1YbFYEIvFMDQ0JDYVXzfbNjryRIMK3FtGSgaDQWxvb/dlmWgD+yCPAf8O+HfAv4/Pv78S8ESPqUZySSCMAjIjivwswRGz8b7fA1ute7WLms2mhJSZw/T5/W6326cIE81ttVryXFTuOAhikRm4mObIKM0AGqACIKFnesNZC4KEYxY8+XweDx8+xIkTJ6R4qr6f/r0f8ERFVoNhfEYSJonHDDz9MtDPDNpwnamIMq2BP61Wr2XjgwcPcOPGDYn4ovJarVbF80sG115Qv98vaRtmRX1oaEj2nt5RGkhcf7fbLUzK9uD7zY/CT6O9WoABPUHs8/kEWNSDa0LFVwurJ2UQ1NPpETabTQA/FvIF9vii0+mlkVKQMmSURQ01sKcLAzM9I5PJiOHEaxF9t1gsUp+N9KQjOHQIMfmINBKNRiXUlwKVRh//brVaUpSXhzzv4Xa75blmZmbw7/7dv8O3vvUtLC4uAtjrvKnzrpvNJr70pS/h61//Ouz2XotzggDZbFaMf52WRKOIxiqBSxpyAMSwpcHW7XYlDNlisUhkCJUGHmish2Ox9Bo6sGA0DVbuL+fZarWQy+UktYc0oX8qlYqkD1cqFfh8Ptkv7h/nwQ5jfH5GHzJihfKDoDGVGu5nrVaT65Of+ew0OGu1moSwU3lhGhflgq5RMzMzg3q9jlAoJKAMDX56BhnRw5BnXpMG9EEdA/4d8O+Af59c/uWgXqYV9UqlglAohImJiT59i/qb1rGpx1AP1AYE+QTYi8ogP7bbbYTD4U8Uo3W73ZiamsKpU6cEXD59+jRCoRAqlQouX76MZDKJWq2GYDAo0QoOhwPlchkejwdbW1uyr3xWt9uNRCKBkydPCt3Seejz+dDtdvHo0SMAvbSiarUq6bJHjhzB1NSU0AUNN/IePfdmQ5F/6/fNzki+r+0H/RrQn6lhNni17qgjMMy6OfmBYK1hGFhbW8OVK1cwNDSEbDaLQqHQJ29Yq5bgNB0NBOfJW3a7XWq62Ww2scdKpZIAzxqMpc1CPrZarfj4448xOzsrTSUYNEDHAPVcbZ/QpuL7tJsoSzh0wIEGW9jsQNuH5AXS70EfA/4d8O+Afx+Pf//ewNN+xrzZcKd3ix1XNNBCQiKwo6+pgRVNZBoxNk+eyjHfI9DDwqBerxeGYQg4Q2KgN5LopQbMHA4HisWiEJmOxqFiZwat2KrYYrEIQTkcDnk2Tdj0ZHIud+/exalTp/DUU08J4ZqZ0Yzgcp35P++pASb+5rzpndURQ3oP9f8cmslZT0FHFDFtLp/P49atW7h+/Xpf2J++J5lHgzmdTkfyWdmGs9VqSYvPYDAoe8M5c1+4lvSYEgitVCp9XXr4m4qzpju9lpynw+FAOByWYqqfxgP7rdeTMCqVSl/RXCryFMb0eLDLkt1uF6CWa89Dj/xgsVgkEoMdl7TwKRQKAHrAH79Lo4VREzQaNCDNfeP/jGRktB0NaQpS7mGpVMLo6CgymQzS6TRSqRSmpqbkQKW8qtfr8Pl8AHp0+dnPfhZzc3P48MMP8eabb2J1dVUMURp03/jGN/CHf/iH4vlhpASNZPI2C+92u12pq8KCxzwsaTzSqG42m9KdhHKSRjlBTkZ88l6UGfSoEZBnXRj+Jr+4XC6Mj49je3tb5ArXsFAoYGhoCIFAAN1uL+/f7/djamqqz/AluE+aYYHfbncvDJseQP0ZykedFsYuKxrEp8FOw5RpR7w3a/W43W7x/jBVp9vtYnZ2Fu12GyMjI7IeOzs7csgyzUdHpVB2msHmgzYG/Dvg3wH/Prn8C/SXTAD2PODVahXRaFTmD0Dmr40v7p35mtxDrafTWUcapRE1PDwsZSF8Pp8Uc7979y5WV1eFXwKBgADZjDi02+3Y3t6G1WrF5OQkpqensbm5KcAu6bVYLKLVakkDAnrTKWOGhoak0C6deewEabVaMTs7K3KpXC5jbW0NwWAQ4XBYgFRgz7nMOXI9aMxrZzHXRuuUZo890B8pwaGvpWUbP0tbSEdp8FmoN29vb+MHP/iB1JYjiMvoUEa3BAIBjI2NIZPJSJdlbYwCe2munU4HIyMjsNvtUjiacsZi6dWhZckRygC+V6lUsLKygkgkInwYCARkTuR1RnpqWqPBqW0RbbcRcODg2tlsNgE+uH8aFDDT9kEbA/4d8O+Afx+ff//BEU9UePjAfI03ZyFPPpgZsNJAjBlYMV9LI5MkLCpOVPA0eAT0CKxUKsHj8WBychIej0eq8tOjyGKqrPweCAQwMjKCdDotDKFBIwoAMj8VVwCixHOjtWLHlIVutysIKpnIZrMhk8ngo48+wtTUFOLxeN+acnB+fCYNwGlG0etoBq+oHNIw4HPsB3Jp4qFCzu9T8BEBbrVaWFhYwJ07d0QRp2GhwTYCRGRgIrwEp2KxGOx2O1KpVF8oPY0ms0eAAopKLo0BGkBmAI70YaY9M33Sa63TSM2Dz8z9f5JGNptFJBJBMBhEMplEMBgUI5WFXOmpYY5xMBgUw4vrzm5GjA4jCAzsgdEEfmkIaSHG12jkEKCk94cAotVq7Ss43O12JXIRgERnkJ8AiCfBarVic3MTb7/9NjweD15//XUpOkz6q9fruHjxIhYWFnD06FFsb28DAP7Vv/pX+N73voePP/5YDsV/+S//Jb761a+iXC5LpITdbpfaKDSKWF9GA55aBtD7wZovbM/ONChGfBCkJv/x0GEjBR5A3LN6vS5AgD6MGW1gsfQ8WFyH5eXlvoLOui5Bo9GQNrnxeBwulws7OzvCv/TiMBrBYrH0zYleHMpEKjShUEjqBNH7puUlr+Xz+VAqlWR+BIVp0JIWeQ7QgGWNBYYWayWRTgPSCWmGMkEX6z6oY8C/A/4d8O+Ty78A+vQ08gQNTp/Ph2g02qf0U4fqdnvRgPwsjSWtU2rnI69fKBRk3WgcrqyswGazIRqNwuVy4b333hPDyGKxCLhHndlq7RV1Z+QkaTOfz2NoaEhSdx0Oh+jerNNlGAZSqRQajQZ8Ph/i8Tii0SgajQbGxsZw6NAh3L9/H/l8Hi6XC5FIBOfOncMbb7whOpvb7Ua9Xsfa2hrC4TBmZmakGxTnr41TcxQDsOf41sYpgL7152d5LdKdNk71PvKzGgDmNfk+5Wq5XMbbb78tbeUtFgsmJibEKVur1dBoNCR68NGjR6hUKkLTlMGcB/V5ngfLy8sybw0cawOeNhNTWPnDDpYTExMYGRkR5wXnQ7mk10bbWzqCZz8DlGtN+RONRmV9CNLwHDromQQD/h3w74B/H59//8Fd7TTQo1EyoKcwEaDRRj8JC9gjIH1dM9FwcOEYHq4RUQ3C6E3SKB6jjrxeL6LRKKrVKsrlMiYmJuD1egVhrFar2NzclO9zI4aGhkR5tFgsssG8l2EYgnZ3Oh0pNM4NYrQRi60SjCLhGYaBu3fv4uOPP8Yrr7wi4XnmteGcCXxRySPgwmHeE64LP0+Uld/RaKVee6L4GqHlZxj9VKlUkEqlcOfOHWQyGdlzKpT84TqaQUKPx4NAICB5xswZ9Xq9KBQKIiC5ThoI5P5qJrZY9tI+zHSpAblPo2m+z6g4M43xeowUeBKBJ0Y1sOg7aYQHIo0swzAkNaNYLCISiYjiT0FDDwqwJ3QMw5B6ITQ8adDQeGu328jlcrK+jBLwer1wOp1ygDI9k8Aj64Bo3kkkEtI9kQY4AVGGGd+7dw/5fB7PPvts38GbTqfx7rvv4s///M+Ry+UQDocB9Ix7u92Of//v/z2+/e1vo1gs4oUXXsDx48cllbPb7UptlmAwKIeInitpl89DgcxQWUbqUb5Yrf0tTZni0273CvpRCdDpOYxoIdjPg81i2Yu+9Pl8fQb03Nwc/viP/xjf+ta3cPnyZfGocb3r9TqCwSBOnz6NiYkJnDlzBrFYDP/tv/03rK+vS9cs8iFz/30+HwqFAiKRiMhGj8cjRQjr9Tr8fr8A1NFoVNaI+0pAgkYraYS06HA44Pf7JWx5bGwMKysrQpcsRB0KhYTmNbhutVr7QHHyBGVjuVz+x2G8X9MY8O+Afwf8++TyL4A+nY36DHWKRCLRZwiaIwi1fqsdjma9l4MALQFGp9MpQCKj9m7cuIFmsymdArWhRr4tFosC7nU6nb40Em0sUuelDjw7O4vNzU0xnLvdLra2tmCxWHDo0CG8/PLLiEaj+I3f+A3s7Oyg2+1icnIS4XBYdF2uFYsSb21toVAo4Omnn0YwGBR+0YY75Rr/1vSiPffmNeSPNnZ1pAT1QRqqGjTgfbRxzGsUCgV873vfw/b2tkRY0hl+9OhRzM3N4YMPPsCDBw9gsVjEKc7v6xRVdp9qNpsYHR3F3NwcPvroI3S7vfQndotsNnsdHycnJ7GysiLpqhMTE0ilUkIzjGoZGxuD3+/H3bt3JT2ZUSjacNVryb8ZwamzQbh2lGPco06nI04NTbtPyhjw74B/B/z7+Pz7K9V4MjOTnoQGiIB+IEmjeWaDXl+Xf5Mo2cmH6QNaseU9NNBiGIaEodG7qZWinZ0dzMzMYGJiAjs7O9KSkAoglftQKAS73Y5MJoNSqSTRNPTuUhklUVCpNIy9TnydTkfqafD5+D2rtVfc8+c//zk8Hg+eeeYZKW5tRhw1CkvhY56zBmXMBEHC4W8SlmHs1Z/i/7y+jnDiYCHxra0tPHz4EMlk8hPClM9E0CkUCknurxYu0WgUQ0NDyOVyYvSwPgU9r3w+KuPaG8zr8Zo0fMyoq6Y7Aot6cJ1Ia7qOkxkZN9P0kzToWW42m2JUkOZpiOp6WzQ2CapS8JAP6WW2WHreeNbz0Og+ja5GoyE1ZGjkGYYhQHWlUkG5XEYgEEAkEkEmkxHeYXoP01HYsaNQKAjIy7RcoLefmUxGhCoNdfIwD+1cLicGYbFYRCgUkoPi+vXryGQycLvdWFlZQafTwejoaJ9hxoi8arUqXSlIozSeSEc0LLvdrkRbcP34OuUm6ZOyi9dg6DKVGgBiyFH+MtyXh52OcmFNldnZWfzxH/8xhoaG8P7778uBx8MuHo9jdHQUr732GtxutxQm5FoxfYbrxnQiemJoeAMQgCQYDKJQKMDhcGB2dhbZbFbWj/TCSIednR15dl7L6XSKkc2UatYlomdwdnYWMzMzfecI0JNZDEHmWjJK1WKxiIfooPP1gH8H/Dvg3yeXfzmoV2iD02Kx4MSJEwK+auetua4YjTSt93GttZ7icrnw9NNP4yc/+YnwGQAxgBjpyL8pCyhbLBaL0IzL5RKd22q1IpFIYHt7WxybrOEyNDSE4eFhMUQJiussAfI3+T0UCiGRSMiaENykXkranJubE96ifNAgpR7Uc6k3U75wzblO1HGpk3JdyXfaNiFfav2Tf5ud4nRebm5u4q233kIymRSQgnIhHA4jFAphdXUVGxsbfTKFwC+bQ+io0m63i2AwiGeeeQapVApjY2NIJpOi09OW8fv9OH78OPL5PNbW1sS4JNjPdTl58qTUnG232wJ2U+YzXYuD8+VaABB+1795fW1DGIYhXc+1U1mD9Qd9DPh3wL8D/n08/v2Vu9rpTTWjjPsZ6Nr41yF2GoEzA0hUVMPhMHw+H3Z2dlCv1/uIh9/j5/keFTwSfqvVgs/ng8vlQiqVgtfrxaFDh+D1erG8vCyAB4mr3W4jk8nI9zWwo72GnJtOc9BIN0MY9TrpeTLF7Ac/+AEKhQJefPFFRCIREUTmdW6327IG+lrm6Byr1SqEoMM+9TPztw6t63a7n/gO16BarWJ3dxfr6+tYWlpCJpMRDzQBG3YxojBNJBJwOp3yuvZa1mo1EVA+nw/5fB75fF4AJEaKARAkWBdE3a8gGoEnM2CmDwn9ec6Z16FRoQ8BsyJs/v9JGpFIRKIZrFarHBKhUAjpdFpom4KFYaWxWEzoWx+W0Wi0L9ebe6vTNPx+P1qtForFokQJkCdJ06TZcrmMRqOB8fFx7O7uyiFNI5qGEIvwGYYhBheNRx5o3W4XhUIBU1NT6Ha7fQVubTYbyuVyn9F47Ngx+P1+DA8P43//7/8tHod4PI5isYhqtYpsNouJiQnYbDbU63Xk83nUajXs7u6iUqlgY2MD2WxWoixffPFFqXkXDodRLBalMDJfJ70x9YSHE0FwGlvFYlGAbT43r8PP8bDgupN/6LngfYaHh/Enf/In0oWyXC5jfX0dgUAA8/PzmJiYEHCh0+lga2sLsVhMogzpGSPQQbCYoDsP2XK5DJutV8w6lUphfn4ePp9PahHQYLZYLNjd3ZXaMCx0SaOcbYo3NjZkXlSuaMzOzc1JLR6+TplOcITRI0xRYhq1xWKRoowHeQz4d8C/A/59cvmXOgr1LZutVyPE5/Ph0KFDnwAxtceeerGud0aaAfb0Z3NEO2tpck8ICDM9l/ojnXvdbhcjIyOSKtLt9lJ39bNwH/gcNGr5bDMzMwK6bm1t9YHKTqcTyWQS7733Hn77t39bZJU25gl8a6NyZGREnqfZbPal6uqoBrMRb3b4AhDgl/qd1oe1Xkj+0c5JykYtSwms63tsb2/j4sWLWFtbEx5KJpOw2+2yvr/4xS9QrVYltVTLAfIh9WuHwyH1dc6cOYOFhQUkk0mREdTdbTabGMhvv/228EkgEJDoTNLDyZMnUalUZI8cDgeCwaBEDxIc5uD8uZd8jc56DrMzgWsE9JoxMTKIQ9PHQR4D/h3w74B/H59/f+WIJ80w5tf54Bpc2u8aJHodIcXvApACqsz7X1lZEaVao3UkSiK/2mMrE1X1jex2O5LJpOSbhsNhrK2tSetJTbBkVnrrqGzp3E1uCoEkzpkKkcVikWKh2vtJxdNmsyGXy+Hv/u7vsLm5iVdeeQXj4+PweDx9yDjT3zh3zXwaqOJrOvqMCqd+n2vd6eyl1hG04WeoiKZSKaytrWF9fR1bW1uoVqtieBDoY7E1go+hUEgAQ+0ZJe0MDQ1hbm4OtVoNKysrAiTR66v3kmGkOjqLwlSvga6/xLUnw/C59NzN0VpUZPVamdfVTK9PyvD7/RJ5x9zvUCgkhgJphBFfXN9AIIDh4eE+GiKS73a7ReE3DKPPEDEMQ4rJOhwOafkNQFB+FnHngUrjp1gsYnR0FNVqFZFIBPl8XgwsehIA9NVXo+AkfTBSgUYKZQdp6JlnnkE6ncbi4iKOHTuG3/u930M2m8X3v/99eDweTExMIBaLCbjaarVw/fp15HI57OzsIJ1Ow2KxyH3JPzxcAeDKlSv45//8n+PcuXMiB2ho00tAuufhBey1NmUOOZUAc0MFerJ0CC9lH2WFxWKR8FuC+Xy+RCKBR48e4cqVK33dUFiLhoWJuT/k92AwKIZpp9OR+i86MkbXAOKBvbW1Jcasvp72UIXDYVgsvQ4fQ0NDGB8fR7PZRCqVklx6AHJthowfO3asLyKSckm3kaXyls1mZb1JqwQSDuoY8O+Afwf8++TyL4A+/Yd6hc1mw4kTJ4SXgf4OxPqHhhp1P/1Z/q0H+Yw8xcgGtj3XKRVMGWq1WvD7/YhEInj06BGsVqsYVKRR6lr8AXr8U6lUsLS0BLfbjYmJCRw9elR0NRpEdOheu3YNhw4dwoULF0RHoz7Ga5LPAAhwncvlJAuCILSmP7MBS/2Og0ah2Vg163n8remRz2F21mojvlAo4P3338ejR4+wvb2NYDCIl156CblcDul0Gvl8XqIXGW3J5jq0G8hbsVgMhw8fxrlz52Cz2fCjH/0IuVwOS0tLSCaTACBRLwTmKeetViuy2azYKMPDw1In8NChQxgfH0cmk8HKykofOED50un0OmJpvtKGvOZ9Gqm0V0jjpFnKPO4hZaHWyRltepDHgH8H/Dvg38fn31+puDiVXL3R5s3VQzOgnrxWWMyfZ8QLkb5YLCaKHIEJEne324sySiQSaLd7neaoqJIodf0Ibszi4iI8Hg9mZmbgdruxvb2N5eVl8apSsdTAB8PdNFrI+dntdgSDQQGmqFARJNKtsAnaEEFnlNWtW7eQTqdx/PhxTE5OSiQRC4uRSEhoXANeUxsXZCwCUGYm5A9TF5napgu3Z7NZ7OzsYGVlBSsrKyiVSqjVanItEiyZg+sTjUYxOjqKnZ0d5HI5WU/u4fj4OE6dOoVYLCYhgn6/X/YX2CveB6BvLzl3goR6bvvRkhk916+TwfUe2u12eZ2f1XTMlMAnbXA+NPSsVqsUL3S73fD7/cIj3Fsdcul2uwX8o6dnY2NDDC+m0TBN0m6399GkjtLb3NwUOqYhqWk3n8+jUCgICFipVPoMt3A4LEJfd9sKBAKo1WpCxy6XC2NjY+Itp9D1er14+umn8eyzz0px3hs3buBv/uZvxHhiKHOj0cDm5ia2trawsbEhRu3u7i5arZbcj+m8OmoumUzi//yf/4Njx44hHo/L+jDVhM9D+ULvg9PplMLHNCKpQNCI5FrwcOc+1uv1vsgBHhYEV6n83L9/Hz/72c/w85//XNYnGAwKGMDuU+FwGP/hP/wH/NVf/RXefvttGEavwODy8rLwQ7PZlNotQE8esY6O0+mUYoes5cJoHIfDgXw+L89F2dlqtSTSNZPJIJfLiXwiIE/ZBfRAmTNnzsg6kH9psPL8oWwhwNzp9NJ2stnsgVd6B/w74N8B/z65/Av0IrfJRwBEtzx8+DDsdjtyuZzoOAQgyXNU/hmVQDAT+KSTja+xlTbXMpVKid5Iw4Fgp8ViQTAYlOdiKiv3gymb/N/tdiOfz4u+5/F4sLm5KXRUq9Xw8ccf4/Tp01hbW8PU1BTS6TTS6TScTqc8Fw1nAKJ7mQ2ZbreLq1evIhAIYG5uTuiHeqXZqUm7wux41Log11dHW/A71Pm045fXpUw0G6xDQ0PY3NzE//pf/wupVAoWSy/SdG5uDoVCATdv3pTUJ66nxWLB4cOHMT8/j4sXL8rzT09P47nnnsP8/HxfjdQzZ87gwYMH2NnZQbPZFDlN+4f7UqlUkM1mRS7FYjEcPXpUgPBkMomHDx8KmE45ffz4cdy6dUsyFIaHhyVjQw9t7JN2SGPakauNfW0zUK7w+7SBuAcHdQz4d8C/A/59fP79BwNPVDDNiKJmxP0AAH7WDBCQicygFRVkvheNRgW80aio1WpFOBzG+Pg44vG4hJ2R4fR9qGCT4Kios85TuVyWeQA9BTQWiwnCyWtq4tegBIWQ3lDDMFAoFFCr1fq8mbIB9r36RYwK2tjYQD6fx7179xCLxZBIJBCJRODz+eD3+yVl0Lze9IpqxJNC0gz66SgnCg5ep9PptcvOZDJYXFyU9INCodBHWBrMofJNgqVgqlQqfXtss/XS744ePYp4PI7d3V3cvXsXxWJRCJp1Kfh9c+ofhQnbP2vvwX70SsHD59R7bJ4L52dGz/V+/zKg6yAPGpLAnkeArUBJB0y9sFgsUn+LhQYp+Gm46s5V3HcKOe2V4PecTqd4abgvujguaZn/0zjWUYX0MvAa5ON4PI50Oo1Go4FIJIJwOIxMJoMzZ85gYmIC1WpV2q93u72iyDyofT4f/vRP/xRvvvkmXC6XtDe1WCzIZrPY3NyUjlmMEgB6UR9sUECeIVDOZ2s0Gtjd3cUPf/hD/Ot//a/7OlAFAgEBXAlIMwXJZrNJa1uuIedP8Hl7e1va2rLgPWWiYRh9deAoY7gPhUIB2WwWyWRS0mEIZFSrVUxNTcmeFotFeDwe/OZv/iYWFxdx7949LC4uCsBBsJiyh/VWaMCz+QIAWSvD6NUC8Hg8sNvtmJ6exvT0NEqlEq5evYpms4lyuSxRGFTUeC/STqfT6wj21FNPYXR0FJVKRWgX6BWbpoeGAD73iXULbDabdFk5yGPAvwP+HfDvk8u/wF79L60TBYNBzM7Oyus0wLSuQhriWjCKj/9rPVQPRtLRQKPh1O12RU/kvrdaLanNVqvV4Pf74fV6kcvl+tJmGHk5PT0txYuLxaI0dmF0P+vE8LONRgMjIyPY3t4WL//c3JyAhzR8dPQD6c1qteLKlSuYmprC0aNHJS2XQADTkYC9yHZtvPJ1bRNwaMep/o52rlPf03tDWUt7gvtCcJkRDOvr64hEItK1eXh4GJlMBsViEU6nE1/5ylcwOjqKYrGIUqmEEydO4MiRIwJQ85kNw8DMzAxGRkZw9+5deDweqZVz4sQJcc7XajVEIhGpUzs3N4eZmRlpztDpdLC5uYn19XXpgGa1WvHMM88gl8v1NYkg8KGHtie4PzrTgecIaZlrST1cOyh0xA4d6wd5DPh3wL8D/n18/v2VUu30Zur/u92uhIebh2ZAjVCSUPW1OFFOzm63IxwOC+CgI346nY7kHK6vr4unVRfHdjqdfRFGHo8HoVAITqcTy8vLoojyubmRPp8PkUhE3ucmaXSQc+Izl8tlqRdFwaNBNX5XCw1eF9hDdSkI0uk0crkcRkZGEIlERMEKBoOi9GvFnql7fJ3Ewvm12+2+Tj1cH86n2WyiWCzi0aNH2NjYEKGk63jo/dX7RsHlcDhQLpfh9XoRDAb7GG94eBhHjx5FLBZDKpXC9evXkc1m+xRnCliCaxaLRbz3WsjQqDLnpn6aENcAqfkzfJ0otPn7TyLQZB75fB52u11SXRh1QA8Mo+4Mw5BUnkgkInsTDoflwGSBYAAidDQtMc2UaRmk93g8LgXpO52O1Kihh7/b7UrkGyPe+GzsgjE5OSlF8xiR6HQ6RTh7vV4xtMfHx0VOLC0tScMA3ptRjt///vfFkG21ep0i6vU66vU6dnZ2hO5brV5Xx52dHTz//POSt02+YsSf9ozY7XZcvXoVuVwOPp9P5thq9dqr0zBkZxJ6NbRRy5QZdpRg7btarYZ8Pi+F+mu1muwFIzBoIOo0Ko/HgxMnTsghVq1W8fLLL4tXpVgsijeNBiiLT9tsNolg4XoR1Ofz1+t1jI6OolAowGazIRQKIZVKSTFsoAeUE1hmNOXU1BRmZ2exuroqHb/YopjdVoC9KE6gFw353HPPwWbrFZ3mM2kng91uR6lUkigQNnzw+Xxot9twuVwoFAr/H3Dl338M+HfAvwP+fXL5F+h3nFFnHB4eRjwe7wNu9zOUgL0ukeQBXvPTdB7yMXVNRtQR3GNHYerhNARJK/Pz84jH49jZ2RHHa7FYlM5Nzz77LC5duiRyQEfn8fqrq6t4/vnnsbi4iHw+j/Pnz6NYLKJQKIjXvNlsfsLZrPVqdsI6ceKE2A0E2imftM5LAJfGENdIG/lcZw1YmtNF9rN1dKSjdr4ahoH5+Xl885vfxDvvvINHjx6h2WxieHgYzWYTiUQCgUBAZG+tVsOhQ4ckPea1116TKM92uy1RLWtra0in0xgeHobT6UQgEMCzzz6LF154QWwdpkHNzs6Kbs+aNPfv38ft27fh9/uxsrKCQ4cOwe/3S3ot1//atWuwWq0CmLtcLoyOjvYZrjQ8tS5Ne8zhcEikhXaGmNeee6x1ef4cdPB4wL8D/h3w7+Pz72MVF9cby0HPn0bVODSD8T0dBmf+jB4ej6evxg+Ji6DD4uKiILsacNFhYwQw6MlkTScdNURiJxOwAKaOhCHBa9SP36eSRKFCEIPMQ4I6fPgw0uk0UqmUeAB12hw3uF6vI5VKieLGn7GxManbQcLh0AAamZwFyUkoVOa5ToZhIJ/PY2dnBxsbG0ilUhJCr8Ez8zrwNwUFlddut4vd3V0Ae556n8+HWCwGl8uFUqmEO3fuYG1trU/JZuRUs9mU/GYqnxqgbLfbyOfzqFQqUrXf/Hx8br7G62tPxH70Sw/tP7UxOzuLnZ0dlMtl+P1+EULcL9bksFqt8Pv9kiLi8/lgtVpx5swZ/PjHP5ZUCQKZRMyj0SgajYYYZz6fr6/NK/djZmZGrskIAaaIWCwWqS/S6XQk+kB3ciAoy2YDlUpF6oaEQiH85m/+prR3z2QyuH37Nj744AM0Gg0Eg0GEw2FMT08jFAoJyDs9PY21tTWUSiVUq1UptphIJGSdWN+FAG2z2ZRw5tHRUeneSM8IeY9hz/fv38czzzyDZDKJUCgkUX6dTke+Q7oOBoOwWCySAmOz2cQgpNyxWCxS6Pe///f/jvn5eczPz2NsbAxOp1O8YKFQSIwzt9uNtbU1tFotxONxvP766zh06BB+9rOfIRgMYm5uDrFYrC9y0zB6IdHf+c53sLS01CcPXS6XRIQywsVi6YWIMwqGgx3QarWaRNnQeG+1Wtje3kYymYRhGNKunTVhuG/1er0vcrXd7tU2ePrpp/tSdF0u1yfSrW02mzxXOp3uiw5qtVp9RRgP4hjw74B/B/z75PIvB8E36qqjo6OiI2m9Q0dVUI/VwB0dc9R1qCdpfZoeb8PopTjSICVQ1+l0JOWGBW11ZOHy8jL8fj9OnTqFWq2GtbU1WK1WKXOQy+Vw6NAhLCws9BWLB3o6WjabRb1ex/379zE1NYWtrS189NFHOHLkCJ577jlZDwLehmFIKg8dq1arFdFoVLpW0mAlbwIQXiOtU98FevVwWE+N66j1QkZsUE5oXZYGqt4P3s8cDUDn9szMDKanp5FOp7G6uop0Oi10XqvV0O128fzzzyORSEgqTqfTkUgTGvMrKyv4u7/7OxSLRQFjAWB5eVmiT86dO4f19XW8//77sv9AT+4lEgnkcjncvn0bw8PDSKVSyGazqFarmJubg9frxdGjR7G9vS2dpZlCTFk9MjLSR7ukJdIZzxFdCqTb7Uo5FDpDSBfa9tC2HvfEbDMexDHg3wH/Dvj38fj3sYEnToYPRMVCG/5mEEp/Xocm6mE2/JnHWCqVBDBxu93i/aW3i0RnjnzhIrdaLQlX01FVJGS9Mc1mE+l0ug+o4CDYQtCE6QFs+5xOpyUMzhw543A4EI1GkUqlREHktThvp9PZ5+HMZDLI5/NIpVIYHh6G2+0W4InMyu+zxgK7wJmVUM6FXX6YZphMJkXQkOmJRlO504ixGazj+lOYMHoJgNTHqtfrePToEVKpFHK5XN+86fkGICAZ78G94V5YLD1vfKlUwsjISJ8iq/edr3GvNTprvjaBRhotGpzSP0/q8Hq9mJycxNraGjKZDCKRiEQosiAtAKnhFQ6HEYvFZM6nT5/Gj370o75C8kyXAHr0RJoPBALY2NjoowfuRSAQQDQaFb4fHR3FysoKKpWKAI5ut1sMRdIjoxG4x/xN70+1WhV+cTgckvZx8eJFmVMmk4HVasXdu3cxOTmJY8eOoVqtYmxsDKVSSfiHcwP2gFMt1xhFQA8S3/P7/RI+nclkRKA3m03cunVLwptJyzT02bmC/MW0Ekac8KA0A8aMINnY2MCjR4/w4x//GIlEAsPDw3j++ecRj8fR7Xalm+fu7i4KhYJ46DqdDoLBIP7ZP/tnWF1dxcLCAoaGhgTMZhrQ97//fXz88ccIh8OIRqOYnZ2F1+sVYCIej8Ni6RVB3t3dRTabxfb2NqzWXue1dDoNv98vHpp8Pi9h5DzwyPMsaA1AIm0KhQIsFovkwbO5QbvdxsTEBKampqTIIwCRD0zvyefz8j0axjwHeFgf9LptA/4d8O+Af59c/gX29FPtbT58+DBsNptEMpBfGcmoHWiGsZcaqVM5+TmgP7Lb7/eLwcQoSBpw3MdEIoF4PI56vS48RG87I/743aeeegrxeBz379/HvXv3cOfOHfzGb/yGpETSeCIwm8lkYLPZsLOzg/HxcczOzkr5BkbEHTp0CN1uF7VaDVtbW2i1WojFYgB6Rq3X6xXjR5eGsFgsWFxcxPXr1/H0008jn8/j2rVrAgSTBwKBgHSxPnfuHAKBgOyD5k2zI1lHgmqHJo0uvac6c0Eb2yMjI6jX63j48CGCwSAmJydhGAbGx8fhcrnkewROO50Orl27hhs3bmB1dVWM9UwmI7TPzI7l5WWMjo6i2+3i2rVrIk8mJibw4MEDdDod/MZv/Aa+8IUvAAAuX74MoKdbs5bt9PQ05ufnsbKyInK+0+nVnwsEAvD7/X30q4FooL+YNJ3D3B++z+gIHTBgNlTNvw/qGPDvgH8H/Pv4/Pv3Bp7MwBHQX7mffxPs4Pv6t/lvoo18TV+XhMLfrGtEAIGASKFQkA3jNbhAREc1sMO/AYiXzxy+x/vr1AU+i8WyV2uBxdoSiQRGR0cB9MAWhpRrxZrr0+l0UCqVcOXKFWlnrGsp6O419FizrlWr1UKhUJA6DAyt1HvR6XQkEohF1gmkNJtNeS5ddDWfz/cxH9eHSiOZXKc4mkEsjaJqjyrXjDUZtre3JQWCyjvvAUCMBXp7qczqfee9a7WaKLjAXiqkpi/upUa69Xrxb+47DS++vh/dP6mDRtHY2Jgo8T6fT5R3ApYUPoxq4DpcuHBBjCSG5tJzQaSfkQ/MlSa/kAbGxsZw6NAhLC0tIZVKwWrt5TTTyOE1bTabpFJ6PJ4+8Jj74/F4JA+bnaFOnDgBl8uF3d1d3LlzB/fv3xfQ02Kx9NUSW19fRzKZxNjYGMbGxjA7O4ulpaW+iM1yuSxRCuQPRgV0Or1uUGynylooLFYciURQr9dRLpfRbrcllYadrEiTPPBZnyUajQKAgLAej0fSSigLyC80uufn53Hnzh0MDQ1he3sbi4uLuHTpEuLxOHw+n6RI1Wo1TE5O4sUXX0QwGES320UqlUKj0cDY2JikDoVCIbRaLWSzWaysrGBzcxNvvPEGJiYmEAwGJYXWYrH0dcQi8MD1Hh0dRSqVkjp3LMys05K8Xq/INZ/Ph6mpKTx8+FBAiEAggGaziVqthlwuJ+vG0OALFy7A6/Vic3NT0qit1l4bYNYs8vv96Ha7UluANW2s1l7h63A4jMnJyf+n/PgPHQP+HfDvgH+fXP4F+nWKVquFYDAoxofWqbRjlgAplX4CuNR3tB6l+QzoRUx4PB5xCPO+0WgUrVZLnLbhcBgej0dSP2iw2Gy9ujRbW1uw2WxYXl7G1NQUnn76acTjcWQyGanx9fDhQ2lMwCjCeDwusuHatWv4zGc+g0KhIMVymR5y9OhR1Go1jI2NiYGqy2Nwvrp+ycWLF3H58mXk83mk02m88cYbqFar0qLc5XJJPZv19XU8fPgQ165dw2uvvYYzZ86IzaBTeTh05Ad51RyNomUr9VS+Rh0e6PH/U089JXuqaZf3tNvtkjK8vr4u1wwGg8jn82g0GlhYWJBIh3K5DIfDgbW1NTz//PMSbcG6fS6XC+l0Gh9++CFOnDiBubk5jI2NSaMf1pFJpVJwu90IBAJYXl6G3W6X7qXxeFy6qOlhNtoZGaFpj457fkY7mPdz4LIWoNkwPmhjwL8D/h3w7+Pz72NFPJlvbhiGhM6bI5b4sHxwMicZjjmRQD84QIKiF0+DSgR4qBTrSTPXkuF7QH9ldv0MvJ8O0yPKp8Px+KwkQEYS5fN5IQimGHCz+F2CUFS8S6WSFOYMh8M4cuQIQqEQNjc3sbi4iFKpJM/NtSFzMFeXCKU5kqdWq2F5eRlLS0uSxkCk2TAMWTcWSdVhdVo4sntNrVYTT7UG8FgcjoCWBpC4j3r+TCkkmso9457Q083PMo2QnyewRsHQbreF1nTKiRno5DPoZzI/I/fUzDhmGn+SB40tj8eDWCyGTCYj6TmMgqCxRkPB4/HIeo2MjOCNN97An/7pn/YVRWQ9LhoJDPu0Wq3isaZhGQ6Hce/ePZRKJQnHJQ1wb1utXt0u0gP5jL+9Xi+63a7svcViQaFQwLFjxzA/P49MJoMbN25geXlZgFnOj55ydmwqlUrY3t5GLBaTNCYdjaBrtpC3bTab5MiHw2GsrKz0PQdTQPR3fT4fxsbG+mQYW9nT0CVd01BndysaiBqEpWHIA3J8fBxXr15FIpHoa++6sbEBAFhaWoLH44HNZsPNmzextLSE559/Hq+++qrUu8vlcnC73ZImtLm5Kd3Lnn76aSmeeOPGDRSLRdRqNWSzWTHemZIFADMzM1hcXOzzTBGkAHoGNw1IKiNM47lz5w4Mw5DDkBENAPrOCq4F2/kaxl5LdQLbfr9fgAfKgk6nI9EbzWYTMzMz4pk6yGPAvwP+HfDvk8u/AERvoWMxEolIJyrqORw0WrUzlQ5XbfTws/ycXgeHw4FAICD1ubiGrVZLeMgwDImiYxQb62gZhiHOS0ZwrK6uIpfL4bnnnsPQ0BA++OADvPHGG6jVarh8+bLsK9NPz507JzW5xsfH8dRTTwmfnDp1qi8qn3qfdkhTBnHdMpkM3n77bbz33nuwWq3SjWtlZQWf+9zn8IMf/EDoJxQKYXd3V1KBVlZW8KMf/Qjj4+OIRCJC31xrrbdrY1Y7sakr8nsaTKde3mq15HoauCdfmA1Yu92OUCiEc+fOSWMfp9OJZDIp+rmW94yaefToEZ5//nnMzMxgYWFB1n16elrKcqysrGB2dhZWqxVzc3NYXFwUGVwul7G5uYmTJ0+iWq2iXC4Lj7MsBoeWcdo24dx19oY5HYprCED2m+cS95XvH+Qx4N8B/w749/H597GAJzPKSGWrWq32EYJ+X//mZHQYHMEoTkqjk1TS+Hn9GR3ZRIXXHGan760jZ3hPAk8UEqwHQUSVYAuRar5PzzCAPmBEo9bsAhCJRFCtViUiSRsHsVhM6lrwmelt1ZFXBHo0MKcBFSq+6+vrUvBbRx4R0DGH0ekIo263C4/HI8/L2g16f1g4tNFoIJvN7gsQAf3pdxrk4x5psE7ThAbWdF61piPdCYhrwv/5GQryT2MkvrcfyMTXzLT+JA7uHaMQWDiWUQAMx2UtDQow/d3Pf/7z+Ju/+RsRoC6XC+FwGEBvn9mdgnU/6CUPBAKYmJjA5uYmSqUSHA6HFPOt1WqCzBN0JC253W4xMCnsCL4yb3x5eRkTExM4duwYJicn8cMf/hBra2syNxp5rBlGA4sFEVOpFFZXVyUdxOVyScQAu3hpA8zlcsHn82FnZwfHjx+Xmiu6GwXBYdaS+eIXv4jTp08D2IvMYwv0arUKv9+PSqUi60Y650Hu8/nEyGPhZn3YM+IikUiIx8pisUireqYH8dqdTgdvvvkmbt68iddeew0vvPCCRG4w3XZ0dBQOhwM3b97E22+/ja2tLRSLRYmI4Ein033RBwTWWTvG6ex1B/3d3/1dXL16FXfv3hWZTbnFBhDdbldog2tFWuA9ea9Go4FQKIQjR44IbzebTXg8HuTzeQAQGiaNNhoNuN1u5HI51Ot1TE9Pw+/3i5w/yGPAvwP+HfDvk8u/QH+qTrfbRSwWE3DVbKhqfYsGLwvyU3fR+rH+HofT6cTo6KhEAtrtdqEpgs+MKGTa4/b2tqyljqJktBn1+4sXL2J+fh6nT59GPp/HiRMnkMlksLGxAb/fj4mJCUSjUTz77LMYGxsT/QyAGGNsRKCjEtvtNh49eoSlpSU4nU688cYbEm1IYPnUqVPI5XISpREKhXDjxg288cYb+MpXvoK7d+9KQd9ut4t8Po9qtQqr1SqdlF988UXRyykj9OAa68gKYC/ylHupIywJsPK7jHRhvTRmbWi9ln/H43G8+OKLsNls+N73vocjR46gXq9jYWGhz6lM+Wq321EoFHDr1i288sorMAwDgUAAJ06cwMjIiKRdsU4Qy0jMzs6iUqlgfX1dImnu3r0rhjzr/0xNTX0iOoJGK+0tzkXXiaGjV9tljH6kTWaOTqFM5fod1DHg3wH/Dvj38fn3783lZoDp0z7TbDZRKBSEyPV7+oH1b4IefHAdgcIFoJeQxEWCYAV5nbdJLxuZgWFjBEO4wAQ7SLQOhwNHjx5FpVKR+hb8vm69qJFTErOO9uHmUOH0+XyCSL/yyisAgI8++ggLCwtot9vIZDK4cuUKdnd3EQ6HMTQ0BI/HI4XPOSfOmUovFT0KLH7W5XLhyJEj2NjYwN27d6WDjQZhWN+Bz05gi8qfy+WS/N5oNCrpeByMhPJ6vYjFYpLWpwUzn5tKOJ9PC1161clANE64J51OR6LXNDrN9xieaLFYpCi42ZtAGuLQwKU+IAgm6uLieh5P+uCcSAMjIyOSdkMjyG63S/0OgpZ6ncbHx/Hqq6/iO9/5juQ0A3tps1ar9RNgomEYSCQSffTBA4qRAKVSSXLBaUDRU06jlcZNo9HA8PAwDMPAxsYGEokEpqen0el08Itf/AIPHz7sM3J4OJHOGc1AOvT5fFIEl96OSqUCn8+HQCCA3d1dMf6AXjptoVCQ1A4CtkzB4UFlGL3Cx0ePHsXrr7+OYrEoBxfrtHFUKhVUq1VkMpk+A5RRA9pQBSDPSm/XgwcPAEAK9W5sbKBeryMej+Ppp5/G+++/j62tLQwNDYknZG1tDevr6/iLv/gLpNNpfPWrXxVPDAskLy4u4q//+q/l0G232/D5fMLXLJxMA9zhcEhNAmAvBDeXy2FzcxORSETABK/XKzTBFCFGytjtdpkvo0toxFMBqlareO655xCJRNBoNKSujmHsFbgEIJEalP35fB6tVgvDw8NCcwQoDrLxOuDfAf8O+PfJ5V9gr8YGdZKJiQnRl0gjnAd1YPKujm7nNYA9Yxjod+RyMDVXp/swepAgX6fTK1I8NTWFI0eOYGdnBy6XC7VaTYBSYM8rTn36+vXrGB8fx1e/+lWkUik888wzeP755zE8PCwNEHSXRe1QZCoHgcmhoSFks1n8/Oc/R6lUgsvlwtNPPy33W15exuLiIl599VWEw2F8+ctfxre//W0sLCyg2WzC7Xbjo48+wuuvv45MJoNMJoORkRGsra1JpCPp7/79+/jMZz4jhth+DkbaEdvb2zAMA8FgEKFQqC+CRUdWaB2dui3lFiMUKMMIHutuXrxOvV5HrVbD0tISvF6vgAWjo6MSRUE6cTqdSKfTuHLlCl555RVJF75y5YrwJM8El8uFkZERqRHEqErKemY48H2WDzEPnhWcs8PhgNvtlrXlucD5aftEny3aYc5rmWn3oI0B/w74d8C/j8+/vzK8bDbEyUytVkvStz7ts/qB+dAEj/geN5gIms1mE6XGYrH0FSwNBAICxnCBzMg0n1FHNumoGCLHhw8fRqVSwdbWFoA9JJobzPtz4zT4pMPW9P10YbGrV6/C4XAI8VGBs1qtSKVS2N7elgKefC4KHR2urtPbNNrL50kkEnj55ZfhcDhw69YtNBoNWReix8PDw+Ld5HVtNhs8Ho94Zr1eLyKRCLLZrFT012mN09PT6Ha7ePDgQd/eUWkkQ2pgi8ROQa2jw0gP3H/utQaPSE/0pmrgSQNMnC+Zh/fmb/1Z7Ykn8KSFmP77SR3pdBrhcFho1263Y2JiAuvr61Lbil7oVqsl3afY5apSqcDtduMLX/gCvvvd7yKTyYjAIr2QBxkWbLPZ4Pf7sb29LTzncrnEe0HPOHmYgKbVahWjQgO9zPseGhqSeiEMJ3348CF2d3clgpCecBZNdrn2WoHzut1urxAjjRlG4hFIdTp73aW0h8Tj8ci1CJa3Wi3U63WEQiGpkWO19goU/tt/+28Ri8XQ6XQQj8fhcDj6DnHD6KUSh0IhhEIhbG1toVwuIxQKSc2VUCgkuf6MMuGB8eGHHwr/LS4uYnd3V/Ygl8thdHQUn/nMZ/DjH/9YvC0TExOScttsNvHBBx/gueeeQzAYxA9+8APcunULTz/9tLRuzWazUkyxUqmIgUhvTLlcloLVnU5HjFgCy5VKBW+//TZee+01DA8Pi0zsdDp9na60QUyAg4oLsJcuxbPgwoULYuiGw2HY7XZJxWInEbYHZm2gbrdX/ygcDstnWdT4II8B/w74d8C/Ty7/AugzUqxWK8bGxgD0R4JrBZ66lmEYfd0oaRBqoE3rRby+xWKRrlt06pI3aEBRtzQMQ+q0jI+PY2JiAru7u0gmkxIlQZ3M7/fj8OHDCAaDiEajfRGRmUwG5XJZIu4pexiFd/bsWXi9XtjtdilmPzIygmaziaWlJbRaLRw/fhy3b9+WOmb6GXO5HEZGRqRI/u3btyU6kXXDxsfHkUwmsbu7i0qlIjRG/T+VSvU5irlm2lFKW+K9994TwDYej2NqagqRSERkiI6s0PtHHZN7rveKej2N45s3byKXy8FqteLevXswjF6K1NDQkAAKnU5H9oL3m5ycFLvBMAwcOnQI2WwWH3/8MRqNBqrVqqRgE7w9fPgwIpGIpPZQ/pVKJbjdbpGDkUikj3a1k5Y/XE/aJnQUcB1prGsbhaA27RsdhaHtp4M4Bvw74F/ec8C/vzr//krAk0YYzdEtjUZDOrCFw+G+9zgJbcBz8hotpkJITyfQ8wRyAxjtwuua81k1SEBG00Sk0wAYUk/m+uCDD0SxpJJDlJhoKNPVuNCc435AGjeRtZBu3LghwFG32xVCYfcbChKuCb2L+vVutytFUzXIRnDGYumFvsfjccRiMYTDYYnkIahCgh4aGsLq6mqfUTExMSGRayxWRzCJhgYBP5fLJYo26QFAHzFyz8nUNAYYrski6gwXJWGz3hOvoUFITUdMh2BhNtIF902jsRT6+nVNK+bi4qQbDUA9qSOfz8u+Ebl2OBwYGxvDnTt35HV2jiQ/0UNOejt69ChOnjyJu3fviuBmVyem+LB4nvauaODW6ewV1Oee6deZWmMGJklP7XYbyWQSdrtdno2tvCORiNT+KhQKYnCSluh1YhQjFQPyGUNOu90uQqGQRE5SDvB+XKNbt271HYq1Wk2iKyqVCv7Nv/k3mJmZkZDkTwtF5TX8fj/Gx8clXYZ11LQngt2eSM8fffSRpPloAD6bzQIA/ut//a/w+/3IZDLihUqlUsIL9F7lcjnxsmxsbKBYLGJkZATz8/O4dOkSCoWC8LzdbketVsPhw4dFBrCrGfeJ8pwghd1uRzKZRDgclo4rGsBnkUS32y2HM9ADt1OplID3lC3BYBBnzpwR45gFs3d3d0VJoxcnGAyi2Wwim83C6/ViZGQExWJRInRYvPggR0wM+HfAvwP+fXL5F9hzDPJZ2aFpP+eoWV+lJ5vpGuR/rc/o7xCkHR4ehs/nQ7VaFV3XbrdLB2ZtYKTTaeTzeWxtbeHZZ5/FuXPnsL29LTIgEAhgcnISNpsNxWIRS0tLUpP0xRdfRL1ex9WrVyX1l8ZQNBqF0+nE3NwcQqEQ2u02rl27ho8++gijo6OYnp7GgwcPsLS0hLGxMVy/fh1TU1OYmpoS2VUoFLC7u4uLFy/i2WefxenTpzEzMyOpRrznpUuX8PnPfx7NZhOLi4sSuUCHJx2+2rGr9UBgz64ZGhqCz+fDtWvXEAwGUSwWkUwmEQqFMDo6img0KnosAQLKI0ZNUt+1WCwCwDocva6d169fRzKZxObmJiqVCubm5uBwODA6Oir8wI6WBHopZxlxWSgUEAqF8PDhQ9y5cwfPPvssXnjhBdy9e1fSiCmPAYjTe2ZmRgBkyi7KqUgk0leY2Oyo1Y5ZrYszy4X0TJtFG6lMiaadp/Vt6u8HdQz4d8C/wIB/H5d/fyXgiUqt+ZDnRAqFAjKZDMbHx4VA+GDamOcgozIqh5/ngvNewWBQPsdJEv3URKcXQKOiAIRhWd+iXC6jUCiIEpfNZjE0NCTKEIUGQSGCXgSf9KYRINFrwU0jsKPfByCgDqOCyAQanWbaogZzms2m1NPinMgcZJBOpyNFNwuFgniHR0ZG4Ha7kUgkpCAplc5ut4tgMIhwOIy7d++iVCqhVCr1hSAy7LHdbuPmzZtCiDQS2AKUKX6abrQHlHOlYOt2eyH9uoYVBQv3jr91TirBQ64r90gzF59dCygdBQVADC5z1Jr+rcHEJ22wDheVfhpoQ0ND8Pv9SKfTmJiYgNfrldTKtbU1xONxAVPz+Tymp6fx5S9/GTdu3BDDgHw7MTGB27dvi4HRarX6aopQsDF6jjxE+mJkIaPuuEcs5AfspW+Sp2gQdTq9Nqw0wGnE6XBRHvbkMXaHBPrrs42Pj6NYLMpBwwOJtMZr7O7uwmKxSJgrvU7lchlf+9rX8KUvfanPq6JBTN5Xg/P0Rnm9XhSLRaTT6T7AmV2lWEtmc3MTt27dknx/1p2hvKTxy1SUl156Cb/1W7+F//E//kffodFqtSSNqFwuIx6PI5/P44MPPsCxY8cQiURQKpVQLpf7+O/BgwdwOp0YGRmR7lo8qDksFovQ2sOHD3Hy5EnEYjHxEGl+LBQKyGazotRVq1UsLy/LQUc6bDabOHv2LMbHx4VGLJZeZOru7q7UtyG/k57pZWJaL+sXsdDjyZMn//EY8DHHgH8H/Dvg3yeXf4E93ZSRd6R1YC9agnuqdQ/NO4wgJL2anWvkaU2PsVgMq6urAuAahiH13Vj0lns2MzODXC6HDz/8EMPDwxgeHsalS5fQ6XTw2c9+FouLi7h16xZsNhu2t7cB9Hjv448/xhe/+EW8//770nGYzzo9PY3z588jHo+j3W7j/fffxzvvvINsNovZ2Vm0221cuXJFuj8ZhoHPfOYzsNls4gzc3t4WnXJxcREnTpzA5OQkpqen4fF4kMvlxMALh8P47Gc/K/TcaDQEqAQgjQK0Tkh5xPkAPbvh85//PLa2trC9vY12u9fd8vbt23jw4IFkYjz99NN9ADhTia1Wq3Rx9vv9fY7q9fV13LlzB48ePRJH9jvvvAOr1YpYLAa73Y5sNivOXuqqNFi5xtz/VquFcrmM9957T/T7YDAojSD8fr/I6EePHsHj8SAcDiMQCCCfz0tdNcMwMDk52VcHjnaL1qW1k12nQ5NGtZ3H73e7XUkN42e0Lcn9OahjwL8D/h3w7+Pz768EPDHFy6yM8X/WOmCtIE6AEyI6qxeAnkxGuBBw4XftdrvkZwIQjyF/iBRrQEuDIfSQJhIJzMzMwOPxIJ1OY2dnB7VarU+xJQBD5UuH+BmGIaAOPZncEPPmclPIBFTeOHcqbNxszpXz4fPzGmQ0nZoG9JB0dsjjdei9Pnr0qESgEXyKRCKSN7y+vt4X2ulyuVAoFGQOXq9Xajkw1I+RRJ1OB7u7uwIg8YeCggAVDRh+l+kGTDWIRCIIhUKo1WqoVqt9bbz1upE+NOpMjyyVUMMwRCnleum10tFXXGPSTLVaFa+sGSDVyrUu2vskDabg0OPOtuKGYWBsbEyiHujhdrvdWFtbQ6VSETpot9sol8u4cOGCFJ6nUPR6vbh//35fNB0AMRyZXqFzpOnFoGFGI4cHNRF8HbJMejOMXsvzQCCA1dVViZwj7dntdinKC0DqiBCYpHzRnyN9MoJPf1d74VmPhAY4c9oZcfDKK6/gj//4j2XOpDuuP2UL58vPcC2sVquk/Tx8+FBy9ckjuVwOsVgMN27ckGLPNDzJUzSyQ6EQdnZ2MDw8jG9+85twOp3w+Xyw2WxSqJKpUpSzd+/ehd1ul45fY2Nj2NjY6AOMKdeazSYymQwCgQCy2Sw6nY6sDb0iOh12fX0dU1NTfcajBif4u9VqIRQKodPpCF9SMajVanjxxRfFOKVhu7GxIYY1ZQ7PCqfTienpabRaLYmcYDoXPVYHeQz4d8C/A/59cvkX6M8QcLlccLvdfZHc1JkY1UB6ZZoO9VAaFdoBRl1H69ukz/n5eSwvL0skBdNb3W43jhw5gvX1dUlpzOfz0k0xm81iZWUFrVYLsVgMbrcb7733nqy1NkB2dnbE68+OiNFoFK+++ipOnz4Nh8OBbDaLn/3sZ7hx44asB0HacrmMfD6PkZERSTNZWVlBu91GIpGQ6M5CoSAlKSKRCH7/938fW1tbQrsejwc7Ozu4desW8vm80Agj+AzDwPz8fF+kiLZDtB7eavW6P7/yyiv4y7/8SzQaDam3srW1hVgshuHhYXz44YeYn59HKpVCOp3GV77yFcRiMdkfOitpdBLkDwQCIrN8Pp/oumyTzs9S52fKFctjUAYykpTPX6lUkEwmpSO1TqMmfxEEoJ5NQMNut2N4eLjPltI0psF3DtIBbSA67Wkf0VFvs9kkK8X8XerkB3kM+HfAv9y3Af/2f/cfwr+/clyjNsTNr9dqNSSTSRSLRSECja5xgfTkdWQLF4AdVggUJBIJSTuz2+3iUdWgEBmVCJxG+AjQ1Ot1/P/Ye9MYyc7rPPipfd+ret9nept9hrNyGXK4SxQlWZRlx5IXGXYSJEH+BgiQBPkdJEEQBEESfAb8Q7YTO7BpybQkkuImkbOSs/Usve9dXfu+L9+PynP6rWKTojiSPC3dFxj0dHXVrXvfe8655zznOeesra1JV3hmNFXAAdiZCEDQg/RzACIM7JGg1kmy3IAOaWdJAJ1YCiPPjz/puPMa1d4WPD+LxSI0fqfT2Yaoc79MJhO8Xq9kKCmkpGLOzc0hHo9LuQT3M51OY2FhQfpC+Hw+6VHB7wV2mpLz2vX6Vp8slvQBraDF6XQiEAhgYGAAwWBQzpfgmMFgQDweRyQSkfHUKhhnMBikDIHywYDHYrGIM03QicqqGiJV9jplmIpP40nlU/fzV2FRFxKJhDC7qDMMMhm0er1ekdHV1VW5D2QJBAIBPPfccygUChKMRqNRVKtV6dVBg9xs7pSaptNpoZyq6DrQygBQLtifhjLL4zBAoRxSLnivqWMsm2SJLgCxKQyonE6nMBCy2az0NdHpWhO00um02Aa73S7Og8PhgM1mQzqdFrtBxmGhUMDAwAD++T//5zJmt9FoTQuLRCLS/457w4CNWRWVgQe0mkiOjY0BaE2rZM04S1X//u//XtgLrMcHWtmYzc1N9Pb2yoSqSCSC//Jf/gv+zb/5NzKenQ9otbcPH/RAy5na3NyE2WzGwYMH4ff7odfrZZIIH6bZbFb21WaziX5Sbmi3Oer9/v37bcxO3sN6vS5NMVOplNhNyhmv0+Px4MSJE21ZxWq1itXVVZjNZgHHWU5dKBQwODiIZrOJSCQCt9sNr9eLRqMhZUZer/cXr4QPsDT91fRX09+9q79clBGVWaZmlOmLAWjzC+kf83cGAlxqUNwZXIyPj8vnK5UK8vm8BDc6nQ7T09MAWn3k1JJMAAK0njhxAtvb2+Jv0/4AkHLP9957D0eOHMGBAwfwta99DX/0R3+EkydPSuPhH/7wh7h8+bLYB7PZjMHBwbaM/fr6OqLRKL7zne/gT/7kT5BIJKDT6TA5OYlms4mhoSGxKcViEYODgzh06BD0ej0uXryI999/H8lkUgb4rKysiK9O+9Tb2yt71Bm8qols2oexsTH09/ejUCggGo0KYB4IBBCLxWQS2ObmJsLhMH74wx/KPSWQqy7q1Re+8AU8++yzMpCB9rTZbMpE63q9VfZDH16Np3gf1AFC9NmdTqf4wYy5arWaAPjDw8MfIw1Qrjh4oVO2KF/UfbI4WUamMiT4/GGgzMCU18d9ph7w/Q/70vRX019Nfx9Mfz93j6fO31VFqVQqiEajiMfjIiBczFaqQT83ghfGiy4UCoIkNptN+Hw+2Gw2GRe4mwIBO8gfAEHiiCKurq7K5vF76aTxZnDzSDMEIGAJnXO9Xo/BwUE4nU6sr68jlUpJnyYKkNlsht1uh8vlQjKZRCaTaUNmea10/li/S5CL18b9o5Gy2Wzo7e2F3W4Xir4Kmqn7bTQa0dPTA5/Ph42NDdmfZDKJYrEIl8uFbDYrCsPvplNer7caojH7yvPifWa2nNnqfD7fNtbb7/ejq6sLfr8fBoMB29vbWF9fF3Q7lUpJCQn3XRVuVZFV5hQAuFyutuwoASc2JFVLJCh7/GwnO41ZVGZmOxf3dC+DUOpUp9XVVWHJqfdKBfxcLhdyuRxisZjUVTNgqdfrePbZZ/Hqq6/KPWJz2mQy2aY7DAbr9bpk6tmAmKUkfL9O12omTz2p1WoSYAGQ+8usOhshcly5Xt9q+BiPx0WfeDwy8RqNhkyVAnYaIzOYdLlcsNvtWF9fF92iHlL3eRwGejqdDtlsFqVSCb/3e7+H7u5u2XeyTMhQYV8AjrQnO4/Xxb3kd3s8HkxNTWFjYwMGg0FG6b722msIh8PSZJeNHMkAZF0+x6XXajVcv34dlUoF586dg9/vR7PZFICdiYKBgQGpu+d9X15eln4xY2NjWFpaQiqVkgyPasuAnSmcZKLwHrDPEI9Pu0wngc8H/i2ZTMqxuIfNZhNHjx6Vxp78PlKpdTqdZCI5hGJsbEyYGd3d3QJ4cOIZp488zEvTX01/Nf3du/oL7PiYDDD4O3WYMkO/lKWlQHufDpbcqH5sZ/BLpj8AmQBIH5T3BADC4bAwAQAISMzKgLm5OYyNjSGXy2FhYUHYZwQ8CSKTOddsNvHiiy/K9TQard4z7777Lq5evSpAb6PRgM/nQyAQwMzMDDKZjFxXtVpFNBqFTqcT5khXVxcsFguuXbsmr6+srMDr9eL1119HPB5HJpOB0+mUfQHQ1vi+UqkgFAqJ7nCvuO+MHVS/m3rQ1dWF+fl5GI1GbGxsYHJyEtlsFktLS9Dr9bhx4wbC4TAKhQLu37+PcDiMnp6etuQ45Tufz2N2dhbj4+M4f/48+vv78cYbbwjAzWQCAX6TyYTu7m7EYjE5FveFjEQmhtkPqFJpjUCvVCrwer04evQoYrEYlpeXBcwl+EH7ultjYu4J4xbKouoLqwEt9xVob5StfpYxGXWB16HGLg/j0vRX019Nfx9cf38h8HKj0UA8HsfW1hbGx8fFYeZJM6vZidKRzsUNKZfL4pTqdDoZh8h+EOrG8bgqeEEDwL+pyCgAQfMoULxBrN1lHyi/3y81m2tra+IsV6tVUVyVJUNnu6enB9PT07Db7djc3MTCwgIymYwoM/s28Foo1NxD9dooYDabDYcOHcKBAwckiOB71EXHnwrO66RwklXFY3IKDR14ChqRdd4vFbgxGAxwOp3o7+/HxMQEXC4XZmdncevWLQAQ4I1ZT/b+Ys8ok8kkjiwdawZSPAfKBn9Xs7CkjrKcgw1N+T71fHlfeP9VwFOvbzX8oxOrPiA6FbTz9720KAuBQADb29sy1Yp16k6nE7FYTIKQRqMBu92OtbU1RKNRDAwMAIBMaxgfH8fp06dx5coV2a9EIiEPJso5SxgZqJIByMkYLIOhwSW7giWvNHC1Wk2mcLHZIADpMcagbnNzU45NFgODRDahVY9LZgWDx3K5DJvNBo/HI3ZBLR8lo4SsPovFgng8jlKphAMHDuDFF1+UPa/ValLHzaa76XRaymko19z/YrEIu90uWQ0uu92O7u5uLC8vy2jyN998U97jcrkA7GRn2OSYJUzUrUqlIpTgRx55BNFoVJpMz8/PY3R0FD09PfB6vdLDhZTlu3fvIp/P48iRIzh16hRGR0cxPz+PSCQi+0MWCwNenU7XBkRTt6n3rJtXqbpkTZC67fF45BlQLpfhcDjw1FNPfeyhR9nhMVmSy4ljtK+0IdlsVkp2gJ0+gA/r0vRX019Nf/eu/gLtDHz1fNVEG31BNaGoAoL0kSnLfJ/KluAxudxuN7q7uyVwpU+m1+ulLQawE3jQrzxz5oz0PwmHw1KOqQYzTNaGQiGcPXsWQ0ND0OtbfTy3t7fx/vvvY3NzU3x4lmjqdDr09fXBYrFgdXUVer1eWIbxeBx6fYuZ5/F4sLm5iWQyiSeffBJbW1tIJBIwGo24fv26TII0mXYaD9OfpF4SzK1Wqzh27JiUJQHtSUj6tbRNvE86nU6A4Gaz1QvWZGpNp2Z/lPX1dfExHQ4HVldXpYcZ22CwumBubg6vvvoq9u3bhxdeeAGTk5Pwer147bXXkM1mpZRoaWlJBiTU63Xpy0pQP51OSwnS9PQ0uru7ce3aNekPx1UsFrG2toa+vj50dXUhEolgbW1N4h3ujU6nw8jIiJQJcX/UyoHO5LaamFDjjmazKUCEqrcc4KAGr8DOQKKHeWn6q+mvpr8Prr+fC3iiE6k2/ez8ey6Xk7p7h8MhJ0gaPZFgfp4XRnSTx8lkMgiFQiKAgUCgDVAgKsjyOgoZ0N5omr/zNW6q1WqF1WpFsVgU1NHv92N8fByhUAhOpxMulwvFYhGJRAKhUKgNSeXxaUBsNptk5Hp7e3H8+HEYDAbs27cPXq8X77//vtAwCTrRaPAceRN5nlRgn8+HqakpHD9+XBhYdEi5h51gS7PZFEojEVZV+IrFomQ1zWYzUqmUCDzvs3qPSMNnlpcTcgYGBhAIBLCxsSHliZVKBeFwGJFIRCiCDEjU0kD+VFFXOuQEgngu3Ger1SqjrZm95lLLHFWgiQGLml3g97ERLAMJFc3lXhB9ZrnlXlvUu2q1Kll7ygcDNLITmAExm80YGhrCvXv30N3dLWU4lUoFbrcbX/va1/DBBx/AYrFIA1gyA4rFoowUV3uwsGEgy0NUpgSDVr1eL0EtMxac2qBm5mu11phUoEUpZkBLeisA6QHDa20222uuVZvg9Xo/hu6TscjyVQ45cDqdmJ+fF9YAAHzjG9+QXnTUAT64KpWK2EIAogcMuKnL6gOHewm0glO/349EIiGjbtnzhuAp9airqwvhcBjJZBJ2u12uI5fLif4fOHAAOp0Od+7ckaa+JpMJbrcb+/fvx+XLl2E0tnrGZDIZGAwGrK+vY2trC6Ojozh16pT87ebNm/JQJgOCrBTeN6vVKgAGr4lMCr6fdqHRaGD//v3CkkgmkyI7x44dE2o592xtbU2moNXrdbHpADA6Ogpgx/7zHDc2NtBs7pSRqTbhYVya/mr6q+nv3tVfoL01hZrEYrCoBqtcDBxUNgXlvTOBqx6b5RHUh8HBQWmoS7aE2m/NaDTKFOSuri7U63X8+Mc/xsjICMbGxrBv3z489thjSKfTSKVSCIfDWFtbg16vR09PD6ampmSQwdzcHK5fv46trS0JvFQQuNls9XdjgMZrjsVicDgcwshoNlvMkqWlJbz//vt45ZVX8NWvflV6zLAhMW2Ew+FAf38/ms1WhQRbL7Dnm91ux+HDhyXAVQEB7pPKAFT3lEG/y+VCX18frFYrDh06JNO/VPkslUq4ffs2Dhw4AJ/PJwA+ffWtrS1YrVZsbW3h8uXLePLJJxEKhfDKK68gnU4jGAxKWwyyPlkuPDs7i9u3b2NxcVG+k/e0u7sbL7zwAi5evCgMQtq3hYUFrK2tSb+/wcFB3L17V4JiysDU1FTbdX9aEpbPGABtjBA1FqFsc28zmUwbE0T1zR/2pemvpr+a/j64/n5uxhNvqnqB6gXVajVxnHp6etrAH4ItJpNJAAKgBQCwmSXRN/aTMBhafX5YJ8mePkajUdBPtbmkitzxO2q1GiwWCxwOBzwej9C+0+m09Gdgwzir1YpgMAidrtXzKBqNCohC9JUUfZZ4DQ0N4eTJk3A4HFhfX8fQ0BB8Ph8qlQqWlpawubkpjqzH4xEwiM6pGlhQkehcT09P49y5c0L9I2LNBu7q3qtAUa1Ww/LysvS7oFPMkZ7ATuMwu90uzU/p0HHaD8+NQQTPWafTYXV1FW+++Sb8fr9QLgnoGY1G5HK5tvJIGgsVwCHqzuviZ5lFpXxQcRwOBwKBwMfkjkGCaswpcyqtVUV/m82mNGBXHySdyPBeekDuttS9IcDY1dUlARnQkgvKJSdTORwOJBIJJBIJBAKBtpLGQ4cOYXp6GjMzM5LxpxGkLjMwAyCsOwJ8wM6kQLvdDgCS+QAgxyQtmXpB3c/n8yiVSqLXDodDHhIEJQkyV6tVedDTFuj1esnQU9cNhlYvEwKxfHjS5pFKqwb51WoVw8PDOHz4sOy3GnSTycD9IDCgsvz4k0EUdYEZIADw+/0ymYr/KKt8SHm9XgwODuL999+XwJYsDD5cGNTxujkVan19HaOjo5icnMT169eFBkwgnDaTTAmn04nx8XG88MIL0shydXVV7iO/i3vOAJ4gBhMQPHc6DwZDq+cAH3Iq2+OFF15AqVQShkahUMDm5iasVqv0oiHAPTw8LLLNgLlYLGJra0t6/hUKhTYb+rAuTX81/dX0d+/qLwBJ2KmgJnWBASoTmgRPmaCkL0RwjoFdZ3KMv/OY1NPR0VEBailXDFocDgeGhoaETfnRRx+h0WhgZGQEN27cwMLCAprNJoLBILq6utDb24uDBw/iyJEjwkh3Op2Ix+NIJpN4++23sbGxIT3NeO84OdFmsyEUCqG7uxv1eh1TU1OYn58XH56gdW9vr9ivZDKJN998E7/5m7+Jo0ePCkudfm6hUMDQ0BByuRzW19dhs9mkbCeTyaBUKmFiYkLYc2T08fMEBNTEtWr/Njc3Ra+LxSKuXbsmbBK+ToDe6/VK8p1DBgiaF4tFHDt2DAcPHhS7wvvNKVWsMnC73cKQpG4MDQ2h0Whga2sL2WxW7MPKygpmZ2dx4sQJPPXUU7DZbLh//75cE+1zJpORsix+F22kxWLB8PCwyKu6H7yHlC8mgKn7KpDSmdjlPpdKJcRiMXmO0O4BO8OCHual6a+mv5r+Prj+PlCpHQPxTvCJvyeTSWxubmLfvn1ttMRmsykgBsEF3jjSvOmkVioVcUL1ej1CoZDQwvl+lTXUCRhwk51OJ0KhkJR+FQoFGXWcz+fFUaZTyBKGtbU1fPTRR1hbW0MikZD+QaOjo+jq6kI2mxVa4YEDBzA9PY319XVsbm7C5XJJw+pLly5hbW1NekCQ6k+WFQWe6KeahXW73XjssccwOTkJACLUqlPJ6TvqNTcardrcDz/8ULKJRqNRggsKIZ1ji8WCrq4ubG1twWg0YnR0FKFQCHNzc9ja2pLz4RRAZr1zuZxklFn24PF40NvbKwq8vLyMcDgs6CkFnPeeAQQZZAxQWMJB1J3nEAqF4Ha7RQa51NpZdRE8U8EmyirrkXO5nCC9KlCq7mknaryXFg0LG/VZLBYJAIrFojTdZZDE6VlutxuhUAjXr1/H+fPn4XK5ZPKh0+nEP/pH/wj/9t/+27bABmjpnN/vl8mJjUZD2GgEGfnAYPDXbDbbAjMeiw+aWq0Gl8slQTE/y+CwWCxKQER2AnWOcsHASGVecrKUzWZDrVaDw+HAxMQEbty4IUwM2gmn0yksQpaQZLNZnDt3TvSQcslaeJUJwPMgGwCABNEs0eHf1UwZAGGO9Pf3t2Uo6NSYTCYEAgHcunWrzflRA8RqtYrNzU0sLi5KYM7A8M6dO+jp6cHw8LD0glFp3GQ98JqTySTy+TwmJiZgs9nwxBNPIJVK4a233pLJHVykAnP/1SwV94YMCgLy3I9SqYRqtYrz589jbGxM9thgMGBtbU0yXGSH8LnAbA5XpVLBysoKEomE3Cs+QB92QFnTX01/Nf3du/oLQPzYRqMhPcHsdrv4Y6rfQcYD0M4I5++8XjWY6Aw06GPrdDrJ8vNe6HQ6GVzj8/lQKBSwtLQk93BqakrKJclmmJ+fF3lzu90IBoN47LHHpIz09ddfF4CRfjZtk9PplO9nUMmS2q6uLjmmyWSSxsX79u1Do9FqIG8ymbC4uIi/+Zu/wZe//GWk02mxIfQZ3W43wuGwNNdlGWmj0YDVasWTTz4p56D6nbwnBAP4O+V7YWFByo0cDgeq1SrC4TCsVitefPFFvPbaayL/AIT1AUCmjdbrdWxubgrjkr4kgfbNzU3E43EEg0FcvXoV0WgUPT09whTs7+/HyMgI/H4/pqam4HK58N5772F5eVlA9nq9juvXr2N7exuPPvooxsfHce3aNemZR8apzWaTsmrqXL1ex9jYWFtCl/LIPaG8UVapq1y01WqZGPfSYDAgkUhIcoBxnupjs/z5YV2a/mr6q+nvg+vvZwaeVKXhRrO2vlOp+B6O3s1kMggEAuKYUtHoTNHpYtBPJ5aObSKRkKamnIrGkX7ValUcKbJpeHPo9JEp5ff7EYvFEIvFxCknikchLRQKcDqd0kGfdMRUKiWb2tPTg6NHj0Kv12N2dhaFQgE9PT1wOp2YnZ3FvXv3sLS0JM5Urdbq4K866/l8vs0B7mT/ADvNxIks83gGg0GQSpXpxYCAKGQul8NHH32EhYUFadKussnoRJtMJmkCTjZTs9nE6OiolJbx/jA4oXPNKT8UbL2+NTXI7/dL7yeLxYLFxUW8++67YgTpjNNJVRWZ95LKpGYLqCj9/f1S9qcCQZ0BD8+Z8gSg7eGg1+uRTqcRDoflOncDlmjgPqn5+F5YdrsdmUxGyh45EZAZYxoS1nCz70g2m0VXV5fUGU9MTLSBw6dPn8b09DRu3bqFYDAoJTelUgmJREKMGbM03EOj0SiNgNmIkKU3fOgS6ed9t9vtkgHPZDIAWve8Wm2NOWc2hAi+Kl8EHtX6cILY7D0DtAL2SCQCj8eDo0eP4vr162g2mzItiuXAqu5ZLBZMTExIOY4aTBoMBhlbD+zQo8lWYBaNjA32cFHBTmBHXp1OJ3p7e9HT0yO18nxoVyoVCSZVNqnK9nM4HAiFQjKJxG63C4CwsbGBer3Vu+XAgQO4f/++HNdgMMj1Wq1WAb1TqRQuXrwIs9mMubk5TE1N4amnnsI777yDWCwmwDb3jOwT3l/ea+6JSuFlhsnpdMLn8+ErX/mKTN+yWCzY2trC0tISPB6PNGesVCoCjlP3+dDc3NwUJgsX7V1noP2wLU1/Nf3V9Hfv6i+wM1yHcsvAkgGn6vfQf6WeUh/4Pl433/tJSTH+3eVySbkO/V2Cd8lkUspZHA4H+vr6UCgUhJGQzWbFf63XW31A8/k8CoUCnnnmGdTrdVy6dAnlclmmWPX392N+fh4AZBqmmv3fv3+/MBMJQpKFp9PpJOCt1Vp91pionZmZwcmTJ2WapU7XagHhcrnQ09ODpaUlzM/PY3BwENFoVEpYJycnMTIyAgBtiV01Kc6ASk0CFwoFvP322xLz+P1+LC4uolqtYmFhAb/xG78Bp9OJcDgsQO+xY8dkOtUbb7yBqakp7N+/HwsLC1hZWcHo6CiGh4fh8XgQi8XwxhtvyLk+8sgjSCQSMoSnu7sbm5ubuHfvHiwWC6ampnDgwAGMjY1hZGQEa2trWFlZEZCdbIp3330XgUBAAIj79+8LW4EJ70KhILLQaDQwPT3dxlogo4NLBVNUYJxyx9iLnyVbgmyPWCzWFi+oMc1eWJr+avqr6e+D6+/nZjzxwa8CSUA7Q6RarWJjYwPhcFh6M1FBCUxROdUMmupENxoNpFIpAZy8Xq+MQOTmUcg4tYdAD9ByTNmnYnl5uW2CGoVUBc74nRsbG0gkErh16xYSiYT0PQgGgzh+/DiGh4dldKXB0Kq/3draQiwWQzweR7FYRDgcBrCTOaYBKJfLSKfT8Hg80hxbPQfVWFksFoyOjoqDq4JSZA6x2ScbhJMGGolEcOfOHXFiPR6PnBPZRH6/X2qCvV4vHA4HRkdHpRfE8vIyIpGI7LXZbEYgEEAoFJJMKp15goa8lyw5cLlc0i+LrCIaJgotM8oqkk/KKpubUsa8Xi9GRkaEzsnVmY1VkV0GLap88v2JRAKxWExALhXtVYMH3oO9CjyRrWcy7Uw8YrkDH0Rer1ca2xHcZfa+t7cXCwsLGBwcFLabzWaD3W7HN77xDdy/f78tANne3m4bia7KOb/X5XJhY2NDUHwAbT1SCHR6PB5YrVYZ0a3X60WWgJaeO53ONrtBeWUPMJ5bMpmUoI42iExAg8EAh8MhTZl1Op3IP6msdD5cLhcqldaI+RMnTmBkZES+V69vlQ2TXQjsZLlI6WXpK22YWpKkZnDYU4cBKoP0J554An/2Z38Gm80m7EuDwSADGWijbTYbUqkUdDodgsEgLBYLIpEIrl69KmVbQMumzM/P486dOzh+/DiOHDmCO3fuYHFxUc6Fe8hjM1vCoDwSiWB7extHjhzBk08+iVu3bknTRrJCeJ20fSplnQAHbTiziblcDt/61rdgNpuRy+XgcrnQbDZFBsnm4D47HA5UKq2xw7RT7HPDv7Mptzpt9GFemv5q+qvp797VX6C9zyjLSzqBSWbtgfYpWmrwSlY8QVQVJAV2Agz6Tc1mq1z10KFDWFhYkPtPgI8+Z63WahnR1dWFK1eutPnXOt1Oc+FcLicZ9p6eHszOzmJ+fh4+n08YDx6PB319fdjc3BS/iudF9iH15cqVK9IMn2Aq7Q77q1IPOfynUqnA5/MhEolIyRGB3Uwmg3K5DK/XK0yCwcHBNpCU/jKTqIw/CJoyPnj11Vdx584dCehZZhsMBrG6uopXX30VX/7ylzEwMICzZ89Cp9Ph1q1b6Ovrw+zsLO7cuYPNzU309vbi1KlTmJmZwfe//314vV7s378fQ0ND0orCZDIJAL+0tCTgQSgUkunTMzMzWF5exr59+/Dcc89haGgIt27dkiEQVqsVgUAAuVwOKysrCAQCGBwcxPj4OCwWi/TUYeKf9thsNmNyclL0iMCyGoB2EhBYsUBZ5U8mJhiLcI/ZpoT3kt+xG4jwMC5NfzX91fT3wfX3MwNPncE2v5yAgfo+Vdmi0SgWFhZk09TAnbWWOp2ubUKbwWAQNkupVBIa2+joKNxuN8bGxoTFo9PphP6oAlsej0f6E6XTaemJoLJ86DDxegwGg2QcZ2ZmUK+3xvXS8bXZbDhw4AD8fr8I1ODgICYmJgQAYpPPRqMhiHIwGJT3zM7O4v79+yiVSqhUWmMS4/E4AEgdKffV4XDgzJkzOHbsmJwbaytJRWfdKVlODEaYrY5Go22sKwBtAshJc9vb2zh//jwOHjwIt9uN4eFhvP7667LHvGc0JsPDw6LEq6uruHXrljj45XIZsVgMxWIR6XQao6OjKJfLiMfjkjm2Wq1wu90CPvG+UQaYWaUjTuXR6/UYGRlBX1+fXDPPzWg0SmYW2DH6ZG2pDwj1IbG+vi7GjWDXbrKvKtheXDQkZN2xLIWZFzIJGdwGAgEp42HQREru1NRUmw145JFHMD4+jrm5OWHWUafJSgRaDXYNBgN6e3vhdDpFPtXebmQPEHj1er2oVqsCDuZyOQE4yTZgzxmWZRLMZhCrPtB9Pp8wDAnwcn8oT41GQ3qJ9Pf3y+QtBuAM9ilLzzzzjIwO9/l8ArzW63XZ52KxKMEvZZ1Nkyl33d3dEtz5fD4AO40r1VWtVnHu3Dm8+uqrYmvUsmU6BZ2NGROJhEy1dDgcMlIdgPxcWVnBhQsXYLFY8OUvfxmvvfYalpaWhG7M4Jl2lHrDALtUKuHmzZuwWCwyOW1mZgYzMzNtDZnpQPChqA4S4HOFtvf8+fM4duwY0uk0urq64HA4sLKygmQyKZkpo9GITCYDh8MhgECxWEQsFpMgmA9UygxLqvcCoKzpr6a/mv7uXf0FdkpwCEgmk0lJLFKmVAYE/Q36053Z/U42hfo3foZAqslkwoEDB/DGG28Iq6EzccwykoWFBQF1GVDxnMhy1Ol0OHHiBJrNVjNiv9+PUqkEv9+PVCqFlZUVjI2NIZ1Oy6h1oAWk9vX1yXd99NFH+Oijj4QJx4y+Xq+XAJXJ42QyCZvNBrPZjM3NTRw5cgRXrlwRoH15eRmhUAi1Wg3b29sSGBsMBoyNjbX5d6oNogyrTJVGo4GLFy/i0qVL4o9vbGzAYrGgu7sbBoNBJlz+9V//Nebn5zExMYGvfe1rGBkZgU630/g/Go1iZWUFBw4cwIULF/B//+//RSQSQTabxerqahtzldcSDAbb4heCxPzeW7duIZVK4YUXXkAmk0E2m4XNZpOkAfUwmUwiHo+jv78ffr8fdrsdlUpF/GrauYmJCSnTof3jPaO/rAIhql1TK03UGJB/o+5ygA8/qzah3ivAsaa/mv5q+vtg+vu5GE+8KDKH1Ac+v5w/S6WSMI36+/vl8yrDSEUu+TeCCGTN8MawzIpONjeG30UAw+12iwCQqqeeJ7Oe7CNBYIPlA8zGEVk2Go3weDxCrUun03C5XJiYmBAFOX78OKLRqDTnVJWHzczD4bD012CJoNlslmkxzORaLBYcPXoUZ8+elXpTm80Gh8MhjbfpmCWTSQGIqPQqhY6vU2lpzChAfJ3OnV7fGot58uRJ2Gw2rK6uSgP2SqUifRt6e3vhcrng9XphNBpx8+ZNmWDHTCUN6+DgILxer6C+wI6jzPMl+Fer1URpCEAye2+32zE6Oio9QRhocO9UWiGvkQrVqRg6nU6YYcziUtlozFWZUR8ke3GxUW+tttNvhQaJjjyDEpZhqP1XgNY9297eljHZQGuvvF4vvvzlL+M//sf/KMCn2hCXpasMOru7u7G+vo50Ot1mHNngXqfTSU05x48yYOR9JCuOPyk7nQ9tj8eDTCYDi8WCgwcPIhKJIBwOy/1m8EWjTHtjNBqRzWZFJ5gp4vEJivr9fhw8eFD0nHJltVol+6JOfFIDc9o6XjuvzeFwiKPARYC2UChIZmt8fBy3bt2SDBrLh8j8YxmO6uTQZpdKJdy/f1+cCtrRhYUF3Lp1S8738ccfx+joKD788EPE43F5IHJP1L1Te7qwufEjjzyCAwcOIJPJYGlpSc6BwDJ7CVgsFuljwyBYp2tRvr/xjW+gVquJI6OOEObwilKpJKBBs9kUtgwHRjidTrG9NptNAAWCKg+746vpr6a/mv7uXf0F0Hb/TCaT9DnhuRuNxjYQkvJDH0cNMunXqcEpX+dn1Oy32WyG3+/H2NiYMBD4efaJqVQq0oQXaK8oYOKYbSPcbjdGRkawubmJmZmZNobGyMgIotEoZmdnJdD1+Xzo7e3FyMiINDmOx+P40Y9+JK0vCGYSJHY4HIhEIojH4yL/rBSIRqMSSBNYpn/pdruRzWbF9xsfH8fw8LCUCakJSjWBSVBfr9cjm83i3XffBQApv6Uts9vt6O/vR29vL1ZWVrC1tQWdToeBgQHxOcPhMBKJBPT6Vnns1tYWAGBychJHjx7Fe++9B4OhVQpEQJdgeDqdRj6fh8vlknvLRv1MNBiNRimNff7555FMJpFKpaRUlf3paKOi0SgKhYLYvWq1CovFIvL4yCOPtMUNqvyo9o52Q2WZMJ5RS88ol2oLELITVdlmcoFy+DAvTX81/dX098H193OX2tFRUGluXKqykTW0uLgofYq4eMF0lOl8caPI7CEQEYlE0Nvbi66uLnR3dwtTSL14fq5eb/XjYSkWs6FUbmZnCWzxXFhnmkqlpFs8jzk4OIharYbFxUXk83mcOHECa2truHr1Ks6ePYtAIACr1YpQKIT19fU2J/PDDz+UEYtkzjCjSSFkcKDX6zE0NIQzZ84gFApJ/StvKgWCzr3FYkE+nxc0kk6aXt8ak7m2toZmc6cHgurE8nciniqranR0FH19fZiZmcF7772Hrq4uNJut5rHxeFz6RjUarcZvXV1dSCaT4mDznrDud3BwENlsVu5DoVCA3W6Hy+USEIkAkE7XKl2gXPBce3t7MTAwIMpDA2swGCQTrSqTCjxRrrjHVOBoNCrZWlWGVcNGmSEQuRcX+3cRqGS5DtF4lvBQ3wAIg4G9T/R6Pfx+P2ZnZzE5OdmW1T9z5gy++MUv4vvf/77UYFOm1cyO2WzG/Py80JTJHOCERrV/GfWH50rZJU2Z9oF/IzNQZUCqEyXW1tYkeAZ2ylp53WqjWt5/BtIWi0Xq1gm+V6tVPPLII8LEq9VaPenUoB5oPfg4jpUBOL+DNFnaVALRZJfwfdSHcrkMp9OJSCSCF198UYJMXq/dbhddrFarMsiALJFGo4FAICCUajakZsCYSqUwNzcHt9uNWCyG2dlZGAytySB8sBFgqFQqsNlsAsgDLTYH72GtVsO1a9ewuLiIYDCIY8eOwWg0yih0lgjznvLecb/6+vrwT/7JPxH7WK/XhYrdaDTg9/sB7Ezgok1nZlIFJfiwJhhDO8TjdrJSHral6a+mv4Cmv3tVf4Edxj3lm4NpqEcq06/ZbIp+cG8IJhKMJHNPzWZzqSwAFYg+d+4cbt26Jf4TwWA2EgYgwKLaD43+NuV5cnISer0eq6ur8jn6bpxAFQwG4XA4cPDgQSnFTSaTSKfTGBgYwPe//32ZmsiAk6zHUCgkPWKo7/RByRIsFouYmJhAIpEQEDWfzyOdTrcxPh555BHZdzU5CbR0nHLGwFGvb/VLi8fjkuhlLzkmxev11rQt+teHDx/G6dOnsb29DZPJhFu3bonO5fN5XL58WSaKPfroo9IHNhqNolKpyMTR7e1tKSkiK5XnpAaPOl2rsuPu3bvo6enB888/j1dffVX65nCf7Ha7JHZZIq0yHcrlMgKBAMbGxmRPaFNVeWLcQjvF49C3VkEHvkYAhsdkXz/GYZRjNSZ6mJemv5r+avr74Pr7uQtqGdSrAT3/db4vm81iYWFBJqvxdTq1zLSpQAKwM7qZm5NOp6U3Esu8uIncUG4AO/9ToXk8bhIVjBvFGzE0NASDwYBMJiNNv2u11iQej8eDxcVFLC8vo1arIRwO49KlSwL40EBQ0NSbTIGkE026OIA2wWw0GnA6nTh+/Dj6+/vhcrng8/mkNwWz0WQeEWl1u91CfbRYLDI55+DBg21lEHReAch5WCwWhEIhDA0NSeN1GieTqTXeuaurS2iD+Xwed+/excWLF7GwsIBUKoVcLicgH2WA9yGTyWBjYwM6nU5qiHnfef4E9xwOh1yvqgAGQ6v8cmpqCh6Pp01+6PirNFYeW2Vddcpos9lEIpGQiQGdbCdVFvl9/M69uAqFAvL5PBqNBoLBoICsDKZyuZz0LONUCxp6vV4vQUogEEAgEMDKyoqwMIDWHn35y1/G/v37payTFFen0ykNgNmokHtMMJOlqaVSSUBI9dx5PGYUKP9AK5BiEK46BmR7ECDPZDISHKm14JQR/o0UUuob668ZABEsttvtOH/+vATRnCyWyWQEAOWDjk2HDQaD9KNhQMZ94GscpsBgH9gpW+FEzVQqhRMnTmBsbEwYIbQrDHJpA3kcXufw8LCU7ajnQDtz7949AJBsC5ma3O90Oi37pNPppI8cbTVtFFkRmUxGhi5Uq1Ukk0kpY6YNMplM0pgyn88jEAjgj//4j9HT0yO21Gw2C/Wb5bq8Xn5OZVwAO5NoCNSTNsz7TTv4sDu9mv5q+qvp797VX6B9ghWDQfpNBHUZvAKQxCjvveoPATvlJmqirNNv4XcxCN23bx8mJiZEzygTDNroj6uMSjIK6LsdPnwYJ06cwF/+5V9icXERJ06cEECXx7JYLLhw4QL279+P+fl5/OAHP8Brr72GH/zgB4jH4zIRmnakXC4jk8kgHA5LTzrKbrVahd1uRyQSkUnJN27cwObmJiwWC06dOoVgMIhCoSAgJBOFAwMD4gczSN/tH+MNBluUSQKsxWJRZJY9yNLpNHw+HyYnJ/GFL3wBa2trWFxchMViwcbGhgzfoT5Ho1G8//77cLlcePnllzE0NCRxFBOxlG2OT7fb7QLcAxBWAvWk2WzijTfegN1uxzPPPAO/3y/XYLVa4XQ6RQbUCgHVRnHKFmWGx1XjOf6u2n3+n0kK+uwEYQj4U4YoT4xFOmW6M3582Jamv5r+avr74Pr7uRlPAKQ/j4rkUXDV4L5cLmNlZQUbGxvw+/1tjpS6Ecx0Wa1WeQ/LrYimJZNJ9PT0YHR0FNevXxcqnOo8q4AWAHGImKXkZCDeQP7r7++H1+vFwsKCgC/M5AWDQannJItmdnYWyWRS6JULCwuYnZ3F1taWKA5vppqF5g3j9wNoM1aHDh3CwYMHpbSPDpbq4KqZPoJmrO9kE06drkUd5PQ8gjvNZlOawzGbmE6n8f3vfx8WiwWPPvoo9u/fL2wgq9WKc+fOYWZmBjdv3pSsaiaTwdbWFjwej9AE6TgyM8lzTSQSbT01KNBsIJrL5SRjzelHKlCm1+sRCAQwPDzcBqQ1Gg35DPePytPZ20ld3L/NzU3poaHKjCrL/L0TGN1ri6wAAEJpVRkLAKT8M51OIxAIyL3hQy4ej8v/aZyHh4cFnLXZbPja176G//Sf/hOy2axQXKnjPp8PVqtVgiYGKgxeaIyJ2OfzeakXJ0uO/U0ISlOGmI1idoDXp5bCMDtfrVbh8XiEJgvsNELmg4ElJ8wY0V7x4Z1KpfDYY4/B5/PB6/UCaD1U2HQ3lUpJYAVAfvIhSXkltZXGngZfzY4QaGYvFJvNhlwuh0QigS984Qv4b//tvyGbzcrn1d5snEzF3j0WiwVdXV2YmZkRsJsBL8+Jurm1tYVMJiMgALDTf0AF8Rn8MqtEm8MHIJ2CcrmM7e1tBINBCT6ZDeSDjTb3lVdekSwSH44ej0dkj42Km82mNIqmc0LdZVBLVib746i2guthD1w1/dX0V9Pfvau/wI6s0H/h1EgChvQDmZCjw08d6EzuEszjtauJWCYPeVwCz2azGY8//jjm5+flu+lj0udm9pvtCyg//f396Orqwvj4OObn5zE3NwedTofTp08jGAzCZrNhcHAQ+/btQ7PZxGuvvYaVlRXx9/hzaGgIq6urokucssj7zhYSlCkASCQSaDQaGBoawtbWljAm7t27h4GBAWGPMAbgXn3xi1+Ey+X6TEERmZgE3tXjWK1WaZlRLBYRCARw5MgR1Ot1JJNJJJNJXLlyBcFgUPxj2sPu7m5kMhnk83lcv34dhw8fRn9/PwKBgAx9CIfD0sJEr9dLKRPBbJ4X+8wlk0kUi0VhrBgMBjz33HP4jd/4DfzoRz9Cvd7qp2exWOQnEwlkolKfDh8+LLGImkCmn6zGKpRHtRJBTf6rbFP+n3a3v7+/7T5QPtUk88O8NP3V9FfT3wfX388NPKmCrr7Gk1FXo9FAMpnE/Pw8JicnxYGhY6WirDx5AgkES1ibyn+9vb3o7+9HKpVqoywSjFCBq97eXtjtdsnKMitKJTIYDPD5fBgeHkY6nRaQhNdEFHVjY0N6ILDrfq3W6gtRr9fx/vvvY2FhQbLBVEoKnepE05lTV71eh9vtxrFjx9DT0yMlaCoq2bnXNIIEYDwej5SrUdCY/W00GoJqqxPldLoWtTKbzaKnpwf3798XJ5fNWYPBoGS2ee/K5TKWl5eh07VPe1Mzv/wOZp3V7LQKutHYkKlGg0mHWKfTYWhoCP39/ZKRpsPNEhTuZ7PZFKBPdUZ5fnTuE4kE1tbWpMxuN+CU/ydqvhuItVcWAUG9Xi/6RBZDPp+H2+2WwI0MQwZzzL4Hg0EpRWk2m9I0mK+n02kcO3YML730Er73ve/JvvKex+Nx2Gw2+P1+NBqtiZVkEzBAIjWZD2+/3y+ZpGq1KiWjBGN1Op005eu852QssKyE+kfZZBkSDTsAmciRy+Xg8/mEHUA5Z3bD7Xbj/PnziMVimJqakoedydSa9hUOh+F2uz92H2gXGo2GTLJi3Xrn+9SfTqdTbGGtVsOhQ4ewtLSExx9/HH/7t3+L9fV1CQRZduX1etseImRc2O12hMNhAaK5lww+a7Uazp49K1ksZppoa/ggogzwO5hR0uv1yOfzAi6orM5UKoWhoSFhGnI/aIf0ej2efvppnD59GiaTCalUShpdE6Bwu92ybzqdTtg1/K5GoyE19pQd9l5Qn128p3wYP8xL019NfzX93bv6C3x8khADHrU/GINYyjeDB5Y1AO3TtYD26Vn8G/eS9zmbzUqicWJiAqOjo5ifn5fAl74W/WkA6O7uxtTUFLxeryR/Y7EYlpeXMTc3J/7nnTt3cOLECRQKBUxPT+PmzZuYmZkRX1hlZvT09MDn82FmZgaRSERYITabTYImg8EgA2SsVqsch/qxsrKCWq0mAe/9+/fh9/ulhxuP8/jjj+PAgQMfC/g/bdFfZgUB4wqjsdUzLhKJIBQKIZVKoVarYX19HTabDVarFfF4HOfOnZPJU7QJtVpNxqpXq1Wsra3B4XDgnXfeQXd3N5599lkUCgW8/vrrAr6y92ij0cDY2Bj6+vpQr9cxMDCAW7duSWzE8t5arYa/+qu/whe+8AU8+uijiMVici3pdBrr6+sCgJMZq9fr0d3djcHBQQA7lSzst6v66VyUFZU8oJYU0c7weGq8093dLc+nzuPTRj/MS9NfTX81/X1w/f3MT+rdDkhl+mkPfJ2uRaFeXFyU7uxUNHXxYhjgsykowQVm1lKpFFwuFyYnJ7G0tIRsNgur1Sq0fAIjJpMJfr9fMrucAKNm/AgwORwOZLNZGcGsbqrT6UQul2ubIKM24vL7/cLqolMN7NwIlYXFRQOkMq7q9Tr8fj+GhoYkM6iWC/L6VcCK18K9JDUvnU6jVqshk8m0TbNLpVICEvFaGFRwuozX6xUnDwBWV1dlQp7BYJDMMxlF6jFoMFXaHw0s32M0GsVB5f2g0ewsZ6PD7HQ6cfjwYXR3d4ujqbKdKPx0SlnusRuQRKBrc3MTGxsbbYFOp5zz852lI3txMYio1WoSnNlsNhnhSZory3EASMDqcrmEbup2u9vkivfS5XJJ+cVjjz2GDz/8EJFIRB6W1KV6vY5wOAwAUhaaTCaRy+Wg1+vbGsoyWFEZELzvVqu1DXhVG99RxijDKqOQOsl7SrYAdYxDC8xms9gWtQSo2WyxOJmJGR0dhclkapucSTvGBwX3nrpQLpcRDoeFVcJsVk9Pj/SIIeDNB4HNZpMHA+u6FxYWUCwW8a1vfQv/4T/8B7GX/A426ee1FQoFeL1edHd3y16QvaHaALI8GdjSFtF5ISuEuq6yBjn6nd9LG8GHLL+XQAMZMWSyPPfcc/it3/otmEwmaRKtsk8ITpC+TceH5Vp88PJv3EMyXtXMJPeTY38f5qXpr6a/mv7uXf0F2pOz1WprWmQ8HsfQ0FBbYozgIO9do9EQf433mv9Un5DyrWai+X2UIfZhe+qpp7C8vCy9VMgqYBNhlaVx79496YXi8XikN1ez2YTD4YDX60UoFIJer8cPf/hDaSsBQJh29P3Gx8exvr6OmzdvwmBotYYgg5PXOjExgZMnT2JlZQXd3d2Ynp4WdsZHH30k/l+1WpVerNFotC1AdrlcePzxxz/WE+anLbIjvF4vHA6H+MI8Dn1bm80mAejw8DBu3boFj8cDn8+HmzdvSr/UkZERkedwOCxtNw4ePIilpSV88MEH8Hq9OHv2LC5cuIAf/vCH0ny/u7sbzWZTglX6wcFgEG+//TYikQiazaYE7dFoFO+88w4mJyfxzjvviFyQzcpm2GQ0NputMh2C9mSUUhZV26/ab3WpOkkZJHiuJtsbjYaUgFPmeDxVZh/mpemvpr+a/j64/n7uHk/ATpCvrt0AKipXNBrF8vJyG5rWyeKhI1qtVuXYdDJI9SPg0d/fj8HBQamXpACzT4Pb7UatVsPa2po0xer8biLKALCxsSFd79mEjMwbNj8jjZE31m63w263Ix6Ptzmu6s3mzeffaFDofPF6G41W01Cv1yvN0ugoch9U48a9pnAStGFQQgebtH3uHZFNvsdsNiMYDGJiYgL79u2TEoZisShBxjvvvIPl5WWhVTJDTaHk9dIAGo3GtppWCidZWaSH8nUyluhMqhkAs9mMsbExjI+PS+kHGV2qcw9AmADcT163asDp+K+trSGVSrXJhPpPXbxXe3mxpIV6y0CGAQTQkqF8Po9kMimN4FljbDabBXQMBoPo7e2Fx+MRdoDB0BqzXi6X4fF48Ad/8Aeim2r5CwMFBiKsk1f7eqk2gA95YAet5wOKTEJmk9iAjxmTQqEg5Rys8wZ2Hj6sv+Z3UucZABLY5RQlNuWdnJzE4cOHMTw8jN7eXuTzedTrO6NTm82mNBdm6TAzVuFwGEtLS2Lcq9WqZIu2trawtbUlwLhqZ2hDqJe1Wg3j4+O4d+8eDh06hKeffhqpVEq+n8Egqbp6/U551eLiojy8isWisCTr9ToikYg0lWSfOzUb4nA4BDAm0E/dJRWYQS/ZFNRbggS8J9wf2oLTp0/j61//ulC1uf+9vb1iD202G0wmUxvDhTLKByXlxWKxtLE8+F6VAcKSIvYheliXpr+a/mr6u3f1F4DoEuU1lUrh7t274rgDEL+M95P+CHWF+6Eyx+kP0p9W/UzKII/BNT4+jn379sn+pdNpRKNRxGIxRKNRJJNJfPDBB3jrrbewvr6OcrksCVig1Sj42LFjePrpp3HixAncvn0bc3NzsNlsCAaDwkTv6+uDy+WSEtyuri6pDGCgRBtmNpvx1FNP4etf/zp0Oh3+9m//FleuXMGZM2dgtVpRrVaxtbUl/UAJUANo6zFXrVYxNjaGUCj0me9Np5/o9XoRDAZlXwuFAqrVVrN/vV6P2dlZFItFjI+PY21tDbFYDJOTkzJtku996qmn4PP5EIlE5FhsYBwKhWAymRCPx/Hmm28il8vhscceg9FoRDAYRCAQEDtEtsrbb78t59bX14fu7m7YbDaZhqn2Na3Vam0lz5QDMgZ9Ph+OHj0qDAiWQqtMh075pQ1Q/X7aBtp66iarFjrjls5EMGObhx140vRX019Nfx9cfx8IeOLN7Ly43cAnna41KvH+/fttzCEVfOCq11uTTdQu/czu0hEpl8vwer04evQoXC6XGAQ6PLlcDrlcDltbW9KviQCN2oTNYrFIF346fPzZbDbFsWQtJUEvsnWY7WSDcRXsUIERXheNkXqD6PCZTCYMDg6KU03jw3901ugkEqQhOEMHnAEGlYTsHwo0AOmxQEG0WCw4duwYHn30UdhsNplEuLKy0sbqyuVy0nPC5XLB5XIJ44jZ10AgIMgoAxAV3WepI5faz0LNKnP5/X6cO3cOvb29bSWVzKrzWJQLMqLU7IQqh0ajEYlEAsvLy5LpVY27CjzxvDqR5L24mLnnmHAajEKhIPvNCUc0NvV6XRrtVyoVAXCTyaQEwbxnbBzo9/sRjUYxNjaGL37xi8JcIJjIkdlsSs8sDo/DKRTs5aWWhBD45SQN1okzs095UDNI/LzX68WhQ4fg9/tFZ/gwZwBL+SRdmX+vVCpIJBJIJpNwOp144YUXsH//fnR3dyOXy8l5kglQKBQQi8XaGI1khrD0hT3cGATqdK3ePBsbG0gkEgDaG/ZRzskiiEQicLvdOHDgABYWFvDbv/3bGB0dFaCbDX8zmYwwA7mPS0tLMlGSY285tYRB4M2bN7F//3709fXBarWKs0AbxtJZ2jlgh93qcrnEYdHr9RIAkzXDEh0+6KrVKqampvCbv/mbYjttNptcSz6fl4chWSDcH9olgjGNRkPAAtoB/iwWi2320GQyybV1slIftqXpr6a/mv7uXf0FIPeQegcAS0tLH+vLobIieL8ILjOooD/I0h7uNf9OHxHY0SOVUW61WvHcc8/B5XJJMMNylHw+j0gkIuVCbC3BJKXFYsHw8DDGxsbw4Ycf4gc/+AFmZ2cRjUaxvb0Np9MpFQjhcBipVArN5s4odZbGEmxmz7YXXngBPT09yGazuHHjBra3t3H79m1ks1k88sgjbf7X8PCw+P70z1W/8eDBgw9Ufmmz2dDd3S2AAf3O1dVVLC0twWAw4OjRo5ibm8Pa2hpsNhvGx8dx9+5d5PN5WK1WDA8Po6+vD8FgUFiXpVJJSk5dLpewKWq1Gt5++20AwKlTp5BOp3Hv3j0sLi5KE+RmsykxFMt+mGAHIEEwk9gEcQnQ0maq5b5dXV0AIH1mWNra6Y+rFReqv1ytVgX4Zpyl+vdqwpyyp1ZtdMZCD/PS9FfTX01/H1x/Hwh4AiAoKNCOOHJR+RqNVrPn9fV1bG1ttdEAufg7HWYCCXRyjEaj0Pf5Wl9fH3p7e9vqWnU6nVDjiSjzhqiZPZV+19lgmhlYk8kk2VAqNxlNbPTGptoqNZI3mjeFhoR/457x/wSAgsGgOOfqP4JPnawbnqOKXhJQA9CGrqtCxe77jUarT8XKygquXbuG2dlZLC4uYnNzE6urq9je3ha0XEU+i8WiGDOeAx3wWCwmAQoX95llcMxIq44oj0/Z4L2bmJjAoUOHxDmmAVCzyCxNUNlV3BPKoMqk2tjYQDgc/liZ3W4yzO/cy6ATAMl0qCg3953OOyc9NBqtfmDszUGjpTIJ+NBJJpOw2WyIx+PY2tqC2+1Gd3c3tre38fLLL+OLX/yiBBZkbeh0rZ5dQEtGs9msNEZmc1vqGR/qBJ/5/8HBQamn5gOWzAaz2Sz/NxgMUlqyuroqZajZbFZYjEajEWfPnhW2HjMPapkLbci3vvUtPPvsswiFQlhcXEQikRC2RSgUQjKZxP379zE/Py890LgWFhakseLq6qr0xWHg63a7US6XZfQt0LJHuVxOHAnaNbPZjLm5OQwODmJ0dBT5fB5//Md/LKyOYrEIk8kk41gJ8FLv8vk8fD4fdDqdTNKgDQuHw+KITExMSCNg2gGDwQCv1yusFmapaDvZtN/n88Hv98tQCQCSFKDOlkol7N+/H9/+9rcxODgojEieL49vNLamd9K20n6R5cm/M/tGW02bx32jHeD7mAV82Et1NP3V9FfT372rvwCkDQSw4xPGYjEpoeD1EYClXLEslfumJseAnQnFQHsSTfUzef9Un2dkZATnzp2TigJWChgMBvHv6JOR3UbfPBaL4Qc/+AG2trbaeqKWSiWZZAVAmJAGgwFDQ0PI5/OIRqPC7ucgmUKhgIsXL+LHP/4xbDYb7t27J+VD7733Ho4ePSqDELa2tqTMmHFCLpeDTqeTUuTR0VHZ5918uk9aauJ43759sme0nZy8fPz4cRQKBWxvb0On02FwcBB2ux1Xr15FLpdDqVTCxsaGgLUETckeBFotPqgDZrMZ4XAYf/VXfyWsRbIDC4UC/H6/MCvT6TQcDocM9anX6/D5fDh06BDGx8dhsVgQCATELyf4q8ZD/f39OHXqlJRSkcGplt50+sSUT8Y1rATg72oMRh1V5Z0/VWaP+trDznjS9FfTX01/H1x/H7gbIxlABD92Y5moF7u9vY179+7h8OHDwiBS36f+pNIRfaSTqlLInU4njh07Jj2IAAjoQjCHTJ9SqSTZ4lqt1tYIjdk/tW6RSspyAZVFQyGuVCoycpGZQxoM3lQCYXy9ExXkZ5mtBnYarXPfSJVX91M9VwJLDEqIdDLbq/aK4h7GYjE5vl6vx8bGBpaXlwXRJQssm82KApFxRBRWzQiTSskeGz09Pejp6UE0Gm1rUkfnllR+7jGZUwwU6FA//vjj0mSVSC/LCVVWFzOh6l51yqDJ1Gp2Ojc3h2Qy2Qaa8j3qTwBy/L0OPJXLZayvr8NsNgtrQO2NAgAej0donCxdIIuBGRUCsAZDqyk/g0m32902Nt3tdmNrawsvv/wyotEobty4IeBkoVCAx+ORhsascQZaIJ/FYpGxq8AOQKuOLOVESZ6XyWSSkeHMmJdKJdETgpI+n0+ul+UmmUwG8/Pz8Pl8MBh2+tLQiaDM/8Zv/AaeffZZWK1WxGIxYRqQ+Xj79m0kk0lpuMxpWZRHr9eLQqHQNgpVDcIYtHq9XrETzWYTs7OzyGQymJiYQDAYFLDAbrdjcXERIyMjUtbyR3/0R/if//N/iiOkDjtQ7UO5XJZs2ebmpgAVdEzq9Trm5+fR39+P6elpxGIxrK6uinwwOKTdo4PFADASicg+ZLNZ0Ve73S5lS5VKBVNTU/j2t7+N7u5u6Z1H8JgPU9rPWq0Gn88n9qzZbEomkCyacrksMsmHLo9nMpkku8ZjAzvPsYd5afqr6a+mv3tXf7koS7xHmUwGy8vL6OnpEb+D90ENIgAI853vo1zwuOp+qf+nLDEIUln258+fx+zsLNbX1wHslAoBkN6q1BFV7ziNieCiel2ceEg/tKenB/l8HsPDw7h79y5MJlPbtEKPx4NyuTUx8fTp08KCoL1KJpO4evUqjh8/LsCzXq8XPcvlclKmq9frcf78eQSDwQe+Vzw+dY9yZrFYkE6nMT8/L3ty8OBBxGIxZLNZ6HQtdl8ikcD6+jq8Xq8wGEulEgKBACqVCpxOp/i9TJzW63Xcvn0bXq8XLpcLqVQKkUhE9Iq969xuN5aXl8WWNxqtJsQmkwk+nw+BQEAGK2xtbUGn06FQKEhAeu7cOfT19UGn0wkjlkABz1+1YUwOqPEcA02+zsQuX2MsxuORYcHPEkRnPPOwA0+Apr+a/mr6+6D6+8CMp3q9Lojdp1GdqWjFYhFzc3OIRqNtFHW+R0XnVPCGY5N1Op3QEwlO7Nu3D2fOnIHD4WgDNlSgCIAAJ+whQSoas3bMMBKpLhaLyOfz8j08R2ZudTqdZAr5NwYB6s1RjQcNBq+TglGv14XeqDqZBMPoeDH7p4JQdCR5HPWaVYPFz3GSAJ1Odd99Ph+mpqZECbjvFGz+o7LSeNbrdTEeQMsR3Nragl6vl2wpmVHcX76X9xfYGS9qNBqludy+ffvkvjLbzmk4jUZDyjVUdhiXuhfM/JPVpe7bJ4FKlNm94tR+2tLpdJJVUZF0lS1Imi6DACLenCLIOmmn04lKpSLN9hg8VqtVZDIZkXMaqm9+85sYHx8XNobNZsP6+joKhQJ8Pl8bKMqHazqdlnPJ5XJSUlQul4Wp53a7heXQbDal/ITZf5VlobIdyR4hm8DpdCISiSAej4sBJpU4m82iWq3ia1/7Gr75zW/C5/MhGo2K3FqtVuTzeVy5cgWlUklYAo899pg0eebiiNVIJIJkMolCoSAPrHw+j/n5eRgMBgwPDwPYAUzHx8fR3d2NW7du4caNG3A4HHIfY7EYPvroI4RCIfT19WFychJ/+Id/KFkSl8sFp9MpDQo5uID3s9lstlHIacdZe5/L5bC6uoqtrS2MjY21sSvcbrdkWdTGwASigRYYwp4xpCrzuTExMYE//MM/RFdXV1sJDsuCWLJLW0nGDQFu3hudTgeXy4VGo9WkmEwJgiQEPZixpEwQWOeUkId5afqr6a+mv3tXf4GPZ4vpC929e1f8EcovGd5MKvJ+q4yH3Xxu+o7qZ9WEnpocBIBAIIAvfelLcr/ZOoIAstlsFkZCsVhEKBSCwWBAMpls82spk7z3PI9MJoNcLoe+vj54PB7Mz88LYz6dTgvY7HQ60d/fj8OHD2NlZUXOmXK8sbEhyczx8XE0m00Ze075BYDJyUmcP3/+5yIPvb296O7ulqCVMYHL5cLa2pqAnw6HAy6XCxcvXgTQSrr29fXBYrEgGo1iaGgIJ0+elPNsNFqTvr1eL/bt2ye+sxq8dYIN2WxW7DpBYuoubSqTxtlsFuFwGKVSCblcThL39KOnp6dx8uRJ+TzBDJU4wGcNYw8Au5Y+MdgGIDZeTWircqmyEtUEs8oEepiXpr+a/mr621oPor8PDDwxMO88yU40Vw3wSQMnkAK0bw6Xigp3Kq3KajKbzZicnMTY2NjOhf0/oWdJHcEqGgqVAaMyXHgeRPh4Q9QGnXT4eb68Bt4EAkhqnw01O81r4+/8x/pZfr+6d0TJSamkA04h7mTodDKh1GwpDVcnOEeUOhwOS98LUjQJFHEPGPDwHDrvMw1dOBxGs9ls6zuiCraKvnL/aLQPHjyIJ554QsA4Ovd0ZPk9NASqEe8ElLjfmUwG9+/fRywWk/uym8Kon1N7qOzlxUxMo9FAOBxGIpFAIpFAPp8XthhLO9QpThyxre5vOp2G1WqVhxjQCnAo+5lMBna7XeiiTqcTv/u7v4upqSnE43HJbrBHGEthqB/s70addbvd8mBlTTwDUGbPVTBXZRiSJccMUSaTgdvtlvHmfMjqdDsMQQbzpVIJdrsdv//7v49vfvObMBqNkilyOBwYGxtDLpfD3bt3xQDncjkZEEA5BVqy5PF4cOLECWF70K6xzKmrqwtPPvlk22haoNVMeXx8HIFAAOvr67hy5QqsViv8fj/2798Pt9uNubk5eDweDAwM4MiRI/jjP/5jeL1eZDIZYTAy2Ha73bDZbAI+q5kMljixcTUDvkajga2tLQnGuT/UFTU7QjZjs9kUx4XlWlwnT57EH/7hH8rYXdpINq3mg5jAL+0EHTqbzSagdrValVIiZrVIlybFnP1wqAOUGYIUDJof1qXpr6a/mv7uXf3lok/G1Wg0cP/+fWSz2bYsNJNr3EvqF/029W+di3rE+9Lpq6mMf51Oh4mJCenBwvYZZElS7vR6PYLBIJrNVumoy+WC3W6XayKzgSW8DCQbjQaKxaKUk+bzeWFCsoS0Wq0iHo/DbDYjFAphdnYWW1tb0oifQT2TxHfv3kWj0cDIyIjIE23P6dOn5bwedDkcDgwMDIj9IQMwEAiIL8u9YbKV0x+j0WhbRcThw4dx9OhRnDhxAufOnUMsFsPCwgJOnTqFY8eOiQwTjK9Wq21Bul7f6jPX1dWFK1euwGw2i52y2+1tFQPVarUN+FcDe6fTiQsXLrT1kqVtVeMRYGcwEOVJTVLznDrZO7SZ1EfVt1btB/1/yudeAJ4ATX81/dX0l9/7efX3gYEn4OOKqC4VfOLv+XweN27cEEq7+h4VjOD7Veo4ARODodX3gYrOkruenp42MAuAOLJ0kIEd5pKK1ql0MvUcVHSSwBDZV7wRKhDC41EAeDMpWOxPpAqCXq+XUczqXhHoUVF0FUTqFBxV6DpRT5Vhpdb0qn9vNBoyoY/nysyjCizyNZ4/G6wx4OHxSqWSNGll3bMK9KnBEO9Xs9lEKBTC+fPnEQqF5BwJPPI8yFyjbHwSeMTz1ev1WFpawuLioigz75sqo+pipnUvPBB/2lLRadYmG41GFAoFqX1Wa4QJurFnFzPRBGvVBwprnHnP2cyXzEGO6P6d3/kdTE9PI5PJSFM7tc7bZGo17XU4HG3sPhXwpAwwU8Hzofw4HA4J0tlon8EKsJNRYnNk1uerARfr2B0OB/7ZP/tneOWVVwC0mjJ7PB6ZCBaLxXDv3j2xW2QmcFytuqifo6OjGB8fx9zcnIytZc+U8fFxuFwu0T91kWno8/mQSCTk4UUatdFoxN27d4VxcfjwYfzzf/7PceDAgbYEATMsdBhCoZDUn/OBz8waexSk02mpTY/H48KwIADN5r5qRoWOEoEDj8eDRqOBXC6HyclJfOtb34Lb7RYacnd3twTKfPA2m+396tjXhcwcggzsD0S7yoe80+mEzWZDNpsFsNPMuFAoSLPpRCIhMvswL01/Nf3V9Hfv6i+w08uFskG/IpFIYG5uDgDEf2KCjbLNnyqzW3X+1aX6rgxuGZwwSGBykef1/PPPY2BgQOSC52exWNDT04Ouri5pr5BKpVAoFKT0o1ZrNXunLeD32O127N+/H8ePH0coFBJGI3WY50fbNjIyIjKq+nVk+q2treHQoUNoNBqIxWIyaYo+2vDwMKamptqSkw+y6Jere22322U0vcPhQCAQwP79+6VsmGyQUqmEwcFBrK2tSUnPyMgIurq6oNfr8eMf/xiXL1/G9evXce7cOUxPT0tZMIPOSCSCsbExPPbYY7BYLAgGg6L3m5ub6O/vb4t3yF5gY3+CE2qZz4ULFzA2NiY+OGMBFWinPWbinveLMshEL/WOr6nMGVXWuGKxmPRuo6zz/quVJQ/r0vRX019Nfx9cfx+4xxOwE5yT1t8JHHWuZrOJhYUFLCwsIBQKibMI7HRQV8EU1eEkK4cZTW6g2WzG8PAwjh49ip/85CfSqIwbDUBQYp4TnRgVAVQpY7wJzWazrQkqlZWAm1oKR1BKRb4bjYY4+BQyHptNq5n9pMEgO4hIrXouvKZO5JLXpV43SwKZjWTmUUVCVRAonU4jl8sJy4mGTQ0gaJDULCudfk7KS6VScm9YRsdR3Ore7CaoJpMJx48fx+TkZJsc8V5xj2kkmZntlDH1us3m1kjKu3fvSpPXT1ISdZ+ZLfhVWJy80Gg0ZA9o5JLJpPTioB5XKhV4vV7pkUY9q1arsNvtqFQqQv/ksfV6PUKhUNvUB4fDISNfPR4P/sW/+Bf4zne+g6tXr4qxIiVYfSiyya7dbpcpGiaTCdlsFkaj8WON7cn4CIfDEkAZjTujvx0ORxtzj4E4z4/TOnjPjx8/jn/6T/8pxsfHUalUEI1GJUAzm81YWVnB7du34ff74XQ65SFPva1Wqx8Dkjnq3mKxYHJyEtFoFOVyGb29vXC73VLKRKYJV7lcxtraGnQ6Hbq7u+F2uxGLxfDuu+/i3Llz6OnpERbG7OwsRkZGMDY2hkAggGAwiCtXruD73/++ULR538vlspwDsDPtkiVI3FvaDV4Hp4FGIpG219j/hXZO1SUGjy+88AJeeumltuwQ7yubNVerVbGHuVxOeheVy2VYLBa43W7k83mRQWbpVDuQzWbRbDYF2GCZbrPZlODYbDZLX6CHXc81/dX0V9Pfvau/AMS/VJnk9G0uXryI48ePi/7Sp2KgQh+TLQM62e7cu05fkAlC+poqQ65SqUjZot/vx1e+8hX86Z/+qSQLGVhUKhWkUik4HA6sr69jcnISXq8X2WxWpkKzNwrQ8m9Zorm2tgaDwYBUKiXlmKFQCIlEArVaTbL9DocDhw4dwocffiigN6+XwPn8/LwAnE6nU/SN1/TSSy+1DbV50GUwGDA9PY0333xT7E4+n5cgUqfTCYuBbAmfzyeTNt1uN27evIm+vj6cP39eJk1ub28jHo9Dp9Ph2rVrqNVqOHDgADY2NqTvjl6vRzgcxjvvvIPHH38cTz31FJaXl4WJEYlEMDk5CQCYmZmR++10OoUZyYETDCaPHDmCM2fOiH0ls0Vl0/DnbqVOagDfGciqr9GudyaZNzY2BNhgbMfvZ8zzMC9NfzX91fT3wfX358J4IvpK5fmkgJ6v1+ut/gDXrl1DLBYTJhA/3wk2qaCQmu2jU0JAxGw24/Dhwzh8+DA8Ho84wlRAleXDz9D5Vali6s3j8VWEENihUao1nQSNOllb/JvKGiJbhwysnp4e9Pb2yvUSLGGDN543aY/sy8E94vHVe6LX66X5GT/HRWSVrCaTySQN14iUqmwqlZJoMLQm4gwPD0sAkc1mpYbY4XBg3759UiPL3g5scqeCi0RVaVwNBgNGRkZw/vx5Ac0ASODDvSuVSnJPOmVM3Xf1Xi4tLWFubq6Notr5fioY7yGbqP4qLE6aMplM8Hq9CIVCMBqNMoGJOpDP5wXUy2az0oSd+5JMJgVIJZWWGfVisSj920qlktBtKdO8d1/96ldx5MgRCc4IKnJiIUtzmF0JhUKSLSdDgEAwl9frRTAYxOTkJJxOp8gqgy+WI1mtVmFkqP1kyAxxOp34gz/4A/z7f//vMTk5KSC5Xt/qVxYIBFAoFLCxsSHBVbFYlAb8pVIJ8/PzwgRQjXGhUEA4HJbyp8nJSUxOTqKvr0+yR4VCAVtbW8JQ4AStdDotzobZbJbpJdevXxcaNSeN3Lt3T0auHzp0CK+88gr+8T/+xzhx4gSsVqsEidVqFTabDT09Pejv75e+LLR7nTasVqtJnTwDPz6E6NyooII6qMDlcuF3f/d38eKLL8JqtSIQCEiT5kwmg3g8LmwIg8EgssUx9vw+PpRVu86mlCpQzlG3FotFWDg6nU5YMkDLBpBBwcD6YV2a/mr6q+nv3tVfLqPRKPqo+ra85/RBCC6qLRVU/0RltVFG+XpnAKDXt8oR6esxUFATa2QsPP/88+K30d8GWuWiDECLxSISiQT8fj+GhoYkqQi0giHK4fLyMtLptPjQ+Xy+DZgGWiW+mUxG/N/l5eW2oIfXRKDy3r17sNlsSCQSUjFBsJeTNnk9nb7dT/u32xocHMT4+DiAHaY/mX/r6+u4desWtre3sbm5iVQqhVgsBgAYGBjAysoKms0m7t69i2w2K0BEV1eXBJ2NRkPe98gjj4jPT3terVZx+fJl2SPGDI1GazpzNptFMBiU+MJms0nil/59s9nE5OQkXnzxRTidTtkPFexVGYO7xXBqEp+2nrLIagzKN+VVvQ+lUkkmiKn9kHgtnxQsP2xL019NfzX9fTD9/bkwnoCWQ8asI0+2UxBURLdebzVku3TpEp599lm5oSrS2/k5XqjRaGxrnkqqV71eh9frxaOPPgqj0Yjr16+LUneigOoGqfW2RKK52aSJEygCWplndbKLCqKoKC/BrU5WFEv++DmXy4Vjx45J/S1BNFLkVEScBo0IKP+uglMqaun3+2USD6+Lgk/jpdfrpaFoKpWCzWZra1QH7Exw4PeQnqfW5zLQKZfL6OrqkhpUliGwPFLtLcGsAc+jq6sLTz/9NLq7u9vYTWxgX61WJYPw0+h93Bc2iLt8+TIikcjHFLBTvrgajYYAjb8Ka3h4GMlkEtFoFMViEVarVfpnMQjg60ajUXSL9FHKWm9vLzKZDJxOpzALmbWmDcjn83C73chms8JQBFrBMw3Xt7/9bbzxxht46623kM/nhYWh0+mkzEZtfKw2g2fZCQCZnpHL5RCLxTAwMACz2SzApMVikbIivb5Vy22xWCSgol7abDacPXsWr7zyCiYnJ9FoNLC0tASgNfGLDwedTofNzc022jHQerAXCgUpD2UfnlAoJCBBKBRCMBgU9iVB4VKpJE2DqQ/1eh3hcBipVEqAXrXuOplMor+/H9evX8etW7dw/PhxAdy9Xi+Wlpbwk5/8BOPj4+jt7cUzzzyD48ePY2trC5cuXcKtW7ewtLSEbDYr5Tdq8Mf9YhDKh2I8HhcAXWW10B5xlDpttdVqxfHjx/HMM89gZGRE9o02kfpI+aFNYFNMZp94r9mskfeCcgNAHpjMavFaWNpDBiadNoL/drtdJpg9rEvTX01/Nf3du/oLQHxM6ix9vGazxeL64IMPMDY2JnvI+0YZVZOman8v+lJq8lP9HL+bGW/6YWz27na7JUl78uRJJBIJvPnmm/JaLpeTXiT0D2k31tfXpVGxTqcTcHdpaUka0Xs8HlSrVWFVqH1h+fepqSkZEADslCzxHMLhMAYHB8XWRKPRtqTgk08+KT6nunaLQ7h3/PdJPiT37dChQ7h3756wW5hMZakop2Iywdrf34+trS0kk0kBTzc2NnDkyBHE43Fcv34dZ86cQTabldYh7777Lp5//nkMDQ3hzp07beVa4XAYyWQSjzzyCA4dOoT5+XmxmQTCx8bGpOcfgWcGpr29vXj55ZfbSojpRzPJTXn7tL2grFL3eH8oc3wPX+N+N5tN6YPHe9sJGOyFUjtNfzX91fT3wfX35wY8NZst1pPaFEyl0KmKRwFPp9N47733MDo6ioMHD0qdKTenk7nCYxJ4YSaWIA1BI6/XizNnzqBWq+HWrVvi1PCY6kQ0biC/Q2X5cNQyO9YTXKKjRIeXn3W73QIOMeOs7gWw07CLKLDRaMT4+DgOHjwooy/Vz3UaLRo77i0DAhUdJjsJgPSz2NraEmUFIIAMjRgZUZlMBhaLBTabrQ1k4nF5vfF4XMZKU2l5XuVyGRsbG9ITSwW7SB/keykP9Xodfr8fL7zwAo4ePdp2LclkUpD9zul1nyRfNEgmU2uK4UcffYS7d+8KeMjP8P2dgKder5emrL8q6969e9i3b58YSvbY4MOLNFMGlmQXqH046PATdff5fBIINBoNeDweCbwajQb8fr/INPWHGZVsNouXX34ZU1NT+O53v4uZmRkJRAAgn8+LfvJeESRlIKsGeS6XC7VaTaisbrdbzp26BuywFXnuzWYTY2Nj+NrXvoZz585JxoHZf76X5aXMbg0NDUlgTN3hmPtEIiG94dbX1xGLxaRXC2WTUziBnYbLjUZrPG06ncb6+jrq9Tq6u7vRaDSQSCQkUOb3NptN7N+/X5gpBMXNZjMGBgbgdruxsrIiteZutxs+nw/9/f148cUXsba2hqWlJYTDYdy+fVsaVbMkmRk79q3hXjDoZmDKbFC9XhfmI8ufn3rqKUxPT6OrqwtOp1PACz4AM5mMANYEp1l7Tl0mi4IMDYL8wM4kDjo6BD74GgBhm6hyQLq8zWZDKBR66ANXTX81/dX0d+/qL7AzTp0grOo3mc1mXLt2DWfPnsXU1JT4qFarVUp1qE8MTFTwk4vBB19Tk6xkIvAY1G0y1YGWLD/zzDMolUq4dOmSJFMZcFcqFWxsbMBsNkvphcFgEBagyWRCNBqV5CgA8dfVQIegp9/vx4ULFxAIBPDhhx9ieHgYqVQKLpcL6+vrApjm83msra2hVCpJSSeDr4mJCZw6depjLAl11et1kR/aHMob9Vr1A1Wfcv/+/XA6nUilUmIDS6XSx5h5vC8ejwfXr18X33p9fR3Ly8sIBAIwGFqtKra2tnDkyBG89dZbwnyZm5vDqVOnsLm5iUwmA51OJyWnxWIR169fx7FjxzA4OChxCFmJLJtlKQzPvbe3F1//+tcxODjY5lczHlCTF53XzcX/c89UueW+UtYajYaA4Lz3vLZcLifPILWFCJ9pD3ufNk1/Nf3V9PfB9ffnCjyZTCbs379fHBHejE/7TDgcxpUrVzA4OAibzdZGM+xEOtXPEeApFoviVFO52OD0zJkzAIAbN24IUMHPE2TqZCbRueZkFjpxNDhOp1NG+KqKaTAYpG8B30tFUNlNvCZ+t9vtxoEDB+D3+0Ug1F4FFCJSFVUqOllKKnsH2AHnaPQGBgZw8+bNNkomP2e322E0GmUiA/e1XC7D4XCIc0+km8LI95H1pYJI3BOitRRmOo5qnylSEs1mM06ePIkzZ84Ii6rZbIojTYPJY/C7OvdJRW2ZxZ+ZmcFHH32EVCrVZqB4zur+sTzE5XLh1q1bbd+x19d//a//Fb/3e7+HY8eOwe12C6Kv6k8kEoHJZJLMAx96qnFyOBwyXTCdTkOvb/WIYZNfoPXwq1ar2N7ebnuwsv690Wj1j9Hr9Th06BCGhobwd3/3d3jzzTcF7COt2Gq1CvOM58nGter56fWtyZCZTEZ0tV6vSwBcrVYlECfAOjo6ivPnz+PZZ5+Fx+NBPp+XshwGwmrQqtfrsb6+jn379iEUCskDgvvFXmIej0eul4Ht/Pw8xsbGZECC0WiU8imC1azBX1lZQTAYFCeHZSoMTj0ej/RS4/dvbGxg3759Arh6PB4py2IvmEgkgr6+Prjdbvj9fvT09GB6ehobGxs4ffo0crkcFhcXcffuXcRiMRkByz5twE7JDktkyIYk2G6323H48GGcOnUKU1NTcLlcCIVCErCqgK/BYJBjUA/Ve8smiyyFUm04QQtgh91Ihgdlgue9vr4uTaoBiA3yer3o6+sThuxzzz3381C1X8jS9FfTX01/967+AhCfkdetZqnJOH/99dfR398vSTv2blPvocqkZ9sBJvqA9onQzWazbZ+NRqPov6qfLAEFWkHliy++CAC4ePGiBMwsu2EvUGAn+80G+UwUUrcIDDKJSH/baDTi1KlTGB8fRzKZRDweFx1YXl7G9vY2ent7kUgkpFcdg1+W9Op0rYoBtQRlt0VfT/Vf1SoB/v2TSkVYAnzp0iXRd5YUO51O3Lt3T+Sd/fIYdHLfZ2ZmxJ+ORCIoFAo4duwY+vr6MDc3B51Oh0QiAZ/Ph5MnT+LGjRtSckPZqdVqiMViWF5ehk6nQ39/P3Q6nSR/O9kcoVAIL7/8MkZHR9sC+nw+j2azKfdb7UenLtXP5udp/yjLTAyoSW0yatT45fbt22InVKYPYwZVLx7Wpemvpr+a/j64/v5ctZxZr8HBQQAtKlgymUQqlRLnRBUe3ojr16+jt7cXTz31FCwWSxsrpZP5pII5VE7WmxLg4GYGg0GcPXsW+Xwes7OzH3Oa6OCRfdRstsrgvF6vKCm/x2AwSG1tJpMBsMMaAnYc1Hg8Ls25eQ2diCwBLjp4Q0NDQt2v1+tCb+QxKKwUNrl5RiMCgcDH6IlEUSlMIyMj6O7uxsrKilwHhYcZTgYl3GMAgmqq4JYKzhEM4rUxeFAFmKgqjRW/m+ev07UaoD/yyCO4cOGCGF6gVY7BYIjUQLUmWhV+dV/4vSaTCevr6/jxj3+MlZWVNsBKBQztdjv8fj98Pp/0oIrFYgJU/aqse/fu4b//9/+O559/Hi+//DK6u7sFbWf2xeVySSabAWa9Xpeynnw+j2w22wYSNxoNKdnhGFEyF7u6upBIJCTrQfkrl8tilN1uNxwOB77+9a+jr68PP/jBD7C+vg6XyyW6xJr1Wq0m5UAs52BZBkeIU97i8bgwIXm/E4kE7HY7zp07h+eeew6HDh2SIDAWi7VRaz0eT9vABGCn11ggEBDdYDaI58RAmQGXydSa3nX//n14vd42uixHlHu9XrhcLiwsLGBra0vKqiifaqCm6qTf75fvWllZQSqVEtYLbRJZiCxdqVariEajsFqt8Hg88Pl8sgfJZBITExM4f/48kskk5ufnsbKygmg0KqUulAkGinxQeb1eTE9Po7u7G9PT0zIqliwPlVnYaDRkZC17CnEvafdoY2hj6ZzxGjhhlHtCx4ulPGRHNptN6X/D0jG73Y5AIIBAIIBsNovvfve7ePPNNx/qwFXTX01/Nf3du/oL7FQBABAWGBN0lJEPP/wQBw8exJNPPik+Dhvr03fh65Qj+rDlclnYYmoZEH0z+n1qWSbvi9rvFIAEhI1GA1evXhVQ2m63SwKQ7EX26oxEIpLgNBgMAvpaLBakUik4nU709/djZGREZP/69evY2NjAE088gXw+j/v372N4eBgrKyvSPHdtbU16p/Ba6QteuHAB4+Pjn8iU4L53Jn/5f8YF6h51LqPRiPPnz+P27dttTAmdTodoNCr632g0BDzn93IIgE6nkymQc3NzMJvNmJ+fx/j4OILBIMLhcFs8dPLkSczMzEh/NJVpyXYdqVRKSnNot6nX3d3d+NKXvoSJiYm2gJy+NCsPOoNFVcf5jzGQ6nurwLHKQKGtV5kXGxsbEpzzmcPvpjxTph7mpemvpr+a/j64/v7cS+2uX78uQulyuTAwMCCoZzKZFEYQLxIAotEo3nnnHRmlSHYMV6cgUVEpcKozyw2lgvr9fjz66KMAgOXl5V1ZWHSmuemNRkM69lORKTR0gvk6b5DVapU+StwPFYghMk0jpdfrsW/fPhw5ckSo6XTSaHC48vm80PZ4bKDlRKdSKQHd+Df21aBwhEIh7N+/H+vr6+LEAjujOknX7ESLCYA5HA5pCqrSNnk+3AP1OPwbqXc0bCpQxH0/cuQIvvKVr6Crq0v2plKpCPBHJJgldioYxP+rBoiGOZlM4ic/+Qnu3r0rwRn/brPZJGvM6Qa5XA6RSASpVApra2tifH5VFo3md77zHWxubuKb3/wmpqamkEgkEI1GRY+oQ263WzLgLCNlGUg2mxWKZ6VSkWxFuVyWTA/vG/uWkPVAo88piAyUTSYTnn/+eRw/fhxvv/023nrrLZnOwSCM+qE+oClXzE4Q/Vdrn9lHZmpqCl/+8pdx9uxZYTVw5LzD4RDmJfBxFh0zPul0Gn6/X/qUeDwe6e+ytbUltstoNEpAS+bFjRs38NRTT4mhVzMVy8vLSKVSGBgYgMHQ6s9GO0lAoVKpYHt7GzabDb29vRLI8T2kMLMHgMo8YKDXbO5MROFn9Xq92Iquri7Ru0OHDiGfzyORSEipDvsI0eaSWUiqst/vl+xZpdIaNU/Qgg5CJBKRUfQMNtWeLgQBaM/oqPEBTkYOnS7aAWZzCL7T0Umn04hEInC5XLBYLOju7obf78f8/Dz+9E//FNevX28bvvAwLk1/Nf3V9Hfv6i8X91D1kyhPZJC99tprGBoawr59++TvbNKuJldVpj79ZvpQ9FuBdlYAgxA1cKNPp/rRQCt4ffnll9HX14cf/ehHkqQ0Go3ClmfykcB1Pp+X5sRWq1UaBhuNRuzfvx89PT24f/++lNysrq7CarVK4ByJROB0OjE4ONjWC46+HxOq1WoVTzzxBJ588slPzPhzMbuvsg/U6gE1i/9JAfDAwADOnTuHt956S2RUBZN9Pp9UIUSjUQEmGB/4fD5h6vn9fulbRibB1NSUMBhu3bqFdDqNY8eOYX19XZoeu1wuYRQyYUA9IhsGAHp7e/GlL30J4+PjbYEpgXXa1t0YCmpspgb0KmuWe0ed5nUajca2AUK8b1euXBF2rXoMxoIq++JhX5r+avqr6e+D6e/PlfHUbLZ6I3g8HqGGsxGl0+mEz+cTlI99HCiMa2tr+NGPfiRAADdEXQQOqKRUTDXDS6eTJXcGgwEDAwO4cOECrl+/jtu3byOXy4ng0/EhAKP2WFLRPWCHoUXBpnPODB1piCrYxBvpdrths9lE2EOhEI4ePQqv1ys3kMaJTjCX2pS1E3ShA0qntFKpSN8L7p/VasXBgwcxPz+PtbU1+S4ei44/HcdOVpCaqaTxU5F/Glwek0LIfeR94n42m00B4o4ePSqgE/eUmVuOTCaNdDc0lbLA4xsMrbK9TCaDN998E5cvX0ahUBAaq8/ng8vlEjkplUpYW1tDOp0Wlli9Xkcmk/mVYjsBkOtrNBp44403sLm5id/+7d/GI488gmAwiNXVVdlzMg5YAsKg0+FwoNlslUCy1KZer0uTPcqEyiDkMdWHk91uh06nQzKZlH4iRqNRas+ffPJJ7N+/H++99x5u3bqFRCIhwSpBYjIAme0hE4/AMwHbQCCAo0eP4tSpUzh37pwwCvigrlar6OrqEnqp+jDnw6VcLkvmghO53G43zGZz23HMZrOUlOTz+bYA0ul0YnFxEWtraxgbG5MaaZPJhIWFBayurgpYwHMgRZv9xjilslgsYn19HaFQSO4Bwf9yuQy32y36zD2jjpJNQdAgHo8jkUiI/hJosNvtcDgc8Pv9GBgYEL2nDKm6rDIZqad8oDE7R11Np9NIp9NwOBzCitHpWrRmOkL8LGnlDL75oFUfcnSAgJ3AtdFoSDKAbB82mKZ9ffPNN/Hnf/7n0otnt8aWD9PS9FfTX01/967+AmjbdzVb3JmpD4fD+Ou//mt8+9vfRigUAtDyoxwOh/gmaiKNfjD1lkGGOjGa7+VPYCdoY6adTDZ1orDdbsfZs2fh9Xrxve99D7FYTOSVwKPFYhG/iqzCXC4nzDW/3w+j0Yj19XUZ304/j37q0tKSyE00GhV/3uFwtAHqQEs2T506hS996UvS2+bTGBPqHqg+fednVL+bi58xGAy4cOEC5ufnsbm52ZbcrlRa49EzmUzbxGsCwmazGY8++ihmZ2exsbGBQCCAtbU1mEwmAYa5LwMDAzh06BCSySSWlpag1+vhdrsFlKhWq/B6vbtOXNbpdBgdHcVLL72E4eHhtkCw0Wi18qCd7ExwU24oVzwe967zHpC1wlhKBa/VgHd7exsffvghdLqdZsm09Xzm6HS6tgT6w7o0/dX0V9PfB9ffn3tBbbValTGJ3Kh0Oi2Bv9/vR3d3N7q7uxGLxaQ0rVar4erVq9Dr9fjqV7+K3t5eFItFYQJ1bjCwg7hRcUulkqCT3Fhm4vr6+oSWfv36dRm9zOOqND3+n99DB5JOJAUZgAgmz5MCTvaUw+GQTKzf75fMpc/nk8wvFZ9OYif6q6LbKtOr01EkGsrfaVgsFgv6+/vx7LPP4s0338T6+rqca72+MyVPBcYoUBRUUiZVmqiKFhPp7zTAnYaBZQZOpxNnz57FSy+9BK/X23Z9HNfJrCeNHI+nAliqAWdAlM/n8fbbb+O9995DrVZDd3c3vF4v3G43arUa0uk0otGoBFsqqNdstko3Wf/8q7R4r4jqLy8v4z//5/+Mp556Cl/60pfQ39+PdDqNra0taXTPBxEDALIjOM4caJWbsCcaH4CUK057yufz0Ov1ErBWKhUEg0E5DmVJDSj3798vPVUWFhZw8eJFAQlpeGkIWaJbr7dG2Ho8Huzfvx8nTpzA5OQkent7hWFRq9UQj8eRzWYxOjq6a8BSLpexvb2NdDotTQA5+YnNF8mOpJzqdDoJGskOJKWWk50GBgYwPz+PoaEhMfDs3TIyMgKj0Sh9WVRmJemvpLN6PB5UKq1pjyyzIWW62WxNzAIgDwvqrcViQU9Pj4yr1+v1beW6ZBuq2REC0/zJshq+h0E69Y/ZOn4/9YtDB6LRqJR0WSwWOJ1O6Y9D54x2WKdr9XHR63d6v/BcgFZzbPYT5L2iPa7X68LmCIVC8Hg8sNvt+Oijj/Dqq6/i0qVLIp8ej0eeGw/r0vRX019Nf/eu/gKQe8Z9V+8vgT3uz8zMDP7iL/4Cv//7vw+PxyOAIwHgTl8MgIC6akBKH4yyRcAS2JENlflO0JeywM9OT09Dp9Ph9ddfl7IStVwVAGKxGMrlsgwHMJlM0hh+aGgIGxsbWFlZQSAQkKQigXJOTKrX68Kyi0aj8v3shVOr1XD69Gm88sorcLvdAD49aFX3HmifGMYEKQOpn3Ysj8eDr371q/j//r//T0pk2EONekedJNhcrVYxNjaGXC6H7e1tJJNJ9Pb2ymQvnhubPq+traG7uxv79++XaeEEpNUyYPq+jUarsbVer8exY8fw7LPPwu/3twXhDHjVIHy3Eh0GqipAzWcBk+58D4FuNiom0MBj6fV65PN5vPHGG9jY2JDX1O9SS8M6Y4eHcWn6q+mvpr8Prr8/d+CJWTsic3yNDlehUEA4HIbf70dXVxcGBgaQTCaxtraGbDaLq1evwmQy4ctf/rKUXrFsDGhvuqaCRtwAsn1U8Im0QofDgbNnz2JgYABXr17FnTt3BK3lJtJwqAhrZz8jvp8CwxvMpmSqYFQqFXg8HoyNjaG7u1sEjBlen88nPTJIZ+8E2lwul1DeVeBJr9eLYwbs9CsifY/lcWzAPjY2hnq9jjfeeANbW1tynWRmcRoRwTWin8xy83hqhlb9bhW0M5vNYjSpINy7YDCIZ555Bo899lhb0NBsthhzVFJm2lXQSd1/Ln6H1WpFKpXCj370I1y/fh09PT0ypSmbzWJhYQGFQkEMtCpH/Fmv16Vs5Vdtff3rX8fFixclIANaQedf/uVf4urVq3jhhRfwwgsvyFhUTnqivPGBVCwWpXSH91Y1/qlUSh6OZOLxYct+JyyFVBsvspyGLMFCoSDN5Xt7e/Fbv/VbiEajwrKgTeD3MMjh+HO/3y8lRAyiWWLEkbEMHikLBD45ppyUWsozswS1Wk165bjdbtF3Nk1UgWwAAlzv378fly9fxtraGkZHR1EqlRCLxWC32+F0OmUChtVqlb3iPrPPC/eWGbd0Oi2sEz58+eAhI5IsgXw+j5mZGZhMJgwMDAjQzV44wA6tmXXnLEniXjUaDQEJyIRhsEk7qgLJxWIRyWQSsVgMOp0Ovb29KJVKYjv5WjqdFqCcQAcZOgRReG7FYhHNZhNzc3Pi0NAhBHb6vPn9foRCIeh0OqyuruJ73/se3nnnHaTTaQSDQZw8eRITExMIBoMPfWmtpr+a/mr6u3f1F4D4pUzWUc6Adp+GfuCVK1dgNBrxO7/zO9Jzy+l0iq8L7AQBTBbSh1Wb+gM7DDYeH9hhnjG7z+x3vd5q7K5ONzYajThw4ABCoRA++OAD3Lx5E5lMRoIbAs4su9Xr9UgkEuInk0VBVgZbb6htGMieowxRDgla6nQ6vPTSS7hw4YIwJT7ronyTzc9gHYD0Ifu0z9L3HBsbw4svvoi/+Zu/kUQlA08GcExsNxoN9PT0IBQK4dq1a6Jba2trACDAKb+D9rhUKiGRSMg06lAoJKWnqozwHrrdbpw+fRqnT5/+2HRHNf6iXPCznclsAOIb1+utHnd8NvA12i416VutVuF0Ottep36///77kmDgvlPWGA8xqH7YgSdNfzX91fT3wfVX1+Td+CnL6XQin89/poPq9Xr09/fD5/N9IvUNgDTH7OnpgcViQTQaxfb2tiB/L7zwAvr7+6XUSmW5qAqq0g6pgGQQ8T0Oh0MczEqlgvX1dVy6dAn379+XsdTMSPKYqjNOh4o0cgoZwYpms0XF54hDm82Grq4u9PT0YGRkBENDQ9LIjTeWFHIV/OGxSPfjInOMjCadrkVt83q9Qr0DdibBJRIJAW7YZ4nA0dzcHK5evYrV1VVB65vNZtskPxWF5QQ/p9PZ1ltCVWaXy4VyuSzKRaca2FEwm82GwcFBPP/883jkkUckqKHRTafTyGazqFRa48GZFeA95/V1yhpLBRKJBK5cuYLZ2VmhAcbjcWlurwKYn7Ty+bw0xftZls1iRaH0cPeY+Hf/7t/h5MmTMBqNePvtt3H9+nUkEglUq1W5X8eOHcM3vvENeR8DDsqJ2uuFmWw2CGagwwBDBQwZ+G1vb39MbpxOp2RnWAbL8lGi9XyQAZDSVlJWyaakLKhZFMoOmYU0jtQX1SBvb28jGo22BdAsFTGZWtOlyIDgMYxGozyM+VCiLeGxyTShzq+urqKnpwfDw8MoFApShsQHAK+HoPFu4C3BdjJE1EDWYDAgl8sJo4PnAkBA5HK5jFgsJj13zGazTK4iO4Pf17lXn/STi/udTqextraGSCQijEN+n2q7DQaD9HOjA8MGjMzc0a5y78nuZKDPQBuANJcOBAJwOp1YW1vDa6+9hh/+8IdIp9OYmJjAhQsXEAwGsb6+jhs3bmB1dRXpdBpXr179BWnfgy9NfzX91fR37+ovAPzu7/5um8OvJjmZ+FQDSIKmp06dwle+8hX09fVJ8JVOp1EoFCQQUJNpDEYZKADtg2EYHKpgJQCRLbadYMKxM7Bji4JLly5hZWVFgrdGo9W3xOl0wmQyIZPJwGBo9Tuz2+0Ih8MCvjLQZrUAE9NkNgI75SO1Wg3Dw8N46aWXMDU11cbI+6xL1T2VRUg/97Mci/tbq9Xwxhtv4PXXXxf7S3vJJHehUIDH48HAwAC2trYQjUbR19cnbBP2r/P5fCgWizJ+XqfTIRAIwGq1CkjfOeGT52swGGSYgMrC7LxXtDeUAYvFInurBpOMf+jjc6mlWQCErararEAg0LaPCwsL+F//639hZWVF5Jzfrfrh9P95jt/5znc+8z39ZS9NfzX91fT3wfX3FwI8Aa2bNzQ0tCsSqYJHpHw5nU709fUhEAhII8n+/n48//zzGB8fF1ofN1M9bfVG8WaS3q6CMk6nUyjZVPz5+Xl89NFHmJubk3HCdKpUSh8zg2pfKtUw8L1OpxMDAwM4fPgwRkZGxLlv/r+sLp1SOrhEWVUUU3UE1f+rSkwDpCKo6r5w6lAul0OxWBTElHuTSqVw+/Zt3LhxA8lkUpxFgl8UYCope03YbDZp4knmFhFboscUTP4jEHfmzBk8//zzGBwcbHOmq9WqoOe1Wk2y5Kri8J7odDv1zVQCo9GIzc1N3L59W5q4hcNhxONxOT9V7tSHhroajYYEL59RLWTtBeDp3Llz0Ov1GBsbw9NPP43u7m7Mz8/jJz/5Cebm5sQAWa1WHDt2DF//+tdx+PBhlMtlRCIRmV7EIIm0YAYKBoMBbrdbAj8GXZTZWq3W1hOkUqkgm82KzrIvCe+7xWKRYIcBMY0bdU1lJnLV63VhF3zSA4lZf46AZTkwH7CUq2azKfLMa9HpWmNTVQNMKrHH4xHbQKYBacsEtlOplExRZHYlHo8DgGRHDAaDTG/i5DI+ZHleKrjLIE8F53mv1Ie01WqVhyQAKTHiCF0yKHkv2HifeqfSmamTalkW2ZaceMaHOANPsikJ0nNP1Slr1D2es5opIgAPQK4H2GFcsuzIZrPh9u3b+P73v4+LFy8ik8lgenoaTz/9NKxWK65evYpbt24hFosB2GkO+pOf/OTnqHE/36Xp787S9FfT372mv8BO4Epd5XkTnKVPyd6hqjwMDAzg61//Og4dOiSyyGbFlFn6NWrpDQMk6invmcqYV31JyoQKFnIwgLoajVaJ5vLyMmZnZ3Hv3j0pWemsHqDuk43BxCDQ7uPSt1X7kHk8Hpw9exaPPfZY20RJfrZzqb5bJxvgs65Per967Gq1ig8++ACvvfZaWwN9Vg7QtgKQtg6jo6OoVCqIxWKiiywhZe9bh8MBj8eDarUq/ivvH4N8s9mMwcFBnDp1CtPT03C73R87ZwaaBDUoE6q9pX2lneFnVD9ZLSXjdakxnNFohMVikevW6/VYWVnBn/zJn2B+fl7kifEY7Tv3mXvK/fuzP/uzn+le/TKXpr+a/mr6++D6+wsDnnS61ijm7u7uT30PFzfA5/Ohr69PGpJ5vV489thjGBgYgE6nEzSXm8fj8Fh8jVRIs9ksoA4VyOv1tmV14/E47t+/j/n5eayvr4sTx7IyOofM+rJJl4oAkrl1+PBhTE1NicOnljeYzWa4XC5xzikQaoaSN5WGjWwedXU66urr3I9msylT7zKZjFAoeR1ERzc3N7G8vCyNzghYpVIpMSw0Jo1GAw6HQwyi2qODtaFE+FkmYDKZ0NXVhZMnT0qwpN5zniMNHn+SVaZel5oNYHPyRqOBjY0NGRu9uroqZSaqA9x5rN32rlgsYm1tDeVy+VcSeDpz5owYomazNaL68OHDOHXqFOr1Oq5du4Zbt25J0GE2m/Hcc8/h5ZdfxvDwMLLZLCKRiJTYsIcaAAGPCQqSAUHjRkCXwVgmkxG2gcomYIBXLpfbMusM4Gw2m1CVKQOqkeXia+p9JPWUZZykE/NBSZYC2Qtq0E1nAGgvRVXfy5IjyhsnWZHCzIe5xWJBV1eXZELC4TCq1SrsdruULKnZs2azxbpgForBPnWEFGz+rgZ5en2rsaE6natWq4lzwYeg3W6XGnRmyEjTJfuPzYFTqZTsPzMopGfzYc3SJLWsiGVStIm0KZVKRUp92BtQzdwxuObDH4Cwc2q1moyC51SS2dlZ/P3f/z0uXryIcrmM8+fP46mnnkIikcBbb72FmZkZseGcQkJn8mEOXDX91fRX09+9q78A8K1vfastqOv0Ydk3C9gJEFSWns/nw2OPPYYnnngCwWBQgkeWTtLPVUFA6i/1RWVQUG+oDwDazksNmtRSUC7uO4OxxcVF3LlzB5FIRMBW9Voo3zwn9Rjq9xkMraFAJ06cwMGDB+Hz+T4TS6LTV+R3qsnKT/rMp63dgkKgZZOWl5fx3e9+F+FwWBLJ/Dv1mo2HgVZfM+6NaivL5bJMnOSQgnQ6LftFe9Dd3Y0TJ07gwIEDUm7cubiPvP/qnnA/VBlU++/wXnTaY14v5YdtTGw2mzwvarUa5ufn8b//9//G3NycyBZlhEEs4yfee55PvV7H//k//+en3o9/qKXpr6a/mv4+uP7+woAnoAVwjI6OtilE25d3bAw32WAwSIPRnp4eDA0NYWhoSBp06/V6FIvFtmZguzmvwA6gZbPZhJpoMpng8/mEjQTsAD6JRALb29vY2tpCOBzG9vY2crmcgFh0fB0OB7q6ujA6OoqhoSFpfqmCSNVqFfF4XIAfvV6PYDAo4Atvmpo9ZrM27gVLDziBSF3cT7UfktFolCafpPqzeRqDByoCsGNQiJCTYr+8vIylpSUkEglBabnXFHyePxVENXAOhwN9fX04evQoDh8+jMHBwTYnEWihyCyDIzCmMq14flzM0hM4SyaTWF9fx9WrVzE3N/cxhhMDFxWo6wTt+HcCWBx1+bOuvQA8Pf/885Kx4B6VSiU4nU7s378fhw8fxtjYGFZXV/Hhhx/i3r17yGaz6O/vx1e+8hU888wzGBgYQDqdxvb2tjSFZdaHJTdGo1FGqhoMBjidTglo2FeF4KXH40EkEgGwE1i6XC4BjlmnzgcekXl+D+Wwc1EeyWxUqaC5XE76sRHkJIip/p/GtV6vC/W20diZgsmMlk6nE7ZerVaD3W5HNpttOwYnejIYGxsbA9AKgjc3N4UJQWYIAMlUFYtFsUG0Q3wIMtOlfhftBmvsGYATIKbM0x52Bqe0hczQqDRwUnyBnQwHMzH8jMrKBHaouPwb5YWlxqRoE/DltdLRAiABP7OL3He3242uri7YbLa2HjAmkwknT57E8ePHsbCwgGvXruHevXttIAOdAcpao9HAu++++4tSvwdemv5q+qvp797VXwD4/d///TZflU499VktqTCZTPI7QUnKxsDAAJ588kmcPn0aNpsNuVxOfBcVTFZtBf/G7LXq+9E3Y/abSVe+Rt+MPWo+KQCs11vlJNFoFIuLi9jc3EQ4HEYqlWp7H6+R/1wuF3Q6HYaHh9Hf34+enh6Mjo7u2gfms7AkVLtCP1CV590+q/rjQPuErE/6DFexWMTs7Cw++OADKU1hYM79pt6TIUi9UgN33m+j0SigMNDS656eHhw9elQqKdimY7e9YGzEWIS2jn/nexhQ8n7zOunr8/woN4yfyK50uVwCTqfTady8eRPf+973sL293XYdTLKrlQ5qQK0C6X/xF3/xsWt6WJamv5r+avr74Pr7CwWe9Ho9enp6EAgEdhUc9aupxJ0Istlshs/nQ3d3N/bt24eJiQlhRBGwoTCo6KB6fDq9HJVMZ49ZNhVxVJFBUuTVCTV08JxOJ1wul7CpOgGNer0u1Ds6qwSFgsGgOO8EXej0qkKsOoYsE1TPlbT1YrH4sX4cNEREQVkiSAdSRc153SoIU6lUkMlkkEwmxSjG43Hk83kJflSQiMd0u93o6+vD1NQURkZG0NfXJyUT/B5S+XO5nABOLK3jsVQ0nQqg9hEJh8O4ceMG7t+/j+Xl5V1ZSp33RJU1/o2fSafTWF9fl338WddeAJ6eeOIJkQfusV6vbxt36vf7cfjwYZw/fx6FQgGXL1/Ghx9+iFQqhYmJCXzhC1/A2bNnpfEhgUN1PDtlqNFoCNOPwSaz3wwcOmW9XC5LcNtoNIRBQaaFGuDx4ceHgNFoRDqdlh42pVJJGudSzihLZIQ0Go021gPLXsnYY2DebO5ME1EBb7IE1J/ATjZBr9dLEMsHVi6XQ19fH5xOJ9bX16WO3uv1yvexxIesFAZtKlVXfQgQcGVdPtkaHEmuZmzYY4eMAdo0tZSYwbNK8Sbgz6weMyDcV9b3dwLq3DOW6bIst9FoSE8glog1Gg152JVKJRmMwPIvnofL5UJXVxc8Hg/i8Thef/11vPvuuygWi3jqqacwOTmJmZkZvPfee4hGowI00IZzH4Edm1+r1XDlypVfkjb+7EvTX01/AU1/96r+Aq3AVb0n9PkIOFLvVB+ZAQV9FpVFNz4+jieeeELKdzj+HNhhttOXom/D7zEad3qUGgyGtsCEDAoyLbjH1DWr1bprPxIuBm7sgRaPx8VGMZlpMplgt9vh8/kQDAZhNpvh9/vFd/00ZsQnLe5dp4/XCRZ0nit/8v3qcXb7zG7X22y2WPPLy8u4ffs25ufnpY2Fem4Et1WWAP9OHSGw63a7MTo6iomJCfT29kpSmf676sMCaKsG4XFZNUH/mnaRNpLXxuOqOs3Fz9JmMZYBWpPQFhYWcOPGDdy5c0fsK1t7qEEpwXfKmgqqs2fQn//5n//M9/2XtTT91fRX098H199fKPCk0+mk15O60VydwJP6WidIRdYSywumpqbQ19cnNZh0dFQhUBFAKjzZVMx6ulwuoXh3glafRVg730NnPZ/PS6aW76UDTBBMdfA/SZnUrK3dbpcpNmpfJHXveJ0UCPVvFGrV+KnfpwoTX6OgNxqtMgs2eldBLNXh93g8CAaDCIVCH2uQ3mzuND4ns4vMtU8CfIjgk64ajUYxMzODa9euYWlpaVcHtHMPef877xd/bzQaUmL5eddeAJ4ee+yxNkosjRDvO7PHQAuhHxoawrlz5zA5OYmFhQW89957WFtbw+TkJL70pS/h6NGjMBgMSCaTiEajbdkZu90upTQERg0Gg4C1lB1mxgnOMgCkTLBsyGg0tslYZ3aDxlrtR8LjViqtEfIMaMmKoD7wAW80GiXAZUBMw1utVuU4PL4KkNJ28DjZbLbNSJP1qZbzsGzV7XYLI1HNchDc9Xq90pNGHRlO3efeMAilbaGO6fV6YUfwuzkoANiZCMISoUQigZ6enjY6L7MnfKAS8KZeAhBAQLU7DODVc+PUNDJCeH/5PWR/shyMr5dKJfj9fni9Xni9XuTzebz99tv4wQ9+AIPBgOeeew7BYBCXLl3C22+/LSVNPDedTie0aPX+8aFar9cf6sBV019NfzX93bv6C+z0iKEfyL1hEk9NYhLAo57x7wAEtCWIePjwYTz//PPYt28f6vW6+J70O9USHlUugB3fWAWdm82myBWDWXXPGdDSj/4sS/XHOgPDz7q4d5/EFOj08TqB8d1YELv5j58U7H5aoK4uVjvMzs5ia2sL29vbSKVSbWxElSlD/fZ4PAgEAhgeHkYwGEQwGITP52u7h7st2lwyEtXngxoc0gdnwNps7rAh1OumLdfpdGKD2AvQYrGgVCphZWUF165dkwC9VqvJs4Iy3RmP0E50Mip5DTqd7qEGnjT9bS1NfzX9fRD9/YUCT0BLwXp6euD3+z+G7qlC9knAU9vJ/j8FttlsGB4exsGDB7Fv3z5hQAEQSiGdUvVGcwOZnSMARfqh3W5va0b+aQqlnjvRwWq1inw+j0Kh8DEUlsaAgqQCP1QoCrF6vSpaTseck4lItVORXu45z0tFj1UnsBNc4vs7z3u396n3QjVedKwZCAA7wlitVpHJZJBKpeTc1fukGgreN9IbdTodisWiTOO7c+eOBDTqee0Gtqnn+0n3MZfLYWNjQxz5z7P2AvB0/vx5CT4IXjJLzoCDBpQBYDabRXd3N44ePYqDBw+iWq1iZmYGc3NzGBsbwxe/+EWcOHEC1Wq1bbqTGjQxeGWwksvl4PV6odPp2oxhuVxGubwzsp0ZbsqtTqdDLpdDJpNpa1KosvvUPmbAji4wq2+z2UR/yGAAIPeeQVa9Xhekn4wG9nhjuQoZF8xANJtNYWCSoacGbOxxw8CYLBNeq16vRyaTQbValabM6r2hzdDpdMKA4IOA52E0GmWv+fDiOZA1wAcVhxuQfeLxeBCLxSSI432gHPBByMwXQQbVxubzeWE+FAoFuFwuKWNSM0J9fX1SAmyxWITpwYcvbRbvkcvlgsfjgdfrRTqdxk9+8hO8/fbb8Hq9OHHiBJrNJi5duoSbN29KYNxoNIRtyT0CdijZBPR5LQAe6lIdTX81/dX0d+/qLwD80R/9kfQYo8xQdun7ADvZcwASCKgBhurXERx1OBw4fvw4Lly4gIGBgbZSVMqo6m8BOz4xdYXJ2d0Y9J2JXCZ7bTZb29j23Van77+bj6a+vtvfVF9XZdCrP9Xj0p8laNn5PZ3ntNvxeD9UduJnXTxGrdbqc5ZOp1Eul7G2ttbWS47Tqd1ut8QlLF0ioPBpi/EHdYLMSZ6vWlHAe8ygWfV5CbTT31ZlhL1pq9Uqbt68iQ8//BDr6+uIx+NtTaz5bOL/GeRSdj6JDUR5azQaD3Wpnaa/O78Dmv5q+vv59PcXDjwBLTRwZGREnEmgXUl/Ggq5GyhFh7inpwdHjhzB1NQU+vv74fF4xLnqnIJHsIQ3x2QyiSPLDeQUFyriboguwQ6in8yyMmO8G/LaqbSq4nUCR+r30Rjwb2ygyqCgM2vM4/A1FQBSs5+7GQ7VuVOdR75f7Y1BY6ZOHuo0OhTIfD4vYyXJclLpebxm1RCzEWq5XJaJdZcvX5ZGrp37q+5Bp8x8kjEkULW8vNwGFn6etReAp6efflpQbLUGmei1w+EQA8SgkVl7jgEdGRnBM888g2AwiIWFBdy9exf79u3DmTNnMDY2Br1ej1gshkKhIAFEs9nqTVKpVKSch+UglAWHwwG73S6ZIQZMlF+y7lgum0wmodPt0IkbjQa8Xq8YS1XvVAMM7GT2aR/K5bIwIYB2/TaZTHA4HOJIMCCnvJCyTKeCD0kGRWSCMJDiA99msyGTyaBYLKKrqwulUklKWJgNo13xeDzi4DAgBFosTx6XTA2yEFRGJdCqYWcDYtoC0oUZgJIFwYcea9pLpZLsc7FYFJouRwHzusrlslyXy+WSoJ997/iANRqNMhGMzZgZnPNesk+Q1+sVsD0SieDatWu4fPky+vr6sH//fmxsbEiPN9K/VTuiOlPMPqr3SJWNRqOBd95555egiZ9vafqr6a+mv3tXfwHgD/7gDwC0+2r0y9SggsFqpz/HRfnk6/RVq9WqTJE6f/48ent7BSRlywiWefK4amabgR5ljOep+sIqS4KMQr6u3p+fNdADfjqLQQ2c+Vrn6+pnd/PdOwPB3b6DNpXv/aTr2e07PsvaLSb4WY+jAhOs2KAsqcEjfW4VIG82m+JHqzqklikzQc9jZzIZXLx4ER988AFisZgcm3487Z4KfNCHV/eRYDF1m/LHmOBhbi6u6e+nL01/P/v6ddbfXwrwpNPpEAqFZMwwX+sUus71SX9ThZTMmN7eXkxMTODAgQMYHByE0+mE0WiUzCCdPgoIFdFgMEjGlq/xBrIfhQqsqA4Wj0kntxNM60Rdd7sG/o3CtJsw81h2ux0ulwu1Wk3KwtRjq8ZwN2BL/d5Pu+28jk6nn9lkdsHvpGjyc0SIK5WKlB1yv1iCsdvxCThRiNfW1jA/P4+bN29iZWUFuVyu7Zp3k6FOI6Tu424rnU5jbW1NAMrPu/YC8PToo4+2yYXBYJCMO0tFqAOUfbIVGBQw8LBYLDh+/DgOHjwIg8GA5eVl2O12nD9/HqOjozCZTEgmk5Jtp7ECIEEzAyMVuedDz+l0SnmN+iBkgNjZb4YlOQaDQUBZXqPJZEIul5NRoPzuSqU1Jr0TrKQuc8Q5jXKpVJJR33zw83vV/jPJZFLYEnRG2CtFZXLU63VhpCSTyTbmpNVqlYbGjUZDyk5qtdYUKLvdjkajRc+1Wq1tuliv12VvaB+NRqMEmm63W5gY7LdG4JwOE6/J5XK13fdyuQyr1SpTPXhfK5WKgB18gNJ2EqjguFayIlg6RftpNBpleAQnvuh0OszOzuLy5cvI5/Pw+/2w2WxiF7a3tz8GSPA+UKcp17RNbL6pPsSBlg16mANXTX81/dX0d+/qL9BiTKgtD+i70I/hXqtlMmQBqsEj7xnvEe8jA1EA8Pv9ePzxx3Hy5En09fUBgEyh5J51+uMqQ5HvIbtSBZUpIwRuO3u+8ZjqP2D3ZPJPC9jUz3xSMPpJ8YT6N/UYavDa6Z+roECn36weV2VTqDao873q9z/oom/N71OT5kxI084wPjEajaIvjF8oQ9Q3ghRAe5l1s9lEJBKRnjczMzPyrFF1VP0eMjQ75UX1sdW4h/eC5/Gnf/qnP5e9+kUsTX81/X2Qpenv/9vTXwbwxBPs7e1FIBD4RPDj0wCozr93vsYNCAaDmJiYwKFDhzA6Ogqv1yuTXghAqdRI1SFm2QCRXxUc6kRPVSbRbsDHbgCI+nunMKuKx7+rymUwGODz+eB0OtFsNiUrrX4fP6eeL41QZ33pbre90zCox1PPgz0pVCPKz1YqFZlww2NWq1XJHHfuj06nE0CLDmU0GsWtW7dw+fJlrKystBlaGoxPM167va5eI99XKpWwtrbWRkv8vGsvAE+PP/64GAeWz+j1eilTpfHiSFBmyG02mwQqLMWhwTSbzRgaGsLjjz8Oq9WKcDiMZrOJ06dPY3R0VLL5bFLPQJTG0+l0ynmUy+W2UbSckEXmAg0pWRHM1lgsFmEb8CFL8JKZD52uNc7b7XbDZrMhm80in8/DZrNJloDBpJoN0uv1MqKcgbHam4Uj1M3m1iRH2heeM1kZKhBAx4VshP7+fjHuRmOrOSBtViKRgMPhQDqdbisPBiABpcHQ6tOjNmnm9VN3yErJ5/MolUpt/dcYwLG5MJkeJpNJAlj2IuD7yHZh4Mfv5kOVQSntFdkaDC7JAGEgz2ujjarVarh//z7u3r0Lq9WKYDCIVCqFDz74AAsLC1LSxawQbTh7vnEvaZ/p4JGFozqOqu28ePHiL08hf8al6a+mv5r+7l39BVo9YgC0BYgqmKwGTCqoBrT7umpJROf7O30hl8uFkydP4uzZsxgZGZF9ZqlkZ0CsngPvC+VUfZ3ywHOhPWGAxHPu9GXV69ktWcq1W3zQ6T+qewfs9Hbt/ExnwK0y6XYLboGdyVCd+68eazff/+cduBJwJVBN+8nzU3WGjEPqD19XQX3uG+0r2ZUWi0Wmf1cqFayvr+PKlSu4ceMGotGo3FM+Z3gM+u08H7Il1GtmYpmv0X7xc5QRm82G//E//sfn3qtf9NL0F23Xo+nvT1+a/n58/dKAJwBwOBwYGhqSk/60r94NlOHrKnjQCSpQeXw+H0ZGRjA5OYmpqSn4/X7peaA2IOXn6PCRAUVwhQKugh0q2EL2U2cdqqpI/Iz6ugroMEvZCQypvxuNRoRCIelpkU6nkUwmP+aAqeeqvq4quAqqdYJMnfeAWVVmQ3cDpjqvV1UwCiYVqvNekVlGFtf8/Dxu3LiBe/fuIZPJtKGsqgH6NHnZbanXRoXb3t4WhXxQ47IXgCcyJpiR530xmVpTL0jJJAtAlXM2rlWzz5RZBmY0fvv27cPp06eh17cmQvX19WFsbAw9PT0STCSTSaRSqTYgkefBKVYMllUjydHuBoMB6XS67e8MyFXjyACQgDK/H9gZV6uWvKRSKal5p2Ohjo9nrxcyN3gs6gcAbGxsIBAIwOPxyN8zmYw8SLjv29vbMJlM8Hq90nCZf2ewRX2ifarVahJU0gGhLWE5lCrHvL8GQ2tiinqe+XxeSovVPeZ10b6wnr1QKKC7uxtms1muh9/L82YpLmviaUfp+Ljdbin1YVBbq7WGBty+fRuJRAJmsxlerxdLS0u4du0aNjY2RBY5vZKyqDo/vF7KJwEI1aFTP0ObzftstVofasaEpr+a/mr6u3f1V1va0pa2tKWtX/f1SwWeyEjixBWu3QAM9f+dFEDgk9lRPC6daofDgenpaRw5cgSjo6NC9W42WzWSKu2NgAxZPSq7h86eCr4QeCKw0wnmAO2AlYpmq39nCZnD4WgDs/h9en2Lbt/T0yMZxkwmg0gkIo4anU4V8aZT2Gg0JCigA9yJ9qogFf/PbCkDEiLh6mc6EWkCTWpTPF4Tl9ojig7yysoKrl+/jjt37kjZwm5A026oeeeeq9ehvp+yYTC0Jv+srq7K9zzo2gvAE4NJtZkvSzAYDDLDT/2h7FAm2byYukH5YmCi3vPBwUFMTU1hZGREgsru7m6Mjo7C7XajXq+3lfMQ5GSZDpkPlEPKMAMrgrBqcJfNZiUop56rQVt3dzcASGNeTnVi6YjX6xVwmmUqDAbVrLvNZkOhUJA+K5R5NSgCgGw2C6fT2dacl4zKaDQqex4MBtvKldgvB4C8h9l/Bqg8PpkDZBmSasvshXr+agNB3i+Vms2MFwAkk0npR8P7TvaiTtfqh2e32+UeqcMCAEjJlMFgkL55vLfFYhFbW1u4e/custmsME7C4TDu3LmDW7duyf3htdpstjaQgtlC2j/aLGAHXAZ2ytJ4jWqPGN5LHueNN974RanfAy9NfzX91fR37+qvtrSlLW1pS1u/7uuXCjwR9Ojv70cgEGgDk34WJstuzBxgp8N/J3uFWcn+/n7s27cPk5OT6Ovrg9PplOwaS8FU6qN6zqQp0umkY7jb93Wem8rO6gSeyAoCIM4uKXR0vIzG1hjq3t7eNgp/IpEQ544gDgABi4Ad4IvBCgMSlQHVCYjtxtbiv066HgMJtREas+Cde0AaIFcmk8HCwgI++ugjzM3NIZFI7Nr/aTfgia917qn6GfW8ya7yer0wmUx47733EI/Hd71nn2ftBeDphRdeaAtkCJhStin/DGjY04MMtk6mH3VAZVOowS1Hh9frddE7r9eLcrkMh8OBffv2YWBgoI2KWq1WEYvFRE7IZnC5XCJzRmNr8hP7khDw5HeyhISNdKkDLpdLmt5Sh9lzTAVwCfQ2Gq3eLGyoTD0ldZmyxqDR4/HIHlYqFfj9fmkMyJIe9qxhH4BkMolkMomenh4JVtkfjfrP/bbb7XJter3+Y4ACbRPvrxrkqUGkymBg7xYCA2TH5HI5NBo7ZVsM2sm20elaE8rIrmHQy541LpdLJnsRQCiVSlhcXEQ4HBbGhc1mw+bmJmZmZoTlyOMzyKRsATt9YChXBI45yYxgu9VqbaOh89xITVaD3nK5LCzc999//5enkD/j0vRX019Nf/eu/mpLW9rSlra09eu+fqnAE9Bywnw+H06dOoVyuSyTzjrBCgIJnaVqP+3YnQAEf6ezZ7PZ0Nvbi8nJSRw8eBDd3d3iYAFoc8TUc1JBJjrwKjOKx6fDRWec52EwGNr6LDFDzaUCQMz80REj+OVwOKQPBR13ZrTVemI66vwunrOaHaXTxnPoZGyp1HbuAa+L/+jw83d18VyYmWWPjHK5jHQ6jfX1dczMzODOnTuIxWJte955DPX+7sYa+6TF77Xb7fD7/ejr64PNZsOPf/xjXLp0qW063oOuvQA8XbhwQUBC1vHabDYZl8kAEGjJEKdLWa3WtslFrD8mmMljUd74HWS28V5xYsfhw4cxPj4uk6g8Hg+mp6fh9XphNptlCiKZgJzmQYYEz8lisSCXy8HhcEgWnxOrGo2GjA8FWvaLI8WDwaCU6TSbTXkfmRYcMcvr4rk7nU45HwbuzLhzWpZOp4PH40Emk2krESGLodFoIJFIIBaLSekve7OEQqG28eGqfFKH2d+FARnvFYM8BskM2tXx9GRCcFw7gzf2aqnVam392Rj4km3A4FFlxRCkUMtmaU9rtRqy2SzW19extrYGADJ+fmZmBjdv3kQ4HJYAk4AB2S38fnUfeC4M2lUWBO0TGRJqEkFli1it1jZ7o9qTh7lHjKa/mv7y/DX93Xv6qy1taUtb2tLWr/v6pQNPQCvrderUKTzxxBMAgO3tbYTDYaTT6TYnejeQ4bOCDp1LBaXoILlcLgQCAfT392NiYgLDw8Pw+XzijDH7RoBHBYJUAKoT4FFBKxU4ItDD7DTPRQWpVMCMn1fLB+nQqWAQj6mykQgsqedE4InHJ8NKzYSrjCGeUycDiX/f7R4xI0ygCWhlvfP5PBYXF3Hnzh0sLi4ikUgI6KheyyeJYyeraTf2GPeIvSiGh4fR1dUFg8GAXC6HYrGIGzdu4MMPPxTn++e19gLwdP78eQA7EwzIguA9UGVZlSmyCyh37JHC47A3CIMfBi1czNYzCOF7AoEADh48iLGxMclcu91uYVa4XC4p5alWqzLRgywKNrPtHCerjiZl0M1+Nc1mE36/HwaDQQKtfD7fxjZUZd5sNrc17eVrZD2wz0qtVoPP50M6nW7L7lNGOZmLwW46nUatVoPD4RDwVqfTwe/3w2KxyDmzlIqBI8FUllSxVIb6Sn3nHrOBJPeDdsFsNiObzbaNWWfQygCX9zOfz0tzQ36W1+fxeGAwGGTKZa1WQywWw9LSkvQA4rNjdnYWi4uLWF1dbSu/Uct+2QeG9pLXpLIrySCh7JFlwn2iXvMYKgjTaDRkagffqzazvnz58i9BEz/f0vRX019Nf/eu/mpLW9rSlra09eu+/kGAJ1Lqn3jiCRw7dkyyk9FoFGtra+Ksdp7aZwUKOtlO6vfyJx1zZn8dDgd6enowPT2NoaEhhEIheDwemRhE55IlBQSi+H0EiFQQqvM8dgNKVGBIpearn1eBOJVZpfaBolMGtI+XVM9BBZV4XJVRxvPj3qhsJx5XPQ8VbOpkf9XrdeRyOcRiMWxubuL+/fuYm5tr69+kAnPqPu62f58EPPHvzNgGAgGEQiEEAgHJqgKA1+tFLpfDn/zJn2Bzc7NtH34eay8ATxcuXJCgh/vPe0W5tlqtbf03+D6WczKAUe8Vgw2CoNxzsgqYoeYIdY7zZIBksVjg9/vxxBNPyCQtg8EAm82G7u5uDA4OotlsykCAXC6HarWKfD6PfD4vk7DIkqAcMhBTG+JyKhKnavG7ONKdpRwAJGhk2QcnPanZffaAy2QybbaCDflVRoTRaMT29rYEyna7vQ08MBgMcDqdUtrCe8FgmSU3DPoYWBJAsNvt0mvHarW2MTHZe412hv9nUEowgGVaDHILhYL0yuH52O12GUnPRsXb29uIRCJSPlWv1xGJRHD//n3Mz89LGS11l6VX3GcAEnAzYFXtnsp8YPDK+8d9Ud9TLpfl+nlP2chZHXXMKWa0eQ8zY0LTX01/Nf3du/qrLW1pS1va0tav+/oHAZ6AltPQ39+Pf/Wv/hUajQbW1tZk0svGxgZWV1eRzWY/Vur1SawYldG0299V4EIFdlTWEtkyFosFwWAQo6OjGBkZweDgIHw+H2w2W1u/J7W3keoMdjKE1O9SmUmd56O+ppb4db6fYJn6HbuVunVec+dr/FwnIMXv6AxO1D1SQSYA0pw1n88jlUphYWEBCwsLWF1dRSqVEme78zs7z7UTYNrtPjNA4nv0+lbT+iNHjsDtdiObzaJUKqG7uxvHjh3DyMgIisUi/vW//tf44Q9/uOv1PujaC8DTU089JUGJGnzqdDoJ6Li/DLoASDDBfjAspyDrgEEagx3eE5aBMrBghh/YuW9kHqjlNaOjo5iensbAwAB8Pp+MJB8bG0MgEIDdbpfgsFqtSqBCsLNWqwkzg8FWJpOByWQShoIa+DAABYBQKIR8Pi97wMw6A916vS7Xzsw7M/ZkH7A8iTJKpkcmk0Emk4HH44HVakUqlZL9YqDJMePcL6fTKeU7PKbT6ZSSYH4X2YMAZEJZoVCAXt8an67KPINN9lVhs+ByuSzlU0wGsLwXgLAzyuUyEomEJAlYNhWJRBAOh7GwsIBwOCw91PR6vTAgVXvL3jqUBbV8CoDcJwb3ar8YlS3B13hslpMxOcA9pg0iawJA23cGg0F897vf/YXr4eddmv5q+qvp797VX21pS1va0pa2ft3XPxjwBLSchgsXLuBf/st/CYfDgUgkglQqhVqthlwuh+XlZayvr7c1nVZBqM7VyYQBsCuIQbBE/V1lKqnHs9vtCIVCGBkZQV9fH3p6euD3++FwOITq39mvQWVGMThQnXr1326gE19T+zZ1nq/KSFKdvc796NwXOonq6+p7+b0MVFRmmNqfitdYKpWQzWYRi8WwtbWFtbU1bGxsIB6Pi8OsgkT8fOd3cn92W+rf1bJDZtX37duH8fFxmZrj8/kwNDQEn8+HUqmE5eVl/N3f/R3+6q/+Sqb8/LzXXgCe/uZv/gZvvfUWbty4gXQ6LcEAm9JSlsvlMsrlsmTuTSaTBBiUZTIemGE3GAxtDYzVElIGXGRINJtNCS5ZAsOms3a7Hfl8HvV6HQ6HA319fZiensYjjzyCer01RctgMKCrqwuhUAher7ethBWABFeNRqu5MINWlqMwAGOmPhAIIBwOt416Z0BOXVTLRwm85nK5trIdBva89s49KxQKCIVCyGaz0OlaE7zYs433gUFyOp2Gy+WSkfTcOx5bLW/h6HqfzycBGQN77gUAac7LIJHgNQNV6g/72Xi9XrEtmUwGW1tbWF9fR61Wg9vtRq1Ww/b2Nu7du4fl5WVkMhlhg3DEuxqYqrLSbLb3dWk0GsJoIVCiAiCdQDXwcQBb/Zxa0sypV/xu7kW1WoXNZsORI0fw7LPP4uTJkxgaGvpFquADLU1/Nf3V9Hfv6q+2tKUtbWlLW7/u6x8UeAJazadPnz6NM2fOYHR0FL29vQgGg+L4JJNJrKysYGVlBaurq4jFYjKNRQV2OplQnwZiqH/rZErxd/U1gh6czuN0OuHxeOD3+xEMBhEIBASMcjgcMJvNbeygTnBJPXYnCNZ5buri+1XGFtDOduoss9vN4fu01QmOkdHFhuaZTAbJZBLRaBSJRALxeFwayRaLRXm/ypRSWV6d59R5bp3Anwo0GY1GKevo6enB2NgYRkdH0dXVJX1ByuUy4vE4lpeXsbi4iPX1dczPz+P+/fttmeOf99oLwNPy8jJ8Ph/W1tbwve99D++++y5KpRKmpqaQyWSwtLQkgZdOp5MJigw4VOaE2veFAWylUpE+IcBO/zEuNhBmAMgAmIEb5YT3nSUy/N5AIIBjx47h2LFjcj7pdFp6v7DMsq+vT0pl2ZulVquhWCzCYDAgHA5LQM6/sfSE5TpkJhB8LpVKMv0LgJR7MDtvs9kk2CT7hM2UC4WCBL9qeYgKdvPcuD/NZlPAAwIAanBM1gSDdk52ymazEuzxvnm9XgnSAAjDhUG3w+GQPjds9ByPxxGJRLC5udkW7NZqNdy7dw9zc3PY2tpCPp9v6+emlt0wwGYAqYLpBM7V0ht+DwNZAikEC9ggWwXAea9oc2hz2RxbfUaoJV1OpxOPPvooXnrpJUxPT6NYLGJmZgbPPPPML1oNP/fS9FfTX0DT372qv9rSlra0pS1t/bqvf3DgiVnbgYEBDAwMwOv1oru7G319fRgcHER/fz9CoZDU+KfTaWxtbSEcDiMcDiOZTCKdTiOfz6NQKAjFHdi919Fu3/9Jr+9WpqYCKsw6ms1mWK1W2O12Gflst9thsVhgt9thNpulHIBOvsooUtlPneegvs5zUp05OtJqz6XdjsM9UP8xcGApBftPVCoVlEolFItF5HI55PN5ZLNZpNNpAZg4BYiOocpK2g0w69x/dR/Vxetg81mHwwGfz4dAICAy0dfXB4/HI41lKQ8rKytYX1/H9va2NKpPp9NYXV2Vvii/qLUXgKcvfOELOHr0KJ5//nkcOHAApVIJb7/9Nn70ox+h2WzC7XYDABYXF5FOp+W+MchUWWkqSEs2RD6fl8CCbMBisdh2/xmUMbAol8tt/VrULLsKrtrtduj1eilJ8fv9mJ6exuTkJIaHh6HT6bC1tYXV1VVEIhE0m02EQiGMj4/j2LFjcLvd0qelVCqhXC6jUCjA7XYjHo8jn8/D5XIhlUpJc2D2ZVGDyGazKcEqgyEGprwOBqVkI9BWMNBi82YG9rQB6uhz9rjj6Hqj0Yh8Pi+BpclkEiaI2+0WZgW/l/vM+8Nz9Xq9wgypVCoyWSwej7eVNxNIqNVqSKVSmJmZwdraGhKJhNwTMjwYfKo2iP11GEDzWCpz0WQySd8WlVmp2u1isSjPCDUA5fd1sikZOHMfWC5GoGNgYADPP/88Lly4gEAggNnZWbz99tu4evUqtra2HuoeMZr+avqr6e/e1V9taUtb2tKWtn7d1z848ATsNPseGBiA3+9v64dgt9vh8/nQ09OD0dFRDA4OYnBwUFgu1WpVxhsvLS1heXkZ29vbwsIhJXu3Ej06NjwHFejpBE/U/hl0Xvk5FTzpPIZ6Ler3qMwlnsungWCdx1SBK/VYdF47j6uyo/hP7U1Fp1r9nT87mVXqsdXXO0Gk3USrk9FFp56ZW6/XK/d6ZGQEvb29MimoUqkgHo9jfX0dS0tLWFxclKaoZFupwFo+n8fGxgby+XzbHvwi1l4Ank6dOoVGo9W4tq+vD6+88grOnz8PvV6PS5cu4e/+7u8Qj8cxNDQEp9OJ+fl5RKNRpFIpkV/+ZOCpvqZmrZvNpgRwzH4z6AB2yix4z9hfhcGUyh7I5XJoNBptWXlmyRlger1e9Pf3Y3p6GqOjowgEAkgmk9ja2hLWB0Ft/uR32O12lMtlmRLF7Hwmk2krN+I0MMoXR5/rdK0+Jvwe9nkhC8JmsyGbzQpDgeUo/J06x4CfDBKWsrIxNMtxkskkLBaLMDoY6LNBcb1eh8fjkV4+DodDvrdUKmF7exuZTAbZbFaAAIfDIQyUzc1NhMNhATAYfKt9gBgMW61WlMtlYXKoJUWdwxLU0izKD+2TOtmM+8il2iE1gFV1Wv0+YGf8PCeRTUxM4JlnnsHTTz8NvV6Pd999Fz/4wQ8wOzsrTBij0Yif/OQnvzD9e9Cl6a+mv5r+7l391Za2tKUtbWnr1309FMATl8fjweDgoPQ5UJfKgvF6vRgYGMDw8DD6+vrQ19cnpW46nQ65XA7JZBIbGxuIRqPY3NwUZhQZO2T47MbG4fdx8e+doAkBKJWS/kmsI/UYu4EgP+02qBR19VgMEtRz6mRK8TOdgNGnnSN//2nv7WQ5dX5WLUcgUGa1WmGz2eByuYTJRJZbV1eXTDEqFoviSG9ubmJlZQVra2uIx+MyGWm3/lb/f3vn1tPE10bxNVMobWGmLeUgB2uUhHihXnBjMBKJF0aMN/o19Mv4DfwMXuEhGr0iRhKvDIkREgxQaMup0KEHmPeirO2eqv/XN3/7RuL63XBopzOzZ3Yz69nPsx6KprW1Nezs7PzjuP4uEokEguDPDjzNzc0BaJXMBEGAer2O8fFx3L59G3Nzc8jlclhaWsL8/DwWFxeRyWQwOTmJw8NDLC0toVQqGe8WjjHw7d7iiji7NdmBSAZIgyAwJUBA1K/MdV3TeYsZGD09PWaeUrRQNHE1nGbCXC2n0PN9HxMTEzh//jw8z8PIyAiCIIDrutjf3zelK319feju7sb58+dN4JZlPpx3zACgiS8zTKrVKqrVKtLptOlI1Wg0THkPsy/YXYtinhmCFK4sS+L84HbMKqG5cX9/vxFxvA4UvPw/r8v29rYxRC4UCmg2m6jX68bgmf9fXV1FsVjE5uamMUxOJpPGvJgZFBxzO6PU/q5hKRKASAcsvgYAh4eHkWC5Xf7Fz47FYibbxi694XXgfun5YmdN9Pb2ms5rmUwGU1NTuH//Pq5evYogCPDy5Us8f/4cy8vLpk09m1o0m028efOmo3Pw36D5q/mr+Xt2568QQgjxt/NHBZ4cp9Wmd3x8HIlEIhJEsYMYfC9LBHp7e+H7vvH9uXDhginRS6VSZgV0b28PxWIRW1tbWFtbM4GJSqWCarVqyszsLJ/2n/bvfEhjxg+3s41S21f32jOr7O3bA0P2/nj+Pwpa2UGfnwWe7NfbP7s9oPaj827fB4/ZPle+ztR6liEyk2l4eBhjY2M4d+6cyWTyfd8Imp2dHWxubmJ1dRUrKyuR63N0dBRZOeV42A/P5Pj4GIVCAcViMZL230mSiQSqf3jg6datW0Ys2dcwCAIMDAxgenoa9+7dw6VLl7C2toYXL15gYWEBYRgin8+jq6sLKysrKBQKCIIg4uNBcQPArOJTkLiui3q9bror2dl2FC8si7HvJ7v8gyvqhNkXzEoAYISlLZTs/VCQDg4OIp/PI5PJYHR0FADg+z62t7fR09MTEWfxeBzpdBq+7yOVSiGRSCCTyRjBRfETi8VMCQ7FFzMD+Hm2oOc50/ulr6/PzBtmaLBch8a9DLQye+Pw8BDNZhOlUsm0i2cjBs/zzDgkEglUKhWUy2V8/foVGxsbKJfL2N7ejnSF4tjzO8HuRkWBZ48l29Mnk0nU63Uj6Ckm2a0MgPEP4ljx3uM1ZmkQgxj29w7HlIEGBvwppvmeWq2Grq4ujIyMYGZmBnNzcxgdHTXNBT58+BDpnsrvEWbjuK6Lt2/fdmLq/RY0fzV/NX/P7vwVQggh/nb+qMAT0HpQ6e/vx9jYmFkZbQ+g2O9t/5sPar7nYWBwEENDQyYzioalqVQK3V1daJwalvKhzjbLrlQqJiDFh0KW7SEETsITIAwRIhqMsdPFHTiA8325288CQ+S7LKwQCPHjQNKPsLOgfoYJ5IUArI+JHOfp8dvbOI6DmOvCPX04jXfHkUwljZ+V53lIp9MYyOWQ7e9HLpdDLpdDJpMx3WlYBrG7s4P100546+vr2Nrawt7eXmtV+qiGk/Ak4iHVHvyzjU45ZmEYolgsolAoRAKIv5v2kU+cgcDT7OysmVOEY8Yymd7eXly5cgUPHz7E5cuX4TgOXr9+jVevXmF9fR3ZbBYTExPY2NjA+vo6SqWSCQBzvCluaOB7cnJiPEwoapiJQBHHzAB7hZweIzxeZk5QwDCzwha8tncIxQxFLg15mYHAz3RdF5lMBr7vm1KeTCaDXC4H3/fhOA4SiQT29/dNKRH3TU8YfpbneUaw1+t1DAwMRDICG42G8cXZ399HLBaLdO1kZgg93FgWa5vz2pkhLBXiOdbrdVN6XC6XUSwWTUMACk6OI8Uby2cY2Ge5EY/bcRzzN68ZRTeFNse/u7sblUoFXV1dka5izIKgj1B3d7cpr7G/O2OxmPHBIbyfKC65H5Y81Wo1JBIJXLt2DXfv3sX169cRj8exsLCAZ8+e4dOnTyYbhSVhdjaIfZ7v3r3r5BT8V2j+av5q/p7d+SuEEEL87fxy4GlwYACNRhOtSEWHDgYOQoSIxbqQ9v2WGSgAMLhg/Q7HAdoewNtXVO3sm55ED1LJlMmOSqfTyGaz8DwPyWQy0pWn0WyiXqvhqHaEoBqYls5BEODw8LBlwt1ooGFlR4VhiJMwbAWjwvA0MGWdm5VJ1DqXMDqUPHYGnZzWiOAnlycE4P5DQM5s1Zax1Nq2tW++z4EVcHIcE1QxWU6ua97DLKZ4PI5EMoG+vj74nm86+iVTKfScvs6MpGaziWq1it3dXezs7mBvd88YwgdB8J2X1A/HB23ZYwjhOtEAG1dOy+Vyq1TAjFRncdAal2K51PF9/RtmZmaMYOBY2SLFFgOO42B4eBgPHjzAjRs34HkeCoUC5ufn8fHjR9TrdVy6dAnxeNxkqFGcAoiIzmQyGckQ4L7pL8KsNZbpUFRxpZzeJyz/aO+wBHy7V7mSf3JyEjE9to3wKbL40/aB4fHTN4Tvy2QykRLRdDqNXC5nSmuY8UBBTtF+dHRkTPIbjYYRb5xvDBbY3mssu6FRcywWMx5mLOfc29tDqVTC7u4uDg4OcHBwgEqlYspxAJiSZQpsmgHb340AImVVNEbmWNpdq1gaQ1EOwAhSBpS5HcU27ynbL4b7ZMaNfT/a3xntYpV/2ybYQ0NDuHnzJu7cuYN8Po/NzU0sLCzg9evX+Pz5s7l+PT09kWwMCnAGWnhv/MkeMZq/mr+av2d3/gohhBB/O78ceBJCnG1mZ2cRBIFZ8aewoCixfVpYarG1tQXP8zA1NYVHjx4hn89je3sbi4uLePLkCWq1GvL5PC5evIjl5WV8+fIFwLfuRBRCNM21O0ZxhZzmvWxl3tvba8pemWnJbArP84yfFstc2BWKQjebzcJ1XdM9isFi7oefQxNgChcKa4pllocy/R0AAAFpSURBVKoAMKv8FE7MOqCxseu6pmSFYimVSpnyId/3TQkTA7cU82wBTwHIzEoKVo4FrxfPy3VdVKtVU5YUhqERwcPDwygWi6abFwMJts+N7YFDYW8LTXrQUPxT/O3u7kayXViiRGHJdu8speF7q9WqOU4Axv+HY8ntGWgYHx/H5OQkVlZWsLq6aq5po9HAyMgIHj9+jOnpaWSzWSwtLeHp06d4//49KpUKksmkyZyh+LW7jcViMTN2x8fHxldofn7+/z0tfxnNX81fzd+zO3+FEEKIvx0FnoQQQgghhBBCCCFER3D/+1uEEEIIIYQQQgghhPjfUeBJCCGEEEIIIYQQQnQEBZ6EEEIIIYQQQgghREdQ4EkIIYQQQgghhBBCdAQFnoQQQgghhBBCCCFER1DgSQghhBBCCCGEEEJ0BAWehBBCCCGEEEIIIURHUOBJCCGEEEIIIYQQQnQEBZ6EEEIIIYQQQgghREf4Dzjt6ohxbiUdAAAAAElFTkSuQmCC\n" 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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "For those visualization every classes of each directory looks visible enough based on their position and others" ], "metadata": { "id": "1Ld2CFFDnfsx" } }, { "cell_type": "code", "source": [ "def create_dataframe(list_of_images):\n", " data = []\n", " for image in list_of_images:\n", " data.append((image, image.split('/')[-2]))\n", " return pd.DataFrame(data, columns=['images', 'label'])\n", "\n", "train_df = create_dataframe(train_adenocarcinoma + train_large_cell_carcinoma + train_normal + train_squamous_cell_carcinoma)\n", "train_df = train_df.sample(frac=1, random_state=42).reset_index(drop=True)\n", "\n", "val_df = create_dataframe(val_adenocarcinoma + val_large_cell_carcinoma + val_normal + val_squamous_cell_carcinoma)\n", "val_df = val_df.sample(frac=1, random_state=42).reset_index(drop=True)\n", "\n", "test_df = create_dataframe(test_adenocarcinoma + test_large_cell_carcinoma + test_normal + test_squamous_cell_carcinoma)\n", "test_df = test_df.sample(frac=1, random_state=42).reset_index(drop=True)" ], "metadata": { "id": "TQ2eECh-M76L" }, "execution_count": 35, "outputs": [] }, { "cell_type": "code", "source": [ "print(train_df.shape)\n", "train_df.head()" ], "metadata": { "id": "51mw8NzROz1B", "colab": { "base_uri": "https://localhost:8080/", "height": 221 }, "outputId": "033c3931-91ac-4ade-886c-b3af076f7ddb" }, "execution_count": 36, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "(601, 2)\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ " images label\n", "0 /content/images/Data/train/adenocarcinoma/0001... adenocarcinoma\n", "1 /content/images/Data/train/normal/4 - Copy - C... normal\n", "2 /content/images/Data/train/squamous.cell.carci... squamous.cell.carcinoma\n", "3 /content/images/Data/train/adenocarcinoma/0000... adenocarcinoma\n", "4 /content/images/Data/train/adenocarcinoma/0000... adenocarcinoma" ], "text/html": [ "\n", "
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imageslabel
0/content/images/Data/train/adenocarcinoma/0001...adenocarcinoma
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2/content/images/Data/train/squamous.cell.carci...squamous.cell.carcinoma
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imageslabel
0/content/images/Data/valid/adenocarcinoma/0001...adenocarcinoma
1/content/images/Data/valid/squamous.cell.carci...squamous.cell.carcinoma
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imageslabel
0/content/images/Data/test/normal/23.pngnormal
1/content/images/Data/test/adenocarcinoma/00012...adenocarcinoma
2/content/images/Data/test/large.cell.carcinoma...large.cell.carcinoma
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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "visualize_data(val_df, 'Val')" ], "metadata": { "id": "pKcN4bMePuuH", "colab": { "base_uri": "https://localhost:8080/", "height": 489 }, "outputId": "7475fb08-66da-40c3-c5aa-bf42c9570dc1" }, "execution_count": 40, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "visualize_data(test_df, 'Test')" ], "metadata": { "id": "Sa4WA9n6QQRT", "colab": { "base_uri": "https://localhost:8080/", "height": 489 }, "outputId": "802b70c8-ee54-4d3d-ed8f-31d77aad162e" }, "execution_count": 41, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "Every directory has a different amount for each classes" ], "metadata": { "id": "-0PkhTSLn0Je" } }, { "cell_type": "markdown", "source": [ "#### Preprocess" ], "metadata": { "id": "f4eCVw392c5Y" } }, { "cell_type": "code", "source": [ "img_height= 224\n", "img_width= 224\n", "batch_size= 64\n", "target_sizes = (img_height, img_width)" ], "metadata": { "id": "TOjP8QYP2Yao" }, "execution_count": 42, "outputs": [] }, { "cell_type": "code", "source": [ "generator = ImageDataGenerator(\n", " rotation_range=20,\n", " width_shift_range=0.1,\n", " height_shift_range=0.1,\n", " shear_range=0.2,\n", " zoom_range=0.2,\n", " horizontal_flip=True,\n", " brightness_range=[0.8, 1.2],\n", " rescale=1./255,\n", " preprocessing_function=tf.keras.applications.efficientnet_v2.preprocess_input\n", ")\n", "\n", "# val_generator = tf.keras.preprocessing.image.ImageDataGenerator(\n", "# preprocessing_function=tf.keras.applications.efficientnet_v2.preprocess_input,\n", "# validation_split=0.15\n", "# )" ], "metadata": { "id": "Lafrtm4VHKzR" }, "execution_count": 43, "outputs": [] }, { "cell_type": "code", "source": [ "train_images = generator.flow_from_dataframe(\n", " dataframe=train_df,\n", " x_col='images',\n", " y_col='label',\n", " target_size=(target_sizes),\n", " color_mode='rgb',\n", " class_mode='categorical',\n", " batch_size=16,\n", " shuffle=True,\n", " seed=42\n", "\n", ")" ], "metadata": { "id": "SV_wmz1tCQCN", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "db0c39a8-d3e6-474d-f96b-cff6bc56f17c" }, "execution_count": 44, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Found 601 validated image filenames belonging to 4 classes.\n" ] } ] }, { "cell_type": "code", "source": [ "val_images = generator.flow_from_dataframe(\n", " dataframe=val_df,\n", " x_col='images',\n", " y_col='label',\n", " target_size=(target_sizes),\n", " color_mode='rgb',\n", " class_mode='categorical',\n", " batch_size=16,\n", " shuffle=True,\n", " seed=42,\n", "\n", ")" ], "metadata": { "id": "4xRCMLJFC1yh", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "124b06f3-2028-4568-a2f4-364d69cdb64c" }, "execution_count": 45, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Found 72 validated image filenames belonging to 4 classes.\n" ] } ] }, { "cell_type": "code", "source": [ "test_images = generator.flow_from_dataframe(\n", " dataframe=test_df,\n", " x_col='images',\n", " y_col='label',\n", " target_size=(target_sizes),\n", " color_mode='rgb',\n", " class_mode='categorical',\n", " batch_size=16,\n", " shuffle=False\n", ")" ], "metadata": { "id": "PS5ORVBqDHo2", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "060e7e76-ca80-4627-973d-352b6dfcc546" }, "execution_count": 46, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Found 315 validated image filenames belonging to 4 classes.\n" ] } ] }, { "cell_type": "markdown", "source": [ "#### Modeling" ], "metadata": { "id": "gRE5zYXnI0dp" } }, { "cell_type": "code", "source": [ "input_shape = (224,224, 3)\n", "model = tf.keras.models.Sequential([\n", " tf.keras.layers.Conv2D(8, (5,5), activation='relu', input_shape=input_shape ),\n", " tf.keras.layers.MaxPool2D(pool_size = (5,5)),\n", " tf.keras.layers.Conv2D(8, (3,3), activation='relu'),\n", " tf.keras.layers.MaxPool2D(pool_size = (3,3)),\n", " tf.keras.layers.Conv2D(8, (3,3), activation='relu'),\n", " tf.keras.layers.MaxPool2D(pool_size = (2,2)),\n", " tf.keras.layers.Flatten(),\n", " tf.keras.layers.Dense(128, activation='relu'),\n", " tf.keras.layers.Dropout(0.2),\n", " tf.keras.layers.Dense(64, activation='relu'),\n", " tf.keras.layers.Dropout(0.2),\n", " tf.keras.layers.Dense(32, activation='relu'),\n", " tf.keras.layers.Dropout(0.2),\n", " tf.keras.layers.Dense(4, activation='softmax')\n", "])\n", "\n", "\n", "model.summary()" ], "metadata": { "id": "HzsQDYBFEHeF", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "dad4c5cc-2915-41fc-e80d-bfd52b64c117" }, "execution_count": 55, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Model: \"sequential\"\n", "_________________________________________________________________\n", " Layer (type) Output Shape Param # \n", "=================================================================\n", " conv2d (Conv2D) (None, 220, 220, 8) 608 \n", " \n", " max_pooling2d (MaxPooling2D (None, 44, 44, 8) 0 \n", " ) \n", " \n", " conv2d_1 (Conv2D) (None, 42, 42, 8) 584 \n", " \n", " max_pooling2d_1 (MaxPooling (None, 14, 14, 8) 0 \n", " 2D) \n", " \n", " conv2d_2 (Conv2D) (None, 12, 12, 8) 584 \n", " \n", " max_pooling2d_2 (MaxPooling (None, 6, 6, 8) 0 \n", " 2D) \n", " \n", " flatten (Flatten) (None, 288) 0 \n", " \n", " dense (Dense) (None, 128) 36992 \n", " \n", " dropout (Dropout) (None, 128) 0 \n", " \n", " dense_1 (Dense) (None, 64) 8256 \n", " \n", " dropout_1 (Dropout) (None, 64) 0 \n", " \n", " dense_2 (Dense) (None, 32) 2080 \n", " \n", " dropout_2 (Dropout) (None, 32) 0 \n", " \n", " dense_3 (Dense) (None, 4) 132 \n", " \n", "=================================================================\n", "Total params: 49,236\n", "Trainable params: 49,236\n", "Non-trainable params: 0\n", "_________________________________________________________________\n" ] } ] }, { "cell_type": "code", "source": [ "model.compile(optimizer=\"adam\", loss='categorical_crossentropy', metrics=[\"accuracy\"])\n", "\n", "callback = tf.keras.callbacks.EarlyStopping(monitor='accuracy', patience=4)\n", "\n", "history = model.fit(train_images, validation_data=val_images, epochs=20, callbacks=callback)" ], "metadata": { "id": "6DIeYzYpEKAx", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "9ee244a8-21d8-4185-bcf7-a0739f45b103" }, "execution_count": 56, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Epoch 1/20\n", "38/38 [==============================] - 24s 308ms/step - loss: 1.3727 - accuracy: 0.2629 - val_loss: 1.3667 - val_accuracy: 0.1806\n", "Epoch 2/20\n", "38/38 [==============================] - 11s 295ms/step - loss: 1.3282 - accuracy: 0.3527 - val_loss: 1.3049 - val_accuracy: 0.4167\n", "Epoch 3/20\n", "38/38 [==============================] - 12s 320ms/step - loss: 1.1883 - accuracy: 0.4426 - val_loss: 1.0395 - val_accuracy: 0.5000\n", "Epoch 4/20\n", "38/38 [==============================] - 11s 292ms/step - loss: 1.1209 - accuracy: 0.4975 - val_loss: 1.0908 - val_accuracy: 0.4722\n", "Epoch 5/20\n", "38/38 [==============================] - 10s 273ms/step - loss: 1.0633 - accuracy: 0.4859 - val_loss: 1.0466 - val_accuracy: 0.4861\n", "Epoch 6/20\n", "38/38 [==============================] - 11s 291ms/step - loss: 1.0422 - accuracy: 0.5158 - val_loss: 0.9678 - val_accuracy: 0.5000\n", "Epoch 7/20\n", "38/38 [==============================] - 11s 290ms/step - loss: 1.0622 - accuracy: 0.4842 - val_loss: 1.0041 - val_accuracy: 0.5000\n", "Epoch 8/20\n", "38/38 [==============================] - 11s 288ms/step - loss: 1.0236 - accuracy: 0.5092 - val_loss: 1.0153 - val_accuracy: 0.4444\n", "Epoch 9/20\n", "38/38 [==============================] - 11s 293ms/step - loss: 1.0069 - accuracy: 0.5025 - val_loss: 0.9632 - val_accuracy: 0.4583\n", "Epoch 10/20\n", "38/38 [==============================] - 11s 288ms/step - loss: 1.0207 - accuracy: 0.5191 - val_loss: 0.9848 - val_accuracy: 0.4722\n", "Epoch 11/20\n", "38/38 [==============================] - 11s 291ms/step - loss: 0.9719 - accuracy: 0.5391 - val_loss: 1.0123 - val_accuracy: 0.4722\n", "Epoch 12/20\n", "38/38 [==============================] - 11s 291ms/step - loss: 0.9851 - accuracy: 0.5158 - val_loss: 0.9727 - val_accuracy: 0.4306\n", "Epoch 13/20\n", "38/38 [==============================] - 11s 290ms/step - loss: 1.0023 - accuracy: 0.5507 - val_loss: 1.0613 - val_accuracy: 0.3889\n", "Epoch 14/20\n", "38/38 [==============================] - 22s 594ms/step - loss: 1.0101 - accuracy: 0.5374 - val_loss: 1.0103 - val_accuracy: 0.4444\n", "Epoch 15/20\n", "38/38 [==============================] - 11s 291ms/step - loss: 0.9816 - accuracy: 0.5092 - val_loss: 0.9853 - val_accuracy: 0.4722\n", "Epoch 16/20\n", "38/38 [==============================] - 10s 269ms/step - loss: 0.9656 - accuracy: 0.5474 - val_loss: 0.9640 - val_accuracy: 0.4722\n", "Epoch 17/20\n", "38/38 [==============================] - 11s 282ms/step - loss: 0.9399 - accuracy: 0.5757 - val_loss: 0.9953 - val_accuracy: 0.4444\n", "Epoch 18/20\n", "38/38 [==============================] - 11s 290ms/step - loss: 0.9269 - accuracy: 0.5308 - val_loss: 1.0145 - val_accuracy: 0.5000\n", "Epoch 19/20\n", "38/38 [==============================] - 13s 345ms/step - loss: 0.9254 - accuracy: 0.5524 - val_loss: 1.0487 - val_accuracy: 0.4722\n", "Epoch 20/20\n", "38/38 [==============================] - 11s 292ms/step - loss: 0.9832 - accuracy: 0.5341 - val_loss: 1.0175 - val_accuracy: 0.4861\n" ] } ] }, { "cell_type": "code", "source": [ "epochs=20\n", "\n", "fig, ax = plt.subplots(ncols=2,figsize=(16,5))\n", "ax[0].plot(range(1,epochs+1),history.history['accuracy'],label='Training')\n", "ax[0].plot(range(1,epochs+1),history.history['val_accuracy'],label='Validation')\n", "ax[0].set_title('Accuracy')\n", "ax[0].set_xlabel('Epoch')\n", "ax[0].legend()\n", "\n", "ax[1].plot(range(1,epochs+1),history.history['loss'],label='Training')\n", "ax[1].plot(range(1,epochs+1),history.history['val_loss'],label='Validation')\n", "ax[1].set_title('Loss')\n", "ax[1].set_xlabel('Epoch')\n", "ax[1].legend()\n", "\n", "plt.show()" ], "metadata": { "id": "awIFY1bkGDqK", "colab": { "base_uri": "https://localhost:8080/", "height": 384 }, "outputId": "ff5c0851-434d-44a5-fe6a-082ce45d483c" }, "execution_count": 57, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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dnSlfvnyezhERERGRghOXkoGPm5O9wxARESlylEspPKVyhaLVaiU5PdMuN6vVmqsYy5cvn3Pz8fHBZDLlfH3w4EG8vLz49ddfadasGS4uLqxfv55jx47Rq1cvAgMD8fT0pEWLFqxYseKKef+9TNdkMvHFF19w99134+7uTq1atVi8eHHO4/9epjtz5kx8fX35/fffqVu3Lp6entx+++1X/KPNzMzk0UcfxdfXl7Jly/Lss8/ywAMP0Lt375v+mYmIyM1Z/lc0w77awr7TcfYORUTyyWq18tmaY9z67h8cP59o73BERKSUUS5lUs7XyqWU0hWKKRlZ1Hvpd7tc+69Xu+HubJtv+3PPPcd7771H9erVKVOmDJGRkdxxxx288cYbuLi4MHv2bHr27MmhQ4eoUqXKded55ZVXeOedd3j33XeZMmUKAwcO5MSJE/j5+V1zfHJyMu+99x5z5szBbDYzaNAgnnrqKebOnQvA22+/zdy5c/nqq6+oW7cuH330EYsWLaJjx442ed4iIpI7C7aeZPzCvViscOx8Er8+1g4Pl1L5X79IiZBlsbLy4DlikzMY8/UOfvxfG5u9rhQREfkvyqVcqbTnUkrlCsWS4tVXX6Vr167UqFEDPz8/QkNDefDBB2nQoAG1atXitddeo0aNGldkya9l6NChDBgwgJo1a/Lmm2+SmJjIli1brjs+IyODadOm0bx5c5o2bcrYsWNZuXJlzuNTpkxh/Pjx3H333YSEhPDxxx/j6+trq6ctIiK58PnaYzz7g5FMdHYwczImmbd+PWjvsEQkHxwdzHw8oAkBXi4cik7g+R/35XrFhoiIiBiUS7GNUvmRppuTA3+92s1u17aV5s2bX/F1YmIiEyZMYMmSJZw9e5bMzExSUlI4efLkDedp1KhRzrGHhwfe3t6cO3fuuuPd3d2pUaNGztcVKlTIGR8XF0d0dDQtW7bMedzBwYFmzZphsVjy9PxERCTvrFYr7/5+iE9WHwPgoVtr0LamP4O+3MycTSfoVr88bWv52zlKEblZ5bxd+XhAE+7/YjM/7jxN06plGNyqqr3DEhGRUkC5lCuV9lxKqUwomkymErE9xMPD44qvn3rqKZYvX857771HzZo1cXNzo2/fvqSnp99wHienK4t6m0ymG/6FvdZ4fTouImJ/WRYrL/60j3mbjRc/z94ewpgOxouWwa2qMmfTCZ75fje/PdEeb1c1dBAplrIyCUv9k+e61eeNXw/y6s/7aVjJh8ZBvvaOTERESjjlUq5U2nMp2vJcgvz5558MHTqUu+++m4YNG1K+fHkiIiIKNQYfHx8CAwPZunVrzn1ZWVns2LGjUOMQESlt0jMtPDZ/J/M2n8Rkgon3NMxJJgI81z2EqmXdOROXyms//2XHSEXkplmy4IvO8O1gRpY7QPcG5cnIsvLw19uJSbrxmx4RERG5NuVSbo4SiiVIrVq1WLhwIbt27WL37t3cf//9dlka+8gjjzBx4kR++uknDh06xGOPPcalS5cwmUyFHouISGmQnJ7JqNnb+GXPWZwcTHw8oCkDWl5ZQNrDxZH37g3FZILvtp9i5YFoO0UrIjfN7AA1OgFgWvEy79xdl+r+HpyJS+Wx+TvJshTfVQ4iIiL2olzKzVFCsQT54IMPKFOmDG3atKFnz55069aNpk2bFnoczz77LAMGDGDIkCG0bt0aT09PunXrhqura6HHIiJS0sUlZzD4yy2sOXweNycHvnigBXc2qnDNsS2q+TGybTAAzy3cyyWtaBIpfto+AR4BcPEoXvvm8OmgZrg5ObDuyAU+WnHY3tGJiIgUO8ql3ByTtThv2L4sPj4eHx8f4uLi8Pb2vuKx1NRUwsPDCQ4OLrI/hJLOYrFQt25d+vXrx2uvvWazefWzFZHS7lxCKkO+3MLBqAS8XR35alhLmlUtc8NzUjOyuHPyOo6dT+Ku0IpMHtCkkKKV/3Kj1zNSPBTaz3Drl7BkHLj5waM7WXQwiccX7AJgxtDmdAoJLLhri4hIqaH33PZlj1xKXl7LaIWi2NyJEyeYPn06hw8fZu/evYwZM4bw8HDuv/9+e4cmIlJiRMYkc++0jRyMSiDAy4VvH2r9n8lEAFcnB97v1xgHs4nFu8+wdO/ZQohWRGyq6QPgXwdSYmDd+/RuUokhrY1Oz08s2E1kTLKdAxQREZG8Km65FCUUxebMZjMzZ86kRYsW3HLLLezdu5cVK1ZQt25de4cmIlIiHI5OoO+0DZy4mEyQnxvfP9SakPK5Xw3VOMiXMbcaDVteWLSP8wlpBRWqiBQEB0e47fJKhc3T4FIEL9xZj8ZBvsSlZDBm7nZSM7LsG6OIiIjkSXHLpSihKDYXFBTEn3/+SVxcHPHx8WzYsIH27dvbOywRkRJh58lL9PtsI9HxadQJ9OL7h9pQtaxHnud5tHMtQsp7EZOUzvM/7qUEVEARKV1q3QbBt0JWOqx4BWdHM58MbIqfhzP7TsczYfF+e0coIiIieVDccilKKIqIiBQT649cYOAXm4lNzqBJFV8WPNiKQO+bq2fj7Gjmg36NcXIwseyvaBbtOm3jaEWkQJlM0O0NwAT7F0LkVir6ujG5fxNMJpi/NZJvt0baO0oREREpoZRQFBERKQZ+23eW4TO3kpyeRbta/nw9Igxfd+d8zVmvojePda4FwEs/7ScqLtUWoYpIYSnfEBoPNI6XPQ9WK21r+fNk19oAvPjTPvadjrNjgCIiIlJSKaEoIiJSxH27NZKH5+4gPctC9wbl+eKB5ni4ONpk7odurUFoZR8SUjN59oc92vosUtx0eh6c3CFyM/z1EwAPd6hJ55BypGVaGDN3O3HJGXYOUkREREoaJRRFRESKsOlrj/PMD3uwWOG+5kF8fH9TXBwdbDa/o4OZ9/uF4uxoZs3h88zXFkmR4sW7IrR5xDhe8TJkpmE2m/igX2OC/NyIjElh3Le7sFj0YYGIiIjYjhKKIiIiRZDVauXd3w/yxtIDADzYvjpv9WmIg9lk82vVLOfF07fVAeD1X/4iMibZ5tcQkQLU5lHwDIRLEbBlOgA+7k58OrAZzo5mVh48x6drjtk3RhERESlRlFAUEREpYrIsVl5YtI+pfxgJgGdvD2H8HXUxmWyfTMw2vG0wLaqVISk9i6e/363VTCLFiYsndHrBOF77DiTHANCgkg+v92oAwPvLDrH+yAV7RSgiIiIljBKKJViHDh14/PHHc76uVq0akyZNuuE5JpOJRYsW5fvatppHRKS0Sc+08Nj8nczdfBKTCd68uyFjOtQo8Os6mE28d28obk4ObDoew+yNEQV+TRGxocYDIbABpMbB2ndz7u7XIoj+LYKwWOHR+Ts5E5tixyBFRESKPuVSckcJxSKqZ8+e3H777dd8bN26dZhMJvbs2ZOnObdu3cro0aNtEV6OCRMm0Lhx46vuP3v2LN27d7fptURESrqU9CxGz9nGL3vO4uRgYnL/JtwfVqXQrl+1rAf/d0cIAG/9dpDj5xML7doikk9mB7jtNeN4y3S4+PcW5wl31adBJW9iktKNBk+ZFjsFKSIiUrCUSyk8N5VQnDp1KtWqVcPV1ZWwsDC2bNly3bEzZ87EZDJdcXN1db1izNChQ68ac72/AKXFiBEjWL58OadOnbrqsa+++ormzZvTqFGjPM0ZEBCAu7u7rUK8ofLly+Pi4lIo1xIRKQniUjIY/OVmVh86j6uTmelDmtMztGKhxzEwrCq31CxLaoaFp77bTVYR3fpssVi10krk32p0gppdwJJhNGi5zNXJgU8HNsPb1ZFdkbG8seQvOwYpIiJScJRLKTx5TiguWLCAcePG8fLLL7Njxw5CQ0Pp1q0b586du+453t7enD17Nud24sSJq8bcfvvtV4z55ptv8hpa7lmtkJ5kn5s1d2/MevToQUBAADNnzrzi/sTERL777jt69+7NgAEDqFSpEu7u7jRs2PA/v2f/XqZ75MgR2rdvj6urK/Xq1WP58uVXnfPss89Su3Zt3N3dqV69Oi+++CIZGRmAkSx+5ZVX2L17d04iODvefy/T3bt3L506dcLNzY2yZcsyevRoEhP/XvkydOhQevfuzXvvvUeFChUoW7Ys//vf/3KuJSJSkp1LSKX/55vYduIS3q6OfD0ijA51ytklFrPZxDt9Q/F0cWTHyVimrztulzhu5OTFZPpM20Cbt1YxYuZWTl5UExmRHLe9DiYzHPgZTmzIuTvIz51J/RsDMGvjCRbtPG2nAEVEpNhSLgVQLiWbY15P+OCDDxg1ahTDhg0DYNq0aSxZsoQZM2bw3HPPXfMck8lE+fLlbzivi4vLf46xmYxkeLPwV30A8H9nwNnjP4c5OjoyZMgQZs6cyfPPP59TiP+7774jKyuLQYMG8d133/Hss8/i7e3NkiVLGDx4MDVq1KBly5b/Ob/FYuGee+4hMDCQzZs3ExcXd0WNgGxeXl7MnDmTihUrsnfvXkaNGoWXlxfPPPMM9913H/v27eO3335jxYoVAPj4+Fw1R1JSEt26daN169Zs3bqVc+fOMXLkSMaOHXvFP/I//viDChUq8Mcff3D06FHuu+8+GjduzKhRo/7z+YhI4Ym4kMTklUdoUrUMfZpWwt05z/+VyD9ExiQz+MvNRFxMxt/ThTkjWlK3grddY6rk68ZLPerxzA97+GDZYTqFlKN2oJddYwKj8/UPO07z8k/7SErPAmDlwXOsO3qBhzvU4KFba+Dq5GDnKEXsrFxdaDoEts+E35+HkSvBbKwh6BQSyKOdajJ51VHGL9xL3Qre1Clv/3/bIiJSTCiXolzKP+RphWJ6ejrbt2+nS5cuf09gNtOlSxc2btx43fMSExOpWrUqQUFB9OrVi/379181ZvXq1ZQrV446deowZswYLl68eN350tLSiI+Pv+JWEg0fPpxjx46xZs2anPu++uor+vTpQ9WqVXnqqado3Lgx1atX55FHHuH222/n22+/zdXcK1as4ODBg8yePZvQ0FDat2/Pm2++edW4F154gTZt2lCtWjV69uzJU089lXMNNzc3PD09cXR0pHz58pQvXx43N7er5pg3bx6pqanMnj2bBg0a0KlTJz7++GPmzJlDdHR0zrgyZcrw8ccfExISQo8ePbjzzjtZuXJlXr9tIlKALiSmMXjGZhbuPM2Li/bR6s2VTPz1AKe19fSmHIlOoO+0DURcTKZyGTe+f6i13ZOJ2e5tXplOIeVIz7Iw7ttdZGTZt+ZaXHIGY7/ZyVPf7SYpPYuW1fyYOzKMW2qWJT3TwqQVR+j64RpWHoj+78lESrqOz4OzJ5zZAfsXXvHQY11q066WPykZWYz5ejsJqdoNIiIiJYtyKYWTS8nTspILFy6QlZVFYGDgFfcHBgZy8ODBa55Tp04dZsyYQaNGjYiLi+O9996jTZs27N+/n8qVKwPGdud77rmH4OBgjh07xv/93//RvXt3Nm7ciIPD1SsNJk6cyCuvvJKX0K/k5G5kt+3BKff77kNCQmjTpg0zZsygQ4cOHD16lHXr1vHqq6+SlZXFm2++ybfffsvp06dJT08nLS0t1/v6Dxw4QFBQEBUr/v3pQuvWra8at2DBAiZPnsyxY8dITEwkMzMTb++8vdk9cOAAoaGheHj8/WnCLbfcgsVi4dChQzl/n+rXr3/Fz7tChQrs3bs3T9cSkYKTkp7FiFnbiIxJoZKvG44OJk5cTOazNcf5Yl04tzcoz/BbgmlaxTfnk0C5vl2RsQz9aguxyRnUDvRk9vAwyvu4/veJhcRkMvHWPQ3p+uFa9p2O55M/jvFYl1p2iWXjsYuM+3YXZ+NScTSbeKJrbR66tQYOZhNtapRlyd6zvP7LASJjUhgxaxtd6pbj5Z71CfIrnFo3IkWOZzlo+ziseh1WvAIhPcDJ+P3iYDbxUf8m9Ji8juMXknjm+z18MrCpfm+LiMh/Uy5FuZR/KPAuz61bt2bIkCE0btyYW2+9lYULFxIQEMBnn32WM6Z///7cddddNGzYkN69e/PLL7+wdetWVq9efc05x48fT1xcXM4tMjIyb0GZTMZSWXvc8vhibcSIEfzwww8kJCTw1VdfUaNGDW699VbeffddPvroI5599ln++OMPdu3aRbdu3UhPT8/b9+IGNm7cyMCBA7njjjv45Zdf2LlzJ88//7xNr/FPTk5OV3xtMpmwWNSFUKQoyLJYeWz+TnZHxuLr7sTsES1Z9WQHvhjSnDY1ypJlsbJkz1n6fLqB3p9s4Kddp+2+oq0o2xYRw/3TNxGbnEFokC8LRrcuUsnEbOW8XXm1V30Apqw6wr7TcYV6/fRMC2/9epD7v9jE2bhUgv09+GFMG/7XsSYOZuP/U5PJRI9GFVn55K082L46jmYTKw6co8sHa/hoxRFSM7IKNWaRIqPV/8CrIsSdhM2fXvGQn4czUwc2xcnBxK/7ovhiXbidghQRkWJFuZRcKS25lDwlFP39/XFwcLhiaSVAdHR0rusfOjk50aRJE44ePXrdMdWrV8ff3/+6Y1xcXPD29r7iVlL169cPs9nMvHnzmD17NsOHD8dkMvHnn3/Sq1cvBg0aRGhoKNWrV+fw4cO5nrdu3bpERkZy9uzZnPs2bdp0xZgNGzZQtWpVnn/+eZo3b06tWrWuaqjj7OxMVtaN36zVrVuX3bt3k5SUlHPfn3/+idlspk6dOrmOWUTs5/Ulf7Hsr2icHcx8Prg5NQI8cTCb6FIvkHmjWvHrY+3o17wyzo5mdkfG8tj8XbR9exVT/zhKTFLB/MdZXJ2JTeHBOdtJTs/ilpplmTcyjDIezvYO67ruCq3IHQ3Lk2mx8uS3u0nLLJwE3bHzidzz6Z9MW3MMqxX6twjil0faEhrke83xHi6OjL+jLr8+1o7W1cuSlmnhwxWH6TZpLX8cvH7jOJESy9kdOr9kHK/7AJIuXPFwkypleKlHPQDe+u0gm49fv9yQiIhIcaNcSsHLU0LR2dmZZs2aXbEX22KxsHLlymsu8byWrKws9u7dS4UKFa475tSpU1y8ePGGY0oLT09P7rvvPsaPH8/Zs2cZOnQoALVq1WL58uVs2LCBAwcO8OCDD16V6L2RLl26ULt2bR544AF2797NunXreP75568YU6tWLU6ePMn8+fM5duwYkydP5scff7xiTLVq1QgPD2fXrl1cuHCBtLS0q641cOBAXF1deeCBB9i3bx9//PEHjzzyCIMHD75q+7yIFD0z1ofz1Z8RALzfL5SWwX5XjalbwZt3+oay4blOjOtamwAvF6Lj03j390O0nriS8Qv3cDg6oZAjL3pSL9csu5iUTr0K3nwxpAUeLkW7qY3JZOK1Xg0o6+HMoegEJq04UqDXs1qtzNt8kh6T17PvdDy+7k5MG9SUt/o0ytX3qlagF/NGhTFlQBMCvV04cTGZYTO3Mmr2NiJj1A1aSplG90GFUEiLh9VvXfXwoFZVubtJJbIsVsZ+s5Nz8al2CFJERMT2lEspeHne8jxu3DimT5/OrFmzOHDgAGPGjCEpKSmn6/OQIUMYP358zvhXX32VZcuWcfz4cXbs2MGgQYM4ceIEI0eOBIyGLU8//TSbNm0iIiKClStX0qtXL2rWrEm3bt1s9DSLtxEjRnDp0iW6deuWs0//hRdeoGnTpnTr1o0OHTpQvnx5evfunes5zWYzP/74IykpKbRs2ZKRI0fyxhtvXDHmrrvu4oknnmDs2LE0btyYDRs28OKLL14xpk+fPtx+++107NiRgICAa7Zbd3d35/fffycmJoYWLVrQt29fOnfuzMcff5z3b4aIFKrf9kXx2pK/AHj29hB6ht64q5u/pwuPdq7F+mc78kG/UBpU8iYt08I3WyK57cO1DP5yM38cPIfFYi2M8IsUq9XKSz/tY/epOHzdnfhscDPcnItHR+Kyni68eU9DAD5bc4wdJy8VyHViktIZPWc7//fjXlIyjBWcvz3Wntsb5O0DRpPJRM/Qiqx8sgOjL2+DXv5XNF0+WMOUldoGLaWI2Qy3XX59t20GnL9yBYbJZOKNuxtQJ9CL8wlpjJ23U+UqRESkxFAupWCZrFZrnt/Vffzxx7z77rtERUXRuHFjJk+eTFhYGAAdOnSgWrVqOS2sn3jiCRYuXEhUVBRlypShWbNmvP766zRp0gSAlJQUevfuzc6dO4mNjaVixYrcdtttvPbaa7nOuMbHx+Pj40NcXNxV259TU1MJDw8nODgYV9eiV59Kbp5+tiIFa+fJS/T/fBNpmRYGhlXh9d4N8ly032q1su3EJWasD+f3/VFk5xGr+3sw7JZq3NO0cpFfoWcrX286wQuL9mE2wazhLWlXK8DeIeXZEwt28ePO01T392DJo+1smhBde/g8T363m/MJaTg5mHimWwgj2gZjNue/UcTh6ARe+mkfm47HAFCtrDsT7qpPhzrl8j23Ld3o9YwUD0X2Z/jNADi0FGp3h/vnX/Xw8fOJ3PXxnySmZTKqXTDP31nPDkGKiEhRo/fcJdONfq55eS1zUwnFokYJxdJJP1uRgnPiYhL3fLKBi0npdAopx+eDm+HokL8+XpExyczeGMH8LZEkpGUC4O3qSP+WVRjSuiqVy5TcjrzbImIYMH0TGVlWnusewkO31rB3SDclLjmD2yatITo+jeG3BPNSz/wnHVIzsnjnt0PM+NNoClGznCcf9W9M/Yo++Z77n6xWK4t3n+GNJQc4l2BsKelWP5AXe9QrMn/3imwySnKtyP4Mzx+GT1qBNQse+BmC21815Ld9Z3no6x0AfDKwKXc0VOkhEZHSTu+5SyZbJRQLvMuziIgUL5eS0hn61VYuJqXToJI3UwY0yXcyESDIz53n76zHxv/rzCt31adaWXfiUzP5fO1x2r/zBw/P3c62iBhKwOdcV4iOT2XM3B1kZFm5s2EFHmxf3d4h3TQfdyfe7tMIgBl/hrMpn00cDkUl0HvqnznJxCGtq/Lz2LY2TyaCsbWzV+NKrHzyVka2DcbBbOL3/cY26I9XHSm0ZjMidhFQG5oPN45/fx6u0fnx9gZ//3565vs9HDufWJgRioiISDGjhKKISAFJy8zi9/1RnE+4usBuUZWakcWo2dsIv5BEJV83Zjxg+6Yhni6OPNCmGque7MCXDzTnlpplsVhh6d4o+k7bSK+pf7Jo52nSM4t/Ha/0TAtjvt7O+YQ06gR68U7fRnneNl7UdKhTjgEtgwB4+vvdJF5ebZoXVquVmX+G0/Pj9RyMSqCshzNfPtCcV3s1KPC6kl6uTrzQox5LH21HWLAfqRkW3lt2mNsnrWPN4fMFem0Ru+rwHLh4Q9Qe2LPgmkOe7laHlsF+JKZlMubr7SSn5/3ft4iIiJQOSiiKiBSAXZGx9JyyngfnbOf2SWtZf+SCvUP6TxaLlSe/2822E5fwcnXkq2EtKOddcFsbzGYTnesGMndkK357vB33NQ/C2dHMnlNxPL5gF23fXsXHq44Qk5ReYDEUtFd+3s+Ok7F4uzry2eBmJaZe5PN31qOSrxuRMSm8ufRAns49l5DKsJlbmfDzX6RnWuhQJ4DfHm9P57qF26muTnkv5o9uxUf9GxPg5UL4hSQemLGFh+Zs53RsSqHGIlIoPPyh3ZPG8cpXIf3qrueODmY+vr8JAV4uHI5OZPzCvSVu1biIiIjYRqlJKOrFUMmjn6kURakZWUxceoB7PvmTw9GJmExwMSmdwTM2M3nlkSLd3fjt3w+yZM9ZnBxMfDaoGbUDvQrt2iHlvXm7byM2PteJJ7vWppyXC+cS0nhv2WFaT1zJ7I0RhRaLrSzYepK5m09iMsFHA5pQzd/D3iHZjKeLI+/ea2x9nrf5ZK5X9q08EE33SetYfeg8zo5mXrmrPl8NbUGAl0tBhntd2dugVz15KyMub4P+bX8UXd5fw9Q/jmobtJQ8YQ+BTxVIOAMbp15zSDkvV6be3xQHs4mfdp1hzqYThRykiIgUNXrvXbLY6udZ4hOKTk5OACQnX/0prBRv2T/T7J+xiL1tjYih+0fr+GztcSxW6N24Ihue68R9zYOwWuGD5YcZNnNrkVxx9/WmE3y25jgAb93TiDY1/e0SR1lPFx7pXIv1z3Zi0n2NaVjJh7RMCy/9tJ9JKw4XmxczuyJjeXHRfgCe7FqbjkWsm7AttKnhz9A21QB49vs9xKVkXHdsSnoWLy7ax4hZ27iYlE5IeS9+eaQtD7SpViS2gHu5OvFij3osebQtLav5kZKRxbu/H6L7pHWs1TZoKUmcXKHLy8bx+g8hIfqaw1oG+zG+ewgAr/3yF0eiEworQhERKUIcHIxSNOnpRe/9i9y87J9n9s/3ZpX4Ls8AZ8+eJTY2lnLlyuHu7l4k3rzIzbNarSQnJ3Pu3Dl8fX2pUEFdCMW+ktIyeff3Q8zaGIHVCoHeLrzRuyFd6v29hfPbbZG8uGgfaZkWKvq4MnVgU5pUKWPHqP+26mA0I2dtw2KFJ7rU5rEutewdUg6r1cqUVUf5YPlhAIa2qcZLPephNhfd3+PnE9LoOWU9UfGpdKsfyKcDmxXpePMjJT2LOyavI/xCEn2aVub9fqFXjdl/Jo7H5u/i6DmjwcOItsE83a0Ork4FWyvxZlmtVhbtOs0bSw5yIdGof3pHw/K8cGc9Kvq6Fei1i2yHYMm1YvEztFrhi85wejs0Gwo9P7rOMCuDv9zC+qMXeLJrbR7pXHT+bxARkcJhtVo5efIkGRkZVKxYEbO5xK9JK/EsFgtnzpzBycmJKlWqXJUfy8trmVKRULRarURFRREbG1v4wUmB8fX1pXz58koQi12tP3KB5xbu4dQlo+bafc2D+L876+LjdvXK2QNn43l47g7CLyTh5GDi+Tvq2n2F1t5Tcdz3+UaS07Po26wy7xbRpiEz/wxnws9/AXBPk0q83bcRTjboPG1rGVkWBk7fzJaIGGoEeLDof7fg5VqyV1FvPxHDvdM2YrHC9CHN6Xo5kW6xWPli/XHe/f0QGVlWynm58N69obSvHWDniHMnPjWDD5cfZtaGCCxWcHNy4KWe9RjQskrBXbM4JKPkhorNz/DkJpjRDUxmeOhPCKx3zWGzN0bw0k/7aVvTn69HhhVykCIiUhSkp6cTHh6OxVL8GyaKwWw2ExwcjLOz81WP5eW1TMmoDv8fTCYTFSpUoFy5cmRkXH9LlhQfTk5O+V6eK5If8akZvLnkAPO3RgJQydeNt/o0pF2t6ydL6lbwZvHYW3j2hz0s3RvFhJ//YmvEJd7q09AuSadTl5IZPmsryelZtKvlz8R7GhbJZCLA0FuC8XF34qnv9rBw52niUzP5+P4mRW6V2xtLDrAlIgZPF0c+H9K8xCcTAZpV9WNU++p8tuY44xfupVnVMqRnWnjyu138efQiAF3rBfJ2n0b4eVz9oqWo8nZ14uWe9enXPIiXftrH1ohLlHEvPvGL3FCVVlD3LjiwGJa/CIN+uOawsOCyAGw/cYmMLEuR/CBHREQKlrOzM7Vq1dK25xLE2dnZJqtNS8UKRRERW1p1MJr/W7iPqPhUAB5oXZVnbg/JdQdfq9XKV39G8ObSA2RarFT39+CTQU0JKV94v7/iUjLo++kGjpxLJKS8F9891LpYJL9W/BXN/+btIC3TQqvqfkwvQkm7H7af4snvdgNXrtQrDVIzsug5ZT1HziXSvGoZjp5PJDY5I2dVX/8WQUU2WZ0bVquVtUcu0L6Wf4E+D72eKf6K1c/w4jGYGgaWDBi0EGp2vmqIxWKl2evLuZScwQ9j2tCsatEo1SEiIiIFIy+vZfQxo4hILl1KSueJBbsYPnMbUfGpVCvrzoLRrXilV4NcJxPBWDU9vG0wCx5sTQUfV45fSKL31D/5YfupAoz+b+mZFh6as50j5xIJ9Hbhq2EtikxS7r90qRfIrOEt8XRxZNPxGO6fvpmLl+vc2dO+03H83497AXi0c61SlUwEcHVy4IN+jXEwm9h24hKxyRk0rOTDL4+2ZUDLq2uzFDcmk4lbawcU++chcoWyNaDlKON42YtgubqrudlsomWwHwCbwy8WZnQiIiJSxCmhKCKSC7/uPUvXD9fw487TmE0wun11fn2sPWHVy970nM2qluGXR9rSrpY/qRkWnvxuN+MX7iE14+o3dbZitVp57oc9bDx+EQ9nB2YMbUEFn4JtNGFrraqXZf7oVpT1cGbv6Tj6fbaRM7EpdosnJimdB+dsJy3TQueQcjxeShsXNKzsw/juIbg7O/DQrTX4YUwbagR42jssEbmR9k+Dqy+c2w+75l5zSPa2583HYwoxMBERESnqlFAUEbmB8wlpPDx3O2Pm7uBCYjq1ynnyw5g2/N8ddXFzzn/9vrKeLswc1pLHu9TCZIJvtkTS59MNnLiYZIPor/bh8sMs3HkaB7OJTwY1o35FnwK5TkFrUMmHbx9qTUUfV46dT6Lvpxs4dj6x0OPIzLIwdt4OTsemEOzvwQf3NS6xHZ1zY2S76uyb0I3nuofg7KiXGCJFnrsf3PqMcbzqdUi7+vdoWHVjheK2iBgys1SQX0RERAx6tS8icg1Wq5Ufd56i64drWLo3CgeziUc61eSXR9vSpIpta0g5mE083qU2s4e3xM/Dmf1n4ukxZT3L9kfZ9Drfbo1k8qqjALzRuwG3FpNuu9dTI8CT78a0oXqAB2fiUuk3bSP7TscVagxv/3aQDccu4u7swGeDm12zu3dpU5oTqiLFUotRUCYYEqNhw+SrHg4p7423qyNJ6VnsPxNvhwBFRESkKFJCUUTkX87GpTBi1jaeWLCb2OQM6lXw5qf/3cKTt9XBxbHgugq3qxXAkkfb0rSKLwmpmYyes52JSw+QYYMVIeuOnM+p8fe/jjXo37JKvucsCir5uvHdg61pUMmbi0npDPh8E5uPF06dr592nWb6unAA3r83lNqBXoVyXRERm3J0hq6vGMd/Tob4M1c87KA6iiIiInINSiiKiFxmtVqZv+Ukt32wllUHz+HsYObpbnX4aewtNKhUOFuDK/i4seDB1oxoGwzAZ2uPc//0TURf7ih9Mw6cjWfM1zvItFjp1bgiT91Wx1bhFgllPV34ZlQrwoL9SEjLZMiMLaw6GF2g1/zrTDzP/rAHgIc71KB7wwoFej0RkQJV9y4IagWZKbDqjaseVh1FERER+TclFEVEgMiYZAZ/uYXnFu4lIS2TxkG+LHm0Lf/rWBMnh8L9VenkYObFHvX4dGBTPF0c2RpxiTsnr2PD0Qt5nisqLpVhX20lMS2TsGA/3unbqER2qvVydWLW8JZ0qVuOtEwLo2dvZ9HO0wVyrdjkdB78ehupGRba1w7gyRKWoBWRUshkgm6XE4m75sLZPVc8nF1HcUtEDFkWa2FHJyIiIkWQEooiUqpZLFZmbYig26S1rD96ARdHMy/cWZcfxrShlp23sHZvWIGfH2lLSHkvLiSmM+jLzXy86giWXL6ZS0jNYNjMrUTFp1IjwIPPBzcv0C3b9ubq5MCng5pxd5NKZFqsPL5gF7M3Rtj0GlkWK498s5PImBSC/NyY3L8xDqoZKCIlQeXm0KAPYIVlL4D17/9r6lXwxtPFkYTUTA6cVR1FERERUUJRREqx4+cTue/zjby8eD/J6Vm0DPbjt8fbM7Jd9SKTJAr292DR/27h3maVsVjhvWWHGT5rK5eS0m94XkaWhf/N28mBs/H4X+4k7eNe8huGODmYef/eUIa2qQbASz/tZ/LKI1ittllR8/6yQ6w7cgE3Jwc+H9wcX3dnm8wrIlIkdH4ZHFwgfA0cWZZzt6ODmebVjIZkm8O17VlERESUUBSRUigzy8Jna47R/aN1bI24hIezA6/1qs/8Ua0I9vewd3hXcXVy4N17Q3mnTyNcHM2sPnSeHlPWsysy9prjrVYrLy7ax9rD53FzcmDG0OYE+bkXbtB2ZDabeLlnPR7rXAuAD5Yf5rVfDuR6Zef1LN17lk9WHwPg7b6NqFvBO9+xiogUKWWqQquHjONlL0JWZs5Df9dRVGMWERERUUJRREqZnScv0efTDUz89SBpmRba1fLn9yfaM7h1NcxFZFXi9fRrEcSPD99CtbLunI5N4d5pG5i1IeKq1XefrD7G/K2RmE0wZUATGlX2tU/AdmQymXiia21e6lEPgBl/hvP093vIvMmO2YejE3jqu90AjGoXzF2hFW0Wq4hIkdJ2HLj5wYVDsGNWzt3/rKOY3w9oREREpPhTQlFESoXwC0k8PHc7d3+ygd2n4vBydeSdvo2YPbwllcsUn9V79Sp6s/iRttxevzwZWVZeXryfR+fvIjHNWEWyaOdp3v39EAAT7qpPl3qB9gzX7oa3Deb9e0NxMJv4YccpxszdQWpGVp7miEvJ4ME520lOz6JNjbI8e3tIAUUrIlIEuPlCh/HG8R9vQqpRM7FhJR/cnR2ITc7gUHSC/eITERGRIkEJRREp0S4kpvHyT/vo+sEalu6NwmyCfs0rs2LcrfRrHlQsOx57uzrx6aCmvHBnXRzNJn7efYa7Pl7PN1tO8vT3f6+iG9K6mn0DLSL6NKvMtEHNcHY0s/yv6Jyu17lhsVh5YsEuwi8kUcnXjY/vb4pjIXf9FhEpdM2HQdlakHwB1n8IGDVqm1W9XEdR255FRERKPb0rEsmnmKR0nvpuN3Ns3E1W8iclPYuPVx2hw7urmbXxBJkWKx3rBLD0sXa80zeUQG9Xe4eYLyaTiZHtqrPgwVaU93bl+Pkkxi/cS0aWlTsalmd897r2DrFI6VovkFnDWuLp4sjG4xe5f/omYv6jsQ3ApJVHWHXwHC6OZj4b3Aw/DzVhEZFSwMEJur5qHG/6BOJOA9Cq+uU6imrMIiIiUuopoSiSDxcS07h/+ia+336KF3/azyerj9o7pFIvM8vCgq0n6fDeH7y37DCJaZk0rOTDvFFhfDWsJSHlS1YjjWZV/VjyaFva1fIHoGkVXz7o17jI14O0h9Y1yvLNqFb4eTiz51Qc907bwNm4lOuOX/5XNJNXHgFg4j0NaVDJp7BCFREbWLt2LT179qRixYqYTCYWLVp0w/Hr16/nlltuoWzZsri5uRESEsKHH35YOMEWRXW6Q6VmkJkKx1YBEBZ8uY5ieMxV9XtFRESkdHG0dwAixdW5hFQGTt/MkXOJeLo4kpiWyTu/HcLV0YHhbYPtHV6pY7Va+ePQOd769SCHoxMBCPJz4+luIfRoWKFEJ9jKerowc1hLdkXG0qCSNy6ODvYOqchqWNmHbx9szeAvN3PsfBJ9P93InBEtqR7gecW4o+cSeWLBLgCGtqnGPU0r2yFaEcmPpKQkQkNDGT58OPfcc89/jvfw8GDs2LE0atQIDw8P1q9fz4MPPoiHhwejR48uhIiLGJMJKoTC6e0QewKARpV9cXUyczEpnaPnEqkV6GXnIEVERMRelFAUuQnR8akMmL6J4+eTKO/tyjejW7Fo52k+WnmEV3/5C1cnB+4Pq2LvMEuN3ZGxvLn0QM4WLF93Jx7pVItBraqUmuSag9mUU9tKbqxmOU++H9OGwV9s5viFJPp9tpFZw1tSv6KxAjEhNYMH52wjMS2TlsF+PH+nto+LFEfdu3ene/fuuR7fpEkTmjRpkvN1tWrVWLhwIevWrSudCUUA36rGn5ciAHB2NNO0Shk2HLvIpvAYJRRFRERKMW15Fsmjs3Ep9P/cSCZW9HFlwYOtCPb34PEutXjw1uoAPL9oLz9sP2XnSEu+ExeTGDtvB72m/snm8BicHc08dGsN1jzdkRFtg0tNMlHyrpKvG98+1Jr6Fb25kJhO/882sSU8BovFypPf7ubY5Q8Lpt7fFCc1YREplXbu3MmGDRu49dZbrzsmLS2N+Pj4K24lSplqxp+XTuTcFRZ8uY6iGrOIiIiUalqhKJIHp2NTGPD5Jk7GJFPJ1435o1sR5OcOGE0ynrs9hLQMCzM3RPD097txcTLTo1FFO0dd8sQkpTNl1RG+3nSCjCwrJhPc06Qy426rTSVfN3uHJ8WEv6cL34xuxciZ29gSEcPgLzdzW/3yLPsrGmcHM9MGNyPAy8XeYYpIIatcuTLnz58nMzOTCRMmMHLkyOuOnThxIq+88kohRlfIylxeoRj7j4RidaOO4ubLdRRNppJbUkRERESuTwlFkVyKjElmwPRNnLqUQhU/d+aNCqNyGfcrxphMJl7qUY/UjCzmb43k8fm7cHYwc1v98naK+ubtOx3HW78eBKBJFV+aVPGlcVAZu3a5Tc3IYsaf4Xz6xzES0jIBuLV2AM91D6FuhZLVbEUKh7erE7NHtOThuTtYdfAcP+8+A8BrvevTOMjXvsGJiF2sW7eOxMRENm3axHPPPUfNmjUZMGDANceOHz+ecePG5XwdHx9PUFBQYYVa8LK3PCdGQ3oyOLvTOMgXZ0cz5xPSCL+QdFUNWhERESkdlFAUyYWTF41k4unYFKqVdWfeqFZUvM5KOLPZxBt3NyQ1I4tFu84wdt5Opj/QnFtrBxRy1Dfv591nePr73aRmWABYf/RCzmPVyrrTpEoZI8kYVIaQCl4FviU0y2Jl4Y5TfLD8MGfjUgGoX9Gb8d3r0vZyd2ORm+Xq5MBng5vx9He7WbTrDA+0rsp9LVQDVaS0Cg42Gqs1bNiQ6OhoJkyYcN2EoouLCy4uJXgls1sZcPGGtHiIPQnlQnB1cqBxkC9bwmPYHB6jhKKIiEgppYSiyH+IuJDEgOmbOBuXSnV/D+aNakV5H9cbnuNgNvHevaGkZVr4dV8Uo2dvY+awlrSuUbaQor45FouVD5Yf5uM/jgLQoU4AXeoGsisylp0nL3HsfBIRF5OJuJjMjztPA+DiaKZRZR8jyRjkS5MqZf7z+5NbVquV1YfP8/avBzkYlQAYte+e7laHu0IrlujOzVK4nBzMTOrfhOe617XZ318RKf4sFgtpaWn2DsN+TCZj23PUXmPbc7kQAFoF+xkJxeMXGdBSH8CIiIiURkooitzA8fOJDJi+iej4NGoEePDNqFaU885dssHRwcxH/ZuQ/vV2Vh48x4hZW5kzIqzIduJNTMvk8fm7WHEgGoAHb63OM91CcDCbGNTK2PIUl5zBrlNGctFIMsYSl5LB1ohLbI24lDNXBR/XnBWMTar40qCSD65OeWuQsvdUHBN/PcCGY0bRdx83J8Z2rMng1lXzPJdIbimZKFJyJCYmcvTo0Zyvw8PD2bVrF35+flSpUoXx48dz+vRpZs+eDcDUqVOpUqUKISFG0mzt2rW89957PProo3aJv8jwvZxQ/GdjluplYdVR1VEUEREpxZRQFLmOo+eMZOL5hDRqB3oyd2SrPDdocHY0M3VgU0bO2sb6oxcYOmML80a1omFlnwKK+uacvJjMyNlbORydiLOjmbf7NOTuJpWvGufj7sSttQNytm9brVbCLySx82QsOyMvsfNkLAejEjgbl8rZvVEs3RsFgKPZRL2K3jkrGJtU8aWKn/s134BExiTz3rJD/LTLqGXn7GhmWJtqPNyhJj7uTgX4XRARkZJk27ZtdOzYMefr7FqHDzzwADNnzuTs2bOcPHky53GLxcL48eMJDw/H0dGRGjVq8Pbbb/Pggw8WeuxFSnan5380ZmlapQxODibOxqUSGZNClbLu1z5XRERESiyT1Wq15vWkqVOn8u677xIVFUVoaChTpkyhZcuW1xw7c+ZMhg0bdsV9Li4upKam5nxttVp5+eWXmT59OrGxsdxyyy18+umn1KpVK1fxxMfH4+PjQ1xcHN7easwg+Xc4OoH7p2/mQmIaIeW9mDsyjLKeN18jKTk9k6EztrIlIgZfdyfmj25FSPmi8Xd1w9ELPDxvB7HJGZTzcuHzIc3z1YwiOT2Tvafi2Hl5m/SOk7GcT7h6u5ifh/PlBKPR7KWavzsz/4xg9sYTpGdZMJng7saVGHdb7aua34iIlER6PVP8lcif4ebP4denIaQH9J+bc3efTzew/cQl3unTiH4tSlAjGhERkVIsL69l8rxCccGCBYwbN45p06YRFhbGpEmT6NatG4cOHaJcuXLXPMfb25tDhw7lfP3vVUnvvPMOkydPZtasWQQHB/Piiy/SrVs3/vrrL1xdtf1MCteBs/EM+mIzF5PSqVfBm69HhuW7s7G7syMzhrVg0Beb2RUZy6AvNjN/dGtqlrNfIXOr1cqcTSd45ee/yLJYCa3sw+dDmhOYyy3d1+Pu7EhY9bLGdqjL1zkTl8rOk8YKxp0nL7HvdDwxSemsPHiOlQfPXTVH25r+PNc9hAaVitZKThERkVIne4XiP7Y8A4QF+7H9xCU2hV9UQlFERKQUynNC8YMPPmDUqFE5qw6nTZvGkiVLmDFjBs8999w1zzGZTJQvX/6aj1mtViZNmsQLL7xAr169AJg9ezaBgYEsWrSI/v375zVEkZu2/0wcg77YzKXkDBpU8ubrEWH4uucvmZjN08WRWcNbcv/0Tew/E8/ALzbx7YOtqVrWwybz50V6poWXF+/jmy2RANzdpBIT72lYILUJTSYTlXzdqOTrRo9GFQFIy8ziwNmEv5OMkZeIjEmhbgVvxncPoX0x6ogtIiJSopUx6igTewKsVqNRC0YdxU9WH2Pz8Rg7BiciIiL2kqeEYnp6Otu3b2f8+PE595nNZrp06cLGjRuve15iYiJVq1bFYrHQtGlT3nzzTerXrw8YBbKjoqLo0qVLzngfHx/CwsLYuHHjNROKaWlpV3Tci4+Pz8vTkH+yZMGvz4B7Wbj1WTCX3mYX+07HMfCLzcSlZBBa2YfZw8P+u2af1QrHVsH2ryDpwn9ewwdY5GbhoEcCKalZxH5spnwFb1wczXmI1ARNBkKTQXk4528XEtMY8/V2tkZcwmSC524PYXT76oVaUN3F0YHGQb40DvJl2C3Gfcnpmbg5Oaiwu0hxdno7bPwE2oyFik3sHY2I2ILv5S7OafGQcgnc/QBoVrUMDmYTp2NTOHUpWeVJRERESpk8JRQvXLhAVlYWgYGBV9wfGBjIwYMHr3lOnTp1mDFjBo0aNSIuLo733nuPNm3asH//fipXrkxUVFTOHP+eM/uxf5s4cSKvvPJKXkKX6zm6ErZ+YRyfPwj3TAfHm68VWFztjoxl8JebiU/NpEkVX2YNb4m36w2SiVkZsG8hbJgC0XvzdC0noCGAGbACZ24i4NPbIbj93y/yc2n/mThGz97O6dgUvFwcmTygCR1Drl2qoLC5O6tHlEixlpkO3w+HSxFw6Ffo/zXU6GTvqEQkv5zcwDMQEqONf9+XE4qeLo40rOTDrshYNh+PoXIzJRRFRERKkwJ/B9+6dWtat26d83WbNm2oW7cun332Ga+99tpNzTl+/PicTn1grFAMClLtlpuyZ/7fx3/9ZHzyfN9ccLV9IXGr1cp3208BcEfDCni6FI0E0o6Tl3jgyy0kpGXSvGoZvhrWAq/rJRNT42HHLNj0KcSfNu5z8oCmQ6BqayD3q+tiktN5b9khLiamU8HHlSe71r7+df9p41SI3ASr3oB7Psv19ZbuPcuT3+4mJSOLYH8Ppg9pbtcajiJSwmybYSQbADKSYG4/43dUgz52DUtEbMC3qpFQjD0BlZrm3B1W3c9IKIZfpE+zynYMUERERApbnjI6/v7+ODg4EB0dfcX90dHR162R+G9OTk40adKEo0ePAuScFx0dTYUKFa6Ys3Hjxtecw8XFBReX0reKzuZS4+DgEuO462uw5m0IXwuzesDAH8DTtnXsft0XxTPf7wHg5Z/2c2ejCvRrHkSLamXsts11W0QMQ7/aSmJaJi2D/fhqaAs8rpXojD8Dm6fBtq+MLT8AHuUg7EFoPjzn0/q88APGVE/m3mkb+f1SKpvXefPNqFzUbPSpDNM7wp4F0PphqBB6w+EWi5VJK48weeURANrV8ufjAU3/ezu3iEhupcQa/4cAdH8XTm6A/T/C9yMgOQZajrJreCKST2WqwaktVzVmaRVcls/WHGdzuOooioiIlDZ5KdyGs7MzzZo1Y+XKlTn3WSwWVq5cecUqxBvJyspi7969OcnD4OBgypcvf8Wc8fHxbN68Oddzyk36azFkpkJACLR5BIb+Au7+cHY3zLjt75UmNpCeaeGtX41t8T5uTqRkZPH99lP0+2wjHd9bzdQ/jhIVl2qz6+XG5uMXGTJjC4lpmbSuXpaZw66RTIz+C34cA5MawZ8fGclE/9pw1xR4fC+0f+qmkonZgvzcmTcqDH9PFw6cjeeBGVtISM248UmVmkKDvoAVlr1o1HG8jqS0TB6euyMnmTiibTBfDW2hZKKI2NafkyAlBvzrGB+y9PkSWowErLD0KfjjzRv+rhKRIu6fjVn+oXm1MphNcOJicqG/jhMRERH7ylNCEWDcuHFMnz6dWbNmceDAAcaMGUNSUlJO1+chQ4Zc0bTl1VdfZdmyZRw/fpwdO3YwaNAgTpw4wciRIwGjA+zjjz/O66+/zuLFi9m7dy9DhgyhYsWK9O7d2zbPUq5t9+Xtzo3uMzr2VWwCw38HnyoQcxy+vA2i9tnkUnM2neBkTDIBXi5seK4TP4xpzX3Ng/BwdiDiYjLv/n6INm+tZOhXW1i69yxpmVk2ue71bDx2kaFfbSU5PYu2Nf2ZMbTF3zX8rFZjpebXfeHT1rB7HlgyoOotMGA+PLzZ2OLs5GqTWKoHeDJ3ZBhl3J3YfSqO4TO3kpyeeeOTOr8IDs4QvgaOrbzmkMiYZPp8uoHf9kfh7GDmnb6NeLFHPRwd8vzPXkTk+uJOGWUgALq+Ag6ORoOvO96DDpdfD6x5G355wmgEJiLFj+/lhOK/Vih6uTpRv6IPAJvDLxZ2VCIiImJHeS5id99993H+/HleeukloqKiaNy4Mb/99ltOU5WTJ09iNv+dsLh06RKjRo0iKiqKMmXK0KxZMzZs2EC9evVyxjzzzDMkJSUxevRoYmNjadu2Lb/99huurrZJ2Mg1xJ6EE+sBEzTq9/f9/jVhxDL4ug+c2w9f3QH3z4eqbW76UnHJGTkr5J7sWhsPF0eaVfWjWVU/XupZj6V7z/LdtlNsiYhh9aHzrD50njLuTvRuUol+zYOoW8G29RzXH7nAyNlbSc2w0L52AJ8PboarkwNkZcJfi2DDZGOVJoDJDHV7QptHoXJzm8bxT3XKezFnRBgDpm9ia8QlRs7axoyhLYy4rqVMNWg5GjZ+DMtfhuodr+jQven4RR6eu4OYpHT8PV34bHBTmlW9+ZWUIiLXteoNY7V71bZQ+/a/7zeZoMNz4OEPS56C7V9B8kXo80WpbP4lUqxlr1C8xu6VsGA/9p6OY9PxGHo1rlS4cYmIiIjdmKzW4r8HKT4+Hh8fH+Li4vD2tn0zkRJp7buw6nWjU/ADP1/9eEosfNMfTm4ER1fo+xWE3HFTl3pjyV9MXxdOnUAvlj7WDgfzteslhl9I4vvtkXy//RTR8Wk59zes5EO/5pW5K7RSvrfqrjl8ntGzt5GWaaFTSDk+GdgUV0sK7PwaNk01Eq0Ajm7QZCC0/h/4Vc/XNfNix8lLDP5iM0npWXSsE8Bng5vj7HidFYXJMTC5sVELs9cnRrzA3M0nePmn/WRarDSs5MNng5tR0det0J6DiJQiUXthWjvACiNXQeVm1x63/0dYOBqy0qFaO+g/r0CafxV3ej1T/JXYn2HsSZjU0Ngd8Xw0/GPxwPK/ohk1exvVAzxY9WQH+8UoIiIi+ZaX1zLa+1gaWa1/b3cOHXDtMW6+MPhHqN3dWHmyYCDsmJPnS0XGJDNrg7E9ZvwdIddNJgIE+3vwdLcQ/ny2E18Na8EdDcvj5GBi7+k4XvxpPy3eXMGj3+xk/ZELWCx5z4P/cfAcoy4nE7vUDeTT3pVwXfsGfFgffnvWeLHsXhY6/B88sR/ufL9Qk4kATauUubwy0cwfh87zyDc7yMyyXHuwux+0e9I4XvU6GalJvLBoL8//uI9Mi5WeoRX59sHWSiaKSMFZ/jJghfr3XD+ZCFD/bhj4PTh7QsQ6mHknJJ4rtDBFJJ+8K4HZ0fhQIOHsFQ+1rOaHyQTHzydxLkF1FEVEREoLJRRLo9M74OJRYxVe3Z7XH+fkBvd9DY0HgtUCi8fC+g/zVFj/nd8PkZ5loV0tf26tnbuu0Y4OZjrWKccnA5ux+f+68FKPeoSU9yI908Li3WcY9OVm2r3zBx8uP0xkTHKu5lzxVzQPztlOeqaFIbXS+MxnJi5TQmHd+5AaayQO7/zASCR2eBY8yub6OdpaWPWyTB/SHGcHM7/vj2bct7vJul4CteWD4BMECWf4burzfL3pJCYTPN2tDpP7N8bN+TpbpkVE8uvYKqOGq9kJOr/03+Or3/p386+oPTCjm02bf4lIATI7gE9l4/hfjVl83J0IKW+sYNiibs8iIiKlhhKKpdHub4w/6/YEF68bj3VwhF5T4ZbHjK9XTIDfnwfLdVbN/cPOk5f4efcZTCYY370uJtP1Vydej5+HM8PbBvPrY+34eWxbBreqirerI6djU/ho5RHavfMHA7/YxE+7TpOace1i/7/ti2LM3G2EWv5icdkpvBo5DIddc4xP2Su3NJKmY7dBixFGErUIaFcrgE8GNsXRbGLx7jM898Oea6/KdHLlTLOnAOgRP5/Kzkl8Prg5/+tY86a+3yIiuWKxwPLLScSWo8AvOHfnVWxi1On1/Wfzr70FF6eI2I7vjesoAmw+roSiiIhIaaGEYmmTmQ77fjCOQ+/L3TkmE3R9FW573fh601RY9BBkZVz3FKvVyptLDwDQt2ll6lXMXx0hk8lEw8o+vNa7AVue78JH/RvTrpY/JhP8efQij83fRYs3VvD8j3vZHRlLdmnQpXtO8cs3n/Ktw0t85/IqjZI2Aiaoc6fR0XrkciOxai56K/m61Atk8oAmmE3w3fZTvLx4P/8uefr7/ii6rijHPks1vE0p/By6ka71Au0UsYiUGnu/NRKBLj7Q/um8nVu2BgxfBuXqQ2K00fwr4s+CiVNEbKdMNePPf3V6BmhV/XJCUZ2eRURESg0lFEubo8shJQY8y0Nwh7yd2+YR6D0NTA6wZwF8MwDSk6459Pf90WyNuISrk5knb6uT77D/ydXJgV6NKzFnRBjrnunIE11qU7mMGwmpmczdfJJeU/+k14fLWfrla9T/oRMfO02iifkoVgcXaDYUxm6FAfOgSiubxlUQ7mhYgff7hWIywZxNJ3hz6QGsVitWq5UpK4/w4JztJKVb+SngIQDK7J8NF4/ZOWoRKdEyUmHla8ZxuyeMeq555V0Bhi2FKm0gLR7m3A0Hl9g2TluK2gc//Q9SLtk7EhH7ye70HHt1QrFlsFEq5nB0IhcT0656XEREREoeR3sHIIUsuxlLo3uN7cx51XiA0bjk2yFGcnJ2L7j/2yveUKZnWnjrV2N14uh21Snv42qLyK+pchl3HutSi0c61WTT8Yss2bSXCofncH/c7/jFJ4IJkhy8cWszGnPYg+BZrsBiKSh3N6lMaoaF8Qv3Mn1dOA5mM5ExySzZaxRFH9qmGs/c2R2+WQFHV8Cq1+DemfYNWkRKrs3TIP4UeFeGsIdufh43Xxi8EL4fDoeWwoJB0HMyNB1ss1DzxWqF46thwxSjViSAXw1oN86uYYnYTc6W56sTin4eztQO9ORwdCJbwmPo3rBCIQcnIiIihU0rFEuTlEtw+DfjuFH/m5+n9m3wwGJw9YVTW+Gr7hB3OufheZtPEHExGX9PF0bfWiN/MeeS+dJx2hx8gzci+jPW/AN+pkSiHcrze9UncXv6AObOLxbLZGK2AS2rMKFnPQCmrTnGkr1ncXIwMfGehky4qz5ODmbo8gpggv0/wqlt9g1YREqm5BhY94Fx3OmF/NeddXKDfnOgyaC/m3+t+yBPzb9sLisD9nwHn7WHOb2NZKLJDPV6Q41O9otLxN5ytjxHXPPhsMurFDerMYuIiEipoBWKpcn+H41GJIENoXyD/M0V1BKG/wZz7oHzB43C+oMXEudZnY9WHgHgia618HQp4L9ikVtgw2Q48Atw+Q1oxSbQ5lEC695Ft5tZhVlEDb0lmNRMC2/9epCyHs58OqgZLYP/sdWwfANofD/smgvLXjS2E6oxi4jY0tr3IC3O+H+kUT/bzOngCHd9DB4BsP5DWPkKJJ2H294AcyF+7pmWADvmwKZPIC7SuM/RzVgx2erh3DeeESmpshOKCWchMw0cXa54OKy6H3M2nWDTcdVRFBERKQ1KTrZF/lv2dufcNmP5L+XqGt0659wNF4/AjG4sqv4ul5LdqVnOk/uaB9nmOv9mscDhX+HPyRC56e/7a3WDWx6FqreU2ETaQ7fWoG1Nfyr5ulHGw/nqAR2fN5runNwAh36FkDsKP0gRKZliwmHL58bxba/atpmVyQRdJhhJxd//z0jqJV2A3p+Ag5PtrnMtCVHGNu5tMyA1zrjP3R/CHoQWI2+uRqRISeReFpw8ICMJYiPBv+YVD2d/yHkoOoHY5HR83a/xOkVERERKDCUUS4uY4xC52di21fBe283rG2R0S57bF87s4N59/2Ol+XGG3jECRwcbryzJSIU982HDx0YCE8DsBI3ugzZjjQRnKdCgks/1H/SpZKykWf8BrHgZat12c7UyRUT+bdVrYMkwtv0W1Nbf1v8zknk/PWx0kk6JgX6zwdnD9tc6dxA2ToE93xqr98GokdhmLIQOyP92bpGSxmQyGrOc+wtiI65KKJbzcqVGgAfHziexJTyG2+qXt0+cIiIiUihUQ7G02L3A+LN6R/Cy8Qs8j7LwwM8cdG+OuymNGc7v0TF9je3mT46BNe/CpAbw82NGMtHFB9o+AY/vhd5TS00yMVfaPm6sIrhwGHbOtnc0IlISnN5urH7GBF1fLdhrhd4HA+Yb242ProBZdxn/D9iC1QoR62FuP/gkDHZ+bSQTg8Lgvrkwdhs0H65kosj15DRmibjmw2HVVUdRRESktFBCsTSwWo2VfWCsuigAu89l0jPmURZntcaRLEwLR8Gmafmb9FIELH0GPqwPf7xu1NTyrgzd3oRx+43tcd7qIngVVx+49Vnj+I+JkJZo33hEpHizWmHZS8Zx6AAo37Dgr1mr69/Nv05vgxm3Q9ypm58vK9OoIzy9E8y8E478DpggpAcMX2aU76jbo3BrNooURzmNWa7u9AwQdnnb8+Zw1VEUEREp6bQXsjSI3Gwk55w9IeROm09vtVp5Y+kBMnBkTYM3uctrPmz5DH57FpLOQacX81bT8PQOo9HKXz8ZXT/BaABwy6NQ/+6Cr6dVEjQbBps+hUvhsPFj6PCcvSMSkeLq8O9wYj04uECn5wvvukEtjZIaX98DFw5dbv71IwTUyf0c6Umwc67xezD2cgLEwcVoYNV67FVbNkXkP5S5vEIx9toJxVaXVyj+dSae+NQMvF31mk1ERKSkUkKxNMhuxlKvFzi723z65X9FsyU8BhdHM092qws+b4NnAKx6Hda9b6wsvPPDG9fys1iMrW0bJkPEur/vr9EJ2jwK1TuU2EYrBcLRGbq8DN8NNZrXNBsGXoH2jkpEipusTKMeK0CrMeBTuXCvXy7kH0nFwzCjGwz8Hio3v/F5ieeNBjJbp0PKJeM+tzLQYhS0HG38HyUieZez5fnaCcVAb1eqlXUn4mIy2yJi6BSi1x4iIiIllRKKJV1GKuxfaBw3slF3539On2XhrV8PAjCyXTAVfS/XnWr/tFFYf8k42DHbqH/V50twcr1ygsw02PsdbJgC5415MDtCgz7Q5pHC2VpXUtXrDZWaG9sFV0+EnpPsHZGIFDe75hq/m938jLq19uAbBMN+g3n9jN9ns3pCvzlQq8vVYy8cNVYj7v4GMlON+8pUM1YjNr6/YJq7iJQmZW5cQxEgLLgsEReT2XxcCUUREZGSTMWCSrrDv0FqnFF7sFo7m0//zZaTHL+QRFkPZx66tcaVDzYfBvfOAgdnOPgLfN3HiAUgJRbWfwiTGsFP/zPesDp7GW/6HtsN93yuZGJ+mUxw22vG8Y7ZcP6QfeMRkeIlPQn+eNM4vvUZcPO1XyweZWHIT1CjM2Qkwzf3Gd2Zs53cDPMHwsfNYftXRjKxYlO4dyY8sgNajlIyUcQWslcopsb+/ZruX8KqG3UUN6kxi4iISImmFYol3Z7L3Z0b3WvzYvPxqRlMWnEEgMe71sbrWnVy6t0Fbj/AN/cbNbi+uhOC28OOWZB+uVmIVwUIewiaDbXvG9aSqGobqHMnHFoCKybAgG/sHVHREH8G0hIK51omB/ALBrND4VxP8ifulJFIKwzOHoW/hTgvNk6FxChjhV/zEfaOBlw8je7Pi8bAvu9h4Sg4uxsit8CpLX+Pq327USqjahuVyhCxNRdPYwdK8gVj23OFRlcNye70vO90HIlpmXi66O2GiIhISaT/4UuypAtwZJlx3Ki/zaf/dPUxYpLSqRHgQf8WQdcfGNwehi0xVihG7zVuAOXqGduaG/Q1av5JwegywVipemgpRPwJ1W6xd0T2YbXCsVVGnc7jqwv32g3vhXumK7lRlFmyYOlTsG1G4V632VC44/0b15i1h8Rz8OdHxnHnl4rO72hHZ+Pfkoc/bJ5mbG8GYyV8o37Q+hGj7qKIFJwyVY2EYuy1E4qVfN2oXMaNU5dS2H7iErfWVs1SERGRkqiIvYMRm9q3ECyZUKGxzd9gnY5N4cv14QCM714XJ4f/WP1YIRRGLIMfRhmfbrceCzW7KMFSGAJqQ7MHjETJ8hdh5MrS9X3PyjD+LWyY8ncy22QGV5/CuX5KrFEntFo74+cgRU9GKiwcCQd+BkyFt1I6JRa2zzQ+/LlWjVl7Wv2WsYq8YlOof4+9o7mS2Qy3vwXeFY3vX73eEPYgeJW3d2QipYNvVTi9/T/rKJ66dIpNxy8qoSgiIlJCKaFYku2+vL01dIDNp37v90OkZ1poVd2PznXL5e4kv+owaqXNY5FcuPU52L3AeAPw1yKof7e9Iyp4qfHG1vpNn0L8aeM+J3doOgRaPfx3YfmCtv5DY7v5r89CUJhWTxU1qXFG7b2IdcYqtz5fQL1ehXPtvxbDDyP/rjE7YF7hJbpv5MIRI1EHRh3WovgBhMkEtzxm3ESkcJW5cadnMOoo/rDjFJuPXyykoERERKSwqSlLSXX+MJzZYdRva9DHplPvPRXHjzuNBM3zd9TDVBTfbMqVvALhlkeN4xWvQGa6feMpSPFnYflL8GEDWPaCkUz0KAedXoQn9kP3twsvmQjQ5jGo3hEyU+D74ZCRUnjXlhtLPAcz7zSSic5eMOiHwksmglFjdtAP4OL9d43ZhOjCu/71rJgA1iyo3R2qtbV3NCJS1JSpZvwZe/2EYqtgo47inlNxJKdnFkJQIiIiUtiUUCyp9sw3/qzVFTxtt9XEarXyxtK/ALi7SSUaVi4Cq2kkd1qPBc9AuBRe+HXiCsO5A7DoYZjU0Kj9lhYHZWtBz8nw+F5o/xS4+xV+XGYz3P0ZeATAuf1GklPsLyYcvrwNovYaP5thS4x6r4UtuB0MXWIkvaP3wozbIOZ44ceR7eQmY8WkyQxdX7FfHCJSdPn+9wrFID83Kvi4kmmxsuNEbOHEJSIiIoVKCcWSyGKBPd8ax6G2bcay8sA5Nh2PwdnRzFPd6th0bilgLp7QYbxxvOZtY6tncWe1Qvha+LovfNIKds0FSwZUaWN0g/3fFqNuob1r03kFGklFgK1fXK7VJ3Zzdo+RTLwUbrwxHv67UefVXio0ghG/G6t+LkXAl92M7sWFzWqFZS8ax02HQIB+x4vINWSv8o89YfzeuAaTyURYsPEh3uZwbXsWEREpiZRQLIlO/AlxkeDiY2xZs5GMLAtv/noAgBFtg6nk62azuaWQNBkM/rUhJcao7VdcZWXCvh/g8w4wqyccXQ6YoO5dRtOZ4b9Cne7G6sCiomZnaHN52/lPYyE20r7xlFYR641tzknnILCB0SyqbA17R2XUmB2+DMo3NGL76k4IX1e4MRxYDKe2GLVGsz98EBH5N58gYxVzZiokXr9MQ1h1Y9vz5uMxhRWZiIiIFKIi9G5bbCZ7u3P93jZdmTV/ayTHzyfh5+HMmA5F4A245J2DI3S5vI1x06cQd8q+8eRVehJsmgZTmhj1CM/uAkc3aDESHtkO982Bys3tHeX1dXrR6JqbGms048hSXalCdeBnmHMPpMVD1VuMrcZFqTOwV6ARU9W2kJ4AX99jNG4pDFkZRu1EgDaPFK3vi4gULQ5O4F3ZOL5RY5bLKxR3RcaSmpFVGJGJiIhIIVJCsaRJT4b9PxnHNtzunJCawaTlhwF4vEstvF2dbDa3FLI63Y1kSmYq/PGmvaPJncRzsPI1+KAe/PYsxJ4E97LGKqon9sOd7xeNVWb/xdEZ+s4wGoBEbjK2nkvh2D4Lvh0CWWkQ0sNohuLma++orubqY8QW0gOy0uG7B2DbVwV/3W1fGbUbPcoZCUURkRv557bn6wj29yDAy4X0LAs7T8YWTlwiIiJSaJRQLGkOLTVWtvhWhaBWNpt22ppjXExKp7q/BwNaVrHZvGIHJhN0fc043jUPovbZN54bOX8YFj9idGxe956xss+vOtz5ATy+Dzo8Bx5l7R1l3vgFQ89JxvHadwt/W2tpY7XC2vfg50fBajG2/d87C5yKcMkGJ1foNxuaPmDE/MvjsObd69Yqy7fUeFjzlnHc4Tlw8SqY64hIyZGLxiwmk4lW2dueVUdRRESkxFFCsaTZfXm7c6P7bFY/7mxcCl+sCwfgue4hODnor02xV7kZ1L8bsMLyl+wdzZWsVjixEb4ZAFNbwI7Zxqqyyi2g3xwYuw1ajABnd3tHevMa9oXGgwArLBwFSXqjVSAsFvjtOVh1OYHedhzcNcXY+l/UmR2g50fQ/mnj6z9eh1+fMZ6Trf35ESRfNLqiNx1i+/lFpOTJXqF4KeKGw3Ias6iOooiISImjzFBJkhANx1Yaxzbc7vze74dJy7TQMtiPrvUCbTav2Fnnl8DsZPydObbK3tGAJQv++gm+7Apf3W6stgWocwcM+w1GLId6dxmJlpLgjneMBE7CWfjpfwW3+qy0ykw3krWbpxlfd5sIXV42VugWFyYTdHoBur9jfL3lc1g40nhuthJ/BjZONY67vmLURhMR+S9lqhl/3mDLM0Cr6kZCccfJS6Rlqo6iiIhISaKEYkmy73tje1zlFjarJ7fvdBwLdxqNO56/oy6m4vRmXG7Mr7rRzASMVYoFsfIpNzJSYOsX8HFzo8bdqa3g4GJs9xy7DQZ8A1VbF69EUG44exj1FB2c4fCvsPkze0dUcqQlwjf9jd+JZke4Zzq0ftjeUd28sAehz5fGBwD7foBv7jOeoy388QZkpkCV1kbyXkQkN3Kx5RmgRoAn/p7OpGVa2HMqrhACExERkcKihGJJsvsb408brU60Wq28ufQAVivcFVqR0CBfm8wrRUj7p8HFG6L2wt7vCvfaSRdh9VvwYX1Y8qTREMLV14jpiX1w12Twr1W4MRW2Co3gtteN4+Uvwtnd9o2nJEi6CLPvMlbeOrnDgAXQqJ+9o8q/hn3h/gXg5GGsKJ7VE5Iu5G/O6P1GHVUw6qqWtKS9iBSc7C3P8aeMLvHXYTKZaJmz7VnlPUREREoSJRRLiuj9RlLI7AT177HJlKsPnWfDsYs4O5h5ulsdm8wpRYxHWWg3zjhe9RpkpBb8NS8eg1/GGYnE1RON2m2+VYxtneP+MrZ4epYr+DiKipajjZVhWenw/XDbrTwrjWIjYUY3OL0d3MrAAz9DrS72jsp2anY2npObH5zZATNuNzqe36wVE4xV7fV6Q1ALW0UpIqWBZyA4uhq/Q+Iibzg0LDi7MYvqKIqIiJQkSiiWFNnNWGp3A3e/fE+XmWXhzaUHABh2SzWC/IpxAwy5sbCHwLuS8YZgSwFuu43cCgsGw5RmsO1LY5tlhcbGtt9HdhrbOp09Cu76RZXJBL2mgldFuHjUaLwheXfuoJFMvHjE+Ps8/Heo3NzeUdle5WbGc/MJMp7rl93g3IG8z3N8DRxZZmwJ71zEGjOJSNFnMuV623PY5TqK2yIukZFlp/IqIiIiYnNKKJYElqy/t6vaaLvzt9tOceRcIr7uTjzcsaZN5pQiysnNWBUIsPZ9SLbhCgKLBQ4uNVZSfdkFDiwGrFDrNnjgFxi9Ghr0KR5ddwuSux/0mQ4mM+yaC3sKeft5cRe5xUgmxp8G/zowYhkElOBV1QG1jaRiQAgknDH+fZ3cnPvzLRZjiz1A8xE2q7krIqVM9rbn/2jMUrucF77uTqRkZKmOooiISAlyUwnFqVOnUq1aNVxdXQkLC2PLli25Om/+/PmYTCZ69+59xf1Dhw7FZDJdcbv99ttvJrTSKXyN0SnWrYyRqMmnxLRMPlh+GIDHOtfCx01dP0u8RvdBYANIi4O17+V/voxU2D4TpraE+QPg5EZjO37jQfDwJhj4HQS3U822f6rWFtpfXp34yxNGTUn5b0eWw6y7IDUWKjWH4b+BT2V7R1XwfCrBsF+hckvjuc/uBYd/z925+34w6nW6eMOtWhErIjcplysUzWYTLatdrqMYrjqKIiIiJUWeE4oLFixg3LhxvPzyy+zYsYPQ0FC6devGuXPnbnheREQETz31FO3atbvm47fffjtnz57NuX3zzTd5Da302r3A+LP+PeDoku/pPl9zjAuJaVQr687AsKr5nk+KAbMDdH3VON7yOVyKuLl5kmNg7bswqSH8/JixJdPFB255HB7fC72nQrm6toq65Gn/NFRpA+kJRj3FzHR7R1S07V5gdHPOTIGaXeCBxTYp+VBsuPvBkJ+MD5IyU+CbAbDrP/7vzEiFlZf/rbd9HDz8CzxMESmhslco5uI1Q1j1y3UUj6uOooiISEmR54TiBx98wKhRoxg2bBj16tVj2rRpuLu7M2PGjOuek5WVxcCBA3nllVeoXr36Nce4uLhQvnz5nFuZMmXyGlrplJZ4eRspEDog39NFxaXy+TpjZdRz3UNwdtSu+FKjZmeo3hEsGbDytbydeykClj5jNFpZ9ToknQPvytDtTRi3H7q+At4VCiTsEsXB0dj67OoLZ3bCqlftHVHRtXEq/DgaLJnQsB8MmF86a3A6u0P/edCoP1izYNFDsGHK9cdvnQ5xJ42anWFjCi9OESl5ylQz/vyPLc8AYcHZdRRjyFQdRRERkRIhT9mi9PR0tm/fTpcuf3fNNJvNdOnShY0bN173vFdffZVy5coxYsSI645ZvXo15cqVo06dOowZM4aLF6+/JSItLY34+PgrbqXWwV8gIxn8atikAcH7yw6RmmGhedUydKtf3gYBSrHS9VXABPu+h9M7/nv8mZ3w3TCY3MRo6JKRDIEN4Z7p8NguaP0/cPEq6KhLFp/K0PsT43jDFDiywr7xFDVWKyx/GX7/P+PrVg/D3Z+BQykuzeDgBL0/hdZjja+XvQDLXjS+V/+UvYIYoNPzRjJSRORm5XLLM0DdCt54uTqSlJ7F/jOl+HW7iIhICZKnhOKFCxfIysoiMDDwivsDAwOJioq65jnr16/nyy+/ZPr06ded9/bbb2f27NmsXLmSt99+mzVr1tC9e3eysrKuOX7ixIn4+Pjk3IKCgvLyNEqW3Ze3t4X2z3c9ur/OxPP9jlMAPH9nXUyqb1f6VGj0d2Of5S9dnZAA477Dy2BmD/i8A+xfCFYL1OgEgxfBQ+ugUb/SneDJr5A7ocUo43jRQ5AQbd94ioqsTFg8Fv6cZHzd+WVjFaxZK6kxm6HbG3+XLtgwGX76n/E9y7bufUiNg3L1bbKiXURKuewtz8kXjB0zN+CgOooiIiIlToG+C0tISGDw4MFMnz4df//r12nq378/d911Fw0bNqR379788ssvbN26ldWrV19z/Pjx44mLi8u5RUZGFtAzKOLiz8DxNcZxo375mspqtfLm0gNYrdCjUQWaVNGW81Kr4/Pg4AIR6+DIsr/vz0yHnXPhk9Yw717jcbOj0dDlofUw+Eeo0VGNVmzltteNRjlJ5y9v7S3lW8QyUuDbwbDza6Mb9l1ToN04/X37t1seg15TweRgdAxfMBDSk40VRFs+N8Z0fdWomyoikh+uPkaJDsjdtufqlxOKqqMoIiJSIjjmZbC/vz8ODg5ER1+5WiY6Opry5a/eHnvs2DEiIiLo2bNnzn2Wy2+KHR0dOXToEDVq1LjqvOrVq+Pv78/Ro0fp3LnzVY+7uLjg4pL/5iPF3p5vAavRxCG7js1NWnP4POuPXsDZwcyzt4fYJDwppnyDoNVD8OdHxirFyi1gxyzY/JnRTRzA2QuaPQCtxpSOjrr24OQKfWcYq0CPr4YNH0HbJ+wdlX2kxBoNR05uMJLdfWdA3R72jqroajII3MvCd0Ph8G8w526j+UpWOgTfatRLFRGxhTJV4Wys8aFFYP0bDg0LNhqzbImIIctixcGsD4RERESKszytUHR2dqZZs2asXLky5z6LxcLKlStp3br1VeNDQkLYu3cvu3btyrnddddddOzYkV27dl13q/KpU6e4ePEiFSqoicN1Wa2we75xnL1F9SZlZll4c+kBAB5oU5UgP9XVKvXajgO3MnD+ILxXG1ZMMJKJXhWgyytGo5VubyiZWNAC6kD3t43jla9B5Fb7xmMPiefhqzuMZKKLt7ESVsnE/1anu1GCwNUHIjcZ9XYBbntNqzpFxHby0JilfkVvPF0cSUjN5MBZ1VEUEREp7vK85XncuHFMnz6dWbNmceDAAcaMGUNSUhLDhg0DYMiQIYwfPx4AV1dXGjRocMXN19cXLy8vGjRogLOzM4mJiTz99NNs2rSJiIgIVq5cSa9evahZsybdunWz7bMtSaL2wPkDxmqder3yNdX3209xODoRHzcnxnasZaMApVhz84X2zxjHlgwoV89o+vDYHmj7uJGkkMLRZDDUv8fo4PvDcGO1Xmny+3g4tx88A2HYUqh2i70jKj6qtoZhv4Ln5R0EDftBhVD7xiQiJUseGrM4OphpXs0oqbM5XNueRUREirs8bXkGuO+++zh//jwvvfQSUVFRNG7cmN9++y2nUcvJkycx56FAvoODA3v27GHWrFnExsZSsWJFbrvtNl577TVta76R7NWJIXcYyZ+blJqRxfvLDwPwaOda+LirkYZcFvag0QXWu7KxRVKrmuzDZIKek+D0dmMFyC+PQ9+vSsfP48xO2PudcXz/Aijf0L7xFEeB9WHUKmPrc6P77B2NiJQ02Y1ZLkXkanhYcFlWHzrP5uMXGdE2uODiEhERkQKX54QiwNixYxk7duw1H7teI5VsM2fOvOJrNzc3fv/995sJo/TKyvz7TXaj/G13XnXwHOcT0qjo48rgVlVtEJyUGGYHaDbU3lEIGCtC+86AGd1g/49QvaNRw7Iks1ph2YvGcaP7oGIT+8ZTnPlUghYj7B2FiJREvtWMP3Ox5Rn+bsyyJSIGi8WKWXUURUREiq0C7fIsBeTYKqPzq7t/vovrL9ljNNno2bgizo766yBSZFVuDp0uJ9h+fRbOHbRvPAXtyHKjk7iDC3R6wd7RiIjItWTXULx0wvgg6D80rOSDu7MDsckZHD6XULCxiYiISIFSBqk42nN5u3PDvuBw81uUk9IyWXnQ6Njds1FFW0QmIgWpzaNQoxNkpsD3wyEjxd4RFQxLltFhHIyt975V7BuPiIhcm28QYIKMJEi++J/DnRzMNKt6uY7icdVRFBERKc6UUCxuUuPg4BLjOJ/dnVcePEdqhoWqZd2pX9HbBsGJSIEym6H3NPAIMBqVLCuhK/d2zTOaTrn6Qrtx9o5GRESux9EFvCoYx7muo2hse950/L8TkCIiIlJ0KaFY3Py1GDJTwb8OVGicr6l+2X0GgB6NKmAqDQ0eREoCr0C4+zPjeOsXcOBn+8Zja+lJ8McbxnH7p8GtjH3jERGRG8trY5bqZQHYEh6DNRfbpEVERKRoUkKxuMnu7hzaP19dXhNSM1h9+DwAPbTdWaR4qdnZ2P4M8NNYiI20bzy2tOkTSDhrbHNuOcre0YiIyH/JrqOYy8YsjSr74OJo5mJSOkfPJRZcXCIiIlKglFAsTmJPwon1gAka9cvXVCsORJOeaaFGgAch5b1sE5+IFJ5OL0LFppAaCwtHGd3fi7vE87D+I+O488vGVjoRESnafLNXKOYuoeji6EDTKsbq803hqqMoIiJSXCmhWJzsWWD8GdwOfCrna6pfdhvdne9sVFHbnUWKI0dn6DsDnL3g5EZY+469I8q/NW9DeoJRzqH+PfaORkREciOPW54BwqobdRQ3q46iiIhIsaWEYnFhtcLuywnFRvlrxhKXnMHaI8Z2556NKuQ3MhGxF79g6DnJOF77LkSst2s4+XLhKGz/yji+7TWjAY2IiBR92SsUc7nlGSAs2KijuFl1FEVERIotvWMrLk7vgItHwNEN6t2Vr6mW/RVFRpaVOoFe1ArUdmeRYq1hX2g8CKwW+GEUJBfT7WMrXwFLJtTqBsHt7R2NiIjkVnYNxbhTYMnK1SlNqvji7GDmfEIa4ReSCi42ERERKTBKKBYXey43Y6nbA1zylwT8ZY+x3bmHVieKlAx3vANla0HCGVj0sLGiuTiJ3AIHFoPJDF0m2DsaERHJC68K4OBsfCgUfzpXp7g6OdA4yBcwVimKiIhI8aOEYnGQmQ57vzeOQ/O33flSUjp/Hr0AwJ1KKIqUDM4ecO9Xxhu6w7/Cls/tHVHuWa2w7AXjuPFACKxn33hERCRvzGbwCTKOc9mYBVRHUUREpLhTQrE4OLoCUmLAMxCCO+Rrqt/2R5FpsVKvgjfVAzxtEp6IFAHlG8JtrxvHy16As3vsG09uHfwFIjcb5Rw6Pm/vaERE5GbcTGMW1VEUEREp1pRQLA52f2P82fBecHDM11RLsrc7h2p1okiJ03I01LkDstLh+2GQlmjviG4sKwNWTDCO24wFb/1eEhHbWbt2LT179qRixYqYTCYWLVp0w/ELFy6ka9euBAQE4O3tTevWrfn9998LJ9jiLruOYh4aszSt6ouj2cTZuFQiY1IKJi4REREpMEooFnUpl+Dwb8ZxPrc7X0hMY8MxY7tzj4YV8xuZiBQ1JhP0mgpeFeHiUfj1GXtHdGPbZxpxuvtDm0ftHY2IlDBJSUmEhoYyderUXI1fu3YtXbt2ZenSpWzfvp2OHTvSs2dPdu7cWcCRlgDZnZ7zsOXZ3dmR0Mt1FDeFa9uziIhIcZO/5W5S8Pb/aKw2CmxgbGnMh1/3RWGxQqPKPlQp626jAEWkSHH3gz5fwKwesGsuVO8Ije61d1RXS0uA1W8Zxx2eA1dv+8YjIiVO9+7d6d69e67HT5o06Yqv33zzTX766Sd+/vlnmjRpYuPoSpjsLc95WKEIEBbsx/YTl9h8PIZ+zYMKIDAREREpKFqhWNTtvtzdOZ+rEwF+2X0GUHdnkRKv2i3Q/vLqxF+egJjj9o3nWv6cDMkXwK8GNBtq72hERK5isVhISEjAz8/vumPS0tKIj4+/4lYq+ea9hiJAWPXsOopaoSgiIlLcKKFYlMUcN5oVmMxG/cR8OBefypaIGADuaKiEokiJ1/5pqNIG0hPg++FGt/iiIv4sbPzYOO4yARyc7BqOiMi1vPfeeyQmJtKvX7/rjpk4cSI+Pj45t6CgUrrKLruGYmI0ZOS+HmKzqmVwMJs4dSmFU5eSCyY2ERERKRBKKBZluxcYf1bvCF7l8zXV0r1nsVqhSRVfKpfRdmeREs/BEfpMB1dfOLMTVr1q74j+tvpNyEiGoDCo29Pe0YiIXGXevHm88sorfPvtt5QrV+6648aPH09cXFzOLTIyshCjLELcyoDL5dIVsSdzfZqniyMNKvkAsPl4TEFEJiIiIgVECcWiymqFPTbc7pzd3bmRmrGIlBo+laH3J8bxhilwZIV94wE4dwB2fm0cd33NaCQjIlKEzJ8/n5EjR/Ltt9/SpUuXG451cXHB29v7ilupZDLdVGMWgFbBxpZybXsWEREpXpRQLKoiNxt1aJw9IeTOfE11JjaFbScuYTLBndruLFK6hNwJLUYZx4segoRo+8azYgJYLcbKxCph9o1FRORfvvnmG4YNG8Y333zDnXfm7/VXqVPmZusoZicUtUJRRESkOFFCsajKbsZS9y5w9sjXVEv3GqsTW1T1o7yPa34jE5Hi5rbXjU7xSefhx9FgsdgnjvB1cPg3MDlA5wn2iUFESo3ExER27drFrl27AAgPD2fXrl2cPGlsyR0/fjxDhgzJGT9v3jyGDBnC+++/T1hYGFFRUURFRREXF2eP8Isf35vr9Ny8mh9mE5y4mExUXGoBBCYiIiIFQQnFoigzHfYvNI5tuN35TnV3FimdnFyh7wxwcofjq2HDR4Ufg8UCy180jpsPA/+ahR+DiJQq27Zto0mTJjRp0gSAcePG0aRJE1566SUAzp49m5NcBPj888/JzMzkf//7HxUqVMi5PfbYY3aJv9jJbsySxxWK3q5O1KtobBXXtmcREZHiw9HeAcg1XDwKqXFGcetq7fI1VWRMMrsiYzGboHvD/DV2EZFiLKAOdH8bFj8Cq143frdUbl5419+/0GgO4+wJtz5XeNcVkVKrQ4cOWK3W6z4+c+bMK75evXp1wQZU0pW5uRWKAGHBZdl3Op5Nx2Po1biSjQMTERGRgqAVikVR9guxMtXAnL8f0ZLL253DgstSzkvbnUVKtSaDof49YMmE74cZH1wUhsw0WHm5y/Qtj4NnQOFcV0RECs8/m7LcIJF7LWFqzCIiIlLsKKFYFGV3x8v+pDcflmR3dw7VdmeRUs9kgp6TjDd9sSfh58fz/Kbvpmz9wvigxLM8tH644K8nIiKFz7eK8WdaPKRcytOpLYP9MJng+PkkziWojqKIiEhxoIRiUZS9QtE3fwnFiAtJ7D0dh4PZxO31td1ZRABXH6OeotnR2Ia8c07BXi/lEqx5xzju9Hy+m0yJiEgR5ewOnoHGcR63Pfu6OxNS3qij+Mvus7aOTERERAqAEopF0aV/bHnOh+ztzm1qlKWsp0s+gxKREqNyc+j0gnG89Bk4d7DgrrX+Q0iNhYC6EHp/wV1HRETs75/bnvNoUCtjheMnq4+Rkp5ly6hERESkACihWBTZaIXiz7vPANBD3Z1F5N/aPAbVO0JmCnw/HDJSbH+N2JOwaZpx3PUVcFAfMBGREi27XE8eOz0D3NssiMpl3LiQmMacTXk/X0RERAqXEopFjdVqkxqKR88lcjAqAUeziW7a7iwi/2Y2w92fgUcAnNsPy16w/TVWvQFZaUZH6Vq32X5+EREpWnxvvtOzs6OZRzvXAmDamuMkpmXaMjIRERGxMSUUi5qUS5CeYBxnF7e+CdnNWNrW8sfX3dkWkYlISeMVaCQVwWiccuBn2819djfsWWAcd33VaAgjIiIlW3a5npvY8gxwT5NKBPt7EJOUzqwNETYLS0RERGxPCcWiJnuLiGcgOLnd9DS/7Mne7lzRBkGJSIlVszO0edQ4/mksxEbaZt7lLwNWaNAXKjW1zZwiIlK0lbn5FYoAjg5mHru8SvHztceJT82wVWQiIiJiY0ooFjU2qJ94KCqBI+cScXYwc1v9QBsFJiIlVqcXoWJTo3nKwlGQlc9tZkdXwPE/wMEZOr9okxBFRKQYyNnyfBIslpuaomdoRWqV8yQuJYMv14XbMDgRERGxJSUUixob1E9ccnl1YvvaAXi7OtkiKhEpyRydoe8McPaCkxth7Ts3P5cl6/LqRKDl6Hx3qxcRkWLEuxKYHCArHRLO3tQUDmYTj3epDcCM9eHEJqfbMkIRERGxkZtKKE6dOpVq1arh6upKWFgYW7ZsydV58+fPx2Qy0bt37yvut1qtvPTSS1SoUAE3Nze6dOnCkSNHbia04i+fKxStViu/XK6fqO7OIpJrfsHQc5JxvPZdiFh/c/PsWQDR+8DVB9o9abPwRESkGHBwBN8g4/gmtz0DdG9QnpDyXiSkZfL52uM2Ck5ERERsKc8JxQULFjBu3DhefvllduzYQWhoKN26dePcuXM3PC8iIoKnnnqKdu3aXfXYO++8w+TJk5k2bRqbN2/Gw8ODbt26kZqamtfwir98rlD862w8xy8k4eJopks9bXcWkTxo2BcaDwKrBX4YBckxeTs/IwVWvW4ct3sS3P1sH6OIiBRt2R+K32RjFgCz2cS4rsYqxZkbIriYmGaLyERERMSG8pxQ/OCDDxg1ahTDhg2jXr16TJs2DXd3d2bMmHHdc7Kyshg4cCCvvPIK1atXv+Ixq9XKpEmTeOGFF+jVqxeNGjVi9uzZnDlzhkWLFuX5CRV7+VyhmL06sWOdcni6ONoqKhEpLe54B8rWgoQzsOhhsFpzf+6mTyH+NPgEQcsHCy5GEREpurI/FM9uNHiTutYLpFFlH5LTs5i25lj+4xIRERGbylNCMT09ne3bt9OlS5e/JzCb6dKlCxs3brzuea+++irlypVjxIgRVz0WHh5OVFTUFXP6+PgQFhZ23TnT0tKIj4+/4lYiWCxGEWu4qRWKVquVJdnbnUO13VlEboKzh1FP0cEZDv8KWz7P3XlJF2H9h8ZxpxfBybXgYhQRkaLLN3+dnrOZTCaeuLxKcfbGE5yLL4U7l0RERIqwPCUUL1y4QFZWFoGBV26lDQwMJCoq6prnrF+/ni+//JLp06df8/Hs8/Iy58SJE/Hx8cm5BQUF5eVpFF2JUUYRa5MDeFfO8+l7T8dxMiYZNycHOoWUK4AARaRUqNAIbru8dXnZC3B2z3+fs/ZdSIuH8g2h4b0FG5+IiBRd2c248rHlOVuH2gE0reJLWqaFT1ZrlaKIiEhRUqBdnhMSEhg8eDDTp0/H39/fZvOOHz+euLi4nFtkZKTN5rar7BdePpWMotZ5lL3duVPdcrg7a7uziORDy9FQ5w7jQ47vh0N60vXHxhyHrV8Yx11fA3OB/tciIiJFWXZCMZ8rFMFYpfjkbXUAmLf5JGdiU/I9p4iIiNhGnt71+fv74+DgQHR09BX3R0dHU758+avGHzt2jIiICHr27ImjoyOOjo7Mnj2bxYsX4+joyLFjx3LOy+2cAC4uLnh7e19xKxHyUT/xn9ude6q7s4jkl8kEvaaCV0W4eASWPnP9sStfBUsG1OwCNToWXowiIlL0ZL+OjT8DmflvptKmRlnCgv1Iz7Lw8R9H8z2fiIiI2EaeEorOzs40a9aMlStX5txnsVhYuXIlrVu3vmp8SEgIe/fuZdeuXTm3u+66i44dO7Jr1y6CgoIIDg6mfPnyV8wZHx/P5s2brzlniZbT4blank/dGRnL6dgUPJwd6FBH251FxAbc/aDPdDCZYdfXsOe7q8ec2gb7fwRM0OWVQg9RRESKGA9/cHIHrBCb/11E/1yl+O3WSCJjkvM9p4iIiORfnveljRs3junTpzNr1iwOHDjAmDFjSEpKYtiwYQAMGTKE8ePHA+Dq6kqD/2/vvsOjqNo+jn930xPSICQk9N57iVRpUgQBFUVFEewgKmJ7eVTQR32wdwQbRWyAAiIgCAgI0nsRkB4CJNT0np33jyEJkZaEZHeT/D7XlWtnd2fO3DvZJCf3nnPuRo1yfQUEBODr60ujRo1wd3fHYrEwatQoXn/9debNm8fOnTsZMmQIYWFhDBgwoFBfrNPLGqFYgIIs87eboxO7NwjB082lMKMSkdKsWgfo9Jy5Pf9pc3pzFsOA3182t5vdAxUa2T8+ERFxLhbLRYVZjhRKk22ql6Vj7SAybAYfL9tfKG2KiIjI9cn3QnuDBg3i9OnTjB07lqioKJo1a8aiRYuyi6pERERgzef6Wc8//zyJiYk88sgjxMTE0KFDBxYtWoSnZymrEpo1QjGgWr4Os9kMFu68UN25SVghByUipV6n5+HwKohYY66n+MDv4OoO+34zH3P1hC4vOjpKERFxFoHV4PSeQinMkuXpm+qwav8ZZm89zogutage5FNobYuIiEj+FWjl/JEjR3L06FFSU1NZv3494eHh2c+tWLGCqVOnXvHYqVOnMnfu3FyPWSwW/vvf/xIVFUVKSgpLly6lTp06BQmteCvgCMVNR88TFZeCr6crneoUXvEbERHALBJ1+5fgGQAntsIf/4XMDFg6znz+hhFmMSkRERHI6csWQmGWLC2qBNKlbnkybQYfLf2n0NoVERGRglEpTmeRmQ5xx83tfBZlWbDjBAA9GlTAw1XTnUWkCPhXggGfmdtrPoG5w+HMP+BdDjqMcmhoIiLiZLL6suePFGqzo28y11L8ZfsJ9kfHF2rbIiIikj9KKDqL2GNg2MDVC8rkvahKps1g4a4oAPqqurOIFKV6faD1w+b2zpnm7Y0vgKe/42ISERHnkzVCsRCnPAM0ruRPjwYhGAZ8uFRrKYqIiDiSEorOInv9xCrmYtZ5tP7wWU7Hp+Lv5Ub7WpruLCJFrMfrEHKh+EpgdWg5zLHxiIiI8wmsZt4W4pTnLE/fZC6LtGDnSf4+EVfo7YuIiEjeKKHoLAq4fuKCHWYxll4NK+Duqm+niBQxN08YNB0a3Q63fWEWZxEREblY1pTn5POQEluoTdcP9aPPhVk5H2gtRREREYdRBspZZI9QzHtCMSPTxqKs6c5NNd1ZROykbA0YOBkqt3F0JCIi4ow8yphr7EKhT3sGeLp7bawWWPJ3NDsiYwq9fREREbk2JRSdRQFGKK49dJaziWmU9XGnbY1yRRSYiIiIiEg+BRR+pecstYJ96d+sIgAfLNEoRREREUdQQtFZFGCE4vztF6Y7N6qAq4u+lSIiIiLiJLLWUSyCEYoAT3WrjYvVwvJ9p9l89HyRnENERESuTFkoZ5HPEYrpmTYW7VZ1ZxERERFxQoFFN0IRoFqQD7e30ChFERERR1FC0RmkJULiaXM7jyMUVx84Q2xyOkFlPAivrunOIiIiIuJEsvq0548U2Sme6FobNxcLqw+cYf2hs0V2HhEREbmUEorOICbCvPX0B6+APB2SNd355sYVcLFaiigwEREREZECyBqhWERTngEql/XmzlaVAXhvyT8YhlFk5xIREZHclFB0BvlcPzE1I5Pf/86a7hxWVFGJiIiIiBRM1hqKMRFQhIm+kV1r4e5qZcPhc/x1QKMURURE7EUJRWeQz/UTV/1zhviUDCr4edKqamARBiYiIiIiUgD+lcFihYxkSDhVZKcJ9ffinjZVAHhvyT6NUhQREbETJRSdQT5HKM7fcQKAmxuHYtV0ZxERERFxNi5u4GcWTSnKdRQBRnSpiaebla0RMazYd7pIzyUiIiImJRSdQfYIxWrX3DUlPZMlf0cD0EfVnUVERETEWQUUbaXnLMG+ngxpWw2A97WWooiIiF0ooegM8jFCccW+UySmZVIxwIsWVQKKNi4RERERkYKyQ2GWLI92qoG3uws7j8fy+4UP30VERKToKKHoaIaRrzUU5+8wqzv3aRKKxaLpziIiIiLipLILsxwp8lOVK+PBsPbm+T5Y8g82m0YpioiIFCUlFB0t+TykxpnbAVWuumtSWgbL9piLWvfVdGcRERERcWYB9huhCPBwxxr4eriyNyqehbtO2uWcIiIipZUSio6WNTqxTAi4eV111z/2niI5PZMqZb1pXNHfDsGJiIiIiBSQHac8AwR4u/Ngx+oAfLh0P5kapSgiIlJklFB0tHysnzh/u6Y7i4iIiEgxkdW/jYuEzHS7nPKBDtXx93LjwKkE5m0/bpdzioiIlEZKKDpaHtdPTEjNYPk+TXcWERERkWKiTAi4eoJhg9hIu5zSz9ONRzrVAOCjpfvJyLTZ5bwiIiKljRKKjpbHEYrL9kSTmmGjRpAPDUL97BCYiIiIiMh1sFpz1gg/f8Rupx3arhrlfNw5cjaJ2Vs0SlFERKQoKKHoaHkcofirpjuLiIiISHGT9aF5jH3WUQTw8XDlsRtrAvDRsv2kZWiUooiISGFTQtHR8jBCMTY5nT//OQ1A3yZh9ohKREREROT62bkwS5Z7b6hKeV8PjsckM3PTMbueW0REpDRQQtGRbDaIiTC3rzJCcenf0aRl2qgdXIa6FXztFJyIiIiIyHUKrGbe2nGEIoCXuwuPdzZHKX76xwFS0jPten4REZGSTglFR0qIhsxUsLiAX6Ur7jZ/xwlAoxNFREREpJjJmoVjxzUUs9zVpgqh/p5ExaXww4YIu59fRESkJFNC0ZGyPqn1rwgurpffJSmNVfvPAOb6iSIiIiIixYaDpjwDeLq5MLJrLQAmLD9IcppGKYqIiBQWJRQdKeuT2qusn7h4dxQZNoN6FXypFVzGPnGJiIiIiBSGrH5u0hlITbD76e9oWZlKgV6cSUhl+rojdj+/iIhISaWEoiOdv3aF5/k7zOrOtzTVdGcRERERKWa8AsAzwNyOsf+0Y3dXK092qw3ApJWHSEjNsHsMIiIiJZESio6UNeU5oNplnz6bkMqag2cB6NNY051FREREpBjK+vDczoVZstzWvCLVynlzLjGNaWuOOCQGERGRkkYJRUe6xgjFRbujyLQZNKroR7UgHzsGJiIiIiJSSBxYmAXA1cXKU93NUYpf/HmIuJR0h8QhIiJSkiih6EjZIxQvn1Ccv92c7qzqziIiIiJSbDmwMEuWfk0rUiu4DLHJ6Xy96rDD4hARESkplFB0lMx0iDtubl9mhOKp+BTWH9Z0ZxEREREp5gKrmbcOmvIM4GK1MOrCKMXJqw8Tk5TmsFhERERKAiUUHSX2GBg2cPWEMiGXPL1oVxQ2A5pVDqByWW8HBCgiIiIiUgiy1gt34AhFgJsbhVKvgi/xqRl88echh8YiIiJS3BUooThhwgSqVauGp6cn4eHhbNiw4Yr7zp49m1atWhEQEICPjw/NmjVj+vTpufYZOnQoFosl11evXr0KElrxkdWhCqgCFsslT+dMd9boRBEREREpxgIvWkPRMBwWhtVq4emb6gAwdc0RziSkOiwWERGR4i7fCcUZM2YwevRoxo0bx5YtW2jatCk9e/bk1KlTl92/bNmyvPjii6xdu5YdO3YwbNgwhg0bxuLFi3Pt16tXL06ePJn99cMPPxTsFRUXV1k/MSo2hY1HzwFws6Y7i4iIiEhx5l/ZvE1PhKSzDg2lR4MQmlTyJyktk7cX7XVoLCIiIsVZvhOK77//Pg8//DDDhg2jQYMGTJo0CW9vbyZPnnzZ/Tt37sytt95K/fr1qVmzJk899RRNmjRh9erVufbz8PCgQoUK2V+BgYEFe0XFxVUqPC/ceRLDgFZVAwkL8LJzYCIiIiIihcjNE3wvFBl08LRni8XCuFsaADBzUyRbIs47NB4REZHiKl8JxbS0NDZv3kz37t1zGrBa6d69O2vXrr3m8YZhsGzZMvbt20enTp1yPbdixQqCg4OpW7cuw4cP5+zZK396mZqaSlxcXK6vYucqIxTn7zgBaLqziIiIiJQQWR+ixxxxaBgALauW5fYWlQAY+8suMm2Om4YtIiJSXOUroXjmzBkyMzMJCcldRCQkJISoqKgrHhcbG0uZMmVwd3enT58+fPLJJ9x0003Zz/fq1YtvvvmGZcuW8dZbb7Fy5Up69+5NZmbmZdsbP348/v7+2V+VK1fOz8twDlcYoXg8JpktETFYLNBb051FREREpCQIuGgdRSfwf73r4evpyq7jcfywIcLR4YiIiBQ7dqny7Ovry7Zt29i4cSNvvPEGo0ePZsWKFdnP33XXXfTr14/GjRszYMAA5s+fz8aNG3Ptc7ExY8YQGxub/XXs2DF7vIzCdYURigsujE5sU60sIX6e9o5KRERERKTwZRdmceyU5yzlfT0YfaFAyzuL93EuMc3BEYmIiBQv+UooBgUF4eLiQnR0dK7Ho6OjqVChwpVPYrVSq1YtmjVrxjPPPMPAgQMZP378FfevUaMGQUFBHDhw4LLPe3h44Ofnl+urWElLhMTT5va/RijO33GhunPTMHtHJSIiIiJSNLI+RI9xjoQiwH03VKVeBV9ik9N5Z7EKtIiIiORHvhKK7u7utGzZkmXLlmU/ZrPZWLZsGW3bts1zOzabjdTU1Cs+HxkZydmzZwkNLaFTfmMuTKvw8AevnOIzEWeT2BEZi9UCvRpeOUErIiIiIlKsBFYzb51khCKAq4uV//ZvBMCPG4+x/ViMYwMSEREpRvI95Xn06NF8+eWXTJs2jT179jB8+HASExMZNmwYAEOGDGHMmDHZ+48fP54lS5Zw6NAh9uzZw3vvvcf06dO59957AUhISOC5555j3bp1HDlyhGXLltG/f39q1apFz549C+llOpns9ROr5Hp4/k5zunPbmuUo7+th76hERERERIpG1qyc2GNgu/w66Y7QpnpZbm1eEcMwC7TYVKBFREQkT1zze8CgQYM4ffo0Y8eOJSoqimbNmrFo0aLsQi0RERFYrTl5ysTEREaMGEFkZCReXl7Uq1ePb7/9lkGDBgHg4uLCjh07mDZtGjExMYSFhdGjRw9ee+01PDxKaFLtCusnzt9+YbpzE013FhEREZESxDcUrG5gS4e44xBQ5drH2MmY3vVY8nc02yNjmbHpGHe3cZ7YREREnJXFMIxi/zFcXFwc/v7+xMbGFo/1FBf9B9ZNgLYjoecbABw6nUDX91biYrWw6cXuBPq4OzhIERERsadi15+RS+h7eA0fN4dzh+D++VC9o6OjyeWrVYd4fcEeAr3dWP5sZwK81RcXEZHSJz99GbtUeZZ/ucwIxQUXirG0rxWkZKKIiIiIlDxZ6yg6UWGWLPe3q0adkDKcT0rnncX7HB2OiIiI01NC0RGy11DMSShmV3duUkIL0YiIiIhI6Zb1Yfr5Iw4N43LcLirQ8v2GCHZGxjo4IhEREeemhKK9GcYlIxT3R8ezLzoeNxcLPRuourOIiIiIlEBZH6Y7UaXni91Qoxz9moaZBVrmqUCLiIjI1SihaG/J5yE1zty+sBj1rxdGJ3aqXR5/bzdHRSYiIiJSIvz555/ccssthIWFYbFYmDt37lX3P3nyJPfccw916tTBarUyatQou8RZ6mSNUHTCKc9ZXuxTHx93F7ZGxPDTlkhHhyMiIuK0lFC0t6wOlE8wuHtjGAYLdpwAoI+mO4uIiIhct8TERJo2bcqECRPytH9qairly5fnpZdeomnTpkUcXSmWtYaik45QBAjx8+Sp7rUBeOu3vcQmpTs4IhEREefk6ugASp1/rZ+4Nyqeg6cTcXe1clODEAcGJiIiIlIy9O7dm969e+d5/2rVqvHRRx8BMHny5KIKS7ISiglRkJ4Mbl4ODedKhrWvzsxNkRw4lcD7S/bx6oW1FUVERCSHRija27/WT5x/YXRi5zrl8fXUdGcRERGR4iI1NZW4uLhcX3IVXoHg7mtux0Q4NparcHOx8t9+DQGYvu4ou0+oQIuIiMi/KaFobxeNUDQMI6e6c9MwBwYlIiIiIvk1fvx4/P39s78qV67s6JCcm8Xi9IVZsrSrFUSfJqHYDBj3y24MQwVaRERELqaEor1dNEJx94k4jp5NwtPNSrd6wY6NS0RERETyZcyYMcTGxmZ/HTt2zNEhOb+sac9OXJgly0t96uPt7sKmo+eZveW4o8MRERFxKkoo2ttFIxR/vTDduWu9YHw8tJyliIiISHHi4eGBn59fri+5hqxKz+ePODSMvAj19+KJrmaBlvG/7SUuRQVaREREsiihaE82W/Z6MUZAVRZkTXduounOIiIiIlIKBBafhCLAgx2qU6O8D2cSUvlgyT+ODkdERMRpKKFoTwnRkJkKFivb4nyIPJ+Mt7sLXepqurOIiIhIYUlISGDbtm1s27YNgMOHD7Nt2zYiIswPdseMGcOQIUNyHZO1f0JCAqdPn2bbtm38/fff9g695MsaoVgMpjwDuLtaefVCgZZv1h5lb5QK74iIiIASivaV1XHyq8SCXWcA6FY/BC93FwcGJSIiIlKybNq0iebNm9O8eXMARo8eTfPmzRk7diwAJ0+ezE4uZsnaf/PmzXz//fc0b96cm2++2e6xl3hZayied2CV55Q4OL0vz7t3rF2e3o0qkGkzGDtXBVpEREQAtHCfPV1YP9EIqMKCnVnTnUMdGZGIiIhIidO5c+erJn2mTp16yWNKEtlJQBXzNjUWks+DV6B9z5+RBlNvhqidcPvX0Hhgng57qW8DVuw7zYYj5/hl2wkGNK9YxIGKiIg4N41QtKcLIxTPuoVyMjYFXw9XbqxT3sFBiYiIiIjYibs3+FxY7scR6yj++baZTASY9wRE521ae8UAL0Z2rQXAGwv3EK8CLSIiUsopoWhPF0Yo7kgMAOCmBiF4umm6s4iIiIiUItmFWey8juLxLbDqfXO7bE1IT4KZ95lToPPgoY7VqR7kw+n4VD5aur8IAxUREXF+Sija04URiitOeQHQR9OdRURERKS0cURhloxUmDscjExodDs8uAT8KsHZAxcev/aUdw9XF8bd0gCAKWuO8E90fFFHLSIi4rSUULSnC5/C7k4KxM/TlY61Nd1ZREREREqZ7MIsdkworhgPp/ea061vfhd8ysGd34CLO+ydD399lKdmOtcNpkeDELNAyy+7tPamiIiUWkoo2ktmOsRFAnDMCKZnwwq4u+ryi4iIiEgpkz3l+Yh9zhe5KSdheMuH4F3W3K7UEnq9aW4vexUO/5mn5l7u2wAPVyvrDp3j1x0nCz9eERGRYkAZLXuJjQTDRipunMafvk3DHB2RiIiIiIj92XPKc3ryhSnNNmgyCOr1yf18qweg6d3m8z89AHEnrtlk5bLePN7lQoGWBX+TkJpRFJGLiIg4NSUU7eVChynSFkSAtwftapZzcEAiIiIiIg6QNUIxJgJstqI91/I34Mw/UCYkZzTixSwW6PM+hDSCxNMw837ISLtms490qkHVct5Ex6XyyTIVaBERkdJHCUV7ubBGzDEjmF6NKuDmoksvIiIiIqWQXyWwuEBmGiREFd15ItbDmk/N7Vs+ypnq/G/u3jBoOnj4Q+QG+P2lazbt6ZZToOXr1Yc5cEoFWkREpHRRVstOMs8dAeCYUZ6+TTTdWURERERKKRdX8K9kbhfVOoppSeZUZwxoeg/U7X31/cvWgNu+MLc3fA47Zl7zFF3rhdC9fjAZNoNx83arQIuIiJQqSijayZnIfwA45x5KePUrfDoqIiIiIlIaZBdmKaJ1FP94Hc4dBN9Q6DU+b8fU7QUdnzW3f30Kov++5iFj+zbE3dXKXwfOsnBnEY62FBERcTJKKNpJ8qnDAARXqYOrpjuLiIiISGlWlIVZjq6BdZ+Z2/0+Aa+AvB/b5T9QowukJ8GMeyEl9qq7VynnzWM31gTg9QV/k6gCLSIiUkoos2UHaRk2yiRHAtCoYRMHRyMiIiIi4mCB1czbwh6hmJYIc0cABjS/D2rflL/jrS5w+9fmOo/nDpptXWMq84jONakU6MXJ2BQ+XX6g4LGLiIgUI0oo2sFfeyIIwvx0s0EDJRRFREREpJTLTigeKdx2l74K5w+bCcGebxSsDZ9ycOc34OIOe+fDXx9ddXdPNxfG9jULtHy16hAHTycU7LwiIiLFiBKKdrB+6zYAUqw+uHgHOjYYERERERFHK4opz4dXmQVVAPp/Ap7+BW+rUkvo/Za5vexVOLTyqrvf1CCEznXLk55p8IoKtIiISCmghGIRS0nPJOLgHgBs/lXAYnFwRCIiIiIiDpZVlCXuBGSkXn97qQnwywhzu+UwqNn1+ttsOcysEG3Y4KcHIPb4FXe1WCy8cktD3F2srNp/hsW7VaBFRERKNiUUi9jKf04TlHESAK/gGg6ORkRERETECfiUBzdvwIDYyOtvb8lYiIkA/yrQ47Xrbw/MgQB93oOQxpB0BmbdDxlpV9y9WpAPj3Qy+/uvzd9Dclpm4cQhIiLihJRQLGLzd5yksuU0AJastWJEREREREoziyVn2vP5w9fX1qEVsOlrc7v/J+Dhe33tXczdGwZ9Ax7+ELkRfn/xqrs/3qUWFQO8OB6TzAQVaBERkRJMCcUilJyWybI90dkJxeypHSIiIiIipV1W3/h6Kj2nxMEvI83t1g9Bjc7XHdYlytaA274wtzd8ATtmXnFXL3cXXu5bH4Av/jzE4TOJhR+PiIiIE1BCsQj9sfcUSWmZ1HA9Yz4QoISiiIiIiAhQOIVZlrwMscfMtrq/WjhxXU7dXtDpOXP716cgevcVd+3ZsAIdaweRlmnj1V9VoEVEREomJRSL0IKdJwCoYtUIRRERERGRXLKWAyroCMUDy2DzVHN7wGfgUaYworqyzmPMYi/pSTDjXkiJvexuFouFV/s1xM3Fwop9p1m651TRxiUiIuIABUooTpgwgWrVquHp6Ul4eDgbNmy44r6zZ8+mVatWBAQE4OPjQ7NmzZg+fXqufQzDYOzYsYSGhuLl5UX37t3Zv39/QUJzGompGfyx9xR+JOCZmWA+GFDFsUGJiIiIiDiL7CnPR/J/bEoszHvC3A5/DKp1KLSwrsjqArd9Bf6V4dwhmDsCrjD6sEb5MjzU0SzQ8uqvuzkek1z08YmIiNhRvhOKM2bMYPTo0YwbN44tW7bQtGlTevbsyalTl//krWzZsrz44ousXbuWHTt2MGzYMIYNG8bixYuz93n77bf5+OOPmTRpEuvXr8fHx4eePXuSkpJS8FfmYEv3RJOSbiM8IN58wKc8uPs4NigREREREWdxPVOeF/8H4o6b6xt2G1u4cV2NTzm4cxq4uMPe+fDXh1fc9YmutQjz9yTyfDLd31vJpJUHSc+02S/WIhJ5PomnZ2xjyOQNnElIdXQ4Upplpl+18rqIFK18JxTff/99Hn74YYYNG0aDBg2YNGkS3t7eTJ48+bL7d+7cmVtvvZX69etTs2ZNnnrqKZo0acLq1asBc3Tihx9+yEsvvUT//v1p0qQJ33zzDSdOnGDu3LmXbTM1NZW4uLhcX85m/o6TAPStcuEXnNZPFBERERHJkTVCMfm8WVwlr/75HbZ+C1ig/2f2/9C+Ykvo/Za5vey/cGjlZXfzdnfl24fCaVO9LMnpmbz5215u/mgV6w+dtWOwhSc5LZP3l/xDt/dWMmfrcf785zQPTt1IUlqGo0OT0ig1Hj5uDp93MrdFxO7ylVBMS0tj8+bNdO/ePacBq5Xu3buzdu3aax5vGAbLli1j3759dOrUCYDDhw8TFRWVq01/f3/Cw8Ov2Ob48ePx9/fP/qpcuXJ+XkaRi09JZ+U+c93EG8pemO6s9RNFRERERHJ4+IJXWXM7r6MUk8/Dr0+a2zeMgKptiya2a2k5DJoNBsMGPz0Asccvu1uN8mWY8cgNvHdHU8r5uLP/VAKDvljHMzO3F5vRfYZh8Ov2E3R7bwUfL9tPaoaNNtXLEujtxvbIWB7/bgsZJWDkpRQzu2abBZlO74HfX3Z0NCKlUr4SimfOnCEzM5OQkJBcj4eEhBAVFXXF42JjYylTpgzu7u706dOHTz75hJtuugkg+7j8tDlmzBhiY2Ozv44dO5afl1HklvwdTVqmjZrlfQjOiDYfzFp0WkRERERETNmFWY7kbf9FYyD+JJSrBV1fKqqors1igT7vQYXGkHQGZt1/xamXFouF21tWYtkzN3JPeBUsFvh5SyTd3lvJd+uPYrM5bxXoXcdjGfT5Op74YSsnYlOoGODFZ4NbMOORG/h6aGs83aws33ea/8zZqWrWYl9bvsnZ3jwFDix1XCwipZRdqjz7+vqybds2Nm7cyBtvvMHo0aNZsWJFgdvz8PDAz88v15czyZru3KdJGJasT1s15VlEREREJLfswix5GKG47zfY/gNYrDBgIrh7F21s1+LmBXdOB09/iNxorut4FQHe7vzv1sbMHt6OhmF+xCan8+KcXdw6cQ27jl++YrSjnE1IZczsndzy6Wo2HDmHp5uVp7vXYdkzN3Jz41AsFgstqgTyyd0tsFpg5qZIPlhavItqSjES/Tcc3wRWV2h8h/nYL09AcoxDwxIpbfKVUAwKCsLFxYXo6Ohcj0dHR1OhQoUrn8RqpVatWjRr1oxnnnmGgQMHMn78eIDs4/LbprOKTUpn1X5zuvMtTUJzpm9oyrOIiIiISG55LcySdA5+fcrcbjsSKrcp2rjyqmx1uPULc3vjl7Bj5jUPaV4lkF8eb8+4WxpQxsOV7cdi6Pfpal6Zt5u4lPQiDvjq0jNtTF59mC7vruCHDREYBvRtEsqyZzrzVPfaeLq55Nr/pgYhvDagEQAfL9vP9+sjHBG2lDZbp5u3dXvDLR+ZxZniT5gjmEXEbvKVUHR3d6dly5YsW7Ys+zGbzcayZcto2zbv65fYbDZSU801Q6pXr06FChVytRkXF8f69evz1aazWLw7ivRMg7ohvtQOLgMxF/6oaoSiiIiIiEhueR2h+NsLkBANQXWgy4tFH1d+1O0FnZ4zt+c9CdG7r3mIq4uVYe2r88czN3JL0zBsBkxdc4Tu761k3vYTDpk+vGr/aW7+aBX/nf83cSkZNAj1Y8YjN/DpPS2oGOB1xeMGh1flya61AHhp7k6W/h19xX1FrltGqjlSGaDF/WZRpgETAQts/x72LnRoeCKlSb6nPI8ePZovv/ySadOmsWfPHoYPH05iYiLDhg0DYMiQIYwZk/PJwPjx41myZAmHDh1iz549vPfee0yfPp17770XMNcUGTVqFK+//jrz5s1j586dDBkyhLCwMAYMGFA4r9KO5u+8UN25SajZ6clIMadl+FdycGQiIiIiIk4mL2so7vkVds68MNV5Erh52iOy/Ok8Bmp2hYxkmHEvpORtCnOwnyef3N2cbx8Mp0aQD6fiU3nyh63c9/UGDp1OKOKgTUfPJvLQtE3c9/UG9p9KoKyPOTX71yc6EF6jXJ7aePqmOtzZqhI2A0b+sIUtEeeLOGoptfbON4sz+VU0f+YAqtwA7Z4wt399yhzRLCJFzjW/BwwaNIjTp08zduxYoqKiaNasGYsWLcouqhIREYHVmpOnTExMZMSIEURGRuLl5UW9evX49ttvGTRoUPY+zz//PImJiTzyyCPExMTQoUMHFi1ahKenE3YWruJcYhp/HTgDQJ8moXD+wqeTfpXAxc2BkYmIiIiIOKHsKc8RYBhmsZOLJZ6F+U+b2+1HQaWWdg0vz6wucNtX8MWNcO4QzBkOg74Fa97Gb3SoHcRvozryxcpDfLr8AKsPnKHXh6t47MYajOhS65KpxoUhMTWDT5cf4OtVh0nLtOFitTCkbVVGdauDv3f+/nexWCy8cWtjTsensnzfaR6cupGfhrejZvkyhR63lHJbLkx3bjbY/LnL0uVF2P87nN4LC56BO6Y4Jj6RUsRilIByXHFxcfj7+xMbG+vQAi3fr4/gP3N20iDUj4VPdTTXUJn9MFTrCEPnOywuERERcX7O0p+RgtP3sAAy0uD1YMCAZ/4B35Dcz88aBrtnQ/n68OhKcPVwSJh5dnwzTO4FmWnQbRx0HJ3vJiLOJjF23i5W7DPXZa9S1ptX+zekS93gQgnRZjOYu+04b/62l1Px5jJUHWsHMbZvA2qH+F5X20lpGdz9xTq2R8ZSKdCL2SPaEexbvAaJiBM7fwQ+agpY4Kntl9YpOL4FvuoORiYMnAKNbnNElCLFWn76Mnap8lxazN9xAoC+TUPNB86rwrOIiIiIyBW5uptTF+HSwiy755jJRIsL3DrR+ZOJABVbQu+3ze0/XoNDK/LdRJVy3kwZ2pqJg1tQwc+TiHNJDJuykeHfbuZkbPJ1hbf9WAy3T1rD6JnbORWfSpWy3nxxX0u+eaDNdScTAbzdXfl6aGuqlfMm8nwyw6ZsJCE147rbFQFg63fmbY3Oly96WrEFdHzG3F7wDCScsltoUoqd2gOp8Y6OwiGUUCwkp+NTWXfoLAB9G4eZD8YcMW9V4VlERERE5PKy11G8KKGYcNpMCIA5yi+sud3DKrCWQ83pmIYNfnoQYo/nuwmLxULvxqEsfeZGHu5YHRerhd92RdHtvZV8+ech0jNt+WrvVHwKz87aTv8Jf7E1IgZvdxee71WXJaM70aNhBSz/nmp+HYLKeDDtgTaU83Fn94k4hn+7mbSM/MUrcglbJmy7kFBscd+V9+v0HFRoDMnn4NdR5lIKIkXlz3fhsxvgs7Zw+h9HR2N3SigWkkW7TmIzoEklf6qU8zYf1AhFEREREZGry670fMS8NQxYMBqSzkJII+j0vMNCKxCLBfq8ZyY1ks7AzCGQmV6gpsp4uPJinwYseLIDraoGkpSWyRsL93DLJ6vZdOTahSfSMmx8vvIgXd9dyU+bIwG4rXlFlj/bmRGda+HhWvhrMwJULefDlGGt8XZ3YdX+M7zw8w6HVK6WEuTgHxB3HLwCoV7fK+/n6m4Wb7K6wb4FsGOG/WKU0mXlO+ZIdIDYYzC5B0RucmxMdqaEYiH5dcdF1Z2zZE3b0AhFEREREZHLyy7McsS83T0b9swDqysM+MxMEBQ3bl5w53Tw9Ifjm2DnrOtqrl4FP2Y+2pa3BzYh0NuNvVHxDJy0lud/2s65xLTLHvPH3mh6fvgn43/bS0JqBk0r+fPz8Ha8P6gZIX5Fv65hk0oBTBjcAherhTlbj/P24n1Ffk4pwbZMM2+b3n3t5Q8qNILO/2duL3y+QKOERa5qxVuw/HVzu+Oz5nIXyedh2i2wf4ljY7MjJRQLQXRcChsvfELYp8mF6c6ZGTm/uDRCUURERETk8rJHKB6F+Oicqc6dnoPQpo6L63qVrW5WpgZYN/G6p15arRbubFWZP57pzF2tKwMwc1MkXd9bwY8bIrDZzPYPnk5g6JQNPDB1E4fPJBJUxoO3BzZhzoj2tKwaeF0x5FeXusG8eVtjACauOMi0NUfsen4pIRJOwb7fzO3mV5nufLH2o8wkT2oszHtCU5+l8CwfDyv+Z253GwfdXob7f4Va3SE9CX64C7b94NgY7UQJxUKwcOdJDANaVAmgYoCX+WBcpFldysUDyoRcvQERERERkdLq4jUU5z9tjvKo0DinuEJx1nIouHpB1A44uqZQmgz0cefN25vw8/B21A/1IyYpnf+bvZOBk9bwyrzd9PzgT1bsO42bi4VHO9Vg+bM3cmerylithbdOYn7c0aoyz/aoA8Arv+7mt50nHRKHFGPbfwRbBlRsBSEN8naMiysMmGj+P35wWc4IR5GCMgxY/j9Y+aZ5/6b/mmv8Arj7wN0/QpNB5nt17mPw18eOi9VOlFAsBPMvTHfOHp0IF62fWAWsuswiIiIiIpeVNZsnNsJc88zqZq6B5uLm2LgKg3dZaHqXub3us0JtumXVQH4d2Z6X+tTHx92FLRExTF1zhAybQdd6wSwe1YkxN9fH19Px1/HxLrUYHF4Fw4CnZmxjw+Frr/8oAphJnC3fmNsthuTv2PJ1zdFjAItfzF34SSQ/DAOWvwEr3zLv93gd2j+Vex+XC3+72o407y952Xzf2UpuUSpluq7TiZhkNh89b6693FjrJ4qIiIiI5EuZEHMUUZbOL5hroJUUNww3b/cugHOHC7VpVxcrD3WswbJnOjOgWRhNKwcwZVhrJg9tTY3yZQr1XNfDYrHw3/6NuKlBCGkZNh6atpH90fGODkuKg4h1cHY/uPlAo9vyf/wNI6BKW0hLgF8eL9HJHSkihmEWX/nzHfN+z/9Buycuv6/VCj3fgJsuFGtZ+6k5WrGAhbmcnRKK12nBhdGJrauWpYL/RYsbq8KziIiIiMi1Wa3mrB6A0GbQ/mmHhlPoytc119bCgA1fFskpKvh78uFdzfnl8fZ0qRtcJOe4Xi5WC5/c3ZyWVQOJS8ng/skbiIpNcXRY4uy2TjdvG90KHr75P97qYhZ3cvOGI6tgY9H8DEoJZRiw9BVY9Z55v9eb0Pbxax/X/km49XOzuNiOGea6iqkJRRqqIyiheJ3mX1gDpG/T0NxPaISiiIiIiEjeNL8Xguqa/4C5uDo6msKXNUpxyzeQEufYWBzI082Fr4a0okZ5H07EpjB0ygZik0vmyB0pBCmxsHuOud3i/oK3U7aGud4dwJJxcObA9ccmJZ9hwJKx8NeH5v3eb+f8Ls+LpneZ6yq6ecOBpfBNP0g8WyShOooSitfh2Lkkth+LwWqBXo0q5H5SIxRFRERERPKmwygYuQGC6zk6kqJRs5uZME2Lh23fOzoahwr0cWfasDaU9/Vgb1Q8j07fRGpGpqPDEme062ezam5QXajU+vraavUgVL8RMpJh7nCw6T0nV2EY8PtLsOZCYZWb34XwR/PfTu2bzArQXmXh+GaY3BNiIgo3VgdSQvE6ZBVjCa9ejmBfz9xPaoSiiIiIiIgAWCxww2Pm9vpJpT6ZUbmsN1OHtaaMhyvrDp3jmZnbsdkMR4clzmbLhenOLYaYP0PXw2qF/hPA3RciN5hr24lcjmGYxVSy3iN93oM2Dxe8vUqt4IHF4F/ZXA/06x4QvbtwYnUwJRSvw/wdJ4DLTHdOT4aEaHNbIxRFRERERKTJXeAZAOcPwz+LHR2NwzUM8+fz+1ri5mJh/o6T/G/hHkeHJM4kaiec2GJWfc+qlH69AipDr/+Z23+8Dqf0npN/MQxYNAbWTTDv9/0AWj90/e2WrwMP/g7BDSD+JEzuDUfXXH+7DqaEYgEdPpPI7hNxuFgt9Gr4r+nOWUNYPfzAK9D+wYmIiIiIiHNx94ZWw8ztdZ85NhYn0b5WEO8MbArAV6sP89WqQw6OSJxG1ujEen3AJ6jw2m1+H9TuAZlpMKfkVt+VAjAM+O0FWD/RvH/LR9DqgcJr3y8Mhi2EyjdAaixMvxX2Lii89h1ACcUCWnBhdGK7muUoV8Yj95MXr594vUOzRURERESkZGj9MFhczGqzUTsdHY1TGNC8ImN6m2tnvr5gD/O2n3BwROJw6SlmZVyAFvcVbtsWC9zysTla+OQ2WP1B4bYvxZNhwMLnYMPngAX6fQIthxb+ebwCYchcqHszZKTAjHth87TCP4+dKKFYQFnrJ/ZtEnrpk1o/UURERERE/s2/IjQcYG6vm+TQUJzJI51qMKx9NQCembmNNQfOODYgcay98yElxlxzrkaXwm/fLxRufsfcXvkWnNxe+OeQ4sNmgwXPwMYvAQv0/9Rct7OouHnBndPN0bKGDX59Ela+YyY1ixklFAvgwKl49kbF42q10PPf050Bzh8xb7V+ooiIiIiIXOyGEebtzpmQcNqxsTgJi8XCy30a0KdxKOmZBo9O38yek3GODkscZcuFEVvN7wWrS9Gco/EdUP8WsGXAnOGQkVo05xHnZrPBgtGw6WvAAgM+M993Rc3F1RwF2fFZ8/7y180RksWsYJcSigWQNTqxY+0gArzdL91BIxRFRERERORyKrWCSq3NNdw2TXZ0NE7DarXw3p1NaVO9LPGpGQydsoHjMcmODkvs7dxhOPwnYIFmg4vuPBYL9PkAvMvBqd3mSEUpXWw2mD8KNk8BLHDrJGh2j/3Ob7FAt5eh99vm+Td+CT89UKyS20oo5pNhGNkJxT5Nwi6/k0YoioiIiIjIldww3Lzd+FWx+uexqHm6ufDlfa2oE1KG6LhU7p+8gZikNEeHJfa09VvztmZXsypzUSpT3qziC+ZaipGbivZ84jxsF6Yab5kGFivc+nnhVRPPr/BHYeBks6L533Phu4GQUjxGaCuhmE/7ouM5cCoBdxcrPRqGXH6n8xeqPGuEooiIiIiI/Fv9fuBXERJPwa6fHR2NU/H3dmPaA20I9ffkwKkEHpq2iZT04jUNUAooMwO2fWduF+Uadhdr0N+c/mzYzKrP6RoVW+LZbDDvCdg6/UIy8QtoOsixMTW6De79CdzLmCN0p/aB+GjHxpQHSijm0/zt5ujETnXK4+fpdukOyefNEuAAAVXsGJmIiIiIiBQLLm7Q5mFze91nxXIx/qIU6u/F1GFt8PV0ZdPR8zz+3Rai41IcHZYUtYPLIP6kOQ257s32O2/vt6FMBTi7H/543X7nFfuzZcK8kbDtWzOZeNuX0OQOR0dlqtEZhi4An/IQtQMm94Bzhxwd1VUpoZgP5nTnEwDc0vQy1Z0Bzl9YP9GnPLj72CkyEREREREpVlrcD65eELUTjv7l6GicTt0Kvnw5pBXuLlaW7T1Fx7eW8+KcnRw7l+To0KSobPnGvG16N7heplZBUfEuC/0+NrfXToCja+x3brEfWyb88rg5CtbiArd/DY0HOjqq3MKawQOLIbCauZTe1z3gxDbHxnQVSijmw+4TcRw5m4SHq5Vu9a8w3TmrIIvWTxQRERERkSvxLgvN7ja31010bCxO6oYa5fju4XBaVwskLdPGd+sj6PzuCp6ZuZ2DpxMcHV6BGYbB1ojz/H2ieKyTZhfx0bDvN3O7+X32P3+dntDsXsCAucMhtfi+v+QybJnm93X7D2YyceBkc5qxMypXEx74HSo0hsTT5vTnQyscHdVlKaGYD1nFWLrUDaaMh+vldzqvCs8iIiIiIpIH4Y+Zt3sXmNVt5RKtq5Vl1mPtmPHIDXSsHUSmzeDnLZF0f38lj3+/hT0ni09S7nxiGl+vPsxNH/zJrZ+t4ZZPV7Ml4ryjw3IO278HIxMqtYHgeo6Jodf/wK+SOTJs6TjHxCCFLzMD5jwKO2aA1RXumAINBzg6qqvzDYGhC6FaR0hLgO/ugF2zHR3VJZRQzKOLpzv3vdJ0Z9AIRRERERERyZvydaFWd8CADV84OhqnFl6jHNMfDGfu4+3pXj8Ew4AFO07S+6NVPDRtI1udNDFnGAbrD51l1I9bCR+/jNfm/82BU+bot0ybwdMztpGYmuHgKB3MMGDLdHPbXsVYLsfTH/p/am5v/AoOLndcLFI4MjNgziOwc9aFZOJUsxBPceDpB/f+bMabmQY/PQDrnevvhBKKebTzeCyR55PxcnOha73gK++oEYoiIiIiIpJXNww3b7dMh5TiM9rOUZpVDuCr+1vx21Md6dskFIsFlu45xa2freHer9az7tBZDCcocnMuMY2vVh2i2/srGfTFOuZuO0Faho0GoX68PqARf/1fV8L8PTl6Non//vq3o8N1rKNr4NxBs8Jtw1sdG0vNLtDqQXP7l5GQEuvYeKTgMjNg9kOw62ewusGd30D9WxwdVf64esDAKdD6YcCA354zCwc5we84gCvM25V/axTmz0+PteXQmUS83a9y2TRCUURERERE8qpmNwiqC2f2mcUCshKMYspINdc/c/fO9XD9UD8+vacFT59OYOKKg8zdepzVB86w+sAZWlUNZGTXWtxYpzwWi8VuoRqGwbpD5/hhQwSLdkWRlmkDwNvdhX5Nw7i7TRWaVPLPjun9Qc24+8t1zNh0jC71gunVqILdYnUqWcVYGt0GHmUcGwvATf81K06fPwKL/wP9Jzg6IsmvzHT4+SH4e66ZTBw0Her2dnRUBWN1gZvfgTIhsPx1+GcxdBh9ye9ER7AYzvDxzXWKi4vD39+f2NhY/Pz8HBeIYcAbFSAjBZ7cCmVrOC4WERERKVacpj8jBabvoRTYpskw/2mzsucTW8x/IEuz1HjY/zv8PQ/2LzFH6Tz8B5StfsVDjp1L4vM/DzJzY2R2Iq9xRX8e71KLHg1CsFqLLrF4LjGNnzdH8sOGCA6dScx+vGGYH/eEV6Ff0zB8Pd0ue+ybv+1l0sqDBHi7sXhUJ0L8PIssTqeUHAPv1YOMZHhoGVRq5eiITEfXwJSbAQPumWkWbZHiITkG5o2EPb+CizvcOR3q9nJ0VIVjx0yo0RnKXGXW7HXKT19GCcXCFB8F79UFixVeOgUul/+jISIiIvJvTtOfkQLT91AKLC0J3q8PKTFw1/dQr4+jI7K/5Bj4ZxH8/QscWAaZqbmfr9YRhswD69VX7YqOS+HLPw/x3foIktMzAagTUobHu9SiT+NQXF0KZ9UvwzBYe+gsP2w4xuKLRiP6uLvQr1lF7mlThcaV/K/ZTlqGjdsm/sWu43F0rB3EtGFtijT56XQ2fgULnoHgBjB8DdhxROk1LfoPrJtgjgwbsc6szC7OKzPd/HBmxZuQfM5MJg76Dur0cHRkxUp++jKa8lyYstZP9KuoZKKIiIiIiOSNuze0GgarP4B1E0tPQjHxLOydD3vmwaGVYEvPea5sTWjQDyqHm8UIjqyCzZOh9UNXbTLEz5OX+jZgRJdaTF59mGlrjvBPdAJP/biN95f8w4jONbm1eSXcXQuWWDybkMpPmyP5ceMxDl80GrFJJX/ublOFW5qGUcYj7/9mu7ta+XBQc/p+sopV+88wdc0RHuhw5ZGY+ZaWCH+8YSbqur8KLk6WAsia7tz8PudKJgJ0e9kcKXt2P/z2PNz+laMjkssxDNi7AJaMNdfiBChfD/q8D9XaOza2Ek4jFAvTjpkw+2Go2gGGLXBcHCIiIlLsOE1/RgpM30O5LrHH4cPGYGTCo6sgtImjIyoa8VHmVMQ98+DIajBsOc+Vr29WNG3QzxyxlpVgWjcJFr1gFu0YviZfBTBjk9OZvvYIX68+zPkkM2EZ5u/JozfWZFDryni6XXt6uc1msO7QWb7fEMHi3VGkZ5r/QpfxcKV/M3NtxEYVrz0a8Wqmrz3Cy7/sxt3VyryR7alXoRB+h5w7DD8OhlO7zfutHjCTLM6SuDu5HT7vZI4kG70XfMo5OqJLRW6Cr28Cw4ZxxzQsDQc4OiK52PEt8PvLcHS1ed+nPHT5DzQf4nzJ82JCIxQdRRWeRURERESkIPwrQsMBZkXS9ZNgwGeOjqjwxBwzk4h//wLH1gMXjWkJbQr1+5mJxKDalz++zSPmsRFr4Ncn4b65eU6K+Xu5MbJrbR7oUJ3v10fwxZ+HOBGbwrh5u/nkjwM83LE6g2+oetlRhWeyRiNuiODI2aTsx5teNBrRJx+jEa/m3huqsnzfaf7Ye4pRP25j7uPt85TsvKIDS+GnB81p9F5lIfm8OR00oAp0eLpQYr5uW6abt/X6OlUy0TAMIs4lsfnoeTYf9aCx++3clTqLlFmPEHvmDBU6Peg8SdnSKjYSlv0Xdsww77t6QtvHof0o8NQHevaiEYqF6ZfHYeu30Pk/0PkFx8UhIiIixY7T9GekwPQ9lOsWuQm+6maO2Hp6d5EuvF/kzh40RyH+PQ9ObMn9XKXWF5KI/cxCNHltb2I7swDmLR9By6EFCislPZNZmyOZtOIgx2OSATPp+ED76gxtVw1fT1fWHDzLDxsi+P3v3KMRBzQP467W1z8a8UpOx6fS68M/OZuYxoMdqvNy3wb5b8QwzKnzy/4LGFCxpVmUYs88WPR/5j63fw2NBxZq7PmWngzv1oXUWLhvDtTs6rBQUtIz2X0i9kIC8Tybj8ZwJiFnDU930vnK7V06uewEIKpKHyrcMxE8i+Z9IFeRGm++v9dOMH8XADQZBF1fhoDKjo2thCjyoiwTJkzgnXfeISoqiqZNm/LJJ5/Qpk2by+775Zdf8s0337Br1y4AWrZsyf/+979c+w8dOpRp06blOq5nz54sWrQoT/E4Tedtal9zbY9bP4emdzkuDhERESl2nKY/IwWm76EUiq+6Q+RG6DwGOv+fo6PJn1N7c5KI0TsvesICVduZoxDr9TVHYxbE2gmw+D/g7gsj1l5XAiE908bcrceZuOJgdmXmMh6uBPq4cexccvZ+zSoHcE+bKvRtGoq3e9FP8Fu2J5oHp20CYPqDbehYu3zeD05NgF9GmKM5wVyXsM97ZpVsgEVjYN1nZsJ6yC/m98RRspYL868CT22/ZrGdwnQqLoUtEeezE4i7jsdlF9XJ4u5ipVFFP1pWDaRl1UBqlvNi0/fjuCPuG1wtNuI8w/AdPA1L5cvnQaSQZWbAlmmwYjwknjYfq9oeerwOFVs4NrYSpkinPM+YMYPRo0czadIkwsPD+fDDD+nZsyf79u0jOPjST9BWrFjB3XffTbt27fD09OStt96iR48e7N69m4oVc/6Q9OrViylTpmTf9/DwyG9ojhdzYcpzgKY8i4iIiIhIAdwwHH7aaFa/7fB0TjLIGRkGRO00E1h75sGZf3Kes7hA9U7mKMR6fQtntGX4Y7B7LkRugF+fgnt/LvDUUzcXK3e0qsxtLSqxcOdJJiw/wN6oeBJSM/D1cOXWFhW5q3UVGoTZ98OBbvVDuPeGKny7LoJnZ21n0VOdCPRxv/aBZw+a6yWe3gNWN7j5bWg5LPf16fE6xESYhXB+uBseXALl6xTdi7marGIsLe4r0mRiRqaNfdHxbMkafRhxPlfCOEtQGffs5GHLqoE0DPO/ZMp51ac+4IsfbuCW/S9TOeUEmV/3wtb5P7h1Gm3XhGipYhiwfwkseRlO7zUfK1cLbvov1L1ZU88dLN8jFMPDw2ndujWffvopADabjcqVK/PEE0/wf/937U/QMjMzCQwM5NNPP2XIkCGAOUIxJiaGuXPn5v8V4CSfBmdmwOvB5iLKo/eAX5hj4hAREZFiySn6M3Jd9D2UQpGZDh81hbjjMGAiNLvH0RFd6uxB2DzVTCKeP5LzuIs71OhiJhHr3gzeZQv/3Gf2w8T2kJkK/T41E1KFwDAMVu0/Q3xKBl3qlbfLaMQrSU7LpM8nqzh0OpHejSrw2eAWWK6WOPlnMfz8sDl9uEyIOcW5Svjl901Lgmm3wPFN5kCYh5baf2r92YPwSQvAAk/vAv9KhdZ0bHI6WyPOmwnEiPNsi4ghMS0z1z4WC9QN8aVl1UBaVQukZZWyVC7rdfVrfIFhGPzw5y78lj5HX5e1AKRV6YD7wK/AL7TQXodgfljx+0twaIV536usOWq71QPg4ubQ0EqyIhuhmJaWxubNmxkzZkz2Y1arle7du7N27do8tZGUlER6ejply+b+47JixQqCg4MJDAyka9euvP7665Qrd/mFWVNTU0lNzVnTIC4uLj8vo2jERZrJRBcPKFPB0dGIiIiIlGp//vkn77zzDps3b+bkyZPMmTOHAQMGXPWYFStWMHr0aHbv3k3lypV56aWXGDp0qF3iFcnm4gZtHoalr5jTU5ve7VyjcE5sg2n9zOQVmMUQanU3pzPX6Vn068oF1YauL8KSsbD4RXPtvYJOob6IxWKhU518TC8uQl7uLnw0qDm3fvYXv+2KYtbmSO5sdZnp3TYbrHoXlv8PMKByONz5Dfhe5f9Rd2+4Z4Y5tf78Yfh+EAydD+4+RfZ6LrH1W/O2VvfrSiYahsHhM4lsPno+ewrzP9EJl+zn6+FKsyoB2aMPm1UOwNezYAkpi8XCPTc2ZnXodF7+/j3GGJPxjlhNxoS2uN42Cer2KvDrkQviTsIfr8O27wDD/KAi/FHo+Cx4BTg6OrlIvhKKZ86cITMzk5CQkFyPh4SEsHfv3jy18cILLxAWFkb37t2zH+vVqxe33XYb1atX5+DBg/znP/+hd+/erF27FheXSytbjR8/nldffTU/oRe9rArPAZU13FlERETEwRITE2natCkPPPAAt9122zX3P3z4MH369OGxxx7ju+++Y9myZTz00EOEhobSs2dPO0QscpEW98OKt8wROkf/gmodHB2R6dRe+PY2M5kY1gLaPwW1b7JvMgqg7Uhzncbjm2D+KLhnpnMlXQtB40r+jO5Rh7cX7ePVebsJr16WquUuus4pcTDnMdi3wLzf6kHo9Sa45mF6tE8QDP4Jvu5uFsz5+SEY9C1Yr6OqdF5lZlxIFAEthhSoibQMG7O3RDJhxYHLTl+uVs6bFhdNX64d7IuLtXDfHx3qlKfiyJcZPqURz8e/TcPUo/DDIHNafvdXwc2zUM9XKqQlwl8fw5qPIf1CVfWGt0H3cXkv3iR2Zddx3G+++SY//vgjK1aswNMz5wfsrrtyCpg0btyYJk2aULNmTVasWEG3bt0uaWfMmDGMHj06+35cXByVKzu4oo/WTxQRERFxGr1796Z379553n/SpElUr16d9957D4D69euzevVqPvjgAyUUxf68y0Kzu2HTZFg30TkSiucOwTf9IekshDU3i3p4Omhqv9UF+k+AzzvC/t9h+4/m9SphHu1UkxX7TrPh8DlGzdjGrEfb4upihdP/wIzB5pqVLu5m4ZX8JueCasHdP5qjTfctNCtA93676BOz+3+HhGjwDoI6+RvNl5VI/HT5ASLPm4lEd1crTSv5mwnEKoG0qBpIUBn7rDtaPciHj0cO4unvq9H+8Kc86PobrJ+EcWQ1loFTHLc+ZXFjy4Rt35ujEhOizMcqtYGe/4PKrR0bm1xVvobSBQUF4eLiQnR0dK7Ho6OjqVDh6tN83333Xd58801+//13mjRpctV9a9SoQVBQEAcOHLjs8x4eHvj5+eX6crisEYqBSiiKiIiIFDdr167NNYMGoGfPnldd1ic1NZW4uLhcXyKFJvwx83bvAjh32LGxxB6Haf3Nf/aDG8C9sx2XTMwSXM+shA2w6AVzmmQJ42K18MGgZvh6urI1IoZPlx8w3w9fdjWTib5hMGxRgUf6UeUGuO1zc3vDF2YV7aKWVYyl2d15G02JmUj8cUMEXd9bwf/N3knk+WTK+3rwct8GbB/bg1mPtWNM7/r0aFjBbsnELP5ebnwxtB0nbhjLsLTnOGv4YonehfHFjeZrzV/JitLn4HL4vBPMG2n+fgmoCndMhQd/VzKxGMhXQtHd3Z2WLVuybNmy7MdsNhvLli2jbdu2Vzzu7bff5rXXXmPRokW0atXqmueJjIzk7NmzhIYWo0VNNUJRREREpNiKioq67LI+cXFxJCdfOqUOzGV4/P39s78cPmNGSpbydc015jDMZI+jJJw2RybGRkDZmnDf3KIptlIQ7Z40R0umxML8p0tk8qZigBevD2iEBRvWlePhx3sgLR6qtINHV0Klltd3goa3wk2vmdu/v2RW7C4qcSfNEYoAza+dBL1aInHV8114sEN1vNztME37GlxdrLzctwG9b72fWzLeYnVmQyzpSTDvCfhpGCTHODpE53NqD3w7EKYPgOhd5tqrPd6AkRvN92QJW8KgpMr3Yn+jR4/myy+/ZNq0aezZs4fhw4eTmJjIsGHDABgyZEiuoi1vvfUWL7/8MpMnT6ZatWpERUURFRVFQoK5WGpCQgLPPfcc69at48iRIyxbtoz+/ftTq1at4jW9RCMURUREREqVMWPGEBsbm/117NgxR4ckJc0Nw83bLdPNNfPsLemc+Q//2f3gX9mc5uwbcs3D7MbFFfp/BlY3+Oc32DnL0REVif51ffi13ASedJkNQFrLh+H+eYVXnbndE9D6IcCA2Y9AxPrCaffftn9vFjKt0vaq04Hzkkj0dHN8IvHf7mxdmY8e7s0ot3G8mX4XGbjA7jkwqWPRXdPiJuEU/DoKJraDA0vA6grhw+HJbdBuJLjad4SpXJ98r6E4aNAgTp8+zdixY4mKiqJZs2YsWrQo+xPdiIgIrBcVJZk4cSJpaWkMHDgwVzvjxo3jlVdewcXFhR07djBt2jRiYmIICwujR48evPbaa3h4FKM3k0YoioiIiBRbFSpUuOyyPn5+fnh5eV32GA8Pj+LVX5Xip2Y3CKoLZ/aZhSyyEoz2kBoP3w00Rw+VCTGTiQFOOAo3pAHc+AIsfx1+ex6q3+hcSc/rdWov/HgPjRIPkoob/0l7EGvKPbzjUrAqxZdlsUCvt8yp7f/8Bj/cBQ8thXI1C+8cNpuZGAdoft9ld7ncGonlfT147MaaDA6v4pRJxH9rXa0sc5/oyEPTvFgX3YBP3D+lcmwETOkNXcZAh9H2KX7jbGyZZrGVP9+FtAuVuOv1hZv+W7jvM7Eri2EU/3HhcXFx+Pv7Exsb65j1FNOT4Y0La0g+f9h5pgCIiIhIseHw/kwJZrFYmDNnDgMGDLjiPi+88AILFy5k586d2Y/dc889nDt3jkWLFuXpPPoeSpHYNNmczhtYDZ7YYp9kRHoyfHcHHFkFXoEwdKGZuHNWmenmuoJRO8wkxaBvS8aUyb/nwdzhZgLGvzI7O3xKv9mJGAZMHNyC3o0LeYmwtESY2gdObIWyNeDBpeBTrnDaPrwKpvUFd194dl+uyuAlIZH4b4mpGTw9Yxtr/j7MG26T6e+yxnyiWke47QvwC3NsgPaUkQpzHjVHa4K5TEGPN6Bae8fGJZeVn75Mvqc8y2XERJi37r7mH1wRERERcaiEhAS2bdvGtm3bADh8+DDbtm0jIsLst40ZM4YhQ3LW8Hrsscc4dOgQzz//PHv37uWzzz5j5syZPP30044IXyRHk7vAMwDOH4F/8pbcvi4ZaTDjPjOZ6O5rFmBx5mQigIsbDPjMnD65dz7snu3oiK6PLROWvgoz7zOTidU6wiMraNy6M8NvNEdzjZmzk6jYlMI9r7sP3D0D/KuYVb1/uMtMLheGrGIsjQdmJxOL69TmvPDxcGXSvS0Z2qUJT6U/zjNpj5Fi8TR/ria2g70LHR2ifaTEmSOdd88xlybo9wk89IeSiSWEEoqF4eL1E0vCJ2EiIiIixdymTZto3rw5zZs3B8x1wJs3b87YsWMBOHnyZHZyEaB69eosWLCAJUuW0LRpU9577z2++uqr4rWmt5RM7t7QylyvnnUTi/ZcmRkw+yFzbTNXLxg8Eyq2KNpzFpYKjaHTc+b2wufMYjLFUfJ5+P5OWP2+eb/tSLMQjk8QAKO616FRRT9iktJ5dtZ2bLZCnnDoGwL3/mQWyYjcYK6paLNdX5vJ53OKvbS4r0QnEi9mtVp4tmddPrqrOfOtnemd8gb/WGua1+PHu833aXohJ4WdScIpc1Tq4T/BvQwMnmVWJLcqDVVSaMpzYdjwJSx8Fur2gbu/t//5RUREpNhzeH9Grpu+h1JkYo/Dh43NghaProLQJoV/DpsNfhkB238AF3e4+0eo1a3wz1OUMtLgyy7muo8NBsCd0xwdUf5E7zarOJ8/YiZ0+30CTe64ZLcDpxLo+8kqUtJtvNSnPg91rFH4sRxZDdNvhcw0M6nZ842Ct3Xh/2VbcENmtvyBT1ccLDFTm/Nq+7EYHv5mEzHxCbzkOYshzDefCG4IAydDcD3HBljYzh023z/nD4N3kJmkDmvu6KgkDzTl2d7OHzFvVeFZREREREQKm39FaDjA3F4/qfDbNwz47TkzmWhxgTumFr9kIoCruzn12eICf8+F3XMdHVHe7ZoNX3U3/7cMqAIP/n7ZZCJAreAyvNTHnIb+9qJ97DlZBBXAq3UwK2gDrP0U1n9esHYMA9vmqQB8dL4t/zdnV4kdkXg1TSsH8OsTHahfKYixKffwQPoLJLuXhVO74YvOsHmq+XNYEpzcAV/3MJOJAVXN97KSiSWSEoqFQRWeRURERESkKN0wwrzdOcucSlhYDAOWvgIbvwIscOvnUK9P4bVvb6FNoeNoc3vBM5B41rHxXEtmBvz+Mvw0DNKToEYXeGTlNUehDg6vQvf6waRl2hj14zZS0jMLP7Ymd0A3c5kIfnsB9i7I1+FpGTYWL12ENXoXqYYbU+PblLpE4sVC/DyZ8Whb+jUN44/MpnSKe50Dvq0hIxl+fQpm3W9Ohy7ODv8JU26GxFMQ0thMJqqKc4mlhGJhuHgNRRERERERkcJWqRVUam1OQd00ufDaXfUu/PWhud33gyuOiitWOj0HwQ0g6Qz89ryjo7mypHPw3e2w5mPzfvtRcO/P4F32modaLBbevL0JQWXc2Rcdz9uL9hVNjB1GQ4v7AQN+ehAiN1/zkIvXSDy18isAllvDebJvm1KZSLyYp5sLH93VjOd61uU0Adx0+im+838Iw+pqrjM5qSNErHN0mAWzey58ezukxUPVDjBsAfhWcHRUUoSUUCwMGqEoIiIiIiJF7Ybh5u3GryAj9frbW/sZ/PG6ud3zfznFX4o7Vw/oP8Gc+rzrJ9gz39ERXerkdvjiRji0Aty8YeAUuOlVsOY90RZUxoN3BjYFYPJfh/nznyIoRGOxQJ/3oVZ3cyTd93ea6+NdRlxKOtPXHskutnLmfAy3uq4BoOs9z5bqROLFLBYLj3epxef3tcTL3Y0Xo7vymPt40vyqQewxmNIb/nijcH7G7WXj1zBrqPmBR/1bzMS4p7+jo5IipoTi9UqOgZRYczugikNDERERERGREqx+P/CrCImnYdfP19fWlm9g8Rhzu/N/oO3j1x+fM6nYAto/ZW7Pf9ocDegM0lPMJO6X3SAmAgKrw0NLodFtBWquS71g7rvBHNjy7KztnEtMK8xoTS6u5rqaFZqYoz6/uyP7etpsBmsOnuHpGdto88ZSXv5ld/YaiZ+3iKQMSRBQFfeaNxZ+XMVcz4YV+Hl4OyoGeLE4piIdY18lqlp/MGzw59swsR0cWunoMK/OMGD5eFgwGjCg5TC4Yxq4eTo6shJp27EYnKmushKK1ytrdKJ3EHiUcWwsIiIiIiJScrm4QZuHze11nxW8iMPOn2Dek+Z2uyfgRieeFnw9bnwBguqa67kt+j9HR2OORpzYFv58B2zpULcPPLIcQhpeV7P/ubk+Ncv7cCo+lTGzdxRNwsHDF+6ZCX6V4Ox+Ur+9iwlLdtH53RXc8+V65mw9Tkq6jdrBZRh3i7lG4o2Ji8xjW9wHVqUeLqd+qB/zRrandbVAolPdaLdvEMsavYVRJgTOHoBv+sHsRwp33dTCYss0E4kr3zTv3/h/5rIJ+RhlK3m3IzKGWz/7i7u+WFc0a6YWgH6qr5fWTxQREREREXtpcT+4ekHUTjj6V/6P37sQ5jwKGNDqAbjpNXNaa0nk5nmh6rMVdsyAfb85Jo7EMzD7UfimP5w7BL6hcOd0uOs78Aq87ua93F346K7muLlYWLw7mpmbjhVC0JdK9Q5mZesJJFm88Tixnip/PsOxcwn4erhyT3gV5j7ent+f7sSw9tXxjD1svj8tVmg2uEjiKSnKlfHgu4duYFCrytgMeHBTZUaX/5LzjYYCFvO9+2krc+1Um83R4ZrSU8wiMpsmAxa4+V3oMqbk/i5xMJvNYOwvuzEMCPX3dJqlA5RQvF5aP1FEREREROzFuyw0u9vcXjcxf8ceXG4mAWwZ0OQuuPm9kp8AqNQK2o40t38dZd8quoYBW6abyaAdPwIWaPMIPL4BGvQr1GvfqKI/z/SoC8Crv/7NkTOJhdb27hOxvDJvN+H/W8b9CxJ5KHUU6YYLt7isY3Gj5Wx4sTv/u7UxzSoHYMl6TVu/MW9r3QR+YYUWS0nl7mrlzdsbM7ZvA6wWmLMngeabevDf0E9ILNvQXGZt/tMwuYf5YYIjpcTCdwNhz6/g4m5Oh88aOS1F4qfNkWw7FoOPuwv/ubm+o8PJpoTi9dIIRRERERERsafwx8zbvQuuWCDjEhHr4Md7coom9J9QeqahdvkPlKsNCVGw+EX7nPP0PzC1D8wbaSYxQxrDQ8vg5nfA069ITvlwxxrcUKMsSWmZjJqxjfTMgo9mi0lKY9qaI/T5eBV9Pl7N1DVHiElKJ9Tfk1adBxB30/sA1DnwNV7bp+Y+ODMdtn1vbrcYUuAYShuLxcIDHaozb2QH+jQOxWKByYfL0uTE//FVmUfJcPWByI3w+Y3m+zg1wf5Bxkeb7+sjq8DdFwb/BA0H2D+OUiQ2KZ03F+0FYFT3OgT7Oc/6lKXkL0gR0ghFERERERGxp/J1zaq7GLDhi2vvf2KbWUgjPck87vavzUIbpYWbl5lAxQLbvoP9S4ruXOkpsPx/ZkGNo3+ZFZxveg0eWQGVWhbdeQEXq4X37myGr6cr247F8MkfB/J1fKbN4M9/TjPy+y20eWMZ4+btZveJONxdrPRpEso3D7Rh9QtdGd2jLuU6DDWL+QAsfBb+WZzT0D+LzcJBPsFQp2fhvcBSolFFfyYMbsEfz3Tm7jZVcHFx4/UzN9I+4S3+dG0HRias/RQmhJsfKtjL2YM5IyR9gmHYAqihYjtF7f0l+ziXmEbt4DIMbV/N0eHkooTi9dIIRRERERERsbcbRpi3W6ZDStyV9zu1B6bfCqlxULW9uXafq4d9YnQmVcJzKlnPe9KctlnYDv8Jk9rDyrfMoiu1e8CIddD+SbslcCsGePHGrY0B+PSP/Ww+eu3q1hFnk3j/9310fOsPhkzewPwdJ0nLtFE/1I9XbmnA+v90Y8I9LehUpzwu1oumad/4vLk+omGDWcPgxFbz8S0Xpjs3u9ssJCQFUj3Ih/G3NWb1C1147MaaJHkEMyRhJEPTnuMEwRAXaY46/uFus2J4UTqxDSb3hPNHILAaPLgYQpsW7TmF3Sdimb7OzDm92q8hbi7OlcIrRR9LFQHDyPnB1QhFERERERGxl5pdzQrGZ/aZo+5uGH7pPucOwTcDIPkchLWAu38Ed2+7h+o0urwI+xaa12Xxi9D/08JpN/Es/P4SbL8wzbdMCPR+CxoMcMgalf2ahrF87ynmbD3OqBnbWPhkR3w9cyf2ktMyWbT7JDM3RrL20Nnsx/293BjQLIw7WlWmUUX/q5/IYoFbPoK442YF6+8HmQnrAxdGgDbXdOfCEOznyf/1rseILjX5fn0EX6/2oGt8A55wncMjrgtw27cQ4+AKLF3GmL8HCjuJe2gF/DgY0hKgQhO492coE1y455BLGIbBuF92YzOgT5NQ2tUKcnRIl7AYRVJT3r7i4uLw9/cnNjYWP7+iWY/isuKj4b06gAVeOgWu7vY7t4iIiJQoDuvPSKHR91DsbtMUmD/KHDH0xBawXlT5MzYSJveG2AgIbghD55sFXUq7o2tgys2AAffOhlrdCt6WYcD2H8zkZPI5wAKtH4RuY8HzGsm4IhaXkk7vD1dxPCaZgS0r8e4dTTEMg+2RsczcdIxft50gPjUDMPOCHWoFcWerytzUICT/FWRTYs332qndYHUzR2dWbQ/DFhbBK5OU9EzmbD3OF38ewvXsPl53m0y41VxjL61cfdz7f2SOyC0Mu2abVeEz06B6Jxj0XZGtASq5zd4SyeiZ2/F2d2HZMzcS6u9ll/Pmpy+jEYrXI2v9RL+KSiaKiIiIiIh9NRkEy141pyH+swjq9TEfTzgF3/Q3k4lla8KQuUomZqnaDsIfhfWTzKnPI9YWLEFyZr9ZdffIKvN+cENztF7l1oUbbwH5ebrxwaBm3PXFWn7aHImnm5UNh8/xT3ROIY/KZb24o2Vlbm9ZiYoB15Gs8PSHwbPgq24Qf9J8rPl91/kK5Eo83Vy4u00V7mxVmcW76/LGigbUjZrHGNfvKXt2D0zuwfn6gwm85fXr+7nf8CUsfA4woEF/uO3L0rlcggPEpaTzv4VmkviJrrXtlkzML+eagF3caP1EERERERFxFHdvaDnM3F430bxNOmdOcz57APyrwP3zND3x37qNNUd1xkXCkrH5OzYjFVa8ZRZdObIKXL2g+6vw6EqnSSZmaVO9LMM71wTg23UR/BOdgIerlVubV+T7h8NZ+WwXnuxW+/qSiVn8K5pJRQ8/8A01E1BSpFysFm5uHMovIztw67AXeLHiFGZkdAYgcM93xL3bnINLvsKw5bPat2HAH6+bxXYwoPVDMHCKkol29OGS/ZxJSKVGkA8Pdqju6HCuSCMUr0fMEfNW6yeKiIiIiIgjtH4I1nxsJreOrjHX8ju121zHb8hc8K/k6Aidj7sP9PsUpvWFzVOg4QCo0fnaxx1ZDb+OgrP7zfu1ukOf98zkpJMa1b0OR84kcSo+hQHNK9K3SRj+XkVUKKVCY3hymzmHujSv1WlnFouFdrWCaFerB7uOh/PBb7PpE/EOdTiO31/PsHPDNGK6vUX7Nm2xWq+xpmdmBiwYDVummfc7/8csvuOAtUBLq31R8UxbewSAV/o1xN3VeccBKqF4PTRCUUREREREHMm/oln8Y9dP5jTnzDTwKgtDfoFyNR0dnfOq3hFaPwwbv4RfnoARa8DD9/L7Jp2D31+Gbd+a932Cofeb0PA2p0+0uLlYmTC4hf1O6FPOfueSSzSq6E+jh4ZxJHoAi+eMp9PJKTRO30Hqb7fw3R+34d3teW5pWfPySar0FPj5Qdg7HyxWM1ne6gH7v4hSzDAMxv6yi0ybQa+GFehUp7yjQ7oq5011FgdZayhqhKKIiIiIiDjKDSPM28w0c8rpfbMhuL5jYyoOur8CAVXMtSaXvnLp84YB23+ET1vlJBNbDoORG6HR7U6fTJTSq1pIID0fe5vEh1dzMKAtHpYM7kubScsFfXj2zQ/4atUhEi4U5QEgOQa+vc1MJrq4wx3TlEx0gHnbT7D+8Dk83ay81Nf5f4croXg9NEJRREREREQcrVJLqHWTWRzjnpkQ1tzRERUPHmXMqc8AG7+Cw6tynjt70BzxOedRSDoL5evDA7/DLR+CV4AjohXJt6BKdan51G8kD5hCont5qlmj+TjjvwT/PoJ+43/ivd/3cT46wqx8fvQv8wOJe2dDg36ODr3USUjN4H8L9wDweOdaVAp0/mUDNOW5oDIzIDbS3NYIRRERERERcaTBs8yCIW6ejo6keKlxoznqcPMUmDcSHlkBG76CP9+BzFRw9YQbX4C2I8HV3dHRiuSfxYJXs9ugXncy/ngd64Yv6eeyls7GNiat7EfSmuUEcspcd/Xen821MMXuPlm2n+i4VKqW8+bhTjUcHU6eKKFYUHHHwcg0hwP7hjo6GhERERERKc0sFiUTC+qm/8KBpXD+CHzQCNISzMdrdjXXkStbPP65F7kqTz9cb34bmt2DMX8Ufie28rzbDAAO20JYXGsiD5VvqCSRAxw4Fc/Xqw8DMO6WBni6uTg4orzRlOeCylo/0b8yWHUZRUREREREiiVPP7jlI3M7LQF8ysNtX5lTP5VMlJImrBmWh5bBze9ieAYQ4d2QgWmv8Oa6FO76Yh0nYpIdHWGpYhgGr8z7mwybQff6wXStF+LokPJMyeeC0vqJIiIiIiIiJUOtbmZSMeYYtH0cvMs6OiKRomN1gTYPY2k5jCpWF17deZIxP+9k09Hz3PzxKt6/s2mxSmwVZ7/timL1gTO4u1oZ27eho8PJFw2tKyhVeBYRERERESk5Wg6Fbi8rmSilh4srWCz0bRLG/Cc70LiiPzFJ6TwwdRP/W7iH9EyboyMs0ZLSMnh9/t8APHZjTaqUc/5CLBdTQrGgNEJRREREREREREqAquV8+Gl4W4a2qwbAF38e4o5Jazl2LsmxgZVgE5Yf4ERsCpUCvRjRuaajw8k3JRQLSiMURURERERERKSE8HB14ZV+DZl0b0v8PF3ZdiyGPh+vYvHuKEeHVuIcPpPIl3+ahVjG9i0+hVgupoRiQWmEooiIiIiIiIiUML0aVWDBkx1pWjmAuJQMHp2+mVd/3U1qRqajQysRzEIsu0nLtHFjnfLc1KB4rlephGJBpCdDwoUMfUA1h4YiIiIiIiIiIlKYKpf1ZtajbXm4Y3UApvx1hIET1xJxVlOgr9fvf0ez8p/TuLtYeaVfQywWi6NDKhAlFAsi5ph5615GC/aKiIiIiIiISInj7mrlxT4N+GpIKwK83dh5PJY+H69i4c6Tjg6t2EpJz+S/v5qFWB7uVJ3qQT4OjqjglFAsiIvXTyymmWQRERERERERkWvp3iCEhU92pFXVQOJTMxjx3RZenruLlHRNgc6vz1Yc5HhMMmH+njzepZajw7kuBUooTpgwgWrVquHp6Ul4eDgbNmy44r5ffvklHTt2JDAwkMDAQLp3737J/oZhMHbsWEJDQ/Hy8qJ79+7s37+/IKHZx/kj5q3WTxQRERERERGREi4swIsfHrmB4ReqEU9fd5TbPlvD4TOJDo6s+Dh6NpFJKw8C8FLfBni7uzo4ouuT74TijBkzGD16NOPGjWPLli00bdqUnj17curUqcvuv2LFCu6++26WL1/O2rVrqVy5Mj169OD48ePZ+7z99tt8/PHHTJo0ifXr1+Pj40PPnj1JSUkp+CsrSlkjFAOrOTQMERERERERERF7cHOx8kKvekwd1pqyPu78fTKOvh+v4pdtx699sPDa/L9Jy7DRoVYQvRtVcHQ41y3fCcX333+fhx9+mGHDhtGgQQMmTZqEt7c3kydPvuz+3333HSNGjKBZs2bUq1ePr776CpvNxrJlywBzdOKHH37ISy+9RP/+/WnSpAnffPMNJ06cYO7cudf14orM+YumPIuIiIiIiIiIlBKd6waz8MmOtKlelsS0TJ76cRv/9/MOTYG+ij/2RrN0zylcrZZiXYjlYvlKKKalpbF582a6d++e04DVSvfu3Vm7dm2e2khKSiI9PZ2yZc1iJocPHyYqKipXm/7+/oSHh1+xzdTUVOLi4nJ92VX2CEUlFEVERERERESkdKng78n3D4XzZNdaWCzw48Zj9P/0Lw6cind0aE4nJT2TV+aZhVge7FCdWsFlHBxR4chXQvHMmTNkZmYSEhKS6/GQkBCioqLy1MYLL7xAWFhYdgIx67j8tDl+/Hj8/f2zvypXrpyfl3H9NEJRREREREREREoxVxcro3vUZfoD4QSV8WBfdDy3fPIXP2+OdHRoTuXLPw8RcS6JED8PnuhW29HhFBq7Vnl+8803+fHHH5kzZw6enp4FbmfMmDHExsZmfx07dqwQo7yGlFhIiTG3A6rY77wiIiIiIiIiIk6mQ+0gFj7VgXY1y5Gcnskzs7bz7KztJKVlODo0h4s8n8SEFQcAeLFPA8p4FO9CLBfLV0IxKCgIFxcXoqOjcz0eHR1NhQpXX1Dy3Xff5c033+T333+nSZMm2Y9nHZefNj08PPDz88v1ZTdZoxO9g8CjZAxTFREREREREREpqGBfT6Y/GM7om+pgtcBPmyPp9+lf7Isq3VOgX5v/NynpNsKrl+WWJqGODqdQ5Suh6O7uTsuWLbMLqgDZBVbatm17xePefvttXnvtNRYtWkSrVq1yPVe9enUqVKiQq824uDjWr19/1TYdRusnioiIiIiIiIjk4mK18GS32nz/8A0E+3pw4FQC/SesZsbGCAzDcHR4drfyn9Ms3h2Ni9XCf/s3KhGFWC6W7ynPo0eP5ssvv2TatGns2bOH4cOHk5iYyLBhwwAYMmQIY8aMyd7/rbfe4uWXX2by5MlUq1aNqKgooqKiSEhIAMBisTBq1Chef/115s2bx86dOxkyZAhhYWEMGDCgcF5lYdL6iSIiIiIiIiIil3VDjXIsfKojneqUJyXdxgs/7+TpGdtISC09U6BTMzJ5dd5uAIa2q0bdCr4Ojqjw5Xvy9qBBgzh9+jRjx44lKiqKZs2asWjRouyiKhEREVitOXnKiRMnkpaWxsCBA3O1M27cOF555RUAnn/+eRITE3nkkUeIiYmhQ4cOLFq06LrWWSwyGqEoIiIiIiIiInJFQWU8mDq0NZP+PMh7v//D3G0nWL7vNP2ahjGwZSWaVPIvcSP2Lvb16sMcOpNIUBkPnupecgqxXMxilIBxp3Fxcfj7+xMbG1v06yl+dyfsXwx9P4RWw4r2XCIiIlJq2LU/I0VC30MREZFLbTxyjmdmbifiXFL2Y7WDyzCwZSVubV6RYD8nHEx2HU7GJtP13ZUkp2fy/p1Nua1FJUeHlGf56cvYtcpziaARiiIiIiIiIiIiedK6WlmWP9uZbx8MZ0CzMDxcrew/lcD43/Zyw/hlDJuygYU7T5KakenoUAvF6wv2kJyeSetqgdzavKKjwykyJadetT0YBsREmNtaQ1FERERERERE5JpcrBY61A6iQ+0g/puSzoIdJ/lpcySbj55n+b7TLN93Gn8vN/o3M6dEN65YPKdE/3XgDAt2nMRqgVf7lbxCLBdTQjE/Ek9DehJgAf/Kjo5GRERERERERKRY8fN04+42Vbi7TRUOnU7g5y2R/Lz5OFFxKXyz9ijfrD1K3RBfBrasRP/mYQT7Fo8p0emZNsZdKMRy3w1VaRBWspc/UUIxP7IqPPtVBFd3x8YiIiIiIiIiIlKM1Shfhud61mP0TXX568AZftocyeLdUeyLjueNhXt4c9FeOtcpz8CWlehWPwR3V+dduW/qX0c4cCqBcj7ujO5R19HhFDklFPND6yeKiIiIiIiIiBQqF6uFTnXK06lOeWKT05m/4wQ/bY5ka0QMy/aeYtneUwR6u9G/WUUGtqxEwzA/p5pOHB2XwodL/wHghV718Pdyc3BERU8Jxfw4f8S81fqJIiIiIiIiIiKFzt/LjcHhVRkcXpUDp8wp0bO3RBIdl8rUNUeYuuYI9SqYU6IHNK9IUBkPR4fM+IV7SEzLpFnlAAa2LD5Vna+H844VdUYaoSgiIiIiIiIiYhe1gsvwQq96rPm/bkwd1pq+TUJxd7WyNyqe1xfs4Yb/LeOhaZtYtCuKtAybQ2Jcf+gsc7edwGKB1/o3wmp1npGTRUkjFPMjaw1FjVAUEREREREREbELF6uFznWD6Vw3mNikdH7dcYJZmyPZfiyGpXuiWbonmrI+7tlVohuG+dslroyLCrHc3aYKjSvZ57zOQAnF/NAIRRERERERERERh/H3duPeG6py7w1V2R8dz09bIpm95Tin41OZ8tcRpvx1BDcXC15uLni7u+Lt7oK3hwvebq54ubuY97Med3e5wmOu+GQ/l/O4t7srLheNQJy+7ih7o+IJ8HbjuVJQiOViSijmlS0TYiPNbY1QFBERERERERFxqNohvozpXZ/netRl1YEz/LQpkiV/R5OWaSM9M4O4lIxCP6e7q9VMLrq5cCYxDYDne9Yj0Me90M/lzJRQzKu442DLABd38A11dDQiIiIiIiIiIgK4uljpUjeYLnWDSU7LJCY5jcTUTJLTMklKyyApPZOkVHM7OT2TpLQLX6nmc9n7peU8l5yWQWJaznM2wzxXWoaNtAwbMaQD0LRyAINaV3bgq3cMJRTzqkwIPPQHJJ4Gq2rZiIiIiIiIiIg4Gy93F7zcvQq1TcMwSM2wXUg2ZlxIMmaSkp5JgzC/XNOgSwslFPPK1QMqtXR0FCIiIiIiIiIiYkcWiwVPNxc83VwoW8qmNl+JhtqJiIiIiIiIiIhInimhKCIiIiIiIiIiInmmhKKIiIiIiIiIiIjkmRKKIiIiIiIiIiIikmdKKIqIiIiIiIiIiEieKaEoIiIiIiIiIiIieaaEooiIiIiIiIiIiOSZEooiIiIiIiIiIiKSZ0ooioiIiIiIiIiISJ4poSgiIiIiIiIiIiJ5poSiiIiIiIiIiIiI5JkSiiIiIiIiIiIiIpJnSiiKiIiIiIiIiIhInimhKCIiIiIiIiIiInnm6ugACoNhGADExcU5OBIRERGRgsnqx2T1a6T4UZ9UREREirP89EdLREIxPj4egMqVKzs4EhEREZHrEx8fj7+/v6PDkAJQn1RERERKgrz0Ry1GCfgY3GazceLECXx9fbFYLI4Ox2Hi4uKoXLkyx44dw8/Pz9HhOJyuRw5di9x0PXLoWuSm65FD1yKHva6FYRjEx8cTFhaG1apVaYoj9UlN+v2RQ9ciN12PHLoWOXQtctP1yKFrkZs9rkd++qMlYoSi1WqlUqVKjg7Dafj5+emH7SK6Hjl0LXLT9ciha5GbrkcOXYsc9rgWGplYvKlPmpt+f+TQtchN1yOHrkUOXYvcdD1y6FrkVtTXI6/9UX38LSIiIiIiIiIiInmmhKKIiIiIiIiIiIjkmRKKJYiHhwfjxo3Dw8PD0aE4BV2PHLoWuel65NC1yE3XI4euRQ5dC5H80c9MDl2L3HQ9cuha5NC1yE3XI4euRW7Odj1KRFEWERERERERERERsQ+NUBQREREREREREZE8U0JRRERERERERERE8kwJRREREREREREREckzJRRFREREREREREQkz5RQLCbGjx9P69at8fX1JTg4mAEDBrBv376rHjN16lQsFkuuL09PTztFXLReeeWVS15bvXr1rnrMrFmzqFevHp6enjRu3JiFCxfaKdqiVa1atUuuhcVi4fHHH7/s/iXtffHnn39yyy23EBYWhsViYe7cubmeNwyDsWPHEhoaipeXF927d2f//v3XbHfChAlUq1YNT09PwsPD2bBhQxG9gsJztWuRnp7OCy+8QOPGjfHx8SEsLIwhQ4Zw4sSJq7ZZkJ81Z3Gt98bQoUMveW29evW6Zrsl7b0BXPZ3iMVi4Z133rlim8X1vZGXv6cpKSk8/vjjlCtXjjJlynD77bcTHR191XYL+rtGpLhRnzSH+qO5leY+qfqjualPmkP90Rzqj+YoKf1RJRSLiZUrV/L444+zbt06lixZQnp6Oj169CAxMfGqx/n5+XHy5Mnsr6NHj9op4qLXsGHDXK9t9erVV9x3zZo13H333Tz44INs3bqVAQMGMGDAAHbt2mXHiIvGxo0bc12HJUuWAHDHHXdc8ZiS9L5ITEykadOmTJgw4bLPv/3223z88cdMmjSJ9evX4+PjQ8+ePUlJSblimzNmzGD06NGMGzeOLVu20LRpU3r27MmpU6eK6mUUiqtdi6SkJLZs2cLLL7/Mli1bmD17Nvv27aNfv37XbDc/P2vO5FrvDYBevXrlem0//PDDVdssie8NINc1OHnyJJMnT8ZisXD77bdftd3i+N7Iy9/Tp59+ml9//ZVZs2axcuVKTpw4wW233XbVdgvyu0akOFKfNDf1R3OU5j6p+qO5qU+aQ/3RHOqP5igx/VFDiqVTp04ZgLFy5cor7jNlyhTD39/ffkHZ0bhx44ymTZvmef8777zT6NOnT67HwsPDjUcffbSQI3O8p556yqhZs6Zhs9ku+3xJfl8Axpw5c7Lv22w2o0KFCsY777yT/VhMTIzh4eFh/PDDD1dsp02bNsbjjz+efT8zM9MICwszxo8fXyRxF4V/X4vL2bBhgwEYR48eveI++f1Zc1aXux7333+/0b9//3y1U1reG/379ze6du161X1Kynvj339PY2JiDDc3N2PWrFnZ++zZs8cAjLVr1162jYL+rhEpCUpzn1T90asrrX1S9UdzU580h/qjOdQfza249kc1QrGYio2NBaBs2bJX3S8hIYGqVatSuXJl+vfvz+7du+0Rnl3s37+fsLAwatSoweDBg4mIiLjivmvXrqV79+65HuvZsydr164t6jDtKi0tjW+//ZYHHngAi8Vyxf1K8vviYocPHyYqKirX997f35/w8PArfu/T0tLYvHlzrmOsVivdu3cvce+X2NhYLBYLAQEBV90vPz9rxc2KFSsIDg6mbt26DB8+nLNnz15x39Ly3oiOjmbBggU8+OCD19y3JLw3/v33dPPmzaSnp+f6PterV48qVapc8ftckN81IiVFae+Tqj96eeqT5lB/9NpKe59U/dFLqT9aPPqjSigWQzabjVGjRtG+fXsaNWp0xf3q1q3L5MmT+eWXX/j222+x2Wy0a9eOyMhIO0ZbNMLDw5k6dSqLFi1i4sSJHD58mI4dOxIfH3/Z/aOioggJCcn1WEhICFFRUfYI127mzp1LTEwMQ4cOveI+Jfl98W9Z39/8fO/PnDlDZmZmiX+/pKSk8MILL3D33Xfj5+d3xf3y+7NWnPTq1YtvvvmGZcuW8dZbb7Fy5Up69+5NZmbmZfcvLe+NadOm4evre80pFSXhvXG5v6dRUVG4u7tf8k/N1b7PBfldI1ISlPY+qfqjV6Y+aQ71R6+utPdJ1R+9PPVHi0d/1LVIWpUi9fjjj7Nr165rrg3Qtm1b2rZtm32/Xbt21K9fn88//5zXXnutqMMsUr17987ebtKkCeHh4VStWpWZM2fm6VOMkurrr7+md+/ehIWFXXGfkvy+kLxJT0/nzjvvxDAMJk6ceNV9S/LP2l133ZW93bhxY5o0aULNmjVZsWIF3bp1c2BkjjV58mQGDx58zYXxS8J7I69/T0Xk8kp7n7Qk/B4sKuqTSl6oT6r+6JWoP1o8aIRiMTNy5Ejmz5/P8uXLqVSpUr6OdXNzo3nz5hw4cKCIonOcgIAA6tSpc8XXVqFChUsqIkVHR1OhQgV7hGcXR48eZenSpTz00EP5Oq4kvy+yvr/5+d4HBQXh4uJSYt8vWR23o0ePsmTJkqt+Enw51/pZK85q1KhBUFDQFV9bSX9vAKxatYp9+/bl+/cIFL/3xpX+nlaoUIG0tDRiYmJy7X+173NBfteIFHfqk15K/VGT+qS5qT96eeqTXp76o+qPQvHpjyqhWEwYhsHIkSOZM2cOf/zxB9WrV893G5mZmezcuZPQ0NAiiNCxEhISOHjw4BVfW9u2bVm2bFmux5YsWZLrU9HibsqUKQQHB9OnT598HVeS3xfVq1enQoUKub73cXFxrF+//orfe3d3d1q2bJnrGJvNxrJly4r9+yWr47Z//36WLl1KuXLl8t3GtX7WirPIyEjOnj17xddWkt8bWb7++mtatmxJ06ZN831scXlvXOvvacuWLXFzc8v1fd63bx8RERFX/D4X5HeNSHGlPumVqT9qUp80N/VHL6U+6ZWpP6r+KBSj/miRlHqRQjd8+HDD39/fWLFihXHy5Mnsr6SkpOx97rvvPuP//u//su+/+uqrxuLFi42DBw8amzdvNu666y7D09PT2L17tyNeQqF65plnjBUrVhiHDx82/vrrL6N79+5GUFCQcerUKcMwLr0Wf/31l+Hq6mq8++67xp49e4xx48YZbm5uxs6dOx31EgpVZmamUaVKFeOFF1645LmS/r6Ij483tm7damzdutUAjPfff9/YunVrdpW4N9980wgICDB++eUXY8eOHUb//v2N6tWrG8nJydltdO3a1fjkk0+y7//444+Gh4eHMXXqVOPvv/82HnnkESMgIMCIioqy++vLj6tdi7S0NKNfv35GpUqVjG3btuX6PZKamprdxr+vxbV+1pzZ1a5HfHy88eyzzxpr1641Dh8+bCxdutRo0aKFUbt2bSMlJSW7jdLw3sgSGxtreHt7GxMnTrxsGyXlvZGXv6ePPfaYUaVKFeOPP/4wNm3aZLRt29Zo27Ztrnbq1q1rzJ49O/t+Xn7XiJQE6pPmUH/0UqW1T6r+aG7qk+ZQfzSH+qM5Skp/VAnFYgK47NeUKVOy97nxxhuN+++/P/v+qFGjjCpVqhju7u5GSEiIcfPNNxtbtmyxf/BFYNCgQUZoaKjh7u5uVKxY0Rg0aJBx4MCB7Of/fS0MwzBmzpxp1KlTx3B3dzcaNmxoLFiwwM5RF53FixcbgLFv375Lnivp74vly5df9mcj6zXbbDbj5ZdfNkJCQgwPDw+jW7dul1ynqlWrGuPGjcv12CeffJJ9ndq0aWOsW7fOTq+o4K52LQ4fPnzF3yPLly/PbuPf1+JaP2vO7GrXIykpyejRo4dRvnx5w83Nzahatarx8MMPX9IRKw3vjSyff/654eXlZcTExFy2jZLy3sjL39Pk5GRjxIgRRmBgoOHt7W3ceuutxsmTJy9p5+Jj8vK7RqQkUJ80h/qjlyqtfVL1R3NTnzSH+qM51B/NUVL6o5YLQYiIiIiIiIiIiIhck9ZQFBERERERERERkTxTQlFERERERERERETyTAlFERERERERERERyTMlFEVERERERERERCTPlFAUERERERERERGRPFNCUURERERERERERPJMCUURERERERERERHJMyUURUREREREREREJM+UUBQRKUIWi4W5c+c6OgwRERERKcXUJxWRwqaEooiUWEOHDsVisVzy1atXL0eHJiIiIiKlhPqkIlISuTo6ABGRotSrVy+mTJmS6zEPDw8HRSMiIiIipZH6pCJS0miEooiUaB4eHlSoUCHXV2BgIGBO/Zg4cSK9e/fGy8uLGjVq8NNPP+U6fufOnXTt2hUvLy/KlSvHI488QkJCQq59Jk+eTMOGDfHw8CA0NJSRI0fmev7MmTPceuuteHt7U7t2bebNm1e0L1pEREREnIr6pCJS0iihKCKl2ssvv8ztt9/O9u3bGTx4MHfddRd79uwBIDExkZ49exIYGMjGjRuZNWsWS5cuzdU5mzhxIo8//jiPPPIIO3fuZN68edSqVSvXOV599VXuvPNOduzYwc0338zgwYM5d+6cXV+niIiIiDgv9UlFpNgxRERKqPvvv99wcXExfHx8cn298cYbhmEYBmA89thjuY4JDw83hg8fbhiGYXzxxRdGYGCgkZCQkP38ggULDKvVakRFRRmGYRhhYWHGiy++eMUYAOOll17Kvp+QkGAAxm+//VZor1NEREREnJf6pCJSEmkNRREp0bp06cLEiRNzPVa2bNns7bZt2+Z6rm3btmzbtg2APXv20LRpU3x8fLKfb9++PTabjX379mGxWDhx4gTdunW7agxNmjTJ3vbx8cHPz49Tp04V9CWJiIiISDGjPqmIlDRKKIpIiebj43PJdI/C4uXllaf93Nzcct23WCzYbLaiCElEREREnJD6pCJS0mgNRREp1datW3fJ/fr16wNQv359tm/fTmJiYvbzf/31F1arlbp16+Lr60u1atVYtmyZXWMWERERkZJFfVIRKW40QlFESrTU1FSioqJyPebq6kpQUBAAs2bNolWrVnTo0IHvvvuODRs28PXXXwMwePBgxo0bx/33388rr7zC6dOneeKJJ7jvvvsICQkB4JVXXuGxxx4jODiY3r17Ex8fz19//cUTTzxh3xcqIiIiIk5LfVIRKWmUUBSREm3RokWEhobmeqxu3brs3bsXMKvd/fjjj4wYMYLQ0FB++OEHGjRoAIC3tzeLFy/mqaeeonXr1nh7e3P77bfz/vvvZ7d1//33k5KSwgcffMCzzz5LUFAQAwcOtN8LFBERERGnpz6piJQ0FsMwDEcHISLiCBaLhTlz5jBgwABHhyIiIiIipZT6pCJSHGkNRREREREREREREckzJRRFREREREREREQkzzTlWURERERERERERPJMIxRFREREREREREQkz5RQFBERERERERERkTxTQlFERERERERERETyTAlFERERERERERERyTMlFEVERERERERERCTPlFAUERERERERERGRPFNCUURERERERERERPJMCUURERERERERERHJs/8HPnPD1FRRdX4AAAAASUVORK5CYII=\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "overfit indicated with gradient problem" ], "metadata": { "id": "KACyJxRnHXTU" } }, { "cell_type": "code", "source": [ "# Sequential base evaluation\n", "print(\"Evaluate on test data\")\n", "results = model.evaluate(test_images)\n", "print(f'Test Loss : {results[0]:.4f}')\n", "print(f'Test Accuracy : {results[1]:.4f}')\n", "print('')" ], "metadata": { "id": "paTlW4RjHb20", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "9245f2ba-603d-45a3-be82-f24537bb6aeb" }, "execution_count": 58, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Evaluate on test data\n", "20/20 [==============================] - 6s 280ms/step - loss: 0.9775 - accuracy: 0.5206\n", "Test Loss : 0.9775\n", "Test Accuracy : 0.5206\n", "\n" ] } ] }, { "cell_type": "markdown", "source": [ "#### Tuning with-Normalization" ], "metadata": { "id": "yh9lIU2HTZHm" } }, { "cell_type": "code", "source": [ "model_tune = tf.keras.models.Sequential([\n", " tf.keras.layers.Conv2D(16, (3, 3), activation='relu', input_shape=input_shape),\n", " tf.keras.layers.BatchNormalization(),\n", " tf.keras.layers.MaxPooling2D(pool_size=(5, 5)),\n", " tf.keras.layers.Conv2D(32, (5, 5), activation='relu'),\n", " tf.keras.layers.BatchNormalization(),\n", " tf.keras.layers.MaxPooling2D(pool_size=(3, 3)),\n", " tf.keras.layers.Conv2D(64, (3, 3), activation='relu'),\n", " tf.keras.layers.BatchNormalization(),\n", " tf.keras.layers.MaxPooling2D(pool_size=(2, 2)),\n", " tf.keras.layers.Flatten(),\n", " tf.keras.layers.Dense(64, activation='relu'),\n", " tf.keras.layers.Dropout(0.2),\n", " tf.keras.layers.Dense(64, activation='relu'),\n", " tf.keras.layers.Dropout(0.2),\n", " tf.keras.layers.Dense(32, activation='relu'),\n", " tf.keras.layers.Dropout(0.2),\n", " tf.keras.layers.Dense(4, activation='softmax')\n", "])\n", "\n", "model_tune.summary()" ], "metadata": { "id": "Ixa0GcEZl6yi", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "d2851a73-d894-4f1e-9455-cc809f3e0ac4" }, "execution_count": 59, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Model: \"sequential_1\"\n", "_________________________________________________________________\n", " Layer (type) Output Shape Param # \n", "=================================================================\n", " conv2d_3 (Conv2D) (None, 222, 222, 16) 448 \n", " \n", " batch_normalization (BatchN (None, 222, 222, 16) 64 \n", " ormalization) \n", " \n", " max_pooling2d_3 (MaxPooling (None, 44, 44, 16) 0 \n", " 2D) \n", " \n", " conv2d_4 (Conv2D) (None, 40, 40, 32) 12832 \n", " \n", " batch_normalization_1 (Batc (None, 40, 40, 32) 128 \n", " hNormalization) \n", " \n", " max_pooling2d_4 (MaxPooling (None, 13, 13, 32) 0 \n", " 2D) \n", " \n", " conv2d_5 (Conv2D) (None, 11, 11, 64) 18496 \n", " \n", " batch_normalization_2 (Batc (None, 11, 11, 64) 256 \n", " hNormalization) \n", " \n", " max_pooling2d_5 (MaxPooling (None, 5, 5, 64) 0 \n", " 2D) \n", " \n", " flatten_1 (Flatten) (None, 1600) 0 \n", " \n", " dense_4 (Dense) (None, 64) 102464 \n", " \n", " dropout_3 (Dropout) (None, 64) 0 \n", " \n", " dense_5 (Dense) (None, 64) 4160 \n", " \n", " dropout_4 (Dropout) (None, 64) 0 \n", " \n", " dense_6 (Dense) (None, 32) 2080 \n", " \n", " dropout_5 (Dropout) (None, 32) 0 \n", " \n", " dense_7 (Dense) (None, 4) 132 \n", " \n", "=================================================================\n", "Total params: 141,060\n", "Trainable params: 140,836\n", "Non-trainable params: 224\n", "_________________________________________________________________\n" ] } ] }, { "cell_type": "code", "source": [ "# optimizer_tune\n", "model_tune.compile(optimizer='RMSprop', loss='categorical_crossentropy', metrics=[\"accuracy\"])\n", "\n", "callback = tf.keras.callbacks.EarlyStopping(monitor='accuracy', patience=4)\n", "\n", "history_tune = model_tune.fit(train_images, validation_data=val_images, epochs=20, callbacks=callback)" ], "metadata": { "id": "oor8aIsQUgSK", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "a56e41b5-06de-481f-c72e-f79e86dd329b" }, "execution_count": 60, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Epoch 1/20\n", "38/38 [==============================] - 17s 342ms/step - loss: 1.3950 - accuracy: 0.3960 - val_loss: 1.3129 - val_accuracy: 0.3056\n", "Epoch 2/20\n", "38/38 [==============================] - 11s 292ms/step - loss: 1.2906 - accuracy: 0.4276 - val_loss: 1.4495 - val_accuracy: 0.2361\n", "Epoch 3/20\n", "38/38 [==============================] - 11s 284ms/step - loss: 1.1845 - accuracy: 0.4592 - val_loss: 1.4612 - val_accuracy: 0.2361\n", "Epoch 4/20\n", "38/38 [==============================] - 10s 263ms/step - loss: 1.1360 - accuracy: 0.4759 - val_loss: 1.7825 - val_accuracy: 0.2083\n", "Epoch 5/20\n", "38/38 [==============================] - 13s 334ms/step - loss: 1.0830 - accuracy: 0.4992 - val_loss: 1.4910 - val_accuracy: 0.2361\n", "Epoch 6/20\n", "38/38 [==============================] - 11s 287ms/step - loss: 1.0913 - accuracy: 0.5025 - val_loss: 1.4526 - val_accuracy: 0.3056\n", "Epoch 7/20\n", "38/38 [==============================] - 11s 293ms/step - loss: 1.0373 - accuracy: 0.5408 - val_loss: 1.4443 - val_accuracy: 0.3750\n", "Epoch 8/20\n", "38/38 [==============================] - 11s 292ms/step - loss: 0.9748 - accuracy: 0.5358 - val_loss: 1.3976 - val_accuracy: 0.3472\n", "Epoch 9/20\n", "38/38 [==============================] - 11s 291ms/step - loss: 1.0166 - accuracy: 0.5507 - val_loss: 1.5198 - val_accuracy: 0.3056\n", "Epoch 10/20\n", "38/38 [==============================] - 11s 289ms/step - loss: 0.9570 - accuracy: 0.5691 - val_loss: 1.3949 - val_accuracy: 0.3889\n", "Epoch 11/20\n", "38/38 [==============================] - 11s 298ms/step - loss: 0.8984 - accuracy: 0.5973 - val_loss: 1.5503 - val_accuracy: 0.2778\n", "Epoch 12/20\n", "38/38 [==============================] - 11s 295ms/step - loss: 0.9642 - accuracy: 0.5724 - val_loss: 1.2956 - val_accuracy: 0.3611\n", "Epoch 13/20\n", "38/38 [==============================] - 11s 296ms/step - loss: 0.9120 - accuracy: 0.6023 - val_loss: 1.0838 - val_accuracy: 0.4722\n", "Epoch 14/20\n", "38/38 [==============================] - 11s 299ms/step - loss: 0.8758 - accuracy: 0.6023 - val_loss: 0.9123 - val_accuracy: 0.5278\n", "Epoch 15/20\n", "38/38 [==============================] - 11s 297ms/step - loss: 0.8120 - accuracy: 0.6439 - val_loss: 1.0065 - val_accuracy: 0.5139\n", "Epoch 16/20\n", "38/38 [==============================] - 12s 317ms/step - loss: 0.8664 - accuracy: 0.6256 - val_loss: 1.0340 - val_accuracy: 0.5139\n", "Epoch 17/20\n", "38/38 [==============================] - 11s 290ms/step - loss: 0.8191 - accuracy: 0.6506 - val_loss: 1.1426 - val_accuracy: 0.4583\n", "Epoch 18/20\n", "38/38 [==============================] - 11s 295ms/step - loss: 0.7789 - accuracy: 0.6589 - val_loss: 1.0428 - val_accuracy: 0.4722\n", "Epoch 19/20\n", "38/38 [==============================] - 11s 294ms/step - loss: 0.8412 - accuracy: 0.6473 - val_loss: 1.0076 - val_accuracy: 0.5833\n", "Epoch 20/20\n", "38/38 [==============================] - 11s 294ms/step - loss: 0.7784 - accuracy: 0.6389 - val_loss: 0.9148 - val_accuracy: 0.5417\n" ] } ] }, { "cell_type": "code", "source": [ "epochs=20\n", "\n", "fig, ax = plt.subplots(ncols=2,figsize=(16,5))\n", "ax[0].plot(range(1,epochs+1),history_tune.history['accuracy'],label='Training')\n", "ax[0].plot(range(1,epochs+1),history_tune.history['val_accuracy'],label='Test')\n", "ax[0].set_title('Accuracy')\n", "ax[0].set_xlabel('Epoch')\n", "ax[0].legend()\n", "\n", "ax[1].plot(range(1,epochs+1),history_tune.history['loss'],label='Training')\n", "ax[1].plot(range(1,epochs+1),history_tune.history['val_loss'],label='Test')\n", "ax[1].set_title('Loss')\n", "ax[1].set_xlabel('Epoch')\n", "ax[1].legend()\n", "\n", "plt.show()" ], "metadata": { "id": "R1qr6hYXXH7N", "colab": { "base_uri": "https://localhost:8080/", "height": 387 }, "outputId": "7f07203f-4487-43e8-b66e-1b6676a8aea1" }, "execution_count": 61, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "# Sequential tune evaluation\n", "print(\"Evaluate on test data\")\n", "results = model_tune.evaluate(test_images)\n", "print(f'Test Loss : {results[0]:.4f}')\n", "print(f'Test Accuracy : {results[1]:.4f}')\n", "print('')" ], "metadata": { "id": "370xkemoXKD2", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "ff098493-1b15-40cb-ea07-ef337111ca47" }, "execution_count": 62, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Evaluate on test data\n", "20/20 [==============================] - 6s 299ms/step - loss: 0.9369 - accuracy: 0.5048\n", "Test Loss : 0.9369\n", "Test Accuracy : 0.5048\n", "\n" ] } ] }, { "cell_type": "code", "source": [ "pred = model_tune.predict(test_images)\n", "pred = np.argmax(pred, axis=1)\n", "\n", "labels = train_images.class_indices\n", "labels = dict((v,k) for k, v in labels.items())\n", "\n", "print(labels)\n", "print(pred)" ], "metadata": { "id": "zNKBOPHNFz6q", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "2516c1bf-44e8-435b-8359-6b30cb8d4fbd" }, "execution_count": 63, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "20/20 [==============================] - 6s 267ms/step\n", "{0: 'adenocarcinoma', 1: 'large.cell.carcinoma', 2: 'normal', 3: 'squamous.cell.carcinoma'}\n", "[0 1 1 0 3 0 0 0 0 3 1 2 1 1 1 2 2 0 3 1 0 0 3 1 0 3 0 0 0 0 0 1 1 1 3 3 1\n", " 1 0 0 2 3 0 0 1 0 1 2 2 1 0 0 2 1 1 0 3 0 0 2 0 2 0 2 0 1 1 0 1 1 1 3 2 0\n", " 3 0 1 0 0 1 3 3 0 3 0 3 0 2 3 0 0 0 1 2 0 3 0 1 0 2 0 1 1 1 2 3 3 1 0 0 0\n", " 2 1 3 0 0 1 0 0 1 0 0 1 2 0 3 2 1 0 1 2 0 3 2 0 1 0 1 2 0 3 0 0 3 2 0 0 2\n", " 0 0 0 2 2 2 1 0 1 2 0 3 0 1 1 0 3 0 3 1 1 0 2 0 0 3 2 1 1 1 0 0 0 1 0 2 1\n", " 0 0 3 0 2 0 0 3 3 1 0 3 1 2 1 0 3 0 2 0 0 2 0 1 0 1 1 2 1 0 0 1 1 1 3 0 1\n", " 1 2 0 0 0 0 0 2 0 1 1 0 0 3 1 0 3 0 0 3 1 0 1 1 1 1 3 0 0 2 2 1 3 0 3 3 2\n", " 3 0 1 2 0 1 1 0 1 0 2 3 1 1 1 0 0 0 0 3 1 0 1 0 3 1 1 2 2 3 2 3 0 0 0 0 1\n", " 0 0 2 0 0 3 1 1 0 3 2 1 0 1 2 1 1 3 0]\n" ] } ] }, { "cell_type": "code", "source": [ "y_pred = [labels[k] for k in pred]\n", "\n", "# Generate classification report\n", "report = classification_report(test_df.label, y_pred)\n", "print(report)\n", "print('--------------------------------')\n", "\n", "# Generate confusion matrix\n", "matrix = confusion_matrix(test_df.label, y_pred)\n", "print(matrix)\n", "print('--------------------------------')\n", "\n", "# Visualize confusion matrix\n", "plt.figure(figsize=(8, 6))\n", "sns.heatmap(matrix, annot=True, fmt='d', cmap='Blues', cbar=False)\n", "plt.xlabel('Predicted Labels')\n", "plt.ylabel('True Labels')\n", "plt.title('Confusion Matrix')\n", "plt.show()\n", "\n" ], "metadata": { "id": "IftWuXe2F2wx", "colab": { "base_uri": "https://localhost:8080/", "height": 853 }, "outputId": "4b116de2-49ac-4a32-ecd4-06bf243ab1f4" }, "execution_count": 64, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " precision recall f1-score support\n", "\n", " adenocarcinoma 0.48 0.52 0.50 120\n", " large.cell.carcinoma 0.39 0.69 0.50 51\n", " normal 0.98 0.87 0.92 54\n", "squamous.cell.carcinoma 0.58 0.32 0.41 90\n", "\n", " accuracy 0.55 315\n", " macro avg 0.61 0.60 0.58 315\n", " weighted avg 0.58 0.55 0.55 315\n", "\n", "--------------------------------\n", "[[62 40 1 17]\n", " [12 35 0 4]\n", " [ 3 4 47 0]\n", " [51 10 0 29]]\n", "--------------------------------\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "#### Transfer Learning" ], "metadata": { "id": "qZupQ0qjW5pB" } }, { "cell_type": "code", "source": [ "callbacks2 = [\n", " EarlyStopping(monitor='val_loss', patience= 3),\n", " ModelCheckpoint('model_best2.hdf5', monitor='val_loss', save_best_only=True)\n", "]\n", "from tensorflow.keras.applications.inception_v3 import InceptionV3\n", "\n", "pretrained_model = tf.keras.applications.InceptionV3(include_top=False, \n", " input_shape=input_shape,pooling='avg')\n", "pretrained_model.trainable = False" ], "metadata": { "id": "JFZaEf-8W42V", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "fa06e2f1-1abe-4414-f24a-3f3b9fbc2b0a" }, "execution_count": 65, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/inception_v3/inception_v3_weights_tf_dim_ordering_tf_kernels_notop.h5\n", "87910968/87910968 [==============================] - 0s 0us/step\n" ] } ] }, { "cell_type": "code", "source": [ "model_tf= Sequential()\n", "model_tf.add(pretrained_model)\n", "\n", "#fully connected layer\n", "model_tf.add(Flatten())\n", "model_tf.add(Dense(64, activation='relu')),\n", "model_tf.add(Dense(units=4,activation='softmax'))" ], "metadata": { "id": "1LMU0krHY4iH" }, "execution_count": 66, "outputs": [] }, { "cell_type": "code", "source": [ "model_tf.compile(optimizer='adam', loss='categorical_crossentropy',\n", " metrics=['accuracy'])" ], "metadata": { "id": "1ybbR0rGZDcZ" }, "execution_count": 67, "outputs": [] }, { "cell_type": "code", "source": [ "model_tf.summary()" ], "metadata": { "id": "ratSwlS-ZIiN", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "6e7adc2a-8f9a-4810-e8cc-d9660bef6457" }, "execution_count": 68, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Model: \"sequential_2\"\n", "_________________________________________________________________\n", " Layer (type) Output Shape Param # \n", "=================================================================\n", " inception_v3 (Functional) (None, 2048) 21802784 \n", " \n", " flatten_2 (Flatten) (None, 2048) 0 \n", " \n", " dense_8 (Dense) (None, 64) 131136 \n", " \n", " dense_9 (Dense) (None, 4) 260 \n", " \n", "=================================================================\n", "Total params: 21,934,180\n", "Trainable params: 131,396\n", "Non-trainable params: 21,802,784\n", "_________________________________________________________________\n" ] } ] }, { "cell_type": "code", "source": [ "epochs= 20\n", "history_tf= model_tf.fit(\n", " train_images,\n", " validation_data= val_images,\n", " epochs=epochs\n", ")" ], "metadata": { "id": "WfkOBu56ZLDm", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "f6736270-0a64-42bf-a966-7260576f8de2" }, "execution_count": 69, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Epoch 1/20\n", "38/38 [==============================] - 21s 403ms/step - loss: 1.2761 - accuracy: 0.4459 - val_loss: 0.9931 - val_accuracy: 0.5417\n", "Epoch 2/20\n", "38/38 [==============================] - 12s 314ms/step - loss: 0.9108 - accuracy: 0.5857 - val_loss: 0.9935 - val_accuracy: 0.5694\n", "Epoch 3/20\n", "38/38 [==============================] - 13s 330ms/step - loss: 0.8326 - accuracy: 0.6156 - val_loss: 0.8906 - val_accuracy: 0.6111\n", "Epoch 4/20\n", "38/38 [==============================] - 11s 298ms/step - loss: 0.7587 - accuracy: 0.6389 - val_loss: 0.9277 - val_accuracy: 0.5972\n", "Epoch 5/20\n", "38/38 [==============================] - 14s 359ms/step - loss: 0.7120 - accuracy: 0.7072 - val_loss: 0.9528 - val_accuracy: 0.5139\n", "Epoch 6/20\n", "38/38 [==============================] - 12s 315ms/step - loss: 0.6678 - accuracy: 0.7072 - val_loss: 0.9711 - val_accuracy: 0.5417\n", "Epoch 7/20\n", "38/38 [==============================] - 12s 305ms/step - loss: 0.6657 - accuracy: 0.7288 - val_loss: 0.9419 - val_accuracy: 0.5139\n", "Epoch 8/20\n", "38/38 [==============================] - 12s 316ms/step - loss: 0.6389 - accuracy: 0.7321 - val_loss: 0.9259 - val_accuracy: 0.5833\n", "Epoch 9/20\n", "38/38 [==============================] - 12s 313ms/step - loss: 0.6062 - accuracy: 0.7404 - val_loss: 1.2244 - val_accuracy: 0.5139\n", "Epoch 10/20\n", "38/38 [==============================] - 12s 315ms/step - loss: 0.5925 - accuracy: 0.7504 - val_loss: 0.8122 - val_accuracy: 0.6111\n", "Epoch 11/20\n", "38/38 [==============================] - 12s 313ms/step - loss: 0.5721 - accuracy: 0.7504 - val_loss: 0.8514 - val_accuracy: 0.6111\n", "Epoch 12/20\n", "38/38 [==============================] - 12s 306ms/step - loss: 0.5618 - accuracy: 0.7671 - val_loss: 0.8097 - val_accuracy: 0.5833\n", "Epoch 13/20\n", "38/38 [==============================] - 12s 305ms/step - loss: 0.5289 - accuracy: 0.7804 - val_loss: 0.8954 - val_accuracy: 0.5972\n", "Epoch 14/20\n", "38/38 [==============================] - 12s 316ms/step - loss: 0.5166 - accuracy: 0.7903 - val_loss: 0.8622 - val_accuracy: 0.5972\n", "Epoch 15/20\n", "38/38 [==============================] - 12s 314ms/step - loss: 0.5488 - accuracy: 0.7720 - val_loss: 0.8967 - val_accuracy: 0.6389\n", "Epoch 16/20\n", "38/38 [==============================] - 12s 313ms/step - loss: 0.5320 - accuracy: 0.7837 - val_loss: 0.9718 - val_accuracy: 0.5556\n", "Epoch 17/20\n", "38/38 [==============================] - 12s 316ms/step - loss: 0.4907 - accuracy: 0.7987 - val_loss: 1.0955 - val_accuracy: 0.6111\n", "Epoch 18/20\n", "38/38 [==============================] - 12s 316ms/step - loss: 0.5054 - accuracy: 0.7970 - val_loss: 0.9156 - val_accuracy: 0.6250\n", "Epoch 19/20\n", "38/38 [==============================] - 12s 313ms/step - loss: 0.4496 - accuracy: 0.8136 - val_loss: 0.9866 - val_accuracy: 0.5972\n", "Epoch 20/20\n", "38/38 [==============================] - 12s 312ms/step - loss: 0.4878 - accuracy: 0.8003 - val_loss: 1.1761 - val_accuracy: 0.5972\n" ] } ] }, { "cell_type": "code", "source": [ "acc = history_tf.history['accuracy']\n", "val_acc = history_tf.history['val_accuracy']\n", "\n", "loss = history_tf.history['loss']\n", "val_loss = history_tf.history['val_loss']\n", "\n", "epochs_range = range(epochs)\n", "\n", "plt.figure(figsize=(12, 6))\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", "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", "plt.show()" ], "metadata": { "id": "-e3hE6viZQ-1", "colab": { "base_uri": "https://localhost:8080/", "height": 545 }, "outputId": "355eee43-72dc-449c-81b9-f23a87938268" }, "execution_count": 70, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "test_results_tf = model_tf.evaluate(test_images, verbose=0)\n", "print(f'Test Loss : {test_results_tf[0]:.4f}')\n", "print(f'Test Accuracy : {test_results_tf[1]:.4f}')" ], "metadata": { "id": "RVy7UjcubTBd", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "6146d098-8ebf-428f-cdc9-6686814b87ae" }, "execution_count": 71, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Test Loss : 0.9813\n", "Test Accuracy : 0.6032\n" ] } ] }, { "cell_type": "code", "source": [ "pred_tf = model_tf.predict(test_images)\n", "pred_tf = np.argmax(pred_tf, axis=1)\n", "\n", "labels_tf = train_images.class_indices\n", "labels_tf = dict((v,k) for k, v in labels_tf.items())\n", "\n", "print(labels_tf)\n", "print(pred_tf)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "EcokQZUIWoBE", "outputId": "9832b3a9-7729-4da5-a6f3-451bfb3b3437" }, "execution_count": 72, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "20/20 [==============================] - 7s 316ms/step\n", "{0: 'adenocarcinoma', 1: 'large.cell.carcinoma', 2: 'normal', 3: 'squamous.cell.carcinoma'}\n", "[0 3 1 0 3 3 3 3 0 3 1 2 3 3 3 2 2 3 3 3 3 3 3 3 3 3 3 3 1 3 3 3 1 3 3 3 1\n", " 1 3 0 2 0 1 0 0 3 0 2 2 3 0 3 2 3 1 0 3 3 3 2 2 2 3 0 1 1 3 3 3 3 3 0 2 0\n", " 1 2 3 3 3 3 0 3 3 0 3 1 3 2 3 0 3 3 3 2 0 3 3 3 3 2 3 0 3 3 1 3 3 3 0 0 1\n", " 2 3 3 1 0 0 0 3 2 3 1 0 2 3 1 2 1 1 1 2 0 3 2 3 3 3 1 1 3 3 1 3 3 2 3 1 2\n", " 0 3 3 2 2 2 0 3 1 2 1 3 0 3 0 3 3 0 3 0 3 3 2 1 3 3 2 1 3 3 3 3 0 3 1 2 3\n", " 3 3 1 3 2 3 0 0 3 1 3 3 1 2 3 3 3 3 2 2 0 2 3 3 0 0 0 2 3 3 3 2 3 3 3 0 1\n", " 0 2 3 3 3 1 3 2 1 1 0 0 0 3 0 3 3 1 0 3 1 0 2 3 0 3 3 3 3 2 2 3 3 1 3 3 2\n", " 0 0 2 2 3 3 0 3 0 0 2 0 3 3 3 3 1 0 0 3 1 3 3 0 3 3 3 2 2 3 2 1 0 3 3 1 3\n", " 0 3 2 1 0 1 3 3 1 3 2 3 1 3 2 1 3 3 1]\n" ] } ] }, { "cell_type": "code", "source": [ "y_pred_tf = [labels_tf[k] for k in pred_tf]\n", "\n", "# Generate classification report\n", "report_tf = classification_report(test_df.label, y_pred_tf)\n", "print(report)\n", "print('--------------------------------')\n", "\n", "# Generate confusion matrix\n", "matrix_tf = confusion_matrix(test_df.label, y_pred_tf)\n", "print(matrix_tf)\n", "print('--------------------------------')\n", "\n", "# Visualize confusion matrix\n", "plt.figure(figsize=(8, 6))\n", "sns.heatmap(matrix_tf, annot=True, fmt='d', cmap='Blues', cbar=False)\n", "plt.xlabel('Predicted Labels')\n", "plt.ylabel('True Labels')\n", "plt.title('Confusion Matrix')\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 853 }, "id": "eUT1uMSeXFpg", "outputId": "506340b0-7cea-47ad-eb90-da6a867a7bab" }, "execution_count": 73, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " precision recall f1-score support\n", "\n", " adenocarcinoma 0.48 0.52 0.50 120\n", " large.cell.carcinoma 0.39 0.69 0.50 51\n", " normal 0.98 0.87 0.92 54\n", "squamous.cell.carcinoma 0.58 0.32 0.41 90\n", "\n", " accuracy 0.55 315\n", " macro avg 0.61 0.60 0.58 315\n", " weighted avg 0.58 0.55 0.55 315\n", "\n", "--------------------------------\n", "[[44 18 0 58]\n", " [ 4 23 0 24]\n", " [ 3 1 50 0]\n", " [ 8 7 2 73]]\n", "--------------------------------\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "markdown", "source": [ "#### Model Saving" ], "metadata": { "id": "7dVdMSDWmSTJ" } }, { "cell_type": "code", "source": [ "model_tf.save('cnn_model.h5')" ], "metadata": { "id": "EGmOuUecbodq" }, "execution_count": 74, "outputs": [] }, { "cell_type": "code", "source": [], "metadata": { "id": "HHTcMU03YPDO" }, "execution_count": 73, "outputs": [] } ] }