HSC.ipynb

{"cells":[{"cell_type":"code","execution_count":1,"metadata":{},"outputs":[{"name":"stderr","output_type":"stream","text":["D:\\Anaconda3\\envs\\pytorch-gpu\\lib\\site-packages\\numpy\\_distributor_init.py:32: UserWarning: loaded more than 1 DLL from .libs:\n","D:\\Anaconda3\\envs\\pytorch-gpu\\lib\\site-packages\\numpy\\.libs\\libopenblas.GK7GX5KEQ4F6UYO3P26ULGBQYHGQO7J4.gfortran-win_amd64.dll\n","D:\\Anaconda3\\envs\\pytorch-gpu\\lib\\site-packages\\numpy\\.libs\\libopenblas.NOIJJG62EMASZI6NYURL6JBKM4EVBGM7.gfortran-win_amd64.dll\n","  stacklevel=1)\n"]},{"name":"stdout","output_type":"stream","text":["Populating the interactive namespace from numpy and matplotlib\n"]},{"name":"stderr","output_type":"stream","text":["D:\\Anaconda3\\envs\\pytorch-gpu\\lib\\site-packages\\IPython\\core\\magics\\pylab.py:160: UserWarning: pylab import has clobbered these variables: ['random']\n","`%matplotlib` prevents importing * from pylab and numpy\n","  \"\\n`%matplotlib` prevents importing * from pylab and numpy\"\n"]}],"source":["##This is a framework of patch-based hyperspectral classification\n","import os\n","import time\n","import random\n","import spectral\n","import torch\n","import torch.nn as nn\n","import numpy as np\n","from torch.utils.data import Dataset, DataLoader\n","from torchinfo import summary\n","import matplotlib.pyplot as plt\n","import matplotlib.patches as mpts\n","from sklearn.decomposition import PCA\n","from sklearn.model_selection import train_test_split\n","from sklearn.metrics import classification_report,recall_score,cohen_kappa_score,accuracy_score\n","from sklearn.preprocessing import minmax_scale\n","from scipy.io import loadmat\n","from tqdm.notebook import tqdm\n","%pylab inline"]},{"cell_type":"code","execution_count":2,"metadata":{},"outputs":[],"source":["##hypeperameters and experimental settings\n","RANDOM_SEED=666\n","MODEL_NAME = 'CNN1D' ## your model name\n","DATASET = 'PU'  ## PU  IP  SA or your personal dataset\n","TRAIN_RATE = 0.1  ## ratio of training data\n","VAL_RATE = 0.05    ## ratio of valuating data\n","EPOCH = 100    ##number of epoch\n","VAL_EPOCH = 1  ##interval of valuation\n","LR = 0.001    ##learning rate\n","WEIGHT_DECAY = 1e-6  \n","BATCH_SIZE = 64\n","DEVICE = 0  ##-1:CPU  0:cuda 0\n","N_PCA = 15  ## reserved PCA components   0:use origin data\n","NORM = True  ## normalization or not\n","PATCH_SIZE = 1 ## patchsize of input 3D cube   1:only spectral sequence\n","CHECK_POINT = None  ## path of check point model\n","\n","SAVE_PATH = f\"results\\\\{MODEL_NAME}\\\\{DATASET}\"\n","if not os.path.isdir(SAVE_PATH):\n","    os.makedirs(SAVE_PATH)"]},{"cell_type":"code","execution_count":3,"metadata":{},"outputs":[],"source":["## Set random seed for reproduction\n","random.seed(RANDOM_SEED)\n","torch.manual_seed(RANDOM_SEED)\n","torch.cuda.manual_seed(RANDOM_SEED)\n","torch.cuda.manual_seed_all(RANDOM_SEED)\n","np.random.seed(RANDOM_SEED)\n","torch.backends.cudnn.deterministic = True\n","torch.backends.cudnn.benchmark = False"]},{"cell_type":"code","execution_count":4,"metadata":{},"outputs":[],"source":["def loadData(name): ## customize data and return data label and class_name\n","    data_path = os.path.join(os.getcwd(),'dataset')\n","    if name == 'IP':\n","        data = loadmat(os.path.join(data_path, 'IndianPines\\\\Indian_pines_corrected.mat'))['indian_pines_corrected']\n","        labels = loadmat(os.path.join(data_path, 'IndianPines\\\\Indian_pines_gt.mat'))['indian_pines_gt']\n","        class_name = [ \"Alfalfa\", \"Corn-notill\", \"Corn-mintill\",\"Corn\", \"Grass-pasture\", \n","                       \"Grass-trees\",\"Grass-pasture-mowed\", \"Hay-windrowed\", \"Oats\",\"Soybean-notill\", \"Soybean-mintill\", \"Soybean-clean\",\"Wheat\", \"Woods\", \"Buildings-Grass-Trees-Drives\",\"Stone-Steel-Towers\"]\n","    elif name == 'SA':\n","        data = loadmat(os.path.join(data_path, 'Salinas\\\\Salinas_corrected.mat'))['salinas_corrected']\n","        labels = loadmat(os.path.join(data_path, 'Salinas\\\\Salinas_gt.mat'))['salinas_gt']\n","        class_name = ['Brocoli_green_weeds_1','Brocoli_green_weeds_2','Fallow',\n","                        'Fallow_rough_plow','Fallow_smooth','Stubble','Celery','Grapes_untrained','Soil_vinyard_develop','Corn_senesced_green','Lettuce_romaine_4wk','Lettuce_romaine_5wk','Lettuce_romaine_6wk','Lettuce_romaine_7wk','Vinyard_untrained','Vinyard_vertical']\n","    elif name == 'PU':\n","        data = loadmat(os.path.join(data_path, 'PaviaU\\\\PaviaU.mat'))['paviaU']\n","        labels = loadmat(os.path.join(data_path, 'PaviaU\\\\PaviaU_gt.mat'))['paviaU_gt']\n","        class_name = ['Asphalt', 'Meadows', 'Gravel', 'Trees','Painted metal sheets', 'Bare Soil', \n","                      'Bitumen','Self-Blocking Bricks', 'Shadows']\n","    return data, labels, class_name\n"]},{"cell_type":"code","execution_count":5,"metadata":{},"outputs":[],"source":["data,label,class_name = loadData(DATASET)\n","NUM_CLASS = label.max()"]},{"cell_type":"code","execution_count":6,"metadata":{},"outputs":[{"data":{"image/png":"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","text/html":["<div style=\"vertical-align: middle;\"><strong>Classification</strong> </div><div class=\"cmap\"><img alt=\"Classification colormap\" title=\"Classification\" style=\"border: 1px solid #555;\" src=\"data:image/png;base64,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\"></div><div style=\"vertical-align: middle; max-width: 514px; display: flex; justify-content: space-between;\"><div style=\"float: left;\"><div title=\"#000000ff\" style=\"display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #000000ff;\"></div> under</div><div style=\"margin: 0 auto; display: inline-block;\">bad <div title=\"#00000000\" style=\"display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #00000000;\"></div></div><div style=\"float: right;\">over <div title=\"#ff00ffff\" style=\"display: inline-block; width: 1em; height: 1em; margin: 0; vertical-align: middle; border: 1px solid #555; background-color: #ff00ffff;\"></div></div>"],"text/plain":["<matplotlib.colors.ListedColormap at 0x16ea83b67c8>"]},"execution_count":6,"metadata":{},"output_type":"execute_result"}],"source":["a = data[:,:,[1,2,3]]\n","cmap=plt.matplotlib.colors.ListedColormap(spectral.spy_colors/255,'Classification',6)\n","cmap"]},{"cell_type":"code","execution_count":7,"metadata":{},"outputs":[{"data":{"image/png":"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","text/plain":["<Figure size 504x504 with 1 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","text/plain":["<Figure size 504x504 with 1 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["def img_display(data = None, rgb_band = None, classes = None,class_name = None,title = None, \n","                figsize = (7,7),palette = spectral.spy_colors):\n","    if data is not None:\n","        im_rgb = np.zeros_like(data[:,:,0:3])\n","        im_rgb = data[:,:,rgb_band]\n","        im_rgb = im_rgb/(np.max(np.max(im_rgb,axis = 1),axis = 0))*255\n","        im_rgb = np.asarray(im_rgb,np.uint8)\n","        fig, rgbax = plt.subplots(figsize = figsize)\n","        rgbax.imshow(im_rgb)\n","        rgbax.set_title(title)\n","        rgbax.axis('off')\n","        \n","    elif classes is not None:\n","        rgb_class = np.zeros((classes.shape[0],classes.shape[1],3))\n","        for i in np.unique(classes):\n","            rgb_class[classes==i]=palette[i]\n","        rgb_class = np.asarray(rgb_class, np.uint8)\n","        _,classax = plt.subplots(figsize = figsize)\n","        classax.imshow(rgb_class)\n","        classax.set_title(title)\n","        classax.axis('off')\n","        # rect = [mpts.Rectangle((0,0),1,1,facecolor=palette[i]/255) for i in range(len(class_name))]\n","        # classax.legend(rect,class_name,bbox_to_anchor = (1.04,1),frameon=False,loc = 'upper left')\n","        \n","img_display(data,(30,20,10),title='origin RGB')\n","img_display(classes=label,title='groundtruth',class_name=class_name)"]},{"cell_type":"code","execution_count":8,"metadata":{},"outputs":[],"source":["# ## display HSI\n","# rgb_view=spectral.imshow(data,(30,20,10),classes=label.astype(int),title='RGB origin',figsize=(7,7))\n","# gt_view = spectral.imshow(classes=label.astype(int), title='GroundTruth',figsize=(7,7))\n","# view = spectral.imshow(data,(30,20,10),classes=label.astype(int),figsize=(7,7))\n","# view.set_display_mode('overlay')\n","# view.set_title('Overlay')\n","spectral.save_rgb(f'results/{DATASET}_RGB_origin.jpg',data,(30,20,10))\n","spectral.save_rgb(f'results/{DATASET}_gt.jpg',label,colors = spectral.spy_colors)"]},{"cell_type":"code","execution_count":9,"metadata":{},"outputs":[],"source":["## show 3D cube\n","# %matplotlib auto\n","# spectral.view_cube(data,(30,20,10))   ## depends on wxpython and pyopengl"]},{"cell_type":"code","execution_count":10,"metadata":{},"outputs":[],"source":["def applyPCA(X, numComponents=15, norm = True):\n","    \"\"\"PCA and processing\n","    Args:\n","        X (ndarray M*N*C): data needs DR\n","        numComponents (int, optional):  number of reserved components(Defaults to 15, 0 for no PCA).\n","        norm: normalization or not\n","    Returns:\n","        newX: processed data\n","        pca: \n","    \"\"\"\n","    \n","    if numComponents == 0:\n","        newX = np.reshape(X, (-1, X.shape[2]))\n","    else:\n","        newX = np.reshape(X, (-1, X.shape[2]))\n","        pca = PCA(n_components=numComponents)   ##PCA and normalization\n","        newX = pca.fit_transform(newX)\n","    if norm:\n","        newX = minmax_scale(newX, axis=1)\n","    newX = np.reshape(newX, (X.shape[0],X.shape[1], -1))\n","    return newX, newX.shape[2]"]},{"cell_type":"code","execution_count":11,"metadata":{},"outputs":[{"data":{"text/plain":["((610, 340, 15), 15)"]},"execution_count":11,"metadata":{},"output_type":"execute_result"}],"source":["data,N_PCA = applyPCA(data, N_PCA, NORM)\n","data.shape,N_PCA"]},{"cell_type":"code","execution_count":12,"metadata":{},"outputs":[],"source":["def sample_gt(gt, train_rate):\n","    \"\"\" generate training gt for training dataset\n","    Args:\n","        gt (ndarray): full classmap\n","        train_rate (float): ratio of training dataset\n","    Returns:\n","        train_gt(ndarray): classmap of training data\n","        test_gt(ndarray): classmap of test data\n","    \"\"\"\n","    indices = np.nonzero(gt)  ##([x1,x2,...],[y1,y2,...])\n","    X = list(zip(*indices))  ## X=[(x1,y1),(x2,y2),...] location of pixels\n","    y = gt[indices].ravel()\n","    train_gt = np.zeros_like(gt)\n","    test_gt = np.zeros_like(gt)\n","    if train_rate > 1:\n","       train_rate = int(train_rate)\n","    train_indices, test_indices = train_test_split(X, train_size=train_rate, stratify=y, random_state=100)\n","    train_indices = [t for t in zip(*train_indices)]   ##[[x1,x2,...],[y1,y2,...]]\n","    test_indices = [t for t in zip(*test_indices)]\n","    train_gt[tuple(train_indices)] = gt[tuple(train_indices)]\n","    test_gt[tuple(test_indices)] = gt[tuple(test_indices)]\n","    \n","    return train_gt, test_gt"]},{"cell_type":"code","execution_count":13,"metadata":{},"outputs":[],"source":["train_gt, test_gt = sample_gt(label,TRAIN_RATE)\n","val_gt,test_gt = sample_gt(test_gt,VAL_RATE/(1-TRAIN_RATE))"]},{"cell_type":"code","execution_count":14,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["          class          train_num  val_num   test_num   total   \n","         Asphalt            663       332       5636      6631   \n","         Meadows            1865      932      15852     18649   \n","         Gravel             210       105       1784      2099   \n","          Trees             306       153       2605      3064   \n","  Painted metal sheets      134        67       1144      1345   \n","        Bare Soil           503       251       4275      5029   \n","         Bitumen            133        67       1130      1330   \n","  Self-Blocking Bricks      368       184       3130      3682   \n","         Shadows             95        47       805       947    \n","          total             4277      2138     36361     42776   \n"]},{"data":{"image/png":"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","text/plain":["<Figure 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","text/plain":["<Figure 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Wimlgbf20HTAA++KLkh9zmIuWC71GbIDWfS+jZd2LwInAjWhdFLAKWTcEEPoIXpz7PcBSYB3Ktj0PZfzucg/ZE45+cbAjLH30DkKX80CPRgH3+2kbE1N6EoXDVAKU14yYjBJzd6O3uwcvlGC5F5rlfsd4DmM5RibGne79jd2f+7i/R2NsxtiPMR5jAEb3Enh7Od1jehzjSYxBBevnReTCMDdvA+sRoP2gQZodi/33hrlYuECqaT+waehBmk4B8gM7YLyHd+13CGMvxi0YUQIrat5cnA246FSkxm7H2I3xFjLyFOdF+9Q91g/dYz+I8T+MfAIsXYOgFw1sPdhisE/BKvtpf8MNSiYu6QcmzEXDBRLEN1AmwQiwMvk96YkYT2OkoAf5ayRU6zAi1WbYMGzJEuyyy3wgiN2A1oofu/u4v5gv2rdo3eoxKI3CWIbWuvnoJwpsNRLEFQj86hOw60vBQxHm4ucCCWIXsJbkMyoGjL7IKf8HxmNIAFORJfQn/hHEgQMVYeJ0+uijAsY093Fj0QxVHBcrEuMyZN39A2MPEkiPdTdAdr0/PhevajoKASKPDNC+WTNZUNu2LfkHJ8yhZX+yFtpY00rIQtEAFaGPRlj1tYAE5LBPRblBrwfRXxXgfffxVyAYt6KkL1H9tpNRUcQhqKAiyNh0FjAdmEK+gmaTgO9QwZqjwH7k7B8DTPXRvnJlqFcP/v47cDZ/mI498hdrWnhBjAXucv/vBPQEJgHd3dvmAvWRkHpoLnA2iqApaYpAKSEN8JaL6kH2MJhxQG/gK/RSiEe/LzP405yNgr/PR8K4FVUlHoogNTzkdCqgPEz/TvIniIWLNU1Ca6dMjMMYL2H8gowan2FMwXz+uTBmo+DuklITKmCchTEVWWk9f58gtdozzoXIaJOJVOzXMRZhrMHoFvz5yoL9iPyvLlRRah/ZI5EqVcJuvRWLiip5FSrMRcMhjawhASMOoyeyJma6/y/EeAhjBgpX24JC2DZjpCHhzPo3BcNHqFiHDgr9euMNYYKG9GI4MSpifOHmpSiMLtM9pnS8UT7jMcbkGPMyjH3uz/l0wF+JsG0sC7+LN9qmatUwetu/nUMniI0xbsa4C+MjjNHILeGZQY7gjYoxJICZ7n3LMNa7t2/HeBijX+5ztG6NLViA3X57iE35TZBP0vPySMVriPFYSLP+ecZuGCvRyyXrXz4FMQLsZ1Rj0dycTvBVjMN87HPhBTEeoz1Sy5Zi/I0exkw0821GD/Mh9/505IMbizeudBeyQhpySWxF6t4EjBrec7Vti82Ygb30UoiKcVbDaIhiXNfgW+g8f5ko9Woxxg6Mo2gm3+A+9mt3u6fdfeZzLCcj9PINeIXxOx/tHnlEqmqgvpKSsPj44n2Qwlw4LpwgnowxEj2U35P9wU1F6uc49BD/jfECWgMuRw99Rpb237j7WY/Wk4bWYCf7H3yBqxRVRnmN85BgzUXC5JnpPLOd58/lHttP7s+z0MvDlYUzMJ7FaFuwMSWDPYQSiDMQKPEfYL1ytPvmG/9AxA4HFheHjR6NnXVWGC7/WGJ/spZ3rGldhJp7AAVL9kTmvvEo+TAa4WLUQXgQY4CbkZU03t3HSGAZcmXUQAGqD6J4023I5dHR9+kHDoRnn1UsZtAUiVwQb6BY1ikIsaosckucgiy7s7IcYyihchZQHaE+dQYquj9vdf/mW4C7EVJUAWgnsBk4DUGJeIY3mOyG2uHD4ffffffRrZuAiOPilB/5xRdQp07BxhOm0kGBBfELlNFq6GEcCXyAamW/D6xCT9E6oDlCTRqEhPYbJBBH3MenIdCav93bHwI2oXJPXdFDnoNOOQVee02VlBz+yizlpCj0hP+IXAxRwKXIh3kE1fru5+PXj0eSsJXsyFbp7mtwDpKeV8jubygAfYgSpvuh99alwAXonechT9Jx+fJQoUL242NiJIi7d0PnzhAZmY/rE6bSSQFVU0OpSRORCvodspg6MU5B66V0pOpNQareBwjuIhWpe5PxGjk86U2HMZ5B4WJO/MaRXn89tnAhFhFsWFknlL/oMRZlYkxHVs40pC6vdn/+Gd9GpTSkUv+NVNEnyHdYWzDcDkFppKHY00mo4lXWNl26YFu2YJ9/nh2guG9fFbYZM0YVhwcMCBcZPVbYn6wFrn2xCRWkOIJmw7uAQ+59E4B5aIbpiWbBd1H4SFN3m3RgA4pCuRepoZVRaMkneB3iAQB3N26EzECO81oINPUS91irZ9nnRI76WDQzNkaqdKR7ewbwNsrn+hXhIdbEi33YBUUB5cNxHyzNR9ptQwQ1UhE5+vegS23ot595JqxZA2lZ8BjnzoXjjtPna66BMWNCP74wFTMFnBHHotliInLe55TwGmj2cyGf20xk3PgBGTomY9zn3n8Y4xpkNX0IIznvt0f79liVKn72R7r5c7JbQVdi/IXXZZL1byGa6SbhNcIswngb41c0++9HychXke9Mi/zyRcjBvx3sN7CrwA6h2FRf7X3G5Ib5mOKCWU0/RA/wgwE6r47Xwe35m4lcBeuy7HMhdbAtRqKObdYMa9cunz+mNsZwjI1u9vgwU5DldiXGKhRUsDLHuDx/+5Famo6sqbPRy2Ogm4tAAKOjsX79sHLlvNvKofqK36PSbjMQzk1vH8fXrIndeGPJPkRhLjwXTBA9D64/QWyCHPoHkB/RA38xH63FtuJ9+A8i90FzHVu/PrZypRz3rVoF8SOiUETMNIx38IJLGVoHzsf4Cs2QX2O5/lLwzpCH0Ho1Fb0ciiHxuFIlbPdurGdP+f48a7rhyIVxAGwy8it+SO6Ml3r1cuOohvnY44K5L5YhOIu5ObaXBa5BhQDPRtbTJW7ehtZjngwMD01GAdavApGQnq468n37wpIlAUehtd7lKAPjN2ShnYXX0toVQWycg6yyzbMca8iyez8qtLEZrQf3IhfGeQjzsIhp1y7VPLzrLjjhBChTRts/Qh6Vl1Amxiq0Zhyc4/h162QlDdO/kwIL4gpkPajh/l4DCcMvyBfnMbK0Rwabq/DilYKeskxk9BmA8oESgaoyRNx0kx7QgNkGvYDbgT6o3FIUEqz1yOgDXuPLTuAyZBDKSkcRVs6v6CWyHuiP/Ab7yQNwJ3Q0aRJs3w4ZGZCSom2Z6LL9CBwPLERu1iHu4WWl2rVh6NDiGWuYipkCqqZfITXvYYxzkWvCE5GSgVfV+xMlAE9GkTdnIvXPE4ky3t1uOcKtmYXCzgJN4+UQVsyr7j6W4V3Ludzn2o9X9dyO8WiObZ4/T1RMJsqeKIXIcCeA7UJrxP5gvyJVtUKWNuXLBy77HebSzwVbI+5B4Wf7MYbg9REuRQKxFQFD3YaMKHuRAG5BD/0etIbM+rcXCcXgAAOuggwva93/30DgUweR8WcTsmruydLvH3jXjL7+0pAFtxQXDK0CdgtYNFgXlMl/TSkYV5hDxwU31hxAQuexgh5x8w6Ud1jXfZI4lMvn+TuCNw51ObkFY66PgSZhVEUz6AHk5rgfYw7GjT76SHWfx1BAQQYS2kxknBnh/v8LQoOLLPkbESyXRSXBx4KdkmNfly5Y//4lP8Yw558LLohXoQfekzb0PAqKjiO3mf9klE1hyIq5DLkIRrn/T8UrRBswWruPi8e4Gqmes9GMOQVZNNeiF8EucgviMryI4J9j/IYQ3w4hGMQXME5DFtdScBPyy1FgH6EE4n7ubU6nrM3ffBMuB34scsEia24CrkMGkkMo2HsvcCuKtslJPwHbUUXSuihuM8J9nBMVldmEjD6TgBNQ9E1VFMO5GsWjLkdGmtpZjjsAPIkiaRohK+kUFKQJChp/AVk47gB+QFE9pZwqVlQs6apVufelo8AfjyE6HjjsgnPPhc2bs0fbhOkYpzzToL5EkSjTMHqT9xrrAaQuPoVmpzR3H4YiWx5FOYoud59ZjTpf4TWs7HO3+9L9fRVyvrtQQvI9eNebaWi9ekLJv/HywwkJ2I8/Yvfe67+NAyG/ZaJ1Y0mPOcyF44LNiKAY0YeQf25qnq3hLTTDDQPKoFSkaOQyaIhSpMYj/2RtNNNtAhYh+/16NAN+D8S5+1rn3v4+8DFwEXJVlEWZEschF8WBIMZXiiguTlkT77zjv80F6OeNQm7QMP1LKc8ZMb9cAUXiHEERMAswLiE72LDHsroQrR8n4J0x30LJuYfd7V9ARptlbnYhI8y3aJZ8iAJlR3TujPXuXbJvxwoVsJ07ldhbqVL2WNKaYN+ArUWVpDqXgrd5mAvPBYusKQjtQRVqPFiB6cBtKMMhwd1mLnL278YbAJCJkncvQ1kcL6FonF5oZo1Bs+lc5NhfgyJqHqFA2RG9e8Phw/k/LpS0Z48Sn99/HzZsgIsu8u5LRwpDPRSMNLtkhhimYqK8VdOCUBow2t37GhQqkgq8howpR5DR5aibG6HEY6f7mHLACHebMqgilCfp+FukpxXAEHPGGVIFx4yBJ58s8K8LKU2dCr/8Ai1aKMn3k0+0fTvwM9LMq6DLYz6Or1UL+vVTtM5HHxXToMMUcioaQcxEs18MyvGrhATpMILTmIbqW1fL0t7zlDlRHuBW4EIU0/oOigG7NP9DcTolfJmZsHYtdOpUoF9UpHSxn9Jz49A77VyExfyZjzYpKbB4McwOT5nHNoV8jQhas71Cdp+fBxUtA1k917q3b0ERL19kaTsf+RxdyN84hgIXoRkwALv55pJfGxSUB6Cy6BPAypeC8YS5cFwwh35BTxiBcTpKT3KhvMDHUIjcAWSs8UBsPIOxAq8bwpNf6DHqTM3/+RMSVGGqpC96KLgy2DiUq9geob89BhZTCsYW5vxzwd0XBaFM5FBfjPJ6olA9iWTkoW6P4DSqoayM71F2xTTkmO+B9LIRaE2YT3K5YP/+vNsdC7QDaeSrgdYo08uQtn890vjD9C+gIpkRPRyPsideRyFyCxEcxRY02213b1uP8RrK4vgDBQ4k5e9c1aph774rl0Chx13KOAKsD4LQ2Aa2BGwiWONSMLYw54+Lz33hobbIBXE8MsCkI1PgYWQ9TUFBAttRyFszFKJ2HAoc2BfcaSLcuY9bt8IVV8glcKyT0ymIRA9lopmxPopraIZsYHcha6qHYmLgscfg9tvD8IrHHBXZjHgBWuetQsaWh1BA+IcoNM2Q4WYCChYvW7DzDBr076ue1LMnNmkSdvrpWGysd3sTVEnK3HwIrFOW4+LihGuTHAQwV5hLhot3RiyLfIEH0Ou8DMqCN+QwiUALnHPRGvEnNEMGSS1aCGYQYNQowW78m8gMpk+H77+HO+/MjnI+Bnl2PkKKxvAsxx05Ai+/DDt3FudowxQKKhpBfBJVBJ6I4kszkQHmU6RjDXXv/x4vhmg+qG9fOHgwNEMtjfTbbzB6tASyWTPvS2cvQgFJQcggv6PLl7NaQbly0NFPCYMwlVIKmWoahXE3gjGcjBdF24USiqfjsxZimH1z/frYtm3YzJmCyPBsrwm2GRWw+Vuyapvc2z1toqOxK68McUm7MIeEi96PWA+t975F6z1PgrALVWBq7f/YCD/bnU6tAUv64pUUd+uGnX12jmuCoPoPg90DNhtsPFijUjDeMOfNRbdGbIPWeTciRLRVKCRtFlI9xyBI/IW+D6+K8o8jfOzr1Qs6dCj0CI9Z+u03+Pbb7NtcwJ0oerADqiawD+VC56QKFaB//+wW2DCVUsrXjOhAUPmVEcDTmyg1aTjCq/kR41SMbeTpB6wAdh3YT2BnlII31bHAERECJ04GG4OShbeD/YAg+2NztH/9dezJJ7HIYwir59/OoVFNT0YVoY662VPY83OEY5OG4BJ7BB5MO7B1YEdRyFZYEIPjxo1VnLRsWb3IUsD2ICHMBBuco31UVLheRmnjwgliVQTCtAxvyW5DMaRXI5jDySgyppf/QSShug6estVrwXqiGhAh/cE1Ubm3UnDhQ8Vnn42NH49lZGB16mit+ADYEbCtYHPJjoHq4Vq1VMJt3jzszz+xHnm8JMNctFwwQXRiXI8AgTciQbsXBWlnDcy+C+Ga+jl5FFg82GcIRPdmsBvB2oT6h0ZgtEDVoIZQ5NWcipOHDcMuvRT79lvNiIANRTOhC+xZhGmT0/D11ltYerrqbvz4I/bbb+FZsiS5YIL4FN6Co4biRb9DD7ohiMNz8PvAxyK1809kan8K35WOQsLdUXbHbveYf8foWPIXPlQcFydOSMiyDexnsGVgryDYxW/AKmY5rls37Kab5Ap58EEJ5MUXl/zv+a+yP1lzuFVQn+TA4d2Zhgp7HkTATfchSMNffR+bDPwPeABv8c1R5K5n4z4RxEbCkXzWxI4Gyrs/f4oyOBwoa2MvgoC8L39dHmt0KgrR9dSG9SBM7nJ/b9lSXKeOkAl69IBzzlHkzvPPhyEZi5vMzGcUcPCCuBY94C8ieAs/YWVVUWJ9FYSIUR49KJsJUOulXwPo3whmbtT3zSnw699+xwUIr6Yq3rT1D1F6VUeUghUF1EGVofz/xGKh+tTHgYM1rAl535WQh6iL+/tHCPYnKzmd/BOgeumlqkD87bcwaJAK44Sp+MifIAb2I76PsGYeQnGhnqyJHEJYHiVbXI6i2sqjiehDhPe0kTwKLp1YHzrVhEGtoHNNiMzDvdkA+BIBGe9AQjcUoS0BtEQpCg4krNGBuysKSiaZClTgaZ7mZ36mP/1xEPqUiF3o/fiW+/sZSDCrIV8jKD/TDIYNE1TIqFH6/m8OEzzWKPATvwjVDHsYFXzPkWLkQPHc7wPzUALrx8BXKLx0Y7CjyHS/rquWkSBe3xEalPffPgYVnY8EnkEq6G73GA2hjNdGgvoNXgEtRhrMYD7jM5rSlDd4gwEMIJbYIjnXO0Bv9+c1SAivIvfMWLUqXH011KgBEyeGcW5KEwWOuXjZ/64mwOkoouMo8AGaBXdSAHTDF2dB9bJQrQzsT4Wa5aBPPVi717dauQJ4D3gaCeF4NEPGo/zHTQia8XGkFz+DUtuLmJw46Uc/NrOZznSmOc1JIolYYlnMYs7gDL7ky5Cf11AJyTFoCZ9M9jKVWcnhgN9/hzt8heKEqcQo38FPsXg1w/2obukmNCPmSeVj4WAapOdQVLcfgm+WwjXHw5F0cBmUiYaEaLXPSZloGmiFhG8gmiGPB75DejJoinYA3VGdjWlB/8wCURRRfMRHbGELO9gBQDrpjGQkk5jELvYRQyKp/1RYDR3NRDCwHkpAOdhZ6euv4fzz4dVXlUgdplJE+YmsiQJ7DywVbBZY1fyYbjtUM57oa9zQybe7w4FxXUfjhX7G5CHGr8OMGzv578+J8T5yqRgqjjoJlXQbhyJ9PH951WMMEccQY9vZbobZHObY8zxvven9z/4qtLZ+vFBk578U7BewlajQaRUfbSIjw37EkuSCuS8cXqvp2chmUw2Yj2wjQb9U65eHB3tB2RiIi4RbJkrtTM2hxNZOhLdOh7RMmLdVs9lTv+Zu56GywPMoqHw3SkbegfAkktFM6ELWjGrAWXjLjReC4omnCU2ybVvGMqpRjW/5lkwyOYuz2MhG4kmmJp2oRTfWM5VtLOAQ2ws/CB9UFsXWr0Drw2DuT5UqkJgIK1cWyZDClIP8WU0DqqbRSOO7E7gEYfzehhCoc1GEQzLv8iHYMRFwIBXqJMlF8d4AuPQ7WJ3D+vP3frh3MpzfAk5tCBku2HMEXp3je4ApCKh4A3AtcrH8jJ7IZe4fkIJU1O/xvWgqAD3BE9SnPn3oQwIJGMZnfEYzmrGb3WxlK9vdwtaCgaRziDm8RgqbQzMAP3QUvSCnB9m+UiW4/HJo21Yqa5hKkAKppnNQ1MZSsKfJHd0PGI0rGk0rGff3NC5pbcRH5W4T4TCS443X+htvnmbMHG6c1sj/FN6vgdTTc5upfc1y/tvGY7yLImpcqMz4ZwgX5zCKg12Gits8V3CVogY1rDKVDbDFLLYDHLBMMrNdsYUstKMctQwy7GEeNsAiiTPkjy11/PbbKsZTtoB4QWHOPxcoH7EK0vC+QLPi0ZwNzm8OA5rID9ihOpzWGOol5e4o0zSzHUqDCas1a17YUtE0vuhwuoZ9W1eo51Zry8X4aYssRiuQ2TDd/ZPj3JyAwk66Iv26RaBf7J960IMP+ZAa1CCSSMpSllRS2cpWDnCA9axnMpP5lE8Bqa+RRJLBEfeAipfKIHSS74F78O1K/eAD4b+muPGCypUrtuGFKQcFFMTaSDXtDCT6atC1FjStBINaygdYJxGu91NcItPg57XQsjIs3A4NK8Bpjfyf/I8tEtgvl8CC7RCdh175E4okiERW1KxPniG/Sk33DyoArWAFzWjGl3xJRSoymcn8j/9Rhzqcwzl8wzf0oAdd6cqLvEhjGtOc5gU7WQjoBmRFHQA8CnTz0eb332HZMvkXO3WCr76CunWLc5Rh8lBAQdyFllgno1CqXDRulQQrwgnpmbDrsNwOiX5mr/1HtVasWU4OrYtb+57p5m2V28LhgEvbKPzt3h5wfHX/g/0cVZVKRwjjHg+JC9U1m4jwUgdBQQJc5jOf8zmfz/iM7nTnQi5kDL/SnmuYwjRu4zZmMYuqVOVUTuUMzuARHvHbXyKJtKY1gxjED/xAFarkf1B+KBlN/u7CUszGd6V1D330Ebz0kow21QNc4jAVHQUUxC3Am8htd5GvBvO3waLtmrlSM+UPbFhBqqovmrsFKsR5jTRVEhRnmpMOpcNrcyA1A2IiISkWnA44q6mMQr5oO4oE+gt4DkXUuIBJSEcbgmo0DgT6BfrV/ulP/uR1XmcLB2nMULpyG3tZi7ml/ju+YxnLAJjKVOpQh170ytZHFFGcy7mMZCSzmc01XMNpnMYQhhRsUD5oJ6pUMBQpAx1RwL2/SL/p06Wmdu4MM2dqm8MB0SUQGvhfpYCCOB8FrkwA+vpqsOsw/LRGwrjzEJSN1jrwyg7QvpqvI+CD+RKsg2maSfs1hIpxudsdTocZ7iKIZrD3qMLfGvvRLfei2tY9URZGDLKilgfmoJCTL4A/gU54i6YWgFoxiGSaM4X7WMkPeNaAv/IrNalJMslsZSuppDKYwcS4/1rSklGM4n7u5wzOII44etCD/exnFasKPiAf9DKqeJ6KgosyETZQGR9tn30WRo7Mvq1NG5Wx69MnpMMKkx8KKIjJqEboGUBjFMQdn7PRN8u0hlu2C2ZvklEmMVbGmCgf3W8/JINNplt3bFkZjq+Ru52ZZkaQwDasoHP0D7CuPIhcFKciXawhcmU0QWrrZmAsirCpEOiXB6Y/eJvJ3Mvhf5KNROmk8wEfUJnKXMRFxBDDEIbQhCZcwRUMZjDHczxl3OKwl71sZSs3ciPf8V3BB+SDDqHIvlHIfRqJZkhfq9aMDDiawxK3fj1ccw0cOBDSYYXJDwUUxBT0Vp2Jgrnr4MPx6DKYvBbaVIHmyd41X+1EqFY2d6dpmfDVEtiZJQDrf8fnzrhId8G6vRJIUFBASqpvP6WHnkPC9jsqFLEZWUxrIif/zSgA4CcUHFtASiOFgz7c5S5cfMM3rGENDhy0pS1RRPEFX1CDGtzETcQRx2528zZv05e+1KEOX/A9LbmQOjnU2MLSjygJpRG6d02RcAZD+/bB2LHwxx8hHVKY/FBAQeyE4ko/QlpdC+BuXw1X7Ib7psCczZrFtqbI4LLbT5F6A9750/s9OgIq+9AVf1oD6/a5R+pQqlSEE7rV8t1vOnA+SmKuh3Inzf19AZoeotzsKQkXYlrEIpawBMNYz3q+5msSSOByLmcxi7mIiziTM7mO65jPfCJIoDKtcBLJbkIb3rIXRdc40HsIIAk/hrcQUtOmitgJU/AUUBBPRZiZm9B68UrgFKSm5qJlu5Rhn54Jt/4EoxYppM0fbT+o2dFMa8YLW+a2Zu5PhTErvLNifJTWiOc1l2D6orLoSUtCT+JEhFNfA82Sv6FUhQfdPyjEmUnRROPEyS/8wgxmcB7nUYtajGMcj/AIk5jENrbhwkEM5ejJ/SRRl4V84nOWLQwdQhF/htKjDMHQjsTHEiNE1LUrDB+upOMw5YPyCvp+HuxBd1TApWC/g93mL3IgJsIoEx1clEGEw+hcUxE0sy83pg016pfP3a5qGeOr89VmxFnGlEuN6UON85r77jcKYxTC1XkNIwVVHT4HRdu8jeoyeiJvQohqFkOMLWWpHeWoHeKQpZP+z9Vcwxorj35fBRrZ6bxlnbjB4qhoDiKKLJKjCth+/knQt11giyi6MuAtWmBVqwpfp6h+07HMBUb6fgNhoFRDrrofkFHS54Gpmb7TlnxRpkl19az5YiJ8Z+ZvOwi/uGEzfloDszbC7iNwdlPf/sp0VATnU5Qd60I5Wo8glfQsZIVKQpE3w3N3ESzFEks1qjGEIYxhDKMZTX3qE0MM8cSzhS1MQlgUCSRwiEMA1KYb83if33mFI+zG8p/BGTSl4C01aSiJG+CaEPVfqRIkZFlVHDqkqlRHAjkuw5SLgoLcb4wcxKkovvp4vBgphaI1exUEPmezBLKTD+spwF/b5M4Y1k7ryWplYN9RCbMvWolCSfYCryBz4WrkY3wZebhBT2ZzwM+SMxD1pS9v8ibrWc8HfEA00fSnP3/zN8+7/77kSxaykEMcIp54etITgAV8zBbfMFohp8MIwGs/Mrqd697WMgR9t2sHc+cqcNxD69f/e8qmFyvlpZpGg72BIBErIpDg2WCPBJqCoyOMt05XYHdyfODpOiHKuK2rcWsX450zfLeJcBhjB0k9nX252jXwocZm5csxtqKA8BUYG1Bh1OXu7esw3nPv751/FaM+9e0nfrIFLDAXLlvOcpvJTGtJy2ztBjHI3uANm8AEu43bSkQdSgK7DFWRMlRJ6i+Eg1qYfitWxJYuxf7+G+vQIfjjIiKwdu2yQ0P+V7jAqmka8h/+BvRHas7bSD2t7O+gTBes2QP39/JthMlKh9Ll0G9TFY5m+DbCuExqqYfGrIDbuymczh/NdA92OCoRvgZ5tTcj1fQppHNXRGFD+Qx728IWmtOcKlThRm7kfu6nK11ZygqiKUMnbiCeSnzJl0xjGnvZS33qU496efYd6f4LFe1DT8ECvGh6+5DmXpgqRLt3wzvvQLVq8PDDQosLhipUgGnToHXrQpz8X0ZB3e25CJwo1X3ACOSb6os8Arko02DiGjihLpzbXIKzIYC+8vpcGHWu4qoGNIHvlmffb0gQayd6A81bVpYV1d+adCmKRpiLwt8aohivPu7+nkUL3r7oyWwOLMn7WnjoKEdpQxsMY48bVasSzejMjfzBW+xjA0fYi5HJJjbRiU7Uox6ppHIzN/vsswpV6E1v6lGPwxzm5UCgQfmkb4CTkAv1MqAX8vAUFldu5EioVUuB461bw19/5X3MiSfCFVdIkMPkpmChMjqjykO13N9vRMVP4gNNxV1qGr8NM+7uHnjKjnIKQuPXYcawdv6h8iOd6vP9AcbjffJWexsjKI3pCDLjJ1SjY6z7+4fIsvoMylmsXjB1I5I4a8VF1p7LrRrtc+1vQxtbzWobyUgrR+7cyja0sbGMtd/53T7kQ5vPfPuKr6wMZUKmEtVBKqmB7UXFa7Yg2P7C9FuuHFavXvGqd8cyF64IDZgD7COwD9zfI8Amgx0X6MRloo3X+xt3dTcaVQg8SAfGx2fLNVEhLnDbhhUk4M+dHLhdJSRk7yPBex+5MjLc3zMw5mA8gQT2uvxd1ERqW1POsqq0sxYMNAdOn+0cOOx8zrdosrt24oizXvSymcy0TDJtIhMtgwxz4bJP+MR60StkD0B5sOlg7yN31GdgV4I9Vgoezv8SF1oQAXsI1eUr6/7+DfIrlg108sGtZbipk5j3QEecZfxyWd6CGOU0ruxgTBwsX2SgtmdjHECCtwdVL34T4wiW6+8g8jcGeVGjSLBE6uT7ZtSill3O5fYlX9orvGKLWWwuXLaYxTaFKdae9hZHHtegAJwM1glsJyqLtwlpOfVLwQP6X+ECG2uy0nMoEMWTyH0tMosHiJ+Ra6JqGWXbBzKuAIxfrfVlXkjf6S5YuhOiIhSVE4i+RS6LIwjMpRwCSl4A/IJwIb9EiydPtr+PZBCfw+AQ+9kQXGMgggju4i6GM5zneI5kkrmSK9nABr7ma+7kTvrQh/n8hYMEunIbTTkr6P7zop0I9HkZckNVRnar0CVgQUSEMFOfeUb5jWEKjvJlmstAFblbIevbNhTD+Bhwtb+DVu6Gx2bAjZ3g2uPh6d/8n+CrJcry/9/x8NC0wIOZv1UpV1cfB1PWKVzOH01FeBEnIiG7AQnf2cjnOBCZD2MQ8ls0gTNp80nVqEZXulKLWvSkJ7vZTSaZxBDDbdzG53zOIQ5xhCMk04IGnEw6h4ilPJv4PXQDQS/SJHQvv0DlQlaHqO/oaAlg797Qt68XgiNMeVO+BPEogut7BTn19wPvokzwdige1ScdTtcsFx8V+AQebJsz60CryrBoh/+2h9LhiyWKsMmLFiDwljPdg05E7oxZyIToRBbU41HCXpK7XSEpiiiSSSaGGO7lXpJIYh3rOJMzmclMhjKUbWwDIJqynMBDVKQxe1jNeqbyJ+8UfhA5aC0q4BWLDMnj0Yz4SaCDgqCTT4aYGChTBq67DnbtyvuYMGWh/KwRQUabyWi9CFgCssCdFEg3bp4so80DQRgfIp1qd0c3w5kH+lntRGN4O6Njjbz7LY/Wiu9h/IaRjmo9HkGlx6cjFDgXMuDUKfg6IIEEu5mb7QVesCMcsS/58h/Ety1ssYd4yJJIynZMTTpbR66zijTxa/QJFV+IAjTWIEvqegpXNNbpxO65B2vVKgxenBeHxFjj4W5g74DFIMG8DeyKQAOIiRBq96O98x6sA2NgC2PcxTLK5NX+0d4S2rzaJSBIxYUo6HsZxjWoFPlfGNvIbri5PP8X2YHDhjPclrHMXLjsVV61rWw1w2wlK+13frdFLLItbLGFLLQTObFEHgYH2DCwV/G6NNaAJZaCB/XfziEx1nhoEwIcruPufQtKgvereKZmKmKmaSXfcIug/TXKws1d4Ir2+RtQhCNvz/QhFG2zCKmeC5CHezsy4FRGiyZDgeP3ka9ybrWpzRu8wRVcwV728iM/kkoqa1nLXdxFP/rRiU5czMVUpSpOnGxhS/5+Z4jIUDB4ObRW1PgV/xCmEqKCzIhOsMfBGru/dwebD3ZmoLdBmWjj5VOMrrVy72tayTinmZz0feqpTsaIs4KbEQe3NqZeajSrlHfbGIxPMH5A6VHbMO7A+Bj5EdeimfJpjM0Y9wT/pqtPfVvFKjvKUTvCEZvHPGtAA6tABXNkARhuTWtz4bJUUm05yy2GmBJ5M0cj3+I3eFOkvigFM8a/nUM6I7pQ/OkNKFyzMoJlSAx00ME0GVf61tPsF+mE5HhBJF7VAeZuhsd/kQX0z62C3z+jSaAeRWNWKDvjhLp5t01FoFH90axXEVkq0tEUkejefzGaDS9DMBtB0FrW8jmfs5OdrGENl3AJ69hAdfpxMs/Tiwepz4msYx2DGcwa1pBMMudTMlj3acC9yJB8CCWq/A0cVyKjCVPQRWh8UX3gf8h1kYae3/EBz4ZKrQ1oImiMukkCkvppTW4smrObwskN4N4psqT6o3Ix8P2FsszeOQkWB7C0ghxnoxHiGygx7wAyB/dBQjkDPaGzEJ7kyNzd+CKn+88wytOIhpxCc85jOd+xnO/Y486TP5VTKUc5TuM0VrCC93n/H+tpcdLNCBisLHpHpSCLeMB7GKZCkfkpQlMg1TQrDwMbATYA7LpAbR0YTSpKNf3+QkXElAugll3USmFsTfNQOZ0O4/L2xr09jCFtglMRHkJRNEuQerofGWhWoBC4ze7vOzCm5Ef1cFhFGltXbrPadLe69LYWXJArAz+KKFvOctvFLtvABhvIQL99lqOc1aWuzWGOLWKRXcEVIVOTEpA6mgK2FaVJ/Y7CF0N1jjBn55CqplnpE2T7qE6AtChQZkWjioJF3HYQVu0W6rc/GrdKRp5TGgYegAdFrn21vCNyPPQjMsYcRDrZbnSZPkMWJw/adRLK3ugeXLdOIjmJZ6lHH8pQja3MYwlfkDMDP5NMxjKWeOJZz3ru4Z5cfTlwEE88L/IiIxhBW9qyhCUMZjDlCVDWPB/kQI7kgwjVvTpKQjnTR9vYWHFEiCpqhSk7FVoQHcgH/ixCefMBoChyGfywUrUsxq+WUAai/Ufho7+gVx2lPwWidfvgt41wcSvfaHA56Q8EO5CKVNJvkSCuRFbVeWjh9DJaOAUJMOUindEM5isuYClf+a0M7MLFdKbjxMl85rORjdn216c+nenMOtYRSSQ96UkUUcQRxzu8w/4QVRw+iGAy4/Fm7JdB6H1ZqX9/Zd4vWgQ9e4bk1GHKSYVVTQGrhhzELrCmebWvEGeMvsA4q2nefXuAo65on7dz/3/HG7OGB64ynJU7Y8xC1YV3IVV0N8ZsjBtRgPhLGEsxvsUoE1oVJZlk+5qvbQ5zbBe7bDjD7RROsXGMs8UstkEMsgu4wLaz3Xaxyz7l01xBAKHiX/BaTg0hMkRm2f/BB8rCv+CCklHn/k0cUoe+L74ZOYebBdPe6TCeP1lrxrzaXtnBmHGZUSmP3MN6SRLEL8836iYFN+63MX5G0TSev7Eo8mYVcmm4MFIxBob+plSmsk1lqm1ko2WQYStZaUtZaoZZBhn2Iz/aEzxh7WlvTpwWQzlrzWCrH+JAgLpgz4EdRoKYCdYiy36nU/AWJf0Q/xu4yNaIHnoNFV16kTzWiiA1tVyMair6KyrjoVGL4M8tcHkeTv6jGarFUTvRf32MnPQMikr4CG/1qNNRLcWGCJ33KHJlnBVcl8FSEkm0ox1d6EJNahJBBDvZyWZ3VeHlLGcqU3mAB1jJVmJIoi1DAdjB4pCOZT0yHHsCMhwIWNpDLhckJ6uq8Lhx8NxzIT19mICQzYiAtQfbAPYjQYRL9W9kfHimUT42cLv65ZW5/+0Fec+gV7Q3Pj9PVtRgggGiMN5BM14a2WfAzzHmIrU1HWMlRvPCvxEdOOwczrExjLEMMswwyyTTUkixO7nTruZqu5qr/6lO7CTSOnOTVaKpxZFHcnUhuAdK/N4L9gPKU+yVZf/112MrV2Jt2mA9e5b8zHKssj9ZCx1CEbJxDAeGoQlkRKDGa/fKYNO0Esza5L/d+n3w7TLlNOZlFf1koayszZODG3A6MvumoBg9Q2Fv36KZ8W+UwLcUlXar5f5cAOpGN2pQgzKUoTa1OcIRfuRHmtGMH/iBx3iMfezD5Z6ao0igPicSRQJ/8BYZues1h5TmIndpWYRP5DHgTHfvf/dd+PhjqFdP+DTVq8OWkonQ+1dSyFRTD/0BjEOpfh0CNUzPVA7hwBaBqwG7TBWn9hyBQa0CC2NqptKj5m2F030WBshNM1Bp3b8Rylsaqp/4DdLVGqIETBdwI/m+YokkchqncTZn8xZv8RiPcTZncwIn0IAGfMEX3MIt7GHPP0IIYLhIJYXVjC9yIQR3rAUqpuULjv/oUeGVlikjxLaWoQBGDZOXQqmaevgNZEE9Ja+2N3U2XuxndPMRf5qTu9dWTGmXPKAxOtc0Zg7PG7AqV//IOvomxvcIz8ZjxPkWpUztJV8YqFWoYg/zsO1nv2WQYb/xm41jnJ3BGfYUT1kb2piziFOeguVIsE/BDoA9A7YD7GuwuBztTjkFS0zEHP4AvsIckIvcapqV66Ag8DyjNConKPfw3h4CEQ7UtlstgQvf1jVwu9hIgRVPHKwA8mDHPQytB7dijMQ4ilKkDmC8gKyohrGAoNHe2tHOtrHN0km3NNJsNrOtN/5TwZJIsk50snrkY9wh5D5IAJeAfQ72AAInztrG4RBq24MPYlFRxT/GY52L3GqalTYAj6NMozMCNdx7RNbTygnCnwlEq/fA8l2KoKnmq+6tm45mqORbhFPB5MFG23yIrKRVgQsRAu9G5Ng/gsJO0pD6Oji4Ljeykflu3ILNbKYnPZnKVAAcOHFkufxOnLzGa8xgBvdwD84At8aJkzKU4SVe4g3e4GRODm5AedAUBCTdDBmUH8FbN8NDUVFw880wZQpkFl3Jjv8eFcWMCEqz+Q7sqbza1k40PjjTuPq4vPu9pLXiT5snB24XG2mc2UTQ/Be1Cn7c/dCs9ztKGv7e/f0gsqjeiNeC2jC4PstS1q7l2n+c8ck0two0sg5cZbXxqs+RRNpGNtpnfGYHOGDXcI3Pvi7gAnuAB+xyLrcUUmw72+14jg/ZG7sxWDrYlABt4uNLdlY5lrlYVVMPfwr2OljlQO3KxyrL/vqORo2ygfssG238eJHxZF8jPirvMbzeXy6SvOAZPXw8ylP0/LkQCHEmxibkzsh077sbIx+wENGUsd48Yn143NpwqdWjbzZ3hAOH3cZtlkGG7WGPrWTlP2DEDhxWgxr2PM+bC5cZZnOYY0/xlM1lrjWkYcgelBiEvjAfrIyfNnFxKr82ahR2//0l/3AfS1wiglgbLBVsZl5tK8UremZo27z7Pa+5Mf5io02VvNs+faKE8dxmwY/7PbxGGhcSvFSMx9BM6Pkbg5GPmaEhp9rpvGXxVDLwvR5uTGP7gz/sR340Fy67kzutHvXsYR62wxy2YQyzaUyz+cy3B3jAYogpEmNPT+RH/BbsLrCGOfafeSaWno69/HIYoya/XCKCGAn2LNitqGCm37YV4wQs/ETfvPstGy1V9vmT9TlQ2/bVFPb24ZlGYpCZ8PXxpkUF+ttEvpDBE6hsSdS1CAKP+Ume/MfRv41ttp71ZphNZ7r1o589yIPWCq+6HUG0Hcc11o5hIX1gBiCDzQH3/auTZV/ZslizZliVKsX3AP9buFiNNR7KQP7ya5H9wy8dTINp6+XMOq56oJaQkqYsjj+3Qkc/9RQ9tHI3TN8gTg4iKwPkT/wUZWZYgHYzUCBAkFfwEDvYx3oyCVzIdTOb+Y3fWMlKKlOZ/exnFrNIJ5061GEMY1jEIgAcRNCWy0ikFov5IriBBEmzgArABOBOBFbguTMpKbBsGRw4APfcA716hfTU/0kKuSBWrAgNsgQqLkBRNoPQjfVJqZmwZCf0rgcNgsi1m7RWaVKH0wO3O5gGD0yFhdvhxX7QtmrefWcgQXwNCaIH33cDsqp6th1BOKh98+4yGGpDGy7kQi7iIjrSkZnMxIWLeczjD/7gHM7hHd75xwpbmZZ05kbKUJVpPEy6uxpxqGgnsAKhikwE2rrZQ8nJMGEClC0Ls2fnPj5M+aRQqaYREdhVV2GzZ2N33pl77XA/WINAfVQtY4w613j3jLyNNnGRApr6/sLgQKOOq248fIJxex4+yKw8DjnwFyFV9DuMb9C68Va8KupEjAJmJjhxWk1qWmc621rW2kIW2hzmmGG2mc32GZ/ZdrbbHvZYPPHmIMIa0d+6c7f153WrTXeLJo9rVQhujTBs/wL7CWwxXoCw6GisceOSU/GOVS7yNWLt2lhqKvbDD1hKCla+fPb9pyGjTUBhPLeZ3BgPnZD3ObvUNK7qoPSnvNrWKGt8co7WilUSgvtNl6Eybi6UKnUIYzQy3mRiTHJv24dxYv5vSEMa2t3cbeMY908FKBcuO8Qh+5mf7Qd+sPGMtw/58B9BjCHRqtHeHDiLHIQYtMa/B2wlqhK9FeyGHG2GDsXuukscFsy8uUjXiJ06waOPKgZx3TqYMwcyMrK3WQQ0RaqO38SnMSuUytSphtDdAtHsTVCznNTZ6n5xAUSbU2D6eqVH5dXWQ+NRnOlEFM0egQJoncjJn4jqZ8Qi9dRXgKYfqkc9nuM5HuEROtCBrWxlAhPYxz6mM53BDOZ2bqclLTmLs9jJTgBS2c9W5uGBJC9qykA/PwYVpt0F3IbA7zzUsyekpkK5cuEg8EJRUVpNs3IESj7dQPbs71wc6TSePcm4rG3eYW+VE2RBvb2r/+KmHk6IMqZcKktqZJCzye0IPGomxgyMxUgd3e7+fBQ5+3/HaBX8tXiGZ2w60+1LvrTDHLZVrLIruMJO4ZRs7TrRyRawwB7mYbuUS0ssLvVrsDSwSShVKtbX/Y3AKlfGXnoJq1Wr+Md4rHCJuC9ycgMkjO3zalurnPHqqUaLPCJoQHGqD5+Q91oxJsJ44zTB8z/QS+vMvPqOReDDhrL2/8K7NkzFGOX+vBTjvOCvw3M8Z4bZbnbbNVxjZbOs86rQ2iohv6cTp73CK7aEJXaEI9aRjkH134c+2Vwcobhv41GeYoyfNqecgo0di115ZTibPxCXCkGsjARxDVi9QG2TYjUr3tsj79mrdRUFA9wZRP2LvvWMsYOUnZGXQcjD7THeRTNf1r8v8EbhrMO4GWNAcNehGc3sYz62XvT6Z5aLpoxFEmdduNUq5IiU+ZRPzTDrin9jU3Wq24M8aBOZaCtZaatYZdWpHpL7Fg3WFxU59dfmxBMljGXKyJBT0g98aeVSIYiA1URgRVXzalshTmW8h7UL3C4mQkIbTKwqGBe2lCCe3zz4cb9J9mgbT8SNC2VnTMH4GllVg4y2yQrD34jT7FResWq0zyWEgL3P+/YTP9njPJ5r32AGWw962Iu8aBOYYEc5aqMZbRlkhDT0Lc/f48DOPRf77jusQ4fiOeexyMXu0K9YEZKScm/3QMC8mlcH6ZnCP21dBSoFsISkZsLYlXBWU3FeNHMjPPkLXNRKUI3B0JPAJISBOgGlloCKDcaiqjyVURHUVsF1aRgOImjDpdShBzN5jm0sYI+PsqH3cA9f8zWd6UwXulCZyvSlL/OZzyM8wlCGcjZn05a2zGEO29hGK1qxIR/VjPND7VCWxt1ZtrVuDQ8+KNjFQ6F1af43qChmxKgo7I47sJo1fe9vBfYHUncC9lW/vNwUb5+uIjaB2p7d1HhvQGD0cJDR5sm+Qnu7or0RHRG4vYfbYdyFYkwNuS4moGwMz993qOxb6+CuUwTR1pgzLDYImMTLudymMc0yybQpTLF00v+5Uy5c9hAP2RVcYVdwhVWjmjmJtPI0sCq0DtnbvBbY227+AxUiyhqHeuKJWNeuxTvDHGscshmxXj0YMCBwm/R0ePVV2OQHimYRgoXphgBt/dLavUJ6a1kZOlQLfNJf/obYSGHWVA3Q66F0lQV3AOc1Dz5fcTGKpvHY7se4eXmWNpXQdN+VvMvEAZmksZKxHM2V9ZedooiiAx3oRS+cOKlGNeYxjzXuv1GMYj/7edf956AGPbiXNgzBQeiguSOAnsCV6GdfT3ZcokmTYOZMfW7XDk44IWSn/vdTfmbEuDjs99+x6/IR7OyPW4ENBauQV9u4SAWDTxhstK0auG3NcspZPK953u6Mc5oJHe7sIICOPZyMAIgfRGvDnH8rMDa6+ZrQvEFjibU7uMPSSMt1hzaxycYxzhw4LIJoiyHRunCrncLLVoOOFlEEJd8eAFsHdgjMULpU1v0DBmA//aT0qBdeKLqZ5Vhlf7KWLxS3iAho3BiWFhDJLCstQqBoP6LKaKv8NTySAT+uVBHTFsmwaDtkmu+2mw7Ait1wTjPYkqL1oD+atRFWNlYweNUyWo/mRWkIGSsDobl1RLj1ryPoukYoQPMwEODUwdIJnEB3uhNPPIZ+swsXb/ImPelJK1pxMRdThTZUpR0b+Y1ZvOA+2s81KiQ9gWLdr0ABGjnPsn27AjqmTvXOjmEKgvIzIzocWMOGBcvQvuMOLCkp+7aaYLvAbkLlpAP2cWJ9+QFrJwZuFxtpXNomuLjSGmXl5D+zSfC/pQIqYPoZ8iumYSxHzv3P0RryMlRpqmnB3ppVqGL96W9/8ZfNZrYNYYgd5agZwkCdwATbzW6byUxrT0frwT0hXQsGYgdYR7B5qApYHT/t6tfHnnqq6MdzrHFIZkQzWJ3bqBcUJSUpUj8lxYt1sgV4HxXM3AZ8HqiDg2lwJF3FTf8OUITlaIbgF1/spzLh6/b5b7vtILw4C85tDnuPwowgrIx7UKhbY5Ra4gI2I0DQWAQKeti9/ypUhDBIaklLbuAGdrCDvezFMNrSlhGM4Bd+IY00DnCAWGL5lE+5hVuIpAy1qeLT2loUZKjaeQoyFvsr116pkmbFMAVJobaannYaNnBgbqduUhK2Zg12333ZofiiwJqAfY9KSfvtO8JhDGqpmTGYsXStJStqg/KB27VINsYMMp460Tg+SAd4PYRfk4LxKXL2Z2AcRv7FXWjGfCx/1+5UTjXDbBKT7C/+skwy7VmetU/4xIYz3OKJt1jirA0DrAJ1rCw1rA+Pmb+M/6Lku1Bdxd9KaGY5VjnkfsTERIjMMZ8OGiQ06G7dVA7RQ9WrQ4UK8MMPcO21elt6KB1NMgeA2wOdMNNg1GLlIgZDMzdCpgvu6wmJMf7bLdmpdWeHanBFB4gLQknYjZLz4oCL0JpxDfADSix+CJVPvi+4oXroCEf4m79x4iSGGNaznvGMZzj/42NGEUctjudmkulKbfrQlVvZyEx0j4uXXkDVhccC5/ppExcHjz8Ol1xSfOM6ZqmgM+I992C33JJ9W8+eijU89VRZWD3bFyzAMjKwzEzxjBkKEM567E2otFugc+abL2ltvHJq3j7IcjGqlzFhsHFG4+D6jsPYiaJrfsXYgnEt+QKU8sWDGWxHOWpP8ZQ5cVpZalh/XreqtLUWDHSnPzmycMm93R1g94GNxTfQ1CmnYCNGhPFPs3LIQ9wqVlQ40/Ll2LPPBj75xx9jv/yCvfgi1qMHlpamAOGsbZKQAWARWKW8flBMhJGcR5k2UO7htxcYHWvk3fa0RgqpG31BcAhxDowGqNT3exiNMZIKf6OqUc0a09hiibWyVLfTeMMa0M9KWuj88ftgG1GGRjew+ln2JSQo9rRqVeyVV0p+rKWBiyTWtEoVbPhw7IQTgh9IfLwE8/ffc++7FtV0H5pXP3WTjDdPyxs8ChQ9c3bTvFOqwPj0HPkW84P6djJGx9DfsDgqWBuGWE06l/jDkxefALYflVmYh7BRs+4fPhy7+eaSH2dpYH+y5nALnE9yOBz+dxaQevdWQZMTTlBc4ujRSiwF5dw+haxyXxLAFed0wPUdYetB+QMTooUC7vOEdeHWrvDaHMhwqdbiXj9FXTrWgGuOExbOA1Nh95EC/87CkwMnkbjIA5enFNB5eEtMvo7yph/Lsj86WpbyMDI4mJnPmKsiRXHLSpGR8OKL8MwzEsbXXoMePVRdyEMudEPvQQWZ/JLLYPI6FS995iToWcd/22nrVXXqsrbw8Alwfy8oG+277dKd8Nc2qFce6gcBYlWkZMeEEIIKZ92FHqaLgV7A+Vn2p6XBfffBzz/Dk0+WxAhLP4W0PmIgysiAW2/VZ6nEsqDmnJBXAN8BjwIfg2/wwaRYuPZ4CVR0hP/ZEKBdNSgTrRobAF1qwvkt4IP5udseTIP52xRp06+hLLXztubzlx7jVK4cdOiQLyegIdC73sA5CFqjKXKtprjbfP21XrzLl/vu479OxTYjgkpAu1xe4TNTulTHjl53RybwAXJp5KKy0XBzZ7i0DUxdDwO/gu+XC+PGH9Usp5SqnYcUArdwu1Tb1lV8t5+9CaqVVX3F0xtDTOiCpkstlS0LffrAn3/C/Pnw0ksFithehbSaRBQQnrU+5qpVKv09ImD12v8uFasg+qKuXeVfvDALAvFvKML/ZBSg8g+lZiqWdMQC+HIJbDwA782DJpUUi+qLxq5QdM03y2DHIb2+e9SWf9GXMKZlwr2T4e0/8s7kONYpNhb695fe2LYt7N2rBXx6Ojz/PHTvnq/unkcazKvAQpSv6HmNpaWp+4gI+ZHPPjuUP+TYpxIXxPHjdb8vvBDKZ1mWLUDRYdleoGmZMG4V7MtibDmaoZmufJzvExgy1EQ4FDTetqoEt3YinNxA23PS5hRvYHmPOlCrXKF+Y6mjiAgYOFDq51VXwZgxcO65sHkz1KihmmsffCCk6JgAwRA56CjwJ4rs645U1axl+RwOOfe//hqmTQvlDzr2qdjWiP4oI0PW08WLoVo1vTVBSQ2XorVHORR545NiIqFJRQnV4h2+2yzfJXX0kjbZt3erBa/PUYZHTvp8sdTa6zrq2JELJNTHMiUmwvHHw223wdat0Lmz1gdOJ9SqJSF0ueCccySER4/Cjz96zdp5UAowCuWZfoVCcKui1EzZ7oUKPnOmyoCHKQsVN2ZNfnkO2M15tXOgiJjL2ioD31eb6Aihg88a7uXT84iiubSN8HCmXpp35n9p58GDjZ9+MjIyDJfLyMzUTXa5jNdfN2bONC691Bg3zvsApKcbTz5pNGoU9Hk6gm0Cy3TzQVTQxlfbyy7DunUrBdemGLnYMWtCRUOA1ggSxi8Zso5e0QGaJftuk5YJT/wCl3yr//uOkstkm5O+XQ4HUjXr3trFv9ujtFKjRvDAA3DSSXDxxXDwoIKBXS5Y647Z3bRJ68Tx46FNG9i1y3tdIiPhrrugSZOgTzkHGIpmQScCLOiFLKhZqWdP2YOWLcu+vXVrTc7/OSrtM2J5FMsYEH4RlKc44zJh0bSq7L9dfJRmxl+HGS/2yzsOtXysMbCFMW2o0SmIULmS5oQEo3Zt48wzjUmTjBUrdDOPHNHst3Klts+caXz2mTF/vvHQQ8aiRcZrrxkvv2wcPmysX29Mn65jR440IoLE9nHfs/ESZxuBqg93D9C+VSvh3QwZojjkmTOxSpVKwbUsAj5mZ8S9aN3xUF4NN+6Hx2bAo9NhSBvh1/iiw+nw8HR4YRbsT4Un+kIFP4YeUBROjbKw+7AsqEFg0ZQIVakCV1wBa9bIEjJkiFwRHr/Q6NH848B1OqFLFzjrLM2Cd9wBLVvClVeq/cSJWi9GRsKKFZq22rULeih7wV04To79SOBGH+3KldMwn38e+vWDN96Ahg01fEdpvc5FRaVpRrz3Xuz227FGjbJvj0SzYj/yyOR3oAI23wwUHH9e57y+ozBO+9YL3K5BeeU2fnqOwI9LwZsVh8OoU8fo1Ekz3MSJ3hu3ebPx4ovGjh3GLbcYb7/t/yZ7ODXV+PhjfR4/3ti40ViyxLjmGmPDBnGDBkGPrzFCeksBmwq2EOx/qPSCp039+koY6N0bq1FDGT1XXYXVrVsKrm8RcZEEfYear74ae+gh7MILfd/YKfiuu5CNO9VQNeF3zsi78lN8lPHW6YL3zwts6qT6MvC8eVrpEMYLLpC6mZkpfvllqZkul7F7t9TNXbuMH3+Uqrl3r/HYY2rz55+5b7bHgDN2rAw6mzZ5DThjx2p/27b5GmMjlE0zF2VopKJy7iV+7UqQjwlBDMTxCPntgrzaxkQo2/7rgYLjD9TWgfBqPjzTuKBF4LZxkcY9PSSMwZSCK0pOSpKArVplbNtmjBkjYXvzTf3/6y9j7Vpj+XLdyG3bjL//Nn7+2di/39i3L/fN/vxzIyXFeOYZWUuPHJHwTptm/Pabd6bM5z37DuWZHgH7Bq0Zk0vB81RSfMyuET10GAFrdwOaBWqYmglfLRGKW7Uy0L22/7aGfIj7U6F/o8BrxSMZWldOXgeXtcsbZ7UoKS4O4uNh926tDU8+WY73q66Sk27KFDlkd6qcGwcPwpEjgkkoV07+xJx0wQWKwK9ZU8fv2SOgoV69FP5kJuDSfNBhFGWzF8H5nIMADU4uzG//t1JpnRFjY7GLL1YCsmebA+wWVBqsRV59dKphPNJbmKiBKj9FOrUG/G2Y0T8If1nXWsZtXVUgJ6pkyqQBxnXXGWlpmuGefFJWz3nzjM6djaVLs9/I1auNLVuy+wdnzfJ903ftkko6Y0bufcuWGU3zgQPrvmengu2QKNtSsDFgcX7a9+uHtQ4SKb20crVqWl5FRubed8zNiBddBM2bK9rGQ4aQ3lKB94CAiUq/b4atKcqo8IeDCspRTElTuwFB+MtmblSqVMvK/i2zxUEjRigkLTJSs9mkSSps//HH0MytMxw5AgcOQEIC7NunsLWjRwWlt3o1/PWXZj6Q/zAzU8dUrqwA4JzkdMIppyhIPEgyVPP1avfnZsBxwJ0oSyNr14MHw513asjHKjmd8OGH8Pbb0LSp/n/1VXacJp9UWmdERwDjSWWwh8Auzquf2okyxJwSRFWkYe0Eq3FJ6+DqYeRl3CkObt9e/r5p0zSTuVxeY820ado3e7bWkyNGyLq6fr3xxx9qt3evMXmyPk+YYBw6ZFx5pWbazEyvAcfl0gw6bpxx6qnGwIH5Hmsy2HQ0G36NrOBds+yPicHuvttrMQ10/0szR0Rg69ZhLpfwmVwubNIkL6avP1nL5ys9Aujs/v83sB7QC7RbN6hbV8m/oSC9B+S+2rkzex2NHQgH9RVgH0IL90lbUpR5kRij5OFAuKVfL4XysSod7rIgBph3kyKnefNgwwZo1Urw6zvcsbbJydrmdCrtYeRIqF1b0TUPPKA15c6dmgHr1YMJE5SJER+vGuyTJum4smXhrbfg6quhfXuv/3HqVPjyy3wNdSfwCTAQAaKXB/6HsFH/RuGsnqThG29USuSQISG6TsVIZ56ppXvduvKFHj4s5eJgXkDy+ZsRrzI4aLDNoJd5AI3OPx9LScH++kv6ce7jCs7Tp2O33pr7DRkBthJsSF59NKloPNrbeOmUvGe6VpWNny6RL7JektaPMcFHlJQIX3qpZqwtWxQ1s3Kldz24dauxeLExdaqsoBMmGE88oX1r1ijq5o8/5CtMTdWs6XFlfPutcfbZxnvvZY8/NZOVNjKIiss++GQUO3wI1cm8x0ebtm21Vizxa5uDIyIEhuVhf+h0J57ovVp33pl9X4jcF1cb/GqwzGC/waUGWpTWro29/37oBTE+XtDt55yTe99ZYJsJwrfYtZZC1I7LA0DY6TAqxhmThhjXdVRJ8FdOLfEHICA3bOgN4PbFKSnGrbcan34q18Y77+T2Hx4+LEH86KPs+w4elIqbluY15Hz8sXHggHHaaQUa78nIwZ+GjDe+BLG0cvPm2NtvY3v2YBs2YH37+m/34YfinMEpIRLECINHDNIMdhv8UiwXoHFj7MsvBc+XdXsFsE/AHsZ/bXfAaFlZMImP9cl7VoyNVCzqCXUVt9qlZok/AIDFR2FVEnzsi4szPvxQPsNff80+a61fr1nxwQf9W0i/+Uaz5b59xpw58id6hPXoUeO++ySg6ekSwGnT5Oz/+ut8xZ96uDzYI2DpYB+gMu7P5WjjcGCffYb98EPB6qwUJV9/vYTxuOMKdnyIBBGD1gZ/GEw1eNXAW1q7e3fswQdDX7o5KgrbuBE777zc+yqgVJsuefVTJtqYPMS4oZPv/Q5UzntYOwmhZ1spuPkxEdgTfbHxF2Ntq/po07u3DDQew4rHyDJ9uvH++95tLlduFXP6dLk9Zs7U908+UbrUpk3G77+rn++/V7SNx/UxdqwE9pRTCvR7KqDQt0wULfUHWOss+x0ObPVqbNSo3KUbipN9GYwKa0QKoSBi0NEgw2C7wfB/tl98MTZ1Knb66aG/KHXq6G3UpEn27U6wy5A1LmAfDozBrRX+lnV7hTj5EV85Vf7B6mXzJYCtWilmsigehGplsOOrY6MvwGYOx2Zfjg1t6+u3OYwffvCqnx9+KOFZv15+RjNj506t+7Le4O3bjT17pJYePWoMGmQsXKh9R45o32efKSInqxDv2KH+vv7aKFMm37/LicCIV4HtBHsXbBzZtZratbUOK4rrGgxXrIh98ome6VD2G2JBrGsSxHSDiQYViu3izJ8vHTznvnFgp+fVx+mNlfrUs46c/PFRxllNjR61jUb5+w1RUdiwYUI7X7QIe+CB0P3OSCd2eXvsgzOxt0/Hpg3FHu2N/TYM++gs7Hwfv5/u3aU6fvWVZsHMTIXATZ1qfPml/5uck/fu1cxopr7GjDFGjdJM6JkRn35aQeBmRpcuBfqNjcGWI2DiTLBpYBf5aBcTo+CO4ni+AHM6VS7im2+w3btVUCmU/fu77IV06G9AwUv+ypCEnpo08Y0EtgQlEScEOnjjfmHcnNYIXjkVrj4OGlcUCNUqn7hxfqlzZ3juOTmfXS65b0JFpzQUDOueI4JYjYkQJM+avYLYSYj2gZU1a5bAYPbvh23btK1uXYWnnXEGQVO5ckokBjnvDx2Sf8rhgN9+E97N9dfLHQLKYSoArQTeBe5HIXAd3f+zUmwsnH66gKaKKy3qqqvgnXeUU33mmfD998Vz3kLOiIcN9hg8Z1Dnn/3JydgZZ2AtW4b2bRIZqZLQP/+cu+hpA7B3CCKBODpCJcAbFm4Wf+ghbOtW7JlnsHnzsD59Qvc7K8ZhA1tgP12CfXsBNvJsrHdd7JNzsO8ulIr6Yj8sKmfBm9atpS5u2aKZbN06r2qalqYZMjXVe4O3bVOQt2fbnDlSTcePN375xRg2TDAaK1Zohl2wQDOmZ2ZcvVoGn/PPL9DvbIJg+s3NW8i+VvRw5cp6nnIWLioKbt9exZRatCia/guomj5kErqcHSYZPGgwz80uk0CeaID17+/b3RAqbtlSeYs5tz+G1h2tivhmebhFC904f2bs/PBx1WUZ9Xy/p4e2lXEbKxpXlFDOGi4+swnWpWaOfqKjjbvvlgC6XFojPvGEjC5//mk88ojWdmPGSGD37TMefVRrvrQ0b7rTr79KSLNG18ycKaPO7NmKZZ07V2lVb72lnMcC/OaKSCX1CKOL3BbUNm2wuXOVs1gc97SouYCCaAYzLXclopoGKw1SjX9eaEcMHjUIokpTIbluXeyLL7Dy5bNvr4Ty365GBoGSvuh5cf3y2FlNsQFNsJMbYM4sRqIkH+uiNlVktLm/JzZhMHZ3dx/99uuncDSPcWXmTM1ahw7JoLN1qwRv4UJZWj03Oz3d6/7Yu9c7S27frqDy33+XQSczU07+H380XnhBgQFbtxrJyQW6BpVQrqKhAkSfkD35u0wZGcNy3utjlQu4RkxD4OkDyY4RsR9YjkLcpru37XSfyxs4XbWq4A9qBADiLgjt3KmwoSuvzF4sdTcKe7sCrVxLIzkdwqC6sZPKdlzYUrhWP63JHlmXFbq1XAzc3V0VxjNccGoj1VNNd/k4wcSJgkD0UESEQtXi46FvX0UhL1yoQPDnn9ci6OOPFQi+YIHSqH75RZHK336ri33qqTBjhj6bKRp/40bFciUmKqTu8ssLdD12Ae+4P7dDa8UBWfYfPCicq0OH9BOKgsqU0SXKB4Rr6CnwjDjb4E+DWQa3G1zm5qtMM+VKg+kGqw1GmWbFR/6R/kGDsLPPxqpXD+1bZepULDUVS0/Hzj03+77mCJahdyl4+/ni+uWxKZdqvXdjJ+zdM7AL81hL39dT6ugd3bCrj9P/9tV8rBE93KxZ7mibX35RiNvatcbNN8s1cfiw1oWzZkm93LtXKurRo3JfeGbAUaPUNiND/OuvUnv799dsa6bM/zp1CnRNmoGtlojbPnzDL951l9biOSNVCsvR0diUKdjixYrgKur770/W8gj6bobqUu8HKgLPuLcfAd4HeiIY2VpATVRMrQ3Cdx7LqFGBey8oPfecgssTEuChh/T/44+1bykwHPgCOBMviFFpoa0p8MsGZWZ1qglRTjinGfy4UtlYOalrLbHDAfWS4JHpqhaXlukghnLEE00GR0n7p9wLsG4dvPCCZrI9e1T9JTnZW1P9mmtg+nQhNVWpAtu3C3A4MhI++0z5SBERSo0qX14R2dOmKUUqIUFTyIQJMHSoaq6BIPtPOUUmRxn6gqZlCGTqNqAS0BCoBmQt/zNqlLCwKleWlXrLFg2nMPTQQ1CnjozMa9Z4f0qJUOAZcZ7BepPS9K3JSvq4wQMGPxt8Z7KeZhrsM5jsbjvaIO6ft8CZZ4b+zeJwYA0bquDp2Wdn3xcL9hXYs+QBNhXK8eTgQG0718QmDZH102N8eekUr2HGwxEO7LX+spp+eGbWEDeH1eckG8B7dgHfWjuG5T6PwyFrp2etmDXl6fvvZaxxuTRTzpsnOIwffsgehXPbbVpPer4PG6a15A8/yGf588+aMX/+Wd8//1yzZAGvYTuwB1C0zU0+9tepg/35p2bGUABMORyyxN92m4rtluIZ8QWUrFILmAjchJJWDEhCySw3I61+KDAO1QJq4+bZ1K6tVKZQ+2PMlNt64YV68Welo8CHqNaiE7jXvS3UVD4W7u6hzKn65SE5yxpmzmZ45XffaP6bDqg2znnN4cdVqo/aqQZ8co6KW21OEerjzZ1h+gah/bsMDqbGUJ1WtGYwO1hCRRpjuDjIttwnMZPD9fHH9T0hQdPI9u1a3/Xrp9mybFlvvYN69bRGPHBAaVR33SW4jLQ05aE99ZRmzdNOU58nnqgs2DPPFHxHzZowbJjWmCkpuceUB81H+tWZwO3A78CsLPurVNFacfBg+PvvfHefi8xU8mHWLGV4PfNM3scUFQVRMTgRZZJ9CYz007IecB3Cc+6NinM5gDNp0WIZmzaVTK2DXxDGzePIcRwqcjpUsa1PPVV7O6mBVMyILKYvM7jqB1izR0IFEB8Fg1tDl1oqq+EAVu+BVlVkhNl0AA6lwYb9qnvz7XLVWT2aAU4iOZ5racY5HEZYNAfYxDJGs4EZ2QdYuzbce69qWPzwg56yIUNkyGnbVvrd8uUytGzdKj79dBln7rkHFi3SU9m9uyC5Dx9W+2XLlNOYlT79VAVsoqNhzhzV1nj1Vbj55gJf34eBYWiJkYjqaICGXbas1MhQkNMpLTs9vfBqbrBkfioGB5EYHIVmwYkB2qxDFtSTkWbfA5gHtGPJkuVoBi06atJEL3cPVlJWcgBdQny+gS0UlPPr3xLKhdu1fqsQB0t2qtrbun1wW1cJ0eS1ugJXtJcS/9gMVRC/s7usn3uOwLq90L4a/LkVFmyD52bq2Hr0xUkkkcTQgoFsYhY7WEw8lZjLm6RzKPvgGjaUxXP7dqkMdesqDCglxWvhTE/XLHj++UooPu44HXv66Zo5nU5l50ZFaXt8vAStd+/cF+Pcc+GJJ+B//9N5QOcuBM1H5dtvQzpWVZQIvmOHN/c5FHTttcJYXr8ehg8PXb8FoSAEcReqaFAD5cb7o3eAFij/ejMy5gwFJgE7qF5dL9Nnny3cgLNSfLxCkS64IHdJ6NOBVp52ZK9eW1CKcMiwclUHCWHXWprlPOQyqasAS3ZAgwoCB7+5C2zYB3dNEjTOit1q89FfcFZT6FVXAn3XJFi0Q66LBCrThC505ibSOcRhdrGDRSzkE1JJYS8+poVataS3xcYqC3/DBl2kb77R7Fa1qt5WyclCZwOplyALyN693tTyhBzBgklJsu/v26fPoEz+Ro1ktPnjD00vO3ao3mJKirL7MzPzfZ2/Q0/Q3cDxwBakj/mjypUVlXfuudKm16+XNh2IBg4U8MAzzyhyr6QpSKiM9cB9BI4pTUWq6xYEC3QpgtRoC/xEq1beuiehoH799ALOyPC9JNmMYDQSEbjHAODTQp6zUjzc2BkinZAQJeHJSk4H1EqUVbR/I333xEi++Ydmu6y0fh9MXA1tqgipcdEOAAfJNKMvT3KATRiZbGcRK/mBjfh4YhwOCVWfPqrq8vXXejKnTZMq2aWLkLh++EGL6auvlnP3jz9UfObXX6VS/P67rKPn+rjHLpecwfPnq/0NN2h7375a/Pfvryf6zTe9Y3rxRfjuOwFcFYDmolJ8lyBh/ArfelWdOqomEBEBkyfDkiUqZJOzuE1O2rBBl6yQk3fIKEhBnAFci95Rz6AC2zkpxs39UAh2HTQXvQXcxMSJYwo/WjcNGKAl0KWX+q/JPh/YCNRGoQehiBm+5njNigfT3Ou2LJ0eSlMZxtZVtObzCOHG/ZoVPbNoRg4n/LJdcNMEQavGUI5u3EF1juMIeylDFVYxjoV8yqGc2kjz5prhhg5VodGrrhJUWPPmMqgkJsKgQUJuS0yUmjp+vOoevvee1zvesqU+d+rk1e03bFBN9TLuasmffCJhLltWBhkPORyqnbF1K9x0k46vXNm7r2nTAguih2ahsJJ6CNc2J73+ujwsP/2kn+IMMo3h998LNayQU5DDNuAlpLWfCbxI7tiV2ui91Qm4HFVU34gu4ftA30INNDJShr0XX4Tq1eGyy2D38hZ04kacRFKlilxY11/vPeZtZC3dhzIzChs4keT+yav3SKjMVLVt0lrhGq/fJ8NMuRiYtUmVwvce1bowMdb/y2B/KtShJz25n/qcyB5Ws5ZJ/MwdzOIFDrGdf+aDmBjo2FHC98MPKsH71VcSAKdTAnT4sFSFtDSpCocPy9x42mmaNTt2lJCC1EynU6qoR63YvVuzY0oK3HILtGihdWX9+urj8GHv4BMT5Xs8eFBq6WefSfimTRM2YlQW3T2fdBTpV73R/ctJ/frpXTRypC5DQoLQIo9Fykca1GyEl/YZcAOypGYtaX0TUB+YiWbBj4HG6AFahpSMgolCx47w9NOKyHr4YRjxTlkylp5BA05iPdNwkcGOHVqyfP2197hPUchbHaACMjuFgramQNkYmLsFUjNg5W6Fqa3bpyrhR9K1PcoJ87dCpq9QtBy0kVms4kcySWMV41nAx+zNOQd4Hvpp0/Q2GjfOd2c33qjZqUoVrftq1tTCyWOvP+44uSM80HibNgkRrnJlVX/6+WcJ4uTJ3lSon3+W++PXX2HsWB23ZInU1s6dpZbWrq03ZtWqmmU7dpQhJyKiQNc5Bm+4W1ty11icMkVaeZUq8p7Uri2B3LevQKcrUQrCfZGVWiFo2PYoBvUUVO3+A/e2Oe7tV7nbvoLgZWOBru42S/M9yKeeUsnn3351krqrOs04lwyOMp8PcJEe8Ng6wAnIfXEesALFBRWEGlWAJpWkZh5Mg9HLYFg72HZQs+RpjWHKOuUKViurGfDdebKW7jwMQ78DlyuKSGKzR8K4KZqyJFGHHSwh24qoalUZWy64QDNaYqJmqO+/15ouJUUzoYdWrpT19K23pIqmpUmHHzpUgtm4sWavqCjpdWvWyDHXsqWErVw5Rc64XBLCs86CuXMVoePJQ/z4Y0lBxYrqa9cuARuXLSvfomecBw5IXS6Af6AtWgjVQirq//DtD27RQtrzvn1atrqCePGVFPlzX+QzMXgR8DQwAT0oE4AR6FGvghz8TwG/oRBeQ2vGE1Dt2IeCPlPWRNCfftJsl7TrVHpyH4v4jD95O08hBKUuT0cL/z9QUHFBaX8q3NlNRpu6SbJ4rtsnX9/pjbUu7FtPVtGRC6SyVoqHqAh450+tD5OoQ28eIYrcEcxppLCDxfwjhE6n/HETJ8oKOneufHyHDmkKaNxYbojFizXbjRunN1ZkpC7gaafJnFy+vKwSr76qY0CzX2Kijhs/XuvB5GRvlP6AAXqye/eGL76AVauyq5lJSWp34IBixJKSFChgpsV7nTpScTduLHBW71Jks2+CdK2L/LRbskRBI3366PQOR/BrxdJCBRjuIhR7uh74ExXVvhatDy9FKms6cvA/CXyL5gYH0B+4hmBMJ48+6o39mzJFS5AYyjKZe/5xaAdL65GH827gZXRTC0K7Dsu6eTRD2fIvzJJD/6JWuvkukzO+S004lA4fzIfmybB4B/zu1gKTqEcNOlIpcCkd0S236P+RI3roN2/W+iwpSSpkgwaakT75RNkRnTpJeA4c0IC2b9cs2rWrBNLjZF+2TAI9cqSmj7PPlhti+XK47TZ47TWvIC9bJtUzLU3nWrVKn7t2lco5dqympMaN5dxPS9OsOmGConS6dlWQQAEoDUVH7UMv0gdRTKo/Kl9eQT4TJyo2IacHpjRTAYs3PIeiZ7q7/3+BLllWOoxiWt51fwYJ6B3ubdljv6Kj9Sxcd50K2I4Zo+VMVlrM5wUbLnqzfgNc5v7fj8BeUV/kMkW7RDjhhLpSP2uU0wwYEyFDTUwk1E5UgeF7e+r/mBUy5gBEUwYHTloxiK38GfiEU6YopSk2Fh55RAvk+vXlRpg5U2Fo1avLSjV7ttqef758d99+6/UHpqRozVa+vPrduVMGnqef1tRRvrxuwLZtEqi0NAl/dLRcG4sXK0rH6ZQKWrGit5jDVVfJT7lzpyA5Dh2SKp3Vulq1qoS2AD7Fn4ALgSuRJ/t/wGQgK7BJdDS88oqUhJQU/YSHH9ZQjhUq4AR+CDkIOiGkkU5+2h1Ga8h3kfA+iDx8x//Tok4dRTW8955enGPHavabM6fwun65cgp99Fjh1yIhbI3m5oLSN0uVLVEpXvGl5WIgOkKq6Z4jqk3TpBK0SJZLY747FDSJesRTETC2sSDvEy1YoNzB1aulInhUvyVLlIzZpYviQx0OffYkZw4f7p3RzjlHs+HatTp2xgy1PeccuP12Cce773oh+6dPl7GnQQOt7Tp1kpO/XTsZZObOleEGJKC7dikiZ+hQzYxPPKEZ0UOTJ6svj++xALQKzRh7gF54c4CyUmqqFIC779YwRrqjMePjZWH3vINKLRUMs8bDQ013d7vB8X7a1DAhvW0weN0gxeA9g2iLisKefBLr1k3sARCuS2+rRTerR588zh+YP/hARUDmzMHGjxc6V21UImxqYSP3wU6sL6jDj8/Gpl6KPdYHmzxEmRU3d8YmDsb6u/Pnooi303nbLmOGtecKcxIEZL3TqXzBgwcFa7hypTF6tOAuDh0SfGJqqvHBB8qkP3xY22bMyA5/OHOmkNxGjxaUxuHDqij8yy/qa+dOL0z/u+8KCuPoUX0/cEB5jOPHG2edpTzEZ57RvhEjBOmflmZcdJHg+z3n/Ppr5TwuWyasnJUrjQoFwwmKBXsaVRw2VPzUX1m3nBwdjT3yiACLGzUSbH5h7nthuYBQGXl1XNNgrlsYX7fckBoerm5KJF5isMqk5LWyiAjs1FOztnNYbXrYAN63RGoX+kdPny5BdLmwjz/21iroCXY/WIcQXNiutbBWlbEfL/KmNM0cjr11uiAwsrZtwUA7m5H5O8fJJ0uo5s417r9fSNsulxJ0XS494A8/rO+eMt6e8ttZwYbHjFEK0+jREt4xY1T5acYMpTqZqe2+fcK52b5d25YuNV56ydufJw3K03dGhndbSorGsmmTMXGixrxokbfvn382EhMLdJ0dYP9D1Yczwfrm49ju3QV3OW0aVqlS6RTEfLovfNHtaC34GwKpWO2nXRVgNHJheNqu+2dvAlXoxh1kcJQ/eJMDbPLdTT6oTRvFtq5YoRjErGuGXmhV2wrIq1BPMHR3d6judnR9tVT+w5yJvnXoRS268CtPBd9xbKwWPFde6Y3z3LJFauKzz2rt9dlnivMbNEj6WZMm8vddeKG+z58vFbJePWVTVKggI8zq1VrXeUyMc+fqfOXKyUKaman41Zw0f77+t2untWunTnJrNG4sn2RGhjJ5r75aC7eEBKm+jRtrjbtxY34vLyCv9LfISZYA3EPup61OHXlustLAgdLSY2Jkl/r11wKdPiTkz31RyBkRE1jUZoPrDZ4xCFRFt7bB2eZr5kykjtWkYGC1BeFeSNUZXsh+mnGuNeI0c/j43U4HlhiD3d4Va1qYN3FiopJ5V6/2QiNmhUXMyZ995q36NHeuMWWKceONQvr+5RdBZYwYIQS3Q4ekXk6eLEiMzEypmJMnGyeeKFU1a9+HD2eH4di4UTPd7Nk6Pi1N6uysWerb027ECKmv8YUDF3sbbA5YBti9OfaVL4/9+qsgVN57D9uxQ2d3ubBDh7C0NN9lG4qTi0g19XAPgzUGvxtUKdEfGiz3AjtCbnyUyEhsyJDgcXZiKW+n8Ya1Y5g1YYBVz7JWPr+51o6zhmPXd8yO0pZvvvJKb/2JFSu0djSTKvnnn9lv3L592Utzz5pl3HmnVNZNm7TmTEsT7OJDDxkjR0rAJk9WJv/jj2vdePCgsGuy9v399xI0z/eMDPW1fr0K4SxebNx1l/oy0/EffJDvkt/++HKwxQiX6FqwxCz7HA5swADs3nt1H7t1w/7+W4L42Wf6P3Om4PxL6rkrYkHEZJDZaPBWiQtZMNwLbBuqSJTtRl+OHT2qGnfB9hVPJWtAP7uEn20wE60uvQ0EAvx4Hxlvvr9QMPrRPowFpzcO4jxVqgjgNyPDuOQSGWD27jWWLPHC33t43ToJxgcfaFZ6/nkJ1nvv6Zi9ewU8vHu32nkEavVqGVheflkCNWmSt8/du4033sj9kMyYoRl4yRIJ+/r1ElSXS/39738yOoXovsWjuop3IqNNEz/tHA7soouwF1/EMjI02u3bNVvOmFFyRht/shbC+INv0TpwVa49LRhIey4nkrjQna6QtA6FoudEshgxQm6U1f6Wuj7oMLtYw0SmcB+LGUUCyThw8tgMuTh2HILJ6+DSNkogjnRCrzpwcgOFy8VHBRHisH27t9bA+efLyb5hg9wNWddxLpdcFKtWyaUQGanQs4oVlQ2xYYPApcaNUypUnTo6zunUGjIpSZHzzZt7Q1W+/14LbYdD310upThlZCicbtkyuS169ZJfMyVFF7FdO0XqhDDm7DCKZG6O1omn+2kXEaFwt+uu0/fMTHmCjh6V7SAnvEpJUwiMNR6KQC7XLWR9vMtQjdN4gwQq8zuvsIQvCjzYUFNthItyHxLKoqCy0RLGGzqpcvjavfDgCbD3iBz/e49CtTLw/Cz4zk9K1z8UGanI98REhZGBIm22bZMRBBT17nTKGTtkiJ680aNlpdiyRT49UHyp5943bCgn/pdfKrF4/XoZazzJntWrK9Rt924J6qhR+nzttWq3Z4/aJiXJePPBB0qNKiJKAFoCr6OgjGcRLErOl2p8vKL2QK7Qu+7SJYiMlOuzWzf/aXRFRSGKNQ1EmQhSI8PdcSRtGcqJPMV2FpDOIVYzPnSnCwFtQYF5L6GA8KKgFHfuYqV4QWNc30n5iaAonCPpikU9u6nApAJSRoYCqhs0UMRDaqr40CHNgLNnq9b9+vUSqNWrhYwUGakpYfRozYbgzYg4dEj9mukYT0rT0aMS8saNvRAYKSkKXYuMVKTEDz8onC4+XjPjoEEKHihCIQSFk2xFT1o3hANRxke7w4elAHgUh9NOUwDQeed5g4lKCxVJaKyDCI7nWlozmN2sIJUUpnA/qRwoitMVmDJQILgLvWHLBW5eIGpZWWjeNcoJua1mOUXgtKisaJwm7kixRhWhTLTXBeKXFiyQ0B04AC+/rNmoVSvNiB066P+117qzkjfKtZCcrPCiG29UaBxIMGNjpadt2iQ1FZTN0aKFhL1ZM6UyjR2r9k6nnt7KlSXIlSpJ8IYOVaTO6NHFlvqwEaUXTEO4EYGwIzzkcslDM3asPvfsWZQjzB8VMNbUP5WlBu0YhuFiHNexi2Ke+/NJ4xFA0RlIVR0Wwr7bVYVH+2gN+MrvgkpssATOaCz4/Ej3a3DzAcFkXH2c4lW/WqKVvU8yU2xp586CuZ8xQ36/w4clWJUqSTjnztW6MCZG68C//9Z+D5hLuXJSaSdPFuCLp67cqFES3DZtvPGi/fpJ3RwyROvRdeukkpYpo3A7T35iMZIhbJvJyB88AKmpeY1k6lSppy+/XLpiUUO4Rjx2qTwKNYhE2OWF/dGnNIQ6iTCgibL6n/oVxq707nc64NxmSqM6kiGBzHApZnXXYbhlotTZgPTRRxIMkMN/3z5BGNx0kywUb72lGcyTgvTJJ8rgOOEE77YLLlCgQJ8+Ujl79NCsVqWK0q4mTlQeZEKCBDsqSipr587qb+RIb9xpCVJ/BL24EaHsluaHthjWiMcuHUBrxeao3E5hqHys8E6dDgV/bz8kActKLlP0zYb9sqLO2yooxioJ0LSSch4T8oITuO8+Rbg4HFJHExOlksbEKJM6qxCCrK779nm3bd2qdBePYLZvLyE85RSpo0uXSq1dulTmxo4dpbJGRgoo6qqrSoUQgrSaT4EOCEPwWKRiFsREFJg0jNzAByVHmcAbwBMoTapCIfpqURk6VBOI8Ko9cOfPEjpfNGaF3t5nNJbRZtp6qbGnNhIEY0DatElujGXLNDM+/LCE5NZbZdHMKoRz5khdPflkfU9NVYZ9dLSE6dlnvdaLhASpsK+9JqGOjJRQHz0q4R88WObH4kLkDYKiEVZEA2S4ORapGAXxBFSw+RHkCfKDt1KC9D1KdR6FHDEFoZkb4ffNkJ4pWMVVe4Rn44tmb4L35gn/pn55CfEmtz2rc02prmc1VaXxCF8Kzdq1cld4lhcxMQJticvhry1bVurnCy/ou9MpRO6NG+X7u/56qZ0eZPDffpOw/fyzjDZ//y0r6XPPyTpaysgQCHE1BK+RVJKDKSCF3FiTmyoiwVuPKlKku7edgZDdJhf9EIKk1eim9gX64L/AQCBymQCk2lXNXuPQH2W4tC6sGAeJMUJ8S0lVovHVx2mNmemCeuXh3T+9Ccb/0BNPaCa7+WZZMiMiZIgxk1O9f3858lNTvb7HHTt0TNWqwiDp0EFGm4MHhU9TtapcIO+8IzV3xQph3ZRSSkOazDg0M76HcAT3leCY8kshNtZ4IDEMpd8ORJfpGqTwvQicg0qKxgJjkDu2sBjcoaME5A0FGIQyxIuCnA44qb7U0EyXfInNKml2XLFLmmVqhjBSJ6+VQWdziqyvucjhULb9DTfASy/JUeZx8H/3nVwPEyYoYyMiQp/T04VL88svElSP5/vqq2VSfOstGWPmzSuiKxB6ugippn2BH9zfS5FhFPBvrAmhIHZA7tWT0LvoFFTt7ksE2VQHZfNXQLNjFPLkTULvr9JBDvSq6IoC9q4i9DezbhI81kfGmT1HoE4S7D+qyJszmqjNDyulkq7bJ0OOA1i6E56dCVt8vbdat1bYWmKisGOuuEIq6G43vv/HH8s4k5QkA8xll0kdPXBAqmxUlNwZ334rod6yRcJ6DNFN6OW5FOGgfo+S7XaX4Jhykj9BLKRq2gq4BSFQnoAErQYyyswEPGi/rRGI4ToEmXExEIfU1DJIKEvupjudSt07/XRpY99M082ri9YboRDEQS2hmXvSaVxR7onVeyDBHd1R1g23cSRd4MSnN9ZM+d1yaFVZzv5nZ0pl9UkLF2r2GzRIRpzUVAnY+PGKnBkyRM78yZO1lpzoLiq0e7dyEtPTpbr+VFQ6QNHTS0jPehL4GjgV5Z2OLsExBUuFmBHbo/qJMai6RFaagVZY77m/N0YIb9ciG1csesenIs9PbVTFsGQAKevWVczhnj16hj1FSU5EAJBXIIjkwtDTJ6rYDKhAzdaDUk/71PNuq5Wo2NQMt6pqps9/bIGJa2BCXoHo0dHe0LV+/eSK8DjwPbGjnlC32bO13eXywiSWIktoQekuBAzWFb3e1yI4xvzDVhUNFcGM2BFVlbgCFc2qirDSZiP3alaMtJVI6BLQenAkWj9mIBj/ssBrCFgqtFS5srCR4uIEtefrWdu6VbHUtWtnrww0yf2rzkMYBIV5Tew6LEjF2olQMV4Q/CDVtEKcImuqltFyL8otS/uOysf4zG/CVAWIJYlYkjjEztwl2bKWQPruO3EwlBMu7ximkcgf7AkjnYxwbe8EXyV8Sg0Vco34GNAMeUF2I5j9GX7aRiJv3eUo58GjmrZzHz8bRQyGLmC4UiU9i127yu5w+eX5X/bUAD5H9t4PCjGW8rHw/SDB8M/eBOXd677Zm6BTTYW2tavqxUfdc0Rl2hZneZ/FUYETeYrKtGQaD7MmYM3K/y5VR57qO9CrH1RdqgslH3VTRJE1jyAb40qUlOJPCEGz38do1jyAXBitUBLSNGTj2gVALOWJxRf+XfN8DblCBc2Imzcrla8gtofNyNx0OcLULBhmtZd2HFIx0x9XKuD7/BYKh9uaokyN9Eyhgg/51iuESdSlDFVpz+XEksRivmAD0ws5kn8vbUHrxGvRLPgdirx5jNDVPwk1hcBq2g0pbzcHecqLkFq6GD3afZAauwUHThpzBrXpznK+c9cDLIfWoY8iw/TLwJsEo/WXLSt1Mz5eoZIFpSgkjMej+b8gzpboCK0H46NUG6NFZVWPKhMNJ9aX8Wb5Lhi1CH75W7MiQGVa0osHSecwmaSxjiksZlTBf8x/hCKQMMYhraYGMhm2Rjb74jANxqBaaA9m2XZh0bov8mP1/ARZT6ORBu+10sWTTGsu5i9GkMp+DBcyQq9D684yaGa9C3g+yPOFhrqiOliLkGm8IO7ttlXhoROUmxjp1OwHKvE2diXM3Qzp2RaiDnpwN00YwD7Ws5bJzOcDrNSYHko3dUBRUnXQ02aoiM27aLkxqwjP3QcYjFDKPaZJAIoOxS1YrmrQzOA5g1om9LdA7SMMKhv8ZPC9wcMmO+Jug10GF4dwbMFxT7B0sNFg5QvYR5eaAh6efTn22zDstq5YXKT/9lVobS24wMpSvdh/77+B3wdzIWDibe77Z2CbwVqCNQWLCNG5osGSwV5HINbTwW51fzYPFz14lIdzAgX1NHjS4BGD3wzq+znOkePYZIPpBpcb9DEY5f4tcw02mQS0XLHe1LJgY9w39ppC9HN8dezdM7CBLbCIf5DdHOYfoDnMwbLDgd1yC9a5s/eejUVCMBnsINhH7vt4MtgMsCuRMDoKeE4nWGewx8EeBBvlPp8LbBfYb+7vGRSbINY3CUytLNvuMI3jWoOkAMcONxif5bvTBNcf5f5+ssFWgykGvxiMNSGNF++NLgu2AuxlsKjC9BPt/VyZltadu60j11kcFYv9N/2b+JRThPA+eTIWH69t54EdQMLwB9hnSKNp6P58NdjfYB+6729+zlcJ7BuwPe4+PgfbiWZcQ7CPK8EOgd1EkQpivHnf5Hebzn+zQRn3tqYGAw0aBujjaoNfDW43iA3Q7mSDVPc5Mk0zbXSx3+zTwKaA3VHIfiKJs7qcYIOZaJcy1TpxgyVQudh/z7+NK1TAGjTIvu1KhGNrYFvBquBVSfujmesg2ESwTxHebR+wClk4Bqwi2EiwF8EGoWXK02ADEfDxDrBnwNa7zzUW7GGwn8DqUKSCeJ7BSe7P/Qz2mIRlRD4uXrT72I2mmdNfuwSDycY/gjjZff7ivdG1wf4C+6KQ/TTlbBvKdLuc2daGS835z+wf5lCzA2wIAif+CAndde59TlTU5mSwN8DeAtsLdhTNZIfAJqG13xVgc92fT3Yf5xHoaLAEsFV414S7kaBHu9sUkSC2Ns1+8wxOdG+7yD2GXQYXGPl6w7c0GXUCtWlqUk3TTOvH+QZ1iv3GNgFbAzYerHoB+4imrJ3FCKvPiWGVNMRcrRo2dKh3rajrrSpgnkI2KWDn+zjWAdYOrFMWrubeVhm9iP2d14HWiSPRDLwP7Iws+4tIEGuYYPaXmGYnp6ny028GGSZv2BMhvsjtDN5w9z/efY43CtRXdDR2//3Y449jJ53kv53TKc66LQLVYcgEe57QWd7CHBp+6SXswQexevWyb28MthTvjDUerFwBz+Ekt5GnPxI+l5uX5thfhKrpLabZ6VKTeplgMspcY7Jsli+CC93dYLnBEYODBu+7z5+/fqKiVOfixhuxwYN9t0lKwu67T9DtOffFIaPNPgQDH+hNGebi5cREWVB97XsIbBley+b7Bei/M9i7yEBzBlgtsKHoWVgIlobWm91zHFfExpo1JivmdwbHubfXskBqZiRxhbjQ5QzuNNXZyDQJ481GPvuMjMTOPhvr399/my5dsHnzsI8+8r2/qvvip4NdT8FN4GEOPZcvrxepr3234J0VNyIfcTB9VkUCuA2tHTPAZqJ1431IGCegteaFPo4vYvdFrGn2SzOYFrBtJLHWlLOtr0+V9XzTTOrh7nmcc63BIdMLYITBl+a11oaGu3RROa+rr/bf5hSw+UjNqVQKHsAwqzr0tGlaeuRcVoAKnX6JVxg/Ju/lRW2w2WC/IqvoA0iIj7i3dUEW0kywi8EiffRRDH7EJgYdDZr7bRNFgvXiARvOLOvCrdaCgTnqCp5jWvOZqebiFoO+fvqLMJhkirT5zOAe07qxc0hvaJs22Ny5WLlygdudj3xHb5B/X1SYQ89OJ1anTuA2tyGjSjryDd/sp10Mqla8GGwEqqt5BL14R4C1R+6QVshuMBq5OXz1VUwO/QAXhijrzSM2nFl2ObPtQr6zlgyyCGKytKtscJfBAVOZt3STE79XgL4/NBmKXCY1da1B22K/8VXRG/JT5Bh2lvCDGGa9RO+5R0sQX/urgD2GXBmG1MuaOdpEgD0KNg1sP5rtXGALcrTrgoIFbiOw8afEBLEs1a0mXawtl/3jMxvOLKtKOz/HRJuE70+TNfZDg53mvwDqfaaZcIvBSwaHDR4zzZjFe+OTkYryF4WLuglzaLhnT2zMGOzcc/23uQb5Cw2vMNZDcai9kLvDEyu6EK0HJyBjjaePbmjN2D+IMfmTtSLHNa1FN7pyK7EkkcFR0jjIWn5mN/7wMTOAt1GcfCrC5SqPsi98le95DWVoHEFpUi6gFgLYK17ajfLeXCjRq06xjyBMWWnGDAHVffON/zZvozxFNwACS9E9fB9h4DwAbEK4RbtRalV/lMbuoWtRJocvgL2gqahnRAcR1oVbbCjT7XiutYo0Nkees1UrkyXW86LKMMWwnu2nfQ/TmtLTPsXgKcs7OCD03BZVIT6KYguL+/xhFkdEYJddhtWqlXdbJ97A8FRUifhmFKz9BZoRT8EbHZOVa6HwtWB9kSW6RkymufXiAUukdj6Oe9UkfEuNfwRsvuG3jz4GC01RPtMNZptiXIv/IagEtgGtPW7Ct/UszEXLMTHYL79g3brl3bYXMsRMBFuOImN2IiPOYrDT/RznRHGm7QjeJlCighhHRWvJhTkMM3lxvMlws8W8UTouUxpULT/HRBisNzn6JxvsMG/oXei5ZUvs6aex007Lve9GtKg/ClaDsH+xuNmXy8IXRyPL6UTkE5wPdg4Kf/sU7Ow8jn03n+MqcatpwTjBYKTBNwZ7Ta6Kh00xpr7aO02BBZ4Z9BaDjyy/jv5gOTYWe/JJbNiw3PsSwN5E8ahbwPqV+LX8b/GFF2IdOwZuUw75D931ks1QzuJC9+e9KH2qtZ/j7wH7IZ/jKjFjTeHoEHAdQoxxIUyuJGTAGURuICkXMur86v6e4W6fjBBEQktHj8Ldd6uGZ046hKpLbUeI4Tch2OUwFT3Vq6eyjoFKc8fixQ+cilDefkQ4gt8jeLNRqFzfrQj7JivVBC5B2DghodI9I3rYafCJ+6WVbpoRD5uCzn21/9TdNs2U57jdYFCxj9uBnPtbkZr6XIlfx/8GOxxaI/rbH48SeFejvNL5YLPwZmJEg70KtglBXXyO1pFZ+2juvqfj8zm2Y3RG9JALGYlfR+8oFwKeaobveeZJYA0CtarrbhOyd1fQZMBBBHW1DKgMNCz2Ufy3KDkZWrZUmUd/dAMqEJGOXBO7gKsRTD/u7XPRrHkjKn56Gyr55qEtqNDN46EaeOFmRIfBWaa1XHG87Sqawtr+Nq/x5nPDpxGolcEcU+jbHFPuZMm9pa9EYELzCD7AOMz559tvx555RlE1Ofc5kQX7BhQzugMZafwZZL5Cs952d/tVeNeLzZAhLmckTl5cRMaa4Saf3XcGlYrhQjsNBhj8bN6Y1CPmPwXqZZN/cYNJgIvrhZGb6yC/1HwEMlS5hMbxb+ZWrbCyZX2HtLV2X/dNKE7UhV6MF+Pf9dAICdtGlO42B8WRtgNLQr7HUiCI/U2WTI8wnF6MF/1xk2siw33ukQbtfbQrYzDEFCq3wEKdmZFfvgL5p5aDPYFvB3GYC84vvJDbbVEO7CIE4DQbxYpmoNmweR79xSABTEOW1MPIivo+Eux0NDPmZ4xFIIiRBg+YcgJnGsww6FJMFz3aNLttNKVBfW9SVzv4aHuKwT7TS6NkBTEC7Fn0Ns4Ae4lwZn9h+aKLsCuvlHEm60wYATYcJWy/jIC+yoA9hWbGeILz7UagYO6ZyLf4NZpRL3Vv+yyf4w2xIEaZ1mBjTcHZO03WydcscA5hKDnSFHXjmZXNFPTtC4BpmPkWxDsMGhXrgxOHhHEBChCvU4zn/rdx5crY2rXYypVSSXNe43fx7wPMD5+E1vapeH2Nk1D01Dn57KsQghhhuR/uciYhzDSFoZ1qUNY0M20w6FYMN8JhQnzLGgKXaXCbj7a1TDN2ThfGBwaLLTDUY8HYX+pNVr4KRfvXLfJr9e/huDhlU1x9tZJ+b7lFa8OsbbohkN/YEJ73abAlCHjKhZKKU5ELJD/CXkBBrGnKuN9kUNfdWQ2T9bKMCa4ia9RKGdNacbspELuob0yMwaOmtaJHGOcZPuHpkwwSc2z7wKTStgrpuMqVwyZMwFq0CNzuAaSi/lLk1+nfwb17Y19/jS1fjr31lv9k7R9QkHYoz52EchevQevN39CL9Buw4ynyWNM6BleZEnVfNRk+rjQYbf7XWxVMs+TDFihbP3QcZaqnkWaypB4woYEHE9f6gSkEzrstiniLyrMuR2C+6y5swQLsnXcCt4sF+wQZAkryAS8OLsw1TUzEBg7E9u3DduzAevQI3L5XHv3VqiUMos8/l2B//bW+Dx0a+LgT0fpwNcIrdSGXxkKUixrMbymgQ38D8AWqMlcWldjujmrddPdzzB5UJnIRqihc1JSOSlL+iX7rBJTL6G98/imeSpzM83ThlgKPpn59uOgiaNUK9u0L3DYCVYmsiArUBfBBH7MUQTTNOId+vEBFmuTr2KgouPJKePRRuPRShRKecw788ovv9mVQ2Me1fvrr1QtOPRVeflnl2nv0gKpVtS0hAS6+WMVtQfuvu05cubK2TQG+QfXL0lBYyXygJdlLrxWI8l4jljX41pRitN3gbRMQcMm/ZbNzb1Omxm2mrP6zLe+KU81N2RpCnoskzk7kaTuBh/J9/rg4ZWMMHKjLt2MH1qRJ3sclozVNfwTzV/LXMXQcRbxVpa0NYqzVo4/FUSFfxyckYMuWKZ3puOP8h605kCviGRRO2DvrGKKwqlWxDz4QbMbtt2MzZ2Lbt2NnnolVqaKZ8K+/sOee030ErFcv7JVXBBx23HHe/pojdTSFf9ZCloKMNvFB/KZCGGuSTEC+Kwyus5KoNRE8P2reiJsMk0M/UBJyGZMaW++fbbXoZgN438oFWeAmIkK+q2efxQ4fxn78EXv3Xd3IYMfdAmGiLABrU+LXsPAcT7J14gY7kadsCJOtZiEAvZo3953d4mEH2GAUK/oq2CPu7bGx2KOPYm+/rUibn37C7r0XO/10CXj37nmf+8svsdRUZdhk3d4GGW8moAwND5hwTgxTX1xI98UFJqj7kr/JgbmcwQ8GZgoS/83gpgDt40xROrPNU0inAo2sJl2CrkPx6qvY669L+KpWFQcKOPbFkagOw2EEVHSsAk85ibJadLUz+dDOZZSdxLNWi65Fes7LEb7oKlSzwpMp//TTWGamHuW//sKef95bHSpYTkrS/axUKfe+WihfMevMOCuIPovAoZ/3TYmlvDXkFGvL0GJ8ICqbXBVrTf7N+/JoX9tUZQpLoq5dwLdBqaZlymDJyVrwv/021qxZ4cYdgeDZnwRLLLZrFTqOIdE6cJUNZ6adw6dWzm/yduj4XARp8S3Z43cjI2Uou/lmbOxYrHXrojl/BEL6NjdvIm+/oj9Zi6SIqA49aMzpVOd4vmdYgfupzvFsYW4+jtgBjESZGgchz2P/Bv4mmeY04GQOsIlNecAAVakCo0ZB166wYwc0agRpafkYog/KRGWeyyLDzYfAtsJ1WWzkJJK+PEECyexhDZO4kxS2FNn5mgAnu7klcDEwM8v+6tWhXTvli951FyxZUjTjMJQDVAeZBn9DmbIu4Lt89uVwz3y+dzoc/nf6oVp0JYl6NKI/a5lEBNH8xYdkkr8ntQzVqEY7UtjKNubncxRJKMHlSuCzgC2jKUslmtKL+0mgMilsZTXj+ZN3fLZPToaTT1aqzVdfQXo6LFoU4AQXtNAd698IfloDnwVqLIvfbcDteNNySivFkEhlWtKBK4mmDHN5nR0s5hA7Qn6uKkBP+H975x0fRbX28e9uGgkJkNB7ly4dRBABQUTEhqJiV+zlem1Xr7291mvvXazYrlRFVHoRKSII0nvvLSSE5Hn/+J1xNiFld4mUK89+zifZ2ZkzZ+ac5zz9efgXkAZUAZ4BBkK++QCrVYO1ayE7u9iHkguOB+5Bm0Is8F8UfHcxsC2f880skF8/xYKIQWJpwOmUojqxlKAhZ7KJP/iD/zKfoWglhg9p1OdE7uNnXoqQGnowALgE0ZiCduYAdTiJNOpRh+6UohoAhrGQEYzjkVxnx8VB376wZIko4U8/wW+/FTKElpWgc01Iz4Lzm8KUVVA5Be76ATbsLvCyNGAZUo/3R6ryww8CxJFENx4hk53EEM9CRrCCAuwKBwBxwDXoXbRHORdmAG8C7xPpyvprIBVYgrgZ0JiGotWXl/wUhIgHxJomUIrKtKYdN1KS8gSJI4vdbOIPRnEn6WyMqL806gPQg6eIJYF1/BrlyLoiG2bB7FEpqlGG2jTibLazkhSqkskO1jKdX3j1z/NSU6FbN3jiCZg1C/r1g6lTi7h9vTRoVB76NBAF3JgOQxfAGQ2gXVWYuRZW78z30q0o2cczKN/mnEKf4uBDKnWoRRcgwGw+ZT2/ESDAPjKK/V4lUI7R3mhzeg69lz3A9mK/W/SwDegJnI0SsqwE7kObSLh8YFSIGCBIAqU5jluoRRdiSSCHbDLYygzeZiWTI0LCklSkMq0oR0MWMoJ4kslkO9HvdzuBJERftuT5LQXYyQ5WspxxxBDPLtZRhlpM5EmW8hMAZcooOe0ZZ0C7dpI1Ro2CnJxCbpsYC8EAXN4CapWBfTmwey88Og7mbBBVvLczVE6GIfNh/f6U0VAOgt1AG5Qm+Rn8BLiHCmJIoC3XU4OOlKIau1jPCiaQ/ReMLBl4EKiEKEsDlLB5brHfqXjAkGZiKPA2kA4MQbJr/gJOfp1EoTU9hj52GWOtH19ZO260s/jQWjHAYqK0Mdant9XkRAsQYwGC1pqrrSwNDkCjlWJySl9pKoyDyf55nanacPuQcwPWiLOtRkjUSIMG2OzZMvxWq6aCpkXes20Vo2st4/XTjI/PNj4407joWCMYyH1eTMDoUst4s49RrVSB/QVQzOI+sPP+Ao1fJC2WEtaNR+1KJtsVTLRO3G1lOeYvuVdfFHA7CGwwMpIfKeUL7kP2REP+rg+jSsOh50RpvkizvFHt8aRYFx6ysxhoFzHSatHVSkZUnvtgtbKmaJBVptym/zEYaHpP0wzK53tdvXrYhAnYqFFY1aph3KdKinHxscbIi4yBZxnPn2IcU9YoX4RXT99GQtxCzqmCzBkXEX158ANt8STbiTxgVzLZ6tDD0qgfRqb2yFsQVVz6HS3gT8DSvDHEK/VFWBviIWwJKGjYwJai0m1jUbEb75woEXGkqSy2/+LLUMvacJ1Vpb1V/ZPaHK6tjMF3tr+3Tfv9zg0GsWOOUXXgU04Js//YoPFIV+M/Jxtf9TPOb2p0DNN+VjXFuK6N0blmgecEkAfHDWAvcmiSFNfkRLuc8daLl6wEZYq9/wAq8PkKcqh+KM/vbdti77wjV7NwXAYPdeuEov//i9JsfI6ibLzfo0REM6UvvC3XzZpw3gFHKBy8dqGpovBeUyKp/T1mkpIUVrNgAda9exh9tq5s1CxtfNrXeOVU49T6RqkIspgHMC5sZnx3kdGqcqHnxqNKxBNRuM3Bfn8xxFsiaX/JfHcCOxNVUpoGdgc+G1quHHb66dhtt2Fz56qq0+DBh3othdfOxi/hNgbsZ1QYFQ4IEc0UfHvwC7oUX+thyrGTP0tVu7bcocaNC6OvLrWMHy8xzmlsdKhmpEWYRTwmILb07k7GpCuND88qVFYEZQ2fDHb8IX+PB97Kgd2NCnquRQv2CvwkTDEx2JVXKv2FmWIPR4/GzjwzvDoWh0MrDzYEIeIM5DE1EoW9FYRrRdgRcT8acB0qYvW/B/36yTbYqZPCbQr0xEiMhQe7yDb43z/gt/WR3+yCpnBjO73SySvFMc/dCB/MKvCSRGTcX4DU+dMiv+thAZ3Qc5REmWfLoNCi79zvjRvD+ecre/rKlTBkCEybBoMGyXHiSIJkFEDYAfgIuAhpVS8pwI5YBEVcZgqe/cZgkUGfQ77bFFerXl0hMdWry8Mf5C+alpbP+QGM0xsY/ZoYV7c24g9AWfHGacaIC40HuxilE4z6acZ7Z4i9LeS6skiLuJL9NXHRtiCx1pxLrT3/sMacY7F/QY2QGFSE5zgUXWIo+9nziNJ75yUnK+Rpzx7s/vulNDvUa+RA25kotcYNhBRDjY41HW6SEb0cokMMShzyByyOdvXV2M8/Y489JhNFgedWTjb+eZzxWm+jzzFCymjvGwxIq3pJc6NErH/8vCbGBU33N3Xkaceg1H53UzwRGilUscsZZ8dzh6VSt9jfcRxKLTEVlTqbivK8vEbuUnWNGmGvvort3Ik9+OChXxvF2S5A8r1xQIj4vklr6iVoSreDl6WteFtsrMqnlS3rFkmcgkILynsCGNVLyTRxYTOjZHhhUblaq8qS/46rJu3oP48z7u2cGwlBcmPj8sZlLQo1e8SAPYvyc/Y9gHcRIGhp1LNuPGYduNUSKFxGjaY1A5sHthppDbehlBIN8ZM6JSdL9ps4EfvkE6xGDc3LoV4rxdliUD7bXRSOiEV41lRD3G468vJLRFLKaSgVxuEPgQC8/jokJ0NsLExxNZezsmB9QSJeagkoXQLu66zEcPePht0RCCmVkuEf7aFtVfmVloyTJ830tTBjLWTsy31+tulYw3Kwcjv8uDTfbrNRdakYVF1qHITtvxQgSAnK0IqriCOJUlRlPkNYz2wy2RH+sxV6D9XduhG5d40CrkLO2g+iaksLgcqV4fnnYfhwePFFuPhiGDq0WIZw2EE28BZyfbsHeQvlC4VTxEdMxu9HTLF9HoV9/JDvNOG0MmWwW25RhHb79tLIFXnd8dWNd043bmhrdKohahXJfauVkiZ08pWSBW9qJ9NGOCxtpxrGvzoWes84sHHI8P1GBONKppL15jU7m4+tIs0tSKx5wdDF0eqA3YOCdAchOXCv+99L5hsISCM6dSqWk6N0FT17Hvp1cjBawM1dlKzpZaYUGWtMipt9Br+a0tcHD/nDFdUeeEAG+rA8MsomGv9oL+N8zdKR369SstG/mXFVK2PCFXJxa5tfWsdCWvkk48VeYokLOe9kFJG+CSkEiuq3OsfbWQy0RvS1klQs9vdcA6npDSXe/R3Jg13wg5zr1MFmzlTqCTNs40alrTjUa+RgtygRsZHBaybe6VtTqsKeBrNNLmP5u4kdcS0tUcqYIux5BbbWlY3nehp3HG+Mv1wIHY1Sp7qjpnd1KvL6V5HXxmaKzuFZmppWn97F/t6CyOHgZGQP3In8RKfnc+4jj4gKZmcrkVO3bofBvB+CFqWMOA9VjxuM4sVPBv6D6qzWQ5FYkYU6HVYQE4DjqkG/JvDtIliTf2hSgVA+CZpXUqRFrTKQGAfnfym50CIcS91UuP149XFKPfjmD/hjU4Gn3wP0QDX7LgHGo4iN/GA7y9nO8ggHVDRcgUK1DMl+jVF40v35nFu2LJgpleHdd0PmoQ4nOcwgzMDg84ATEeK1cn/LIXPsqyguOdKVd4ggGIA+xyhId8Nu2LoHdu2FXyKM+osNwvOnQJPyMsj/uFQG+rW7IusnIQZKxit4uHsd2JEJm9LhhSmw0leiJCZCqVL6f+NGCOZoW3wKIcALwD8ju/MBwd2oeHpDVOJ6A/ADUtDkFymWkgJdusAPP8CePQdtmIcdWHQGfY+k9jQpa9INfjRVV5pk2uO22f6p7A/DFheUa1nLSpLhXu1tnFgzeuN8fIzxVh9jQKvo+0iIMR7uKnb2Pycbj3aTI/lZDcWiuvMSErAPPpB8lZ6O1azp9zEYub8tpOgyY8XRTgS7Bew5VLdjJsrHesWhnt8jpEUpI4Z2coYpwfBKgwyTAsdMtQnvL2IASXZwCpkW0JLipI2cdKXxUi/jipbRy4NeC2BUOIDCp3VTjfs6+2Oqn6aQKpDHzf+dZJymmL9mzYSAS5cqHCjU1nY2UpTMA+uNqiAlF/P7iwVrgZB+gybdFoPdjsK0wk03f7QVCyJi8KbJy+ZzkwLnSVNO0PeLGMDxBt/bIavY26qyMe5yuZcVFSeYX4sJGE3KC3kOZBxxQQULH1/dGNbfGHWxPGpS8/FWqllaCJocb6+/riiEiy7av883UL2/RYhCGdib5PZcOZDWHKwX8oj5FJklMpBjwZGaf/VQtoJwLcLkUeVR9v/6KAVFLEoidzcyNRcEDwPnIlPvj4Wc9xdBbBBS4iEzWw7bkUDbKnBGQ8jOgXJJcNO32osihXZV5SCQmgiZ+2DmOvj8d5i6Ov/zgwFoUQlyjORF69hVgOhZF8lo2UBzJKslAN8CN1GwAidc6Au8ixKMTEIOzKNQXpYDzCD5t4SCZMQIc9ZsBF4ETkDFX1YDtaFIz4z7Uf6YazgkiLgvB7ZGmNwoGFAKxFs7QHwMPDcZZq2PHAlT4uG246FNFXnYLNgM78yQcmhvIbn+ckzIu3Qru34t+LR0hCTrkd9TEE3qOSipUbTldMq5/m5A0RIfoXws46Ls7ygUDlEkj/oKId//AUvR9HRBe3Bh8BPSuNZ21x2mEOMoUZkS0Lu+kj99uUjmjUip6Sn1pKFtVRkmrIDhC2H8cnH14UAA6FkPRi4u8JQsxJtsRLxPNRRq9Ie7vAkQTX7d7921y5CJ4jF3Lw+SkmDAAPjxR0hIgBkzorjJUfgTCi/LVha5muYCQ/6mM4HqwEPInJGS98Q8MBRoBjSKYpgHCRJjoUkFuO9E+GcHId69P8Grv0SGhBVLQvuqcH1bmSaGLoAHx8CYZeEjoQcp8WoFwE6UcrEnol4tUOa3V4A6yLAU7hsvA5yECtzVAO5CJpIHyY2EoMzmlSvDt9+q3NlROEAoVFnzPUbnggTP7gabTYqbD0zlu4sSVuuZip8eeqF5vxYXNO7saIy5TBrLa9tE3kd8jHFyXeOhLoq06HWAJcFvbGdMGaA+CzinHlKkXJXPb1WQZnMGCqEq7F6xKGTHkELm5jy/x8djF16Y+1jz5thNN2EtWhwG83eEtOi0poZxL0a+BVaSDAYZrDWV637aInEijifZatI57KpLf2k7saYctCdeIa1m7/qy50XSR0q88Vg348t+SiB1ZsPIHca9ViVFNs/RlxaJiJXALqVgDWYJsIEoQ1peO2NHVBKuO9gXKFRpAtjVKHzHO++UU7A1axS/ecjn6ghv0bm4bQMeAUojPiWXbiEduBYlQv8B6dQGAk+iwi473b1zQwKlqEEnqtCWJMqSQhXm8Fmhw/jLIC0RbusAratIIfPbehi1ON/Ev0VCw3Lq54Nfdf3ElZH3kRwPPerA2Y2gflkdW7IVfi+4lsQ64INCusxALnCnA1+jdBufo0C2rkjNFkRZtcehLON5nRZ79YKvvoJjjon8kY5CeFC4+WJAwHgbhSLeDLxWVHc9kFg/DFUoGJbr11JUpztPUIZaBAiSTSaD6MseNh/AI0QJfY6RVjTbYHsGDFsgU0KkMlxirMwbPevCCz/DLFfDKZJuSidA9dIwoBVMX6M4xm0ZsDldafufmAA/LIlsXHkgFfg38g+diqY0Ez+V/QbkmpafHjcmBswgGIR9+/I54SiEDdGZL9aj+N+myKkxBrmWFph2fhSwHOnxEkJuUoJWDCCbvaRRlwUMZy87mc9QMvKtmZMHqqKVUlwJhALAyXVFxW75TiaFPRGssBKxctKuVQYSYqFKCrw0FX6NsJBa1RToWhuOrahg4jqp6mv5NlHWxVtFpfs1gXHLSQhk07SpLl26FLbkrSZQCOxGCNcMmAWsBd5Bhes8SE1V9aQdeaxRXkWlQssNHIUDgyI9a+pgZGAMcq0/RjA8fjhIrFXjOOvGo9adJ+1SRtvx3GEVObbo6+MwEjD+hTEN49Zi5tfLJSklYqQxg/Exxm0dlFKxVILSXjSNMNN5XFBxi1/2kwx4awd5/7xaQCjW7ccbJWKtQQOFEs2bp2TI4d6vA9gHYJPAPgJ7F2WlBgVLJyQobcXnn/99AnUPVYsyDArxLi8gC/FWoDsSAScUfllJKnAiD1CexmxnBeuYyRqmMZ8hbGZ+4RdXRjW3WiCeKs4dH4R8CIoDNqXDlxGWNelYHf59gijoo+NgZ6Ze75wI6gG2rix2M8egmgunqFVG3j+3f1+omWTnTvj6a9VjXJBfUcB8oAMyYSSj9BqDkfSeiSI6rr0WLrhAqUNGjoTRo8N/lKNQfBCei1sDZCUujep//oFcL+YiJU4+kEQ5uvAglWlNBtuYwdvMZzA5FMICxiL9TxAhP0gTcQliJwcgfupgQmxQcuDN7cU2fjYHpq2JjJUF2QKPry775D7H4/13nmIOZ61XKFZBcGxFKWwilF/bIPXZfOAlcHWuoHRp2f5ycuDWW2HdOnj0UVi48MjLH3qkwYGFQR2PsRHjR4x0jC0YEzCWYDQtmAwnUMracoM14TwLy7TRHGMfxh8Yr2Bkue/eZztiVSsdRHZiQCuZJXrWjc4cEQwY7arKNjnxCuXCiQmohRvFf2uH/TO/FdECYCNQhaLQ/KFVqihafudO7OSTld0urFw++bWWbv5vC2l/08j7cFt0dsSyGKdirMX4AqMsRmOMjhhDMKZinFEMA4zDuAvje4zPMVZg/O6+L8X2+/Q7CC8tLmhc2VLJf/s2KjLnaL4tIUahUp+fq/QZ17TWsUj7cTJiOOeWRdESv4J9DJbqjsfHK5frlCmqIfHCC5ILo34/rTDewfgIIwdjK8ZyjL4YSQdhfo7QFp2MOAg4FnmxfYTyIHiWhtMLvTJ8aA1cj1xQV6Li4wGkzlsM/AzURFk7slCIwf3I5bW466MHUKqKS5tDTBDW7YKbv4WdEcYZlEqAy1pA2UQomwRb9kgDOmJh5E7jAeSA7iA2Viki82MhE5Dnb3tkRPKmrEMHuOYaaVr//W+VHY8aEpDP21lIk73UHd+KjJIXIfHl5wO4x98RivSsWYOoYHHvDmUwzsNYhajcbsT+LsBYjTS0EzB2uB03wzVDLOtrGInFPKa+jYxvzje61zGaRVnzsXySKkS92Eua0TIloktODEadVAUxP9dTFBrs7rux555TMt6857cFew+sj/terhzWv7/SF77++gFSwPqI2n2K8QuihhPdXHifbIxhrkWg1f07tei1ppVRKOFDRZ4ZGVQHTgEWIXvlHJSJtS/yUl6A3P89X/IEpHk4Fan8qiOn9FVF3yqRNHLYR1XasYQfcv+YECND+uwN0KOuqNbopZEb9lNLyDYZCMgm+NwUJROONGIDZKesVQYe6SovnQfHQJYUPNnZcNxx0KYNrFjhXxIP3I6CzSa6Y6+/DqeeCt27w6RJkQ8DUEbcS4BLUXKcbOREdSGwBCnYvkKaoZqoYno8UAHN7VHbY3hQKEV8CuMpjB5/0Q5xOsYTyJ/VS/9wJqKC3yEZdG3Ijrvd7bY5GKMwShd9j4o0tzN4z5WaDpHzKpRUKv2Hu6rIaExAcmCkaRATYxVlP/h85Z65tcOBRfLHuzw2Iy6UYidP3cWYGKxfPyXrDT3eGZUBe89979ABmzEDe/RRrESJKMfSE8l+XyKl2TqMxzEuDZmTHIw9GNe6/7PdeY9iFFbO4G/aiidCvxHKprgXBduHQY0ihliUG7A62lmTETVcjnbjOEQt+6NMj4VAJ+4iiXLM4B02MS/3j73rK9xpWwY8Ng7Gr8i/k4IggPxBz2oI8zbJS+eL32H59ugi+EHxi/2ayJtmyiq1MOFs5PT0BvAAUL68ygwsXRrdUDgN2XLLIjmwJuJEFgGlgCrI0XU3kgfLIerZGsnz/0HBkcXNSR3hUJD5IjJE7IVebGWkWDmDyNOaxqK9Icf9zQ9qIc/kNmjBZ6NVtgpFrK5BioIioDKtWcv0PPcPyp538bHw3SIhzrQIUikGAzLEVysF/ZspkPinpQre3RFFss5gQPGLFx0rZB6xUI7eM8N3lwsg8+oeZNaNMDvr/tAd+AQ5bfQAfkEFLGKQk+o3SET4FTgGzUsc0gytB0YgdnY9ysR5lD39E4onVcZ3aNZfRvJcpL7aVd21mxDVG1jAeZlI5ZeMdtnSyH31FSJKwpILCWMC0LGGELBuGlwzFBZG4KwJkif/2QFOqi0EmrwKPp0Nv0eZZLlpBTmL1yyjSJBRi+GreUVelh8ch4hSAf4V4UMnhES7EUeShMI0PAgg7fU6ND/lXMtEFVRjgX8gytkZUdYhBzqo/32IDBEN7XZnEHkxqHJol+2Mtuwz0U75Cf6OGYeo7T+Alig25z/Io+Y1os+E1LSCKE7LSo4am8wTkcAJNaBXfSFgVo6iNd6c7nvJRAIl4+Qtc1N7edzc+xNsTI8807iD/mi/2oAeLyYGrrgCJk6EuZF48Z0GvImS1JTAR7CA+w5SzOxBKycOsa+XIvHhE+RT1wAh5Wco6/F3HM00VRRElk4xylYZYzzGPIxFGOOQWSQTw4v6bo3xLFKHZ2N8iBQybTCi9fxIiVeg76PdFPzbopJfr/Dxk8Lvp2N1490zlPT3hrZyGD+QgqUdqxvvn6lcptEGD4e0B1Ge0ebue+3a2Nix2NdfR9DPqUhJtg1fUfYKxmyMue77euRZdZ07Z59rOa5539dijHb/b6T4zUxHcIvOs6Y4bn4Fxn8xXkA2Q88uuBhfEzob4wM34Z6W9C434dFo/KqmqPDnTe2Mt083GuVJbhzAeLK7SnEX5DETF9R1J9c1vrvIuK6NELC4JiWKvgYOxK66av/jD6BS2L3d9w8/VMmzN94Is++SSDNqyH3xS2TX3YSxGeNBpNn+BW2Sc1zLxrfrvo+vSV2JMQBjDMZkjPuL6Z39D7RDh4gtMG7BeB3tkHsQIr6JcZObaO+zAWMKxp0YtaO8X1xQdQYf7lq4Ub5FJSX4zWMeAIScZUrIP/Szc4wzGvxpUI+4xQSMhuXUDvBdXn01dscduY+VQ6WhR7vvMTHYmDHYsGFY6TDMO4BcFj2/Xo/CZWIMRpzJMISEz2CMRJzNfHfNJ+78ORizQuZyL3JTnIk22vrFsJb+B9qhQ0QQ0qVjTMf4B8Zn+N46Xd2EZ7tJPofo2L6kOHnEvH6aCo0WlTMmJiA74j+Py328YTlR0rs7yb8zWq8Y8PPY/HiJbJWR5sHJ08qUwVq2zH0sCPYkSrUP2PnnY1u2yNYYdt+fYfzk5mk2QqyBGLvQxrkB2XtnYFyGvJo+Rr7AvyPEy8T3fNrqzl8fcmwuRsNiWk9HcIves6Y44A6kJb3XDecC9xdgNPLU6OL+RqqvKJUgbeY1baBLLcUIvj1DeUgLs+dlG3w9D17speS/K7bD5S1kG6xQEu77af8S25FAYixc0lzjiw1KG5p9YHr8rCzYvj33sQDSYXl5a7Kz4ckn4fPPw+z0FJQzsRRK5O4yAHCx+zsBpScajXI2PocyY/YP6WMf8Lq7Jh6ZOXYjBY3nD9zI/X4/xe8j/D8ABwcRtyOTRVvyzymVCYyMsM8AcGZD5YuplybzxFszYNk2uagVgoN/wp598OxkeLQbVEwWAj/jfMEidXHzoHop6FxTdRMbl5dd8LtF+htllx7s3g1L8qSuuQ4pKl8E4uNh61bFFQYCUIiJWJCCcmdkoRjQJmgeuiN7bS9kOvoFuA9pzLuQGwm9e1QFxgK9UcaqWGTvXYMc+NegBPFVkA36KOSCCGtfOCiHtuBn0E55sKF2Geh9jJIufTrHP75ljzxlIoVHu8kcMX3Nnz6dUUGlZGVhS4gVVd2cDm9ML/q6MKBvX0XTX3oprHH+B2ehqiJjcKn146BnTzjpJAX8FomI1fH9RT8DKqJNMQeZK5q4Y6sRpduBim2A721zOULMiojStUY23xXI4G8oa/Fyd68clMHqbwrFY9BPRv5Ticj16XQ0cdE6FEcKsUHZAm9uL8R5Z0bkkfL5weSVcEVLmL8p8hoZcUFoWVnJpKqXVuHSB8bIVhitoT8fmDsXxo+HCy+Ep5/WMa9es5dXKw445xxYtiwMJAQhlwfnu797XUerXeflkFhxDrIf/gR0Ax4HnkVs6MmIQwGxsl52eI9yxqHU4ScQOefzN4HIEPFxNDFVgHZIdohDrMtfmWIhgLxi+jWBZhWUg/TSFqrSGykiNiqnqlBrd/rXjlgINUqr6EshdSb2gwol4aEuilecuVZj+2GJ2ONihnnzlM4i3iFPHPJ5aIO8/0BRGb17w7nnhtnpU6jmdhXEggJ8gZDyK+TGNhxRut+RHOntUw1QOpN6efpsg+/GeCdaJy1QNEZZ5HlQnaPsaR6IDBE/QAJ3Nfe9HPKquBfCyYoYMSTGQkqCSlpf20ZltieuVFGXkYsi8+0MAB2qw1WtVI/igdEkLtvE9dfDyy9D5tAFcM8JYm1/LiJDVVqicqKWce4mOzOl8Ln3J1h9wJ6eBUJODmQ4RKiCuMI1CGcA+veHUaMi6LAk8oiJcd/Tkfd4EHE7QYRIWe632q7tQcHc6xH124mQNdv1tQqxpnFIMTcXX0HTHHngdEfc1FEAIkXEaYjHPx0t7FTgt+If1J9QNw3+7yTVJQygREuVkuHKwYqeD1f5cWZDuZKt3AG3joTHu0OrysSs3MS998L06TBmzA65rHmZ1QqCJuXhie5Cwk/naGxzN8Jj46OPuigCEhKgY8fckfUPITdQD6pXh23boHXr3HGKBUJDhFR1Qo4tRqzpLhQf2gEhawyigKB3vtT93xjJgT+64zsRRdyLXBhPQUg7BMUvete3Qs7kufNP/60hcq3pDDRhcUiL9gBFl0eMFuZsgGuHyTzhwY5M2LwnvOvjXdDvBU3FLg4YIrb024XQtALp6Uoj8efCnbsRFhXgCF4qAe7sKGqclqhjVVPgxhFS8ISLhE2RU/UPiKXfWvjppUtD48awJ88jB9HedB9a25s3Q0oKDB26v2Y1X2iBIidCoRmiZlehNCnfIkp4KtqAg4h1PQU5/OegdXAZkjfNnZ+MIjS6Ic3sZYglXYHSjFdHfq1HEfFPiM588QLyvv+lWMcixUeO5TYdROkIzbEVZUaoUVpI+O8fhYQAg5VXNefYSvwRmp07M1v3717HT3EfQN9PqadU+MGAzhnpaiau301sLMQkQGZhrFYayvXSGSHfHagYxWWIAhWAx506KZfp22/D5Mk6FkQ4MBHVqwgE4F//gpYtpTUtEkoilhHEdsbgF+griXIv1kVlFkD13p5y466EZMWZSAGzAcWHVkTO3Wchx32Ptf3S/Z+D+OggSqozJ+RBjgIHx7MmnFajtJyq7+yoKPVo+0lLlIfNXZ2My1soa1pSPt4xtcoYb/XZ/7e4oFIopiXqe5UUo31VpUQ8tqL6vr5tLpe3k07C7ryzgPEEUaa70chjJQu58aUjb6LNGNfkf20ggD35pNIeJoVkRusM9jbYgJDzFi7ErrsuzHfUH+UDMuTN9I0b1y8oK9u3KG+Q91mN8TXKUbPHHRuHPKW2IF/SGRjvun5WIa+b2chx/3nkvbPP9f8L8tppexDX12HSCsK1CGOB/iKomgKPn6Q8Le2rQlJckZfsBzEB6FVP3jU3tYOJK5QzJjM7/7wxy7YpsW//ZqLEHmTlwMLNsi3e3Umxhz+vVoGa39aLUr76C/GBHAYNgrZtVTX3qad0eWpqnvuURdTH2/ljEZU1RBHSEMXJA5Urw2uvKZRp2zZIT/d/i0OpfT513/v0UZLgwYPDeE/xKPDaMzH0cOMZh5QqTVBwYyaS/bwyJp+jTMXeq8xGGtUYpDVaiWyF25Fxvwdiw39Djhxp7nn7Ivb3Gw6WO8kRAYceEauXgqd6CGFemgrnfhG5Ub5+GtzQTmWuyyfBHaOU+mLW+sKve3O6Cr80q5j7+NjlkiO/Xwwf5x94mZMDc+bkLtjSqxc8+2yeE9uiBT4NLV5DLN58lDF9OvDu/v2vXQs33aTYwl/yEQFGIZxITZUM+cEHvqG/UKiEbILNkQxoCJm6oFSItVDwdknkuvY9wvyLEAv9PGKpTwTuQTJgdaQ36IVc3d51/YIUQjnuHYAQ9jkU03pqGOP9u8AhY02rpsi5u3d9hRp5rGAkLTneaFJeMYIfny0n7kjj+zpUM14+1ahYMvfxsoliUSNgk2++GWuUt6hrAKMXYgHfwk+YvAPjORSZEsF4gyja4iL3vVo1scVxcWH2MQyxkx7LmUNuNjQDsZlzERu5ADl0L3e/v4gcwme47/fk6WMzYktz8MOqnsBPNLUIxaJmu3dRNYq1cwS3w4c1jQ3KcP7MyfJIWbVDlGdLmJpQD+KCKjL6Rh/lerlxhKhXpD6ik1eJ3Xyiu1IierB5D+zJKtqcEQIvvijDe0qKvF+qVEGv/1vEklVDCo5hiJxlI8VIBHA6Um6CqGWPHvK6KRXuMIOIEs9A2u6f8Pmiacg+OAgpY85G7OZaFLn/DEo4fR5iYQ3ZA4chb6t9iAX1eGYQNfQU0dnIG6eyu+dYlH0h/2oQfy8ojCK2K+4doUJJ4+keSmV/Q9volTIl4xR1//HZUpwkx0c/psrJ6uOjs43qeUqiJcQo3X2EfQYCWGpqnpoSAYxUFGq0E+Mh/BSSEbTzwD4F64Rq2mdkYPffjwXDKZXXGFG2PYjyTUABwF59kUkYY5HyZjIKCL7ajXk8it7fiUKgPsZPLrwbYzhS2uxDYVLZKKo/GylmvJCpXfjU9zXEGVQ/wHV1BLWowqC+Ru6C4wo7KRxIS1T6wh514ZiyCjl6aWrk/QSQAf36ttC2iiIlZqwtvJJSflAyTt41IOo8frnKtHnHPMjMlutah2qinAVBX0Q9UoCbwZYpCiIXGJINb0O2uHH8qfiIi4OLLoIGDURV164lX1/RCsBkJL5NDEDWIli8WHJqkUVEY5AXVDKqzXYacmtLRAb634A++F422xF1eww5bWeh+m4XIcrmhUntRTZFL8cQqKLXVnzb4lYkI05H2a0+RvLk5Ujhc5QiUihFnAX2sNt9ibY1rWAMvcCYdKWKcj7XU9Qw0n6qlTKubm282UdpK1pWim48KfHGC6eoMtNTPYyutXQ8GDCeP8Wol5b7/GYVFNxbEPVORmkkXsf4AaX8OIWwirmeeSbWo4dkvO++w7ZuxdatwxLzyfHSHOWlyQSrDVaqlM5/7rkwqWFNFDX/NaJSOYiKZaPUFl1QfhlPtjNEOU9AMt4+d+6PqHDsi8gMMxNRQi8FSg6SQ0ciCvoxRgeMakhW3oaoYj9kDslG1b+aHMAaO4JaVBSxBtoYuyHxISJdZukEuKOjDOo79yp/aJsqMlFMitDjt2qKZLh9OXDnKNgQRTq3YADOawJ9G6u/UUvgqYk+Nc0xGDpf5oolW4mPNe67D979eDNLV++Eq1vDy/lQ8QxUzPUslFi3CfI8aYpkqkIgMxNuvFEBv1lZcOaZ0nxm5HnRpRB34tnE9wB16sDUqfDEE2GW1K6L5LKzXAdPI22oF+x7HkqBOAFpNBcj6vgx0op64NXK7IVMMyXxkwjvQPLwCUheLIHc2fqhaI6eKBRqEwoUbuCOT0aePr+H8Rz/q1AYRTSwDWC/gN0TCeb3rGu81MsYd7myn31/sTH5SmPMZca1bcJPhdG+qvGvjsYHZyobW5WUyHehmICo3L2djQlXiDI/flL+KTDKJhrPnGyUKWHJyUrUVKYMkhXfOM2oXabg+5yDKMwoRE1mOSpQyNg6dZIc2bQptncvVjUfDWIQ7BqwvWCfgbV0xwcOxLKysI4dw3kHKBWGIcqWjmS+LUgeXILvcDAKyY+j3DU3oXw0hqjXXizXJwPJioPwc91kI/lzquvjDkQ5Z+KnzjBECbsiTeswxF0cBlTrr2xRaU2XADchVn8nMgmFBYlx0KISDJkPG3eDmdzB+n0Bb03XkIqCDtXk8H1WI1GrwX9E7u7WtgrcfyK8cZriBdfsVLnuB8fA7nyM/Jv3qCT3HcezKz6Rt96SMZ3MbMU/dqlVsDzzJaIq8xDFyUGOznn9OUNgwgSltgD47bfcRnsPTkR+1NOQjX2mO56VBXfeCT8XVf4sFvg/fHltGZLVOiFSC2J7xqL0FutRsPccd9M4RPVAhvgJIX3PRzn+Y1Bk/i6kQV2LnypjOZKLvRQcA12/+5DQ+zCSVXu5cf5NoVDW9AmkXS6J5OoyyOWwSBZ1yHxIjhcLmJkN/xwph+oiRxNUjN+N7YTIIG+W+0eHX6MwPkbKmFPryzwyfjmkJsIvq6VwKcip24MdmTB/s3xVp63xWdeJK+GO46FrbaXYzw/SkeIjE/ldXoWUG55/aT7QtStcfTW89db+Cp4gCulbh3DoRXe8ZUvVtHjpJdhXVDjmP5HJ4UE3pqoI0VqizeMiYBbyELgFsY0JyDMmFpk67kWG/BqozsVYhEj1kDZvpes3BimtNiOzxh/Il9aDRPeOPkEsfDyK55rs7lXB3ftvGB5VaKqMYCBgd6B44ADKj1ISySvLwun91PqyD4ZbTOWyFooXDAaUuOnBMTBueXgUFBS9f2p9KF3CLxJaLglemQqfzQm/H5A82akG3POTH/eYHA9nNxJ13l7IarkOUceFyHZ4LqIWeaBnT1Hc1avV8k5FV/SuSyFnlauAE04Q5ezVS251ewvbn6q7DmKQlrYNQobvEIL+iLxbAkh72RXJdQF826KhNBoLUGhTphvQUNfHRhRI/BnK1LAAUbjrXD/p7nhzJIOmoU1pF0LWsWhj6IuQ8yng7kKe6QiHqFJlGJLjq6PiT/EoCVcLpAkPXTeNGytk59dfQ0J2xi+Hh1zhhPyQMYCM8f2biWrVT1MowZD58OFvMvaHC1VToH016NPAv/es9UKa1TsjQ0JQhafzmsrI7yHiniyFQx1bsfDqUW+ixV8bUYx8kBCgWTMYOFDmh/z2wwb4Lp+PACVKKJV+s2ZS8hSKhKCF3gZRnGZoFx0DXIkmszWagwA+hfoQ3zSB++03tAhqIopfAZkoNiCkPA+ZJ1YgRU9td91WxJ42c+fFu/vHuu87UExjc3f+ROQS+DeM4A8reVRrFAW+zP1/Hnqfe/DXd69eUK0afPGFk6s8qJemGL7FW2D6Wv949VLSoP77BFGaJVthb7aQ8PvFfshSONCikjSysUEFAf+0VPlnxq+IzGMngMbSqYbkwVIJKmD6xjTfY6d+GlzVGu7+IfpMb2FCCcQx/gM5wqSmwiWXwKJFMHx4ERefhgr5lHbfMxGy1EYUqDzKsNAAyRrTEBKUQDbD1QgZTgjpMxMFAjdGG81iROGqIIS7Asl6F7nvaxFFbIje7SQkKw7Fr3+Siqj22QhR9yLb5SPhvaMjDQqiiGFncSuFqGMyevctUbjaJ+HcPRiQEX7gLFGXmqXhyR6Kto+PURWkHZnw2rTIK+w2Kqe0hTe2EzX9bI7SIkZTHObkuqLOibGSJ9+dqURVM9fC8IX+eXd1gt83wNAFkd8jTCiFvM2CyNJQo66iLPr0UU6aLYWJuskordsJiCqCzBAXuA7T8WMQY4FH3Q1PRSaEJIQ8FRDVi0HI9hGilrNc/yNQVMYF7u96hFiXIaeBzihZlIdkQ5CSqARikXcgFra5G+MtyNkhHiF1tEWHDmMoCBGL9DWNjRXLuQMlKeqANrMJqFBTp3DunmMwfIFscZ1rwr2dRQ1LxIoKLtgMX8yNHAnbV5V9sV8TeevcOUrIEwkSloiFyskKoTqvicb60Fh4foo2hy9+h9MbqIahBy/9LMqZGHkcT506omZpaQWfk4wCIECKxOwgnHwyPPKIgoQLRUKQlrIMQgxPy3kh/mwnIaWIx/mfg5QvOQhBuiM2diCilvGIah3vzvsAsbdxCDFjEQv+TyTrZSIWdZW7diBiaXcjhE9AiHozQtoSSLv8C/JOSkSB038jKBIRr78ebnaR2tMRN7EMcT6ZCDETwrnT0m3wn0mKNdy1V0JRdg48N1nO2iu2U7GiIs1LliyyN5kmHu0mlnbXXvjXD4oZ3BthGumuteDylnJxG7UEnp6YW8M7fzN8Mlul3TzYnaWN44yGkk0jgORk1bRPKOCllUCKmZ74WSpLl4Z+/WDSJMUoFgrHIuT4B9olk5H8sI39fRXHI+Qr6c7Nwpfv/oVktapuUPPwk+R0Qwoab2//AVEyQ+zvJsT+1sBnc7ch5dUuRBkDyIO9B0LIMxCi5yDK7CU//ptAoYjYsSO0a5d78mcgeX4Fctx/CMn5YYEhNvS5KaJgq3b8aQq49FKYMkWRC3k9S/6EGqWVFv/lU+G0Y+Rh8/tGuOsHJZMKFyqW1PWDzlEc47pd8MsasbXzNu1//sSVcGItaB4St5ido9axRvj3BebPl7JlQwEVj5shl89r8PHmtttgxgx45pkivGgeRxrRFCSHJSDkmYK0mdsQW5qN5LttyBPmQ5S+Yg++baoOkvdKIgp1jet3HdqJ30PsKAj5O7h+WiHknYuUVucg9tMzVWQjwbcHop6esugTJB+eha+1rVrIs/6vQbjxiMFg7nQNLcGWOI+PgWCJRXgUxMdjCQkhx85rojjA0qrG1LQpNmAA1iQ/n8P4GHnkfNVP/qpTBhhjL1P8YSTeNiVijYuPVW1Cr49zGyv9Rch5SUn5+Ht2q238+4TcPqdVUuQ7G0YMZEKC+i3ML7Qp8icdA1bBe88tsVmzlI6j0HsEUeWm0M94FDmRg7EMIwVFfexFni9rUcm8bIzPMd5DKS324Jdc+xX5lmYgz5gXXb/DkTfNUuQVswf/vtnu+0f4ERpjkVfPp+7eWe73TNfv5JDrc5C3z4tEV5bvMG4HHI9Ypw6MGCGKBfLw6I4vgsxBCpyC4LHH4PXXQw58MVdxgDe0g8blmfO7EiT9ntff8Lhq8o6plAxVnSvIzkzJcZ/MDs/bJi0R+hwDX/VTsZqG5aRNHblYWlqXKKp8ebjsMtWOeOEF6X5AcX9t9izX/e7tLIcB0L0nrVRyqWQ/cqNdO/9aDy65RKksmhXAbrVAHOUaJIJtQIb7b75RGowJE/K/7k+4BdkrQ6EO0lxmIPZwOJLtfkNa0xvR8liPn/CpD6Jkf7g+GiEeeRjSeHqmj1MQ27sKRWW8H3LftWhheHLfdKS4mY0iOToiuTKIbDOD8Km0V/Z4knspbYp47v8VCJciPvYYdvnluWPsyqDimMvAzFHIlgXsBC+/jA0fnofSBDBqlpY/6cXHGpWS/WROwYBx2jEqaTb5SmPIBTpv5EWK6Ee+maFUOt+WHK9qwaMvFRUc3t/4+jxF5uc5t0wZFfn87DMsLU3HnnoK+/FH+XYSH2N0qaUIDu+6uKASXtVN/fPYZ5+plmHeqPnq1bGUlNzHUsDeBFsKlo5fbDQuTu/su++wihWLeMZURPE+Rn6kG1AUyFMokZOhWMCX3N9pqBipFzf4Hqp3uBVF2j+AEkN9h6Lxs/Cj+rNR9H7oJ8vdL/TzOUoalYnqKv6A8TCKZ9zk+rkDRYP8ge97usb9n+7G+faBUaDDrR1wfcRgUAGv+XV+IViOa0sLQMazzsJ27sR69cqnj5JxSktxVycFDnerrUKhYy8T8ky8wrixnc45oYYB1r079ssvYmkLfPBe9cT+fnGuMfAstaopBVcJRs8Y+pw1ayqT2pQpWJ06GM0rGqklcl/XvKIyxrlipBdeqE2nZ0+sbSGZypLAvnLvbR/YjSG/3X47lpmp+xc5wQ8gdi4bOZsvxXgEOW7PxPjN/R2NEPYX/JClHIwVCPFmI4Qci9jWERhfoBCnkfhZ6J53bRJCnByERPPIzZ4uQEg7GeNVlFZjOcYQjJ/d//sQe5yDEG+p+/8llI7jveJDgsOhHTAieu2MM7Affsi9WFPAjgX7Emw72M/5IGMggNWrh5UsWchA44KKcLi0uVEn1XiwiyjZ0AuMV3vnSn34xBPYSy8V0le32or2mDJAlYF7148uL07I2P+kvte22f+8jtVV4DQmYDEx2I03Yt9+i61ciZUrl6c/sLpgL4Nlg+0CuxksFiw2FrvrLmzTJuyWW/S90PGdhCig99mGIuY3usU+1B1bh5BtO0KyDYjKecVJPYqXgeIEdyEZLRS5fkcluqe4vgeh1IwjEaXbgRBzBkKmnQjZTkZy4Tp3P0PUNz2k7w+RXLnAXbsWRX28hKL7oyleexi2qOIR84OkJBgzhj9dsuLj5Y/tZWv/HTlffIQSWk9315nJIyQvtGwpTeCsWSiV4dJtam2ryKa3I1NZ3dKzctkZv/xSuVr2g2BA3jUn15WzwI9LFDlRWIR9EbDf2PNz15uzQbGOaYlkb0zn5Zfh00/h9NNV1zAU+iJxazcS3+7Fd+i++Xq4/3649154/vkiBtYZaS9LIxkrB2lJg+5vuZBzg2gpbENy2A/IA6Ydsg3+ivxGeyP5MAnJaA1D+qiAjO9D0eS2Q7GGQ9y9A0hWrI9U6clIFnwIpWgEOcyC7JwZbkwLkPvcCDfm6kglXwu4Gi2ueP63ncELpYjHYRyXG6Pj4vxduk8f7PPP/VrtCSjx7ftg9zvK2LqIHeKss7BHHy1AmxgXlIzX5xhFyTcuXyhbSf0045rWxk+XGo90NW5uv19kfffuWP/+WPJfEft22jHSrBZyThmwR8E2gW1BsYYxiOqedRY2eTL2zjt58t3k10qhkucTEQu5wFEPL/FvaD37UG3kh4jd3BhyPAtRwNF5ju1G1C/0sxfjnTzHvGTJ2e7/Vfhxmfl9xrt+P3Rj2ososUchh+FnjTMkp/7rL5ivw4giFo6Iq91LvST/Tt94A+vSJTf7VBrsA7DVYBvBfgV7CLGv+fVRvrwCZAMBrG5dLUbveM2aMnv8qdS55TjjnhOUvqJSspAygJQnt3aQEmbKAAUil4jNdZ9AALvgAtWXf++9/NNRAFa2rO5bIo/avGRJIW/Nmmp5lS7gxnlyXW0ABWwY3cAWOiS8BQX+xsVhV16JLVuGPfww1rCoWvMlMB7HNw0MRmzjH/gItAjJV4ZkuVn47KchtvExpLTZg1jVe8itmNmHWFMvhUYGYm1nYPzTnbsc4yrE3oYmhgr9bEfmiGGItb0DP1A5B39T2IFvBpmHNhnvswijShHv5Qho0SGi9xJ+xLh4/05D5cTevf3v8WAfISXEOLA+SH5MKmKQ996L/eMf+v+887ARI7AHHgg5J+DamQ2N13or9801rY3XTzO+OV/a1a/6GZe1MGKDufru1w9LT8c++ADr2nX/e3fqhN1zDzZhghQt77yDnXii//t552Fff61I+n37sGuvLeRZCpBn2oK9BvY9fl5SkMJp+HCsTZsilE9eOwk/t8xQhDDP41PBoYg6DcFf7FvcPHrfZyHFzASEWBMxnkbUdFTIeTnI3vc90qhOdsf2hfyeiTS0v6ANwsuXuhDjP67vV939tyKEHYE2irEYA9hfWbME2TC9TzZGvTDezWHeDgwRDe2yt6O0C3k6L18e++knrG9f/1gKWHuwRWBrUQrAmWBXImVFfoOcMQNbuxa79VZ979tXrNqcOViFCnnOL1NC9TLytvJJ+/XbsKEo7THH5KaEMTHYcceJtb7sMmz8eCHizJnYN9/ouUBJgxcuzP16wqkz0QKso2u9EJfwJlhqyDmVK+vdPflkGIoZMGohFnK9m5e1buH+ipQy3rEheRZy6OcThBRjUdLjDNfux3gFP73iXmSWeBUhoMeSbnIt72cL0tYuRPUzVrjrfkTs8AdIe+uxuw8i5O2HqPYXKL3GN0i7uy2k78EoSVfedXCEtQNDxG8R65KJcSO5MpTFx0tOvP/+/M0bxyJWzHmX2i6wd8DqIy1h6Lk33IBt3pwb6Zo0wb74AnvtNax16/AeNiFBsmC9etgpp/g2wbwtLg67+GIhg3csNVX2O+97MIi9/Ta2a5f+pqdjixfnk9E79P7IHrjJPXMW2E6w4WBl3TlJSdKsjhmDLViANWsWxrMFUEa1qzH64ud/ycbogeTD0Cxs3mcvkscy8D1mzH0PPT/LtR8wbkYI9DFiLZ9E2d6+QeaQZfncx9wYnkDy3gWI9c3A+D/8rHG78bPJTUIsqSHW+je33j50496Ln0HuOozLw1sDh2s7METcg9TSixDvnkdmLFUqtwLn/POdbOd+Twa7FmyPW5g5YCPB3nCLNnTRlyqVG6HLlsWGDcNWrPBtcqVLY40b5x5Dz56y39WrJ5b2nXdEARMSCrZ/5m3ly8vkMHCgZMILL8Tuuw8bNUrIGhcnKp2LXc7TqoONR8Z5c204kp1LuHPatsUmTsQ+/lgbTNiKo4vdXGxH1MJDohxkQvjI/T4p5Lep+Oznd8iEYIgFfBqf+hliS+e4v0vxTRm/uf+9xFMeMs9DbHAoMmcgxLoXmS2+Q2aOSxHF24xv75zgxjAJKXAmuXvswaeck/FNGksxbiWqxMyHSztw1nQL4v3XuL+3YOTDSs2diz399P5sVhApJ5aAbUZs6gaws8BOK2TgDRtiS5aIGnnH/u//5LkCWI0a2EcfYRs26L7du8sYXpBPZ2ysalTcfXfu42XKSE5btUqU6sMPRfn698eqhKEkiEdU/glUm8JDwpcRV+BtWCecgE2bhnXuLMSuF67ck4zYuC3kzqT2Hr63i+dZMwtpGtchOTALKUT+i9jG65DP55kYV+LXrdiFkGgmYj1fQ2ypp6x5N9eKEOv5BZL3PnDXDkLc089I5rvaje06d/0mjDfwZckl7vepGPe5MQ/Ncx/vswbJr7XCfGeHYTswRByLnw7P2/32oSIqLXLf6KabpHQAaSnvuceXtTyEvB3sdaRNfQBstFvIBQ0+r1dPqPfLOeeIQt10U3iULy1N55ct6x+76CJRvWXL/LEHg2Em7nWtNfKOmQM2DxnqV4N1cL+XLCm5c/XqMFMghrYSaIFvxOiGzBSeoiTbzY+XGnEwojo/4itSvnXnjXNz6HnW7MNXugxHDuHT0GJfhahRtuvTYw89FvKPPGPIDvn/v66PbQjhe7s+xuKn4P/OPc8EhIxPI2q6yZ0X+vHusxTjUUQ5j1BkjA4R17nJexCxBy8jNfUe9/9QRBkb5H/TESOwN9/MzaaClBVvIYq4FWwb2AKwUUixERfBgwWD+3uuRNqefx4bOzZ8GTS/1gHsO2S6mQjWEKxG6DOnymf1hBOi6P9pRMlmI0rSG58NHY8ozRy0qFchRc6L+GzkN0jmm4aQYxu+yLHUXX8LMoHMRlRwpbt2MmIRVyCTh7m/ryA5cSe+O5v32eV+ex9R5g1uLPuQws9TzPyOWObNCDH3oo1jE9KuTkTUfD3afDw74ySMzgc254cbIhaeKmNhwLgCpdLzvFiqIbeQFSjX4i0oXu1yFOsWAj16KEXgtGlw3nmwaZPqOsydqyTRZyOniwSUreEcFDS+FUWoT+fwcaaIxS/tkI1C9zyIQ9EoC5BDylUUY+6j1ih36D9RNHYDVLPwGZTJqykK25jkBtYGvx7hFBR0m4lCOtahpE9eEY145A3TGkVLLEH1E1NREO/ZKAAY4AHknbMaTdKpwCvI82U8Cr/pg3Kk7nYv40rkdXMOfl7VWW6crV2/M5AnzjQ39gyUs+ZK5O3T1107B730r1Eu1PUoMiTCUpqHGqyAVBmFU8QJSL3tCdejEYvwhtvJRrod7A+3e7UqeCd44QXZCPPKjilg9yID94eOqhjYbrDBFC4/HqwWA/YkotzbkC2wP76i6Uaw9WCvgJVDJpILLxQVPKB7t0aUyaNK0xGLl444lW8RS+rZDz/HGINxA+JWPNPEINfPl4gqZeJrJUPZv3mIoua4e3h/f8JnYz9DFMqLOdzsxnYaUuZluP53IweBifjiTBbGte73+YjKz0IU7n1E5fchiu2xwaHKmqfcO/BY4EHIw+gwWCPhtuhY099DJmmDe/hNiE1ZjB8Os9YdfwWjcv4DqFfPDws691zs1Vf93+LBurgFvg0pcm5B6v9/gf0A9ixyCEhBWtjSB+GllUbFX0Yj80sWUjZ9jTaN7mBPg9UCa+OuSUrCHnwQGzQoSje6ICoYczx+UdP70KL9DSlkDLGic907X0xumWovub1owv2sQ3LbVsTabnfHZ7v5XYZkv+n4hUo3IWQah8Kd9iKk/zaf/je7Z9jn/s5CBv8rEeJ+kud8b71twHdKWOWOrUEsdaTy9mGKiIU7fTcO+X8SSqTyM3ISPg0Fhc5AEcEBxPbkIEfkGbm7CnWarl5dLKoHe1F6xrGIk2mPuN6FKO1JN5T7tjJ+RelJqAx7AmIZ17vhFBdciPyad6O09yCObKD7fziKef0RveFl7njNmjBsGEycCLsiyN5BABWKuQA5U2cjR+jFKOC3LsqgvRWxkNnIsbqBu9ZC+tmJgn+7hBz3YBViL7egAN3p7iETUN6aRJRftCNy/m7nxjEFBfUuQKzkOJTXI8tdf4J7QQGUEsNLczECpf2r7vpLRXz8JpRpvD9KIJWI8nSGwlA3/gBiez9249mEUnPUcOOcWOBbPWIgvOiLAEru8wnKKZLojm8DbkAp80q581q5/29G8kI+8O67ues8vPgiTJ6saIVvUXsDBYxfhdbcxyipMWgd7UKBAr+gtbsGiT01UVFakEgxDTn6hwbGLwcq4st8oZDtfgsgMSsOBZAH0MbwCUI6L7evAVWrKip/2zYYPTr/Z84XGqFog6pI7sl03zfgv+OdaLF7WcNrud83o1wxG4GpSO5bjRIwlUBICJK3/oES016CZPvpaDdrjRD9dJT8qb0bw3okm+H6D6J0DP92fX2JXn4MkilddQTaunM/cPevgl5+MnqRXdDEXozkwdIoyuIE/Nw1s9w1NRGylXN95iAErOfGnolkx2OLeMdHChTKmr6Nz5p6LJHHMmS4Y5PJXeHHY43ewWhTNKk+9lhpEz22NSlJDgHe76lgl4M9A7bDtX3IPDAeyZMTHMtorn0OloEvz33lju107OUMFDf5ZUifg8EmI9/YScgfdDzYSqThPTHPuJOTsRdflEdM06ZyZCjqWXO1ksi7ZBRi+TzfzCVIVnseuakNQbL5U4gd9KrwDnTvfwNiA8fh17z3otwXovqG29z3TPfbH0ium+3uu8f9NijPfGe48Xgy2iikgV2D5L1MN47BSG78DF/u/AVpTwcg1tpzyTPEhn6GWMxf86ydd1Ekf0Efz0tovjt3PkeUBjU6GdEL4vSEdu+zCXnSp6OFkZnnZU10E7SKIpExNjZ3JMMZZ+TjV4rc4Uq59jAyE/zgEC/TIVi2Q66ZKATLUMjR/znEu8kh168O+dId8t3grhvkkO4D5KDt3S8OrFYtybktWmg8/fph77+PNW8exYS0Q1ELW5BpaB2Sm0JlpHTXJiCk2Y1krMcRAs3GNwnswUeM0E+Wm6spyMzwJJLN5qMN9Dd8p+7JyIQQOt9fu+s+wU/2tA3jRNfnM66vXfjOBJ4s55Vy24I2idBPDjKR5A2xMqRv+Caf44V9BkQxB0cUIno70CL8yGrvswVN/AL3/xJ8p+BHkMCfhQzI7xCVduukk7BXXvG/lyuX22ifhpQ8XjsRaTLrg1Vzx2qBHYeqHscgR+xayCG9S56WNxNdmTKqkQjaHO66S6FaEU9AEkYdjLKosvCKkPe4EtkJt+Z5v+sREs1Gzti7XVuGEHJtnvM95P3YzdUmfGSf735bghDJ86TZgAz5i9GGOsed/xVC7kVow/015B6fIk+adOQ9E/rxFHovuXnPcv18T+4sb+bG8G+0kbyKvHK2u343u769jeE9cvvI7nDPNtS9h38RVoXmw6FFp6wxJIB/jGTBUPgNKQvqI8EpHckfhmQJL9HsD6iOQQUkO3xZ6B1zwY8/KiEvQL168OabcOqpynsaDMLxp0oxAsqa5plEveT4nvJmWUifv7pzl1n+9/T6KV1ahV68zHMbNsCTT/r3KBKOQ3JMH6RQ8WSnNkjW86amKoqU/x0pHtKBF5Cc3QjJS+cgmTGAZCdCrg9V1JRAdr+taH7muD5bud9ru7+lUEa1H5GcuN314ynnzkJC90duDM2QAF4CKV22ImF6e8gYQEmFU9w5m5ESJxbJsI3ccy9212/GlylPRpnAs5FiZwlSJn2J5EovK3qOO38psid2RsL6qSjz3FaOXCiUIo7Hz7CV9+PtRuZ2vPeRWvtl5Ia0Eu2+XrhMBgomPRmjduQ7SVISVru2TxHr1VNsIUimXLjQjxF89lk5fZfKhwrXqIH98Yf+5v2tfn1R4MREscwFRW3kavHueVqjCsH1EUfQn9xmhTXId3M6xrOIavUit3ztUbpFiO1bjqjgDvZ//7Pw85gORlRvrWtrkOljPrnZwhw3nxmICs1E1G65O/8/7tolee51D2JLn0UeMaGfd/GjKNYi88di1+eXiNKGfnajdfElkmENedh4iah+RqzpSPd8q91zDEZRHd7nTUSBX0XcxCcom91hQPUKa9GxpqFyoTeRe1zLq8AZgiK+PVZhFHKpGoYv3E9EMs9zKIIjmaiTArVpg/Xoof8bNFA8oRdK1Lmzvucna9apg33ySQER9pG2tkjpMAuxY/9GSoo/0MYUGrP3mXsHm5HS5SZkKM8KOWclWmyZaHHd7/rN7zMZiQ3eXKzBz5o2F9/OZwgZPN/Q7xBi57i5+BVtpG+56710i57h3xAr+l/kThf6GY3Y7H1ozr9EIVRD3XOMd+/gq5Br5qLNwTvmrakcJLN+hJ8t7h2Mu8itfLod229dep9IFWZHDCLmzRy9B3lvfIyfn8T7eJ4Wz6FdfyzG+WgB7nMv1svmnIH4/s0Y1yOkDEPDWhwtENjf9zXiVs6N+WX8xfQDUlp46R1+x1/Yhq/IGIpksXT3bn5z5w1013vnGVrYK0Pe8TZy56JZgKhUaBjSRwgJQo/Nc/fKRhrJW8md1sJT9HhhUIZkUc/5Otv9tjnkGm8ePY+bV9AmNAohzBdoM3kfPzNA6L08mXE68tTajRRR3vPMR9rggXmu3e5+96JEvM9iRE0PwF/4UCJi4TJiB2SM82xaJZBMk4pfNcMz4m5HRr3L3bFklJ6sErI3Zbvr9iEj4GXIPtYe2bfmIKHOK87yKnIK2EuxWurNwijwmR+URAbGU1DJMM9XcgGSx5oi+S4OyUZecdDK7vtGJN9lIb/Od5EBNBV5CRyP5KnQ4jSeLS8byT9J+PUOQYbxicjYf7o71g7Z74a5/ysiObMGmqf78jzXVvds8fiypKE57+y+70DeFvXR/H3ijs10/d+O7HktkZG2CrL3zXbXzHX970T1NEIhFdkVDcnUl7lxHuNaKHgFTr3/Q99FSfRO+yPdxHKOLCiUIj6Eb+PKcTvUHqRZewixP9PQLr2I3HlMctAOPgrt6lMRdfByouQNoXkWn53yju9DbMl9bqe7H+NU/Nw1ByPXZQD5UX6BH+rjPY+XF8ZjL0fis6be85n7/ow7bw2iSttD+stBVMNzKfOe3/ukI5ZysDtvoJuHEXneeQaiKi+448vyvNMcJLs9iKitIfZ0A7nHm4Pk10lItPDmyKNKQ9xYRyIZbgKi9DuRfOzlrPGebx/SAnusrfc8GxGbuhitoen4kf95xxNK4fP7hK6lPEHjh1OL3nxhSHh/1U2Yhxz/QSzGe/h5Sga4SUhHzr3esXsRUu7Ej0VbgQzIixGC9cUPpZmJ5A/PwJztJnGgm7xh7twnkU3LazUwjimml5bg+v8cmRxCP3uQ4ulFtPjHuGdbhO8E7y1cz0d0PkKCp915We55PAP4JnyEHu3eWd7FtxQh1mo3DxvxlSXvub8b0KIfgha1h9x3uXn8Gcle6/L0nYnmdBN+9u+trr8XEGvrLfgN7r7T3G/eM76CWGMPYe9Gm3Z3pIDZjK8s8hzZ/4sQ+Xt33Tx3j7n4bP44fNviAnLL1d5nCmKrc9CGdRggXSSIWHgY1McB40ykWo9FbGIQsQSuVD1fuf+9Es4g9uVupJYOIDNHZcTKxCM1+W73/0j3fyJKZusVIimB1PaxiJ27DT8L70TEfsQh1bUH04En3ViOIzd8iFjkDMS+fIXYwFJIrV/f/RZw40pBYUC/IBb5WuAzlFAX5HuZ48b3OyocuRSxozMQyw0KXzrO3SMFmXFKu3tnINV+RcTKedV3PRiG2EXvvW5HLFdet65vkVmkPPtDhnsvc5FL4m7gwZDfzZ2TiOw+cWiu9iF271d8d7i8ATxz3dgXIFHiw5DfctA7WoRY56Xu2ZORKeNJxPquQiaX75Av8xzEpnsJk3PQHLRBxW7qIhbYWxcxyLyWgUrHGTL/jHR9HmZgUZXu3hMw3kSL9GT8bM6TkX/gBteauuO/IVmkDHpJ6WhxdUYvqK47LwZNRAdkW/oJIeEElEl6A3IA9iavLP5iAd/xuSW5KzzOQHJIAvsjohdA+CmSW5shxBiBkCvG/ZaAkDvRjXk8sqmd7vpYjhB9pTs3AW0KWxDiTnXPMM+N/RG0iK9BC3efO78bcmI9Dcmc9yJk9J7RG/PXyAM9L+xFG5vnHxoX8i4mIiSqg2oRlnHP7PlphhaCne2esa37rRSq5vQrkv0WoTLdD7tn7pNnHBPdGD5C8p137Hg01xnuHb2M5ruNe6+ZaLMdjubKqwx1jutjgRvHRtfHSrRJZaH1uBkheiN37hQUG1nZnbsGzePWfN7dIYToEHFDwKiQzw/z0e6bjSavMnoxH6GwCW+iM1C0Rip6yQPQ4t+GFlwCetG/oZ2yPb4yAITA2e6ax5BQvwM5Dt+NHIS3oEKYJRDiepEFu/GpS3pIP6vR4uzqxuUJ/6AJXYYQ5ha0YObjp53PQAqBM9zzD3L32I4WVDxCwjruPgPdtZXR5rIcKXua5nmf011/Zd3zb0Y7+rXu/XhzsNc9VypyDtiDELoevtPEae55PWrvKTg2uHssQov0RPw5O90922S0KWx196nm7u85nE9DCqOlSMFWEkVUNHDPZm5sHtX2ltx291y70UY9EDmRe5Teg/H43MFAfMT+HiGfN8ft0cYZCuvRZpSG1sh25BBwD7mjuA8xFISIhddHnOz+jkWL24MGiB0LokUGegGt0CIYiR4+ASHTUrRzeXebh5DRkHd9O0TJQC/4IoR0NdGO/Syqqd4KeVqko0m9GC0QLxapFn40QCqKqTIUmb4EUfTvXb+DUYS5lwJgrHuGPcgzBLSQQms/jEKUrQqa9JZoE/kVsZupaKF597gfUS3c+2pC7tAyD6ojFm0N2gw+QwhlaCPzYAdi3UBUvCZaoAF371bu9wbuXex0zzgVUfsctMhPcH2nATehd9wQX+P9CtpwpiLk3YyozPGIfeyC70XV0PX7lWvz3PfJ+JLRp2gDWIQQpK+7Z17oFPI8l4Qcz3DPsxCJJ1khfYMf/RPE9+6phjbTZwijQP2hh8KH2A4thGX4u8o6xAZ0Qju4B5lohyyNipcsRzvrfxESL0G74nxkAimJQm+Wumu7u36+RAvIC4uZjSZwAfA2okLvoIlej5CyJWJjXkZIWcod89jTTLSYbnL9nOh+j8PftZe7ZxuHWMf5aKKnIgQB7cSei9UY9wxbEHU9wz3vH+4enjvWncjNrA4qV/0B/gLyoDRa0JsQm56KL493RCx7NqJGNdw18WixeaFm7d01PUL6rYk2q2lILHjRPe/naE4Xo6DO093xjWier3Pj9vQC8xFyp7rzGiG5LdvdJwbFKnZF7GdjRL2mu3tfgDiF5u4ZvkCbzwz8dbIef85fRByFB9746iMWuYR7V4Pd763d+yiJKPEStLEGELt6B4c9FI6Iu9ELuQQhxyjgdXK/JA/24Ss6yiKKl4bkpsuB69GC24KQaTHa1X9FUb4enItvHxqFqOOXiAU71v1ewfWzDwUpVnGtE9oEvnP3roDvi5mAdvrH0QS+jRD0I3evS9Dufy2SHy9DyLQG2T0J6a8OWnQBRK29BXkuWri3ISQH+drucv3HogU7HAVPe/AhkuNWoQ1pAUKcLxDLudKNJcu913cQ+x7Ap+ir3XkekhtCpiXo3cejDegu/PjBRDQ/i9AGkO7uURYtdk9ZcjviXBLQ3I1GiPSV6+dzRLFmu+sfRwqkRmiDGe76K+veSxaav/VoI8lw7/FShPQnuvexB18BZO6deRtnebR6xyEuICbkPZobN4jCe/bvwxgKlRGPwlE4CgcHjgDu+Sgchf99OIqIR+EoHAZwFBGPwlE4DOAoIh6Fo3AYwFFEPApH4TCAo4h4FI7CYQD/D1EtV8nRokDoAAAAAElFTkSuQmCC","text/plain":["<Figure size 504x504 with 1 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["## display sampling info\n","sample_report = f\"{'class': ^25}{'train_num':^10}{'val_num': ^10}{'test_num': ^10}{'total': ^10}\\n\"\n","for i in np.unique(label):\n","    if i == 0: continue\n","    sample_report += f\"{class_name[i-1]: ^25}{(train_gt==i).sum(): ^10}{(val_gt==i).sum(): ^10}{(test_gt==i).sum(): ^10}{(label==i).sum(): ^10}\\n\"\n","sample_report += f\"{'total': ^25}{np.count_nonzero(train_gt): ^10}{np.count_nonzero(val_gt): ^10}{np.count_nonzero(test_gt): ^10}{np.count_nonzero(label): ^10}\"\n","print(sample_report)\n","img_display(classes=train_gt,title='train_gt')\n","img_display(classes=val_gt,title='val_gt')\n","img_display(classes=test_gt,title='test_gt')\n","\n","# spectral.imshow(classes=train_gt, title='train_gt')\n","# spectral.imshow(classes=val_gt, title='val_gt')\n","# spectral.imshow(classes=test_gt, title='test_gt')"]},{"cell_type":"code","execution_count":15,"metadata":{},"outputs":[],"source":["class PatchSet(Dataset):\n","    \"\"\" Generate 3D patch from hyperspectral dataset \"\"\"\n","    def __init__(self, data, gt, patch_size, is_pred=False):\n","        \"\"\"\n","        Args:\n","            data: 3D hyperspectral image\n","            gt: 2D array of labels\n","            patch_size: int, size of the 3D patch\n","            is_pred: bool, create data without label for prediction (default False) \n","        \"\"\"\n","        super(PatchSet, self).__init__()\n","        self.is_pred = is_pred\n","        self.patch_size = patch_size\n","        p = self.patch_size // 2\n","        self.data = np.pad(data,((p,p),(p,p),(0,0)),'constant',constant_values = 0)\n","        if is_pred:\n","            gt = np.ones_like(gt)\n","        self.label = np.pad(gt,(p,p),'constant',constant_values = 0)\n","        x_pos, y_pos = np.nonzero(gt)\n","        x_pos, y_pos = x_pos + p, y_pos + p   ##indices after padding\n","        self.indices = np.array([(x,y) for x,y in zip(x_pos, y_pos)])\n","        if not is_pred:\n","            np.random.shuffle(self.indices)\n","\n","    def __len__(self):\n","        return len(self.indices)\n","\n","    def __getitem__(self, i):\n","        x, y = self.indices[i]\n","        x1, y1 = x - self.patch_size // 2, y - self.patch_size // 2\n","        x2, y2 = x1 + self.patch_size, y1 + self.patch_size\n","        data = self.data[x1:x2, y1:y2]\n","        label = self.label[x, y]\n","        data = np.asarray(data, dtype='float32').transpose((2, 0, 1))\n","        label = np.asarray(label, dtype='int64')\n","        data = torch.from_numpy(data)\n","        label = torch.from_numpy(label)\n","        if self.is_pred:\n","            return data\n","        else: return data, label\n"]},{"cell_type":"code","execution_count":16,"metadata":{},"outputs":[],"source":["##create dataset and dataloader\n","train_data = PatchSet(data, train_gt, PATCH_SIZE)\n","val_data = PatchSet(data, val_gt, PATCH_SIZE)\n","all_data = PatchSet(data, label, PATCH_SIZE,is_pred = True)\n","train_loader = DataLoader(train_data,BATCH_SIZE,shuffle= True)\n","val_loader = DataLoader(val_data,BATCH_SIZE,shuffle= True)\n","all_loader = DataLoader(all_data,BATCH_SIZE,shuffle= False)"]},{"cell_type":"code","execution_count":17,"metadata":{},"outputs":[{"data":{"text/plain":["(torch.Size([15, 1, 1]), tensor(2))"]},"execution_count":17,"metadata":{},"output_type":"execute_result"}],"source":["d,g=train_data.__getitem__(0)\n","d.shape,g"]},{"cell_type":"code","execution_count":18,"metadata":{},"outputs":[{"data":{"text/plain":["==========================================================================================\n","Layer (type (var_name))                  Param #    Kernel Shape Mult-Adds  Input Shape Output Shape\n","==========================================================================================\n","MODEL                                    --         --         --         --         --\n","├─Conv1d (conv)                          60         [1, 20, 2] 840        [1, 1, 15] [1, 20, 14]\n","├─MaxPool1d (pool)                       --         --         --         [1, 20, 14] [1, 20, 14]\n","├─Linear (fc1)                           28,100     [280, 100] 28,100     [1, 280]   [1, 100]\n","├─Linear (fc2)                           909        [100, 9]   909        [1, 100]   [1, 9]\n","==========================================================================================\n","Total params: 29,069\n","Trainable params: 29,069\n","Non-trainable params: 0\n","Total mult-adds (M): 0.03\n","==========================================================================================\n","Input size (MB): 0.00\n","Forward/backward pass size (MB): 0.00\n","Params size (MB): 0.12\n","Estimated Total Size (MB): 0.12\n","=========================================================================================="]},"execution_count":18,"metadata":{},"output_type":"execute_result"}],"source":["## establish model\n","## write you model here and use follow frame\n","\n","# # class MODEL(nn.Module):\n","\n","# #     def __init__(self, input_channels, n_classes, *args):\n","# #         super(MODEL, self).__init__()\n","        \n","# #     def forward(self, x):\n","# #         return x\n","\n","## we use CNN1D as example\n","import math\n","from torch.nn import init\n","class MODEL(nn.Module):\n","    \"\"\"\n","    Deep Convolutional Neural Networks for Hyperspectral Image Classification\n","    Wei Hu, Yangyu Huang, Li Wei, Fan Zhang and Hengchao Li\n","    Journal of Sensors, Volume 2015 (2015)\n","    https://www.hindawi.com/journals/js/2015/258619/\n","    \"\"\"\n","    @staticmethod\n","    def weight_init(m):\n","        if isinstance(m, nn.Linear) or isinstance(m, nn.Conv1d):\n","            init.uniform_(m.weight, -0.05, 0.05)\n","            init.zeros_(m.bias)\n","\n","    def _get_final_flattened_size(self):\n","        with torch.no_grad():\n","            x = torch.zeros(1, 1, self.input_channels)\n","            x = self.pool(self.conv(x))\n","        return x.numel() \n","\n","    def __init__(self, input_channels, n_classes, kernel_size=None, pool_size=None):\n","        super(MODEL, self).__init__()\n","        if kernel_size is None:\n","           kernel_size = math.ceil(input_channels / 9)\n","        if pool_size is None:\n","           pool_size = math.ceil(kernel_size / 5)\n","        self.input_channels = input_channels\n","\n","        self.conv = nn.Conv1d(1, 20, kernel_size)\n","        self.pool = nn.MaxPool1d(pool_size)\n","        self.features_size = self._get_final_flattened_size()\n","        self.fc1 = nn.Linear(self.features_size, 100)\n","        self.fc2 = nn.Linear(100, n_classes)\n","        self.apply(self.weight_init)\n","\n","    def forward(self, x):\n","        x = x.squeeze(dim=-1).squeeze(dim=-1)\n","        x = x.unsqueeze(1)\n","        x = self.conv(x)\n","        x = torch.tanh(self.pool(x))\n","        x = x.view(-1, self.features_size)\n","        x = torch.tanh(self.fc1(x))\n","        x = self.fc2(x)\n","        return x\n","\n","##display network details\n","net = MODEL(N_PCA,n_classes=NUM_CLASS)\n","summary(net, input_size=(1,N_PCA,PATCH_SIZE,PATCH_SIZE),col_names=['num_params','kernel_size','mult_adds','input_size','output_size'],col_width=10,row_settings=['var_names'],depth=4)"]},{"cell_type":"code","execution_count":19,"metadata":{},"outputs":[{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"acc2f912d9264ae0b6cc57fde059dcab","version_major":2,"version_minor":0},"text/plain":["Training::   0%|          | 0/100 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"a1ec29dc620c4fd38fc8fb817627fcc1","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/67 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 0/100 loss:0.028739951524830377  acc:0.4339490296937105\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"f720c9ea71b14ced85d5f81207884c46","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/34 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 0/100  val_acc:0.43592142188961647\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"b4d052c4ad754738946de78275a1bb61","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/67 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 1/100 loss:0.021904161036613808  acc:0.5265372924947394\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"e8bbbcb7454a438d96559a40b6494186","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/34 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 1/100  val_acc:0.5851262862488307\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"8090caacb7f445e98d0c36e2d8f2f46e","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/67 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 2/100 loss:0.01599492709269333  acc:0.6317512274959084\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"faf58b4dbd044c94a397afbf80e1829b","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/34 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 2/100  val_acc:0.676800748362956\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"fb2f40dc4d154499b1a92318ab47438e","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/67 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 3/100 loss:0.013193143927552083  acc:0.6855272387187281\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"3256c4bf1ff04503b47370a97ef48ae8","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/34 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 3/100  val_acc:0.6898971000935453\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"bcaff0923d664beea839daf3f61f07c5","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/67 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 4/100 loss:0.011717148423055525  acc:0.7049333645078326\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"35e8936ed9984eeea6985cd2cb35cc71","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/34 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 4/100  val_acc:0.7146866230121609\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"b1d9deaf845f4ba58e6b11bd8afe0ab5","version_major":2,"version_minor":0},"text/plain":["  0%|          | 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acc:0.745616086041618\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"93e215f20f2042eeb14334c76c5936af","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/34 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 6/100  val_acc:0.7329279700654817\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"40dcd0db53f24414ae9031fe76c34e96","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/67 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 7/100 loss:0.009672013508373259  acc:0.7591769932195465\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"532f32b01af145389823f60cd651ac7e","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/34 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 7/100  val_acc:0.7633302151543498\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"e2b7e628e65d4b0cbfb0affad3fb0b04","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/67 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 8/100 loss:0.009320877605658534  acc:0.7654898293196165\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"a033ced550e8406aae545cc4c88cd1ea","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/34 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 8/100  val_acc:0.7661365762394762\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"5016fecbef984f78a73701f76d911512","version_major":2,"version_minor":0},"text/plain":["  0%|          | 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acc:0.7750759878419453\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"f320efcdd61c4d04bd88f4acee7c6e2b","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/34 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 10/100  val_acc:0.7703461178671656\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"211a9ab445344f559ea9b1f493b1fc65","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/67 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 11/100 loss:0.008607864449563248  acc:0.7776478840308627\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"62362a9512bb4a908afb1f24d8ef7aa9","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/34 [00:00<?, 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acc:0.7919102174421323\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"affd992ffdb14731aac971ff634ac6cd","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/34 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 14/100  val_acc:0.7839101964452759\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"f7a3cdb4456f491ab0c51b35a01675a9","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/67 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 15/100 loss:0.007896599464113255  acc:0.7968202010755202\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"2c8be00a6d204a66a3ab184a3e0630d3","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/34 [00:00<?, 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acc:0.8050035071311668\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"f49bcea422384bffacf39d2a4302c5af","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/34 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 18/100  val_acc:0.7951356407857811\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"a081d3142e914ab081521c139c0cd0c9","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/67 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 19/100 loss:0.007304777427619379  acc:0.8094458732756605\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"274671b78a714e63b5ad042be863e185","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/34 [00:00<?, 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acc:0.8204348842646715\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"36a5878c492b45708e652a31318b8ee1","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/34 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 22/100  val_acc:0.8199251637043966\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"76568ab5f1114554a379780645122106","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/67 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 23/100 loss:0.006782684854070856  acc:0.8192658405424363\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"eaf18278e6984688ba24f383d25191f0","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/34 [00:00<?, 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 | 0/67 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 81/100 loss:0.0034200071745005786  acc:0.9176993219546411\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"6a7c56407f66430f829a78475a1cf3b3","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/34 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 81/100  val_acc:0.9139382600561272\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"a7c79ca1b1cc498c9678308856e10f5c","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/67 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 82/100 loss:0.0033304644977207466  acc:0.9205050268880056\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"9ba455c2d4cd4cd8b2209164fe9e3888","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/34 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 82/100  val_acc:0.9158091674462114\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"61b150dc080e4bd2ab1b93c8ff507412","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/67 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 83/100 loss:0.003431898597275121  acc:0.9153612345101707\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"a4adcc9c5f5a470bb0ca1dc0ac744f7b","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/34 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 83/100  val_acc:0.912067352666043\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"069408fff57e4056bba49cef0831e134","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/67 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 84/100 loss:0.0033151887606342515  acc:0.9233107318213701\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"c399cbd13c9b453fa8c4de8d4490e17f","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/34 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 84/100  val_acc:0.9148737137511693\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"2fc56db209234607be798f205ffd4ddc","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/67 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 85/100 loss:0.0033282691807509416  acc:0.9200374093991115\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"280acf264ee4463da6287535ec5561ff","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/34 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 85/100  val_acc:0.9115996258185219\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"4c965ef4e47d473c9926cbf7b366c78a","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/67 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 86/100 loss:0.003249928903950412  acc:0.9216740706102409\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"ec4a3416deac48ec9001697496560200","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/34 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 86/100  val_acc:0.8999064546304958\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"105b6f70cee74c76b72925839687886e","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/67 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 87/100 loss:0.003307734626335102  acc:0.9193359831657704\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"30745871d3494018a27e24a27ea5ec93","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/34 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 87/100  val_acc:0.9111318989710009\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"21d220406a9f44aead82083c1c58c586","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/67 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 88/100 loss:0.003205471047389053  acc:0.9237783493102643\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"be955186d77a463eb937b32fd670b6bd","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/34 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 88/100  val_acc:0.9153414405986904\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"146a0612a1214f8d8aeaddf0159cb9f3","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/67 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 89/100 loss:0.0033014171541447894  acc:0.9198036006546645\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"694b0c4d522a4399ada8c2e89e475c56","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/34 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 89/100  val_acc:0.912067352666043\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"2ffd9def74454ee5ac9a81f385a10bd1","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/67 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 90/100 loss:0.0031755130780699212  acc:0.9247135842880524\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"e96e8594c449411abe4c97307cb355db","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/34 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 90/100  val_acc:0.9106641721234799\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"57cba3011ae04b5389fb06864407d789","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/67 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 91/100 loss:0.0032555634381895397  acc:0.9200374093991115\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"d6f8b47df7a542b68f158654b47d1dea","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/34 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 91/100  val_acc:0.9115996258185219\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"b8cfee4fb9964f03baa22b110ac9e2db","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/67 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 92/100 loss:0.0031665560395494085  acc:0.9240121580547113\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"31d1f37e62e64afda9196901285bb248","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/34 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 92/100  val_acc:0.9144059869036483\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"3a7beaf71c8745bc9b0a6d473aa0fd12","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/67 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 93/100 loss:0.0031525245320024905  acc:0.9235445405658171\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"68916dc8f4f44af4b44e2235f9af3f92","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/34 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 93/100  val_acc:0.912067352666043\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"a7da9ba0e5484872989c60e64281bbd0","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/67 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 94/100 loss:0.0031843444409564415  acc:0.9207388356324526\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"0b9f6f09ef2e4da29334b93d942e9f99","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/34 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 94/100  val_acc:0.9148737137511693\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"1f6b2fb0d85a4469b6f2cf2cb7d6fee4","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/67 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 95/100 loss:0.003156675271879771  acc:0.9219078793546879\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"8b5b4a40c2104c55bdd01e2314c52342","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/34 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 95/100  val_acc:0.9027128157156221\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"7d1e54f8f30940b9852390a3409e16d0","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/67 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 96/100 loss:0.003210096605433909  acc:0.922609305588029\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"d7fe971c52c24a0a97e659ecd77353c5","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/34 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 96/100  val_acc:0.9106641721234799\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"b4e8a2fc34984ae1b14c24fb9d60585d","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/67 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 97/100 loss:0.0030308348332048997  acc:0.9275192892214169\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"1da928d41e874feaa326dc90cc66fcfc","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/34 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 97/100  val_acc:0.912535079513564\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"b7bfeffcc7e04ba98b8c3a6df262a05c","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/67 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 98/100 loss:0.0030989155751649316  acc:0.928688332943652\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"c1c8fc900e34491292fa9c9631ec2f4a","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/34 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 98/100  val_acc:0.9111318989710009\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"d4f1f947034442b6bcbccfc73df44843","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/67 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 99/100 loss:0.0030683578001385347  acc:0.9265840542436287\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"524a3d69a8a84e8fbc69e4d902044ba0","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/34 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["epoch 99/100  val_acc:0.9148737137511693\n","Stop in epoch 99\n","training time: 38.033507347106934\n"]}],"source":["## training the model\n","device = torch.device(DEVICE if DEVICE>=0 and torch.cuda.is_available() else 'cpu')\n","loss_list = []\n","acc_list = []\n","val_acc_list = []\n","val_epoch_list = []\n","epoch_start = 0\n","model = MODEL(N_PCA,n_classes=NUM_CLASS) ##modify to you model \n","model.to(device)\n","optimizer = torch.optim.Adam(model.parameters(),LR,weight_decay=WEIGHT_DECAY)\n","if CHECK_POINT is not None:\n","    model_ckpt = torch.load(CHECK_POINT,map_location = device)\n","    model.load_state_dict(model_ckpt['state_dict'])\n","    epoch_start = model_ckpt['epoch']\n","    optimizer.load_state_dict(model_ckpt['optimizer'])\n","    loss_list = model_ckpt['loss_list']\n","    acc_list = model_ckpt['acc_list']\n","    val_acc_list = model_ckpt['val_acc_list']\n","    val_epoch_list = model_ckpt['val_epoch_list']\n","\n","loss_func = nn.CrossEntropyLoss()\n","batch_num = len(train_loader)\n","train_num = train_loader.dataset.__len__()\n","val_num = val_loader.dataset.__len__()\n","train_st = time.time()\n","run_error = False\n","try:\n","    for e in tqdm(range(epoch_start,EPOCH), desc=\"Training:\"):\n","        model.train()\n","        avg_loss = 0.\n","        train_acc = 0\n","        for batch_idx, (data, target) in tqdm(enumerate(train_loader),total=batch_num):\n","            data,target = data.to(device),target.to(device)\n","            optimizer.zero_grad()\n","            out = model(data)\n","            target = target - 1  ## class 0 in out is class 1 in target\n","            loss = loss_func(out,target)\n","            loss.backward()\n","            optimizer.step()\n","            avg_loss += loss.item()\n","            _,pred = torch.max(out,dim=1)\n","            train_acc += (pred == target).sum().item()\n","        loss_list.append(avg_loss/train_num)\n","        acc_list.append(train_acc/train_num)\n","        print(f\"epoch {e}/{EPOCH} loss:{loss_list[e]}  acc:{acc_list[e]}\")\n","        ## valuation\n","        if (e+1)%VAL_EPOCH == 0 or (e+1)==EPOCH:\n","            val_acc =0\n","            model.eval()\n","            for batch_idx, (data, target) in tqdm(enumerate(val_loader),total=len(val_loader)):\n","                data,target = data.to(device),target.to(device)\n","                out = model(data)\n","                target = target - 1  ## class 0 in out is class 1 in target\n","                _,pred = torch.max(out,dim=1)\n","                val_acc += (pred == target).sum().item()\n","            val_acc_list.append(val_acc/val_num)\n","            val_epoch_list.append(e)\n","            print(f\"epoch {e}/{EPOCH}  val_acc:{val_acc_list[-1]}\")\n","            save_name = os.path.join(SAVE_PATH, f\"epoch_{e}_acc_{val_acc_list[-1]:.4f}.pth\")\n","            save_dict = {'state_dict':model.state_dict(), 'epoch':e+1, 'optimizer': optimizer.state_dict(),\n","                        'loss_list':loss_list, 'acc_list': acc_list, 'val_acc_list': val_acc_list, 'val_epoch_list':val_epoch_list}\n","            torch.save(save_dict,save_name)\n","except Exception as exc:\n","    print(exc)\n","    run_error = True\n","finally: \n","    print(f'Stop in epoch {e}')\n","train_time = time.time()-train_st\n","print(f\"training time: {train_time}\")"]},{"cell_type":"code","execution_count":20,"metadata":{},"outputs":[{"data":{"text/plain":["<matplotlib.legend.Legend at 0x16ee0437c88>"]},"execution_count":20,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":["<Figure 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","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["##display loss and acc\n","fig1 = plt.figure()\n","fig2 = plt.figure()\n","ax1 = fig1.add_subplot(1,1,1)\n","ax2 = fig2.add_subplot(1,1,1)\n","ax1.plot(np.arange(e+1),loss_list)\n","ax1.set_title('loss')\n","ax1.set_xlabel('epoch')\n","ax2.plot(np.arange(e+1),acc_list,label = 'train_acc')\n","ax2.plot(val_epoch_list,val_acc_list,label = 'val_acc')\n","ax2.set_title('acc')\n","ax2.set_xlabel('epoch')\n","ax2.legend()"]},{"cell_type":"code","execution_count":21,"metadata":{},"outputs":[],"source":["## get best model path and del other models\n","def get_best_model(acc_list, epoch_list, save_path, del_others = True):\n","    \"\"\"get best model path by valuation list\n","    Args:\n","        acc_list (list): list of valuation accuracy\n","        epoch_list (list): list of valuation epoch\n","        save_path (str): path of save dir\n","    Returns:\n","        best_model_path: path of best model\n","    \"\"\"\n","    acc_list = np.array(acc_list)\n","    epoch_list = np.array(epoch_list)\n","    best_index = np.argwhere(acc_list==np.max(acc_list))[-1].item()\n","    best_epoch = epoch_list[best_index]\n","    best_acc = acc_list[best_index]\n","    file_name = f\"epoch_{best_epoch}_acc_{best_acc:.4f}.pth\"\n","    best_model_path=os.path.join(save_path, file_name)\n","    print(f\"best model:{file_name}\")\n","    ##del save model except best model\n","    if del_others:\n","        for f in os.listdir(save_path):\n","            if f[-3:]=='pth' and os.path.join(save_path,f)!=best_model_path:\n","                os.remove(os.path.join(save_path,f))\n","    return best_model_path"]},{"cell_type":"code","execution_count":22,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["best model:epoch_82_acc_0.9158.pth\n"]},{"data":{"application/vnd.jupyter.widget-view+json":{"model_id":"a94e84a02a814ea3b42eb46ed13e2dc8","version_major":2,"version_minor":0},"text/plain":["  0%|          | 0/3241 [00:00<?, ?it/s]"]},"metadata":{},"output_type":"display_data"},{"name":"stdout","output_type":"stream","text":["inferring time: 6.606494903564453\n"]},{"data":{"image/png":"iVBORw0KGgoAAAANSUhEUgAAAOIAAAGaCAYAAAASFp/PAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Z1A+gAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOz9dXhW19L/AX/2HXeBJAR3d3d3K+5uLV4KpaVAcSmUIsUKFIfi0hb34u7uHgiEhIR47u/7x74JCXZ6+pzze573fZl1rSvZ+96y9qw1a2bNzJoxJPEJPsEn+N8Fy/92Az7BJ/gEnwjxE3yC/xPwiRA/wSf4PwCfCPETfIL/A/CJED/BJ/g/AJ8I8RN8gv8D8IkQ/78IDMO4YxhGVdv/3xmGMe8fPueiYRgV/5Nt+wT/M7D/327AJ/hnIGns37nOMIyFwANJQ5Lcm+e/1a5P8M/gE0f8XwLDMD5Ngp8gET4R4n8YbOLjIMMwLhmG8cIwjAWGYTgbhlHRMIwHhmF8YxhGELDAMAyLYRjfGoZx0zCM54ZhrDIMwzfJs9oahnHX9tvgt94z3DCMpUmOyxqGccgwjFDDMO4bhtHBMIxuQGtgoGEYEYZh/JGkja9FXCfDMKYYhvHIVqcYhuFk++11m/sbhvHUMIzHhmF0/H+Axv+/g0+E+N+B1kANIAuQHXgtFqYCfIEMQDegD9AAqACkBl4AMwAMw8gNzALa2n5LAaR938sMw0gPbAF+BvyAgsAZSXOAZcAESe6S6r3n9sFASds9BYDiSdr7us1eQBqgMzDDMAyfv4+KT/C3QNKn+h+swB3giyTHtYGbQEUgFnBO8ttloEqS40AgDnPt/j2wIslvbrb7q9qOhwNLbf8PAtZ/oD0LgdHvaePr59wEaif5rQZwx/Z/RSAKsE/y+1Og5P82nv9/rX5ap/x34H6S/+9icjSAYEnRSX7LAKw3DMOa5FwCEGC7J/E5kl4ZhvH8A+9Lh0lQ/wRS29r4vvYCPJcUn+Q4EnD/h+/6BB+AT6LpfwfSJfk/PfDI9v/bW13uA7UkeSepzpIeAo+TPscwDFdM8fR9cB9TDH4f/KvtNY8wJ4T3tfcT/D+CT4T434GehmGktSlevgNWfuC62cAYwzAyABiG4WcYxme239YAdW1KGEdgJB/ur2VAVcMwmhmGYW8YRgrDMArafnsCZP5IW38DhtjenRJTJF76kes/wX8BPhHifweWA9uBW7Y6+gPXTQV+B7YbhhEOHAFKAEi6CPS0PesxpiLnwfseIuke5lq0PxACnMFUvAD8CuS2aVM3vOf20cAJ4BxwHjj1kfZ+gv8SGLYF+Cf4D4FhGHeALpJ2/m+35RP8fw984oif4BP8H4BPhPgJPsH/Afgkmn6CT/B/AD5xxE/wCf4vwMct/uYfq9Cmx/W0Z2ZDdXfZqy4cURcO68tveoi/VdoKVU5+LjiFylQdpjA8JNCFTN4quKiBZpSsrhLjGwr1EmolhIoIuSit2qqXHBQjx5A4VZ+3V3/4tJFAj0mvkSzUGcpIoL2FUmlsuwL6tntRWUFKUsNcHTS/bnaVm1VHZXr3VrtBlRXrjPq1qa+OQ6dobr3sya5PWhuNq6IVVTIlOxfniPbVraFv7xVQZe20YWyNkJ3qq5M2CS0QaqB1SRD7m9Bk2UUlKOWxY0JPP+p2MWvvF8p4IEjosgrJInctlYNi9Iu6/kunjXC5Ke2NIOWb8FDDCixV59EbVTNyk+7m8FFwZnSkMzrS5f31Yl10wyGn7pFNr7zRw3zv4iTC1zy/vY6vMqxvLo50eafmWNlEDX6oqqZjKutWfntN6dFZdjeGCj1R4e1zNLNhTn3Zt4TsD3SSx652Kri4oYb3zKf859cl+5rye/cme7cV1GnePCGpxOHDynP+vO3aJ8J6Udz+TYvapX1nDKxu3Fh29zeLI11UYl59TWua+4N9nrT+Wbu20O9CDkId/8WYdxHaJfRrsrP/yLPm0MLaHFxQF2FwMrYoCg7haZNornb+BbiMb7HL79yTGdMh8q9kZ48C15JQvzdlN2WnsXUXuEbzKNqfzaVS0XVpAuuquXK83x+YdujOQFmacJifmc1WcmEJM2jz+Z9MWP05boRxn6wsZSAehJKfg2wqnY5RnQoxd+x+8t16kawVL10dOJ7bj87DalI2UwA8dmLbI4Ndu6/SZ9kZRkzdR9aEWOIcIMzViS++KcvnWy6wqVIabnilxOooGu+5k+yZRqwF9zMXcG3Tn4et81G23hHCA8eRnQTmMz/RBWVjstmvOcSHY7VAjG8K/AnjKXtx5ToWehOBB6b5zx8Xolju34qxdgOZTjVq40VVehHPTEpy5IN9J2BPVGUm3/yWku0e4fBEHO9/lT1fHSTG+gXTu/eh2/oR773XLgbcnkGWfeAYd4WfmuXHiClGn03HE6+Jc4ZIX3iaw7y29JEQStV4wN1UOcEw3sF77YP3OZrHjxGflSZb1EFSPa3Hw0xjeZ61Df0G1mDEjD2033yd5dWzECIfhrcsRatt67mWpQjRLukBOJsvNzXn9WJNr9m4R8djAD999RVPAgLYVLeu7W2bMUfhEnAqxsRaZYkMP8MX668AsK98eT6fMpyE579R9kwQK4buJk1w5HvxsLhtW1r+9hsO8fEICPbzAxYDLphWpY9BQ6ATptXpX8NH14hdLYeFLGSreJJ17S9wtN1hMM6C8XfXlZ5AUWD3m1PypPSh3rSbup1uq82ObVO9D61ebuBYzQKM/D4ajMOAFfgKsFAFB45Sm/LW3TjMys+CXm3w4jm/0Z8IvCjJFvJziB3FU/Nd96LMH/0X+W6+IOlwWFcxI4tqZ+OPArlQTA7q1R3KH8RB5CGy7JnFtfozgfT0m9yGEcMm4RUWw/6CqdhTJBCAPLdeUPnmHXzukey5L/DjW2MtngqlHBsJy+XMtPWOjMwxlVq88VxryDo20NCGAyuEXgCfe4AvczWKbtpEFuMmjkYsl8gD+h2oSzVjJyl4zkqa0YFFdGQB5TjwUawLsMpCpb+Okb1SPAi27MjJoyruYHQFPMlzoSFrmneB9DcIS0PiR9nFQtbd4PICYt0h3gns7rlzjBJUZVeim05oOvB+YL7sZWrzvssV7RlZqhJ/lsnwTpv8QqLIcS8M74hYdhVNTd+VF4jod5kZWUugu02wPD5JgWvPyR32hOUODVC2B+ARAVnDIMUkUAa4txr3W1u499lveIfHJPbD2kaNaLtkCVGurrZx8wfgDCoHT49S+vcpTPt5B783qshln0BWN6hB6e3LWPvtDlKFRH0UjwAyDOLt7cl8axsP0/YEXIEg4OFbdxhJ7vrQM2W87/xH14h7F43kUaUTrOmwiZMdZoHlzL9BhACvgNNJjv0ocbg71Zf8RfGzt5ABPzfNzbMaNzmdV4z/dg8YHTH9m3NjenjtZ5e1DP4HvcjRwpdfhrXDlXCW058g0tOB0aTkNhuL5GBOg5wsHLmP/EmIUMChvP7MapSL47nz45U5I5Qdwh9GCBgR4DafsfNvYwiu5n7C7gpeBPkW44WHI+XOBJEiPoIW909T9fodPJ+Yz4zyevNFM8sPZMXVEBrn6EN9fqXt5RlsvjqZmkmIMDzYC7sDzmC14c6wgE9+zE0PXiy89jnTco7k4ZNoLpEd2Evg4+z03DKT4xTjD8qTivwkcJuy/4IIAXZQjSJ3zhPY10AWODfQ4EmZ42DMwBxAUVzMu5rWi1eQaZ8dTi/N++yjIPNfEO0BV2rD1WpwoyIoMIIq7OIyOYn2hiu1wOpgIvdOaXB+CcE5IMvxeNrsvIZrbOw7bQr2deFAwVT8WTY9Uc72rK+QkQ7fe1Cb2+SKSM30X4JxjhPn/f2pE7kLPKIAOwguCOGv4MkueHaYV3m6UujcZRZ07Jg45BuuX8/CDh3wCQkBtgIZgRpgXAD/pxyq/yU1Z/dn5MBJrC7jRrmd61n/zfZkRBjj6MiNLMm9BA3gYZo0jP/2W/pMm0pQquPADSAMkwgzA06YG2wsQHvMzTQpgGz8OyqYj155o+1WNu/uxfH2m4n/wDVOH7y7sK2BLwALzlGulN/XgZ/bbUF7s5LtXhjLamRlVaVsVFvmwfROTYl1GsIbf2JvYA8OEffxeXGeRU3aM351D548z8JiBhGDC9XslvDC1+DzvlW4k9Kb1d/tIu/tUABi7S28dHUg1N2RtmOrcfRFfdrtyYyT+w/g81pcELCRDU2KEO3sTNabMUzuO4WB48pzpLi5ib3L6htYXzkQ5mOH1c68Kyhxf3shjvZpyMusNVjaqz8v3V2IdLMjhT2E40h4ggfhLz0ZtmsSHtV9ybTmjQunfdxp7OMuAxYu+p9i9dBKyGU/7nF7gAc8Tp2Cg7XLEIsjwpVl3GERo3nvdPoWJGBH/rCL2AcJwzuebN8NIsGlGqY/dxhwiBKkoFvO2Xw+oSd3/bywj4aMh23iZi5T9ExwBqsjPMkDCY4QYvgS72gSnmMEvAwE1xB4ngXSHQOPJ5DfuMuoJUdxjE14d6zEJuDxKhbf5wlMHX+aS5tbcWnNXC7nTkvfOX0oFpKHKEcP9hVKhfF60gq7B1d/gYRYyFIB+cdyN2MaJgzrR6i3CwkWCxaJZqtXM6t7d1wiK9rGHYAdGBPBP5SQLLXxuHuWcqcfsnTwn3hGJmcoVouFMC+vZOdeengws0cP8p87wy+fNyPBfjrQHXMHG5i7w+wwd7a5YO5Eq4hJFd0A57/RWzb42Er/76hhGgnlEUr9zi/2QnZCKOXTVtpcs6winZ2UgKETmQNUek49TS9VQ8Um1ZNjeAph/V6ohdBE21OryPvirxqRa6wOu5fQMyNA45mtESzWAzIpxnDQsC6F1XR0ZT33cFS8xUi2sF6Qt6zc1/SWx+726hTRXcUiXeQU5fTebzAShmvU4O8SFQBnsvuq3moPxVvQrUB3FV78mToMKZ/4e2hqJOykjOU0cNBEFY1vKEv8ennd2anpN/MrNA59qYrKde+aBhefp3nOQ9T8sz9lH/FG+ZDn/Gl1n1FGlvgooVtCO5Xr4lmNPTlADopJ1hFVtEP7VO5v76q5H5ZO+X+9q9b+J5RrxjI5WV1sX1pUqLPslE9T1UbLVUOWhLXKuXeKzuXw0qkW6Ein9yhuOqNj7dErH/P7EywmjhMsKNYZRaQwz98sh55kR0HZ0JIaWVRtas1EhY33jrZaVyGD7rkE6nuXuerJbnXloL4vvUQpngULLZd9bLgCHt7V5E61lGJbGzns76gS8+qrzK8tRNAeER8uU9E1X4sTXFXxZXX92rFRYp8nGIbWNWggrxczbJiIFXopFK30d27raJFCinS005pGjTRk5MiPKmbupkunKX36yOXVK7lGHBVWT6FuQiWF3h5HPkLjhAwhD5lKxvePtf/aNqh1mDtR4975JR6wxyekNQs6PqTWVlOkCvZyovvgEnT8TayunomTvapidWyMubsmEmgK2JH9anHaNdpB1avbOUM1dpGJ4uygAAe4lSeGvq3L0/n3q/RYcwnfcFMUCsebrU6NOdb1PBvz5CTz80DSx0Sx32UO1y3vztAmeCDLTGId0wCmOHInSyQvfTrxwmcVaZ49o+bz/dzxLAGYnMEhCsABirWk89jJZOMGPblP/Qy96cQ1XIDvOcPWdPH8trwidTZt4nkuR+Ld6iTi5mLes8SEf47YR5oHbuS9sIJtNdvyHTHAXszNFF7U4QBz6EEULv+yL6wYrHrZkpM961Js2SP2Ls3Ko8rLiTEKYUom1YExiPPcogar9RvWEEeupA1jfd1GdNi9kMdF3rP0MMCwwu2ykOo8pLgDi2tlxf9FNCmtL/mtXka+mXwV/8sx2MUCEY4Uszynyg/36d23LOvKZWLqT4epsu8lvzCGR+RLfHRYjDeZFjzh+YDKxDv8wZNUTek3tA082YNdgpVn3s6keh7BqnYdeJ4pkPHftSdXwCLqOkVy1yOAfpMnYMiTdosXY2e10mDDBuIcHOg6tyUvveIAfwDuZcjI5rr1SffwMTmuXqXgmTMs6NCBjgsXvvO5ArZXr86XU6fazhwD/gSeAXNs577DXHbF0JpoVjOXWAQ4AhFAeWDHv+yzNy/92xyx/r/mj2EBItY58djrhYe2VauUqD62gpbUzKqZxWvrx6LzhXWa0DqhL4T+EvpeltiDqvHDAV3KmVMJGPqdzurGAe3jM1lBh/P4qfDCBjqQz/8dtfRa43PlHjBJ7OuuInMGq8fqFjISjH/R6nzyeV5IuyuWVwKGrLZ2hnh7qcra5rqUxUkRs1z0xfKfZQW99De5gHCWms5INO/k1Ug5x8XoycYOCkvwUPsDK5VrZpCwWt9USfU3zBbWA0IJwpqgYkePqNSMncL6l+1JCULH5K8TGqmyevERzndShXRbGSSh4NuptHJYT9VpcFadOaLOxhF5Xo0UWiVUXCizUFmhOUIbhFaL4EPi/kZx5Wc5XFusGW2y63TT95s0ztdHJ1uhK9VRvD2JeNpVJYXqTKqup6nsFRaALtZB9139tDWwpJ5lRvdy2WtMu4K66JdW4/lFXTisLhxRZ46obJebCvgrRFgnC50TSpAR91LGg43i/u9q8HNHffZDVXG4szrPKKwn2dH5mnb6s0daaVI9jYobIqxWOUZHa3GbNsnMGus/qyPXiNXJMWa1KtfFi5owYIBi7e11L21aDf/+e4W7uZmc3jA0o3t3fTd6tNxfhtr6Q0n+/vnW2LEI1Xnr3CiheKHlQo5/myP+G4SY8gMD2SKU3fw/zlEkWMz/Y521uIVTIrHEG2hp9SxqNbSJpmc8Lb8jz4RChSKEQoTGK+2xVRrY5Ts9sQtUHPZaTzeN4xftpYGeeLlqc8m0aj6qkv4qEPAOEUY426tj/xpKMWu8Mp2foa7BqT8gHCCUUaadB6FUynRztuIMixqyVnss5XQ1naceB6Aqv2XRjC8y6WZ+N7Wam1PnM/skeachVUghBaO7QpmUU05Rm/WkWC5t69RCXzTZpDrljgjrPaHTQieFpJRPDwvrKqEzQifkGRoqr/vnhHWMUJQN+Zf0u4ondv+H6jx10j6Vk1XobGR+jb32vSp0vZY40It8d0/ojlCg0OsJ0knIU6ipiL0jgo+I8Nsi9qXc7h/ST12L6GJtUxR9n23xaMfXE5FZB6fpo1WVMynWCUW7odulbCKsgYJyooc57bTB0lkD+D2RCDvZH1HhofdlibomVE3ospDUVCt1U5l0XVmUTnflFzRBKQ8PF8d7y2NvWy2tlVnLOqfSnaKGQtOl1LYCddRt6nQ1/+03Vd65UwdLlUocFwmGoVVNmsj32bN3MGcXF6eMt/Yq9YPFcoi5oTWN8mhdgwbKdnWXHKOfCcUJfZXYZ2ZNEJr01jjKrHdFUF+h0TZiHC+U8z9NiB8q9kLFRHAWYTXPOEajWR3d9SCla2KHLa6ZVVuLptfy1N3ld/Q3oWHKsO657F/uEQltlWV9F23zaaITFNY5ims2ozWd8QrHU+HO9moyprIGdS/6zlpQoF1FAlVvYg25XJ2uAQ33KeOtjLa2+QvVkLlW9RRqotdcEHmLkB5y/mKr3A+OVutRtZRl+CC1GFlJHQeXk0BbSqRR4c05dS6b9zuEb9biivizgCYIWVRITvGhunPETxK6aM2logf/EtZLso+NlX1srNAeobEiGYlFC70U1lNyefVYhp6rtsr+CxO/Wa8ri84rjz6P/EX9ZizQL/d7qLP7QXW2HFGlFtfkEBYvFCPUXa/X68lLE5kToURCnAg+LJezUzSrUw6dam4S3b8ixNc12hU9KISeZkWP85hcKR47baKdunJQX7jtU0eno+pkf0TFvr4rI84q4s+JuBHysM5UKj3SHlWQhFZbG8vr1TGhHnLQdGW6/oemtiyq9Btayv5AJw0akle7ujvo/GfoeUZ0cF4J9dEUZbx3S898fRVvsSS2q+HatYnSSPJ6Uaiq0D6hwkIDhM4LPf8AtmNlakKcVUUoi7LK5H6BMg38SRnTbaFXQtNkrikRyiVU9j9BiGU/TpAJFpMQY51VcZOXwt3eiAlrK2bU0M5FNTX3t/I/Nk9YawvVkyX6gEjoo9prhmmWS189JaWuk1/92Kzp/KBonLXBo4rqT6im0R0KKs7uXSLcXThQbb+vIG5OUe2EekoV5ZykVYYNSdnMySJRVCgkNFZOs06qceuuYvsYEXZFnPhSHOmi1sMran+BAEU5WNR1kr+aLMmuSNf3EWJTNfqziQaoqPLIIjtN0c8yCfG8NY+K/XVBlvh4jRk0SHV//91GFK/eQvRfQuNkiY9X89+Gykc7FCKXjxLgiwcp9eR6Gts8bWjF6J7qan9IHb0Pq0LbGyr29V1ZohJsV4cL1Vai1JKsGEJD9VpsI/ioCDmt6mtnKdjXUbfK/H1CfK28ea3MScDQBrqqGwc0JOcKnThfSg2X71K+CQ9lxNoI49IEWS6O1IW4VAqXm6xC20JrqP+8ecrxyyM5aK1+lrvOJ+SRZ1ioZrYsJ450kd2hTsq0pbFuFzeXCo/G22t+dAflTLgk95cvdTlHjsQ2PUqVSiUOH/4AJq8J9ZTJtQ6Lj8ogsUIlhIaqojorky7KlGDm2sbT61JM6KxKqZrsVT7J+S5CpT5IiB81X3xr++v0vA2uD/wSz9tjKmyTgcW0m+XZm5KF7WDDq9bE2RmcKOnJ2iqZ8TpWick/9OdpsRJgFAQeYnX8g8brcrO428/UjVrDQ7Kzgn60ZwytLeNYmLYWM+oVYMCycwxYeg77hDeKhGdeTqyrkIHmY6uyJEMjOsTvZrPlD4Kck4aEEaYaKQw4jqlOLk29tU3wOxhHTIbNrPWtCnbP4eZ8iI8AYEfxNHyRdyAvXZ344pcErqaJ57m9O69wfeuj9zBk+gFaxD8jDitWDO4eWsazDZUYMnMmAYNjkRFGiK8vHRdMxT7uV0yL0TNMZdYSTFtiP6x2t1jZojrhfM9cYj66rr9k5OIgZbhJZs4+KMqGoCYo3sK5Xmn4a35mjk9wwuq8CdM7xwXTqaIBpn3LIcmT2mF6ihw1vWG8ckHELbYX8uBowbw4P/DCOezd979KCa/eE7TDYjWVXaFWf7bQntUZu/Aiqxt+NW4Rk87CtaLpuPBlIHKwGWHSVwLfkkTIFxei+C2sDRPHTuTJtwV5VPUoVrpzF4OIRz7YBdnjHGnFPySKlC/DsRqe+F8xCE8FkWvt2N6qJUGX9xLh7srY775LbFNgUBCrmzal5OHD78FkNmAappdMLmAFMAJz3JzB3CMNcA/4EdM0MY+9XOE24zFNFyOAl5iKmZqY3jThfMZ92lGSACpSh68xPW3e1wYTPqo1vWj763PxAu53ArnRzjzuhdmtTTCH1Gso/5dBh1YFSf/8T1qxjJkNc7O2UkbqzsrH8sa9INqCaaS3x/VhLZrNiKLGtD24vormII04S1laM5FMXGReGxeWlY5hxeDZpH6e3AXpiY8zDX+oxpF8AdTxu8/WaptZaGz7wFcYQDGw7qbQmZ6EJOTij5yPIfwWn81zx1LwIHsT/Oi09gK/OrYitMZVnvq6UDPz71zM4k3FU485Xv0FnVq3oO2uy9R8kNRB4RnenrBWrx34LFyISseqHfE8CExLRNulYBj8Ua82f5ZJR7z9YxtWnwPPaLbSgQj3UZyq85QezANqEsXh92/Dt4EVA+/LURydUYpJ+UYTsCmSO/V9SVckjNtNfJG9gRkcIA2mxtAAsmISZE1MO9hV29MW2f5+CRwAB3fwrwhnBlF30edMHzeXTstPcK0qRL82scl0abOPNhBKZtcUcIu8zGIcF2pnZffyrMR52LHnVFZSHmtO23o7GXstLa88zoDXNnADq2sFBt+ezPCFUzloqc+THku4VDuaOJ+FJBDBj7QjRdtcLNrXmywBt9h66TIXSoTQd+oqDpR4QIVDO3iaM4a8VRawItdSwGB35cocLV6c4seOYQDpHjxgat++lDh6NIn7nSDR6cIZmIwZHGGoDWcFklzXEzPwwSFMr5pKmPG1dtpwvAjIA1Sx3XOTb2mMScwZ2UQtYP1HepV/f42YSuYS1io0NnEhGiCnqKya2/kzCRRvMTSxVT5Vm1RX+73KqFH7/XJ6Ficj3ipL9ETl2ZVOXWYO0ivcdIusmslYTWS6bpBXV9N5alGtrGo1pqSCfJ2TiT4x9hbtLhyoefWyK/OZ5ioS8ZVqxtvro3pRK+JcCzH9d7nv7CPnfR3E4c4qtqieas2rpMnN82hUx4J6kg1tzZ9NlX+upXK/1lL7H0vpUg4PRTjbK8oJlVzZQusqV3pnrfjEt6jmrKikBkLoZ7nuCtPSfVU1WOWETuobfa2Ueixiw4U1VKY2bY5QsPyDgpT/2XDtTyIUxQu9q154U9frMz2KTK3gW4EKvhWoJ/dSq491ipyexgpdEbon9EToVBIxeLHQH0I3hK2lyYuTTTwLETEh4kg3cbK3en9dROey+CjSC51pgq5VRtHupiJmEd/qdzop3t5U0ggUjqf684ea5DgjhxdxyVruENNVfreayYjLIGLTCWtzmQpAHzlHVlLAd2f0Y7/2Onkoo25Z0Un5qFzcbGU/31ozW1fT72XT64mPOR4eZUJzR+aV7/Nj+qNOHcU6oSdp3dRiXj1hnSQUocCHD3WkePE3a1hHR40YOlQOMTEy1+XfyFTaZZRpH2woc/l119bmpzKXDduFlgh5C5WxUUAHobVC+WXqIN7upe1JcLtK6LjtPv5zyppMQm2EWgt5qKSweqnc3kH6bE45xVtQnMXQ9Ma5VGVKXR3zz6NqjS/LMUmnpLt+TzfscysBi/6iniYxTRvpogQMXcrgpaLzP9PGcunfWX/E2hm6mdpDTvs6yK3vMo3e2OQ9TgRJi4PcwgPVaGUd9avWVB572slzZzv1GF9YS2pm0bOU9rqbx04hHg564famhro56JUXepoNHSnmoxmNckmg22RQ1zG5tL5C8rY9862t0Ws+01IhVFoFDqzXqcMZ1HjzVhUY80A/WL9WgB7LUKic9bmtsy8KSf4K0kGV+pdKmX9VD6uEUuqp0FGhWUKfCx2R6RwhoZtCV23nnghVtOGopUzlAkLuQlNEfIS4MV8c/VzcXKT0R3/V171KKtzXUJwjSrBDcQ7otFFW4/hFd/389TgXisFJsThqMQP1de61qha13Xx3glUukVFqpyJJ+sZF5ro1v8xJoLjQFWW5vlyfrd+mF1Zv7QqrrFT3H2tyyyKa0DrfOxPgvVzo80FdlPXwHW2qU1O3yznqWjEv1dvztSzxD4SkDLdv60z+/In3LG/RQv5BQbKPDbON4DFC1YVyCw2SuePnhUxCXSFDTnLWfJla/aUyJ7Z2Ql5Ck4X6ylTWtLHh/fU4fyRURQ5CdtovU2ve9z9LiMlLY7lGfKs/K2TVmay+soJ+bJVPlafW0SzPr1Wz2WHZRR4Vkow4q0osPatjRc2tSTtpph+YpR00UzwWnc/so5Lz6uvP0umU8LYSwECDuxWR674uynVjgMaG+KtmjMM7nLCwkJsQ0RWUfeEAjfmikr7vWkyjeufR3dz2CnO3V5Srob9KpdDammk16assqjmlhlKN+V69+5VSn34lVbJvX43vnE9Xc7oqIgV66WlRpJfZjvkdWuhIbn+FuDsmtu23xvk0/q8ySiOUS06yO/FQy0+3UNNtE+R57Tc10Sp5KlR+CtIo9VVSZc1StfqXJoq/U0frOxlKkOlF0lemJnSLUD2ZSoZDtoE0UihIJCoRkqref5SpuNhmalCf7BMJscp4dpv2lCmiY7lSSqC7xU3Txu2S6F52F13L4629ls80Mt0s3c6QQXHY6YkljYa3mqB88+4q99TH6jdgmbIrQKZnTyehvTIVHT8LfS8UqVLaI3v9JUMJck8IU98+HbU8f3Utr5b5vZpyKyjGYq8xlX+QT9RzbX9VWZMn9NWMHp+ryaqGidgZPGqUEgwjkSuGu7mp5ubNQluFlgmtFDosFxVRMTkIpRcarXTyVx5VkTnFSqb5YrnQdKEpQiNkKgLT2L6pgkyFz+teCVFJfaFMuiZTzsn53yLEFPK8sk1Tq9ZTnJ3JsX5qkVc1JtbVj7k6qHKb3+UY0l9Yb8jndphGDh6iB/YZFYKfdtJUU/hJL0iply726vNlSVWfUlMb3sMJ76Ry1/BOheSzYqAKXJ+tL63Z5S7TCc4nWXsclT44h5yOzJOl9XGVHdRNaypm1N0AN0X4ortpXTS9R0YN+LKodlVOo5H9i6vomXHKevG4Pu/bT2X/+kxl9v+kgIOPVHLLUh0ullfjelXRpmppdSO/SXhBvo7KcmCMLuTMmqSNjrrfP4PyCwXKSeimNqqSHgj9qkJ6LXQ6KEYZdUsBemw7F67Vqv5RAguSv+ppoxbHt9HvTxromrK+c02MHNRTP9uOwm3E9kSvjfYBKqnsCpSrsggdk8kZP5Np2nlb1rGXyR1GCUWLZ0eV4tJ6FVvaUWmOzNZfBQIU5YFeBqBrldCF0h6aaj9BrVKdlP+hl1rT6I27mRV0i1yabRmlIkPPCR2W09Nbcr0fI4+bUcqyLFjoD5FwWi0XbNZVBchN3wrNF9Z4ZdrUU+vKZ3hnPLxdn6Tx0NZjpRQnO+1UZbk+i9aRIsVUZ1MloWtyjI7WyCFDdCf9m7G1r1w52cXFydSaJshds5RRJn90kpvQV/LVH0qhgzLF/VAb4b1roDcJ8ajQY6GwD/SkVeby4If/HCGaXMhXqXev1cCvC+h0thSygqY0y6NK0+vokHdx5fylkbAawtpLlvhYLcvzuayg+2TRYFbqB2YpFF/F2FvUcXA5fTGwjOIsRjLxwwo6mM9fgX+2kjF1imoPP6W5l3LJ3tYOi204JR49GSSj/1mlW9NOI3rmU7S9RfEG2lE0tQb2K6xu0wqp/+iMGjC5gZqOGqDs8x/LnOVOCWsGmw00vTkIrYeE9ZqwxqvB7Ib6bEYhRTjbK8wDjRlUSkN6lNeR3H5v2loC/fIYlZCd0NfaqJyS0AlrYRFvTWbHmquOto65otXK/cFui7daNCh2rPL++EgZjgbp6LZK7+Wez+WjStqV5M7XdY/QKc1RYSUI/SxvGdol1Fmmh0ij9/Ru0nJWWBPMtj87Ku5vUKrtPXQor78EisRVU/hJA/hDM2r0k/vV1Wo3q5RiHIzE/nueHgWncJHLqxrye7JRX5ZfrpyzgpR2yyNZYoYJpRXWispoba2BUa1VfNRNud+Okt3z87qZ/l2njfdVK8jaAJ2NyKfp8werXqVzuuWeScs6GnJ5WMskNqtVxY4eTeSML93dNWbQIAU8fiwUrc8UoHoyLX6FhYbLUe7aZ5uUEJqXOPLfLZlNXP1LucUqtPY/Q4huQsOVSqlOzlD/DhU0jd6Ksxga3ya/avxYVzM9v9ZnrefL4eV9oVEqvWuHtmWuphgHBz0gs8YwT2coqwg8tKJKJtX6qYYuZPLWKye7dxC8P3+A/Bf0kvvpqfryaVsFxvnL9a32VBAqllBUhG5U0RVfalS3wrqb1kXRToZ2Fw7Ut92LalLN8lrQOKtqbmmoFMGXhboL6zM5BZeW6UA8KMkT28nkGO2FTgjrdBW4+KuKnl6kaS2KJHZ87h35EteOiXVFLk2Roxx0ST9Ef63gXanU9tc/1DTbGTk/jU1EagpNFLokVECj5Kr496B+/f0mqrr4uJpXOyzfM9vUM7yZtquSDqrUO8R4Sxnlk8wI/VDogEyV2malVj/teFReOw7Ul8UaLxQs05Nl8r8gxJoyxbaXpqLp/Bhxa7F69i+l0JQWLeA7DWSDbpBXIwd0ld2NpbKc6KwOP/VTmKuDrKCwQHS5uIecQ/bKIWac/G6vkBG3XaZbY1KxuIuID5Xb8Z1yv7xJ01oUVex7bMYfrAYKT+emR26pdSB7NjWcVFU7m3qo/pwOShF8T0hyjI7Wd6NH62y+fIn92PWXX5T23k1lUHm1FroudEXu2qIa8tUzmQqctDK9bLp8AE9lhHb/DUKU0NP/GSE2lKk3qixvFU3YoDmVeuocefXc4qWp9Quq2k919UPBdsq2+Fc5hO4XVqsq7dqla6mzaHf6AopysWglfXSOUkow0JqKGVXml7q6nN5LcdjpELUUj+kN8dLFXt2/Lq30K7vKefBJeT/74i0nIRsHtDYXL4cp5bEvNb9uTj31clKko50O5/FTu6EVVHlqXc3I2Fut2myVffgB26CKkinP/y5UTqi/0EyhWnKKnKtS/c6qSseLqrlxq5a0bq0lrQsoy/U+so8J0symhRM7cH2FdPq2V369dLF/Mxh8Wypqe1356Yky37ihuw551C3XemVe9kB2kQkyue8LoZ/lpp6aLrRavEOICTK0ZVZLtUx9Uj7nXwqlk6mxi5CnQrRCNZSQ5PoX8lItbbIdrZKpCKog03vITqiG3G9OUIb1x4W1jUwRq7tMw/P7SicTv5ry5i1Wq3h5Q5wcIONwZw3uX0BXKKQrDnkUZzF0LE8KLamZRTObFpT9o23aV6pwIjd7mt6i5vMbyi7iipxVV15CbeQqB3kJZRfWpQo49kBZt91RzdUztaFy3r/FCd9X4+3R0aLemtcki04W9ZRAKxvXkiX4jata/Q0bFGtv9lucnZ26zZ6ttLqnfSqndWqg5fEtTOViglXmWvaYbfT3lym6f2U7XiJT+z35I4QXrTcKHLP+jwhxmNAjpVLphO+U9a/yupTRR1bQ+NplVbXQdP2Qs6P8Tg4V1ijlX31d3WfM0HMfH11yLKBnGQwFk0qXKKqbgR6a2TCnegworetpzFg198mqO+SQFfTM00m1f6wpY8Ec1Qj7UQ2jvfRGq/e65FK5XUVlPO6rFuNMDxgraKN7FY3uUFA9+5fS1BKNlffXpXIMvyJLzOth+1Jm9JhBMpUXQ2Rq7+ar1qZ1WtmkqdYY3XWRYopydEokugu5Ler6i5um9sqm+2nSSKDbGVC7FXbaXDYgyUDIoNifq6uB1qnv5MmKt/RR4SPFZC7uX7+/hj6Tvf6QQzJiSloj5Kq+sxapca4zwnpEpu9ibVunXpWTSukHddYitVWs7LU0tK3yzrtvc2eLlikC3RfqIpdHI+R15bbtGS5CBWRu11kkU3NaVqbIVS4JftvZcF72TaviIsXln8SRruJIFxVc1EBz62VX2+8r6HQ2X4WkNzWpL91R+b01lPnGkWScJ9rRUJdFI1Q/4iedUHaV1D6Z69lXKnL0uMannqpXTq6KdnTUPyHAt2sYPnpoZJBA14p4q8TO30TcFiHTz/S70aOVYBi6my6dCp8+oVZaquy6ooDzL1Ry+A3VrH5ZDmFJCShK5kT+pcx15evzQ2RKDh8iooVCB//nhBggc0m/VSlU99UA5R/YT2fS+yvWztCPLfOq5rAmGp++l/xOfS/X+0EqMemy1ri01R4q6gjVNYyliZzuvp+rKs6orbn1sr+jFX1t8ii4pKl636uiL6+WVBaleEsqzywiv1XDmTU1rkNxHcgfoEgXi+6lcjHF3D4dtS93AfVvOFWZD1+UEf9Cpr2nnEw3pEpCs4U6CuswZbo5XfnPzNb2qpX0wsvrg50a5YGep0PLuwXqRME3s/UrL3S0SGqFu7m9uT5nT60JKaDPZ32ulU03q8DpnHozY15SE2VT+Ee67XUNfeSrZienCusoof1yePlYhUY8kF1keOK06K6XmhXaXZ+1PKHWfifkdjf69d0yFQxX5BB6US6Pv5TJGbsITZZdZIIcXryyEfcCoQCZ68lZsumcbSWfTMXPbKG14tG29waGOpnd1BHEuqB4BzRicEYRdlBZrh/Tubx5E3FzLrencq3vpiVtaqngrFuqXemSfE6e0peDmuiB3btKun9araDDRV1VeNcInS6VVa980A9t8olX5YVtL4vfkye6kDu3vlk+TnMfdtZOVZavnsn1QYzK7j+hkw+Ka7/KqKmWy1CQDa8rZWp4z8rUPB+SqagpK1OoTRAabsP966VIUgXOJaE1HyTEj3rWFAU2qTMTd6XGa9EDzixdgIDJdYuz2bEsXTcEs3SVK3X+zEihBXOpfns9KXnEPhpxjUKUYyMYYlrTPIS6O9Jr9SUa7b2TLIyF1YC5DXLSt3o7AvJlxCPtT0w1jvMqmdeBA0StxP3sGjotu0idg/eJtzP4oWteXrl6kuZoUwrGJtBsTj2elM4IRgKwCjN2SW9gIFAaWIIloQaVd8exsvlQfF68APjornencLNmPRlF75F12NvoMo7xCbi8hLPlPZnbLBezv92FnSDh+nXCp5UnU4JB4Lpx2HX3pqS2c8ToiBtH6cStv5XPzCswhOmBfXnMOPZTFiM+nsA9V7naESLT2QEuRODO4Ds/kC5PKEFfePEq3QNgAXAWc+8cxHlBnJdh+0IPUB9yzHtKUFkHQgp5YmZ/60s6fqQzm5gIiXhPw3m6cx4rBkvpTorzxbkdF0lQyjdufoYEwPaSaQjwfMpFIz0HM3lB1BDuZhjBkZIlyXfhAgB5L71kf985NJxRiT5DJ5PybASFFp3hZL5SuDk/JnmH/88g1t6T++4VGdc3B8tbtaK05xP8HSJ5ynSgBsF+e8h74SynKEYe4yLdmEMIKSANVE+zgUKYHjmFOEgsxdjIesx9sk2AZpjpJRMwvZTATF/SGzNExzqgB+bu/VRJWpUTM8zGB+DjommgKmyaqhPehRVMCsVZDI3pGahak8trfJZuSnt6mLKfuK0nbgGKwdEUV5mtTbTTS7wV5WBR/97F1X5oeYW5Orwze53P5K28yxrJ5dRY8eyCusUUl4eSC6KE+ynb3vz6qn8l3fM3942tq5BB1afU0u7iZdS7eVsFXouSJTpBpuF1j8wd0qVkyvTpbRyhulI/OK5t1aol44AvSKEQUupIptTaXtVbD1Knfu9Meyi/n+r/WFWrK2VMPLe3PMpxvpcu5cyROBuH2XkqIgW6m8ZDW3fmUR5VFaojf61StOw/iO5ryqpTKph4vENVVECnzaN4qxyf77bNqqG2K07JXKcssM3IQ4VK27DmIlRF5m6BJTJ3A0QKq1VOwZdlKqPS2/BUVJ1s8/k6m/xgyNQLbFIO5dE38o4OUeEtU+Swv6OyrWqqNL+3VNVptdRjQGkFeznpiY+z8q1oINcT9UXsj2q49mfdSZ9ecXbJlXBPsqP1zYqo8fo6Wty2mWLtDIW6vTsu/h3u98o7+blgAjWShSrR747cX4Sr5u1flTHEIgdVEFolf/2hqpqvqtqmoRqhZWqpQkm2O83UF9qpyoqWoyQ0Te1livyyccOMNhzn1sedxF/XYzIdKszjfySa9mrVQyP8h+os+XTCNZfaNeqoebVzaVyhL+R/aLCafrlGO7PUURQuisfODDNBGQWRVruKBKrXV6W0pEYWvXBPLvtbbUSYfXErOVwYo3YxA2WnwskJMMZFjpfKamynnLqUwUuxdobOlnDV6soZta50OX09vKkq7i4uc1PxCpmye0uZblMOMhXRFmH1kXPoRPWZ0leHS5RIbEM8dop0ddXmGm3Vd2ka+Z7NIpRF5feO0wvXN/sO4+zQCw87JYBCPBy1qnKmZAbmpisD1X/iiGTnfmmdVZF2zrrRE31hNaeDoXq/YuaFvHTnXhb1aLVRNX44rlYJSzXvRVctjGuv3Lrwgc45L5RDaL7QTzIN9PNtmKsu04aYILTNNjmF2Ah4q9ADmZrVr2Ru+Slt8/Mx6yuZZutdQm6xP6nb7Nn6fNp4FVnYUHYHO2lqszwqObeevu1eVD+2zKul1bOoxchKcj7VXEbUWNXfsFbPfH0/SDyhgebWpf+UGBru9+b4OQEaySJ14Yg6OB9VufuH1EEZZaiJ0M9y0Ty1k1MyTFqFlqllkjNLZFG8Op9bouk9RqtPj9Vyu/OaEE/LVJ4h0znhbUKM15s9pcEyl0Z+MtfmT/45IcbioGgcdTxnShWb10DV+/bWhDyjVGrMZQ1rMlbPjADFY6fl9NMlikqYW2S2VkylPv1K6kSOFO/dwDuvXnZlntdJVDijfEFfqnDSvXJWRHAWVZ1fRItrZlW8Ye7Kn9Qir/r3LK0VhQuo7pAxcogpJXNN01PohMz9XoZQ88Rneb1orC6/TNaadB2Szc5W0P7Aurq5K4/iou1VSdgI95bSbA/WXJeh2lQ2leZ0KahBY7Kr7qIaeuVkEuP4tvk1u0HON9/jYei70XV1PluaN4PNwUNnKKtTRVE5q6l/jHsPisPlplrapNTnnqkzR1Sj1mXZR8Sr9IAbanx7oa3j3+2Y1NqhdvKUvZ4JRcr0pNkl0yTwo21iOiGUQcjVNhBGyJzZb8jcexdiI9YRyQgxQq6aZ+2krWsaqcmJtTpUKKsKLWokDndW769KKdzZXp2/K6dgTye1HFFRjodailsDlf76GX3500RFuLrqo8RjmPU/tSZM5Lak0QgWJdt8nGf2X7LTcBuOovWTeiSSyesaJzu10PIkZ0yiM+Ksco+IUJmIuSL+iq0vvtVrhaEpnbxNiHP0xq0waQDionodRPofEaJAx3yyq/CUNppZro6WjuupaoNPaa1Xe63nM52nhKbzgxbynV7hrmAvJ+2q4605jbO91w4U5uqgjt9WlLFisGi9QYwaLGLtTeN/pJd4MUSp91TR5tKp9czTSc89HNW+8CBVnFNLs9o2V8+pS+R584QcVU2+KmIbZPZ6Iy4g07k2UKiZsl/Zl2jETVpP+5XTjV15Ez9zuxxkaKqQVHDkceXYMUxej+crRfBJFT6xQo8D3mhH7/u5qtPwMsnc3H5tWFw9hpRXiMebc1bQ9dqp9ND6YfS+lLua7/xDmXY8UZ2vNuvrA+VlitSllEXuMk0M77qAe+mhSodvUf7JF2QqIH6V6dTtacNBMZl+k5ltRHjmrWcE2QjxplAmFVQVLXjcWb9fbqxah/aoXtkL6uB6TDW+PqY5jQqLI13ks72tLmXwUoKBbqTx0OmsvnI43FqEtFHgw+PJpI3/lzUGJ90jq0aw2BaB3uSG1fqdlH30HJkSwiMh6XsNV5zskmEiNsFBlR/vfW/v5FM33ZGhlcoiP6VXO/nIlEQqyIxc/5Pc9EIeiQqZUjI1q5dlOnoftNVTwhYQ7B8R4vHChgq3G6KZdv3UsW9nzerfTyecyssKukRRjWKB7pJNCaD5ns00omNhBXs5vcMFraBoB4vafF9RxtdLRIU9Isjf5H5WRFAuWQ51VM/+pXQ0t5/iMbS0RhYN71xIY5uX0agOhZRrRQdhrSA0USnlrxIaIjNiVlOZs31aYbUX1jnC+pmw1la2wz0UZ2eG6TDj0ZjeO/EjULzVSPzUn5/3UZGhd+QUHCusf9q0lTf17dgxqrJjh44UL55I0FbQlpp+mtE4Z7JzFwu56njOlMm++Y9Tdd67injtORMZ5qoh38/W5Nk9VPI1LhKLn0zD/OsnJCT5f4csUbOUZltlofUy18U/yZyxHWVqRA2Zpoo4mSLTa4+beJn+qDNkapPtZGikSve4qa4cVBcOq7NtQG+za6a2wyqII11U/Nf6epTCRQJdzOit7Gtaixe/KvWDEzpSvPg/tv39nfo8A8niHiWGw8DQSvrYuKCt3ZbDKjDhkKpsLyznyDxCI2Voh5Bkb43VvIROicuCafG99G3sWOXY/OCtHopXLnXSMXnoew3XPaXVDqF2yiLT/S9KpqO6RTVUWy3UQOg7mVpUszirvmprrQ3fQ2RKKv+QEPN920+TMnZX5b5j1H38l4rCRS9IoaNU0ygW6B7ZFGcxNK5tftUd0lDPPJzeQaIVtKx6FqVf11KWkVPVdlt1WZ7bvEStiEd5VH52Dd1I46EYe4supPdV5doj1Xp4RR3P76wOHXrKIbSBTAVEMaEUKnY0gzLcbmr75JRCGUR4GhHaUwTVM8N2JFhkH+mkDLdRhi05NaRqBY2uWk1LW6GMIVlU7fkSHd9eRhe3F1OTxTtUsu90GbGmy5PpIH1fnqHfyz42Vr7PnqnXtGmJ3xTma9H4Ya766ZvWHx9Ep99Fa9RLF53bXlKtf9yir9NuVBcOa/rRXMog3iqNhdUq74uRtjv3yVTK3JDJ/XxtHb9DqKtt1p0ikwO89sJ1kp0y6FtlUBntl8kBq8vcUT5Dpv9jdv0iR+V8/It+L9VQK+ir71itXuzUYceKSrmltQosbqiq02rpXF7T9ruuSoAcg5qr8s4t/0844aO8SYjPgoKzoBgctYIv1Y0DiZywY+qDmnOzh/bEBCiNcirgcSeV/Wufvk74QUgyYhPUcfE6PVVKbbNWU59hvyn1ztfKrzfVThc0Q9lVXxuErCqq6dph6wF/WYTSq5gcVdU29d22TX1Vk9TPhNbKXVWVQZnkJXMJ9Q8JcW6ezzTcfYG25P1MEXhoJ001gZnaSBfdJ4tOuuVU+886qs6P1RNny6T1maeTWg+vKN8/O6nFhMly21XFHCAJFtk9DVDKY6U0u2E23fN3U4i7o77N3Es/tM2njRVS6amjj5oNrJBsaLqF/6SGa71VfSvKdfG15sqm5LlRQQRnFvH2iddbhJxlyNQO+srknl8JnRNB0rflp6o/f6obB1Tm62tyf9lXWHfJ5dU2oU0y3YBNZDRasybRI0OgGAdDv7TN/PFB1BXFhDjJmmBy3yg5acjBH9XZto7pwiHVL75M/kc+0zfPMim1FTWXv5yj58shNEj24fEq1+lmkk6Jl+nhX0cohW1oSGbSm922430yxXNvIYvc1FSrVF8BeihzZk4pU7wqKlN5M1n1435Q65m/a2eZqlpSM6vOe+bQWUtJxVsMra6cURcye2t9+Qw6UsJbW0qm1Z+186vX4s6Ks7N8/Pv/AzXBgmJc0It0byb2V7hrFb0S14NdOKJ6pS+ozIaDCk+wKE526mCdr+JLzuvbPL+pVNwhmZJBlArqlG4qk0Lkrd2q+J6Bf8GGm99tx3uEfpGhJhouN+2XqR7sqzfyya96o1d9Xz0sV6XQNqH2/4wQl9FfD8gsK+hP2qs7e7WLxgrFS7/kqK5i8xpoZ8G0inZ4t0NukFlbs+WX3TcL1HbSN6oU7WRywHh75duSXyPTd1aEk6lpXeVbXQVX1lfzcTU0ukV+BTxGeRZUkf2rwvJ9llL5ziKUTlj7qOCpRvJ76Cie5BDxTkoMivQ6Zk6S4idUTUWVWg2VVY1l7rnLLWx+LV3mzFG4g4e20FrHHCpre1VDjtFT1Hi1n0yNY4xMNyfTI2N71aqJ3xdrb2j8wEAtrZdKCR9SPljQOu/PFRbko5hIJ42eN1FDO89TFw6rRfpTGpdpiiY1MddgLkc6asaOGnJUN+WY+1DNMp1Wt1HrNGDKCKFfbPVn2+TQU2YQqnMyFTPfy9zoelCmOaOhrd0dhdzlqPUyuV/S3QNZzEFnjVG7eVM1o0EBXcjorVFfNpT7+c91waZ8ivBFL/3Q3rIpVHxefe0smlpxdnaKdbD7r4qjr2u4H4r0fBPU+ALF1ZdtNjHaJMIG5c6o09wJMjRI9dRV32m00u16pvZdtuv0q0L63VpXPtou1FZ22qIOmi8PhclZr6WN1/WczLg0mxLHiGmcN7WhefWlbtrORCYhxKXirZDQyesIDZWhO0JF/xkhCnSbXPqZCZrNKN0kj0LcnNUhz1ANaFJT55KFFzRrpKOdhnUprJE1qmlFsarq8eUE5X1WRdkvz5f38RkqubyUbqTxUKSjnc5lSKEaZccr3dDhata7qbL+UVRcKppksKSSa0QvBT5AxKRWwKPiCrzpo95jU4gb5cXD/G8UPVHZhXWuTM7nqnpqoepKp5RPTqreiF+VJfGZzjLtbfdliY/XsGHDEmfannn6yuteJaGdQk+VIviSHKNb25ARpoq7/9BpSxm9IKUSDHQ0v4eqLKii35o3+eBAemak0q2KuXXzSG7dOJRXYUE++vKvX1Sx50VN7dpU2Vc1Nb1UDndR5g1faUBoenk/Hin/g99qyP1xWhjeQA6hW2Ruok0lU6SMkunZcUEmJzwp06QhmWacrkIn5KLK8tJr8d1LJhfNYSPiq0r18L5qrZmnL76pqL2FAvXVn9V0MC6XhljT6Nt1PfUku5/i7OwU42DoaCFfncn6YbPEf7taQecopX5sTiTAzhzR15lWauOqosqrDkI35Bs8VzUaX1CDYmc14OQY3ZOP5qiLyutPof3y0DC56TeZCpWkOtQLMpc+vyc5l7TGyU2FtSXJGavQeuVRVa3RGeXXAWXSAtuTL9n+7hFKq3S2Z0/8ICF+1LPmDrlYwjc0ZwpZOctax/os+zY9WZ9u54fpR7EoiWMAsMdSgUWfe7A4TS1wcaGZ33SCi+6kzQQnvprQjZ1UoSaH2W+UY8wXXixolRrGlYPnp7k/dR3YvR2NO4hI1+nERqVl4BAn4v1OMrVuRX6u4Q/+O8E9GGQHD4qAcxik7QoYfIZIw0qyBPenaePFZLr/iJH1snGz0HUgGjP2yHKsdgO4lTkzwvQ9+fniVKr0caDV8k1Eu3iT/dpgruaoRoiTFbjPySJpeFTTk3sXaxAQeJ1iR4/TZcsuLuYtQ1BAAKmePHkHhykUhO9Db+Rqwch7AcOAGv7r2J+qCDOfxON7NY4+K+8zrVkebqV6yfngzERk3kh8qs6MsXajR+8ldC97k1ktvycOR6C2zbNjP2bslLWYsdbzA3mBKMwcF5sowj6yWxsy3ygCxnxQc9pNzsPFsPKc+zoVhdaMJOpUDEeqeOPhBHsqWXCyLwpkp2+D6Yyr8x1MF62XzueV8ZziNx5/bLj818CKwRWKMo8RROIJgBth2FV+jHXlKYaluMoFtkGCDxXnXKfgiROcXJcKo9B1YnnBC3xoz1rc+YynXKECo5iKlXiGAsOAS5ieM7WAuh9ohR0VGE4N6ieeSQC+5CL3WUthjuJDBDlpxu/sYwNWBKQE8nCfB2QB0n/4Iz/GEX9hpK5QSFbQvALlVL71IF1J660ox3e3LW0rnkY+M74T/ZaLUofFkeKi9xxl7DJJtwNN29JjXxetKJFHKfrMFEsniKnzxKAxIjJpCMS3SrSrmszMos8G1pbLK1O0JcYluRgab28LbGxROf2gENmrt4Yr35ZbWlq9h66kya8iO4u+9eTCQiPk+vgPHSzk9YajO6OShxD6TVgXiVc7ZYp5R1VYCzUvrJOeP06p58999OPar/Q4IKX+SpdP+wqW++BM/srbRX9lbqaH5zNKQqvVWMvVQhXjlqj30Eb6rWpmcbizyRmPtRMh6UXcTGHdKr8H38kvwlmGcgjtl7mX8IQS45Gqhkyx83Vg3J0yNakv5KS76vzbbLm8GiyURljbakWjYvrTro2GfF9b5W/8rOa1Rir9odJJ1tZ+wtpFRw/k0Y/tflKjBof/lkIm1jl5mMWoJOLk/6S+IKUmMU292ZnICfvzp7blq6Giz9vKV52F7snlUZSqNriqLk236u6p7HqoQH2uWYqSk7rqF+1SYV2Qh+7LR130kxorl5CDciqdCiqlzD2HIR8kBkMXNUDZkp21ynSPuCuLlqiVvPRC6IXKaIvKKFA5ZBrXTKOSk5DrPxNNg7Oim0ZGda7YXb/Wza6bqT2SISkOOz129lEnj6lKNWyMKH5VZL8i9teT1/hvNbhwG53O5qs4i6En3s6qMbGO2P6NmLdHHOiht2Nt2sWh3POry/GFu4i3e2vNZ6/kgVxfF0OmYsJOqLlSaamaR3RV9c/Pq96y1hqSUEKDjnyhNsnuqSO0Sq4Rvqq6ZZIuZ0mp4Q0n6omfnyKc7TW/UaAynV+rX1p9oYr918vrxQvNmNdTj5QqGYruKp2Gr/te5+3yqF3LHdpWrdqbAZTWFmgJc0d7jMVRd/Nlk+6+uf+pUirf1bPy3f+t6k2oJu8dbcWRLiqwoa4CzxQyxW5b1mQz6/JdG5Ed0Bv1QCeZ/jAnZQY7WmW75rntmp+EHGSJd5XP8xpa0rqeZjfMqS+ulNFluctN38qisUKOibHPsTqp45R+muA0SdPcxn9cZDRsChXXN0GkXq8t4+3+OQHGY6cXpNAEZiQSYDcOqB+bNLVad9U7VET5rC2FwmQfEa/cCx9oQL71OhRfUF8ro7apmnprokLlogVqrjXyUlF5arI6q66WC51UJqXTBaGmKqqWmiC797pdSChMHuqpR0LL1UIxctC1+GzqELJI7V4u0Q5V0e9yVUotkakAkxx0UL3UU5nfCuz8j0TTW35efFmwMwMeL6TBppvviKITfbsxalhaoh74wr7qsHEKzM1D5bNxrBgzFd/wGM6Tj2Gt8jL584xEvcoAqYpChdnguMr2lDeQKgiKnonleiNBaHrwvYPvc5HmIZzPnx0zJudZwAx8VwDYRV1uMgjT0TYHQUxhDaVoUf5bbjV34N6pnnjkGs5dylCaoxwiHnhGIJNZ+HsuHhy6iXVBLrIuiGabQzFutX5MhscRzK60jF8zfkvAEXu6n19JZP1UBBKUrL3puU+qSkG8LOHJF9f3MaNvHOX2g0u0mbQFmSKvXSy8yBFLOp/ryfLYORONb/YQzqcvwlY3R+JjzMSXF/z9scZ7QOQ9cFtju3o5ZhzNUGAIcB7TLR/MpDU3bDiwBxZiikHNMOOWZqb++kaUX7+FCNeCPGmSmbFZdrKCjvzKFYZzmZsUpQ6HMN/Wnd257Lg76wEvfVJTv7s7GYIi3jtG4lwg2hM8k6MGt5D3Xv63QMBm2rOFdsQlIkzUZAkO1RfSelVmXnr1AHUl08oIcs25Rp3UG2hxdDjdLbEcw0IbHtCavfxKHEdZyUb8KEp3XHiMK/MpjhNBpOAAtciHN0v4jATsPtCiOlQCNtKNiuzDgTh6Bc8i7IeseOR8xqrPm7GUARRnCJF0oBB3iMWReUwkFg9g/N/46I9wxOE98+tU9nfd1GJw0A9lasi51FHRaqvwjJD9kFnK2X+g1uQtoCAfZ4W5OqhrvoFKP2GAODpThO8W1ow27vX3i2tERwU+TH4uk8wdd7+H11eqsGtCuRQoL5l5FAYotaYolVwU8HiaJhYeq3K35utb9dMD2augkGEdpm0Py+qe0mqTaunegfKa0HuK6k+crCBbyL4ZGXqr/IyRap7hlMp+u18n4wq8F02Tnn6tOt2P6JcOpeV7NYe6TRmkl+7uEuhOgJu2FzOdyKM8TO74e75OOjS5ph5dyqjIMFc9VoBWqZBSRF1Wqm2fJ6Ywc97bQd2+H66Ax3lkehB9ITMAUTeZ22sGy0znVk2mWPW6RX8K9bFJCtllJLRW9sertOdaGQ1+6a+1CUUUJP9k4lVlOctU4lQTr1aJKwNEyFnxcKs49Y1KzKufLH1CvIOpyfxvaE3jsNcm2ukL/krkhJ+zX2vooQ21MsjvSXqhr+Sg3PKzPlargkfVZvwmDb+WQ4VVUIb2a5RyqaPGqo9GJolP76ZvFKBqQv7KrPQyFCg3oZ9VRVtUSSVkBpN6mASXcTL3k7oJTVAjrdEz+UpCx5VXv6qU1qqSeshLlfSTbstdr10DwuShzLph66M3eWP+kWj6NqITMHQ8R0p98UVVGUUvCKzCIVaWEbPUr28JJRgoHovWOtZVgxF11OhGXZXfNkP+T6fL3BX+VomzExv+RpapJOV1kPhN8TVV6/PTyvzbBCF7bVQKlddAWeSZGDnUYs2ucvt2q8GChiobVV0vv3fQkgmNVCV2hD7f1FsF1EjolbIsmaM2Q9fome8bLXCEp4f6f7NYKU6dV8Cp7Jr/HhRZE9Cvd7upi/0h5d52Q0W3tVCeDd10LasZXCqpF0jSNeMlimq+MUQn11RMJIZvEsap5rpF4uwwff5NGdWbWE2DPy+qwlt+Vv4z+WWogCz6VuYewVVCdWXau3rLNF+slalUTxqLpr+cYo5oybbWyaLZJCXCOKH+1gkiIUZ5zv2gbJv6ixcXxLMTsrNGq/6xmWrQe5NKrh6q+35uepHWzG9xq/R/1mfUCkrAok20S2IfPKxRLNAeS0Ntq1ZNPs9PCw0UclZmob+spbXzz7oKtSJv2cmiLaqoXSqifBqub+WSJKoRSquaKiX3JGe6CI2QnTw0S6bJIs42kcUKjZGn+qiWHBSohhqrChosdx2Rqzarpi4ImcuhXXJRPtWRuYc/af6o0yqgTLop07bbRcj4Z6Jp0n16IfjQM+dAtrdNIORpVgh3xzvrBcq5b2fC9AkEhL1iZ2AhhpZsTkLnCzg98KZjpjl8nWU/r4jCzBv3FtglQLn9/5ptJ4EKpMMggQOWp7xquJ0Ap1ncIp4wnnOeCYmJrVcCnxu32FFuLTnzeOEfnZfbP4WR0dIe/y0vWTb3CJ+98CBFVEe8gqrRd9M4UoS8SHzPzZf5eLDaheieTXmV7hqLgHqYWrDXcPRURXZ16YxLvHicKpDq5yqT5sRCvJ49eAd/SXGaixNkyXcOnPNAggXDzkpWyw12NKwGD7y573+U+wGu7C0cSJz9RZxc3RimI5Q3wqnMcaAacBtTTL2FuQ8uLdABM6K0C6gcRDVnlOsqalXf8t62hACDgK23qlBhx0nOVIsjpkAWuL0E7JzAso4MJ504X7M7Ryrkp/FP95n+62rShLwiw9F/M4u7DeKcQBZwfCt1/W1y8ysjCCEgEXMZuUyDlCM4vbgwvUuvJNTrKXCdwEdtGX7jIYHlNjOmDnTAkTCWsIS55GIXywjjOuffSlxQlZOMpzuNWchBgjHjc39FAgv4iu6MJZia5MGXS3xObxbRF3t+YgSdOEQR7nCVCE5hoRlHbIuUBKAtMbwiIzlIkRhB3fyCgpxlPQ1pzAScqcfFj+x8NaSPYNMwlICFUCdXevSqzKq8RXHeUJLYa5lpUWQ4ndbdonLkIUIdPBjXpiDTy1Ul+zNHyvUeyxzncMz0oc6Y+Sc+lCj03wEP4HeKMZIakaHMd07JI0sAZXEmQ4QDES5z+doST2vDzEYAwwnkLJcIw+3RRja178jUnsHszXqf8DQvULwXVV8F4pDua4oNOcP340cSgSfLvHti1/cK3zY6x/P8NxPf/hkwF2fs410wwiz0OzWL2PZZcHkcx5Vu/pwanZo8V6fi/Gg7Xf8IoN3S5R//nBRF4Nxp8Lcie9hIIB2t8wm99wKe7OV1SHgHOzum5HxFm/idtPeqwAYjNWaIeBNcyIM9dwmnKbCVlEEtKL7NlVtez9m0YRuZZ97mnbQdwDNSMGnjCA5e9ie8xiMupa1A7P2lEGcmvHCKtWfiku8JyjAfvxe7mVDDj6y3XrFiyG5SP0ueBuFsNh8e5zao/ntIoi7BasusYrG+uS7WBZ5lg1QXzPMCbpOHOYzmOYHm9xJNKrubxLZcyI7OPhwrMxscUgEGPs9DGNt6LPmqXsSp/1aCDdOg40p61hNDWp4whKQB7tPhHDWMMYMj8Avuy/6W93nm25r1JfaDYWYiqQcUxJ8xTKYhA6nNQ5oC0fiyiypcISe1WcVlrpIec2X+NTALU2vRF0eakZtinHlvN18A7gMNWEgM7d9Ljf8yY/BCOtCnRU2iPF/gMKMkTeM24Z99BmNW/EFIvD8/F6rBiNztKNNwB18aJ4hqtY2fnWKTkF0pzFwPCbzJpvFPoSpwgePs4/Se4SSUuQbe2zh86QZBK9dzv+VNut+zx7N6DIMup+GctxMzA/MBr7DfepnCB0OYViELDT/7ixNGeWAf2/zuk/L5PupHGOzwasKm4nWY/dth5L2BWLuCgDdmgpJT/E4M2+mO3+lB1KlwCUuCM66xZq7knHOfUvX+bn5alZv4gufotfbNQI1xNwec89v6jucnzbQUf4G1KETxmPOWjmTPcJ0oiwM8NvN5xCUksHx1OL4XO5J74m420BAoAxzFkzL0Yh+hBDKTLhA1lOdPfmVHlke033ydWMeQD4YgiMSV35xz8LzlOSK8q8H1eZCQpN0O8ezP2JlfJu6i9ZTS2EcZIPHllyVZNWR3smeljQ0l1gNzZNs6P8YTXqQDuzjwvQP20WYOjVQXbMosTCKcyQ+E2WQNFyLoyCieF01JzWmpSfDODMYvQB0CH6Xh+/aTKNDwEtk+38YJA7Jj7o2vxz3OAJ7AFUy1VimycDpiNfO6vKDZqiwYAqeYdDxv2IU/ih0k3s6KFdgIuPEU0YHrTOMqi9mEF9tpTBuWUo4NfEEcU4GxlOMvDvECT0qQnhacpRex2L9FhLuojB0JVGQfeW0jqAl7gPbv7YuPEuJvjk0ZVKs2UVsqMir0B5xir1HXeQMZLt1jSvwAFhcqSeTwvawqOByL51M6eodx952n7MHkJUWAX4CHH3vlv4DnmBpBR+LrhAEdgW0kOHzNvbIi2ykvHv9Zm0dVYPzGAAaWXQOBjsA+3KvnZkTvQYxY6Ev77xYSfbU+Xs/OcKFsGP1TrOfa932Z3vYqdzM+pUmK31hGKuApZt4rAakQd4niJRGO9kQ4u+H04s10E5jjNj3nD2Sde0WuRA3hgv8AKjgGkCr2iZnO+gOwK3cgzr4JlNZTWhoQShQBxjVqrDvJmlzRPPd2BuBgbj8eprrF7I12pG8wlm94SRhWCnIfO/xZ+GouXuF+hD1diKKfEGdv4UGVBILKx+DhYKakeQ2Prak4cr0C49J05G7l43DbEW4sSEaEAGmCX9Fw71X69yzB1hxZkGFwP8Cd9I/DOZ09BYWuPQdABsS6i1xbzSglVgskOIBjBLiEms+yWiDeCRxfmZzwFR78Rn+uUjgJEYbT3H4Cafsd5VKHbshnEDlYSCrmMpZf8XL3xGNMNL8U7kSgXRZ6MBMLYhpm2p15DCKSH7iDFZGe1McGMmaAPeX2V8YAHqSzcvGbFZwr0peExAQ0aYFfWc5CwI5rHEc0YB5lSCAN1hAHxrkc5nMXM+2MEw24TC2m8yPLeUol3k9EJ5ZWJXuTHUQ6m8KIHZCeRbbx+y58NC3babfc2B/PQbV0y+gRO5d+TCYiYxhfda3A4BJtqD5kA8sz7GV/uut0ei8RvoaCmHFjyn/sdf8CDKA54IgFH0zR7BxQB7LewG97WlYsvs3c+s94btnKnZpu9MhoB8wG4hj4Qw5+KbaOY31Wkt2owoMcqThYZhnpGMdKNvDweiYyZ71CmP83LOMVpnEkCNNU4Au0xUxUt4CQ/NPYuyQzce5v0BfsnoLJqfpT7EIjck/xZ+yoOTSY0pYDZUphHwv2HyDGyicfE9bPEfaCNcHAizDWUYQTbUqR9WXqZNfe8XGnTvZ6VIkLoo6KAp8xXHewxHfH774/6XZ/C1GPsNhHQ/rjbK1wkkoOVmowjJVrupIQZ0fwrdQMHTqDEesrcvlxMbjhAC+uQHz4G0xbRfqgCNpuuU7nweVZUDc7smVRskuwMmrOSQraiBAAQaqL4P7M7KV4J5MbxrmYfx2iIMF2zjkcYnBmPt9zlBqE4g+IYmynizEMo8JfNBrSiF65h9Ka7ZxlGHu4RWkekMfzEl7FnzHLviSp+JNhlCeIAOKxIxALfTmNAyKKdFhZx6piXQn3yEuCHUztIxqtX8uRwt3YQChmHqu+mEJsNWAZBr3pQgD1WUc0k3jJCYJvp+FlqAcpMbUcPzCEwjwnBie685if39On18nK0tZ1aeTUmhNYEo10Yz82uj+2RmxlLFdnu7kUdT7E2VclmJmzNjsGBhMSkJE6T8/woPVinjnE84i3LYKvwQmoAARiyivLeZMK69+B10T4DNhJe14nFHPGgTZkZhHhZ36jytmpLG9Snex/beFa1SskOAQCsUBtSr/YwDGPrhSK9qPZwTtM8PmO4OJmKKcCFw5zJ48DYcZYYBumCmMoZgK61pguZJswc9xlAuxA/ck5pwdlv3iIgOsdHPFfMJ0zBxoT/dKLmg8u0GFRfw6UzcmXU87jFPsRtghYvQyO1q9JqcVbAFhKa76P/4bbN3ZC2KUkV4pAhyjCAoKITH2WvEGDqdf3Kng+YlEDd0gNI7PupavHY2SAuaLZS8X+96izeg93XFKydVg2bjbyhtvr4eXlZO1wiomn68arpAyL5sfW+YlwfZNP0eNVLBVOB7F4+F58It79HqsFYjwgwh9SXn9XIhZwjULspDlnqGDrV1Ge9TQ1prGipRdfT4ziWSB0NTyZTAhuRCbee5E8nCM/CewlF4/xx5NWbOLlBT8qPzjA6KL9+TllGN/hCPwKtCFlMLhEif7blvFl1z6YK8o1wGigD6+ViI7E0IWhjGAKIObQg8/4ndGMZRyDyPgeNiPgBe/mCj1FIU6Tlz7UJD+uHKQRByhLJK7UZOt7Fwr/Ulnz0nBng0d1egaORJVvUKLjAx6k38q1gD8TL3O0fdJ9TG3lG0gLTMVc1u587yscADe8CeVn4AEmEbzTEEzRNismEuOTvNuN3LTkDC0g8jQ4raPwSXE24xMS/ANwJYHOJJAZF4aQCiP8IfV6jOBZaFp2rM8AducpdvxrjherA8ZuYDcmNywKuGNyxdq2+gjTvzMEaI7bvbEEHIoFdvKg5hpivXfbvjmA7FcXsK1GPX7t6k3HXx+Q+XYSDvIWJNiDJR6MQLCuNYgq5M1F+5w42EfRIHYR927ugpeXkt9kJID3PVApCA3CLySKtJERTK56lGNeQewDNpEVtBHv0EB8Q56zrngTOk4rzelqxSA4CCJuJXukY1wCnX+/yuF8AZzJnjwTqXNMPNN/PETnP64lnnsZCE4vwckWgS3eCWLcwPml7XuS3G/FwkHqsIL+xOJs69UESrGFlsaPBJWOptGvFTmboyptGMIMG/ZjcCQYP77WRHyXWRnVpjfehGJBCJhOL2YeGEDhFs/ovWQgRyrt5jbwC6WIYT0QBzrAtKXP6dN2AKbysD/wHa8FQgdiGcJoUjKGsljJiAe/0ZI2LMWVyI9G+fsQhGKOBAsr+PyPxxw+V5sQHy8u9Qj49wlxtvGFZqRpxtUhh2kccJscfte4VeYIy4y4ZHytsA1pXpgBDN+AN6Y4+vt7n28BfgBSRTZh3NKp3Gz0kJiUxT/yeQ6Yy/OnQDBm0lMfYAIm468GhIMmgXKAJQVDKcX3/EhnqrCYzEAvjLjcGJGrsYbZQ9qsYNmDKcWPxEw4aYe5IliFyclb2Z49EjgJfIOZmtQd04E8B3AwSTubgZZxulBRbhe4QIhjIzrPW/3Br7pdBjIeNAfuxhU+/BV+nUn5a2EtfoKR90ex+3QuDvlvJeEj9oLA4Ff88NceWo4Morqz6RIeTyUco5syrPcKFvWowP2AOkQ7xKLgQxCePLRfqXNPsFoMopzsOJfVN0lCT3CNimPO+AO03H6Tw/kCOJ/FhxpHHpAxKCLRewjgTilIfxReZATfW8kJcS+N+I2vsNpWVIHcpgi7qcN8zlVOYNMsR0Zn60sbYxOzuIQjEIsDM+hJMH5sV3XuxGXC4pjAdbJxmkKU5y/2UpHCOsWY6KG4O4bzrd1I7BBfAL9SCqgOOotD3EjiHC9iJhP1tfVxMLCWepxnPbOxYuUF0JFxZMaNdNynH5NxSDLx/134E2gMxOKEJaY25X7qh3u4hT/Hlvn3taaDJubE+9pDalVbwuU0d9jpHJMsQ/BrOPWecyaEYg5QJ3hPOmphz5qXMwn4sjCFf3/Mw3J3iUnZBHPp/fI9z4sDgslEJM7AdaykJJwntEP0A2YAT01uYQQDdQllGVERjqRa1Ay7zp1IcF6EHHIhrw3glRovBhLHLSJJCRTCFKMPYnLG17AMcyadgrmm2I8ZiNMeMy14LswdEQ+pCIzjDFCWRaPb027oaKo/W21aXsJ5LwSee/N/hjFRXOgxmqsz6+DmEsKjL0qQ9144R7aUIOHVkQ9iOvv9l1TeFYRhhWGfp+ZGVh++M6bxFAuDB3tD2vwQHg83l0FCEiOeRPWjDxkx9yS1ptQk1OOND55hFdnvh/HN4rO03HaTvUUCaTWyMk+yl6fo2Rus6zGTdE9fEecM9jGQ6jyEpwL3p2+IMAR/zlCOdfRMJMIA7tKDb0hFEE8DfHCbFMXm7OOIxZn2NiIEsGClEusZjCuzjVn0d0zHIVLw1aEfSRianeCmy9ly/zNiBsxkiM8AfrD1iB0wGCjAYb4jiAjjNnGOmYCf3sKaC7CbA6zmIOYUPIyOGASTj/nMIZSWpCAd7+6qeR/E4MhLPDnIM7qAzXwXg9VpPad7xOAYO+WD936UEPvm3s78/lv43YbVOpgC5vszvHsBxXhXBM2CaXSO5e2VpIjnctA60hwvwvX2FwnLOQCT230YDJ6yAlNQ/Qon8uPEFlKxljsYPLC9oQEGWxChTCcXj5/Hcj28FjKOYSq3BwFbgVAaYHCXJuzlMeZacImtnRbbX2F2rQ+mOOOFaYZxxFTeuAJ/8Vob/Ajw5Bq5DOhZJxeXnXry5abFnMhZiYF9luEYF/fONzm/JtAckL21Qe8d10m97iAHFtXDlQTOtTqPQu+Cwwd0aydycstTPIz0J/Cnp0QsLM/ebk1J6PkHGIUgfROwOIC3IKASPNps6wBR+eRjxsw+QfdvyhDqnsTpQqLxntssGrkPpzgr+wulouWoyjzNUgoyteeE1wkaTrjBxgHb8LCPxO2ZaZ5xinjdt/CYjMxiPEFkAAwsJFCDJZRkKwHGPRICfJmyNhu33Jpi/aY+GYvdxtokC+ImBrCFWjxkFyeI4hUGSzBYSwTlS01lSNe5jL8ylPTbX/CymQczfOAYFqxWYcggk52Vnhg4c4celCM1LenGYMbxDa9sW6lMiaYTL9jGr7wkLxZms4A6WNiFlZO4Mp7iTOUJFj6u2TxGMc6vK0Ouhkc4YDyjOm+Sf28H9nlttsVQ3vTe+z8qmvpi6EWSY2/M+f/9d9gBbryfk2W01b3v+c0Zp2deyP4Vsd4RGEBFzBl1z3ve1Q6YC9hjMIlmjCcIKx0JZTwDuMJvwMO4JZS98ZigXIu5ocEU2efCTT9PQnO1Assb72QnctGGlCylFTH0wFwXZgFWAP0wvVduYBKeFyaHfw1jMEVUO+BHTBOvCRuB+sATYEjCT9gNc8Mz5g9cXQsxfOSo92IPgFoQvdmJYZfH0rbOIhzi73I7RSBxqR+yunwtllT0fHOtSwA4noEIX7JeNMj6LJhnJ8tS0WMzy9rUJzZjF8ICoom3S2F6ybyGyEdwdQqBjx5S8vwTmu6+zeMUrmS7H0bLUZV55eoAEq233mDWxIM8C3SgV49yHCyWhzDnOEhZElLXMr1vwi6wcMRe2m25gQHcIzv2xJKaOzwiIzOYyFPS2XAdSXOmUIY/sdhbuTcsHe26ZOBUwCGy71pHg1rPWTUuH9YB+1jP12QDHpOKX2hLBs4TSk5aswx/ggG4TE5mrviOC7lT0Dl/M1biScHjHWly8BHbovJQZ9ACtjyuR0n7A2z1O0t1XPHEjwp05yU9kyBdwGYsfIkHBfDkMWVoT2GGMJBg3DAXQFOB6sBpCuJILHlIvmaPwI24EBeCfXzwM+7jSDRutt+WYO4UTQmks6nQ3oGP+Zq+9smrLTPsxD8vWWQGLfrXxVtmsL/XeZs8hXzVWIYGyF3oa6F7ClRTVZeLKphbpXZXEWfzK58VfR5TUpaX/cSpoubdVleVWz1E7hfyJXmLi0wn5x4iMeMiMjPkJd0w1UBvsjCWF8prOw6UGb/ydZanCSLJdpe6ehPHdHDMaHXNuV2HA0qo/PrJupsu3Yd9LlOhsGbealbkmH5xG65vuxdTwPYWynmwkmZurKpl1TKr5tQqyhuUSwuiy8tX1eR3fY2O5k2joV0Lq1DzH8TQeeLmgmQ5GZHM1GohZ4Q1Xt6nZ2pVpYz6pkcxtRxRUc88nbSteBp1HlRWHrvaqfmoSgp1c9DNfI4qubKmODVAhN8WL86JSz+K86MSc1+k2NpGO4um1lUKagC/6ztWazajNZiViXF5+rBNe2goKyjS20E3x6dVqbiDMvNCrJRz0AtlWHdVRuxYoZzKZxsDkpl2rq5+11nl1awkXxQuN1mFJidmtWqkAV2m6enp/GqnYvpKPyr93Yfa/6iCDshXHVVIWW0JZFotXSpL/Nvhnv8QsldGrdMqNdF8vdkjO0NvfEi3q5SOq7AkFC+LZqtb4hOuKpvy6pyuKWtipPB363tPfpwQK9oaYq8Pp2n8e6WD3qSL/nhppDdbXncLHZKvflQf1VO3xNgg52XIDHkxQ8RXEhfqiYnjhdVOKXeeU4oVrx3JewlVE1ZH294+ZJL2IJlTi91bb7e8da6GzCQtFWTuBzTTOpvYqGFraajM/X+9Eu/ylKt+VjcFK4Uirc5qEfmb1tf/TJFODu+Ns5q0RuOsSUzTyBXjNGhZU3X7rooKL2qginNqa/gAH9k/TascVnQh2l5z93+h1Akz1GDdd/opZU+NLVNbToeGiFcP3iVEq1UkxCvVudUa1L24fLe1ke+2NprcPI++6VFMLns7yGF/R60vn0Gxdoae+DiryvRa5obl5yfN+x9tV8l5DeSyt0MiIfbpV1IX7QrpS7Ym7paYyIxEx+3p/KBIXJWAoQQDLa5VR98OX6Q8Mx8o58wgpTjxurfXiMhrqritnAxrYf2apPXBctBMmQFOLtvOfaGZipdFN2SG+0V2sotxlLPVjC66Qw7aKBctUjq56aUMRckuLk7l9u2T14sXKnH4cHL8KFSol9Kqn07KnI6dZQYduWO74o7QeL1JMRMnO9XQFl1XFkmogvaopA7pkErqhI1YX8hM7/Mml7DeS2sfJcTMf4t0PlbsZeaTKvu373CUuclHQs/kq41Rn8k9+JUuKHViqN0QOammcsvcWFxKxLqLV77CahEHd4g/a3/kDU56E3+ypQ3dSYshMzZMKpmxKr1lBmSqIZPXvQ65nkPohex1R19qkvYojyonPsNBqJjyylVThNaovoocP64fO5TX5Qxe/2Ingp3CfLor6kxe3bGmV6NrS5Rm3ygF/tFSHYKziFhnuQk1ibPot9upzNjT1jTi9BdKtWWOLOH3kndi8BERHyOHiCfKfWC5BvQpI7/Nrd/J6pR+fXPtLJpaD1M76ceWeZXntxbiwSbxcJPa/bBbdve3i2M9lG5DC9kf6KQ8yxppa/5sOuJcViNYrDmM0EWKaSV99BJvraSPZtqPUqijp4L8HXWhXEoV7zZKjqebqPqkOvrFfqg6Oh5VztlBcgsPV9EtP2tvyXy6nyqF5ncooBVdc2rJi0aaJouayZw2MwrlUj9dk5v2K5OCZMonfuqoEvpJVeUmlFIllEmXZKiZcqisFuk1P2u5dLHGdS6vk4UKaX6HDnKKipKhBAXqT5nhKCVUW5mFpgqVVdtk+UpC9Cbc836VUQkdVkbd0kT119zn3VR2+gWNsHbVALnphbwkmfthjihpdBz9+4T4dmbCv8vR3hR3mWlNtsiMjvWvi0WmwPhdeCvN29xH0558qYXHPk8UReJk6IzyyMzv4C4zslmSXMLvBOr9d0sDmWEHqwhtl5lqa4DMgLKDZRIkQnYqqF6aocyKlhnk0BLvIEv8d7IkSa3aQOiMsiqP9byMhzs06IuiSuDDXDHezlkhoytJVnP4bE6oqWbLVmh6k3zicBdVv19IzW0d/IdMOaO6kK8qaOYXn6vtzNGyi3ysRGHKapXx8pa++rq2thVPI99tbZIT4eHOyriuuU5l81W4L/pmZB4ZhzubexGtVhH5SJwZkuz6fEsb6Wza1PqJqfqajZpm95W+7pFf5/IaiVu/QtKhiBToUllHldlUSDVjisoSv1uDvu+ssxn8NYsxapz7rLDGK9PNmxo6YoReObvoStbscojZo61V/VTo/Fx9rbYaKEMjhO4JjVQtdVYzNZaZoC5AyAw0HaLZa2vILmGgAvVAX2qSLUrbGzy4v3ypXZUqaeSQIYp2dFS+s2flEB+j6tatb65TkFBZZVEunVPeZNvGEmQoQWZozCVqrUrqrxrKLxd9rWmne2rpg7YaJGSvKhq4cabiYuyT3Rsr+39GiO3/zSGcWSitvPWGa7wuVZU8996/Linj++hFqHeyJj2XgzJrnPxVVCTuLCsjM/z5/5x/m8XL1tZ0Mru6l8zNoSllErwZgaSgzMAVj2VmmPBTfrVeMl6rG2fQsiBn5bE97QuZASsaaKQqb/tDg7tX0zaq6UOEaAXFfYaiNrno7ObS+u74JLXrtF1jutaX94qeGr2qTWLWihcyV6ovhDopn4o+PKZ15X/Q/v0dlV1XhCS7sJvqNLyeys6uK8+d7d7hhJnXNNOZrL6Ktxga0zG/HA91FWcGm5zUmqCAc+vkt7VD4vX5ljbSmcD0msJP+oZ1uk0uzalSULVmd9KB0oUkzLAZVyujUxV81HFLR6W/2V/l9mWTJX6q/qxdW9fJp27pdsr/wEsZCevUbuF3MhK2qtDKC+pY70/1+3GSerWcJxQqVx3TDHVNzIH1Uu4K1DqNVAWFygwakta2XvcOuSKsxWTGeU0ulrdZvFj3U6fV5KbfyBIfr9QPHqjSrl3qP3GiPMLCkl+vX4SGa6SG6KYy6S+V1SXl1HgN1B+qk3jVPJnyVF7baPlOZp6ta3JS8At/WRPePPGASiuN7v8zQvw7w7aNzPyzo2VGDPVQivcQRVWZsVf+PjH6KXnQ1hg5aKL6yU6/CxURqme7srDeXut1krmP/X9W0stUDVVKPGORGZDwRxvSm8lRdZVChrW57F5sUa9p0xTm5qKgzZbE3FYWW0uzy18oWrNa19D9HPaKcns/Ib6ukbjqeKtKin7lpK6qpHw3jyvzpn6adLOYJDPfbtLZ+qqyabwGKu3tx+r9ZIaGv/peltAbavlDE5WeU+8dAnT8q6Oyrm6q09l8dTJ7CjUaV1WOZyeYCp3IR7I/PUzO539Wmj/aKvCPlnLe10ETWxbQnLQdNI45+sr4QxMr1dKtQHdFONtrf/4AncqeQvH2ZuLZufVzacjEwSr6qKsOlyiqoLRoWv8SarxqtSak+0n+h17KDHoVrxzqotLhA4XVXH0NHjpGe7JXl9/hEKFTctMtrZCb7bvdlFo35ao7aqoF2qVKyh5+TfYvXytfLskMoGVixhIfrxbLl+u5p4/2ODTUpi31VVJ7hdWq5S1aaFK/fhrZdLxSHns3hayTopRfZxT44Kkq7TiqPDqvG8qceMViuctFs1VYK+WmruplG4mnbGM3Sk66ouz6U7XVVCuF9N8jRDeZJOb00as2y1SQfCRa21vFXaay5nVz/rpdWZ1v/CR7VZEZ6LzqB+/1FGryt95SVu8GpCojc6XaLNlvWW1fECEzxPpQ2Snf9d7qPmOSus+YorGZvlW0naOmZWmgrYtTq9fBkkqR5KlN5CE77dE3IwdrVKcCupX3b+QFHPt6EkIz1F1Dhv+s2PHVJJmpTpIOnXhZtEU1tFDtdEmpVWfb9+rzdTXlW9roTYQ4W7U/0Ek/N8mtCFeL9pVNoXQbWoij3UVMqPm0iLtKt/kLlfmlrjjSRa572mtZtczaarTU5/yl+QzRUZ9CKjm3nu76u2lDufSa81kOxTgaCkmPpjXNLfuzdZXlSn8dLlFUr3zQjTwemuzwkzxvvZJ9VLiw7pcZaMkqi6KUZe1TW47L9cr45xZ53o+QEWdONRV371Id63qFylNWof1yVnc5q7vq6qBKqc7K/cqyJFhvD+Cs165p0JgxinZ01FZa66fKU3X0pYv2KoXK6i8VP3JEF+yKqVOmvfI9++qd+xNrglVGnFUWxaubZmv5+Q66HZRF1fSnXk+HnS7M1sXHZl87Ka06q7vaaaF6a6qi5Wjbqb/zP0OIrjI5X3a9O6TfX3xkrhpzy8xKZP+37/SQGTxQQr//1kb9S6zTtG1d5ChDZuyWlG/d4SSUR++P9Pahkl4mz0ImDy4uEue1N99cWGaKyttCP6ityr/aq/kDK+t6lgzJCCceiza7VdDFcq6KyN1JZ/eVVAsFCNnLTihAfUTkY6X/vZt+9Or2USKMcUVPZqBHF9Lr5pHc6l9mrbrl26qw0T6STA1eUgX8CRVWJt1UmDw0UijAOkSb61dQn++LyHKwUyIRuu5pr0kt8+qZp5Paf19e/jtbiMuTxe3l4tYSEXZVnBqYeL3nznb6tXZObaWl+rJNG+w7qOqUOlpYK6vm1c2uzoPKJoYDOVHWTZPbZJXr6SoixkNeL9ZoUdv6eu7qpan2E9Qy9Um5PIpRWp1XT6VTLaWUGez4lsy1eHsbtnsKxSjfhIeyj4jXuG++Ub6zZ9UqeqlClHy5ckb5ldKW8ixpzXjrls7kz6+7ZNcY5qlvtXU6FJRFcUIv5KWS1kOqU/+MuqXboRQnjiupXhOrVc1/+009f/5ZB0uVUtXt24XVqtQPzIg0tX7bpvrHfleec2fl8HCP7OLiNGzYMH29cpCwdlR2ldNU9daP+koNtVZr1FDuuqzO+u4/Q4gtZWp/QuIN1fi3FCKpZK6q/r3SU+ZaaED8RM3aOkD7rNltPDWFSLQfvS6+MqOGvJNz+G+WUjLzxr+xN1aVGeD+O6H9MpQlvqMq7/xei9u0SRaLxmqgSa3yqF/vknJZOk7ra1fVg/yjtGTKFvWNryKsbvIXGqfCwjpJ9jeX676fm4KzopD07ydEq4HCAgztcmioESzS2JJz1eCH/ZozvI/0FCXEWnQkvoS+tv6gbbHV1Sv2Z3nGhSrM6qG1QiM1WBnu3da+sqXUdlhFGYc6q+q0WlpaPYuiHO3UdHRlcby3qRmNDRfx0eJE32RKmYbjq+rn8lW1lK/VjQP6xb+7vupTQkXnf6YpzfIozmJoc8m02lIyrULcHdVwYnnxIq1NWWYRMpQieIb+dGujVoEn5Xc4VDmsl3RBOWWVGX3HLBmESqmIdiijLbYLGq/UO0JkiU5QluvXtbV6dXmHhGiuOieK5PGyqI+mJB+0Vqv6T5yo0wUK6A7Z9Y1lncZVmq1MT/vJWUP0SJ76VR3VYt9GNSh4TilOhArrdJkJfqS09+7px6++UribmZ36GgXUa9gs1d34h1Y2bSojIUFYrcp94YJ+r1tXHmFh6jB/viKdHXUxq4vsQufopjIlxgeqp43qryryUUWhhP8MIaYSWqPUmtT/B7VJ+Pt88UPFkKmbrKz32yndhIaFNVa+Lbd0LiqV6v6P3/ivio/slFZVZa59Q4RmyVt28dXVZHtpba1eXqGensmJxgndnIQyvqqmnKdGy3HTY33fvrP69W2k6pt+1/Iut+T3xE/OMoVdTzmI2G5qM6mDHudJHpQ3aX2a7U3gqV2lmij0sa8OqaTaL1ygV5lctDxNPzVqdlTZFjxVt7R71TbNMbXPckg3juRRiMwoYmtUUd4hZ1Xrj/X66qsqeuHuqAfpHdV8VCUZJ74SlyaJh5tE3CtxfY440jWRCNsMq6BLLrk0kPX6gr+0jZaqM6GWMqxvrgzrm+ur3sUVZ8uBeSB/gHJs6Sbnx4E2InRX9itfySmqkeyjZqnskD/kf+i+7KyrNVUFNUaBuqXX9r83o8FVXrbsHFmVV94yuWScUj16pO+HD5drRIRS6Z4Oy0Ov5KKe+ln2iVY9yTkyUjU3b9bddOl0z5JVY6pOV5otL1T01EkNf1lTGfSzAvVQblGvVLbrTZXvcCPZgM9465aOFymS2AdXMO2jrf1OqFb7U1rYsr3aLVwoS3y80t+5oyarVinl06cqeGq/qm7vooEjv5ER/J36nPte21VVcbJTGe2XoUWaKG/l15D/5Boxvb48XkuGNc97f/13SmeZHDZIyFvOetfAjhxebFW2NRc0NdL/H77FEG+FF/5QsVdKfaWMChEaqR5qYvVT+pAZ6jdpkmIc3lrTuaFYDwf9maqOqjyqrolfddTe4gUUOOJrZV7SRNO7Zdaxz/z1LMs6jX4cIA+ZQrq3kKsM5XvYXvuqlPtgSMIYF/QijY07zjYUHuyp83cKqVqTy7run0NXKKQB/J4sLVl7t2Nq22GXusfPUFiwtzZFFZdT8DWV2XFQ99OkkRX02fSK4nhfEXpZxISI86PF/4e4vw6v6vje/+HXOTnxQAIhCcHd3d2hSHGH4tJCsSKltKWFlhYvDsWtuENxd3d3lwCBuJ9zP39MSIBS3m1/n+/1zL42ISf77D17ZtbMmrXuda8rY5NWQuuRLmr9U1Vd9MyvIazSeKbo6zbTFedkU++vyuhsztQ6XNBfCTYzUQzqVUY5948U9hoyu/PuQt+rwIWico9sqZQxIfI9N0yopyyyq7hOqr1aqWRib78hNX7XjJdPxeUpYyl4Irfncao15rA8w8OFwpVJrVRHm/W2ucolJkZjBwxQjMVNS+mvAWnWqvSr40JSrmvXlCXkjrI7birz/meq3vSGqra6KefX8UKr5RLzQtlu3UoSwig8tYBvNcCySZ/5nlKRUQ9Uu+kFed6LUYkjJ+UZHi5bXJy8wsK0oX59tVu4UIXPnhWSGq5bp4Xt2slZsWqktfJPeCaPyAgV1wRNlev/rbHmn+/03hxVP/jppMRHhctDwzRYaZTuA1e5CLn+h2f+uxqXkHEF/CmzSpcIXa0e08brXqYM76T9Fkj+SLvQnqO1dTBzNR0p6K+vf8irGnO66OfBuXW7pEXHO6FTbVFo5tG6+TRABRKf4yvjVb2qbGq5bqP2VKr6YdWUZLrCWGdXTXEbo0a9j2lRr69VZd9+XcuVS3G4aDut9QcDNSbND0q3cZqyrlght5ex6l95iRq0P6H2KQ4rz5yf9f1P3WW3WJR7RTPxbI/xESZEiWuTk4Qw++oW6v9FRW1zbqavWadxTFUEKbSjdCadzu2r++ndFZnacLTeKumk6U3yKMPxT4SjllAVGRPZicSW3CIUqyZqI5uKKJWO6QtNl5fCZFMroXz6Qmn1dWK7TNC7wmhGTEWhHsZYEvc2UWHyKoikKnv2aHaXLoq0emk6v6ptwEkF7gn9C7rINTpaU3r2Uo5FL2SNNtmerAnRGv/VV4p2NQl2w/DWb0zSN1nWquXXe1Xs8Fl9NeonfffN52p7YqVSn4tQuUOHVOTMGf1Zt652V62qlsuWJT3DFhcn59jk3FB+QUGqsWOEqu5eI2fN+1tB/J/kUR8q/z46ywb0SIS/vmFQSs9TnnA9NAfzL/bm3pm8dOyzjHF/+W7cf3zm2+XD37ZiIglbYpi8cuPBdkduQq51Y8DP82i1fMu7QaGZQSng228L07pUKCca1+aRcwo2rjqB/UVG3F7fZeiBu4RmE55XvPGwe3Py8+Nc8Q3mEumApyZBMmm5H1aLkFk5uXm3LFXZ+5e6WQASEe8u8bF0iP8Vv8uPabFrMrGWYJqvWsWhymWoHrEMpwQIi3Lm8o1cLOr7EtnGsXxJcfQ4irg+T3hVeAxj7HmxJXSj68aT/JrpMK89s8KznRBiYrAyPw1n8ZBjXLnZiW2UIdD1Ggn1VvH6oJ0xbfPz0seNJcP3EPgqmnA3Z+ZUaMSZHwOwem0CS33gKM5h9ciwdR1PGp6j4IL6XGh5mbWpsgMXSU0ofjwjjnEkMAJw4jp3KEcrnHnBBEz6nDfvXhnYS0egGFgHIusgIG3iXxNZAyTq7N/K/J87EX7TmyWOQRzxq8n9b1/SZexObj7ITsNt62i3eDF2mw1ZLASl9edWuzSAcIuexo/DH1L+8GEu5y1A2nOvWE1vnmbIQs+Vg+lf8hceBeVlR+hDIrP6Mc5lCbezZaBS8GHO9qjL3FL9eFHNjZ7Tp9Np/ny+nDaN2zlyvNOPod7enC9cl+Kn7/N754Mwr9OHh+h/WRH/3VFJxiH+p95BwOgTIRelvH5L9cud0/gdQ/+DOee/HVahnDL5dWMSZ9/yCTU09MZwTejbN2l2FEgWqxw2FGcrJPu2nLInWJTPUU5u1xbpfKrcWtSnsZwSBmhrtdeqMflX3cnqpd0+dbWmSmf9HJRKJRKNWo1UU05yViGhfhqjFLfCVWTMff3aZMQ/Zsx27Dcpv7fH11SheXcUFOilGE8Ukg7Fu6LrlVHbpchiTy2zrluVbBVGOEqr7OIm6v5rV1mPfp60H8y6tqVO5EyrmfysPuzQZUtxHSngr0kt8utaJm+VnVVf20sZ1XZj+Yz6dkpJ9d3QTE4JlWVyMFYSSiEcTYSjrNI8P6kSx4cLR4iMV3ezjJM9XmaVO6U3dMcVtE9dlUoWmU3Eu5uTOkK1ZSzaB/SOo94RrJrbB+l0vaI6ZC+vRVe6qMWY3Uq7P1RcnahP1s3UpxvXacbnn8sWF6fmK1aYFTJxlay0b1+S0c2BRbtpru6WQ2r+1QHdPZlH8Q4nNdQ686zXF2W9u0ITFuRXWLynBk2drbYBx5V+12uN7/uV4mw2nStUSCMHD1aNHTvkFG8g/xa7XalfvlTZw4fVdNUqWez/R8aa/3a8SQ7a+t1BkXQEKM1rfy10pPw/w8Z87PAQ+l3ohcyw2Kr0KhPZXNO/aKMXvr5Jg/4h2fWMjIru/LmiHlmV91FDTXpdV7t7N5PvtcUi9rzqTeuoGifqCUdJ1dhxRUHlj6vS8gkauqWYSoZ46rQMvzNC/kqhvGoqm5CnUspf6bRR6TQhoq/OFi78jwRR+dGMDX30VdV1atturwb+Mk7CUODHuaErddCVaqjsTj/hKCYDN26ppJ2YAzlHztTUzztpWpO8ctvfUXXH19Kq7NU1k580kI1akK+OJrQsoKxrWqjC75/qcAF/Xcvkrc7fVtSm8hm1sGlV+QVPl5tSyCCPsso4tBbIKJg7ZLIyd5Lxuu6Wcf48ENog43ZKL3RSSLLIrpWqrxYy2enPyEySyUcGGSF0yGCIpPQPH6rD/Dm6njKT9gU01NkDZRNdGTlldVyWz/VNGnixmDz0hbxfvxYOh/pOmKA3A7vEiROa3aWLhGGv30pb9Xbdpe3jWut2nK/Wq6Dy6Mq7iUyDDsr1+m/6YXwn7Z5VTT0flVPO+c/1aa3zKrTvktY0bqwJffsqJEVKza/+uTLfvaufv/tOJY8fV65r1/TT999rxLf/R+6L/37Y9G+c+f8vjhRCDWTW5QgZpM7UMG813jhIW2rX/suqdJJq+s5jri5fLqgXjwJUeuZ5uYc+1rCmDfXdYD8RN0mc+lm8fiR3ndWi4A7642Z2ucngcXbJ5GfKI0OKn0LJjhFPGcj4dqXQ2KhB6jRr3jvPj3JDE9sU/StdvwU98Omj62ur6bhKavSdQbqcN69eZkWRqVBwFvS4IFrQIqMszxoIR1eZmAVXJftXfVX9yNc6VDKP1lXOplNUVl+2awCbNLFUQ+Vb2lTDuhRV6u2faWrTvOr0XUVdzJZKtkOdxck+Imi3TNjXKqGzMgI1XOiyTJat/EIrZMB9UTIo3NMyfrq2QlZZ5CVPZROJMDx/PdMvqpO087soEhPLuis5Pbk50zx/rn2VKimI9PrFY46OL6uR9Ncx6qkGjopKff9PFTy/QG72sXJOAnObDNGrmjbVk7Rp5QBFkEK7aa4BqTfpz186KCLBQx31m3DcEAnR+qBQvDiqbC+X6deZ/bXC3lzVNh9XyVF3VGv5Lt1NnV37aaDBrNWAIku0q1J1Vdq3T5fz5pXA5ET5/68gZkwcEP//OdLLYBLjhG4JNVQpjX00QIcrlFSczfbB1WdsihHKsqaKfK/t1Pd5f1Kz4nPkeW+CnF6elcvpH8SVUWLxMLH/oCo79mi5WihKxlzRWmbldZFRtf4QGi+jD1STgbx1FnLWUqU/FKzSm0+9I3SzuqL8F2b9RRCjUqLHa50kh+miOeqsmRW/0quM6GVWFJoWBeVGt/O4qtfA0vJ+4Z741GJCOVRcyEfV1MDhIZ/o5RoyuJ3+tLRX09bDNb59PfXvXVqFFjdW/bE1NejLkopwsylgcxu5HOgkLjQW0VeEI0HJxpJzMqD7w0oGR5RLPE/IwA5uKnlQRcugkSdqs9zVRj/pjeUzjZ4rPBHG5pDJ35tbbjLQdvP9dI8e6UCFCnpCJv3AUq0e3PMdPGctbZNN0aqmnWq8Zo2+2fKzcuuykOT/7Jn2V0zOYXmfnPqGtWpa9ZSOPg/UhQRPtdYSWWQXDrt4eVLuitQXmq4vNUVFNE0o3Lh67q9UuvDzOuUophi5aGbIF6ow6IY6pD2q7hxWqwwbNLjrl4pydVOMi4sBweOnbq1W/78RRA8Z7Mx/P5rrvzvg//eRTSZhzTUZFMoMpVKDW8P1/U9f6Gru3EmdYjIQddBLApRgQY9yeOhxrSHqkdBFJLzWD50Gao13MwUc/ETEvhRXfxP3V4vHW8TpgcKeoBI6IQntTHyjNjI7moIyK+IYmWGaJbFuKYRSKrtQCblH1lLpoxsV5OcngYL8UN3tVTW/Q4d3BNHuhJ7VQq/O59Y3D8aqzrRj+txrr85SUTFeKMzfRDy8UVXnt7OJ+NwysZSB+nTuIv3ww4+qJItQBbmELVKOk/lVb+23OlUgi+KdLDqWz0/f9CihlyldNahXKdmujRPh50XMFZk8jG8GyAKZNJ2jZBzyU2RsAR1k9IB5MuIU/NZ3HELn9K26qpyqarzyi8TIwyy6ozHqosEyQPrbQu1F4v3ManYudxEtp69+8lmoFlUPKeeD7jqk9LLLokvKp0rapwBd0B9qqqr23cp0757erKI7atTQG9fEDQprMGvVp8YGDX72lcYqtTJrvhHCxLqmUKhmqrPOy6LNMujmH/WZSIKfS5l0T6dUTPFy0nh9pU+bn1O5nnfkfe2ZnCKvatg3vbWAIfqZeUmB0v/nglhDaKlMxvF/F1fx//5wksHJPJRB5vxqt+qruBaqeORHPciQ4S8rzTMyqBtH9Cft9drLRWXOfqnr8Tk1d3tv5XlyUyO3fqP660eLmJHi/iojjBH3RNRjg0x5eU4BjqcaFDdGB9bW1TwZsNx4GVU4TEYdbvhWHbPpzV7IIpRB1rijmtirb1KdbhVKrWOlSr1Tz+AsxrBwL1NXLc7bQz3Yp+9ZLjsWvcxikqO+zmCue1QEHa/hoTKrvxIJFYWKqfTRoWoV3Ev1lFLu9mBZ4kJkTdinS3nzyp7oKnGA4pws6t+ntLgxTSQsEWokqwbJpCxLUHJeqTglI6byyAjjBJnMX7tksKQJstgTZLEvS/xOgqprpVyTVOWKQs/VRKs1Te5KLV/9oKoqLGNZKKYCyqrbKnv4sJaV6altY9to/uayyuQwGbHSabd+W/2DKg24rk9/Parh9k9kogYdstjt8n3xQnuqVNGqpk1lx6oTVFdHn2PqO/oPXXyeSkXVWCawO9k94qpoLVQ7TVOy8aiyUGNZhGOVbHFxBmGTOIGcTSimIw405mVztTy2XrbwJ6q8oZO6f1tJxyy1NJ7JSb7e/3NB/D7xsvvnc2jwmf+FsvGWmTX/3x9p9CZxtanfVUduDZv2uR6l89ErH593BvYDcuhI+pzqVe8zfVJvnAa16Ku0c3vJcqyHhveprBEp5+rTOhfUc9BytelxTMTdFttmiZcTxYsj4u4SsypOnS6u3JDNEadNrxskwQecZYw1kTI7pIqJn1v0NpCuitB1FRnxSIOrzPmgmpy0crugKG8U7ociUlm0NlMHzarSVw7MZ6FpDQjgRXYUngbFuaJH/imV4ukEoXRCLZQq+JZabZqr0j/cVsMSF1Vn9QKNb11YC+vkUKw7up/e3QT/XhsrEkYIzZe/CupbfS4jeKsS3yZURuDeQNtdZXbHzWTIVX6UwSb9oUr7dijr7T4yQrxQHgpTc72dSr2yLHqgulqpgfLTInkl6UnuKisfrVEux1VNfF1ED2TMP77KJbMUvJbbszhVa35DGfYEK4XDYEatCQn6dsQIPQ0IkAP02CeDZjFcQ9Mu1YXtZRXiSKlK+kzvQuelNvpDjxWox7Kq7F9GVzWlCn6kE1nLqcXpVXojvMsGbNGWk0VUUeXUwr5MszvP1eiFu5Uy5Klmd+miI9RWT/b93wtidpkNddDN9BpeYb5y7Rv9zt+99L7CWUom3Pf/3eEjM+gPyqyC4VFoTNBAjZ09QBEeHu8NaotU5jNdXV1EGU9Oka/8tECe+vlFX7F3mQFH7+uo4Q1rqXOFPSp9ar+ubC6vIrErxTWHCJXZRzzbI27OFrfmiAvDxdNdarK2l/484ZI0k1pl7JZrZZS4cTKCWFQF5aWiaiqEqirDxdqqvbGSXvj+NTHsO5NHcXS3hFUnmzvpVo7M2larluGCSYluVUIvs5n94sOixvEe72TRklZFlPNOOuFAqV9+rtWNmmqdpbsGu69S21FtlWpHO01ulk8bqmdQjXltZHlxQsS3ECosL1VSwOv5+n5tXhnrp2ScPlFCy2VWxAUyQmmRMdgsF7r+9wNLdqELaveeMKIozVNdfaZ3HV0phYprgNBQfZL45DfOjAKqKTd1UzLBinGq9x83TrHOzrJjURg+ms0wtUt1Ut13/qEg+WmJWivlW2omkupFbtKLOG89UXL4tzmchL6Qi/YoMOaqflqXTaeDS8hDESLysSZ0qq9pv47VwB9mqL2jidY/a6LY+9m0XC1UOOysmq5arYX+X/1/E0RvvQuvzi2j+TuE7HaL4mKctcDxLnKlqYx9LPkYon8niFn1TwN9P5GJl7imZMKmLdGVtaqjTbGuzu+gYh6TRbtpruWl8+nuyUBtnvyZsu3YLeIvatjudlo8+Uv5XHgtrk0Rx7rK6XAXfTV7jYrGttbalnU0erufLDqQ3EAR98WFYeLhenGqnzjWTYVXTtG5C/XUV2Z1dkpsDx8ZvMmOpJobH59NBq6+Sah8Qh6VCj6m7TX/PnD4VUZ0OUdKDRlaQC8yWbSrRF7ZS5fSwt7tdLBuHtmdzEr4sCh6lidR3bSgX7rmkiXUX2mfDNbXo0bpjHtR/VaxqhqMqamtZTKo4ox6sp36RkQ8EI5TQoFyVXlNVmvheCin+Dfr+zSh4zLrUlmZTcogGUW7jwyQb7uMpfTtAfVSxn8omZVyoGx6KJKE0V1os9Lqsb5VycTwa3P4CtWUk5Cz2io5TtWR+P9Omp74224VP3lCYwYOVILVKoGOUFs92Ke2/ifVfPgmeT49JVdFv4NRRVIV7VG1A7s07lFLlfrLKOsjq2I1WoP0Ui5aI/RCFg1RU3k5QmV7sl9Ot5cp//39uja1gKJCPSShYyql9Hooa0KCjmStrCX0/++C6CrDWfZm6Az+wKV/incysSIjvAbWVUfGp/RveOC8E4fxZ0pWadPLGB2Sw5yaK9kUEC1XPX0SoPlLO+h+4YxJHZF8eim8/s86fLig0pzJpRxPy2l8hU81vX5vFQ/Nr6GTs2qlS2dVGH5RlpdbxIkvxbVJ2nqpm46fK6I8ZxdqwotK8nr6thVQ4s4icbq/iec71F38tFTjhlTTid/aqnBiPSslDs1AGYtpURmjTjuRRIO1QOiCUqiWtunzGTM+KIQ//uiuTeUNC9y9tJ4KyomuLikix+NAzVcH/TJkSNJ7x7obl0ZogPnugcIBst4cqU9n1tSJvGlUYEY7sauXONpFeZc1VZ41jZVx308i4bGMWpleFg1WJv0os9u1yXD3bJdRUeNkDDLlZASziYx3drsMd8ETmV36m7aKkjHmnJOZMs/KrGKT9LZrBW1QT03VYrn8xRDomXj1mwnXIbRJ9ZLCoEqcWKX7GTPojX/wEPXU03m3Sg66L+8rUcpw/45s99aZbzscIuigMume1qmqGupXWZSgIlFnNPpCa6V+OVr5LqWSxX5YbnqpXzREsXLWPZldcAOh2mouzzeqbeg1ub2+r+w71qlwxCHNVhe9kK+K6IxwONRx3rxEcfuAAP1b1dRLZka/8d6lDhn8w9uHVRYZWHc9GWH8t4e7zP7JJjMFJAcCO8m4Bu7KMGkdSiin2RP761ipUn9V62ojjUNLxnmo/7YhOjiysooP7yRCN+uTibXVquZgFWz1m4b9OVTpp53StLJzlPL1VhOjd7SrhnWZrMUsVrPc59S7x1x9/e1c+SfRW0nEvhbHv0hEqXQVZ4cr7e0NitpbXb/EWWVN7LSpQn1lgnw3CB1Wfu1UabmqrgKEvlcdNdZqZV4XrB6Tp39QEF+nfzcV+LF8frpdaaku/1lK4/uPUbkBN7W0aWuTBttiVNPwNObaWhNrq+rUurqQPZXKz/xUzoc6y3aos6xHOmvoN/kVmhZdyeqtcV+2V4PFLWSLbC9DlvW2kthXxi3xNu7zF5ndb8nEkXEmUcj2ygjl2yPF/tZn52WMP3aZFfXN4SO0TSM1ONFqmnxMEYqVk+LlpCD5aYDGKpWC5RS/TiVO7NfdzJnlAD0nnZbylb6w7Fet/uc1yv61At70mcOEMVmVoCyOOzqtololhDxk1Rr5BQWp74RaKnxkmXqPGqyqMbu1QO3lkGGQy5dYlzVCW+WmDEok63qD2kk8vaNe68DGCsqmUUIOZby/R/3HOf/fCKJFRl8f/1ZXvDlvyIS1FBZyllVt1ClxCA6TiSzMp38XtIsM+Gxo0m/OMiK9TegTWVRNhfTjqa6aObCbXjunemeQviRAobaUip6Ewl5467Ots2SJP6hcm79Xo+l5xevtYv7Pos8cBczvqTlt+qja03qa9aqh1tsbKU3URXFuqPIsb6blZQvqZ9ssVVxyRn3PNFb6gweF47bJNR/72qimx7qK08PF77dlfbRRn63or42Nf1RXh2mFoTIGmjxCJeWk0eqiNvIQSiGbUHH5yE2L5ByyWbU3b/qLYelD545S6bWoQTG9Su+pKYxRT8sePUsZaFA2dc1eMTyNUU2X18yqxpOqaFvp9Hqdwlm3crrrYlYfTW+SV9Hu75JZhbvbtLlGaREzQslAjKxCPyjZWPOm53+QEdif3vosTu8bQd49Y2U2OG9+P6tkZj0PoaUqqPPqrwxJWgUyIcTlNEa/q7saa42QQ6mCg7W0VV0ta9lCz9OkkQO0mK/V2XpM9b87pgLRl9RD05JV0VfnRchlfa4Zeq40ipGZRnIKNVHfRKF6rUKLJ+l0QAGFfJsyqZbRMrYRVyFvNVcKPZb1nfDs5NNityttyBN11VglK9GP/1YQP5of8e3ijGEqrgTk+8DfcwJrMYzG8VhYyllM8pmlGLC3E39N1PW/yl7gHp4YMvw+GJL0cfhwJKw1rbumoUujOXQfNxuf+NfJd/fsipa4892alDRt1pJD/Svg3So1PtHzuVGmHutLVIOHx8Fmh9QiaOGXXCGAOtOzE7upKWEtihB42h38K3IteyBtx5clYuUz3KtN5smhzxjyYBhu2gTPD4DmJ2KQreAsqHUER+prhEQ2pnyt26SKdsUNk8omBpNb6lPsDGAusUQB4bgDMYQA7Yn3bsK2uo/pM3k8+h+tU/PEY47mdSXOGkvt5r9iWfwQuQrnGMhyBEIymiZ3OEHGkDAmz9vH1rIZcYu1s6liJgrcDaHH2qu4Rb/7JK/oBAIf3OOL0WXIeicLLrGdMDzvXYFmkERZDzAcWAYMJDkZwzJMrpAZmDR8WzBU839gUirEYsD/rwBhuLTLJH53IFCfi5zkBPPpgl8ixNuTTfRnPKtpwFJicAPB1F69CPbNSs/pM2i8bh2zu3WjfKk1dFoznOo/LCPYLRWLaE/CG6C4Z0ZwT48nkfjxkkWYHGQRmPFrijdKXRSrPZ7tCVU4SxEiMN2cFgsWmhLK74STDgdOWHDgSQQmSZsh1pfVyjPvQOYwMLkTnlz82778x4JYGniQWNnafFikcgPZqYYZducSP72BoeG/yJtIin9TWrCMtYnPHoQbm/iCVCsHsrJFEF3m7iHjo+RrRRl2ZKzC5S7RXHpRmhuhw9kSmJ8BtVuSrehMatpOQSo/SFsdoh5AzkdQ8wR8sYzJqevhli2Ua03CeRl8iXIdb2Hxqwa5vsQiG1lSpGPg8WCOFq7M71UnUf1yHvAtQd11jykUOh0CCkHUI3h+gHorY6mx2MKpEYG0P50Hf2AUJuWJMzASMxzrYDIwLsKQ+scArlSjArvYWdOX08WL/8/2GTrnHAdL+OMVF4L3q9fMqDYQALcQ8DLs9MR4Q9HrwaS/AGOnHMdutXIhqy+xnh++Z6Qv5HpRh9FTfLma9xw1dgVjsui4fvgL/IIR0q2Jv7fGCNgZTNKe8ZhEBJ2ATEA/YDImxZ0D3sl6PwOTYesWh3jKGX5NFNFyHKMMU8nDF9QnJWFYcRD49ClBAQF8sn07hytUoOf06eQ9eImNvnXxdbzCioOvGZNcVZdUeLjYKMtRwIzKu8BTPIByiReJyyVvU+b+XEbXasTUpd8wSiaFwl6akMBi3s6KWG/bFsbsHU4vyvAl7UjxobQTca8g7vXftN//EMRCmDxIJzEr0imSAlD+tlyI7ELH4JQ4vfNphv/xrb8WGyb7xDwSyAu0DqvL8EPj2V/mNPM7/Urt7bvfmQwelvaEkw+4taAAdcf5s/RZCT5beI4u/M7VT+cwYKmNlW5xYHkCAbfAK7FOToLFtUk4FMC8tJ+TvbaVMeM/IX+tBfSwzAQnD+zOLpw5s5vrXxSlcot7hB0P5JMrB8l3wov83QuT7Q8H+GcHmxcgnnIB2/O9DJrqzePtw8h+LgdeGG1hNtANk0njE6Ah1chFFtqTFnAmgUvcYw1BacNovG4mJ0uU+Gg7BQZH4/zSRvBTN3r1m0C8z0U2t3DhWdoA4t2NMLqGm3TZrzPB45LidRaTvTfuPUFMcDE5D+9WgFvV9xKSZQW4PGX4j0PJ+OAuJsXO++UbYB5G85mAyR8yEzN1r8MInR8mFUsCZjV8c30YJjXaaMyU9Dsmsd9dTB6VX9lIfkrRkMLswpnULGMwZznMClxwYOWX7lW4ky0bq5o3B8BucyLWZQSvj59iRuwXRONONO5kZzMk5jKLx5nTFKcXbizHAnwGHCUNVZhEY9paxtDKbxEtPG6T+7krmde+oDRFacUuujObBNxN2/OEQizhYa6n3MmWgbHcJzVFiE2asILBEQLxYeDmD1la/X1HfmyP+AY/8WZb/v6+MHkLbtGeGU20/Ku++mTwWTU7/9l7EO+aH9kHvgmAMYeLzK6ylIzR+IjDonJRdbWwXZMP+NcsUjuLDo+3Kv+VLNqy2UXtm06Xh72X1h3KqEmPUGlZZEwls4WKiBejxPbDIuRIMjVEqUui7BHR+rnGt12qNBEdlcVxRz/Ffm8CUu/8IY511apyuTXJOk5Ft17WzAEDVOXba5qZd7DGDLAIx7fi7rJkzpcLP6nnqJHqP2yGDq+vqY4yMLdnQvtkHDrjZCyAT4RKqLzetj37C1VRRWW+e1anixb96F7RgTHMRPRHjlj0uyOrKhzZr+dp0kigKB8U42mui/FEIX4W7SyVTvFOlnf31VnQ8c7oYkN06jN0rAu6Xr2phHSqz0RljPsucRTEy+CFBsrYft9E1VQX73hQ/9fhJMOk9yzxfhNkGPrKy9AmOwm1k7deqa/qyVedZewNLjKW9T+FY7nqb1gnr7AwIePIt0U8E2E31Or0Es291kTfqqLmCpXX1LdGrUNb7EVVObaRnOJfC81WUVVWfhkq7IdCM+QuJ8fKxNCpd0d/Oj3SCZWQQ+hP1dV21dQPGvbedRdE0GQRPlvGKJXw3/aIFpJV0Lf//3ZJwInfHg1m5swh7JrQiuyhZ7AUevHejXd+5CmFgYKA2X/Owygq6XFhMmNYtKwgq7MdpO2S9e88/wp5OFauJgkdSnMo99fc9BvLsLgZ/FD4V2pbp/JF+YcMTA/HEWYf0x8IBB8LPI6HqHOQuji4pIKRyyB7KDhvYWypyhz+ZQsVHh2iarZTfNrkPGRoACly0ndIeXy7eDEm5yguBuZmfMqtpGp1m6v58kLUbkifD2yJy0zUA5ZUvMTEbzOw1a0qw5/6MhAISHzPVkAURoF7CZziMMlB00aJT8th0mY5w7XmKXhPxfhLP7lEgrutABaLjUJRgRR9cYcIZ7OXcw8x2XxjvOFxUbA5RKaUT5jYLTdXsvok3SfVQ8i/waimCW680+HF53RlYb1+mG3HcsxeaDJmH18t8ardiX9Pj0kI+n4/vynFMKHYy4FUpKE06cmPyba1EZMC7wzQHPiTUK4ymaV8yx5MDkw/oDE5OYOnxcLRsqLn9On4PX9OrR07GDC5F87OB/E4+5LXWTLRlENsoTLeZHmnRkPvTmJC2VP80L0+0Iuz7OcycByjRCdgx2J5mZi01TSGC7HUZTPraEwJTmEB0vKMndRkJEPMdfHhEHcAyAupO4JnK8wW7cTfd+LHVsSP/SlCHoqSmyY+/0qNKp1TZ+sx1W1/Xr+Hvu+I99CHuGjeXgFzyPjRngoFObwU8cJLvW910ormTT9sPRyFDq0tpdwvcqjVq/6a4fuNAlfW0Te/jFW/SHdlkLH1jZGBDPsJuSqF3HRbzqogln8pzo0RYTMNnfypfqL3CqXIdU1OF/dpzNGBanq/gWZ2a62Nfp8p/fbXImi/3Pf10PTBMzWr2RRl2vpS9Q7tUu1+J2VJOC1+WyVerRUP1iWviid7K9XJ8TqSLY9uNssox2uvpPbbLoMlWZq4Bvgl1dPUfWbi3PpM6FqshxYMav9X3pz3zpBUxXV4YFF1rLVHPb326sfev0gYsPjNKgYC9ywvelLAWFQf5XLShZzvtq/dCQVnRmdaoRvV0cWG6XSrUkfFu7zWa29pxbLV8rb/+d5K+Nd1zk+okEzch5uQTStk4BeFZVIXvJRB3/wpPxVXRn0vY5PMIePyqiITt+Iu1FgoTC01RWWVUeiAcNhVbMURDb4yWm6KUoYHD9R/3DhZ7AlKBg6clH9oJ/VzdFfm0Isy1twBSkIIxUeq6KYxWtVjalLeEpveRG+6yPgBkmmuXRSj4RqqBFklGSjlOlVU+nf8pRJxoSJmj5I8ng6Hyh4+rDWNG//tivjR/Ijw4VzRZ9ZVZvWjNgR95sKtIRXIOTOYmx1dcZ45jKsuG3nyjr2vSuIMGA3Mx5gkTLFicri2B74AXEhD0N4efNv8POXDt2CLS3hnFYzGjQ20In7LPs7c/oFpHZxwisjFzx1+Zt6P4dwqXZ5GtlGsAkqRbDJIwMy9VorwiurceRkK23JCm3i46QYh1yDBSvM2w1lV0Y8StjO0OHKd7y5e57uxbhyoUpk9mV/Cy6M4Rb9mV9tjzC07hiu9A/jNozM1Cg0j4W4sXHeDkpfhdnJu+rqHH/A8lTu1DkfRLlVJ8oz9lYOYBOAbE0+XxHqCsSu6Y1bMN1qFgNn2bgQNC+D7ESP+1va8pnpm8iU85vHZafguWsIUnw7Mq9KFSF+4XRm8H4HvXbMP9H4EL3KBUzxkPA1hAeD1Eqx287wHZSAoD/g8NKm4Ay8OItOJMSR4RPLZ3cas8P8W+BqziruSbJwzhBb9MSvLVszObwrOnMSBWSnTYXbIIRhLRCiGHKMXsCDxzStj9pgZMKmWh2OJ+xJLQjgOj8ykvLuX4e0nEezUhB37nnOC3tjinSh8/jx3smXjderUgJ1F7dpwrngpMh0MZe6aZlzECWMM6gw4gSOeZqfXMdP3G5pmu0sxIB4rUxiTWB8X3iRZHcU39Oc3LuPAH7hKBZqzlmD8PtAbsYktUImyR46wtkkT0gYFgf5DfsT3fw2+76+905voyxS71SbglIr9sFMprx9V6X4b5Bz6d9zadWQSxtRIWhn9ZHxrmxJn/mJxqND5mlrbKLee+fu/NUOnUWwGH10NTK197erqxvq88j65QdkOjNe6dJVVdtRoOUVuUo4zt2UL3yVD+Pj+EZA4uyHUUB3mzVVXe6BY80BMvytiLpt8f0e7imGzzWPrSFNPjVDbJwVUNmKJjp8rJ/97wSLshjjWTflWtNbkL2arwOvhGj1mqPrUPiTfa03FiT/ErWHi8uh3mLUrT6urqflb6psRZbU+wUlv+OjS6O0sQeZ8EzHyftu/kK+q3D2gHQFN/n6vaDEr3tVSc+RIsGrhia7aWqGeBIpOaSIyLtczoPColMbH+DSf+e6jwuhWZRO94QAl2NCNauhYV3OeauuvC42K6UWOJXpd6Jza7u0li3rJYE2TGfZ8ZeL1M8r4ls8lvs/VxHVqqmrJ0OJPTvykmEyU5nKZPWIvoUB5aZtS6ZCSIzunmWDdOOOfdAm+rj59uyj33jty03UN1gghqdPcucp265acY2P12fzfleNqCxU7dVxNt6zS0d2l5aM7MvvPpUmrlfezl6r6bLu+is2mDVE51e/5AL1NUJVT1/WrvlGsnCWhK/LVStVJBgl88IxX6pfnVGvbNj0ODEzup/8vK6LDbuWWPQcTu40lZpk/17ul5lbbczwv+zlYQswU+lEXYQmgBBYOYyOOL7lOb6CpnLgYn48vpzv4bcBlnBzvfa1iccJnhLMm0oVLJZuRtVMUU+uUpuC9YFZVnwnFX4JlFWa1nYtxBLxfKgB5MFa66uzSJg5YfuSnRzZoVQW6HIEy9yAsHl74wK4SWC0ZCSzxil+v/cBvPcrweQsPNmYszLYF2eHcQvDMxLQ8T/F1vGRg5O/cvNCM0uU+4UJUbXhxAuyREPKezyhHDgo9DKBg2l+I8ktPRaf9OIAcmN1WS+AmZhX/OvHn+2WKenF0SC1mj/4Mzw9mZoYoH1hdoAafFd/ND4tWEFMtjGHb+uJsieRuOUj5DFIEwbP8gMDvJvg8Sl6Rw9JByiemO0PTw83qYH8ro3fG46NxjciCW9l4OizswBrb78Dn5mbYKEw884B4jFby9rBwYKErc5hPZ+ACZnd8DJNKvStGF1gPZCID6UjBGq4C6FvgJ95Np26F0MvkuHSUHpvOs/vHWLZ7zMAuJ7BYcEpIoNCJndTd0pWRw2ficPqUatpNWssONrGV8oxgGw2SK/f6HFhd8bt3mgwhzpyt3DLpTycoSTFOsRYLNfCmFcvZQS3MftjprZ/Jb+sVHs7yVq2ou+U9ArK/WRH/px/x1qFCLP5iMOOKzeSyJY5V11dy7LeKPC/XxQgh/AM//XkKspAfucEs7jIXqBkC2dY2YmmBtLT9xuMvQngibzYuFm3K01vpiPu9Kb8H1WZztYoMDL3CjS9+geKnwXIfqInZ+L8thM4YZwGYjf8TjAq0jxYWPyxcpWGGKdDkFBwqApnqmZfwC4HWu2jk8zNz+43nXq5iZL9WmjFDq1M8Sxr8Xp4yKbOjHnJhdEEeZq9G6Wr3+DyyPbXa3ocURyD8OoRe/WsT3H/ODbdonNb0ZvEeH77CuGeqAlMx3rNQjJdtIcbV/X5pGLSF5w9yEe6e4m9b2iMEaoTtImS9qNB2Hc8X3qDN0oWEuqch5x5IcxMsdqOSZj4GztEQ6wkhmSAyDXg/Se7OlI8hxx5wjkq+/+OiP/OswESc9xajw8WCeDMfs8H4FFjAeWycTmzxkPfq5sDK4eeVybA1BEtCQYxnDoxA3sYYYh6Tm6O8Yj9XaQA0oPAJP3i6C2KeQ9gNCD4NCZHwaAOd5y8gw90g9juG04W55LOYlNrNV62iw4pteAZlR1QAYI+lGn9SlUiKcIiK71YuVREAXvg4c7ZCo7+0qwULF/mKPFxLFEIL8CfGib8SM/WcBTmosXMnS9q2pc7Wrf8cwvIx1fTM2kr6yn+Lugds1tA1zWToEP75YU1UWt5AfbcIBSakUJs/0J4qJoA1wdmY1O/lcFe4s5sme7dTowHNFLils7oM6aBz7jU0zflXLXhUQJ3O7pE14YJ4Cx9v0Rujf4rEs4NMbHfxd+pikQnMzSc00O6l0Qs7yi0snygZJLrGiOuzkvCiGZZ1VJ41n8rz3gKdbZZbTe5sUKuHB7ThWXFZox6JM4NkPdxZAzvU1Ei3Gco1N0hFDy8T175Kxp2+fx7/QlyboiprZ6qpY5WClSqpqacIfS9PnUpMyonQHKXVan3yTpeEyUtrHI312bZF2lu58t+qqNEp0MkOHop+6qRTsqmzZqjB+nV64uuhV4EWXa5rovmFUVFjvIzx5kJjFBZgVNc3nKrCqKvXa9TX2ZZZklTVK7VrKj7vSc09W0lmo5FLaJTc5azKSjbi22VRmLwUrFR67AhU+ZXn1cnVMJSb6I28Mu6KNz0ZqLzqqEEKEI7d4vUpFV33lYh8bDIh35iZnCwn6qnJ1SHDWfrb2H76JXSIkGH9vps5s7759dekIN43Z8+pU9V0+R/iyQ4RfMrA3iLeS/CaeFbRHj1WoKboy3fJpGKCRXB/GaC7XShMqYJ36fMZMxTp7v73RrW/kbWProi/t/gVN68oAu41ZmTj1Rh8yz8vnwH3gCYE0I8+9L9Zhy6/1mLqICsVjkKq+2CNh+slPOia7SdaDO7KgGXNSPOyPR5lvZjfwJnJI8Jwz3GSgnuycbjIKhxOed95hhvGHGTwPv2BAxgYwul3rnPFqEqxwERLGbzabKG5Z1poMQ92x0AaKzi5Q4ITjx6U4FqhSErvu8b1b4pTYMtlbqc5xquj5cg/C1xVCIeTlV3VvXCvOY+Sp5dzNr0VQsJBf8PAqgQIOc++zDdZF1WcLdQF4DzGDT6WiqTFi6oYMMO3BJGCXex66xYpiKCRZT2un8TyMGPGDz4m2gfszpB9b1lcp/mQ+7KV9QSzse4VshwtyPzW9fB+Ap7BEJoO3MIgJqXpi3Tnweu5cfSHpYXIRPCIVxD43QjHKS6e8wEBxDg5EZZ+JzezDqZaq3H0OvMQD3ICX1CU3nxKHybThw00YC1NaMw6KgUfpv7Eo2TtGYesFmLSvKHUvQocTuyhXkAurvE7D3E38EHHUc42+ALcA8HqbNxDt2bBi8NgjwaP9AA0Wr+ezsOnc2xVJDW2rifGzY0WK1eyoWFDZE0e5jlu3sQtJoZMVw/i+/IF+BQCR1zSfd4vB6jE14yhL5OISXTkA2BxAqe0GJU0hgIXp3CsTA+m9uqFR3T0B+/1sfLRPWI/3x0KKn+BfesH8ewfguE8MErheAw2Yqv8OX7tRyrNuU2TtWvJeu8eUamM38saD5ezpiLWy0a53r3IVuIhNQql4uyjnVxPV4MM1+5gkYPmy/JzP6IsKyevJ4RTGJ/MW/oSvhjfUihGzYlPfkFgKGaH8fZnP56qxaknvdlS/nscvRdCzuNQ9wRJitm2YgS0Ocmw3q2pVrML6/pWJLRLNuIXlWLOMRshichE5wQHaV5H89Tvb/Bizt7Gr8RbunfamqTMWIM11hYEs5vnGAjccQyWtiTwEMiDhYy0ZwoLsWLUVgfQnuqcuTSZnaXqkj76/juPS3CFOHfjO4yrCPHrIIOvQYc+BDwj1jKnxx/U27GWGB+w24wQuhqIJPFu8Kg4uD9yIsTXmTxnjJVbwI2acCu3BzkuRROSw4ybgMs1SNcsLZn7i2dMxWBSId/kZ9gLxJPlz1c8DfAj14IXeF+LwQLEe1jZ8WdunlatDRwF8mKwRjcS33ITBnv6FBiCS+xQ8h9eRrWtuxk/phs8jYCQS5C5FbimgYRIUl1ZTmBMIFdSXKVK2Ev6l7/DZ/xBGKEYLKsF57g4ZnfrRqP169nYoAH9Zk0kk7tZXBKwcZn85OIGbsRwmfzJ+NS3S+wrcDkLlixAFrDPJv+lYqxv2oYct29/eAwAMbizli9po7H/fo94ZdlQDm7450LogsFR7gae2mFMsAW3ARmZV2Eo/X/7jaz37gHwKr2Vn70H0Ldme8rObcA3+T6n1oRULGqTBcv+kxwNjKKNbR2n8q/lTIH1BP9ynlmTviOEppgZNAqzD2ya+OR0mOH7lHcGPGYAvcCYi8y/X/MJFsLSpqFd9j609bXDlGWwrwxEJTvUKXeNrC0rc+fUEf643pn4geVY3KYUN/qvJ5pZSZfF26x/I4QWwAqufmB9j1A9aA9h8TCbbjTBRm+gI8bFkgIYgFm5zyMusJDmwKXEr26jDvUcfjiOpmF7wmd/eaotFqJTQ2hGiBkAa33NvSoBdYFIr3EsbNOVSHdPor2N4FrtIEuizc1hhDHa5sKaQnkI9XROeptsByHbnShCsgsEXk+sXDwXwFinnITxCQbGZhxG5R7uoVat62SaEEXJbx7ikyiEYEyATjGHMPoSiX2aBQMMKJHYr49xxUED1pLh0T4O1/2czGczgKUiRe+K7PHF4f5yeLYLnu3idcGOXCnbFPIP4UDOVtzZmJXWUYOx0B6LPQEcIt7Fhc7z5rGvShWeBgaS9eVdzhwoxhmK8QW/Y0EMWDmHoSqHSyIczgwigTYCwRAThNHBsuOU4KDA7kjW1K/5USG048QKSz9mfdb1b6/5KOX+zlofQQK8V+oBgzDYgdzhqWjymyc5b2ei75Ij7xhijrkUY1FMbWZNiyFvhia0fTaRE/XvcCtPI+pmCiV6f2sKHnnNV4OGY3OBUFJyh/bUoh8XacdTcmCEMAsG/QoGunsRM1zaYKI9kst1DEbjLJexcw8fxJ8ZlhKZtjRBF2qTpuB0Xi7KCynOw/0iEOcFntGkqrsZ/wUZCH3mQKF3ia5zlI0t3DBxKB8pKfNBmtIGfPZsB9hSgOIN5hBAdrgzn23Zm3PBpRDFOcMgjLX0bOKbpcKYAR4AtXAmjprc5xIL1JFH0wpT9ut7hMQHEEFKvN6zoKZ4aqyfaeIgGGgE/II7i8hEGK/YVisnnX/oxPRf52DxMSve0wIQcBVeZYV0F8DzZTQ9nl9hY8XMNN9zlzvpUpDvXgg5d8G9cpAgZ04f7cm85vk40HUfCUzArOdOwJ/EFqxK7KQgSvZ6yoVEw4gs8LhGSmL8nHlS7TRm4nxTtmJWrpwYzcaDOKLYy1WiMl8i67lNxKfKBVGPuVq0Mo5n282M8eIQJESDe1pwSwtPtjB69jwWN21ET7fr3Dg6AO8/juFWIIiodM4UO3OGJW3bsq12bfyfP+fPsE8pyA7s/ImFbrz8xI1NltlE4Z9ctZCLYJ0F3vvAeyDwgBRhTkzpPZT661eSOiyGvys3KcxhPmVOz04cGzsBY5r7a/moamr5G4f+m+KLmclDgCuyEBLvxuMbBWi7OoaBv4bgkRCLn9NzZIEoZ2cOFU1D53Z9CM/XnNxr7jAx+yV+6v4Nuy1OcK4VyAnsVpjUgjXco974viwYO4htofXoMbEOnXwcPGENBlq17iM1e7dUwAThjMLYVgtjAnPc44uw52oMwzI/xOlQBu49K85dZSO64FPAAhJFnsRzrkxZeHTOCND/KlY3yNHV7D0erAY3f/yis9FzajyPXA4yt8kpsCd2XLaOdEpzjZmWL1hKAuuA7piojE8x08xLwEEmAg6eoJjjGgm/pSX9zjBs0Q7ycgI3btCDqe9Y5174uLGtjh/Ngx/itBCOuKemkLeDZ6RlGtdYxThexHVkcae2FA3dTsaTxjLqFmGidWJTgGsoyGpWrxhXJ25lTEGhGyEA3CE/yzK2Ye5vKXhcYxRxPu+DwTNgtU9kTtc/Cd5ciHsvihCa2gO72ys2nPAhKv1ozGp4/q3vWDCBbu2AFYnnG5tEdozaajURLm6BEPMMrk0war/VBkXHwOPN4JKKLnX3YOn2jMpHIsm28xWZn98hPXeZ2b07QQEBFLpwgWarV2O32XCxz2endTB3LPF0Yw8JFE2ukh6CYz/EnMfq1pg2c8exqV47Pjl0ne6zVlBtz7m/tYoKC2epzOxUQ7jUzItjE+aQ4LkL8eCDX/lPgpgSI4CfYdTQX4CI57lgSxs2TliONeMram97TmhGsCbAkwB3enapweFa+XG1e9BnzgOieu1gevpHxMd7wrZPITQvBLwCnwi4mZFO33pQLughKZpbKNjpCHeqn6S+pRpmTxFDsufrfxcLZo1shXEXHMF4fgDKkJeOc0ty8/Ui+o/Lzvc/ZWR+lZrw+u57d/gnz7NCYE1IUxY80uMXlEC7xVaGjLKS+hUcLHyDFssieR463Vzu5I41ZzeOe3diJacZm9i2K4CXtCATd2jLKR7RGuwlcX/RhMIjRbrdYcgpDs8KK6j85DBd1h99Z0AIOFLIn7SWEDJfFQvbfEml+X+Sg1vEA1txpzWLSXunKGcq5iI2pZ2Aa+++SaynMdrEu5u4xlT3DRYVYH/27DRZ1YhXRQSWJkBvzFr+pjQDlcI5viHukRto8WsAKz9/RkTGoThc+oFlPUaw3pSMGE3mzb2cIDFMyRRfDAK5I2/2oDVWjGJ3s/7o4Sp4fhBydIdUhSHiPoEHx9F+yxmGzj2NZ0wCAvYG1OeH1V9ztGxZWqxcya0cOYjy8KDa2vGc6deW2in2MZwfsScqiVnv3MEa35nb/iOpcWo2u2oEkOPWKZa13keRc8Jm//tJOZgAjrrUZnzXbzjbZzNhOYYgp/jEvvmwH/FfZ4NKBczCaPHL7Dam3nXD7WJdZsw5RvqnC8n34gmpbsXyIjfc8E7DV5+XJ8LiRZS/C42eVMW28BULfxzOk4x28/jQfvBnSch/BwKDzZhP95KdAfXZ/Kgde7+qSt4SVzka2hIXR3biUu3n3wghiVd/h3GYZ058hzchqYcJYlDVgwTm6MJj3eO81RVSF3tPEP/389xjXMh9PwBu34PMpah1CDrNt5HnevI1lc/loty+vayvUQaCj4E9GsfzI9zzSkc6p9NkA+5gJrhvOUtVQhMFbBk4LSM67QyOTUyB58MJYMlDsdsrCejrwybq04BNSc+xANkfheOcYCHUzUKX5xMhHJ6lMGDmk0TjSldsHvN45RlIlpuPiPMwPsU3U69rpDGoPcsP4WnN6vjCxYt+X5ajVPB+XhW9g9vzJbi+gtDcbcFSGLOi7QZGguUu8S4xxLssYs7Y7zGRrL4Y4EW6xFpmwKz9zzD7w/aYldLnvdbtj9FljuEaPY7xPb9kY3MrWJzo9Oct5pd1M0HarmkIuLmPpUPXU+XM03fuMHNuJIcreAIP2FqnDgs7dODH4cM5WL8Pl93yc4TqmOCEXBDnTXBqHyxMofqpZzg9E8VPh/H7F0GUOP1Xq3iCkxPP0qYlw+PHvMaPqSlGsXxsLa51fQFOB4B4MuLFQ1z+8t2kPvunK6IzZh94D6gisL5Kz6HzaZnR/QGht/NTKNs+Ut2Fb3IOJCQiDdb2W9lYIwOZXoXgeOLDzAEBXJv2nDYdQiHsKoPS3MbfKobHVCZi5I8wojLMHwG5H8KhQkwddJX+hXuwsdIuQi33WHa3A5c+c+NW81K8iYL+t6UDRiDzYfCnTonnp3f7ENk7G0FlrvKwak6C/Z3g1eV/dlOBS4ITo6Y1pd/yGkktl/zvu+VCwScU3fALjucJvDEs5c9XnzNeTehhsTMv8bofMNbeXJjovLdLjhuZKDxvPOuGd+DzuQ1otPAgxa+9xDcs9p3rDhYOYHT7Qkydu49M5cXI3xMYajX1aomVsNd/kqVhFL8c7A6Br0jxPHH1u5eoA1jgfhmDS/V5aH5f2zSADgtCsDpm8UWLWLZXrcul/uko+tNj7jVNzavCrhiz0EtMBEVdjLr5KLHVp2OibVwxGNJojJDuxCBvVyb2SjagJ8bq0Nk0NC3A8Su8yAM+hbBGPoaoFzjin1L04Brab71JySsvKXnlBU4OB1YlTywnT1soV9hCglMznFiCXU5YJNxiYqi/aRMrW7Y0zwg+BS6HwKMdjTdsZnM9d4b/eIbBo0f/rRoa4+rKsdJliT+QlsgGXvzUIZazjX3B8gCoi5WVTOcZXyDEhX9vNW2EMSY3woRuRmG0+ksbPXDqUogFnW+R2fGCMin3Ee0DJ8t6I7cIZo9Py581W1Pb/zMmbynCmjHbuOkUTb+sRaDZAMh/nLbX8tD0Qh7Snv8B2swFpwS4nsm0d6krDKndEL/aW/nxQHayTY6gQdw2Pk8/GBuDPlblj5YVmLl3Bsa1Mh6zC3me6SmPhx2h387M5AmbB05/F4n+bkn33IeOm8txt9Eoeq+qhiXp+HuwUd6rfnTf4gp5Whk0h0cGrj24wCw+px0mgAhgNSm4Rc4PQt3iHlSnwJEn2BwJrG/UiNTxqfGO+Cv7QenLLyj+IIjSE5sxJcNChJUSwCSgAg04El6B6CMZiCQl4YFmf+j9OPn7FkGm48mf3aoGFc6+wOt8D6KcNzFn4T4ufbUauIXno1hsUXYMLmgPRlUtgtmNd078vAbgjzGs7QR2YXyITTC+3xSYHf1MDOgvM5lIQ00GYbzAPmD9EQJslD96kh+7DaXSdA+KvMhMo7MP+HzbZdK8jqHUit4srp+DC73Ss+2TT3BYLGSsGcC2hSWoRkVG0RGbJYGCFy9yO3t2ct24gWtMDA02bMQbwCsLxERwsGJ5Rg/+nAHjx38UIWOLtfPiQAHGNv+BtUtS86jJYrBMwliRb5KLlwzjEib44W/u8ZH7UyvUk++8IzmDUQ4iX6fCbW0rfIflopF1JmlcQsEOMbgRHOZJ5yHVuBknMsSH02fsFYoO2kGXOUMo+f1DfB4+5WWaQGh8GErfIHiYK5dOVSNrkThuLb0BHRbC8rpQ8yS4xxHe5hgp/K9x+Vxx9hcvy4Cpvdjt5oVz1Cjstj+Qy62PVf2DJQZjiewCRJCLBaRnD6245nSI1Cni2FrGSuf1+cmVMxfzP3luDAN/U5zjnVg8vAvVTuf5h09/TSx7WZOQhvIxodT2HsUM7zRsj/kB+91NzHxZmF/SZCbAcp8EwAURjliHCxZ88OIF4Qgcn1H9YB0aL+nFWPc4nrqH0m5JE/ZUe0Hgs2fvPNElwUHHoxfJEBbGwtaBNAhqRTe/dfxp8+NZdF+sL8w8HI0XgXcNGMCaYFRU5xgjiNGpAIFbOKQ/C85RDtrt3sMiUvOi5BFwXgms4OC8N5E1qzE+wRCgLclRGVEYHOkLjCbwlquIw4k/3TGDtwhmpexGGXbyzau87Hf2IC7F15jY0gV0mfaSQ7bOqFI865u3I/MDY9jZ3vwTXFPXJuxePJ/P78DjiEDuZMtG2lfPeDQtH1NqDmdtxnDaUoX1mZvRfdYsjpcuTcqwMOZ26ULNnTu57VwNjxc36DtnLb2nhOHkcCAgHB/iU9pIHfYyyWpw1aU4e1M15TjViQhwZ7Fne2AtKbhFBBGIMCCChjiYyUJMdMlfy0dXRNftpVkvWHQU6kxIT816fZjVPZSp+pqyD6/hHAOn79WgX6phlJxWA08fZ/qdP8fn13by87Lz1KnymEtB61hwpQuTvvTFEf8ACtyF4JR8suo4Lx6Up0T1GeB2CvJdgTvpYERHiHaBnI944u1FhH8s5L0KrrGERFelQlcrvuf/Xtf+X+XrxAb8lJvEYWEjSyjCUW7myknm1I957hPBqgahkCLHh2/gmRlsnlQ9nZvSl7P+gycKcZvz/Mg8brEXF/yJpiE7WMBSXN2mQ6YWXHoZziz7GI5iVukRRLCRW+QjM96s4sckVEdunuTdQfeMzxMhDT25lgeDIPnLk+G6c0Y2fPoJQ4euoH+W53j88DV3JhzErUdGGpa9THBRT0a3HIb7a4OqcY0w+8J4w82ER7Ch1QhLCwnuEOkP38y/wOSf7tPlZFr8aItRJQtihGQoxjRmx9BogLFT+0LS2z3mwyU/ZgVthQkI+44rl79mTrmfyD8hCAMuvwU4GPi7B40iZrOzfvUkIQT4cu5qmi0+yKhfOvD6mQdZEn3XAIXPHCRmYAF6YyMUX0J9vNlRqxaL27UjZVgYLVaupNaOHaxr3IQHecszePRonBxm+3CDYvzIcur/spcYNzfzmaUoI37+mccPYOWDwhz7LROQj0xMoSdvaGVmcY0bzPmfw+QjWNNPVpZTy8IT9G3Wz3XNNavu+6XW8xzodlEXDeMH5c2zTYWKrJRTrUMqvvgTTSjYSoX3+crNnlFD7mcRSiVWrxEN97+Lu9zylcj4TJMGj9TrOJsqKaMIaisqPxCfHBX7eiRfu/hHZSx8XuuKN1Ofwhs0rOgipb/431Oausik75RQR6UXsmqokEUBQs2V6V5vZb6ZU8S2EtenGibvV+cNvf6FnxRwbpeaLnqiF95hHw0gE1IsCbrDPI1hm3qzS105pu9zL9fqRbV1QoYkwqI0wn5GPFinFOHntU21JBlWUP9E9GxRDVbGJPKRtPorLeUwpX3yRIfKlUvCND7xddfkARWU+vpm8WiT2g6rIrsFnaOC+rJNfVLtUPXFy9T2cQF5RHyiwme2atCgxrJbUawHivYymYhFMs3GrYrJdBv303pqXvfs+ulhQeF4Uw8nmRwbGT/Q8m4yFMsdPvC3v8Mw51Wq4AcKPPtC7k/uywTpRso1uL9Kb9qnU5Yq7+A4bzoXUI/v/lC66MMqHLtXvsFBGj1okOyWt+givVHcfpsGqJDQN7LY7cp/8aLGDByoDvPnJ+FEI/HUkO9G6qWzv85SQf3YqiYFzivT1pfqO2GCIgp6aNjZHvKO3aNeaiUX3U7q+nR6pB9URq5ChiD7T5kw8EF/izX96FAqUnKJRjNIu/xKK9IHPcpr0yFbaXX0niwqnJXzZxtUpeBsuWa5o1aBU9W+9EAx/iuliJmko3uaGKbv8DZi8y9i2hgT8/eGiDf3PVWrvEsX+xRTl++XqV58TbFvh3CJFRN/E0t+MNdu6yc6bVIWz8ta1qOzEuKtmqC0+jgPzseP0jLRcJuUnMnKREqmU/WdRVVr668i7rK4NlmcHiAujZQ1NkI9pkkHy39c+N4+Q4nTGC6rK8fU3XZIo6tN1fdBqVRKhgu7aVKN+hnw8q05+kNtlCDDFuoklF25tFNF3qH5/esxVJX37jFCYrPqsa+7ys5uICIfyyUyVKM6ltaZsp4KSWfStV2kjBa1GqxZMlDrTLKogqYp543rulA4r8L8DfDbbk0mNHaQLJjCAPYntMyvoZN85ZLwph5eejfn1dtHar0PxDeHRYbr5v3p0iojvPNMczqOyTk2SC0XL1ffWn8omMS4VWcU7eKmo6Vqqt3c2frGXl47hOJk0+/qrpJhx7W6SRMlWK3J7O9t0ekYlEknZYTboYbr1mlfpUpygGJx1SyGq2HVMxrpNFOdnI+rg+cJeTyKTereFjuWq6Rjolrrd1n1XFaVkkV3hKSMuq/cKi6TUuELoREy6dy2/zdBfIa/YkmmZ+jj9JtSNtooOmxW7vmfaUHxcio/8VPRZpusn/0pz++miIxPNfa3n2WPddXWM5VltZ9U0fEDRL47YnvfZEGcOlbgUBuWaELacSob21GE5haN9olqJ8WBt6IYhs4VDQ5o5cpmktCOvQ1V5sYuucnnPwkiMnltNwhNUEahNPpKb7JteIrwM+LyGHHTRGQ4PdyuH390KMblnwvhm/MAQRqcdovmbiutkWEeSdNHVZmcuoZsol1ScszMsWe0TW7aJEMfslwu+lKu76Rr+evhpcp75yvMw0nZdreQ7+4vxNEu8t31hVqNbKAIN5ue5jW5E+NdjFBFtfJQMxli3eoqrnZaKE+Fa2HvOnJY0O2K6OonJkD4Q1EECc5oU/mMOlLEV9NXZlIlu5NMcoHO/7lPzOEnNF0mIqOM3uRHzHPlii7mz69IN3dF4yHhIeXOI51HXz0br5QhV+StKVqYSGPx5qytLfKIiNDAMWP01fjxinFxkawoqE0G/RmSUSY1+HMFPH2qGBcXHaaOOuXfo99cJ2gqozWV0Wo5coM8nsao6Knk7MMpQkPVZP1qPYpMp4YaoHYqrhI6nPT3QuooJ41SO/0uiyNMNbdvV8YrB/5b9EUAz3EhHgcWPs/2A+tmHyA2IIIWAYvJ+DCEH34Wh3NmhpsZcZS5SmS1a5DlGYundWR8gwFcbdqQ/Gsf4yhWELI/htVVzI0tQO4HUOsEeyxVyPjlGRbZFpLVIxi6r4Q7GeBqZoh0gwh3qHMU0r1k9K3STG7Si4tdqzNoxwxS/SXi7Z+Xyxhb3VwECE9gLFATgZevccwHnzQXB5/EJToW139Py0p5SyqytjnJ00/gVYooBmO8ZG1wpQk5sLEGmIRXuAVr+H2ehEdxg658ivGqWYhjI3FMJQUjP/gEJ1KEfUq/iUtwi7PT5vAR0kU8Yf3XO9nw1VqWDdmIZ0wCaa+aGESLwzS/e3QUvrFWGtKB8cTTlNVMoDPn2tRges+epDttI8thY7BxvDVKXuQ0tIsvc0C9Iw9xjxS77+Sk5I18fMKnGBfEvy2FMIHbbhhjTk+MAecqcIXc1zYyvMk4Ml1+jEdMNG5EQU4RsVYkFIL2AYto6b2cHqymBu7EJ9ogD1KB0xSnwqFDOMfHs7hdOx6nT29sRUtF7IAytKYiViKJwpkpHmOYXPJHbK3vU7TMerZvyMP2DXl4VkZE+ztjt10GTuMRGcnEfv34o3F7rk3MQ3HOcozK3CYPSPg9f073ZylIFdmZIv2vs6FBG9Y1bkzVVb/+fRN8dD5PnP3C/FD3rMPE4ZrKvflTdflkiaxxNnGonLDFi1z3xYzRouwFs/8bNltFcmzUyhLT9EuMm7h/UXS+KvLfFt8sFEcSaQz39RA+ofq880xtH99alRbPEXHjRP3Lou5hMXayGLRYLPhJjJskqp7SJ8X26PmtdPo6waL/Oud+6Phehky+ixAqKWJOJ9MtHv9craaekgPHOy3kwKFotmpZ8V16nub5B1vRgUPraz9Rz+gfNF5WBQr9oErq6pillJFx6jPJoa/GS9tq2tVh6AJxa47KhszRE6XVfhllbrvcVVOfJuaVf//w1dDhNfWADDoSmE/xNpNo9GOp3WTixPXwi3QqNv6ebr3MqTih4Sqowyqrqgm7Nf6rr4wKmtlkoHrzvVeZzCp5p7xRXc/mTC3ng53Ud1E+7XeklKvq/ofWry6T0fK9lLeOucp36ayu5copO9Z31GTHdjTSYbKARchDvo4XctJzOWuTJqqP4mRTN8dMIanUsWMqfPasvh0xQhUOHNDtrFnNqp7BqsgzTvKXs5xD1ynT+lcKePRMA8eMUcd585K6sdafrUT4XeGwyy0qQktat1aYxUdfV5yrBks3appayl3dhcOhCgcO6Jm/vw6lqK0VTVrIbjF9cd/fU9/t+/y/rYhvimsEZAt5SdWJxUn9PD1fPCxKoNUBNit4h8CNTBDlBj3Xglc0FLnJ/aYhBHz6nJoXs5AvClqUXo1X7V0Q7pF8YycHVDnLioNluDsgG16rH4NtMvSIh3M5IdsT+PSIgb4VvQkxLmRvcBi/7E9oYs1AxvvbMCRE7xcPjOXtf5fUiXewYeI3WgPunATLHXDxSZyt7BwPnM2lbG9wYJG84i4HGM+v2Nn8II5BA0d88P4WLFQ56MPNgwMYx1ga05AZrOLGgW4cLuXMhH4WfhsAn+y00mJXMYh8yFHXBiynMiMxNL3XiWYvR8lAL7r85QnBzOqenZEjv8LN8xVWBzjbleT3slvggb+JDhEQ65X8WdrfQ1h/qT2ZPO/jDPTmITFx7rw6n57UZ6MJz+iDUyJMMS6x21I9MLSM7q/N6pr7fiitdt5hjX92OkT54o9X4pOtGAjFm9Ip8WddDFbYBePUT4vBOz0kOXImEK/w+kz7cgdb6zQg942bWHEkvdPRAv6cX+lD49O+DL6+jtq39lBs4R3s+BHPp3zLr5SMO8WBPwwVxt2sWXmQKROb69XjWJkytFq+nHibDadHDi41qcLmYGfqpLxE/YZ/EBj+hPSPH3O0bFky3b+PxeHgSoER4JKatkuWcrJkaeot38b4MiPYNrgCo69+zSccxe1FP/LuvsuU3r2wej+nfPg2qu3ewNaqxSm6ph9V9+7mQPpGfzcM/5kgWqOdGBAynfas5PQ9P34f+JCV8S745b4LjdZDrgdwK4NRP10S4JkvaVzi2T6sB8dKdiN7l3hWthQRzY/CgwBwJDapsx0+206I3ZfZTo3IPWwm9S3PSFF1LQw8Bmsrg2s8pIoA91hovJ+D93Jxpk9JlvYeT+n6AaQ59yHCzyhMUNH/Lv4YB7cDY3jvg/Fg4bIF/CvB9lIA2OyvwDIGsZbnTGUyR/iDijwlDe6vvDle4hQHKh7+4DO8I93pPDclwbH9CZu7gIhnIXSfBQUug/Utn0O+u4EUfVASXFLxC1MZRFWmYZjBm5MWP9ZwBRjGm7AuU4ICzuLweMLSFmmJdLcZZTuxie1WCytqZON6Jm/ABAHHuNoY1b4wq5rnIn0H4ewWRxzOdGM2vZcuJsOIOFKWhZBNabg/vyBj+3xPlE/yUPEMNj7HsHTgZLPT/Mw1ap16QL15Fvqui8IovzZMhGUhTGzhLgyczRPD/h2X+P9eGGjFXWAEqDyuMctp+1Vrus1eS3BQVk4FVsMx0cJPk4YytfwQilyLIOvWEFxK+uP9uTdPn2SiaKvdVKQP4+iDF0M477KI6+2My+eFvz+vU6cmRXg4toQELufPz7rGjXFYLJR6sJvAwWmpdHE5p3hGUJ4A1jZpQsMNG2i4YQNWhwMrNqb0/5YZX/Qk+HoORlSewOpfPmHk/F/JNOghu6PqULlLNEOOTSNuuis7PmnDggaFaLloBp9u3cn5JhO4k680He4u+/uB+E9U003U06oC5bQkb1WlmNtDWW79oq1plyrHimpi5I/CI1qkeSV+nS52f2nUuZ9nqi8T9D0T1exICWW1e4k/vhU574tFw991Z1Q4p2rVdun2zczqvWaa0h6ZIx6UFYt/FDt7m2v++NFYXvPeUSmOa4llgFYO6K0m0f82w9RfjxV6NxlrktHg5QLx9eqkemZZ21Lns2fQr8xPyok+suwszZrWRBnis+nzGRf/1qDz2lua8bkU5ZqgIN9YJVg/dN1T9eg8TZa400qrJzqjIlKi0haQWKtGyqsweSSlBzeHRfkvrle/r+uq8cjqupnfTa8yJauT+4qm1fkcqZPVywCrfm+cW21+bqLjEzrqwsaSOrqmprIde6JFoe11IKKSEuJNBaPlqpHB6XW2SP6/GGsSnEzK8LO5U2lSi3zaVHmRfF/4yrgw9gs1UjJTq02ojYxB543pKYdM1qgrMrbsuWq6ap6e+fsrPCCFHOtRdJC7ol56yO6wqLlWyD04Wr93656koob+7q0H8tPvSqlQoYmm59RYqKS6Ch2S4Ut9t6ndIyO16LPPJFAczooZ5qyf7fXUTpOEHHKJiZFLTIyy3bql00WL6iHZtCLgc+Xe8lCTw/roebyfTkcU18/6TmntT/QsKJ3i45xkl0W9YierWcRiOTni5PX0kvJcvaJa2qYOqvLfrKbPc6KFtJMDw3FyrHigAjJekPuqhhqXcr+6150ibpcVo6aKXqtE/QNiT6IgbhoofpyjJpN+0KtnfurxpLe4v8L4CbuuN5bQN4JY+6jAoZaFV2qSbazSb5ss4rqIActM6rS3hXbpUOUutV831udQWFQKNX81RM4h3f+F2Hm/85u7TLrv4R+61tFHPNspdvcSx3oqy+PJGnihm1oVO6hWGTcr29IFqvwsVWLOvMxyjb6kIL9/b1kVkp1QzeOgevsslftTw7syRL8oQVb9qrcpmnOrunyUXl/pbRpD9IUKnN2vijMba2u9QMU7v8s7M7l5PtkTf39YDB0qnkZ5lzdV1+FltcutgXqyT+0Dj+qb+n+oZ/1NenkvrRxCW1RbnwZv1qRCw5RAcvblp/nQ0/zoYDlfZVvTQvUnD9SwXzvImvCGdLiADBvP24dV6DcZn1pzmazDIULzFPh4m1Y2a6SXqVMr2uIu+9q/zlT7VEleYWF67e0thyXRopsKaXvyNTdEUk7nW0qn/Eor9LV4L0Mwkrxfv9bGTz817+SHZr1ANu3QmzTgPadO1fmCBXXPllMdPtukjblaqsWh5QqSq4Y+/kVVtp1UFe3RMn2iYDm9c/fX8panwvVLp45a+VMnHZWH6ov/tkdMcwvasBQwqsic+4MYlXoAKQ9XYPvyPXSdM40CmU9A/tOwqwTUOQYeicBjvxBwWHh9pQi3hxUnJndbXPGGXyZD2UtQ5i1Qdf9lUOIah86XxbXyAyLKfgfWPyDFIzie793gh0h3rpcK4uvcWTiysDQJtVpR8ttUH3uN98obYHYGIB9NSc4B9HapCVgs08DHHZ58ASnK8E3gViYXuMWKY6tZeashd1p1YX/Aawxv2APsTj+zu3rUB+72ofL2CF3KTUZwlliiQrJS9OcSwFPGMoiFdMCPt7Grvtzgc1KSFYOefYNOncmlQrc4XKkqfz5tSoSfhYS3AEhusXaOFAwADDdNWo+X/PHbDhZVy8PFBnfoyM90fzqC2ptWU2nTLk5Oq8H8Uz0ZPmMSjycX4uLlWux8a9+d+h7squ1LiymlyBDhSwHXP1kzeBGOpCjwS8BETKDvm1IOgyfthcGeVgUdJ+ODQqxvNJRmq9fj++oVdyhAdGEv3i4CMvCIXC43mN6zJ2MHfsH2mgGEeAALK0OMwQfngETONojgCVHUxsTbXOf9EurjzcIOHYj08IAX0Lk5fPW8LiZCBFY0bs15j3LszF+fsk/2ULDKBYp7neDL8x3ZQ3VK1NjHKprjYDv7kgLrTHEllirs40nRYNKXvsoGot6Kj/lr+SjW1CKwYWc9DVn76hOGOI/g2bVsqIoFt5AYPC+mp3Tq1tzPvYLwsvtgS1lIHQZZEjGPZS+xt38fHtxxoVamBaxIuRdCKsCE1tBhC+S+b65PGQXlL+D0vAzlJu5hyN0AfsjkSly2K7C6MXTYmlypgnfgUCE21Z9No5ifKOtzlQYDFvM1/9Rwvibx52sgEitmoxyIMR28iV/oC1TBzs+u4cS0LQvx6QiyHCKAWTx03vvO3GBKXhKcy7C6mQut/9H29ACbuIATCZwkM6FUQymh4vhfca7txhEqkBAXwWxbZ2pb1yfWFywUoiF7+IMbNGIKDwjhDAAC62PKBJXgbupolmTJS70jD8jyzGA66x15yMxGeShx7SXOCXZeunriE5pA2uBoHFbI7HMY/5BkfpqgsRkJ+qM5hZ6/RHbD2RmYRG1hCKpinnpT6FkRZg2bTdMVL7loNcxBfpA4ObljJr43fOZdgMaYILRmuEWPZujP+2i1fDnZ7poYk3icIV0MV13fFmDY/aQ26Z48p4HTRjb/tJUw6yBKz8pJ+RPfwtrb8HU6KHyXeSTtNomlJHH8nPjslG/d7SaGBeA4a5v0IO2zZ0zt3RunfdDlcAILGz/gOfGEu6VkcrXv6BA5lqgur/gsbymuOQ/h85dzGeXxGdmcbiVxQrxf3IlhEe2p3htW45zYex8p/2SP+CqdRY2yzNHxTigoN6qVYq3K9B+g3wN7qhuHVb39BjFyviy1torRv4nD3WQ7ZlJDs+AnlSq1RfHnUU8VEbHfij9+kq3CeePyeANnWzRctN6uyuX2aZbHD6rSZr8soWlF9QNi+ui/qKc4x6n2osHS9ZyS0NC4fsLx79E2eWRM4HFKTsuMDPWjQ6iA0gr1FxFXlSHqpEbIVVYZQ3tLIcNtPVE4gtRspbS5zv9SQ+1KIEb3GaYhrDZ7TctR9XDfp32LaquVzG4KHRBht0VCtCaq3XvImhxy02h9oxpK987nzkJzxZXxGtalqHaVSKfgzCafhUCjPiukaxlTKs7Joi1V0yoqJRrzWUF91724LmQzGZcdlmSV1o7VpMDmgL7ggO5bcyT97VZFFBKIHhdso4k/IY8Ig6vZKZMd2UluQodlGN7HCx0RihQaKXRB1oS9GvHtt++4WRwWdK9vCvkdX6uc16+rXa8NKtvrrsr2uqsGpS6qG0fU12ub9r2uovaaI4vDrqHDh8vhapN9eVXZ7RadEgp+q8E3qL6aqJcsepzYoyeEsiS219dCStoHOkCv0qTRzD3FlFLjhBLkf26j0j/rryKaKqtC1VuTFP+eGvqxc0ZSf5qf/2mPeJc8OkUxxdss+q5gTx3rjHZVy6Tt5XOq73elVeL3OppbZoA2PW2ojMOXK9Ps1mLoDLkPnaPRm9vrp14F5HS4s3Icbqe9R4tryuohyvDnMRHSQRPLPRHTxiYL19GuotUO2YjTtMD+KrGzpMEwXi8p5o0Q+9/Cnx7uLlrsVO2fB0sP0PPb6fRlw43yvtrvXwsiMiTvo4WOvdVF2YQuyKQJR+7CHiSrPUaDNVTjhHaoiL5SE7lF7VWjtQ41+f2IttT+330TyRrNYrp6s0dfuBzQ1IajNaNXf80N8lH5BIt2C60WSq1SesMOmkr3VTgxNcobgbPI960kbm8fVZTm0WEdz2cgYGEBxt8nUISbTcfz+UkYuv3zTdCNMk6KtxosZoQvelzIUPO/EY44nBWGj8Lw0dUaTgpJZ66L8LBqba2SmtDtN7nGmienTBzmd5VSNfWHUIIMfmid0EaZPe23Knn8uCb07as4my3pObEl0OIemTX24ReyOMI1YOxYhZJKo5ip0czQdEZqNT0V5uWtha8ryxh+EpT76lUdaJZFNwPz6vHeLB9s9LPKqfpaK5PgIOtbbZVNJH6e48YNxTo7KwEnRXZ2Vd1oF1XU12qujkJnZJFdgzRa0XL9V5v/eJmEgB4yO+b/tEdstNHOpvKp2ZpQj9ZZphNwBXLus5Mx6BWZF2flbJ4A7DMjqeg4TL7Pe/Cg7WbSREbi+mdhig1+zencabBbLdxKYWXrpLo8aFaG7AfCadw3mvnNVsCTNBCeGFVgAeofIqH+SbbPKUmBGjfA0gtSt4D9Zc21b4qTA3wiOP1jP9Y0asGyNsMJePCKZk7b+Wj+sr8pyzEUGlmBsomf3Un83Gj+LcDqjSPoIOEJKbjuKE03+wpOHFrDxgZVWNPUwpovylJn2/9+VjDbOUFR4l1tVB42h11rvuHolN/w8w9hvJOogtlJZSE86TsOUvIZPm+R+8XjTjBdKE9Xcr73hH10XjSUlBGxhOCNNcEkm3FYwSMmgdktc/Ass2mjrTly4B5jx+YwirZnsKHH8H6c7P5wJp7YHCF4WULIcM6O1ws4lyM1Pb+uQO9ZHQmdsIGKzgD+hOHGQmAEmdlJG0xfePOGSj9F2ESq7yrDusaN6TdpEs4JhsbiQVMvnq4L5PPpKxnl9jOt/ljBw/jd7KySksqFR3J5tg3L53fZ/P1ljpXwxCNsP+4cxItwEmw27OH+ZH1+jbTPHhATZhyeoaTEgYWRwd/T9ckqwuO9SMlk6vGYBbwZJcGYVOQ/8DCjP1N79cJhs+A6P5469buTZXkmYj7rQ5V7kWyiPj/xA25Jm5d/VmyYaMxcmACxvy0fE2eEcl1DByzlFGzx0fUyzpro/KVmWbooDptyDuqnljN7aZLHb+rmt1r9x1h1rVBtNZhTWbZDnWU50kUc7aq07eZpePGWmlqgt76+nF22OKs430S03SZmjRSrhyRHZRS7qvxdV+jwuDIqNu623J+2E1/ZRcWz76qnB74QhW+oZa5bil7SSglxThriGKYPI/8/fngnrnz99HbKVIP3CBQy5veV4uoEWa+MEfcWq/qSfVrY7t9bRx8Qqm7WI5o5oaWG2S2yydgX36TCXCE3eaiPLBptPnGYs5tmqOx7dT4si7LrrwijnNdnKsFi1Sqaym5FtyoZNdIB2lgvQLMb5JIDTKJSC3rs665zOVKbz1zQ9RooMlUiguWNuopZLZ/mQ3YLik1XS8eiXZRJyCpnGRh7I5VXEeV4/qvSnAhPfOV1QmPk++I77ahRQ/FOxvL6kBx6TRodKF9BrX/fpJKO4ypw4YJ+6vGJak6uK452kdOVOrLFLhQOu5zi41Xr93aa+2ku2TugZQ70o4bKYt8qj4gIrWraVJFOXtpUs5PWvGyuTaqn21fz6Nv8KzS87Hz1exqghrJqrVCo0CChNEmwe4tQF1kTdmnU11+bJDw4Kdwrhc4sr6R4+z9XRT902oUmqaaO/tcVESDKA0ILPmGPrTKHIqvzfYHO/Jq5M1YcDN98iI24UdJpE4Wyn+bR/QaE3h+L7EVIsIGsFrBAaJcDTPnZmTv9XvBD+lCa2QZDzgdkbDGODN43IFXi7O8ZA31WcXlfWfYOrEnTMXtJ9aoAWBeD/3vbXecE6LKeK8NiofwZnJwNB47XvSH/asYC48C/hcGevm2EuQJMASoTA8yB9JVxRD+n4IMiLO9RnPaLP3AzXgMvCOMut9yDCfIPeuevAXjh2es4B3oW4IlVfIWZKR+TngUUp2fCDHKfmUCxU19T/JTIuXs1RN5lDc1pQhEsGBxKOLAEMQOR7r0a3M8sfvxpOAWz7MPiAL8bhrsUoMKxYIrfeMnDYhZsdmEReEfEsaBeToosbsyiT3LCQw/cwgy1osOWTDeR6h743oHjRX25XK0W2a1iIzCEeAbwDT405DD5uOtVnYgsl4BTOCVkoOgZPxa3O0iNXbsM6VIB8DnxnJHn0tBszSoulsuM7UgcVZd9z+gWadlZ3hvyPsSeswUJLm3BYsXu5MSV2q1Y2iqAJyf98blagFlsRNaNRHl6srZJEzzsEVh32hkfNJhf7/9Iv7XzeHojC3tbpudgWhvDcVAMY7bpTwBF2IJRxTqQifLIqS3DhhVi1DeduVs8C17Twyna/AA2q53/L8UC1OAqfxPhCvwPZI3FbuVRegv1/0zNuDyt0PMUVH11kc/u7caBlYxB0cSle8Cktiuo98MDDnyWi5bfT2CTXyhOskOCFQTRbjZqnnxEt97hLO78K8++6kydoaVYNmo/+SMfGAEEg6LJ+RCK3WRMh17kbnmKQC8PaJwbem+BOFuypFiACmcoEnSfc2PbEXo/NRG9clN6QA4Mr/cHWJr/psRhjOlvh6umwoCylgH7AdgBHrchZ3c8bHlIE+b1l/vYWcsaDrGUE8xgN1/n3sIfbZait8TbBSuNDtbHHpGHaTjxEzbWk4kGbGTc5VOM+qIjJ0pZOVUSTpW0MuWnCoCVV/iSHW+mYkJny2PskRexkP49dTzO9Wt++e4pVbf4M2B8Q2JsXsQkGg1TBSfwR60cxEcbc7+AmHR2LIKcD8PYPSkH81u3Js7mgsczCMrhit1qNUDxMENgnDU2mIsdj+JjcVAQw+z+iGXUohNOrMThXpEYv3FgP0apGY85WuoL6mw7AECUL0ROBK+SYXQsDCWPn2Zw+fnMqN2TebV8iMwaBrkagvdKsHUkaathsfAoc11a7M9DhD0VfZ3m8ZSZGA4csDs5JdVzEGNwHpkK20ZPTs7yZF/v0Vh5QSEgAFfmvuzGwDWzyeD4kerUZwQpqc9PWAiigftnDB2Zk4OnSmJvxz/Enn28WICUPHqbsvgv5aOPqTM9HylvZQCLyFl2NSVfXmHU45F85juTKfTGN9hOq66lWd9lLKd/ak+6XV3Ime0yzSamo/b5J7CrJNxPCxFueMbGM+/ba4wua2etfRMvBi+i0dJO7Mj/PtWEBYo4GBM+hMA53Um3/FNSptkAkVnh90aG9/RNifNiXbmlLPG7RlTRlETNyEBormcY0Fo8/6acxEDJ3pR4DGnDmrcvcloPkffgxvsksSKSY5zmHvvwYC9puEVBPB/5M7/8Vl74vXjn6rIXs3D0RgwDGE82FvE96znnKErjddB1LtjemoADniWQ8V4MRD7kF8bRAxPrbk2s72CycJJ+79UnDCzTeZr3KhO+OsqP336P361kX+TgRRf4vXqhpKt9HsKnhx9wqGQeMvk/4uEgXzI+nMSn93NT/Oh8dtWokXStReASAeW/2suzYVlYhPEWFgF+w4uv+IrsoQfIsnoiVUZUZObAUbjYE/dVFoj4FdwrmV8vhBVBCzPgGp7A86IPsGdNBxmHgFcLzN7yr2VtkyYAuMS5YZC4YEkQZ62VOZW7DACpT0VTp/Qayq5bRv+OrbBa/+AVh1hhb8knm46woV0vPNbZyPIkns/YjQdTeJLomtkC2BnBQFbwD7b8Hy13ycJqmnKVPGTAJAf8u/JRP+KjSpcIywVEh3KteCCHnrvx6aZniBjqOP/J3vga9AldyPon2ZndJIRaIeVwTCrH85L72JA7LxxObwTxs23MaZCPak/rMKJ7eVybHCDa5xdeep4jIPo49ec7M9/WA3vDo8YQU34NSzcVo2z0TvKN9eCm9w3COodDmnhYXgWa7Dc4VSDSLRZFOpHw2oViHbaz8Yc/MZvwf1/eZlGxwwcyEN4Bx0qup3dnWc3jNN6Vgxgt4DIeHMKHW5QnwS2W2NQvyFfjJD5dN7CkfBkmX0vJiKFvnhCKzb6W7stTMS5XBepsLU7rZWaAV9vz1zoVuelHhT0nWdalONfIw0pa4MvKxFUaAqlNZTb+PbLWEsym+o/4fGZhipw3hL6pwmOpdfwRMc5W3OIdxLtDeDobRQoWYKfnbk7jAR6/8JRW5OE3No7oyMOMGek61zi6vZ6DJSqch6cbkem2mJE9mN10JYJNXP+zDrnHpCD7wat0Zyj5OQ7AuG/K4lahGHvLV8X3eTCxuHH6dgXK7X7E4gV1OF2jHjHpq/O3Q1KizKHj/NxnOJ3nz6PkyZPYjnoS6uNNrvkvSL8rjIsJNanPPM73rcDWpUUICGzFfWJowGb23GjDgn7DSHcpmnhfB6k2HuWp888cx7CqTseQUMcAnkQSyf/3xfAoZfny0SymHv6avC2vffTajwrihcImdi6PWxhBNbYSN60qAfaLOIXH8Sx/MP73c5DDeo2yc+pybUAHNu1aS5Fdk7ka0pHcc1JTee11Zg+zIM9YbAkOvPee5juvlqSa3Qin7I+pWfg1K1rGs6TsZVQt2UqY/YQrY48t4iRNuLNpBl4lr4PTeHBLATEJEG6D1EYQ3YJ8eDC1JmNrBZK68VXau58iBsMDlsxAmQkDMP5A3sK/KdG8S4FryhWgPCGpRbcRW8l3fD2rwr7nOelw4ISTk50U4yexsNsGrFaBkwPRkXWNXemwMJIctzoB6zlQyQl53mZ39UAKXeCvCVoTizjEQcKxntuJxaUekbhyixwUw6RtuQrEM5OXOMhALbzZwV9JIO08znCEpW0qUOjCBawSsliY/2kuZLFQ68RjXrm6M7Z+MdI53aa2wjljKYcI5ypWbOTEueR1rh1Mns8dzhCZMZ4M1xYQtLIRr795zZzbPVm6vg++h2PIcvA12blAdi4itxqc//w1U75YwqNMmai+czfL67XiLvk5kXoX81fmZU/Nb8DyMZ40sEiM6zqEP+9/ydOgPDyv78/X49sxR9N4nT8Vaa33qbdlIf48JDQkDSXuzyYvIbgD87iO3c3Kq0Ie7F2aA3fP50TZxrAVg6DqhmH2s2NiQG9jeHs/wajuH6/Z35dWLGeda3OK+J7+n9d+XBBJpOuxwItsYuhEFzrVs+AW7ULCNT/SOMJw9omjud8aQiIeE1nqDMX6TMfHqTh5Vj/Bkfkh5LgHQILNSkjBUDb/UYNHjqYUGN2CNMULMMo5LUHheaFs8hB6Xuw1wcWf4//gMU1e+dPhcSj1Y6rxINcKGOwHzyONFQGI9oRNi06SNXV1Bl93pxk7eUg65jKWBHpjzDDBfGh9+/clFPwiwW4lKk0p5nc/SM5Jdwgp7MXVrNGc+3EL7rnXI5vjLcDTKq7k78SGuiNpfHYN/jfy4hfTGbuTP0XP/f2cG8dtHnGUDeTHuq4LTlNek+DsyTS+pCMLWM8TugDncLALKMZlAuEDgghwhom9viH9xQv0/eMgLgkOJk8+woiORal+6gkPArw4XMiP5svP0KxwHIMq5iSBHMASLrKTsLjf6PvoTNLdbNEmi5TPQwfZfrrB+qWfUzIsGLcHZkZ5nc+d2565uZ/Kn6H9BnL4k0K8ivXh12++pcXKlVzN4kWnkdkIz9WRmwUL/E8hdI2J4fsRv2C558YrWwBt886jjt9sLo+6wSQ68w0TWP/Ij8d/FmXjoPuUi9hMqgclKZZgxdnmoBbz6Z6pLEdG7ScOH+Kws5XCjCWCtlyhLnCHHEwnFZkBGw+oRBDnKMpS2jCcH/Hkn0IXTUnAiSn0pr3fPPLV+N85ZD66+hbEJJYpmfh7bK6rrLQ1JhZXgmLSEx2XggSLE23X3+RIm7osalAP/5npyLkolFMD1rFr4A1qr6+cdL8bmdPwqHAEs3+8QKWyL/h0y++sXRnNwo0rqXzfjwxB5mXDPV2Y3iIfaSsK65Cx3Glcm6q1z9Ht+yhsjy8lCSEATsIp+y3aLx1N4I3pbPymLRP6/UbGlacwQgiGkDjkn7bhx4vzMcgYiFx9+bNCVtwn7eTc8W/Zs7Irr/LP4bHt7eXNBdQa1xhvnqRqSZbDU0kRtJf8xwfww8/vG5OEgzjiWcg15rGQ3YykImH4Yot2kHX1FYh/zLPQEBbQkVzAQcwuyR1oyOOPGgPiPbxY3Pc3gvxNchWv+Dhqn3yARSLL0wgqnH/OmcA0PN6RwOTYFgSyHLQBW0xVWkx8Sp9Jk5Pu5ZRgMgsD+KS7RP1Lc/F5EIZHqjBaTvyNG3unEnhiBD9tH8Ga6jV5EZuGYcOG8fWYMYQ7h9J0XkHONO3JzULVwOL/oeomNomocPAg47p+Q9ZfYlgeNxCLK1RPNwx/btAdyMJTErARmr4IVwsUJjYFpOMOwRPT4hrqhZfAJzqMZY7WNCYIGwkYz94hlrKY/bhRkBKEsYPPOUF9DnKS5qwDHhFARu4ym65E48YZinKCku9Y1t8usbgQjRsXKMiYFb+wKbYBJTj1j1bU/0m53xhDKrwFiE/1gj9yV6Dhqd2kIJwuzGVg0Dhc0ryiVtWp7LnYnLKpH7Fz02p8dn/CoPEbmFEgMOlej1OmpF3D7gw/GErrUlv5eUMD7tVdRrHzDSl6ysbrIr48CjBJHjdXDCQmSyRPfA5QeudDvP/0ZcHz0iQ49vxFlyt3PI7wdVWJjTrHQ59iPJ57lZIVx3PzHzTAvy9nMcGtMdwu3YaL/juJsI6mBsIrsZ3icMOkkhlKsTN5WNkCMjwqipOj6N/eVVxgBxvYTkXigViSA6iDCzvjFLUfokqieF/22svznZPBVP4OPCEvhXlAaiKxk5wj693yNaeLn+V1qlQEPH+OWxhUOv6cK1l8KHA3hDYnUtCvcwp2bi3Mt5292dk4P7YEH5oMOUjjJ0OTaAUFvMxpKBd9HkK6c+DNJfwDH9F00TTyVj/JfguM5EeW04ryPe5R+tIfZPZdzqpPfRg8qSv3sgwBi887tXOOi6Puli0cLl+el35+AJQ9dJQfmkzk5Mu6nCM/L4t70bn9T2xIEcmYxLpcoBDuREPkfUqdvIzDJuLdwWG3cm5TBRwJNtZ9/wWb9ubnZd4U/MoQviY18CcX+ZTOPMAJF4xx6CataMlIrjOHYhxgGzUByE0NdnGJAqTmFVfJ+0HH/i98x/JLHfC4Zsd/STwu9e5z2LU8CDJuC+F1PndqZ/5w//+j3BetgQ3ADfdoDvS6RLduMygef57LBZyZ0tST78a8oOCpEPqkq0xf72DuRrQgRS8f0oekwz9/CMQ7QYITuMfhvKUEBXfMYtKaX7H4vaTTldxk2XeBR4GHiM/gi8HOW5DFwq7ilbC5NaTkhducaX+esDyCi52hfhDc2AluseAkDhYNZHS63+FKcXLOnsaZuqd5QFpy0I1bjP0nr/gvyxawfgP+LqwkG3sYRyAJRONNPipCcF/cYqqR6YGVpW0g672P3SuCB8xhHVm5RhUSSGYZF+JppRvs+2MXUdFucHMn2KOJLVKXCCd3nhNNOmAP8WxHfIdhZa+L4dJ+t9wDNjKpb19m9OwJGAORs93M7x3+WM76gjU5VNCNNRsvMLn5ADIkaRTvFs8X4PHKUPE7JTij1G50WvwTGarfAcALGxbcSX0xiph8DqqcXkbvUbm5m+sHcCsOb2feffOuFgvR7u5YJNI/esTg78bjOJOKP6p8yeGO6Yi1BPC6oAev6c1w615eEMZmGtOfOaRdHkMdlyNMHnuA1IkpL8qxhbGdpmPzjcfZNY5ultmMYBC3KUIprnGCxiQACfi9VYv9LMYKLGAg8DMtqAE4cZ1MdGUDDQnBJ3FV/Wtp9nADl9o3JtWFKC4NSssjt/ycoRjT9CUtfjpNcCofam/54Ff/mSDmwpj3l1pEtyaruTCzGj2PHiNVNQvXszhR1WkXYaEp0a8L+dz+ipZ5a/AwIRNTaxXG45oznEwLz3yhyX4iBm5kZEBOnr+I4dAnmxnje4qQHA7mVHUi/v9H21uHVbVu79+fuZJupKREVOzE7u7uju22u7vddm672213d2Kg2KgISkl3r7We94+JYO9zzvf3Di70Yq2ZT464xz3USghxh/RcwtiYu9gdTiTYM4zbZlWhYSV4eBtuhsPqQTB1BxRIBOB8lYJ0fB2PvlQgRYSW5/xNPD5UkZZy/5fKxL9LP+Qd5tk3nz4B9kBCJVKVmYRZ1eIeruzU9afrxmoM3KjE53Vu9sq/xoKfs4ciBGMDSHkxxypcIKBWHFe2tCTLZAhE7gCRDube3FE24CBt+cQ+WgLVeY8HsubygC+1lKsAb8hXyVUgWXOuaXlW9m3MoL2XMc7Wk2imIdZCi2VaNrZJmXS5GkStt6E/lIH5IhJgkgAWEZDsBFnmPtgNrEvBeqtIF8Y8wBdb4nhGaYxMMgivY8Wmwm0JLvVHbpXdnytqOpWKi40aMfTvvxkyeidHnIfy+B9ntlfswHqlPVN5DUjcpyyrKcEpQjFQGAOmhLZW03H+eTKUGXk97UIQpbhH1R3nKNH4PpLKQDDOxGBPAaJ/8Xb9kAMx8zDBmmTyw9Y+vKEogRygNdeQcnfK3O+FvDNPP7Ia97aveNa+NGWb3mCVajA3yaCidBObW/48EUv5Fe3+fzQRvxAftAWGm8eSVSgMn3tv8L1Rn5vdbhPkaYrjGxUFrxRFpUrE1SmGB/uW4e+UjKh/k5JxK4gu/4poINlCjX7Ke7YNGo82vCpjYsJpXQ9yTLtBsAKyvw49CD73fEyURVd6KVMYYNqXlg59qHj7KWU+G1jreYfstBIALOpVhqOKQvCpDLNWKzB5koLzxkc4ecN9POCrFJ6fSrYJhDqBl1z5VYOczjMeucb9sx9O+AtUC0lWVKILBzCkmTNzshFD1v0nk+9rqYot7wgmHoD4kmHcXKTilt5AfPlOZFnYQmoYODUGW3tQl0aozIjEkxkomIyBEcglPwci86DJwywIcCB/IiYCu1HnjOa1mxnZKgVG2XreuFuSZqyi3uNI2jyWCHUvismD0F8+bZYpCCWk2YLCAJ9LvAWTcFQ5Vsx68RfpA4oQ20OFyXZLvMre4e5aJ05W+A17Wa6UePmSNX1G8fh1a7bo52Cz5yk+le9jShIvWYM8Ch+TTW+OEYNczvUp8JlsYyfWDxrAveI6/t6zBe8bAk26jhqc5PiYQTyuXpc2czfiXvAjHyhEOtHI5Cjfu0gUyNCOkzjgRv2vjpDVYHfsOc5ZZG+rEHA+oC0rEsbiPS4VTZY56qufGVBgPgFE0Ak7uvOJCdIFbqvgMVOQ/bI/yn8VKtECnYDIfo9ZLw1iQsAFMh4VZ0H/kthrP/Png1s8n/acnPZ9mFXIEWPnEZT6YznbtxzHKT0ub3m5cK0e85/1ZugHU/oumYrfo9bwzhkSM0D3XaUn4yyUp4yYs2gqOUOdqDW0Ks4pUez85zjZ4Z7wtiAAWRolL/p+5MULL3bblaRjyTA2e/dCTyu+ZXj5ToQEe3vCu3oQWPKbd3VBRt38XMLBUgHmhUnQ2TNzshEj1vxsEgogB0E2ORjIUv94xe5o6SotoXiRLVzZ+Zk4z7e8LeZCbLIfKE3AqiC43gST2aA2B2AJ40nGgvfIAPUEIII2XESbW2ozFpjItyD47bz3htIxDhhlyw/a69x7DjYoBEA5/0ecqKBCypbINIcUB/JKeic5yVWFs8xk3hvzKPl7u/eZmMyM4+WfFfjcsTI8McF2nAqrdym0ufUGq6ASv257ZNtw9vQZjGm/gydPW/PKpgJvWrpxrGBz/LjOAQyE44IcjNoIfERO3H0AnEZebJLILPiaoLrjcXiuQZPr4DQnAVVGNr02LcTMPpHBug08pgK3KQi/1JJmAKsxxRdvFFylNkNxYwgSNfCgE2BNNe5TmWH6vznSZjQuzdSkv7LmfTdbVtgPpxfjeMAUIinMX8hcSKu+jJlfyH81ETXItfsKFL3FqkId2MRAPCcORL+8NwYV+LxJx3xgJx5ndOVGyeZULlIT3pZndeH+WE7sAcm5teZLBHNwVDzragsO1Y0g9V41SPooZ2LElgfpq4063hJdfAwTTCtTet1d0jw/cmpCZequGITrugZQ/n7+sZLAocIRmt/QUnTaCkJT3Dl1aBWqtN+4j1PtoNFVKHIJmuanFqcgd3Vf5IH+o+ggF3tR9xp03/uzYxL4xGMesYE7rGMSj2i6ZQiBRb4dBGZAKc8X/H3kHskF3CHlA6iMoXA1MN4GxjWQk2v/+ur5zJkZvAuvGDvaIZcmb8slnpPN+7yFR5l7ztce2nFMnTeHrW3L5n2ybLUcdHfOSKHZ0xCyLCDBDUxj5TJtSS6yo9oyHCyiwCoMbIKhyEVwfCkfV3BHODU/XEJCj7vTOfRLN9E9aSU1AtaD8OdnUvfqVbb164fvgmD8gtvw9i9nqj/bgWr/B7LdJHpQGh0dEQ9NQFwAriHnxDTPvcIrYDEmFOIlA+hWoD0b+ozJu74TIVilx/L4cD3mV9rOlJ3rKEogcq7Nr7J07IHBXOIPRjOVDpiyjqpspCR1uc9kyjOGpxiTwXppMMFjzbkd+on9oaUJGW9GMSkQ6MUtAtFxFTAjDZ9cfrpKv7jnv0zE+J98VhHwtosjo+09RimX0TbtIo8/NeZuYj3acByXqhfYrWpIIZOHxExYxeXtK/GbpaGN52aMXzvI1BeaHFCrwTcCJ/EZowY34Hll0PTBUl0Q25Q0kPIN4o7qA5SMCWNw4z+Z3G4xixZGUPZOCMqhG+FqdUiQcZ8KA2wYHYf+SjRrek5jZ9+pWN6IR0i/0RXNY8A+HNRZ/KxAsj9wGUu+tm08ATkoEws5sVwudZVw56/voQfCCWE16whlI77spCrJCAKdczjd4msMD4AbVh97kGnmDvoEKPwnuN4B9VCQtgLDMUk7jktYBVzCwO7lTYQ+h2i/lvT/4EMOcpR0BwOZx2kymZ973S3IqFmrr+71gBzNdVrdCiVTLWMzzTLktjaNg96HP7CnsxsZNjKJcJodaFNkddQkQSYXjrJ2INHGjltGbfKazIM39GEe1TnD2IjlbB25iyWTC1Dz2gO678lNABICq4QErOPj6bpvH6vaTyRubwVOGgagE2ruStWYYT2TgSYbiVHas2jrWvZ2ms+nj4WB5mhYjwl1kfEvT5Fh+pMRGMjElv7KTHb36U1AaRm+pyYHRbyB3QMnUX/4P8xpMIYpLMBI5un7jejJ4TRrMSaJ54A5Sg7TjhKcQEUaWgrxgX3K5tQd/gdpduPJsguju3qZzDBAAvK25QKsJJt+GNgJtPz1LX+Xv+ErEIsMiMUGRHzux/4C4W5A8LGCqOV6UHxyMhcWinjhwQeRg1KMViwRrB8lumSvFcF6c+F0f6/wvtxUVL9ZX7Bog6CBn+DvJcLhVA8xdE5Fca+SRhR70Edw8p3oNbeN2FiuudjfxFEQ0D4v5Ulxt59Qvmgsus5qIS5qtwrHu9OElF1PkLFQNFh6Rqg6XZKPu9NPPHAoJqazT7QtvVtYvJsj0Df4r9Oivv9RiWaiwTeJuV/SpSRB1l6B3yAR4BUqdBjECx6ITOaLC/QV4zmZx/b25bfi+NFi6cDdP7R2tjJbuNzsLDAckFOfxBqBuCQwZIsWJ/XiYEchslVCZKsM4nzll4KYe0LSC3HcUPOryhEbBWKFkIn0EXIS7BMhk/fn/6iz1ogpUwaJt64WeYm5X36TTNTianlH8aqpTBj2JQXKAMJQABHzt1KM8PtbjLi7Xpxs1VJ8YVP78qtHyvssQukidnUdJYwyMoRtTIyY8Ndf4m6VKuJe+SrinKKb+LPJUTGfLaI/90Sj5m+E5z+xwlbEiL/EBNFVLBDKtADhfjROoN8nEIuEh5gqKoiHArFb5NNp9ReIu0IpskUH8Y+QDHrh8eGDeFKmjDCAiMVRHB47RCSE24qzy3qIk2mtRHNxSnxJuv757xWB6CUQA4WcTJwjEAahEDmii9gljouWwiAQZwTCSnjI/STMhUKMzk16OiLkpOjs3Pvo8v7/n9KgHtCaidHNuHOqZd5GXg44JIGr4yseFbLlVmJjzhWsRlFXPxLcobbhFi7+3nR/dISsi14U3VQJhdqUO6mjwCgTstWwtxHWa+uAPouFw+3ISDZh2O0npEWZM//vYF5WmE19v3w9XmGASwPu8/eSyyRnPUavOIqkq0DvPSFkOR3GNRe5YFBILBxdkMzyTwio+YIdybs4qwjEjmvInJr/m+g5y2cyvoEhiy//qs3AsR5jRy4m0ro6ewlnLoU5xEASkIPVJiST4xpGdPFo3rUKINRERbbqWxe40qBg6GktJOlk5l6GgWhA971qdvdU0OmQnPml1klYJxtjm2iKUMAiaQ7eebu1DtiKFmtcaI0caTzK9/ZQjmYFD2vX4+9OFdArvvViZmqUrOhaimS9CebRspIgqUGaAq/v+lBnyFOO+bbg70r1uVyvHi9KlCDeU+awCS9HHlGrBFjr47G+lcjailO5WbUOkyctodyL+xjp3tD34Wp272uC+o8gcipncn2PE8EdLxCHGfdR0Jll6E1C+dhWD4rTwBpCKMdjtgOHkAFoz4C/AV/0POMwbghpNpLnVNocP86z0qWxIganHSGsqLmauQmz8NAEM5+peHAPfomWKYLs/qqNDJsIBSQMqDhESyZTlhOUohFKzNgP3AauY2AespLZDln1Vee2hPKr/38uv7cRsz+A9UtOtjxH9FeqWSVgsDqDjD8usDOrL8USP6KOV+P3sQlmihSa7YA9M8qR0NSB4tvCqTDXC6M2taBYEDT2gyVreTP/Gp/NtexZG01Z573Q7C3pva8zerkR3iuek2htBZL8eAaFxCMvN16mNSBS6YJGIVBlJ5JjcMEm1oRxSzoihduAJHGsjgexDR4zeUMqL94O4NyQ5Tit8kaJ+S9e8t8dx8KgwCfe4+cavmQA2wpcrq5mf6NMslERhTt55buVWbxYcIGbm+9xcttJktSF+LvDNSJtk77tCKGk/I3xGKWtp+7VLP4eAuuGwPrBYPXtofi+dqP5TbnOwivK8iSnFZKhBHJ5bHt6YoIzZ1HQEyUL+cJKBjAZqM5nLlX3wEiv/WEiFkjMZPT+F+wpWYZr5Z3kKTwCmAP2XjE4E0oofuhVM1g98jXd9/6F5SclqhywiPxWuzcigxZhO+j/cjmuQWFs6/AHA3bVpuPhpXwub0G6tTFH+rbCrbA/2VaXsfdrjHnQK47zlO2Ba7G/XxvZDtcjQ7M7AJuR2cFXkl8C3ICSxxjRi+bM4RRXcfb4wLxpE/inkScVks+TmaMgpJktt2Z0QP1ciSd+/HoiFkTOvemKihrIGaAAevQc5DUJPCORk7QigZLINqcPMsN8DvmM5d+KOvvXrr/fT8Sxf8DBmhSnMRnYcYz85KIRQKEmB7nTSIOUrKVp2hVqc4OUeilkDH5CeSsrfHnGIlrz552HrC9bB9PCsTKVokKAzpgrDyZy3s2KLkuS2Fl5FillLdlbbyIrJ6fwpNYRELLdZVBI3CjnRJLagh3TIlgfFUu70Np0ObmFt6Ue4GOznArx+TiaBk8/UkQfStCAeljfzGZI0lwqfJvQlCta5NXrX0QycMIyLC/j4VuZCCaBYGXDwn4lqW25DQAHPhHv+wbz+nt4VF9LsEs+5aNOaWDisB+fp+7jYoSWOs3JVsYMWQ+DN4D5d+ak4AXPuI7n9L2o0v1J0htRa8FSBn2cijt3gWvs5zoPaUgnPKiMDnnFluUCyEVcjP8m2daZxT1K871UfhlNvKWWCHsTUr1VMqJDCfbEcpBu2FERGRa/iZclCrD5DzmBzOLzT81sggoVYtvw3kzbOZ29bU/z3rs/XxxIflUqs2JDa8CLuDIhpLpNBW5xM6cMyiwDshvqL3ywxQPoSA6+JCCHo77AFtS0xpZQgjkIGBNFYVqhbbWFD40acraaG0MiZzB+7maCKztgnJ1JXeIBO34nZqQyhnZYE5D7yWvkHbIoZxhDGqYYiEb2hp7IPeYckEA5f3+Uunytxz46mmNt2/7yXr/fDnLU0MCFbPZyC8EIZJq6SYCxBEptOpldb7D0xnD+KLQYs5dZ8MiFGl2S6XWgB++J4YK5wLRMLUbs/kRaeiZkx8DVCtDiLkntnrJa5cWI7QYm7ShDm7YfGNtjJedNgxg21YIN5qXQ1ZdhzA9K2JMxSeLJ6wEc+pSIvuJm1g21p/NLwelBG3hfszzEykHxtR2Ls/VRAF3iV6HrrKHq9O2ocCGArmSxmvygRBbwz2+bAAAJspU/R1PAR5BCwaElaZ/DsLS/R2T/xTwMasSHEXdJMdUACSgMYF6kLUmSFqIDibVMJV2bjUlWPvmoRqfCLsHql4+hJ45ETrCHUkSlFQWhBSSOtzdjjXo5F3nEamS2Uw/OEsFZ7n53jTz/pSKLA73Gc7BLF3KUUh7CBsA4S0+yiRqLtBzMc0qDSseXSGoOappxEx1edEGJSjWaYkMiSDtojmlCfgZNvLUVy/t40vd8CB33HOJJ+V/Uj5ck0swsgSwMRp2Ro6BpJJScknvAYmAxOZxmA1AJa3bjxAO2Ap+BA3ThGi6EY5e7TRQCdpEG2uu0HToCh9fZuN/Yyp815iBaGFAoDfRgD9tQEMI05NyLET88WirmHGADPTnOasoCziiohjnXeEUspzHBlmDCKIC8KwLI9TayNZFYJSYSZ2eHZDDQY+cmNncblOfv/V5+vyP23wr79NgjmA7oUfOKBvkWh2ks+gr3WaicwEXrmiBB68QTDBiURrDRNHp2qMO+fV24dS2INLfqkBErB9py1TLhEYVprDlpigK03p/C20qNMPTYQuk5J7G8VhcGLAWVrD7EWBtz1ag+ZUrpqPDclJvlYgjy8kcnbLCMVZHoNIkv6uC9kgVY+UdBjElD3FYQnVics6d3YH+2BfxALPF/lSzgLZi8I9upBvV21uJsRysCJj6WJ6FFMQp7VqZ0Kahi1Q6sroHWjo9OcXxwifnXq8seiVOEcpSj7GYK9UigAIosJc6XnUGp5X1xB8LmLCIIGA3cRR6Mm5CVt19JgmsUs6dPJMFC+8N3U3c8ZUdzb9KrPiO11AeuC9lP/JgKrGYEu1hJC/Q05S4FfcJY02rSN5aon68vOp0ZMSoTnCIj/+Ut7ZD7JRxrEqiaRwjyDlnl20IBwJ8/GHh2PytPz0DOIJwFOHCaFkxmIYIfo4P6bDXJn2UV+93sshw90IePuONBCJ1JQF6afh1X/IQ7axkGXAfOYERPqtGTNjSlGBeoz0uMqE49rn9zXpCXFwM3bcIlLAwhSazq24QA7c+orGX57UTcUOkRK8YupbhELgRZz0le4Ic85OdKgOdDxIATbPSfQ6axgmgfUOrO4PnpBCa6x9SK3EqXk4GYfHZj4Esr6ifF4FrxYN49bhV3JsytIwdLq/EJfcOfAQfxPv2OR8ZVsHpbDqMjNfPayKzCbSZvGk7B5GA27O1AL0N31nWrQf8Vgq1tdkCCB2QrQZL4p3wZsgqGce1ie5Z2Ho37zFQc/Hfwrwib/0l2gPQItLbolSqEQg3m7mDjA4VLEmW/lCBpMRek0kAPPDMbc2TaGEp+cPntVQWh+BHBTJSsQsNFqmJAAUgUcAnF7qWsLQhJ4tRMBa2RramayJjTF8BoFHjg/g29rix+IO0h2aU8k0c2/OYbCbBIy+FRMTvS7qjw71+Pono5O7MxFzhERw4HdwWDRFaaEUfGDyPoanVe51rR2WhxKhGPhXE9qjwPp8XprXybdv0zMQcmUQnojUDLZiAROyZgjpa3zGMmawnyL4nNo1DkhK8UwI800hjDci5kNWFe6GwyMCIYk1iIOgABAABJREFUD57GlUd7V4mfa23CXVwoke2HyVYJ5+hoQh4UZ0T6JuozFrkm2DF+ZdsZUCIvCEVJ5y3nqEQwSj4wkp0MJgc1L/kWuJBpbMz6wYOJt5F9Fwa7ioR0sP3l2/9WNX2FjKQ5D4Tpu0L2MZKMPpMmc0LJe4tRMrQ9wtvU9gw8vYrZHxYjpFCMRRrNLU+zP7AKhfYqmTT5INGlrtHGryRJp94ybZB8j3SNhumD/fF9VRz/tCYcKX+d4b1v0Gi3RO8TKWz1fUnmkyJQ/i2pxmq6zqtBaWUEG3qU5MjFFphtcORsZga76kRAjhbOV4FWd0g02JCjglbSJoKLPCN8jYFnRUJ+OxT+d4kDdOBYHz5fAWGgfpGKvNZsJYJpMjGiGIlR5iJcwpUc6QSlf2CAl9OgABToySGBAFazh2Zkkd+BBhXYF3+P9tBknhUxBU6C5M1DF2/6U4Uk7rMH+ATMoBAL8MCOFuQw5ruMTCNgKkp9JjWexaBTSHm0igDFQxLpeDWYrc0KMbzrSUxyHX7/0Ind9GTyp9VkOhtzctofXFnZGZC4QVuK4k82WgJvl8DuJaRhToCuOJIhBaH4kecnX7JRYsCUZTxBiYa5ZJFMG+yoijPDGIUOHU+nXQT2IHGVJoAXsJaG7OI4R6K6UGR7DKE9XVEssSUkuAhx5U2pWfgQzhERKBDUunaM0x37cf12exL8X3O9zDtkTG4xZJPF6KdPp+A+7VnOodzycnc4wR1WAWr0QBSOP5yTaG0tO2iE+Necy9/uiAnISP6bL0rAwlJQ+D3cqP3tQQoBxZ+RGuXOo8J2jNCsIDU3xSz7QlWe9Atk/247RhW9yn7Lebx4FMVfLn3z+UwBi0+OzBmSwYqg1zwxDqXsxHmcbt+UmDfl8X2UCCWC5QO1OnoH+rFjwnVmtArl7dqOhFeryvB3Udyxs4fPidAwt8qv52dGzfLhc0kNl2t2xyz1TzQ53rlv9P+HHAUpBFzbYZEM9qefEcUbIBTn8FD6b11AiIeSRxWh9A/A1SQEB7nPeEKpRzRVWcRDttEyLx0q2VNLTCc10TsesubWZP4qEoqON0AkpIcTkZzCZ7rQFRWWyGCwl3yiM3d5zLTvwFUa5HJpe3laVsXo1evZ3fRHjrEpOwN47m1N5GoNYU/k73Wo2Ec3pMppdBt9latrOvHFJHhLOQwoMSOZTg920jttEUcZQrvd7+l+9Lg8IH8pWrp8cOBzzHw28pgUnKiFLX+yFXtK5KqT7YDBwFVskBFJMYAn6YCBNBcNz8Yn8TTaDd/Nj4iqYY7/LBeu1atLpJOcjmdPBGY3E8EAhUhhACtpxTaceQf8GhNroCFnOY2MtUpFVo3L/uZ9ZOl88OC/HgP/MhF3Y0JyhAcZ7Y9AnBFEuMC2fkz+7EDT5qfZOGMYhDuD2WdoeZ7spyV4mlGBW0n1ABgTv4V+4wrSt1gAib7PMbY3w9pay7YlN3BX5tcSTDZTc6imJ4FaOHpeQWC7aSAVpcftCCT316DJd/te9nVhxHxPHFrMZsvxMPYZRSBsLmBVNBDTNuVRRLvCSw8A3hd2YeDKvow7/Bxf/RtU6fuoPHYpbqf+D5NRADt65/1phQyGl4Fwp8HsNskuXhyo7Y6e9djG2rKnhy1b/tDgEC2HIr5fG3OMAnik3og9N3HnLiqiUBJDDrIjx7JgFAUOjefywVG86j6cdItQsvN0Eq0MCfx8lQOZ7bBLcKQ5MnTZQDE60YppZGCC9VfqaTayS2cBSL1IcjBnzcCuJJvInswLlV0ItzfBMiWLWrfiCFDYo++gQhekogd7cSGCDIMJqUmWGPTyVqkzkng23gmDOjdsA2jJxKrefd73tcZrV+K/NKyC6xoLmigzkaFsXvSlErdpyGhWoEKPmpmYsBVwIQ4laRTEk6nUSvwTDKagfIvepC9vi2lZeTabZxMsMGgUJFlaMm/aNFJNZYhlLY5Toe0VZntOYRSZ7OQhNRgIRCCD5S/95PlMSctrwdpAUSCFErygIg9/+VZ7evb8191QfvvfSFOKQXph2UAsHgGaLHCK5OH2vpwv9Zw9zcOh/Ts41RRanODDwouUGnKBnZ4NycAIo2w9PSKv4hdozpyWi2jhmcyjJB/2LnShZtBXMCONjm2NTdlV5TGBcdNoW/I5PUz+YdA6Yy60cKDWOyPM0mWP2CdHM555uGOfqCUz1gHVoj9wvvCILUtTGbBuIe2CL4FPiHxdVSw+CWswuerP3eWu+P5hQvPs64Q2q/CvDfNb6bkb2UtmRCJwPO+Lm5BhA94NwKYDfbZX52g7qHP955f5AnU5UukYx6e+5WndZMAIG7oxhH0UkkypPegIDscnsLn8ZdK4lYt7dUeGEr8D4QtG9pAeRvbbEzz+axbBn1xz75BGDMUxRsMs6jA2dwlQAcOBQYBEI5yijWh28zXKXNW04YNwAgrboBRQ7XkUd0rac8HWg9QUGdLwFm/m6GeQ4GlKuoOKiLrmRK3Tkzhdz9X6dflaogcWYn+vbmxf3Q1S3oH+1/Cy8IKdCGQzpZfcQZM4mGMYmMICErBmNSMYzU62c4LmDMAycTwmi//myJ4R3LnTiCZZF3LbZAZJVm48b9QGg0ZWhYMLFWLDoEH03b6ddGNjtKYZVOt9llu3G5MmynNdeJPNUHzZSQGSgfr/PgaIB1bxipc85j8ZTz9zJeXLbydiCv7gdgPONID2uyCgDExcBKlmsGAqxA4Es7dwvQ4oE6DSa97F2lDD+gKaXHun9tNIwp584uLUS1RrG0bA1jBOjN6Pn2c9HGMsIVyO5YgyQfQ7GEu1jxHMfFaGgS9C0Xr2ovIDC/ofcsLlgzUoZf5T4xRBr406jA+5cWBLQyye3iXd0pw/V8ZifqYOmJvxZd955OzEG3sHAt6Xp84RV0Z1OMxgpcQXtOh/LRK5DAGv+BJVzWte6QTY3ABRALITGLkKat36cQeMI4sgUnjNWubwhNPh3VDGDaPyq2PIGMqlWLIXfZdPuC29yPMKgZSWwAwjYBFwA6/3s6l834RWJyWel5Ko/bQUWV4teepuQuUYr9w7BfOIWUzDnLNc4e/cJ9UjxxMvY4OgKjZWEaR3q0K2kTxwJQFPisr9kmam5IBvMQKrJ2A1Og4iwZHP7DHvRq95SzC6+4pVh9oysO8iLMyTONP8Kwd9TWjd9CSPq1bgk4c7JD2HtLHwS1IPBffiqtEsdAU6kyk8oxSKGAU8McIgFAxiI504RGeCSDfpgh0n6HTzANWa92au8WiK8wcyINwNOR/zq5aXJE63aEGaqSkiS8G1Se05OXAIt//sTLWUFIrixGBAxzR+7LGfiQMwEEEVvgeoWSYmYhfzxSOegQy0eAM/BJO+fvPfSA+QAdrOYWATDcUCwSYB5s+WESXKTaiPNaP6qFB8MtRg9ZGEJ954BguO1XOT3x+YviCK+MziNLbWsVR5FPdzoyi5rjdlzxeF8PwM6W1NS1DF/hKxbRqys+oq2tVLZFgnV7gQi2T8RI4YAxEFTBlUczB3Gym51SaE4qO7MGNaD/bnzCC2WByVtpcAnaxmGSRYMcXAqfPJDK/zGLOCH7BNV4NhDvJWvwB+y8H8K4mCryiiZBHAbdA9h3fr2dU55oc10EAwFznAX7xiBb6EkYPxBwOV1nejYHQpZJVHAThT/0Vxhqcfxp/qlKYupmwHMZ5Sz9w52wzuV4UTbaDkS4lZq8tDynvO1gqi3vNGSLnl0aPQYGA9HWlIEqvogj0CmaHuPfFAO16aqFnvM5hUUxP0CgkJ6HnuHQc7ubFrQFdU6LmirEvoDRf4ByxIwYfXDGIDWwv1wsk2jBGs4Do1uV6nDiHuuUiUENC/VKFMF6iS4ml75DyDV4byO/6guALWXGyTQSEpiJ2swzo+mQqzwtAJFWEvvNg5chLBGYUopGnGhgnb2LLJh8SDkzg4eirhb6r+btMhR61mX7dumOhSaftmAyXcHjBy00QKWHxmIdNwRI3001QHkNX57y/uQD7qJl/MUlOxTohGXqjnInPC2SOncP1cfjsRxx7oDKeb/+TlOsnws8KTWPKsAee911DQPQTs3xFfOJGPI4tSwCQs7+hyCUH0OH6C469UvHNdRd0ODTBOu0bxm3Foz+XyuEgS92qnYhFxmGMZStI8/bl2NJjd4yw5uDqcN+W1VLhXE4U+N1bYJ4GRjVuR/bA264SC/d6LOH86BHufUNTl9XK+Tu51bxg1ovzao6geD+eq724Ubk0x+1gQKIOMW/w3NP5/I8GgOAEYuO66jfzGu00Ud7nMAW7i+cNZf01exKmWn7/5zPelJ4VvFuYl57kWdIo6B7rQ5YDEidZQ5DtCngIJ5ngEZYGkYnzj6gjpS25lNvAHE9AyhGxe/5TztQ+ZRmE0P7SB1+6y+ukck84tDzc2tGnA6H0RvG4ez0ffLFkrytSSgjmnc/G752lEY7oDz3lZsiRnmjeX3zoUAhtVYZTrUQZ5+lF7YiEi78zidwtfsqUl/nUaEaKaSRvOEVY0lWt7H7NCakivfSd4l1SU4WItLiQBnYjiCWdb1GTNtC4kWz7ndzNRr1Kxr1s3wp2dKch7+naay0f/ojw40IB94b3pRAhxnOfnO+JZ5JqK/ybPCC/4nndFtgDLkcMsj4BkKt93+OVZv52IaTkFwOJnNIR7QTSlhE0O7atfxYx0rAGsP0Kfw8QUEBz5Q0dGridYhR6bGHNmjTuPrfdh4ptd5dA4b4zSsjBrcQGSTUBAmLMJ3ZZUJW7IGnzMnrDL5SCJi5fjqCpFN78y1A0IkjnfAYxyQGFgXMQOXrdaz6Xmg7C5lcnbGpYUijlAgXib/LxGtxhiq0awvlcrzJIPMLjLNf5ymI4Jtsir1v/LiQio9kKB6rx3iWRn8xG8U4xnJaGsJZRD1Mvjpcm0VZFaUMOr9fE863ubjX9+OwCUBhixGmbPMONEa1MOdIX9P+HAEQicQ+yofTMACviQZmSFBR2oh2y/upCIEVUQbCYOFTLH69cSANJh3OIEd8u6opdAZRDYxaWxcfQ82t4Kos3bl7yvoEa/I5t7cxtjQQrtOEY2asrxlBPMB31Z2ice48KwxqSYy9jeWuknGN10HAUaP+LFCVviu+mp9OBn+aHp8IUmWdEWnaQkgb7AJnRmpmRIZ7m2YCyFdkzD2iQee0ZhwUZgAjrTJLJsLyGcLPLwyb+SB5Urc6W+bAOmzrRif9sxbOk6m50jJ6HSqfkVw7gcmbX6zZVTkcvbjkRLEiZE577THCwT97F49FzKXN75y7Ml8RuXspTgLrDO5Y8R5C8UAhAKqg/czO0t/QEIxoLCogyGlLeY7h7Nol7z8OqYSpML8inpKg1u80djXNuZHccy6eqiJ+5zOQoXu4vhYUned7ksUyPmwKa2cZhVfI1pzUpESk58OOtNtTt3+FQ+g5FHX6GLlKnWG98L49Doe0zmBJloeTLHkbG3urEqeRwF/ozndNl3kC2rGtpsHXPmfUYT1ISRb8YgVIJ+Ygs7kUDq95sG/l/EDMRhCEtDG3yK420jOBI/O68BBZBcWMuVwy9IKPGJNsoNHJNKUiTwAMfbWODzFSm0QM6SV/yymwQGbjMdPWGWSvZ/iiMnNom6ni4skzpxlQSqAHuR2EQVWtKTFPy5wx0yyUTO0ADQIBm20nN7Kr3Xz6Xe4wiyVQrOVS1Iq1ufuF3GgTmDynBs+kVMakgojsnsOguZzAzmYPouB++dsdRMv0P6siS8x79j7LJlSLbAR6hqLGEsNaYAvflHdEIovp8wX5wZXz6/CrSlJHNJogyh5AAd6Uoi24B0FKymDmtoQDxngQHIYRknoM5ve8clLIxgT09UOh3ZaJnMMT4NtKLSuuNMUi76fdf+8Mwg50f2Qfb2jsKLxpiJIwRQkaandGQZEnhWvBBxhethUCh/aoD+fvk42Cr3fkNgx4zcwz0gzRKG7YQPHnmHGpOOq/QGVNmkF81kXt07xNzunPeoWn0OQ4JOk2lqg0ekRJGqB+lsP5slRzZT1WuLnOuETFx7or8S88ttCNpogmFeGeKzJY6q+qMKdMXzcb5ad7uMAzvbF6SG7WaCDiyk86AmzPy7E4Gz/uHB80TMn+WPXqNsA9VvZRLyqRjXprejx/3DfB5dAVUeM4cLvwrm/veSCtIOsPFBr1SgcXlLsVySQ41JBorqL7h89BrxZYYgVFM5JoUCxXlb1Jhn32GwJX41CXXAAyJ4zjGuyDudwQhoCc7NuJbmSbChHPeRC2ZfQqDnHcc5xwtiyMYFmZHnyxDIQSies6tXN7Z1qEa6VolGZ6D1rU9yvZ+AKCq8jCfBxBhFL/mBLtOANxRjMgux/JyOy+VkrjjXxk76xIrRXYguUAC9TkncJ0f6KBryMXQBQX6lsH2cDvoo+KoGZO6bfvV3ZeAuoRQljiLI3LQdeM4hdBhjhoEhXGUDh5BJJRMpxDC+FA3/nWQaGfHJzS03MUmPO2/ob7UeNz5hwpcBkcDPU+O/lo/AEuS07FnIDIRtiE10w/JmY7pvCOBpiUJcbd6N2CINEYr/NQ1qUG6xFek+9N2AXNBqLIQ7QKgljFyVd2gBdPQlBkwSENVscPxcmAId3cnWyguAUghKbfIh9u4tVh/SUX5Qa/b3K8/IoRXJzFCiuFxR9qxIEFBFiWWJN5T1eEP/eefoeXcQb7a9Y/uscgyaZAkRMtIkzUTNuJG+rOtsR5ObqQw3DsX9diGaPzai7WovCmqeodLJDhUBeBsJ6HYUt78CqfZHEI6lZ2PQ7MlthgLAj5jL/10OgCYGnU0RlvcpgtIyjjtrl+C3cw73bw0godQY5IFoDEwB0YNy/moq/pyU9CsRRJLEboLYzSmWE8o5mhJf0oyHKy+jN9olH/ZqKcuzh2KFkkC+UC3H4oUVJTiRyw/+DNmR8GUSOILalL29B/LaIz9bJFslD5OG7z5wpGohxBh4NLUe9XRX2UVvpjOXnJrZnLxfgtfj7FhEa2KdrrJlwACyUzUkLrfj8YJBlGmlwqOPjgkj1tB19zrIG/Q/E1M0WQ5kZC0nHQG0BjYzmrOYkYEGsBJqHgT2ocA9O8oxj43Yo2Qg/Esx0Tg7O1aNHIlBklChYyRj8NrxnM4ZBynJi9yjkvjRJnyFTKDyZWXcjDz5UgAf3D62Yc3QNYybO5lCz69xcMA0Ij3LgsoMDNlowq//8pn+nbPGzxfEE2RjdR6QDGf7QodT0OJc3mEXIa96jtJ4EsbPCxK1YTn9dhYl0VLWu10JxSlbxcYdidS2aoK3NoP0XfNxulUB6V4JiLEC4KOTOQcbhXGxvR9h3fdTTaljVI8FGJeNIkA9CRLycwuFBB0irlNtgwmT3Y9R+Wwg0s5m6PVO1BrXnQbP5RUyxVRN0YPeRFZy5rqiHW33bqBKv2NU0tgjQ6Wf/KTh/4+iTgKTYC7Wq8G7CRUwGXiKxx2u8TxPOWmMjH2dTXn/spxoDV4/J8jJlWQEB3jCcm6SyE1aEGtWAJMuEUSdOIRFv1kYNDtAqwenhvilFsCHLt/gTFthzES+YIevA9sAb2QP8ETgKjjUZuzE1nnnTBzmS45Soua1BCJtTYhJNKJUibsocomeAyhDJkbYPUylr34HM+hALYUPs2fO5EKLRnjtfkHdGbexDUjDIigLpaTDYb832pifYS/9AEGBqCiWdlxE1z1t+Bqo/wBf7lGFVEyZ+HIV/nMbE1vehJe0YfCDK+gNgXxb1+vnsmngQHb06ZP3d5GYpyjmC5YxFnmiecAPTrXCfKk4IktpoCiaLFc6HDrEsEUnuVPSkkVTZ7Nj8CTcXt+m+Y7JSLF+tFjXn+Od+v7yef59IprKq5YWLWbUxZq3MPwclnoFE6Ly6dJdge7AduC8lM4B6wSeaHXs76RhzPJxAFTBjx1/X0QXZ03hFePoot6Joc9CdnXLRD9tFzz0yVtsdorelF5fjltDx7IpeBgPOs9H8aoU12tcQ6NOAoUcpzRIEknWEgkFdGQaMkiakoP5jnkYtNnkJDoTpu4LahOEJJFoAa0OHeJx93ssTp9Hh/09MP40DJOIASBaAr+hf/+fZC8UGEmOj54to0shVANQo0bu5IPYxu7E9UU8Va4ncrgDuIb9/mqhbGQlMZymPsY2SXzomsb5s6mc3Teeh4UWEEA2XbgJ0h2wr4Eu4hI5GxowJN0EJXIdE9jEeCRWYk0DQpBzNCYiA8ZKA8VAyiTRxpJPDqYcq+XOk2rN0WsVaLIFfc++5XNxCbUuM89lYE4Kk1mI2jSLCzTCkSbcTGiK5rNg1eDRZAkNbfXrqcVx7HSRnGzWiir+d7F7ki6TarCR/N3xMCDwCgqi9o2bvIxp/E0b7KQ3EoIpLODS1TYYh+kxaBVkc4dY06EgbULe6Y/zY3gpX7KMjFiXS7QMyONuX31KP1DQl+0ofnquBuid+z8gOuEcnsmATetIy3zF/GmzOfDHDCziw5k9rh8n23bg4NCVnG/RgYPj9tP0bsivO/ffSnd/+fEQo8RcUVbcFpKYFG8tzl+qLwyGH0sUf80EEiIQSlFT+N4/lceJkoiFaFB2rbjxsLw4vqCfKHH4vCCzvMCvr2DpasE9mafG/kwPka5WirlsF83rrxXjyu4Sja/eEBur1xJlHzcXlSf1EFwZJrg/QEh3+wuFXzcxZ1gX0X/kbJF8q7LoXM1PtB84QUyZoxL4d87nvzk3QkjHuona166I7dIR0V95X1QdcUWgVwr+f/lZLHOffNgtquivC2fDSoEhRxR+axBPSwuRozAIncLwH1WBPkuoGMA9MdHjqHj6qKgw0ysEQvHN3WQuncICg07wZIowjzwnrhksRe1cBpUQgago1KKsaCHGC4QkJIG4KBC+uWefFYibgoyXQvN4lhg1srIIKGItElxkHppMtUL0XlBNJLgZidfnyuc9nEEg2oojAiGESVSmaF77pejo/VQUvvZJpBkbC5HLZ6P3VIjrU1oJ7yORomb/BwLDHYF4K2RunVx+F4NBeHwIFnfKVhdjy+8VbiEhuTw+QmhEppghZgkv8U6gNwiPQ3ECcVzI5dVbC5nLZo5AjBaI2N82aYWHD7/h2zEgCVG+rcgwaIWjiPj1uQaDsIuOFhMXLhBzpk0TpZ8+ERj0wvbdVTF5Qg8RY2kk9N9xAeX9/q+lu79IFTYyjGCqI1honUDjBld+gNDJCTr54gws4RZ689FEOsrodCMyqf80lD8Gr2bXlL6UGZuC41MVVSJcGfb8LF+2xHgrDeNGVuZ1yxDeT3mO8fJMLGpGsXDhUEpchKNLLuKQmpvXqJAwxDhx/OIQrFPvcrZDIyJK6jB0ecfmvkbM3ZAfgjFYp+OqTmfuyJGkSh9oOHw/8xcMxVXh/P/MVfOtrARqgFUO919cJTHAiBqnAznWVqLMM1AZJJSG/wTJAQ1R0M79FN2OTGJ5hUDSFAbAgCsyFPkhSkwYDV/FwlI/X+e0YRzGyLmJtYBH5PCU07lsNgI5DagBMhrlBFAN1IWQNLZM2RlA6bcJWIZDbBFQ5xj4a+kTjCJ05DzJz6dMwBp7YqjKXWw/J+F4IwWTiGxy0kxYNHEiAAoEmfYmWDSPJctRSVxZB4ptskJWjS2AG5R4cYKJE5czv/YSzjwdSUn/V6zoPlGmpEJOsZrDTGpyC0khCOmgQg4TKHKfvTFy3ZEM5MrRv5aXJUrg8/o1PvePUGtDC3JUErx8hHJXPbwI+uk5qpwc+mxaxfi5Yzlex5s5M2bwrExZiH/Mxj//ZP7iPdglZf7XtRV/e/yX3HEJmEYGRiSx/xfHZvIjGa8SiTrna9JAW4Luu/aRamqKDhX1uIqF8y2i/76C96aVpJbyoETsCm6q21LrSVEA9EoF6zoU5+j8F/yxy41SvZ0xGmJDqQt2zN70guv1zMj6Ohxml4TJmMVM+Oc2umQDVVpPwD0gjXYTmmFxoSe+AfkExwViBLpIC95YlaDJ9M0UxIBz2iG0hoL/ZfP9J/IZCAdRAtQWFNZ15WarEpT8oX6aANIRpJPFLQ47nOJ0k0t8PUdVOGNo48XuknWogBzVMgJ6oWYkpflbbEaV/hcmaV60OS4xbkdVRHYiJ+KcKJtVirdCTo8CNUrmM4WiuXRG/wDzkSFYGwAlGHLQkcHexjJcTgLs337JVcwm0t6IbfZdyQ7yRIeSrfRnEn+xiImYKNJQmOhQCx29s3ZzvGMbPnjK9lbmA2MuVu9Fi+ovqTP8A1aRGrSZmWiyQqh9VcfBhnOwWWKKVWgqVsTyuFJ5wiw8fmzWtSpq//kO489Pgf5oKIasWl9ChrndQM7N+LV6mmlsTGCxYhgLC6xSsslUG2PIDkMddY7Jhu4oeYJMjfEp7xxldhpvbA8xcdlYAqt0QKdWgz4H45QEXKIS/+dair+diJ1ySyMLZKLwQOBLzoQATtOcq4+b8T5bRQtkd87XEokTwwI2k1RuNDHv07hV0xdT0qnEQ5adOcUDKYn2qdaUibDjdcXDZPTLwCPiCkZPXPOuMWPpe1z2hXMp1AbVTg2BHld4XkxiWfdS+H7+lhre+kkB5tRqS6UCpZgT44VT7XIkvmxCYPlEnFfUg9y68Y+K2TF2sRMvNgxi0vzivClYg7pNQ6gZ2/5/bMbfiQGYAeZBkBoC2T93CAme8IQh3GYIkzFwMcaKedXSiXD+1rNYe1MPXkYOpQUeBAHLqM9ytlOD2wTf6MtrLw1hBWFfN4l+xytQKMKR9+oKxO1eASI/VFGWxSQShA/Q8KdsPBJ6lYrbZfLz7OLNNexuXx+fs1Mot6st64sks31ODZRCzxDW4UkIViSS6SPhHnaeyLCdOLSYzeviqUTnloOzIYZRjGIxrVhMK7Yu6sL6uuNY0eosPVre5MjnMQxlAk3YzQjGsCCgL7oqkYjvRvjVFrXpmrYVC8M7NMynDUHIvKETkek2gpF3+Gv/2kMekSlsuHifBqu28KJkSZgPDWM+0YRgZKq0fGdRlkbJ/VJ2gKxsOr67S/+lwwiu2ImKr39XGO/38tuJuKfRERi7FIRMKNAX2SlzJNaSeQMnsWBRSzqaJtBaEtzJffWvQVqWJNGU8+hSjGhv2MXExTqeeclucRcRQZN9xqzy01C9bUPsT51jyd87aDbfgh57kyFQxqou6FOWmBqvKWX9iIGFgmjf/R+Wz0yBwm702x1Lo+vxeTvdmfoFqKS4jNAuYVvlS9it0uCjfk6PqA2M/7wJY1WifKAk8cTHmufFLDAOaYO5UXFGbx3HrgKraIITcm6CDbLL/HtpjBw0lpDJe7+IO/m8Jd9LDijXgUMNPij3c6TutxVkdQQQy3D20IldDCYFI/QKLSk2diwb+20XmWZoaLKsNK05SWcuMCvnEJrE7lS8Zs6+buD0GawTwTgTfD460fZ6eSTUbK73HiHJdRdsAE+S2IcFzWlDIbohr/p6rEig7RcKRoOed57m+Bex5ZODKX/OakfvvQf5VHUwatduOCQm87pOMKSY5xXytCQJd+VHsM7GznoLBzXNyaEniya2JslC9t9qycSUFExJISyzKL73H6G+ZM4Vm7YcXVubY91bka0VhBQxpfuhZswbtuIHxEymuZZPuw2YOg8gmzH8QxJy8W0tsi43DnkSneOnu6IQOEZGMuyvdbSefY3goWWp+MckFk9oj0gBTSeoMegtihwN3+TPK41B2xWHR5fx8D/Khh6D2DJpEw5xSd8kVv+38ntV9pJzXqAdZNTcHaCjbRIz1y/m3rjBxBe7xyu1nszcV6+KHOLMAPQoeVulIPGljdlSwZhG0i2MpQQAHhmVpaPDHg7UzSTc2pr08U957lGRUiKEfsn7cXOQGbpSTdRcbK6lV9YtKodeYN6Sjtg/G0bHk0bUvZBAgacOSGY+ctsWjCHexgqb2Le8LLGHZ6er82aBCn1qDkYmObi9kvg6HWXx1CxGHduBwdgRe69wUoQrseIfEIlAI+Rwxh/IdFmTkN3ZyXJ2hWEKxRL74kWT3Leui6zGNEGGkNX5rqWfgKsFqc5F2Nn8NinGS/DnLmcJ5zBXmcoSkrFBZyzxbJwjdouv8mqwxOkWRrwsnn8ZCWh2FnheiuinjZg4yZpDHeGfTuD8AzWMYMaWplgkC7CqCPSkIDacRQaT2RLPfU7wB6MpRxHgAIlYcZw2kBWLMukNfW6+xL+4C4UvzuBIbReUUXcYsXAc19qP40Pb/UybFwRbS+VF1twI5Sr1qMhThmNKAhmUpwj2bdLZMGjQD0jQhuzHgU98tPDmyItSBAxxY0cfL4avGUzxV+c51XIvCTY2fNmBNFlZdF52nLldV1LXsOKrgFPx3LeqgVw2aCIykdNPKDqEwPfBA65UbIzzFDV3A7qy4NxqQvRFuVoviocVK8FNGNpgAY1V5/PGi9yPKrDzpf/+C7z17YzbA+sfr/+/yG+9plN2CIq8FYS4/dYvaCcQewXivEA0FIgbsu9LvBOIGIONuBbRQHiIMSJIqMTQRxrxXukmBIhMNMK+7Wbh+GSZeHOnsmiy/aoYyQWxXTVRtFrWIM/Tyb3+wutMfdFl+0TxWn1UTLA6JSpuOy8ON64vqm9oIXg8Ku/YSltbiU+WNmK89RZR70gzscGgEFX3nBMHGSG6NpkiLAJ9BPf7C+4PENP/KC8uKlqLWlOGi5jbDmJW7R2iTbmnQp20SCBcBWKqQLQRiNoCUVQgTAWGUsLr+T+CjeuFebyjMBXNBeJPgXAXCLVAjM/13Nl/10rmAnFLoB8vlIFbxc0yDmIdC/IYwPtzXwzts13UD/QQ6IsKR2EkEA4CES7mThVCp/i2d8KdhIhw/F3vGUQ6J8V2abuoMuKqQHwWzcQU0U5ohBCI+wLRQCDmCkSmQAwSRQXijUCfI5yDFgmTR4ME9wcI8yu9hOnNocLpwUZxwddFvPawFJFFpW88gYdGtBcJWZY/PMQnYSV2ijYiXDiJ46KVcIyIEOFOTj94EjMxEu/NfESJZ89zz4wWiFdCZtgOyvPLFnkzUVyu0UCMcjguCp36JIoa2gqNQCCMBeKV7EkVGwSiqCgkiogiQpHrQT0kEEJIer2o5OcnVnSeIDYVmCL2M0psZ6o4QX/RzeGxUGQuFwhvMXLFeJGlVgtRqqeIy7QXJcWzH5rX48Zy8dHBTKzoPVLEYPtzD+n/M6+psQGscmDTQPiNZ68FUAlHbtEKM+SEDyVyvrONFE8dp8u0xJ1jDOFTMRXt2vUkDBdU6OhxLJmkOzqOrRtD6QFxJJpoeK4uR9jFLqi+eH8kiSBbTxrvvsCGHFMcppwnoM8kZi0wo8Wb98zbdgWnFBku9bBEAXpPr8mjBsE0uJ5Dr+MtUVo5cpGuuN0ogcfF+qhz5BXur15luNDKwKAFsdyo24LIm56klAOD9hrySloPmY+mKrLqlgYocInbCwMHk2LtQBolgZLIkDOBrA/okR0FX0sKMAgUL9A71aLHvGaoiz5CUmWSY2IgqOslNq7dx5UiIaAI5DOZyLbOXuZOh529v72ac6Sshv5cDOjI4gP7uSN8qB1/Ax86comFfCabbGT/YnVgJCrmoeQGYwEPyE7A7t5DtPGybZpiqiFNk4Xd2wv4hCRSLCQJx0DZ15qtgbfu1hhi72Ecm0oOKq5Qj0GsZyhrGaTfw5Kda7iQ3YTTC/uhfmLExEWL8C9X7pun1ZKJV+prdgzpgOvnQGS0URSyfZ2/zb8tOpuF0yahbhXMhxabCZSOoQC6IWGCI5P4CyNKY0Iik3nLWQzMYQcK2uARHMyGPwazvfYwPp6vyZM6pWlgtI8anEICymjv0Vk6QjcMrBnejfWDB8O73dgciuFPZiBDVvIlpNpAOq8djtWHj/SdPpRU4/+owuEv5fdn16sOiX5wuQGUeAnd9uOJ7CyOQp5wjsj+tr1pvcg4UYT+zdMweR+GruQHamlzEMB9KlOGAEbRm+6mhwnv/YSzkY4MvB1ODW5zx68Uc7ofYli5LKQ+14jfb4NFUEdaX0nliGspmbNGghclNbTP6oDOpAaT9pUkJqARNdYcYG9zd6JM82FN16rbU03zGvPZrnTcPI42LvG87hnN84p3GLh5APcaTWZvJ0dy1Gr8mgi8s16yuqsN3Q6vpo+mFlukq8SSwwnaI+MIHyH7hQEpgJu1A3LvlIqcYlsa2S6pBtz8TYO+BFqDWRafilTgYfNTxBa5yv1O0UQZb8VglPPVsRZAKxwjO1PvKhj+A394ECnEkgXE8pyLPOVPXCu/IKrqczpzC29kgkI1MAE4Sl08qEgirzGkVoHMSRBVgGeFrX649nMva85Ud2XQMRmRfq2ukiuNrYgz6kD1x2d4MMaHkI7VULZJxVqZQFmeYv0mg6aPAtjRtQ+Gzy54P4tBOzYb85SUH64PUP5uIJ33bGHp2AyQyiMn+FbP/VZ2Gd6pNYOCkUeANEpQmj64YYY9V0IEQdqibHRaTwFiqMsXa7EDAgUKgwGjOyqm1J5ArFdJ/Bc7cud9MSYsXkw2Btz63GHYkXssMUzGxzuSHEMi7+wseJxYAlViNsUin/HGp1H+w6pMuV+nNQGexmQW6UGXgrFsn7gN+8TMf++on8jvsy/m3xHYHIKtPWDODKRm5xiBvE7VSzRjr+kQnNRbGYAZB/xHEF2pGhm1MrHSv8XdM51Ko/dzwm8o7Rrv4qnHbRZwj0TGMlpc49wDX2Y2dKZ6yh2WMJ7lw7UUWylxK34lCxZO5pH5RTwUEQQeGcj9jXKau0qvx8nIioWz4ih+I53FVbtyb/Rr/rgUQtGbfuxp48SJ+gX5YvqqnrtScEc5bgoLos9MZ/6ambyx3kFYfUdSMrMgOzf9SdIByRwbK9GmSnFYsJAUtaA3AzlGaeTk4XC+pduzRnZ7mCDHwY7mfpaEbMmZI6fO7PhJy06DpM7w6QgFi7ZHrWlPMG9zv7NDJrj6E0RVuu6X2Nf9950oSCSRYA4QgD+yvWxsmYJTpdc02TGHeJdYykIeF1wETgxhKbdEcXxPDCDA1oVIs6KQnfCrkQD2pbCNDOfAqN00eBTBzSpaTtcvxtyVASgzJbZ28qLV5RwcPn1CYSTvmPHYkIwFrTnBx7felNgUSbt5bTn8tCvH2q7C6XPulm4EhilwTVed9IMF6XhvNVnWrYGhwH1k51kR5PCKB7J2YsbQ0yeIvFiby8MqUmNQCD1nL6Fzze28gjxyw1AKUoj16CiHd2AqIY5G5Fj+mMyrycpi1qxZvDd6wWMvDe6JZsxfcYqK5+ahduqMTfwyPrlLkFdpC1nZ/HwZFPvBajwnWval5SW/34cwxPf+X1l+vyM2rwrH3sNfk6D+FUyBmYA60YzNneejLFEGjy5KBt7qh9vGVCwNmXjW38mCyfspRWNOpLxi1NE7FDD2J44salORf+hItlQf4ZvIzt69abT2ItOYx/Mb87mw0ZTt79YhVhpTqut5DEmD6ZZ2lftIgIROqSQ0J4WrDR6TmtgAXZuNuFZqRdv2/uxKm4O71QksqqWTbCxTPlhaRtBPdRWzgBmED/QlorQntWNTiV1TklNtH5D1BYQpVEjbemD28RZPG/hjv3gY1xF8lMagHXiSLLs+yCrn16udLzI6PwmZE/PLZ7eQF4JKyBROIA8iIG+yLQaLBlCsKWGRr9nsaskfkgIYCqI/5f1L0eS8AoUBRq/4bQ/lXvUGGzAmlWK4lHqPW8tbXKvjT+96jzijFIxDjjcKYCN/sl048ODVe0hJ54JjOTmonzcJBZh5gUUx+c+Mz5ipDFTyPEdCYjuQJFKNVNS8n0UNv4Bcin1BnTsxRLqZ8ErUpZ64ikFScJsaJGBNtL8bpR9+oMbio+xXfKRJ5Sc8mOlLq8EnZVDIPEgeA21FUVwKzsfm6T0i655CXui6kg8V+bI7OgMhrGuWg+81NzoUf0ZwJxtsa4QhIU/CL9vLWZphoAmg5F3Rr/P44Gv4SbZWy9T583HICeTAiQb4f+5AvKMzWF4m1bw1qebZwClk3opi8rmSBNal4cMlsPubSTOH0/KS37932E/k9wqP5xKYOBgaXAFJtnxCgMwEcz4HulGr4BXCWtak9IQYLN/JqmH59tfRKrNYoLzLLCsVF+ZsItQhgSLAFayBEWynCQ2lFxTxnIhCnYUlyex7NgOfsNcs67GAQg0PEly1BZkXCxHyqSWjNoehDs4HCH+U3PC+HUa521VY9OI609qvIQ4npMudKPwyn8I+zglmrtVzuslItM8OsGT6KMrNrkLp9XaMXxYNqvyEYNHuBkNX2+D3qAR/T+vI7bntqYwfKnMLZHXze5XjAnKHasnv2AvIinsqcmBZIA+k88gFQ7+se9kgbQBVUTB1Z3rybBCvgGWU9y/DsbYK5k+DuTNkZpLfSTYG7lGKVCwpUDgM986XOT1/IyUbPqSUUjANeRK+AKaI5kyLDuHj49sQ/xEyn8jxuS8QKZUpWKWCdxC4NoKCrcGlBXr3bqRIFrwuXpwuJ26wvnOlvPSs7S3kRcYlJg2RpqNEuRccaz0IhTDQmpO04DSSsQHnTZnUOv+cMyQxX/qHzC5GXCzbEiEU8GQuwfrS2PiNJsNWQ+kLzpR48Rl5eH6ppPS1SIALLoo2aOfOJv5FHOuWtqOadAchIOidD9epQ0UeMZZlGFB9d42ZyDb9tyIUCiZr11Oj02c+z3Nm8sLl5EhuQDYKYCRvsaUj32R3GDmAeWUcngQSXciOaSMakqn+b3E1/zYRLSeBSf5gzUAmHA5Ai5ldEpvc+5KaoeVtj0sYFKBU61BKBjRA+sPKvJgwiS56iZLIpV4qYsEmtlOfJK7igm5kEGtHdUKnVGJNAoP/jiXGvwZn/+pFvzKH+dTRknTJljo7nLELygeg+Rez48BfBSiZfJQXtdvitEtg0EikCWtqHaiEicJZVhvUekSOA71GV2BM/yoEmVjQh9kU0ZzgYBfAqyCaLDXoJbBKwy7mAWVvXeXSnD28H3GPNT77mKadg1wIpQ7yitya/E59RH4hlO9Fldu8h3OPmcS3nX8XpPdg68vnbAv46I9xcg5TFoDbL0vYy06YHAwIsnhNEtsJ4g4xOBT5yMAzYzg2dQc+aJiAbLVmoeEGKhqLviyLeY7lPWPs31qhVEK3m6+QhAJNjqD17VBMnLyhqCdoYoEsEHqIuYNlqprlp7KwNTIixaYgna/mo9P7nZZ3eQWCJHMNFiFxlPxwH3LgOSUZw3I0IocED1MeNS2KLSou7unIiTs92KGewtmmTeHaRS7270r9Wmk0bP+OQYu2cLJp619k8gtkp5kSewS7TK5wrFhzCju/Zj2DGcgmWkSepx7X8KcCafyM1Lgh35dIkwwGTNLSSJhVgF1/TObSps4M2rqDJoFlADcMdOQNw9nIe0z5jqvUpRXWKS1R5tzir7nr+VTwR7Lhf5PfTsRC/JiP8B4Y5TeTpznliLK9S60D00jedB63WTcou2UBTb3DWA4U1X3kdYYnJigokPvanQjmD7ZQmQyesR0HpZ4V83RcatgQCRictIsBo224GHeZlPljkFBRoeNVLtCTYqo38MoD9BIJFlr8HWMpeSOR99Xv0q5SCJ82pxFfwgQpRMmsPavR5OYhcq0WJFqR9agM2VXKc6HBMlZuj+Vdz6mYKSczt2tleCZzqPgVt2fK3IJojYtSzegZkn8FLGKaYfGuK7It+EXp+TX3SL7URA785yBHWOeRDxoE2c75B9BDwhOUxt48qmJEy1M/u5bMQ5rBZraxmSW84jab2cALHuUmr1o6xeFWJJShgB9LMaDgJC1pywGaZc4iIqojwxcW4FGPs5R/E0vZt3G8KZWO8CpNx/cGLg5qQ4bjI2Q1ei+QSzXi2o4o81RaNrhMFPfJ1mjosWcPoQXz4YAPi9vg87IJD7r6cq56QYq8fgp/Sry/VhojMnlYvBTFd11kkZjIAr95LDs7C21HB24u8OFpuTIQcYs/dy3FSCcv+hfpzmyTnXz4oh5/I1nIO9p7nlCOAWxBr1Oy5dBY5kbOYYtUjTe1Xv8HffPt0G9+5gx+7rUoNy+Y4wFdCGzhjGlOJo2CVyCzsGm5QhcUFGA2+eqnExF0U/xD+dqWGFz7YzD3ZPy071zc/4H81kasFWvLB7s4ogEytXJ1KPNURJG/8Dlqx0mvJ8wlnXTg2vR71Mg9rz9A1ReEVk2iG/L6swzoh7wn+HIIJ/zYGVeagVZ3SHbMRiBz24xO24DzNg2btGmMPK1i1bDmlDAY6LvQArdWz+i88R6T+9UmxVoQ6Ksguf4R9MmhxLWKIip6C/eL/0NqlY7kvJdkTH11ecdK7pBIuA56NbmAj3UUjQLm0G/kCozKPINSJoAxepWCMHsNUVpj/lpWgYfh1blzXlByQAj3vZ9ioBFyrUE9su+xL7CbHzlvLJHtm/7Ik3EdMjLUGtnf/EVWAM5gXxdDVgJb+wuWjfu+FzI4QzBviCcbNR8oA6QR/FW1RiEZ2DP2Bbc4wRYGYKAEjbjIPUNFumzazLEDJ1ja7jbHlG0o52PgcrWiRHglg8dLUB9ib5/xyLt9HWT7J1ckCZQaRI6aJKPuwASQ1Nyq1YdzzRvR/uI2bIPBKkXH1gEPiQttgoWlgYc1zKi4O5Uq3e7Qln0AJJmakyZM2fO2P75XP2FQSgy3XsK23m3ov3Ur9lGxDGcsAgV3ac7tT80wf6kj7oe5aAQszfsr4b01F8d04um5FpifySHZyTS37f9dNFlZuH4KZfLEZWTdcuZA3CSicMOgkcgxUbBnSA9qVp2NvPgao+MBUVSmEyfZQlfeUIO6XGMvPUABD6nICkZzoVE3Llc+QAO/4P/oOeBfdsSACYvz4a6fHeFlCTjfmPDygdT1usNi0umInKHVHJmWdREyHE7kAlg+ChmDuhbZetoGTOUTjUjnrc083BXVOLUykwuNZXhYEfGemk9SCJl2GdOxdWnV/g+eTvmEvvJTtu75hyZ+oSyYEotNUhZLuvgwY3UyI5Ir8ySkKy+LXafdjWTG/RGNWvsV106ELS9dZzO3y1Ye3B5NmKE21uZZNEm4xEezejR/mp8H+dbTAve0SKxCOnPUJYS0xjFsK9+Tznmr6BfPaQ4ynUJLZLXTHjmDwYR8B84T4AjyTlo/97ivJQfYD2YaRPx9Xtvezs2G+IIC0BPNGh7xhDeUJ4hSCIXEy2EFeDXOlqKaB1ThHOblLhDoWwnNhTocz+rMdVGHq8mu2N/fi+eDfdS858/6RXf42C6YXgdGE1FjMhSeDOqK5Idf3iJTOZ7hG++wEBB2FkRnmmOM7MmMZebMeZhGaBFAkdBk6l+NpuO73dR/FErFm6lIApw+fEQIeCzKE0AZqkr3iK5iRuAAe5J3J9Ow/G46FZ7K5Q4NUKKnGP748Ihqtc9Qd+1ezNv9S4Im8NirAiEFrKiguy53tnAHURHfl2fRZh/lpzT/ueH1SQv/4nCxvjw91pEnsQ2Jwo10BzUP/3Ijx1KJTXw8lQxmOKFB1mDMGUdTnhJFdwajwED1PPQ1VOIRvdmJ3qUgn72q/uuzfy2/3RGfFH6PrJxWBo9TUCAaNv5JYpMLXEdmbPxazuQ+biHg4cNauC9wZMxhuK2SqX2uAWOQgWIteck26Qk7/JYzUxnB1h5B1LihwixTR5U3sZS5Zs92z2f0ftuE1Q0rYXzFiF4b7HhkaAVG2cS4SGQYK6i+uwYfiwgI1jBy/RV6X5CYWaQn+vST8ryJtIU9TVAWe8zoi60puqw/qx0HUggVw0bW52PNovy5OoMXLil8dJKpBp95h9HyxAA09MPW24qi6XFs4CyhdOQ2nsiB9nnI+3zJ3DeyRq7LYEC+8Xhkr6kfMkK3MnI4w5RvKSL8QP0YCg/iZsJfnKsaTfV7sRzDFGNSeUQpErHBwiGO81sNVPQ+y3vPy8QpBvJxoAp1hhMpn+/gcd8KRfxSzj2sxqbNXUmQQml66w2fbYypurM7yQ4qDOWqgLY8KL5UwuiGXPq6NTJL9gGgAt84NtI+4mOdhY00mNckIauGw4ixX0uTf1awcfx4irxNI8DbhjQriWoP4+SzDcBY2L9tFPE3dBw1asc5mjLKuwKP57nyHnMmpTvTNi6ZBW2G0OrvM1iQCO5Q9PAjVtkpiQ+aiuQuEKrfBAQkiYUzJnHAuRslKlZh8LRrlEo5QsHgKJLMDMwcbMetWrXyDreNjaXi/ccMmbCdF0H12WaYSeZXrHafa5kTVd0Mm/h4Gu2/SLWAe1Se7kdTdjGRuSTiwzZCmc0CNrCNk7RiCOvzzm/AZYrcDUN7yoIoCuJA/mIShesvjZrfO2v6nIAQYzglQF8KTs6DfnJF3NPIfkAhICvNCINOQUOhpsirqRwbMpW1CaNQRqmxQ6BHwQ064IYphZAtpftksYr5+JeNYtnTbuS0TuddYdmANiKDAQttOFE4iWdLFDRtFsnuJr15aVMW5yANOXpTEoxNyFEoCbU2RyQDoTHczm5IhnMSBVtvRXLrjlayhgtVoNR7FE1PE62zZGqPc9gGB1BZe5th9cPJschG6PbR64wvX2MK9VdL0ilnB73H/kPiCQ+m6+YSmlYJxEBk5EcR5D3eDBnnmAJ0Ro7WPYe84nWzgS3IE7Uacszxe1kAaiPS3Cqxod1mHqiucIeiXKYCSUpLTO0S6Lp3JhbNW7KryHqS1O8wKKcQ4x1OlWfFSSnuRFAJe1TpVzjQoAdtTpygaFA44fYmNFzXjoAm4wmuK4FxX1AkINtINZFz9vejlWmgc9/LkbyJaNCBaSxzrOZwS3rNUrJyyegPo1cNIbZQVXKsbRESlH0XT+lPcXmnHq3jQZxKgyIU+ontuBLKn2xkJDLPURJWLHw7k7nttpC6yocpvVaTqdVCAryaXIXGH93wmpdCse2fKbk1FH4DqA51c6PnnJ202nyYbtf+wiv4LY5v0zG/UYjENNlxotDrsUxMZH3/oQxvuZ/Tr0cSnF2aDMwxKCHdUc3tDR7cW+tGx0OH2N63L50OHEJxQNA7ZCdZFERQEFBynI6sw4XDbCUCZx7kmgkLmcRANpGUbs1pRT+2tBuCAYlMjDnMUFaz/Jfv8C8sbqvgz92Qo4EVeyAuVC7qHunIU2RajF3pRkwqfoATM/9g4Z5F+Ldqx+3NLYlfWBTCsnkKhMa6krjPiaKZORRBVm6mAmFkk6atx50sG0q89uJNzay8qVAjKQDFujLsXBhPgbFh3Bp1FVszW/q8dsc+2xbvS3aU3upOmQkNISEUgovzeHE22NfGpEEihc+kcHzUQUpV3g+NH5CjVrKreRG2tivM1K6+2E24Q5WIh+yttB3F7mZcdIj+hjsqsXQCkZfTKXncj56P/kY8MGXUX3spb/BHhq/tzh20RsAMZNtPhxxrisaHBVhzG5le3g+ZukGuDiWrqpW/aug3IA0CmxLcadycuJ6mJHtpMesRSus5m2j8vgO76j0iBHmcd8ARI9rSkmROtAth9G4jVk1Zyrax99FkGVDrDOxq5k37jdXB+0+wNOELVKwK75HtQF/kNKGadGAP8iKU65lOj4DYe/D5EhgCOUooL5CLFORXAbzMy5IZXKrVgpRcJ6F5VH7p7my1guOdC9C85zoeq8sRiisCCSV6OnEQJTrCjpTA7lEarinh3FxVlntVq0IyFNniT0KpongciafEpwDW/t0H22e/I5oCQ7CCWnvu4vpIkHW+Boff/sX2yFWo75tQ4sVLhi9cxz73ofid6sVJ/uALujOmoikPF7pyKLAM1Iqn57EdpJqZsa9bN/nCr6DUySCiDA4Y3Vfk9iWcpjomPKQogeykN/epzClacvxJFyyv6IlsaYKVfTiv7MsygZNcpDvRuP7i6f8toN/5NRRPhiJPQFhA1US4nwTD1sKhjrxVCAZJ2cxSnefIggGYWYahSM/hxYgDvBj9mPKzZQ3aXP0RHI+jUBiYi2yJfAIeAoOozI6+AXx6bkWJRa4c+1yEdseuYCUSGZewiaWFlEj+DZj+3p99Vh/YPTyWN3Z6zIOSCbk8hJyp+0Cth0rXEU+7cHGZB5OrHiFrXxRF7pnjm1KTt3sLkpVxRn6nFBMybbPYEGqLYUJLbqXX58HSs6QUtMf9UzZx5gpSTdTkGOso/iqG9wlN8N4bzdxFYzCtlkIWnfFnDTLaoyOy1TuTIlzDB/Ank55AHJl48ZEJGCHXszBF9kaORdbbeiADzgCGATvB9D3JpRTM2OZGm1fLeOpzi2nSR2KQ3TqlgIH0ZR/DkAzP0O5/zcntOyn04QOFgoOJtdRypHZB1vUsyN0W9cG8KSgLAz2BJBDgtqwg98e1R06cLQAMYm8e4ADIiIQP28GhGli6g+Ezr5Qy11tZ5Nq6sqWcDHRmxvTjuH6IosORI98MnQ5Xgxm4sDJNdnymkok/ykk5KLUGFjKFeKw5RUuiJimQan8g2saWSlaj2DioD1Xv3cMoK4vOKavwtAvg1ZWK+ImmOF1LIa7sr+srVr13D/cX4axhFbdrVCfWywrXs4kU2RZDtNaA/XQzjn1VnjvbQklcOROu7/YizVXL0LVrMUlP50bt2jyoXBm7mBhuV69OjTt3+LzFnvPDmrDHsit/E8IJdhOOgn0Y6MNa2iWfoNiGKCxr5tCw2ztsQpLRWiYzOmwl5180oXTMbfxoitlvSg38fiI6x0P3XnBzEngoZBRX22NwtplMn4Yg09jA5MN3sTxiSoWaK/G7PAuj4LKk227g9sbbIAmSLSG7XigqwAVzFolhVDgTyJkWJxiDMcuMQxnuWxHtaVec+myl0UUwS8th7pmzXAjZw9JTy7hb3Rip9hsuedSgprjLmcjeUDUQbHJpMKzDqXPkKMXXVON6s85k7S1F/15bCOx9mCwLdb5j0zEOOl3FL8KWAqYF0TR4hK53Nu06OdP+6k12TEphW8uiZGpVjBtemb+kSxT4GMHpaw1p0u4yr+61x8i7Ipn2O3IvmA48IhW5osMuinIOA1t5h4EWuU08DBiCTN1QBBlzGoeswlYFUpEQDOM2V5BJ+xTFZdeOCjnT8QqwC0AUhixXOu6/ytbBq9BmycHlj45mtNswjCflEhEFyoO2L0jnkcsK5DJocw+/Qm65z/GMfHjeV5K2Dgp2BMtMSFwNmVUIsh1JJdZwCAONkRVYeX8KJdX8NNv69cWQ/JJOl/KZkZV6wcS1r0lQmXP/VDOK9ntJSdenBFGIbfRDh4owU2e2NuiMQKI9SWR1MmJmyGz+mjQJU2xIX1Kcij0X0pVzBEu/ic0JwcsSJQj0LMZ1p7pcOlSUjAJqbJ6n43IhiZjKpjgVgPjSJhS4m8qnFla8621PeGNLGly5hIVfch6R1Bfi41h7e4I9PcnSainx8iWt/E7iW+UW4aINp8lEJ3mylMnk8DelVMcIvlcIl8laJEMGZT3P87GPFjJc2N+7Mxm17fA6+4TI5t8zrH/zDr9Jg7oZKSjzVRbH1LmCHKXgZg2B4RdJUc9LCAq9F8TafPP5WIGIj7YUA+7vEQXPxotO+86LAwJxUJQTZ0UFoTYUFt4LZoop2YgzNWzyUktuuxQWLhuGiV7T64o0rUqMbdxBOJS7IRh4TLBlvmDrPMH9AaLQ/q4iWrITU30mi9FWW8WhjkuFb3olQew2wdhjgrOjv0qrGiBod01o7WPF+SuNxZUDjUQX90fCdddK4TN4gVBcHZR3rNGNPsLySW3RZcs4ccK7nxhR9oyo8eFSbnpU3dzkr8oCgegpEOeFmTgoTMVV4SxcxfPchKMJAjFfIP7ObYkVArFSIA4KxGqBQHgIxECBiBCIQIFIz00G2igKi51CJZxENVH56QJR48YxMXBOF5FkohYCRLDGSYyvNFGsGjpMkDMr9wpRQiZUupnbmXcFoo1oJuYKR/H6lx1uFx0trONeyURN0ZcFIkEghFCKcGEn1MJNIC4IhK2wzX1nSSAKC2VOiNjYs6WIsdT+kPazq0lhEW1rLdL/MRLCgDgvGomi4rWYKuaKcuKxMAvJFIoMvbB+kyqqBz4QxUNfiBA3NyGKGYv0t+aioWgrrANihMPNJKFM1//wzOZJSaLupSvicJkeYqHJOlFp0keB2PbVMQsFhhHCLDhOaOJzhPn7DKFK0QmX0FCxavhwYR8VJZzCw3/aHl7vzomDHduLZDMzcd6ho9h8a5ioNeOVUGToBeKxQJwSvqKuqCeKCXVCithfrp8Y1O4f4fE+WKDLEHw6Ish5KTBMEAU+hwjEhF+mQf0e9C0hmLAEPpSEUw2g8z4wS4XnpeBaXfjggybSkaW1rrCBrziW71eGck9AK+cxaQFy4EDvehw7/Rcfulgwpv50FJ0PUQ8ZEOYO5GDMXHTcO+PEqtYShfUfATjvUYlX7VJIPFWfBRWao2/8GCwiwEYCY/kelilZtLscyj8D7DC70I+glyE0XveIO8Id7UYnsmIENPqqoOTTwjB+GF37zKLimsocmh5DQuf6LJk7heOFY9jW2lOuk40EOolCp01Z73+DIpXrcWLOMo6j4Tq+yFAFX+AmCjR04QFGWPKCgzzgeu7+kYNcAPMxMoB8EXLyWHVgCi7c4gyyu+dLLDYYY+bTCvDhtSiExWU7dvTog0N0NACZagW3y7mwcUg7Dnd4CabPgQ7AcpxDYyjtP5+LLeqjMLRDp85GJsY1RwZNW+XeJQNQ4B4SScGwMMJdXGh/5AgrRo/GoPwaeZIG7KErS3nPe57jRiarkJ1T2cAySjyuyMFO7Sj+Ie7noGcreNatGkbz4lFaZ+PFB6pxh5DHPsQVMaPyqE8M1G5k57qGVJ7nx5wZM8jaoKVdr2Mom7jheDOFgFNGmBglcbNeTSQhaHP8OI23XUd9xpoHNECPhmdjHHmwxA0kUGQLDNoMZOBEa76OL5Z8/pxCHz5wsnXrnz1trtyh3pU0DnTpjk1sAr2bXcR1ynPCKtuwR9UAWAxUQ0NfsllGi1OO2MfEcahjR1LNzSHmLmjjwbwjSC+BMAS1fto8v3fWVAWa+cGuMBh7Ctw+Q8kX0G2f7DW4uxzpwTw02ZZ5F6oCUMUvbxIWByZSFQ8VdN+QzNMp6URVG8f9DkdohGw5GSNzojZjFovpz6BGn0ht+jHvMeqG+XPzWj/OlSuEfkoMlnVrU1z9AtLVcngCSDLXssO+DY2uxrPrUCx3c5zQXPgDm2fJtM++DnX9v323Uh/gz+McvteDKLNQepc+hFt8Du8PTyU0uAaUOJl3qFLKoaLjGeKTRyE1ukJbbFFyGBlDuhdZKXXEwGP2MYJtjOABO5FZfhogxxXtkZeqAkB5ZEDAY+Ae1siRvBrIwYH9eDM1aBnbDNvJOFqYkpvS2d+xKw7R0QjgWG13Wm78g1b/NOJwr2tgGoPD5yN0PuCLKkei3j/nuP5Zg+f7ClR89CX7sCaylWeF7FTyQ7ZvzxNWsCAPK1UixNOTdUOGYPi6LkVWHGT/A4Rxkx0kA5l8Qg59fEkYfUJg6bK03r+GLM2P1s5bVwuC7bWYRSThpvqIFx94izcx2FO+wh3MzJN5ucaGoktvMIHprBjTgE9ubihHCXxax2AcJaeHOX7+TJcu1yga8J4/V29hWI89hJypwz2aoc9FLZX4Owqvu2FU3/WEQgfjckdYX74P8r8oVYrbNWrQdd8+jDJ+XoRIm1mBHnv2o9LpCPQpwsjwyVwuWA3zoGy0sTbINPut6cx0qjKa0y0d2d6vnzwJAWx9IV0LGbOR0b61fnof+LeJOHoG7OkOEYvgZDEkqwRs/tgMgzbCmWawwJ0scYRBIiOPqDxRfgLkgTeSVDazmSWk6rZBtgcJkzbwrs9dgnUqsoMtuBjlxCuM2Q4cYC6NcGGx2puxvauxwHooWWhQ6OGDjQ2P2kbTytWBTdpNZLv5gIU6b8IDSFWfMXV5AKobJ3ly9iOVegTheDOVfX3bgva7AaI0QMvb5JQN4VpFLxq2u0GXUgvYcGEPr/u9p6BfC1DK1xYocA2yJu5JCDu7j2FTs5WYD3Ck1obnyIH72sie1HRMeIYrBZF3m1TkSfAl0G+DbC+eym2jY0BbgpGZcM5gTEMG0oMmZL8243KD5mzt1p+NgwZhlZSEfxFbGmxoQLd9vbjc/T4Z7odlbyvH8AhRMnX+XLRZ29kzrC2ZTaoQVNiZ+1W1yAjh3MFFJgNYhAlHkY3+aPQqHdnaCCCaDBOTfBC4EHKV34wNQHOSSMi1DU34FkS9F516Hp9KNWdDp6+9wbKYZOowyjRgfCER5Ts9n3BlHEuxJwYPQtCQzVCTNTiaRHCStrQ3vsiK8aPRZGQx4+Joqr+/RsTwDO41tWX1oRok22agOmvF/owJxOKSdx+DEgL72WODP63/OsanVu/5BgtsEGhjv+R8JpGjFtS8dQv3jx/5XozT0zHOyGBXr14cbdeOvtu34xkWRIVzj/F7UIeSYTewZCCQyn4G5JZencs3tR8VKrAqCwnFQWTzu0Klv7cRDWUEES8EA04KLFKE2da+YtUX21AvCVYNF9S6Loi3+s5SbCEQ7XNtiNzfaC9RfOcwcUU4C5WYLwh3Es2qzBSdStwXq5fPEHd0CjFbIKqIFQJxTLBzuJCmLxMPqSB0KMSfrrMEB+aKwfM3izNtJovSi8OE1/PbYtofFUSzDRUE/l0F9/qLRiubiGQsxGLWiSlFVotp+rrCytBeEHNX4DdItg/v5duKpaePFM+sy4gtV4YLf305USVzrtjdI1V88IgXio9jvqHrOFvFVZylp2g+d5rw0/uKZ3pJeIu9AjFbIPoLBMJH+IixYqZQiJkCMV0gpghEJYGYKRBNcttHkWsr+shtY7AXDS5XFetvNRHG4WPFpPm+4qOrax7xbbpWKRb0Ki3cb88QJDkJDJJAaAXigMijdDYYhKTXCwx62cYzfE31nP9bTdwWfwiZWFgSFgIxQyBOCURjgeiTe70v19QJ4p8KDHsEoqn4Ql+MKCZk6pCvf4oKDC/FkDVrhOEnFBFpVojw0ogobxex8fkwkSk0Qi8koRMKsVyMEk9FafFElBHlxSNxWdQT9YIuiSdlyshtUEgSs3IkgfDMbccjosSqSNFfyqcZ6S/dF9WGfBCSTicwFBeSvqXAcFjItNcy9bWUbRCup+Jz3++OQGwSquxsMXbJElH09etv2qzImzdixqxZosnZs2Lq3LniXOPGYl+XLiLO1EYsPT5DRBocRHX9jdxz0oTsM0AgFnzb5gaDIPG1IOeFQDz5H6kypGBY9h5KvoKeu0nb2p8XUxbQE+QcmPL+FEqwRqn6PqXkNDK0S+T/2gXxqusWuhKFjpfgrOTsnoOcKxHIjNZbaK0wMBM5DRQaYFNbx/hR85jSthsKDEyI2UTj7Tnsq32UF7oE5oi1WKdGkfx8Io0DbEHjAJLE7TIO1Nlen47anVi7JjD70wdmvogB29ngWR3OV/zq/cDJ5g3qnBQCO5bmvm9rutx/iXe5rcSECUpscAdF7rtJEtP/LE81xUmqPIzCV/GAUgrBXE6gwAtyERSvsWcZf2KgArLCkYwcqrhPfnUQAVxGhsh1pM+OJAJKZfLprh8TZt9l5qxHuESEkmUKZ70r0X9MdabOVfOx6l6w8AKpIzJWqSV5O5MkyR4/SSHvaN+zP+eKPxYYUYPNVOcoHihoDXxAJr0qiZy7n0uuKynBugxIJQEfZLW6eu73gd9dORCkTuzt0VGmJPxOjJJBlQkh5o4UNX6Blmwu0oiN/MlTypKOCZ4Ec5gO1OUqqkJb6XD4MGmmpkihgqGToMKt9TjcGoNlYFMiaxihdgoiqUQcEfUtOOZfkgeLZyGUjUCqjlAMAukecsy0GNABoQ4itMVnZP+zL3AJnTqaIC8vjrVti/e7d5Tz98c5PJy3RYtSJiCA/V274hIeTuMLF6h39SpWaYl473hO+yencCxhifHnHGQzYzrGlKMg3/lcJAksi4HKE7m0wM/l9xNxYxdouRz6LYMzzRBdDpKZY87fyGa6pNQzYuwydpinsph/qTwuAepMotED+4AwUFqQMmQniYUiiM07+RCQRLq6F/pLzTCdeZIclYJCmRF4lLvIoh0XOThLoKinIbZEFqnd0zC+qcHzw3tAkG6s5oWXFXNnteZyPyNy2vQmqPFcXO9ZorZ6hkMnJxr75YelL1R1ZXKpPhSOf4ib8Tve1j5JP5cG/ON4n7Gu2xjw6AWqdAUI+GxrgkqTxqB7p3h1riLzb83j3ND++ByviYJpuR1yE9lp0gY56LAWuYDlhfwmNxhjnGNGNxIxzo7nTvUxzJ1gxJTZ2czadA+jHAMfXM3pPacW/Vp141CHFgi356BQIHOn+AKj+FJK5r+RTEqxhlsM4Bbp++bRJWMECpKRAd++yMCDXnyTic4a5EhiCWSQohXmyBxp30oQSVan+HvoYLLV6m++URjALghcMp5Q6+Z1cjLV6FBRnTvspA9Vuc8rktETggKYQgTxBWzIMDaGHLBdJphbay8daj1mRPN9OKjecveQGRfOp3Hu8mfiy6rRmaYhQ0WWIcdq1yPHar2QAQ1Hc/9vndsnhYCT6FQqvN+9Y9TKlWzv25d/OnXCJi4OlU6HSXo6A7ZsIUetxiE6GgUGWh0/RtlFQaSXUKFJ1iPl6IEcXBn8lRHwvZjQP5dy8mfye69p6xuChcOh2Atofw6VYzgrFt1hmMU2HgAtdUqyDAoWaXIog+xs8EX2z7UHbiMTSP1SDErIMQYEaNOoCtwDCmKOcaoGu0n96Tv4AlmLohm2O5IMjRKjbD2jV7jgGD+TqFXFednSCo9/EomdNpljjYrk7QS9zn5g6dJnbPZux/MCgxjacwV7CpcjNC4cy8AATvg6k66RDXzPD5kc6/6Bv6v3otniv3n1qic2EQrKng2neFA0I4vYs2N+NpImi7Y3Qmh5Mwx9cGGSMtrReskhHFreZrRRWbbgg1yq63fiQoW4hjR+ewN9dh8K735L54MnuJZal1rc5Jm6OCF149jUvgiFwpMpE+fP/t4qHlfyxoLHuLGIFwxFdnH938QlwsD022tZ51STZzX3Idu5f1IcQQQTSGQL8m5yDdnmn49s1zpQFUEAoT8ZWhoU+iWsGP2eEWvWfPNNnDucKudF1wthvBhYlQorr3/zfTbyzqACwnChgzhM2Y1P2TB4MM+8rHGLTEebruKjszG9/25BVuu6BEg2yP7mHGQt4Uu7CMCOKvdq4Fe5GULRHBlcqUWekBuQyyFkocpJ5UTrhdS/cgWVToeQJObMmIFHSAh3q1VDk51N0cA3+F49SNUXstc63tmerUcH86JPE27OK0pI+1gUZKDmI+Ww5z4/gr7/YBObGPg/eE0XTYezbQBrCo5MZpbreyxNjuK/YxAXDBJJKj02mhymA9dwpCvWzEFeT3cCO1FigzVqtMiu86+lD0h6yJFhVRbIBAiDgf2k0FDTjZgh9Tlu4UXUlEhibcE4W48EjJ5m4LpKT1GPvVi4J6BXqHDd0R6NNhTU8i5xqZIDbVeWZ8M2Bcp2j6lilkHxqsE0fBzK1N2XsclIzHuSSBcVo9ZY8zFKQt3ehrABvhwyKs/I2Ro+aZ9jVeoJCk0WQiFxtK4nfReUYeDuFmR3LYKXiQJTo1TaYZbbyW78bKdSIAcO/iSGRJtbBMa2p0DHRHpvPYg2NYuSvOBGSWc6byjJ6HG1KfNJR2jZZKYuXcfjSguAdHQ4kMJFfl9X8D+XcGcFg6p702mdBTAQeRGpSvMDLhQMdkGemMnIXtaNyIlsWUA68WSQgQVeTKXDN1fNxkmZxvuhhXld+NsSBrYfoc/xILQZWZidTyL6vQsC+IQrqZjyhcpXAHepRupqD5Qx8hA1T89hWytvdrZxJdJRzYidd9l6fBSu9EDG+yYhT8bk3N8UoDgJ1vOAziiyTFEnfwnJ2CEDGUyADejU/VgwpRmJVlYoDQZUej0jVq9me9++bB0wgPVDOrJ6RFeWTM5f/EwjUijV4z3vuwv0Wgm4hoE0smhJwjfE0/liE/3rwqe/n4hTRsErD+rcGop/7cGMnbyQsyo3EnpdpKYk8BFuDDBMZIGoyFRO8YkK/IPsNzIA7zClOEOxEvXBsBOE/CJVBBQQWhCV4ZMvGFQUN0jUF7IiVx2YodlOaPHbPE5rjjKuMpfa5Vuc1mmZmGg3svxqIKOnTia2iZa41GLYJsfS4pVs00Xam3KnfAEG7D7B8iWzOP/MgsQ5RZjRqzSlHkuo3Ez582oAar2eTK2KGxUcmZm5nCeRfShQMoyF7abj+agq28IW0WyLLV0uBuWn1GSZo7meQr+VE3mw34NXF33ZsWEM9g9rI6vWY5GzMB0BX4oi7yW7BTz43Ises7uxtcdGRsWs5ClluWZdEe8y5xnfcAkDQrdTNcqV9XO2c71Nm/+PtbMOj+p64v7n7mbjLoSgIYTg7u7uLsWtQEtpKYUCxQrF2tJS3N3d3d3dIUBCiLsnuzvvH2dDgrbv732H5z5sdq+ce86ZM3NmvjNDuq0tKpKjNSlc5DWHyU4D9f+BnPzJbbiCmpgGIJ6L+dYRYV8CBQTfCESBeILstFwUxROiEIrjSDQfVgwJoSHzAr5h1KSh777LtIXEHFHmSXU0Qvy8mCoT6MBOAvFDADMaZnSMlRl43kym4iS19/YNTaL+y1cUfx1Hx3/60HvuLHYbfmNUlBXlCUYtThNQKTBbW55ygCfFyiK6o9hGZeLyOBU1g2qj1G1rFPywJBdqDmPG2LEIcKJBA2zS0/GKzEqJeZHAwru5X6k0D0pkJUhJo/GLjZR1n0pwSxegPCrsTXjCM3Imss6ip/s/r5p+mRE9hFyJuRhe6gC7NT8OaN4s4S5PdIEUpCCum5ZyN6ArR3v9gyHGDUdO8i0KDG4PPCaB88wn7XkQNQcmY5WkVqTHR5uQa1oB0B5DridwpSOXSzyi2qPi79IEeZDEGOIIz9uO0IzybOxhzeNqClnnTCx/L72Nyx0fAl+VI+CXixw9402A2Zdylytkt99oC/G5eRhYlXKT6+E0yZeaQQEQX4dhfyUQjz3GHD4zT0JpFDAO9/pxlI+CluazJOLGQdNA8h8qS8nAWMuZGpkBoWy0Kom24Qnbf/yWljdP0rrIT6j9RwbgjSOOLOAJ0/HgXkYTDk3+gYa/vmHSlKm4JCTySB/AhrJV6D2nCuYjewmZ9IANvQpxsMtDRNcHtDco18hdFCv78nHNrX+htAiV8uJDykzAJimZoev9mTeyYY4flnGh1nEivJuifKSPgDY0Plad/MHekMNdAFd4xDoukhdVeb4EqpjnONB0RPs3INLTE1CeILu47Cv9tzzHMyCeUotes4e2lOEe2+lEu9tH+OPMJByW2lJgbywJftlI/GKPkggs6MDsJU9odzWDIUOn0fkJFHueCy1zjHou/vhRnLrvrooDupGStxpRVc6jovsfoApERKOMTsdB+4rVfWvwqHhxSjx8yG/jx5MNxGgLFOZZwK80Ol6XyZPVTlAv8Pves4zSAphAD7qxHCWCRqN8jEPJWfx2V6+Por7f0RcZcWWfv3Dd1oPuHmbmkZ9bOKHL1GOf1I843Bgcsh+HoExcNujwur6AgwjrUPHpoDAkXYgj0TeDCwu2YHRS6c/jmh7l/oTxoMWDPhN01uAby6RJUzm6rxWYNYzY0JXjFHSKYLn9fFyef8f4cV3ItLZCNAUx/W3sZQ5vMeL+dQr2Kasp9kTwClvFrLnXsc5Uk29P3YJkVLnC9BmOlHL05Fv9QnBrypzOi3A0+tF7XxAq4wqMHVaZwSvtuVWmAMcbjuHVzrLElDSzf5Ufv/+l8TxfrneLnME1ls52G9AQzAYjZSYv55HrK/oQhh2zsGE9EwjEJS2DBRf70bq3G92mHWPMomukGgyMLzOUjYuKseCwDY2S9JArkhSXn3np54lY70VlgauJWtL8/m2oPk/GpE8Exwo1rkVT6m4ql6tp3CmXM0puFKqScDVU6FYXwIFjTRoTXKARsAW1X7QFbMjAhq640A2Yiz9W7EDhb/dwpVoZ+q9cSYbBgM5MdsJowC4lidxBr/Bf+RyXqCRSsGMFA6jy9iYbXvSjxMwIjPY6HoxQGFMNNVW6n3zBwHW7WDKmKy7pb7m/1gqPoWmUWJQV/RJLIJGcea8MexzKqr0JhbJpiYKQTEAxSjIQRLzrVsb/NpWHJUpQICiIByXvgGRlVBgMeBLm04ld7Q/yqqD61uFeCtPPBjEx4zUFkntY5kcB1IKViiVMXp1syFm7+X364ujqal1AI5GG3GYhOznIc+Zub8Cj6q0oa75L9FdWhFez5UW3o6Tk2QMIu/BinbEYhy63ZHtWFR3Dc7A78u6+JSxdAYBrMPhdgeaX2OdiYN0vf5Aa6cVu2mHiKRptMFd5yONmdpSsvpckHyMZDuAYBSWuwvM8zzn1g5HaLrGkhbfjzc6feJ5aA7PFaHOzqAdtf2/M6lrnWfNXOcLMPUB+INdNPQVPpHDXeyzYeoKm9n/ljvvw1cjlbMOeE6VecGxvV573/pEC9rX5dmcZdHZqBNKs9XT/tT7OXg94XmsLeEdzGBXitRcFYJsf3QmPrlXZ12g+3bZsobT5PjqnRHr9XQKHcxtJGXgRyT2RnQN6oHbJlVDol41AX8vx+YiD/0SOfsqxnINqcJGiledyu0oktyp85jpAWXrLokxoZpQLww2Yi6oJshkVY/mQAkBfTlGVBJQRpBvQm9P16nG5WrV3d8ywhzRHuFbCi4WD/Sh+6xr2R1XC4a5sYXSLCfzcbwxH7xZi+6OyPC4XwM727RHe1wMMqWC0gWt4UdzxFfXlIqqvegMB6NlA1ff2alGo0LUnqH3uAVQGJlCB2xUAb65VtuOVry/lbt+m7R5brIyVc9wjPzZpAxi2sDX53sDN8uUJiSvIxL+7MvFCJ542aUqDexdx4A7KZBmBUoH/nb7IiH1R295cKAhWWWB1phXxL935u/1kLnVqQ0jTvzi9dgqxpYKwjh1C/h7zWdVrFL1s4ulLGlsBNYjZWaybowQ3oALYcj2G6vcgfwRbGl/hSN/qVDz3mJuY0PEMF+0oN9w74Kz3ZkcfZyRTrXb5eEGPBZ5crP+WnnapWFe34lGtDCq57aXXdQuiQtNIs7FCZ4ylw/bORHfNT4sGgXifT2T6Jhtudf8D19jX76TG9nr+WOd+SNroUZT561e2+EVQR7qSYnWDtcOtcImPe3ffc+V9GD6/PBV6PsVfLzgDxXFgj7EMp5/9xDcDzOj3WmGfmoYRPVucu7BrWX52DmjEeOel3H0xn45NHmLzOgy0NSgoVj+UKuT/mVERPD9K5/8hreZdugtzJkRlJTuKBboTwUHWGX7CZFX8X+7THjW5nVGJNFehxtGAysVTCviaGJQsciaRr1liCTROB06R5KQKeKbZqDHTGUFvhJp3w6l/OIY4d42oXz2wP5ZKP1ZjTSZNtKM4OCUyxHkBN2tX4Ey7kogGkQHZe803leCcbwGuVe1IuxvTqd5iO0VWR4K5JSrtR3N0n0jD6IAn9sSi7PqvUInANqEYxpOQfFsZumgRhV6+JMozHyPntCRf8ADco6NxSkig1P0H9F29E7POgMlLx+9bO3Nx0QFm1D/DuXkTaOOyhmOEM4AVjOMwv3KYH2iIz5f9B/+u78wHgqnD7FdjkJm9iC8axIXeN9kbkovyb7YS3PwSGExoOOB2346EIse4N/JPosudB1El0zQz7+1bL6Fc/lWyvogroDZ/9mlktr9AP8MwFkf60MPSpRs4iqPdQ2a7TqLopBKs/KXfu9sNubeLvtOusW99Fwo3T8L+rY5rjkWJMpjAkK2WWZlMFD33kpiwNOpqZ6i3aj2l3fMwev5tliw49S6gNdVGT701del7IIJvOpbl5a8/kzS1HvaPG2NrKMyaWZtxTVWb/pJ2sfzT+hLVKr/kT8nD9IyxPPq9OAXGNmbttxvofkPFQF4vmJdxP/XnyqYEFnZJBpu2wBs8bv5KbatleCXOs0zs1iip+HnSEKpziU8ZA7KpN0p+CGhWlPawpRA3UZPNDj9mYGAUCmpn+sJ9LCQFIHEaZLRCrfIFUfur4kAbZtKI1RbJ3ZP1jGc5yp+XCaxmY4/O3C5XTo1DBhgsKWLzRKUwc0gpDlSvq9YOi+p6j9L0ZyWd2I4eE+tbfs+ZuvVwDIewUuAQDT53oOWFIHYM/JU8wamU6iS0qHUJTROgDRpHcfswqZe0opn8QQMyqMZZBuCCcsfUsJxQDAjHpD/J/lb1aL9rF9N+OcnVKvvZ0bEj3TZv5mqVKthkpPPnj70Ye8iG1S3+5Kx3LBBKdIW9HCi4kuLAUlQylV9IZTansWXbF7v4XxnxCpD7dTR7QstxwcVE5KlW3DcW4sytQTgE29J2W1VuG/VcIp7itf/i8ZTbRFWOg2QvZRGlOftb5WHCr2CVqHTki6g0G2WwODVSXQAN6tyBE5WIe1qUlSFFef68MJ2AsxzFRptHjFab9VoCz77ayRuLqc6GdOoFveJ65S28/lmPedcODo5sToxNLhbMyAZ6J9obWNPPngDbs5h63+eHqL2UMvizrc8PjP4hP95GG2yMRgtCReNykQD6N2zOcs9n1F68m+qbN3OiTm8Kn/DCNzmKhs5v2R1wDF+7VDYyjXs7RtGh+E4e/FwS9/kReHqGIy6ZLJ1gpsWOtvw+I5qVLR4QdnMVDsGVgfps69KRXzY2JLj0FJRvK0eais+QoGMftVFK8OescDrUUhcB2kNeajsIYxyK2Rdwky6U5SolcUSpnx/Vc3uPXOLS6bizNFgVRlmD41B+OCOQD40h+GHNRRRLF+c4SoUtDOwC7Skj5s4lKP/7EerOGenkiUmi0uODCpJ7Ut26PqeZwmQcScKEnhgPD9b06cPzPGXxOwc6E7gHKXCXzrLQlrm7n7GHF+DHS6AdRl5wEN/3nqcZ/XFdb0NL2vCMRxzhMiqyIavPrwAnMet7sbpvGTyio9GbzPiERVD3zBlGzpnD8+YFGX6/C+sm7eeF7iJp2vuLmDMqHifLpKZZPgd8xqXxjr6ENXVMQLxDkdF1e4nTofrCgimCfYoFPmiWXE32yBmHiyIxqiTXPmkp+Z+FSt7DvbPjFc1I210FZOiaOtI7MtcH+ETLv3Q74Uo/4eIg4dQwodwTYcQGGX6hptQWxFEQTcoI8lKI3yOLUtxk1jidmDSFY0xxQZaVnSqGtJnyKjVABr9dJkftO0m4g7O0nt34HV7Uf1tn6TCnhbTYO16eFD0jw/rukzILT4qWuVn8g6aIx8nOwvmv1flXvxFu/KbatHS69Ok6UA479pBW7WZI3hhH6SvIwIxqMjLoD1kxoJ9Eu7lJKjaSrtfJ7F6lpNX66lLrgruQ7C7ITEHCBCknxRaelBL//C7Igc93vIggqdmYz/cOkyA9LNjW9M9ca7JcP0aQcqJiH6dZvhdBhltwpZ+7NkGQjOz7G9OFxJcWHOVAQdYL4vBu/HSCVBfEVpxktXSRWoIgVQRZLYiVBZf6XGaMGfMRBtWkIUu7+ktsblXqLeOItZjNyEMpZimzlo3ZXDx4sJh0SFShj7GsAhJRv5b8ZhwrA2SZpe0tPphpekG6iSHuulT9/pWUfXNH6sguQVaJigC9JEgBUeX1motXeIik2tiIUaeTqy4N5Oa2YnJPCsoaURGPN0Whbq0EQQyiE3vpIUjiJ3r1hNQXRP43rGlIXgh4CvM2HaNecBT54t5A0WykesTpZqw3PiX9ilIB7koZXHcLDbr3xDrW4sDXYE+7N0T0vkS0Z8R768870pnA8zkY4+G+HxQNgrfePLrcmPVRHrwCKqJRkMvgWJDZj7qTWrsp8bkUMsYuHtrcW0DjGV5cnN6P8t3D2J4ygiXJ/9D74HMcU9T+9Hl+F3bWyMuJkhFcLraVLg/3snrRz1S4kwvHoNdMmVYHXloUZnM6rC4CB6tjV+4p01dsoH7IDqptmkiImy2PLpei1Cg/JpeYTL8Vq3CPjWVyyd58820Dxo3Nxf6uqZyvDtjHoeTEJeA+jwe34vHgPWSrQ5+jHR990/zgQUrfXYPSI5z4vEr5GpXkMh5l/AlH5Vq/g1ItB6ByreYkI2qv9A9qF3+DLOQvemtwLIhyt69FweFuo/xwbpjpxSXsSAPWoVlcB1ct79AKZSDZw63y5UlyeD9KXROofCuGR+65eUkJbg6up5oJ1OI8NTn/7tydHTqgmcEuFjI+ASw6nicPyfer0i8uy9/pi/KP9kKFf5mAzWQ6rePmlOOUzd2RS3RDbcAaoYrTuqMMUcdIs53OvkrtuT6gKHOCDKzr8IRMXtMbtZMvB+wmD2XoAyzAk9t8T+mPzGtZAIUv0pcW5eGjakqFC27Sd76HXKpqkErXc4tuziwlFZ2SBETsSJbDudrJ2T3NpNvaQ9Kn3UHxPvOdaBn699ai3oIECXL83Qrywb+oQsK9tsKUpYLvW8EhRXBOlDaDl0u0Wa2tXuIhyHPhzW6ZcayDLFyolwTH7BXxWd5e8tWfdWVGgWkyzO+oDCu8Wp6Wd5d8GwZmR1FcHiitgwdK50Nr5XpAUVk1WpM/fq0nI34bJUUvHhRu/KjOu/GjcGi80Ou89H1TTh6ZneSqVJJvZaAUSm0s63v0ePdcM8jZ8l6S51hzIaaA8LaUYM5vkRpegvQUpJQgnQSpZumJDzvcKMhCQUIF2fTeb4VevJADLZvI7bK5Zezs/FLsWV9B4gSJ/MzgpYiK7jgjqthqMUECRBVTrSbIGkHWWc41i8oNcEiQIaIi70sLEpzjfqtFFQ0dZrlnuuU4I8g1UdKztKhirJ0FsRa9+MmP0kCQo4JYi4rkj5TrFSp8UpoZ0Us4+URAoidYS4ZZExFku3QQW3klSEdxiT0pa3r1klQHnWRaf3yP3jN6yOT+B+Xag25Sbf4TMcQbRUnwRYLMF8RFVFndrH82oqT1HkFqWH7fIarE7m+CuIt98J9SKt5erAR5k6NHQtLzyJyYH6WqXBJfCRRNTGIbniGFzC+krpyS9hF75IGpuDyTwvJP9Agpsu+t+K+N+B8j9EesksKlTtLz6gOckjMZtjMf/ebfY4t1azjXDJa3BYQebKS262tqbd3DuobXmK21AqkAWgJocwEztqh1uh8q4TBkS0YBCC0Jaa6Q7KHMYhfKgHMK3oWfsqvBSmI06EJnalGCWyGJfDNNR7Fpq5Fvoui6Rd3LjJ7eTRZxcFMGk5wfMy2mPFs7r2V3SnHm/ZP5ruBKvedO9DoRw8vkp8xYbcScWAiJqgSJT0GgjH0MSQG5CbR5giYOiHYI9wfzKLS9OcIlvgo5xA/L16JpwjmnmpwccZHF3fMTVizogw7Essr2RtVy90OlMMzLxySWc7YAS0Gs0ZtMDJ83j7anV+GTek/ZtIDnjtDrr/mqdgZ/fWb0zChHUTHULmW35Rk1URWrshpoRmE0u1p+W2cZqRkfjtAHo/Zh2/eigO4ApbDiOgspzGDKofahRpCZNDlajkPNm6HJ+3dKs9ZzuoIPzS6/4fSPuSk7MwZXqwxuUZ4O7OQ1L4H5OCWsIqhAAcQlHteg9+9hBp5rZbFd/5o17j8zpc4oTPaJqBolSahNqA1qQ/oMu7fjcQweTWRVR5QrxhWlDRwF1uDAJr5HhU+Ho+RmL+zZcG0wO6za0z5lD441I2jOTgqyDs+9dQlq7YbTywzq93hOaCNnXnZ0p+rIIHKfSQSB5VL1f8CavioEHil8s/0h28qU4FJ6Jh6zfsJFnwnbGrwbmL20wSPpIRl37Nir64o+bS3tKnek6PJRIKMAJ9LJQ1UUTmMU+ShFBZ6ipl11QPN6BgUvQcAxcA6Dag/gSgm8Z/aiGkoZak0+CjODOK8rzJv0HfZ//M7VKV+RZpuF9DeTy3s/mamlKfxPLXp1d+XY2eE43qvJ4p6plH6uUA53ckUxvWs8c+e1xRQzDHnloZgQsHuZm4WXfXCzfcRQrTRTdKGg1SQhbwzfHR1PjylRFF7ugVZiBBG3HNh25wGnpggziweRR7MCrSdoLqB1tLTpGMok2AuV4/RDJgxBOYk0FIrGB5+3c+i+aROPixXlpxWjcXC7R1xBZSl0C4b8GfDV0VB05g8zh+ckDeW8noVK6XAQlXluFcoW/QhV4WocyrxQBqVKDkJB6rQP7qXxaSbM+t3TcgAkI5wninRqcABdVvEdTThXuzaVDy8g7YNAbUOmibwRycQ5WlNvdRg2u6wZEracZhzmNb6oGfADSY63mTJpEo4RH7dCB+TKewdZFodDeARFdkaQlZFgOBfJgyPK2a4SLKe7nyK56EV6URGVEnMvimEdgYN8jYqp98MBM3UYhQ/1n85jh38rJhT/hSE159CL9biRwnz6EdemKmjFSMkdyan1/jzum4tkHxsyHPUfLTyfavvn6WYJmNcV9/gMpu/bh+DO00oxJFQ7CenZHZmEEzuNLTGsTUd/tBS1B0Xhdj+V8r8+RjNdAPohOPEKCANO4oIVeciF8ubsQMPKSlOxMtap4H8KHCIg2pngGvfYi8LUD+Evksigs3UM0blcGFq4IQcX1mFjpw7v2uL2yIAp6hwLTE9xPKcRY52L9HQ3Tla3xSFVZTyLdbbhhZcfiW/j4c0FNL2BTn4ONPbLy9K8l7nTdykB+HI5vTer7uxmVN+uLBt2kYbPdlLMehd7v7fj3OZ0LpRNpqVvHKc1tSPrRis0DqN8aPtQiSOXWQa4Ke8PRSbZIOVYYCN6YzK5Q0ew8avDrBj6FVreQGL8jeS/rvDxoeWUp8c2E/rtn41z4u7PDp016Wj8RXai43MoqNw0VKm4VyjH/E1UZjkf1FtY8b9hWZ1RoUVKSzLRiAVEMcHyC0BLdmBrH0tg5e6k2r8fBKAXuFXUgxvFPJFoyOxig0svPb+l/sIsRqMhQC1EV4dQHx+0TD2ig6gP3K2ub6Dgafh2TTBN2+/DjhRsqMdGuuLEedRY6AEbzLY3SXFtzjpuo2IyQ7DlPnoG05V41qKyzy7EDzhOCkVoFb2TQ05NqG177t1o6oF+JPA3iThRCLP9chL9bUn0t8WQmITP2UQynHQ8HPphSads+tfkUYV5znFasYTpxOJNdNE3HN3xCwkrRsJf2aBeD6LYRxv22g7DuXwaqQFBHHWvxZXfF4L+CB/WF9QBLuhYTRUMuDAZO66yO/uETFsILgfprjgWO8xTLcv4DqPQkYYLGO9hHbKCEc93Map7CLkiI0l017hb05YWczuxd2I/Hjc/wu41ffG4GcaWg1cxmp/xIfXweMHywhdB0zBjpDCdKXu0CpmrW1JgTxwuKXEM8unDA0pyf9g5Dnc7yIXQaWi1T6GRnZMyEQd60Ir9NERhGVuhnGP1cjwtBuUuEJSBpBzwBxWvb6HL1nJ8tXsz6bmTiPYD23gVKeb5AkLKg+TI56TLgMuutflu7gqUG6Pse+/UlEPYMp897EIZVVJQTBdiGYtOKID6ApRKOT7H1fdRkvtzJvfXKOYuYPnbBFxAweLMKFD1dfKiMEJLKMpGorEmikzaILKb4fPm8c+IEe/dNcNKx4YWfnQ5/xyHGNjo9CPt3ywixNmHAJ6SZVu0yszkSPNGFIs8i0cg2CR93MKgOjYEHyjHKcdGXKMye2mF0kwSUf7PayjDzDeW92hLcXrRkJ4s5Ck9gQxsSaYTVSjIBKYAo8nLHJ7x6SA0EzoSMFCWMQQzBXgKpm8xJHcFwGinw2zo9z+opkAIedlGB+xIwqzpqNPyIv7+kWDjAzki86PxpBubKJN2kep9DuK1+glX5pQG/UhUgOb7ODszEIvQn2hGEkhd9vAb0IlO6lxDGjhFgftrklFInCTUlDmMmdPEMctqNnYFm2JoGMfgpd0RwClGKHsIim5J448+mVSPyEVcT8E63pYOGxKp9CIU92Q9hcPtKPzEi1xPvWidFk2qZs8p6tMu4igV1vdnRde/GLZpLnlSXtOEjbwok8C8Hwqi82zFWP+hWNc+hYFsJkzDBiMGWmJEra6DUepevQ96NBxljSwFlMMlLo66pyuxtXsYPXeuZvqQiqTHO+AQqSBcJhsIK5mDCQXyXwWHGKj68hyl7g8hG92bTUdoxiPmoJjwKGrv0ws1Gaug8qxGoqBoP5ITnKzul7OE3B/kREaphExZoV7pKOf+etRGIwklGRXrvwasqADkJQMQzoF2kkgvL1JtbclJ1kYzzS69YVOn/GTaQiO2YE0aeQnhFPUpz00gBaNhJlN/+QlJ8PwkEwLok9Ip9+tdLrypy92dtVFyawAqoNoWNXJlUJrKNPzXjiTRmJuNeDIYT1omt+Nt/FGeL/2dY/36KZMcm3Hm8yqmHjOZOGNisOUbJ9BHk+n8E5nOAxFD/89c+R8YMQ07DtKYRqxDbzBiU9GaGOsRUCMMHN5HLgSRn/wkkks8+efuH1SYZKL8FD9sIxxRINsPSYjmGY95xh8IRiAv8bwzDng+B0MygkIq7MCelYynMHmphfCaJ8RTmqOUJ6XoPLKqk5utTMQXCeZSqT1cXG+i+ORIbvx6nR0TQvAJMjBCl4unrefxtNcMZvacxbCSb/j21EomTlqCY3NP7H7PRYhbATqygMHaj1ytnsTLs4NoF+TFxUGJBPCMw9KEZLO9MtcBc0JGM+LCctbOnkHp373QTE/4GCd6GRVk2x9E6Lp5Mxu+6sGRlg1ILfaGrQPtWThoFHN79MMlBDIcId0ejpYoxA37AlgrSCbBlSHRGyQXdDwUhGYuwHsVnADQeEpRy+fcKEmYHxX1WRU1KdujIu6jyM46Lij2SbJ8fogCRU8n2/GftR+8Yvl9AUralkcxYwagEYsyU61jM+98EsQCq9jcrSM3K1T4yAGTOzKNAUuDsUqDXLxBjxk70qjDWf7kRxRDWXO6bkkWDRjx7voPcUY+t+HV5txUu3ec4PZz0QjL8WsokI4Pa5nIUSbSF32vu7zR58PAdqIOr2PJoNmE7CtOvoMJJOezRu31E5nEe5UZPqK5jOBtFsYaH0ufl/zCFVkv8AX3RbZl2Cxt2COL9dOky6/fCaZCwqsSwqy/3rcg17gjbSrMlR2eo6VTqSMysv0SKff0vujSwwT5U5Sj9NP/GgnyUpCOUt1iTrf8e11Z/MIDxFoQT+kjmvwql6WKPBfkidhJS/lTnCRGVl0qL/tbqIYk2FtJs3V9pczDleJxa5LM69ZSMH0vNTfvkOFz90r0nt4igtzOLCtVzl6UQltuSk/3azKQyzKIC7LBcYQk29nJy4JIxU01hcCOYhXYTfTJvQS5KvnkN6lxz13Olakl2/4eLL+d/E1aLLooPd2vS3/dZemR+5zo0q980KGPBdkqyAAp/OyZfLPoLwku7iC3OyE3uyGXBiLzprlI8RcbxOnhejncwFvm/+Ykxa/OkooXD8jvPctLvDdyeQByeWD2cbxDfik5N0SUU/pLAIEQQaYKclqQQFHukk+dFyPIClEJik+Ick/HC/LC4gZ4LtlAgjhBogS5JcgSUcmwwgX5SZC5gngL4iB1pYsUem+0nQS5Lf4Prsm+mvk/6c4QELFH5Lp6UqD4Slm59V5b3aKj5UnRQpJuhyR6qQRVOV1KsfmQ8PbImMz8MlM6fzAWMWItPcVPloifPBd7SXr3e/H5YVJtxCuxSnoohrgM0aXutLg2lCMo9Qu9vEwGSD05Kd5yUpCTgux/780/y2v/jRFFvAmVxe7DZEGwm3C5mTB1sXBwhFD+seRkWK9y52Wx1XfSuus4OSrIdakgeYwhYohPF0wjP8uICFLTGCC6tLuC/CxIV0H0QoaNVE7ykP5iJcgIQY7KCakop0T5JH3FXZBkaT57ggxqOEiina3fNfpmTcQ2ylMGnF0tDcRZqp1aJBeW20kfczvpk7lKSr95IL2drsogLspipskFWshlmkgatrI1X3Mpf91WSB0qvPpRMDoIYitISUFcpOrFjvJLzw5yyLGbLOA3WcPPMoBLMt5xsbSe0EAwlhSVF7u/qIzZF8U6LUWmjh8vd8uUkCeNkKt9kKcNkMv9kfODEa+XjYWwlULEealxfKfYRG+VKgdmyDP/QpJpQF5VzWbEK32R0JLItYbu0mvK1n9hwqzjjoV5/u08syAbRfkJP/ztmig/Zdbf0YI8EOUbXS7INsvvGYLk/cJoFxHnuGsyeMYwiXL+OEP4u6MwsnNUP6ljOi2/y4+yWAaLnSQLEiWY98v3/8yWFOePrzODmPTIy0bInX4lZfKkv8Ug6ZZ27RVkk+hkvLjJTpkn30h16S3K2z3BwmrnBZknasFa9K7V7qKWqn/rwTOC9JAmgvT5/8uIIGJT/7zYuEcLdqmCIUOYMEvB0XKe5xMpvbv1kk01B8nLYF/5yrxOSv/1Rnp6XhebqI3S+DxS2fTpoXG/PVmKL9gjCoJlo75NtxdCyohNXGNB5gjiJnaiE0cLW1QXd9FLspDyXGrvqCoxboZ3jTFpyOiZmjSQvhIjSNMMG7HPdBKPGxuk29h90sfhqgzgsoxhl2RgLXG4y0WayWG/0uJ1o5xgHiOYCwrGzoLZXpBuogBdCObGYpUeKY7BCdKi2gG5Tk1pVeuGOL7NLfrMnA5jvSDbBRGpc2ijhLvZS1AlJQVvdUUeNlefLw5CGu6sIgROlaJXn0qRJ7Gyo317iXOzkgctFdNe7o/cbac+P2iJ3C+cXybp1kqzdvctzuv3mamjbJMi8uQ/TJucx3lRMDejfB5C97nDJEiaKOf5ckG+FlVMAMECfHv/3wVptXunxDs5fsRIIR52crOCs5h0yNnCrSXB5CQm0SRBHMVFYi3PuiI1zh/4JANnQeHS7ZCY/MjyyhNlkAwUBZboL0hzGS75JMGS1jFMlOu/jZQTBQ20FQWKMIoqlZD97/sv9oAm56SmpIitNJe/RAmPsv/KiP+ecv9LVPoulH4Im7qAUwqUewZny6Pru4/h2x/T6+/d9EvZStGFUWgmePitjirhF/Ca/A2zDb1RhoNsskqywzrOkZR8OcJ80h3gSVOwScKx6FGWojxhFVEJAItgxQuqMYQ5PH59gZU/7qZYcCpVr14FYF2hloy5kMEqnY7ARBeWRTSiS49UGr7ejj0Z3KQeNdlHIR7xt+001o9/RWLHcjwrvhy1n6n3QTtdUcGzvsBXICZ4EU3ziy2oecWK7QMhziWdV/kfgSHdck0bYB1kbOZQz7nUO/yQ6MLKCGPMkevoQR6ITgnAhJ6/u3Wk1rFL/Lb9PHHl07FJVIZkxwgwPMjN9cgO3E+rSzgFEeDJIC/OL/Wz3CwC8KQyXQimJmF8zaczvkWjqkLVhHclNM+j4Hf/YyAyoPad/6BgbrYoo1AhYAgKtJBFA9GZFvGisD++HyT5jXW0JsFTT4HXqWh+KNenDtbRk9yEkYAzQxhHRnweql2+y/ZOnbAxJ6GZcnQ7YNRrRLtbY17iTUz7CGpyk3gGAJe4zYe2ZrhFOSqwydInuVC+1b9RxiwV1OdDW+YG26NzNNLR7f2oCgGeEkBRnvIEJ1qxief8goIEgryzZHxAX5SIdW+KqhD5Gc2h0i3hcU3BOV6dp5kt55ulC5vllNZe2tReJD+GjZXKpiuWxLdvBPMnQW6f/pdhJ9xvLdzuJCS7yTdXkEPzO8k5c813qXDNglSTi0LcA2kyr/17CW4fahVk+nel5XqZirJYmyortV9kDwNkEz2U+oImJ9xqy8RJmpRfWdsCVteJ2hPUEyS/IBUsrdEEGa2S+RozRIu+Ja23rZFaS9rIwwq2ElMACaqIPK5mkF+/yyNfL8Jyv9ai9lqH5Zdfp4hJh9zonmOvN0BJu5fVkFdVkO3fIuUPjZJ9LbzleV2lhkb5Iq8LuMouBsl3HJWBXJKBXH53dC14U9xvJlp6o6MgxwRpKKpYSs6eyhrgu6KgXGZREK+s7/dJNjg8p6r66YTFnz7uWPqrRY7v7ovSDtrkGN2zojNlytzvhotoqOND9RJE3JAnk8pJUrTTe29ySuqKh0SKIT1d1vfoIZGFkTif9+8Rb2+QPS18JON3JMVsK3XllATISEF0cku0j1r+VnJLNTknyB8WiVhLkOuiIHBZ/4ZK0eWhsvz8t7JHWn+2F25KORkuc0WTcf8qEb9clu2b7fDSB4JylMTyDgPfcGVbf1IEjtaAOrcgOA/Yp8HT/BDtygFaUs/1MgtmL+Gkd1GWmYrifSER0SUS8Unk92dInw6FT0OKO7yqwZuQQ6y6UQw39NiijOfH6c695LI4R8P0ZQ/e3dqkh7390snzJoWQ3JnkDzuEnXUa0fF5qJrvNOclD2vchnBi8g5eNRbQzqHM9p0sq98dlBE+DrU6LgOphXPQBeb8OIaSz96wpLsf7o4pJJVK4wVgsgZ9WiZ9Lr8lNBbwhhWNrmN0Ogck8qyIDZooH2GmBf+c/7paSmMKqb8LJMCs3fMpnJiG53NIt9ETGlGGwykDeUKFT3aedbwJu4h1YCkF+82rIPbniuO1vYPl/OMoh/5IlIVUpdhXoUo5M5S2+sQgxFuu7/SJ3z5FjkB9VEVHUBZbEzCXoqTxBFVXxJ6uzNTZ0mlmKoyAt+d9iP8uF8Xi76ChYG+76vnS7txbMl1M2DqlvPfm9ylFAs5oIrjGxeH54uOWOKdk0vpgKFdDK5NSqiZzm41gCKqjv2EBU9mGF5EYyCSAp/gQRjWucZmGKPDDDFTQXhUgnAASeE4ITwaMZgytWMjRz/ZCeW5TklEIpZhPObKk4qfoy4w4td97TOg6cBmz/J9je7EJe7BmTyYMOh+IznoWi0bkRQYsAVEqTTKOTK9Zn4Fbz3FyVx8qvImk0I4Y7v4kihH/K+nMYJuoDusU9hQXaD8NDWV07wHM5Dq2QS+o1xOO1O1CxbvTANWUCGdHfu5fQxUDWd6GbYkDaX7pJqtDx/DX3Oe86BAAjjnj+jJQbmhQTDgVpbb5gtTCOvwGc374lt4H73ChlSMtIuNIizaowlEWbc5kC6Fl1Oc+ByEz1pnDdRKZOv0wbfbuIboweD9W2a+j/eBtGZUxJM1FOfCdwsDglEaGzpqIyCKcP9qNG9TH/InhEh0EdvHgaV9PQpqWtLS9D/ZbM9F33AuFdZZ3WgyMtVwVgUKYBKCUqX9bFV3570wIClN70vI5EeXeGISGB24MwBYFKZhCKN8Cmp26JM7PlVkynlV9u6Ih2GWY8AtJ4LGvO/sLtONrQzjeKGzbG/KykR50Zhsbbb7i2/nzubD3CHUvZFLyzixyvYzAOlP5Pk9UzsOAcX5UTYikVWxl7rqNxZYDvOUgb8jHLcqzKm4gnfYeoWa3g7zYXBG7xiVI9VmEQh/lQkW7zMaNTWjEAPeJZh1LUU6g99MpZ5M1mbjSHqXqNvzMWf/CiLXuhXI+R8qGGTUuMkhvQtvbELeq9ylfcjhjtp7gutaAXZ1DCS3+Ch76vTs/2azj5kIdDTNPc05zwavLc/Z0bgi6vijdO/ZLj/+YHLP3jmK5wzGgC89wclkL5Wuq8s+WNCHJ1ga060Wxa2Ag1SMN6txmpLktcbojrOx3HH3eRHBshHLAg2I4Z7J9asNRzm7FYQ4JESwe0Jc21x9yuxvYWSXhlWJFTIorhsxsCZeTdMCAy09peng0HXcEEVVUCKoCZbYr5jMZID4fpLiBeyCkuqoS2PoIR47e+oWH5mpkYvvxjYFcBHGvZ0HOLPXDbKNDJSvaAYQzd0QFMg1/o/xY11BAgnKWK2tY3vGg5XPlD2/9RSpg2c8FFSz4H85ORzHiNoQALtOKP7nGOl7SjveXgOtU4kyNalzUWlJJTmJLChUfR6EJvFl7m4R4d87XaohnQAhvyMcP/MW3zAcyeVXoItWHL6f+kCfcNJbkyHdNGbByJQB1boVxv8cOrM067nWayon1PYjAyG320xu4SXkWad9wbVUTzl9oSv41ifjNjObB9w9QgdBVUWFhZbnCKxRqKhkI5BmqzM0XU/+gPIpfKFP6ZUaMIBe0vAAHagAaiyK9qFEoiEI2N6lyZQ7+V2Lo4bqcufGTqJaezK5lP0CnZRCqMHWxl+qwwro7Y0yrcf0uk+SZocQYemMduwij/UvMNifwgn/NwPI5ao0qJf0nEJFnK41nDcXvyjNMGqxtUYTNLQrR+9kBSiVX5XFmfhK7Paf3D734uZEDxqq7sdWFoFS0rHSDqShm9EfhLYeS02hR7NIWOp96xKvaYLYsgXqzGdeUNPLdUwkJTJ/w9jpFCUVexZIqjthEpJH3sD2ROldSCuvQySscogX7aIVfiDF48CilJlcS2vOaYnxKWhntdNycdJq06q0JK+tjYcIsagzUJMOmco5rjZZ3jEGhZuJRK/QeVGaAyqhRcEc5zL9MyQ5fmlJZtAOVY3QTClCQhorCuE8CoyjHy/fg7yZ0vCUP+WdlslbGUZSb6G1TsEoTNKDFkX2k73dgR+nB+J9/RF3HjQjgyytSsQGuUFpnxNoGbG3S2DOyLQ3OnKTQi1dYG81YG81kWGncrb2M/snPwSFbIa/ALUq63OP4+uY4v0jjfk+NyKoOKGnYDrWY2KHk3nBU4fnfAX8Ksg8XPDlFAfITjD8f68f9WUkyDkR/obf+g9VUoOJj8ImGo5Vh0Dr27FzLudD+DGMaT6uk43fbkYvWjRi/KoiQY91gaXd1g5p3INGeqUG7GD11Fz/V7cuFrS3wupLMlT8iSC5Tj7kIQ3FErcyf17dzUi4UWrAz0Ad75jAS16V6jq3vjFY+nvEXh/NHe1dOJbVk9e3fqfosjBMRLeh7JS/frLTDwdGNqRPzovKVnLR0dBYtRaFOIHsimyl99wHbunVACr4gPi/v8YcAj1ILUjnpNclen2iwqKxjMZs789bsTwh+3CpSidtL3bjYqyh2KenEFoD4hAJsDZzJWwrxKQYUDUIaOvO8jxfPv/KwnKK9/6B37TaTHTEhKNUyFgU3fIVagAagcnDOROkWWekb/39Qznl1FWV5XoLK33cQDTOjgBnoeCl+HNvekXV3B1FwbQJOQWn8RicMed/iHKp2JwneYB8L262/p03QctLdrLhFeRpw6pNPThJHxmyexYIe37zrgYjCBv4Y3RTb+vuhiEKZ3qYp7sTQi3UWJFIoKrtbLGq/fAPFgClkp9W4igqOegJ44ckCXuGLPSmfVPKzemIv0PYzVtMv7xFBPbjoHTC6glMqLBjI17QkDVue4cqWq9342XsCdytkEhVtBZfLZF/qkgyBedjgU4aAyc9J1JWhcvwrbKYEcbFYPEJHnnAEJbQb8CVG9EDJpkhUaMpiMzy6WIZx6d+xE09+n/sPpdNKY3LO5Jc2S2jwejL2x9OoFx+GXTy0sjrK5Bkl+epwCieGVcWOBaSis3TuHZSk8EOBnfeiIFy1UIMyh5IPKhLw+AXBjkqVzElX8ublYn4fnB7EUigkCaPzB3AzTTFRdQ4ym6WEaIUJaexCTIAToa5FcHpj4nxMa25Rl4RPRD6YrSC8phO3xuclqrIDGa6fG7acY3wQJeniLe/lYznSUZPMjIKt3UfF6/nyn6bDf6asXbwJpRaXRU3JQGAetdnNc4IoIgspsMIT3+/TKZkc9d4dXEOyPztb0os2y1zPuaFtqbbwIOXdb33yybcpx4B7G8izK4MrpWpQ9f5FtnRtzqi/Mgn1jsGsKwqkUYDCXHzamxvB1UjCA+f8qSQEJKMA7HlQi1NTy//byU4nGYaS9F5AVToxmdekUuILPQEqLuVz9OWeLxkI8Q6wqStMWwIXlCYchg8A4XiTgAvB9R5w5sd7mKodU9aGLDpRCXxDeVzChkCncPScodroIzi2v8wanQ2ZCItJQgGKt3y2GXqUnDqOynFWwuTP/LXfEPFtOR63ykuTXbGUHptCnc6j0UqlMvTKGl5c78D8jYM5ZN2CulwmV1oMP6+9QyKuvEkPwsrkDvofUZOwOSoWsCpKPX1LtiTxx5DxN122dsVkUBjPD6lqSAgPvbyYUqce26ceIa5c+kduOJMBUgonY/8siVcd3Lk6uwBGB415wwdRaJgdgabSfCgFBYis4sC9ked41bEfYvXpveKnyQo16ceggM6dUD69+Si1KgzlR7yNsgyO5X0p9v+D0lFqcRuU5fkESmW9i4lR2PEVLzmFU1Rv/DLSMBk0TPY6NNGQxI+bY9Rp2OticN8STvggXwIafsyIAqxgADYrHci9PZFFP/ZjwejL7G/lRpxbFKqPZwA+DKYkuaKh0VfPMCRG82C4N9dn+qOMKtNRcyEc1W9tyY5GaYMKJC4ABLCYbqRhYBkmrN5tc+A0dfEhlKI8/dee+rLX9nFBeOul3m7yAAhzh1LZOvBVqlBMf59SdtfIeyyAj6Ru7dtQ4Qm89GFGqS5Mst5Ggypv6aMtxebcQ/Jevcsfqe6o/cOnV7c2qNInDYAZ2OD+sAtzZyzi9dc1yEixo+DuWHSZgl2zJHxKveRGSFVc76RxzrUF46ZXpk3MMTyN2UahM06leRNbnqp725CdQfsais1XoCINXqEAzWomZGoG9uRqiz5Dxbt9iiqGhtLgdSAZ+dPfSy2fRWKlkg+U5wz5DsdhSFB7ttV9gylfdh95P9hbpLsm8mRgKMd2BfCya3/E6ktQ409RA9SytQ3FeHvIjlDvhbKcGoDvUNpAJb4MZ/5fKC8q9SIoy+say3cRXOEJm4kCbTb3Rv3A5bkFubggg41vXrApuDzJBT5uyysfR24W9aACp5DzylH4KerEdm5Oyotz+XBu9X7L+l4Q5/YMZWPPR/aCNIOIao4c31WEQ8eLcXNKPtTiZGNptzeqj2rw8d65OQrMfRpr9qKnEsHk5wYVSLSA/XWYuUDN/7S8fZkRTXowWxLDZVqsEw5p78plm9ETY+XClEK9CYqp+fH1x6soqfjKh8QMN2aW9yXttC+2z9pT7YcY6naMInNBLzqTHdudRUVR0+ZPYInAjcBmTPphDVvajMFxghP6TMHaPhXvgm8IH2Rg1dVhLJeBjHowH6tvcuFyL4ObBeayrM9Qvh1ZiyNVlWnA1jGOU33yY3IZhJoUXihf2jJUyojVqHQR3S3dkwq6eNLz22CyVhJR+6CUhAYUiY6mcWAgaGCdwkeruVUqltjFDKxSzJSZHQq4kGntzfwpdejmNgtHYjHrTDweAAePl+X80gqk5olFTYz/6njNImuUpmG2vEcSKuQpFOXKKIry8+WBFz/zia2WhRIt1/6vlISSHqDeIzfwGiPp5KMgI8hAb3WBR0M78WRQf4yOY8hwimfm2DEf3ck/JJGqDyK5UL8yMy7N5tzyj5U9DXAlDl/nFzhueUje0lNRu8EleNGAItzEgfuozc5XoA0hovoNIqo/wWzzApWx4DhKDa2K0iySUCoqKFU7EhVtMgjww5E6/MNFCvEKD6IxWELG6nCOkzTgL34g81+Uz/+IYxJVo8c2FUYsAY8coUrpBnjsDHleQqXHlt4Q8A+GAmHKyCMaEuzDgg65ubK4Kp2K3aVztTV0HbqQAkOC2YTGOMtEs0KZD3ahwGUnzT6cPVSXw+WGkfS3Lw6BmaTmssLz1/v0XjaDYo/3ELk4g7XDQ9moPUGvRaEZocysUPKMtmFG70lEFMogwk1hyRqG3uNR9VH8Mq0YKiZwOmrTHYxaBbujVr8sTooG/UKkcBr6DMhzRxVU+ZDsjUY8U1K47+/GK2fXjxjRORRcguEiLdEEChyIw/VBPJDOgZbd2T2oBf5F13JtVhQXF8YTXVFAW45S57C0xwSYIS0SkoM/O1aK+cyoCROEUqG6oPaBLigN4DxKMviCX0COsMkEVEqPrJoPR1G1MP5XckDlw8laEKah0nT4k8whHNBwIA47ztOMZ8Br0BbwNKDIJyWJ2QoKpF2mhdUKcr0ORswfL1BlucMjfXEm+49D+BqV1+cCE+nIY55Rj2Io2FoJlPHKC1Vwp7+lncdQ8yCf5cgZS5uOUucXooxPfqTwDb/Shldo5CcYA5nv2j6BqYxhFsHkx/yFxfQ/MaIfgZykMbtSvqbWSVsYtibHAq3B3jYQaQu5o6E4BDRbi+eUifDPFPCOgWKvwT0efu/BzLjKdMk/hyYjN9J83FpeOhZkCEvwoRlVyM84FGsUxsCM4Imc6b2Z7+JX4K+7gbiZsVnwkrqt9zHmlx952CQ/KRHOJG3KR5fbTznDWZ7Wmk5QG1c0wDkwHfd7W3F0qAVu5bNaCxrM7l6J+sf74f5gImrl+w4lJTJQ6twFy/vlAwZxDU8eUJJMezUZPkWGBI21fhWZV78CJt37nZ5pB6a3uUi1eJNcnqXh+ugR8DVoeZk9ZjS/nhnJvVFWmK2LoaoQpcO7GrTnUJHvh8DaBWw/ZZ4Flb65PSrB8BHLPWZa/s6q9XwVJQ2j3w1h9njao7gyy0XdDGXk+TDe8b9S1s3XWP4uiTKQ+RJNYaYzDB3F+QdlNlI0l8vV8jFj7FiM+vdVQp0RXN5A6/ObKTr/Jiu6jCPkXfxf9hMFjTmM5CyzUdM8nqe05SQNicYzR7seofZ/f6OMdmtREnEWShuoBu/d3x7lIpr57h5pdGAWg6jOUcq/eED11CtcoSqgeGcYC3lEcX7i98/20hcZ0UAGhXnBevrwjLrskxEYEp3RfG+Cc6Illz5QIIr85+uxtPMy8u6dQGUbdxw8SkDl3FDzHvi/gTe54ERlAh825KWDCwmp7sxZP5XwZcXJSwidOcIhgmmHLbeoyPS/53CjQwfsN9hQpUcUN5Mb02rIWv4Y3I/Y0Sa29RrJwS5DCe1bmfCyLpw6/As20gST3VkefjOJdBcjFMigfn0dnv2c2dW/G+G5cmHUq0Q+k+a+4ljj1Xz7xzYwPgGzLcoxEoYyMMwlO5O2A6bqizGVtsIu0BG/kzpcX4Mu8/3+skkXJu+8RLV773tG7aPA67Q7S2Q6Ee/SS4BSeZQBINbdjgjvcJQETCa7oEoW19dB7fUagk5T0L9PyoyaKMOLyXKPOihpf5WsVEiqqomB9902YnlfK9SEzAqkdUAx7FbgA538/4r6kZ33uisKAWQNDKIME4jN8USIJc1uNTN//ploj/etyBoqgZY5Xc+hmk1xtH1L6icSVwga3LBjysMZ9GENOn5iHt/QmD1cpgy8S8e/luyA50TU2DugxqEaH28JIlEGJxuURTprgWpFGI2wXu1AbLgnKxjAAJYTRAH6sxIb0un4iVy1WfRFxXUisyhOCBuYSroF3VFoR30efX2CsKvjoeEv8MYbnuan+95NFGy+nk6aNzc2W/Pa+i+Izg1Na0BkMyjzHBrcIHVWL4Y+WsSOyvspM30n9YbsxEAGeswI7kw2raTi5hfcWVsXz1splGt7BkfPePKUCKTBd1vZ8aQHNzp2wOlxBq4YCXIojiFScLU30vaON1vLJRLSeB8ntpdlT+4VlC4ZxDZMVG/oTfHAu/w07W9+njmT6g8iic6v8bCGM2UPxXCnwgPIG4pa/aahIixKoerp6XntW5U1XRLJc38QxYKvUybsDI9bJ5PbPTudWLIX4JFM/cwHOMYImfYKkuvxAnYm/8DLjyK1q5JtBJiFkr5GyzEZZTIHJZ2rgDEvpG+wQDQeoExZ9T4xctVQyat2oLytG1FImnTUHu0QSvXKRFmNC6A3hlH1ymMu1uxCaWryhlw5cE92KGZ+gEov8f9CeVB7qwyUJdXEeSZzwfLW2XSZRCcnJkydytKvv/7oLjsbFaTx41NM3jmXbqwCIAkHttKF9uzCjTh+KDsDDcGInvxcYAeveUQ3VMRJlquqkKWvNqJkciWUtDtqed/CHzz5kOW63ihVfyJZi6lLXBxl79xhK42JxQ13YvDlFfr/oE18USKmUozD9CMde4x2GcT5B5Ngtqf3dG80QwT0tWQotclg7sRvuF7nLNWfFOK8cTPMGw4HugAadDgN7c8q1dU2nUwMrEzVU113BDtbtTItjx1Mn2M7kDr+vOpXC89bKaS76mk2bTW9l08nbXAKW1/1ZMvJAZCu8aK7B8lVNa5uzU2RNZFc6FWK57umYhfmjE5LIbPROPqXekFjLZMGmCmlRfC1wzIWDxlClKV4pm0GVCrtzbf7e6C5R1oGYSwq0EoZwlXaCBtgKAt++pHQcSauWzdgZLdVHK3TH5dgZYjJ2aO26WaeZeYlzNGCQNHAiDU5V9dMBx2ZThtQK2wvlHQogTICjEJZbrMoN6Dj51mzwcqAkmyzeZe8SQQy4j8YvZYoS2U6yp9XHSUVw1CuojDLMQ54hGhehHsrNTgGb9LfkzI+KBX1U/lY/xfSUH1qDezGRH3M5MLrXf94Ap1Au8ietm25ZSlgk5N67Q/E+3kGDn9as4BhNOUwa+jD8OiFhKcrfLTeyoTOyow1mUxlOft4wVQCUXUR86GMOCNQ6vJy1MI1E6VJ1EUhrD5kou4o5o1HjVUGWQapDGtrbvbzp+jyCA7Sgq5s+U9MCP/CiEqNEgIaXOPh4llsvzeA7d19WXb1d+rtT4HKD6H4S8gdQ3pYGuMv1KTb3z/BoiHwoByuksjkpbdov9bA99dOYVvpDtS6C1UecrmeFQ8ODOfWhuacWteePV2Hk7uJHd4Xk9BnKpUrwd+WZWlfs+uXISwfOImD1YdzoVxFMlz0JPpb09y4hVzuoRiSTJSZfZu39f/AaJeANSp7yluUrcseuCfteGAqS1D+AiwcNgwBHMKFb1vupualdWiGAiC/oFbFrFwvwWTXq/ciwyY3c6Z+S+LoWKqsf8jEyUsocFlHwDEw5MCNmwxQVAshd0IyrkEa8rAg3gShs6h2gvC2wVtCmlRBqWzrLUOxCZUifh9qkpy3TITCgJ4iL9LA+ivAD41dKKOBRT1NfvWBPV9D7RWtLc+wttzbHSVFs5znh4BEzHpPXvjvA4QQ8pCCg+XZYnl+CtkS+v+FJLvN2KPU3aUYKE+5dwpaCdTo6Yjwvs7qvn0/6wL47uRkon7xIuGXwqz+5WfqdQ7kzJ8dmcovpHygshYmkI7soChGlGHmZ5QbIiu3kI+lTYJaxObyrkTVOzKgJGFPlEKZjlJRupBqb0e4a25MNjrs7gib6WoxsenY/UV3/r+opi4+USTVu8GTBTu46VYTqAh/tCCxfmNidzTH/vcNpMzQ4Ksp0Po8hHrAilboJs3kB5s19B0TyRK70fjkcqXV3ZusNJQhLcQTKj0mrM5drgzSE3F+CCliT+nUx0TyfrUgr+vJmJrlwy76BnlIJsXZjgxnPTFl7cl0tGL61O/wHxXHgxExpHr/TFjtM6ApRaoq6v9xQCxuLE8djKmnLxXKhHBc60rfAqspGBSEQwy89b9BnXlDuNJ8DqnFGoFF1VH0M1jCdgDQjjD/l8L8+eoYi9f/w/NeHozZMIUCx+8SWfH9ZFp2wfa8vNyGSlbHqGu1hXtpNXmLH/HFDFz5Yy1oiSgLHSgg8UyUE15vGei7KLeKUs0elrBFWevu0Z2N7CAv6ZQCiqjKwLE3wb1iVkNREC0jas/3EjiLAoFnuQZmWJ41GsV0NVDq4ilUrYwZqPCfXKhJGmU57wnKvP+/0DnLM7KQnn5AOdKJ49i7THFnLUc60IZtnTszfN48/F98jOM8VcaWfr9tIpK6mGz1+Ne4S/2m+7AhDpv39sCKivOY1uzjKQEIeSx9dMny63HUwjAA5WdMRS2QD1EZ07Pe+4ylT2ainGxZ24sXhNZPIKJaMxxMKcAU1lGcaJpS718sz1/EmtY9U1Ge17zDW/0vVB3VD7vwVMJqTeJxiweU+upnXhewIXHYcZjXGbY0enddv2KTKGf1nOCaicS5VeJ2U3/8rh9ia+1WsMIWm8q3mbz/GO57a3GLFtiTSGM2s4NvCWrrTJuTu7iqNeFVezcCTl6mbcm+mI704ZD0JSbAict/FqDszLcc2+OD84s5RFXYjlhFk7XKW6OguaPQYYMzwzIXcW9hPfw2R+N9OYnY0rbMfdmGvEkqRX6/2WX5bmNJuq64wrMK3jhTiBQ2YKQNSkX8C+UgB7VaXqD6eSODmh/lYlJbQCjNRexRadZEA52NkSbpm9DpjaTUfY3RGozPCrI+8E/2z33Gw29fAk5Yp5fALjWFVgfhYHMTsW7VUVh+KxTI4bJlYlgD8RC7H5z2gJU9ikGrK0kYdhQSn4NfX7DKAmU/RzHgAJTKvRilbmUZDd6gFp0fycaYptDw+AUelihJaJ4gSxuGoqyLU1EpoV1QC8Y1VD5UX9R+M9nSzi/hVd+ipIxvjv78DaUugkIBPQYOW/72A/ZT+WoiB1q2xCvqfRgcwGPr8vSdtZF+F1YyeNMfaFaCAKnYYf9hjUQgBTu+ZgnrqYVyQSxEMaCB7AXgAkorOYVyAfVHqfZZ1Y8vofaR6ajFzYCyWO9EMbAt0Bgn+lMMT9qxm3HM4GPUi6IvqqZptlY0WdcL5CYm24OYrQwU3tQE+3g77heuRuLNyhDiBU2uglf21l6szPR5voum24QzFQbT48crDJsaROnU8Qx0+Ztft1+k6L6SxOFLdQ5TgTNkYk15TpPnSCK72rbnyQAvLixK4Xl/exY1qUfREluoYHMK35oP0Iqnof9uD6KVILLKTMTqCdmqlhrmK8AK+pJfgnk6syZVf3yN92XlmHa7l0KaY7YF8PffHnO9+FHs9BUY9jiaF2xjOlAJI2olfEY2qf3N9SorSWyQghvhgMY9anKFZlyhGadztWbrprqY/eNJrf2aDHvlvrAq8pp8FVbz6Ou9QCINjzdi6eAzPKo0hj8mj6XhyacoNem65VnlUFLqnuVvF3DpAvpaqH2UJfhG0yB3Ywz5elD9cE5pXgilhj5CMYoNyviURXlQ0vDHHN/t40zd2oTlzo1KSJKVkbs4imlboyBgvVHxjDGW35+gJG3O+3+K8sB7dQs1FHNnGUUWk+07rY7aHoTjHhOjQtwsZDIopBJAgPEWE88PYvmszlzVq5CuTAwcyC4Q/x7Zk0ov1uHOCmAOylo6AMVwuVFMFYrqtycoiaiRzYRZbRuDUqMHobKk17e0d7ylb/aRiDNeRDKQ5V/slS8you3xXJR4WALP6Etc/+1nLs07hcftUrhG2MDMb8lX5BxNgh+iKx5oceYLU/mF1zGlmOX0DTFJhVj5V2fyPE7kQuJXdB3Qhrp/VCH0Uj+WVmnCxoWXqVxwIa1YSZhbHqrYHEafLiR53eTKnB6Y7NpyesJCDrZvx/Svy0LeSKwfm2gy+SqenceT4Q5ZJvWqqLWsOmrqnAd+CwumSbsHVPgtGF0Oy/uT/jrGjqlIvIPylaU6GBk/Ow1D5rf8dqIDniYj32NFLYqinLkZvG+6L0amtQO/rkjDq90NcvMSqxx7CZsYIyGv33Kjopm4vAoAkP+aisAomecqjeZ/z/6WN1jXvyfNrq3lbbUUdOYUSv3jiCHhrGUijEElailhmRDhQAro9oNWBVWfIkc4qqbDbO1EWIkWOdqptxxJKD9pf97f5+nIKq3WdfNmHJL2AnkwGhIRXbrlup45zs9C+CxEqezbURIhBsVc41CSfCH/d/GmBSzvCQrumKWiZmlrYRxp1pSpEyYQ76yc65oJrNKyzyp5/Tpuz2NZoQ0gHWusyaTzF/a0jTlGJf5AMcxBy3s6oqR5LpQVuwxq0UlBLWiRKANXlgHGluy9ogFV2i1rFj4GfsYuLIoH+6pxlzL8xOzPd8GXUo/sLRMgvkdryYQpE8TdjOjSHKT07I3iGOijcrGklpC/ey4S11lThENDBL1RwCzoM6X4V3PkcX4XeUx5+Z5Dltwql6S303HJO3KGcGCkGM73l1XNA+QUHaT69y+k6LKFMrbmUlnfppGUyCp0KgimmdJgbReZM6qA9JhWQoouaSuaUS8Fds9QmWRMyEWzymNiEqSbtBHEIJiLyuRffpEtfCeDuPguz0ur2ouk68TG0rHV95KKjZhBfv0ut+jSGsqyEXFiinaTBdHfSuXxr6XY4jBRRUW3vN85hzKE5IPiFB8vY6bPkK4+h2WabpkM5KIM5LK0qXJPKp/8RYLLI5GFkUdNVV6aO+1VhrGQssjtTtnpER82R94a8srsTZXEynzGkivHIMhrS4aWW6IKjhotf+8WVXLtL0t+mqjPDGS6IIdz5J4xfTonjdksmB9Y8rOcEJW57FqOcy4IMs7y/2NBGghyTpCJglwW5KkgswW5KCqH6n/Jc5PVnkBBygtSSVTWt/qiCqm2FmSKqHysJwSzWZb37/8uJ5HZcqRb6WRWzzIy8rcxojNlyrqdw/5TZp1rUkE0yfyXdl6z9H09y1gctPTBp0rrmSz3ChSV8+aCYJ4vmM3i9DxVKo0L+mzOmi9KxLyJicx6HMsrX40KZ5pjtkkhvNZi9GnWamG85waHg6DMA3DJgJGbwDMeKjwlJsObYEcfFjODpHeodQ2ztZHkejdx0scxYdZbnqaO4UajusQHRPJk4DwW77nK1o7tKLS2B2TBl7Q/SSzUkPxv0rhcpzChXU8hOhPhtWYA0H0TOK0vxHEpzNZz/bhx7HdcHxamxK0WzA0QrKse4Re77pThAsW5Sv1zGaSbnTgyIJ0MOxV4OnxlNDcqXOdkhQbs+OkEx7v1p8xvoZT8J5zybzywYj3K0GBZDasYwKY5ic7OzPr5Z3ZdKM38wwnkbrODkEaJZDqf5kUeXw5VyY9NIiR7AjpVee5OFwiuqD5nWewTfMDeK4RSY31wvTsJJYkHk60WlUPt6RagpEZdlPpUBxWb8rFhQpE12ThJDbW3O//BOZoCZ2gaymBxFYXoqWT5PR0lDUNRkrkoysFfE6V/VEFZZPujpEcG7yNXPgcECENZbQuhUECHLPeOs3w+jEIYtQMqgKbx68SJJDplF7CJKqJS9VcKdiT326vkC/+TP2t/zZv/4GopzX2mUQLrL4bsVkL1fUWUgckLhUr6VEGZrOpchXhXxkCrC9oLDIlXCVj1+RD4LzLinw5DKfyXFSkddtNhSw+s0w1EVD9LfPHX6oTcoaRWOIeEusONEuAeh37oNoa4zWbakw08edSXpBw4PZNBo6YcwzomP4UjYvE/VZiGWzYz7NgYKg0dATwl1mMNe9t4U/h4S5wSnFQTtSSuVbnHvNbtGLMjCd8Qe/oCgzxKoE9ZyNXKBrq62dPU1I8jPfvTrEkwpef8idOdeNKSDCQ5a+iLvmaQzWgG2v/EELsxlA9/yor5hzG5ZpLsDi5JmeR5m07bHW+pGfiA4vFPAHB7mMqEA3PxYj8KvW9hxJzB7JqQUSiGsMY3mLYng0PHNnPo2HfEF36GUbNHZ+Kdaix6lUr/o57XwduyUDvoNJX/Lo2W2RAi3+CQOBQr40XLSb+jGG8JCrLWH+UP6wcfwLw+oqjLFveGv+UeH1IGSqUcgvIZeqLwlwmWdz6NmmjtLed7WL7rSrZ/1APFdJlkFx36RDwTSSgfrZflt2jLZ0+UgURv+W44yr9XCnBFbzSS6OREuK8DqS7qqV6W7XuDMxd54V+WlQM2E5Hhwf6UVlyJrcr12Cokpjq/i4jISTZk4ENNtE/89jE5oEAWJVAqbCQKCpmOMuYNRBlwUlF7/Kso10ghYA0x5X7hVdvPZzb4IiNuvf8zR1yLULdvOnubbKXLVuXwdURtbVvle8mkXVeJL55K2cfxaLFmBty6RIejady7+z23qffeI+JK2BFRAaKb7+BuMQeiWp+lAccQNDIYRh1KApngMp4dX9/m51ljUaEo1cH6HmfrW/F3Y1eMSWX5Gj1nglfSoFs5XubT8bBVCGhlqF1uHCPzdSEmzy2sF1Vl1MgMOlx9jG2kjh/GFKfMsdr0XF+HTd/HUi7IigiDEy+KKCtfrrg0CuwtQmzedehGajgNDCLdRc9vTKUmw+ED90o23UPhFTeiJvMWkH4MW5jJgBVPiC5sYb4PyDHndgMlFaMqJzJrwwX6zDyD7oUbe/pG0uTsRrL3TWVQSI7OKEOOJ19KSvSO3rk1PqZc4eEUf/gStd8JITu3zS3URBOUoeLaB1fW4uMFwAo1SbMWj08g5MlAZZO7jirk6pbjt5aovVYNlHsgex/s++oVAU+fMmDBZmIcP154hm9aQbhjNL03rCB+pgvphb1Ynu8Penc9RZfdh3n4CZfLLcq/Q419mcajvNPdUIvMPpTBajoKJheNslJ/hXJJZWWx2Wv5HMXlv+M+e/cvMqIRA0tif6TRyTRiXmp4JTnia9LxJ8q7NVkT7OwywfcpUQ0i4Wx9OhwJZx8DScEZs5WRuKKvOLF1HI5DhlL0/iNCH5RBbBMxW6cxr2Mpjnwzn3k1/iSlRgU6P80AvECLJbzUYfY7OeARqKMop8hHMHhVIdwtLwkbG3PqV39qNA3G+0IKMBhC6sHbg9zV+dCh6Q+UPJPEirc/MyhtDRkGmNq3MEt/esPrGsfZ1eEoj0sksrNDHC5JGRiTbHhWRsW/HbRuQLserblYxo8iv93n3jJ3vFzD2MlQFLLkMe+rgY/U8wkENBwTPal6uStn6j5h7D+LedZMJRI2aRrbixfnTVxu9BZhkWnP+1BGHUQFQIDNTcavuo+nPoIiF/V8v2gxucOnQMITiLxMdh3DCJSfMB4lrY6jpNinRtpgUT0/Jp/QUBofG4feWJIiq73AlCXBvkU5tq1QRoyOlu8TLYcBxUztUJbOGyg3zwmyGdDH8pLTyK4V7YxSRd1RkzbnNMx6n9uWe/VFuQke8cLfwJVq1ThXuy6n69ZDgAxseJnLD5NOR8mribiGCJXvbmNTh+7Y5o6mdMolPPdlUHflXdxyGI8EeIkvPvMzsI55H1z3aTKg+tsapZbnQTHkCpTRZo/lPA0lDa+gpLm7pX9mY7aZ/PnbfzHBMCLkDZcJ/SvJP3VqitPhJnI2zVZeZm21zcgAYyvBXFlcrg6Qhn1+kKmuI+QmdWSYdlqqDR8pZOoFc16xTZkkV/xLyE/9m4ju/EBhxgLRLgyUDjMayRynOdKs+X3xuDlakPqiEwfRme2F0OEyMTGXmC2mgNLmr4Sww1JjSSdpMGCEbHPoJRtcvxbrJ1vF9fclUn5nS9FtGSut6s6UfzqUln5/tJQjTepK87OaMi7lNAAJYp1mLeu+aiUN57WQCQMrvtv495pZRgrMPCTpE+pLY3NLOW9G/hBN/EUvKvnwIEEuWXphsCC/CeZ8Yp32q6zp1UHMGmLWkLvts5MIj/2zjOge/Cll1rWXwGqaXBqIPK2PPG7yflGZywOQwJrKCHG6Th2Jc3YWkx450Nldct9dKCQ8szw3TlTy92iL0STLOGKyGG5O/AdzhQjxT4SMeOn3Q7Q4R2QKJovh5qNzrwhy02KMeSzIE4vRYomoKiRZyY2zjDAZourRfy5JcVZa/5zfXbc8o7EgHQRxFiRW2ktdS7/XkSxDk29goGTq9fKM0tKu0XWJtXN9Z8DZ1NJXtvRuJrvatpUkzVEO0kvi7rqLSTQxmnWyxthLxhmnibcxTKr89Fpsw9L/xWAjokoJ5BdV28MkSITFgPOjIL+IMiy1sLSzsCgDVmdRZWuyjDh9/jdjDQBhHswL+ZUyT5NpnRDL7uhhWJ+rSOSLvJxe1AFz8dF4Xe1AgXtvuHF8CFMbNmMXrajQMpBrozfDtp6gZWAKjeKlXxqnHMph7jIdbhRjYgc7qp6BAjU0ak74ntiSayjBKW6TzDUtE2svOGv/DaBMAVO1B1h5BnOxTgtO1vTk+8qdGFOuOd739lJfvxmv5BR6/mHmsq48m1r4cLRVKqu33uFQ7V6frDydYZPJkMW56X/KSNCL6ry0zYO10Uyf7VGkFdzF392jGa4d4I6mwzr0e4xnb4N5IUoFvWm5ywiQnZS49TX3yy+j9cndPG0Et7uq1IhZVDY0GF1SIDqzUO+XzqSl2ZKQRwUa28XyXt6nKH+I9oc6Z8/ikpCAzgRVovR453YFpyx/mxPKCe6OMppkGXV2WD7/W4I/C9nnB709mQGHqXDvHF22bUX7JMijCgqTWRJlUAlAGW78UVqCIUcHayjH9qYc1+ccgEzUfqsGCnCQRUVRMaGDUf7EJsDX+BKLRgvLucolEZw/P3/98AMFeUy/swvZ0T4776p7VAaxpme02buHX2f8QmP9RlY/6MlsRjPo5noOV/2WO/Xb4zPDyO2xeUj3PInSJr5Ef6H0wABLG7xQGOFyKMNNCEorao7yK76wtHeO5d43UHv5T9OXGdE2HUx64o40ZU+FwvRe6srZLYlcbN6I1e3Gs+mbUeifWVNyrhG7FIh3MpBxsSLTh3izuIQRU0QeaHMeUr4jM8GFbm2Hcn3TWJV+Y3sDDoX3pMRN4anPQXy/GY/jWx2DgKIYcDIXxCq9MBGhq0nf34LLSdVY/M8SCmxzhAKFwWAipM9dWjtvYc3ks9T71ZfWp99w3K0+zRrew7r4GcKKnmSTSxxKh/8UCcmOJ9jQtwK1nU5zQNeCdKxpeP0trf5wpvHYEFyf2bKOr1h4+kfqNU8lYLUjmskahQ8NJ6uWg86o4RkbwataZuIKKgd+vpvg9BaSbOw4Xs0OvZM/dhkm3ro64vTMgMlapV+0jQfnt9mtMhsgpBzvipMKYDxrTZ9bC0GyjCA6FBOuBw6QPaErotTBD1NNvEIZF7D0RxL5gpJpt8MadFas/7o7p+vW4LVdEHapKXyarHk/SNaVd4gf7qAQOD1QE9IGZcDIoiVkrzb/oPZW11Eh4FnkiAINbERNYE9gK38RiHAe5WxXe12TVTrh3t7odCbaZKxkwEblMNeACo+jCc7twNaBtdjRsSNr+vSh+5+baBV7kLrlD3Pqz2Jc/tub2784keFmhehL8u+QvcYolI0r2TGivVH72JkoqFxL1FisQjFtdZSK2h0IpNfazXyOvsyII7ZaPmjMDZ9CoCGaTmNKklRxJ7b3HxHsnkaugqcoFhPF1eJ+yKgzcH4P/JkX26DSED4c2KtQWhtKws9DIcr13e1vUp70CBcKP07lXtWT1NhdmUum6ixeN5aefx2hVueGvLQqyqLTZlbWnwz7rQlu8RwSnkORN+CaxNtiOh5RgZL1DlDtvhM9mm9gy6jxpFdP51vU9vrL9JJDLXfytkwbGqWc55blioU3/qHcnmgCB31HCfYS5W8mzd2KWl/7UnRpPdSkGgf0Ay0/Dyvu54cZi/G6rzb+jhFgsoLYvBq9hg9gU5GR/PnHYuJzuWB0ys/goQ2IMSkzfGxBZaixTgKbBNWqNBcIt/i44/JDeqUQTKNqUj4re/I76oxyT2Q58v0s7crKfZGJmhhtyU75rqIGJo8ZyQOrU0CsqjIRd49cr2NpMPMvshEzXyJXlLvCFiWBp6AgbNGW9jS2nPcQZdzIoutkYzqHf3DPS6j9ZbTl96YoCfSGOkxFIXCeAq3557tqrOzf/6NWecanM3HufczJabzwt2bI4sVEpnmR7OvN73t+JayuM9EVNqCc9qCMcPk+uo+ygF62fC5j6ZOc8aQ3UYvaJtSe+arl+2coHW4G8DMVr+/CKaEpW7r+/YlnKPoyI6YBJQKh9XmaVv6b2pcSCM4sw/gffPnuD38O25dgV7sEchfbBuUu4tG6FNZ+uRHdG/JWLEip5bVhcigc8YUXecCoB70JXNVsM+p1DG7ej6TrJbmTZKDxjsE83lSe03OKU2ZUJN6X0rCJDOLvb46y/+etXP81iMw4F6xDXuL50ooWwfc5UNeD5ePMLDNMZPn2cP75fh2ZNulc1pQy9aHnxoe8fKgiiC6FpYNr45A/lpcUIgU7bCzGBrdHTyl6uibOlf/g9DpvMFsRsKYlyqeWiproVzHr77GpeywRdn4EHFFBw5pAtL0dFRMf0Fxvx8D1gXx/5jglMzPofCac+FRnFVttiZc1GdRhlaq+CysJD1pDYB2IzwsNoo8z5I9YvDJG5mi9DcrvlpVEeAdqkWhm+f21ZaJ8hZLeoSgrZX+mT/PkWYeH6h46K/CoxINGA9g/sB//jRHvW+7VzfL5Jco18go1MVVkvJLaE1DMFYpCDX0H/EnBXUnYRGWSjVjxRal6cSjmqA/8iUYSjRmFMo4AhJJp3Z0f/xzBnjZZAPJssjaa0cW8Zdqo/rTftYuv1m0guJEr326YTD6GkIvVKIlmJjsw+EOyQknhl5b3+MbyHukoqd8ZpZIXRqnRP+a451lc4uIZtmAFEbl8ybA+RoZNvc/25BcZUfv5N7w8njMtaD69F9uwJW0sl0YeI+FsC9jQFN7k4tGz2uyMH0rhsa0J6JCO09wzmJ/uYYvPUu7rXsKcerCyJTzyhVQbsM4EP8uLV3pEzOlGnDDWpeKNVHa2O0mvDVacXT6Za78t4uTmVcSVjCGooEZocSeiigegC31En702FH71hMOl82D0SOGWXy4ad7jBkrwh7xnLN6A096yXLI/GWpM9mrk34E4rrKlKa37kDSH5mrPhq3C6aluwywEUHlu4JdOK5mXNrijcK0zk+m+5eTTEy3Ln5iin8wDAkQzrsfRYt5AQ12JoAqlu8NrFlQbbXtJ4yz5Cy5up+jKMi61mMGbVZSpEh7wHATbZKEa0t/BAhiMkeavvDKlgm/8ZiWN9aP4mEu2d30NQlttkVJKmw6h4w6wcN7dRfrtIlPqUGxXM+huBhfOA9i05QdqBxQtDwbwojOWnyEh2NEpPFMjgPspfVgiN38lDF+qwwtKGnZa2+aH2kpOBsnDtbwrOzeR1O1fSPbKyAhhRvtI+qIn+GuUauokwnwmEoSRoFuY1lETn/azq149k+4+B5mUepxDulUKhyFuE5c7Nqv59qfxyKycfLmG3WOONC4ppbn/mXS0hT3IazC9QvkQPlBvnCWq/fAtwR+MuChT/AqQImLfh+yqMvW1aE5w/L5mGxWimVp95zr9EX/ySb6bUjbhARGZRtlYrzv3arwlMLAErO0KGxb8zeDf2FwpjLhBJ2uF64JoEg/ZCuDvcKgIlXyp1NNoZXvmorHBxjuD3FiLcINkWnQij+YP4chpS15k7HTdyqfY5VRsxPi/E+IGbCzVjSzLt2mtGNd/DLbcovppZiXWNygGwucRexjo585I3ZDmTK6OM34VRMjCBmrTvPIpbNT148H1X5pLIDJ4yn44s4xLWaf60+L0eNbatpsw9IwKEWrtjcs8kT/0+tNy4iCPkwYUMKhHFWX4ikzCyEfeZQGtm/OzFwK2rCDaWIa1cLLYOQZj12bUQrVKhzA5VQCaoMkQX+ewQvE9m8LrsxL3cXfhnXWVO5hmAAhnvQe2dpqKk0VCUKpgKlMeHEqRTihjKodTJ/xcSFIbU3fJ3NIrBtgLj6U0BZpKOFZ6U4S5hPEM5wT0t18YAzpB0BpuEKNJ9nED7EJwtKCnlglrwXqPU7bmUJA4Ne+5Ty/JdOzRzNYYuWsSCb7/9qLUhXvZE5rWix6bzPPcryrHGjan79iyb5vbmJ7e/CKnu/tE1H5L9mwzcHqQQ0tQVpTb/hFpc/gSMWGU60+/FKk4W8+AFkbg+bI4hwY7IalOA7ynyVNjUvQlPIlvSI2jB/330RXhIfbaYxrGshysHh98k8EAfsNFUpH0WXSlJyogDpJUKVUG/Zh1sbQAhntDghjqn0FsVDt/mvPofwDcUAoJBdJibXmOnXTOKvQjnovdLJs6wovhdF3jWEH1QBTz1EfyxuRhVC81iVK8V3PCMwqxrw7phRcC6OLhVYPmbivRdUp7vorJDLKeipmRVVF0aIxc4OeQ33jbqC4SyBijBOWrxgsPAXtvnVJhwgyN7a3OvVCk0IE9GDPnDEtFfmM/oOybaEcwcwtmCC450BYah/F1Z1sx9TJkUzIHa3dmb9B2/V1qG/SsXhQCxCDGjLbysBWnO/F9nSUzzTSTvhafY9nJAn5aVrW032VAxL1Qk5t+opWgh1rTCQDH+35kQS4PdURNRUAYgaxRzOnOJtUThhw3pqDq3G1FSep3leg8gCRy7kZ7nd9BygtQvovZXGspP54BSD/Ogpuo2+rKBvCzCCkFJzlKITsf+Vq24W7r0R611S0hnez0/otOvkGltTc/167npVJ56Lc8w7ucJKOTQZ3yvFkrJZ21hQlAqdzhKwhuAR+jMF7ieUokXdASGkFQkD4b8mazuk8R33S+yvmcHtvZ7zb5Zn09L+a/ui8T8UZxrF4Lx+6kweB7cLwhecbyzgN3xh+Ej4Z9OcKkU+IUoyXe6AszvBFsbgqEMNL6qJGT1+2rzdKqCuhbgcimeVoS5id8wY/UJDjWMpsao+egyrRhyzJcNwbc5MGQGp22SuZHVMO0w2CfBBRNormQe7o5+3U8kJWejNAahjOClUYbmdOBtw+vElgoE4CZJpNCTk0S8s+cZscXD15etXbpgzukAD4LyWyDGrBh7mnECnmvy4BBUAJVOfjYKfWJLmp0b63r1oovuH1zuZXItoBGxBXnHdGadjgvVawNK5Xwv1cYXyPGpI2FH27M5fQy5LgWQ+0wKivkOAr+iglmPWd68NFiyhr3Gl3By/7eH/Gc6gFIn16FUNTNwjWd0oC0D6M4PhBGHMuJ0QFkaBRVUa4dKUTHog3tWQU3wLLqA2icWR+0rVzOOcKLxpBAvUaqhsuIGFSz40ZilOal0GbUvRTJ02VZKPFjOm/yJrBjQiFfVfAhsfQVl8az7f/He7igDjT1KIm4lw8aBWxWUu6jy1avM/PlnnhUpQu+1a6mTMoqZ46ypOQxudA/77F2/yIiPmz3mhCEA87e/QaQ7/DMcPEKhzA1wTbScpUG6NXQ9ASadUjetM2DAKiXxps+EsZHQ9BEkOoBnHOhE6WUmi33eqAPrTALx4+zTztifCqCGx2rOHylCRMdd9K1v5pRNxjvPHdSAsEnwrBy0LQxOuelz8jDhFRfTa90AmsU7441S2oahdjGpKEXHnkloeDEV+AEfauD5jglTsOP0jM7cqd6BVfWGMX3cONKtrd89VZvrQp9NzVhJIV6sr0Ctr1/RvGkYJea1QaEoOqGslZO4Vb4SeKXTcc92ttTvictTR0rsU+4M62ShwrEQdEYVIuUQzRez3VvH63DbX4DTV8ayyTiaeDyxShX8tsZYhtCe7FAce3x4Q3bdiTjLXTL43+tufYq6oJjqpeWdX6D2qpG8JJmDrELYjpKUqWSn3ThuaWsvFJQNlHSNsbQ5Z/rELEmoQ6FTPMgklOv05xk63u+0o/z+UwC/jc8eM30G6DOhyZUQal19AM92k/tNHEu/iWHojno0POFFp23HUDMlkf9GGkoDGIzC+rYmT8gbij16xNpevdjZoQNt98zhUfFU2p+CYev+YFfb3Sy9so4u1bt/9q5fZMTzOk+inwdApKv6IrAwbG2nkPqzFoJLjsaHesKQXZBiqxqbV6DJFfh5LCyrAj4VYOBeWNbGkj08RydWfKIkKMJcbTidD7xBXlpTMewmLwLiCdVqKsYVDczV0bb/A3bXQZIh9g683sRPk5rhdnEkP9yrSf3ZE5lo2cM2QClkNsA3VCAXfWjEELxpT3zqNB7v3cxb+ZETUp9//prEtW0NSbniCekaJxs0IMkxGySa6JLCyuZ38AtuS/4itjzv6Ynr4zT811tjF9oEtU+6D/Ia/1sHcYl6QyPzZnymO3DbqwaiA597YBcvZBQN5EFbCKmQoytyzitRMXe5b+uIOtaCOWEbuJ3ZgPfLUIkFyG20XJwG7KYsfVDg7MMog8pmlO+uHQoKl3U8/uDhn4uSiENJwKxnTbMcVVFGkwxUot7KKGbsjJrck1ASOwjFZBpKcutRbgB/y3cRlvZlL7WKCvFxNpeHqIiISpZ3iLQ8fwUZNj8x8deJPCuiNt2GdLDKUE9oeO0tjc9E0279bKaGnqN77kwGLF9JUIG/GTu9AyXv7wY5zOfJbOmfZGAimJahmb0p9ug+xxqP40HJEjQ+vp6Fw0OodCOAStdn4OnQga5zMqlycTfN5/7ND2H/q0P/YEtwS4QuJ8EmC1+pwf4mUOwyVHyYfe71Ysq31/A6jN4AejMs7Ai5o3HZ+pD80a8hfwJ0PglVHljUWwvdCgCzhpP3axZWakgIxbl3ZQT9X47jSbw3yAMIn67gKis78Ouhkfg67wbDQ4p7uqAr0J5o3yK8ajGOkPKXSbxXEZ1JDWA8KsY+A7hDErtpxxb+4W/8ubGtAXGH81Pm4j3WcoNfu/3Fya0byDvjCv616uMdfhab9GxcqW2aRvRtD1bZO+Kbvzuvej/hbV0nvK4l43OqApALMitjff8J9dftYn+ziRR/dogWeZbS5OwZUjzgRV1IzG2pr2gBm8TnB5+77zv17V/bod9anVU31rA7bhSm95ArirwvJOH87CDK1/ba8pZDOcxllDvAAcV83wO/oPZgs3IcbckON9qPMm0dznEctdxzCcpRv9xy/p+Wwx4VfeGDUh9Lohh1PqDMM/V5iI4yKNP/Yss7pJANLgBlkEki2+/472RHPvz5HWUsMqP0nhDgW75eMofgfO/7BTVg3JrbPHNKZ03IdzwdWgu/X9O4XsUNY5lvWDZoHi0PROOUkAVWjyA723mi5X0XAEbyByXwbc8Mlnw9lLN1ppNpeMwvY3LT/FJ1Go3W4eiyGfiJN4E16X1kLLu+GkWHOzdx+ZyXhH+rBlXqhbJwWhkhbyQEWl4uwhuOVoJqNyDdDi6UhnRrbMf2xfqbzST83he+2w4ZBhpbH2Rk0EoObY7ln6JdVVrFXhOVWmqTAWYNLdVAa/bRJvwo6eGtOUgtMjUDYbrzZN7PDy654ZIJjg+Ess94dnEI63d70KZ5CPZaEbRUD8hIYt2wUfz6yxoOuZWjeoYrFaw8aWOoxCv2cZlcHGAZI5lMXkLISyOSu98jv8MybPyvsV5LQHxSSJVMtn7rSKLtXc50a8iPfxYh40YeSnEJr9hYdvYP5kH133k0NJNWdb5m6cHmFNg/ngzXXWDeRe2tk+m0fz+7W2fwV/NLZLgV4JtlU9nW4zyu3mGYbAFRfsasYqegSr1ZpYEhScPjuiOng7/mfHpHPmXNMVtppObSc265KwkBL1ErdRJK9rdA1e7rgWLQTJQBJBVlOBGyDS3hQEsm4MBphBuYSGE/2eqsDhWDZ7ZMxqmoVI8my98rUPboNLLrMe5F+SyrYWA1LuRHYzdKItbL8RaXUKpta0tbdqBcGwbLvdZY3iEnQsgVpRZm4MUgOjGSmSxBwc9+AAaCtoyLNb/nQMuWDFmyRPVtXthe1Z8BO5+z6tdzDBgPrlZmfKv2ZYQ2CVOrkkzTJrGqXz9O17Mn01CTX6YNI8HZCcUi8XTYGU7DE2+Ai/g/f06527eJdbVm4vclONA7keAClYG/WbR5D9V3p1JWZuAfu4Z8L5JwlEwcXn/ZLvflQqV6k+CQBk2vKGf87hyb2h8WwYTl8KATNB9By8aTKBseTKXnYXSoNQnSrXE4UJY+rGEEC7hpX5NBIyqQ9OcAi+tDg1p38I2PpG3ScQq/dOMh1TFaOj6s1iNim+7gwrJlaq/pFQtWJtjaEK3dGTo4J3Gi+Sbi2nhAfFFwagSBp7ANv0OmzoFqSb2ZFHqP+X3dyKc9ZyHDcHkMI28tYoV/T6xCNV63+ZkAVr5zz0IN8h7dy5g9i9i1YAKnxIpij79lVEc9hkcGejMTgKslPBk/2YNfXJ8wpHEbamOLDj+0zALYT3zKpo6ehFZMA00P7AfZy/Ifh9L8xF6Cq4BjuIK1RQXk6GyBfNch/H5tVpkmkY49n4ICiwY3J+Xl7uhbmGx7gfYjKqRoMYoJLqGQLuvJHVqZtnv28BQ/rtWtTI+za9jStQvxrllJj1oD07BB0ChMS3KxgxooHeJTaqoXyuGeFQ71HUpF9CF7v2dEMfBES1suWb47gQqb0tTLkopi+CBL77dA+SNrWX5/iJKclbM7iDQUOGE9GufRk4nRklxKIVleoKTyP/Ra68jSwYOxTU9HNMiw0mGTqczWr3M7UmxrJ4YH3Wai1V3Wxo7h56YTMXrfIW/ISX76/SUdd+zALjXbimbIzMRgNHK0mjeBZSII88nF7NEDSbP5FuvMfTRcn4swY0mm7PmBsoefkIkBP5TGGJcPHCKVqox8OnnUv1cM9o6Gfgfgn86QkiNPZJEgWDYXW6tSbGm2mY3T7nLRryiD/3BkYp0OFDnqxpioxRQNNHCyUDk2DErlxYrhGONcIdoF21YnKLI/F0PYRJRVEe75utE6ZSvxEcU4MeE4g9YlM+LFFl54eKlI/dzR0PAGvMirCt+0PYeDTTT6rutI0JbCm+tgDIW8fbF/eYY+x524e6kojm0PcrJ/KwovyU3pP1JwCU8hrbqJ42PfEFZvBG2IJIwscJITTi9K4CX1iPafRTwA5Zg0thw9FpxGc4nB/00CSXZWxHoYSMllzfPalan05z1y68N5TQHKM5tYpqBW8hkokPAeKl3LxdavRpNW5C3pTuAcApHFVFfaJILhqQfH7oznlbkkybhgRQZehJCOHTHkJt1VT3R5B65Nv0Z0uf2YbSug9lt5UX6tuUAHMNanzJ0nDJ+zj13tO1DizDJ2lSvFG7/8lAu8TXLRr5g9ZT5PS5RjyddfE+1xlQjvgygHjx2Kqfeh9nEf6lLbUVCvqiiGGonyoR6F9wqsvkFV1aqEiuP7GmURfUs2FO80Sp1ORxk+jJbrfFEqcHM+n9A40vL7Dfzpiw+FOcdYy/WFgZLYpB3mRsVGlHyYvX3a0rAQLS4GY5Np5lQDDxIMtqR6CbqTtZi8aCyFWgyiJvn41byN8rfOYsicRsMTNal7Zj2TpgQimiPPCswgxud30CZa2pAHl7iH7K7RidyvBPcCj3F7pWp0xBYEz0C1hMQVgLfloOSe/4ERuxT7XbYl9IVmV+ChL8Q7wpOC0OqCklA76mMo/pT2t15wsGc0SSMOQmJu7GZ34OKeyeCUyrTivbF/YWCdZ1t4lh+qPkB/uRgjZT6VeckpXTvudHjBpTaPkC0dmXF8O/88vESZ7dU4vmkwJt9IlSnOK07VWoxwU8ee2jQVjd4bvqJvdycyXwaAbxV4/QoyExiw9hntTwXSqEUyJcaf5FVaC3ot9CTDIYHXgyIJ1R6QV4vDA9iDjiwnX9Z6nZOso/JQ71w6j/KNIbD6CaxMRwj31VN8fTNMRUax7eZNHjd9zem9rXlzKYBnPW2IK9kXtN9Q6PwXIEMZPq8JM6aM4b4lyF2XCT53Ne4/6cjN1GaWlPwahbhPbfZSi708pCrz7WeibdzFojY/gFYQJV1mo1Q7R1QEe1VsUzrRcMtOXNZlEN7+CS/yOeERn8aN4l7qgc7FKPT8ET333aL4qzi6HQvkcrVqTKi7kDiDJ3d/SsBofwrRVwTNAWVzzsJa1kQZozxQ6JYEwB8flvMdxXhML9bS2yLFd1rOK4tSJRehgM9ZsYlYevmQZTIHotTkGBT65xwKuZKFI/2UKaMhKqcoaNij8QoziWgE0B4Te6QlxR5NYkf7nhR9+vTdEz8cY5NO4/dBJVnary35w59gd3E0MXpv7oy5RabTITDPB90jGlORa6YFxDMQ0d8CbSdIY0gNwPHVaEb/eZdeR59j5ZVC7gfZFcM0lGqc5Kn+znv7f2DEZDuDNPRdz5Xg1vDjJohxgXNl1Ws8zwddjsCA07CzKizqABNXwbb6aA99aeawh9Rmdzi9d7xyW+hNeH87n1r7Nfq9uMAV2vLA34WTv20l8ffRmB4XArOGZ7sdTMqYyuhpg0j9xx+KahAZo4xAO+tCnJMqaJM/Apswd4bH2PDPkU5k2A6A8Dzg/RYy2+Jw+y/Gr7vDsaHf0dp6IyNLH8Iete5moDxHu4AI8jCeruzgb/wR6qMAVEaURysfCrW5BR+ig5fwuExfbJNiMBoN9G7Rk7PLrzJs3Vmqtp7MDyfGUfXHIJLz6Tm2x5nYUvMtE3EaEIRj4goWDw2iwZ1NxOeF9IcBPAtuzHG6WYwxikpzgeasxYlYbtCAMQtKETIklThdfZR6uAOFKukKlALpTanbQZS5sIeTfqFE6txxMMSTZq3HymQmxc4AVg4UtmrFxq+/5q/ueSDBwKaJpxAgkNLs0Q/iQPfGJPnYc21Gfko+vM/90vmAJDAbIT0d53gzbrHxvC7gDg5bgVuU5S63eEEQBWjPLm5RwcJQLihHee/Pzi9Fz1BmnW2o/Whu1KI4DOUiCUcxcRY9RKmhzYCTFAZ80fDGh42YGUYYJYA2aOxjMIWav6b54U9bQ+MdDMQ62eAdk0qUqy1OKZnokhy4YGhB13tDMBs0ek5/zaY/fTDYF2JV9Z+4mdyQ7atL8Cr/IirdLEj5M9f5cfUlHA0p2CQpQ5x1ssr8bhevXOZvKqggAH0GOIX/D4yIpsmmWiX4yrAGuecPE1bBlH7gmKospIUiMHS/Qd0bVzh+egTUegEzeivG844Bu3RVCepkRVzMCWzkK9IoyAm6cmHCDl7m8yBhVUelbg7eAx7x6FzjGfadI0/+WsuxUptxtj1OrWt7ibWxx2ifwTXKKcjcvcIQ5gG5o7HpuQXN7yZpuWbDq1RIfAI2uQiIC6DPmos86VyS4Bo9OWWTjUSti1KO1tCbRHT8TCTJHKAcqvRIJmqqt0UpVTtpz48hv3K5eg22xXfi24RVAJytbYd12j+kLd9Iy4BvaFHWD6eXmSQWsuHwkRiSfNuizPIuQCdK3h/DlcqdOZA2kOs0JBbvT3a9wSGc3MlxBFOUUxty86LHCpSEWIZKxwGwF6QmGJOptO0Hrhf+vDnAPT6NbeNO4JiSSfdpDcjU69gw6RQVH0dhn27CqNezoNUo/hk5nBJv79Bv8wp6bVhLqq0BeXsA27Br5A15i719Ye5V74pT+EtaXdrCw+5rOWFlw9GMtvRNWkuGm/6zmQA+TVk41Zz5XP4Pa2cdXsXVtf3fnHPi7u4EgrsEd3d3dwqFFlqkUChaoJQixd3d3V2CRiBCEoi767H5/tjBCvR5n/f91nXlSjJnzsieWXsvude9jiDA418bm1mItMVzREBnN0YMYRBvOUQGo4lhJcWogIP0w6iDho4Xz32V9ftFZUMmzq9DywdF9H75Gt9HOiwKBbTxbGNPZKDz3Tj29Hdh5vczeN5lAUrbXGKdLMhWW9EkIoFsa0NMS7RIBnqyvYQPbxMn3A3jXMjyAbMM8b9Sy//ORwz3spYPG/bkV8fvcXkHlmunEVHQEgu/OCrMrMeTuyPBQItK1qEdvgdqJsKyCRAnUBxm5FN5yCq871jS/G0i5qjY384FF7M3XDKuSVJUA/BIEwTFwX7Q/iHY5KMY/yNbpeE8G2vG5L/e8DyuA2oMiZlyloU1+6HLsRaInefloe5rAnsvpsPRpsy7egsSeoJ1Q1AY4fjuBbP/iGVRt1Dm2kYzu/H1D50s/BGhjRzqc4l2aFjK4g+8MMLg24MI/gNoUbJc70Dx0lo8V8ks2/SAKrE5AKwe4cHhKWMZrzzNxHIz8FvbiB4HbrDj9FriPEwQyJLvgBIkfR79D/7JhDEh7C6a98WY64zURA15R9qgBH78MZ3jlbx5OqUfGXU3AtepiynhdKXutSDKR1Yl10jiQJUIkDVfHOsfDxojtQ69JKE2FElz29wSvl+Yx3d372BLNnoU5BjaclE/lNAfnGkSfJ1rgRUoLHxKs2dJdL3zjhkrTfj7u2hIec33G0y53WMW4TWm43quJh4H8rm1ww/Z4L/E7X0hZxC+Y++vfKbmYxGyGqiCIXX4iVzq8Yg+1ONPipnATc6/6cbqVQv4feNkasp3AIG2kZVl4PoM2DegBxO+r4jWxp9aiSn023Wc5nejqf7mY/WJXoJSAyXGah2yQoD5z9bzJsvEhPDy5vS5FUO+p454Q1s6vIrBqACMc8QVqkqEQkogCkmu/y8U0W/oejn+2GCGGm6nhs1jNn1fTGjrirhFW9CtuwV/y5/UkhmWwqxNUGQDG3tCvhmGlOJoF0nfgrPUUmdx0rsZdxcfIqVWOFzoA5IBPA2AYUEQr4SKb4VVciGQXevOcm1QHjpjHYtWpmCNGwMPWXChfEdY6guX6kOuOUr3JOxbXKZczWysbF9yfpgRJLSHgiCw74aUF8nan9YQOjibwxWGUeK5DDOzog9k6w587Md0g49MK4aIWsaDfOSlLgV2JXXgZ3kgDuefcOr7U1QsfsuO7m5s61mf25Fv2PprMrP13jRMiSfZM4UYpqHJW4YLq4iy/AEZDZImlz5t7vP9s83szp+HDgNkZN72KuXlzOpk1IwFpTfu8dGkOc5AbVSMNWlUIZbKOLG34BCLfzjF5K2rURso+O7HQLZ1C/jmc/yWGKp1OEYZsX7jFRpFJPDW3xjnFDWqRAucSEMvQYqtCWRaY4gaJToiZxnT4bcXZOsMcEosYfDZNHZMNqQgxxfkZNS2ZxF+5V7+ayDtB5ERiB2TsidhzOcrJojAj0vZeYZjhyfrKeUWbXhGGx4yhIJMS4J0dXm9sDwT120ARJs8vRJ29a5G+dBsmjyPZ/Wgevz4519g6onvm9eUf5tOvq072sw7UBSHW1ohv62/AdoCNvSqxIOa9hQbquhxK5axd19ilKGkxeYZuKq9OT9oLAbFgo/IsOCTETANgP220O3ef6+I9aQguavDVi7uPM09x9YwfzycD4SlG4W/9iRArMVyWWa6wQNo9xKCA+BEM967xSPZTrlyL1lyOZ6Ca43hoT8ca44y3wh58GX0NlUgPwwsC0TCP9GJbvejyOp+i9wpqxjm9gfxKk9MTGJZOccFTXxF+HkivPLGWC4lUH7IjeWvwCsSel6Gwp+RzN2QU7SQcBKvFDssiwuQxi6m1emuWDe7xVzp87CBLENF3Y+8UdxCrxCU9y0QRtKn8UAZmC/XZ8mFO+zsO4wBRQeQZLhAB+pVKMHiwWOu2xTRGhkVME3+k9iTbVn2bBDV57dGo5wMsicg07vfMZocjeWRS3NCproQPv4FGoumfKRtbAi8w5itTEMiXR7PpYtdaLTLiFb5h3F98xKFdQqL5jfinqM9aAv5X4ks0+JpMg+rONL5cipjlxdTzv4JG3pWxESt4+T9X7BuehNTZQFqjHGsX4sD7StA7F4cK43E0/wnnlAdgXN9jQgevUQEWXSIQmAVIn/5NSpHEPZJu7L9FGXvzvcIP9gVQaHx6Tt8oWz/JASSR40l26lOLmomcZ9QFEA87kxbvpltPw/GqqzGUm0CZ0bUIc5Ax7S/nhPpYUmvZa0J9bUlaMQpakZmsnH8eFIdrFk+vgda+xroCiIh8xGk36NBaBoH51/DTl2EWTqEN1dyzqMi/S/G4J7+ObuBLIlgjborOK4DpP/FirjRbLK8bUYKT+oXQEwT2N0dioxE56cLNeHHS/DaAf7qB4UmgAxVo6H7bVgxCEqMAJnG3KWX5SE2rgkja+JBzKRMmhY+pb/iJOe6lbI+fbEAgDcOhiYhUKsVkv1B+p0MIsOmmLr3tGTbGdN/q4Kff1xAocs1Qs+2FKbsmUZwtwaUixewu046MJpP42sl2Nvc4KSbHSiNGb59ExmWr5kaPJI768ZTRyHzaXVYapQ7v/XfSoPpG5k04CT5CB9x8VfG5SH1aVGygf19emOlyabF5WzeOZnTf6sX2hp1WGXwnCCHPFrcd2Nn1iiyplZiVMEMxp3OIaq2Gaj2Az4o0oLotf8ooQ2KeV2/A0ihiKqJZEDGH0viKaSUyrjG98Dm6mCGfX8eL999/PpnfXZV3Mt6Q9hl8xe8fA2l/wssaaK9QE+ZCh9KqdPjnFmMRqUgzcYY63w1ORc6QK+bAszvl4h1cWtyKpaC0huyQ8DfGKT6iBBXfUQubyyCI3UvgkLCEKGUll9eAyAwqVaIXhzLEcootlXhJ0I/bPuaZCGmSDtAxpAL/MAM2ic7o39hym9HV7F3e3ucpRjCva2p9DaHLG8wyQHTbHGE115WVN/bkyaJflzt/wsSoJPgYXVPrjSpyoKpfcHAHFX8WRbtfMTPWz6mRbSGIhDzXsM0RsL8lSV420hw2rpvAhM/+FYTmn9VRNf9p+Ti0HfkLJ0M/vFgpIHQsnKf2ctQja9C/5WbOfb3PopNFaIr8NMAUQBsoMVCzqet9gbz+J3jiklE9rtPo0cp1IjJIpJm3LBpxuGHv6KOqo9J9/kU1YoHy0LhN75xxyPEhJ+rDKDxXbjNIIJpTG45I4rHhnFWXQB2uZhq1HQ4qOZY4gSwKIb9Z6FqIJR4U5fHBBWaQ1oQ2NSi+ck17N2RQ+L1x4wy82G+HEBWkT2dUi+xudtiEkPL4dX2IUtP/EyRaek3FTETWy7pHUldV48JMw6il3SYlup4VsGBYhsfGjg95my/kZyfMQJ9ooiGGg6NpJ12Ni/L9WTe/LsgnUIonDciVN+k7OimGNGBMRzjJia8VddETt3BhKG36XTvKGkdIpHHZzOkZUNqy/eYVGjH6asLuGF7kwzL/4UpeKgVNAgFr9QvP5NlzEq0FJoYlNUfe0OldyB1A7cO4FYMrzeAoR2o9eDcFGxeIpL474mVviZ6RELfDJG0N+Ij2PsxUBcVWhTko8aGOtzkCc35d1M3CGHK+iJSK3F0j0vF7oKG0rleLMnqh6scw7MAO2qHZ6AoK0nTqaDYyAylpoQfv6/P+YYeNArNZtyxECRZ5l4tH2Yt+hWUxhhEH8A9M4tLS4/j8kLCrFhLph/YR3+8iiIjJZKBjtQqkOOoIE9nwc6mlVk69ilO1qX8r7pBJefEkoM1VHoLVWIxeOXGKLbiRgLc7IjHhAJi102nWGsOeabwoDJMKeO58U5iq1sPmvOGvcyhn34tOw5tp1ZsCfv5jft0JKnlc7Q2fTCPDqBFtwUiGnu9DoT6QoEJ8Xn+FN1thR4LIspYyazelGJBtEhn1IyiSGfOqYCa0OWeyDMmaaAkBoytCcoxAWUQ+HSBzMeUqvSsaKZnyfExVLzagkGl8/j90kImTjhJYtkEU7f7LVqafBlh+1TsyGKAIpzGk16x+o/x/DGwGpmWRtSKSKfRw8fkhEDnVbFM2fcjr8emoDVRkH21MufbTKHLbYnqL99DuuLKXhyBSvEEJlDEVE5hhQ2h+sMELljBuvLbSDZ/ToeZXYlaY4Vte3M0RrPQP9xI9vfGFCbtJ9Oi7OKMncDA+l+v/zPpdQM8vqKEgEon0/5BgvhHQrwHyAJwb3gZ5D/ByhEMrSEymqZ7b6PUdkfkAZcgEC+fih7hiZfwkTVtJSIR/17qARKNuMcG/GjBasxZgMhF5v7LjdREgNhXAcmYMJENnr1YMnY8ce8KOTm+I0q9TOWUDFEHCqQ5OLB4dnu+WzIGE7WONX88YNyJcA717MidwFpMXTabuQvmQUkqgWf/5NdDdwjrfZySdEu2d6kAgG3sxys43syLPwdUJaqOIedbuLKybmMGzW+F64+PUFr9+zv1H0DfdeFifUizptPZLO7rG7OR8bTotAgeVCG2oAL3Fr6CGu/g+zOiOv9oe1i0ERa+JU1lQ3r7i/RxnYoj8azTr+KAPB01JoAC7+ONqbNUJr/9cc7NyAG7XDFhJDiK1IQs8SsLuEEd+vAXxojCyoybPcC+gbjG195oLUuhehSSXTbD/ozC4tgLbib2obrzatBXgaQHYObFg74rOdC5J/rDfdAPmceFq/tI6fmOLLcUih0NqNrxHg173WCc9GVo4DJtmLtkA3qdGDIJqKt8QkjnRhR6t8Ok9CNJrUm6xJrm8dyqUUL4okjur3NDWaInOqw1sdosnF96IRTxJeKlLMUFgdwchpITjGHn3eN0XG5Jo5g/WLsllAMNG1DScy8bXfLYfX8ke3ov4KUunCmjm3M+0A05w4aBl95gXJgHzq3+9bECVEpL4/j8C/S+9eabb4FWpeBYS58vPyhKgNgTsMMO8htD9guobEO270v67FvKR1D3YETsWV92n6EIP9IUPnTQHYmIUb/mI6wujWdUQUtDVvEDVbmFAI13QCj51+QJIqijBIwopTOr0SNLEmmFLuzvNwiAhz4udG+8huVDGtPx8DpUhZ7MXrkdAJVepsvdOG73X8Jbl1IqBwdR4e5W/KJjaJTgyYSjrzFR6zA2KmbgzQhBNaSHeEcz9rfxpdRWpntwJCE2Lsxu15p9gyqQUKkyuQo7LCWDb1y3kH8FfSuc07ELsmN6xlLGsAWbMjDw2nMHSa8TwKWknpBsA3eXQFyAME+CGoO5O6yzYqr7bKZfukq2HMp62hFPeT4v41HgfrEF4aPuk+vZDcbeg0hPgeCRZJAlipu/ZsbN5SyxmUoPVhBUvgcmSZ6EhlYjuaoShp8X4AKbPOQqMeyKd8ToaEuS7nsyYv1Eptpkg2IxWNSH5Euk+ZXn/NJHrG5/hhrpVzBgBXe2WeH0YBOLA9ZhYZtDJ2AFCvajJxlwlkH/zJSsK17IP328fD0SNWam8LBCMxZMfEr3Ky8JDE0j20nJbW8zHuYeYFLqZlaNOM5zm440svyDpS3zkdsXI0DTh5DQ4gKMRMEmfQCnCsZQ8/dOzNu9Gkvv8yzcMhyt10b0xjVA05KElGLuZMXxrJcVpdd9wNMEqr+BN27sb5tNQEYc+a7GJHr0Fj6jtkA4LFmPPxv6Vw4OHNT2J8/pGqhcPvJ4fE2sakHOC0D/SYRLD5WewcMO0G0AaHMJcdxNSENPBOj7PKKC4T10rjkCCjcTYefqETOAKwLqNgIRnJoMJJLPOcbxjhEIkNxGQIMxAov6NamPwK6uBEpREkBNDDCliMCYp7zJF+xrWU6+XOnZjmJlDJP//J2hp599ZvBWiclGlqBS1lWsEsW2DPtb7OoZSJGZElu0lAsTVCw6BTxsas2U4c2Zceopjd/Gc9vPk9/718CbcriHVuGcz0rWM4FSXBjNNup94+r/VRFnHX5E2/xVNOHOZxdrTS7DbNZxV9WAwkwbCJPgoRFktoE6T2FmG1xKMplnsQBJduUYE9F/5VRZ1d5y/WAIBd7nwNgU0s2hehS88IdwL7GTxgC9RwbzetTn5wsa3F6lklLiReuREte31SQx1BJ8QsChzGwpNqY02Y5dXSNYoTWknOo+b6w9ICMI7K1AVYdOlx7ir3ejfsYGpmva8IuBB6kNx3AZY9zoAEB4SCcaVJlCb0nP788rcL37SIat+JO3Sj2piFfmGbVIr2/O+WFROGWOpt6r5ZSGZ+D2RsvuGWGseDOOkZ5FvKm2A7nHEpaRTAQwAEuggJroaQi4YM7G8KXYnm7G9NUvqZSyhF0rC8no2ZM6XgnslRrhHt+dgsQL5EipvHNUgaUjhMnCXJSAwDBAwiVeTc2IzRyYuEpQJOaGCb8+Lwvc34gxMnEFScmx6emYOVoAOjB2Fopr6g66UtDkgrkv5IXDEWuwqCTYF7yMwcgOZK1oAWCwFw55QHsj0GugwBJsXiMImTQIIuRChO/XAxGsKUSYrU0RiXkLRJtybz5GSLdjTg7zy7Zcwp9+rCX9m36ihPAN7wIPUGFAa0qwAALqPiNxu4vYrTQdo2NpFPt4Y3wjCemLGkixBlgnfvzfISOD6ZvPfHam+9U92NazDsebmlEpOodGkYmcbV6e6T+vY/Kpwzy0r8vdJueB18iUsIXfOMrFb3Lj/atpujd/3FcRCblYornSEMMcI74/FMqEw09QlH8MFjJkqhlTsouF/E5CfmuCafaFEsrIZFaL4trR6eRWXIzOpBik3eBkibLzTQa6roE2QVD3FZSPg/phqJNcWV+pPb10v+OueUOzTmf5yf4A0vgqmJUAFxrArRoCgjdzDwXzAjl4swZ7dQp8mQT2pWBsBSnXOd3Mh12LdPglHuNY/jAss5wxlfMZi0zX0jGcPziAtqWHuYSeDEAjQ99Vf2Hf/ClDJIGMzAYe8BTFtEmU2m7mnX8AY7ZtI7qucNbMi7VwvCo/Fzfi940m7C/NxAaoq1XQI6MHgXpLApF4VNyD1S930rZ7Zf5a8AumHXZy6m97OvV+SZHXFrbIv9BtUzvM/oxGGZsq/HCA2zVEkOV91AHgah1uVPYi0q4I0m5D5nVIuwPeV8DLBGxSwaAE7BtgqDfGU53K0o0JBMTZgV1d0R/DpR3YVAfncVBhCrh2hHa3oGEE1G0D5UaD/1iwrg62NcE7Hio+gtSboDSl2ZUzeD50AH0HRNQ0r+x3NwSwIRJhpp4u+0yHiHauQPh4cWU30wKJVh86b9xmAOlU/uQt2sBnHXwAAZXrDwxCjY71QAaWlBab4LxSSSj1Qa/GWl9IR4skxv/RnCMtvD90/wMRvPk3SbI3ZeDaHxi8eycHJs7Dkybsn3sD+yiJc40q0thdx8phG7nZLIxc67/52DxoNNmfdWb+XP71tO/wZgQ7CKUKEjKvVDW5XdmWv1+uwpQiJoZfojEhnF29DOcGh0la8SOEVabqkzs8ULbBoeV8qt/3Jyx0IkVYfThuVvUorpz4mQKff6D7Hf9AV7seR5K6QuobuNQATjYF13To9ICsJwH0HzWENWuPQdXyyE3uMrHQjWR9Gsdblx0r3AvONuJhLQse5jbndbQFS/2u0k/pDqwD1yoAHDI4R79EJdphpSx5M4n7YZVZKGXQzLAfHXvJ1DfQ0gQBvmpROwJqR7AH4d20R1TOrQdkSpAJBaDFgzcE57fFkbvYkUxn1/3szKnEpceBDPBJYE/XmliuN6BwTn+abzXkj24WBI4bzqrDu+mjWcu5jbb8NDyVV8rr9FP0IEq/kuZnznKsygs0lRVQbAzvWbgbhcCuDtDtDrhliG3Nn4FSL0DeqddE9Me8vmjJ9ngQtNaChRmqtydYvP0ejrlFxHuYsOO364xe24ywcn3BsqJQqkeBMEIBbp1BYQiaHHBuDXFHQZ0lVsScYHofycDulTV7NvSgyKMZd23OoM9+AqkjwKUNolI/GVG0G4yo3vgLoZAGCA4YGWHGTkMoYjmgHxr03CWejh/Ikj8Vi69sM0NEa9cBg7jBNpYykoobR1IrIoVkpTu32+pJHeXO0je5aBXPGFGuGc1epOCYLczN9PKCgMI+SlDwvhe9BHu61efvoUN5bNqBEzP6s26SJ41e2WEhFzPp1z5caOyMJLfC40IOsX3NEWtnHUREPB4BnP+6/EfyqHiFOxuNR5OFDUtU05hdYwTW5LKamZibGrKxUm+u/fCEpeuCGLTrPATeYt2mQGpVf8eJoaN45OyPi5EILRlbFvB8SwKXT/9MgU82IvHr+fFkkgZcQtAEvIHWTwSXTZGxyC+eaQwNQ7hm0Izvf2yNg7WCyrxisdk0XoywAPsAMNDBuFPQOgjd0MvortXn5JlumBfZMpLtKFiCoUaFQ1Qoeit/To2oza+h23H5fjxKyYF2wDpJQ2UDLXYIRZv+yViUQ6Bw3mNRdYg5eRCi+OZhl0COK2fxw4DufP9bbXwS8mn0Kple18+SHx/NT+k/cWzTGPSFBiSMH0uPpv2YGvQLZ38NofeBehT2VhMluXL99Qhsb4yhw+Ak3uYGo1EhzMsdncGxzLiRZBEcc8uA29UhywJUn/hweh2drsVikvqca5POUrdaOmjfgJkXgy6FU5jpxcTO/fmlb0NeeMloE0+ATU0wMAfrqtCjLMEmKeBcA0h7BtFbITdUKKKFPbi9Y9bF+7R7nYBkUQ5kHTrfARgae2Oflo5rwiUEU0Bk2cg5lo3YOgQg3BdhhjoiVkmjsn1PA9MowZ6hHKYej9jM2H+8mYO/8fq2BcYwlNMMB0ooT/gAZ1r7bsfIIJcDozzB1h+tQ20wsKbfi9dYlny0+hwioNQC9J8sUTdrOlP/3Bp+mL2LIhMdVV4tZc74mtxsvpxul0+jLDLFtrsvlTweoFV0J7ZvBwRuS4/gvD2PyI/W+cr1CvlXRazHY+aqFnO2VxeG9J7G8ZJebN51kllsZotqMXsnlXBl2EtGrc5FutWeiIzOKJ8bUf1wHrXPXGBvv1jSzkokj39EOV6ga/uI7JF9KHHxB7kVSp7SiyafW/3GjUApi/zW94fBqgCeVRCzfbYF+CVyVenFtk4P0GskLhX0puXlGii9JHhYBbLNRfQ1zgkGX0RuFMzKhNqsk3UM4BimRVGUy6wGhrYUZV1m/NKq7Hw2gmszj7I0w44TCAPnaxLOcJbRjkUoeIiY25cjcKu5Mkw1WMnLw+tQVjXlXWQD5gxtTvPEWCyKNZjMzGZV/y70eb0dBVqMcrWYhMGPs1tzfXQsaX0eMMrCniZv5pA60g6Xa5s5PyWIt+X1IrNcI0qkhmJdRapIrxBMeEl20OSlSMp/JhJhxnY0eB6DTZQ9xZrH4Fkdnj1ml3c75v/sSmGFDJAkfuvUil7rO2NaUvb2WVYoC/Loxc9IY3BvDV79wGsABPyAuYkDi6MLCDJvzeKjBhQX/w5RG0GvxsJpAP7hIVS5dhPkSYgAzCigPBJmSNRB2Bog6lscEMb+VkT0tDMC5ZtBJvYEUY+k/0EHYHGMS0A0B/AhGIkKWh9sXpUg5aqoy00I7QlhRaDJZdoFHZM2RWNU/DGXrtSBxxNRRfFeZk6qx7N4X1a0XEZwhykE/7AFq0Jof+4E5R5lcDbQiYab9lNjxWxENC8K4fvWQgSX/iy7xz++eeX/qogLWUGKuhkl+jdUktNYwDKeMoB1TVvwdNc8Gh7XcvjXEJI1Tbjg1oiibllsGGpKcV4K4SpfnJJPMmzCBu4OcKaj10YSyCPrSWNWlKuKc2gkymeH+OPp5Q+13UIegIkXVM2BSm+pGnBG8KNqlVA7HM42hHvVWHGvDc+q1UC7wh5lLpwuPgQWY2BDf1HNUSdCwOwSHLmX78SKxJoMksNQ2HTjQcWj8GYzGDsR1nEh11vn0jNxP0lRnozm87Yon0oXztCQBzixnKoosKQ1w3DADB/0wUpuzRrIWK8TXBxenh2H9uOQlk+0pzl6FWzrVImdff2o67SLJfQigCf41X1G4/ZzyXCoztPCeyyeaMmvCzaxfUESJ7rYiSoGCbhaFzRK8XflWDArEW9My6eCFa8MYfhPSTo4lK533jF9uSeqlCiIDAHrJMEz+/7YQHIFLRt+eIbf7RWgyQdzH5EeynoGWU+hIAZc2oKBJeRHQWEsKhqR8nwuP+4bz0ur1mybeB+nd6F4PTiPxsABF6pRrHkHyYUiaMQ94D4VGUkdDPmy6vNXRHoiCwH63osoiQor+1xG1Mtcgk/A+Z9LHrCLWqwnhFAOUBurP2xo1SuKkgxrQAV+bcAbXFNe0TlkO7UiMr8cOlmgbtRlgeTl6x5TSTpANw59GOohN3LwKw5Fb6Mh2cmcOPOa1HxzoewaDMW58ECwIASV/T72jev+D4p4k3pYkYnn6ZoEd0inMfcJqawg1kZmwy9vqROt4KjyO7SSCtNsE/wPNmeLZhSvDv/EJO0+Bs5tTUlJOyrtfsfIjY5UsbhEoXk2G8vXpVjpDrtrUPSXBYocaygwQ5iqW6FqZ6gpInxGfS7CS3+B2jnfUIxCu4dkX2nMyYge1PztIUaD7LB+ZEG3Lldg+G0BrZOBBmFwpzpqtSEr131PxZ0TWUsUptZPwbs/eA+AlKtEV7XFstSAMz/NxrLEiMHfGA97MnlEHjU5yl1G8vrpQe7ea8uxjINU/cOYvtnHcJcLyLE+zKlBneh1O5qDrfzQK2DwpWhKDRSg1GMrpdJx5HzS981jr0MDzCNaoI8+zc+jqjO14kQylHafn7jdYzAsc1jMSgQxl4kaBlz9uP1TyTHH5Folar3KpsvdOBZsfcLSv56j0JYI891E/fn+Bjpy7bOpf/M6lZ8ElTHDAXZ1wMxb+IgZjyDuCGQ/xzYjlSJFOmsDT1AYfgrd7GocqxuASqen9YXT+ET9zIlefdC4t8f21X0G7byFSpMBtOUVNQii+VdG1wpR8T8ZAXCwQXjk+QjFk1Exmml0ZjorMPhqJ2IFcA6JaJwpYjXBlEzOw7ZrCH35i2O9ZApsCpm+6U9WnThN1We5grvuEzNUayiyPUoNHyaq6lGZHF14BruCj9QZlzt0oc2l0zwPsKXCu17MnmPLD5syQOoKaDAr8AB5SNm1nyo72K6vXPPHK/+mFGKIg9VDbm5ay9Wg7rTlBO6vk/n+dCR7Yndwy6UG17f9iZPFOeoU3cZ+TU0il/2OX/kH/PHHap5PGYJZ8ks6nssm2iWeSz2a4leaQeRPluTunEadhttoOG4KVxY9hWvHQbNP5CVXRdFhih1NXofzJFBJYOeVmP7dTrADeCeDRTFygzCOt3NFSR7d2MzubnOp2y8FuzpnocRPsAEYqaFyDBxuRX62FQH6VrirA5gqrQKDoyIo4TuCQjsvjjaMYfCb31hxsfpX4sQfpSUgpTQkO6QJWTX28mvYRKr3S6bJ5SfUGXSRu8YaSkzC2DNkENGePkTG1KMUA+xzSli88Qm3aziDAnIGZCK7p9OYYjrej4EgM4hxEbSU2zt/flK1Cl6U+/ZFyQgAPsBbZywvV2D/+XXcejUcp6xieg0cRbdp/QX57pMA4Xs/K//ZIfRKBdurNsP59CmkvCjQ5EFhHOQEQ+4rUGdj/+YOU46+IbxOZ9puHSdWOods5KlHONvOkURHM3Z2UvBSn4GcfoccrwaMvpCOz8OqDH5nhkjmr0Dk+17xORXHe8Y4XwTbXG1EkkiJCOBINKAlK9CyjLk04t5XBsIKaMozYA9KbvMHeddqIecZoEOJU5QtYxcMYeimdfRZn4l9lOjC9S5Q/H7hb8u6ib4UOIBhkfgBsCrUkGFjwplGHgCE+NoQ72iGaYwhpYUmxPcFVLkIFjolZvG36LPuHobqUD6y5E3k8xbln8u/Rk17cJvtdj0pqT+Nyj+PoSsbMNPbEGzQkqDvT5JUOwrnM3WJ8NbwxsSD8Y+Pc6xCLHE9wmm7czcHttQnOHgWiZSjde90Tj24jNr6FCjrgnsSyftLmXz3GQt/SwCzQMqpH9Nh30oG/J6JSbkorlZWUvVCOqeq1UIz5DocaQfHmoNTNkzfx2svW3ovbcWaP4KoXeM8abs2k+9aHnpkiWdpVgKumSKocb4hpfd1jO29gBbaMzgYh5Pu+iNErAFdERda1cHGtjVj9y5nTn1bfs11wLx8BJv6LSEtyZWYvraU25tBQgdr0u970SlOjc/jlSwcW530rt9jkqXmfKVkgrEEluGSnEFRtjlF8d4kOJpR6W0ObYKSmOcyBVkfhdMNC9bUlUi1us3QYRPhmR1kXhRUk7GukOAA7mUgbqX+8zYHXxMDreDy2dKV6feO0LUklt7LWvHW2ZxM/xR0SoVQWNd0waD3shzUivzsEPoKiWSSwbgVU9nx4zRKzfzApgaqlLsERL5lxZwTtH2YwIF2ftytVrZqKwDDj6ginbJsbk+5Snj5SajHfY82+gQK68GgWQQGsQgun0N8HvnsWfbbAdG/wwhRj7gXBwoJ5DSJjCWMhzwgkKdlfRI/lz8ZxnluAzsZSuHljgwYfAXDPIkXHh5cr23C/M2PMZXVRNQ2YvrYXrSJDGHk3hBeedgzYG4PDIpz0KeaMvlwGAY6mQw7OybMbsubCpVoePcWYX62tL8fj0tGES2eJrNvsBtJlseRpfkI8IKM2jKbA2MCUBuNR6B9diFAC1+L9H4cxm/Kn/U687RLAhN6tuP3xAMoceeNsjJB/aN5HqBi+lgXZux7xdHgmbyiIlkKsEJDtL87V1+1wCJYQxwV0GCERawLvkfTQbERJC0EuBE3QkO+WRSV312n6eH5HEztxtMpRXjYvSZkvpaEx3vwbOlEYrkCNC1DUbR9ICr/K8eIio+GoYREdqLF3EFUPrKdRk7ZDOcBKhcjULUQJliMq4i8tnwCo84QUWrPxhBD0hMHAjI1nyvxVU4Ezz7cqurAicoL2LhrKvc7nkcvG2DWJoWnmtqopjry7klFdEudsb6lwSK5BB9dHDCSVOd3vK2UTGhpJ4bPb0PTGfUYuXUHa6q0xKz5XQ638mHBqJpkuin4JXcNkgw2e5qiv9oaexTsVXxHs9oSOCohw0aYom7pImYe5yjuwTn76w9JJ0FQRTjYGoWsp5bneU6MMGTG5HrcqOXC8wD7j8ohISYmQ41AJEEZr/BHL+lFeTue+hlikTANDC4gGdgwcdd5XrSZSKXYbKZPbsDYmU3IsTD6/DreOovrfC/qLKS448SW0+Js1ATtg1eQNhmF7IdIM+xGIG7+6SvKCBY5Y0QxtYp0HDhNV55Sm+q8ZDwbyf+siqMY4X+Z8hrIwwdTuRqGrrnoR+2jfoOZhAWq6RASi3W+mvg6cKCZP+pytbhYazBBfs70Wdwe91xLjs28yrlGnmzuHkC+OQzd3Z8HzTux6ae/WLfsKuGeVkyb1oAYkwhApDkuW7qikdaXXfciNFZ3KbULRdLbIenf01j68bHM/Ev5V0UM7RzBD7eu4RASwEHb/tzrGc+RgxsxeGnOlCnW3MlvTyVesZfBjHx9nXl96zJzioRR3Y1MObCEHwJH0ob94kQ6JQ2mTcX1xitgKUig8+jCxn6NmTnzMN2WpbBh52jMDM0Y8aQS+tsV2DPwHgEHfsOnvCXYjGXIm5v4Z2QJyv4sS7hZU5Ba1YzkwuxKZM+dzNxiD/5Q3sapkgnk+sLFBuCSCXlmsKk75B8Hp5ZwyBwURoR3HU8Wh/DP2EliuXpsGFuenefusbHpVVacX8+7TY2wCStGAvzavaQk5h0H3+ahiVhHuM0T3nfqtcrpyrYRBnRaaEv3lVfwuhlH14xbBIakElLOlt9G1WJytx4UlliCBBcbv2ZmwyQWvt1CztlK1DwXi0NGb6ifIgIxErCvrVgNvwbKjnYVGKt1vaFSLLbjt/LDvjBijd0IG5DEqkFVybE0Euau9pPHnGcqOnV9GqE40hKSbcXfkkRQJQc0aTXwOuREzcv7aHLrBhc8a9B9Xlf+dBlKkd78y+txyRCTxydS+cVDat1YTWi9AFIbTkKRXMwgjTnC1KzH5x2F38spRDl2FwRBlBEfo1Gf/hQhqlayEM1ohlKVuTzGl/zsY8SeHEq5HhJt9xbSMCSVoRejqBqXSYY/RBo54RZfyuJNc7DIvU6v3QdIl9wZNCkZ35xsjv98BbvcUm5Vd2fQhkscGv8jnmQgK+G3LU/JNTeEnDCyPYVPWVwiIcsuiDzhNQRRcwX6HzzIyO3HQR7Ip63vvib/qoiz5pUS+uIHHps14vZf67kemI7+1+kYuiZioS+guuI549mIDiV788aRd68x9x79yPZxfVC1PEH4MRfCesRQRXGHimaX8Wz6O9nlszHJeIiSd2BgTkmloezs2Ro/lQ3XRsRwTTqDr3N7wnoG0HK2ljXN7zDsYA9s8pTsH+qEUfvbqA40B5s8ONVEhPGXDWZ/yGSabrhHSq8Azvb6kaY9E7BSvITmYcJXNCuBFs9Any/4UVscg5SXFO+LQu1wHZXPAEi9jjrpCD/MakSYh44jQUrOm/rzaJcrV4/483i+OwVzfRgujWOr6zGWKwxQ6GyxT29N3aAhDDxwCh/VK0bM/Q39EYnK65MZMuoNQxtoGHNDQquwYer3TUjyV2KeUspfso692m48mn6IWmfe8EfMXpxzuoCq7KE1CoFCWwjz/bhylZSBh7UqeFQJB5fXrF91BydtJkc6upE97NEHKgyxn5LPtE4vlbU8KBMJ6PDw822AIs6JvsMiiOQ2fZr+RJdlnXhe3h5aPhNj+U8x0ooyuU8k1NeCZ+Y+SBm30Vi7obeuTsTZ3mx+XBVbJiKoJj8tpL2HICJuyfv24l+iZ/Rl+5QCedjwADuOIFFEeUoZQB8kfVXGbdjEz29+oHb6S8xLNKjUkGOt4mE5Z1KMLen8OgrHaDUKPRSbGONdkMbIwoPojMC8VINpAazrVp2+F6KpE5zG4QZVybI0xjO1kCOzr+EfnytyjRIMOR+FkeYOwuRuxHuS5AeBDWh+cyciRXMCscJ/Xf7VRwyiNzFdHhPpV0rc5TEY7WtDG/0lnkf0pfnYNhRe6ETuWysGcAAtBhAH+xiO7mkpTa78wYWuZiwcMIQZRtt4MOgV95rVRZs3lGbpD4i0Ok+ywQQwtOFap84oStbR9Jobu0eF8kDqRcumI3inNeet02MsozrQNP4KpwJ9sUy+hEuRLfEOFsKHUhtAsTGxxRUYmzOTpRfmU5dg0vDE9/4SDOpf5rW+gPxKb8VNFRaC8V+grQZxG6hg6UJBbgavDV9AcSJUmEJ8ZRPO/jGSJ5W9kY0fEFSuP/lB1vT78xheU8Pp45yLCCKspMtBB74bu4Em2kHcqeFEUf93VJ+eibUyk/IAXlBMNo9qTsTy+S3u2BpRIyWAwY/DWDvFiOBm/WnsOwuP9SuIkCrQdkpnXvZsTErpSVKLjCEwQFCDVIqFdBv4uyeseABu4XA+kIyRZ/gh5xfUdneRrb9SoV8+4fP/rQvFz6diVSh+yqRmRAblnufyZ4/WaI2SoHWQWJn/F+WOJsUltLy0izMjWqL0Gsr80fWJmK9nnlyTqdIOxFrwc9neDRB95yVEkfFZRErD+JMjFiL8yT+BJdzkHN4Irjjn/E6Y7/bFxSkXG9931OYGuS5CnSOrG3OwTkUciwoYcCuK5xVtue5XgxPtR7Nsxvf0f/wEA52efGPIcwXrFBMq3DXmfjUn7FS57OvYFduUUww+H4pfYj69r8dSbCMS/5fru6NR3UT4t4/LrnExb30WMWLHd4gg0g3+13nE2M4PuNU3mrh942BPN0pVBpxs50JyBQ2bGzfhrHEnXJ0jhBKWiYyCE82fMn6yIe1PnEPXqDnLqqziVq3KaN/6QdYTblmoSY69CZqNYsCdW3Kl13je4seQHdt4rZE5KW0hrspjftz6BqvcMYRVOQT2W7nfyI74SSGi4iDJHuq9Eon7Scc52cyLWEtLBrIMo6ZFLGn/C8OqvGDOw3BQlsVCZQk0LUG2hlQrMnQKSlINcSxZBxUqYSJruN6uB3EP6/K0uBPmbxwY1XUvCyYswXRIAjt7x4rFQ1+VOmeSWDVjFQFFMUS7mjL9j/o4f1f8eUMjoBohdDp4H51RLEaeJ0k0sCU924s+QTH02P2K2UP2kplsiEtcBg1ygvDY5UOJTW1w00Dyfeh0AR5WFn5YuWBwC2NQUDZGvS8hm6gp7fHw60r4LdFLorFQkp1oIPuprOlN8s1OhHrao3XJFYEd1f9OCQGKTAzI17lQ8ephbNNWs2fMMF7f8uBZQW38dHaIwMwpBGdqCwQnahpixWuCYO+OQNAqRmOEgknI7GIEv3ISCzRYIkrI0gx7kJJhyfZxI6h8/C0FDvCksh1tF3Vl2MJTGCp3UWHvQDLUXiTp7djQwR8OlFArKJ0MnRXJtibYxYJ1HNTPCGPenav8NPUnFAnmHJ24GpPiAoIC7NEYwYCr0Ti+hoo5abQOSqP1LRvc3hWA7I1ACU0DTNAatAbpGv9pAP+1Qt+9yj05MdcTEtyZwUoeNDPB4YEDJzo7gl2e6OwkDlP2S/9ZAXKbqTu5utIHxQtjdDtNYchSqGwFmQa4h5XiLZ3nbrsgkFxE7ir5Iktm/8S6xX4kuR0Xx5VHsvwnawwUp0ieYMQqr+ZoFwwG+4coFw5FV2IiOHQu1YcUW8g3pZf2JHtiozC++RIa3ee67EfrmG6QkQfIENcV7B/BC0eQZNyzJXq6H2HN6BQGbqjC3J91DjEAALrFSURBVKnR7NQsxIk4GnABE+NCLOaksmVwPsu9ytN3t5bTgROZtekygw7lk+D6EMvRJciDoIZp1lfZBE8Xdsb/aTKDm6TiNn0kI1YFU7PhSTwfwtyZVTGpqkIb8xsuuyAo0oGzdyqR7n4Z/fPHoDYUJqZVoUhvNPABC60Admcbi1RN3fB/fdCfiVYhWPA0KtApkLrcwdAihzm7nlPyrBrLvvNHn+QoSJ0rxYLxvzPE/SdR6GV+3fKMAtcsViy4Q8urT7ltcR6tqyt4PQbJAmFu3kGsHqcRLN/rELhUdxQMQokdhoxiD0PozkkAZCS0qAjWV+f25m4cjRrEvp1t8c56w9MAB/psnc9b33JIdg0wS3nN4RpPyMmOph+r2dvBj3RrY5AUZHopaH05lZZPkznbyINMK2O63XrLmpod6PoqmDzPEpq8SAGgyE7wlhoUQ7Y3XPL3Jc7ZHG9y6b9rBEjhiP4jvyEoQ7Yj6jMPI1Ptqxr5rytiYnpFyBO5j/sMw97GiZbSNRGNjHPig+PskE0167uiGqBB2IftVzQu+O7PZsGsRZgPuAROjoAzJJfS9m44NW84Qd4cIEUgPWzr8MeI9vz+Qx2ck8sKSiUjIsvfYey6JBpP98f7TQ7WtndQ1HzBgLpzRWpCoYcOD4QvZZfHcUV3frkSg1Q3CAmwl+Jxc68gEtNIwvrJdxSMAL5JJAXGsKWxAtvIsTTdo2WrZimuxNCDDdy36cSzXXrazo7iXkYyLc+msOiXMKIbjmbGpl2Y9D9OzQtpVB6TTU2zryshQJ7ZWfybPgVpJ02lAszrPibMwI1sDxh8IpZnxnmUmmdApAUS0GhCLIMO5WFjkYFBqUSHlMfYGKUKYEPRFUi9IfJ4FsUCbfPfiEoPTV8IZE5gKMPnGLG0j46A18U8dPNDX+mdiNzWivw/K2Gt8Ax+X/eY1nvseZG4D6V6Dtdbl6K19ITsPChpycfaRT2i0Ux9BAY5FZFbfMf3/MlbFhOFP9049SFkE5JVg6ZnXjDz1+2Eft+WyqtSMcrS8jTAge77/uRt4BhwbsPQ/ce5WmcKT3JMacBNFL4VGKp8Q/uCUPo7KugY0Q5PFzOy7C2pF51Clzvv2DKwHMXVkoitKpNsZ0KpoZISEwUPGllTUlbDYJkEgSFppHirSIvphuDnWYVY0dciwO4Sog5z2zfH6V8V0aL3SRh4GYB7OHL2ZHe2lk6Efe3gTlXofgu7DmfYY9KXk1I3Bjkuwsf5Po0Nr4kD7GlMh73H0F/pje+dAEi0Q7qaTdN3sTRPjeZ8g8oQUwoFZS+SsQNZtSbxyjGUZjdXg7wd+J2DozqwfOYEYjvdQ5LW8t2Nzuhr2LB3gTFjqv2M4b0KoiV4/TCYvh+5XBLH73bksdoKWYbKaj079QcxdgqEi41ALoJanuCZKlbSAhO67zdhxYCrxD4cRS4OFCnM2eUwE5O/T7GoTxAud0ZxqJsBy4Zao0hwoNTWgh2ry5E1F0bZaekvyVz4yhiWFhij10sMRjjkK1hM1jBbuh5cyoTpzcm2NMLUsoA9o6OZvWgEloqTNOQMtqHFFO6rTZFNL8x3NsHwdF2kr1kvSv0H4qeviloFV+p+uV0Gq3wNZvd9GJl5DLn1UwavCOT6vDiB9f0/ilmRhuZPk9g14xmW+/tySDsDjz0qLGJ+A2VDGqdUZuG625iGZJe5KN1RFu+lgnoyvdkFTEfiJvaAAzqcKcCVdFxIQYGMDgVpsgO7H4+jatd8/BflYKXOogEXyXEt5loDV9SmoVjlPab3vmPU+zGeCwaT6LVjAz5HX8MJJZwB/Wmw+/MFjY/9Dmdkfjw+n9F//ECavyXDm7zGb5grZzo2YvTcVsydWp1iK3hh78q1TmKBUqnBNaMIt2gN1g7PEG3USxFR0m0ISJ4eAfq2+spICfnXYM3o4q38OdUQMq3gfCDaQlNevicECnyAS5zMQc04msQlIwFDU+4R3M2VICMbmh26yS19PTZ49OKq5UpKFo0hIvoGKpde6J9EMHJGQ7SmPSDlGmSGg5kOpMbI5h78Prklgw82oemtBG43L6W5ohaaHmE0HG5LbE5fOqrncN40jmfWLSmpdJZGq425YVpFrIqvvKF2OG/N9fTYP4XjvmtJPtODpDwvXAa1JrbHXgh6B77+sLUL1H2N58rG/BR0m936eeSXoR9eWdWi1sET/N3cGa/rFRi2JgfXJB8SK8TSq9F8lpjn8LL/Eqaaf+RCbfGP8ctPs2bb0F8p3/QFBf209PI7QEtukFXVCoXsRpN7TdjUJZxBd8NQuZdglQgd7dYSraiMLtWAVEt3bml60NRrLWerm6GxMua/FgMttHj6+bYX5fBPymbHX5dYOieEVgcao1UKdM3/D7HLKWHPr7cwflqDU9r5vKUiICHpoGX/PK4e8+d+i67kqrLZ8/Mihm8aSwOPbBqHxGJjv5nzvglAT8yJ4xUiDf7pixpOBU7k9ebo7tEELMvEFC01uMVIfkOBnkxTHf3C0nA6pMDv8nWyNVVI+9mRFlO2U9EoqMyTEhjWqp8ctxzRBDRZwwH9YWb3LuCYaj3DFeeIrTmZZhfMMSw0JtbTnKm7XrOpRwC3myho/CATQ62ewNA0BiwLhEIXMLdEhLnjEQ1eHcvOtBRhrn4p/zryMXIVONFCmH/mH0PWvkQz+9ojrj+bTNOQ5LIYl4r6j0roc7AIO22SgCC5pWPb+AaOFlFkf7cEtY0hhe7dMMsYiHPpICiIwTK/kGULlqHKOwJ6NUhK9L6DOdPZgHZnjmBSNJiLNMCmSg4/bFvA939Fs3HYEnr8PZtaJhc41ceC2uVOiULZxsEihG6oAe9kkpRKdv/Sm9C/6/B8Zysa9U/E50VtjN1dwa0FWBbBa28UWolT+jbYf0JiZJStI35wQ5x3TWTDJDXdr59mzFQfJvQeRXiTRJ5tmc1B84IPSrgC0anhvcgy7B47i7BLgZyYM4GrA0agV4soTjfOUkmqjFNGIRUj8pjXpQmZFsZk+INZjg57j2AGt0hmwpFZlG8Qjmk9YySPshzdrRqiZ+X/VCSEKQri3TjTCFwyyQhMYcL6cpxr4obaUPH/RQm9kvOZeiCEIxNeUvKoE4e0P/GWSryPIUiAxdtSKka/QFY2Id/LjoavC7nXcTn7tm+npssqFvu+5SJaRPBGZBGNEYpYgBlBurrM3rKRJ436UnNyCj6J0XjzivaGO5CMNGSW15FSDbL9ZBo8iKHekCiaHD/D6J+W0cz41n/sBtAdQ5or7rDYcDuSAlTomGOwGvuOZtho7AnydUJrLEi1XrvakhYgcomNglMJfPYG50gjfNSrEdPzTYTv+xLhK36LKOM/KGL1IBMsAq/Djo6QaoMSLfV4xA1asIhfCCBCNHOWFNyVOrK/dgNymgdj55TD0mp9GFN/Kgv/estlRW8O9VMhG4wAlTuXvJuSkBIMJm4ExqTRJSaG77ZfwyFjGSCDypTsqv05WrMqo9e7oJX38jcTaFxtG6t/nox7WjC3K+Qw40IH8nzasnKHDP2uCRxlwxABErcugMqxbFitJn/AEbwJwyhLjfO+VHr8VB2HkgvwXQgoddQrfwxTCunHCnzKinxlZPJSrRg25xC5FqaMm9OIg1OzMV64FOefFnPWQgSpJUQfDRfEvAdCCSNu1Cb6fjX0SlD3yaJvYjpKrRItSmRZorLmFXsGDcQ9Uc3jSg6c862AUR4kVwPbtyD9sQkb53T2MYjQcS1RVy/DkjZ9IUrD/iciw4fy8/fomTrhkGFFdoYPIYYB/2Wfiq+LQqenWlQmFydfZsJfpZyNXcZ5hn3WWEcGZEM9D1cXYtZ+BEoe8dbbkWljtuEbrcXyey0mv3jikzIO5HYfvvce0q6VlSyO/I3vpx7G+jtTbEOLUaJnkjSDiZ4jMfGO4W2goLcPeKXEeQQ4jXLGqJ0VNu6fAw3EcRWoMeBkaQ/2/TqV+JfluKVuxqk/RvHopx7cyBuJvmwCMQXslSo2TF9FkmtlDnXxwic5nzGHo7ju601pWdp3weanTF2zls1J95EwRlSRbEYAFCbyWe3tP+RfTdOksIF4hqYTtv4vWk6rycSiv2nFNazLaO0KsCSSmhzobsqhyp50iMxjT4MaqE39mJMxlu4HtOzSzCfFPxu11UWgtXjwTbwgwZ3KD45QNS6RYgc97vl51D3/kvP9b4NxfVAa87xBa36YvA6Lnk+J9auGQmpB86F3KfmpMd8t7seD2gtpN3IpV9iDvsNxuFgZnlaAcSeFzyiJnh9PbHxYpdzC6IE9eNYplFAzR/7+wZ797Z5xpVsaN1b3orbnAaQ4PSZl3TFKbfMwGrEDz+tRnG5tjcH3TygwKsc9SWItMgcQaMm7iGzFoLIxS8aZe2nNuN1nNDEeaVTILsBmcBTTfv2ep5PmMGWBIw5PiymeVQ2PgZvos+478uQ4lg+uRp9HkWBRjFIN73aBQa4XD/LaUowbnnpPUtwl1LoH//bIPpcwHyrfUVLY7Tn6Sw0xaX6XCHelAENIiOLi/6M0fZ7M6FMRNLlXyKn8X3hDdUr4csXOLW+Mwc0TpDuuIUIqwIux5Ek+nPixNst22uJQ9I6mR5/R180E8ykTuO9sTQFFjETQSt2JaEV8jyZUDk/FhjQ8iKAq98nolIBDrOhH6PVQ9JqQvFfg0vYHRNpDSDbWZGFLYpIXWo0BT0MacVTfG4eDGpwPlfB4bUfURgaoM0ypRBqrWs0lr505M1jBPRoRq/XFYyEcmPwHje6uJdXjJjNWvMAntoiDTcvT914U5RLzaBWUhF/EG3p4B3CcAwhu1yd8u6mOkP/A0AF15o2lfZvzzJN6YIkoPtWjoAArTjOG7a0qkxNiSvyM9aAqxnP2CDqXXqRHssw+ZlOMBVZRFvgebkrwjLWgmA3mRuDRBsOnF2mWHUWhncQjd3ccN/qxxaI/P3a9g3nwY377eRPpj3pTbt9bns9ZxQrlEf4y+4nQyVXovOsK3jnXOXCxAhXaPybdryddTBdxT1+HrE9fsGIj1JJEVCM1Fs6R7B+eh2G927R5XIrzmb6Yjc4k1Os1jWIecJlRvKI+AGpriXPDc7GYInNSV5e3JrbY4M4qXmCL8FscEQTE0UAeFuhkFRMKNuGxJxlyLHi5ZTcd11vw9O9O9A5cyRb7YkK2VadBxG1830XTXkphfI2aDPlLx97G5mxqU5WFm56Q763H/AYU7lVglammJW/QYsTFsx3J9iikuODFfzYlZTDINeKnPc+p8OQ6v47OIQ5zUQZl8JXSqf9SJL1M32sxrP/9IcEFHTlAe2I+87iEqC2VJLa14vU4HUnO1zCUApiIFTY4swEFGotScm0skVzA7Tk0Ph1On9ihNFwfQoJ1ALqzZ8nZeZLk1/WxCBflUNW4w2BWkOMO2nCwSAGjMiMhyxvMft77WcNvAA0GJMgezLz0N85rNNi9LKKa/LGYuijbEq2JAp2FhFG2Dt/1OSwOnEfGKX/CntVGG2uKz6VM4rr4sWvanyz7bgDwgoYhaRxv4U1mqBHemSWYFmkpnSozZWUM5zr+Ram0A1HoXJ+vQ/rKxvPf8ohjpEcygB8v+Y6fMC9bCe/Shft0xJhI9it788jNF4sFqxj58g5WCWY0OOrCeYZ/NjPGt3/AtaNz0JodBToI+y3zMR1PzGfxtYsUWUrodUpembgSZuxJxXPuhISPQ40ROkMtt7ctJXrwKBrjyFz9QjYfH8uOkaNINJnJ5dhTfK/ajPL1KXTF7+BWLWgULF64R5WQKrxFZZ6PLtyXq78eoq46FE26A+uMfkPT8QDNTttxVDcVLWXpDUBz/h67209HKTmhxQfhBV5kFkuohp4e8GHvZ9RkCmvwvpqBx6JSon4LY25rA84bW1A1cCURNg4Um0osHFUTjZkRLVxSWH7pEhcHFTNfORE0f1Lp2Ua87p1m6Nk39Lr5ltSKoFc2wDnkFVuYwRPaUOhqgGL8G86Xe0a2wgC8U7757OqGpTPgJxumZO7mUFsfBs9vjqz4v5uhAL4JefS/GsPwbQUEa1pyiUHI/0AxyBJEDnfg9XhLMmseQjboCdhSnigsKeYFKrQcAzmMSq9+Yv/AUdz3k2n6IoVrdV2JrFIeySmQpT/8hllhIcE04hiTqMp9urANY4pFylr+mCrXGcCb5uC5UxDVvZd3Tyuwz2Qgxy8OpfJv6RjmfoTN6RWQ0swSh0cF3NnmS76PEV0bhvFwpSdhU19TaW0FAqcmfDAerh0uR2wfO6q9fMmGwW2pGp2FLEms61OJEWcjccoqZnX/KihUWs4NfsPVtnOBuYir1CDz9VZZ/6qIC6S9cksOIVNEfe6SgxOHmYIhqaxgEgnGNmjMdIxoOYluT+N4GTOGEkxJxevjA0Emof1Dbu3aRcm71ZBWGTpqRBJfr8X60Xx+//sg1YyikSTRX97rohmbNMsIpy5a41JyKr7j7sxYjCrHk1TxF5orommgfUDPJmtwCzLhQNXJHPwthqAaVSA5SFR2firGzuDUgsZP33BoxFQMCkzZXryEN1THjFy0qCj9B6WwYZMUNtxwR1aaIQyb6+j4hV4I/rD38csXmhrM/XMDqkNmKLQybmGJ+NZcR6unmQxbHMjbwHSyTT5yhrqnO3GWNBZ23sJJwJFJJLOOhfN/osuWsxzrasfIUy+wVhZQZOeK68t0oqhELJU4xViy3C05faiEorwjAm/qkPP5vb70w700lY6JQbQOSmLZ0OpkWRrx1vXbJTj/I8k2p3xGGua6ItYueYZ9pC3bmUcmrl/smusvEzncmJDpBegN/0Y0k6lCDy5xi2ZkYYAtdfmbSHyBmfShJGwyjTfNIt7egCHPQ/AszKb8bb3oO4/wMbNwxo7PJx+dSrRJy3UDKc2AQXfscHC3p5FhS5pzkxy1DetnLkRx3ByLdx+Lid8MssMwR0dyswIih1fCNFkmu4oJyhI91uElZFWNRDb4DeO0vTg+UNNkTAwm6VquHbYnts92jIttsE7rwMQlE5m7+TbpVkZkWBsT8C6XfFMDxsxuQs00UxYuKaHIbA8ighqEzMSvKuK/mqY5Uhrb6cEueTgL+JU2POAytXmJH/F4UK7rRiY8uY3LEWfu0p8snL84RkozS27uPkep/QZQGUKOMWjCwdAFJCU55bszf2A0K2e54eD5hoD76RzUzCCcOkgKPS9+Pc+Ln12gdCgtj9wmxX8VwYa/8LNqKfcP2BHYx4xpT6bTcbIVVW754JfgxrDTCSwYXQu1gRKsKkG5caA04n5tJW9cLcl92Yk3VAOg8Bu5nYIXrrhf8CW+8wXgBm3ZSl9E3UCBHlRaFQnB5Vi1aSVO2yUkfRHJrY2J7hHPNv9KxDy9S0K1zM+UECDBIZVLHo/5XQutVSLjNBW43KIzRdHZPGqWQa5JdZZtv0eRXZKo+aUVPfkbFRoOJk6j/E0zXnRwgYfSB0WU9DKqEiWaXHMCjG+zuXsAm7v//wnGIMsYJFpzaOYJdBm+3GcywTTmn7AtGUhpZsb1g4UUO/0I0h8IvjtRhHyCHmXf2UJvYuhX9r2rHGF0uXZgU4vl67ZhJRWhNuWDElL2rX8qYa4bZHqouNyqEx1O3uDg4PEUefdEoYhlKv2we15ExfWpVNiejiSrRezKQEJjqSRilCPJzfOAIyAFU+pgDnRFZ2pEZi0zBIX/cUocJeK6mXDNxg/7p3lkVtcBaykxGUW6WznqhefytIIdtSIyudzAnWR7U1o+Tab/lWh+H1Idm+RHFPn1Amk9gvV84leH+F9XRKnTDRkzNRxpiyFqbMgmDUeM/aNoHRXBcLM9pBbW4hnN+VYA1qZ6ErvPfU+qqwy6+ZDfGbY5iWiuMg7nBytYMDuCykEKVAZqQjTNeExbZBQ0Hnma1Rsv8MLgKSBh+Go95dI386rZTqz1PuwJWcFSy45crdQaA00pfw0vx9W0fvz4+AKdD9agNN4DAp+BzwZqXj1G64PXaPooFo/XSg4wj0xcvnnvvg1CSJ+oYMuQRRSQgh/FnAIqAWee9eVWp6FoSozQ5BhSiSCKMePI/EdUMIxjX8uyaonzgdDxwRcwQ1u5hFd/3cX6D5m5pd/zzLoGb61zSM8bg0K9hIstX1FofBh/ORnbWMgzNcMpsRBZVnCnYlfOn7RmhdcfEDxXpHxkmfHHX/PTnhAGzuzAwwaWX7mj/1LyTSDfFFwzafMogd8XRZOeVYNTuollLRM+lyInA5JaGfFgzRZK7eIQPKaD+QJ4Sxq16M1I7jAJMUzXaMXGZ9NQXdOyftlI7LK+RcP7UdLdTTjXsSrX6w7FKkHJuaFtSXRzQ2300Tv0PZhJywFvPvyvM5I48aQKJQ4GlDiqRF0s+QhgeTtE8e4aPk+8xyKqzG0QnOMliKr7viAPpdtJZ7xv/8HSDUEYaPW88LejUmw2xmodaTYmDNxQg4Q+D4mSjgEtkLH+71dEi1B78sffhGIz1A+qklpkjbHfa+a6TKVJlBEHC3+k9Ct1VkYWhdg0fsmz0Z4El39AkVt82dlGg00H6HYAnlkxctkOGifEEhr2PUHYgwaMPimLibhZi6y4k+B7Grt4b8asuUgPg2j6NfuTd+ziZvBkFvqt4uCk/nTdcZoJx6OwbnOA/T1ro79ZB3zSIcORquEbOTp1JzfdXOk9pzO+B71Zcv4ILvoMdjG7jModlAYaLJ2y6Lnsbyq1eYyFYzYVEBZ+Y4xQ6byYdWAaN9QtqJ+SQC2Di9iq0uii3UOCpR13VbXY18pLvF0S0KkswimpQFn28upKyMaAVbZVGTsikay8qmz/ezx5NSM5aFWT5cVN2D70MLFWVVm3I524BlooKOV8rfI0DE4hbe1rrvvlYi91J9OpBXLKVbrciaH77Xf8OLU+auuvcbn896LSythkllLtXSorFsVwKnNuWcuEz0WvghIHA25tdyOx/XEEa1krvqSFiEeYqKm48oDuODBT+wNGO0x4caEZpk9kZAUkSr7YfZMPG3QqiSwXO35cO4sTlX04/fpX1rRaQqyP7xf7pjQ25+5mL1qMD0ejN0FjoaTYJZRSO2MEB58BQuk2IhRsH8Lm8UEULSsRSSo7BE1jKLAIoYhWIG3mQcPNVH1YgQNtshhyIQpjtY49HfwZdzIc56xiDIvdUei7gPIP/o3X9F9XxL7SYfmITwM4Pg02DKF1yW1aHzakoLQGabIn+n866MCbwRrKj5nMwcAQCgwkZFFI9/mB5dYw8wC9lt+iGdEE0wwZmejedxj98gZFUQ14jMglxfy4nuquOYxZGsvBoskc2vaKyP5OyMxE0kscvN4f1yYJLAyfy8Ua7clxgwG/N+eST3mRyjAtxT8jlZ7Po1gT2IjiQlto9pyAXb5MuPIU7dvGvC6LlPo1esn0a5NQGmo/WHR6oBgVv0Ys5+7B7lRanEb2wEt0e1YJVfF2bDUpdHj3nDo7u/PC3/ar0Uwfa3Na+buzHdBnvQNpKNKb7bik53DkSjS+f8YRo/AhAXf6yYdoeP8uJTm/sXx+GIHRyRSaKrlc15314+zo9PA3ZgyfRI53Pr5yLIWPd6EMzkWqFItW9f8HGYMsM3P3S+ZtfckR/ffc13VDR1nx3SeSWd2U6AF6QqfeQm8YKCYcanyxn5BkRLHvU3rQg8vsZsS6HYyYeowdunmUYIYLMXzHDBxJ/OLbMpDhD+e7diTKZR55Xc8RGSMR03YQdlImDwnEIi+PymFhPAwM/PA9q5wcei+4SJi+Ae962JLczKzMXP/nWF1DxMKjEHjXJoj2APcQ+T8PxNvQB5GGmIVoIeCMQ9p2Zk7rQGBwAg1C04h1tUBtoCDgXS5dVrYltZoVQW2uAEXIlP73oO8j9IVEJzjWjlp+Zxh4Uk12SQNSZJ8vlLDEV6L27J1EbxmBVdMXVDXQYY4zXyghgHQVfh3H8RMWhFgY4+xzjpAZl7mz4xm/bG1NZauLmJR1fqp4pgFDtwVzq5WatQ/uE9H3e2RmARKyAn6TauDS05/BpadYMtsZ42wDJm59Q8dXUQRkpcLjikTVgN9bNaE4qDYEhoJKT/ioN2z4wZqqhjdw8EvAo0YEPZf+jcpI+5lbpQA2xf/AnqJRVL4Uha0mnceTOmFU5T6v/GyYMrQDtXd155WP9SdKqAdTBSZKidoeXmz3usxSxUIuKpbhZd8RVXEGs3c+JdXGhI0O/RkRU4spzKEmz+kg1eZto9/IrtiPKnE6TLPBPklH99vvKPfaDSe5OoaGaqzJZ6B0EMp1Ruet//+mhL6vtcwcoaLnNmNWaLZxT9e9LDH/pRJeOWFD8M/vkI2KcJfsEH7Vx/0M8nQszPkRH5YANvSgA7Zc4dnbuYxevZWlM2dRU3eLmYzhF4YyyWgaFtaJn5BnKMDGjRNtRrBzazfuNGtNtHkdXiqLaONxlCvtkoiSPHlIDeBnSow1vPMyRiiJkFxraxJbKIj/USa5uSVISr7+2vsjUvcVEcDt9+Z9ed43QBUA7mEIPGkIgoIaTG2T2DNtNQsntCXV1gT7nBJ2dC5PkZGSX7Y/Rys35He9BTZfZZ4T8h/ziKiN4ERrUt81R1uwiVxsP/tYUupwrR3OjcM3iPbcR4IkUw6Y8LwiM07/walf1qFTmgJHy+iTdYLqwvQucuOOXDdvjbzmEjGdaoE0l7gqYTzpsI9+F+YzaY4nEUObsd7ksmhLbVuDDw9alqE4iTAnLT1+nkaGuxvGjToxfMMENChJUdhQpyCCcGV9QZOxqr9ogrp4GIpOdyjn+pAZfyoIUzdn6OalVGjx9DMFlGUIu9SAsEv1ybtWjaalsVh2W8z4R5nU/bUqutul/HncgRKrNL6gJDYwROFegwX7i5g+8QfOyF04q6/LPnkwqkM1ULZNxtysFJ1KwZ7Wr3BWZTFW15W/lXrygemM4wff0WwdHUv5yAi6nT1GegVYufAJoUNPIRuUICNRjWB8bVsRW6EmcnL8f3yU/yYGWj3ztj6j+6V0XiX3Yh+/UIj1Z/vIEuiMJV7MciN6oBEFPpsATzpSHgOeksDn5qFRppaamlh+sC5lMoWc0XRg9pIrDNy/n/KRkWWN3cFVikGSocgUCuzBOKeMycZMhbTTn+5ddiADbduNIzm3L/pKzzghvUbmNRJTkPCnOlkUGv5EpKsXEjuR0KHnV8CMiy1rg9G3aKPfiyfwDFFND4JlTo8oUHZAgLcXlH1WC0HtPwVww1fVkhzDMwS8y6bPklbs+PsyzZ4lcyHQg14337JuxlKCF9nSyWXgN8m+/7MiAoT5lnUu8MWNN7wrawZiZptL+U3LWNg6iCzrj7jLJ9o6nD+yFrc9RXSdk8UJCgEVHufWoDPZTlLrJ0Aa2AUR/WIwWE4rK8ouolLQeRKMbXFd/ZywYRXQSiPgE6jUR5Eh6TzY1iHEOhZcqzEnoZQdQ6cydc1clrvU4MTYGJCvw81aqIaeIcD8OVabm9N+ThZ+BhbcyRuKuXsu5vY5XwQXsxMc2dxvEcV55rgSjR35PPQvpZGnK7O+a0PKd0GUWOg+XIp5qBPVrR7z2MaFmiZKBj96woCmR4mRwO1yLr8Ur8HsFtQ6l8iEiwewMBU5WSSwf9wS73O1mDjpb9YA7rylBaeIqBCJSZYNT8vXwNHgBTqnFKoe+oU41zy8ftLzHeu5ENsNs2NVUHid5qUX/51EuoOxmhZvw7HR5NPysAXX9ENRdNGRlmOF2SetCIXbYc/j5bkUOySg0NTGOmw0OZXTuUUDiuiOMNvei54Cn1sMYiEy7ljkSayZspkhe/ag1H9Of5HhBw5vRBvt9620i3uB9kc1FvVvfng2U9xf0829MvCM99WXfrTEhT+RGIJMP0SXrQIq8xd76Ag0B/M3WGeXYJ1jylsfn0/u6AXCV7wCVIeyZrhCAfPLtr1nYXuNCD4dQdBBepZ91oMbbIFqJ2h/vCLpNm956uFM81cJXPP3JtPSiAYhaey/5YdmwKdNdD6Xf7VnArmPPx8p93b08KCr8Z+4KiIocsrk0aa/WdP7BimfKKElogyyxFiNUqkj8tRilEwEtGTWmkd2lZiPJ5C2gOMycT+6Uqpe2ciOUZvQx3sxtK0/WmkiX1dCRE8Gr36gzgRNAaTf54RpNxqeuYqpoohDN5bjmZJP5ydvsAtyQFHrNZ2DI1gf/zulxVW5njeWJpNPM+nUT7hXi/5wWFkPL880YteoOejzFCjQATJOpiEMP5nF/CUWxNo9oNhOK1Z2pQZTjZKAMD3zlhly0OUeJ31PMbn9VlRVc8jGmlNyIO2WBuMUmk0Ho7W0unCCYxUDPpzznX0eirhqzMluwgH+QMN1DOjO8aGXWbZgGhHNqnHduBqGapnkRjlYHiqP/mx91ClGBKzIoMKOPMyMBwiq/G+JToKisoiiDMb3/Am4Ycqxn6+x+qcEms9px+6iJfjPfcl3J3+i7aktxHW0QmckkVPemGtHX3N/7RqKnQ3KAqEK0N3DKjcNReFythJEAz6F3+UCO8nTW+J9JJ26J0IZtmvXByXUKaHUDHLdhRICYAwaL8j+DUx2gUUgn72hSrUFxqka0Bsj4BQQTQZ3KeYOTQlmI2ZIxKLkDn3KvlyKiIg6IMmf8uMUIRomrEVQWKQiWLrfixFC6RIRQZZTZb8PIPpaNCo7rh8DaI8B6az9cRb9n1ozb1Rdei1rzcSfGjFpRkMkGb478orv1+R+8/H864r4iPrIn9j8hQaljKs1iQGvn7DlwD2Mmi/AgTd8pEWHdgwmT/WCg3NaUzjJGd+wIWxlBa+Aovddiz6IHkGNMATu6Zg56jpTA2bzZE86pTbz4T/1OzCwBBN3wTVjX59XxjGM/duew7OsMMxVYFKqo1xiLrHlnjBsugL31x3ZoGuGDhXWbmnUH3QRr1oRnx1SXWTMjhFzKcy0JoAnJOKHkVE2y8cbUpT0Jxrvk59fg687Y3daEHG4LQ5782hT6RySVAb8PtCWfemDCNO/YmlhBMonazjeV8/4qQNQV07AuFTLqDOR5JgbMq6rmjMPbDnacRY70PCCvtRlGDcdw0izUOF3wwdLZTApVUCREkHxaIkX2R3I03hjJZcQmlwZKr/99lgVmogSMYVME27jfdKCdfe3EqRrzx6GkFMGWfeoEYmkkKlkE0JeOWMS2lsTPs4MvcEZkNx5XzhkrCtk0LkbDL+wh3jHYlo1caew00OCytUtC+w8xOvtjww4sJdffltEsLbJx6eugNRKYBfLh2agGAJ/g2ogWBvwmQIeoycJsjuXFw+m758vuLmnBXHd2iOU5xEi0OKBW14TRoVNZX5gNNmcRvTbiAUCyLGJI8fmCVAZwQCwC+HrnSr7vQVB87i87OQ1EP0af0cEZcwRStsJ0Wr8BGJV9OUwB9AxEI3FIp40caVaWBJnA12ZdiCU8w09eFzJgbqv07kcebjseF/Kvyri+4CMM8k4kI7lESfutfSmr9Vdau+vTZSJBXOTGzCoR5hAocoQP60JDR/14ubFPVycNZw2theRmv5blXcwaI+DwphZR+cSZ/YK7qvAYwPUq8RHOPU/RJYhIxtlbgLOno4kSpFQmES0jSmnapcntEY35h1Nok5dPQ/KVcVwr5Y3Vta4esYgSTID1v6Bb/1XHw6Xm2JLSZ4Zj/a1oyhboFBOjUxi0IOzPG4PBW3LoXuogJu1oPUjpNstcHO/TYKxhFJyYNTuGRxu8RK/HHNyYl0Ju1yfMwtGoS4xxnBQdcbtWI/DQxUT/8imeYVXXK5ixZKNQYy5HMbQn1sx5ngoZ5uUozaW7GAgO0kkUv8M492tyTN0YfPqJAwPueOZmQkUo5dlqqvv4EkkcQRQYUs67zq0wvZ6Eom+pQL+VmQk6DCsCkXJV/1XdDmaz5Ztl7lm2J0/dJtIwodPAyyn5o3lnmN9HpjWp0n0Y7ZM7YSyWInecATghoFazeI5c3BKTWXw3r0oZJk6wNM4d4z6xOFBPCnFzsz77TZ9Dx/GL0ZYQIFcQm0CqlLI9BMVJgIf6kx+JTWaKTK2Q7ORlMJoDKMSagx5klmfM5PGoYpQ4fSqGKVaxudoDnHdZiIIiD14DxLQFDYk7Zk3BNoj6mHMEf77i7K7K0awbkcglPEAyP5YpZvhkdqHsMrPkRUg6fW4JySQ7OKCY9p3JLmFI0qYghEdiUEwskUC79BRH0GhOIJznWbTp6A/LZ7uY1OPAEoNlezu6E+NqEwqvv3nQvRR/qOPaE86Y9jCGqaQK1eFa/BX665c3LaYtn0TiXk9GmX7fWBSAhJE919D9Z2rSdW9IzZZh2wjIZpHHvz2SVS/Qs1FxEUUQYgJmCXCuVHgq/88DiLrELOVHnKDIT4Eldk6Bhq6ckiOJM4pFNTZrJlWk4TLpynsrabL0Ks8lp6TY7uGA8rF1Gh9FwCtrEJfVhp08+9ePNrfjqw4Z0xt8pD1YgJS21fnVuUiDrj6gskrcEyHFndoG5zNrZFt6ffAmnMu57kx1ZwkOZCjpZ3IvGQD/St8sCQUhlpu/V6eAedq4PXiKVe9anK5PfinZ9IiPJ7nTtXxiVLxsK4dYXZ2/LVrLsUDYilveI8himPEDdtCT/kwAbtKifKOI0SyY/a9l2WpyjyacIqQThlUbB0EWcPILSeR6FmGQCkwgQJTMC9GlWtI692GLD93g6v5k7hL1zJs7ecS/aYi6bcNWD90POdPtuX80YbkmZmR2NEZz7hYfli1ilHbtmFSXPwR44kCy/Bkjt1vz4FH/XmT7M+gffu+SGKUWoBSK0h5JQXC4JnhTfaIfIostNhKwkHUyAZ01ZxBcciCcnsycb+SC19EHMsj/Ls+iJUPUlzs+HviRoTP540oUGso3hf2IqK6tmUnNsJA3RgpK4GxS0eT7duKVxVnI8kalDqZPkeOUCEigtpPn3K4bwLLf8oC6SyikkKNUOTeiLZyUUB3HEmhmnSYJw3/pN86K27WUmFdoMZBzmVrz/JMOvRtXqH/qIgqtERQgdxPImjx1jYsZwoD5z4ldst8NEYfsUiZtSLYHdGXA9Y5yH89oPr9WPL+EU17L1URadPHFIHZDag0AGyV8NIM2lmA9T/KRjIegqkHFL0G2x1QsyKl+mOsi7uE1jkajCWwqgi5L+FpbbJXrydPAlPiad5+KFUoQAL0ssTYDUfpFHcFSZK5smoAOo3wRfOSbKnKPZRo6b/+EUlNQ7nvEsg7pySM3XX4ZDZizOkoRrZdjH3HROLJJUwez5Nd39NnVjLlS+7gzw4SKIctqbh6n+FwZDscXz4lzsmUIwM1KI0LWbAjHbNwR161MufK8C6E2egZeOQMkQWvGBScjE2dFCTAS4qjghSNqbY8/S78zfaysLhpqQgUNfE5ReCBCxhZlFCROwT4nIQ3+0VbNcccsC7A/UAA2+6sw+RlBfaziOQPLdE+ioSOyjyijvICMV5OSHd1xB1sRK2LKYRMd6FjwiEW/zLnC9RLEWYcYDq6fBWLx/2Gt9VjGsQ+/urztkgr+8OgGiwKg5E6sHuI5ycaW4AZv75eRp2+uZhGZ6AqEckMGUhqbYlFTClZ1UwRSfh0IBOhDFpgcFmO0B8YgEjSFyIS9N2B5aD2BCQwmMzPvy/ifv0abJz8M/m+bSH/DQPOraTTuRI6nj+PTU4OAHaZcKwXRJf7DbESxiBY2q4ham9WA+EY0AZrptDI8wf2TP6dOfOngl7NT/vDWDSsFnFOZt+sSPx3iJv0OR+6hB5zCsrozmUOMYJlq/J4/v1JEbj4hih1gtO39JMJ2A8REL6DqDcTcgPkphCTCCYe4FQK8cdBVwyevSH0Cbx8BsNDEXZ7W/gn3CovAoMn21mZZ8PIJiuIt8uiO2JOfI4wVh7tb8PuMbOp3eU60imZ+yWdARljCsFAQ96kdchAtYtWrJ1hjsKigLzIqnj182Lf4CjUs5/xd9dT1AbSdL9wKqMndVskEfA6AguySRp+FqsCNeFeVlwI9CDG3RKFXsY+p4Q5O57zuFcKGTar+OPaZs4uDmaZqjY58jV4PhO7rAJm2lamoFYGYfnVqFYYwpui8gQMSMLE5wjp1lryTQ34fX0QJmod+CjhpTFYFJKPOTV5TlxWJprdL7F7ZsIIq/V0upJJckQXrtOXL5PtMmbk0oiz9GAjKrTIQDru7GYWEdSmyFGF/dSHrJw3FQOt6HNRhDkhBPKMFliTQW/WYvDNdmllYg6YVYIJgTBnp3gpyiRF78TM9JXklNhg0M4d64gStCYKIkY74HM4i/jO1jxY7YJFTCo5FT2QDUoQyvgEwQdzA7HiVcQnxh73hNncafoKwRvjiDBPa4I6R4yB4ZcYY9PCQhYu7MS03299MUrzf4WFc0GvtEAo4C4ECfIYRLQ1HDClK08J5gwJml3UvJJOUc5NXgw/zoNKToR7WTPmVPh/X33xT0XswAX8vZ+wpmgSpNnQtN5GFoQfpNO7hxRZqb9J3eiYBY7Zounte6kNPETU8+UgMji3qYMgaJUg+yVkPIC8SHBqBooEuB4MvXeBcTlEQvUrJ5Rl2BVGgwE5HDXqhzNJtMeDJbItka9qUWhlgmKLIcG/daJUaQo6qMEtbEmlNte5UtedWxUcOUQ/FDUicKoQhHt6KbuSSvGbdREDrZ7LBnpkWhAXVYHbB3pisMyK3D5augUfoGbmcQYuD+S1lxWyQkIui70PuBzN1sW3iSmtjd/KJ5Sbtp3lx8041U3m6dEmmKVocdNPp+OjEGbNHMDqZCcWSr2YMOQAkeo6RA5zIKV/Md0uDiXW2pqe19/R9UU0lsl2yB1r8Hp4PhX7PEaDAcvlGZy74MO2QUuIzW3CRXkYJZjwZZBcxpvXTGAm1qSjKMNBARxjEpcZhIxC+GzTHNl4rTvVgoNJx43t/IoPYbTiMLakoviCkfsfYtsG9l+BFpKww8ombj0SO+QRXD7ZB5OhdsR1scH3gOhZqLZQcjCuBlrTfGTla2TlBUQSPRYBTdMhplgDRH+JYUA9JP0EJLk/wsP4H2ToZJkuZ84wbNcuepw8gUL/pU6oDWD0Vtgz1A4B19sGHEWUhtsiVsY9qEihOyGcZj9THq/BacM5KqdEUD4ph8dO7gy4HP3fY01tyUSNIQVlXWzqEkR+piFoBb706btOPCl4Q8cZrpyq6oztd0fIUSTiCCixRo+eOPJIs4W0z3EAFAHBeneGhZqxRzuUxo7ruO1e1lUoKQ4iD4GlBuQCOBMLPVbB4PdJ6/nfvmhJgjbvMJSLUKElVXahXVhzFp6egMfmHHIM7Bmcv5IcIgg1qszFQ39we08HjDo9gYRGxKtcyWoWh+HlIuwah7JzjjEvR+SjG5qFoUKLbAjrQjbjP8Qew5xiRrzbwgM6onycS7CRGfOXteGtb1nKRaFFMjJj8PHXrF75kFJLW24FVuXRkCCG5d9nefkfqHw0jpW//cq98C5Uq5aJpW0BrV5eJv75j8Stvk/ob0rmGK1n1IhgDCV3zK4tx6R4A4uG21Lj13T88zIxPH+dV9IIKvV5TD4WvImqTPMzadzLGf4BKvjZEKHHjWjasZcAnmBNJlk4kmltz7Lp1cgxKofr5nqkm5tjnZODV2wc0Wm2RHoHEJ9clfj0KjTjOL48w5R8QCYODzz5ElQgS6DxbI7h32phwPyDFWBnwhjODJ+I5TMNBgU6nO7m83yeG377M4gc4YDa4hwoixB5PX/gOqIzsBUij/Ie4dUBwQDui6y4jszgsv0U/Bt7mndsLLuGDaP6y5dY5eV9cz9DDYzdXJUzXeqQYxOMMHt9EJPCRETkdTta4BVtqMsODtQbwO9/BeMU8wqrbJkBwTHfPP6/rohDDbbLsVp/7tLkm/uYUcBhxjL+nBanDlOoJQ/gjSYbt5fr6Wq+nf6VbguQm4wgyjXQfJgNVaVNWerXgpOddLwdVEBSU3tkMiHmF9j8FvrfQLquRpo2G71kwMcZ8C7CCf/GEpx2GwrjOH/6GJeiB/D2vorn6wy42GYuxwum0F3ahCTrWWW+kv1PblB8zFlwfEqATTUU2ZF4qiZw4Ow7yjfcwZU2Epef/sRGw2GEp1qwZ8tYhh7ezAWG0oALNOACca6m9Py9FcH+H5uMGhimoawQyD3fU8SU1qLi0QdcaBXCfl0XTEb8QMfjr2lQMwKdcSo+14IJogHeRk/46xdrbnUqx6wqZnioYujGKZRABOWZP38lsuVzDjWKZ8SZCH65dQfvBxBT25XnDXoSSjWijtXBLLEUj963MTpqXVbyJXAsSrTUUl5lsLQME20pMgr0ksRB02ks2vkDGYHG9Bt7lYtDWhLT345yUVFs7TOeFy87s/GCM5PO3uO79QLa9YLquJKENTlMYQ3rmYTyHyvju8oqrv3tyfCmsWVrqxAdCrYmTiCjR23eBlX6sD23nBFHIqphlrgLg4KO5FQczUcHJh6x8t0Hmn/lwcchfENreh4djmX+M3YNG4Os+DJGodDpmLFiBf0PHqTGy5dff4++Ikd6d2bo7maUmPRD+IprEY1w8hHBm2YIpjY1cBT/yDS2922OaYkavSRR53X6f78iHtl7nmrjJogG8d946YsUxhzzDWDWz8+Z1G4bEe/ukL/ElPqnYsjYnYRcqRtoiyAzFmYthcaXYfhWUMhoDfNZfKMOaktjRjvt4wS7iScLfNNg5DDY6UiAazzNoyrwIno6L6sdpcjtEjADvtqosky0hXi9BdWrIci3VNhXu05uQDnicMKy+jFuV83nTNRoFj+dhrTHnq0tRSLc7rEjgTZPMZd/p961e9RbMxyFZT5tsSYlshpT56wnrqEVrocLycKRJuyhuuFjptUfzv5xpmSXK+soK6nAqjKrh98io9NNVG3DcBkSzvKWdqhuTMA3s5B2pVWxbr4Wt3NvkBwyuDdAItroJXlpGm7WcsEwyYz2bxPRdT/FU0Tw3I9o3KefYnfqcDzC1lPgKNIA4e3AISyNZmtOcIuemKFGRqL4kjeD+Y0/WUMJZjgRR7m664mqpua7crVY9/sDYnLqcq9WF4aeX0Jb+90MlPex+VBPtOZipXnj78+QUzs43K0/g/u/+KzZcA3ECywDg9nLS6pTi+efPQrLBInb+S1pwVV8eAuAGgOWxc4jpF8nrILUIoCmkohvb0WhhyFIryn0mIfoiZGBSJ5XRtTBGPJ1JQRR8eEEJHHXN4cX7f7mnVcbbrT8XBEbPHjA4L17Gbt58wef938qvmEP+fsHE35cfIls22ll51QgqDC6ARWAg6jYTEUW8cp3GbsnzmfGkjk8KW/5LYTbvytiSfeLqDM1MKMhFH1ZgwYgG+q41MWYDtuLqLIvi5ChKbCxAY96OfKo1iFIL4b0e6hywulfayWXPGxJxwz0SyDWGu+HhRhUPMNVp13Eo0QAb6+BTw8wMCHRQMnD+AqYMOuTuSAUkVDt+fULt6uHnL+alXZ2tA9U0PnBWRqO9SGnQX0WjM4iM7EdNC0ivmJfwjtEgXcaZmd+plHYY47Z5PJq7Fiqtb+PbJFPfroVD3Z14d7BDhQ1klmwfxqPaUcIvtQknVhXCzYtldGqikFhRLv7MUy42RoOX8d0aTZ9PCLR+uWzLfdH8q+a4hp8mi5nVdR5PRSNKphHrRWUGBkxYnJTkCSqRWWSYWWEXpnP7qAq/JZ5FaVdVtnD0mFrvoNKz/rz00qZqZOdeGtpjVN8DgXuWjzfpTCWX7jAMN5QjYx8L3ZJs1GbK6lmtYe9k0v5q64PXnsrUKnwNm/tTXjUMBdjbQGyo0xMiR9ReQFoHT73JYfu2Y25Ng+73OKvjTYS0PgfE6NOBQod2ORqGHF4K7tqj+RX80OozTWsTpzBy75dsH3ykaJTY6bgxoFUtOaHED5XMiK6YwEs5OvKdx4RKHlfkL4OuApMI89bzdV2loRV/hjRt8jLo/Hdu2wfORLn1K+0uvsfiFKnp9PpE+zus56bLdqBdAZR2m2J6I8IYIlp0Rj6nFnJvH4qDo3uR//9W9jSzZEB3zjuvwdrkGTSXKDLFXj8LZycDAP345NayHRpPT8cdKfU7iwUp0LmY4EH1etQqWFXjySK9p5nXPup6JPbwNn7SIaJMHQXskIGZtBYLuaZtI4i2QWStkLIVRYtHMr6Ix1Jdv201XNXRG7InE9Xa893YBK3kAijt/jHFBI26Dib3fowrU8T9F2D0RlpBMWgJFZ579wsOkbVoENWK9qN64GBQzoo9RTnmXJvexcurRxEbrI9sl6BtTKNZbrupNiZcqClP8rnfuyYryfEzwaQULnZsWNiKIOtqyDvWEkPlS1zdZ4UbnPn5rE2vPvhFH1nt8HIQodB1Bn2tnVhx0hLtEoJnULiAySnLMBjqIdrtQ5ib1RAgBhptMAkfVtirtTltkUSP+8KZsapp5jkiIp2GUjDg7kcQkZCY6Ykcl8S2cX7CPe2BEmilXkyxqYZXLariNPjVrSuKFPkZkjFo0m8mdCUa0f9SWlqgVKnY/TWrUxeu5bKr17xPxEZONDWDyd9Ls1uZaDSiDaOeqUrqg4V2N68Fuf2D8X2ichDpgaaYxNWTFJLS64f9EVv1BIxGT9GoFhGI/J+X2td/j6v/P75axDIlTCQm6HUWaBT2YLcHqfUVA7160eje/dQ6f735FnFxjBqdWta3hvJmF19QTrMx/IpW0RfKjEQSp0OnUpFa/kKReGmqF/uJaj/hv++DAoAq0yodRsns3ff2EGC8x1JeNaNrBctGDHRFkl7kGoXNmD59gRkmGL64yisx49l4pJq5B1xwzzuMhx6AT0PIA/fWaaE4HSnJV2uxoiEhJQOjvfApyGbZmcwfu20f5z3NKKNV3OE4yxm4H1rH9Cz8p94Vskizq4SS/wHkVfvLZrWr9EZasUzU8rizo1taBjaiRXmF3Eb2wOdcyoo9RRmWRD6qg7379TCIzEKD30UnkTgrnuDBJgWQoSLEzOWexEfYEKvKpYcXjiXoI4DqVztLRnrtvJCWZXk19sY+2Q3xrNzsb+ejcOIdqSGJWKZvJKgJrlsHG9DqaESnVKBa0YR/W9FsvnPZxgoRHBBrYC16klsR3hHUxCGWl+FjsIbXZl0NJO/e1VkV6sAsnzgrbM56/pUYsBfNRjiOYGhlr8wsHQl1R9vI9zHCiToav2Og+WvssfnEXUse5LQ+h2P3P7gOgp264dikqGlVZ8omg+O5qfly1n33Xf/UQn1SMThgUYpsWpAFZYPrUqkqzUJtQX5rlIPBpok5NO3yPihPHZPPoIB4jtZc/qBB7e35aM3OoVoohaISDm8RZQrfKqEOgRhbz7iIcaVbc/ifSTdtLAnf067x5M6cxi6K5rZS5Zwu2lTmt2+/X9SQhAhjp//fs5Ll+3MWroYA/UhROhRQsDl9MBakILRqcRdXpXacL9iNapnfTto9J9ju0ZqGLYTryAz0p8O+qIOEYAcGzSuyZwakMeWfVeoPCWBIXuz2DpZywy/AVhEWeGYWUrIhQ48fOrBjy+esOrMKnLtMz8eQwZl6Tx+bh1UtkELBmehwihqPtZS/s3XALOvELPQxwCBR04+C2zy8fp/5L1lfFRX9/79HYm7Q0iIkARLcLfiTnF3Le7eUqRQpAUKFHd3d3d3DYEQgYS4u8zs58WekAAJhd695fd/rvkMZGaO7HPOXnuvvda11sqMZrB3MWZsfotMcJH60Z7uaV4MzHjCuxZNCDcN5sfCEZTkJ9pknEc5yIbN+3/CWeVLL8V4VCKD2Z69iDJSMdqyNwNv3mX8yre8Da5I5VKBPK5SjOJ6bykzeCev+gaxWK8LTzUtMDzmRNtJp8kQZvgYX8S/UwqnrI3o3bjNh9lPpRU4RqVycPJZiiXE4hfXAI+mzvhWiKDF+WgUfnrULVWRwZXuYw10oTk/aC3Qj7DBIaAGZYtdYUc9Tyo8i2PYgho8d7eizeUghixzYc+sM9yzd2JDs1qyfJHjMyrZ+mGrluqaGRnAA/bwlD+zY9lZzpjEknpY+qZT5FwCFZ75/WXHzVQrOVLLA/VdNxpnv8cwU8Ohn08RVScddSZkGYEiW0GkvT0vS5Sk1aV1/MES6RZRgFalIL7UU2SW2GHARqSPbiZ8yGqTFxqk48sMuILkiPYEErGKPcfPs17j+N6VTnv3ArC5z4gvtv9bodZA2ScxtNZ/Qd2HF9jacyIhzo+B6cihMgvJ+qmOdLX0RqrLNqwf2p11BR33q85e9Q5x0+Op+r0HN6mR/zYOiSSdbott+BkU95WUupTB7z+q8Mm048nwy0RMHwyH4XyTZMaf3YTTGQf6980jiAp4/0EIc/AE6MWV8pNpdbagQitlARVo0uFhHEnWQYzfvo70Ka6UnKLCt8VzCPeWm+onYUIpnM7akugRTu2iryhTsjVRaDETbblythvnk0wYZGGFJ2k8b1SYxXoNWflwGtFOqYjuZ6FYKNv1S9HrcAZz90Sz2eA7TIo/IH7LJl6bq9lDXeJ7NsDUbQMBPTrS7Y8fScsw4Ey1IizrWPWjAF6r5AzmbrxFqaA4yqtiOVGtHakmL6jy/Ut8LZZhfvtPolJVeKfFs4n7mAJbsWTBtRmU3xlDoYxEulq+YdCUWvzStxxnRp1kV0N35vYuh1VSBmvalaDuOWeq2D/kgZsxjdVFcFdEABHEvrPH6K41Vl6r2epYmeBRNbCdGMkIwzGoMWZ75HisI1Pzu+Ef4F8Muvw5g1fVBrOray/8wn0YfPAJSqHFMQxelTHiZHt7UlJNqesXSpU7dzAgk+Z6G1jVbCxJRQx5MSIWSbbugSRaZwPeFGyQUQKOSG7nA2TkRAJO7yrQ7GQKI5btQqX9tB/982h47z3ZShW2D7oS4vyHrt2xSMpdNnLtegoZ6V8d2A/cR1pZP8fXCaICXteI5nWDVEkqyA8T/qDxw7vcM7XktxY+vP9tBEcdjrHn8DsGTb+FwtCNy6o6xN6sQ7cmI5gy5iLOtla8a/UF6ycAT0hwDeaWlzk1rtfgRs0buu8tkLXzGkpy87O9aM8/Y8CwtTQeUh5FyAiqTDTA6VB/rg51w9L/OkPO3+boD9+xJWAh4a3eUc4klmcXKnNuY2O8E1R4XXiIJsWTLvzAe9xpcDmLznNrEFXiIXx/DaUyi7anwqneSo93RefyeNtF0moOYwIm/IwPTdZXIqtRMk0SdpK1PYHvnp0mI1tJ/+nVOV8lTySJSh+KxjB0fieaXrlAKmN4OvkYfw57zWtCCeAKzk8fk5nygnN1HLjm+Ypuul3ttam4L0pEnSHV+a3NPGTa/4fh+Bcxp8mtEDa19KLugzDOV3KjQ3oiGwyDuKtXhd38wEuG8b12KGYnWmI32ISGHiE8c26Ny90Imjw+RK2nVxCAFZHYkHdNngcGEN0AFL9Cv7LnmIAr/TYuwiEik9tVq5JsCFlqJY8tHZnYtQYDjr7E41w8xqlSgWvOZs4282HF4JFIRkpZcmvMq4F++Zw0CWmkC0FyS5OATuhleuL43p2tPXtS+9q1v+hLfx9R7gp21KzAqK25BX1UWg3DVq5lYOvRyJnaGunP3Im0ns5FztymFKcaVgXdT75WEAFsYqHXFrhaW/oDP3VnnG7K8uYKVtTTQ/PKFQz1sLtkg0fQLdzvOPC4RDxYvIR7xXlT2JI3CmcabBZsrfkKjXE6GCblOZg7jueqElZ3N0KdhDA5w41qPdFLcZYeYoW1vFjREMPIl1TdGMnlLpNgYjC3VVqerzBido+lhFwfit750pit/BGTuJrUPt8UxcDllFh+FAMlLKAVdy+OoV7aCApFqQivZYLe6aocdqnEmbLFOGDZkMwqJ4AroNDS+9hrus5X4xP6HXZ9f0DUuIHAhBNiJHdRYmKmZOgPTtz2PE8RfyMmjm7EiLEGZOVNYyEEmHmBcQbvPV5xbFFPnmUF0KXzHfqhZS9rCcAa04O2eIT7Q3VjLkQb0dFUgZ5S0ILj7LMfCXmSdgnAIiWT8q9iWN6hFDEWhiztVJrp6x5Q5dZzXnTsS/JeZ446t+ShYhJts2N5fcEZY1Kw8M9AlSGoW3ozHW9vAd2TLc6Djx6vALIN4UwdRzQdfGjV9zQ2KhjMFey5Tu9CpUk2XcnSkeXYV8YLtZ4fUfqOnBt+gmIJseilQbIDGMeCSptF0Zic0LkcM1ReF9mnf4NUR39EzohJgDlVbhen247DDFm5Er2sf62O41/B4p2Coz3r0exWIl6vX4OuhSWDnmHh50lC8SdI18p3yKWSBqmqBgJPeYURCg6SN41HXny9IAJ030710GDMp07hNE34SBi3t0Br9R6+e43HZWs2XXtMVtQjTlIUxdE+1Kv1kNc7mpOsMYZ0fc5Mfsesn9O4na7F1zz9kxNFE1/iLkKpW/spjuBbzwpCG4FwAUU/yLCHN8/obNeXSz3DoMj7D3snuwRyaUg83z2oRXxafYx+qcWR9YX5vtJGbNyeMVOhoGurebyNqo51h+fU8Q1nST8bdlYvh7KHOYXNbAk1V8C7Z5hkZGGUmUGl+Iv8ujyb9xN9KDRt0ocMw08i56HXzIGe2Sm0Fb9j759Kpbg0jjV2IdHgOnnTCdqp0yjy3ppNveNJGODItgmxDGAx01Figh3zMSA+2xSbp02I6hmB9R+JjN/zmHXdSrLE5RZ6ZHOUVhirUogta4XVUx2LWqFg4rAqrGxXklQTJZYik3cGjpQJiyS5aBbFgvbwcngNWlY7z/Wxu7gTkY1eWSiy5w2huGP6LpMn71ryPfswJp8CN3qQ0ASe1SjKmB/aUdqqDGUVp3FGenOPoUEQTKppMpMWHMDn5CaaPDjIDTdXiiQkYREuY1EUWrlmNEgC45i8J/BFBhLnJH06jNR49IDxyFmlOtJIk411TCcq3avOxr4LcAwreJb5p5CJASFZ7tiuL8OcH5JZO/kN+tmybxqHZWIa5E9C8crAGSSj+Sek9XYVcvAYiKASIr/8TTp8myCqtNxsE0nH0BU0X57NCVrm/pathlPN4E5NinWahPXJd2xiNrEUQi9Ig9LZGK0BkJmFvjaLLo8eYpdtQ9P9tfEdceSTEyWS6vQJ3UgVD859ACXqEEH2nBeUrD8bj4732ZF3uzRz2mj1ON5Wg3l0GGXH3eD8O3tQamhS8jXfi/5cUgSRVP49XWavZlHxVlTb2x2S5HpI6/meUIwgRQFZSiq+jKbpFlNe/JlEoUWpOPS+hL+yGGFZhXF6GEPaqqIMevQLCcIGcwPo1bMzkc0CCfyQWVtJOb8oeh9/Q/mWkWwq242AsokkDp1FVWHBT5lzSAq34veXDhQvlEiJ5WGEbnyIU7tjvHO2ZlMLL9RphnCgHbs77qG98gCVV96ha8ZOzvxh8uE8qUZqXDNi6Lvdn0udDXjiNZ9fe4dxduQu4lzjSTP2pdODQdSbWwfn/UpKPPfDg8ds4GceUYdiPEWdX3KjsmoYkY1lH6ilekszHnOMrnRlFheZSQYaVgh9zmQvJ02vMQDvy3XC+OB+nnex4FATZ0o9Scb1fTKO0alEu4NBnIIKz27g+eoVrz09QVHqk5M2R6p2QXm+u4hC60H37Tb03BpB47OfWtH/eQjAj4pc5Xvu0BjX3eGU3W3ME+pSiQsARFQ3I7RJNHIGTAIa6vaepPt/o+63S0hGUP74NkEEKPmSyz1MGLziLlfEdx94qAC8dIWi4Vy0L8sVfWey0/Vx4B2qQndZktKBtC4XaF5kK7/+/or9mRPZqHUmdLsZRh3cSSu8GPJQoHJhjkxJ8JsMg1Ia8PtsBaNnNcPFJoYg0HH+KwAPwCCZc0CWUsv2YZvRmGpIereUrGgVj//sR83H3gT1mEic3hkK2c3B3S4SrjUB8wRwk6Orc3gylX0DweIsszcHEuLeiEtegvAKkCC8GH52E91Wb+H42SaIRDteU47oQlFMntmUmDB3hGNuAKiqUFGmLAhEceU7HFas5IbFOZ5vakSg8QRszg2kaa/nFE6PoVPmBqzsn/HCRZ+67ssJSFTzc4daoFBgkqbicZgbFZCRds0IofKTuwQYxmGolUSL8m8jWffLNQJMbNhfrhSYuvGwZGl+6dOE/g9O4x0WRYPp7bg57BDFQhI/lAzozwwu04667Ef/E0F84mlP8W6NMei/7cN33lxmNcspSkleoKASFkx8tBDvXyqSsCyT1CL6xFgY4l/EHFVQIpN61qTW43B6nfTnRA1nSgTHcbKWEzsWnuZw69a0PXgQvxIl8pz1MrLzvkV2z2aAHiV83Wl9WMX0mUswSv9Ug/rnEY8NL6jKbsaQquvjMRTmAp2IwJmS3MVIkcyDChXILVHbMZ8jRSGNNMWQDKF7+Z7v2wURiCwZQEKHe9jvDydZqxNEpwjwDoRT1cj8cSQnUm8xkcVcphZzrXpg0OIUm65sJfVgI/andfgQE2d/O4t6fVpy/dhSEvQ+pRsZA8tA9IRof8AAVOk4KU1oZ5zKVZWWJyiogwMhjCaAXqDUflCuNGpntvefBzSApPf8aXyIMccfkHLClvsT7tHutwYEe2nheSbo1GD72DR2TrtA2dB0fm1TltUL/XCoeZyLtOQcmTw8+R0Vur8lPL4iqZhiTixKtCzpXpJoOwFl76BMNMQ+M5bokoH02FWJ6x1nM+71e96ZbaWrsOXpxpbY2mYxYfRoroZ3wkIVTQnL01zwKkzPmdUpGpZEoon+B8d+ilEmG1teZy1wS/Rg4JVmWHY3I65Ja2pkzcW/9BuCzTtwx/ERW5t5khHnDSjIsnBj8ZR26C/oxQ/HHrJi7UXsE1I/4l0bkEFjdn501zVqONXKgXETS3O1yi7s8vzWVlgzI2E+zSyn0IWWODCclMPFsUuNRijDAEswsGFH147UPxNEhyvxjBrjzolabqDNpuP5QP6cdxO7EC1OGS850K4d9S5eJNLBAckh7gKEA/ootBOxj/yBCb8tpuWxIxR/9Yp/NzSoSMCGTfyEbz6FRRVoMSaZbLWa0EJFWD5s2BeOloqkwDXXfS44wfDfEkTM41i26jFa1WvY5QEu4TTqMJFzpQsjbnhDoCNHacNJo0ZoWl+nh+XP1DyiIftRG+7TnE95BCWepDJayKQYuSUlW4HoDTGOcDcAkndA8UNQxoxRk9bT99fZnJkyjSgzDZmPF5Fm95YP9VCEATAIYquBfmkwMwLTYuwZ8js2CaOxzJrO48alSTQ0lG3xCQAh6Hv0FX2PvCEiuyjRV+9Rt/h1zqhgb1ZTPNYs5pXeXpZ1sOas7SIc4jUkY4GH0Q02tPaigrElTx29QAi6zdFj7bU9DBn1PX3N43Fo1pSN7ZOYpx6M+dPZtBr5klKKcIppXmHJOs411uLadhLa0pI08bbw5wVjnuLDMwLYImJJ3VWa4lEZ2Ni9xSH8PdUeJXKreVWCihXnnYMRRukxwE2wrkiDw1twSE7GIlZD910yOqIAqrzM3Omh5omHDQsnetG6an2MFLcQ5A6Q8zInU7ZTHHNXLCPeYx2vOIFimhmIbQj1KmAItrE/0XvzbcocV7B6aR+GnN6EOiUCZXosk7Y+RmGVQVh5Wc+wSNxLWp44zIY+A0FRA8SPSANHMb4/UoitPUtikpKC8gsMsH8CAnhLcW7TmAt0RpOPv9yWUKpymhZs5M/hw5g0fz5ZegUkNwNkLic7ZLYAkK6W/PEXguiCrAfwCRSgtQoFsyg8Oq5hzsXjPD/uzbnqaZiQhFGhEKItDXFJCaG5yR903KBlX+a4z/Jk5qDkzxt4FtsBs9imKEr1JZKeIBbDC1+4dAcMfKHrLjCRTv1Q5zvE2fWmpO8+7la5TpLTYDSGOWqVD6rk9gxf8IK+e8axfLANa0etA2U1hLkHK3p8B0mfj6wKoNuWdIyNipN++CkRJaCR0KIKasrljNk0m/KckPTazPtzD6bRKcR5RzFupCPxZi3wdbXEKVIWOG1w7z3THl3kedmyDKx3n7VVD3LNwoc3WaPxWeBDIe0Lmmu3srlmbxqM74xx8jNeO9iSpYmDPFnCDTOycQzUI6iULVptFLepxh0e46s8gfOC19QZZoTv6+4kPzTGOyiaW0LDvJ6lydDEkG5qAikq2m1dxNopmzDPyEShLVgANWoXUmyCeTUOjnY0J+hcD0xt3eisWE8axtyiOhNZgAYVtn8oyHQxIMVORhfAdYRqB5LzYwS0Z8iv6wjTNqNk8lLWDBlGSV/fjwQpTQEpdhDmAxahgsWjx2GUksmtatVwiHDj16lrgXM4vX9HhkMyZm/ybfY/hlRMCaY4m5iWbyGlQgRiSCo9mU9c8SSqb9jIi3LOZOnHQj7b56LyJ583UVCNxC9yTZVZG4TQ65//jwJcb5Vmb89Ytr/ZQKypDVc27Sf9TSYO/hYYlH3Bul9ucSLiR/wpm+8hsg0zeDB9HQGdz6Gf0IzlPzhz/be7/Fl7HQS+hjXPoOxV6LLrk15UCoX2MUMunOdWveY8UOmCQ7XNUIa0p/25o2wdfACDLC23S9uzvf8clo3pC0lBdFzny95m/pCQm3nORl2f6Y8f0Eq5A/0qBgQXd+CcaESbc+f4ddkI4ob6MqXjQ/5oWZx6R7XMKN6JuNXrP72TqDVqNu+7iGNpe1r2LsNg1SFmZCVSXPMKxxWp9J2wl2eFyqPwfsHpWkm8aZxPUmCFFpVRPD+v9MVnTR36PexHctIaqtjps7bYYVKV7z8w+Ddo+vJgaUmK39zM3HE/EKUXTnZmBCP3PMfrbQLdT7/BMjkTLUr4EOKbB1ZqmJFNpkl91ntcoFANaKQHvZjAQYZhwDxOc5UhtMOXqYAK++vJxJQ3R2OsQpKsryFZMTnwwSZ6LcOWn2LYut8xSU3GJBYyjSDNEizCZCrFcG8wi4CQCmASAzZvwDRa58hQ8sWB45+CQEEmhmziR+59MLJ8vEUJ7mHW+Tl996/meTFzOqwdy5uy62SsLMeQIe5fi50Iun57hH7j1qvElXWTybDLh14mQJ2hx+h5ZjSZU5fd2RPJMk7j+fQ1TDzwiIwn9bmX9j0pmPNRGnbDDPSbRvNM6URQ56mYd3jJQ6UGsMMqagPp6Wmk3XAEx1lQ7iCYJX1+blTAQMo9n0vNtL6sqvQY47Cp1Lzhi9fTq1T8rRqdU9dggGTjPPEpTstjY3hnUQOzkOsklbDD9spV6txXQfMX2Bs1Y/mdGyg77+Ym1fhl3690u3GE5Hd2+N3yJrrGdSYePczp76yZNaI0SXrGMitaDgwTwCMGH8UMqm3ZzsrBq7mNB93ZTcOf/Cm9Jpi4hMJMyhzCI097aq77HvRSPkovohCC2q9CMFe+x67QSrIybtFs0wNuL1fgOEeP655ubGy4G5sSubzPY9c7sjBkNOe71uJiHVti1KYcruPCxO2P8YqMwyhebhdAaYxIpnCOdlMeGdNq2wNW7ACVllhgLUXoTTZbRC8WPOhOTMV22JBOEt3JxBhwR7JgGiGNaKnAZD5ni9TAIv44z71LUTgsDKVWun+1Spk2RSCTvis1kG0gBTTFVmZ1M4qHwJpQ6BlYF0Rv/gcggOu0ZD/DSMEC8clyyYJoSnGbzixmc/9WXGxizc0amwgtXAl35TXi6EYcm5EpHe8ijUp/tdJLRGD+7YLY3fG4CG59hesrFhQ4PKmSLKk1pzbd5pfkHm1IqnqbjPHjaNt3IFeSc7PRCARZ5iloikTx8PHPZO3ox5vev1E6ZRFPI59DeiUIj4Hoe2AeCmUeQ+GCK+LKBk3AW9Mal+1zGfXna8r4h7L/+/p8v9kYR/aQiBkWJKDAhhvVzWl3YCoRhQaA0GJzbzGbot+R1HA5FRXuPEotj3KCLafet8Yz5BGFn0RjZ/WY6YPKo7Z5T/oLdx5WNIGKfqDQgNoAw+QMxq5/w+kqTrQedpxwPLh7YxCD54bijyeBFGX0u4k4hz7jx3YtiPJKIMlEzZVyhcibWnzqkngyE42oOGoHG7VqXjesSYI2i/SoM1R9sYqFo/9kadsi9Jnoh69ZBG2B3Smj8B9ah33DylLx6lB+3XsVfYs0TCPAwReyDMHos4BzU6jWCXZtIE8tWd3zgU1p/VirGIjlcQ2ZO+w4vz8DGXlujVSzbJC0soO6+78USUevBKxAVlPqBOxCoR3NxAWvmTflYwe2VhcsocxNkk60h8zwHeUJFu/luBbvBEYJYBoJ6jzG3AQTPcxSs76UIqlACCARay7QiRA8eEV50vMUqNUnjSIEUNt8HyqTSE4NbsnD8kV4WvsKwZYCGWRQEhcGoGA6QRjrrt8b6bbIh4f9eRu+PTB4Z3Drvzywxiye+E7HSN5lh1mht2w7MJtsWy01m13AZm8TYnCUVYObGPLop9Fk3ilHnPINih5+iIRfeZrigMnZJlTY/I6ru8dBnfeSrv81l8RhntEdU+My2AU+xTeuIj9sPUYWBlziO95QjETMGcA6qt98zy/j0hm0IRb0LYkxU7K7dCFWq5VsCWpCylBPit97iFN0JDakktb6KG3GVyNTHQUKfagRAkDl55F4xr1h94hBLO4RRlvNXkKKZrNaGKK4MAP3LSWIythNj/NLea6tys0W9fi9qw3765ghlHnqFhok0upaEF4mYFW+JtcrXGZxfQ0a2gMbqbo0kLGTDtNMu4ihP7mzo3ExauPHCOSjP6uMI7J1TcK84Zi2KPWeudLOz5c4V7AJyBXCD/3VvDGKAVkw/jh5y0IKIEwUZmt2Ly6N6YrW2JJHLSxJWJKATP58GJkkKRaZCXsZMmIeZBbsKbqjBCJnh81AVYQygMOtW+P87h2D1qxhTycLIvx70ePlOkzUSZjEQoy5Af7O5lR5EQUCbJUQ5wLqdEAByfbybecHBnIJzpXyhWl4JxTDTM03qa4JWHODFpykF2mY8LHBUKBPOv2YhaP9FbrtmsO1Wm5oVJkI5QraE0gwZZHE7myC2UZ7ggnCBWjP1wjgX+GLgij0vi5k5HEFweSLF7A2Ok5aIUmZOD3gNbVOB/POWJ/w2o+4vnIrGTb+4DoYlIUQab1wurKD8L02ZLQeweu918HxW1kSfqDqzq3avzPh54ecGXkShRZW0J9VDGY+k6jGLYxIQ0EW7Y8eZPVjX+5XXgZCy6FHYYwZU4bohPIE+5WgEheoa7CdIcscCfEbTabqHoRZg2OMLEyUlMqyZedQh5ZE+1Sfkg6mjJyTzJVUM8ofG0efsatx8Fexvuw4tp+yg8jTACSamOXWrzc0Q+3WjfmjfCkbLvBeMZDmbk95S2k09MXj8XB8+vnjUnc5LyeXod6fScSaG1AkSqrCGnQJ/IwO07DdckhPQQGUexGHQapU6XLYgukYkeZqygnb3tSbcgvHttc+Go8z0GdZ2FiC+tQiLNQZx5dpOCoiMCsSy/UGS5Bm6CHIFIJbkLF2TsgoieVIn58/ktJ1Xbe9LZKQHMfLkoGMWrKUlUNKEODuSUZcI7z6vcIhMgK7+CjSLeNxfZ9EtAeYREGMuwwTfV8WbP0hTU+mYFToxuUkYz2skjKou3UkSxecp+r9J3/ZQ7JRE4IHexnJqw+1LfJCS02OU1+9ne3jPNnQ/xr+nipgLHJwWcJ+DJF5ktoALQEt+3Wl/PhABcxrHf12/D33RZ6dcwzbWW5B5I15PtsY/LbtJ90mgcgaz5BrizlQpC5kO+O6JI5O6XosW9WLNOM0vqSEfhmhYFaU+2VLsLf9E9ocDaNf5ga8ecZCxuFCMMXxYwTLMEu6is86O+5XPgVFWpIRM59V9Q2ptv08b1XF2N1Hi8Y2kYAShcgsc1eXTNMeiiSgzspEWCjIWpeGeYACqw5jqZ/xMwpqUfl5fWwXZdBzdHV6BJ7H3+QYTwtZgfnHGbOUWi3jN5znXsv7aGxH8cY8hFnOah5QAmXGbSrOCqVC9hU6Pj3B8pqeLBlZlaj08sRaGOISnvzhnhvgwSbGkY0+6qx4FBotFE1B79HHlN30Eiak7Tehe6nfP2pHWpYRy++Nx2y7imsP2mF3MxVrZPS9QNA3Zgvv6cIL7iBvgi9ypiuCVEsnAb8iKV2vkbOLPTLCQMq6EtBwHI3amufe0wE9MM6m1emjkK6g9MBnjPYdTHtxHZMQSLMG/WRpzInylOppeGlZnttTklh4UKYEddd1Q5nkT2oeR1d+0KAimBJcph03afbZGhDAlhCasB2DiieYMVTL5t5uaFV7QMeakT7ADsgg5TvIPDRddffAGRmZPwtJz6ugu37XL7arIPxNQawNxNCVF2xFhXRY3gYi82zjxNtWr5HqykDkg7MGTRwc3MGEwo8Y13kF6Ub/KksiHox/JK5ofQ6W98T9uDXXqI8DEZTjEQdohwkpvKYca5mF5qjActRV4t08yDKxZ20bFYWiHhFX6Hf2Ny+EUNnnHlohoPk79Ow7MXTJahJVTlQfr+Camxns+oOOUyrhk6JHM/bhnPgKvRql2dCxOBALqR8n4jVQF2Ha1n3UPWSLaJDB7Nl+CPxwVf+GeUJ1BgzZQOpuL1y+iyS+tjMeFqdQvIkkRT+bh142ZOir6ItkXsYQzCnekoWSPyZMIEz1hnK3k7F8n+eEJcHyUDSWXrksHwGcoTEPJzXHb1111EkCO12cplYJ75pbgkM2yyeXw4/xSKvOSt1z3QesQZrfDyPXRHORsZ6hyCy1EoWRK8VVvCWdBD5Mw6lrwMAFDFvwvJc3qV0qoLG6ztuq4HZVBhEbxUlieKoNuF2XBhxVDp9b+x4cM2hyBkokR3xEDc+LZMzZwhR8qfLRGjAv7HnLUCYTVtGENocg1Gk5koK2VLdFT+SMmGPx1yJV08e6zz2QjJkkJLNmK5Cn73wj/jpC/9MLuOlNzSGjQathe0YJjEMPYhk7BIOPsncZYJS6DoP0kiDaQ9Z0yFTRQhxns7orqo6L2VChBKp/WQhBdq+DUMiJXTUrsbO/CX4UR4kWBYId9KAoWtYyi3jsEdkGOJ2OQz8tgGEb37B76gX2NHJlXysHhEq3olJmYx+fzLTxWsr5lWXXlWGYDH1G+6ELCVcas3PYOLTdStEw+Ch60aYERFdixsgSnK/s+HHTFBrUIoMN01OoG9SCQdur4jLDkNmt7mJiUIHSO0YyLPgnKt27RtedOwmr/4hZ693pNDeRhS190JLFxlbFyTDSgHVFMCqMKbAEJQs5iAHnuVY2gn5H/TBMFh8MIDdKNEMchLyVtoMj3FnW6nfWtPiVx/vqoE7KtXao9LKImSh4sN+EK+vSiDbvj4bnyFQk4UgCdlvkuO2k+3sPshPmWI9zyeLvkV1SprHdjvQxgjLWlZ5rBGgzoRFMPWpCnxneBNpZodKA5TtpXVVnQKaJtKaKPJLm7R9Do7shGKkboE7WZ13bsoTY55IftCi5Siv+5HceUi8fIRT4cJ0RjKdI2+cMOlaRDvs6E+pkjBxkNqNL3YBUOT2QBMpHyNQsT3W/d0TNXBzZgYpyuvtUhAIrl30FvlkQI6s+5329FYAfxmEJNG6VxLzRd6lN3gIbKjyexuLyyg3oCy/XoQ7sQRdtRxRJhWh5tSmaMjMoQ/m/3fDPYHAO0ttwVNsNW5enqNDQjJtcpA+PqUscdsR6v+HI9fM871eGfpO28Ph+PXbV9eKVS24KA7VGQ8c3Nxh89jZVrgsqEUO6lYI1Fhpam7riymAKPQlBoMCEBKh6jiOlXTlQ15VgHSPGJC2LQWeeYmUZjNKtAmUfZBOn/I0O+9xRN3rGVb4jWVTnWf0UnIeu53ST7STU1XBp2X3Skh+B0E0BQoB+EpS4AandIcKY68BJajLx+BXsTlXG504lPN8lfqgrCFBt2ekPQpiJHlufD+DHJat4crwW1ieyMX0nzZDRHdSYj/en/u/b2TWnNq313cigGq8+ixIwRKavtEeuUCfL54o+snN+jpvAOsCLOGTyp1NoizThuvc7xv8ygUZnzpBSYyTHuy9i+LCZ3KxpSao1ZBlLgTSJBqu3EFFSlm8DGYk3YN12MrRRXPHxYUevgezv0lcanHDlMAPZxiTeUOaT1gjMiaYZW/jOayunx1fnZF9DTrRoTrDreGSZtULIQX0sUiADgA2U5wXeDKYSScAVGuKPiv1YY8NQxmKKO1IHEMhUj7fIDev6etPut6umSkFgJxkdnOwaxpkjo7kjFHkqy7UG5vC0YlG8FKWpfCqdZ17nSHPRMuOBJ1XGdiK+wzZ865jTRtsAvbdJ6Lv68xvQFVdefsS4/wYoDkCTprw2UmKccgOXrdZsEj+TiRGZxpncXnCc9EoRiDc1EEm+HG1iQGhnPzB3+nAI09QsFqwIo3l8AGEpFqRMhyf1dnDMIAHP2/0oPseAfUuNaaW3hjhPDT9OdOOFixXJWe/BRhcfqMrAWN+YaXvvEt7Gk6PWnVnb3hPHCqM45FKM/ql/0GHybQw6KBl87DirOkax5HsHHng6kZCYDSLkQ3vaXwyi0UNfRq2cQQvnU1gYPOIUbSiPAc57E3F59B7L17af3gli3zp8COpVocHkgRajubkW2yRXfdLt9Og1bhYXql1iA4lcIZvNHx3Fldzoh65I0RqDzK4WA3SDL6TYP4FMhP89sJBdCO6g1Dai2WMNp2oWI9b4KWjqUCTMj2pvklBoMvAt4oVhYhRO2XFEloRYN+lntAzJtZp22ptGo5MT0NNoSSjsTXE/P7IwYCW/EpZPjRUVWTRlKzU4ToKHEW0OTON16RU4cBvpjO+DJGv7Itd7gcDPyMGnCsH8jpZ3qHkLZPMd2RQGtpLOdJT8RDozSUSq6i+Q2sNMpAr7Ox/i5f4CX/QjVkchYpDm8gy+JN85i/UfQdsN3gVT4XYSBzr1xE940T1rANH6WqAfhS+WIuy7h6AU6GcsJGCcK0X+bE82Kiqzjqf0/ULUVkFQIXV4fUg4hOXdHdxoe5vtKTO5/f17XrW9T91IY3rsP8PLyEqM3G79kS6gn6Whya0Q+hx7RTtXZ7atvkNPAwGiMcrMzXjuOcuAW/OJODYFReEkUhvt4GQNSwKsc40xCq2g8/k3ZJbw53qtXwlwTyblxhy6l/PA8PBhvFcd56p7JTpHr6LegYtcdWrBuSElOFT7CpoCnGIqoeJoG38mLlrDvG5D+JUzPAAyaEq14Yso4zmeekd96XQ+8KO10kv3ihR/fR+FEnYndyG4ay1eH5N8HKEAp7W3MO//ilccZQ3vPnmuesg0FY7ImaECMjnX12Vxy4tmSFtrUSCNmcjYvP2Q1RQeTUY/oyqzRr+gddRqWh+041XJE1gEP2bLoLE0uh2KXrZsWbZKgUGWtkB3RQaGTGUfSVjnMcoI3HjOdxygvOFZFo6fxJ5OnXjm44Mx31OGDG5hiFzvgpwVn6DHDbLog1TB05BW4DHAYsAePdajAjqxj53EU5N1XCIJGEWu6bIh0trcAlnwNBd/y4+YEzvdm1J0xo4oLuezVUXk0nwAYEXFoDPcX/gew58no7iawHGLqVRZp4ff0gO8QUVYvdzI70z9WUwZMY6he9txmQqkNlRTx8qDi/jnc56CoIfZm5lkWu4hw7oFPC5JQtHqTJ5vQK2rvxI5uCrR+iaYP3nGyWqF2dTC5EMqRUxcwMCWzUMeYxwbTEYxW/b2vMYdg6KoU7bgfNKdtjPOEffGHbv0ZjjXnsEPU2qQbOGKJg8vFCHofcaPRX/exLe+htvtptJ34yE6WHZlyKNXLA4Kp86TE1Q4dZPblaryy9Tr1Au8QZBdIBplbqQ9lj6g1FXq0bOgdOGiKNqMI7VoT55zgyrAAZRUZgEx5a3Rpjei+Y0z+Ty33HQOSVM9eXW8EgogvoQhwa2tKNf9KUtYTzD5Da6jkA78V0ghrIQMS/p2hCPNPGWA2+xEWiDtqXxmDXYhr/h58QF8/BK5UcmKV0UtwKgwCe5GdN1eDqPoofTeeRmM4zjhU5K9Ew/jHRCX73n0SWcm3VjJXF5RERMSKM0tOrGEy61K4bb2T2Js+qFRy+6eSjNu0Q25ftUg5+91QDxdaMNWopDqdApyxE4FOlKIymzmIhUALeaEs5EzdEaGK+QIoTdQB1lf4POydwXhL1XTqOxCLFq/iqzaKVAqryCaIa1q20DjgJ3/UdZ7bcTc/RLNl6dwA+h4rhp2a115OymabLZ/fnBFAmcsblDI+Dv2cIz3ygBefTKC/BX0k8bSslMdIooJLvxxH7YaIpb8wJG2Z3ljGcvGXqdoP6AP2ofZ7ChbhjgTX0jVA5MMsHoFKcZYmvbB9M+TjCxhwCutHcUOzqLDMhUG98Jpn7aJ99nFCK/tx/ipFUiwUvBhUNOzAAQU7UiXqYO4o2iHl+lJaipDsO+8mmkBY1jdaSRVE56xbVgjxqycy68Lkok3qMVuc2NI0Tlt1KZwtSr0bA+WWoh/QhkbffbTntBVb2SdEGTZk+O0Jg5X7OOj6L9zO2Zp+WSqHpnbRHN1Agq0gJLodnoEzglkBWcIpiDFcidygXkVaazYWOCWf4WHSCbqLqALL7lNW6A6ek4DaGW1gDUTelHh/E1eF4Kmh7K41XoF8TadSHVeSKqzJ4usrMH5FaQOZe89I7znrcz3PArAlEQsiKEWR6jJUcztwhn450ou1a1LlL09UuUMQlo4uyB9nRWBRcBPWJJNPNXYSgJwk0LEoMGaGRhyliysaYwNUWgx5SjNeMFJbpCOHMomIa2sIOtzbEDm1/FBCvtA/oo5+0VjzTMgNEiN2OGLw7W1eX7pBOwGcR5OOcH+ixjdP04zcQLl+vrUeSTzUN7pdpsTZ1vwrGnv/GI4AIgodJpVLSxxbXGHLIsw+Oo1ogIYjElmY6b4jkMvxQxOVgTvnXDgKIQcpOaTCH60mMq7KB9Kul7jl7PHYFUb2KMj+IaqQHMOfb0YlJ5O/LS2AnXv92DK6l9Zc7EVFSsc4LKnKy/73GDyzCJEW+mynQskRc2nGhgXhchr9P91Otd716bcYsEpTPC5q2bUuiWUS7hADfPDPPS5y9A5xQlLyyRQlSSF8G45sGsC3j/CiE64Wb9juHINFa0Fh2hDMd5QG1nf1g05w1hxBDXbsX2ahEvk889vC6WhjPOH5248PRClmQYj82T+qDWIATTAl3dfEK2GurcNMrHTv5YL5idkEvw1gFR3F/LAqyKv07/jdL+2jNpyCaVtLepeyWD20E2QvBuELo+peSLez9szYeU+at6XWlKCo3S1ZOtB0iflMwcwg57M5XK/aNoePMjejh2Jsn+ANKCY6K7lEJKs/RTpoJ8EZFKX7qg4DyxHj/rcAWqyipEEUY4yrOIQllzFEg0nKIoRHRnMDqS1uDxSDY1HMpBmI1lIjyFfMvnn+KIgBgFBzuGc3zsJv0EHkN1hFGhXQ2BVfC6uxW7lVSg7krBuGymrEMw9U5WygUWk4VghJDtH8aVVnyCNpVQOH0yJFOMvbJeDLpgF7AIhME2NwlW9nYMT65BQXgVFoqBYKBhch1MVWNO2JGfnv4ZOFyBdn8zhFpyf+BtFpnmBsgzsagwxJkxqaklMozakDDch/NZbjlXtzVi9X1ntZcaM2UZMG1yRFGM9yFJBnAE+axrxoM9lyiYPwNUtDFznEeMzlRWTNmId0xPrwHvcv1KBtnNPcsOwHfdrxPHCSYG/kznjdj4EEwOwqw0x/WixvTWerxaBCpopTrJYMYZxitaMI5wwCqMEjtCdQehjDZRCw3FmoZgZydHGn5Q1VwIjQ6FKbkKYo3qtSKsk6LZ5FulNr7OjwBV4UaSCtBm5lvu6lPRuyNWUHtK88+m4H4usSu8F9McP8CNTX5/UkvWxVpihUeuxZuQoTnr2xjneAa/AahB5BbPEROpcDOVgm0702PgrwiiI2xXLkCIMUQjQ6kn3Rg5izA042tmGUWtGMmz5NW7UrAmKu7oWFUOS1Isji4oeB5oic8q4A79wiMto+APIZCyRGGJJPLZo0GMuuynPY3bwlL7sZj82LGAImz4EVN8GblOIpTTnpe4+eiO5qe753JXP8eVqUChEIHANPeAn0LaHG6VgdyIK0034TppOkGUCnSCP1fTvoczj4bx3vEW03T2dp0Yuo/N6GtVxfak6vTYWz0w5cX47Tg/SWXGwPJdvTOV6YCK3ds6AcGtZETXZCMxSwSUM3jmweOVLRhatQ/jahXTS7sRp4QN2F4sBjYCXLuAaTuHJbbD0eEa2VSpp9umEDHrw0T3US9QjKyuOyraTuLF8DYdXrwRD2EkDDmj9MU4dxcmmtTCP20qs1VOcAx/SfsVAnjimSt8ZUO9FHFdbNEWZ6UKmYX3auJ2h0qnfuF3jBzYp+mONNA/WoQTZ/MkxOmBNPBuAkshHe1rTlG7RO3hTwv1DVVtArhZCkH1Oh4GZa0nDiJn6vfBC+4UqhjWQDuqC8sd+DD3k/HIMabx/grQp1M3nCKWBo0j/YjsaEMlppPP8ArKwzFCkArsEsltBegzfnTlMr2MvuFepEofruPDetRToW7G+d1f67Tr14dhahYJtzTzZW9+Vm972VI9O5HjX1Qilg66Fm3QtfKm7xkK6FiYgR67byPQVZkBXHDGlN/N4RC9O0lB3pTmd4AUmtKE+ARzlBrlW15ycpiqkkH8qeEJ3TjUC9bdHXxiiEBpMyRbLIKg26sOx+Gy15OHSPlD+IatS9Sl3pRzrWl5nnf63VdXJ72wygnkYTZHu0Tgk7ViiMDbzfmLdj/e5VtKRPx6a8Vvbtrwxn4GtJo2N7wfz9re9EFRIFijwCIGDdaD1LjA2Y+HGB/TYXIke25vgrr+H07WrYXnxHc8uVyO76isoGiGFV6sEwwwZopSXaxtuxaqVKVxc+hylUxY/KE1xMnzBLfQI9OvCjSPVqRIwiULRBoS9r8iKJsXI8oggoVjKx5dpV4sZ633R9z/H1J3TGXYwmB+e3KfajD20UpRkF/d5gzuvSKIVWgKIoyha0pGPWYmSppevUri7ikY1V9Bzz5bcY5uVg5BnYC6fRVKUJcv7z+VmdnW6bxxCV4ebf1VO9C9RDpnAxAXp0q+GjLvwRBLAGiPJYJ/iJrJe0gH06MBopBqXhrSrxiONJvuBuSCWo84ogYq7ZBi2J6+jfPCKP+mzYg5p+hDp6E6Ad23OlDdh08j5DJtQgy7nmzHrjxG8Kn4XKdyNkcanZKAWMng5DSkw74DBus+meBJELNakYEQ655GLgpZINbYs4IaCDhhhSyq/ITN4n0CuAcvrruUHJBkgb92nHFZOCwTVvt1qmkERyBoL70rAlLcIz+tkbNgLZSXZdmS6mqrHanGrwT34IIgzdQ28p7sBSRQ8X1ogu1cscu47C7TmAYd5CJTGBBe8qYcjR8hkeFwQlcQldnZ0RfGqNGVCprK2vy2+TzrD9zfgSjko9xosdEaQFjfhUE/omYmd70OCU8OoxSoWNntMiuIlRkW9QWmCalMTjAdvJ8kmA9S5XdUsJROztCxiLfSp8iSU1u8b0sJ9NahtOBzXmRfRxRmnakUhvSusXrGe1MiKPG73mhudQ4mumncqlYQBk4R0Mo9WYE/XSgwckUjJh0o6tl+Ha/vH7ELFRBYwe/UjwkwcSOoRQ1NGfThEjjdKIyA70oD33+vTbuP+PPdSHwarwTh3YH2hKsnljLo4nUng2NOhdHe4xdZvcDLnnFcJWCK9aw2Qq6ocpSwcybx8jBTQNkj7+UykxzHnbv6h26cOWdThd67QElkvejlSECYgu2MfUJQh23AU2RRHptUfhVQrYdWQwRxp7EyGng0x9h5gtItKp/V5XdSSroFBpAxPJ7SIGimELkhBswbmIYXwGlIoLiLNSUbklH/PQo9M9ElHT3dV45HZupcip4Q/EJiTygWkzvYGOcQUQvbxIcjZ71ODoxJphS0YX2bWpF6D26mw8gks7YJm1s+8KJvLeM+0TuLq2l/JMs876s/SXawHrvv2Uejy0C+coDbS25SDO3xHDMlAhICLog+RkZewX9gYkowoHVCGDGHOgwYBaDVBrKqt4qWdLfQ7Bh6hUPsxmKeQw2qwsihBtRb+YH6I467tiVIryZrUhtGiMj+I1/iWbUFxb09qxT1mdHt7CMt1jpsnZ7Jz2kXudD/P4P1RpMVXIWz3HFapNFQSZ/n98k/c6uPGMu/DlN2TjK3JE66Nfc78QSU+zuqNEuxqYGxWhc2/eOBdYwm2pSPZebYwqvIT2M9jiLKkxJ3iJDGCwAHh9OzaHxvGcpq8DE4JhRaqTH6H/nt4qc0bHV4NSpX8qC59hrWaFCdpQn+DDx7fGPOuQnrPNiF5JvrI7lgGaU+tgLQ9JiBV0/HIkOFYZPc3zXOsi0gl0A5wxFB3lJZI4rSx7pn56M7mjhTt9khKgKfu97WgmMd7j1+JcTECo63AZV7U7IeBQQ2ejohiSHNBiukC5KyUoDt2I+SaMBvJCb2NZNDYk9eBE4QbSZghZ+DJyCElBjkMHUbypVMoRyiFeY4UPFPkjJ4jaAqkmrsAKcQ7+FIaxRx8cUassm0bvp2XkOSlAPsC2O6qT0fYnI7wlOhKbfPkkskPxwB52ROAh8QTxWt5a7Q/UG65C95Lr+IaEEbry15k2M1g5fcVCY20QmuUwr52FqD/Hrs0Y9yC3lI3KAhH73cEtJTL8BSDq2SokvmBZhwe1ptfdu/AOOgwFmUDSJ1bjkNm9en/yxb21k9hVTl3cHj4oWVWu2rgGJzFiHl9GKU/l0uN99LWKZ2OJwrTf/o9Dg5vwviQxahMUyi61Y7RI0pxpfwngX4RjlCxFmwthanPRupc24ZSmYCf4hBb1BmEo2Q7XbH7owYNShynd5VTzFfFcYJMjBE85OPOnAOFRuB+OBonAnK/NEsG24+J5nqJGgyjski3UfOj+SwefqNiqkIaY6oghXAJUuBGIQVQD9lNc/yFp5HzWz4JQIhEZvasBvxEGod4TjpLkLzVSUgj0WbkbDUdKTwTkOvHjkjVMlzXAgsk26cesJA044N02tOYMMe9SENTDq4hBb0zUkB2INXM6shQrgzdleRaNkvTkWjeEMEIZOR9KnJgKIcsKFOdYkSQxSjCSEXOZSpyCQAxujbcAlrp/h8IBdWM0eGLa0RQiJXoMYqsbzBiK0F0p3KWmhT9jV/FxyiETFHlSxnOH53Pgu+6E2GuYsTSKdxY8B2ty+1m5ZAQwmzzsap6PKLM3mUcntmLwtNfM7M77DUDf1QoM2bQ7kRlnliWxmdCKHZtdmG+TsHVwiWo77abOgcsCPBKZojRYuh2FooHw9PiUPUJLqcq4v/9WtZWK88TUYaUm7YctVhOfKma3PC+wiuHYtytFMjRmo68LfSJuAjAoDSc9YEKdTEslolRxGOqPz5CoXYrcbKLpxKycwdQmmAiiSOK7UCObmGF7DZNP7ncDK0BPaacpfCCTBbQCkNd+BLfIXu6DtlZan65NI93rWpzcZ87c1p2YikXuf0Vz+NTdEZ6yXJcEauRytwvSAUwuuBd80BBdVQcJBsL5EpqCwd1RzuDFBRP5CzmhBS0t0jRNtft8QxZjk+FnEPGI53pS5HhWHkLs3RFzob7kC6LOrr/GyCXSx2Rd9jto1Z2YC+viOAJ5kjB80aayfZhqIu4SKcOcjB4omu/s27vOF1b2uju0Hmkiaq87u8+CCrnq5Z8UTWNDizM891r6PTscw5fQTCILoP7rrmU3Fnhq7no6UhFpDTPqVx/Memmc3Rf1gafbOb+UJZwa6N8GmgOAS6Yu18h02M2/X6A+Wbgjx6wgIbt2mDa3YofWu0jvMtcVnV7QWLvu1glZjK/uze9jhqxY5ITlFJDtAW8doZ2SWAkqGQZiqLKXbZH92bv8+5YjQyg7inotMcdrV0Yh5qGsqKt58dCaOwky3bfLwFzK0EdQSX/HZy1LsXean0490MVNtspeENZzKlFE2AIz2lDFGuQCk3eR7qVXMHMwYanQ9Hbk5+bp9JHn87/0Zl3HWohgNbGh9jG1b8lhCCNMh2RCpgS2a2KI1NHfZ0QAnhxk6G0Rc6Ocn6YrTtaLeTM+BJpe3VDuk9WIC2fccBiKnETWSW6GnLW8UVym1fxeXWkOsiZrjhSWDYghcMfOWuNgXxIJvtoyBMuI4OhKyKpfXtRIljJVh7jjwElkaprL90x7yMNO7d07XdEDiaHkISIX5Hrxk/J6Ln4omo69242xeeHELIrCxV8FQdUqPzJsOnItropX60IxaNkR1JhXOPhwe7aVDtfiofjPEnOnkemQT3Sst+B8pOBRKuAVe2g4guu9bzCtUWXOQH0pj47YiagTq2DUVQAemkanCtsI9DNG9a3ZVWqIcx8ArapZBeuRGzDn6BtNFw+hFXAUuJS74Jdc35IfsHzNTVw26QlqVU8SycI6sUb0fjm7wwbWYrHRT7xJuvbQLH+EP8cZaY9Zt0iSVBHkFLtZw4SQXzcDFpYanmq0LCdLM4wk4oE0op71GcVRZEkqwzkGF4H2VV+Jjcb5oSs3whbVx6LoFQsiUKhW98IFGgMOqPOk0X6TX0HMn9Xo5epQWWURWae3KTfCoFUuoL4erqFhBVyhjNDmm26cZNIuhBGUy4jBe975Kw2C0kUWYlcsuxCzlg9gTRaokcq65E6wkjknTFDmpMskMYSoTtGNaTw1kLezefIWTVHPdQgDTmflp07hLR83kXqK3pI98RWtGQxER98GEIWaqQANkUOFIZIQTPVfReHfJJrkap1KnLVHEnuUPsxviiIfsYeDL3zM64qQSrO/IkFUj0oGJlWyYQ2vlng76bIRf6VPN8VOVUfxYu6HJ2YRbK2CE5CHxdHczZ85022XSDYJ8gNBXjFRFM8JoajqS1xm7gOg3dKXjrv4aR7JmNQsVGsw/GYOfUGX8A6XWCjeM/Ifg0Iv1YeSgWBdaJ0/AOzrr/hXLtsnhs/g6aCHr9Fc/mphie1g9mtOoPHWleqPziPweO6mK+8xcWyRbhUtghCkY92EZYNoU+gWQN6Ft5BScVgJqPhFYLiLOHZyc4MsF9JcMNE4AVRNOYUJiRQm0RgMLWpykMuksxgyvKMSgxmPY/ynOJBfCWSTNyYZr4et8T3qHKESyFI7DeJHAp6HJYEn/TGMDKbbFMl8SXz0Sb+7VAi9eUzyPVYBDK1xmxu0l43O6cg1Ux35BpwDVKoCiPXiwbILmrJcXYiaIJ0khRCGnZaIwU5EcljjUd2dn/ksFYYKUg5nT9nGZaCNNhkI2ezHKOXLdK+6wCMog2rSUbJOeyBUMx4RilmcpkdyOHxgu78I3X7uyIHnMtIQ40zUrUujFTsF0EBA+IXVdOt+3tTTC357I0eVccwquyXNv8iigHjkGNHNeSYJ+eUBkxcM53y8/3op9lKRfVJbm+fzIMq5lRIeIWJNk2qoABJxtQdNo72K77nWavlLK1wgIxujqDfhdOB1zi+80/q94iHGsuZqhxCZes1rGxrSky2DVR7Dt4B4BwG+il4B8WQdrUS3mE1sLw1F+PQbB5Wb0LlpxFwL4T1rQtxrTl4ue2mkVjBOytjUCjyF0KAUi1R2L5hoFjJMsVIBpDJcTRUQHCcZUR1Wk+494o8a2YNkMhNjjMFmIYfj0mnOWrORLTjeFKrz2ycP9rN4sGcIthYPSCTaJQ6HUUxFKzb5uofixjLWW0jssyUxC1MxdRsNrf+9pP7u9AiZ5hM5IzQAOknVAMT0X4gRP+JZPVcQ86QiUhDjR2SlrYI2IogEylkIcgZtAHSh7cAabS5iYyRrIdcl1VDqrsZ5JqP5pBLyt6F5NO65mlzLV1b9gFbCAR+4w2ujEMJzEWgYCpaSiJn67JIy2leKHXnnaY73g2k+v0HX9IpvyiIJndrEX+pGruGjuVsvQE4nYr50uYFoihSU76C1J6bosZL64lj0jLaTqhIo4c/kBRjwxDHTRwY9x5NjD2pwa4Mn14dr+ws2lwchIUV6Js7ccfnKelZzhy/64p9Ymmso5uyZORzpvwyhxcV1jLp8kxq7YpibtlOjCo6gbctA8lS6IFrOCgFzUIfo/BU0tAvgWtJT7Hq682olhm0Cx2EVhlNdrYRLBgOigSOt7Sk0Z9N6DK2GcHWFvlfnMqQpi6WrHDaQL1q/mSqnxJIMuaoiacrYxGoeUWCegp/FIr4iCmUFxoi6UU2QzBnZXQ/PFPfoER2uRzcDK9NjWFBuMU+ogKHcxMG2/ER0b+7djuqbC0x5UyoP2gLm1VvPltr/ufQA6nGxSLVTgfkcCx0hbmrItXX9chZKgqp7mmQM5gX0vmuRM6aHZApOhYjZ9Buut9KINeBPyN9gJeRgvwWKRjDkAL2GinQq5Gqo81nLVbRkek4YMAQhrKLIOqgpRMTWMFxmiM4gJx1rcg/g5sGOSPO0LXvBX/F2f2iatq233m6DpnCPc/d3BxymIBOny6Ivw6hSCUiHumR2SJ+4MW6UXhPTsAovhxH6jxizndVSWpyDtxLSk5nuUQGtlZhapvG9K33MHsSQK9dA0ja3IJRqvIYHq2KS20Ppmdco2JIAoYG/gw4nEr9aoN55VuYzI5vwO4iFAuBM1XxDo+jVKorXZsFcsrUj2Xtb2Nx+jozDiziVr1iBFfehq9mEvedRoP7WXhVG4pGgU0itL6az1UpwKocFnqXmepwjNqKVPToynCaY8cOHBhCTU7wC+TYNf8SHoArcbQoXYZXdENBrtL0Bndunm1MidVR6OVZfZ+vXx+H0hF4k0sAn/l2DqUXRqComIp7XhfHfwVK5Kw3FalqDkO6D9QcwxBp8DiH1JkCgPpII00cUmh7ItXaKKTgnCPXYV6RgjNtZyPdIBuRI1VUnuNd1rVrJ7lRE7nQoMcSHpCCiiymIL2gO3hLOfjg3T2DVJ/PIdk7OdCSE9FBfmXuCsAXBfGE9xsaVnFm0/yrJChMweDvMfE1QBwWWJFNq2wrDoRZ03hxKmjjSVRYsrR+LZJKPAOXCNAo8dztjkpoCXFJwi7NjjoXr3CkupboUpsJmjKDkgpH7v76iiozHTG0+oPMuAx+HFKV905K/IkmU5UIFfwg3gxulqFE/Xi2T3+AT0UfRneNpwgQVnoVCUa1WOpXgnde19i1RY/wohEEvy1F+esH2FHHHZyjC+Tr2jmUpmnRM2xVXmcbqXhhRV92E89jlqDFhuMc4BUFr5Y/hhJZsLo9ggDiiGc58chVSxKmjDu5BuuRBgR/b0L6dbU0/AH7pyczpk7uPHuWhiQtdMMkLQtF72giuPSZSeJz5Bgm/ol5sx5SoHLibQ4ju1lOouFWyHVTJikokbNaCeQsFoGc0ZoiiR59karfXGSnTuDrs6RlIV0dOTl2ziNVxEzk+lFNfkIofZVpxDMZKbyXkT7EHI3oLNIvWAY5MLxADjRddW33R+p+Xy+E8Bd+RMX314Rnz5N0Xl+b2Tu6gXX+gZkFoSly7BCiPy5nv6fng7ecSWxB6d8jyLCJ5fzWmUROXouo8hp6nJb8zgdeeJo8xeuBKbHt33MzsCzfG7oytck0+ppnYnwvCOv1exjzdjMOwS7E25xmlV079k7MkKFJOZejAKuEDAYefolyZirGlnroKR5zXiWYTC06iZ7EagqheHgMi5Me7Dm+FOd79izUW0TE72M4em4JTNoGDrUgJQieZ4N+FjhGUfh+Mfr2WsJSswiSMUXBEKqQwC3WoEWOiX8g3dHfghbkUBw+RhyWNFz7gAqDIvBSPGSomIQJSYAPmstxKOuEfBgvjjztyPY2UzELyMCz7iOGXByMM39FyndGGhTyY4l+KxR8HG7cGakTXEe6BARyaF6AdC8kIX1VxkihvY7MCnge6TQ5ihSYt0ia2tfe1ZzzJCEFpR+5uWXSkBTMup9sfw/pHgnj4/XcLfiQxzQZ6S7pRm6m5n7IkfHoV7RK5Du0f3FGrBr7Av8VjXhu8pCKrxx5WC2O4eQEfRQMJdL92t23HI8SVqBWONGyiy/hcZVpzB0yMWDH8MtEHB8MP28F6ySIsoLX9lA/lrAxg+nne5SEBXu5Wecqx7MX07RXPdz926D9cTWWbncxP/qefvOtCHFsSGyGASh0I1BkVVQxyVQQF0kt/oLhx2wIHe9PU9tsfKhErzdWdHPbQovmz7gyaC3B1cqTYqNh1OjquL5Lp++OSazWOsLAIzKSX5MC1pXA/gw13F342X4NC52MWWlmRAmqYvRyOA+NOtDepQrhgB7WJGJOMpVwZl++LJP84PyFhxGU7YpxcDb67rEMDpiqE0LA7h0qs9yRV4MSf0N3tHoKUMCDGUVQ8jVBOFZI390/IYifDuy7kVQyI+SsZ6Y7lwKZHS0b2aGNkR7LKKQgVkfOPl2QgvEL5OHeSuGNoiB3gDy+Gmmn/4GPUx0aIJ30eZGIZOFY6T63R6qu/fnY/2eIHDKtkMLaGGl5/dfij75orLlx8wfqP31DVZd1lJwxhYHZKn5Dar/tKOgBK1GgwvSuFyebTKVFdQXGvhsonniOeO9gXpYI51mVd0QVMwQ9PTBPQT/SBL2fBkJNPzo+7kqfXxcw+/dQLqpLYxLyG4PHZHK2SjS3OjqzvwM4PQ+n1q89eexlQ4ypIcJGdky9bC2quqn0jQ9h66AQsoUB7faXYbZNRVITViFGbuFei7H8PHwGv9waRJlXkRB/hSytAb5ulpz8rhBH2hrRdU0milRj9DRaSPIH4yJQxIVBhbdz0ziWMU5q4jhGwKPzOLTxYcSq7fxBKB2z2vL7tAU8f1aMy+z7UKjsazAMyX7MQbrWgIxUA9KyjTiyoi9e82N5Md4WU+LlBkbA1ngon6t4JqVZcHNkeyz90glvbkzLcvvYzdesUXOoY+ie6rekBXREuilyoObzbvU9suMb6n7fhlTdwpEzTI4zXIVky4A0tHgh2Tbzke4KtW4/ofv/a2Im9fg832jOd9uRKmw2Uj3vqjuPPVKXm4ZUqRcj14k511dSd+6hyMHrXw0C/IsZ8W1V2HBzFEarUwlQaNBMnof+3Ck0ylBTPMiRx94BvPlkH4PoAejHJ3DpzV3WvZvPphLfE1ryKpMndiCr1nWyFCo4VAeemoEiGUQqG6dWQL/eSfZVuERZ/+q0Kf2aqzV9uE0m/U5txNS+Oqe79EP1ai37Gt7hgFUXSPo8pcbErU/IdI1iU79mdN9fGmvWcbPSLQwj9tG/7xOK391M2+jdPLXJ5mItQyrHhHM6riqZsbkBfJGONdCeOY4V31Hj8A6OVUhEFbCOcj4ahuo/YTjggZriqDAveYqj19NoanQeFbFcU5/nztjGxJrE4o200WUhjdyRn7X2YyiQRnUAf4rx0/blOIxV8qarDU6rU1FmQ9UJb3N30OezArTTs2Zicl2QZaKkea/tWFhsZTFfs1qJzNNCC11LjvzlXhIRSItoDmoi01LkaStbkZ29OdJNkQN7pEHFA7nu2oY0fmwnlzw9HimoD5Dq4WIkq8WCT9lEH+MhMvnxl1KvZOnak4pUm39CPq3WuuN7I2e/arp3Dl4j1ebHXzj2t+GLgmiQBEqrFFRxYMNofl+9ltoNqxBxsgpNh+1HhRzjRgDbUBGd2Aena5OoNOsMB3bdpd9CF5JC0klROkHr+5CuB1kCGt6Feb2waL2cpFrRmBbvTiuH+fgbBPGm5890oBItZlXGxLA3w7ZNRZt5Fr+b3/Oukwu9GpSBLDVUeggnqqFsepO2Z97zpLAjxk+nU2dab36zj2HDumloLY1odaAZ2ZphlLJ/RA2VBW+sbPnTsR5XhkeSZqi7/Ka3ZQKone8J9TGnnkKNq50lZ9rNpvfG8Wytp6VK1AMoksVeoAv+HKIN9w2s6WGQzOGc3J6KRDKthrAGydsYjRxXM8iNgssLK6Rt0IXc6uvvMGEga8i67kZkQw3ZSi3mmTLFok2KjnhvALeLNKaC4iJ6ecziqRgjUJBhq0ZfP4NxaL8yDVdv+JBMMZ6vF0KQ6lne9dTlT35XIq8+HumGGIDs5EuRQjwcWIMRmSznEpvwyEP2UCD9hWbIu3UQaVX9kp4hkHfViL9WyisiZ8AgpKthPPJpVUPS535B+jSn6bZPQ9LyDup+/+fwRUHU6IFS95ytiSOMUCZXe86+RrdwUGoZhAyLmQx4JvTlQNfRuD+7SGnn7RyPNOd+CQeoHi0PpABu+MjAW6tEKO/HtLn1eNz7AHQeBh23ookozr0NRyniuRoHh3jWDz+PfXYo2yrVQq/iPB6UKAzP3OFeCXjhCk1vY2niwQzNfdo3CeFqvwC8VLGo0osQOtMJjdsCjo+/y6zFT7BJMGZtk4rs+r4wCY6xoNRduhDIxinYUqgFq46uptgKFyq3f01E5Ui2DBmBeLme62k1qCsS+FMRyDDgBn5komAYgpXwGZ0vGOkyLoOMWkhDBvgEIxUyDySZ6gTSk+Wq2+8hKbRhH6NXLKfStHcM8p1Hf1Z/fPCaUPn0WRR5Il9y/orzMabIptuEFHvG15vWtvz1Jn8bBsiOfQp5ly4haWhaZJygtJimEcYNpA21JNcQWCCF2AcZ/yF0n7cjw+fyg0A69p8jZ9gvQaE79lnkjG2KzMR6CflUQPbsQN1xLyBn7M18S+Jgaf09+debCSEKfGcYIQS571emDqJIvFLczLPZBeEuyokeonmvy6I/t0SramuFfYhaKH9eIlj7q+DmAMGPGwW3BgjODxc0vCOwSBL0PCqWLBsmLmaphI8oLiqEThaXNjUVwaopYvTQ1+JFyV7iZMWaol6pDcL6dA+5/60BguNjhVHbi2Jhs9HibLnuYumNJmK2UIjKAjFcuIjycZeEzZsBYkWpMaKn10ahfNBO/FLzkDBfPCP3GDnv6wNF69FdxPReowXJtwQPJgn3fZ1EgrGeiHRZKxZkO4jSmgOC5GDBgwni6MNGYpwWUVUU+3D9kQLhLsj3ZSAQm3XbZQlEuEAECEQfgWhZwG1/mFlOVLz1XKgTs0WJ234iwtr+o2cgQIgG7p/td1tUFg0nPhE9re6KE7cqCfsC2vSvv4oKhN4/dCx9gbARiPpCJaqJWQKRIfTEEFFOIDoLxEPdnct7pQH5fCcEIkogjgpEBd02X+jYH70XCoSXQKgEooxAeOjaVlcg/AQiVCCaCYT1N1yXhUDY6v4u/NEvBTXji8Ya/U90KZeMCFqPrsDGqbNIzdDjZWpJluxdh19qXfwa/Upwaz2eTDxLpHEPtP5loPhbyFZBq+twpSxolJBqgLqKAQZtTpE1bDm1MwVe4fNw6tyVzB8tKFxzMe1X3GCzZyItKo7hYo8MYs118enKLLCywqvJW0YY16Jh2YYUrX6amdTHK3gJYsgigoPL0mNDMoUr3qI169G+dmbarLMkVg/5/AIz9XhlUIzqP29AYTwUigbw1qsSK7uVxJDjjN1fhRXpS1DoO4JVWXZcaE6Ho9+TjhNnkeOiHZ+TnHKQgTR0L9N9dkDaCx0oWGn6M2kkpRunYPsghV4HN2If++nq0gD0x3/0jQASNJZkhxqhl6jBKkN8U0Hpb0Nh/sUiYnmQiTR0XETFLQKB12RRmOYosEQactKR7oecPDXL+dzfmYH0DU5Crunc+HqMRM64PZCz4nDkE6uP5JN2RM5osQUdIB+YIqkrgC7j+l/hy/GICsVnP2agT4jddmaMPY/Ryha0mbqNwwOPsUakoso0R6MAtqyHwCwIspEJnPofk+rkroZQwpAG3/3O0B6H6J9hxXkfuBvZHaVFABlCS7SxAxkO0SysXJesFvfAOE8qIo3A4609s3d+T8TqHow0CyPGRJ/S/s+o0SEW6yfJvFhylDn7rxJpEMr8bmV5WNzmo+q8H6A2gxul6GxymxZ917NAIXCgFpeSTlF56ApqZd2g1+FErhg1ZsmifrxuGYji9Tp+jtLy9ru9HLZI5DzOpNzxIrbSBXoqBQkF3MacxAstdJ+TgN9xZABKnPl4gIjU2jPq2AZS5rnS3G4tg48s+fhgZVvCocfgmusY0aKgybWrFGmqT9yMLCqMGsACPd+vcOT/L6Alko8pO7o7sANjOnOXYOKQ67dWyLtohDSs5CTwyIHQfb+VXIH6WggkUcAIKeAa5NB6mryFdf4piL/jR0zGHNNPTLMGZOIStYkxKVXYtuNHyrqEcUCZwlagt5GuK/afDb+dhYcpUDoAUg2wv1eMAWNmsqi24LzdYZJflcbkSiPGtkxEPziDYLuSvPouDdTZUMgQQgPAMFPS3TL0QKMCkwwaXyxG6U6zmeEQQ710a+yCoVfEQUKSqqG0jCA5JYVZncy5Us4LrSq/CV8J+gq8TN9iO2I3V3jPuexSDAqtRQCNMdEqiB9oy5/+3jwq40uR7RnM3NKXi+9MWdvYjM0aWw4v+InYORPpShmE6QRGcQnNFwi9WcCPmBFME4ayDzNgOJnMREkJ5BicAxtlNBXrXeZgkAstRp34/GAdj31ELnmW5c300F8x/dUYhTILp0E3OPWPCaEa6cfb9jf2zWHKbv3CNs66bV4hV9GtCWAXPUilOyv4leHIHHBKck1eeWIxhcA6NpZYGxuku2Pw32inArkO3Iy0sm6Er6LIO+ja/K+7LuAvBPEP/mAIU7D5xF+TxA3ir6fz++gnKKxhjYBEhVzargZiVM9hxEZILA/z64FKS40ue5ja+ggJ+xZz0NaZ2+73YelQQttcgappUPPJR4mbcNNN6XEm8NYBfF0xMoD6S3eA/h38tAcZMsmZUssjEAoFbbRbeDjhAE87FoNor4/aS5gNpBpAsfd0dwgl2CWVa1zkNbJQl9nbHUQWT8ZUq6Cd/jNihumRXiaEc+bVYd1LtgqHD7NqUOEYToli9HxQgZ4VjpNW6iRb0DICaaBfzudRbgCPScKP/UQgx/iqRFODj8duAcQLS3btGEy5MVE8oxrOvP7w21ObGvjUuPGRWns9qB6WpexRZGeiNMvGlhtfqQx9DbLJL3j266DlrwU4DemaqI4Uxt2ATMmUykm8GcQzApGslZtI6+VZpLHmPNCMOleucKhNG3m4giJjPsNJpCM+h7BdFumqGEJBYUofowIykuQZkmGT9JXnLRhfXCO+WXuQJ+XN+VQ/tSKO+hfPo+w2ki1BRdn7S78PxuJigANZYPILDJ0ILgKe1+Z4iBX7e1emVP8EnE9agSYZOlyEyr7gEg6RVp83ADA2jqHo2xQuj5pGvYFbmKrnw9BTp2lf2grXnUEUszlITM1HTFmfytoG9T4XQgFEWIGFORS2ZKBzIPUVF0FRHkE9DCP3Um7JO6yzIzHSptArcy7DT/7K+CO3UVT0lROoWssNnyP0LlUIzIoxvflz0mPdmJ+lRpZ+ljHY85AxBPldiQ0wHmkL9NR91w3p6s5p5o64nkzuvZ2S02NJddDjbbPcI722L4fR9pSPWVmAD09RagRZ5ipilmRgafLwL2rpfiu+xUL4rftGI2lhZh9tL4ArBOBEG+RcUYfclbgXMmR6NyjgUNu2dNm1C+PUr9UBYpAOo5yur0VyRsfwdUJoClRGkhhf8vWU/i/ji4K4ccBRtu4NJrOgWhpndtPpqDUV6t8jAukZ2oiStqiBJHCqC8PTYNl2sgpXoPe545zVFKd0yj043RIa3wGrJHhTBA7r3NkXK0CyIaQaor5eHuOTZbFqvpZr7m8wKtqXgLQZ9Ji2gxp+FylafhnTfkvltXsqAZpixJh8kkIi0hJulUZ5qA89vAwwKPoHS1W+HBPtUWZcwCD9BJN6n6T440v0NvqRwB+OsmVqLK1WV2P4hJof6t4rAE9lGn+aLaZ9KQ/S3Zuy7k0lqm/v/SHJA4AGNYKOVM/ThByOSgoy+s0QKagZ6JOB/oeumo2aP29OhK1WGEZosAhLxvWkTESRiQHJHSzwbPL4w6AvgEtZdRmYtg6hUHBrsRMxfTdwWBWkm5H1kE6SHI7k/zI2ffbNA+AUgUhWjYrGp+9jGxWFFKKVSJeL7L67unYl1cTkK8+VgFRjFchZeCDS4/u160GBnG4Ecsb/V/P5Snw5nSKQ+WYBE0YXIynf9W8Eh6aXIMyvLEXCChEM6ONCE6rqbEZrYWhRcHkCDwvDxtkc3nuLHbYtwEW3/lveHurdhwb3INQWXjnDczd47Um/itm0n7aYxzUasCb0B8o0D6G7032s/cO54mbAEu1oss614FmvQHCIhbsl5b4AIXbwa2+IsaLWunv09hxHJ7LphCvBT1bRsF0EjXdcot3r3/C0v0TtQ+U52TuJTS29yNRTyapMNpVBZYgm04B7s+dgGmZGb8VmzK2LkWAZxLTisdTMNP6Qc1RNNkqOc1b3uSmyu5RHCms20tW8DSUdGEkPtpGRD/PDnndMZiD12QdAqIU7JWfc/WibRMyZuns5lWrHgQBtnee8ZW8ed3oDpLr18K8e8X8Z9/mSELixF3v+4EqdOsTmKYP39+GOFOacfDcboMAo0fyQitR/lvNPMmu+KIgr2s5jRNQJzAak86pU/tt0jN+L3QBHbvcei0WsJR4EEsh1rABDksEwHopFyqxmN8oiQhxIt08HkzS5Jmx9FZKMYWF/CPCGgOJYl7UDj2NkXolCETmZ1i1Gow4eRQmTgzhoLjHMbAaH2lmQ+vNuGH5QWlbvlIIqvrCnPqZaUw77nKD0zPm0rhNPY+slDEvVY/baCTy5O5YG7UMocjYGceM83WZVY9K4MsRZGKDNmxdHZQwu3cCoCJl6GjYaGcLjsqg5hp3hXFJ9hvMw0RqPJT9iFm1DDNbsAK6TynakAf13pOt6GzKeuxeStnwMLRV5yQXq85aiPAqrxKSF63H9KR190ujJPFx4hR6ZhBq6ETbZDQPrTzqLFgjXQz9RGomyKEX6R5zPU8gR/9vCcf7XkE4lsnAi3cgQvaznmCR/mum1IMTxaUS8ZVwcSk0SkkHTBqlafisEuZnJ/zl8URCjup+mSrczzPII5doO+K1MY9I/GcHVaCjJfKqfXYFi4WhAavFPkApEPaoBZ2HKQFDUlHUmKr6UwqMUoNRicqgWk2ZvxmHsDVTnR1KrznCod4PNP97kUFJRmp/aSam5e+nym5rfFmUT+ecaub400KkFfs5Q2Ze6FqFMrXuUScbGFPJ8QdvG24hpdJgFEdNIeu7CzfOGWFQrhvmbdAxtA3hbN4DnxT4ZZYXunRUP/qvAsQlNb7zD891N3hSJwkJAfdwIdivGjulXWFUomKD745kk5tMR6X3qgDRx2OhucEkgBWMuUA9X4AAqHotmxAprSokXjFm3DtsJWZg+1JCJIfeor2uKgpjajlSfdAKlSpvbPAEXEhtSelYkGVYqHk1xJNzKljAcP3mC315c9D+P2uTG+n2KxoRxnzimAYJC4WZ4vbItYNtPcYtPq3BUvX0bw/SDSP/gq7/b4H8Lvmg1DepwUZK/hIKL8ft5s8aemEGbmfdk7WfbKggh5N1BrFONaGqcRhAybU8rXlGNZPz1D8L0OzB5DFwvDnV0o5FdPGb6tsxq0p3TyiwiUPCWSjS5M5iwi348abqM6YUW0j51ESKxCPgEft5Qx2g4UovizhFMm7wQQzKIB16mbUVEe1L5jZoa3YZyJsqNaiWX0EQvjulDfAgp/Im+bWwJ562gjhoDgzQqmMfzSH8iDyvCY6907A92pkv8I/zMa2Plc4+1o7qhn/GajUFmdHm7nvkuCprFlCPoTTpelXx5rZQTly/1yUKPwjzgCsXJ5jC3L9nRbepttJeC6Hp3B2ZC/0MOGjvey/a4KHApXRWF4vqHJmpR0uPmAUx6W0GymvRiau7/4gTKnUhv5f8a1Mjg3KACfn+BXM/mRNHnRRlk/plY4DrBrkreOhfD7E06ScUM+TKa6f7PQKq/gtNND/NtPNr/HL7o0PdCIdoDHU9VI/ZNEe40ukPwvXcs7q/EKP3zUsqPKMvNDl3pNegUt2vcoq5BJhfVWnojA2VOoXPbhpeGt5VByHFgpEcGra2381QB2gwzfsl+wahuOwgvtoNV3e3BtzqkGEI5HYU5ygLeOMkofIScWU+0o13rTDZX6k6WQsWK8xN5saYWJiV2kFB1BPprwthWOgSangGDjwnBBpnZaPRAW645SsNuKOmGA5ksZjdXESwRBvB2PiYBT1jzyzWyMtvw8NpilrAXXoVC3ENWlz7EMNMkHA/fpPKtBH6Y3Yhuqmx+BNpSlEQUTCCYy5QhI/sRdXu+Id1WjUlTf3b06Ypd9CcZQgsjKY/lPv46XWvAD31OoL9VGidiSxtx4EkgKHvyT5jR/3kYIC/iSxGsjkgfYU4sjwKp1CuQ13QSdMVW1cnrqTS1LrcXuyBUBbsr9DMyyNRXgiIQ6R/8Z1XJv4uCHPpfjtBHIZTAjDR9Outn8U4lCM5049erPdjX6DDlxJOPtpf8BjOOGLXnpkEXBu+dhnvDu6Qho3YmIZe4aJWQbgmv60O6JYX1UtilPUeiX1027x+PyUVQ6Eezd9lBUm7Xg44XP+aERVqBnwsYVAU9NVgmgbeKOYfKMMyiFlMNJ5E80QPz+CQsDIOxr7eTPf2iuF60PIjPk/3sn3eG8J8iCK/Qm/eKNR8efQckLXkhgPY7eNkbg8Wm/Oz+O83dMqjT9grZacl4HRuJiYsJPexvMc4tjL4KqKiXxM9APSowAFNqc4VE4CllGJW9CdZZUfnyPbof3kydtHzi8ktWhee3P7rutERj5hyZz9sxVYn3NCbJzQCTcc84Xn4LKP4XZ8NPUQaZSuJrXA1GyCxorZD2eH/AA8QRqm/OJMbNglffuRa4d7v9UznVtBipJmP5p5zu/wQKEsS/tJpqgVijTNxUggZAU/10XGt40X5kPR6pP7bgKAATkuictoUW8VsR4RbEJphglqlmHTlVYwGlFoxjwf0iXPYi7Ghdeu4bScx46HN6DrZpwcSrDUm7WwV8Aj4nZp6shk0TFZuGzaHy4AnQZRbq4jM5Xz2Kn8NG4zY6Cv34bFTWYYjWuxk72Z3rzpXyFUIAjU0/hpTPpKdiDVeRceKeSO9SO2SaoDPKyzQpoSRjgDV7bT1JH2bAlKR5OKRn0OReHM+yzCkU7sUcVQrX9JK4iUyatZMUgjEjBVMSKIr2vS3pqUaYlQtm1oVhnwmhFgUppmYw9fPZ7ef3cwnvWQmDaC1vh5hScvtYAiv0/RtC2JmPGCr/EejBV6epBumfi0QG3ubEkfiDoieBTUzwOPsetPlNIvFALw60306qye/8Lwnhl/CXMyJIaV1EbhrVWBR00NSkaSkvJr7aoNv2Ywggzq4162a9ZXDbIKY4xLHiw69VaEEgx0UUCAUElYOT3VCm6qNSZtE86TKHjRuDRQoUiQa7+NyDAkyZwrxZqyhT+zda6L4u4XuQxz5/0LdBL7TWQXjc17JkfgrJhZI++AM/OkbOV/5FGOH2gD+qH0WhkKuse8j1recn1xVMUYoJfzRPfuH7+0ns6LyWTsa7OZnogfBfTZsbjmzt/QvHzBM/eLmOo0LFWFphw527A6nXLoCoMmaUsL7Jkm19P7vnDwzrotqSTdkO1z6cXOj+ael3FoY4ElnDFJ8O54krP5hDf8sq+mlemf8E7JDp76/91YafQIGkPRzGGeiMPsvYwrIB5xi8ehVaVd7BNQEZZf8VYUf/JfztGRHkrDgFqERXkjHEBsE+5QvqnLxFhQknSVKZfbaPArCKPsyYXxwwTzTCHSiODfZU4in+dCQRtQJ6KgUUfQLt/kAbpyWr5ksON3OA7x7LNWGOEAKkGcCjYbD9KUG11rMXGEV5LMLv4TnClQnOAznbWMuRsAYEDr5CkmPyR0JoH5uGeYwWHrcDtRlKczVjGqUSVvY8f8o0L5TQlOL+rStcuz6MDcE/fHKztDifSsA+sDuNjwdgMHM8qxU/sNh8BcaePThcM4yJMd4UR0bEeQG+aLjCeoKpjuuN93iHPKDBiYtM3DYr33tdzKcMZVrd+SCEcVhyx68WveedxL65CeENzWg9ZwHHy+/m8N92TfynhRCkIeZbhRBkWw8DkodThUyeMogTs5ujVX7afbfy9clJ/rfw1fEsacBTdrIJmanDRhGLm3sshebMZEeGhgHLVag1H6sdCgF6708RM7kQ3w8si1OtkixaM5tUp8GYdTrHMmRcdB+1hq2FQ9HMnAxxLvDMBzYMkEVHPUKhcMyHA9YyvEEDy7XMTZnLIN804laXpvZLQ+xvJOFfO42EOnFk1trGi/fmOMcn8M5SmsYtkjLZNvsGIfOjOdwcWib5s808DC9eUx8FNujzIz/zdGMdHEcZclV0QT0mjnpzjuJMJHpkY0UclZpd5HLkd9yKL0LPopdwIpSRiqWkmhtz+7kDt4va09qiMIWtwhiikP7E2diTrbWkvLjMBOVIVNp8qoLoK6FMRyx2Lf1QlVQA17Jr8ce0RbjvjUUoQK2fhSNHifwoFcX/JZRC6hs/8ldJd3PRDdhHGpkkAZ4kkljoINIhryWXZhbF/6bl+K/xVTNiDrKQafN/pyoCWYFgv94tjH5rzm8TJqAtgHRreSCSou38iHYqi/ekaG5tbkaTOFN+QGYoGYlMWmCll0Fx+1dQ+zCUOwe+FeF2NQgspGut4E52PMr6FRjjZEVEx3I4H39Mk6f7eNf2LuemPSQzW/qHzCMEhkly5HeIMWfvjCK4dapGbLUk1IoNdDa/QkcC2UMn3jCCpYxjA87E3yqCqkUc159N51z5N5TDjW06mpgpKfRmMxXsH7C753yuORhAqPTdReDApVYD6bk2jMvrxtFSo6Iv1dCgx653e2C1NQ9Dm/DUxyf/m/ujFi4ekcQPHR5qy7NmwU84n4jnTWdrno0pRNMRWwn56txw/4tQIVXHb8mRexXJFPr0u6dI8reT7v0r/53Z/l/HV60RP4UhJVmBLzkrnHAc+H31TErdPk2/jQWPSIlY4UdFtplPoN2tQcSWDKYmUguTQTCSkpvbzZzgTgM49wPU3AAqFYTZYJKsxT0lllALSxxV/lilp/HA044U/c9Jsb2PR9I2SoWnixc9xv/OQ7UGBZZcxAIbTGnEWdSEMI2uTCMGxYtSTNKGYecdyAVkUEwJZJTbJGTlhVGYc0T8QcetBmxa+iO3J7qyrNN9Dmtq4HW3A82PbaJznAkH/QZjpQ5jT8PmlJ8QQbKzPr/E98AjKa+j3QwK28J0L/hBskaSMGVa2Dze7KiA7Y8qhBEkh/hSzmQrG3nDe4K+iZT1fxsmSHKgdM5XwJoTxNEOA24wEBkBcfG/2L5vw992XxT0W12kgtELKUhxWgXLrkLRjYI+mwvaC9IwJqCGD5b7b/PWAaorID3JiMA7pdjR4D6z89tJq4QMc4j2gZTvIeElH64nPytRDtQmNHhXnKJ1fmSzdRzaD9v+jHnwJAziNTQte4Cy9GMSWjRI294GZJTcZSQdeTMyKm8V0rv1HOiDHqqnY+nR5wwRv1oxvMkF1KIF99lF3z8m8/vilSje2bCKX3FTPOeZqI4RyQxjEpZ5qwpWqgL7Q8HpPSgFAlgjBnG85gjsb6VIN6lVFoXf/cYmkyP/ZxXSv49eSDKATCmlTzOacIGjZCDdG0nk5kj938c/LogAhniwhcJ0RNaGiAHmPhvJ+Ia7KRTxFzknXUD0URDYsCSnFvfExiWcTYuWfEiIUAJJEXNGripOAy9REpNdGLKSYX978EgBMyfI0gd/BThFQmBhsFPSUdMckyLvOV/6EO8UuSODB4ZUCa7H+yPz6Wu6hKN9j9ORcLogZdgEOetZ6rZPQ+ak7o6MZYhFPnoX4AL1mPB6DhOujqWQVwJDs07iNSGJQS/n0Sxlu84dbYkxiSRhjRIN5jmmeCtkYMQ6oIj8KhYrXr30Yc6++VguVhP7Uzb+zQtRSvUER/fhbFC+y2cmdEHG/q/47Jf/N2COVGPzCzeyRmYB3wQF5kf430JBgvjFvDpfkyangZAJlHLS+bwX9mLC1eKi/9DK4onK+/PER3neGpTiJk3EbNaLXaNHifkCoRL6YqFQiACBSP+kSecEordAKD9qQT1BanPB6ZaCiLGCKyeF8bVn4pyoL4RA3BEIR6EUFkIt2omaYlVqa1F5cpDoZ3RTHN3SVJjlOZK+QKgFYvlXph3KEirR7c0ucUvdSCRiIX7nTzGUi2IK+0QW6gKuWymEUVsh9pqLJIHYKxDZApGqNRRD764Xndwfit7Gd0Trik/FNO10UVXUFj107cr/ZS6ainJi+DekNvr7L+UXW/LvfTUWuQmZ/u++CupM/9KMmANzcjNOBiIzP2ZmVqXWrLIM/HUtyi/lxQHiseFVk/Is6p7KY3qymIuU/O4yD4pGfIj1y0EG0mC0PM93nsgZ9BgGVM0y5IkQnNBP5DvkLPcTEwnGngj8qPJHRYo+jyBtUgovii5irX5uPFk3ZJREDeQYextZBObTOvYA2aiYxi887NCaZvtPM5CfeUoNvHiIISkYkpp/gqjmRWBAWWh9Eq1S8CdeJFKFkLsNSW7jTZKPmpitadw2rIzKNJ1MRXEEoV+8fznlPP/9pdeckLF4n+Yu/XfDFEmdv8/niStBJhp+wv+FSBPx71BN86JqzBhmXw3Crc1BQpDc0hvpJdj4sxtT9j7GNuY95n9BhQykFFf5npiyheh26Df0XFPRoMKW6I86dTJSSC5hwxpi6I5MA2uAdBm/BB7RnLJZmQS98+TglCFkGqtRrXzLTMOfqcod/JC1hnLSSsTr3qCgAVZsIZafsaBCuiXfZ2oRSgV7orox0GIVGdZqsjP0GNXlIAZX1RjGZFGNk/Qnf98gIPXaP5FZIXSJxTUomcOPZGDAtblt8ZiWxKulZrQb3JqxyqLIYeQGn0YR/P8PRkgbfT6Ef0AOxYH8U0G6/0782wURYUkdUYGGygs0E7qqdQrQahWECcHmIw0Z3eMGxqkFzBQfGgrhuHKra0PCS5rzgDpMafQjblWfczi1LcqlVsT3EhQuFMLZk20JbjmUvUA/bHFlEMNZzgVRn+MPO3BUUYOih25QapkX9n/colbPCbRWpH/gleQdWy8jE+fFiraUZQLtxQmuUJvEH72w9E1Da6DEdV8cnjUf8bpRYfSys0n7zRl1moyb+p61tGJDvteTZgGK/WBUnw/GpVd4slH0ZfPdwfz28Gce93fm1OLudNBs48G4Hzms979BUv5noURGRRz/bzfkv4aCBPGfSlAJiniuKC5whXLcnT2PZc1H4VLRD5VS4AQYty5O5w2CZn9G0iz0Ke4FDG4KoDBBNNi5n1eUJxEvXkRUZuv9HsQt8iY50I6bzk7YhcbT8OhtkqtWQ9g1xBYl05jOBsqQkFieRu1TmLd1EANmFEXZR0OqzUL8FOnY4ANYUIl7GOUxfdQDqmHO6bQ+uNU25VFmRzIqm1D8QDTBba3ILpVBrz2/cutqMzyuhiNQEkghtLpbWL4AdS3ZUknDjeWZWfM+TXWPQIuCczFNuDmmE5X9QjnW+XucVd14OmEdpoRx5wMfU4G0Gn7BDP1/Cq35e8G4/z/Av2qs+fxlJ5yudRDXL1T47JABArFIWIjKTxaJlx5OIgO9Lxpzct6BlBDpGIi1zBADuCk6lnwo6o15JhbN7C7sXw4WTqcixHf9X4uSp4NEX+EkjNKbiP6bN4o74TbCQOgJI1FYIEoJA4Gwijwixp5cLRKEmUgTBiJRmIosoRLpWn0x5vFy8V1Pf9FX77bo4vxAGMelimVeM8QI1RlxtlrjzwxNexguhnFBLGOBSMbsw29aENlqxEs3E9FtR2FhGG0vWgtErNATicJUbEvpIVq1eyQWjpkv7J6Giq0HeopRWnn3FgmE4X/dpPC/9DLI83cxgaj6X2/Rv/L6txprPkUlpGG5O8ZYPWtKA6czGFvKvCRaFBwWZpz1tcZjTluGHFiJUfrXuaeTsGQ/wzBRxtNMvZkYfTuiuljweE8LLIwSKPXLTa4aOGBQ+xFqt1gaYM5VyuPGaQbxGz8xA1uNKW+yWuBxMpLdSV24TTVGsJQAUYzXM2piEiTXGfqKNDqb/U715NNka/XzNb5oUJGJIWqy0PtgKChKdmMtZ1uHMKylgjJOCi4otSRjiBlLMYhtR5X+7yl0OBXNnsds7TAFQxLIQkMmkt2Wjicy4uCTGMX/38EQmYB4n+6zCunzucu3MXP+dyD+7WvEPJiFrPOzHANMg3/kpM1mapl+WsANfLUlOLesBi0Xbsb8nTk231A2JT9EUoQYCuNYOgALh49TpPvhhcAEA1IJFI7Y30rhXFo3nn9UbgtASyUu0IDdFOPpVxT5lOvAFDMlzyrrcaVXBSY2f81bu2h+pA+pbOIANshwnJpY+v5Eq+oWZJmraLp6PoOa7f7E1meCtN1OJz8ndWskdTrm627J/2Mog6RVNOHjIGgFcuj/378r/1FBzDlTzs5OwECaYvnCm87q3dh7vkOhkC6AxaIpKYmXUfxRjcLPXzFg31sU4muq3H4d/CiPISn4UoUG7EZN1odjP+Q73uKla6uCJ9SkApdozA70v8JSKZCFrlK+hzs9jWlaz4Q2ZlHs1UVyrBGD2IQDtxSvkbWhAFGOImfPEVl1A9nmUQjFIj6P0Ss4TKke0v//d3Jv/99GLaQzyRo+M4q1AVpgzkAq8r9NeCtIEP8Na8SCXo6i8MWzYmr97SI7UyWEQIS+cRHzMiYJIRCxAlEuyUt43PxBdJheW9ygmtCg+Ko15JfeiViIrUwUC1gurtKqwO20IBKw+qpjZushfL3MRFxbhei611P8kqAQaQLxXCDqC0RFUUrceldVjKx/RHhuDBWIWrp70EAgPIVc66gKuE89xJeqLdkJxCHBv7Ha0//Ky+KTq7QWiJECYZ7PtvYC4SAchCRwFPuvt73gV8Gy9m8QRD2B6JjvL66i3LXmIlajEPMCx4qZ5baImGB7IYQsx9U6rZ9YIxCOwc7CdE1P0Wt6DfFLsR9EorGhSNVX/ctC+XffWhAapVoIQ5U4Xs9R9FhYSZR9ZSeiNUrRVnQR3sJI+GUbia2JPUWj1LUCMVOUWvZG9FfeEjMWLxLmovk/9iAVAvGjkEXL/t9+FRa5JdK+/jVWIMr+19te8Os/KogIRAmBcMzne4WQY5pFQGXRvtQjMXvJQpEijMS458vE+C47RbYWsV4gqmiriW5ZhmJPoocwD+gvqh/oI3YVrSqyJU/nP/T2FhGWbcSmlsXEwWmVhbhZUsxLUQqyV4muAuErXMRcMUEoxUzhEHRRdKh8X/TscV44iQpCmT5JNJ78UKw9VUNYiC7/6MN0EoieomCyWfV/9Gz/t14GArHiv96Kgl//cUG0F39V2tFUmL2uJuwzSokawk74LHogBlufFvtPVxGtA21Ft8BlIl2rL5IE4qxQiwpijlj81EucvaAUTU4NFe3X1BFz6g0U/lUQ/kVMRZqrUgjLvydwmYaIWDN9EeJkLDTuiAB3xMwZniL7gou4d7uqMEsoLVpq1SJFIB4JS+EmrglL0Vh4ieui0uRgMX3FBOEmKgvLZ0tE84l7hI0oKxBOwlRUFE4CgTDWvXNeKoEYLBAmf+veWglEG1GwIBb/F57b/wuvtgLR6r/eivxf/1H3xd+B/U0frB954DfwOF7zNlM55D7rWj9Hv8kpzlOfyoq7mCtkIqCqojUdOMx4oaCHVol/mDf77fwpcjWFZdfcycCI0Txn+6be/1975x4cVXmG8efsLnGXbMItgQZMgHAJLQmlUKgSMDbgBUwZByFCI2nQoA7YUWTa2lrGRsZerELUkVYRtUHHC8JYtUNthCqgchlaJmAxjdJWrTReQoVC4mL21z++pE3CZpOz7GaXzHme/3b3nO893znv+d59v/ei997P0kj9Tf6Ldurg6IEa5Plcy4b8RQ9KajiWJZ0apGPZn6smM0nNhc2qzjioJcrTG9ZJ/VVH5LGkzSpSqZI0X17x+jxZh5OUXH6Vfq0VmvhEoW5Ir9Adl72pj7CMj8XVcdrGyjhgajt85lboXuyTZfzOIZqrtmCOTFK1nejKeFSqiQfOlwmDWKtotYiJHoi/s6YrDsOsEEnoi7/jffEJvlN8OzsX/IaSgl1sKP8xATzsYDqL366iIWjEPIqobxE5iHgJH3fiJ4DY8f5oVFeJr24C/k+9qDGVZ5v8BIPiZcSQQC5qHICa/Oh0EmuaXXyI2EgJv6CIscxg87/zuW1HJVcGNjKDSYx68l8U3riHVC5GCDfpNpo6D0P4Q35jIcoRc0hGLMWsmJ3zBsRqG7N7IeL3iJExunuJxpWINUxB5MZdlrbscdPUHi3ECkwPcxfiarzbyln8aCXPfDybtD0f8o3q9SxkIJmv/IOlOa9yoHoaJ0jmsVNl/Kcx2ShiUBw4MZHKwFQCiKPNQ5jdtBq1GIjCPIxBTArT0sYHmR9MbydJfrCMwuPbue7hzXibN+Gtr2XWlW+zpGE9M+mLKEVcEeF1fhnTMz70DBQjVtG9DvV9EFNtjDwX8VPErzAJRb09eseN8bEmlhomvCKmIubTPtPQQqTgpQ8iBeFDWAytns4lP1jNnU1zyGIDM8sOUzl7DU/XL+KFfQtYOfxFnlx5K4cD41jw+B+47NuH8Bz/7f/OOhzxJ8T9R2/hiqIasqvvbieJq6mcmVcdYmX2C9z+hQ+Rh7fxIUqCAztsOLixF251AR0zKUOxlLaKOJH2/y0jZxridVpyHxHbCe1M6028GlGBeZLixcsxy0srE1wR7bEvIhMhBpK2Zz3XjtvC0P015N29i2s9u7ht9CYqTi6nKP8QiwftZdl7xW2OTqfg+UdYOGUvS3y7ydlXgUjjmqq5jN7fH+HDd3QvWW8UMzIYTgoXYmwn37k501U1lu4+EimI8yjDOOMzojZvWRjz9zPMLd6O2SDorQo5GPEc8UllHo7YijiGeIf/K2PCO2siBtJkLNVb0gdBS7n3F+urM/dpU14/jXjsAh3PPk/1BZ8Iq00v9+DFGv9AjvqebNLgW5/S77wBXfSapRNH8vXnJbt09m4Nv0xM5DaZ6mO7ZSdtd7KkqTLdtGKBb8k0n06V9F2ZyM38GI0Vb5TIuL1e6cExLZkW9h/LzPEySUdkaaNQRXydNWVxeCfFkt25nvMRX8JsNPhsjzCC1lU/dvQglmNKg/Qkx9AdIz06TMeYp8mk0BNr/yjEbsTPceNhOqso4GbWMoo67uKH8V0RvXKpSW6dqxHzkWG5+uqQTitLp7VJ9rrSmkoDj8gEeTd08dtoYoVMaPXPZHLez+aOfUWm+dABmZTgRTJbC/slvaqey6cfL+lyTdK9miQzq7HD12Su83qlKltH1KBBMhUW+khyiU7CqG0VGI4U85Qp6SYpRJvq3ouHdYd2qlwbZVcJJalO/bROuZoWfcG6hWekM/JS7KJWUp1MTdjvSdogU89oqaIX1N8dvCXJrQPKiXGCdaqkPEnPKUMvqUirVCpjGG+T6QP5eOcHhzVNP0tBp+w7ui1C1du6h85c9+c2S+nM0PJjdg4jY39cTGAtwk8aXTl60rs8nz1GKzrnJkQtog7xCcYUjkfAeh7iZmJhEvto3RvegKjHxVBeZiTvsptMCtnMAD4ll9e4kFGdmqbhV8Qt86S9U237LdySprT7ZK69E5xTqFLoymKmyFX4+mvh4FFQKdoqaZ2mqE+YqiaWpLsiHic0arv+yRkytGKwTI0syVTbGycTR7RQpkDXR2crnC0USXLpoKQRMlVQo4uhkoZrsqRZku4T8mmrntIiNWi8LtUeTVCNPlCe3gzXLrzLFXHdjSisG787nBWz91HPMAlREsFxWS3XHjl9iJ8gxpNB6BQgwyLE9+k8uSqW/BHGQTEJ8U3MRk2/OMgRmq22Qg7DEFuIjV12PeKPiCrEs0yjimvIpQYvp2irVHHeR0zDxDiUxmAKej/7I9YyhnAGaAFmfzCly7NFh6mYSCAhvo5RwMTkAEywyDTciF9iXlrR5hjEDEzU1j/J4BbW4CFAR6WKyGvqwIGDnkGPeE0dOHAQHo4iOnCQAHAU0YGDBICjiA4cJAAcRXTgIAHgKKIDBwmA/wJ3QA3OzBly1wAAAABJRU5ErkJggg==","text/plain":["<Figure 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","text/plain":["<Figure size 504x504 with 1 Axes>"]},"metadata":{"needs_background":"light"},"output_type":"display_data"}],"source":["## inferring the whole image\n","##load best model\n","best_model_path = get_best_model(val_acc_list,val_epoch_list,SAVE_PATH, not run_error)\n","\n","best_model = MODEL(N_PCA,n_classes=NUM_CLASS)  ## modify to you model\n","\n","best_model.load_state_dict(torch.load(best_model_path)['state_dict'])\n","## inference\n","best_model.to(device)\n","best_model.eval()\n","pred_map = []\n","infer_st = time.time() \n","for batch_idx, data in tqdm(enumerate(all_loader),total=len(all_loader)):\n","    data = data.to(device)\n","    target = best_model(data)\n","    _, pred = torch.max(target, dim = 1)\n","    pred_map += [np.array(pred.detach().cpu() + 1)]   ## class 0 in pred_map is class 1 in gt\n","infer_time = time.time() - infer_st\n","print(f\"inferring time: {infer_time}\")\n","pred_map = np.asarray(np.hstack(pred_map),dtype=np.uint8).reshape(label.shape[0],label.shape[1])\n","img_display(classes=pred_map,title='prediction',figsize=(7,7))\n","img_display(classes=pred_map*(label!=0),title='prediction_masked',figsize=(7,7))\n","# spectral.imshow(classes=pred_map,title='prediction',figsize=(7,7))\n","# spectral.imshow(classes=pred_map*(label!=0),title='prediction_masked',figsize=(7,7))\n","spectral.save_rgb(os.path.join(SAVE_PATH,f\"prediction.jpg\"),pred_map,colors = spectral.spy_colors)\n","spectral.save_rgb(os.path.join(SAVE_PATH,f\"prediction_masked.jpg\"),pred_map*(label!=0),colors = spectral.spy_colors)"]},{"cell_type":"code","execution_count":23,"metadata":{},"outputs":[{"name":"stdout","output_type":"stream","text":["OA: 0.9098209620197464\n","AA: 0.8874343898446985\n","Kappa: 0.8800653084501947\n","training time: 38.033507347106934\n","inferring time: 6.606494903564453\n","                      precision    recall  f1-score   support\n","\n","             Asphalt     0.9492    0.8845    0.9157      5636\n","             Meadows     0.9416    0.9635    0.9524     15852\n","              Gravel     0.7986    0.7046    0.7487      1784\n","               Trees     0.9090    0.8472    0.8770      2605\n","Painted metal sheets     0.9845    0.9965    0.9904      1144\n","           Bare Soil     0.8928    0.8613    0.8768      4275\n","             Bitumen     0.7737    0.8442    0.8074      1130\n","Self-Blocking Bricks     0.7810    0.8888    0.8314      3130\n","             Shadows     0.9913    0.9963    0.9938       805\n","\n","            accuracy                         0.9098     36361\n","           macro avg     0.8913    0.8874    0.8882     36361\n","        weighted avg     0.9111    0.9098    0.9096     36361\n","\n"]}],"source":["## classfication report\n","test_pred = pred_map[test_gt!=0]\n","test_true = test_gt[test_gt!=0]\n","\n","OA = accuracy_score(test_true,test_pred)\n","AA = recall_score(test_true,test_pred,average='macro')\n","kappa = cohen_kappa_score(test_true,test_pred)\n","report_log = F\"OA: {OA}\\nAA: {AA}\\nKappa: {kappa}\\n\"\n","report_log += f\"training time: {train_time}\\ninferring time: {infer_time}\\n\"\n","report_log += classification_report(test_true,test_pred,target_names=class_name,digits=4)\n","print(report_log)\n","fp = open(os.path.join(SAVE_PATH,'classfication_report.txt'),'w+')\n","fp.writelines(report_log)\n","fp.close()"]}],"metadata":{"interpreter":{"hash":"cf59b85677ef8bbc27ae54bd5fffd1227219dbab0c241877bdfafd2c89938c2d"},"kernelspec":{"display_name":"Python 3.7.11 ('pytorch-gpu')","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.7.10"},"orig_nbformat":4},"nbformat":4,"nbformat_minor":2}