{ "cells": [ { "cell_type": "code", "execution_count": 144, "id": "67672e5d-73c6-46e5-8b76-2f41ed4f167d", "metadata": {}, "outputs": [], "source": [ "#data = pd.read_parquet('bedmap_train.parquet', engine='fastparquet') #Full data read.\n", "import pyarrow.parquet as pq\n", "import pandas as pd\n", "import random\n", "\n", "#Only loading 10% of data\n", "# Open the Parquet file\n", "\n", "from pathlib import Path\n", "import pyarrow.parquet as pq\n", "\n", "# Go back one directory and into\n", "file_path = Path.cwd().parent / 'finalprojectdata' / 'grid_300km_30M.parquet'\n", "parquet_file = pq.ParquetFile(file_path)\n", "#parquet_file = pq.ParquetFile('bedmap_train.parquet')\n", "\n", "# Get number of row groups\n", "num_row_groups = parquet_file.num_row_groups\n", "\n", "# Select 10% of row groups randomly\n", "sample_size = max(1, int(num_row_groups * 0.1))\n", "selected_groups = random.sample(range(num_row_groups), sample_size)\n", "\n", "# Read only the selected row groups\n", "dfs = []\n", "for i in selected_groups:\n", " table = parquet_file.read_row_group(i)\n", " df = table.to_pandas()\n", " dfs.append(df)\n", "\n", "# Combine into one DataFrame\n", "data = pd.concat(dfs, ignore_index=True)" ] }, { "cell_type": "code", "execution_count": 146, "id": "9539e51c-1d84-49a6-88a4-8d6572f6ef61", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "\n", "# Set the figure size\n", "data.hist(bins=30, figsize=(15, 10), edgecolor='black')\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 198, "id": "a43a772e-5385-4fec-8f5a-e72caa73ef83", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['THICK' 'geometry' 'EAST' 'NORTH' 'vx' 'vy' 'v' 'ith_bm' 'smb' 'z' 's'\n", " 'temp' 'gridCellId']\n", " Variables used for training: ['EAST' 'NORTH' 'v' 'smb' 'z' 's' 'temp']\n" ] } ], "source": [ "# Read the data and print the variables:\n", "from sklearn.model_selection import train_test_split\n", "variables = data.columns\n", "print(variables.values)\n", "\n", "#Get rid of correlated data by only training on odd gridid's and testing on even grid ids.\n", "\n", "#IMPORTANT: Minus of this method is that we get equal test and training data, but due to the large amount of data (and we don't train on all of it) this is not currently a problem.\n", "#It only becomes a problem if we at some point want to start training on more than 50% of all the data.\n", "training_data = data[(data['gridCellId'] % 2 != 0)]\n", "test_data = data[(data['gridCellId'] % 2 == 0)]\n", "\n", "# Decide on which variables to use for input (X) and what defines the label (Y):\n", "input_variables = variables[(variables != 'ith_bm') & (variables != 'LON') & (variables != 'LAT') & (variables != 'geometry') & (variables != 'THICK') & (variables != 'gridCellId')& (variables != 'vx')& (variables != 'vy')]\n", "input_data = training_data[input_variables]\n", "truth_data = training_data['THICK']\n", "print(\" Variables used for training: \", input_variables.values)" ] }, { "cell_type": "code", "execution_count": 188, "id": "773af2c6-d815-4c86-8f1e-38ce5026d845", "metadata": {}, "outputs": [], "source": [ "#NN\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.metrics import confusion_matrix\n", "import tensorflow as tf\n", "from tensorflow.keras.models import Sequential\n", "from tensorflow.keras.layers import Dense\n", "import time\n", "from sklearn.preprocessing import StandardScaler, Normalizer, MinMaxScaler\n", "from tensorflow.keras.optimizers import Adam, SGD\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 190, "id": "65bd169a-40ba-416b-8ac8-d19e774b5edf", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--------- TRAINING ---------\n", "Epoch 1/5\n", "\u001b[1m276/276\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 6ms/step - loss: 0.1456 - mean_absolute_error: 0.1456 - val_loss: 0.0612 - val_mean_absolute_error: 0.0612\n", "Epoch 2/5\n", "\u001b[1m276/276\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0584 - mean_absolute_error: 0.0584 - val_loss: 0.0517 - val_mean_absolute_error: 0.0517\n", "Epoch 3/5\n", "\u001b[1m276/276\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 5ms/step - loss: 0.0502 - mean_absolute_error: 0.0502 - val_loss: 0.0468 - val_mean_absolute_error: 0.0468\n", "Epoch 4/5\n", "\u001b[1m276/276\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0465 - mean_absolute_error: 0.0465 - val_loss: 0.0447 - val_mean_absolute_error: 0.0447\n", "Epoch 5/5\n", "\u001b[1m276/276\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 5ms/step - loss: 0.0442 - mean_absolute_error: 0.0442 - val_loss: 0.0436 - val_mean_absolute_error: 0.0436\n", "Time used by NN: 10357.9 ms\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "start=time.time()\n", "\n", "input_train, input_valid, truth_train, truth_valid = \\\n", " train_test_split(input_data, truth_data, test_size=0.25, random_state=42)\n", "\n", "#Normalize to mean 0 standard deviation 1\n", "scaler = MinMaxScaler()\n", "\n", "# Fit only on training data\n", "input_train = scaler.fit_transform(input_train)\n", "\n", "# Apply the same transformation to test data\n", "input_valid = scaler.transform(input_valid)\n", "\n", "\n", "y_scaler = MinMaxScaler()\n", "truth_train = y_scaler.fit_transform(truth_train.values.reshape(-1, 1))\n", "truth_valid = y_scaler.transform(truth_valid.values.reshape(-1, 1))\n", "\n", "####HYPERPARAMETERS#####\n", "hidlay1 = 64\n", "hidlay2 = 24\n", "lr = 0.001\n", "opt = Adam(learning_rate=lr)\n", "epoch = 5\n", "bsz = 3000\n", "\n", "# Create a NN. Loss function is BinaryCrossEntropy. Output layer has 1 node;the prediction for electron. Learning rate defaults to 0.001. \n", "model = Sequential([\n", " Dense(len(input_variables),activation='relu',name='input_layer1'),\n", " Dense(hidlay1,activation='relu',name='hidden_layer1'),\n", " Dense(hidlay1,activation='relu',name='hidden_layer2'),\n", " Dense(hidlay2,activation='relu',name='hidden_layer3'),\n", " Dense(hidlay2,activation='relu',name='hidden_layer4'),\n", " Dense(1, activation='tanh', name='output')])\n", "model.compile(optimizer=opt,\n", " loss=tf.keras.losses.MeanAbsoluteError(),\n", " metrics=[tf.keras.losses.MeanAbsoluteError()])\n", "\n", "print('--------- TRAINING ---------')\n", "history = model.fit(x = np.array(input_train), y = np.array(truth_train), validation_data=(np.array(input_valid), np.array(truth_valid)), epochs = epoch, batch_size = bsz) \n", "## This trains the model on input_train by comparing to the true values in truth_train. After every epoch of training, the model is evaluated on the validation dataset, \n", "## namely input_valid and truth_valid.\n", "\n", "# Print the time usage:\n", "end = time.time()\n", "print(f\"Time used by NN: {(end-start)*1000:.1f} ms\")\n", "\n", "training_loss = history.history['loss']\n", "validation_loss = history.history['val_loss']\n", "\n", "fig = plt.figure()\n", "plt.plot(training_loss,label = 'training loss')\n", "plt.plot(training_loss,'o')\n", "plt.plot(validation_loss, label = 'validation loss')\n", "plt.plot(validation_loss, 'o')\n", "plt.legend()\n", "plt.xticks(size = 12)\n", "plt.yticks(size = 12)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 211, "id": "4767970e-9aed-4bda-8a08-3881b7c4c303", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "100000\n", "\u001b[1m3125/3125\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 785us/step\n" ] }, { "data": { "image/png": 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oSMjRo8BzngNMTgJHjgBf+QrQ14fNhiElWwgkIImwOSQGBgYGBqtEvQiUZnWEZCnw+dKMXi6cBH7ndzQhuflm4MtfBnp7sRVgRkADAwMDA4PtDs/VN6ZsloITArysXob4kz8B0mngf/0voKcHWwWGlBgYGBgYGGx3OEF9o4aEKZvF8OrATBbY0xz2IxHgwx++MAXESAqJC9cVSmy46NWQEgMDAwMDg+2OUAKI92jtSLumpIV77wHe8C7gtXcDH/rQhWSDIllqUpgCapESrq9z7/ni2HWGISUGBgYGBgbbHZalCQSrbLKjQCjadP3wgfsfAv7Lu4BsHrjjDqBSYUOzy6/aWUcYUmJgYGBgYHA1INoBdO4Bzt4JTD8CNOrAiWng7R8FCiXgKU+hn8P5hGS1VTvrDGOeZmBgYGBgcDWgwhTMaSAUB3bcDhR6zhGSJ9wI/Ovfa3Hr5VbtbAAMKTEwMDAwMNjuUO0Rj53AsTHgtb+qCcmTbgX+4jcAb+5CC/kVVe00l9kAGFJisOZ43eteh5e//OWb9vm/+Zu/iVtvvfWiy9Cp9m3s8WBgYGBwNaC+KOJxdgwoMmXzBOBv/xDo3bl0xKO9amcpsGqntcwGwJCSa5w80LCtdevu7saLXvQiPPDAA+vyOW984xsveO3Nb36zvMZlNhL/9E//hPe+970b+pkGBgYG6wZvUcTj5S8CPv4HwN/8IZCILx/xaFXtsHnfUuDz8V693AbAkJLt3NlxDUASMjExIbevfOUrCAQC+LEf+7E1/5zh4WF86lOfQoWq7yaq1So++clPYteuXdhodHV1IZlMbvjnGhgYGKwLnCDwwOPA2Oi5537k6UA8dvGIR6tqhy6vFLW6FcD39D0f83mKZzfIr8SQku3a2XGNEA6HMTAwIDemPH7t134NIyMjmJmZkdf590/+5E+io6NDBvKXvexlOH369ML7Pc/Dr/zKr8jrjLT86q/+6pIN/G677TYhJoxQtMC/SUie8IQnnLfs5z//eTz96U9fWCdJ0gm21m7D6OgofuZnfka2KR6P4/bbb8f3vve985b5m7/5G2kw2NnZiV/4hV9AoVBYNn3D5d7//vfLciQr3K6/+Iu/OG99l9oXBgYGBpuGO+8Ffv6dwE+/GZjJrC7iwaodlv2y2qZeAorT+p7alA0sByYMKdkKaNWIk5VSNZ3s1/d8zOfXmZi0UCwW8bd/+7c4cOCAkAHXdfHCF75QBulvfetbuOOOO5BIJCS6Uq/X5T2/93u/J92GP/KRj+Db3/425ubm8M///M9Lrp8D/kc/+tGFx3zPz//8z1+wXKlUEqJzzz33SPTGtm284hWvgO/7C9v5rGc9C2NjY/i3f/s3/OAHPxAy1HqdIIn5l3/5F3z2s5+VZb7zne/gt3/7ty/6/fldSG7uu+8+/Lf/9t/wpje9CcfYRRNY0b4wMDAw2BR89avAj/4oUK4AO4cAP7f6iIcQk1uBXU89d9tgQkIYn5LNxibXiHPQ5uDaIgODg4PyHIkAUysc6P/qr/5qoVsxSQUjBV//+tfxghe8AL//+7+Pd77znXjlK18pr//Zn/0ZvsA6+CXwcz/3c7LsmTNn5DEHdqZ0uK52vOpVrzrvMclLb28vHnnkERw5ckS2i5Gcu+++WyIWBIlUO7jdJEskEfybEY6v8od7Efzoj/6okBHiHe94Bz784Q/ja1/7Gq6//nr83d/93SX3hYGBgcGG40tfAv7Tf2I+HHjh84H/93GgMtl0Zs3qdA0jHiQklyIYvLaRvGwiDCnZbp0d1xjPec5z8Kd/+qfy9/z8PP7kT/4EL37xi3HXXXdJBOL48eMXaC+oBWEkIpfLiRblKTTkaYKaFEYblkrhkFi85CUvEbLA1/l3zxKNoB5//HH8xm/8hqRjZmdnFyIgZ8+eFVJy//33S8qnRUiWAtMx7dvN9NT09PRF98XN7JbZBIlH+3sutS8MDAwMNhyf+SfgJ38WqNaAZz0J+L1f0oSkYw/QfWBTe9hcLgwp2Wz4jdV1dlxjUI/RHmVgJCCdTuMv//IvJU3yxCc+EZ/4xCeWJBiXA6Zw3vKWt8jff/zHf7zkMi996Uuxe/du2YahoSEhJSQjrTRJNLpEs6lFCAbPF3ORZLSnd1b7nvXYFwYGBgaXhFqmSd7n/hX48Z8G6i7wvB8G/vx/A446Zw0/cLNenu/j+7cJMTGkZLNhBy7d2XEDa8Q5EDN1wyoZilOZtujr60MqlVpyeaZ7GNF45jOfKY8bjQbuvfdeee9SaGkw+DnUaCxGJpMRHQcJyTOe8Qx5jlqVxRENkifqVy4WLVlLrGRfGBgYGKxpx93Kck3y9gD9EaC/Gzh8EPiD3wBsH3AiQLQTmDkGzJ0GkgOA8jatud7lwAhdNxubXCNeq9UwOTkpt0cffRRvfetbJSrAaMWrX/1qSa+wyoTizlOnTol+4hd/8Rel+oX4pV/6JXzwgx8UUenRo0dFk5HNLi/MdRxHPof6EP69GKyUociWlS9Ml1AHQtFrO1h1w9QKDdqoSzl58iT+8R//EXfeeSfWCyvZFwYGBgYLZGL8PuDE14DHv6zv+Xg1RQuVixRAnPkuYM8Cf/lrwP/3k8DcUWDkLuD4l4CT3wDGvg+c/iYwf0a/ZxMKJy4XhpRsNja5Rpzlt4x28EZtCMWjn/70p6VkNhaL4Zvf/KaUx1LIevjwYbz+9a8XHUUrWvDf//t/x2te8xq89rWvxdOe9jTRXLBS5mLge5eLNjBKQ/Eroy1M2fzyL/8y/vf//t/nLRMKhfDFL35RohYUp950001CjJYiOWuFlewLAwMDAxn0z9wBnP42MHcKKE7pez7m8yshBWpRAQSj6JYNfPV7wNcfAvITwOi9QFwB0SQQjADlGU1C5k7qZRkxqc4Dmce1TIDr4fpYOLEBHliXC0stpUg0OA/5fF50FhR2Lh6AOChx1rx3715EIpEVr5NaBa6X6+NAvHSYrndlimmD1e3rDcLlnhvbGSyd/tznPidkcbFGx2DtYPbzFt3XHE5Pfws48x0dnQinzuk6annt/bH7h4E9T7/4RLNWAM7cCVgO4AR0mv9LdwL/7Z36M/74V4CuDLDryfozsmc1AQnEgemHgUgaiPUAPQeBekGPJT3XAY2q3gaW+25glc3FxtDFMJqSrQISj8itV56DNDAwMDDYHJBMTD0C2M1JZQssZAj0Ao26fp3+H5GLDM6lDDD7mI54KB/42g+Ad30E8HzgZc8HDu8ECr6ezDphTXiCca0f4WdVc0BqJxCI6DGkMq+j73xtHQsn1gImfbOV0KoRZxkw7w0hMTAwMNg+IEmgDjDWvfTrvLaXMxdP4VSywMyj+p4Rkm8dO0dIXvRk4LfeAlgNIDkIhBM6PcRCCdtppv7ZWM8GYp0AhxBOcPm8VHpubOHE5cCQEgMDAwMDg7UASYDMJdUKlrmIlsRrAN37gX/9IvA//1gTkh+5EXjDbcDkD84VQPTfBCT6NeEozemoCgsnSFZaxRGMipCwkOBscHO9y4FJ3xisD/jj4g+E94z4MAxpIj8G1yrWojzUYOsj0qEFphz82x26W+DzUUbC0zrVs/h8qDfNNJlm+eaXgA/+o+Y3PzwI/NxBwC0Ckw8AsV4gXdYRdfqREIyYkKCUpoB6VXuVtFI3rW1iymgDm+tdDgwpWSMYvXAbyNqZO+V9i5SQpQdC+v4agTknDC7uNbH1PSMMVoHW7z29Cxi7FyhMA9H0OaErSQKviR27gbkTOo2z+HxQTZ1IfhxIZ4Dn7AGUDbzmRqCeA0qTQCiqyc/scZ2O6T2siYZb1pU1iT6g70a9/tyo1rdQ+NoxvHThxBYjzNfOCLFOaKmxy+XyipxGr3rwR9cqayYBsS190vPHQxEWS9uuEWLScqBdz1Jlgy2OltcEZ8XUE3AGzPx/y3VzExqeGawz8SQ5YLqkOK6vhSQR5Cus/CPxgK9JB88HOnZXs8D0MV3m27EXmGNZ7+P6evmWFwNWAPCquuSX4GN6llDYynNp6kEgPaw1JnKOUdxq68e0mk/tAOLdS5ONLUiYr43RYR3BAYdN2Vo9Uuhn0WrYdqkyVQ5aLBvdyDLVdQXJh1sFfOYwSdYWKbz9ClBr6Jr6DWTim7Gv+ZlsGsjzgf2ADK5BbHKzTYONNEq7X/co43WPpcB9R4DsacAtAaEUEO8EUsM6/UIy2vIMYSkv0yu1InD6DPCVx4HvHQXecBgIh4GID1ie/gwKWElqWSZMssOUzI4n6s9l2mboVk08+JkriXpsUcJsrpZrALqLEpdq+LY4tE8rd0ZXVkJitgUYeuRJvZx+pKUzkR/WxhGxzdrXJEA0W7tqjq/Btmq2abAB4DVt4gFg9C49kLMUlyrWSBLo2q+JQ+duYOgJevmz39WTMkZKSFjZW4vkgSW9n38Q+PNv6uWOdAJPijUrcIJAZa5Z7hsEgqm2SAs7AO/Q3iOSJrdXdi5tYcJsSMkagIMOHVHpMEqjnZWAy9EhlD1jrhrzoxbzZvhvqROZP0DmOTeYgW/Wvqbz7FUTBTNYPThbXdxsU6KJTG829OBF7dUW9owwuAQ4eNOpNT+m0yaJXp2qITmhIJX6EopLeT1c8B6xtNaD0ZHUkCYGn/4a8JHv6nX+yDDwxDhQZ2R5ujmBs/Q1k7o8psJJUvh+pslDsdV7j2xhwmxIyRqnclaqH+BybF5Hp8+rhpRYcSDIHxDDjEvoa9y6fj1Gp8ONczi9Kve1wdZHyw+i1WyTgw9nuAzXi29E0+jKvQXAxjSWNFhDkGBmjgO5kaa/VJs3CcWmPM6siCGRKM4CM0c1WaEDq7J0midzAviHbwJ/97h+34/dALx8l079kORQ0MooCF1dW9FlvwZEhjTZKVAQO7x675GlCPMGdqe/GMw0zuCqaS5oYLBlfw8kJJwlc/YZjOmZKKMlvLGKYos3STNYAowikHSQLCw1uJN0cFBndHjuOKCa3iOMmORHdXrk7756jpC8aDfwyj16QkfiwuiIX9fr4frlPCoBiSGtIeE5ROJDorva62o7YV4Km2iyZiIlBmvfXJC5VYY1W+pynuD8Qa1zc0EDgy35e6jktBCSA1RqUN9zYGI4nv1IOHs2gtftBx5HpmpoVMZrnEABDUYXPE0qWInD45yd1ML/zGng7J2aSGRrwL+d1m97bifw4gHdmyagNBFxIkBhRFfyMNLGx8Ew0HNAR05ahIeRktVeV1uEmdfp5fxU0js3ZQJpSInB2oI/QGpGFsrMsk0x1k7TXNDg2gPPd5Zl0jZcNS/2LIlneJ96Ag5oHHSM4HX7Qapb6BlCY7IMkD0DeJ6OiJCYtKpqpFPwP+loGQWtrE7kycDR92ejwBkfeGYAcAtAqBmZ4DmRHtLnBK+d9DYh52BkpmUXT80JIyaDt67+urqFJ5CGlBisPUxzQQODc6AQsWNXU0vga1LCFI61+fl7gysAr2nizJrVpJLEpF7Wr3Fgp3maV7rQcr5EK/imcmJ3ANjNRUhi+P6iJiA8Z4o0X+vQPWxEzFptWsindcSNxIGEd6lIxzaeQBpSYrC+zQUNDK51SG4+1AzDLxEO3wZN0gyWANNu9B1hl16mXVRT/DrzGNAoLP2eb9aA79WB/xwD+tuLIminQAdskhZW3PTpv5N9TYO0hwGv6VPStU+nhhht69p7ZZO9LTiBNEJXAwMDg/WEEYBfHfbxko4pNP2Wmj4fvN/9NH38WCVDZ9blCMnXa8DXakBZAadYEr4YJAURTXIYL2CEhOkgkhKmhOhXEu9rVuGotYtmtHen5zlIgtISZ29CqwwTKTEwMDBYT2zh/L3BJcCqqNkT+u+Ru2k+pAkmSUjL54NeM3RZJSnxKheugwM7Cck3m2LY54WBpy5Tius3dLSia7cuMaaGhNqj7oNAokeXCPN1njckSUwLrtV5s0Us5w0pMTAwMFhvbNH8vcEKzCDLef2YxmhuXkdDbPamaZqMUcw6fwYoTDSrbhYREkZHvtUkJM8PAz+0DCFpIdYNHHie7nXDyhpLAX20nY+dW0bM2NZQHL2FLOcNKTG4OLZYB0kDg22LLZi/N1iJDfsQgFFg7iRQaxrfkRDQoZrddylIJSlhF9/F6/hKDbijSUheEAaedjFC4uhSX9rSk2iwI3BiQEdEmL45b9E1FEdvMct5Q0oMtnw4z8DgqoERgG8PtNuwV4v6uewIEE3pG/Ud7GNz3yeAchbINlM87WDQZKQZOXlRBHhK6OKfSS2Jw87qIW20R4M1XoOjXRd2Vl9LcfQWs5w3pMRgy4fzDAwMriJsh+hry4adehE228P1utqmzgZ5tI2f1pGT/CRQpjHaEghYwM/GgBMN4IZLkYewbqYXommao71M+Dc9TroDOjqzXuZmW8xy3pASgy0fzjMwMLhKsF2ir4xMkISM3afdV+3rdeff8iwwcY9+jsLWaubCa+cJDzjQHFrD1goISUCbsAVDwMAtzcjELNAo6X3TqOjrbd8N2nZ+rcXRi3s0bXLJuiElBls+nGdgYHAVRCO2S/SV25k5CUw9pPsS2WGAGtMK+xcd19dG6jzowLp4n/9HFbjbBZ4bBp5xCUFrOwGisy/FrEn6klSBIEuDg0DHsDbao4g2zEamqbUXR28xy3lDSgy2fDjPwMBgm0cjtkv0lfuOfYrY+VfaAfQD2WlNSh7/MlCaANwKoGoXfr/PVYF7mtfExAq/gx3RGhWWGO97lp7kKU+XGBOMknTu02Rk8Am6AmitCeYWK1k3pMRgy4fzDAwMtnk0YjtEX1lNQ/Hq5A/038WZZtTkMYC7LHcK8KsXvo+E5LNV4PtNQvKyCHDrJUStdGQNpXVKiEJWRkNYYROMtK3Xb0a7qkAkpQnJeu2bLVSybkiJwcXDeTTu4cyApj7SsyO6qR0kDQwMtmE0YqtHX0k+znwPePRftaiU1zqSu/wYUF+CiLTv889Ugfua2/3yCHDLpQgJSVivtonnBI/7hJqSagFIDp5bhvuCrQlIJnsOrv/1douUrBtSYrB8OI9irtPf1j88Pte6795vHCgNDLaaNmQl0QhWjRQm9UC4kYPORkZfV7PPGBGZfRwY+36zv0xDV72M3gtkHtf9ZphiWe5z/q0K3O/q5oovjwI3r2D7nVizO3TgXJqGk7xgXPudsOswX+exJFljamejrrdboGTdkBKDi0PIyMKDZt8FAwODTdWGBOKrj0awvJX+FxywA5GN1ZpslJhyNXoaEoAz3wFGvqc7+rplreGgiJWpG/adudS1cdABfuACr4gCN62EUJGIKMCtA3ESQ5YCB5vX2QZQmQOyZ3Vvm+QOYPjJwMBNW0MAvEEwpMTgQpzXbOrp+se6kL6J6ZDmVhClGRhcq9qQ3htXF43geqYf0WWuvYeBWMfGak02Qky5Gj0NCcnD/6qjRpxo0UV17gwwd0ITEp8LLdU0bxGeHNLlv12rmKz5JCVlvZ09A5qksacNiWJqh66+4TI9+4H+I9cUISEMKTG4eBiY14hQW8+FrSJKMzC4lrUhMpteYTSC62Mqlqkblp22ftcbrTVZTzHlavQ0XPbsnToq0b0PmH60uQ5Pp29E17IMISFZ+EZNN9SLNvfVigmJo1M0wbD2JIl3aw1J93XA0C0Xavfy40D2jN4v19Dkz5ASg+0nSjMwuJqxokqV2ZVHI6rsdHtcCyspXF88vm3EJKOl82BFSdd+fWt1xF0LXctqqnvYQG/utB746UfCfRUI6QZ4JCrLERJPAf9UAR5uACc94BdiK9tuiykaS6dq6DsSSQA9hzQhYcSETq6EmfwJtoxA4IMf/CAsy8Lb3va2heeq1Sre/OY3o7u7G4lEAq961aswNTV13vvOnj2Ll7zkJYjFYujr68Pb3/52NBrnn1Rf//rXcdtttyEcDuPAgQP42Mc+tmHfa1uiPQy8FExJsIHBygZiztyZnuA9H6/ZpMC9eDSC0QE6jham9I3r6tqrRZzLrW+9JhmSVrlfl9vyRg0H0yRMm3CwXYsowEr3GW+MGGVOAJMP6+1guoRpLbeqy2+XgNVowPmHvCYkHDWfHlrZdjsRIEjiReOzhK7sCXcAfUe0yJVExS3pKMnFtvkawpYgJXfffTf+/M//HDfffPN5z//yL/8yPvOZz+DTn/40vvGNb2B8fByvfOUrF173PE8ISb1ex3e+8x18/OMfF8LxG7/xGwvLnDp1SpZ5znOeg/vvv19Izxve8AZ84Qtf2NDvuK3QCgPzYroU+DwV4aYk2MBgZQMxb3zM59dqUrAchJjcqlM1HAytgH7PzGNa6EqCtFGTjJbOg9EIbkuyX9/zMZ9fyf5YCVa6z+plINN0ZeVzyQF9LStnNFFZCg2F23/3d2E/UpMMDH4qCly/wn1F0kF9iudrEsJoFQ3ZKGQNkKzENBli1Gi5bXaurcnfppOSYrGIV7/61fjLv/xLdHZ2Ljyfy+Xw13/91/jQhz6E5z73uXjiE5+Ij370o0I+vvvd78oyX/ziF/HII4/gb//2b3HrrbfixS9+Md773vfij//4j4WoEH/2Z3+GvXv34vd+7/dw+PBhvOUtb8GP//iP48Mf/vCmfectj1YYmLMYXjwk1+npez7eYIc/A4NthSsdiFc0Kei5+Do48+cgy9A/UwaMknDgYzpgMTFZr0nGYp0H0yWMjrR0HnyeOo+VRpCudJ/FeoDStL6W0YiMgz73CW/5iaWN0TwF59M5DH33u1CBJiG5bqUkgVU17GvDaElY61eGbtV28dV5IDEARDs1UVrcBfganvxtuqaE6RlGMp73vOfht37rtxaev/fee+G6rjzfwqFDh7Br1y7ceeedeOpTnyr3N910E/r7yTw1XvjCF+JNb3oTHn74YTzhCU+QZdrX0VqmPU20GLVaTW4t5PN5uef28LYWaK1nrda35mDJIRX+FFqVMufK6xJDQMcu/fpW3fbttq+vIlzz+5oD7OwJoJwH0kP6Oc6U2T8lMQjkxoHZk7qq4mKkPjkMlHLA3CgQ62yrVJmXSYHL3yFGlt7PS21DYidQq+oB0M0D86NAelgTJE4ykjuBRWnvKwYJUX5GpysYKVgMPp+fBtLZtRl4F/bZCBBo6j24LxplbdMe7tSkUFFwmgQak8DEo0BxXutMlvAjcT6bh320Di8UgvvTaTj7VzgRo46Exy3Wrb1OlAUkhvUxYIqIf/MYsqdNYgdQyABxdcFxXpfjsglYzfVgU0nJpz71KXz/+9+X9M1iTE5OIhQKoaPjfEU2CQhfay3TTkhar7deu9gyJBqVSgXR6IVGPh/4wAfw7ne/+4LnGZmhdmUt8aUvfQnbB/xxjDRv2w/ba19vb5h9TYwu8/xqf0OLOtEiB+B7K9zP7dvQ3bwBYLBmpBVVyAGP3IH1wxJ6iXYc++Y6fGZpiX32g7Zh75lA9zMvuZZ47zieOv5ePPDGN2LmlluufLPIzazmIc3MA4g0b2rp4/zIeh6XjUO5XN76pGRkZAS/9Eu/JD+qSGQZx7xNwjvf+U78yq/8ysJjEpjh4WG84AUvQCqVWjPmyO/+/Oc/H0EKoQzWDWZfbxyu+X1N462Ru3W316WMBpk6oA/G8JN06P5S4EyfQshWpJIlpZZ18f281DZwzGOlB0teKexk6oTbQF+My0nDMj20OIrKEteO3UAkfS5Swu2gbmIpF1emgxm54XasRaSE2zT5kK4+om07NRws86V+hBEqfk86tc48rittvGUGypZzdWsz/2tYCMnzH/xFBJdK8SxGfFD3qqHvCG3iua/Z4yaY0NVHEnHuA657EbDryXp/LXOcrxa0sg1bmpQwPTM9PS1VMe3C1W9+85v4oz/6IxGiUheSzWbPi5aw+mZgYED+5v1dd9113npb1Tntyyyu2OFjkouloiQEq3R4Wwz++Nf6Qrse6zRYGmZfbxyu2X3tR4FQCFCsBFni+uLX9OvhqK7KWAm4/Gr2c2sb/Pq5wZoVJ9Ld1tPECM20BrvdcrBczQDIlM/MwxealBXZQbd4zqQs0AGkerWWJrJE1U8xqz1KaOR2pQMwB/XCCNAoAt3Dzef4GVPA7FFtHFeeBaYf08ssB1cB/1ABntQ0RSOavI6E5JKkhGm6ZDeQ2glkmUIra/2K9NPxdRkw9SXlHFCaBOJdbSXBK+iZs02xmmvBppGSH/mRH8GDDz543nM///M/L7qRd7zjHRKZ4Bf5yle+IqXAxLFjx6QE+GlPe5o85v373vc+ITcsByY4eyDhuOGGGxaW+dznPnfe53CZ1joMDAwMtp2d+qW2gURh7F49GObOal0CZ+fUOTDCQct5twb0Xgd07Vm51Tx7xTAaMXdKC3g58+eovZwR27IurhktAqWTKSMqV+pVwnUwAsUuu/w8RoUmHwXGvw/kRoF6RX/vi5EKEpL/VwZOecCIB/xSAgivZpsCmohSn1KnkNjRQlWJiHEfhYF4n/YsabjA2F3Anh8G+q6//O99FWLTSEkymcSRI0fOey4ej4snSev517/+9ZJG6erqEqLx1re+VcgERa4E0ykkH695zWvwO7/zO6If+fVf/3URz7YiHW984xsl8vKrv/qr+IVf+AV89atfxd///d/j3//93zfhWxsYGFzV2Ag79UuBkRFGMZgaYZqCIstkj/YrmXpQiy8Hb9bEhMtx0F6J1TwjJCPfBY59XhMalrTy+9AIjV1s6cOx2PBrKRdXRlUo/mR6gxGMtejBwzQSq4oYdciOAeP36e/FfjLs8ltldGSZcmGi3iQkpz2AAYufjq6SkIS0SyvLfVMD+pgzUuM4gMV0TZcmKxbTN1G9zPRRXZ5MYngVpWq2ffXNxcCyXdu2JVLCahhWzfzJn/zJwuuO4+Czn/2sVNuQrJDUvPa1r8V73vOehWVYDkwCQs+TP/iDP8DOnTvxV3/1V7IuAwMDg21lp76avlU7ngCc+pbWKTBSQCLAwY9VQIxQkCgxohDdr3UoF7OaJyE5cwcwcpcmO0xPWC0dxwNaD0FvFEZMFrs98/tGbm26rmaAmUd1CSw1KIEwlFtDNTOCRi4Da+gJiKe6xEhTfx2FYq2BXLmOct1DNOTAsYBCtSGO753xEPqCVdi0iue2MPpCP5jsiC715XqqlUsTkk+WgTNNQvJzMWD44kMj+UZ7TUwgEIRFIoKmdQL3g3Qqrul9RS2P6HuaXYHpTULSJlGVa8uxdVuREjqvtoMCWHqO8LYcdu/efUF6ZjGe/exn47777luz7TQwMDC4KNoH4pZ4cS3s1Fdjt87P5cydEQzRk/jaG4O6FkYraK3OSAkH74tZmpPgzJ3Uvid8LUFX02b3cAo4q4y2jEHFelCJ74DXsABykqoLt+FhvuyiWvfgeh4GyuNIuXVEu3fJrijUGpjINjBdiMKfG8HsiTKm4wdhWxYyhTpG5srIVRuwbFukHfmqi2LdRzhgIx6y0ZuM4FnJCTx7oIZkcjdw7HPA/BgsaXpXh10rwGojJK0Bb4FQ1BScT5Zhn6XTapOQ7Lz4sHhhcWsAdQRgOxEESfRI+CKMkDnaj4QpNGp5uO8YXSK4rykK5rFZQ8dWpRRKdQ8Nz0fA4T5yFgjedsGWIiUGBgYGVw04GGz0DLjdbp1kgmSIM3Q+ZiUIjbw4O5fmc66OWPB2sX5W9SL8+bMoVFwUEIOfm0W8fAy2ckX4qZgeCoYxVw4hEy5i1B7CyfFpVBsTyJRcjM9XkKvUEfbLuN16DAN9PbhtXxb9HRGcmi3h9GwRo3MVjGfKqBYn8c1aHSUsXYTQAglKkM19Q9MIBo7jvpNpPCmVxROnjiFVn5Ha2xAqsKDOa/Wz2PHDvqsuhESFAe81cQR2OBdEQtr3yFL0wbfDaLDSh/IaFUCQ72bkiOmoqUeAqUd1ioZeKYwykZCEU1C916GqbNASK+A0LptAqCYRmSvVMJGtolxviC1MwLbQlQhhd3cc6ej2EZ0bUmJgYGBwtaDdbj0Y0xEbCkClx4yt0wa85yBKHQnFr1yuUTnP0rw10NXdBo6fmUTmB2eQm5nARMXB3toxHMRJJFGGDUsGft6XnNO4M/wj+A+/DzONM6g1FBwbCAVs1FwfCb+ADGZxOlvHsYksujs6UKw2UC4XkCtXUK4phCXmwOqgi0EhiioCvge7WkHRrmKyBOycfRhekJERFwG/hhDH90uM8f4Ph4CcD3VbCGrIWZJ0tMDXLhzabSESTCk1PBeVUAp1z4bvsNNvF8IdexH0a7ACQahyRn+75C6UO29AYb6KWacDOVVHwJm7LAKRq7g4kylhJFPGyZkS6r6PoY4IdnXFEXJsTOaqkuo6siO9bYiJISUGBgYGV2H1j0rtQCU6AFXMwSllEXYisPJ0ct2pCQntzptdgzlgVqJDqDdCKFcqmM5XcO/pLO45O4eRiWlcX8qi1yui35/FDpyFDRdlBODDhgMPMVQRcWdhVU7hrH8L8ucNLR46UMIO5zQO4rhoQYqZGDIZViDZiKGBJDxY8Ekn8DD2Ioelq5NSKGGXNYVufoLlIaAa2I1JdNoF7MMYkm4RYdTOfToDHy27GNXya1GaXTAFZVvwf+ziUZnl4CMslMy3HOTDQ6h5QL4WxHQmjGyoHx2hOiKxJ2Ew4iLZ0YMZpDDvhlF2w6iemIYfSqBj3y70piKoN/xVE4hcxcVDYzkUq66kwUJBG73RMApVVyJQ+3sTGExHMZGr4OxcCUeG0tsilWNIiYGBgcE2RksMmq+4krEJOoNQ1UnMjD2KLOIoV9KIV4roq2WQUnXAy2Eu1gkv1Q1MFJHyxjDnhTEZiyI/M4njU0U8NpXHZLaKmVIdpaoPS3WizzqLg9ZZRFBDUWhIEA58RFCXtI4LC3usSVnmXnV4IUxBIvF06z7cjOMYxiziVhU1BOV90+jE/Wo/ckhiAPNQ8LHXGkdZRZDH+d4mXM+N1inEUUEVIdRVGEm42GtNYC/GERIyUjl/UGPQpT3wUlFwPlUCehx4L4lAQhxoEpcVdoIjryGFajAmY8cA30Kx5sGFg7Nel7wa9ccwZe2GwiBGSxVkSmmknToijou5ahbzVidCsX3oLAVwIO4hEQ6sikAopSRCUqo10BELSdqGRCYccBBOOJgtVjGZrwgx6YyFRJ/DyBc/Z6tj62+hgYGBgcGS4Oz66FQJJ2aLmCvWhZiUaw245SBSlToi9SkophU8hUx9D+b9IOJeBWE/i5A9B992kLM7kAvvQLJjFvnKOCbyNZSohV34FAtnMICb8Ri6raJIJxqg8JSxAlIRGqLHhUR0oYiDGMNR7G3qQhSeaB3F0+0HJaowil6kUMQQ5oRkBOFh3opjQvUijxhOqB2SFhq2pvGw2tOWf1ESIelFFpalsAMZOJaHPszL+gYxiw4wSrJEj50Wyj4C/68Ma8qHyiogr4AO63zy0iqQkc6+zfe1meKeuzGuw8yPNjyz6llk0S09cpLRMHw7iAn0Il4qYVx14eHGXuzrVPDrDYwUXJRUBKm6hx2VLGzbwk070rJ/OldIIERDUqzL8q7no6EUgsyVNZGMBJEruah0eAg7Dhq+EvHrdhDKGlJiYGBgsE5Y6UWeyzHsPsEQfqUuA1U86CAeCSIR5sy3jtlCVWbknNznyjUZrj/yreM4M1dFpuyi7ipYlodMqYZc2Yfr9yCChGg0GnBQkh4rfJdCnJoMj9vVfL5mAfm2zsGLQMLxiNqLecQZe5EoB8GIRxYJzIOCXsY5FEJWAwEKaek9hTKebD8qEZXTGJTnPDjoRglzcNCFAq7DGB7DMM6oIdkWEp4eoTnVBcEr/x5mXMViYkghjyD2qFncZh3FDkwhjZIUz1yUkHyyDGvah4pZaPxsDOhYqg1A87YEpIjKB1SwKZ/1PQSsGlwrjIyfwKNqB7LeAHrsJLqdKnoDZRwtxvCI6kTF8fDQDNCViMKJRNAXdDAnepCykJHBdAS9iYgQi5UQCL7O5ajX8ZVCgK0HPFYlaaFuwLbRUA14noILX0SvPP9Wok8h2eG6N0soa0iJgYGBwRqkT+ZLNSlhZbQiRvKhfDwyWcRMgQO4koF6ttxAJORgRzqC4c4QxvMuHhnPYzJXwWy+gmLdQ5HeYh69L4B07JzwtOI2UKa1iM8UjcLvPBn45D1jqHnLzWStZapYlnv+4mCU4zT6MYiMpFtIdCjcbMgwYqEbOVQRRlbF5TWCKZl+zGMCTGtoUDdSEKlqCFnEJLqSV/EmaeKg5CFtFTGoZjGDDll/AC4GrYyIahMo4bnWo9iLCXSicOlBrNQkJDNNQvLqGNDb9Au5BEitWvSAERJSn4obkQgRFTXU02QRwIPYgxMYQsz1EcxmYIeABwN7cGdxELMutStFhB3SKY1kNIh0JCDeK1OFqlQo9STCQixWQiD4OpejFiUadOQ84XnWm9Tfq+H7QlQcx8J8uY7BjogQ4kvpU5gOYvSFZOdydC5rAUNKDAwMDC4z8sH7RycK+NrRSdxxfBbjc2VUGj5cVtxe6Yc1gGJ+7TwsrhQz6MQD6gAGrCyiqCGDDniwZXDm4xhqOIM+nMCONoLBuIdaICkEa3UYLWG0oYYI/KZkltGQASuDnZjGkJXBAXtMojATqhsFhNGJPKIo44esR9GFHEKotq11BYQk3iQkPSsjJHpbz5ESHwEhJdSShNCADwvl5mMu+Zg/RLcS7PBm8a1aL+7HLvi+Lc78XE8FDRSqRV2R5NjoigcRCQQQsMPIlOuouB5yZfeSBILg64xikDRQizKQjqJU8zBTqCEVDSBbriESdHBiqoh42EFXLLQifcpAKiLbwb8d25LHk/nqhgplDSkxMDAwWAEWh7erDQ/j2QoeHsvhrtNzmMnVLvDBWBma6ZQL0ixbAb7oOEgCqP845u/ELnsMN1mnJTXDRA4Fr1G4ktq51z+EETWwsP1UjhSaWpPJZrSEclQO5tSOhEBPkghc2DhsnZKoCiMiFOhOIo0oGuizMhhWLg5bx3E9xpCQpJGHkMhNLw6ma5DxoRJNQtK98ggJCRdvFLDq5ywhXwQJFY8VyVQStWbcx0XUb2AMnXhEDaO6hHK2wT6IHlDzfFRcEoc6fFthrliTaElfSpfzXmrw5+tMqzCKQXEsoxt7euIYnWdpcBFzpTpcn/QP6IwFkSnWcWgohRuHLox4tPQpJEonZopCjKhRYaSFEZiNFsoaUmJgYGBwCSwObwcDlqRdHhzJ4r6ReczmL4eQKAxgDrutCXSgjIZFHUAAGaRwVvVfUH2y0diBGTzD/gFutY6jH3MIoiFJC876GSlIoArGMEhMHsZufM2/Hfeq68/bbqZfHla78RTrURGikoAwSsJ7lvVSU/IQduOIfQLXY1wek5wxTcSIzJxKYp81iX5rRrQn3SiKcmWl/XTV3gC8n4hCUT+yQkIiHmgSqHKQQwx2052EUR9qZmpS5+Oggohoa0is0ijL7QwGMaL6VnTsSFAqdYVcuSEeI0/e04XueFBKfFmtTAJwMXJCcsG0SjtRToYd7QvT8OS98UgAngJOZYqYKdbEF+Yp+7rPIyaM9tEpN1uh864vkRZqW5hKYkooX+U5H1yRUHYtYEiJgYGBwUXQHt5mqJwou7oEly6ns4WaWF+sBqw8OWydlgGfJbJ5FcMs0hJZIFFJWmU8rPZuGjEhIXm5/S0cts5IBIAaEJKS/RiX6MAouqXAl9udRFU0I4+pnUtsr41v+beg285jlzWNINymRqQh8Q6Sj6DycNgakYhEnpoNhCUKcwQnULbC8p59mEJKYjIrGBgLvi4d6tSRCrV/dVoIHsqyCHhTEinpXIiOMHLC4pyGJJ34OIO0EBQhZmqPkJLVRLm4vnyljvG5Er7y6CSOTsbFYr8jFsShwTRuGEpdVMvB11i5wygGLf2/fzaL2WJNBK88V6k7IVkp1hvIll0cm8xjIB3GTTs6FggP0zSMpNAJdqgjtrBuroMalfFsGcqnEd7GRO8MKTEwMMC17u9BpKLBJWenrfA2BwqSEVY0lJvPUaRYX6V4RPttnJQBn0PdSTUoAz6jDjGrdpGy2I2Cj9vtR6UEl0JW3oqIYi8maZEm28waGaYsxqxeHFW7cQDjuM1+DGN+zwWGH2Poxb/4z5B17sckwlYdZRXFvbgORRXBrdZJTKNLHEZYTtwpTrFMafEZ7twGulDGxf1Wmyj4CHyiLAZpjZ+LLxCT1WpIXFGshJBsWtUTjJDYqEukh4Je7hemokgmSZcYRbqcY1VtAKPZKhqsOIqEsLc7LufXXacyUpH1lL1dcJr6paUquPg3z9uCUnh8uoCGqzDQGV0oEQ46FjqjIcw0qkI+aOm/rze5KBVzCVZtrZJ1XwEMKTEwMLjmyAhLbx8ey+PETB7lmgfLttARDeH6weQFeXcOBtmqi9lSDcVKA4V6A5lCFQ+MZqXaZnVBbe23wTSFJ1UoMdEn1BHELILoQR4D1hxGVc8FZbEbBWpISB6o8whBSZoiijoSqCwU3vIxdSQkUhyUWQezG9Py3pm2Spt2YjLmd8vrTHnQ44SD+pOsY/L9FRT2YVIIm1ZnMNWikERRzNrslQz3eRKSEqx5BZW2Vs0PGFzRahV6sNDy3pVH1MQQfMQtpXSXmhhucxoVnMIg8khI5ORyQZfbUs3FmTkKUwMY7oxJ5OLYVB7FmiukgmmYi5XpklyTKEcjDgItU7g2kHQzisJ0THsqxvMVOhNhOIz6FavicSIlxb4vpIiVQnwvl9sIGFJiYGBwTWlDqAX5zolZSckEWWGQjqArEpJB4O5Tczrv3pydMiR+dq6M41MFyfOzomEyW8HYHBvJlVClMGAVIMmgloKRB4o69ez6HFhfQu3FJDqbNupXXMOzalB2ymhGy0KeSYsWkdBVNBx+eWM9CuMGvkQOQlZO3ru8eNdGDWH0W7QZy6PfyuBJ1lEkUBbzMyoxOFSyzJcpHkpoqV3hHrrkcJ9rEpKsguqgqDUOpFdGEviZ3FKSKxb5xlARES0/mwTkDPplORJIUjLGSGibPy0RkjAqKoxJ+UbnUh+XA0bg5oqupHMyQQfJSADj81WUqg380P5edMWClyzTtR0Ljmuh4SmEFhETcaJt+o+0lxzz744IS5SDUj6cF6FrQ4SuPcmwkHWu6VJlymsFQ0oMDAyuifJdz/Px4FgOD4/nMF+qS5lkOGAjW26g6vrY15OQ5Y9NFkRsyIv66bkyTk4XZSDgTJVeIdSWUEdSrPmrLvvlIE2yUVBa8Mm0DaMkLXAIdqwqIqqOhqJ6YeXlq2sFpiJoV99t5USAm0JFiAcFnRFRg/ARHU1t+Zu0hdGMugrIexf3p+H3oHh3XiXleZIVpj14T2LTgywGMbfQs4YDoC8xC11se8mhMNskJDkF1dkkJKmVD6CsqpkTmWq0SaKCzeoaXSU0jh6JlVDrUpVtS4jJPglkq7z5qNp1RREtEgZ6ilTqnnRdZoSCpbkUmzJywsgHtSYkxcvZ0TOa0ZcI4WSlLAQ7FA1dEEmhLmRnV/S8kuP28uIDfQn5XBIkbg89UKTseAVlymsFQ0oMDAyu+vJdThrnK3XUGwy6W/B9hbLny3KULM4UPFRdLfRjmS9vzMVzRsq/p/JV5CsNKbP0fA/ly7QP4SDOQZoDOctema5h2qYFDvmeskXLwLRAy+9jI0E64Fq2kBFGCkhAmMLpbDqwMo5AYWcFQWSkIDaIYczgMeyUv3V/mirmkRCiwojDADK4yT6BkoriJAax3xoXX5M6HLGK5/dtWbdzmOdwuiJaQULytyVYeQXVZWun1lUQEpIBRjuYjuL31PEf3QiHSSOWMfO7yEch0ZS+MmIUEMLGRNyDap/oaq5U+xNoZpxsi+XmPho1D5GAg2DAuUBkulSZLu8PD3ZgpuAiV6ljxqsiFSHBgpAcPnfzzg4cGkhdoElplReTgHDd4ZAjhIiPSYpWUqa8VjCkxMDA4KrCUu6U9F44NVtG2LGRrdTFxyEQsMV5lRd8x7Iwldflj7wYuw09Q03HQpLTZ5ZG2QqNuifdYC8XJBmZZoXNpOqSyhsSE866qaOgRoNaCw72LC3deJErNS8zGPX7kbYr4pqqG915onBhaoXpi7lmrxu61h7GGcwgje/718l7OYi3PEkIEhVNXKYwbvUiqmqSukpaRUmDWBKr0HSAc/FVzcfJXiIWVKDpQ5JcXYpBt7vh51K4SzO3sKhYSFIYMTmLXvShKsuxMqoKS3QxvsRxbNyhbsS31C2XXSXVHgmirikachB0HNGYMCrXGQ+gPxmWiEU7lrKjJ2lgtQ4JCKN9mWIVM4Wq2NA7to2bhzvwoiOD0sBvJeXFTPMwQkJCYmzmDQwMDC4zZXN6tohMsSa23bwg63y4JRfWSs0Vh8q65yEVCyJo6yFBuqsGfEnrkJAwdL2vN4Ez82XkSkxBKCjPEkJyZW4NlniQsOSX0YER1StpEqY6OPPmgPiQ2isz780oB25pXo6zKNjvRM6O4zqMiHkaS4FZ+qualShsoZeyKkJATvo7mj1t8hIhObe+igh3ScJ6rbx85xjKOGiNy+sc2vWwrC4vURVrRkd4UBKr1zzw3GAkR1fUhDCBbiGHfKwjNg3MICUUS5Ozhnw/ErRp1Ykv+E8RkevlIuxAqrdY3MIoXmc8hFqjsSD+7Y5FkI6SGGuHVZITko/l7Oh5jtOHpD8Vxli2IikbilaHu2I4NJAUkr2S8mLTkM/AwMBgDcCqmu+fyaLu+Zgu0EEC0msmEab5kxLyQdLBC3XV9RAM64s60zky2NJIquKiOxHGSEa7Y1YaDVkfB4K1AMkGPUhaugtWd1RUBA8hgTNqoBll2BxH15bmhWmXaXTgC/6TcBcOSSdekhKqPA5ao5hVHaLDoGCX0Z9OlHDEOomIVcecSiwQkv3WmDTL40BfbaZqdluT0j+HJIAVPSkp910FMh6sUQ/qluYAG7s8AabXVgLM6JSudQqKduQRtUe2eY81hXmk5YhQczKPqHx3ak0eUqwX6saVgIQkYAPxiK3TMAqougoHB+LS3ZfakLOZ0nkOq7SUZzRkOZ0HyQXTNPv7kqsmF63y4s2EISUGBgZXTdrmwVFtHsULNqsYJnI1capMBG0EAg4qNWo2tPU2c+jzXh2xcECqDkpVVyIlTPtQcCjd6z0fkWZzMtqD87rOWa1aA2LCiIhUqKitYy/f0rwwQsBoCLdnniJVpOR1Gr4xpnEMe2TwbmESYewROsVISVwiDddZI9hnjUuXGwphd4lxfFmiERT3Mg1EZQpLb1f8rWc98SGxSgqNgAV1Y/CyCQmJSCttRKUIDeJG0IdH1S6cVkPyGqtwMqoD+wF8WT1RymTpZDuH5BXpSEij2NA3HrTREQ8LkehJhvBjNw2JaRorb5iCPDpZQKnONE5IxMfUN7Ea7PBg6qI6j61ALi4X23OrDQwMDJZwXa01Uy/3nJqXPiBM07Dp2YytRPRXqHjS/CwSiCEeCkhYfETe54mGpCPKsksP4aCDcq0heX4GSEhCtAhRT68vJSvRCYlLkZfL69a7njhP87LIb4R9X3ZgFqPoEbHrYtCSndESRkM40N9uHdNVOQiJ0Rqrckj06L9ClUmP0ABdcbMizHi6uV5JQfXaUHsuvxqkdWyspqKFHZAfwj7MK+pGSLYsiZScVEPIoRNPEyGq9ig5vQor+cWI2JAeNZKaSUQw3BGGsnTpObs/p6MhKVEn8SCxePLebqm00WW6Ss7Zuu+Ll0gqcnUO31fntzIwMLim0HJdJWk4MV3A2bmKiFgHElFxx6SOZLboYl9PDI4ThF8tIha1EQsH0ZeMa01J0MbJmTJcjwJCzsR1iocgF7Fskh8gFKDfA1BvZnOaPGVJAePlNejbTJzTvJCYUD9BLxVqP+gl4loBjPq9F0QImKqhjTyjCxzMb7ZOS6kvl6MfLB1gqcfgftKSXpqx6ZLfFWG6SUjKCqqvqSO5zLQNwXeyv69UpiCGu9UhnMBO+Z4kS3GrhqKKSsfj42oXfgoK9/kHUVKXF9HS9TzAjq4oEtEgkuGAlPcGg0ERnhaqddmW+XId95yel2aP/cmILLO4TJefTMO/jWqQt9G4+r6RgYHBNQfmzhnhOD5dlKhJOhISkSu1IiQYrGpgBY5Vy+Ol/SWU5yeRYgM8z0a+lkIodQCPzNuiJSE5YXVOLetJ59Sy60leXsSHytfREj7ym5UiliYrIqi1gGozksKLa9ASx/NthcWal5bXyBh64Pq0U1+cMlEiZqUJ2rjqET8TlhMHFgzWzvm5kJCIbmU1GzTdTNlUFFS/jcbPXBkhQZMsats3S0zPuE264SD770SxC9MYt3owskDAlER7dDtCJcQk3qxKYvSE0JqbpUkLiSxFqvQaOedLYkvahroRlv12x8PY0alL0jOlGnZ26igaaUgsGKAqWEADtLx/vivr1QRDSgwMDLY9SBpKroeJbBW9SZpa1eD7vswmWdLLC/tgqIpdtTNI1gOwU52IRmMolErwZscRs6voDh5Ed08vpnI19MTDQkgyJRfJhgdPsdU89SWO7pdTriMYVhKNodkVy46rdVrQe7DbwiMcgkhcNt6XdT00L2EcsU5fkNph+awu7aWfSVis4RkDKSMk0Qi+j1oT/s2KllUNOkV/gZD4Aza8n4kD0SvT3XAoZ+KoJE4p3CoHPVZWUjeM55CsnEEfSiomS9xkjQA4iFfY34JSDUldcf/kVAKO5cl343enziSv4ud1eZaITIAeIg5iQS1S7U6EpJFjIhQQ0TV7KvH9Ayld+ktywvYF1Eh1xc7pdlpYrvLmaoEhJQYGBtvKmXWpSgI+Fw8GUKg1xJ2STq0hx5GLPCMonI3uxBRQL+JYaRjJaAC7+6JCYB5SQeyIFhC0Z5G1+uAEbJSrLg72JxHOlEVo2JsIS2i94XmYL9uyTZ3xIBrNySrTPIyIOGDZJqMzup8Jb6yu4IWWE9v1TueQAHGTLhWcCUk+CrL9/io0L0ulduhuSp0IrfFnVRq7rQmxpW81sktLgoRRBm1LtiokbPhPDMI60YD301dOSAj63pGMlMHOzIzp8DtqQvW42imkhDGQ3dY0noxHsNuaF1IyhU6pzTlkjYgW5hQGhHDxe5FUpGBLBU+ry/Nj2ItkRxd2dsXl3Nnbm8D1fQmJqjH6Ntih923N9RELBYSwWJYlIlc+ZjpyKVLCdW2kw+pGw5ASAwODLUUwLubMulxDMq5jb28csaCDuVJNohyVekMGADqxJqwqeu0iyk4aMUunYWaKNfQlwzIzLfG5wgxO5CfhBuLIlOrIOLb4SNDvhKSD0ZBkpOmuaQF9iTBSUQfThTomsjUpO67aDYmkUCDLVA69Jzjwc/wIBC34rrpCn5Pm98XS0RjuSlYa1V1fDN8WR2icZiqBPX+YjrJ9pr1W7r2yVGonoOjlkRbxJwd2rjcmDfvqkg5htCEoA/flwX9GGPihsM6NrQFIOrimLGLiJctqIpYnczv5Gr8DK4MYAYlaVVSbxIzfosuak/QMycgea1L65bQ6OdMEr9Mq4oQawg7M4dZUFtn4gIioeb6+9of2YEdHTEp87zo1h1LNk/O1NxkWQtLShzR8hcF0RFxVKXKlASDN0hghISHZaIfVjYYhJQYGBhuClRKMizmzthqS0UuE5mZMn7TIzf7eOG7d3YH7z2YRD9nIVxXmClWknAoGnRICtTys8A4Jlw+koshXXfF72NERxVS+gUq5gppVQ6YWgNdQGJsvCaHgZ8fDjnwG9SYxz0GnsqQUJx4OoTpXFREsc/10htXQdcOMkjBawsoKVm8wUnC5pKT9ve2REBKncNBCpabAzfKVj0DAkkoPahjo5kk32nrdQyQYkMEtrKrw63XYipLT1Qk3dWpnj+74q1zx9ugHDdKyoDNMn5WRMl9qMLqk9ob1LSuHNe7B/k4N3n+K6pAO9+kajVSMVJF0kGCQUDA9lZHkU0Q+xlF6D7MXD9UzJFWtaBHFujR/IyFh5IfeLUz9dKAgxKXVTJHkphJKYUDlUPAqqKmY9Ks52JuQ8l+mabhDmGoc6oguGKK1MF+uY1dPDLs6YzgzV950h9WNhiElBgYG646LEYylOp62Sny5PEskWUFD/xGCF2c21Ts+VcSOzqjMIlvk5lnX90mXX9pr70vU0V88ibCah1/Iox/j2J3w4am9OJ3xUKw0ZKSnIFa5VdiBEGwrhLCyka268BUbpDVgWzVUXAczjCxYCm5DIRqwhWhMzlcwXajq9A3ZB1M2Pm3AqbWowvYbqPla/EhH2CuZ2/oXISsh24EK+2g07fEpjIxFAkiKjb4tg162XEPUL2HAm0SwNoO6V5feM7MqhROe1kCsBLrh3iR2IIOw5aKmgsgiigHM4oX249iJGVlvrzidrI6CWWMNOJ8qw6oB6ps1+M9b294/JBmkhvp/JT18WLacofuICkiFENMvJFo0taO5W6uTM/UwPKZJ+OhETr5/F+3jrDpm0CG9cRiL6o3aSKfT2BcrIxaPwo92SHTtnrNZPGlPl5znhwfTks7j74LEsRUJmSvVFgSwvD8ylEKZUa9NdFjdaBhSYmBgsK5oJxicMbZwsY6nrRJfXqwfGM3hzGwJhZoraQk2K0tFHGmed30kKe6s7eTmmdf34ov3HEVx9Afwi1nMOCk4wSH02nUkcmcxMVfEWXsngrEUUuGgbFe0Mov5YD92DfYJyZjOV8VLgp1XJ7NlRMIBEb+KmNNtyDLUjdCMjWkSQjZdAUmUxAm0187DY3WG5Yj52Aj6ZaBbazBV1FA+wrQhDwcQD+kut4mQgz09SYkgURdzcmQMXYXTsBpFjPox1EIphJSLvtocIlZZ0jKXIiYkJE+yHpXvx/Z5vmVL1GDImsIesANwqRlFKEvlTcvfZUXfY7RJSOqAv9PRaZs1gN/cBqaymJ6h1JYKF6ZsplSXVFMxQsJjy3ocmrtlVAq34DgSVrlpha8t8UlCaCyXDnINXHdQ4kyDKGNH0IcKRBBIhZBMhxHxffR3JZFMpaTEl+LW1nm+VK8ZLuM2fIQchccmiwjYpQWyvVS/mqsVhpQYGBisK1oEgxGSpbBUx1PODBmtmM5VcDpTlplmVzyMmUIN5VJdUiWeKkvH01Q0IGkT5uqrdV7YG+hzJ9CT8PF4cCcirpIowfdrndiLCnZaU6g7No7ngyhZBdjFCsLxDkyF+lGbYSOzmmhKODMlOSlSAyMzZUuXGfPmKfGOaBES0W4oPWjfYJ1C1K9i3qf3p+6S2yct7Mp4GJce+FcL7otijeF9SEnznt4YfN+SiiFuHr8HNSRP6Syg4LoYDw0CXg1oNJCr2airLtm+YWu6qY/QPXAYNQjBFfdVVqUwbUFH18PWWUmBUNSZUFUctM5KU74+5GSYZuqG2pVVpWxGGnD+rklIdjnwfjLWVONexv5oRo/a311vpm1ojMZ7lje3yoGzvqZSpxWdWNIS9dAakR52AJKUDUFJrBW00RdUSHOfOl2IhpPoTg3Dq+YRsi1krSRinQp+oI5qbAfC3T2oewoBT6cq28/z9l4zLEF/bJJia32eXyqSeDXDkBIDA4N1BQkGZ4K80C6FpTqekoRkChWcmC2JLJG+IxSncpm+dASFSh3j2TK+dXwKNtvM0wbe131r+sMubmjMouikJJ2Rq7pSfVP3I3jU6xdR66DH4SeIih3DMb8LeTUI5QLZalZcX0s11mjoPiQy23c9eR/9TopVD57viVaEUAt6D3bYnZIQPytRKPTUbe8dTKNTnE5bAz8JTmvQXGm58FKlxXyuKW8R+/ya64kRHFM23DA2d5spVhHySuix8siEOjA/50paim63JFti2oWEVNAwddFj5TCMaQxaGdFHlKwwJv1uqVS5xTouOgr+ze95q3UU12FMugezYR33w2prQqyzTULiAv5uB95PrJ6QtKIhvHFLsoijV5oIahdWko8iEiJsZd+aLJJIoibakW67iHkp71XoUznMI4vTqh9T1gCmnXnsh24e2GUVUZWUzjyCloVGtB+BUBSRRh4Nn5VZNsrxDnRXR5HrugnF9B5Ylo1CtYqeZFgchTOMiizq7MuUzMmZupDdoY7YiiKJVzMMKTEwMFhXcKZOHQhnfrzQrsR3geSCrqyjmYoIU1lCSaJSrLsI+w6m8lXMl11M5WvojrF6ISSpC6ZV8vN5RLx5ZOwuGRSoR6ExKy/62UYERXsnanYEx+39mPbTmG8EYdVs2FZRqmVYscMxnWNHiwSwQsWxG7pxn4ghda6mNURIHxNVRbfKSznpfmtc5JNMFvhwULDimPeTMvAzftIIROF7QP0yjdVae4pVPRx0uVfpo8L9dHy6hLCjBaJDnVGpDDqQ9FGv1YBAEq5X0IJYEsHm+EjdRNIq4QhOChHptOi9oSS+E1N19Flz6FFzOGydkZ4vFHcesY7jZpyS6BBTNi3X0lWBLqX/VtGEZE+TkNBx7jJQbx6ROXSIuNZFhFJc8RXJIiXeKmfRiz5kJfIzqZiMicNSvpQwU6zL/bDTzqDLKuNRax/u8A4j78SxD8DOSFnEwtONOPJ+GuFgCt2BgESLmMaqeh4KJKyxJKZCe5D3IqhXq9JbicJqmvgt5S9yOZHEqxlX/zc0MDDYVHAmyNA1Q9HtmpLlfBdaolgOmNEwhX1KGuNN5euYyVdQayiZ5dMOntEXx7IlGsJJJEWBdGqdrwN2sAo7HEet3pDnmzpUhPwGMm4Es+EO1AMxoFYXo7WK13RilQFb31oVL7yV60AkQHJkg+NKvVneS57FGWyYRlqqhJiirNWVagwOcrTnYpQiYVck5RGFhxwFsctY1C8FVtL4dI71dFSEFTcECRR7oiwQJMVKHFtM3qgjYSqqFGjgYEcIUyUP6Zg262Kaq04BrKdTPKw0YQnsHFKyvxlhYCyJIOXYiVkk7KJEUkJWTb4foyl0NV3oC3Q5J4djofETMTh31uC9JHrZhKS1DxnxeRC7MSjEwxaBMYuUx9CL42oASSnxZclvAw0rIMZw3HiWMA8hI8fpMTWMmFXDgDcl3YKPBm4Q2naXdRMK8LA3VEQtkETEdlAJBeHxwFh1WH4JJ+oDqLsBZFgCHi2gPxXBvr6EkAlGPJbyF7mcSOLllthvBxhSYmBgsK7gRZJiPebGL+a7QLBE96HRLKYKVfTEQxJdoUZkpujK8szPVxsNISI0MpO0hehLtAaFI70bDGC0HseOxhxGShYKrSY1TaRRxITfjel6AAFGPziwt0VFWpbxvPmLBj5GTGiOpm3nNbgNij4nVgA9KCLYqGCsraW9ZwU5lKMPszIrryt7IfXD8UlM1dqYSVtR8cJjepyEOQi6DYk2JSS9we9vNaM3uiop6Dgi/OU6KY7kaxy0KioC34qgtzaOPjsML8gP9aQ0lhgADcIsSXvsxyTyMpizhoZSzgaSVl4iDDVYks5g9QorUyJSp8KEzirBEFErRdPvwHv5ubTF5YJ+I7RpYxGyNkZLi+CWXWXOqj6pBRrmMWgSuJBqIGqxiFnbxtMcjREfEq+KH8JOFcB4YBCRUFJIyTFvJ1KYQj0aFY+WKS+FsbKNjkgIgVoBM+iWc8GP9qFuR9EXD8l5Sa0IRa59KV3Oy99DO5mQJpLiabPySOLllNhvFxhSYmBgsO5Yqtqg3XeBeHAsh8emCrj79ByU76PqUiPC6hbVtN8OoVxlzw+FmidWYXKB5980SwtZNixHp36ONXoQtgtI+CxPPddUrhNFGYBo9FWVogrtMtpOPvSaly7B5XOeCF19sQ8n32EVTsBRcJUvupJ2mzAhN6zuYApL2VANrf0g4aC3CLUlHPglZdR6k9LRF+mxQwMU30c6zGqjKEazNdT4/Zt5F5smaB57/PAB9S+6BxCJXpyuoOU6+kNVxOcfxp5gBsOVR9BbyKBoJ3HSSeCsHUfJ5yAeFr0Fq1M6rDyGUJHhnXSjE3nRZ1Co24WCpKVcKahVIuJdtYbkZENSNt6rolDDVz4EtRxsK0KwbIyqPoyDJc4xqZZxLUf69XQLZalhmhEgZaHDos9IoFnKy2PFb6SJWZLkxJ5DyG4IWSDO+j04ZBcBqwrPtxGrTcPzo/BcD3M1hWmvhno4iXJyAPmah8eniuIczGoxapBu39Mpv4PFZIJcY75Sl2jf/l4SoEs7uK62xH47wZASAwODDUF7tUF7uDlfbcgFlpU17DvDVA1dVmkZz9dm81VxS7XEF1QhGLDAoIhEKJokgSmVWNiWizSHlqyK4z7vwqZyLPdc3HZ+KfLRHrlYCrqniY2G62ti0uAA7WPaTiINW9w9mb5hOzoO3N1WARUrhmoogVjDh6KxGVfiKdjcD5YFzyc5OadT8ZSFoA2kE0GEHIb/XWlxzw6xjNYQdKrlkMv/y34ElqK2RGsPsuU6uuwyDuEk+t0S+mJVhCNDcN0QUtUsDoYyCPt5HK/34pQ/gOswiqdYD+MpOCpREkYWuC8ZIdGurA3UKSpGQMp9KeRdNSE50YDzD2VYTEN9vw7vCkkJjx23ooyAREfoO5JRaQQsX6I/E+jBCX9IqCdJFckpSWABETlGpbYhkF1vPHEjYdonhE5VgnLr8Gy9r6t2HCedAwh4GfS4CtF6GSk3i2wojvlAL2YCA5gLD6FQcGDbdezuiuO6fhIeS0jEsSkSGlaJlS8gE7lKQ3RSBF1fL+bgejkl9tsJhpQYGBhsGHiRbBfrtS6wRTEr0zP9zhhLIh0MhIMiPJXKGk/bwlPMSRFnKBlGvuzqtAnt1JuRlTIZAl1MoZZpKrf6tvML2y7GbRCBKj+05CsR0Mr3kAGSg2NcmrJ1WQURgDoWBxpbXEMLdkreZztBJIMhBPg9bLajJzFzUapbsJTSJIdfgwSMbq2BIAI2jbVciQox9RP1yqRFOOwdg69ceJaDXCCFfHgYJTeA6WIVg8kwDodm0QsXvYkgUoEacvYOuF29mC8VUZkbxzQc2T9PtR/GPmsMhzAivVwYZaiz/wsmJd2lvWjP7blVN9bje4+7cP6xIoTEvy4A78cu1BetFiQkjIK4QqBIWz0ctMclXcXzgBENHneSER8xIRzUk0yqHultQ20Mk1AE9wM1KaRfHSijYoVR9UiGNUJBG0WVwP1uHH6lE3X3AKKOh4gXgW1H4AdjSDtB9AfqcOt1VEp1RAJpREMhOe/ZxPGe0xkxtltcZbO/N7HweyhWXYmmLefgerULY7ffFhsYGFw1aF1gI+zzka1KhISpiPmKi85oCN3xIIrVgJRUUpw5mq1IqiZfY1mrJ2XALbDnDAlMOGQjEbGQrfpLNpW7XHBwIlng8BxzLHTE2DTNRanZZY+D25yVQp+aw0nsQNphiSx70DhwVRj93hzGvC7MNEKwanU4dH0NUqjLCh2rKXjUUZpWjxoao41lK0JmWDHDrUhZRVyvzgC4Dnk/jIKKSTSmszGHeLmMU4GDKPtxVJ0aSqVJTEWD2GHPYS6Rwmy1ilypDtetQykbuxtnhXawgZxsazP2wTRNEHWJkLCSxYYrg34IlljJh+W5Vey7x5uEhALi6wPwXh4VkeuVQC04tHJ/+bJFj2I37vCPCAnpUgWJJPWpLOpWUI7DQ2qfFAUzypNXCSStInqQXTh+ZRVFL+WsloNZuxuRQEiqegieaq7XkHPWV2H43OsBB4WGQqBewZ5YHtfbWaQ9RrRqyOUVRvxxFGI7UQ8kcbAvjtPzNTxpd6eIkNkiod3jl+0OijUXNwylJQq3nHD1SoSx2wGGlBgYGGwaWhfYCC+kSiEZcKQBHiMizLPHgrZcfNlJFc2me5PZKmxFf4eANDsjMclVOciy9wxg+0AsSqfWGlylmkZgVxYpkYqcpu6DRMLlZ1Yakj6gXpO6TXZ4OeX1I2aV0avmkG8k0LDCiNgN9KkM5r0IHvf6FjrBsPAj2xw4WE1DbYrXnpZo6P3DUddrPhe2fQxbUyIwJVjuyvgSqQNLXge8OXR443i4ugdusYReuwAViiERmUc1oFCvVRBztZFbL1UkKoe8FZbKG0Yc6DxLR1qWLWsTNAkLyaAvpIzfH42mPHZlsB5z4fxTk5AcCsB72ZUTEtl/CxEqXRKdQxLT6MIua1Z0IZOqG2VVkujHcX9n0wAuIuJX2uQzrZdUJVQtRhwsGsaLcDiDFJRv4Sz64IXiCDT74fBcq7hMH+o+SCTBSVXGICbF0fa6+iQijQbGvR48Uu9ExQ+is3ACJYyJW+6/sPIqCDw8Mo8bd3bipp0d0r+pFc0gmfB8nRa8mIPr5ZTYbycYUmJgYLBpaF1gqQsJWJZcUKOhAIY7o9LrZq7sIuA4UBYJh42bhtI6fQIleXqagIWDjji60hKetu8MfVPs2emU0edNnqcp4YBzVq28z8sCmuJUXuZJSEgg6OoaaLuC8nUOhg+2d9ElGfIcnPK6pQKkZTO/WEhbW+SKJloZLTk5f3/5VaSsPOadpbefAzD7spC0MLVRUw5UrY5Jl7P7DAateelX49oBEV9S98KoCAWhjJjQOp7pC5q/MXXTmsm3hr5Vm50zXfWAqwnJ4SYhEQXvlYH7jnEoRjdImHhc71bXYwpdEvGhH0zcqmJU9UpCRhMSHTHTab19mFUdOGKxN1JdjouiUNry0aFKKCOEeUuXRKfipGB19IcbQNhHOGyj4AUQdAs4rM5Iw8e4X0PBd3CmlkBMFbALNZzAkCaKbW65RdfC0cmSCJBJumnqd2RHhxCTlZKJ+CpL7LcbDCkxMDDYNLQusBPZClIxOl7WEE44Qkx2djJ0XcGB3rhUKNB/g43n6IxJsSujKV6OniU6mtCabVKXMRCqY78zilIhLwN1XWnBKQeI5Ar7vCw9K4ceYLXFBlgEtFgUeyktS8vTQwpmVtk1mCSHBKuwzKWbaQu+zs9lvUwGSSEXVWXjemtUYh/zKomwVxPTdTrNSg8b6J498WbVDVM3aRRkgGcs5rJBXcfLo1D31uE/KXTFhKR1DDQpCUlBMonTKHoRsRrYi0lJ4xQQRUTVUbbCUnMjfiTnbxhIV8sqskAg+X0pfpWYkJXEIXsERa+AqN0j+p0j6nFEbA+JQARzTgqFeg4ht4JKIIWO6hRm6/S4DYLdcriefmsOJ9XQglsuzwcSI3oFT+RdNM7OIxkKoDsRwoG+5IrJhLXCEvvtKHIlDCkxMDDYNLRfYEkyWEUzXaggGgxIFUk87CARCaA3GcGNQynpxsvnR+bKSEcoAIV0BZ4u1iS9Qm2K6yrsD4wj6VVxAl0Ln7WQ4jivz8vKLtztwzLdW1nlwqg+IxlLk4rltSytKMji9a4EJDiM+JBgLQVWyPB1Lsc0BQfCndasuJXuxLSkjuZRahb0KhmMaTLG7TiMUXE2Zbkv+71QS7LaHjYLmPCAAVvXQwcs+E9Zm+Z67SkbWt2z4oa6F0ZDSKpYbUNS0oEiPMvCTgU8rpi6WXqgbxFInhM34yTmkMaY6hJjtQ6myjCG6xonADwTdSeKuYaNVFWhV41gtzeB+7xhVOpl9LEbdFMwq9cbRaecAaxiCi4QxRZ4zkwXXDwwMif+JfSWYd+iXSskE5cqsd+u5cCEISUGBgabivYLLCtSOPtjOSvtufuTEezqiS14mbBskmLXrzw6hWJdG4nF5cbOuHQ9Y9faIgKVGYzUw0v2i1k8c10J2skDZ6VM/msdyVri0voXPsdUxc6mOHMx6MPCsmdqQW60Tsv6HlW7ELGq0p8mJTEWJekJKkW4F5hy6kJOhvgwajJkcpnLJSTWw674kPi3h+A/L9xsn3zl0LoaCw1YQkaoAeH+IAlhbIeS1zRKYoJG7xF+3x3WNO5W1zX35fJgvx9+25NqQCJgXbEgIgEbvcEC0mpOluFnVBouHIdJrDT6/ZPi4ZJXnWKIp0umNRlgRIrHgDfGclpEcfE5NZar4vhUHk8/0IMbV+ktkl6mxH67RkhaMKTEwMBg09G6wFL4Ry8OOreGHGtBVNjuZZIt1ZAp10SMyIoIumWyHJhCVzajCzfKqHg1eE4cqZiDmkub+aVTHKtBWFJIjmgx2kWpawGWDy/2VFla/2LJc51NoWuK5mBSF6NkVi6kRSWlmy/XNYO09Ks5Yp0WB1aW9nJYpz08B0ymLIbgSMEsy7EZM7mSdI31UB3OZ6oSSbIut7HPMhBHXUmPhHEaA+KXQvo0gSQ6JLLjSmUNuwsxIkSvFX6faaW7/i5sYzP11nLVZdKF+6pgJxCzgHg0gM54GD3hBg46LrLVHqR4jjoN1EM0Q/PEPC+rYuiz8hixu6TTMFM2s01SwtJkTUmcBaK4FDFqNNN/FHBfTnTDWlRifzXg6vo2BgYG2xYLF9hFPiascnh4LIfZQg0zhSqOz5Sk3wi1I/T3YEqHF3fKFVgSHPEtVC1HbL6UE0PADiAW9FBzlRCJ9hTHireNZbKJkHhVzOY9uGptCcmN1qkFn4xL6V/4NwWcxC3WKQTsqrxnBil4ysYt1gkcss/AVgq3WI9J3xoKXyn2JDGh/wi9OoqIoB9ZGUB1/xsucfmwHqjD+WxVi3hvDcJ7sfYKWQs0FkzSIkK05pAUYsUoCaMn1JCUEEYKVdmfjARVEcIYeiQl0w45dCy7ptOuDaQsD2lWJoXjSETDcH2FgY4odkRcREpA3dLRtHjIQigWwSw9QFQEU40kdvnjqLue6FMorG2Z5jFiwwgUPV4YjaNh31Jxp1YR0jat3l0XGFJiYGCwJZEr13F0soCRuRKOTxclb/7ASA51r4FwwBKjNPa9kV41zYIFmq1VOXBZKQz5c5j16bNKwmKJ/oQ6kIvNXJcCV82xlUJClh+z2Z1t+ajU1SJlx0rKjxcvE5YICZ+j3oWIShTDl9QKB7XF+hcOujutGUnWPKD2ouZbSKAkQlY2lBtXXSJY7bWy4mrKFIPVjJFwwAyggQQaiDXLfElQRLh7BcfK+kEdzr9rQuI9IQj/RWtHSFr8j3ZtmjZZoCcvoxDUw6RRBlsIjqFLmgdOqC6JoVBwOq26l6RaUknVdARGIIhQKIxEBEiw35LvS0rQspWkZZIBprQAOxBAZyyI2RIfK8yqBBKNsERZeOxOqkE5VjswC9cKoOTHROOy2EG4HSz/7YqH1mpXXRUwpMTAwGBLoL1JGbUj3zuVwUyhjprr4eRMAfOlOsayVSn9LdU8KQem0LSt+KZ5b+GM6pcoQ5c/J+F8RgcYCehHUSIEy81cl7pA0uqdxmXsuyODtw0J77teTSI0K02/LLUMUxHUt0yjQ4jEHmuK3q8ySFWU7kkTVJ6kK7T+RS2QGILfjembPmteymMjqOGIfVKs4ek1QhUGPUgYeaHgMggtOCUpiqMgHXQlnXEFx826v47A5/T2eLcF4b9w7QgJFoSt7BPkCfmiEJfJmnF0CjFhJIhKGVIS9u9hQz7uIaXoNdK/QD7bq564eSQlPJbKiaPkdCDhzmGmFEZnNCjn4khBYYcfw5A/ijyA0ZyHwsw8ijV64yh0+w3ch4NyjNhXh8d0WnXiJAYx5XfLtlzMF4feN93JiJS/JyNmKG7B7AkDA4NNB4WtRyfzOjRec6U5X7XuY39fQnp8kKzQZr7m+ZgtsOmYtltfLupNIsC0B43GemmS1SQB40v0vrkYWGnDpneup+3fOZiRpMRDAVhJC9OFKsLepdMvxOJlGOLfj1EMWPNwVAPX2yPiGULdBPUSYSuMhCqjz8riQbVPSAnfT1LD1EALjKy0muRdb01IWSwH8IGmGJZRFw7GJGW0VafxOrsIrZmLRYAdkgH/iSH4z187YWurSomEkmDpL1NN1IroaE9VvifTOnzMKNA96npUVRj0YW2lTfi+RNjCcGdcWhnQ/4ZNHdlBuSMRxHAnLd/3ojxfQbQ8iblqEvlyFKmQj4LnYaQRkQTQXKGIQkN/FkkICdG46pHjeQqDYrK2GoM+OvbGQjRMU3h4PI/Dg6mLmqZdKzCkxMDAYFMjI6y6ufN4BtlyTUojJ/MVjOeq6E+GcWKmKCSFehKapVEzwn4zkrJprof3S0k8mP7Iqb0yeDmX2ftGTM08qevR9vJBpooc6UEzlKb1fQ39lfPTLxeWH09J+qS1jC7TnRAiEbVqOIBR3GidQAEJmdlzO1nmyoHPtWzUVAC7rXEUlCYlAatxnk8JSUfcqohD625MyfejpkLcZiV54UqNCr+DNB7G2kIdCcLrsqEGmyXAawTau9M1hVusPV1UU0Oiq4b4zXxEUILS3rMqgKjVgGeFMOHrtIkXiKMz6GBvTxxPv64XmWIdk9mymPIxyjaQikoKhbbxk7Xr0FEfRag6D6dcgOeF8J1yN2Yag3gjk2UqizRbArBRotWAq4JCJNujYuequS6eypNzKeBIH5xaQ+E7JzKSonz2ob4mSbp2YUiJgYHBhqPVvn0kU8IdJzOYkU7AAZnVTuZrKFTrwjRISDiAlF2qB7S/KCMkLZKARYTkQjMybR9+uWhft5AfposaHjJFhVKlgXq5jG46rEI3VFsMPs/0gmgQkJaBar81pnuvIIqciuCAFcABjOFoUyDJyAf9QphY6UUWeSsqs/IOq4KGskUnwhqZFlhpwiocfg4JCtMJBKMtTAlxYFxrMkJRq9obAJL6KKihtXUPrS8UJtOPRJve0/djDgk5xg+rA0IEWAbM4x2TyiIH93v7ZD+TBLCktysWEjOxdDwsrQoYiYuFg0JI9vYkEAvxb19M+/KRNB4sBtDwunmQYXkhVOtV7AD1O13Ct2jIlrDKmFO0tO9YNip2sVQejwMDIr3pCCLhABzbwlA6grNzFXzj2DReevMQ0tdwxMSQEgMDgw0nJCzvZTfUmVIduRLt4n1MF0oSKWHHX16oGWbnYMHqmo44DagcEZpyIKLAdKnUzXoWMTBoUnT1RdNr+CjAR7rpsMrBaSmw/Ji27iQlXIYREhISGn8RTKfUERaNxDCmsRvTUjXCFE5A/vfQgYZoRu73D4pjaAJlPMF6HMANQmAG5H3jGMI0YnARRUhSNNSSkNys9UXevqsG58s1qC4bjZ+PA+G1jb3wGLJlXotGFRGXPcH/eR9yaBQWQIfLOEpF9hGjQYyk8O+FaIViWTnQlwwh7NhiuMf0TUcsjGzZlcotpuYInmvUK82UWUYckT5M8UYRB7zTSDukSMMYVT3Yb52RChvXCkpJOSNi7VGxQ9YZKQRmZdDiVF7KKuMxey/C8U44AUdSNTT7Y1RwZ2cMu7tj0nzx2FQRT9rTue39Ri4XhpQYGBhsaMqGERLqRHhRFu8RcWNV6EtGpPy3LEJCOrW6yFVdGaXoW9LqonuxlM1GoLGMwyoHp8WgjqOm6D+hjb2YsmGEpAVqInhjKiIIV9bDSAe9MyiMJRjpGUQGT7MfwqxUljSEwBA/ZX0ZO+xx7MSMkB0mmmgcz2Z6jCi0UjZrBft7NThf0dUobK63+mY4y6Pl+0JzNCKPGJKoygDPfRGxXAyqOcx4acS8edITiYgUEJFOv9zXe6wx8SWhl20o6KDaUMiUtBEfu/J2RIPY0xXFdKGGE7MlhOwqGsrDmbkScqWG+N4w1cZk176moJgxDyIiFUt1adSXQmXBRr61h+cRF8O6OZUWYXILLdLCTs277RmM+R1IBGwh5+yKXa7RzdhDOhpCNOhgOl9BqZ666vxHVort2UbQwMBgi2pE9JDNez5eDGpIaIvNfh0kGfQdqTSdWbl40GZHYCXRkVy1oTvlKsgyboPlv0rKf7dKq7GWwyrLjM8HzcxqQhbYf2YM3RK5cCxfoict+M2SVkZAWB7MTrf+AlWhK6gvlTTDmMEP4yFcb53FkDWDXU1S8kQ8hn2YFA1Ki6ZFmp/Ai/ta7if7znOExPvhEPxnrZ2oFc2tZ5KOUSN+BzrMMuLDwl92MNY6IiZ1XIk8sJqIINljdOm0GhLisM+ZRixsI2hbEglhdI0GfE/e241oOCjpQL7GdM54rozRTAm5QgNsRE1ixDM41hQUt6flRM3SPH7tNvItUOHSaRXFM2UpuME0dgbzCHplKS9nBVnVbSywRl1ubuv9cA0bl1ybVMzAwGBdNCKZXFke33d6Ht1phqTPd6rU0Q6FUIA9bqoyY2VLeGpKAgFb2rH7PgtAHXFQVajAVh78ioOqHRGR4eLOuURLM7Hxl3LtsEo9AQdKDmJ0Ft1hzYhfBSMgdRUUsy/pR6OKlN2KCRhTDSQqTLBQB6HLeCtCUHQjPL7CdBWjJzFJT/RjVqIonXAxIqSD9IWxBV1hc87TY40JyXdqcL7eJCTPCMN/xtr0smkHt73SrK3RCS3atjvymNEjvsbvWZR9AQwhgymkNXFQbLDXhWl0od+mV0sVVT+C3nBYiAkjJlx/OhpotjFwUXcbyJbq0nOpsUzjQ6ZfWoOkkMWmnXy7jXwLTJXxQ7idRIuu8XPFsj8QRtSuwKp7QuZIsLPlBnZ2RiVCUqi6SEYDEiG5VKfgqxmGlBgYGKyJRoQpmVTYEU8HpmNOz5aQr9SxrzcpoXNeaKkVYeMweo5Q5Mr3sCSSOpJspS6eI0HHQn+wjCGMwLbm4FgelHIwq1LiP8LKi8XYrFROe/nxLmtSBKv77XEhUqcxiBHVLwMYIymc2XPgZHO8AhoypEk5qRpC2ipgH8ZlSGb/mXCTbDSaBbyszOGw2IecDNZeM2/CnrO8iDN+wNgKm+ittRLBvrd+jpA8Mwz/6etDSEg+pKMvXPElYQURPT9GMCBaEpZB09OFZGQU3fI96QvC4ZtEYFJ1yd5IBKroDAAZnxU5vuhPGHkrVOhrwygc+8QAZdeDEj/8C0+g9rRcq3iaNElvg3ZtbdnIt0BCSW8SHjkx3ONqWULOfcjSctWAsjXN5G+GfijUrjCNybQlU0yRQAA9yfAlOwVfzTCkxMDAYE00IslIEOPzRblMn54ri9PofSNzeGAki+Fm91O2aSfp+P7ZeZzNlCWfzjA2rbo5YIjduVtCd+2UXOSnrDiqVkDa0g/6usLhwUW26wvbsil74Pwt6LGyCCkKWTtkIOU2tQsh6fpJezRqEih25eDXZeWlvoTiTt2910Kl2buFURGvqTfREYS6npE3Z+i6QJbzfO519q9Z+5Jf/7oA7Lts+LcE4f/Q2hOSFvjdScgoaCUtozHcBHrxmBpu1iQx4pRGl1USnxXW5pCE0eKdhISpNO6fkmejYmsCTMt4W6JvkIFfR+Egnadty0YqHARUHcVzWZjz0nI8Zplm5IOYVNpOnumzM+jTfjKoC+lkNGxWpdGDImadLiEYdB+mljYYpC/NHCYbvRLxY7qSJJ3uwIyMpGKakPQmV94p+GqFISUGBgaXjZZGhJ1z6SlSrdXArixsjDcxV8VktoYzs2XRh0SCATw64cFt+Dg2rR1aGTrnBZhpF4pZgwEL++xphOplnPS7xKiMw612N+1Cn/h+nLNdv7AEeOPR6l1DDQK36QR2CLHgjJoD2Ak1JIMqoyIkH4+qPRi2ZsRXJGLVpEMth6Cvq1vxROsx6W7LRA7Jx0GMSAKDEZMIHKm84VybJbIEi6T1nJrz83USCSZtNF4fB0LrO1AynUVhK1M1j2GHWMZTb9NvzeO00j4ffO0M+uEqR9I4j6jdmG9WMhHSQsDtxqxi7yMX5ZqFsAOEHQvRAOuYAogEGyJ+JaEu1xuoLCIki9Ny/ZiX6hsSQB6HoopiwupGScXQa+UlosK2BdolGLgtcAqDdNi104gEQwhbHjrUPLJ+FFN2P/b1JHHDUAohm1EwYE9PXMh6T5OQpC+jMd/VBENKDAyuIfv2tW5vznVStMcqGYpRe+IR0Eh0rkSzs7qEyifyVZnB9yXCqHu+VD3QDC0StEW8yBmt9ijxEPSLSKqs+FEQrdw6S3BJPjiwM4TPqggO9K2eLWvZsXd1OGf7LroQK7tQBsr0A6tt+q0MTqodksbpoXtrU8TJ6g0Ooh0oSrpihzUroliSHBqU83mqRZi+YUVIEgWJDJyrq+H/+l40C2v2lRTsb9agehyoG5sD5DoTEh5HEjn+o2h1Gp1inNaHeRHxMpo0ptitt4rTahDdyEqqhtockgXqPLgvGeE4pXphuVTuaOMytiPMu0XYj0zg9h0Rti3EY4U85oseyl779zrf8IzVP0zL7W+KitlXqNoknSN+r6RuWBbcbo7G43AmdBAHnFn02jlE2TfHDqIU2gE7thPPHhjAbbu7kI6HMF+soTMRwnV9yYVu2NY1HCFpwZASA4NrQIDKaAYFptRzsNvtYgHq5YKkgXnxuUIdKdqdNjFXrGE6XxOdCCtqckUX+bILyy1C1WqIeBaC4aQI/mi1Te7R8OtAmSJAainiumGaAqIhRwSwHH45EFGAyMGghc0jJFiwfSdZEp8M1cBua1KqR1g5QzLBpnquCkhE5AnWCSErrOJgD56yCjX72CiJrNB3g4ZnSQp85RO0sJLiWQ6+HLA5eLfKZrn+K22mdwEh+XoNzp110UM06NLatb76BjHNhS09a7SY1ZJ9xrQXB3xqZRhVIjj4l1UYM9gtpdJM8SWsqpwnJDJsxrfLmr7AuGy+kUB4IoPMTBYd0QA6SwHs89PioMtU4MV6FzEaQ9p0n38QJbW8KzAbPqYjAURSMdQSgyjYVdhhIFezYIUSuG1PF67vT4nIe75cRzIawqGB9DUfGVkMQ0oMDK4BASpLcHkx5OA+mWPvmAaO7Li8C2J75IVRjlQ4IJGS7mRYt+EFJDxeqDXQaADBABD2CthjTaPTyWOqXhBn0lK1C4XYTpTthHT3pdbECofg1hzEHA9l35YyyZpn6cpTlgxT/KmooriSgfLcjJizXc62tdLgHNrdYtVF1sHqmYRVwZyKi4dFwiqJGHUCFF1SKOmK0+oz7fuluoafZ1meREo6WcFhsb+ttoDnwKx1JVrQquMgJCWupB1oGsd/VJFoHcm5SMmaEZKv1eB8V+cz/OeF152QyMcK7QhISopl0do8viHkawpdQlqo02BlzbTqEiKhUyUK11kjiKsqLEuhV83joD0i6ZVx9CxErG7EKRxwRsQWPuclUC0GkRL9SUnSMyQerWjXUr2LjoMurdS40DFl+UhGMuTgyM609Nghoe5L9WBvTwxhx5EKIGmy6HoSWRzsiJhUzTIwpMTA4CoXoA6mz/kmUGDHxyyLPDtXwpGh9LIh46XSPvlq44LICytneDs1U0A6YoPDBdM3XIbakgGnjv7qcQw4DeSdJPKBAFCvo8efRaJSwpngQcw3IlLqW/FDmPFT2Ik50ZCwGqfKBjTs6trSDKB7ofNrizz4bZ1XbZv6FP14cWpn8YzYb86IT7d18+VFkV4o7d2Hscw6aDnOBnhRi1oPhaqKYMbSERRuI/csS3t3YV6I1Cn0C+EgEWFqgutqlZCSsDB9oz1PlOgnwhIT0QJQfZRopk6SEl34fs5aEZKv1ODcpQmJ94II/NvX3+pcHzfdqZj37HJMkiIEQaXwkNorJdLUltytDnGPy34lqaNRmTY36xQicYgeLsiI3qPltsr9vNOexiDmcdzagSnVIdqVNCqoWLqJUq+dlegLBbMttIuTWd4N7Lzo9+AxuG4ggWdd14+uWBCJaBDX9SfQFT9XSbNeKdSrDYaUGGyqJsFgfdBuUrbU8aTqnwJUuqj2JcMXHM+l0j7hppcC0Yq8zJXqOD5TlFTNbKkupbCv6AVOZ8rIVjypyNlZOQ3HLmE+sUOqIBpeA64VwowVQbeXgVM5I63kLHqQ+JCyX3py9mJOtCWMaYSU1gww5aFnyXp7W6kLp9l1lcQmYFnibYolCMlS3Xwpno03+5aQmHCd3M6lsHgdjJB0WAXciNMIWh6OqWFkVArdFm3QKmAPWX4XLquFnDo1w9UnJZHTkOoNPSwzbVFABwoLAzMpCOWQjOTQJ0PrJ7Q/yZqBhOTLNTh3NwnJiyLwb9uY3iskla7oSNh915MIiU7ZsGpFSadjPs+Kqwn0LHj5tiIbrSaIrM053201gwnVjcMWZbHzOI0+Samx1JokZxZBSZfB8tGFIu7HgSW3j8dNC5iXByllf0cYP3SgVyIjywlWr1WH1tXC7CWDTdUkGKwPaWw3KWsHyyIncxUhE7zRv2EwHUF/OiIzPLpa1twGHpsuwfN8melxHXSevOt0Rizgn7SnSzqrcl2suMnRiIqpHEtJZU1zoyRc7dcKiDpzmLBiCBdr0lQvEHDgNR1f5/w40l4WAb8fdScqHYDriOMhby/2BqaQtvIiTGS1xXizwmFxOTA/kdd7eqGUZT9wKF+sNblwILuwm6+u6lmcylluHbrb7wwSqCFqueCwaVk+HlL7xOqcJIIlo7blSxnwE3BCHEA5gHbKt6iKOZju3aJ9SXT/Fn6S9hthlx/eMwrjNytsWt+ZWIupgXWssUBIGi+OQD1h45rB8RgxUsRKGunmDF9KqXmsz6gedDarjUjgGB3hXmvX8bTgtNxWFTsG2bjBOisuuHss2quV5DhwLzNRpJ1D6C8TRTeTMlYVnlo63qQ1TJVltz9iAUOdYezrS+J5h/uxuydhJm1XCENKDDZck2Cw/qSxJxGWv3m8mLIhhERMF2XgJiEg+TiVKeJ7JzPiqpqMBpGMBFCvU1SqsL+fVQE2op6Dk7MlnJwuyTpy1ToO9SUwkWfDvDpqDV/8RnjPGxFwHISDFhJKSUlk1rNRKtaRigYRDdrwfUcIUcAKIGF7iFkeak2bb25t0YrjB/5exPyqDCTt2o+Qfc7BVSzn5fqvoyyOZYnwllvR7om11EDWDl3VkxVBJQWXF7abV/LaLkyJHDWOMg5bZ2W91Bo8qoYRsyrYgYwMSGfUoOgaXHb1tTJSSUMBK7Uh9B6hjTmHSaZltLF423dq61nTPrStl8enuj4A7/YQVJ8NdevGdqcVXxo0JG1DUqZTWCnSPKRRk1TdlOqS6FKLNLa7rbYgtvzKlqollhBzf7MXDY8hzdgYDeEyuipKg5of0RUp7c66FFoapqUQtYGORAC2bUsUhKlNGgEaQnJlMKTEYN00CQabRxrzFRehoFb583jxeDJCQkISDzt4eDwnYjyGM0g82CW1WPVQjQclDSOuqxVXNCG80M6XXWQKVdiOJes5OlGQqpoDfYmmv4gtTc1aeQ+SVVKJkBVGUEXQEwQmq7qHTSwURkQqbiyJGjAAHrOjqDQc2Iz2WDS98tFoWAvN60g8WGEhzp90fW2O2LYPRMKO9DKhsLb5lWTZdiw1kC0efPZb40IyalbovOoLghESEpJD9ghKKoQdVka2PYukDJhsCncWA9psS2nr80nVgd3NyMpuTEmTPDbTo1ySM/tQUy/SHv1o/b3uJuPcQZL7smSH+S/QGp2NgraU10W0jAIxSsL6opPow3HswoTqxXG1AzNIy1I8PrsxiWlRl0QuaILIaEsWMRyxTss+5nGhaLiCEkKIIoacmK9RlJxV8eY6SYF8MUHThnQXginDWUkbnQ9uczJQR1q56Agp9CQi8rvzFcxk7QphSInBqjUJBJ/PFOqynMmVbk3SSD0HUxr8mxoSpmsiQQvHp4vy/lQsjEpdpwnYQp2lmCQntN9m99IoDdByVYzOlxGNBKQ/BwnNDI+7zAqBzoTu98E28NRzWLwqMzIRcaS6t+7FkPVTGHbmUQh1SOkvnb2DtoNIBNgVKGDEG4CqxaEaLoKOIwMmfRs4/601mqkK+pmQhDAl5ANusyyGSzFlVPaVDAj8Lkv1xrlYN1+SBja64yz7GHYir+IL1Rf0EiG43hxiQkiGrFlx9ORMnPoEzsDpR8IZOWkGIzscTqlToVCVFSXah4OiV8ZK2A24fl4kpBXZ2RAoBec/qkBJwXtltBVq2piPbqZs3KalPEGnWkanNEG1xSCO+4MlvyRwjDTRUK7LKsqOom6E+52EgWk0vo/koqrCCFgNKROm+Rz1R1yuH7WF3jnU65Bs8pjxGDJN9B3/iJQRt3oXcdvafU/GFO0ANXilS1slHAzPYihQQDpsY2ciiZhXQ720DzNWl5msXSHMaGKwJM7TJFAI55Zg+c3eDcG4OHjy9Wu5m+VWJ40kLAf7ExiZL4uodSpXQ0c8IFGF/u6EeImEHAvZsifkhWTDtiwELFueJ9FgaS8hxFNBIi2c3felwxifr2JsroJU1EGp5iMRCqDGMEZzIp6O0GZdoeDuAOwGhv05VJ00OpMxhO0GIm4OKpRCvrEDXpW6EEscXj1PCUkKBB24HiskdJpGgjD8m5N7dW6AKwlD0dEFnq7MVvFty9mGt2tKCA56FD0+jh1ibU560NKaPMV6VD7nLnVIPjxgaX0DUzikI9QkjKFH/EOuw6TM4kNWXcpQC4jjtKJUkxUj0ebcnYkJTUi4idSdiB5io0iJr+B8rgr7AVd8SKwRD2rPxg0DuhOw/t4h0Y8EJLGVQVrIBNNarJQZsfqRUGUMWnOyvyoIIKMSQgwHMC/r4b7k8aEEWFkWoqoqcRRWMLEKqtMqo6qiGLN6oZQlfW56kcMAiaaCpNe+6d+CMfSioOLnVWVRlTSlqGvpQzDAyEoDO9IhxPwKDrknMRitohrqgRPpwEBPBF1ODpnMQ6g5RzBbCJjJ2hXA7DWDJUHBpJR7lrOIlUcQqGYA3xV3wkakG4XYMAJ2bHt1s+RIWSsAngs4QSCUWNPW6xuJ5YSsLZA0klScyZRFL8JUiePoGo9UNKAjHkUlKRhRkPiQ1E9/Mox5RZ2IQs3zJN3C6EuYJNTTzczYbC/k2KIPoTMr/IC0hI8Gg5hs6Ooc+o6Ew7YQjKqTwpngAcQbo+Jy2Wtrc6oJqweP5Dox5znIVWtyeESsy22iPsSxJLLCAeS88lx1vo9IezdW6lKsFXbz5YyY1TQUqLIPDbUL7e/moKcN8Pm3JmeOoi2+jwFkZECliJJ6CMZMqHfhzJygToQeJYzAMAXBclOuaw8m5bWWPT4JHrGmBmgXIyT/XoX9oCYk3n+Kbggh0eRL39vN70mrNJ1sC0pTQZI7Hg/uZ6ZeGPU4bJ9BTYXEKZekcQYpIY005d9LSmHlmtZxzXMEtjTNY/+Zo2pY3ivN8ZQvRKRHZcXr5YwawFkwPTTcJKG6qSLLjzvtKqKOj1LDRk7RLdZCX/Ma97SBAK4vP4Lu6iiceAeUNYM8KlD+MLLhXkRq4yjPnkIh2mEma1cAQ0oMlgQV5D3BCipn7kMw5KIR6YRyQrC8OoKlCXjzs+jdc9vW62bJka1ePJ94tDD1IFCdO/davAfo3AtEO7BdSWO7kLUd2XIdo3O6aoDpnM54SHQaFLryPRSiMmGj2LAMjIo0pKKG2pBkOChcjSW9rlKI2XrgZIVNdzyIimtLWoWfLymJoC29O5g+iTD9QnLADqxsiNZgNE0hGknA6ziMul/CaDmL6VIDs/UICsqG5bgiUOVMltU3FMsGHR9Jx0EooNfRSn9gmeqTdpMzdcluvudmxGFVR86K45ivm761w2nOwHWayJNZPAdCRkAy4nXB5oMN7MCs6BVOYAi94qTBbrEcQKMy6+dAS8LCAZFbzIGTolduOwnKhkRJSEg+U4X9cJOQvCwKdcP66x70cdLnCeNBpMCtxzz/qMXh86mFlE1EbiRww5iSdBoJCffZOdJI8XRdCOEd6khTmUIFk41xzOIAxtFhlXBCUY+iwf5DTOE9hH14RO1FIpFGf8RBtOZL92CarzUUUPKjqDCqYisEfYD9+jri3E91PCNxBsnaNDIxHuUYvHoVTn0a+WoRmehuBIJhBNxxZCPDKO/tQYfOThmsEoaUGCwJ/vR3W9MYQVU6daYQREBRHx/CDLqQxow0FbOwC1sGlSwwfwoozQJeHfAbQDgNRJqmSLlxINkNBMJAowbkxoBqHhi8ZcsSk+U8YnjPKhuK69o1Ja33PDZdQCBgSbMvakWIPd0JIQg/OJvF6HwJ3fEQMiVXjM9I5hhuZoMyEhhyOwpOpws1VBq0gNfRkYF0REgDq6/IhfYEExjuCMGyHJTqDcSjmpQw/cOoCiMlnGjWXYVwo4A+TCHkzSJaL6Pft1FwOnHW78O8F0XN8xes5Zl+4fsty0bA0eshFs8/l3dcXRqtGbE4uipPtB03+GfgNiMc7eAgZzU7F/NvEhIKZqfRITPsYUwjJf1pWLQKEcLyL5ITEpFuFGXwIu1j6S+JSKipMWEFDsWSrS421noTkn+rwH6E6dcmITm8MULMVoce9vTld2W5Lv8xvsSeNtRuFKQGKSVaEvrSsCqGGo9BZFG1Qjiqdku/mxZp5L7l8atYEThKCYlp7+LbYRUlksI0Do93Sx+St1I46u+BH4ihJxFCKh5CvO4hEqzDo0eO54lYWhv12YiRbCcj2JOmE0kJexI+ZgopZIphVBsuHNuBcjrQ6WfRURlFzutH2CvC8xs4OVNEPBxYseDVeEGdgyElBkujXkTSy2J45w4Ey5Z4UfDHxjQAf9AdwUGgNINiIYt4smPzf0AkJBM/0OkZJwxUc0BxFqjMAzUWAf4QEEkDweYAzvv0Dk1M5k8DkVu2XCrnUh4xvCc5oJCVGhKmbGhhzceup3DDYGqBkBAkHQf6kkJMHhrPSUUNCQkvntSUTOWZolDoiAKxsIO+RFBSONSiUNjK57IVFw0Pcj5UGh5u392Jg31xjGVr6LNC2NsdBSpzePbhPhydKEkzPtKUDruIve4JBLwSJtwoclYEsbAnTqfxehEPWHtFB0BH1mjYku3XVTgeam6rYdtawWqLiihkkF1Sa0JhJGlDa2DlzJzRD5abMiXD15niYbkpqUs3CmLSRbcRzvxpL892ctRP0HWUtR7URnA5HhdtIt/ainUkJhkf1uNNQvKKKNT1G1cZoiMk2g6f35kRI69pnc9nGCXRHiJ8Log4GjgOdvlNomHZKKiYRKzawaQMUz5VpfsA0SeGtJH7l2TnMTWMQ/ZZpFQZYfZRUo6kzybRByeawq7OGDpiQSEC7D8z3BXHdK4qpe40EyRZH0iHcd1ACjs6Ynjs7CjZFIp2EnNVD+VKSYS51YaHtOMiGSph0B3HaGkSyVgQu+JTmC2mcXYuuCLBq/GCOh+GlBgswPd9zBS1oVa0UURPo45kqguJuC09G1gaytdYZnom68Ipz6PkzSDVbW3uD4hTa0ZISEhIPGYfA+plIJoG2PRt9F6dzJ59HOi/Dgi3pXRiXUKuJOXDZbeZRwzvF1/QepKUEAJd8QtFsCQmt+7qEILREQ2iWG1IVQ6PaSBgy+cyzZMMR7CzK4quRASfe2ACc2VX3uu6Hsquj2LNRSoaws6OKMIhClpryJUb6GpGSpSnRNMi1UCpCLqLZxDyy3iskpaLOSt8aoy8hXqQDsxg2J1EKbhPyosrDdXUkOh0DrugcGYcsbSJWn6ZhmiXh6W1Jq3ZNe3nGdV4knVUZu809mLqZyemZLk5JCUtQHLCkl++77DEF4PNRnJZeV2X+2r1rZQ1IyS+HKzOIdZVmdXrwPupGFBVUNdtLCHRKSpSBl38zDMlL/RDtxWkHoeSYepzuO/Y/4YVNzGrJvuIIBlkFdRJNSRrZNQp3Kyo2WnTA6Ykn0CCw3LfjEripD8kjfTqSnvO1BBBZ9xBZyQk17DpvMJwVwxHdqbE0+fxiTwm8hWkoyHcvqcbu7piQtZJKEIDccyfBR6as9FoxJC25zDjhxDyqki408iVq6g4gB8Eck4PspkZdHoN5BwbpZ7ERQWvxgvqQhhSYiAYmSvh24/PSjkbB7dOp4abVQ4Hh2Po7+qQmTRDm2PZihCUdMBHOB6FH41s/g+IhIIpm2gXkDurCUmiWcZXLwHBuFbZVbNAfhzoue7cmOaEAC+rdSbb0COG+/umHenzQr8kl3ecyCBTrCHeLOVtj5gwUtKfjOCJezrlous2PO01YkPIxxR9Tmq65d1kvorh7hi64g1MFaqYyOnS385oAJGAhZliFYeGUjLwcLssKmYrulKmVPeRiATQGXJhlWYx6kbl3IoGAyKgrdR8EcTm/QjiKguoEjwrKh4kUm1DPYta1L21aa5FIrHY2fVysZTWRIS46EZWJXDIOiPKD904zsYcUlLyy9n6FEJNNYSSChzO4vVwG8UYukRvwn3PGhxGWBh3qSAoduc6csBjo7sJryl4kHL+QkM9tWtjL/Wtb9MS9Daa35IKElrJM0UzgU4hGeyMHJXoFZveRcVnhEszFUYywohUP+aQV1EUkBAtD9NiJHwR5aHsxODZQTh+HYPI46AzgzvcQ8iqTtEqcaBPOdRKBaRMnhFCt0EX4gayJVd+bzMlEmjtaPzYVAGlmotoKCCEJR7Q17TusMJc5zCsuQo6SvOw/DxCqiYRm6RVRCOaxHxsJ8ZUN/qyGQTUKTQaw9pueIkUDdNDxgvqQhhSYoBHJnL4+7tHRD/AMk62ks8hjEcKYRRLJ3DrkRtlECP5ICHhDzVYnICbGEIomsJgzNrcHxAJBW8BT6dxIqlzr1lOk3gw7hvX6Ry3DISaKjRqTyh65W2T0bpo5cp1jM1XJIy8Eo8Y7u/WbIwzr9OzJUxmq+I50psIIxULykWutYwYqnVEFt7bumgSjIzs703Iukfnynh4Io/dXXERAtbP+uJeGQtasg2JcAinZivIVsZx41AaT9vXg2Klipkcrbej6EwU4TUUJjM5dFZr0r3VUwrVqntOvNrwUVeOREEYxCeZqTbLfhOqhMNL9KppdW9t9apZCyzWmmhH17CYcfFs/pa6CTcgKSWlHBDrVkBKfElETqlBHLJOSzM46ktImmjGxXW0tCpxiQW40n+FaQbtleKLKHbNL8LU8fxzRcp9G6+OAX2bJ0ZvVRWRwFFPQmLH6BD3AY3QmG45iNFmAof9gLTTLWkKfUq4PPcRyWLYruNu/wYcw7C4sMat0/KzbumfyGTFw6ahVSzsO5SyXYTDSYzU48hXLUSDnpD0AEveKw3cPzIvERH69fD3wL41xaqLqbyFbKUoy3WELFzHL1Odx2NzYdiNQRyMT6HbG0ddkfCUMGP3Y8Tagwgi2BUPIluMI5WbhNNgFCe8ZIomGnKkeq0vtbRxXec16gV17XxTgyUxX6rh3+4bw2S2hgP9CfkRciZNwWM5sQvTuSJOnXwMiQN7kSvVJEJCQuIHE6gndy3oMDb1B9QiFYyQUNxKEtICRa2BiOSERWvi0XVUh8wF5TkgvfP8Kp1NQPtFi7qNU7NFCSEPdcQu2J/LecS0h4L39sSlpLZQcUWASnv44c6YaE54EWbDsOXIY0tImynV5FzY2RnGfWezMvu9rk+nuLRZGnvjhCSa0hkroS8ZwuR8GVxiLFtGveaj6jNUXseNvo2AclFwLVRpY980FOWNRIORiYriIN6EUti5ol41uyXcz4HsQmv4K9GakEhU2qzpaR0/gIRVxUFrVD6fKZo9dCax6tLRNmslZTu6UBDNBLUkcrwkesISYcZFOIzSYI0EhURljdFQcP6pAvt4A3RHt4oK0r9wE8B4B49MTLxauR98oRyU+5KqsItRvklVmArjseXyjJCQrpCMzKBDoiYkKSSvSauEjJ9Ej5XHg2ofuqyCaHriXl5Sfkyn5QMJ/Ij1AMr1h2H7FtxyAGPow/cbh5CxB0U83RkLCjGgLw+JDJtSknCXaz4y5Sp2+wrdibC0UXhotoTr+oAvnyjBr06iZKdQDKZwg5eWpoH1YBIPe7ugKkF0BxrSvsG3Q3I28VqzOEUTDFjy3PHpAiZyNaRjwSUr6ILXqBeUISXXMDgzv38ki7FcFbt7YlJd0aqcCEVDyDIMnzqEYG0Cw/NzcMplSdkwQkJC4rOyZSv8gEgoWN6bOQHYbBVb12SE4MAbbP5dnQccaUwPuBVNSKgj6dyzqSLXxRetcMgW4Z1Epuo+9vfpJl8tXY80nLN0WfDFUj7s6ktL+FwzJcO0zm27OyXywSqXsXndBYR+I62oSUtXRGO1s5my9MKZL7lClphvb4GzTUZcYsEAQraFh0YLODtXhaM8PDsOZEt1+JbCXIGpPQe5QBoJdwpuo1M+m9mFVoif2g2mSjShWHmvGla7xCz2kaktpFzWMrVzoTW9LkeVPitSSI3zUi+6N4+SEtZeFIWUFBAVGpJAXTQnfJ3RknWJXZCQ/GMF9okGuMneT8Sg9m7eJZ6CXyanWtSLe4mkj72CuP+oJ+lokjcamEnzOzREQsz9yiZ99Hqh1mRUOg8lxK7/qdajqNoRjPtdqKogwr4rxFD6E6kMDjYmZN3fw/Vi+U9TtT0YRZc1j8+Xn4qM3Ytao4FoKCh6p7IIXMOiNaFZIHVW8xFXyuRPzxaRL9eAPuD+2jD6rWmJltluBRXfx6zdjTl7CFUnighL9D0fp2bK2NtpIxZmosrBSNvvkpODkZky8mUXJbeBs5minD9P298jqaV2cALB3zmr3Vjif61U5RhSsl2xlB/HKk9WRjXYcp6hzwgFBYsQCwVQrMdxMngAt/V3ohQpiYaEKZvFn8UfEGcem2Kmxm2h30glBxQmgFIJSA3qfVPLA9FOeoSL8RuYH66zQiekIyQkJJtYDkwywQsf9R9Mi4mOIuigJ8VZWk0cVE/NFOX4MNzMZnMkMft6Y9LFd7HDK8WrjHKRvLBSal9PHNWGj13Nhnm0j2dK5thEAdmKtohnJcKhwTTSsQCOTuTF34SRkKlcBeFgQC6aUmkQDchx5nqKFRezpSo6oiHMFCuYq7jojkWQIm+JA986kUG2ysoZnZJ5uNGBw9Y8huw5TDVYYxGQMH7Lypvdf9sjHCvpVbPPGkdIuTJgrUdqZ7E1PZ1fqQO5X+3HXisumgYOrjJYSm+cSRlgOaBSjEnqMYRZRFARRUpryLHWi5D8Qxn2SU8Tkp+MbahTaztaZJOREVI27gdGwFhmS30IU1ksA55HEl0oiVkan2fEg2Z2jKt4TYJCUzW+xuO6z5oUx1bqTEhiH8ZeRC12Xa5L+S91P7daR9GFrJBTkhwejxJieAwxHFBjuBnH8B9uN6oeRD9ScV1xIWY5eiwUxFS+KsfHn9PEn79BVh0SGT+CcW8X0k5Nri0HVArdgRLmEETK0ctHAjacgIVAdR4zwSHUJ+qYKNSxtye20FWbeioSkEQ0ID2qTsyU5Hd0w470eVFRlu3zd1c84aLqaT+i3mQYhwZS6FjGyflqgCEl2xHn+XFcvhEYoxocuDjg0RMizvarbSDJ4Ey9IxZAurMLtUBc+2LELrystnQKm2amxu89dKtWSI7doyttIh1a8Bru1t3g+o8AfQe1nmSLOLqyt8z3z2RlhkVNDwkiw7mpCMkFy3ErODlbx450BOlYCL7rSTSFCYCHxvML4mIeS20LXxMzKJKX1roG0lF0xcM4PVfCXafmcHauLMe2v5nLni/V8aVHJqR6hsvv6Y6LzTst5CdyRSn9ZcqFWhcarBVqunqGPhvceyS2fK5S8xClw+wQkC/TFZbnmB6kJnx2bN0rreQ7kUeyTUxKQqI771YW0jCcZS/Xq4Zg6oaDFq3CW69fmNrZs4gC6Cqe5VM9i18PL1jTc3bPKg/dINAWPwy6hDLNoNUQ+v0cVLUfCeMDakErsa5nmdskJKc8qGCTkOzevEt767uSzJI2M80l3Xib/iQtm31GjuhUQreXGOoi/aVBHY85Ba+kJjoOZQkZ4b6nkTz3LM+hF9nfwzG1W3xh6O/H3kUpq4ysRGKcZvM9nXojKKzdjWl0IotZvwsVkmYRVEM0WN1x+uIAyveRKVYl8svrX6s1EEmM61vI+hGJdz2CXbixcQrJxgxqSKLmhhG3XaAxg68VLZwOWbDPnJT544G+OHZ2xaTBJZv3MZ1Hp2WmiCguZ38pisKv60/K5z4+XRDBLSct3L6WOJYRyseninj2oT5Jx16N2FSP8D/90z/FzTffjFQqJbenPe1p+I//+I+F16vVKt785jeju7sbiUQCr3rVqzA1NXXeOs6ePYuXvOQliMVi6Ovrw9vf/nY0Gm2aAQBf//rXcdtttyEcDuPAgQP42Mc+hm2Llh8H/TUo3Ez263s+5vN8fYXgSd4VC+rcKe3CF4E/jlzVxe7uhIQ3WfZLPQJFrdW2EmE+vpROYcOIyd5nADf9JLDv2UDXXm2e1tqmwZuAjp26DJhpm3XcVl5MODNi2JX3fLwYjHg8OJrFTKEqKTMO+NwkDvIkf7R8Z/UAhXfSydVX6E1FcGggicF0BNP5Ko5O5iTlQgLDCAffR0JB4sL7mUIND49l8fh0HqemCjg5XZALG0PJMiNsRkr4mdSBMErDnDjXQ3NWivASQZYpehjNlsUUarrA8HNNZpVHpwqYL3tSulup+lK1QNQ8Jd186R5qN68yjFw8oPbiHnU97vGvl3tNHIAj1incbh3D7fYxud9rTSw0XbvgMKMmVS3sOaP1CeeDkYseoRHVhedIFhZ/Bh/z+eVfP415xaEugkFGPCyKV9mzxZV1k0iRtHA+PowZifxwENb9bVju622MW2uzoYwQkp/aXELS2hxtK0/qrJplz5qgsLEeOwIz5cbTgs63HIa4Dxk9I6lkZIXaG6ZgSGbc5vOsbGLkgx2EaKgm3ZetCSGAXDspC48WzdQm0SmiWSZQWmC5cchiGbK70IOHRINyDkYTOUFg2pK/y7myh3zVl3N4cUKa7/PaqrbG0QVVqyBQyWBqOoOvTYRwZ2UY9UBSzn3XV3h0ooivHp2RawEjmSNzZZyaLgkZ4bWBOhOmX8eyFZmIsBqSUUmmxTmBYPk977ktp2ZL+MYxliIv3dl4u2NTz96dO3figx/8IA4ePCgH5uMf/zhe9rKX4b777sONN96IX/7lX8a///u/49Of/jTS6TTe8pa34JWvfCXuuOMOeT8d+EhIBgYG8J3vfAcTExP4z//5PyMYDOL973+/LHPq1ClZ5o1vfCM+8YlP4Ctf+Qre8IY3YHBwEC984QuxrdDux0HjrxYu0whMrORTEQx1RFGqeTibKaE7GZbBkSF6NnEb7Azjhw90iwgsHbWX9MVghISEZEvU0/N7k3hwf7TSWxwZj31Te5isIZZzYVyJGVJLA8IIE99/Zq7S7IJriY6D+5+ZMBKLg/1J7O2NC5kgqBNhKocCVtrGF8oNeR+X53HibIwgaaRo9vGpghAbnhGxcBBDnRHZRqZWeJGUip1MSYjRo5M5RAIBCWczRFys1pGr0ZfEQ73RQJm7c5n9wUuk1byCS8fgVldYf3kxKcnAjUtW2Oima7wt9g8hQXCtAEZ9ln1feJ6LNoHVPMq7xGfoVA81KCwHvtjrruVgl5pBH3IyuHHW7qgOGaAOWyMy++fsnimIlkvrhiFkaR+SjA8Mbl6lTatBomqSEV1UzkHGbf7PSEm0mWqxhIgwWuKiKpoSOrryeDJWQmKnU2AB2a8kfXqdmuGWrbAY0pFg9DVTPCQwJIr0L2FUhseTXjBMJBEkOTy2rf5ELUhja+mdo9nUhdOzVVZteRF0BAPYFWbzSxsl5SLq2Jiv1HHf2Xns79ERWk7k6AlEXQstF1hCv7s7ikzRld+zNNWsMzKqNXHxUEBSrvQY4oTg2FQRT2qW9V9N2FRS8tKXvvS8x+973/skevLd735XCMtf//Vf45Of/CSe+9znyusf/ehHcfjwYXn9qU99Kr74xS/ikUcewZe//GX09/fj1ltvxXvf+1684x3vwG/+5m8iFArhz/7sz7B371783u/9nqyD7//2t7+ND3/4w9uPlLT8ODjTXwqrNALjydxyBSXGsxUpI625voT/9/ZG8dJbd4jjYQtL+WJsSfGVlLrqfaDqekaRq9QR8a012d7liAct2ikQvZQZEvcfBXBzJVbHeFIqO5CKyAA+X2EvGEaqtMCN653JV4U4MsXD6ElfKizHiZUv33h8RiIl+3vjkrefLVblYng6U8ZotiQ5cxKVSACYKdUxlS8j5OiyyFzVQ75Uw1y5jmDTGp6mUqlIALlSHZOFisweq3UdBVjpYCsz0ebCy+9ptUAGlquwaQ0ydEFtiVkZIXF91rcsTYJJXLicHhSX/wzGUkhwdtrTmFcJTKJnyW2gbfk96qAMlDsxg1H0oA9zeIL9OOIoYIeYo1fEf4R6CYpZ150a1H0Mf/WrZFwaIWvTCYnu/kuPFlrKawdX9rbRBCMojfVOY0BIB1UkTI9x3+ky4ZoM8CwDLknH5VFJpLVM7OhawogVhcP0ieH7SRwZVWEnZkaswqiL3mQfpqQzM0lP3opjQmktC/sQPSZH8PwUN6N8QnV0m6PLwPlEm+sSk8lSXa6dNvVZhRp838PR8TzK1QZ29cTlukCROaOWtm2hVOfvVQvTfaX9g9h5ux0kL5yQRIO2TCIPDyYvEMhud2wZTQmjHoyIlEolSePce++9cF0Xz3ve8xaWOXToEHbt2oU777xTSAnvb7rpJiEkLZBovOlNb8LDDz+MJzzhCbJM+zpay7ztbW9bdltqtZrcWsjn83LP7eFtLdBaz6rWV6sAHGDDHYunn00E9Otczl669n0xYgHgUH8M7DnVH3MwX+HAqNCXCuHIjg6ZLS+1jWGbNz0XXpwu20qQTrkz+vh9/1QGwUAAnYlQc+ANXvY6H+HFpd4QgVoo4MgFZnyuiB+cqclFgiW5conzPVCq058IYjJfwekZ4PBACtPZCu47kxHyQoLEapVipYYd6Sg6wgHMluqYzpaE9HVEHUScIAqeC+V7qDR8/OBMXkSo/A67O8M4OlFAplDGQCoqEZWzc0VMzpcQtCx0pUOYK9Uwk68jU3FRrbmyvdQTRUVY5yNks1Owwmy+IsezPxVCxfWRLdTg1hsIM2lvtczRl4cs13Z/MZAo9FtFFJFEcAnqwueTqOG42oNxDGmtB3vsIIQbrLPoxzym0KysakMvykIoGoriyQp2W7p8l9JHDmVMHfQ39SAM9+/CDH6APagoOo9ELtiGvdKflg3g6hiycngGHsFuTMj7qXugDoJbz8FX0yDtqLtudWg1H6FPFXDbyP9B9XkdcJ+6st/6eoKpmlaXXkaSSEqo+SEZoXqEZKKApFinMXlTQCdyiMlQrlM0UTH1598OAjiG/RhBF56GY7AQwjR6hJyKR4wY1rHKieXnNZSthCR8dllZ5CRBVEEPSqJVSaIO0k2ulWTkIf96hEUkcv752YpuaffZyz+nCdHLOGzFoAXOvE5Uaox+MN2tMFein4r2expKdyAasCSNYysPD57JoNpQKFQZyfSxqysKixWFPOwNTyYpnKAkIkHxCb7/TAA3DKUv+1q2UVjNOLfppOTBBx8UEkL9CHUj//zP/4wbbrgB999/v0Q6OjrOZ7UkIJOTk/I379sJSev11msXW4ZEo1KpIBo9v5kZ8YEPfADvfve7L3iekRlqV9YSX/rSly7jXeMXf/n4nZe7OXIJ4S0/BXzncVxVqJy+j2ajIEU5s0br1GfZObQmrqdHl17+dPNG3MT/WpKI1mnOkawC7NFOUhqURlSB3WySyFGPt/axOAv08jTmNZNVRgBu5I2GmS1w+SUDbIsvFrwkM7KktRaXi/fevpIhmWfaDZdc6j+dtzyaX3S4eVsKree1Cwpw6yU/4/bm7dK4TfbYcWwOAuUynvqe9yA2Mgs3FsP3XvA/kb1OrL22DVq/EbbJdJu39tO5pQQabPuthJq3jkVnKhVHL1945uDC87NNgtFsxSngKMCewhfSjrU8p5f6LS1G22+rOCVf4oK2ppHmrbWD2kfs1u/YBeaOnsC3j2LLo1zW9gPbgpRcf/31QkByuRz+4R/+Aa997WvxjW98Y1O36Z3vfCd+5Vd+ZeExCczw8DBe8IIXiCB3rZgjCcnzn/980cCsWFMy9aDudptmH4hFkOd36CqT1aQn2LwuewYoZdqqebqBjt1rrsPYKFCz8chEXnKvffEgzj74Xey66amwxaeE9ukV6XjLqAUjFVyeFSXnLKDPpXgYGWGo9ORsCWdmiziTqaAjHpKwK8WoIgYNB2R28+AYNRm2WK/Tw6MdjEAxtUInR+p1vnsyIwJSdiJl1IKdcGnbnggH0ZcIo+g28NS93eKXcGa2JO6TzCkzjcN4RcBmFCUkVTahIEWyCqlICIUaZ1mclekqHJYdUieUDgck3VOos1RTg1tILQq/KitltLWXvqBrkd65GeRKLsmcTfLi/f/dY6PmW5eMlDzBelzC+EtV2DAcT2O0+9TB8zxMWpCmd9a0mJW1+5SMKd1igPbwrNLot+ab7qAWDmBMdAwnMCiz2EFksBuT0rCNM89xdMvnMWLCyMd11lnRM4zi/2fvPaAkydLq4PvCpHeV5V1Xm/F+dmZ3doFlYQEhIUBHIFbA4t1BBhBCICRAR6wkQCsEQgcvhISHRWKPfqHVImAxC8wa1szsmO6Z9t3lXXoXGfH+c78XUZVdXba73MzWN6emqzIjIyMjI9677373u18/nsBFnBUOhsjPFwEnhZTr1SYHHK0A8d8qwZ7uQicU/upd78KTlf8M56/XBb1HEaaXD9NlrrAZ/J3nlkG2hKzJRYzhw3hEmI5YyC4NoIQiKsKwPI9zYfVTR7Zhn5shrGJKmfPN+izyULSfIztF1QgdYVl5c1MP4kl1Sa4DBpsl8ofmdGSzWK1zRY/gr/Tjm15HvcH7obuHa3q9t8/t+yEhQzkbOy/w/mK6lEHDQfaZSjoO0nFL9HjU5eUTMWFVyHRWWh1MlzqYKTWkBxVfSZak6Wkxfjvdn5LUEBlZtn/oHcuOY0TZhtcEKCEbwooYxlNPPYWPfvSj+Kmf+in8/b//99HpdFAqlW5hS1h9Q2Erg/9+5CMfuWV/UXVO7zYbK3b4N8HFZiwJg1U6/NkYBA+7BhC7jD3vc+Ac4NWA2qzRkIiFescYgaVywMBZntTd74/VOosvhs3sCoBXN78vzBuPj/Enj9TH486t2j3MVjz0p5OwwlS7smzxJyA4SMbiWKnTB8MSMHBtubGpMJXxsesV8e+YLbVQ73iotFneaEyfWCJY9yAGZ/weY64r6RWqCiIAxGOi8RnBRL3LCk5WGijZ3nFc1Dx6k1giUs2lkjLIxGNsex7DYCGFoNzCi3NzuLzcFCU/B8G4a0kqo0rhBke9jik9LbUCMVejNwiPgmW+FK1yWKu2O6i0NLocKcNgklJFOfWewVXo7LCc906Cg3fb336AZJO0eZUR3UZtExqHOhKWDK/ozV1aF5HGIk5vUuZrqnniaOAyBqGUJ4ZmBCaWYlffVRRBzxFfQA+rNTQ6WEEaY5hDVweiSaBu4Qn1qgDAMcxiBEsixsyhFDpprIt5D7yMsaVh/3Yd1kwAno7WOwso3XOPABI3OBpQEtxSbUOowfPABA29Wox6lFclgUocTdyLK+IZ8qoexzTy0pgvr0pIoolRPSfFunx8WedEWVJCAgr9CFQXGUUrtdZamz/uc0mnsKBzeFmP4V77GgLNaijW3Jix24cL+r0yRTeoluH7LC+/HVT09unxtgHfW13THF7MZ19/rdxXG5JEdhdIxxWWm7504Kb+xrEd1NoatY7GdLkuZcEDloNGVyEes5GIu7iw0DCmlJrCdwfpQKHpK2RTCdiOi2LGwmqjK2PZRg3KcYm9zHHH7hOwvJF6DgIUfhBWy7AUmHHhwgUpAWa6h8F/KY5dWFiQcmAG2QcCDqaAom3e97733fIe3Cbax2suCBBGH+/xKSkZZuNOjMB6q3m4LL72F8Z8zKdVuwMsvAD4LeC+v3kr87IPxm2HadU+kjUgjaV0ZU7a2vhr8GMM5eMoNbqbClPJMLAnhjAUDTqUAuPFNIKlutGQrDZFQBpzlFTE0KiMivpSsykW7wxWt0Suqou1tjAqtGdXGhjvS4pbKkcbAimCF650aIBG9X1/JoGlSgsfeHlBSnaVZcEKusLkcFsK4ZTWSNiWMCgUy0WdgSlLZQkxgQlXaOxBQ+EsP3M0WBpH0vWqid6QVV54ju6M7L77Dr2bmapt5SlC0Wq03UZ7+DldRFq1cAbTuB/XZBXP1/J1S8ihiYQAEG7Lz3pWzQp7w46zRtyrxEmU++Tqm7bxvZLSA7/y6eD7W3VYswF0UqH71Sno0eOhIYgmXQpJq0ihgIZYxXGKJmtFH5k5FPAG4aaWcR4p5FQdTW2aF7IsnC7ArKaiVT+BtjR3FP+aAXyu9UkxYfsz/bgwY5Q3E/CQyeJ34igPCd3BOJZBvBD5xFD9xOuHx8UFgNamlPs27UcPG0iLHWl/sAUS3+p77r0/jKbIRC+4EZt9x9gwEF8s11voSyeQ8FjRZm7K4UISU8WULCpurrIbu/msZGCp95roT0tXbrGqt+nW3JLxhszK68mO3jnqNMnf+lt/S8Sr1WpVKm3oKfIHf/AHUgL8zd/8zZJGKRaLAjS+4zu+Q8AERa4MplMIPr72a78W7373u0U/8oM/+IPibRIxHSwF/umf/ml83/d9H77pm74JH/jAB/Ce97xHSo1fs0HgkXhib8BgMyARVfPwsasfMuAk1W9KjGnDXp0Dzv8fk8YZfmhfjdv2O25rAS7q9EbYnK6GCeaZax1kU3Gp/ed29Ad59tKyCM7ODWZv69L5wnQJH76yLMwKS3TjHFB8LWZitKLmQPDidBmPTuRELc/SahrRDefiIlxtOj6urTSMzwjo+RGXct9PXiuh2vHx4EhWBiimWZiyEff7ri9VOjQ7o9j0zy4s4tqKyUEHOhDHVx473486Y8+20LRZgqmEEiZI4qCWTzhSUcPBTCuyI4YhEk+GnlF0q2GM46TIV2yK0A/ue9uuQ68xVbvdlZUTzyk1JxNRXHloaxfT6Md1PSLbGzfYLmxtGt5xtT6r+/AG64Kso1kRwhU9pa5tmbTsMOXgSwdaAiNuwWQBy0gpjGWHX664WdFx6GEr6Edj0OW2AJKjbLDXG9Fo0wrB3TRGZIImh1RFWpxa2yHIXERWDNB4tglOaJrGkt55XZTzn9FNvKSn0NGxNcaLwLGjXSypHAZQle8opdqhQLkllTen9bz4x7DgmECEQIfpOYYxX7PktXVFIe2toISV81xQ+B4XA4BrKXhh/4MIsMt24b80veb9StAiIGatBBoiZue6jhVs/IWtF5h2ZWUP7zneq+y5wxSpuGdzPVhvw7USSMQVxvuYjjF6xYVaS5hQpmnKTY2JAtk/CwPpmGzH1C5ZVXoQccEzXkgenZv2cQQlrJqhWHVqagp9fb3Kup2DDAd9RegvQhBCIzUCEuosGCzb5cknU0L2hFUzP/uzP7v2etu28fu///tSbUOwkk6nRZPyrne9a20blgMTgNDzhGkhlhr/0i/90muvHHibktcdYysgkegDvDaweN4AEoKPKAha+s8C8y8D1z8EDD5g0jk0aBPwUjT9Zbpt44/SqhgG5wiAyca+L2QnZktNVFsdWW3Um21MFCBajsjDg0p2drJlGXQ27q6xFFFwHzOllpgZ3TtIwGfSI/ybjANLai0rEIU8m3aVm13kEjZOD2Tw1OmUlNHSqTXq1OuGAxEZE2ZPaJ7EAey+oQwaHUuACJkNMiY0RrtvOCNpoOurDfEyIWPT6viiI3EspoPI+LBs2IcbKOlbZPla+t3kkpYMnG7HRyHtimMkV1F8THLbIRjZaXrlgBv4Ozmh3vocLcN2+LZu29fmHXo3T9kQkLxRvSzOsLSSChSLoAMp9GQ1zkf1g2Hp7hJc5cnzXIn3q7KAjvOYFBaG3+UCCnIuWK/Bkk6qH3gs9CCh9wWNuYbB9AJNuLj+X+9zc9gRPB1D8LALJI+ekUSP7oLnjGyEgGJ4WMSglPgSpETfH5kpgj8qPm5optMUXtX8hqhXI6AO4Ch2i2aZ9nqvI14jHeWKa+tpNYv71Q1hqnhtsCy7pW08pG7K9zejizilqDJpSlUPgSTbAEQMHNOpbEtws4d54zVAVnIg4xgmlMOeC1idLlhQGHfJsLDa2nzn9PEhZuF9RPZR3IstJeX3NKAk2KCejPdbteWL/sO1DSfJ+5ROsbweGTRLo6cP0zUPj+cEgHB8urHSEP8gLoy4sLm4WJcFBu+bC/N1cZjtjGTEFTaXdGQ8oR6NPkZ36qa9ld/SawaUsJSWZbhkMQhI3va2t4lxGatSCBA+53M+Z9f7og/JdpFIJPAzP/Mz8rNVEAxtTM9sDB4TDdk+LSNygN0MSJAJqS0A5ZuGIdkYTOOkBszz3LY+v2/GbfsZUd8XMiS9/SXYYdfX1Io019I3k0UlhkXJmCM3NtMnNCGj5oO9fhjUENCl1g/o7+HAti3YigZiJnXihj9i9NQxwzNFskyfPDxm+lJwsJtho8P+lIyB06vGBZflwvcPZ8XG+pXZquhBKHQT8yR28i0mMZZPIJVwcP7qqqywOPgFfoA6XV3DnArHH9rLSHqFzrqBL9uKNkVZaLBTKbufZuKy+mspX1wrCWg6oQxlNyElsxtYjKjpHWPjcxWV37IqJrfNvggGer0eNg+NB9VVPKiuy0TIlI2nzUqcSRg+zpUxIQ9tt6ha4NTTpyo4jXmh729QYxJOeKexIJMcHUG5gqdJF4+Op5iMCffLvrVDKN22yj7wqAew/7gN/wsS60DkmAASRmSdz1JgMktMcREIkBmhGJUpLj7OIK7lOeZjjLpOhN+12sRX5vbeQ2REWGq8oGkQn5HvMaMamFRLKBDqKOP+yv0TkPD7It9i+BP6m1ChksSD6hpe0exQZMa6dNzGcCEliwaODXRSlcfZZ8oPpDSXeMBxzHGKdsgyIng6XJMZpWdQLuWKk/FcuY2OrwVQcNtqy/AtZFTlPAR8vRZgk3Js6G4gvWzYjG+xSlFrE6W6J+wkf6f1PdPENEtLsy9PtSU+JrQgaHQCEdmzgeBoIXnHbtq7MXo89qCEFTJf8zVfI7//7//9v8Ux9fz58/i1X/s1/MAP/MCa2+pJHGzsCt3u5ABbuhkKWyu3Ph9Fpw5kBgw4aSzvq3HbfgbPAW8orj7YgZOAhIBDnmMfi6opRyNdals2HhijTXtK6FaubGgYxok9CgIUdvFkZUsmZqPj+cJEUGPCG1WMokIL6PG+hPSWYWqGg0REoUqqxLLkBr+8WBdAEh0TGZHhfFJYF7Ipn7heloGHIjX2niFgIMCptsm+xIyGpNyRAa9E1oNq/ojt4EqOAD5uzNDY4ZerLzI1BCM0nSK7Eo8Z4SurckLN3I6xnRMqfT4YPI7e58hWEJQw/08h6m72tdsGetQKPKBurGlB6OZJJ1UCEf7NtMCbrJdwKRiTx+5Rs2Jpbhw8Da3P3idsBsdJzKR22MfW9P1lIoHaEq7gpQkh3FC8aN0yER84V1IP4PxmA2qRuT0tvWyOWxhAQkGnaaxIKNJADDHtY0llJd1FAMFaHAIHMk6EJZNqUdxbrR5UvFmXaAb/Jmg9LaqUhnzHnO4HlQGJBCF8D/a0MQZ2DRG58nVzSAmTxlQP2ZfLegRjYTUPNUZsM8l7uE4js2Ia48UUKlLZFogejCmVbshY2MJ2EMQ4GIzHMJxP4J4hU10nPWw6XUymfSS8NsptwM0Yx1qanJGRZfiBBcvRwtTyXneUhWLOxRtO9aGYist9zsXUzZUG6o2wj1TMlsVKXzIui6iE6+DaSk32SXaW49Kp/iQenTCGjHed8t7C6PHYg5KlpaW1yhYyFF/xFV+B++67T/QaTI+cxMHHrtHtTg6wLPvl83YcqMyZ5nUUuBKEEJC4Cd5hgGqGj3uGadkspAqoZLY55OCkzXPA80Iw0etwSK0GO+My7hvJApYjDEo6ZgaUZJyGcYYCjYK6EYphqcWgS+py3RMgwYmKgIdgpNb2kIm5Ug7McrwzAxkBHpHYbKtj4utvrDbRaPsyEGndETdWaklqYTL7U9MlvLJQFVEscaakZmzTiyiaEPWGySFm2ejPxGSwYoVQwrahLaDR7gpYs9nczlJYCTomb75jbO+2+ox6WY7hI/qBtRUvn4vMzMbVIhaRWpvGd3Ju3byB3q3BCYYTHCeiCUWVgkmpEFLQnKutLUxiCQ0VQ07RYTUmqQGWnrLdvDHpstEv/WsIbXzRIND+nO/L7QmeuKqnu2uf1IoYn4lIGBz9e2BRCwHJUgCdUfA/b6d02NFW3bAkugFLKpjKyGEJafTrElzVxUQoOu1DQyAD62eo+3B0F/eoaVzXQwJothY0GyE0uzMz/dbUAxhQbLfXFBhk6nG4B1eALkWwZGvIoBGwEJQQ6LJkmNuXRIhbE6DqJDLyrVMftlRtCwCgtiwT0+jPEYxSs2XynRSbs+i5kIhhtD+DqWJ67X52vQoytcuYiNVxT7qLl+pNlOt51JOnxKGZEzz9CeMOU69KWA6yqIm4g7ffN4g3nunDfKUjaed7hjKymGAPHupHaEMwmktKDxxpA0kTxiwbc7rSjI+p6YfGCpLuvduU90Y9HZni6yt1PDKWP/RUzp5BCY3HaO3O3jHvf//7xRY+MkehxuMkDjb2hG4JEHYCEulBYPQJYPElk9bxGoCygWTRgJTVa8DQg0B2zKRxuA2Zlo3BsmRqVfhzyEGWiKCMfWAIJkxqxYQ0uQsHu4F0HKW2qUph8PGk6xhhaqMjFS98LdM7PM/M8z45VRRq9+pyTVYqHCDIYHABVMzGJF1DQMIBJ2KtomPqS7vi/MrtXaZggkA0JhS2Mr1CkMFBiqXCFMHxh2JaroTohZJNGPaLYwIt3ylg5efhMRD7kFXmyotvyTLWtlTw8PNRuEnHVir9A/mMsioUisR89p18Rwgg1itYbg1qNkxrMP7ekVTKxuBruQ/S5tvta2MDvUjguJl+hbCQwtYx6YNiVtLchttysnFFBFmV31lOzLb3ZhXvSzUNaX/jB2oACcEM2RB+BvF9kUZtTENonMK8ABg6qPC5aGQ7cEDyGw2oZQNIuu9MAf3Hd0zlnWX605A9tGSyX9JFZC1vTc/Bc38Dw7ioJ0TYyuuGItUpNS/X0bP6IdwIBcqbhdEbncWYXpJrhGwY5bK8ZlZ0Fv2qKqCT3+MsiuJDMy9N/RzQn5d+JQSxLAlfRl6qe1wdpjpjNgbTLu4ZTIt+a6naAmIBJgppYR3JfGbjDi7N05emgv5sTNI2adF4ALFuFX2Vl9BslZEojmMgn8Nidx7Z6hKWa3WsWOcQd1xhXjnZk+3oS8akASYXSF/42Jg4sdbaZQEBfLyQdmW8EeGtY0sqt9Kk+J0MaYBs0pGUEfVlZFbpb3InoKE35b1Z8PHlKhc4viyODjP2/G7f+I3fiHe84x0CSngyIgv3D3/4w2IDfxIHF3tGtxFI2A5IuHHgnrcbUwrqS9IjQDzNHIMBJAQnp94MJHJGHEvtyGapHvqksCyZAtlDjqiHD/vC0OCMzEI6ZppdkULljUvX04VqC47tyg0vvSkaHcnpPnW6T/pURMwTJ3mW93K74VxCaNtiyhHLdqloYTPJviTeONWPgWxc3p/nnu8Tic2ovOcNPVdt4dJ8DflUTARrTL8wjcLcMdNJBCRM9TCN1CUYWWEljoNkzJT9Uu/C4+L+WHkTdfalSJbfO4+RLIvX5WcyBaxO18dQLo0HRjLSw+ZGqYl605OyYYpjue+OH4g/yVacialgoY/L7UME2QktPd75++alOdIQL3xuu331NtDr01XpDryV5oQCVDIfBBxXxO9z/fWceB5kJ19Wy6iWpJE4YVJpYNgUO+wYy+mTfwWSTiBTQsaGZaNMCRjrL55nvoYiTP5Hs7oDBiTVEJCsBNBZApI0UDwe1RQbP7s5e+QN2WDPQLxBrMj5o1HaHwZPyXf4qLoUVt4UcFFPSs8bsh5kuAgsmOIjs7FTkE37uL4PD+Kq3GtLmrCGk6nCslYYUQQ/GvO6D6fFTK8igFVE1DotgIQsGP1PeEYFSLV9WRAwncuF3UCOvkVtWZjwPkzEjPDU4n0Was1Yos/GlOm4LzqvdP066tUyrMI4hooFSZOeHRtE3B3G7I3LcJsrQOw06p4vTCzL9an/4ELmjWf6he1g9DY5jTsU0JuO4OyjRSDDxcV8xTdtHrQxWWSrDC6yWKV3NylvfvbNgouzoyoz3jMoYaO7Rx55BDdu3JDUTVR6S5bk+7//+w/iGE9iL+i20kY9W0LG0ZKqEAFrJXR63QpIkAmJpYHrzxogQvc9J2YeJyDpC6tyWPbLKhsCk43GbdSR0CfliFTbZIfeONUneeErSw10klT0KwxkXOTjCdRKRsBKrwCW8/Km6+1uzPr/Xo0O/31xpiJgg+f17GAWqZiL56dLMnA9NdUnAwJLhQluCFwisRlZlk/dLGGl3sE9gxl0Or7oR7jyqHU8nMonsFxvG31IN5CBjx1EyZAIve0YAMo+GRS4slkfgcua/0FPySIdYbkdwQYnhKTDr92RNNHFhbrkr4upGOIZJeAkETIrJDq2a3weiQw55Wx0WyXDQH8U42+y+UreCBfZqbUpP6TsyVSwCmNjkHbP6hqeUS/IZzCGafnbNCc8O1wd0+eCbEgvU0J2hfwK2Q2KXsmPSKmpPB6TKVShEpb7EhgakSb1IpykuGrnpEqQFXF9Rj10gPXQPWH/f00DSHIhIOk7HoAkiqAnfUWgR1BiKpFM9RMfYdqLehyeSYLIVSkCTghjRS0Hv48kPAGQSzonFU5jWJbKm+01RUzjjGBQlTGulyU1Q/6KgIfmd3Rr5fukwzQRj4ppnZomiNXiLkNAMohVAblk03yHXXpNt+z5akeYEjKKZDe5YGF69dXFOmLs1pukmQmZ1hi0RaOyDnzVQrYyj3huAPeO5EQkTxZ0pJDAuYE0mkP34zOqZZQGpxBPZsQLRXpNxRwMZmIimN2syanX9TGYSeCVubKMH1xIkV05N5SWKkGK7QdzcfQlXdHB3GnFTZReJsvOxc3GIBt7VGXGd8TL/L2/9/fkX/ariYKluCdxsLETuk10q/CXL0ITKBCUCFMSF6CgyzfRdArwlQubrbS7Jah4bh1IEHjkJ00vBnqUkFnJDJtE5kEYtx1AkI14+wPD+Ourq0J3cgIm03BpqSZ9Lzi4TfVncc9wRlYtveJg/ruRpuxdwfC8c+X02fcPinc0y/Y4CPHG7QU3BBMvzpTF4p6+B1THz1XCLrxKodH28NzNFhZqVOqz5DZATFnhza/gBwo1Ns3zjNEZy4cFAATGbTICI80ugUpX/gh92sKvihU6xldFN9soNRWqBD8wJcVkSaptwwJsJ9mMRIYEBb06EAbTNVwl89VcgW4WfNywHrSAJ7hYxTgWZfLprbIhYHlaXcBpNSeghTqBc5iVzq9X9NgtmpObekDMuHxtYUStymvXQ+GGHkZadcS5leLJpMAn4yzKKhsmbsh5EHxQ6MjJ1ViR08Cc8Mq45UY6ncNMnPh/KwH8fgv+lyaBwvECJOYMmjCSYHq6mBU0/41AK83TCOsYZJwG1WpoNOcLy8FamfP6VMhQeQIc+H1SK7SdpoiPELB8TN+HvKrjNGYFsJomeznxOiEoYcrtsubiS4vahO9dUFUwcfQ51iclnUNANG8NAblx3HTP4hWcRqWVxNNTBQEWry7UJG3DVG3EWHS8jvSUOkXNXiqGC3MsDmjgdF8MxeFBxFwDSGhiRn0ZX5dOppD2axjsjwOp3XVsl/En7ghzGwub9C1VTWqRYwvTQGzER/CUTcbuuOKmN+XNtH8v6x4FgVcv83usQQnLgH/kR34EP//zPy927a+88grOnj2LH/qhH8Lp06elVPgkDia2Q7dWuwxr4XmkW1XY8UmAjQOZtmmsoNYJMNd2UK/NIfA9WLaLZHEEwyMPIt8LJDir5dZp8X0zbjvEYDnuG88UBRjQpIygpEDbRpjuvMzL0guAN/lON3TvCqa3yomxVeUTRWp8X2pGOFC9OleV1Q0tXMmwsCx3mblrgofAVAdZPtAITMWObQWoNjU8bQTM/I9GSokY0O3cOkG0wyqc6IcmZ9rScDT1LT46Xb46MEJapmt0AB0Q+ASS7rkbt9WrYUkwwUbvc+zQy+obTgApBGuVNnz+MXVZAMjz+qxURLDs9k3qPMbUohz/DQIOOGGlzjWZWF7UZ9c0J3ShqGqqQkwbe67AOfFwcmJ9RlUnZTVNyj6puhiQdTNTBexcayZCruo5wXHfTCOYxA2hiukTG53bQxmKSXlFAuuiDf9rU8fmPtoYhsPTYbWSt1buS5aJjxNMstSWCS+CxXG1FBYHU8CdxBiW5FxToEzhKRkOAgp+A2Rd1jVFt0+Q0XdSQQZ/oZ5EU6WQ0Q0sBjkBQnwPputWkBPQy2vvrdZz0ldpGCvCkDBNxJRRhiXetoc6XIwqD+fSAc47afH3ySZdWfApZcvfrJ5jCrjjmfFjaiCJx08N4LFTHcwvJuBO34DXacHXSRHJEpBQg3K3Grs8x52JAnJJFzeWGzKmkFUl68kqP9oMRIugu015U4cYscGip/NvZ36PPSihrfuv/MqviIPqt37rt649zpTOf/pP/+kElBxgbIlu6VtRuYZavYzM0BSSKYIEU/pbTQzjxuxFlNxBxMcfRtzWaAcWrnZcLC4DjyRMmeuBGbcdQVBHwXPFRlYcLDjpLLzInHBc+tHsRVm+GYPC6H2M7AiBB6nXl2fKmC5zhdPG+bmqMCoEFfxCOp4nQlwp1ZWUjHl9l+hCNAy3VtXQeImGbKRthfnYRJraC1LW+nAEdLIks2Y8ESzFYZ+UrNHS9L7P3bitMjY+NwdjoMj362VYOGF8VD8gPWnOqDlxYB3HEuKqIw30kqojFmXi74AMCqjI6plsDRkT7j+uPRRUDWcwi7ZyURQTtAAlnZE1er+qSbknK3EIVlibw0mL5lqS6hLn1oRMrPRfmWDqINSLcP1/qMNvKYDzOw34nx+HPhfef8cQkBC7mlQX0zT8m5CEOh1ejeShlEm3IYNFgasJjKllSdNc0mNShcXrg5+M3yXLdmliRiaMDAevlEhTROO8nWLFz+Cj1gNy3Q3ahClV+T55Fd4IhmRCYwkxgVFFJzGumDb0hUkRJsdNYMypI6+nsRzLI6PmseT1o9IYFz3H4xMFmZRpSlbT3TAFHBOmxBPnVyWT9WQhiWZ8EUHpJqzCsLAkt3x9d6mxy4cLorODGRlXaAdA8zaKX/fL3IzvsZEN3sj8HkXsGZT86q/+Kn7xF38Rn/d5nycW7lE8/vjj4ldyEgcXW6Fbv1VBZ3kWbrpf0Hp0vZL+l6ocO4tRp4aG6yCI0XwIGE3hSMu+DjLIYtAUjcCNjFKwoYnWfirLe8uzCUw+eX0F52erwpJw1cHvh6kY6kUIUMhQRA3cBBiozVULomZg80CfVKqHVtsAi53ARIc22HRHow6V7pM9zeKMDHZvsZPb6sbn4qH/hBfqNEx6x2zL131SnxPh4VU9Kv1oyF4wHcRSXqM/Mbbuxmyri0fVZTR0HI7WuFfdFHv9poqJgyvCyTKpWtJLiO/PyaelE9I9lg6gpvBbhfU2dB3VwpdQccIJtytVN+vdXvVhAZJfr0NVNOwPtNE9QyHQ8bv/IsBrILOpVGrClW/H+LjEcRODeEVPoE81sKrNQqWAuoiS+Q0ScGZUU343pbwmUcbHI1ZkK/O0rY6JTNhFh0m+FmzdhbZsVHVChKv34hImRX7rol83kdUdVIKssGsJp4uko9BJDyPXXUW3u4gFK4N+ax5xRfYyKeJSpnaZKjHMpZIuwdemcYvwk32oUsP3AEEdaM4Bav81dqonpXNQsRUb/JpydJ2enl7r6tsbLHf0vMP3qPh0i83QbcJrYTypMDBaXKcPQxMwIv4MUzmdZShqEI5J2ddRam+4GiCAWK4Z5f9ON+FWRnUby7MpC6m2fZTqbbGFl8qY0L6e1TVMo0TfAOcgmQQ3mQV5JByeuW2za5xZORRSO0JB646fn/sPAQn2RaqptnFbXX+OaRe6ZgL3yWq4oxToKkH2ItqGq2KWZbKnCZSFQNni8EkQcxYzMnkRpHACpNaAa2+mfTj5eTovVTcEQQQ2RtvgSxqmqRJ4OZiS9vVs0raoC1jWD4nRFqn9IbUq55VCWU6SXL0znUDIdKgKjlVW2RhAoosWul+ZOpaABD1AzQBRch9cOdMkLSF9baYxgBk9gCaSuBhMSXqEwlVWQJGtIrDk90ctELellocGaASe1PPsZJ62MXhP8Jbm/UtX1UClhXXkDwFEf9zDsF9F4GQxphYw1GlAIQHX6goQVXYcOTdAl/cle850y/CCKtK5AUwV46jxugxT45G7MyOgb1M4btwi/DzmGrvdxlZs8FHFno+EDfA++MEPir37RqfXJ598cj+P7SR2i267MaTn8lD2rdMPb1T+MGsLy4VmNc4xKfs6Ku0NwQgB3UKlJWtopka2s1XeyqjuVF8S5+ersh/aTdM/pN5G2LfCQaW97spI2tXrGg1J1OY8qqAhxogeW0vbhOCD3xblKJL8UVt3L90s9v8b3az/DdYeIytyRlG2aJoHUkfATsUED2RESOVzYotWxQQdbKRnKjd6P31P2bFoGMhq0JmzgYsYl/U3vUde0eOmdwmqGFS+6F7alouudsJme8b9s4wslnUBf6UfEcHww9YVaf5mVsYsCzaOuNFUc6DwYCUEJFUN3W8ZH5LM8RK1RmFSNmS3ksI0MVGzIOZoefxh8Abxx+VF2dYx6UNDkTHjfnUdk1gU7Qh1O1LzpFMCIJmiG9ElSfGI50wIWrbvBr0exG6mHkqj4QUymfL2TidcpF0bjw4EGFixUdZJ2J5G2mUFXhIx3YDyCYB5D9KrpyvtCTqtNqyUh8nBPtw3WsS1urWl8JNBX6KNws8gnsNi+gG0VQUJK8BALgWL9gmvI+b52IOSf/Wv/pVU2pAx4Rf8e7/3e7hw4YKkddj75iSOAN1y1VkbvM1DhNSjOJU2ltHNTyBw08em7Osgg/1fEjFL1OsCGEgbhIDkyrJpskfRGrtyel29pa3yVkZ1tI3/yJVlASpUw5ONostiOuYgxr4XmiZnSgCFCEwVG3nR2yOc/EJAEqGSXqyhww69vemWsCfekcVmPWuMdTsdPT2prmFlDctCz+OsPM5S3AWk2RZPgAlt6S/rsbVVMb0rqCthGob7JTC5DiOAZAM8aj5oWXYerMIZwpPWFYzoJRHCkujn/6ldmMKcVNBwkuOESTB0Roy5WriJITR1XFbwZZ3Cm62XxNSL6R4WE5Mnid9SwXOAsewbH5Kahh6wTLffYwRIetN8jE5YZcP0nYeYaHxYSUUx66f0fZjF4KbpvI/q++XcvxHnRbrK7yQSQdO0jJ4i/E7IVhFA9naD3szQj3uNs1N12BqBzCJv57jNnjIsiQeKSQdvvqcP48kAGbuAU7E0ctVRpMpXoCyWhXvosxVagYtOp41Ou42OFUfKUTgzUsTIg48gW+jDVKK7qfAz6p010Ze6hVG9sdrAR68s4+ZKE50umVmFiWIXbzxjHFdP4pBAyd/5O39Het6wEy+78hKkvOENb5DHou6+J3HIISW9t3uIcFU5ECxi0Y8jlT11G3o/yrKvg4qI2ViqdWTQoJnaeI7nwnTmnV5toT8XF+t5ikeTWxjPbWVUR7aE4IbAhizU6YG0+IiwURZHzGzclsGs2e4iETSQsjQ8j5M4O6mu96xhKsYJB1sOrr3B7YgTqQ856tisZw2BxRvVBZkkWEnDqhfaihOUnFWzAO4VbxCCEWoLuDImGCDr0UASZZ0W8MHqHqZWnlCvSiUNHTlXQaaDYtys6E7YVfYB6wYewlUMWStoIiGTHsEH98HgxEemhpMm/TDok0ENBCdCpQLcixuYsuakUogaFwpsuQ+mF3iuDwMaWJ/w1gEJGZL08QIkt2NeqkbWxwUyJkynMQXD9M126TxqTvgdMBVnetTQscb0EprXLAuexHP6HoGWvYBGbUhf0lOI4lPeizT7I1Xik0Ika8jjUxopx8JwPo4HRnKSuj5dPId74hXo2GdDPzcNp3wNtluA26lCe3V06IhsO1BBHW7hFGKPvAVq9F4ZG7cSflKnd1UE9OsLFo4t73t+VqpiaPNORpQp21fn69Jc74seGz0BJncYd5RIeutb34o//MM/vNP3PImDiE3ym8p20T9+DnPNIqZbMfRZ/u7LvrgkOaZlv1tFL7PBHhFc7RBozKzWcQ7AxYUqkvEYPC/AteWGKOvZ4ZOgY6O+ZjOjuqh7MI3JTvenpcsvDY5aXR+lBp1XW1Lym9QVPIhrSIvNuem3suBl8GowjCrSAkjYwTzSk+hNAEnkPXK0sXnPGnbd5TTDFAtXvjf0gJTUziEflgQDl/UoBsSZoi5MSr+uoq4SCLSN+60ba26t5/WU7Ovz1ccFLBBMcIV9UY9L+e8T1quSomF1Bz0maojjDZiVChzqTJieISDheeXxsl/NJeSkzwmFrgRA7Ch7L24KiCH1z0JUaVMvMOlwInh7nIpOBE/HjhUgYWx2NKa6hkkaaVggKTF+3zQhYzn3VsFrhezZRT2Gc9aMdGeOUn6szLoYjEtxsQEkyduOgalLOhNwnKLlOts5VBrG5i9mWdAx02pBa4WU7eDMYFJAwc3VJp4+3Y/To48hvfqiaUJ63+cCF/8IqM5IPb1q00YtQCJYBpJZoDACFG/Vfmwm/IypQEBJFMwQkCEp1Ts41c9O5EbHxnHjvuEsXpmv4q+vrmBcPEuO13f9Wojjo245ibuPTTxEsrEMHmx191b21Sz1gJsQlNBinmzMMRVvbcZsUE/y8Fgep4sJLLz4qli6D2RtFNLr1CzFrhSgnulPr+lruK9yo4NS00Ocdu/S5UPJdguVttC0khZTwIvTFfEakVQ1PRnKy5hqX0JgVTEfpFD26XfQlfRFUjWkWqWmDVXNYyBbszH8HdxWDys261lDRuMBdd1Yx8PHhLiHkAvxRNzIHwbP2SVNDUgbA7qMlGoKyFhAYa1DMEs3aTt+VQ/hU/oUHsZ1WYWTBWnCwf3WdRGxlsSQPC6iVqaFqBehXoHaBVbUcC1OPxYyIUvIymP9qiKvspSPs5Li8UJmhMZaLA4+BBqqFAA5zrLmJ3jb3hunHUXqxlTdGA9cAjmj72HDQhcf1/duw5KYlgJ03CXD1tIxnMeEvJZ743fAxnqUKEflv0zNcHEUsyLRiDH/4wTP+5fNMk2a05STsZldho0soaXcf7KYlNJ37oP9ZPJkJxLh4ow9v868DbjxIcB72bTMSOaB7CiQP2U++cU/AcREcmpL4efGAg524r44X5PzdmWxLkCXbi3szk3bAYIk+otwO7apOIkDBiVEfttVKtBc7SSOMDbxENlT2RcByexzZqXBNBBvbJqwMS3E9BDZmGMITLay4DdN9wwNzY6gtHkmJczgv/GMjUX2p1msoZhysVhtC7iZKbVwZamGBXbszMXFyIjaEzbmozKfq6WZShNLlbY4ONJlMfB95OrTcHUd11FEh7jF5ioxgWosiTG1glprAc/5p6WHBSnpjZjkGGRs1mJjzxqCFHZ3JfvBqhpWWdCYikwEJ3v2P3lVOClOcuaTsJKG2g/2270GdhfnRNcSMML9jKolfC4+IWyJ6T3jifnVFGYxihXRnUizNd0vr6XvxTBKUsVxKnTG4NqcAIQeGAQzA1hFv0CpFgbhy2RIGJIzNRgy5XKiPdA17ILRkOhzDvwvThzLCpvoWrO2sZU3QND43lzCKJ7VD28rSOX3aJxi2pKO640arQiwIiyMNPBzmTKJYbwvKWMRGUKmQxqe6agraWWClIANKLV05uUkz54vkwNJsWOX/bZ9sWFnKe9ti7PRNsQOmUxv3ylTthvPr38fC+eB6x8ybta7ZDU4XnB8oI6Mx8TmfQRGLN1veoGke6gxoSfQSRwCKHnve997y99EkZ/4xCfEUO2Hf/iH7+AQTuLYlH0xn8AVBgFJb68cWs7zbwKT1atmJXLMUjnblQGT4WCwjHC+1paBJAJkjU4XlRbTPiXRhzCtw46+bCN+qpgSIDK92sDzNz2zemPvGKUwX+tgerkuzbKGMklp4lWrlTHYXkYlkRUZKGnmhOui0vTk/Za7GQxZFfRbLVSD5K58R44yNva/IZDg79TH0KGT/WdYGUN2gxoNMhJ0cQU+Wz4XqX9OQvQEeUlPrQGSc2pa9E4k05kk4L7YwZXgg0CIWpQ+imOxIioGpniiTsTUmKRUWzrWENSQVaFYkk3YhrEs+yII4bTKYzAdd/gZOmKwZqp5DjhtM+/D+c0GVFMDS77pD3BnfdP2LTZrKMhz4G94LvImIagk0DRNCY2F/EV9Cg+oaVR1bps+NSbNue6Ne/tzxAOuo5BIx6XTrW1b0uCOqdSHRnJYaXiYKTeRidMA0YVjZYXVHMgkpKEdFxmmGaXCUq2FhGtJg8xbtHHR4qxVBSrTQGHSMCJcZPWOXbkxM6axvcZObtYhI0vrd7IjPAY2/2Swwi6WiklafLbURJJi+016ypzEAQldN+uF8/DDD+N3fud3ThxdX8vBlQVTNmRINgs+Xl802x2yo+tWXiE7lQFTlMpqGR4tn1uttfGpThen+kx78msrDXmMTAfpV1bjcLcz5RZGcgkBNJeXatLVN+4q1DuerJIanQCtrkY+ZaFDP5iWh0ajJSvLxZaxeXftIMwpm+PiMD9gBZLXrkkDPUNrH1dg0tv/hjoPggDDUMxhDCuyKl4NtR4UoBIY0C68wuob1ZAKGbaO51TEbRgENgQk3E9cmBbjyLmCLMaxLCZXlzEqe2NVDTUi1K3QEI3AhP4W1JdQ+Ep/DIIZvo5N1rhfAhIrFFfyKuigiwwCMU3jd3PgZPqcD+e3DCAJRi34X5kG4kcD4HvdgdUWTEgkvo4eI9NkNCSGTWLqhTqeD+incA3jmFLzoi+i0+9mjAlfzfQaRbGR0JmgkNVV1PLQjr6BNOIWjQUVxgsJ9GdjKGbiIlR9YqIg6cuFWkuaWfI+p2aDOo0ry3VhH3h/U8fFzt5ciDw4khXAQk3ZLWMDWd/pjwErl4HMEFBfMMAkMwi4oQg1lgKqYb+vXQTHoEAHOFVMYr7cRrp46xTKNBLHi7fe2y+N907iCDUlb37zm/Ft3/Zt+7W7kziKoH6EP1xNbBbiWFgy2xxibOUV0ustspkFPwEJ0zLlZkdAyWg+jr5MSqpwLsxTC6Kl4dZYPgHHtoXlNRSwEoqWiyCTH64L63FhtiolwIVkDL7fEk0IWZDplaYMkjllQbk2kn4XKwHLhzW07ojTJK3fbb+DekDfBk6bONaAZGP/m1EyEKqDtraMVkPEi67oC0xFkZFCLiMjLNGFYBKL4vCp8TReEYaFE13k9smgtoOlv1UkBNZwVU6Awv3SgouuJxMCXxooqgqm9YAcE7UpBVWX3il87RgWQ/8SAhI/7Fgr7Q3XVvwEKAcODWYJSOqgBUowZsOnMVpCHSt2BCE7ElWBReb60oYANlZBIWta0isEJUzREWSsqJzYthNs8Du5itFNtSWEglVNiXcaRVWV75tgMGqeR9fXmGLfJhvp8D4eyCYxJO0gAMexsFJpo5BwRdM1vdoUOQk1XIOZuJTfs3MuPxw7+k4U00jFbLwyV711bEh3kafgtVUyHdA5drHzeWsV6DaAwpQBJp2GeZxs8BaLnzVFenMV3WYLVrOBNwy7+Iu2L0J66kg4PlAftlRtCSP72ETficj1KEFJs9nEf/7P/xnj4z2U/0m89iJqIEUNSXiT3hJ30WTqTmMrr5CN3iIbLfgLKVfSLhSsckXGkLFFsZuwg6XFDmotT+jgWsvHRNFYS89X2vJeHGDmyy2cHU4Lg8JBkZU1j03kRYj34csrmKu2UWubPDIpaSeZRTnoQ7Y7j6XA9IDhfvjD8t5R1MTngWmL10pE/W/uUzZO6UXxFSEAuIQRmf4JAKjd4CzBxnfXMSSqEq6wzaSl19gWplpsFYhxFYOQjIJViliZ/iEzQ/8QilY5NHFFTs0KGRh+daYg1ZLKG4KfS3oCY4oVO8ainM8RIhGAkJfiVUqG5DBCzfiwfzsEJOM2/L9/tIBkMyFrpCExADKykCdAtqWImkwUS7aNJNg0MKT+g98DvxdhThRNz7wt+9T0sms0zOO1EoESlmNTjLyMfnTtFLxAo9r2cDaWQbXJvlAB/vDFOuotH61uVxiTQiYmjGVfypW06WhfElPFJIay1KEAV5bqqLW6IoBlaT7Lcq8u1uDffAX3JqvIDD1s0jer142Y1Q6BSW0RKJwCKjPA0IPSEX2zxc+A28R4MGc+3PO/i0SrgvEqB5EJfGFxFJ+oFXCz7mGF/ceUwlhfApPFtIxFJ3FIoKSvr+8W2pzIslqtIpVK4dd//dfv8DBO4lgExWCsstlgwrZfTab2Glt5hSS28Bbp9RmgcdrFpZr0RKGGgH6TFLF+7EZFDM4Kob6Ggw8ZC67K2ERPShFTMVl9rTY7WK60MV1uoeP7yMZjYS4byCRsGQhbnS4sy6zE236Aq8EQJrslDGEFFcskDmjvP4Ka1Khc24Vz5XEEJn+t75ejfghXsKgqmEWfJElY8pxAC6NYFucPNslj3KumpTcrXxuxLUztWNqXKY8T2xk1G2pIyrJvJmAodTUde1lB60mjNYKNs1jAgKqIERe5kwXdv6Z/4Ko8L+9E5QtBDSfQQ+agqB/xgGAiBCRHmLLpfedIt9QJQSLPLdkkPuOE/zIdRv9dpuJ4BqkFImzhncHHKFhlWobfGV1x6cS7dZ+a3u7SpoN0m1bv4D2wKqBlyR3D/cM50ZUSsP/lpSUps2eLBjafY9NKOrSeGcrCDxcgM6UmbGVJ5RsXGk+eYirVdMCmRoy+QWRR+NqE38Ds6k04I4N4ZEBBUZzfXAVWr5kUtLagV6+jU5lHNzsBPfImdFtdvDhTuWXx49dX0b78LOY7K9L5GkEX8Uw/0p1VlCs3MZbvYqDQxNz4A2ioDGKuJePBeDH1uvJ+Ovag5Cd/8idvASWkqAYHB/HMM88IYDmJ158J2342mdqPipooer1FOAjwXwKZ/nQM8+UmGu2uDHZcLd8TYylfW4AH+9FcYyM2ZWE4F8eDYzlcWqig7nXR78YFmLAyhn4mC5ICqmO10ZbOoEzpTBSZj1YCXpbrHWiu8ngvdC2s6gTKgemsO2LXoPy6FFX2Ole+NsPCBX0KGVXH/biJftQwjwJcdMRfhOeD/hWpsLsPK2CeUhfwMX2ftJw33YYNT3QOc4gpurBCqmtooEYtCFMFVIdwnwQZPFs8bxf0mExoBBpceV/DIDqIiSEbX8eqnxE6tYICWMKaww+psvmqFPSwfaSApJe/iNgRWsytIo/rGBbYxxQMtyY7RbBBr5eryOEGBqVyhhodmpORmZpHUYzQCPR4fsmg0FZ+uz4123WXntFDcJw0ml5XROJsxdDwulKuzyobgopGR6Nmk63Usvig8LyQcpBLxBB3bbS9ABfma1iqdDDVn8KlhZqAk1zSEXbDq3XRbrXx/EwLw30tDOVGgLOfA1z/MLB8Ee1mBe1mE6XcfVhOjKI238Xi9DwspXBu0GjlrFYJfTN/ilj9Emq1OpCdhPbbUE4O+aEJtKZvyKIlpaoYjM2iUnhIypezydjW3k+71Md9useeQck3fMM3HMyRnMTxiGPUZGqnxnpR7x4amF1e7AiAYSUNbZ9JBXe7NFqy4YT3OxX9g9kkEnEHq7WOiFNvlps41Z+W1A4ra7g/5qyZ2lmqd4Qyzic5ENpSJTBbbmG5Rp2IkpQNS3upR+Egz/fkgKl1Gi+rM5jWHQS+JyQ4haBcw7+Wg5PNx/QDGNYlARzUFhhzLSUsyRTmwX6s8wDuUTOYUjPIqjr+NHhSgMkL+iyWdB5fZv05HsacAAxqDnIif2zJKp37MR2AtWhPXtanpGKnreJo6biwJBRQ0p0kplg+XMM5zIjQlYPZYWbx1c0udEoBRbMq1qeOzvZpvSVBZHMWqUaYUklJCobnNxKx0nOE/YSYUvmgflRScXztdYygoRLiAUPRMYEmq6zImjhI4FU9Efa5UXfUXZri7nTHF62IJ50m6Q1kbEjIQkrlD4FFYPQZLa+LfDKOhJPCcM6S+6sbo19JDFcXG2KIyNexZJ+p21KjDd32MNpVWKyV8bGrcXzWfYPIxtIIsmNYaWrM+R0ELuCcegoF5UOVXsRztQmkckUM57risZKa/2vEKpfRjeURjxnXIK9WQsxvIF2YwvDwEGKlMpaCfuiVWbTccYwWi1t7P+1BH/fpHru6i55//vld7/Cxxx67m+M5iWNqwnYUjq7bNdZjsEyQAlOK3KjzYDplud4Om9VDUjKpmIVao81WpHCVUfLTGTIVt5GKO/D9AB+7uiqNvegZQiqYwlja1BOEnC6mEJdeOg5cxX9tzJQaQiWfKiYws9JEqRkgCM2dIp8nXyuUu8Z5w4q6m9L58XgrW3cMgov3BW9GVRnH1ElFx84uilIo3EFZqm0YCq5q40F9XbYlmDEskZLVOIEFtydYo6EaJy/xLRGg44XurRmcUzPiIkodSiSQJchj6offeU6xILlz+IDkehf2exrCinS/Lg3kj07USHbE8IGm+oXgggCAjxPsUdPBc87zG7En7J5L4elf6wfwP4O3YUot4Al1EQOoYkYPYlllw+9jRVJmr+gJsYZnefbu2b7bu0vzvWsdJpGoMzEh3bLFNNAXwSjve4KqRjdAt+mJVoQOyNmEA9e2UUxDFiocEy4tVlFMxXB5sYr5ahuBHwjz4OoM8ljETDmLl6ZLGGpfx9LCLF5tpOE2WwiSAwiWHZwd7EPOW8CYnsdit4C5UgP91lXYnQr8eA7a5v1rbtogkQc8o0dJ5yeQyjZQLOYQdJrAZBbpvEkj360+7tM9dgVKnnjiibV+INuFNB47MU97fURY509Klc6ErVpDBgGWuR2WqnyzipreWKm34XUDuJbCWCElniPVZlfU8FyFUKUwXWphpdYQUNIJfDS4QvEDJOOO+B3kEnEpGSaVnI7byMUd5JMOah2u0GLozxgdSdwmU8KyYi2rGva+uLbSFEM2rv6EIQkb7vGteRf4PQPxJsatr2lg8kH9uLinfplaFghoei5nMI1R0CuTK2y2YqOwNacbmFQLeFFP4bSalv44PB1VZEIRpIPFsF8NDdAoW5UuwiHM4ARGAENNDgHIoFoWzQ5ZGHqZcPvDhMvqmgEkihqSMQsgW3LIoTe4r3IS53mkswjPnfSGMUcr/+fESrbCEQBHvQjTKXG8qOkuM4A5PYBregSn1aykd1gr5eggNK4bwLSkbHgPqn1PM0W3BhtRMmVq8V4KH5OWN60u4o6HuQoF1cBUf1Ia8jU6HVmQUARLfQkXExFDekml8EwCGPVv4JP1FHKVS+gqB46uAYkUGolhlCpt0bE8PJhG1ltBy2qjXm3BtxfhJfthtUuioYls9uSTs5KnXREvJ2XbSNEX30kCycS2i7a96uM+nWNXoOTKlSsHfyQncexi8y6YSbzxTP++NpvaKse6saKmt3MnTYrIZMRsjWLaqAjo+sicNLdptA09ygGK2hEGb3VqQ9ixtxBo8Rehnwj9SsYKCTFrun8sK+/HXhoxS4manwMjvRRY6scGf8vVFubKbXk9fUs4hDq2hhOw9IJ1Bpwm1xuNMV67mEQbCj7sXxI1UONqmV1/5zQdVx0MqJqU51LGGgUntDyaok2gmJUakHtFRVKW/VJVwqQBtQ1c0SOcrAbgyfuYpE5cXFzZbI9pGgpZiyijHyWxoOeamvs4rGFcXe3C/t0QkJyx4f+9lGnYcohhTOFMUJJKPxhOnLzqyGrw3MVDsziyS6yGiYsmhKlElltn5bxSS8LKp/CTSWXYnC7elnI5bGF2dK9E7+oFxrX1+nJD2JJP3ljF5cUari5R69WBF1AgywWDL2JzplXLSOB5fQbLlTmM+LMoqGUM9I9hzutHxRlEECRQTLuS+r1RUZhwA3Q6tAHgWOEhSPcjiBfgNBdQVkY/I2lk5QBew5Qas5qHLAmN2XYQ/+9FH5fZyeTydR67+vRTU+t9AU7i0yMOqwvmTjnWrTp3sncPn3tlrramOWHZLpvscXAisOBqiqkXxzKXOalfx6Luw8eqhnT0pXskNSfDp/owmE2I4E7stUM2aKHaxmRfUvxMyKiwzw19R/IJBzUFVNodYQKmnAXkgxK63S68sNkcqxBeu8JW0yF4o1ix93NRbFpSGaQ1G9yZJmu90xcnQWoWOLGllIeE7mBMLYiglUAuGfqUEPDEwhU8H+d+prCIQVREB8HqG07EFVGs2BiVxAO9Ujh9mdLfwwh1JQQkXSA4GwKSSLB0wBGxC5HfCqEvg+fKEvhg1CRkk3jOUtJ80JIy7BXkpWy7BV++D/qOzKAfDZ0SczqCkPU0y+0pl6OKNTaI0hMuMIJAqlt4z/PupEA2FXOlIzfL8jk2cAxgqXFgKVytOliNnxbFERcqE4lhLDtpuX/FgblNsbqLcrWBMyNxSRFybKunLWS9DuqJIQSVEhK2AcyquWJOPpmSdFhFl8jtSvy/W31clyugT/O4Y0j20ksv4fr16+h0bm0d9qVf+qX7cVwncYSx1gWz4UnXyyiyCUs0F/vVBXO3Odatevfwb8eqr2lOmI5hPwqyHDROY8Mu3uj8ncFKnHTCkVGOg5wMwJ2O5KQHsjGcHUiLGLbW7CDuKKms4T7Z4+aT18todLtIxxwpScwlbUkdjbgdnPOvwvUbWPHTqOu0aCzo08CySFYhvBaBCQHJw+qKTFgs64ya6PV+Lk6Ic0E/JtQC0lhBO0wOMNikj2BiVeelaoaAhmmYEbUq5aFpNMU8jd8Bky/s2MuEg3FhtaRiieJVet5y9a9DEMPj4g9LkRn2YWpIIkDCSpsvTx4aIJH37wEkDLJDDAPXjMyV557XGh+hCytbJVLYSvD4SUwKdOF3yBSYFMIzQ7uN58hxCTNNa1SaHawGpp8VLKPf4m1MS/fVpm/s6y3ylErYVN77zW6AGZXDdWsYUz7v57xU2VEAT3dY6srs9ipuds5gUdtoBjF8asXG0Mo15IamMDb6AAb0MkCrEmUDtRkgO2KASPHMrsX/u9HH8XkntK3/dI49g5LLly/j7/7dv4tPfepTt+hMojzYiabktR/UkDBlQ4Zks9iPLph7zbFu1rtno+aE24zkk+JHwuZYCVdhajCNSo03+rLoP7JJB7aiTbUWj4R0zEU27uK562UEvobtWJIrvnc4i9r1VXF+ZfA5ZSlpV87XlZtm4LvXvwFL13HNL67nwRGTagdO4EZLcfo15k2ihSEhIOHniKJ92+eawg0MwdGshOlKaTCLTRkUqgbal3b1BCjslMN/C6hKyS+BSeQmwknSNGkzIc6ekqAwughOnGQCmI5gioIA5rBdIPSgDfRbCHIW/L97uIBko+dI5MjK4BkhXOG//H5MhQvwKsYlNUO2yZjuU6PjyDbsY8N0GgHKRT2+jefInaX29jN4x5NcIBNCEoH2H66rzD3cYXuHLjyfTfsIfPkKo0fRgZYqHmHevADXnCE84yxj1GKTxxSa7QC29mBVljDXdnGzXoCdVjKOtNqnUVqtw12+jvTAOaQy9wJzcwCN2CbfAIw+CWQG9iT+30kfxzQU2d/0ib/J3kHJd33Xd+HMmTP44z/+Y/n3Ix/5CJaXl/E93/M9+PEf//GDOcqTONTgCoIaEqZsNgsCh7vtgnk3OdZeDQrZEFq9R5oTMhuTxZTYy1Ncmo45SGYTFDjgVH8SizWNZtCVSpzJvjhsx8Ec2ZFlH/cMp3EqlxSwMV/2MF1qoNX2kYibEktW7WgdSDUAaeScaiIXVLAYZDa16iLDwMH/Vnr8+AePlykbHj+2/VztNaMsLmc7yhZ7LhLbXLVzSmB5b1eRJYGUCNNcjZCE6hNOlUamuU7VGy/XrvigkDchl8L3IVvCiY/g5EgiqdD9apZ9EAMcjbA1+mFELQWpA0mjIgCkijRWkRVR6nPBOTxuXZZzR2WOccm9dY9M8VCsvLnnyPaAY6fU3n5ExBlQEqYCplQhPiWZuAs/MFLeSpupWrZzME1+uTCJWUZzw3MV9bJa7iYxl3gQcXsBI9YSao0mah3gxVYWteQETmX6kE64KGYScPMpIBfHzMyrsK/cxFMTOXMgQ/cDA2dvY0Z24zuykz6OPXN28jf5dIk9g5Jnn30WH/jABzAwMCDUPX8+67M+Cz/6oz+K7/zO75SOwSfx2g7pfukYkSdTNhuDYITP300XzM1yrLy5afVOwar04uA2G3Ksm2lQZKBKKGFd+FjCsfDM2aIAJ3b6Xa41EVzjOOPKiovlu2RIBnNJGSQohK37XWnwNVHQqLc9fOJ6CQuVtjThY3UPaWJbaXjal1VY0GW1gA9Y/lrKYmNwIuWAfbzp8dsnH/7O42bKZqfPxSobY5SVhK01xlGSbbgPMiKcKLkap//IOXVzrRMN0wv0hKUA07iHrk9CJiVhfijDDL13hSEhn3JoKZtXPaiKRvBUCJyT6ghLfpn8ohsrgZsS1oPBgmhCDsYVjOFT+qxU0XDCLusM4qqDSSyhD1URuBJYEFCwPodGdfNhP6He2Alw7Ca1t1/AxACLdadaw8yb60XR4dUK0Ajr7F3N9A2FsUZbwh9O8mygx67El6oKneIZ9OXHpf90yVUInCTuHcgKkKCH0Vok+5A49Qa8uLIsHifAeWD4ESAWu2Pfke30cTv5m3w6xZ5BCdMz2azRGRCYzMzM4P777xcx7IULFw7iGE/ikINlv6yyoaiVGpKNQQOx+0Yyd9wFkwMLUyAEN7SGptiMKw0yFpFVNIEJ24I/PO6jkFofAD51sySKebInLOGluZnxI7Fx30hW/uVqhf4jL8xURE8SeTOwYiaZoIV8HAnXEe0J90XqlwMeS3yZaJ+tMHXUEFAk/iMstPQD6ZFD9oUDH4dB6h44YHPFT1p8Y0iKQpu+LMcxtpp8aHDG32O7+lymf00aDZksKaC8T86Ng7LO4TncK9MJG+51lCsr+xyuCxihlkTDkf2ZotYodWMszvl/N+QGOFBFRa6HEeoVD/bvNWWFrguWOLYeRZgpmP18DDPAtgXGh8TcFHRhDaQTchvPBg+L+RmD7qvsY1PSOVRVWr5LesMwKkjhkh7Asi4Is9IbOwOO0zglGqKdUnt3n7I0rNl6pREzZpzIPV8j4boINLUhlqRlIxjLcYR27xwDOH5QHMt1DdkVHs8riw0BKf2ZDB6fKkjlHe9/aks2hgjjEznMd8IKpQ0sxp34jmyljzthSNZjz3faI488gueee05SN7SWf/e7341YLIZf/MVfxNmzZ/e6u5M4hkH2i2W/VKJT1EoNibQL93wBJAQRT58u3pHINVpZLNfaMvlfmK9Kwy3aRHMRRKto0poEKLxPWfpHajOXcPDiTBkvzVYkjcKqGFbaUNhKHUm15Ylx2miPgREHhatLNXz8SkWGT+aYue+k66Dh+Wh5gYh5ycbTmr7caOPj9bZUczAzxcGPDInrU8PAFZcyvTmU8VTo9DQf6x2go+hDTay1t7PkPpjYOde//eRTl3JeHv92n4uplGfUS2K6lVYtdLQbtsMDHsVVVC02SXNwRY/JROppFwuqIF19i6iH+ggFvsoKjzAy0mqJ+4thXBiH6kNywYP9XgNIggcd6DP2EXqQGOaI54W6mw660oWGjqwMgpSLekTSNNyGpcBksjihEzbyyv1Q8JBAGoqLKRJlhQ69SGZvs4vfWUt0r7ohlTw7p/buPmVpugYDugsRsTJ9w15WUl1DsapNNsSC3TIVczGXLstKwAjBhgG5ZEVtDGTjeGgsK/cwFz1nBtL4jHP9+OSNEq6vNJFP3T6Web4vYNrtNMWqf61b8F36jmymjzuJ9djzmfnBH/xB1OtGzvaud70LX/zFX4y3vvWt6O/vx+/8zu/sdXcncUyD5b4s+93oU0KGhIDkTsqBN64sHhrJ4bmbJXz48pIAnKdO9a2ZouVTMZwbzAjY4M3NCplPXisJfZ/LuGv5WCnha/uY6EvepkHhquTsYAbTK3UxYrxnKIMKTZZanhwL9y29cWwlvxOk0DSNKy2K4xgioPOBVkDQxJRTr+dIb/OxFRmQvXDlz4mbAz773ew8pe6fYHB3uf6dJx+uplnjsv65bHG14Gqbz5V0WkDNg+qa7G9W92FKzWMADdkXPwOnTzqyMj1zSY9LNQj/T4BC0EOBq0nJcAuT2Ik+NatrIubkMEO97MH+XyEgediB/yVJMyMeYojZnuhyqNEx5yGykSdkpnA1OqLncRaLmo0PaTsXFz+X6HunrT+/M/6wFJhaHrItBCQEDBuvzd1oidiniHPsir6VYTmIlGU2RtBhS4pG/EdsA1RdarvCI2+3fVCWFnMcYR0IFrIpFwnblv5VtKlnR+FHx3N4bLKITNKYJpLNWGl0MJBNSB8djiWsyInC9SoIFi5hVJWR7ypc470z/ylg4JxoSg7bd0R/GvXL2fPZ+sIv/MK13++55x6cP38eKysrt3UPPonXfhB4sOxXHF09/64cXTeuLJhWoS006U6CAZbmfvTaCu4fyWKskMRILik3M3OubKK3UG6j3ukKyOBqiMFBZDBrS7UNy3fJpvRqUPieFMHyPfiKxyf7cH6hjrbXkM/DFBIBCUEHW6hTz0LQ0WGlDbULpIs1KWFqVdZXsLttPrabBnz7KRjcba5/N5MPV8MX9CQGVBmToDhwGWndFrDB/T5tXYCruRJ3pLvvKbWIYZSkZzCDAtc5ZFCHLZ4iLAWm0VoT18UavhFyIDRAM2LXdUByFGBE3velEJBoIHjEhf/FiUMHJF74L89GLDwnESghbCVQ5LAd3YEt7Uoqx9i/p24zPmNF1NPWeTyAG1Ihxe/uOobwcnD6tutrN1oipSgq5bEdbMpSWDOW9zpKOl0Ia6JMvymW6/Paqbd8pJIOsq4D22aCS8u97liW3N9kRIrphAARajYGs/G1OYqgYaXm4d7hDIaycVxbbkhzPwIetEvQi58CbQGRKSLRlwcaZaA8wwY40husq1OH5jtS/jTrl7NnUPLrv/7rUhKcTq9f0MXi7RTvSRxN7DeiJgC507Lf3uhdWRCQsDqGLAUbaY33peS4qQ1hDGfprhoZnlmyPQFEPuHetqJhMOWzVGuv6Ul6b2Q2/rq6XMOZcFuCqotzFXieL3oUn0I4+PACJblnAhTb0uiwSVj4mp2UDFs1H9tpat1fweBuy3hP71rI2tRxXNdDGFQlLAc5vIqcEPNcaT+NC2iqmLAdCcRwFjPCgDSFKTLCzIjG52cbxTJWkEZJCnvpQUrBqunTEjmyHumSZtFfBySPuvD/9uEDErIjxgqerBEb4PH8mIhSW7SsYyphPuwxtIrcLddJb8okArx1ncAncQ6+NtVL/M74eFUYlvXri++9k5aoppMirt0ptXe3KUsVmqO5vkm59mViMi7MV1qS6uXChJ5DY/k4XMdBJmFjvtyWFhF96YSkWW+WmgJgBtJxDGQSt4yDEWhgavhzHhjCn55fwHSpiaRjYax5FQWrjW52TDqBD+eSuEAXYnZJry8CK1fg9D9yKL4j5U/Dfjl7BiXf/d3fjW//9m8Xk7Sv+ZqvEeaEKPUkjj6OM6KOqm2ogr+x2BBAwoGC9CqrWxzHFrW872vMV1vIJFhSarxAOJTEbQvFbEwqZOKZW683rm7IiORTjoCw3huZWhFJNTVZNdRFrWUYGvqYUAQnSn2aLtmmWR/fjMAkWt9wIbS7vjV7dcLcPYjYzXS9+zLe1q4mH7PatXBGzQl4uIzxNQElfUOo/2XzPKZzWBdCToieJFHzMoosORyPYFm25blJoYlhtSzW5zzKChwk0RS25MiH1UEbwWfFocoB/C86fECCHkEneqptjEkaBa70InElRUP7/ZsYFDixNRvXe3313/bsZtdXfZcaqRt6EA+rq3eZstw6eN3EHKMHIevBSMccPD6eQ2Ugi0qrLfqwPMWrCpLCZe+pkUJCwArHGmrByJxmk66kdrlw2Qo0cHz4ksfHcH6ugtWVVRS9GpzsIHK5FEYSXSSql6W1IW5+TKrtCEzS6QEUM9kD9R3RWosmjvo7Wh+I/FttrlthvF7SO3sGJbOzs3j/+9+P3/qt38I73vEOpFIpfMVXfAXe+c534jM+4zMO5ihP4jWHqDcyNmIBbyk5zkrDW6vqIetBAELhqjiyJl2U6x6aBR8p15GbeyiXRL3lIaOUpHqWai15PQcsAgvetFTPn+43EzKBWa3loZCOoetrEebWwnP0/I0Slmst8S/gZCklxQ4HMg78ZkCMVqcynBxQwcdeQMRuwM7eynjTu5p8GNEx8jhG1LJ0ji2oCh7CVZk4CUIIUphWMOCCehFTMcKKEJYC0w+DkymTEWRIRBcAT8SZFGYao7QjCooXw8E7eGv8lr8P7RDCa66DuIAQniH+F7m2MkXGM8t+NfyhrmQIZTGqozZnt9cXAWXETm1+fe1OI3W3KcvtggsEsdEXXxKTjqFPCd1c2Tzv7EAG6UQOlxbqokPqeIHc30y/0pF5vJCUMYLnlOPE1cW6ABOOQ2ReOMbw3G4EDWREnjnTj3qRyvYUrNyg9GRSsy/AK9PO9U1AcxnQHrB6FSpZxNSpz0O15RyY78hsuYWPX1uVsSoS9udSrgASMsmRboXbkSk+jovRQwEljuOIuJU/jUYD733ve/Gbv/mb+NzP/VxMTEzg0qVLB3OkJ/Ga6UC5GWPTl3bFT4RVNVHTPAaPh1195yttAQYEL6yMqbe6Uh7Mm/v+4QyurTQEYFH8ys9DYNPV9BhRcB0Lj44XpEqIQIjlvGROriw3JE3DYZ2da68s1GTAUMqG65heGnw/mYSUpnP1WoffaH0jbvT7EreKWTkR7xZE7CZ2z37Yu558mD7gMbjax1k1IzbvZDmyYgMfly4rdjiJGg+NQFIDBCXsT8OOtQsooICaMCdX9bC85lF1WbZLrck2TXXJYYd6rgPrUx78d6SAWHhfHMHqcl3ca8qkqRGhxsY0HNxYCq3l++VzBCUUsO4EUnsBJbs2+9pCWSS0zm3X124Bx52mLLcLXpnsVWX63GhBa7bNtKoBipVWB0v1jqRlZExJxlC1DBtabXexTIfpbAKFZAxeEGChYkqIb6w0hEmhf1EyznYUjuhLNoIGqYpht99UEtJPYPEisHwJsEOQRdM0rwp4LWDxAvK5MTwy9oyMTfvtO1IW+4MylmodjPclZfFGwMMFGNNXHAcJsCotY5PAYz8Oi9H9iLuSBZMlYfpmdXUV165dw8svv7x/R3YSu47j1IFyM8aGDfAoJOPgwhur1OhI2V465sjgweqZ0wMp+ZuDiwCSloeRbAJTA2nRnURuiKySIR3r5xNocCCqdzCcYM44JvsluHlppoxG23QMrbU9eO0OWNhDkJJwLdGesJKIr2fLc3YKlgVyDwiJrLz3A5PkUMP9io4SHDyAmk5IXj5Ge/Z9EgzulnqPcv27mXxYQtrVFibVnOhIaB1PMMEySWoahrCKITRRkjW4K030siiLfRr1DItIy/aMMSxh0FrFIFalyy/75pBFcaRDzuGH+mQHzvtMozX9XAfBG6NuuYcb651rzF8sjjbVSDrs/EsTOupA2mHvGksExaxzYpzFHDsK3QYKIpDK731CLa4BSjad47U1AlayGfaEBni9sXvAsX/N+yRFK22p+OnNAsFxLLlfY7YtbMhilZqzBh4cyWI4n5LU6oWFmrAIpwfS0LolYxxTsizn571P4fxEX0pE7DSDZOq2P+PiwdEscnEbaFchSlrbNbbxblqYEixdABbPm343/Jtv3fXMT2HCPD7/IvKjj++774gOF5ntro/BTFxSUvwhMGHqmgzQXKWJsXxCgFh/JoYzA5kjX4zuV9zRDBUxJL/xG78hdvOTk5P4qq/6KvyP//E/9v8IT2LHOC4dKDdjbAgimBflwEEAwXbhNEG6udrAUC4hTMdgNiZeI7yZX5otIx23xBSJAtdX5qpCTRKU9LohcoXAG7LVpUakhQtzFQQB88stXFlpYjgTg2I+WgMJMU6C3OQdLyrtNaZJpnFXj2Nk7+fZh3MyjkV8tvVJmcAN/e4iqRJoaxcZ1ZIKlssY2wfB4N7Lk3eafMzvGk+qS5J+KUqdTVNEq5yMmH5hFQ0BCydQ+l8YQ3kGha4VASVM87D4N4WGHAv7/gZrmonDM0SLwvp4B/b7DSDxn44hePrOTAD3I/jpGwI7TIdlni+yR3Js4jRCYEJ3+64AC4K56xjEDYwIHPgb1odxTo+ipDOYRj+u6xH5Xg1IzeIZdV72tYTQKl3SRG7Y5BDoV2XM6eKBAo7dhKvCNBY9SMKyezq0pmKO/HDRwRQtRaujhSSSFJ2wAnQwI/5FZEcnCkncN8RSZY1XbsxiMuHhDacLSKZywrDMlJria8LFy8fOX4GaLWHMbSDjkJJxATseKmxXgKWLwPQnTBfgWAlIPGJASjIN9E0aoFKdBVolqERuXxd79XCRSf8mng9qZlhlGI2xXNDNrrZQlcKAACNb9Cg7zMXofsaej/Qrv/Ir8fu///vCklBT8kM/9EN4y1vecjBHdxK7iuPSgXIjY0Ol/LOXlnBjpW6aZWmN2ZKF0wNJJBwHKdeWVUyWpbyBxuWlGsrNrlT7DGYSm1KRj4zlcHmpjudvdqTXBQEX8818r9lSU/KrTMssVNhQMInRQgqttlgfiW9BuWGsygNtjNE4+u22yuZOGJK3WZ+USZxlmBFIyKOJpjATlpiOjehlcda8W8HgneX6t558WMpLxoOTIT0zqGtgQ71hrMjEdgMD4uD6IMtNhfGhEFOtTYIDWEQfaMTmYF6SE1E3YDJBgfwcNktifawD+w9CQPLGGILP50R0tKtIpvIoZKUOh8CQPAlTOKxlCkLWhE0e6ZLLxoYv4DTOYlkcYRu5vOQAAQAASURBVPg9M9WwgD4pw6aPyEf1g/JdL+kCHKYhoAUIkpNiqXceDbm+LulRAY5H0Zupt+MxhyUW1LHUWGmmQJi2gSxO2NGb5b1c6Iz1JYRJZauIhEvRpxLAQiDy8hzPA6DaZcSq13CuOYeRjIPM6gwqlQIWW/1o6LQwLv1OA4nFl0Ts3soP4sxoP7LdCnD9WTMKjL0BGLgPuP4hU23T7RItAqk+c2B8LDV4azOiA1hkxl1bFmtkkml74NpKUtr0V+FCbayQEPNIskKbZWgOazF65KCElTbvec97TqpujlEclw6UvYwNGZK/uriEVxaqyCVc5BOOULO8mUr1LnJptk6nnXwgDAoFbgQLBCTMl25GRb40U0HSVfjE9bIwIny/1UZXRG4EHMydLtZacB0bi+W23MDL1Rb8wMcXZCFpJLYyp4yE7Aj/pWOkFdAlstcUbT9C4z7FHrqrAkg4iTP47xJcmQzKKillmUyLcLLYD8Hg/uX6TfUGJ8vz+hTyqowH5ZOsCrzIoSVMB59n+ok/TDH0dDKSz8jvlHQ8RZUUxPIVhCXiA4PDDeuvO7D/XwhInokhePvRAxLjWsuZjaBOlEahhkRLeouAkIoddvllvyByT2fFi5WOL2zIV5S2hU3R+HTxoLouXYA/oh+Ux9icj3zLCMroV0y0ecLMeNpGv6rI+x12byapdrOMmFXOgWXuc1beNZi+YYVJ3IWlLNGLcWLmGHZ+tiopDL7sVF8So7kUHEdJmpYC17dPxTDafAUdv4JLug/xbBa+30Fj4RpS3izSo0/As2PItmYQBA0k+s+i7vmYq7SRwRIU2Q9hSpaBTh1IFADLBuzQKDI3AckrNVelLBj999zWnG+/F5mZuINzQxlcWaxJdRDTUDHHFv+oB8dyuLLUEJb4wdH8GhsS9RAjkOOCVHRzr2dQwpTNSRyvOC4dKKObiZM/UzakVMmCRMwJSXv+zq67vOG4HW8spmq4aqnNdJFPxOSm2nis/Dwfv74qPiMEIBSqXV2q42apITfgPUNZcxN26W9gSlb5N0VhWXLDTN+I6FUZV1Z2FQ2LL3ZX8ru3ICgYQglNlZA8/sZgfp/bNFUSrwYTa5PD/rSA33t58kZH2ah6g2W+dAS9F9dES0L9ASdL9pbl3+cwLYCkjJSs9MthuokghEJWph/oBMOCxvVOtb01TocUTQ3rg4Yx898cQ/C5Rw9Iev1HTNmvSXMxxbeCvNTZ8DxS1Eqgwu9kCgvyHZVC3VBU0cTXkp0axQoeUNel1JfbVXVamJY+VZcGfdeRljQbE0ZkVXgEm+lK7iYIvwNlQD9TMdE3bYU/JHMJOFJxMqFdKcVnKlV6HbEaLmaLeDVu20jFLFnk8D5dqXsYyVnQvo9X5mtYqHRwdjCNYjqGTD6BCcxKH6bGwBSsTiVcaLhYUgMoWIvw6jdRT5+C01pCI1aAZSvkbBe1SgVtawWJZA7wGiZtQ+DBb6exBMQKUhGMbttQPNSgUItSPGO8Sw54kZmO2aKtGcwlZPxk+oksiVm8Kbw6X0Nfqil/9/YQW5RSYlc0fvSC4nl6LZQKv3YSTSexbRyHDpTRzUSwwA67HGSyoZ6DQRqWIKWQdFFtdrFQ60jvGYKM68t1XJitoZhx5cbj6mgN+UNjqdpCqd7BWC4h6Rkq6LlCIoBJODZW68Ydtu37Qu9St2IcWSMpYQhELDMwErywf43q8STZz+AET/dLakeYkomYkiho256g3wdBkTh1Hi59HgERdo9lZYaAEhWsOcpSo7BeHaSRQ1MSDEvIrOlBuOpmOiYj/EwDJWTFa5RpBa7ayYjw3HIbMiTmXc25OXRxa1Kh+9UpWK92EXxm7FgAkihUj8SVwt8VakMwgFNYCJMrMUl1BWsME6uajDcFBasVxISxYtCgbhSrovOZwYDoSt6kXpZX0tskig4sYV+215XsLaTlXciA8Lrm/cb7kG/C9AzvR1kXkKV0yaz66DAzYiv0p+PSWI9+QROFBOJxFxmXPa46WA1NFbkwySXjGCuk0PACtDq+pDhomDaZCZDsrACpIpKOLWkNMVR0KfjV6Cb6EG8voRMroN1uI9lXlHGDoKnpdxGw7Td/yICsXDQfgN2BPRdorZgP2FgAYinDnpA1Gbz/QK4jtWGRKeNbwxPzSPo7sXx5NJ8SYEfQwjGUKW1ut1Brix0Cg+XD5Cn/6tIyXHtF3LDZNf24lwqfgJLXURx1B8roZpottSQlI9oNikmVyQuTdswnY+IvQmVHs+0L9UjRGr0ERARrWWv9bEhbEphwcGHqhlTr1eW62M7TzZF+BARfuYSNUp03IvOn7OhLDxKNtvGdQrvHBiPqqcW8ddjeZq2L8H4GV6l0v0yplkzoTNn0RlRRQS3AYTfsi5w+aR9/1poRsS1p/ht6WMAShbJ0cWV1EHUlWbSE9+DxciXKCZApAWpgVpAVcSZX9YQa1CuEQ7hMokxIqN4S6zVm4JCiGgDZ8B2HbQTDxyvlHKyxJV1xfOF1QxbqAbQF2C0gJ1VQ7AVE3RFZFH5vZE94ntnxhlb+rfAMSxs6SYUaj1zqSlwVNqyDZxg5Sb81pZz4ph7cF11J5Mib4HjD6z/0F+HEmaNehOydNN3UshjwPYIs8xrXVeIp1KlxYeHLPrhwYfUM+2ClEo6kdcl6ckHC19FMjBUoHD8m+4YxmXegFrqAQyt5iPiTTCldoqkfawUO7G5H9jcci2EgEVYp0RbAdsTSHstXgNL1sOImbkSuThKoLpsPSVfFgVGT1mHaJn27Kd1BLDKvLzewWvdkfGRjwagFB4P/3j+cxYuzJdHk8RyxYof9u/j5OR4ytUXdHc8ndXfHvVT4BJS8zuKoO1AKMJrI4/JiRehHqt7JfJAhISAhmicz0mx1pScFg2ifAIYDE+vwB7MJEXaRhqQehfTjzdWmNANkOTAHmZnVJjpeV8p6qahfbXaksiZaJbS667TxWu46BCViEhk2FDkoCZipfsgjr+siajWN7JJrkwJXwRSJvqInDtVgfd3avom0agiTQy8RTlL0IrmkxwSAnCYVrtoY1BoTal6SNpwwU+igAUvACo/b9E82rIvZxpTWklUhI7Jx2DtMQGL9VVt+/L+fgp48nkPdOiAmnAhwDSNYQD/uxaywHkb+ysomwlhb0ixkQVgJRVBSE78RS+AM02gUIq/qrPTBYRDOkDEhu8LXJVVV7gECnGt6WJ4fVOU71pVQi8rUArE+hZgED7YOMFf1RL/FxUMhwVJ/Hx3qRSyNVieQezIZ42sdqTDhpMtxgo7NlZaPwawSFoQmibznyXaQISCo4URLHRnTO2RGJ4sp0ahJBQ1TLG4S2VCLwUmYqYzVShVOzEK2MIAB1UW2syD2faziG8jlEPfSwI3LJjWT5z3JfG8NSGQhuWD5sBlg+CHAawOFSVNCfAiLzGFp86Fl4cZzZPofrwfTWywYiFpxpOK2VBrVWqxsNPdjLhlDq+2jMMBu6N6xLhU+nnfqSbymYqN760gujrecGzD5zVLbrHxShgWhzoVgQ9lKtmN5H4M3GsEJkT7r8DnKsdSPqRhW0vh8D/qXNM3gJQ395ppodX0sLdZQbXWECo5Aht6kyZncf8x1k77u2fZgYr1ElwfjKVsm7rjqIqlbMlH8efC4dHc9vFi3HufkNo5l8fSMxLcsX/5M6wUpGGVah5NYTJEd6Yh4kqyIi1VMYlFSUgRVZEnIjnAlz9SD8dIkE9TpSUysl1wfVlh/2Yb9Z0ZDom76xxaUMFjZRO0NQd9f64cxq4sYsKriksujdlAWgEtBNA3tCHgzqMprmWqjEoUsFnkUPk9hcsR6cJ8VnRbQz4Z8CU3zQI2kbmNErQiAuZsGeoUU+87EZEIcyMakXJUgY9xlM02ytBq1FnnRQPRg1ZYPRdND20ImbgvTGQSB3McTiaSwnDRGnC61MJyLSxkwgUc6FhPtGR8jW8DUkNc1mjkueBBLAukBoDwN5E1LBAKTzFBWxosbV1dQjY0gPzgAy0+iuVBFa+Ea0ql+jMQtqLZnBK5kQQg+LMeIXVn2Gzfdy9FtAJUZoO8M0Hf6UFKASilpGHiqPy2LvI2AhMFzwPGVDQppRElWutJgXzFHxmZ+N57vy8KNKXCOx2Sbj2up8K6OqFKp7HqHudx6PfxJfPr22+nPJvDYRB/8YFVow0qTZY9M2XTFtfGRsYLQsr3N9URpPpiRZn3nZytYqLTE6GyqmMJi3cPFxTrmqh3JIdOx1XZsyRlzNdTchVM5BXXMS3MQPAxj81tKdHUZGdWEDhTmUcCrevKQAcmt1uMEHrTRZj2MIY58SdkQcFDcyrQSBZCRJoSGZ6T/OShysmRdEEuXGXx0UXqxcP/s+ktNiRdW5igBLIcKSD7Yhh2JWt8WR/CWozFG2ykitRPZM/5lQF8Xj1hXBWCQ3WCfG7rhkiVZEHGrQhMJ+DApBX4nTJ3x3NNll4CEHYN7vWaY8nmjuiCsCN8jMlAjezepFvER/UD4nbKd4u7E1qIVITlh29JjZjifkFU9UwPUerS6RtQ+W2niuZtlsUonCKHmnaCFq3sK8JlCTcUD6V9F2wDuh2MJWU+KXMnCUPdBQEITRU661JMxZhoNFFMxeVwAAsFCq2KASaoI2DEov4PBYAXJqTFcde/BUidAJUggkX0Qo+6rGG1fRmqubLoAWzEjXBVBK6mcEKCouKFdyaKkR6RL8EFU3dxNIcPp/rR4OlFXx/MrOhpfY6HSEFdYprpoKEnrhMm+JGKujXND2dcuKCkUCrumeXz/kFX1J3Fs++2wsoZ9bc7PVEQJTn3JZB8Hrz5xYIxuol5vlbTYQFuiFO9Lx6TbJwfvTMyBykJKfFkOzNwzdSFM97CkV5T9xtZAxg/5WxkgEgUHwA5HuEP06zoIO+47jch63NUeTqkFjKtl8Rwh7U+tSBGVsC9KzljMQ+MqRoU1YRdgpn5Y6VFFPGzM15EVPEtZyZpwkusLHVyZ0hGxr6QfDim0qbCx/8Icg/+5xxeQrKUWw+oZAoebGEBCeSJspTfuICoCQHjB0g14Rv6fFkD5KZwDoQef57aX9ShuYkh0QZuVkust/uJv/O4fUVfQj+paWToZmJt6WJi0NTs8y1y1XChwZc5biSCBJogPjGRRTMfFN4Rxfq5qWNNsAtMZ2uWbUvxkjCkXuihT80WROjUwrNqzMFlMYrKYRqPtif6MFSbZZB03VpqIuYYxYPqXJohc5HARdP9Yz8RKoEDAsHoFqC8BfsmkdPITyPSdxsOJHr2d5yC9mIBqDAGJe0KxmTaiVjsG5EaBWNb87nWAWQBDDwNTbwGSRmR8nAoZcgmjvePYy23JIkkVTsuTxR2ZEYI5Pl9rdtGfjcn4y22Pm7ZkV6DkT/7kT9Z+v3r1Kr7/+78f3/AN37Bmmvbss8/iV37lV/CjP/qjB3ekJ3GkKZmNgtnd9Nth6dqbzxRlBUVmg8FVTTSIRDdR7+tZ3svKHK6M2C/nykJdVl3Mq5bZ+6LaMnRl0sFS1ZM+OdoGxJSRIMQyZYibCSplZXr4BqKH7o65VYhNufZEI+KElTRckbOahqWk7OJLrQETLgVUBE6Q2OdqnLb49HOlboSVIMY+XskE2O6ppyHjwuAkxPfAYQKSP2/D/ssQkLw9juDNxxOQdNfOFM3SaIhGRU9cambILjFNw++E55lA0ehDtJS8FpCS1NsrelJAySf0fXjZH5PvbTOwSzBM1up5fRZFVTX9b+AL87KInGiK2AIho1uYRVGqrWiER7FzQTUEUHectAgnCfgpXhUDsmRM7lUdAg3qxZhSZWplKBMXB+fZUBPGHjWOsmRhwlV92g3Q4KenUZpto97pYmIwKRoH7tOV5nh9ODuYlaqTT15flX1Ri7Zcb8t9TIDz4GgOD41u0EUQmCSeADq1W+3jlUl8yNhDAEJBq1cHBu4xr+NOhx4AZp8Xl1bqUpAsAoFn9oU+YOwJI349poUMUyGbwkpEntP5cgvLDQ/z5aaMp/zuuAi8VqsLwKw028dSW7IrUPK2t71t7fd3vetd+Imf+AmxlY/iS7/0S/Hoo4/iF3/xF/H1X//1B3Okr7eIykBYDx8k126c45yS6S0l222/ncZAIGK1qCtwb2ykJB1bYbnaxvXVhqwAhrIJXF5syDgb6EDej7+T0mXrchoZpVwXDd2Bp0hZ3go6xEX20zoi/xEDLKhdyKq6eF9cxATqmjb/i6IdYRon6uY7gXmZyLgivw/TsieCKgp156SixguFkzUBL1zZj2AJfWjIhMY49JJflncvGBDkf34cwZuOHpBs1NFEEI1nz3Q9UkZwikEZiAn45sKeNkztvYIJnMK8lPjy3BOksOyaqT/63zA+qe+VHkM7sWMLOi/6EZqxRaCEDr33qGlxFV7SZLzMvcx/aco2jhVMqAW83D1tPEcUkLEsEZgu1bvIJi3RiZwdSAkIYeO4qDLkqaki/vraiowjNDgrpF25X9sdjcn+tDTAXK15RmiaTeCJiYKMOxxvCDZOD2TXxg2OOfQ9mim1RB/BCXa8L4Gp/szmq3yOo9v5hxBkkElhimftNSzpudf4lLAsuDoH2AnAiUFWPQyKXI/abE9tXcgQsSkvz5YlRc3KI1ot8Hyxd067q1HrMtkK8XhhlWNfqo36wPHSluz5SMiK/PzP//xtjz/99NP4lm/5lv06rtd3NEvAUthN+cZHgVjMiLSYEz3EXOWdpGSiUrL96LdzS9nbSkPASbnuodHpotnyxTKezEvT6+LDV1cE5NCdtdzqIm5ZSMQcWHE23lLC3BDnnSQPby/7HVXLxshM2ejTFZlcxvUiFlHAss4hqSiSZDWNWZlT+EpdCctNqTEhw8JOv1zBc0o7Azboa8kanDUheZYQoyIpmxr230xqV2Ep+H83ieByF/q+o6OjozLX3qaO0Q9BCs/fNIq0CRPOyVTMtLAqDRBpjjaHOfQLM8XUzDQGUUUaHw/uRUe5eDZ4CA2kYCsbXyrgJXQb3WX3aDIyUTAFR41RRaducY6JDN3KVgb9AfsJt9D22RqCxmYOlKUwkHWEIRnOxyWtUvcCZGK2LGCoaeC9fd9QWsSmXJWzZJ+lqm2PaRfTh6rlBpKupYiT/iWFlCVA457hjLiQRiaK3NdjEwWcG9onqwMyKPxxNgBX6kdEL9IHLL1ixmSW/WbGgZWbQOLw0zZ7DZ4rlgizM/K1pYYAEmr4eM5spZBMOAIwOcZeWqphrJA8djb0ewYlbL73X/7Lf8G73/3uWx7/pV/6JXnuJHYBSGafAxqheDg7BGjPiLMo0jpkEVVv7CYlE9F9e+23s1U6iDcRDX1INVI3MppLoNSIo9RkpU0H06sNrDTaUnlD9G+cWBXa/L3dkdbmVPhzfDqa1Mzxi6jslwqEPmXAAstLi7qKrGpiSWfRp2pr1u+cLpfEQbQjtTjUgXAqNKkbepCYSSorwlZjpMa2enQf5WtYjopwwiULwDiU9SQnrVcIQhyzgnXUkQISRjS1R21RyIbw/HPS529kSALEcAXDkt6iAR1FxDQ5q8OVtNg4loRBIYCg0HVBF8GGBY7WqMh2ScRN+7q76h5NxqSABi5hbA2siG8Ie0o5FgIdQ0rVkQp8tKSU3nTNy8Qs5FMxqYS5d5C6MZb8UyMSSHNM6j5YTaOUJSJ1fjf9aYKRALm4g1ZXSzXdcDaOc0Np8TKRtEOjIyLZV+ZqcKz6LezsvlodSPO99fLh24AJF4cCUJ40/W4odMVNvFbCdYxXTM3z0cd0ecoVQML/OCZTBMt+ORxzWalz0D3R9hp7/pZ/8id/El/+5V+O//t//y+eeeYZeewjH/kIXn31VfzP//k/D+IYXz8hBgFXjEVxnp1hb5okLQ16WMZGYLJ6FUg8fiQ04W5TMtxuL/12tksHUaD10mwFV5briFkW6p22iLQIjOKOws3VekgzuoLu6VFirLUhjAnBTkTWHC+8f1QRlf02Baw5IeBg0DVkDCvi3MoSUq6i6ZPSClM2BDLGa8SSKg2mfMiAsFKDVP8jqIpShBMkJ7Ex2XNDXCOZ9uE7GMblMD6mhvVHbdgf7cB/ExvrHa4B3VYRaZlMTxv+zVJfC0ySGYjnCAtC8MFJgjwE9Tf0G6H/JmELtTtkQGhsxu+D2g+mXdjxZu9Ge1t3jyZLQsv5FW3YrYjRYUEchadJxSOOI6niKGhHtCSWxSoYemVoWUww1UI/ES5OaExGzyDe9zRQpGU8xa8R2xo9/9ip7C2W5xwfri43dmRn9y2YKt9QPnxLNFeAwpTxIuE47EWmAoer27vTEFt6x5ZqGwISauxYBhxFh6XACUeqIpNx+8B7oh04KPmiL/oivPLKK/i5n/s5nD9v2mJ/yZd8Cb7927/9hCnZKTbLZfYGH2cHSm53AD0Vdoq9pGSUcrYtU6NCn9bRN1Yb0qei2/WRjDtI0MdAugUbZ0G2JP/ktZL4KOQy7to+iOSvLNcwV24LGKGglVSIT7VduAJl0K21G1YF8GI+jFLfu4vb+8zcPa+wvk9Oe/0oi86DPiTUIjCoEaGP7ipS0tCNcIL1M0zBkBlhJQ6dRualfsYVnQmrabiap5iVRvTUNnCdzjZvxuHVk9U9m/Pxs/AY3MNos0dA8v9asD9mJgvdf3xWer1HEoQ/BG3UcBgIF5fvZwQNXMGo+L+Q/SBQYWnvsJjQGY3PAGICGtg9l+zIXrtG79Q9+iqVQDovnEx07Ey12HQ35f2oaT8/iLqVFKE5Dbq62hh08X4MAoXpUnOtJQTt32dKvN8rSLnm7yjIpvJvSdE2O1KWygl4L+zsvokxtygfht8BGitm7D1gH5Ld6PbuNHieaBzH1BgXeLTur7c9AT5Rgz5WNWYSLs4NZI6VyJVxR3wYwceP/MiP7P/RvN6jN5e52bJeboyS2eYI0PdeUzJblall6dSqFS7MVnBpsY6FaktukJhtCy3sKCV9GWiURgEbETtr5inGYtC7hA25PnKlJZQv/QqIRToKIpRjkbAdCl7pZ8BDJQnFx4Kwl421SY7/uOg8eicGUutcyd5JR+DN9hnXHTHF4j5tFcDRAYYUi0ZN7xrqA1jiy46zBBJMuIyrJUn1LKEgq3Kuoqkh4Wq4DVe0JaewJIJZpmfYiC8T7q8Wah+4HdM79mEAkj9owf64ZxIYX5SAfmJzZu8owyRXLEnXkGUqhueGPW143shWEKSY5npZLOss+pUxRGMjRzq2LqgBLARFXMfwHXeN3qk0nc68LAceVyuoKmqGHKiuh6JdQ8NOYVYNwwm9hGi+1ZeOyyQ3nIzJPb2xJQTLTi/MVfH4qcKObCu33ws7u69izG3KhwWQHGAKfbe6vbuJiWIKj00W8NJ0WRaBHAfZN4dMlbQDiLt4ZCwn2x23uKNv+YMf/CB+4Rd+AZcvX8bv/u7vYnx8HL/2a7+GM2fO4LM+67P2/yhfL9Gby7Q2qQ4gUo+2OQL0vZeUTAR++O+ZgbT8UOBGoHF5kT0Yumu5ZWFTKk0Uk3ERsZENob8I2RBSugnHkdVT0rXXzNRmyg102MMmZENSLmnwALGYJT1zeKORnmT2K9BKBF1cvQljwsIc9rYJU+7HQWqybu9OUWPmltJLUutcye510um1jGcfk452wxRKHWfUDJK6gyG1LD4YnIA4EbEQlcCCIIWPEEwQpFDTwCA4oYMrgQjPJYGGWd+zhRthivlOTKLBEeP8BCqiTyDMYcLoQAHJ/23B/mQISL44Af3Y8QQkBgyzmw2rnsw5ISAkmGONEs/VOBZwDWMiNmY67KaOYwlZSZ3N6yL+XD8uPYK3Z9P2wrzdXppeQxqvWmdw2llCocsrk/eWjevdIm56Q2g7SfTFlDirsoklhat+EKCYSkplTE6ptZYQND7kuqLT5aJB7UoAvx+C+TuObcqHDyoOixnKxB285ewAOl4gpdocm1nBKOOjYyMbc/DmswPHquomij0fEXUjX/u1X4t3vvOd+PjHPy4dFxnlclnYk/e9730HcZyvj+jNZWZGb3+e1CGR+h30VNgP9L0b50Aa9VRa3U3BD3PM9B4hMOENNldqCpVL8MAeGDPlpgxoD4zlMZBJ4MJ8WToK026eAjkRZSUcuVHoa8IuohRisQ8WB3iq9mWiJH3c6aLtsTzQdALmfmMWO34a1kTt2xi2l0F/q23X7d17xYZR6SWByaRakHbzt+97+30OoARLaUnVGLNwdkj2MaoXhDnipHgDw2t7Y1qG+2JVDVMHnlJSmcPuJQQfdGklU0IfUAIPlgXTXCtqO2/1VJUg/JvgJoqDyb6H7/X+HkDyJQnoR48fIInCAGED4XhuTcl1B4MoSzUNTck4RRgBLMFLRwCi6farcBGTYpa2E8/3kLqGvCojpny0N2HeTCJmnZi111JKJign4PF8wkshq4ZgB75UaRGyssqmkLCl/NZovBxUW6bNA/2GokmTdubspyK+JWyu6yhZNGwWG9nWvbKz+x47lQ/vcxwWM6SUwkNjOfm+rizV0PbMtUgdU8JVOD2QkeePW+qGsedP/W//7b+VkuCv+7qvw2//9m+vPf6Zn/mZ8txJ7DaXOWMek3xD+65ymfuJvndyDmRsBX4WKm1hRoazCUHnryxWxOAsl7QF3GQTCvPVNhKLNYxI50oPlXYXD6RyAiy4z2bND4+3iZsrTflsHJjJmvDQeTx0DSYIYaTirryn2Yyty0wXUXYivdvYS7plu2058UT27psFH2clzMZOrTvtk+W+RUXdhxYeI6PaknZhqqCgKpJUIfVPJoRqD77HmLhaNAXmVJGQ88Uy1MimnO3s09IZmAJWYzi1cfiMpg6CkcNUc+hTDvRznmFIHjlegCRKGUZVNzy/TghImPai2ocJL6a7aJZGzQ+N0+7HDaQV2ZOEMCgp3RGtx06NGk1DxDhGsIqynUZduQi6rNxZwVCsiU8Fp7HSTUtqk9U07JjdCZEJSQnePgSXBPw0QKNuhfojYXg0kHSVOCrTxp2uyCy/p1sry0vPDKYlrRoFLeJr2qzGWb4/2Z+UKprNqpV72da9srOvhzgwZkjr2xgfjuXPnO2XKqmZcsss4lwL44VtPF5ei6DkwoUL+OzP/uzbHs/n8yiVSvt1XK/fiHKZ4lNyE6gtGp+Su8hl7jf63so5kPGpEJBsBn4uLlSxXGthMt3F1ekSFhZrCHyN5VqAlhfIjch9MQd9ZbGGZsfHSC4h3UVHs0lhWVZqbVHi0xqZo3zejYn5EldiBCa8YTnQs/w3FVOiQ+HAyXwpgdB619XDS7fstC31AAQVfHyzYBqEz/d2at15n4MYsZaQ1J6kbibVkqy4CWroJ3IGwBlMy4RIcELx5IQAEgKflIgtaSLOVA6fJzNCVoXAJFpTsefNdqDjsOWl+mEX3QkbyB8fYWtvRPolw0TQrdWwHrxOWD3Dc00tz0v6FO5Xs0iiyZaHAu3IVo1gGQuqiI/79+3QF4mdmxeo7sOq6oPj2rAICLqGeTulVnHGXkLZT8kixHYcxK0AQcdYvRPcR8ZuTHOuabD4XJj+pM079SH3DGVCjwuyGjZ8P8BEX1rAAhtnkrUkGOEP71/azj80nsf15ca2bGu0ONotO3scV/R3EgfCDDVLPdqYEJSEvlf5ZGF/PV6OIygZGRnBxYsXcfo0qeb1+Iu/+AucPXt2P4/t9RsEHsOPGlAy+UYgfneOrgeBvjfzBeCkvx34GXLbaC29gJVKFbWFCsYDC66TxU1WGfgpScXQ6yAbtzG90hI1P1trp5OOAJXBLLuNdjGQdsXp0bYtYUroT0Kba7IjlGwxZ83BlG3P6QLLobQvk0DA7rdBV8inu4u9pFuw47YUnna1tWZgtTGYLrm1U+vO7/+QuoqzmIOvCGCaMunRDM1ACyW6hAGkZN98HSdEMiB8j6gcmBOi0ZawqZsva3UmEZhQWDeOP8IgAP2zNoKnY0A2PJpjAEiiCV2YhpBNIiCMmBKCDJYCm+Z58dCfhBU4ZssBVRHlDo3n+H2x11Bbx7CCs2L7zpLtkPrb9P15XVAIi5AR9L2ugPMIkK/6aQw4ZWSsFmo6Kfvi/c95jqCEGq1oJIhSovGYYTw5BNH7hxMmf691uhgvpKTsd7HSlrJgtnhgSS9BBDv60j6exminB1JrK3Day2/Ftm5coe/Ezh7XFf2dxL4zQ83Q94o2E6wiYhEFNYs9vlcqWTiW2pGtYs9H+q3f+q34ru/6LvzyL/+yTFwzMzPi8vrP/tk/ww/90A8dzFG+HiMCIHQPdN1DR9+bVekwtqvc2Q78WO0ycqsvQNVm8LFWCqVOBoNJjaK3hDjqmEncj5l2TI6l2vbgOgrJmJJ8NMVzBCGLVQ/LNa6OXAyk2Z5c4/JSDcRSbObHodQTwRYbP5rPRa1K0nFQ9zyxoO7No+MOWZPebro7pVsYO21LcSO1INRrbDSwYvDxWfSveVDs9P7sNfMGdUkcOdnXlRMgfS2YcqE2gd1kybSYv9kNmFMitSmmLwwBB/un8Lc+0ZgYAzV+qxSs8t8jH8I4if5/TVgvdWG92kX3W9JmRj0GwaPorpX88ozZoeZHh6oeVjUF8j3xrLroCDjht0E31gFUpaSampLLegSX9ZiUYbPgmt/XZqm8zazjER4DQQa/X6ZpGI3AQbbbQMIO0AyUaLx4G5OR5LFTlaNDRoStGCTd1OE9vw64+FNIutJ7ppDy5Z6k1wXLSXk/svJmoi+JuRA8PDpRwGg+sTZe7NSnZWPsdfvXauwrM6R7fa96/Fbc4+F7daex57GHzfi4cv28z/s8NBoNSeXE43EBJd/xHd9xMEd5EvuKvjer0uFKiEMV1dpbVe5sCX64Elu+jMWlJVRig4DfhRN00VEOas4QEo05pILr6M8/JKmWUsNDpdHBq34NlxfYmguI20AuEYNlm74WHZ8pqbb4m9ABkoMh89hkRqL0DRt0NdpdeJ6PRocMioEg0qfjLizno0F/t+mWnbcNMBf0w1X+bQZWBCQEI70eFNu/v0a/KiOnGpjXBeSUAR/UmjA1QD1JHteFFeFEt4A+6VHDtnnJ8CdiZMg6sSLESC1NRxSeXR8B3KMGJP+rCevlLrQF+G+LHxtAcqv/CL8xQgtLOidTOMyjJGvlh/DOmKfxEVrKOwIG+f3SA4ZBEDKlFmT7EsuAdeG2VN5W1vG9lvBydlgm7ziw/CY8zXJkW/yC5BgVvSmoK9FIx0MhKo0IvZ7PIyJVC6m4GU8cx8JKnWol4OxgCk0vgZRrC2PJVA3HAupLtmIz9urCuq+urcc49o0Z6hxv36s7jT1fAbxwfuAHfgDf+73fK2mcWq2Ghx56CJnM3itGTuLw0fdmVToceD5yZVn29fhEQVIqm1XubAV+VKeG2vIs5rppTBbSqDtlrKouVlodxGIpNN0cRqwqkomuiPlYhUMWhAv0vqSDlKPQ8TSWGx055nq7I6CExmnpGJmArtjMU5Tn2Fq8ThBOCqSaORoLPS2sUOg4Hor57kTvurFfyE7plt1sy1VwRadvE66SIdnoQbH+/t4ae2EaqMXktQ+rq1LJwXmajp+c+mhVTkaEqRlWyxBiUjBJBoUTIE3VqHOIbOWpKaHehGv5W66lo/bF9UNAcj4EJF+WPHLr+K0GTvJObFtoAEVWvmM63pLloDMMWRJ+DxS3UpBKYMLvkC65ZLQIFan/oZU8rxN+TwVFYFLsSeXdHgSxTM8xYtSB2CEIF6BO3VENc04/kvEcHhzPC2BhmT5bNwRdX3Retk2c50CrAIFv2jfwvmL1W8qxkYnb4sg6kI7h8cmC3IfDOeNtwbTq65nNOIzYF2bI36KHzz76Xr0mQMk3fdM34ad+6qeQzWYFjERRr9eFKWFa5ySOJ/rerEqH7EjkwEoFPn9nvniryp3NwE+j3sRCuYZiMosJfROl1gKGlYeSrdEIsmhlB6WuI5t38HJJI+ma3hmkhgmSIkM1Mh/cN30PeDwrzQ60b4x/aG/Nkl9hQ5SW1ZxP4asPNNqerN54fK5DGlsJ6OGmd8KWbNcvZLN0y+63VZsaWEUlvuulv5b89ri6JC6rESjhSpvgg+91EWNY0H24R93ACBbRj5pMeEY70hLwR87jNObRkFJTU4KakkQCt+JfJmVzbIKT5XubsNjPxg4Byb3HD5BEFTYR6GACjLoQslK0j2czQ6PdMSCR18BNDOKSHhcjtZx6VQDsDAbk+yVYJGBZYtdeTGNF5VDX23U5VrgpzBpTh6tY0Sk0A14nXRSCGqp2km0YBZ2zio33aMxxMJSzpSpmttIWRjQT1+LvQxUrt+F9xnGD9yM1IfV2gDNDGXFzHczFX3f6jqOOu2aG7G16+OyD79VRxZ7PyK/8yq/gx37sxwSU9Eaz2cSv/uqvnoCS3UZUx99cBYK7E7ruFn1vVqVDbwGK1aiiZ0R+Ayz/26xyZzPw43WAjONjPLgGr9JByXNR9VwkrQCZ7gpSfgVLqoiVJtDs+hjIxNHqskOos65V8Y3xGityAviod9j1l2kbC23PF9U/jdXsEIxUm0ZiSK0J2ZWoeoCmTcx/01bZZM7vJKJ+IXUpl2VfElPCaYkGY2O6ZaveIpulZjYzsNpY+hvTHkYV/VVraCCJFWTk1Q+oa7KaJqvS0EmMqhWMoiSr8ALqAlyoWzDJGEecQY2GICOcSAk5YUgiLcyxAiQ8ng+01wHJlyeh7zl+gylB7roE1YBJwgpjYDeMFeSlMmpAlRHXXbluAmWhoePwlIuY9sU5l2kcXiMmyWPKhilYZrlwV5NtaW+pKcFad2AfM7pPOjvnrDragY0F1Y8laxgVPw7NNGnbl/5S/GGaKZOwkWn5co/zg/Bx/s4f9rsppl1k4q7c16cGkviSx8fw8Fj+hBE5jhHboYfPXfhevSZASaVSCdvDa1SrVSQS642h6BtB07ShIYPeT2IXimkpCQZw46OmJDgs4bpbe2MOHBxA6h0z2fPfaEDZTKgqbIPWslLiIBX5DWxXubMR/LQ7WUzPanQWZ7GaPot8RkG3aG7WRcvuQ6F+CUEsjcWWJdcKB0COiSwHFiMskh9KI960pEJHBzY835eKAgpbpbKAOhGxkQ/QFKt5IGlrAV60RCDGI0DhdpVmBx2K/+6yczChDisluHrl/LOqMzivp+SnN92yVW+RzVIzG+P20l8b96sbAmiYDiDIYFomqcidaEkLsDvvOTUtAlqKIk0pcFx8Q1haSvDEtA5/OCkydbMiTd2Y2mneqkM4RhG8OQbrWhf+2xPQZ4+ftqDXNM78bu4JpmL4XRBeLOkcruhRzOoBMUPj93pND4uqxNbU8LRlO5ZgS7kuAunY7GtLbOepE0qr9raakt54SU8hpdsCbmh61nWSwio220YpklGQBYDV7sr7sfotlbBFIE7GlPcI3Vr5aSheHcolBJywFHhqICOLBY4HJ4DkiEPf7kNyHHr4HETs+s4vFApyYfLnvvvuu+15Pv7DP/zD+318r7+ISrgaRuiG7BBEbdZTwnU3wGQ7q/nNhKrUZDB1QraBwd8pKt2pbr6XegxUE5fhisRyWFXg2VnYSQeVoIN6bQU3O1mohIPHR11cKsfxyWurYgkvAMm2Qg2IJcfO3ysdMiM+PB2IpbyUX1KCIozJekqGR8yUj5QxWqwyMGAlKs2kCdSdRC9QeEGfNj1jdDvsH+PvqbfI9lP/7aW/nLRYJXMdQ7JyZrLlkh5DTjcEZa3oNO5X7KBSluMcFChjOvt6YYonqj7iD/dNizQqcwh0qEWJztGxCLHfDc9R1kL3m45Plc3GWLuuwgqvqCyYwTTMMJYFQC/qPryM08KYUP9DJovfEj1gmGKhcTy1JOeDU8K/xXRXrOij6htHs0antctrSKFCpjXcxPLYeDwQXxGmL3lfiHwr4D1G40GNmEXNiCWfhwsWGhCyHJ8df/0Q3L/pTFEYxwNpiHcSe4vm1j4kR9nD58hByZ/8yZ8IS/L2t79drOaLxfX8eSwWw9TUFMbGxg7qOF8fcUsJF8/VTY4ggLM/JVw7Wc0/PJa7TajKfjNsjsdeNDw8NtMj+9HwuvLcburmG+0OHDeBTv8DWGotIufRnstHU/uox/tg5Ycw4tQxkmmj0rDQ9LtSLePYXeTyCRGklpqe9M9IOJZUd5Vb3ppQlQPqZhcuSxq9LtM3BCjryZpo8zvDJJt7hNBxcxn5HSzhb0/NbBeblf6aAlP2p3HEYZNpmRn0y6TF+4/bD6MkWgV2lSUgMfoQU03DVXgEUKhviIeTG+3imYTaWC59pOCEVVW/10TwsCvGaBLHFJAweo8s6m1DmStLgKkVyYroeAmumsKNgHLWzCYMmoUrGBOQO6JM2o2NE8mUtLEk27GK5yFlSRpnNw0bIxfWKIVJTZWw2vyuFe9xSxhD9qJCCOQXah5cy5b7fbKYwn3DORRSMTFEG8jGQ/bkABvincS++ZDgCHr4HGTs+ip729veJv9euXIFp06dOkHNdxIHWMK1G6v5G6sNTBVTtwlV+e+r8zWUCEByCXk+sqc8PWBK/rb7vpmqcJwYJrNZLLf6sNCoodPpYMHykSsA96hFWPU5VC87sMoKUy0HV/UQVutp458RZ5lwG9Wmh7ZjS3qH6RdZkbJKYBO/Ea5QaZsd2WXvV+zFo2QvAGSz2Kz010ASgoiu6EBSqoxzmJa+NEzrULXA/ikUsVLMaspOmUKgxob/UltCxsiRc0uxJd0zIvt99PhQHOkd7GnY/6MB64oPdb2L7hkbSB0b/ua2MKZo6x44FKcyjGaHZ5rfJ2EhO2Tz27G3ZNAKuoq/aX1YHHZn0YeKTokZ2hMigHXwJ8GTWEBh1w0b+d48c7SG5wERgPCxRAyIdZtwVENsGxw7i6z0l7KlFD/uKDx5qiD3H+3HCUiSMQcjuWRoCXdr+vZuOpCfxB2E3qMPyWuo7He72DP0/cAHPiDlv1/xFV9xy+PsFkzfkq//+q/fz+N7fUVvCVewvyVcu7WaPzOQuU2oyt4xFLglY5aIScUqm512dzneOMks/FQ/Mt4iJorjaOUSqLW60IuLOBXchFOZxgVvEHO1AhrtOk7HSki2avi4dwpzlQwsqyNN+7i2q7U9eV8u6lhZw3TNZoyHWKkRlGxxTIY5OHiPkruJzUqPWUFTQloErR3YIlYlpZ9QbVlB9wtLQqEqm7mxxNcADtO/l8fflT0RlkQpHLJI/DTrfrFHHAQkv9uAddUHGxv7X5E6loAkSnP1gjgv1BpRNMq/WdlEiLqEPlzGmIiT+6w6HL+7BYOmcUbNSuXUkioIU5JAXYSx1JSs6iziypNKuN01bFxvlEgPEoIFXgl51cBDzjKyQRl+10PaiaPp9aFsT6Ch8hjtS6AvGYNl2SIw56cZzMcFkPQyIlH6lttcX2nccQfyk7iD6Lw+fUj2HZT86I/+KH7hF37htscpcv22b/u2E1Cy2xIuK76vJVx7sZonTRsJVb2ujwvzVaF8yaiQpaCwjblopm/mKq0dc8qsokkM34PStQoG67NQiT4xUBjszCDRnsErfp90qo3bDuCmgXgaBe86zgZLuOLk0KaYTgeSyxaBavgRenP2OwkPN8adTrx79Si5m7i19LjPiCHho6TTSKsGHlOXRVPSVZYAk8gMbVRqNDjNsc2e8TLh/6MSX2uH83Ska9tOCEiu+dDE4O9ISaO94xiRc6sBexFI4aRvAAPTaxQzM31DobHxkokjoSlF9rZl4lgOTEv5ZCiSZQqO1vPSMkG+W+MCu1t2TjxdmMbUgVwbj8WuYTwWYMlPoyFaQI1UewFZ1URQeBznpiZwdiAtC5I4+1F1fGFFI4YkCqZvWZlHnxMCkzvtQH4SdxD+PviQ9ApkOe/wNU7sWKd39jwaXL9+HWfOsN3XrUFNCZ87iV2WcKVHzGOtqrGZJyV3FyVce7Waj4SqtdBimh1BWa4rgMQ2gIQD1HY55V46t9g/hGutxzC7cgXFZgXpbh1BdxmXukO4oocQS2WRT7jSRZTv13ALOG01cKVZR6ntwrVtJBM2vMATjchuQcV+r/r36lFyd2FKj4fVCt6kXhZQEXE8nKgIfMo6LaW/xqI8DsrWOAkSjhSpRwht4Zkw2KqiJmKNjnwIIiB5TwPW9RCQfGUKeuL4AJLec7Te38ac3S4CAR40S2M1FM3LLmNEiq+pKyEkpL7HCFYpVXZ3wcSZ3jgEJL6y4ZE2Cr11ewXV27Fz3AunJLbLoTyN4OOsPY84mnilMSguyALyLRfJ9CieGGhhcKyFxFhOXJzZ1uHekQxurDQFZGw0XhT/Iphy/bvtQH4Sh+xD0gwFsitXgco00KkDsXQogp3al2rPg4g9jwhkRJ5//vnbGvI999xz6O/v389je/1FVMJVmQGuPctWbsDcp8IRRQH95+64hOtOGz0RUJRaHpbqbdSaZAG0VOBQ/Mr9EJxs1sxvU6v6RAF69HEsNKtQjSUkC200vD5UFxoYtpluYJdSY9CWSySgGhW4FgdaDoQKzY4RbErlwJHlGNQefUf26135n0bAsk0av8GRMl62sO+oGJZ1FhNqUcAKQQnt0HpByHa8zZHrR8KwnvcMIImHgGT8eACS6FLrBSQMU1RrqlT4L6tjpjGMcSzI+Wc9DR8nQKTwmHBlWg9gTvfL97dbJo6QhkJXXmPmbwNLdsPOkbUg08h1DUF/0Kki161gxU9DOyYlysJj2sqzed/1ZhL1G1fhBcPI5ArCghTTceSTsU2NF/vTcbwyV923DuQncUg+JM1QIFudAxrL9FIwfda6TTP/EOjsQ7XnQcSer6Kv+qqvwnd+53eKeRr73jD+7M/+TJr0feVXfuVBHOPrM24BHhSoWUfS6InC2CuLdXFEZafPQsIYJ7Eah6uj8ULytpLgzap8aHDGVA9/Pzc0iIFYHn58AY0lHy/NAfOV9lp5IpvxodtBuc3B3g2t4rUYn/X6yh1c9Lqn3l52eTe+I3s9jlNqTqj6F/WUTD6e5lEZOeVn4gXxsKjrhDxHkGQ8eJV4khg1iSOfg49aWzAjxwGQMIKnXKAaQN/vQo/dffprvyLS3kSCaoKEWAj6TLdkLcCUjAZ/ZzkvrwvyJga0aLk2PqnPoakTuI7hLZm0zZg4siWRjoixKMXgsU3YubiYtJGZcektz9/oZMy+UD6kqWXG7yLhBOjY7JqtkKDLsWsLs9HsdMXUcMD2UG00sNR2MJhPYrnWQn8mIRbyDfa+6hGy8l7f7w7kJ7HLUJv4kFgu0C4DtSUgmQcKU7cvYtcEsryeWOPtA9nh8Mmc0aHwce73GDbs2zMo+Tf/5t/g6tWr0pDPcUKfiiDA133d1+FHfuRHDuIYXz8RXSws15t8BlieQT09iVgigWRuEKo6e1cXyV4bPZUbHXzo8rKU4nJMaXsBsglHHFcHMglR47+6UMWbzxbXGJbNqnxq7a7soxy2Mefv9w1loaoJxDrTGM+n0PYDcYkl0OHQH28s4UqQR8tKwGJJZOhZwo6nB4lJNrqnEmxsVnZ5Z74jewtOTE+pV0UXMqRKslrm5MSVNt9rGgMYw5JMSGNYFpaEfiMUrjJNwGoPphLIsJhWesaSPzJHOxbR1obGIRBVCsHn7kfaa//CCIHN+YqSI4R65iqNtjHMBYGC0X+Q0bAwiyLmdFH63ryqx2Q7aj62Z9I2Z+IocJ1Ui3I8/F26/sJbY+dKOoNH1NW165a8CvAQMmy8qNJS+svhRdgUy0XK8qFiSeSTDspNpkzp2KpQqtaxGAR4cbqBXN44K//hSws4N5BGfzYuCxtqzu6mA/lJ7GMke3xIVq8B5ZthGiZjtCalq2au6GU7IoGskwJKN42GhK8hkOVr4jnjJE4W5hgKZfcMSuhJ8ju/8zsCTpiySSaTePTRR0VTchI7RHixVH0bi5deAFDE9LULcC0L8Vw/ioOjyN7lRbLbRk9cAX302iquLjdwbiCDlUZHwAUdVVkJM5xPmD4zob/BTKkpryPbsVxtr9G5fM2lBSOCyyUdjPclpbT3YzdW4XT68NZcA/d3lvFyxUGnA7hBB8nmAha7LpZjo7Liy1gKlWYXnSAw7qw4mMihgXtucU91dii73Og7YuzEt2JYdsPCrB9LHY+oyyJgvIEBdLS71pQtrVrSJ4WTG8EK0zmshsqjKt4jedRlwjJTpWlEaOSXJo7N9NDSsH+7LpU1tI2XvNwxi6i8l0CP3xf5JipI3PB8MsXC75DsBJ1hykjJNUN2Yx553MSwpHU6SEj1zDqTtvV1sBUT9xH9gABMlnEPqTK8kJ0jIIm8c6LrNhNCqMfdG3ghOI3VIIVk3IL2M2hYBYxZK2jFs4i7DtwOBeRdeEFg2hSwAgcJJLrkUgg4fGnnsJlw9U7Twiexj5Ek4DgNVOaA1AAw+KB5zN/Er6RXIEsNUvn6OgdINp7zCvdB9oSP+61j17DvjpOAdHXdzNn1JLYJ30OtvIy5+Vl02lRCF4UhYX6vuTqHuUYZangUmbu8SLZq9BQJU1lx88p8DZVGRwYfAgzaTjNlw1Le5UZbGtrRVGm+2sQfvbwg6RmOqTGbKRiFJ6f6pJkXWRECEnYWlo9IKld3YCsLQSyHq24S/cUk1OJFzK1W0egqLAQ5XO4OoGkz9cOeNhYspeF5xiaeM8V+eo9EMaEWQlM0U+nC3zmt82+6bm5XdrkbhmV3LAwnqwaeUhcwgiWZtqhH4OTQCpuyceIYUSu4qftFo8CzwWNl+egIltfEraZL0HpJKOPYTA3NAPZv1WHNBtBJDZQCoP/YHN1akA1hQoRAwAqb68WMukeuDfaYIVChjoc1NaYMOIGP63txTY/g4/o+ebwXeOzmOtiaiTMVOnHtI1A2qjqOB9XVW8z8pBt2+E1nrDYmg3lUrDNgdxteSTfVCFJBHUOdBVhuv7RmoNHeoFVH4GZQTU4gCxfnhjPSfZtiVxIdmwlX+XOqmMJCpY2LC1XRmJBNJQu7XVr4JPabYb9qQMbQ/euPW1v4lVD4ShHsyhWgVQNSBcDNAoFntCYsrkhT/xkcy4Z9uwIl//Sf/lNhRtLptPy+XfzET/zEnsqLf+/3fg/nz58XxuUzPuMz8O///b/H/fevn/hWq4Xv+Z7vwW//9m+j3W7jC7/wC/GzP/uzGB4evqUi6B/8g38grrP0UGFZMvcdpZcYf/qnfyrH/uKLL2JychI/+IM/iG/4hm/AYYZWNkpLswiaZaT6pzgyST7YjifgxEfRXLqG0jKQVsYrZD8jEqaS5Viud3BpsYa+lCu9LbwwtZLss9Hu+hjxkqg0PenWe3O1hVNFCyN5M2ByxcRBi4r+B0ZykrIhQxIF1f7RsbOi59WKxp+vDuJy3UeH/hqxGJoqiU7Tg6MC1FoeWqR/LQuBbaAIGZW9RGT53esMsVnQoIrmVOfUjHHSDLvvMmWyorNbll2u287T9j0mrAYnMAKEiGFhPLwDC8PgBMNS38fURelJQ9t3VmpcF4iSw7LOS6kpX3dGTctr+f5kecxEyVW9LXqGZKh7OG7hsjfWb5RgzRGQKHS/OnUsAQlZEnHKDXkm8iQEh1Ux+3dREPjhiS1dS3oLdVALNSGv6EnYSsPVvK6362W0HRu3uQMwH2uEQDNns81fBZUgI38TPLBXJst/GUteEn0oYyDmwWI/snYXdTrJBufQCRZxxqsh5TXQ7CpcDfrRiI1D1x1M9tume7Bro9ZkxZveVLjKcYP+JCwdphj+xkpDxorRfAKnBlInnYOPo1+Jmwa6LaBVAgoTJlUTI1iJAckYULoGJHJAuwH0nTp2Dft2BUo+8YlPwPO8td+3ir2iZQpk/9E/+kd44xvfiG63i3/5L/8l/sbf+Bt46aWXBAAxvvu7vxv/5//8HzFny+fz+Mf/+B/jy77sy/CXf/mX8jx7pPztv/23MTIygr/6q7/C7Oys6Ftc113TuNCFltt8+7d/O37jN34Df/zHf4xv+ZZvwejoqICcwwre6I12F0ln8w4qfJwrFxkQ7s4s9JaIhKmL1RZaXoClags3V5uYLTWE9Rjv83DvsFkZJUj3WgFurtSxVGujP5u4xb+Av1fbHi4vNqTDKCnhbA/SrrY8UfNTVNdo831XReRqOWmM9BWlwR6dYzkGco8try2Dc8xRaLNvh2YbdUOVRPn+rXqQRGkesity6e2gtcuoBjKqIhMNJ/6oqobMREY1BZLcXnZpbOcHUBI25wxmhcrnSpWeIbQLn1TzsrbeaE0fmV+dxhyeUufp3Ymzak5WrU7oO2JW1g2cAh/vIKVaqOg0HlFXRMhKcSNX0Pys42F6geZpkRDz2EUjwGf8q38Fa64LnQoBydDxAyQMXjLU6HRCcWkCvhjUGes59hHi98PEjiVsCF/RCMuCCXBpKy9MiHJCNiQr18BW18FOJmi9EQmVEyoQ397AooaIInFLBOGstjH7tpFVAdKORskPJL1aa9HtN4EXrVO4WGui1WpLB2EVzyDZYYVOB67rYCDtyf2YiBGg3O7g2itoH84mMNGXlMeoV4vHbJzqS50AkuPoV+LVATsOZIaBds1oSVipIxb1LcDNGJdYxz2WDft2BUrIQGz2+93G+9///lv+/u///b9LyfHHPvYxqewpl8v4r//1v+I3f/M3pecO47/9t/+GBx98EB/60Ifw5je/Gf/v//0/ATF/9Ed/JOzJE088IazOP//n/xz/+l//a9HA/PzP/7x4q/zH//gfZR98/V/8xV/gJ3/yJw8VlNBZsRXrQ9JqwGGZFgcuraGCDux2Bd1EDm2dlu32KyJhKgEJBytSrkzRdJiOsYBS3RM9CeNUf1oErwQjXBFxwOHAw2h12T3YAIDhTALlehUvTFeEbSHLQTdY5qNpU32qL4mX5yr44KuLmC61xRQtk3BQbfky+LUll206j3J/ZF1EKEefhWAdbdgbcEbUCI3bc+DMqRYs7cPXNip6ZxEqQQHdPuawXrreCVMmJi0SCBDoDU4wk1jAmFoW103jnGrKd+m2Sh0Bu782RVOQk9dwnc19EWQUVBWTWMRD6qqIJMm0EAzl0JKeNqvIyyTHBmwESHRsnVRzsipnt1lfUdLoYxhl2SeTCKyrOJZRD5D4rRJSC0vQ6RCQDB5PQCLdqYVdUwJPCfNM+oTfLl1fDDvC3wgqRNSKfqwgI9/FZ1qfwkU9gSVMCXNGNuQ05jGuFqVz7921KKBPTQsx7UN3O+jYFpKWD5dW8Y5hM6N5JG8D2UQStuPC9S0EjkYmSa/5AJW2h4W2C6VcsZEvxF0UUi46nsZipYXnggD3D+cwkk+uCVUj4SrBzZWl29tWFFNx+ZE0z2oDjyS5/+M1qeHT3a/EDwHM8MMAiycqs0B9wVTjuCmTurET69qUYxbHqrCcIIQRNfsjOCFD8/mf//lr2zzwwAPSe+fZZ58VUMJ/KbTtTecQaDCdw1TNk08+Kdv07iPa5p/8k3+y6XEwTcSfKCoVU6rHY4kYozsJrSz4sTwqbhFxj2Vdpp48sCx0E4NoOHn4ni/b3c379Ea908VSqY5W20Op3hYVvtcNUEw7wmbk+xKYLjVwfamORqsjNO5qvQMdBEi6LDn0cHO5hUariwYb9bU8qdIptzsIAoWlqoXrS1VM9KUE1AylHVxZrOL8TAlzqw1TKkjvE1hotFqotrumL4f0uGEmPUCbzfmgEbcUYq6ZFqptdhG+XbTJ4S9LZsFZwICqyiqypW0sIYubIjI0IKo34pZBObbFsk4X9ibKCz5uMS3CauUeqW0aXZyzFjGCksAGTlxcRZPrMoCFVlndsMmaxpSaEyEqUz3sU0OhIx1aWGPBhAsnvIK0uXcxjBqmkUAFBXhilsZVuI0prKCGpPAjBfCeYJWNj5icGXIsx+q2XQur4sHhtdbXh+5XJmD1H4QyaG/RK5per6YxZbymb5ASYBIggYXQFG8MqwId2YeZ3BSjiSxW0Ie0AE7jEFNGAYGOi5aDcLGEPtyvZjGIOmqaAHXjZO0ioZpIB9SQbC7nFtZMLWDYqgrgptKloNqIOR0sx7LCZI5kY/BIvQMYdctYtsfgxDK4PxtHrdMVIEHYHLeButNFIRkT3yHeT2zcF08oNNqsyu+i2/WQjzNlyvu5K+lYClf5+HK5gXzcQXCLZb6JfNzCUqmBciGONPNJr+OIxuL9GpP3HCoOJIpAeSZs5LohqstGW8LteIwsxYoaS/TdC2TGjbCV4IUlxfydjHA8b7Y/hNjLudvV1cR0yW6DGpE7CZYVEyR85md+Jh555BF5bG5uTpiOQuFWNEcAwueibXoBSfR89Nx22xBsNJtN0bP0BvUoP/zDP3zbMZKVSaVun/T2FlG5nQFez3fPmT/XEtM2rn/wr7DfwU842fsAQXXEvIbmshIcb3tP92rP7yrc0WaLPI74i0BjEdLK7rMSwGfd27uBqd7ZOvYygcU3fppd7eexNxhfnR6p2G3x5G374If9W/Ib66EGN3kNH9+p9mx1izOR2uT3hfDffM+kOhv+HOt4Gije+xI6uRxqExN4rcbFLR7feMU9E/7cGvfSEhGmfenm8UXbXqfbXdu9YW7Sxx96bJMrbGNsJ9IqAQs3sBJddACuhj8MsxzbOv5sq5P1Oow//MM/POpDgHSW3zRuhD87jbk9j73y5zisYF+8fQUl1HL0pgPe+973ymNPP/30GqNRKpX2BF42BrUlL7zwgqRVjjr+xb/4F7cIegleKI6l3iWXMxT9nUaltIybL38YnXoFM50c7iE20RqtRhVOKoeJB59BrrB/zrhkSj74ypLpXdHqSi6YeWNGJxKvLddF48FUzROn+kzVTbkl6ZeFWltyyXRiZdqn1OpgpcrOsxpjhYSUH9OJld5K81VW7bCbqMJq00OlwcZiGovMa3cC2I4NHbYwTVLB72sBowhz5Z0O60kg1UHcjK6ukbOrE2b3H1DXpAhzWfWJKN3u6YrKx6dRxMv61C2rVDIl/+bpAO/72HnRwBRUTdgMsfeGhTIy0m+GKZQV5CX9ElVNkL7/fPVRydGvSOdWU5Jr+tTQ1bOBDiy8iLOyimYJ5xTmMBFW1rCPCSWsTM1Qx1JCXpgepmT4N50/KZ4soiKdfV/FuIhwjQ+JhwdxHUNYlfcz6/FjFjUfqq6hh81Q0rUS+JOH/jM+9+PfCSdg48Cji60aOZrUDb9bSoct1KStoSPpGl5d1I0MYhWDqIgIeh5Fcdcle8LXUs/D0mB+Jy9hClf1qFwfjLNqGmcwjw/pB29L0fD6nNvk+oyO7KGea9u1gGTcRbzbwIBawT24KddlXNNFVmHOGsHoo1+AZ89fElpfx9LInH4SdryAS0s1lOodtOolnMIixmI1DKRNAflCkMUchtCN5bBQbWEgE8NjE32ShqWAlWme/kwcp/vTuDhfRYp9rTbxJzHWAV08ebrv04IpISD5gi/4AtEqHlm0ykakWl82KRqma+g1UjgFJPK3bzv3gtGOpPpC3UkHaKwaMezII7e/5gAjyjbsJnZ1NVHHEQW1Gu94xztEp2Gzr3woNv2H//Af3vGETfHq7//+7+PP//zPMdGzwqJ4lbQiAU8vWzI/Py/PRdt85CMfuWV/fD56Lvo3eqx3Gx7vRpaEwTbf/NkYvCDv9qLsHxyB4z+K5Rf/DDP07Zj+MGzHQXbgDPL3PYr8YC9tcfeRd4xr4/PTVfGxSjpMlISiNteGbVNUm5Bc83A+iVMDWeSSMay2uih3ApSaBC5s2EdQQCt4X4Rx/SkXUA4uLDalWy+FquwKJuZPDQ9x20YuZQvogRVDrdtGt21WhwQwzcBQwiwdZkdgMop8utmloyRz2oZqpj8HaWcm0/KqJZUGK0jBs4yDaeT+ym2WrBTyQQmOpqPm7d/rQpBGv7+MVzCypvsgKKHnxFnMIK2aaBFQie+EqZrg4zGrhQZsDGBRUjY0z6LwkaChIe6qbRT1iuhLTqsbsg2PlwqVIpbkdwIPVtpkUZY0EPUmrPfgZNQS6S1wCYNY1glpoHYfbmAQZRSxjDRqkrohYDtWoKQawPmNBtDU6L7zVkErAYl7RKBkM4F0ZCgXaUno7sK/ma5ZQUIARxI1gRotqaFxkJZrQ6FGy3+dQEpBRNG8ylvCa1nI6TKm4OOSHpNrjo0ABtQy8rqEJqxbWhSUkcBlPYj2JhJlXjM5VcYiUrBsjXgsJuLroeCGXF9Xg5yUtC8HSTSCONqOhVF+zkQf5mttDLWW0Zy7hHLqFNr1FgpBCwO4Dlc3Ufbz8HntJxRO+2X0BU28qs9iIJfFk5MFPDyWF00J9V78l0J03v/FXFJE6qnE7WNhucY0Twr5VOLTRlOyH+P/3R3AAJDpX2+wR1CyWWM9DoqxONB/er3nTaditi9OGnHrIWtJ9nLe9gxxf/mXf1nYjAiQMPg7mQWW9P6H//Afdr0vrqK/4zu+Q5gXluxubPT31FNPyYdhtcyXf/mXy2MXLlyQEuC3vOUt8jf//Xf/7t9hYWFBRLIMoloCjoceemhtm/e973237JvbRPs41GiWkG/cQHKoH5+qaQw+/DmgpQirOFTjBtAs7usFwwGDpbsv3Kzg4zdWkXLNyodC0UanK43wyJ70hxbzHJTmKy187FpJmA4O3/y3FZhVOu2mx/JJ9KcTWGq04Do0ZgtEi5KJOZitdLBU62CskESHepLQM4WVOGU2/OMefSDmKiQcSzxO6m1aZYelvaykkXSemVgc2tJbbMtuXmhZ1JBQG2LCcSzxTqF4NggcIwiM6iU3BDUnbBMfOWnSDMvYty/LBFDVyVtEsBQ4XsUInoBxXeUZ4ORBUSS1BlWZtnwRq1KQ2tSmNRs5lD6BGaaKg9JGbk9RLac7rs6pNCHrQlbEkXfSGMOKtK3nsxTRDopKobZmjHYcAYlaCaBzCnCPz8QUgRJTkGV0I2SZaIgWVbUYYOEKDLFC9oOVN2yl14dZVEXfQ1DhyncwolalGoeAlYwafW2oI6JYeQBVaap4WY8JkP2EvlfYln5Ud92iIGrUp5SDeMwBvciKHdMNuuMWEPMaSPsNTAcTqKgshpWhw3nds2qv1XYwUn4OTnUaRcvGfYkSEikfzzYn0VZxsNq+4tnwYgNwarPos2aRHRzAQDYu9vRkVtgDq+MFSMRt8TD6jHsHUWv7e2pbcRIHHEptb6wZNeFjCTGBi+WYJny5cSNwPcbdge8YlLB0l74ivV4iDD4WUfF7SdmwsuZ//a//Jb10Ig0IU0NkMPjvN3/zNwvgofiVQIMghmCCIlcGUyoEH1/7tV+Ld7/73bIPepBw3xHbwVLgn/7pn8b3fd/34Zu+6ZvwgQ98AO95z3uk1PhQY60nQRWqwAZLN5Ep9K+lU24zwdmnoG3033hkGEt1eow0hLKNWRbSVMKJ4Zkr6ZlCOibC1I9dWxGzJKZULNuF6zhYbbQRtyx0fB+1tidaKgpmswUbvm9JBQ+FckzxUAh7dbEuHUZTCRcdTgZkaVwl5mqcFVixw+04yEmKxgdsJzQCCzvNEbxwardCwSsneLpcmgZlMdkHKWcavbFaIKAJnbbXjKU2BkWwLMe8T90QmpwdVWs6KQCFfhMLt4hpTLCq5rw+hTeoV2XVS/6CLAqPh8fBK+yKHpbKGjIbDR3DFQyjqpalkibew8iUkJMJkq/jBMfJLYt6mEQwFT38m6kffgqukE0R8DGLCgFJHWpVQ+cVuu9MA4Xjc5S8c0wxL4O2/MZujpCEJcCGnzKwhV1myHvxG+D3T7aD6bJGyGyxCqaOmEAUpnKyaCKHmoARWZCiKywYASSvT6Z5zuspudb20qKAR2UpG1nXXPMZr4R71DW4tg/fr4nJPdOO7BNFmW7TMt4SQaeJpApwLraEXLeEFWdCKiu0Nw9taZxRM7jaGYH2uujaXbTiSVhuBiNWBXaWC5MA06stzJQamKu0Jd3r+wbosIHfW+8bFOH7btpWnMQBhNY7MyMbm/BJyqYYlgC3TTkwmWkudo85ILkjUPKN3/iNAhQuXbqEN73pTfLYhz/8YfzYj/2YPLeX+Lmf+zn593M+53NuSxdFxmYs27UsS5iSXvO0XpaGqR9W2xCs0N+E5mnvete71rYhA0MAQs+Tn/qpn5IU0S/90i8dajnwHZng7GNwEHnnM1P4gxfnRS+STtjCYPCHNveiycgncHWpjpV6Gxkp8bXR9boopliZwuZ9HizbxkK1DavWRiHp4vpyQ0oUGS2PHisBUq4tg1s3sFBpdqTKh6wJV1Uk2MiQtTqe/M33ZlMxAhMdNSGR0sR1TUC0uo2Mq0axgiVlziGBEQESXzbo1HDVMxUUvREL91m0GhgJFmSi4b1J7Qsnn3ldRMFqhO3kb49X9aQAhQFVkhU3FQjRUc3qoqRycmoZU1gQrQHBxbLOIaY8OdY+VAVypNCQSYyT34rOYVgtC4C6hiEBNXQAHceiaFbMqTAr+2MV5RCQlDR0IQQk+eMDSBi9dvsGmGhhQggIyVAZBst4xFghICSLxTMvBmUCEQIsIx9qSDzExPeVTRAdAS5X9Bjm0ScGa47qIqNbkr57WZ9eY0O2L/u99VgRS6Jm9WHcXkZLZXCvPYOBoCFXT8VTGJREksaIXoTDNAv7mjDVrDwMqzL6HQ9Lfp/YxaetJuqNNm5aRTwUX8QDzlV0uxrdVgdOEEc6MQYvPYK5uMJ0vYPLSzXMlduIuwpDmRg6vha29P0vzCHpWnj7A8M4O5jZtm3FSRxANDewHpGGhE36NrLpPQveWzoKu1u4vr6eQMmP//iPi0aDnh80KmPQhOx7v/d7xXl1L8HJaadIJBL4mZ/5GfnZKth3Z2N6ZmMQ+Gxn/HbYJjiRRxeZhbhrI+naUBtNcPY5Jotp/L2nJnB+roKlqlHkc4CZ6s+I6dlStY2FUksmeupCyHyRjSCLwhUSgUOz3ZVSXq+r0fB8dFaa4jVCVoRdhvvTLkoN02GYNwpBCn+nqNWxA8R8ygnp/cC1H5vxmc7BduQb0V3vchtFxL9xYr+hh5FXDQwGK6hZGXS6zNkHGHFraDsZzAVDSLP0OjApj9COReIhXIOjGtLllU3PnDDXT1O1mPZuaSffG2RIXtZTGEReJibe0wQwpPtTaIvAdVEXEFfkUAIBMDHlCwvDx8iI0P9kDFVhWfhJsiwNRRO0ZeMRch9MA5h+KabxfdQUzj5ODMmv16HKxxeQbAzT6ddcQRQSN8KzS3EzRc1U81CnxG0oNu6IWV1coErUw4bPM2VHUMx9UI7K1N+MHsQM1xLaqIJoG1/fpCR922OzDBgnHzZvj+FUvIMncQ3JoCX9bNifOKc6qCOLihUXIz5KcRu+0e89FFtA1u4gz/xM4CHu34TbbWPAWsaoXsVIewVxtHDDmQKSQxhMa0zGlhDoMq6uPITFYEJcnrNJZ02w6gVdKe/nYuJj11dxdjAtYlimlk7ikKK5BeuxWa+bI17w7nfs+Soja8E0CH8iRe3dVqR82kRocFOt13GzaqbdT9woieKdE/poGsYd9QB7ETCV86bTRSzWOqKgp75kMBMTX5CPXF7G5eU6Li/Vxf49YlJI5zY6HlrCflC7oeFrLQwJ3SU5qHJf3I7iWc7aTMtUqO3Qlqy2bF3BeDCPoqrA7ukHQpAhTqqhjkRayFOiEKZxQm2sBJ/jthz8z9jz6NcVOOL5YGNW9+NyR7xZkY3Zon2pt6lhod+JOdeUMN5Eca2ix19zXJ0VTYmtfVwV+eCtQeDyKiZwUY/hNBawpPOy4qahGsEEM/985/P6tDAp96ubOIV5uIrg0g+7y7ZlsuNqnKmEUSwLmKqiLpMewQ3X734POxJmsY5PJBR0jiZ3obCVv78GYr0vEM8uE2ouWkgKMGlJNVVVQGNC/s9qnJSk0fpQEq3HOJaEOymgJuwJ2bW2dAv2ZVumAvm93srr7e64CPYDirZpIJjKY96axNnONNoqiYyqI9atYB6DaFspjFqLcAIHWV1HWxvwM2TXMNa5ipqVQ6PDNgUuLDuFjKrhAe8FYYIW1CDK2oFrB2hYTFdqDFltFKsXcLPZB2XT04ROroE04WQ6md4mzCrXml1xbz43lNu0n9ZJHEDoO2A99ur6eozjjq4y6kooTGUK56u/+qvlsZmZ/5+9/wySLEuvA8Fzn3btHuGhIyNSl67qagmAAKhAQi3JBWm0BQnMUi3FP5rxH80ojUOjURgNJM1oM7Rd0IhdqrFZUMxwiYHikADYEt3VpbIqdWSGFq7F03ftfNc9M6oqS6uI6vi6syLCw8PDw9/zd8893/nO2RZwwuyZs3qb8sro23XcvPk67kQ0ZgK6Qy5GSloqQ6+Ly1ceR+VjzCKYZuAc7xHvlT3JqSEDQsBRLzpwqDEpOhgnGjs9pofGCMmOxKmABopLKXL1OeYLLcnCrTCBl2RIGXNOUBBnoiMpawaU3ZEdZVeVJ0JVkwdC1uOlSR7IgyVuMuIr2VJvcnTgfUaqhJfzCyjocCIZtZHnBfmBEhknRcv6XEATgU7F5fyLi8itQmW5gAzjq5qhpvqYp02WGoph2QI6uKFXhE2ZTk2wHUTwxKqocOLMymyUvmQG06WTQINsCdkTAqRn1C38HvUdEVP2UBHBJP+xNcP2z9Qq/gI2J2ZuWoAJ2ZrpkqZOGijxFLL/WxEyxlU5+YBEAO6DaRszPUbgwWNEnQj1IRQbmwRg2vCRvTNtHLJbyzL5xBFcC/fQkGYPz1uyFQSx23oWT6kN4V74G76I648IYHxjTV81ES5T3G0r1HzPhF06NrqJh200kTolqHwRzXwHvsrRtIYoOzZ24kXMZ1vINJ8tcBA6mEtjDFQk4KPupSilhyhlnPXh2HuKhlbYy5uwMxdR/wj3nQCF9ctYax9gRrVxkNdFK0bWsuizrUuNGRDICBwmTOcJdRH+LFb8AViP9+v6+lkCJRsbG/ixH/sxmYChxoOz2xSpMkiPX3NU+KweXbwwXouauN97HSV1gMhpSuImI6iz4RFuhwGScBZf+pgWo+NZFlTTk03gzminM8YL99siaJur+agVHRG9EbiQ8aB9PMGJzlJ49qQ1wgA9YUw4YcP/a6QUrqa57LpITmQT7ci63kIxN3kgk9wvpI/IA5lG+U2Tb2kkmb1pcaYviWE6THAaS0SnKTfwnHBJhazn7+E/mRiSR6HnQxc/oDYkgZe7YE5Q8HfeRxMRCjhEXfbRT6gNWRiYQfPmqYlp5DyZkFk1wEj7wvxQgEsBLQFmWyY6uOvOBYLQq4TAjTty2scTDFE4acaL9YMgQb4ZT9xS38ph3UyQf3myA2OwF/+dgprGIU2nnfgOZAuGTTK+0pyuKU7OOkLEm6DfSGHiR8LvxaICIku2hQU5xwkq6UPD6ajPWTcErNJWniD27YP33vh8pstCwbNRKTAUk18xXZsTbLRX9SSrZmQ34RZrWMi3MTO+jjBhK9XCrrWKV6yrcp34brSEitoTv5yFwhhLTg9ROkQnY4uqJG0lThQxKqGlgZFFCF1HMS5gyW+jkWaIXF8m53g94CZFQgmjRBgT26aY3H5gQ39Wn0BlH4D14EaWehOyKMfZlWlR7FpbPXHhex8JKPmLf/Evimnad7/7XczOPhyf/Kmf+in82T/7Zz/q5/eZqkGU4pUjjbT6JOrWgfgJFKIjGTuJGutopbPotzSeiFJUgo8W0U4zcN6cZcH2Daduvn2vgyjJJKb8YBjLKCDzb1rDRISoBCe8INLLoOA6MsLLHRQ1Jpx+0drCmGYj/F2+hmfb4jPi5SEaqoeOVZap0TdP675dHshUV3IckMhU8IRFOV68/Xib53jx5mFmVBlf0K+iJvqBWPxHmD9DEEHQcA9zIkBlyB71IvzcaAT4nB4uwtPI+T3UUcv7In61tZZWDRcAGqN9AW1ZBGbRFat5giIzkkqxpclb4e6aixxrqmI5caLWo8yM/Q404Cjkn3+r3uakF5dSmttRUMzXl+27HcwLMOTYL3UkHRSwL+wIU4CLIkJuqQrqE0M7TtQYMzsyKo6AFzIpiXbxkr4o2qj3ErzH3087n1rRlvOYzy3IRvDtHLbrolIsIXAD6PEsrlgttJwammUfDVXGeGeA/ThAVQ3QcuYx1KbNuDZfR9hroJimWEruQWc22llFGBJfUchdRdsqYKTKSB0ap82h6nkIhz1UZouY92u4vhfLe9WxOX2nJeeKrA1NDGsFGxfniqI9O6tPqOwPwHqQVqYAlnoTAhOyKQ8M01qGUTmB4XsfCSj5jd/4DUnjpf378Tp//jy2trY+yuf2maveOEFnlGChNoueNQtr+AJaM58TRJzaRZTSTNo4vN9HDUrYSiHzQYbkzZVlGr5jTJMoup0tethuj2TXVPQsmVJhgi+1q9NrrHzQWlpAbOFQT5JMvEXYMgnzTESmFLUGbo5uziTVt4pY2UShP8M0nZffp96uFrgIU2btmPCxKcPCD29u6bxbDSZ7Uy4WNDujyyW9VLnYcJ9MUESPkNtqGXXtYV/VEOj4EQ0UkwTMaZpFtY/L1rZQ+WzRsAnAx+NixZbPEg6FDXnwWj0QrdKfxET6seVDNmVaJ+pycZjB+VcGkOimhfzq6dQTTMeCGWNIB11m+xIgEjxyjJfn0ku4hFv6nCz4ZEBs1Rbh65aECljyOf1CeLzoUzLUHh5T2xipQADpm+tRQJuAnEC+5FqSuBuPulhMt7FiDVGw2Eb1MIjr2M9XcOSvYAkxzntt+P68AA0K/q8UM4ytOeyki6gr8z4+P19DGhXQzaoI9BhRRNXMQAzaOFXG583n0NZlVLMh5gpDaRt5oz2M17+A89VL+HZ7W6buPHuExSDBTNFCmrpw3DKePVfH+WblbNrmkyzvA7IeFL5SAPtgYqdjgAvv+ykYpn3Qet9XGk5k0MH1zbW5uSltnLN6l3ogGDCfpF4NsMwuRK5vH9N7nz1hAghStG8u9rXJmLAtw7FeMiAUtS03ChiGqVC4FLL2xikOB6EADsXWCm3iuROVcV+TkC1TI2RVLPXAWyTOjYiwk78VEFFfwZRf0yE3O0mOFDdLnuhCtpKxpBNPXzr1joDEgAbuaI97Q1CEyqgzfuccBagM8YMvFD11Ix0U5bdTQzBQBZT0CLmyMaONkJuPY4LSdnEZW3jC2kBTIMhIfh9j7LngkRmhLmRegvimw6hqQtmbxWvKjrCdw0XuRC71hxOGhPbxc5ZJ+y2dXvpedEjwcQ3rOEJdFmqO/JIdOUJD0pjJgLV0GbtoYhkH4gkylRxv66aA59FEJFsTQ7sMQ03I/dbX5TjQltaiTY8e6q8snGsUsBxEKKUbaBQi7Kcl9BwfFScXE79qOka7+ATu4Ap+cHaAWdVFHFKL5cBWNg6D81CJh5nJ+zgolqF9F+3IQ0dXMbB9DEOmHivs5jP4sn4JhewIiZ1iPk9hpwmscIyx38S17JxweD/57BJu39vCcO8mnOEhghBYnCnh6rmLeOL8uTM/kk+61IdgPQg8gs+9d2+TE1jv+5pIs7Kf+7mfwz/7Z/9MviaCHgwG+Ot//a/jJ37CRE2d1aOrWnBF1U7tRqH61n4hmYoGEz0/hosAe8JkPqgheXOWBS+YtJmnAVlnlAoAoWOjMzSKB7Zu2P+eq/iiETmSlo42UzL0OKHPCFmS3Bik8WcNq0K2pIBDXcWSaqEzCSGcFi+rZBV21SwiFci2lowIQdH+MBZ9CgEJvU1Ubqzk3+6txYWGWg96fUxdNKeiQwIiFql5LiqcwiFoYAuFDAe/4hwGAQp3uLOqh67uI7JcDDS5Dwer2BdfkfNqT7xHyLDw0agcYU4wP+cUBmEaQZHJWOHSZdwyCEam0zTTvTXB0Ym7VBxMAMlIQ89PAEnx9AIStm26KGALszjUbNaY8/GuWsQL+hJm1XACWllKzoJNzAmTQu0IPWgSZUSw1DAd6ZpoNPh1R6Syj4ijEHM/NlBsAdnUZlCndWmugoWqj1r7HjwvQddbhGQJW5YIwxNVRiPaQ7t7F1h4DheffRaDfhfj3gBH3mXMju+jkQzRjXJUfLNLriaHeNUmnC7iktpEJ7bQ0y5UyuHmXPQutKdnyrWVKHTHFRzZi8jdFejDHURqTp7j9xU3UTivEbqX0I2A83UHF8sD5LsvYGA9j1J15owt+SSr8CFYj3dzfT3h9YF8Sih0pYtqGIYyfXPjxg00m03863/9rz+eZ/kZKbIPjy1V8M07LRwyr0KYJ40kNywEmYzHlisfy+gde8IzZQ+73fANmhKWGHt5Di7Pl3E0iLDdHSNwLfRGIXa7sYTQrNSLYqI2Xw2krcJJHbqW0WI+o0MrJ2V4AXYsMXByNDNsIK2d7WQBVT16YO9+PA+E0s+NfP6ByJUbQP4cre35nMsB3dYAHQ+k4cFFhmLF4/CEgOQpdUdYCz4+NSHHRYftCRgiCOBCwsWCwIQaj2iSYTPd8fJn+Pxexxru6XkZA/0J6+u4hC0RRnJSh891KiLkTA3HkHdRkp0uH5e/mztxY37GGMHp6/zw4zSL5URVqB8CkgUL6R873YCEDThjJV8QYHpB7cg50lJVvIYVpNrFrp5BSTEnpieAhedXUdx5O8KM8GjyGDM6gCF9K8yf0TUZD4/0ozU2PK8pkPaCAuYLBYyzTDRWF5tlfP85H/lGjsNoBcXURsK4hyiTtm6YZnAyn5wNSn6MRsnHTHkBvSzAvd0c14YaK3oXTnKIQhwD/gIOrVl8M19GXMwQhBkWcEdSm8bKwl5ex0gxJ6eMfYQY6RJuhssInTqe8Or4vB8iz3eF+Q6HXQzLK1itFlBMc9zpjNHLSyiFe0ja34V/7nmsN8tnrMknWYXTz3p8kHrfqx/Tcily/bf/9t/KR7IkdHj9mZ/5mUeG253Vw+JOg+FXNEzbODS7s9YoklYBWYcnlqp4cqn2sexI+JjrsyWZpHlUlgVZkC+s1/H120d4ebuPnU4ysW+nDb0WEEUhLN1ejS2+MzF9U2iNEmnl0GmSacBZlkgWznQ5zuwSXk4uYAlvZDIelQfCjBtZtDXkIj3vRVjMd1DQHdjWGxmQqbkVGRIuNhQZTuu46HCsTDAcR3kJLNi6YdvIxUhuo/aDSbG0hSc39B1cwaaeE33IJbWFFRkNHYs/BQEJoQgBDj/nyCjBCMdI+ZjUqhgDc/O3G9/QU1KBQv6DPtRLMbKfLgGFU/PM35ICPJ3wIrCgxwiZMbbhzLhvJEm+oQrwgr4iYXqcyKLJPBuJS+pQbOJ/M38WNTXEutqV77HMtNY8fit/BmvCQLwVaFP4uqvmUS8UMFPx5P3DRO0/8LllXCwnuHNoIytUkPRitIbMigoRp9qIyAtFzNKzxs7xa6/tiah8u0ODQoWg2kDizyFPh3hlQEF1B18dLGFoxVisRNgbN1HK7kt7CXYZZTsWVo+asIGq4FUKb72ytHAZrBm5NTRC2r8BUXUerSjFVmcsfiVkbZdqAUr1eeRhB5tHR+Jl9PRK7QyYfJKlTjfr8bGDEkY4P/7442LrThDCf2f1/opv6K9cnMVcyca9DjBXCeB7LlYagTirfpxveD42Lyp3DwfY7oai2aBx20o9kF1ZaxChO0pQ9W0xSqPWZIXBenmGzjDF7f2+pPhWCzZmir60e8juuMpGrlKZ7KEgloI+huixSRSmJuE3RAkdXBB/jnfLA5GFhZM76RDnMsOAHNF+7E0MCMcuyXAQ6HBheFTx9llepAEBKVdxR3bDRprKpYQurnwbaGm/UCkSal/aNPSioFEVnzPFgtOWDCcxmDJMtQjZG4pkTZOHwlYugeZvOo3zCvkXPeB5KvtPHyCZ1rRFxnFeTknRDZXHnrbwPPbUAnE0+7zaxQ5mcFuvCDApSNbNGDPo4DquCPg41BE62jj3EmyQTaFQmYxbX5fe0jIk0N635lEsz+D8XAm1ooeia2GpEZj3tqVRKhZgdWOM0wzdcSy+IJWaI5Mvg9EA2nXhOD522qEAfWFYF2uSR0WXVatQhU7J0nTQGSeoWSPMD28gUyPcCZ5ANethJt3Dl/PXBGjfV+fQ8Su4YvXQdQN4hSpGSY69YY4ZL4StYyQOQYyN+60InufIpoXBfOydelaGpbKLzSjFvdYQTy9/PBunszqr9w1KmNjLls1ZfbjixYmMyb3vAj94ZRaB73/yeRLHgmUGYYadTld8TJgYWiky7TdEmmgEji2pwFk6wr6lhDkpOC48R6EXZnJRJIJIsgzs6FCuYqzjNfJjf85U5vle8kBYVGWcU3sCCLbehgHh2OWmbsqC8Ha5NUZ0OJbP/33+Q/iDSPAl3BBQQessto/IapSQiAjydayI2DXTSpw8LZWJhuAQZfGCoNSR7SKjEeHum/T+WBYzSXo1g8unhx3ZzWD/WojsDxcfMiOnFJBMh8OMsNXBXTQRoyCsB31ECCbJbJHR2NUNLKkjXMV9cWmldwkhJo/tGAUMdYAvqdewqg7Fv3Xqi8OkaXEg1pk4wnI8nBJqS5vWIuFO2bYwxyDKjO7HueRzMfjupa0uKlzw7Try0S3kWQ0BR82YuZayjZvjfCFE151HK3SxNufj5t4AzXIgbdDVRgGbnRHKno2LM3XONyNKUqyl9AEaYb+wJK2YflJAWfexm9NbxUbq16AKDaxkQ9SyTYzsixjbRYy7B3DLeyjkQ/jjQyRZijHFzZVzKNcuyntfpSFgudCWASpH/Vgm+c7cXT9gaN5ZvWu97zOL6bs0SmOgneOcnZinpQgSdrohXtrsSNz5Ys1c6Oh6+rVbR5IePFP0sNUdSQYOBayNoiMgheOCh0Pu6Bxkrg3L0qKF4cWJVK+cBVrJ7dSUuJM2jrAothnLpOZkambGRYPjwu801kt25N0YEIpSOUHBHerb5dZMRYesGziHn89+EmPrV7GgaHHGBJMxahijC1eYG0INZtAQPFG7QsGjcZ9l3JoJZaOWRKaO4KIsbSCmqZCzMVm0p+VdobYz2P9mCHa39H8Jkf/E6W2/GihoihzWXSyA3ruSVcR8LhxhFamkAhNa0vCOMmPCSDGOV+Y84Xm1hl38Tuu7oisho8eWD88FMilPqbsCaL6NxxHaZdFPxboggJzndZHkgmVjnGQopzmUpSQnilM352aK8vlmfwHdeFNaRjybbN83ImtrhKDUxH66Bm0paYmyDUoLejopU+9Fkfx2muHiTAB6DNecBE+VaPK2iMFIIx6kmNMtCdTZUCvQsHHR7uE2ljHyGgI+OI2Tlhys9l9HP6wCXoDZ3nWk8Qj+qI9i8hJs7xlkwRehdI6kvIzcLcHVFJvrM3fXDxqad1bvqd739fOb3/wmfu3Xfg2//Mu/jGeeeUZSeY/XL/7iL77fh/yeKzISd/aNpuQ7Gx1hoChCpebjo2zfEIiIP8kwxlZ7hGvbPRzRtbXsy8WFgtejQYjXdvsPLnhswdAwrRw46IYJ2WZhQ+I4F5M1Xii7YSw7P8o4qf3Q1J1oLanBnmuJcM+nv0mcS4vnwbQJfUp4kc64ILxzCevwrgwIv++KxoTMyXFNybTY4z+U0DtT3AW/iCsy1fOcuik7YZqHkzXhLMUa9mVKh4Za1JewteMjRpPTC6AZlSN/N7UHNI/n7pqvBD9O90bp1EYcJ7fUVgr734ygIiBftZH/3jcmK5/OUjLe/U19BXuYl6kTwkg21pZxKG02nostVARm8Mhdxxo29LwwIAQdF9QmKjKR0xUmhIojY//PEeKGABW29easDo7UjBx1hlZSA0IwzvcvATfBPnUZnGRrVgNstsaYrxRkMq2dFfHdZA3r1h7c/AildIhGpYSgvo4jbxlRRyKs0Y8z5DqX9y9NCin2brganlZwbQMgdZrADTQW61X4dg9boy7K6QFaqiSbgLYzgzgfopodoa1nob0yqskRmnELXsFDWl9G4eCbQNRBrH1EhWU0vRBB9xqSaB+jld+JuLJm8qwoxLXUmbvrBw3NO6uPB5TU63X8kT/yR97vj53Vm6zeB2PTBmtWfKTakqkYilA/KiHZNOOGDMjtgwFGEUd9c9mtBZ4tIITpoHeOBiK0Y/toGCVyn6NRJF4Hge+gVnDMNI2rxZHWhHZpmYpRWkO5kF2h5IxYFiq+hzhlDDrt6I0+hW6rYZLIlAMvomFmg7mq7yQB5Q71vTAg5CgoeqXG5FGiQ7IfW3ruLY97Tu2iqUjVB+K4SocRzsvQGE0mbBTdW4uyw+YCxvuYqZ3kDawI3Vg4mUHHCmoNjmeunNRSmynsf/sQkEiejX966Wbu29lGY1wAdSDfwNPo6DLaqoqncRsXRDnSlyNnuC5ayDOlOYKr7uD3WN/Gf9HPy9czGKKnKwjVkQBPFqd3eC7Rv6SleDaUpbV3H8sY6oIca4INRjBQ/N0LY1QCG7ayUC+5WKwE2O9H+PXX97BUYUaTRuC52AhnoewK2qGFilXEYmEWTb+AKO6jF6Wi72KMw82NTfHXuVAcwwkzhJlCPViW6aJKsYAsDhG0ruExNcDlQgdxvI27eg7KqSLKLWxhHoOsjLIeo+xolPIehmkN+cozuJzegu3l6BUeRznrYDbne9xF7rhQOoNKhshdI7SkIH6pHpy5u37Q0Lyz+nhAyT//5//8/f7IWT3C6n2xWsBdScRV0rsla8GpmI9CSPYA+IQJ+gQXjoWyX8C1nS4O+pH4ksyWfXz7Xlus5HlRZdgel1iCCUsrtMcJSlojS3NYDjvTQCLJwMYorR44GCQZfNvoRzg9FKeZXJC5u4sjwJvsqgrZANX8Huo0I6PIVb15guatRTDxbgwIRYVTsew0k+ZR0z2RxMmbBYb3J33/hLon7RfuhrlD5j/uiHlbb5J7Qg0BJ2/4PabU8HvUjHDyhiyKyTLJEQiHkk8SdqYuoicYkJAhiYH83ASQnJIsm0cVX2vm9d7FHF7DJfGbWUYbG1jGt/IZBGoko8CsluiCyIYdTOzjy3IUr6pNCddrqr6wJgSnB6iLZojtHkJffs45nlD5gjoZ5OerDIEditmelSsZue2kBQHyFLOPY5oImvc49SAv3u8i6rXx/TNd2L1NDMcR5utlHPpl3B1G2EpjDAdFbPWNe/KTy1UsuCE6nRuwkwHuZ7NwgyKaJEkG24A7h2ebGrX7u1iL72GsSqROMONFmHF3sZBF2I0DtK0G4uIqVNkWa9ne+Aja9lHkYe9uQOscc6qLIsfvCT5CF30OtVcvwhsdIO3v4gANAV5rM6UzkesHDc07q48WlFCw9ff//t/Hf/yP/xFxHOP3/t7fK4ZpZ2PAH9Tq/a321B+FkOw48GG7ZacTolrw5HYas/H2o0GM2YorgGOc5HBliiYXipiivMCzkGaWjACzf1yBi4pvozWKxa2VrYq9QWQ8ViQTR4k+hdMEw34qBAhttbkbdOIe1pObcPMRDnMuGW+doHk0MFHvwoD4ONJVCUgjg0FWg6LD0iOme+jdevxxuYsm80GQgYmXBbNqONJLQSTNtqgf2dcNGdfmc6aJFhcm/n7Ct6n5rjFEM0PA/I57klmSXMP+T6EBJOs2sj96OgFJfiz9l4qRFL600njMb+kVAZHL6lBacmy7kPHgOUuLMZNprQTo8lhTSH1OIMhAMppohEfBKu83Pd78nhEyp5JqHdlFeEmIXLlYQleSpnn8W1kZd+3zqC4+j8VqgO1OaMwlOTEzBKy4i+LodeyOErTyCmK7hHIywsXou1gej7E5aKJ9UETDbWD23GMSbGl17sJJBthTTQx7KapxhEapCr9RR9yP8GzyIvp6ICCjzvetOwvXy1EdbKOWtXC+PItOtYFQ74pY1ed7Y/UKSAUu2F3xXlFBHW6hBGUzHDRFI+9hHMc4zC1k0QjRaICl5SUBJGfjwB8iNO+s3lO955Xvb//tv42/8Tf+Bn7kR35EgMg/+kf/CPv7+/j5n//59/oQ3/P1Bqv3SXjd8aL/x4cVkk2BDx1a2Q7qRylc1zhGUicyol18mEhEORdWakQqvoM7hyOMkhg+wwFTDctWMqLIp1rgfcVHnn3lXD6PxM1ViZaEwIQf2c6YRqHGCsjjBGvYhq9H2FUzk4B3ChHJUJSkz58oB9/SVx+5lBOsPIoBIQChUuUxdf8t7q1vx7y84TVCAQe6jljZYqrF501AwukMMifGSG088abIReJKap+LFKWxTCI2qTncU3NhNNZv00yeE0tuE3z+0SLs34yQ/XhgkOMpLOvBeUTeyhLwQYBJ8EH2g/k1z6kb2NCLwnbxXKOolawHWS6KVjucoJmADjZknrbuSEvxitrEoW5IUB/Hhnl/jnsbGzxLEoQJd59x7+IS2riLJWzlDRF6L3sjLFqvoddX6BW/BNsqi6aE2o69XohGvIVAj9C2lmE7FqrpAN5gE2NkKHgWisyMcqo45/Qwk93G3d4Y3cNtHGYlaEfLRoUbAL4A3MD0+xGKrWtICxWk9UuIwkM44yNhVXwdIkhbqNgJKoULGBWXYMUjWEojKzki0lWbL02ypnjG0k45FaFm4HnwPY2CP0JermHhwiJKs2djwB86NO+sPlpQ8gu/8Av4p//0n+LP//k/L1//6q/+Kn7yJ39SpnCoJTir92f17j3iJePi/mGFZAQ0nTDB4TDCYT/GVmckIKVWMj1vCk8PBtxtGfYkzTNsdlIxKgscR34/7dx51eezoJ6k5NrSBmIuDoEJQ/oo7iO7wrYN26ukqvkzJHiok1GOBRUO0Ew66KkyLG1BWTlK+fiBURVHLblL5Q9e12uPBBTTVN4pA8JR3gtqW0DCo9xb3555eVhcpPYwg4IOsYM5MUZjn59ghJoRZtgQOG2jIVoTI3Tkdw1YpI7kuCPr9E00ubSfvAq1GKNJzVjI/uDpZzcNN8UJKKM3ImjgOVVHX8zOKGrtqjIOdUWAZBUDOZZs7fAconCZx5VMCc3w2J4jS8Lz0VPUMbkyHszHM4waPXoVrDzHSNE+njqQSGzZEu0ZhnFmFmp8hEa0iXFvAXHxMQHr1G813ViylLqqCiejP4iNBd0WRRJK87CdFOeiMdxCAPgNDAe7sJIRlv0YZZfv0wTaq6AVW9jvRig7HEsH+r0j9OrzqNsB3FITNWeMQmUR+TjA4MiTv88f7sDOY4SNxxHXL8KO+3B1DM0NRpoARzeB0swkllsBhQZUZQlB9x5w8fcAMytnuoi3Dc3bBAozQM7xKwdwi+bEfLvQvLP66EDJvXv33pBtQ8aEyHl7exurq6vv9WG+p+u41ftC+a0I+qMQkrE9c+dgIK2V2ZIvNDJHgQ/3TbuFmpFxlOB+a4i93lgC9yhupXur5Rj2hEwOyRqCD+bkzJRcMv8yuUMQkucKnmfDzsmm5Ij1wxRf4tNMaVQcG66nocIMw9yBVjmKeoSr6p4ADC4QHLWcUz0s60O4KnvHVo7xN6F3yb4Akrdzb31UZPxbXiMU8Jo+hy+p14WW546bEzfJhAvh4vOyPo+eLkArW8aCp9bx/J47+fxRddLgubqTwv53IwEi+vJnY9cmSdSTaScyXAQQbO3xa7ZXyGyQSXsKd7Gr6EESiOsum4dkP8irTIMbp+fPGg4x0CUMVSCTNzRdIydGMGMyjmy06GfiVFDMhhhrF7my4Ok2bF2GX/BQ8B2M0grycUdEsfvpOYwTTzYDJUcjSSKkdgk110bRSeGPekj8moD7KLPR9BRado5hmiNMFS6OX8KlrA2dZ8K4DAYFtP1V7DmX8Opuhqfmy3BsGwu1smwCsvYBBlkMf2YGdjJCXFiAlQ0QzT4pr4d2CjLayzaOat2GTbO/+jmgw5HWlllAZfcfAt0ds8CuPG/e1Gf1xhLwNgNs/Taw8yLgFAA3ALwS4ARAZfHtQ/PO6qMBJWmaSnz28eIoK11ez+r9W73v9oyhFy2o6ZhKQPJhhWTdUYyv3T4U0EOQQcdW7tQofCULIw6sUY6S58h9OuNMLjipZuiexmGfVLNRTJAx8VwHdZeTOrFYTBOsEKjQ5ImsCfUlySSI74FHRAbs92IcWQnqNvvT9DdN4eoUz1vXZWqB9DmNyKjlCHUBO2iKNuTdAMV79S45Hhn/NkcC1/R5ASR0biVjQ5BBGp+gaE83pBXwReu6iBzJkpD+J91feDB1c/JL3U5h/68jSXS2vpsgO4Wg5Lht/PRzcwQIIM3kE4XLhA48JgQQlGXfwLJ8fwUtWBMdEI3vOL499ZXhUWTrhz/PsANf3cQtLAnAoY6EjRoyajRW66OIkVWCnWa4qkdQLtkyV8SvbkYQkWHjaISKZ8HKchwedbDn9jGwy+LoepRlmPcDlAs2+plGqztEOYmRB2XRblVdhXLRg05tWPEQs+M7WE7uy8g7WQ7+tkbUQjPeQi3awgv254D5MgqNFXh6jFQV4duhAOnuKMK80ijajE+oAMGstO6oaVHpWPQnWWcbFSeDt/QMMLMGdDaAcde8wtEYqDWAte8DZi58ymfASfYnuQt4FZrFAMkISELDkFSX3z0076w+PCgh1f8n/+SfhO8/FPbQ3fUv/IW/8AavkjOfkvdm9X5nH9gAhNoluCNDcq5RnCT1xtLCeT8urwQe39xo4+7RGBfnyuI5whHeoyFzNXLUAlcM0Kgn4e+ZZ4uFEzNJit0wNeZPNoQZ4W+ktoXukJ1hzHa5MCRGY6JMLk2UyTQOGZTpIKzsPrOJyDQPME59zKoqLmBbkncJSFoT7wf26kmx7ysNS+fvCVC8V+8StnnerQg+vqmfEOtxTtj0RYtwJHM13HdfVfeFvh/KMmeel9GPcCl6KHQ9qaVuTQBJBuRXHGR/6PS1bHgUhzLxZJgRIzzllBMN/QkjmQBs9EVsyTAYkbogiqDbwnEU5Lx6DJvCpFHUWZsEMfKxqRrh8SbzRjaFYIcj4jkna5CK7oitHD5uTldTtid1itxly5DnW2oiCxwX1kQPNorG8HONTmKjb2lhDaNcQ6uC0P2PlylarWLvcIzuIIfORigVi2g6IXqqiXqtCq91E4i2EeYWLNvBjB7AUhYGfhMFPcJcvIkvBRp9XESy8mV4rVfhjA6gOIrv1RGGQ6T5EEVHo19aRidWci3xsxRpkmB8tIuFaBeVSgB18Iq0a1A/D8wHgCJLy35szwCSs/bDO48Dz101Xyfjhy0cApNxG6gbf5ez+phAyZ/4E3/iLbf97M/+7Pv8dWc1BSZPLlWx8QLw/HpdbObJOmy0jP6DFzcu/u/VUI2AkXk2B71QqGIK4sqeg+0e3VmVMBkEDwsVX3I2nlyuCVPiOgnaYSL6EOVqw9pMDJIoYiVr24sSmaxp0jjNzTGIjItrNO3XKKCC4VvEqFPhKZN2n7FuCSAhzU7ynICEizzbN8yZWVAt3NWLE0CRisaDAOTN+TjvzbuEYsRYWI+HP//oMnqVi7iDJdT0ECWM8H3WK/iCuik7ZeacbGJG2JJL2JEZHCNoPdlMibqZwP7/jg0gueog+6nCqbKOpyCax478QCZni0YCT44DB9ip8TATUYQXtuhDaO9+iIoYnPG4cgLHTESxrWOOF9kVypp5bvL84nnEWwiCu5MmHe/DNs0qTfRUIBbydTdBnzxLwvFvJk03MM+pFaRo5WXoIJDxdyZn19UItVKAbmkdq4U5aTLRa8SzHeSlCwizm3gs6GNuuY6e1UTS3UYljwGnAa+xgitlB248xF7eh5WFKOUhQuXCycaooiWga5CSjeHfB4znPw+bvift18QS3tNHGKcKuRsg8AuYXbwERA6GwyHiBIjHIyyPrqEWKATzV4HhHhANTcsmKwKVZSPe5FRJ9UxL8o7jwARz8eghGOHo72Qg4Gwc+BMAJWf+JB9tTRmQWsHDKNV4ebsnehCq6tkmIbvxXg3VqBn59kZbWizb7ZFoP2aKLuqBi7mqb1JBIzYgNCqBC89WaI8iYUGYFsqLPt0oGf7FImtCPxIWP3Ax6IW86GYT4KKRTDBJVQ/xlDKheY8Snt7RS+joCjZULjtWjvMSnHAckxHwfFYNDHHEJUEnMv3AneujpmrezbuE0zx8WZ/EBhyVP/j5PTHkJsOXYw5dmazgYrULtmmYMrwv4tZZ1RUbcZL923KvooS3cWHh7pucyQmVsj4odSOB/YunF5Bg8grzvDCRBLmIUPmRbrxkP4wgmfLVBImE45VwEyu4qVflmDGpmW6uBJZ8JIJc3p8ghQnRnMjhbbOIJ9NSmbTwRE+FGANdxLZqItAJeqqIFeFUQkTKkmmxoeLZPkaqNTwrl10yzfZm8h74Nu0XLyGuX0AWKlyYLWJ/EEPnGq0swMvZBViqjZrdgV0pAakP7bjw5y6i3GjILtvp3UfTGSOhvbxdxiC1AR2wgYQ0twQsh9aswPIB18OlryAtzqNofRXWYA9JuQm9uADosYCaYrmCKB0gK7P9dBt+pQAVLAB+2UyODPfNrn94ZHqxs1eBQg0ozeIzWx8mr4Y/w/YNgUfYNZOUpJkJUti6oRbnbBz4A9dpien4zJbxFRkJIKGB2rTYRnkvhmps27y02cXhIJak4VwHogFpjxJ0adxEnw5m3MQcBc5xqRqgF1IMO8RhPxRLeL4/Q61l7eL0jEw1HFt7mfpLQDKMDO197NkLQ8JL9NsJTzkJESsH39UXZWdLm+5D1IVEl8ee+Ehw6oF/XiL5I5W3naox3iVDrGNXFqhwst+lB8W8agvlzkVLevHIRODYYLgLruKPWb+Cp3FDGkh8LlzMWrqCI93AWHlYmliRsw3kywQORa6h6F04EMoF7q38zMkq60ZqAMnjk5bNKQMkLKMVcQQwmq8Ji11sYEGaNmTEeO6R2+DM1Ca4QMcCLpneS/8a2sYTZF7C/clot8YIhYkIlucdmRhHuBiCG07ZlMVmL8Y+ZvBC/oTojQYUXmcuVu0WPCcXhdE4WMCLhc/LhNtitotzVhdpmkmQ43W1ggHOIwnNdBvPmjQls5hhGGvcDoGtcAFrlSaurhYwfznH0f59ZPkI4/YOnDxF2fNhlaqCznpDG3FGGwFqZ6ooo4cqYvSUL+fiYW+AUm0N4dxzAkzG976FWS9HMDthPI5uQW1+C0GeAMU6kERA86oRY9IKvTwHuOvmvtRFkIEhUKEm4rPauvmweTV8nbr3DbDhz/Hn+ThTdqS2djYO/CHqDJR8ykXfkIeGam8t5skwN4NheYxBP64zmRqlMWeDeTbsO8+VA/EZoXiObAfbQtEglQsbRarsury22xNtCT1MRBOiJ7tTbh4eAe57ZHMnffh3F56yv0/5YSauELJb1UrEovSNIANCUCAXazgCKyoYyE6zpWvYxey7TNWYRauperiMLUFQbc3lxJMdrlIaT2BDtAAENtwvX8WugJI/jN+ELenABrA8w8VKQXbFN7GKA20UB5zCuYR9YUmMhTyfKRsKJ7+yHwugF2zkn3NPJSAh3CCvcQ9zwqqZyRdH2iechqHolCxKE22RoFLtQ8DCqRoyZWzLFFQoYmW2BunqSz8bakVoQb+KQ8ygazx1pFljPlKnQq0Tb2EcQqxt3NbLuJavg1kKNeTwVCaar0pxHqFVxGY+xlwQSxSBH99Hyc7gWTZmB7fQHx/h0FvCq2Qve2PEcYZKwYVtszVq4VZmIXNsFNeaaK5VcHEGwmDatgP7Wg+74Qi6syvBUo7lyPtU3J9dG1WV4Q41KgQlgwzNKJUWbDtroDH/LJrxS1Db3za7+MGeASArXzS7+P3XAAIUWsbyOjI4AIIq4EwMHbmwzl7+7E6OfNi8Gl4sB/sGcPDUmZqn8aMzZ16/g9eB8z/42QV1H3OdgZKTZKj2pqJQlUF6zK/pjk1K71wlwOOLFQEoU6M0jv2yrXLQjzFX8bFaL+BwwPZMgmFKEWuOubInVtffud+RnxnGZuKGb6zjCatv+zzfg/CUlPjUg4SLPhcPS+XYyJdkgSHAoOPmojoy91EhqnqATcxJhgj1AI+qqQiW4ISW4QRDHNnlrpleI9SrnFc7SJWFQE1RFXu7GhexhSfVJu7ix1En/Y1UWjU0wSLQ4l9PQStlkdtqVha7OfQeJAK70vSiXoX79ZMbrqeXbKNGthTyL5x0PuetZaZq+M8RgEkQMc0ZosiV0y+c2mJTjawY2zEEkNQD8f48n6g0IftB0MsU4Ft6CU1hSPiznmQa8bygSoXHlgwJQSfBCB+/gyq2MCM//5TawG/oZ6XFp1KFtgbKvo2q76I7IpMYouDZYkbmhUcSn8CzWmkf+ThCNd/ESrGP/fITyDOFETcI4xQLNR/zFU8wwfbuHirtV/CjFyw0vSIUXUAtFwO3gB13BW66g0XVwciblbXQywaSRzNwqmhWafIHHMYO9nqRbF5WChHW7UOUvBpQLAMEJpqObH1g47fMDt71gdIqEPcejq8SvHCRZuumvAAsfe6zOTnyUeTVkAkZHQHNxwH6uPT3zWtKOpmvNZkoivFKcycH1GUZ0L4NRNS4lIHGRcA+qVezM1ByogzVuAs6Dkhu7Q+w1w/RH8eSV8P03tf3Bri+18fvenxenFgJaBgCtlgrYBhlkm1TLThYqRdQDVyoNnB1vozVmQJu7A2w2R6hNUoQJ5m8d8ykzfS3TiZoHiEyfVQdF57yZy6pbWFJepPlhJLDBd2R3SydUqd28dSZEAjQTOoOFnFDL+M56zY8bdxVuUi8daomEQaEolqOEHMh4nOtq6HQ+M+o28Jm8HtkW6gBIUvzODawIs6bDFbzRL9CzYr5a80MDVkc5qHw+VG7wL+HIETcLidw7aQ6NahXE9j/YQz9lIvs/xIYYHKKajrmO2XO+JGzNQShPDb0C6Gmh+cEWzMMTKSvDI8vmY9NzE9YPEd+htMwFFcHwpT5GKqCTHyR7epN2jcUtvKcGcMSXixAIkCEx5jaEj4jtvaoeZqe/1xvxKPGtmStoUcPW4+NMc/5ETqFJZMeTVv53MVIz+JZfYiodw1eeh6+U4DnKNk8jJIci36EYnJTxn/H+jGgvAhkEXR3C73WLtLyKvarKRZ6L6KeHCKzPYydInbTGbiWj2BmSZpSF+Yq+NL5hmjOSkebUBznpR5k5yWgc88wA+OWAR68jazI7EVg9UtG3Er9CPEHxZrc5c9ceuOC/VmqjyKvZmovX6FmJzWsCxf8aRuIx7G0BHjM2zoBtfsS8Np/Ao5uPxQw8/g//pPA4jM4iXUGSj7lKroPDdWmmhIG2t09GmC7Oxb31bJno1F04Tq2+I1Qg/JfX9/H735s/gGgIYtyab6M3e5Y0kUpwuMFcK1RxOfW6qIxYZuHY70EJLIg0/QsNwtu+R0maN49NO9IKG8CkkNU5eO8OnzgScIFfweZTNhI+s3k8W9hVXJomFNyAbtYtQ4Rak8WhF09DdvjNXOAi9gVbQkXmYYeysJkPCkIWqic0cKccIHi8yG8WURb/CemRmcEQpUHluHGd2RiYykLTFkGfo2z63HH1pNa6pUE9n8cy4g2x7ZPszMrX2vqOxL4MqZN3RGPEVs2BIg0u+O52LSo9TGJNtR+mAkbW5gO6kpogXdDr4p/yOt6GbNWRx5vduLMSg2SAd2WABOCkiNUJEqAz4GghUXGbWqu5lDEWnIkNZt+JCv1IhYrHspWgoVuin6+hDxSCNNcQjBnvRjN9ABzSQsLyXWUqE2pXMSht4pW5qI9iHApuY/5IMGhWkI7ZW4U26sFjKvnMUxvYNk6wt7Sl/GKt4riYANVRf2Mi8CNcVi8gKz6LEr9+1iZCbBcL0BNd/AUW1Lv0NsEeveBcAjYZEcWjF6Eo6u7rxiUNXtFgJCYfpE94O6eY8AnZYd/EvNqploRioJ7W4BbAuaeMOwImSYeh/GR0Z08Qoz/iQOSr/8/zfOpnTNAi8d592VjjveV/8eJBCZnoOQEGapR1MqdGFs2L252hPXgkjm3XBO9hz8JvlufLWKrM8b99giNkiv0LQGNAJO58oMpGbZwmKnxjbst7PciHA5CEcZy4iYyuXmgo30xn07QjE2OiHaFseDi/l5C8+ZUG+exIyO+vKhT3Eo6neBiQy/IQk8WgvqOa/oCxpr7VoaeZTLtwt/Ln6jroYxlNvnbVCitHtaz6vYknt7Hvq7JYsFkV9Lvr+p1McUyu21KI3Ocx/4DQaRxtDBsB5kVSiYJPRwBMQ/36ryNf4/sdieZNie51Msx7P8tFECSP+si+4nTwZJMmZFpfs30GfNznhNbaOIG1iZsmcIa9kB5Kcd0qengMWdLpfAIV10CkwW0Raza0lU5mvT42MYsIuVL206YQepGRMacin7lBs6BkJrAlOcInwt/z6I6xLaek4DKcxUNOw+xO6TxoUKc5TgXRHiyoNCPPMx5trRiW/kQF5JbWHXaskg51gi5fYCCRUPBPr7jPo3AdbHmDaG9JvyI7slmA8HiJqFfuYz50XWs6T1s1JvoFZsIo554/Qz8Cm45TyHru3gWwJX5itGYPVhwc+OTwUWTdD1bNLJrZy4V2zMrRkfS3zOLFFkUXYOurmBYXkOqi3Ci9H15JH1P5dVQJ1KcBe7+pgFvFAq/+TGmWp1Pc6Q6ywxDQkByHHiwLcd/wqD8Z2DuyRPXyjkDJSfIUO3V7R6+fa+N1iCSsVu2YRqlQCymNztj0YoUPUeEcmznMNvm8+sN8Q4hoKFYlqCGgrhulEi+zu3NXex3hmLCdNDVwpYwp4btVYaCUgt5Xu+J1wP74xewIz13LuXUeBR09I5OqwQrN/Q5XFC70gZZUXsCTEitcwqCiwsv9n0JsRvLhXUqWH16AoTY2sm1QpkaE4xkrJMTL2tqV77m5foVvY6ralvaNxQjks2gZoWPN9Qk3SleDbGGfQEj3BVzP83PjSG5EesaL1DrmNBxujjqB34WJx6QvDQBJARin3NNuN4pWUCmrZqHbRuaopGd4tHz0UJV4IbxshnLMbmLBfx6/gUByYlN4bGxiWd7kAwHJ2TMJI1JAKaQNVM0RRuJIJrSad6P2iWCEYISjobT6YTma/xZPhe2cejuynOf5y3ZlVX7CE84HZyPB3AtYJeal7SIzmgOuyMXG06EvrLgeEUhH9bybVyy9uD45GwcJLGLfl4Vzm8lvo22U0A/uILA1tiNlQRl0smZAloWP+ZBA1RKlfwmZttdFLIQUWBhX61jWy3iMAnw/LxPsZVYCpgfnCym3KFLy6YL2CaaQYq7eJ7Zin4aVbNoFZvSxumqCjb6Cq2dBGnefl8eSaczr2br0S2q95JXw/dZad60u3gRJcCZTt9QKEsASO3O6PDT9Slp3zYtGzIkjyrezswj3q95BSepzkDJp1ScnGFRwBrkChXflumYc40CHl+o4KWtjviNMO2XzYTOOMbRkMyHLTbv/kQYW/RsATScwjluvFazhti5ew3x5gZqSYJBqtC0apj3ZtAPbaSp8SPx1Rgr2MeyOkJTcSdpLuz8yLRVXsxT7eAuFt/WaZUjvLf0slDhvKQPsCDjulMQwwWGiw5bO1PXVtY57KOkRuKoStaEmhBm4Di8ujPnBgcCUG7qZdGOzKiuaELI5nApIi1fwVi0AgQlxovCaFCa6MOVW9niMW2gh6CDcMYE6E0XSb6ahis52aVejGH/7waQZM+7yH/s9AASPGjTMEiPUJVHxFjFD+EJ08H2Ctt1ZEEITq5jVUAvTffqiq04LdbxPC94rvEc4vlnHFs7Aig8FcuBJdi9O2HyeC4zgu+enkMBNdTUAEsTdoYtRZ6RBCKmFVSQ1uGSorB6H40shBN5sHWGJnfCaY4k42OvoFBSKKKPnWwNOhpgjbDFdTG2qzJVlhSqCMcl7KUO5nCIlewWNqoXMCRTqRNUygEWqr5sMlj8WPd5XSghWHoe5WaGUaePccg4Ch/uKMHvmK/gRx6bxW/9n9feuuAe3jRndRYCPseZ+UYPTbvGK0zEMamZtinMii39y0f5B/ZIOlXF9wnHfgkeCEyoIZGWTWwACQHEe5k6EuBxzkwx8bHYEqF5Wnl+4lNSMBM6n6ZPSTQwgOntQBHPjd62ud8JqzNQ8ikUWyh39nvy+Xc2OmIzT7Bx2DdtGAKOhUmQHjUgHBUkQzIYp4gqGfrjDNWCLW1MXkyqBRfnZ4uYLU0SU8M2bn732+js7qKbFaC8KmIdohzuYT1uoW2vYy8LkMp2NcUFe0cmGrjYE0zwwswWCcEDWRIyKP89e+pt/x6jLanJpEuiXJmkOb68kyE5QFUWHQbw0Qae/fyL1jYi7QpMIZAgq1HVI2FBNnUTDTWQ3S93u9zFbutZZMqS1hCFibz4ciHhPpRqGMOqKNlhm3aPJ6Dl+GQRP7ePPTuqBgbwwSzZ6fdZJ3aZL1FlCWTPuch/9HQBkuNFcEFAwnOHx3BHjmpJRKkdTZ7MaEuoLeI5cEltCUAgA3cR23KukOUg88GWDQWwFFHfwjls6QXcxrLATQKWkg4xVEUBxJY6ktHve1icOAwbnQkBEkE3R457mqZ5A4kaoOSZZ1sx7QiokNYQamhnHhpuiCj1cSEYwM624BZ8kWAPrTLsqI2RW8DIb6AMB91xis3Ex4rdwWFvBMcr4HLQw/nmoojUp4eRHxfdEQaVeWyNbTRKRawuV1ENE9l0PLbk4kvrDRRd9egFlwwJx34JRHib4wLxdHbOmezey0DQgC7N4F4nxjByPpBH0qksti449vvAp6RjmA4yJO81r4b35/2oJ5HxxTclBFO382n7lPhlo50hYHrU30QXX36f9zthdQZKPgVA8vJWF4OxYQuaFV+s0TkVQz+SeskTUMJsGrIg99tDyaphSybMMhz0DFtCjUgY5/hW2pKpHGopSr4rCcDtW9+C3d/CZtZAN0zh2rGwt64zh4raFaCxj3OTyZMES2jJYkyX1WkRJPBr+j/Qh4H3e/uaaks6uKh3RLlB228yJAQkBDt7eka+psBVRKjqSEL6qDMx0fDcPbvCzFBTUlcD2cWtqQOZiJn6lyTaRabIuQzleVNo+wIu426+gLI1wrO4LQsHgY4n+gBjxMUyjRzyTg81I6ZVYCZtpi2Fk/ym0JdcpH/KAuZIxZ/OheKhlkQLIKAbCeH0XdRFM8RF/742bBsZMQ5nP6025Dz4rr6ESLnSpiNTYuzoHWm7/J/5s9jDnLQdp+PpZNbIspGFY74N9Ux39KKczwvqcNLGMxwZBbRHuiJAh8ZrZP4IsAspR4wjMdij2d6C3UPZO4K2K/iuWkGQ2nCo5UiGcLIRksTGwK6hm9URhY5J57Yt+BYNAU2T6b5exLqVYsVqoWIVIUY9aQz0t8U87cLCeVhJIO/tKft5eaEsgZ1kLh4ZhMrFh0JVYUv4hr5v0mvpzMrvcZHkCDD1K+UmxtXLOIxcEdE/qsicHPVpH5CJXu0zU3wtgs99cEfXj6IN9HFX46KZsqGo9VGghGLoxWfN/U5YfYbOtJNfU7MzshuL1YKMqYohkmNjuVHA7cMhbuz2RUvSG6fSa97rhWJ2Vg88uI6SscLWMJbdDD1JjkYxWqPYBPCFCdrtNhapuvfLEphHL5L+mOmoCvWiQmZVMUO4oebQ1oWJ5sJoSB5VJh3X+Dq8U1Fb8tv6KqpqKKJXakjYsiFDQkDCXSjFrjSzYpGFoaiRoOVwAkoePlZBJnd+G1cFqJgcE8hHakhIsnMhYyg9F5eOLqHHCQpdQ8qRTNl9ByKA5YI1/dsoYc0mgIn6F07vEChxCJpG5tScnCzJlyn13Rj6nA3MTJ7d/El8lu+vpsLk7sQfhOD3ErZwTu2JroSsF5s51Ia08wqeUPek/cef4RTXgaoJQ8JzgiCT4ORFfRUNawhXJ7ioduV7ZF4IbudVC4voYE71hSnh4xCEkGFhYjWBM4EuJ8E4Csxx4tTKYescfV1A3R4gVoE4wdKJZykb4JzfQbvkYpAtom5H2HSWUMuOkEYR+v4SZstsy3BiJxVH5VrSQ6G8gq+cuwjtV9FqVfFS/xAz/S7KOadnDk1zqziDWv8GninOYri0jtStvLeAzmlybXUBeOIngVf+A9DfAZhIHnaAypLRlhSqwPLzSOrnke7mj/RIYlGfRkBEAe9nrvg6flC9x0fVBvo4y7bN2C+nbChqlembkmFICEgKs8DjP37iRK6sM1DyCdbU7My4t77Rroy9ZO5YXtjsyGgvHVovFMpoFFxc3xuIvuTSXAm8fvB+l+YqQq+SOaHGhDup/X6EPA5RtDXuDDj2GMl0hrAAeY7+OIGjFIppKpkdHt+XsKT3zp0ke/mk09PJAk3gwGWbgMJIQt+pjFjxt/OrYitPrw8GpHH+hQsOqfMWKrivja8Es2m4G76otoUZIRDhffk8SN7zcy4ODUVjsyH9VsVenj9rXFcdbGEeRYzxpNoAI/8olCRdT4BEAzTD9pAxMc/deLKaUDayI9MjQHAyhSMnjXuwvhXD/uUQuqKQ/ukSUPr0ZbgfJiE5ezBpQzbOltf+HgrooIBzOMQCOqL/CJVpJWbaRVmN5b48F3mOBioSRqOtqsgmY71kN+ZUC5ZWaKjug/F0FoHtXU2+r4YVHMjPk6+7o1dwoMi4MT2Y51YmIPa2WkaxXEeQ3EE/duW9ElhAbLvimkyxOJ8PWRF2TDWKuFyzMTtzAaP7Pcy2voP1eoKBcgWQlKwcZbsPTwNHlcuo1GegaPTnLeK1dhXLyPA55zZUMDPRfTCltw3VP0CZjqznvg/wH20s+KAINvZeAXo7ZoHkeDB362wrhG0m8QH9XWDuMeDyj8g/2yrDsVpv8UiaFu0HeF0hIDqrj6EN9HHX4jNm7HfqU0INCVs2ZEgISE7gODDrDJR8Wu6tDHE6XtrsTOhRwvAuFnNp2uNEnEn5MwTe/TATxf2N/YEkAw9iLrFKgAqt5bNUoZ8QbFBcyscDklzDspT8bqVjiURnAqsYPaki9vKGZH9kyhENhnFjtaV9Y+tUdrIUFr5dVd/kcULTjIKK8BRaKExEh+0Jk3HcdI0X9jc7vGbagKSBLkgrZ153ZTddtwby3FhMaOXfZjQApEiV0Oy/oj+PJfsQs+gI8OBOmNoFKgYmL/GkDWXcMYzJuIEjFL9O73NSgIn1jQj2rxqtS/6UCxRPxjOTqZ8PKAx+qNnh8WfbJZApGV6IqC3ZEAZsIOAjho9XsIw6jP6KAIb+JfNoSauQGiW26Xj/QwQCWKlZ4vfviKbkjc+a74ktzMk4+aGuYx88H7W42rD9Y1hBMpfsdZagcg8lJ5cxdcXwPR0KZ+hCC4ChZ06iHVR9DdejpNrBd5J1PBX04UV7yNIOwjCGG3go+i46tcdwz76IpTSHYmBkqmWKe3CwhTDYQ2G4A3TuGqMzAhMZ35wxO/Krv994kLwdQ0JAwjFVKtiPXjciR05VEISQJeEIMHfFK182BmlBTYb83+yRdLzaoxhL9UAYmrP6GNpAn0QtPmPGfs8cXc/q3dxbOa57vOgtMoozXJyriM6E7ZjNzkiErvPVAI8teNjvh7i5P0S1GONcvSAeI2GSI04zmeLpRQky7QvD0MQBUnsOsA3HYeUhrCyRccnbFkV+pKIhQtjrWMMX1etiXMaL/HQahT17zq28ptfedvKGgOStHie0cu/IZZ7ZITSnYvuH7ZuiCqXNMzVdIwBhTglZFF7gCYa4yNCZ9QB1HKGD89gVEDNSnmSXsOXCCQmyJJy6IPjgQnNf0yS+iidwTxYZY6zmMJlEnivZm+nlwkwEWUjgSf7O9PaTcjmxvh7B/jUDSLIf8JD/TlpZn5Rn99Bn5L3WdAzYiKjNok6ASMMzMiNmzNsIrAkOKGwmbKS2Y18TiJBLiQWs8Lwks8FzyDgQ01xtBRtYQkWHKFmRpFeTMZuyb1NtU1cXxIiM4GRV7cnkDTUrPL/Z4mSj8bzaxYujRVRyByUV45x7iEJG6W2EYeoL0I6cJnruHMapwnJhgAO9jG9tRzjMCugtfAmtfAeqt4ndURc7sY/G7CWMK+toRx7S9hhZmovZmop6yMe/yXcKkBJ85WZsl4ZmbAVQNLlFSrMKrH//W3fgBDAHE4aErEg+MiJXMi70qCBrQl+NYgPobJrHn7iWKr/yBo+kqaUAGRICEraPqWH5zIhcT0ob6MMkFH+QIgA5YWO/71RnoOQTLO44pjuThfIbdRQ0T+qNE1ycL+FSs4Rru30kWYC5qi+GaVmmcedoANcxwGa3F+LO4VDybqg1IavSGcUijt2zl2QkeC47hLY9NLwugqiFQPUR2WQXZtBREfZjpgor3LDOo6JHMuHAsVpJ2RWOwRZA8ppef5vl2qQETz1OpqO9HMHkQtHWFdQUZ2CSB3k41JtU1Biv56uYtzp4GncwVgEiTetwfvQEjLDNw6Xv3qTF85i6J4sL2RWZqBBGxyQMs51D4PIj1newl9dxYNGaXAvAYttoyrBw0aGw0ix/hoI3A9BmIueklPW1CPavTwDJ7/CQ//DJAiTTOv6MpszJu4EYvvKGseKQbyaaDhqYmfsYHxkeJ4IFMnUJXAEfPCcsrYUh4bnE84u6kxCBxBZQZ8JnwJYNJ7r4GGRWDPvG7JyCgPUShvJc59WRuP1mE99N3p/gNnYCFJGhm1sIUMV56yYCx0WuikCaiKNsagfM6ENqF1DIOtgPq3g1KqOXZyg4CofDFD2Lk2IFbPsa7UhjbjSLZc9De2D0UfWCByvu4VL0Ai7s/zoye4y4RIO4HAgofM0MMCEoITgZtR+dy9LZMBMW9XPAYNewIgQkQX3iLtoGKrSwT83iR2v5uP9gXHXqkfRmSwEyJFNR7VmdoITi74E6AyWfknvrLsVnEzAS55m4rxZ9BzNF36T8xrkwJAQkrFGcCDDhVA6dXrc6I7G8Juh2bQpgLWkPdcc5nHIRN9VlXNK38VT+Osoqwp4KcM9eRujM0N8SBesevpGuYj8rImFEuiLv4GMObQEYnDJ4SZ/Ha/r829rMy8gwzb455gstuhAuOe5k0W+qloCQHT0rbq9kRbivfQa3cNnaEsHhpmrKyCZ3xmRI9lUDv50/9uB3sm1EfwmCB7aYuKMmyCEjwt9HPQA9Vsh2MKztG3gCr+s1zKu2MDN8jhw4ltd68rzM58a0i7tv66T5kEwByQ96yH/oZAKSR9W7ySH5V5DlmBrfscXG405ISIBIAMLJLWNkloqQlcCTbNhIF8RzZAkHKCsa6Nlizsfv7eimQB66AzfQkVFyApG7WMEw91FUkYDtdWsPs7qFAsYiqiUs4nMwhnpscdK3x0bPncWs5ojwAjrZnug16J8TWtR7OAgcwEu6eKKyj+szT+EazqNkVXDeGyM+uIXR7h6KDls6HmbLs3jNmcFmO0R7mKBZDSQ8Lx22sR5dx/r4Gsp2gtirwQn78ntUMgS8ChBPxjbpeUGQwo8EGgQX/Mgi+1FpGm8M7thpnmZ5Ey+SwDwGp3r4mGRLxB+JY+UPwQaBxzMrNdG88RrynkS1Z/XJJxR/j9QZKPmEa7ozubMPbAA4GkTiU3K+WZQE4H6YIMstya4hlXp8lLjgO1htBLix15cJHPqStNIE7VZkLiCcKsw0DnohRgFTUX1sWfPoqjoyz0YvceSaxPvOpodYsw6QOrO4mt2VRf1lfQE21sXF1WhL3nmZIXOxaB3JhAJ3sixOTJB74ATM07hrJhuUL0CCrRRO+nCyhrtiVy3jNb0qIkQzB2NaNxwH3pKFRgmweE7dklYP7eO5mPFx+PiG6TD0PKdt2JKi3sRRnPxRAoT4PaZQsCjX5dLHxY8/afJyTlbpKy70Qoz8MRf5D75NRscJqocDtQ+N6N5c09t4H4JXngMEA8YgzQiPo8l3yFbwa/JYBBJTu/cX9BURqo60j8vYQayMpqioYjyHW1hWB3JMyYQRdroqxRP6DrQFHOm6TOG4Opbfw7RgTuLQkJ7Hn0lQbCbltoOAHjCBg8vxLqLiPNrJRTjRXZxTLbiWxshpoOXPQXsVrJUsLBVT9L0ibh12sBDfQZIc4J7t4Ch1UXZ9PG63Mee38M1RGQdDH7Y/j3Ho4bymM0sXXiGAFQdw0wHyLEZaNK1OYTQILMh+kPXo3AHirmE9dAb0DsyLun8NyNaMwJLjqQQm4iYamZ+jjoBtHNE/1I0AlknAn+a46vdifRQJxd8jdQZKPiVg8uRSFRsvAM+v1xH4vuxMemEqHiZkTcig0F6ettMEKuzvMpAvTDjmm8O2LLRHqXiacGFmyJ4sC5NgET8byUzDNmbguEWxyM6TZGLGZkF7dSxFXbjZWIAE7zctig+5ABAQvJPFPIFGSUfCR0yLDRUuNpyWkZHOiYcE65KYXnGEU0k6MAEDgcZA9XFTs/lTFBp96vrKx/lh9R18v3oVZYmq509wfFcLQ8JntD8ZHqUugECHQWq0ojdR9tQSUERp1A8Pg9+47J1QO/mCQvp/L3FVxWmo41ocKnaM4wu1POotr/Fx4EIQavxTMzHCIyDl7TxnyKjRv4ZnBCe3qDOhFoRM2Sr2DejUrrR3HJ3iSXVHpnaYKMzH59g5halsLdKzhoZ+A83GTYBltS9KFrJsVWsMyzYmbrmAVRvtbAaRVUTTHmDGHmPTW0VEQ3u2bPwCXAbYKQexywjLFMvpFooWUBvsojq+i36i8DmdIlE2wjBAwSpgPbqLKxbQ8hsI4xqS4XnUrBRBpY5GuAtr4EKlI/PaEYjwlWCLxZqwGWzj0G+Ekziv/x9AYw2ocGEbGwMv6knIkDDxd+FpMwJK8MFpC+pMgoYBIpy+YZtn4ck3LHzc8Ly5ffOZtJk/7QnF3yN1Bko+pZpSo5ykcV3nDSwKp2qOBjG2O2MZDabwdaESiGfJ9d2+gBdmZrDdQ6fXLM2w0R7JlA53oVGmUfY06pbC0ClgGGtom7kaXCIIaDRascJ8PsKcGmJLkdZ963OkQ+YUIDxK6MpRSwIOtkAMWGCEPE+qGDPoy4JESMBLPoWJZCaCCX3PocwVYTUyaQGtqgPRr2xwZFjR2XWAdbWD56xbknXCCRzuosm80HnE2OGT/o9l7Jc8Sw8eivKMeM9InjuFvdOTfBoE578viebHXFrD+o0IXNnyL05yTE4JIDnOlPC4E+pNR8cJMqhLMvzXQ6GrYU3M/bgI82jZk6RnjgBzsoVgsjIRpt7EikAX+pQQjNIHh2aDsXIxrzsoqrGcnwzdI2jhI/N8YMtmRkbcffl+6hVQZV5OSnfXgrT6CkhkjJzvmunzJIhFvIWwsAAdJ0DpHBaLCoXinNDtjo7Q6N2H6t2D3xmh3LbRiLs4Hw/FE4gOsBz3zST4LYWbuWj5q9CVRYzsOajRAMv9l2A7Fjr2sxiMQpTTDA7H5PiPAXls1ejUTN4QVHjViU082zNs22jTmmFV5oDRgdGe9LeB2UuGSeG0DT1K6DJKVoQLYn0NuPx73zDFMzVz/J6wmT/tCcXfI3UGSj6tmmTfiBAtLzxQYPMC8OxqXVo5L212EKU5FmsBPJs+Jh7GaYowzlAMHDOqp4BRwhFDoFkKkAYah8MQ44yLgoUojmBZvvSJ7UzLdS9Kclh5jFQr8S8Z60efBmyTEDTQFv5RRSDS0WVcte7hEujkynHJBOvYk6kcKkgK8PAMboutPMWJZuFSeBZ3RdbI3Sk9I5bJrKgxrqoNdHQVJTWWqR4KWANZOhLRABCMkOAnTW8s5SPZUbN9QzM1Li0MaiOQMV4rsSxzrBO31BOQ/LcI9m8Z8WNOg7SFk9ZQevea+o5QGUQYwjJaDepGeBSyY3k306agliPEI0sjPNOSK8rPsW1DIPIq1vHf88fxuNp+0ILh9BXBTl2PJL+GeTfG9C4X4EpGzUzacKLGF+Zlzo2wYOeIMw70DrBot2BrjXFO+PqwlUewxHcNpbZV30U3iVAY78EteHBcDyqPYA/24GUDlKIt9DIP/bwooMTOQrh5KkCLAlidK2idw4pdNKx9xFYD48zCgZ7FfLGPucENlA+PoEYHSIZ7sLRh9jJuUHQuoZuiQQhqZiHj15YDHawg6h9h7FLYC2gaoqVDc18CkcoyUF83IIWtAYbH0TSrvAjMP2F0JZPK8xyv7fSw3wvFvNF3ecTUZ9tm/jQnFH+P1Bko+TSKF5DDW+bz+98EPO8NCmxeAJbrBWnZTGnVXp4KrfoDF2dxrzXCdieUJGGKUgk0XMtGnbbQo0gsoWXv5zXRjPbQ84rS8mHxv9SrzKOPI6sON6cLA23WJrv0Y8WLJHelnJSg1oMLxXTnSeaD/hIV5tNojX1Vl9to/U5rbw5wkponRc9dKT/Sd4QtGBqbLeMQHYksK8hixAWBOpEncR+HqiohfEQRXFQ4S0FYxCWNFHxxAlIIPLigUD/ChBv6pBD88O95uDDmJxOUEJD81wj2fzeAJPsR/1QCkmlLhss9ObXSREhM5oFLHIGxiZTkUTJAnJoekw7MCxDvZ0aE2wIxvcl/E9zQKzinjoSlexXnpc1jqUMRvQ5RhNI5imok5yRZOzbxeM5x0oaPR2akZEfo200McxsV9DGnjyT9ly0dsodmCJ3gmA7AprUY2jXArSCxNQq8T9LHsM/U4SGCfAw77EBnKUKniZmsA5UnsHMDuWQsRxJ5SXhlktRb1ANkgx3o4CKaZQ+jRMMe7qKYxti0llDKKbg28l8dE9gAievC9QhGaA3vi338qLWNw5FC1OujHXfk1b/dU1ipXETF3TGaBLZoCDzO/xBQmjPhcY8YOyVDcm2ni2/cbsmGpTtKUC26AkamlvKfWZv5T6NOgzX9CamzM+3TUmCPjCEUKvOATh6pwH6UKp5W9bu9CL9ybRdpnqPmO0K38nu0m+f1sBy4Amhibx2V/hCL2SF6Thnt1BYxHVsaQ6uAW/ocFhRTZWj//tZeJwWpbAk9iQ1xYPV0IrtTsiDczc6rjjAj3YnHyEj5InjlFA8Fpww3O4IxZOMwLxcO/uOCxcWKC4+ZhmErJpc4eU7akAVhIrCxl+c4Z/FBLP10dJMLFHfHhCcESzWMJrM9D/Ui3EFzGTxxhCgByX+JYH/tISDJv3wyRa1vZybH2/nsTUOQbTpPtEhsneCBH0kuxnVswxhbMgNIeJQIbHmECUy5HLPVwjwbnj8EpwQadCN2VY5r2sSvy7KtCXJSOY/IchAA85zgucIGHx/btH9COK4tvzl2qsgzD810E77LFotpMeWT+1L3pGwXWZYitUpInBL0oIWBPYOeVRfn1troAFk2xEGWYiYOMbCqwkZYWRe5JuBS0MqBtl24WQytbGmXKpWKTiMZD1CraBGcF7qb0oKlQWCgOvBsAmsfuVWBm3aR0UDRKsGurgo7k4Z9tAcpWm0ySDHKrodqMcBOPxKhfJg4uFRfRcUrAUvPG1DyDt4X05YNGRJeNxhXQQ0bH4teSZfmygJCPtM28590nQZr+hNSZ6DkU1Ng03FyE1CWEbG9jQKbrMnxXQpByXPn6qIvIWMyjDIMYyMxZJowHdVoGMuf3hy72MkvYCbaxrzTw5yVoaNy7Oom7iRNSUMd5Avw1UhErdSQTNN6CUjoN7KvG6bXrxNcVpviF8KZiNt6URYb4ykxEh0IFwbeRraCIIJde7ZcCFJoJc9H4mJDmt1oCEoCLshscHfLS3sXVXnUBbQEuHAkmD/H50UIw/tRR8IFio0f7sDJmhggYih4ApxpfRDX0Y8dkPx6BPvrE0Dy+4OHWpITVoYBeetFIp2ADrbM+MoTHBJcEHBMrd05+dRALmcAwSTPgWgCXDgnxePXQxmbmBeQy/sQjs6iK8CC5909mqFhJOcli49B0MNziT/RUH0BuDyf2AqkhihFSUaJS45pGfF3RKmFOT9GxXHh6gA6MgGWBLuEQDSwt7MEAwZQFoooqg5aiQdXH4nFfLfxFPJRgKBzC50kQNU+lL+9kR8h02xDkWtJoSbtULZeOPVD0apICeyA1BFcPYQTJZjX+2g5ZWgCLCtDlniIBGzlyFUBSieIEwvpOEHuFqB6bWy89k20rFms20eI55+ctAAiydeh0dnR4T7K569CUcj6Dgvb8fwtsrFkSAhIaD3gl20cDkKxKyAwObOZ/7it6dm6T81UFLVAbNWd1RkoOW0KbIKU880ynjvXgGMr9MeZ+B5wd7XRGuGgG8Fz2bZgdoXGOHVxJ1tFLY1Q0gNEGReQIno6QKohlPsr+sIbbOLZsuE2lQuDsevWWFX7aKquTOWw6IrJhYA+EZx0YYuH0IjtlRICWdDIfNB/k+6ZXJC4EzZUuyN9fy4wXJDY1uESQv0IRzW5w6bPCLNzGNrHHTAnaggvCFymicXSipqMkppgQe6CqTkx3zuJl1J1N3sISH40QP6FkwlIjHD1oalc9uA2HuOSAD0CEBGGwhJDO4IS/jPCV5M7RFDA40NGjLcb+3jez2ieOIpOwMmJGQIMAlxCHa0UNvMZrMjxfthe3NWzojei0R/BKQWuBMY815gCTA5vFgNxdr2rlnEPyyhlMZb1DjK3BFfboH41zSNpG4qzrKbJGls4Ltx4hA29iJfTc1izdlDPNrEXe7ijZ3E1d8VhNs8IRDIZS85UCUXNs5ovg7F/49lHlYvKYwEBOcW0+QjB4SuoBQqF8S4KSQDHLWPgL2CY9qFztjkHcJSGZSskeYZ4eITYa6DoAI3hHZT8LnrOLOJeiErRDLqrNEQza6GtAzTLayi/y077eP4WJ/dqRVcMGOcq5khXAhfdYYJxPRPAcmYz/zFZ03MD2rplHHk5ts3Rbl77G2cmameg5FNSYE+1o4Mwhe/aEsin3qMCm22dr1ycRTlw8Np2TyzmdzsRSp6DYZBgMM5lRc4yY0FfU2Ms5rsoZR14OkWU29jTVXFL5QLDNgs9SsSyW9OxIZaWDRkSFne7tPnmoj+9beqSyoWEQISMxxxaMlVBkMH+PjUmHMkk68Kd9D0sSJuI48IFdGXxGTwYA+5N/FUhQIbMzyK6svAxo4T7bDIm3GXzsk9gxUWJ0w78yIWNPXnKX0/yJVRfcJD9sA9dUtDPn0xAwjJnIKEEF1X+j6eU8b6lsRmPDyesOC3DdhuPg/kvPUjIlDTgw5WFdsp08BjWMZroPujJS+0HzykzSUI4wvYbf5ZeOb/DelkmsnjcCX5ZPNe29JyMqvM8HaMsTq0txfTrnrTxyJzMZn3cUMsYOk2EOkRsd3FDNZGkCWbVpsAly/LQyxvIVI6CYkikxnW9gBvxClxKZXWEXDm4Er6KBWk7sd0UoI9FYXVsVUdFMw+b82YKfs7XycKYEy+KraNI9Bx5lmKkNUYUw0YjGSvu5yW4VgJ/fAiVUpabI7UC5JYPK48QawuBohoqRqTKiJyKPMdhbQUt1YTuUVNShJ2MkFVW0LUWJU34/eRvcYOzWCsI20pDRqaTM7V8lGTYbo/FvPHMZv5jKAIRAhIy5tSZnJmovaHOQMknWRN1dX84xNbEkPG1nb5Yx3PHsljUqEzuwx3WOzksEph8/8VZPL1cxdzrPl6430Gcpthqj2SXVXIcRLlCXY3xtL2Bsh5jO/fRyUvwVIpF3UJFjYQlYRtFQu0mgIOiVmpI4slUDhcRMhHT7BJ1zLLdaAMIEKKJ6JGmVoQJtIvnhdzDItqyW76BFWxqsiYuYsWE2FA8Rjghw0WPDAknbQK5FFN3MMYiDukZi/uYxStYl3yeFXUgVD0bNXxeXMj4fNhGmGoccJKYErbt0oejvifdFI3HmcBOPzA5Uw8mVKYTUwQTZEmMtqMoAIFHnT4id6WxQA4ikGO0JwCFKdTAHnxcxyrGOkBJcSKLVvO0izcZRMbPVQkY+Bxuy28lCDneXmTxoxkhXzQAR7siYGUGErNpKIMuqwy5ylDOB9iNPAzLTXQyJv52EdpFHMZ8fnzOR2hYbWyoVdzJV1DJjzBjjzC0itLSqQQFZGGII3sBvczGTHqIikMINUZmOTLVRmYondi+pRlF6QlSh+8OAo0cee5Jq3YnmxGlE9meKA1Q1m15BQXwZQR7FAc7SAlOnFxaP3vFx9AtraNqmQkNL6hiw11GJbmL8fznEdolIM7eU5vleP4Wp2zYGmYq+W53LMwIAQmvOSuNIh5brJyNA3/UdWai9q51Bko+yfLK6Nt13L97E22HjqVAveQh11oM05LWAc5duII887Gx1X1XMyOCFMuyhHJ9fLGMX/zOlgjomP47TnghzHBe78JO+9i25pBZGpq0MGPh8xlJU+WO89qbzNGmKb5T2pzzCcaN1UwrsHgbU3+bqiOgg0wJDa+oMVjDgVD3vESzPUOYwMmFTJuWDqn+dl7BBWtHtCNkYvi41BLQko0aEQKXaVuGO2BXhotzibQ/hyMBJcaYnIDJgJHjXiT6JGlIfimEOsiR/TQ9I07+hYbPkGdZ+kCTYyz5eZRotUdRq2mzpAJGmeLL40/2ivdhNdEXqHkP83h1cn6x7bagWjLey4bHU6INCbApoIZj4YfCnDHrxiT2pjLNxQxpsm8iZJ6MqDPl947mmWc0LCy2Fl/WbBPuoWgnKFgaJRzivp5BLyljdXiAuXyEKAdyi9Nh1JYohE4Fu3YJt/KLqFtdOPkI25hDGRmKVoKWs4jc6ch7oAcyjDOwcQcFax9Fzb+7IsPQxnnFgsoVylaKsVPDgbeG2JvFzbCEUUZG1IIO7+BcfBueHguI4SvJ90A1HSBUAWIVwHEy5E4JSTCDcWkJruthHCfQ3gxKaQd7rklBzr0S2oP33mY5nr81TQYWYDJXllBQeiMtNwJ8cb0u15az+ojrzETtXesMlHyCxYWS5mBjbMpCfihtCjM2S4fSAwS4Fs4i3uqKCv7dzIzIpnRHNFkb4dpOT/xLmmXm5SjZ9QwHTJBp41DTIdTEpDtMjMwzEcO287KAhHsTczSzkPO/Wna63J1uYEGkqAQcbOFw78eimyb/MfyMoXsEFRSh9uicqQJYGpJRUhFRoyO76HW1J0muW/mctHK+nj2BH7W+gafVXQFCfDwubmROuGeciiSZVUIYNCtDo2ZvTuDiHtvVv3lE9UQs/VrD/s8hrBe4+AHqfgp96eTvPI/bwptBbL76Hg4FihQnLrmZtNl47hKwUBM0dd1lEWxwToosi4kA4BxMDkfncgQJMMiUEbSSJaEjK1kSAgvjZGLJYk13V4ITPv4NvSziUAqoL4j+qP2W526C9yrYyJfRzeewkB6gZMU47/ewpAyb+Fq+hCQPcNk9wGK2K4zgtm4KT2NbRWw7CwhzG3XsSYuJsJzn8H5aEJ3IjlrFb6CBTbsLn9bzYQxlO2i6MUpZT/RQTTfEdfcJ5I3LaCa7GKQOxjrHqtuCykvYsy9DhUzA3oSbjzFQFVj0IaHwnW6wdgVhaQ053VwtH/NuhD17BgeJj1rehhWYsXeKUsuF995mOZ6/9eZkYE7lsGXz+GLtDJB8XHVmovaudQZKPsFiO+YwKaC68jySwT2g3YYzOoTtuEjKy7AKK3jxQGO2HONC8+G8+qPMjHgBeW23h/utEb52+0i+R/bWUjn6ITCmS6SwCBl6yriqZjR04gJCOwXxXHfgExRlXGDoZjl8IHilcyZ3rmQybuhVEb0eov1g+mZTNwVosNVDAzW6iXA3y/YNs3AW1ZEsV9/Rl2TR4d64pakPqeNlfUk0AgQ4d/QyVtWR+JqY3TRzbHxp5dDImztJLoWk9il49Sf6hqlL6KNAyIkAJLmG/f8LYb1I0SaQ/YHCqQIkBpqa15I8FIEAG2WEhWQ8jJ6DoDoUfuA+5uTejE5kcdy3OmlnTI8Hz0UeSQbrrakdGSsnwOF5QxBDvRLBJsfJCWJaqAgoLasRvg/XcEctYqANk9LWVUmbftjWoQ/JSLRJnNi6lq0izMu4Zc2gkodwnPu4OF9GP1Wo9XYwl26h5Gjcty9gnCphVWbiIxTsFD1vFhlTKsVYUMHXQ9FeDbSPUsZpHY3DvIhCkuGWWkPTG+PpeoxOEmE7jLFXKWEtCHFzPIMGPDQsBd/KoSwTtpdaHrTlYM89DycpwY17AsaoK5vXh1CWwo61CJ1SJ5OiWhggKM2jXlpHOspwdATkVXPpprHi+bn357p6lgz8KdaZidq71hko+QRrKjKzK3VEfhnY/C2M578Ay/WRuyXEcYrO6Eh2Mo+qqZnR9b0+vnGnhf1+JOxHe5SgNWSKcC7jweM0FzfJkrIRZ9yr0gXWEiEfixc9siwBxxFzKkZ4QR+KgyqBAi/yLV2WyZwragtPqg2ZgqEwllwJlxCCDKgh2rqC1/UqHlP3RdAaK0dGMsl4EKhcVhp7ega3sYJbWMJ57GFd7aIvBli+LHYUQM5PGkV0ZzWuDzlWcDBhZsgnGdfO48zIVD8yBSknpniM/1MI66UJIPmDBeinTsdFRr3ptTXtOjp6ZOL9EWMg5wt1SBTBkg/hz9AvhEBkqvkgTOXxNfMoBupw4uoAVQEVl7GFl/RFlAVYdATwEJRwwWdrju6tls4FkDDxN1EOWnlV2kMEItRD8XzkWDBjChgMyRwmgptEu1hT+7ivlWTexBkQxyPssO3iu6gUejga1PFKzHYjHV1TzOdDpMrF4/oO5jL+bBOulaOh2xhmRRlxLtFAmY5rFPtaGUaZQtuuIC+t4pqj0Y/HQMHBk8uL2B68jka0g05SxNCuIMj3UAqKcGItZmv8+2K3CjdoArqJ7XgJBSeH7SwJM1QYt5GOD9By62gsrSCsrUPZRVQH9xCcW8fC5XW8+LW7eGKxCs97/+fWWTLwp1RnJmrvWmeg5BOs4yIzj2iCl3vOptvmMIziFFFGoKAxSlIzkXNs30+alZM2BCUEIuuzRQnrYyUZ/UoyJAQkmUaUArHlS7w7L+IM3BNSXMKEOXZoywX3fj6DDvv76q4AgOmUA6uFKr6uqziPHaHFyZh02QoSMexoIn3U+Ip1TcSCl9V9YVv4jAleuHtdx74Ia6/nq7ik2KnvyDjnUn4kY58zuidTHJywMCZqLAuz0sxhz92MohKQTAP1jteJI5kJSP73ENbLE0DyhwrQT54OQMJSb2JKjLaD4CMWozrjEUOQaAlzxfsf15Hw3lsysUVwWxUPX55b+7om2hCCWAJTgpxv68dEH/J91iu4ii0BL2wVcsHm8fZVIu1AtnCKmi09Oop4co7ynGaa9D09hznVwVFexQ1UBSxRh8Tvc2z9NVxAEUOsZltID/bRLACL+hC3M1/ea9phW4mwxMKWu4IgDrGQ7sCFg6GlUHRctN0luMrHInrYzWYQ6AqW7BaOrAXEUQG5VtiNLHhOHVeWSqiWAgz1OfjDNtzhDo4qJZQdH8XkCE1riKxcRzuuYs0bw6ucw04vxKKVICiUMIyBtj2P+fR1zNRsbBaewMhewkKYoZBsod6YweyVZ1Esl/DisQytt4gpqUlgC+ARbq4PjvWbPJDO6hOoMxO1d62zM/ITrOMis4XyGxeqQZTilW2KWyN8d7ODiu9IEN9yvfjgwsHx3p1uKIDkQrME11Y46EUilC35LgZRLqAjorhSzmkl2g22P9iG6WkzveDlKeasoaSh7nuLqMaRtGymo5tveM4chFSRLCRlFYkLJXe63KWyvqBew2O4h4ai8JRZqxwD7YsbCal5QgtqB56xbuGAgkP26LURPBJ0cCzynlD/kJ+j+oC0/lSnYJoHBv6cOADyqOppqFupAST/1wL0E6cHkByvaVuM47o8a3gMCAjYvllAd+LGy/FrCpRpMU9TtATNyaj4BhYlHGB3Ejcwp7ro6opIYcmW8NF5bvCo/nr+eYwtX1gyM/TNtmKKofal3UeGhS0etoveGBbJQD6TJk0mblopPISYEZHs42oDZXuMih6iHdWhbB9+lsPLR1jWKfayeRR9T9xYOcXzbfUUPu8w8K6B63odhegQjbyDZsFFaBXhFGZxOeuDaqm+vQw/J3Oi0Cj5mC/7+P6LTXkv7+Qz2Cs/Dh3dhh8PUS3NQMUWwjyDm2sZ50+8Om65i+gEMS77PczHmxiVKwitMvTS70JltoArUYjBaID1ahWlxmMoLFyEKjSQJMnbO0Y/MOeagJJjERZndRJN1DrmOJEhaZz/nj9OZ6DkE6zjIjMK1FhkRVrjCN+4c4T2OIZj2QJaBoErrq1sy7D/S2Cy22P/XqMWOEK57h4c4WC/g2ycYji2QUNX0f9zKsfWxhwtL+G6dQGX3X1Usy4Up29yG3fjGRy4C0jcCqrMpkkydJUDlT+cXCEgIatBzxE+Ml0nKa9bxw4W1aEsS3Noi6EURYdGF1CUfbQJ4+NiRu+IgeyMuVPmTntW9WRyZx8NPIdbIpikfoBaAOoJTJA8s0bGD9iRU7NvqFtI/3gRqpNDP3Y6Acm0yKzxGI4m8QDMZiZDRpBJTovtFoJQ/ncNh6If4VA3i8fxBhZwO1+FUhpr2EVJhSZsjgO7jCyQjCQ2Dov4av40nlAbk0RqT84T6ooIbAlGdvWUwWNOjHk2PO9Keoy9R0Qk6Alb95y1IefW3XwJS6qPXuyjoy2Mcxd1O4TrDDDKXOzmdURegMV6gNB6Am5pHk8HKba3NbKwjcxxMLaqIjzv+ovYwwIGSQDfzeA5Co8tlOFajmi9KBql2NwpNqALn0fqRdjKyYBacJM+ruhbqLg59vIZaRkVCxYsT2O/8DS23XWochMLi/MY+w50PMCgN4R7fg7FeuOdd9DTCAuOm3IHfuZ/cfJN1N4Do/W9Vmeg5BOuqcjszj53kxBb51uHY7mYrdQMK0Iwwt0WT89bB304NrBcK4gV9GzJR69ziPDeHdTHR7CjEM1co6KKeD2bQaLK4vSaS2aFWVjGThnXFCnxkYwEkwbnjjSPFZwkhbYUEm3D1XRa4CITi8j0kjJTQnwiXCy4Iw0UbaKAsh6hrqgjCPA47stCRTBB8GEYD6Z0OGJpxsWKrMfn1XW5jTvqwmSHyzbNrLAitrQHuJwYMyrjh3LibOIfVZx1PsqB+YmyZcGGPoXhem+2l+cxmfrO7KAhx4tj2WQxeLx5nEYilTbJzBSyHk5ACY+xqzNcse6jo40zL11W2Wp5Al3MqB5i7eEWlrGtZ2XSZl/X5fsEND1VkjYE58eMyR+dgsdYVC3RM5FPIQNIL5FWzhmvNxrR8Zzx7VwA8Y10QSTSs24oYlh6mNTZRkGARRzgjr2GgTMvJoZzdg8dbxnj6jOYnXeQBV18e2uAmbKPLIlgeQG8gFNiCtEgEhE6Nxu9UYpEJ3BdhUbBQ5YnclrwPVuuzchmhF4k3JAU1Dlc8g/xeNTCQaeP1/dDbKOJrLyGQn0Wi9WHoXhkM8GU4mL1nResM/+L01c8Dt+jY7/vVGeg5FMCJk8uVbHxAvDYQgW3j0LJoVipMy0XshtjOBbdXvuDFDf3+nhyqYZzM0Xc3NgEWq9g2O/Crzaxm5QwCPtYc1qoBEN8LTyHkSrBtmjjbSYfmCYcCgNSMAu8cPP0cOCwZoZcWzhABRewI7vZK+q+jFxSQGgCy5T08T0Vi1EW2RruUo15Fr1EjM8IFwBOz0jSqjh8kikxXiO8JxcRUvac3KBOhUuesZcyP09vEj62SfZV4ip64rmGTMP+92Oo26n4kOhzp+ctNWXEji9RU+Ewm2bGK8YAk/Ikfo8mdsyMIUNGYTJbOdPH4f15NFkEK2ytiL5IVaC1woo6xJ5uSPuPHjmLqo017CBXtDDjo9ELh5NgRbySr8nEy9QxmOcqWTuyKxLWh1yA0rzuicj6db3+wG14+jcFOpZsGjItsRXgFlOHrS4Cpv/qPnTWRTfxcdtqIvEUFvQh2mkF294iLhY9OIUy5uaL8LoHuD+MUC/V4CgLg1Ei7818MslGS7lru4m0XCuBI7oxPoHFaoDVRlHcUvvjVLxA5ioBdro2DitzePqCjRlm7mwOsDmwsDxTfIuOjLk278mD5L34Xwz2TYowGZSznflZndA6PVfQz1hNBWr8SNOihaq5mLOKnoNCw0aUZuIbcDSMsFIPsFT1cRRtYTceIq8soU83eUujm7hIvHlU0j1ccQ7xal6CsmwRvrJSjgCL0NZsqCpqiJWcPpvTrBsaP2W4ojZxUe1Iu8aITI0HBZkVZpZQ68EANe6Q+TmLCwaBBxcJAgjuokcPFhhaoRk9ApkSLmak3fnYfEwuNPw+p4P4mNx9M3aPwsrGZJz5xAOSfzeGdT2FDGVEJ8ay7T2VfoThHAHJdHFn+4RLL0El/x2ijljGtUdyi4GQhCyErWzc5MJy3Jm6AiMS91ayEwS7BJ48Gyh8neqH+Lgc4yVLdo8TXljEWHu4oA6woY3HySKOsKQOxeeGYHUdoZw5XV0Wt19OffWsFm7kNBQz7yv+LX4+RktVJK2XgGGcl7BpldF1F3E3PYc5vY9C3kOgEuhsjI28jiNrBauFGRnB53uTbsvrM0VEHBHWSgAGW6dM4U4zPhuKx2XgHo8t1sSqne8Gx7IwUzIaGN4mbqkMzlT8nsJmO8T5ZhOVUhVX16riTcT7WEX1wDeEgIS/5z15kLyb/0UaA4fXDXhxgjOtyVmd2DoDJSehHrGW8SIUuFyegX5ocirocbDg9PFacQYl2+hKRnSIpGhwHCN3qljUfdxKx2jFFO+ZaRvu5jyHC48lSTcce/Qno780juIC8rTawJLaFxNxsheSWCqGZuRSuFMeycWWgld+zfYPF5Wp+RUBDO/JP4bAJJnslo2XiCv6Ef4tbAfRi4L0PouCWMIQLmGGaUkmrRsjcz2x4tZ0AkhuGECS/dEi9MXT9XbiMkeNkOGmmFKbPoAnBJXTAETeTiaDIIXglMxWQyBmJLCV7b7p+DBN0lnncIAh7MlweCDHlWO1F9WWjA+TLaH4moCGo+dsv1BbQpZkE3MCVOZVFy/rhkzyEMiY5OmSfJ8J1xTNskaqgIvYQcuqos1MGaTy/GRSRzWx5rZxLw8EPKRaiYA29QsynvtasoZ9/zzGuYN27GLBCfDYUhnFSfukN07gezaeXikL40j9CIv+HvyMmwkG293vjODYWsTp9A4aMA24YgACU4MP4wg39wcCZOLJ6D4Z06cmZogf2jfknfwv2NLZf9Vkrsw9ARTrZ1qTszqxdbquop+hok/I9GPBc+RitNJ46+FoD2M0Si6qvDBlISoesDhTwyjNETGnItfiX9INY3THGUrpGDqPEXhFqJQjwmZqhdbzuab3xx4CHUowHsHHqtoRp1bqR9iy4XAkxYuEJcygITTgUjMFEdQP0EdhmgRLSy3ehzT/eOLFSZ6EQINiVd6biw4XiidxV0Z/zUJHUaSZqSFXwh02AQptuo3pm/kdJxaQ/OIY1s0UjAcSQHLh9LyVpowIyxxfHicyYvRg9QRE8LU3x5NHxIQkEoBy1JYg2ByrbGIsT0aFx9EkNrOM6V0kLUCyaYwWIBCemaRC8xgTnJIho1MsW4E8G8iq8FzjlBZ/nwEXLjq6ivvC0lF7RF0Sz1MDko4085Mc0Tm5KpXpLo6h8/kULeN9s6A6uJ4vo51V4OQRGmosSdk7hYuoz8wjG8aoOhlqvistFLIaFJYf9iPUAhdxDgzGCVYbBVQDT8wKaRlfsWJkaYhhP8bGwQBhCoRJJlkyRdfB2mxJLAD2exQHA3NlHx5TuDX1ZBFe3uo+cGn+UL4hb+d/wetMb9u0buafeNje4e3UM9DSvHUHWP7cWSvnrE5EnZ4r6WeoKGq9s9+Tz1/f6yPPc2x3x+aiVfGF+k1zOrMmAjpIC4vwLXYReD6WKgoHYwtO0UeSa6w0AjhdoJeFGCcUiTo0o5QL3SjKMIgIABj2F2Im7okPBFsn02kHUu/8yN/Piz13zfRP5UJDYzMz+mnC2LggEXTwvoyb5/imacNwL02AQlgDmaQheOFum4tLDX1ZQDgeSj/QqUEaf2Zucjt5Fi509knWkhCQ/K8jWLezUwlIjnuQTD1huOgTCPBoEBJwnJdwhNoN2qyTqWC7hRNVPIamxWZ8Y4476vIsIdthikF+HPNma8awYLPoiiyWTBhBCQGGAbQmwI/nAsEOeRs+Jzl31EjaixwjJsjlvc8pwpgpZKJYuouX8wv4hn4Mvk7xmNqEUjZGbgN9y8Eor+KS3sLT9n3cy2bE++R2NIuWt4jFuXnMlQLMlglGHESMdOiF8gexrbpcD8RBmUzItzdiJJnG0ShGIR/gYnqAYtJGfzSCjnIcRmWUak+gUq4Lw7LdG4tRId/H1ImtTFpCFLfP1Xycb5Zk0m7q0vyhfEPezv8i7ACHN4HyPFBdNu2b3paZ1MlTca0VYFKaA+qrH91JdlZn9QHrdF1NPyOAhLujwdhkyFD45rkeBrHJoqAwr+jZYoAW6xxrM0UxSZPyylDlOSyO76GfVnHncIAs05gtetjaO0KVDpJWE55LN0wLaZoL9czRYObiZDoVq2tO2XzBui69eO5im2JzNZIJBZO6y6STTESpvOATZnCpIPDgMCaJe0IHakesyW6ZCxgXEhpomTbNkbAg1JDw54xckp13Ll0m/4TR7vz5admnYdqGT85W0O4EkJw/HW8hMiNTN1y+4sw6IrBg643gk0eIPh1c+Nlm4a1dVATAPofb0o7hseT5YRo8UxhiHm8Kcsx3ybJQjGqOtUxtyS2GbVvHWJKlCWB4rrENRB3Lw6wdnjfmUQlI6BJ8iCpWGd6oqD5J5LwlqOFzYmjBtpqVHCYyInyEPbuJmcBj5BP6aR0vqTouWfsCra7hItxiFTZFVgQ+RRcX5xpYqgYSz0BBKlswwyiVuAeCBf5tN/dM+8VO2qj1XoMbZGhZFXR1A04hxnrSgdt7FV3rKcyWCgwFxs3dARg39eULs9K2IUAhM8oJG8LyqUszGZIPbWT2KP+LNAQKDWDhKXMf0ZWMgKBqQAu/37kH7LwA0GX6rI1zVp9ynY4r6mek2Kph35gXO16UGPFOT5HZso8fujKPFzfbcvErew56UYKybctO6/puX6heSQluXEA57GEtPcK2zqFprrR7C5eH9zDOuVN1ECW3sEkfBauMkmWhXrDQ1TnyzIafJ9LXZ64NFxyj3DCunGQzuNgQlpA54eJEsEF7cWbTEFYQeHDXSoBxGdsPdrYk+fk51QhUCJgYN7Z94gfmZ9MTjoF63Bsfl9JMtSMnfuLGVsh+qgAc5sDi6Rn7ndrGP5hMQSysCNsyBKAmC5pJwIQQdJcxKc8EIQs4moBVY/NPlsss5zza5nEpdub3DTtG0GMALo84M4RN+09PPpqfN4B2OlpMkzaCFaNooqaE5xtbNiVt8nUuW3QE7krrkYCEgIZgmucj2Y8nJp461LHkqRYwQWPBesGDsjRCewHlUQ9lx8OXrs6iGhjtxefO1eQ9SIaEE26chNvpcCKu+KB90iz7eHyxihu7fSyme0jjAe45S2KYFkz+zkKtikZ2iEHnLrzGk5itBPBtSwBObxyLcJ3iVwpnpwCEolayoWzZfCz+F9SO7L4EWC7QvWcASdmYFZqTwTIsSjI+Gxk+qxNRZ6DkEyzuhqgd4e7ozepWXqSeP9fA/TYFc5Y4PjJsiz4Hb0kJXnoOrr6OuZ2XEPVfRxZ2ccdewLaaEzeRxfQIRT3Eq+kFZE5drjFsCY0yXyYNqCHhIsA9J3ed3M9uY1b6+WyfEKDwc/57mFyihCHhYsXWDPUnhCxUFhTlMUwrxkgWU6HjybBwiTPaEXOyTaWUb3finUhha6wlWC//gmsu2BQ7nhJAYgCDKaMDepj+yyIQITCduvmSgaBBGnUfXPBpesaPZMXqAlr5d7OJZ7iSqbld8uCRzeNSsNrECEcoiRcJF26eSRQ6E4gQAPNx+HsolCVIZhRCS5ewjl0BNNf0Oq7rVaypA5zHruTYpMoSQMXBdD5vApqbehl3sGhE1I5GJ69IjEOc5LBtBQbecgItVA5mAwtzvoWyH2Ch5stoL89NApLppAsNDQkU2HKZFsHJhbkyVDxAIemjN7OIhh8IA9kdpZgpu6gXXeikjse8EN65AkrVOjqjGK0hAUkOz7Hlaz4220IEOpyyoaiV7/mPxf+C2pHBLnB0y7RsyJBMbydg4YgwmRRqUsiYzFx8eJ+zOqtPoc5AyacQyCcXu/yt467cNbWHCWbLHi7Pm4sKL/7cnxK0kC3ZOBrgmZU61NJz2H91A+1kFq86FzC2faGePdtCLwlQHO9iWe9hK69glNJPIRObeDguDpO6XPgJHHhhN5qSVHal5haz4zU7XSU7Ue5RmVXCDBNmlXDpuYklca1wZM4iEgBDGPJwT27Ej2YqYxrw9s7tmRMHSmIN+38ZwbqXgTPY+e9+OLp90mvKYhw3ocsnx4TAcsqSTdUhJWnP0eaffEkmQ7sEnkZHNJ3TMUzI9BiqN1xIDFBgETjwce9iQQzX6Koaaxe2ogCW+TZFzGKIXT2LmmIsQYpQB3hMbQlnQ4CitSWAhHk5TJ0uqTE29axAXIJpPl+2ge7qJROsZwE2BaIqh3I9xHkOT9kim+BYcMPP4OQeioVA/EQGdEJOUgEMqzMFrDWKqKkxBv0jlMYdpPYMvGJN/h4rGaKmU1ytZRh2FLoRDdI0emEqOVXWiCSaJezKup9Dlx10NbA52WQQ+CR5jsN+ilsHQ1zftXF1sSLv60vzpXf3IfmgNdWadDeN2LW+NtGV7ACd+4Yh8UtA67a5L5kTil6rK2eMyVl9KnUGSj61QL63fp9MCFX/V8pm1yoZGt0xeqMEqdbIKbIbRGiWA4ltV/EIt5IZxJaLkquQjbU8Nn9H16piNu1iOxlCK+pWHFS0gtI+bjgX4GSpaEpI3xs3EoIP7loTiWj/Kp7Evm5IYivHN8mqVDDGU9Zd2bVyAWIIHwEMF59gsuvmoxl9geFH+N9p6+b4iO9UHPnmOlGXwWgCSO5n0B6gr5y+t8t07JfQk8eYLJgxKmPzxBJ3VA5is21ipKyutOE4JUUgwvvze2TXpqwIgc1xqexxPQmBLovi1gFMCi91HzTmY7IvH3PqV8LHvqsX8br+Mrq6KCZoRR1hS5KYSvIsp4nAvN+yPpRz0Dij2HI/JlBTH8Pn3MsD5HmApjVAm64pbN2UXGRpjopvo2F1MSgswguqKPs2alaM+ZKNx1d9lF0Ntfc1YO9VlEZHON+L0NFlBPMXJcHbSkNY8QCVLEJ7vIU59zyC2gIeX6qKdwnfl2RCFNmHgoNcMS5ijMNBgivzFWx2RjgaxNImWiz42O6M8Y3bR7g0X8bn18lmfoxnPls6y88bASxZE/5jG4dsidjRBwakxH2ASce0ql/9ArD6FaDY+Pie11md1SPq9F1lP6OBfCyapBV5sSy4GIQJXtntYRSmIsSr+64Ajq32GC9tdrFejDAYj9GJ2CTJEKfGCZZsTF9ErTYaTg5LZ5Kns1j2UeClPPSRjG18J7+KsQpksoKCVhpTMU6eAsP7ak52sNzh3sI5vKIvSCvn91nfxDr2JqZo9CWhdkTLRIaZ2Jm2pUyyrBkVNeLKEwc43gsg+bcjWJsZtA/j1rpy8t8uU4AwBRDjiYmdUYqYFOap2JiNNh6zsYhOy8I6sI0zg4Hcb0/XUFMjaeksCwA1viUEBfx508QxOiACEoJatgFZm2hOsnMirGFfxKxsGRKI8Dlxmoe/60V9ES/hEp5Wd8UN9i5ogGaKc18HmDFhkqqIb+srOI99Sa+mIJczX/xL+fcRRO1iFjvJHL7o38OcpqFaDf1xDDtNoJIBjkpV7LlzmLNHEtPwxEyGK36A8p2haV1wcqXYgKquoFpIEW3dgf36/wa7OIu0tiqbguG4D697B485m7AWfhRpcUFarDQFCtMM2fAIW8Ea3MTF7cMOmmVP7OtnSx5mip6wnTudRASvfO0OeiG+dbclY8c1aet+TEXmY/VLwK1fB8qLpnVDYOKVgAEBycCwt+nQaEt6u0BnE7jy+4DG+sf3vM7qrE46W/69EMjH3vXxQD76GpARqQSuWFNvt8f4rzf28epWD51RgrsHQ1zb7k30Jgo7nRG+freLOLNR95Vc7CiYNdbXzPwASiqDzlIUdYi6HYszZeZUMHJnUNUDjFURr+l1YUGY4OpMfCqOwGkC7oxbKKmR5I7QM2JZHSLUjKVvin0WZym4K+bel0Uwwx0wmZGpbwWXx6k48s2A5EQDlFDD/jcTQBIA2R8rnQpAcrymo7rTdhwXcbIg5CkMYMwEHBAkGHGzEsaBlwTj0gscCNPBCRceT8JQI2+dqoymP8fHpN7ot/Vj+Hf6d8n3fhPP42v545LUS68RnmfTlhHZjimoOG/tykj526VUswV1JInADHE0FvUUXlsWn4fxSyFo4XPe1vPQQQ133cu4n8+iYoW4UujjyozGuLCI347XJWXb2XsJurttztaoA2x9G7jzG8Dha2ahZjuzUMZCvYySncPq30d+dFecZu3GMpLmk6haY5Q3fh328AC0EDpXVVhSR8i9Mq5HszgYxqgVHKw3izIFxyk75lZR7C5MqWOZRO80w9dvt/Bfrx/IZN7Hd0IooLwAWLYZAxZAUgQGe0BvD5LEya8JTEoLgFcAjm4DN38VGLc/vud1Vmf1pjpdV9rPYCAfaV/XdcW9kd/7jeuH+OqtQ3TGCQLHQmcUSVunM04RxSkaZU8o4Ipn4QfqC5gd3sKh5aMcGOaFo8V2MsbjuInYdlDxNmG5B2iNq9hUC3glbGBdH2JJtbCvSdfbGGiTu9pRBbR1WRQl1B1wl3tF3cMFbOIr6posZMysmY5wsq9vRJBkXOJJ6Dz34caDhPvo4xqSt2vZnKjSk5bNlgEk6R8vnRpRK970+j70IzHuL22UZEDX3EIDO45m0wzeTMiwqCXiCDenrAg0qeeYUz10UER5MmHFFh2ZErIm0eQn2sKSzOMAhu7nNAx1Svz9NE4jn+dMvp42cZintI59Eagy7oDuwo8q0SWpDGPtC2tHVq+Z91CeRCTQL+e+nocTlEVETnfWji7CrwF+3ccot7E/toEow+f9DcyrGJlXhdu6iaP2EJYaolCcNb4dnQ1AZ8ImFLIBgnIRyWiMrOoCcyVkloc7MRAVvwC/dQ1+5zpifQll24W/fBG2v4Is8vHkUgVbnbHRk2rj0Hr/aIiDPkP7LHF5pT9RvejLe52bDgKX77s48/G1cgg6aueMdwkFrnlixK8cDXZc08qJBhTmGH6zfs7cb+9VYP0HzjQmZ/WJ1Bko+RSK4OOJxYqAEvaUSwUfvq3w8nZPQIpMDFBjEqU47EUYZ5k4svKC3h3FOBqEKLguivNVVPMAcec++qoKx/Fkx7muX5ed2GvqPEqVOWgkqPcPkCYd7GXr+G56ASvSrtnEl9QNsQAnoCD70Vdl7GkmCmvRAXyf9SpauoJZ1ZddKxcQ7pSpMZlO1ZAVMS0CMzbKhWrqZTGl+E+8/8i0OEb6BQ+qFSL96eKpAiTTmr7OJsemOGndkMEi+1EWpst4y1DIytabkoA9shg87uHEs4THr6VrbJ6grsoPXHbJihB8Ghm2ObI8H8hijCcD3Xxs8hrMpukhEHZjaphGxoRAls/LZOKkAi7M1NZbWxju5Pv8WbI5L+kLMjjsaBru8bZAFv2KZWGY5Dg/U0A3TOGWC6jPVhD3IxR1goYTwxq0cKQUHh99B8W4h8T1EKX7sB2NPJiFpRXcqA9FwWcSQuUpPMcD8rH8o6DcthQiuwyruo6s0EQ0+yQyvy7aE5XmqFspluoFhGmOu4dDOMJiJtjqhjKaXPU99MIE1cARi/pGwRUm88XNDs41AtRL/vtzc32vRRt66ks4bRMPDSsiY8NjwGaPMjVCVzIp/MjbnIJhU9jeOUu0PatPoM5Ayafm6MqRSODW/gCOG0r4FmndamAAy1dvHcn96OzK2xnSR6U+e9GDOEc3jPB/DIGmvYRV2JjRXdhRH810VxaIO/7jSO0ilGPDsmzsWU0U9C6Wsz18F+eR6Xmsq125oHMXzN0vFzD2+jnpQHqdOTcEIYGKZLGIJ/9Mzg2nbQwjQnEsFxYualzQCFKciRyRI8PUBnBs+ET7jxwr/ZSL9LID+KcCRr1j0B5bNh1UhBXh8eBxZYvmDhYkHZrrHlku3k5hKY8pZc08WjwX9pWDWLkCaniuDKFEDkvGxcAEE8bH436oy2IrD6pIdAPLahd9FASEtFCbjB8z/dmAVkYLdHRJJnMIZ1ZxgG00H2hFpkW9CNkQ/n5T01bTVDuj0fQizAc2bJe+JGUZOy7nPfT7GQZjhltqqDSGl/Ww5vQl4K+tZ6ASl+kNAp2yUQrtMfyujmreRyEbGvdTLtZJCLglBMVZVOwKOmEO3w2Q2z5ypyTPxY666A0SzDdn5b3KVi2dXakh42aD/kS8nYCEOhRqSEZJhsC1ZTT41e0u6gVX8nSoPRNfoveSe/Nea2pFT61IZdFM5BB4RD352x4AjzwGCjMGmLh8zbUBL2d1Vp9AnYGST9nRlQFevTjHncORGC3xKku/AxqotawEiW2hSpZEcTonkfFFsXzXWiyvD+mEWbqM1E+RjtrQWYy+qqPkMg1ES+YGmRcKYDlN0EAXNXuM5XxfLugHuoF51XqwozaTF8ZDgk0cTudwlzul8ymK5QWfvhT0miD9z9tDkF1JZUHjM+SgcE0+M54SJ/pEG+WwfylE9vsCoDKRWZ1SQHJ84oYfeWzIX/XgytfUc9B87Lv5JVy09rGlLWhlyTE34mWG3BGYjLCttNyPIPMJdU/OJ0pjHwIfsi+ZnBsEpl9R17GnFuQ7/JkjXcGhqmIZbdzD/MTP1ZQ5VwZ4HStYUG2Z8loVP5Jt8S7hVA2ZOwImAhC2Zx7FtTHC4Jzaw3zUQ90CaplGsJPC9nz4eQFlq4Ck52NkL0M7NubUAE2XbZUKbL+Eo2GCJC2j4Sco6BHS3EErUcjHLVjJHnyCErcM+FVhF5RO0XSGyGIbbTWLIAWc1mtQ4yOMRiMs+wFWK49BhVdRK9TxzGpdxpH/y2v7svHgW7xRYvvVES0Zix+pLaElwEzJE0dnMiw0cHtmtYalWvDRsCbHreiTEeAUAc2wHr7fOTftT06awBisMcgvqAFexbAsZ3VWn0Cd6LXie8XRlf1l7ojGSYr+KJWgr1LgiKg1yTIEjo1umCDXSnxIuODEFLF6rvSsx5nGnYGNIHFQTRRalkK7M5bmCVmW6YQCm0IzdFzNR9Lm4eJUwRCXZAKnJDtjYy9exir2hT3hgkPmhY9ADYnZGWcytYMHu+eCUPo0wOJ+3NjUcz9MpcoJb9sMczj/egS1zwyQMbKfLZ7a3vnDDJqHdvIEJWUMUZ/YvUscgPZEU+TSS0RZzNyVYxtNuA+yG0YzxCyaFHf0CjbUfTyNWwJMpu05MmPUh+yhLhGKtmK0ohHB/qj1DWzmdezksyhboUzg0O+G5xN/F1k4tnsIlBfRwT7qYhP/jHUTX8R1AUpbuokbWMW1/LyMCD8KkDyp7ghzQ5Gsm2tc1FuoZ12oYB53sgYcVcCiOsSyF2PHXhUmggwRLebThM7CFiK3hsTPEYz6cNMBqroP1bmHmLNJjHZg+4Z+JWxz5AkKYQ/zpWUB+2F/E3nnvmwU5jyNeq5Q3GK7Yx84/4MCTKgTmS3x/Z2I0VrRNS1BCmHDVMtmgxsMCuD5nqUWpTtKcMBJne4Iz681cL5Z/mhYk6kVPQ3SnI2JZ8k2MOoAsxeNGDaoA9HQaFAc3zi+kmU5q7P6BOoMlJwAR1de3Nh35lggL1rdMS9cbNe4aA8jGTUcJRqepeG4luy84swyIrpcYxjSBCrDjK2gbEdGIPvJ1LETcB3j6GqlEeLclnwdx6Kw0EZLV5ErJdQ5LcAJQIzGhEZaXHy0TEcQYvA2ek5wEoJsCb/iTpbTEWRY6OZqQvxSWQhP/N6KgORfjaAOcuiSQvZjwakFJG8GJoQGPBY8pg0MZTaKeg/qM9YVlR4Mx0slU4bHeROz6OgKmqorKcEEG/Sh4UTJLb0sX1Moy8WfehATm2jaMRwhZgJwAyOEMEGTz+I21i1XfvZ+PoeG1Zfzhs+H0Oc2FvBafl7agRS88hwjUBqjjG/rurAo8ru0h/NqD31NN2GmAU+1KTRW2xUWj+Ca5+mCtY+ab+FAn0cz7+Jc0MVuXEFXzWIhPMJyYQdjtwZPeQjyHYRhD5ZVg+U40H4Vsb0GOx0gaN+AyoYYVC7CnV1AkHZN+4ZsQdSH9muw0gQz2Q502oMqVGBbHnyCsjgChsyT2QSUDTz2Y8JyXFmo4MeeXsJXbx6J3qtWdCUL58ZeByMmA+e5BPZ9a6ONku9KMOdKoyAGbxtHIwnVnKYJf2RW9LOXgfM/BFz6PcDGbwHjFmDRkEcbhoSAhG2exvlT/744q9NTZ6DkBDi6Miq9UnBkh8Res2sZgait2KaBsCQp02ltS1KBOUZMxkTx+xmp31wufLFVQjevo6oPMICJKOfilLCf7mSYs4a4nXM5Kkm8O82qSNtzd8sFiDtnRvPxgs+dMnUCV7Etu1syImRSpuOgBCn0tWBx7NPszknvM3yNC8cJr8EEkBzSfVMh/eNFCnRw2ms6ccOjRB3QNPyQWhGyYybhxpbGCFs01HXcxKo5biqR42pya4yjK39mepzJhoUoCAig+RknsVZwJGCDS9YcOjiPFm5PtCy0q+e/fdXA9fwc7qsEls4FhNAanu6tPK8Itpd1SwDuoa4Kw8OfpxiXoYA0eHtcbUg7h+cgJ3EociVguoslWBooWzFmrCEiu4oyJ0lQxZI/wsjK0BprDJ0aFvM+vEoRbnERnbEPDF5B096DcioIg3mE7jn4o314xQi5FaBVOI/qUhOgE3J3W6ZWxnGEUa+DJDqAnfTkeYgpoudC0S2VbQ+2euiWeutXgcWnZYqF78+nV+oYRhnuHg1l1P/e0VAM1QhQ1qoFad8c9mMR2fI9zmuBZWdiR08jxeNpwh+ZFb3LOPEYuPA7TTYOtSNiRFQxDAkByVlI31l9gnXi147vBUdXXqjCJMd2JxSVPgVuzOug7wgvRkwC5gWr4BtB3DjORK1P5T6NmQhU8lyLjfXdvInzui/eDdxpGpv3FDP5QPap7M1zoaLQjxHv0yA+Q/GT3ciwjyoYDs9xzal1PHe3dCbhjtQoRfjPNGhM5s1I7kfQYpbAEw5I/uUI6mgCSH6mCMyebkBimBHTopu2UKjzMAbnY/lI0GmEysa7hKxJQzRAu7g5ESjzEXgOkP1gg4b+NAQrZDLYduHjJJiT8DwamZHRMOeHsWSjFJplXH8zdFUZW/kc9tHAzXxV9C0EPQSyNTXAmNbzeY6qGoofzhSq8362CmFreqw4eF7dwKaeE0CTaEfiDeZVD5Zt43rmgi7t/Ju0bbx+fDvAejHE/EwV1SMtLdHZ3MJQFZAlQ+wVn0DabKAa74qfSRg6cPsdhMEKPN9H1Y6EQbH4RqQItHkZw34Lu1t3UOztwrWppUpFBKtHRyIRTnqbcCsLQGXJLOjDI2DvFaC2KiCALMdXLs5ivuLha7ePRDtyrlHAfNUXD5PtbihTO3zPUxg7X/GFQSWT+pGmCU+rvQHc+6r5mMaGCSIzsvJ5YOaCadmcMSRn9QnXGSj5lB1deQG60woxjlOhbBerPgLbwl43hGUrXJkvy2jwQW+MUZSa4C4FCQKL6SCZUzcymbTIcmFBBriANbUnu1xn6uWQz+KunhcK/CvqVXFhZStmVcLPjLkWqfglHEr7ZpogzCkNTiZwqoKgxDhcUFViiY8Jd85cztjaMYT+QwfXk1r2fw4NIKlMAMnMSX/Gb1/GoXVq887k3OOA0LRX+HE6zsuPbNscwce+tOQIF3q4JOZ553CIuug/CGzYphnBx4GuoqDGch5wQqcggGRPzgczBK4EmI4FqJqRXuMYC0kYnlFNDHQRr2EN8zjCk2pDhK1kVuZUS573Etri3krQw8fg86T2g8+/oahyCkWDIuyPAmIVoG3VUbdCLKGDljWHRrmAtWYA1/eQx9SDeMh9H2szDgIrhoqL8GYfR7l/F0txH9eSGq4nJayXEizaA4z9izgqXYXXeg2t3i4ulnviOTLutqH7O9g5aMPt3EIQ7yO1fDhJG64mswHEdhGZUnA4RsyMGfp/cPR2dPSGcVoCk0vzFex0I1xdqEoQIDcirmOLeJ2bFmpLuCGhQRxbOGRSOaX7kaYJE4i88h9My6a6bJxd44mbK4WwbN+cjQCf1feao+t/+2//DX/gD/wBLC8vCyX57//9v3+LMPSv/bW/hqWlJRQKBfzIj/wIbty48Yb7tFot/MzP/Ayq1Srq9Tr+zJ/5MxgMuMt7WC+++CJ+6Id+CEEQ4Ny5c/h7f+/v4aQ4uu6IqC2G1goLlQBfvjiLx1dqaFY8oW9pqPTUSg2X5qsIfOpBqA8xbpZs6YSp2SU/TCKBiAJf1hfwLf0YvpU/Jh9f0kYsyB3v4+q+MCAEJaTw2ajhRZ8LERcTCgi5EzZunhnm0RUAQgRL8t84hbJNw5/vPfgeTybj+Xmyi9qR/LyN9GdLpx6QTJco4xNjmjPTfBpjI+9PjozxvuHxtY95jFArwmYhWzCXsSPnxzQDmP/YujN+NAo7aIqjL9ssTDzixBbPAeo8ppk2U0jE84ktGD4jjvQ+Y93G/2D9Ev6y/a/xP1i/gt9tfRtPqdv4AfUSfqd6Ucz5flC9gC+r13BR8bd0RHDNIrgmmOYzn16wEttHzyrJb5u3h5gre1hZWkLDDhElGarWCLZfxGAUYrmc44lqgmpzGVGwiMPKE+i6c6hYYyw6PUkU7pYvoTXzBXF+7aCO8aiP8f4NjL/zvyD89r9B9Oovob7zm5gbXoeftBBEe1D5CLlOkVkOXPqYRAOkY06sVIGoa1xTLffBOC2vZ9yEMDWYmwlO2lxollH0XXTGkby3qTPh/drjRFq0FMRzE/CRpgkT4ZAhISCZf9w8Xzq98iO/5u33vmbud1Zn9b3ElAyHQzz33HP403/6T+MP/+E//JbvEzz843/8j/Ev/sW/wIULF/BX/+pfxY/+6I/i1VdfFYDBIiDZ2dnBr/zKryBJEvypP/Wn8Of+3J/Dv/pX/0q+3+v18Pt//+8XQPM//U//E1566SX5fQQwvN+n7ejKFNFC4GOu4mGxVhBqdjdkkFcskzlcPOZoT51ptAYJWnkEzR0TPaqz6QL0sB5+/dDL4Q2/X9o0Pcwo9v93J8yHngCLXDwi6ClCJoWLF5cV0v5mueO9Od5rItnUgxPorYnHJ62s5NhAasVCRqfWU1wPZdIPJ26mIMXAAjNxJdqkB1zK1MsV0qrj7WQl2Lbhf9sooqeLKCtCmViAKRkwJue2UBITPTIla2pLJnaMqNYAWT7uNMhPpsokeZrNPY1ltY9L2BUmgboUsm8EM5ewKffnmDk1TPwZBhg8i5vYUbO4ky8LJGqoEe6oJaTaE5djRSGmZWM/b6Khxni62EOykGGoynBGHcznr6EUeBi1MzTdQywmGoWZZVy5/DmUVRV3D23s6QI2h7PwggxtRSV4GW5qQ4UtVMf7uJTeQHO8gWLeQZ7ESJnALcb8ZAtZZAgNfMvSDMpxxAcFURvxqAtt+VCako0MynbFCoCTdxS696MEdw6GAlC4Sbk0V8Z2x5Lgzf1+iLLnolF0cHmh/KBVw3Fiuj5/JGnCNEMjU0KG5FHF28mY8H7VpQ//+87qrE4LKPnxH/9x+feo4m7h537u5/BX/spfwR/6Q39IbvuFX/gFLCwsCKPy0z/907h27Rp+6Zd+Cd/85jfxxS9+Ue7zT/7JP8FP/MRP4B/8g38gDMy//Jf/EnEc4+d//ueFzn3qqafwwgsv4B/+w3/4qYCSKTB5cqmKjRcgo34L9SJKniNMCv9uhnZR4Mp4dV5/e1GK3V6EhKI6Zo0oJeI+xwE8pTCKSdObere9DRcPRsBfxrYsMJyoYH+eF1gyI2aHbUZ6KTTkR+PbSgCkTwUT8uZS3Qy/+y/+RdhfDoEn8Zmo6YTNFIQQWDxs3DAN2J4cr4fwhZ+R+eBHBixSq8FR8DpGAkg6qMJRueg9mMf7HX1RhKYmY4YW8XRupT8NVSHMznFFaUKGhHoT1lQITZBLhQndY5lGTedYw7oYPYgR4hKCGCUL9UlkXPg4/D1s7XzBel2mwxJtoWvVJIWXTAHbNwXXwXqljKso4zGvj9y6i9HIRq4gI/acfKkWPNRrFRSKHH8NMNy7hXt5Lq2kWsHDYbl2rFUCXCwl0N3rKGSbKPhF5JFPj3h5lRXHf7PCJITSnsQoGP0O25e5NiyOTkIMBkOE1XU4UYThwIYztHCv1RUrAGpDmFxMQMKpmjTT4urM6ZxGycPNvYEAkwtzxjKfHiYEJHyeazM0dvsI3n3J2GhI2LJ5VHEUuL9n7ndWZ/UJ14nVlNy5cwe7u7vCcEyrVqvhK1/5Cr761a8KKOFHMh5TQMLi/SlO+/rXv46f+qmfkvv88A//sACSaZFt+bt/9++i3W6j0XhrNHcURfJvWmRbWGRi+O+jqDSlLBGoegQYOXROoSAwilOEUYzVmoPbhwmiJEVnkCGMY7hKo1B0cDgIjVCRV2cNKFcjeiQa4TivyaMxFt1UARQQWBoVJEJTc8dKZxHuVPn7uTBwv8o5C5qOU4nAZexhPP3pKtXJ4P9/OrA6GbLfcBA93gCc0war3r6m7IgJRjR2/yL4FEEy2y8mDoBtGTIjY5G/Gj0TQSjTcHqo4bswAKSOvgyEu7DRlHPHE8dVTmUxKZj6E87UvIoa5tFBhLJAC55nBC+ZxXYRMLZ4S4C6jIrzd9SFd+FzmZFWIaGHgzZmRD8SoQRlFRBaPuKU51yChhWjqx2MdYCmPYb2ZuW9vVDxcKVu4fnSIbxRgsLC9wGNNdTzEIXW60jiCMnisygUS3A8H4nHc1th7+5NgVYLa5/DKCXAzxEnCYruJGOqdwte/xBljtxbPlyniEg1xA3WysaAprMx2ylTeM4mFgEKp+Rs2Badb4GkOA/lV5DqCu6rRWxc25UNBls1csRyjbV6IAzLTnsAV+W4zLgJR2G+7KDgBCh7Fg67I2nZ8O9dbRRRdMw1SI7dmz6+r1IeYAdAOAKCR+hGQtrOczze4y/A93p9qNf6rN73a3diQQkBCYvMyPHi19Pv8eP8PJ0eH5bjOJiZmXnDfdj6efNjTL/3KFDyd/7O38Hf/Jt/8y23//Iv/zKKRTMe+VFV//a3xT/1eM1M/l06fr34wJozLkBTbwPJEAbwszK2+Vmv4t4efsf//FcEkAyWlvBbf+tvIWw2P+2ndSKLr8r0lWk/4rbjNeVeaCj/dvXK5//Wg8/33uNzOL4vJ/PHZf/SO9z/NqpA6SIDfjiqNrn1MfNhi/8ZTv5Niy3fIY7avyVfmaH5N7694iKl36vYrXzu0X/8+60jwjnzit7dfOO3KtPfuwdsTl4kgsoq36mHBJqmuCViS+xRxbb1B6ur5oEfWWz7zgO/8dsf8LE/m/XBX+uzGo2mZ/MpBiWfZv3lv/yX8Zf+0l96A1NCgSy1KRTUfhSVxDF+5Vd/Fd//pc/jZitGP/dRL3qirn9lpycfc53j5r7pPUf9Nrz+Bmp5D1rnUJYtCa43kll0dRFBPsKq2pPdbE0NRSjIyYlbesX4kiAVHQGXlAXVwpfxqtD0FLp6k8aNSXGl4RYdSkwz4FNVQn+IUu0M/v+7DauXI5t18Fv/4/+I79/4m3DuThev01/HdSXTokMMdRvGjdWELJLp4I6emg/yJNP8GWo5XsQlYUjYluCSSOaMbBh9a6gvIozlOcL7T8XPt8Tvt46r2BRH4BkMZTSY4taBW8bt5/4K8O3/Fxp5V373IlrSBOTZxHPNeiCUptWaEcuyiXMTK9jEvLB1HGlnM+c+FuR7VTIHhfOiFWm6Ia5YW9hLymh7y7BKczgYxRh0j7AQ3kFfB6jYCfaCS1B+STRZT63KUo81Z4ijxnO40XeEHTkY/P/b+xMoSc/7Khi/z7vXvnRVr9Ozj0a7ZMmyrdjOgu04CwlOzPeZ2AQTwECwDwmB7CdOCIEEckhIIBsHgg+ELH98EgfiOF+MHRs7eF8ka9dIs/RM70vt27s8/3Ofp6qnpzWSZqSZ7hrNc3VK3V311ltVb9XUc9/f7977C7He7MGP6jjQfhShncatyWlMRgs4kKyouTTorKHfpxidc546cNXcJ9aSoqG6ijOfAriuAytbRW/iHkS5A6gfeStq7iS+dqGutDC3zuTVDKudYGga84mYP0JnHtNeX7RF06sj3DiNjz60iLccteG6HpCZAIqHtGvmSsAclcc/DPS2tIXZSwGDLtBcAoIScNu36ynBBuosn4TkLW95i5robnD1GHUbbmhSMj09rX6urKwo980I/Pvee+/d3mZ1dfU5bRE6ckb350/eZydGf4+22Q3f99VlN/iBvCYfStoFN59Rv5a2HsbdsLAYZ7DamUXXzsJ1XNT7faUV2ezGyMoODouziJw6FvopCMuFLSPk4zUcixt4Np7CLeKsGrDHUvK04NkZcx8ySGSsxr2zt08zJwOvXNHFQzgEW7C4z8WkjbT6otU9chIYCltZ7h/bD8gLYZM5JG2IpoQsW+j/zQJ6ExNwTvfgJq8cUjLCRZGrGJJLpupymSTJjJDjDCSU8CQOqc8B03u56HMQwbrUKa2sF7K9d0wsKT0H9zaFLUViSE5IRkh4SGFt9FGUNTSEj3VksKgIUIgCT71D3cLoJQJxEuMcSqoCwkwTthB1AslA6UtIPibQVb83kMcKssovNI8L6rN3BmUsSraHQhT7mwjtLs5YVSDqI99nqBuQzZzHenMda2ERWxzRkEToJJzG28dmyM+1jwtRolKRD+QESmULK12JbiQxW86hE7Ww1SFlCmBZDiLqV0Qet2RSEI1IvQZ2+/ykhb7UCh22ljC0w7MdxqOTIuGXafRTUwin70V75gHI3DzcMILvuuhGCaRgGNql/6KSJEY+FWCymLmy/BF+d6w9CnT0l7xbmIIrQ6C1BIQtHSF/JWFn1aOA850Xc0raA4Bx+lMngYNshx16yZ/HVyqu2ff/TQj3Ko7b2K45bLmQNHzsYx/bJiFkW9SKfP/3f7/6+8EHH0StVsOXvvQl3H///eq6j3/840iSRGlPRtv85E/+pGK7owND1nvy5MnLtm6uO/ilsvQQZIdfqUDLLcMXEY5bNcxZIerF2+E5GTx6oY6tbl8N6TvOgfNeiMeiScThQEXGd2OBBqqYsFbxRvmQGrTHZYhf8MwQWUNBnS0fESvqzJiTYilo5NnpnFhHSwYqsTOLviIk1CHw7FX/R+hKyWjBu5EqJtZjoSYkE5bOIcnduLbf58NI4Dq6aL2Pfpe47PNzQMsuBa8RXDyJeaygrGbXXIBQGpGO1BNgV2QBOasDS9L+zWRVZoIUhrOfHbX08rPEhkrdLmEQO3BFpEPzxAANpwAqTHtxgGcwj7tUKyaFZzCLBUmKk0de9FR6LPVNmtgw/ZekCdjABBYxoT5/B7CiPo+smqzKCVjCAv9bTfJAZxPTgw207BxWRBpuJouVDgNXV1GIt7AhZ9GwspixWOUJ0AgFao0eKhkP64lEVTbxhHcQPc9BLnDVELwoSpSAtNZxUfRncQs2sNSfwXrcRcpbgd1dR1ekkLYsBDFzWVx0wGGXEcVc8AX1Ow66XhEb2dtgHf5WJPNvRMKMkmFaM0MPafG16Zjbhaty1VD1vnVaD8or0DnDKHsLcFJAYQ6oX9CumeCeKws9I/EozGuXDUWtbkrPvqHq18Bgn7CvpIR5IqdOnbpE3EpnDDUhBw8exA/+4A/i537u53DixIltSzAdNW9729vU9rfddhu+5Vu+Be95z3uU3ZfE433ve58SwXI74p3vfKfShzC/5Ed/9EfxyCOP4Fd+5Vfwy7/8y3v/godfKq1mDedjfmlt4YnltkpndZ0s/PYyGhvAJzcmUe+HmMwH6LcbEM11dIMCjkyksCDaSsYYRZYa4hVEGdwXPoylJIflKA9PuR6kat3wi3kGa7hPPI0n5EEVjMVhayy5MwviCKsmqpzPComO4Rp9HXnqHFsLW2+0c4Pk9RTyAcldLvPHcaOKV0e269F18Y5/sDtn3GDHrBuVaaHqJRnUVXVMtxdIPnvoqgoYCQcrJ2fkNKqipqLgWY3Liq7yySQoYhpbKoGG/itWLdjqU0bhhJWQPCwhsSRLKmaegxjjJFJWX866ISkhyXBlT8XCc9LOw/IY7hKnhs4bSlwjfA2H8ZScVwTqkFjDIawoQerjmMc5OY1Q+OrZ50UXKzIPLxmgHG3gcfewSnqdaNeVO2cQ55ELtzBnL6MmCvBkDwPhwLdstJMEMuwim7RRi0vohVXEdbpbHBVG1otjlYScS3nIZE8g204w3djCwL8FS7aFYv9zKAxW1bybJOZQTAd1i7QpgOfESnzecSewUXo1lr0Z3OU68DcfQ7dyJxK/oN4POoWm8j5qHW3zZzozc0eu2lXDELb2OpDeqYbZAV7fXrskrO1FQQJibL8GY4R9JSVf/OIX8U3f9E3bf490HO9+97vxgQ98AD/yIz+iskxo3WVF5A1veIOyAI8ySghafklE3vSmNyll/tvf/naVbbLTsUOB6nvf+15VTalUKiqQbV/swIMWWpvLeLbloRnrNgLn4HSjGE+ttuHENubSK4h7aRws5VXAUi6wUIkttJwAmcBFL/RxfquL2aIW3DrtBqrNHlateaRCG3ZsAbGe1MsFiD4BLjqskTA1gr1/lu55HQeosV1Dj4U+49aZJcpNoFQIl9ctjCW2EiAntLNGCCQPPrf9Ns4YkQs9g9neTmC9mDui3ws2Dlg50NvzfdJUkoSEEWZ8j9XEXMSq0kET7lOYQQsZnJcVVU3jfVhDoaKI2z8mD6lW3wN4HE/hAHJsz4i2qqqk1edlCx0rjeWkjJrMKKqSlgOclyV8KTmO+WRdfY7OYmqYrQN8NHkAk3IV94pTOCKWVP7Jx+V9CKWtwtCoe/lLeSeWMaHaOHNYwz3iFI5Zi4osqfEFkuF8XVVZqcssDosl9EUAKWOcT8pA3EYq3oIjLOTQxNH4PJpxBn0rQNdOoWLXkY1t2JGLLX8Km/5hVIICimkXzV6k9BxxJFHIupgppOB4OaxZt8JNzmI220WcOYlGdgL9sIG8z0ndCQbtOjzOuYl6SESIzdQB1NwpyEwFaQlsWi4qvQ049bNoFG9XFRImNd9/uISt9kDllJAM0VXDCgkJyRUP2WMIGy8clHc5t53tAXFtO6zNwOBGxL6Skm/8xm9UuRzPB549/OzP/qy6PB9YVRkFpT0f7r77bnzqU5/CfkPGIdbqLWz0c0rESpzb0D3tSEoUfA/NTlNtlw04+8NCO3EVCfNcoB3pQXycc+O7tAqm0BoA0rIgBZcQoB27Kn+VuRBMl2BexIh08PfbxDklXNQx4Pp6hnlTskc6wr4/xXyj+sINUWdYi9VwPTljI/7u1A1l+R2tLWyg8T/WuUgoSElo6+XPkeCYZGUUdKbstyqRlbTDVvoRXs98Xu1bSdTiv4KSEpvyHzoXeqasMr2VFRG+15F00EAWp+QB3GGdQVU2VMuHxEZN4rU30LLyOC8OqEdfD4vIyZYa2VgVLQyEj48n92BD0vLrwxU2vpPONlRwWlZwVk7jkFhSrcNYWIooPYsDagYTiRBB5cdTOISGzCIlB8ipVFmm5dhqus5aouPnOYW3Kzy0QqAnfMRiDjO4gJPJOQSir75LzmISy3ISeXVkXZy2DqAh8ih7JRzP5NS/n9tnC4qUTGQ9lQXCmPfUUIC6EaVRnbobcVFgtdHC5NEMYjvX3gjDAAB5ZklEQVSN01tbyr5/er2HsNPEkd7XkHh5LA8COI6FI/mUIhncb7ORh9hcQs+dwwyrvkPicaCYUrNrKGJn3gpbNleVO8LZNLxEfWBovb4E8XB+DS8GBjcoxlZT8kpEOxJYbcdo99sqK4ILje86CGWoiEa31wXbzonFikiCjGfBTeXRGBRwzG6gmaqqIG+6dFgCXqx3ETbaWBiwbbMFN8mpqaVs3eREW00ApuBVT/4VOCYWFRnhIqQHrmk1QhNM6qwrJQIXN3tX62CssaoJiehIoJnoUsIN9KnmMSYR2VIhZYxn5/A8nTii6brOitG6HgbckXxS0Bpvh8vroXskmSmVN9MfOm2oKSFR0Kmp3H+iCAmFq8uyrK5fwoSa1MswNRIUzqJhJYSfHVbbqBNZtqqQwlWizK6VhiUlVmwqREqQYR9nJSsxafW5ydm60eRbULonVkL4WKyG8LOp83KCy366OGzvy/IW1cbhnBuSEj5XWwikZB+e7GMrziP2GNjGNhVfq4dllIYTkSM19C+0A4S2i4l4HTmrhXVMIp9yEbiWCi47Vs1gYaunwsxYIVlIJBZr2rKYDVyUOByvlyCTq2B+RrtZWqHEVj/C9GQO9U2JZsvGWugg8C0cn8zhSDWDnO9gKgd08x6SZgTM55ApXJzqy58va5geB+RlKlo7kr1My6WzqYf/cTsDgxsUN9DX942P0ErhQphBur+MdOkgmq2ekpmovnnKA5pr2HQnkc3msNTQLRouR0v2NNx2C4PVZ/B000U7tBF2G6jaHfSFq76Ubw3prQiRCEslbbKUT4smy/RL8JSLggvC03IOh8TKcJLsaMJJfMn8lBuKkHDab1dCTluIvicDpG6IZ65A/qQC85DCacyo94oDEan/YPWKbqimkpgy+p+Esa/0IhyWONKP8N1j0B1piA4nY6UrxBlM43F5CDNiQ+k+uB2rI9QVUYdBEkJyQCEqLbt3imfUZ4LD9yhMZWrrLeKc0oCsUyAbUZPByltbtUbWrFm0pI8sNpCyErST4WDAYeWzaFGBaqGmxLSXH3kwwkioy9+oJcmJrvrs0rJMCubIUE0UXkMJoXDVhN6Y9lwRoiK72AjzyCVdrIqSCl8jL+qGEbasHMqooZ2OUc74mMqnMVNMo5wNUEj727HvJCxxTKULp/HqKsPu1gpHQ4y2z6UD5AoZHMikMT1RQiXrb+tK+TNtx0A6BaQYQHYNP4/cV+mIHphXX9TXJTGQ9DUhoY6kdNhM9jW4oWFIyR5ikACr9iyO+h343RU0UYAlEnhygFR3Ax03p3IZJnwX7fUOvnRmU5Wb233qAqZQ6EXIRjWUEKHekXgkslG2I0hJY29KnRfzi5VprXRQUEfCxe5UMoezmFHCVpby2b7hcjaKBqcYkYoTNnC0rVRrFTDOU39XhhWSrkQyYyH+GzcWIeF5uZ4M4+JzOIkmsmoSM5sxLfgqIZXvkTbR6vRVJuxqO6rOUF1TdbCUIhWsiJBAaNJSwDk1j7cASLq00nhcHtHtH6FTX1khqcmsmiZ9v3haTe3lZ4hiV0c2VA7JI/IoXi8ewaFwEWtuBd24gA1RwEpcVlN6U0KTpEGiPyF8NreoSLV53CmfQscC2jLAYjKhslB6IkAkNR1+LiHRYEuHFnY+L87XcUWMgbSxLCp4Cof19Ot4DW2b7rIQOYuuuhD1yMOWNYGs7apWKDUbbG/lHODERIDb5qgl8XBoIr3dNrlrrrDdThk5Y6jjulxrheRke/uoAK9YQ6q7BJHz97ZiQbsvbb/rjBQ4D7TWAKZV8/FISK7EDmxgMMYwpGQP4dkCTrqEC4OTOCiXgU4fxd55xII2zUks21NY7vrwegMljhvEMZ7l4K5eqL5kq9ljSHkdhOEAbSFQkgtIqyyGRFk3STjYux8RiQVM4kJSUbNC0pKEJVFaE0aOZ5V8UM8zoTxST73hXyOnx8WBbmNXOVkmIWlD9IBkdkhIgrF6hpdg5JQh9MwXXtLDcDJbLb6sl/G9YdvFHdZA+J6wosF2CqtfvIUCZV4Ybn4W08P2S0q15Lgt2y4My2N7roGWaonEqCpRKT8joxYKK2J3iNMqbC+HltJusLpmyxhp0UNJNtX2JMkFq4MvyttxAQUMOBSPAV9sdcRNnGd0mhUgn7RxuziNMgaKlDQTD5NyBfdiHaHtgI/EYLTT8ZR6fiOM9DIsSEQxECbUmGTwtHUES1YfgUjQiYQiNCQLPZnFUayikjRQdgYIRIy+X0XizuCAn0UiOSBPqrlQBVdiJvBQrxaw0eojToBbpoUiFiPScdl2Cqs9dLBQMGoNb08iNVgvS6LB+1jHgaW2bqXQ9aJEpoO9qViQeEzR43QemH8A8FOaAJkKicErAIaU7CFcx8ZMIcDWZhO1BkeQEbQM2mg3QpzudFTkPJMj2e9eb/TR6Q/UmVx3AHUdB4M5zBexOijJOiATnBDnVIVjGVU195d2S5IOnp+ewQwGUmAFRTUY7Q5xRi1yi6gqzQDPrvlzNF3Y3o74vkhQxg2CQ9ISIJmzEb8jPdaEhBDDY8oLLbYUkYaqpdZTLRQef4bakZDodBh6n3R7htUN3s5lnOFlrIjQzsv3ixRmXRZUZgjvRzcNCccFOaHyQyheZZWEOhUGfPGZjGYgvVY8jtvEGdUWYpZNDWl1/w2ZVy0YCmIX5BSelVO4zzqn3EB01lBPEogQOdlATfpYd2dgh1AtQbZcVjChXjP/5lTdRVRUZS4vOjgilzBlbeCh5KgiS3yFIyF1lABp30Y7JB3mMEqa0l2046F2M0wQc5ielcZK5iTaGOACW5LuJOaDHkKnjIMTKcwV0/BdC2fXu3Dbi+hnZ2F5WYg4VoPuPv7YKo5WM5ifSKsJvc9xvjBHiFkgtN7y9866fgfTE5oMUNPBFsqoYjHalq4XPtG9qliMCAjzUEygl8ErCIaU7CF4dnYoGyK/8jQsu431uIhlexpSDjCJFRwJ13EuOImtNrDa6KHZj8g51KBSkoOuWtn0KHrfCmGLSOVMUENwTg3q0F9U2jAtcADrSKxT2JA5LMuicjyU0VAx85nhBFlNPS66QHYHpVmXOdvfb8gDDuJ3ZVRaK/xxeVbPD75tzAxlPF1vSEoYzc7KFMkEg9fZBKBNloSSGhFOcKZgma+O4lYefVILJrKy4lBRapMQOdFRItMiWorgaIeOg5a0VTuGVlu6VlgdY2WAoXkESUkg9DiB9LAOwwF7odDDGXm9P5wifSaaQN2fRNHpIRy0EfZsnHMmcFZW0Q4DVYXj56rO4XxD5xNJ0Yqa4qKf/0G5hE2ZQ1F0MW1t4EvyBC7IacR+Tom6+TlneipFrXzRDAi0LE3L2MKMWUWJE6ULOTHJFoyLWLG9Elr1xzFnb+KO6lEcnspjeasB6W7BmZ3Eavo4mn0bTmJjruii3g3V2IalWlc5ZagV2SYmw2BDFU5m+0CvBgyGMzssW0e4szJCTccoOTW492JVhaTEVCwMDF4WDCnZQ/Cr6pBYheWE2ApmgK0u5stZLDV66ATTmA0vII6X8UxrFp0wge8ItLvseevvuYutFcZ4s/wcK5dNS3Cqq5Y+MrGVVlD+zaA00g7WZFimZ5LrmizgFrGg9AsYih85J4eaklEuyahqspOcjB57v75uxYUIkn2oaa1foP33RoCWE+sMGFp9qRWh8JQB/lz82YohuaBjhr8zMTRR3qwBBAaqeaYmzw4nAFOoyveWNIIVlCnUcEGWIYXADNNIUVZZNCQqt+IMDlrLkFKgLdLqkbZEBiewiNvFOZxXgfLpYdovxw1wiwHOgC0WppXYOIRVLIoKnsYBRXZia4BexIpGsE1o0xxgYCcYuD6qga6t9Z0srFii4IaYTjaRj3UraQEZZEUHRwXzZbt4VpxAaPkIYy27zniOqsgkCWBbdMM4iCKpZsdM5tL4ppNVFLO+atNw2m6jH6A8+QBeP9nGIb+DzfoSTl9ooWmX0Y4PYGE1QSR7OF7NwndsFFJAdxDjcCWjCMq5zbaaO6NeySgtNT8HrD8JhD2dlEowlKy7CVQ4yG7x0uTUKw0qMzAweFEYUrKXGLSQi2uYPzAHqymxvtVFv1NHrz1AOZvG+U4BorEONy4g7THlUaLR5SD5nuqd96StxKs8u+YZM3vzJBNUhxzEqir584yVixz1Byzz07vBM+yKqOFu8QxiIVRbh8slCQkbN9QicD/yRWLl942QnI9g/34HFMdE35sGKjcGIRlBZ4zoRVcLjEkYGQMfqApGEQNFDnibrpaElIUO2z5suViKWJKqsA1DUkKCM481VVWZEhMqbZV1l8NYUdUODmmctdbV9hdEFQI91cZhC4+B8yQu02r4otYTMeuXMe/8rFDjwk9ERjm3JpRYtRKu4EnrCPKZHIpMy22FOnwMEkEyQNoJUUoz70NXHUqsYCURqqyfWAPU4qxKaFWBfpaNligqx8wRsYqBd1jNhvEcBwfKKbWP/iBCN4xVanE3HuBwPsHxqouiO8CAIYG2hcm8jwcqOZycyqpqR72+hYeaK3harGEu4yJndWH1+4islAocPFBKIXBstCRn2kiVUbLRHCiNCY/Ndlpq2NFVk2DH8E0/D3S3dBz7S0lONTAwuCIYUrKXGCYy5jwPR8UinkQaJ3BOLUDtKIdNK0AtCeGIWJ0temETt2IBBdFQZ8WRYER4HufkFJrI4LScwWvEY2rAGvUJo/wKnp1TvKonBXt4lTilMikKqnbCkr1UuhJmR1A7oDMvLmKcis9iIYL9Bx2IAZAcZCT2DRHntg0+24tkTztCeIRJKlidYJT7iIDwOtIWClfpyyFJIQEhWFUhYRlNu+E7ydwRMXwv+TuJC4PzvpicRFk0cBSLqtLC6gwJLEW1c1jFQayhpTQtfZUjwvdfJ6Fw9m2kiC1t5jUO25MVRZ4KSR0Zq4uUk8JUIUAlHSHqNTA5WMSUXMF8vIJD4gyaIR0n85iPKYHtoYi6IlWrqKIjbaQEhbY0POtslglRU8MDLS8Nj3NiXBcHCj76MVNXY0TtLdxtL+LeYoSKa+NwKo+2W8KyNYMgW9CEJO0pHczCRhPe5hO4r/Uoss0mYupf+im0iifxTPcoNlxLCcgdIZTbhlk/TFelZksZtEdpqf2WIlRKvDoCWzN92m8jwMuY5FQDg+sEQ0r2EqM0RpZ+2ZPBQSAoImzXIOurOGlZqNs+egMLTlTH/OApOElP5VIMpKPcMrR/UkdA2+QyiuqLnWfHzHDgYsKsC5bu+VsRDcyosKwUFlFWIVwn0FLn3FyQuC2vY/7FOH4QxLkhIQmB5LCN+P9JA+44UaYXh66QkJzowHhNHuztgXRrKA4nzQ4U0dQtEUu9X+6wPVNHGguoDkPtSC0SNU+G1TCauVdlESfEBbXQn5dVOEJiTugWEVsmrMawNbQK3abQplxNDFglY7VMa0gGKgFl9NxImjwRK6LD1g0zMZq9UI1GKIgO7ogfwaxYhmNBhagVehdQUQP/3goRtZCL2jgoLyj/UJuvULiqlXQ+Jl12kPNtlIMQqYGEH3gqG4TtRsex4XkOptwmUuFZTKQHyBemEGSzcFMOKv0NlK0+zvQcnNvycWfKRbuxieTZT+NQ6ynUbYn1pKLC0rzuKqa3vgIn28KzrXuwbpVVsirF5f0oUa42unrUhKfttFS6axztpiFJUW8knTj2xetNcqqBwXXBjXXaeaPD5RlWH93aMi5EOsNgsd7Hahs41U0jE25iNmfBcjMo9M7DjXpKI8C0Sp7x6vRKnY55qziLV4snVXmcSgCW4WkJPocqGHlFgSLPo5nQyuFoXMqoVtBn7NbQYTNQZ9ljSUjO7iAkR25MQkLsjOvXUWeaWHCRJhVkpDqrVSSSbJXoGPlQvUcUiJKQkmCSFhAbyA7rI7p6ckFOog9fDbXjfimeZXuG4WcUvpJssLVDlw1D2VhxYwWEf/N2tmtIZllN4TOkwJaPxwpbRnQVfeHsG7Z9ym6IYspV2pNbug/jlvhpVaFY6XvoSgtLcR4rUrczZuIlTMi6+kxuqpZUrJJaS6KBpkwrcsKWJHNOKsWsIjp0lyWxRL1D2iYxGS+h5Awgigfg+llM5FKQToCmP4l+u65I0HpdJ7Mma6fgN8/C8jPwJw7C8dLoJC566Wl1rPPdBVj10/AtgelCSol+ORBvIufpCb2jtFRaet20FrFS0DpCvzF0uqT0NpmqSU41MLgOGMf16JWLsI1W7GAlzKHXXQHsMnphBBH1IVureNQK0EtZmA8acFtNbCWX/9Lj0vIq8TS2ZBYtkVauBp4pz2NdnRWTvCyioMSSuj0TIaPOdSNVWeEZMJcr+j7GyVUzgliMNSGJgOSojfjt401IRrbp3ZN9R7dRpDqqcnAbSlhJBrklFSK06DKbg6FnXMSVa0qRUBenEShrLysXh8Xydt4u9UBLsqIswiQVdOOw4kXdJasf1EiQfLAiRvKis151Lg2TUpljwqYNiQ//5mdqBltq/7SRc3ZNEW1l5e1LT7U7KHpl5a7UW8b9yVcUqWhJC0LGyMo+VkVeDYw8QsKU+HgK0yrWngSJRPppzCKUrqqy1Kwi8pyz487B9jMoB5Zy3tAWnAts1Bs1TPdWEQdFHC8GqGa1a+j8VgetXgQZufDq57HSreB4WaDSvqBGNPTtLHzXxlSBU3lDmtXQEBk43RqmM2uYLtLZI7BU7yoycjCTQFArwqpH8bAmIo0LQGpCi17ptiGoHUmVtcjVJKcaGFw3GFKy1wP5uhIb2ePIhZsMnkC/sY6Ca6MzMYMnW2mg20EU9ZC3mcngwh7oFsCOvWBC1JERPTwp51GSbWXx5Vnv4ziIMupKtEjdAM9wubDNgfNMeGbsKZLCRZCBWTqXZPySSGTFgpy1IV2B+O3jO2BvZKMevMA/JO2+sbfVJNpDwyqInurLhZoVrCfkQXxZnlCE45g4r/wvbKQwWfVxvs/g1N5ECVSfFVNYlWzFSPVeT4sNRUb1e8sWCGfoUM/RVhUYhrKRbOi5z9Qbsf1TUnoWhq2RmOiZOrr6QjcO902iQoJ0xjqgqhN3y6ex3JtUbSHOwbnAiotsIita8O0I5wc+bEtXdEi2luUEllBRKawM9duSOcSWjzmLGilHRb1xLo0jharA1LoDpF0fhcDBnO8huyGxKS0MQub0xNho0fkTI+PbcCgEbzXR6nbxzHINpbCHtO9gIxIo+pwpZWMqb6tZN72ci621LvJpAchIVVbmUn0lDs+tDbUhJCUqg+SwdtlQ9BoUtYaERJBVEoLEJD+rWzl0ABliYmBwTWFIyR4P5Gv0gUwqhdO9KaU4eNY6iDhxEHo+3KCFfjxAIZeHPfCQjqUKhN8JnmHT8stR8Cp4S+jeP6fB5odnyHRP8KyYY9+7asnUkfJZdcbOcLVYnXmPbUfcE4j/37QuO4wpIdmd4ULo2LOLtm2dLkLiR5Mvrb2c+ss2i87JpSaEJIV1ChIRVkkYWLYoJ1ERHJgI9T4fF2zA1TEr1pXbhs6Ye8WzQyuvDr8jgVCJrUO9CRNe78BppUvRwW1CaUbY5iPZYcIrtSKvEs+oyhp1Jtx2TU0PdpQGhc9+4Kaxac+p6kYQd3A+ycGTXfQTfjZtwElh1mrCTzhIMD0cM8nH02MCmV1yVgqEYkN95nyHKbUDPI4inpaHgX6AQ1mGp0mkXUelHm+0I9iBheOFLMKOVNWRlWZfOWem8rpiYsU9JZw9WC0gkhbW+8AktSW9GLXOQFmLbWad8B2QEeaKAYpzU7APT8KxJDLrpyHonqGThroRaklYFenWgYljOiyNL4DZJCQe7Q1g4xTQWgZaS4CXA7JVXV2xqTMxOSUGBtcChpTsISI7ja5XhqhdwNcWHdxazaDRYyBDBDgeckkT55M8em6ZGZhID1aQoHzJPuiU4FnnM5jVf6vBZH28Fo+rsj2DsEhcdK4FrZ4DFSDOb1itPeAMFXWuq+4/LnUS8UwIsZQgecNQWOjdOF/s9GjwuCZD0sfFnW0SreBhi4QU0YIDSy34umZBYhhjHTk8JedQFi0cwjImRR3Pyll8Xt6qqh+3iPOqKkZywsrYLeKCqoZx0ed++X4HKufEUWmxJB3cllqU4nCfpDR000TSVa0akhK6arhNAT0ldiYxoruLjz0Ap/DGyHmAb0PNnsnEm+g4eWRtD/0+bbVp5GUbjcRF26E1ne4u5qPoqbpMrKWWheDxeFweVJWTSbYSnRin4uNqwF8QxRzPo8hIOnDU1OyZooetjoMtWcCku4qWl8Xp9Q6mi75KdaWrBo1VJNk5VMoTqh2z3pnEtLWGA+kI6zKjWjwqjM0SmLC7KOYySM8eBwpFYPkhbecdZZCoJ5nSBGTpq8DakzqZ1fF09UTYwOlPAU2SEY40yANeS5OY81++SGy2qy3DxFcDA4OrhiElewi6Cmr+LNaefgIzjXNA9etwJDkDEYXotRI8G0/i6bAK0QrRllM4IOuYwuYwltxRdk1WSagIoY6ElRBOgaXNV89MYXInz4Z7qnw+Ej9ygdGWU942krlqjEPih3g6hP2HXQgGaJUtyNvHtoZzWehguZFqhNUSTUl0GqsYViF0dYSEgB4cvlt819SEaNEbVilK6ElPOXK+KE/gTnEGGdlXUfJ8B1kpobvmgqjgMJaVSJYElBUTkhRGui/JCZWDwpRf6kISx8OimMVWnEI7dnGOZETmULWaakxBJBxFLqgj2ZAlFByW8rLIpVyk+ps43cugFVtKW7LpHobtZFVyyoY1j8PRKeRkG5bIoCk1AZnElvpJyzKPAD+vFNOSkPStAK6oYUVMI3bScESCYuDoNlTahS0sFZZGZH0X56Ip3OG2ccSvoxnY6HQHqNsRirIFL1eEP38rUoGrMkdqmUMIRRu5rccxb8XoFQpIpIDd34LPZzJ1AigfUbqu7TySnaANeP0pIBoAVqKJB1s0578CnPk0EHWHJIahbRHQ2gCitn737duB4kElYn9O4uvLBIXEo6GBlxsUaGDwSoMhJXuItGuh2Q9R64aYpeJ/lJ4qoeyJ3V4LBbuFdmzDSRXx9OAoKhGTJBoquySSthpJz0WKVRFmUVSUz0afLdNRwTNnLmBcHEliSExYFyEhoauDX2fskpOWjMPSL54aEhLOsrnVgTx5430ktdlX+5pISFgV0RH+etoyNSNcoOloGc3IHbXRSDZHOhBatPkGVWVNuao4l2jkvqImiBUytldoD6dNmHoQ1mcoXqa9l/t8Rs5u56AEVoyzAlgKTmBrYEH6DnqCaag2lmSMxbCFs9EcbrHOw3ckGlYRB4MtlL06ZCxQFwzoy6Is6kqHtJZk0Y9ZfbBw3pmDm3RQkWvIoAUpYmyKvErJIT1hRWZerGNBVtWFx2RWbCJx81gSk0ikXmAzgQtHWJjKBahx8CRTe3l8LIHlOEBn+k6k/A0c6C1g0O/gQI4Teo9ClI5A+nrRZ/w8qxxi5g1AvgSx8hhSnVXNFqkBmboDmL5LkwQ6Z0Z5JCPw4FPcykj5/IzeRuXeS2DjaaCxAJSO6pYOCQmrLIygj6KLRCfqAV5aExcSk52Jry8RTJw9u9HGZmug2lusCJWznHScQfrG+2diYHBFMB/tPURnEKPQvYC27+BZ3IFbAJzzDqPZbCLpb+EYFnFQtPBEfwpRqoJHU2U82jiidASj6a5cwKgduV88iRM4r36npoSaETZn9HRZqSyeXCBHs1BGrhB7x+C9/T7fEk+GsP9oSEhucxB/Z0qltt4okEOCp6tQdDKxKqKnK7Mlos3XumrCf2qsYLDloiso1Dmz3cL3SQemMdWVIXfT1jqC+LAioiQgBMmHLRKE6m8m+jLbJFZVCJKZOgLlqOF2FLcOBFASW1hHBYtJEam0rQSkQZioBS5wfDT7HvpxEev+JNKtBUxYDWyJLHwp0BlEavgdWyuLYg5du4oCuopAk09LO4uz4gQ2+nncJs+jJUo448zgnCzjewD8L7wRVWzAlT1kRB+RjLBmV1DHAVipIg7TWuw7ym1DUWqYSDXFdxAlKjiw3h0g5TqoViaBzDza0TRWtpqYPTgFpAoqVn8EWnuZcZLJF4D8G4GZe3UiKzehWJVumdH2o3wRakjYsiF2JriO8kjYsqGGhFqS7CRV6kCs26zK2l8/B7h5fd8wNRTEDvEyE19ZHVmq9/C18zV1sjJdCFREPo/Ncr2nZvbcOsUgPQODVx4MKdlDRN2mSsbcKFRhN7Wa45nVDir9BaTkAJtuAVYYwXEdHE3VIfo1bNhzWI8vjnonmCrxtJzDN1lfHmZacAgfayK6caDTMFgf0YmgnCGrMyx0ZYYaiP1e+sUTIewPDQnJ7UNCQk/nDYJRSisxetYjhwudNqPqCcPfWSXghF/WqkhT2GrTotOuIqKrmMAaJNKC7yFpi0QebVUZoziUlRLuO5aWej/ZmtMCVq0N4UyjaQ7TG1Ig7rsiW2r43jNhBd0kUu4WnmnDdZASULHsnKbbDRNsDCyctY5gwg1xwREq7l24Wk+yZseoRz5Ct4ejqfM4KNpoW0V0Ygv1poM4yuBUcDdOi3lc6GdUlY9+pJo3jcVwGp5sK8tw4Hs4dmAKecdFGEfI+S4mcj7WmwPcO59HLnDw5HILa80+SnyutsCJyRwqWU+1K5xUDgUrhc2Bh7KbqDRWVkhISDK+g4NljmUYvhMkFzsj4ndilEfCasZIU0JCMUpw5VRgZpAQdOF4FNbyQ0oaOWx7sopiecOqSVvvj6FqI3A/LzHxldWRM+stfPlsDeutPqpZX5HImUJKkTj+pJ2Z4l8Dg1ciDCnZQ/DMVyQh2lGAROozq2lrS7VW1mQeTihRtAawHBcyP4VD0QJuHWzi/3bSQ4UCwSpITwka+9LGpsgpzwNdNzwj57KkszovgmRl53K/70t/LblISO5wEX9HcEMRkp2khMeZTTFNAHVaK98dkkWdA2JvO2OYJMIwO+0fSVTLTaKt3DTMQqVWiCPySDyoFWLCKysna2p0naeG8HGSL1s41JNsqFyTPHrSx53itHqsrOgiko4St65gEh0rp8ShnCNzsExHk4W0a6PVD1Fn3gcrFHGi3K0DkUYS+KiWUihkfERhhPwgwqNLLbRFDovpk5iKlpBLaii5CeCGaAYH0MjOI4pS8Ft9ZASPykCRjFhIuEEBvmNhIuPDdRykXAvZfFqt6/VOiGrOU3qSuVIaxbSHJ5aayhrMOTUkGqwUkHhUcwHuP5zGVntwSTuDFRJutz3p98VA4kIhKnUfJCZKW8I5PYnOIEmx2jKrKyM8KC6tQX1d9Rj9qxKWrrZwDk5o6xYRA9dGeImJryQkj1yoY6PVxyBOMFdKqaoR/2aV9Vg1q4gJZ/ZsNileNzB45cGQkj1E2meYuA0rYXyWtk7SGbDl5hAkNhD24dg6ynqt0YdnF3DA20Su01P2TZ49M/OBGpOCaCqbJh0PzKSgcJIX5oTuXt7HbrkvWkjeEqiQtPjbbzxCcrlBe6OsXB3hrwPSuIhR78E6BzUhrIMw9IzvEysibLsw4IytGwaMUWPCls6SrCry0oBA3/JxHIvq3S3IlhK73oIFpTU5m0wpQSv1RY/JgzgtZ1WYGtt8JDpuIpAJBOLYQi9kW0Sq2S+csMtDXgxcZAIHUibYbOswNy6CxYyvLLUDITBbymC5QR1UH6GbQ6cwgTDpYL3RwlYA3HNsDscnc1iq9/H4Uh2tDhfLhiIKmU6MuVKAfOAhH2i/1yDWWptOGCsi8Z33zMF1LEU0+PiHqxmEUQqezeesBZ47iQcj4l+28JPaEgpRORWYolcVJ+8CsdBTgNlyob6EGhG2Z9qRvg+JicjqqgiJSWsVOPAaYOLopf/IqEmhe+cqEl/ZsqF+hBkqlayP1WZftWz4fvhZG+utHpYbXUVMRjN7DAxeiTCkZA/REWnIdBXTzTNYGOjzZZHE6CS+CoWqWh303Io669rsDtBqhygkIQo+ECRtHItOK30J3Thd6aqz4ZNiQS1oBOskOqZ8FOs1ZuAX6ZCAJPd7wH03XvjUKLV1REh0XD+FrLRgj6bcJEzkUK4ovjesW9FfwwoKnTJ03VAHRBuunhsMtR1dN9SQcJQASUdB9LAiKjiCFVTkJjoiUMMYaQH3ZYiT1gJOJ7M4iyksyEnV1tsJjnThyb5vW+owh4lQ7RFe2GAiUVlr91X7w3ccBIx6H0SotweqgpKjCNUSeO3REs5v9ZDIBGutELblolSaxIFZF/fOlzGR9RVp4IJ5YbMBrK8qouLXB/i642VM59NqZg7zQ3jGTxJRnHLU4x6b1BN+dxINCsI71L5chnjwJ6sFLxskGcG9mmiwzTJ9j9aQsIJC0sEWDDUnbM+k+W8yoz+rYU+7bHpNoHAQmDiut0+oORloQvISEl/5+knMWAUhaeTQQLanSEwIvhf1dohukY08oVtxBgavQBhSsofg2U1cOIx8v4Hy2jmaQdUiN+mHsJ0e2kkK56MSZHeArU4IEffQEwKWbeOIWMaE7OF0rK2MXPDoudGx43RudLdrItHwjR2nwUbiawPYXxgg+htpID18ZjcYIdmpI8F2UBr1IrppRjrCKgVbOVrbw0wYtnQ81dphnYytNVZM2N5hS4ZD8lZQVhUPhnB1RQErg7Jy5dgIMSNXlIz5Am5RWSjUZ4SSc4xilGUTNauAJ+JD25+DnRgJR7NpF6Wsr87AT6+3sVjrYCIboBC4SFFAGcdo9UKEjo1C2sFqq6/OxhlUVs37KKZyuGtO4tBEWrUV6L6Zyro4t7yGtcYmLC+HxM2oKkw5XcTZdeBIJYNyPqV0IWnPxWTOVy0k2nfprOE7T4JC0nE5opH19+DTy8/fSIjKNo6f3VE9CbVItnJCV0V4oW2YpCUUwJE3AIffqNs8avuabtewQkJCcpV2YBIwfj9wBhCPTSHtYq3JtpUmJY5lKbFwzNlA/RBTOQ87JvMYGLxiYEjJHkJNIw0KaJfuQMMjidCCw2xcx3pwEEuDPLotG/1uiF6U4ETQRc2dhOwAmbCOxSSr9CTTYh3zWMNJcU5lkuggbAoqxXB5HC+IhwawP9zTAetfDZF83Q475g2AnYJWewc5GaWykjQw7o4VEy63FKqGyqqbVm0Ybf2lTThWDhm2VmiZpQaE27JqwjSZhlXGlj0BL5LIJxsqi4RKE5KYCKuqKhMKF6FwlOiVAtiyrG/Pt9kJVc1hhIawFJHI+3S7WGrxK2c8zNKtQiJAp0u7j3OcKdOPcKAcoJINcP+hEmaG03Tp+GAL5Wg1qysWdKpsncKR7jLseh3dDQtBYRJJ8Qj6Qj8P6iEOuS7q3UiREt4v7V38uqFYUzlmhtb4scDu6glJBsWstPe21gC/qS3D2Slg6nYdPa/EOK2XnejK7wZWP0giA9dWQwPb/VhVtfIpR1VPOKyQ4ldWpg6U0jhzXQ6CgcH+wpCSPQS/gJkz8OV1D48nh3EnNvB59wHMyDPwYqnisqsZF0kUo1/fRCmbxUI/DTduQkgGlMe4XZzBjFjDHNYYd6X0JMwp4W1c9EathZ2thv2E+OoA9p9qQhLf5yJ5kN6f8cVuR83oOm3q1e2a0W01NbvXVVZZqkp49HUrRzdlnB2WYIan6cwYDsTLYJ2JvehjikZgESpLL+fdTNldRG6IufBZVWWh04YW3wpqitwwOO0U5pEIGxNWG9W4hq/i6CWkhM+Paz3dNZESuVrI+Q7WWyE811aiUgpO+9R3JAlyKQ+3eI4SWgphKccHqyQ8ZychucTdQkKy9JAaVpfNlTGfLmNls4FubRGD1hb6pdvVc7hjrgDHcZVwkwSEbYkXdMyMC3ZWT0ZgxeT5iMfltn8Z3w2KAA6dNmxtLde7ShC8RidOzsPhShqHJrImp8TgFQvz0d5D8Au4lGGEdqjkFcSqPYmml0O6cw6pcAuVAEjLTfRFA0m7iXK/iXwSo4INeCLEUbGoBq0dxsrQWkoViZ5Ey+WP7YHRsq+TMvZP6Cq+MoDzEe0SiO93kXxzMPYtGy1c1RWRnYSOx5bh8Vo1oltkTfhIKzJImSuPPF04fC8cpRshBWE1gzSFBmCSEl7HeHe2dKgjYe5MV/gQlsScWEYvzsBFVylPGghU/gzTSPgojG4niSFJOStm0bbzmLZXcSDcUNNxHZmoSPgOUiqunbZai64Sho1QMOlaqo0yV0ypVkrVc1VkO6fzsohHfUmrG8G1BLrNGjyRYC6fxoGpsna3sCrA9gan5w7ttDkXyM5U0K2UkNTOI8k18BdsTAYuXNfFnXOF5wSAXbVjZr9xjYjHCz+EUKFozCAZkThWqfhesd3FqtVdBwqYKQRq2zC8eruxgcGNAENK9hBU2NPSyC/lW6b5JbehJqB2ZAq11C3IR8/glvBh3Jo8i7boYKPvQ4ZllUlCDcnrxOOq5E87sF7wHHiwh2Hl+ox8HELRCOtLA9j/35CQPOAhebM/9oSEsIfEROeMaGgiotNfRom4JAaUKrNWMhjqR9iWYfIpCQTzRbqQSvXDbWvIK/Eq59bQMcV01nUUcUZOYTJpYMZuoevmkRowQ7WBRauEpaSinDac8nzBnkYsHLhJEwfEJjatKZTsPlqyqOLo56w2MkGAVgSsxDm00/OIggKSKIFtW5gtMTVWqkAyakvWWgO0wwhZNbhOKJIy6Cc4WYrx7ZN6hjCNzEHoQ9TWAHFEh4pdJqKdb2uapZnSJMKujpkfgcTjrrmCiUq/AvBYXY7EHalmbiwSZ2DwMmBIyR5ipLA/WsnCY57DInDvfAH1XoJ0fxGHWw9hbnAWXdfHgjOJTruJOayr0fCLSUnFfVNISdsnz8r5tc4zaZ6lj1oE+92uURhIWJ/pq1/j13hI3jS+hGRnJWmkFRlVQkbEZJSGO2rjcIheU1l9KVxNVDWE/5DYQrmACRVkRtrI94aCVleJVhNMY0uFqLEK8iV5K74mj6KjKOVZNFFBxuJ+UrgLdfTsHDgVZjMpYIqjBJIO2nYaPTtQ8fMHxSYit4CCzSTUJpYxizaKyPoxbhMtRM4CztkemnZWiVz5Gqq5FPpKUAnMl1JKn8Azc+oVqCepeF18Q24V8xSfMlJ95/RcCjyLh54b0b4TKjTsuWfw18wxcxPAkDiDmx3mm2IPMVLYM1Z7qpDC+iJQTLN/b2PuwlOQVk2V9nN+VqVu1vsprEQWbsE5HLDWhpqRWC12KnZcpbbqibRcRseCkBCeQPTODKzHKWr1xpaQ7IZ204xi4zVITnSWJ2sfWqyaUS2VHlZQVLoRVqx4L53EejH2n9uyosXf2GrbQllliRwRK0oFxKnNagaOkCo4rdGzUFITeoGUbaFFMavNyTJZhNJFIGg0pnA2QdspIpQeZqwuWtlJOHEeobRgez6SII98fxWVeBl9/xaVikodyYPHJvDUSguPLzXQ7lvqeoacbbQHyg78+swqDjORnQ6SEWiLHc1zYbgY7a87I9p3YhQapo4arpkI9GaDIXEGNzPMJ38PsVNhn/VsrDM8zWoj3DgPe/0pNKwMcn4LQqn+BygIagu4lVAtGy5ceuKv/mIPhsSEZ+ujc9f91JAwqZXBaAplC8nrx99lM6p+yGEyK/0wkRqkx99ZfaIvhqSEyhCdzMrKiB5v6KgwNM4ZehqzSnxcQUMJWKVjKbLRjXy07AxsYSv9SUbGqMkCCnKA2WQTy7IMy+bAxARCRcAH6EUpZfF2HWb1OujEObSkh0aSxazdwJY1gUV7FrNySdtIcxWmmiitUiXvqxaNm6ridtnBkakApXIBByfSKh3VsuiCsbFU62Gl2VMBatPFALdN2LgjipDNDSPWd4MtG1pivcwwHGwY0b4TvD7LgYALQK8ONBcu2mv5mWYcO9NUr8H0XAMDg1cmDCnZQ4wU9utrqyj1L6jrJs/+LzitBRRbT8N1Z1HwOetEoNdrYBqrcNFRZ9WMFedPkhK2b+i6oc5kNIV2hP0iJNZn+7A+2Uf89hTk8Ruj9z1q1chtV42txKUUn/KYcgqvDkfTEmJuSUHxOUwOa1M2nsQsjmJRiVZHM2o23aKiLAxUW7Im0Bfp4cBEiaPWBp4RhyATB1W7AwSMNC9i3q5DpvPIhl0sNieRixuYtGvqyW3aFdgixFS8qfQqp+Uc+mGMsl2DSM3BnZjHMSel7KO031IgGdgOZtBBJ9OF7YVKwNrqxWoaLyPca50QS7Uu0r6DVx8qYdbvQZyTL9yaoT02P6d/jiLaVctmR2hY8aAmJcuPAFFLb7OzDdSt68AxpqWa6omBgcEuGFKyh1AK+0yE/lOPYuHCWSB/BM1eH2GUhd2XGPQ20O+EyFtn0Y/SEAyldy0UwzZyaCO7rW4QSKGjiArbOfvdtrH+bx/2J7SGRCwnkMdxQ2CnTkSPMNQ5L2yRUBNCcsKKCf8e/U5JKykKq1bUhpCIPIs5JQydVQ6pGFtJBonMwLETdK3UcBSiPYySl6jbBUDEOOa2kSsKNMMZVJwI1eQMNqII7SANp1vHDBZVCnBbZNEWGSRWpHQrkce8mhhufhrlA7cgSpfUVFmKIQ8U04h6DWRaC8iGa7CTNLqNJdREAfnZW5AM2y6cRcMLnR6bnQFmU85zp+derjWTmdCVju2QsV2hYfZwBgwdOuVdbSAOyVv8KrD2BFCc14TGVE8MDAx2wJCSvYSUyHfOwYlaKs2SX/0Nu4xawrZMCUdxDkgsZJImXNQoQkHLoS2UseCkKDwTFypqPrstd91fWH/Zh/3Joaj1jT6SN4x/y2Y3dOuGbRtHVaOYMMIqCKnKKLqfht7esGVDoSlvJ0EhWawjhzPyuApEO4IlPB0fQOz6uM1aQdlOVBCelLxHBEgbM24LiXBRcgVqYQ3VVAmWW0B9cx3tgUTsBThnHUDLKsOXLfWoZ60ZrKcfwJZdRF8EKOcysCabQLSu5tYUUo6aBFz2+piz1oDBGjB9FMnkCTx5fhOVZB32+gDdyp1I/ML2a6f1dKM5QHuihOzu6bl4nnkurGzsDhkbXd8eum/SpUvvT5Ky/pTengfcz2s3z0hEy1k0hpgYGNz0MKRkLzFooVtbwUoHmHY4ZI8hVwIi6SG0fWXfLMkNtUCyCsLFqBxyuJuLDTWOL4McGipIi7Hk+05IPtWH/akhIfkGf981JDsj4F/s2IxC0PpgMqqrKiQ87sz4IPnjvjihV01jVomq2vXE39k6K6OpWjl8b56Rc9gUZUyq+TV9OJaNrshhy5aY8juAa8PtbcJLgA23jCQ7B6u/hfUkBStThKjeioWtC4DvYNFKI5O04XsbCKMAgZ1BJm7BtxIsW9OIghLKaRf5rI9TUQoT9Q3k7EXIbAUDzq5ZfAZWsAG/egioHENT2ggtHzIzB6u9BK95Dj3vzu2WyWi4mxrwtnt67u7WzM55Ls+X3TFy3+xsA1HwSpEsp+oyEZX745hgTuAdiWiZmhrcY1o5BgY3OQwp2UvEITrdHpp9ibIPRUo2mj04nXUMohirUQZluabqIXRYaLGlXmp5Bm8hVEJKRs3va8uGU2ZJSD7Nya5A/E0+kgfHp0Iid7VmdkPbfXW8eRtp5ZUh7eAxJSUZhZ6xZcOaia6aMMafBIaWXi15/SJuw18md6NrZTHptLAiJpFIBxWrDc/uoGun0EtiVOUmPKeNrTiNDWcKBauHVlDAunsIt5RinG8tIpBdyOIUZnohxMZZOLKrhM9NmUWSyuE2p4Ze+DieSe7CrbOH4Nk24jiNdOk+lMNF1Urpry+j0V1A85Zb4A+n3dqDWOWQMEnVCkpwuuuwwjZiL6OySdq9CGHCeTasfuyenvsS5rko9w0Pch9whl8vJCPML2F1hKSFDh5eRiABarO607ruIWUGBgbjDUNK9hK2C2k7Q12CphVbjTZKvTpiycxPrVHg4DUSErYL6KwpoosKmlSYIIXu0IC6vxB1TZbiv+Ijed14EBJWP3aSNQqGeaQ0qdgNXRnhkSYF1PbcSJE+vjd9MPqd7hcLaYRqW4pfqSNZRklNaH4kOQZPCHj2AFvOFJacW3AkPo0snkbe6qIfSkhPIi3akLaHllXFFvIQsoBNp4qNvoO1xQjTYknlhixJB6X4AmI7Qt2toOzZKlekP7CxRXLjDeD6m+j25pHJeZgr+Bh0QzzbmUAvSSOxqihEfbQ7M3i9TIHLO0WvHO7GTJJKxgX6ITq9HhZqEo1RfHnWx7NrLRyucGLvZea/XI0YldN0ic4WEAx/pzCWU3S5r/YGkJ1Uk7C3oSoytctmnBgYGNxcMKRkL+FlkS5Ow40X8dCGxNRBoN9rIi27KKGGCdRVhYQOGy6AbTWB1lPaEZ6ZZ9EZqkr2GUIg/vYAye0O5LH9d9pEuyL1xbBCwinKFJby6BGcwDOaDcTljwmseoIvTcBCmXlJXxpIqcRVDrojOGGI++J23PsZzGAdJTwhj6DhltX8G1tkMJEO8JVWGs0khVuTcyjJTbQsGxesQ1hKncBjvRKaMoUpJ4WCL5DygfWOj04nUroQL2ghK1voZYsoCw9RzEyaGNLuIO9ZqEwfwlErxp83tnAkl4O//hTCzSXkwwEmPB+NxEEh62Or2cJjiyncPpdXM2+mCwHa/QibjRb8GHh6o4etUNeQpgoBDpbSWGn00erHKlFUJYe+1IrFiLzw/qM2EN8RkpLGkq625GcvZdUjEe2oymJgYHDTwpCSvYQQ2AzmsNh7CM1GC1MATuI05rGEA1hRbRkKKblokphQUMnWApdCPW12H3UkUkI8FkHextK7UJdxICQj7Aw8I0jdGPlO14s7PGq2Eq1q2tIfprxQF8Lq1Ogfw7OYwZflCRwVS5jEFkpoY0spefju8F1x8LScV3bhktXGeXkQrkPqo6Pa+3Yaj9h34Yw4gaLVwYwfY2pwFufrWTgiwQPlJk7k6nrkveUgCjw8aQVoeWXc4TfgCIGzHQpWQ2SwCRG34CRbCPwqMpk2OpGFXFyHt3oa/aiLJrLw0kV0Bz1kkhqqjKuPJNr9ohrulq0yjE8Pd1s/v4qH21lc6Fuo5hxVQeE02lFQF5045zbbuHO28PITRKfvvJhTEg20xiSxAdVWyj6/iNbAwOCmhiEle4gkSfD5xQgLcgYV8Yy6jjmhFWyhgM5QbOmpibF5dNWZ+pQiKjzD1yFe1n5pSD7eh/25AZJnXMTfMV6D9XZ/iEnidMrqqG2jn6uWrbLiMVBHky0yXsejSiUJ3TMkHHw3ljFQ78mzyKuq1RIm1D5JDhmOtmJXUbFDZCQbPbbSeDiWBdsVym2zFfuI3SwS1wHiHqr90yjafRSljciuwnE9WEmEUuccZr0JfM6qomMnOOZcQEdESHW24CddDBg1nptEfuoQ0oN12GGE2xyBrCXxTFJSYWicn5QkLgb2JESvCyesoeCfx6qYwlzeQ9qOkettwqpWkE4fwP3poprSy9bOTvKx7cQZxC8/UTQoANmJi22g8B5g/ZQOVaPr5oVEtAYGBjctDCnZQ3AI2rMrLQTRFiKbiyEXT53JSlcHz8MZskXNic624GTa0ZA4UpbLyTb3gJD87z7sL2hRq5yzx3bxSHa4akajCdn2GiXg6usFllDBGUwrgkEBMYWtC6gqdw0JCQlhXeYQCdZW9DHn/ZgzwnoV2zwUtRasEGlItC1buVgoGJ3Jp7DW7sGTnMgbqEm9iX8IB8QpVKItdO3DcAZA2Q7hRi10U7Oc6Ytit4NHxK2Yzw9wtP05dOUAPa8I38+hWJ2Dm85CdtYQdQe41bqAun8EM3YCOClsdEJIIRTJaGEaFb+GhpVDc2MdrXyEdIEulwOIgjmVIzMxnIVDwatIIkjLQeJmLjpx4mv0ObvEoVPWlZCXI6I1MDB4xcOQkj1EL4zRazdhd9Z1WieAWdSQUxHyjBZnSmsf6WF4l55Wy2FuUk2iZcNhzwnJR/uwv6gJSfStAeSrdKtj3KBn1DDwzENWNWc4qLCl2ipNVQ2hpsRTvqUlVPEleVLpTYpDYesWsiqhZElOYE4wPL6NTeTV+0FxMYfiNZFW9t9zmIElKZGVKObSCISnFvRuP4ZtCxyeyCIfODhazcJ3LHhRGs6ZSay3HEzJPtDtQjpp9IMKeqkp9BPgQFzDZiGNtexrMNM4i67oox9MoFyagOcCsrWK+iCG7ziY7Z7CUj9Bv2WpYDXHqcIJ8qp95LsB8l4Gm+XbsNCKcCCbR3V+EmLoxHGsTcSdGtKdBTi9DSChG8ZFFEygmZ6HY6XVOITrgpcror0OU7vN4DsDg/GCISV7iMC11Zl7arCGY/ET2MQ3qgFudN3wFp7RM0acS6y7fRbPmomuoOw5IfnzHuwvcXEH4m8LIO8dT0JC8sZUFzH8j5UMEjxWnkjuRvbfDRSwgQA15DEhWrggy/DUlBkPh7CsBKyc2vuMnMW04NYtTKCBBUzgvJzEuixiyyoicVKY9xropqaRShfhC6ne23TJhu/YSqCa9V31Oy8Bj6WXwin3GMJAIGVJyGwWHt0pQqDR7iFjS5w4nMehiSyEfTcGYR+dxha6vRo6AxvCSSGf6qnAtbTIwCpPgKHzjeVllIMOGuII8uk8yl4MV/ioDwSmJipoSh9tkUZWCLXoVtwuume/AtcLVeYJXUEiHsBtLyHeWkf18H1qu+uG58s32WPUuyHObrTV1G5WhziTiiMgDk1ktNDXwMBgX2BIyR6imvUwU+b03AsoyxVsKscIRZf+cJYKlKyVFlaeq1KA6aKrrKrXcZm4LFTLZkRIvj2AvGc8CQmhQ9x1c4uVDdK8TWSUlZdHjiSF+DKOK6kryUoRTTXnJo8WqgypE031btBns448NmUep+QcQqHba3xfDrubOGJtweJ8G/sAnsEUso4Fl8P3bIFK1kezF6HWjhBGHZUZxuuDpI9qJDGZtdCNOWAPKApPheU1eyEQ9VApZDFfKSLHBbFYUZbZ0gzQHfQRSwtO8wKCwQYE01jjFjIY4NhMFRtdIBttoejWEGYm4Hc3sWxV4aZyajIwq3Ojdgw/Y4fEKhbQU9UiqmUcySPiYU2N9FvDvFiDAOfXvHJBQvLIhbpyJFFH4zmWGpJJYTDfv20HkoGBwZ7DkJI9hGVZeO3hIp74VAMORX7KfsrFs6UWRx2ZphdZBpwzyIvSzP0oKMujDuRXBojZsrlrfAnJRedNpGpKbOHQUcOjyKrJKkp4EvNgYsaTOIScbGBSbGEW66oaQl0JSciKLCsCwtzcSdTQFCk8Io+gJ13MiBpSnoXAdWCLBK7toO9qmhh4uuzfCRO1sNV7A5zZaqGY9hUpYAWl0fWRsss47NWwaVVUkFmjG0JYEfK+ixOFGHOHTiCXL+rWhuUCzSWI8jGk/TQw6AC1phaPMnE1f0CJRHP9FczlfPSjAkRvDdGWQNufgF89gtlKTp39j1oTiiE1l5HrLGB+qgx34KHejRAnkQpOI6GaTs0i110EalUtROXF8V5ei4WPOybtGv10pKqQkJDMFC7O+OH7xL+vqQPJwMDgqmFIyR4jJbuwHBe9WJ+JUdRK1wcj5TPoqDAviitJTnx0h9vsPeQxB9E/ygLZ/R7398JIdlRK6I4hIWHDhvmrm8jhfyYPIrFSeDWAO/AsMqKppitPoa70JwtySmlEClYXs9YGvDjCplVAMWnjfvEUziVTeNi5Xc2wSTsCvueqtkt2sIYj1jqWemW0+hFsYWE6FygiVEh5yLg2nl5r40AxhcmCj1LxFjRXHsa8V8Pttx6GIPFIQmSTBlKZGYhiFVh+SItAuzWgvqCICSq3arcKiQmdKyEnCxfVIu931zDb66GWpJFKOUhNHkS/eie8TEktqEu1DuYyMTLtBWBpUZESrDyGXGYC2VQJ3coMYiejSEkq6UDUzwNrTwKrT+jUFy8zFKIeemlD8/g6toWtQ1KyzwP4qCFhy4YVksvhmjqQDAwMrhrmX90eg2LEgZXCmqUHlvHMXKjEUJ7ZU3JJVYkmJSOwhXLd2zeJhPUXfSSvcmkN0deNISEZpbaOgtJGz5C/63RWHscEG8jhIRzDEziE1+GU2ub1+BpsFZcWqRg6xtJlrQFuFRdQFE1lr+1bLprJBnqOh7Jo4RTqKNE6nDmCtgzQFxb6/RiOm8f9uQa+1N/AqaaNVLqAbhTDEgIPHiljPptgeXkFdtRAJUzDTThgdwrpcBH59hmkqF5NV4HcISBV0rNfOLSOvzu0XFvA5rPA8sM6AXXQ1BZatm9YweisQ/QbyMctxGEDTWtO5X+kowb69S4a7S5mBhdwqF2HOLsExH19XzUOOYForyFNgsPcEFYzNp4CGsua+FDzQeITdfXMGkbGX+3QPO5n7VH9mhigxpwS7mefB/CxckQNCVs2l8M1dyAZGBhcFQwp2WNIv4Cu8FEd/k3FAls3HgZDfYnObCVB4Rm9XmyvMxIJ+096sB4JYT0RIvoHWcAZv9J1soOMjP4eHRu9hHC+L3UkLh6Rh/GEPIS3WZ/GCaziAr5TCV5Zh7KUrDjGDLYQO3q6kLYNS5Q4X8hysJnk4YkQ02jAss9hKbRxxpqHcLKoBCGm41WUGys4ljRwMFVEz5tAI5zDgZTAq62zmFo/hfsGS7DbayjWB8qV4yYhojCE2JoAJuaAyklNCrqbevEO8rpCwjkxTEBlyFi/BQQlIDMJbJ4B3BA4/Qmd7yFsBLaDiU4D6c4iWp0LiJw0CnEPB0UP6eIUUh7JQE8TjcZTQL8OuClg4hgQ9gD3gj6ArMSQ+HhpoDA/PMh5PZOGR4hE4mqG5tXO6te0c+IwH3efB/CxlcW2FlttgWM9xxbN1hpvv24OJAMDgxeEISV7jKmMjchKweKio870GcbV2Y4wZ8R5HVl1HTNExV4Qkv/VhfVoBCk4yyYYK0Kyk4RYQ/JxsWVzcTKwTsFNVCoJk1y/Jo/CExFmsYki2rgw3MZ1ErhxrKoDOs6fwlep7L7U8NDlFKl6jI7zTw0nArteE45TR8PxcFguwk+aCK00GvYkCpkUKnILsr+JghNhZmtZpbc6cQ9O2ESQtOENakhsH6FbgSVDoN8G1p4AWmtAYUaTjvWn9PA6Dq5jq4Mtj/Ym8PSfAxarI2vA6Y8zhU+3VVhRaa/D623AtV0E+TKk68IKe3AHdYieDYS+JiJc/JkHwlZQ2NYEh0SFc2lUK2mgidDEkUv7hXwuJElsu1zN0DzOuFER85fBPg7go/6HLpv1tVUUsfIcW/QaplCdnLy+DiQDA4PnhSElewkpIWvnAI9NGz3EbgabyhI8QhoWasioBXc0p+W6EpI/7sJ6nGeKQPy2FOSt4+U62FkVwa7KyM42DvUk0bASQo3OrNhQDhVeNxh+zOt2FlR9TGNDkUG2SJw4hmXLoTw2VtuTqMxYNTQZpGYNYIkuNvsdBHENbjKAK+rqLLs4OYWj7iRc14FnlVFY+SwKvXU0vCryVqSIQeykIK2B0nhQhOum0nD9lCYGrBp0qCHZBKaFJiSZUQ2NLy7RZKG1CqQndEuHIBnp1XQ7RkZKACuSGH53Q8fXs8KSPQJsnQO664BX1AeL7aDslK5YkAS1lvVj52eA4iHdFqKYdidIjvrDplncu/KhedyOLZvLYR8H8PF9OJSJIM48gVanAT9fhR2UEIc99NfOoprewsF02YhcDQz2CYaU7CUGLRWCNSWXccw9j8eVa0Rnt47O+Blhrs7Mr3cuSTwkJE8MCcl3pSBPjhch2QmdczuaYaMj9+MdBIWUglOUWffg0TwklocD+WJFBoh03Icr6WaSCESIyOaUYJ34GjBblxUIC8MWD6WyNrxkgJSsw41qCDyJaUVxBkg4lbebxrTwsCWrcH1HtXvydh8d20LcWUc/ihF4NpxeGx07qwhVWvQgrKImG50NTQ5WHtVtk+IOKy4/ECQjbN+QNFA02h1uTwcLSQ1JCrcjCYlCoNccVj/i4SXSVY6grLehroTbEGwbpQpaR1I+pisv3J66lZ1kgsSB1RUe5asZmsftqCEhAdqNaz2A72ocPlKi0F3AkZzEUvYQ6p0QcZcOJBeFyUOYEZvIds8DRZJAQ0wMDPYahpTsJeIQg81F3Nn4FApxTZGSnWLNUaT8hEoivb5aEutT/YuE5O0pyBPjR0hGRI2NFBILxsCzmsEYePpr5HZLR2tESFaaw/k0B7GGOnKIYKkait6PDUgHoesppxMTcnV9hLkwEhZDzbYfWxMVZdOWFmawhk7YgpU4WA0OIyjMI+V4yA02YFttXGgXUbWBwBIoplz0m7odp2S3SQTPTyMl9PRnzULZKwuHC6itNSLUeYxAHQg1GQSFrvy73gWCnF4seT+KSUkkEkdXTyhcJYEgWSGJ4XY2B+HFgO3oNoUb6P3ydhIVTuxlW4d6EgpP2U7K7qjW9Bu6ejPoAsX5Kx+al5kAWkuXakquxwC+q3X4kLy015EtVnHcSSnhecyKIR1InAUU2fvWWjIwMDCkZE8hhQ1x7i9Rwcr2TNud52IjErIX3ezktT7E2RjJ6z3I4+NHSEYkjdUKBqF5kMoxwyh4UhISBh49kg5tA46V84Y/s3ZPrfmc8OuzIpJo+6fnJpCJnjNE0kE6QmUJlSSsTOnrSEx0EBslsFtIqQj6Kuo4L+awiElESRG3pbJwPQf1gY+SrGHWbcJLHPR6Up2NT5ayyER89gJ24sOxEn3iTcKgFLtSL6AkCqql4gKNJb2g8nq2ckZaDi6urC40V4CwrxdfkhPugxUXQR2Qp9s9Xk5XJ7hIUytCsuLYQI/5J8MWEds+rRVNSooHgMpxYOMZLXYlqeHjcB8kOWy18FNKEe7VDM1jOyhsaVErNSTXYwAfCcnSQ1fn8OGxG7aW+PDp3dqRfWwt3Qg5LwYG1xuGlOwh2t0Q9tYp2Dw744KxH19woy+0lED8t9Jj8QXHNXrns9A1BgxrGaw1WNvCU01GLg4s5IReOayWqHYLiYYk8fARWz4K1JU4WpHiDLfy1ZRgkhmhpg21kUcOLTjoqowYOdw3Y/6XUUZGhOrQ1a0iYrpvRB1RWEZfCPQZKV+ewC0ZCXuQQdItw8pn4MsZiPXmxfYKWzGpvP6dQleSE+pEqCmZuQvIzQArD2vSwEWWFRC6bmgR5gJbOKSsvFj9GkChLisarLAEE0AytOySwFCYSkJBAsJFm4u1V9DtHi7YXNT8jF7AqR8hOcjP6etJPCiAbVzQhMjbUUm52qF53DdJwfUawMc3hPu+WofPqG20V62l61UFchgHaGDwyoMhJXuIePMZhF3dmtlzKhBJ2H/YhTziIHlgGBw1BoSE0KTiIqjaGC0JbNvQEUPywQsD0TgvSMfw67k2nF5DykIrMH1MylLNyb3D1gxpCEElCtNzmVSyiQlI2KrVI1wfUUhCQjLjqAv3u64ExxLS8tETOcw7G+hnXKSiFsr9p+Bmj6KfzuJA0UOqvQhUbwHEUS0oJXFg1gcDyZTTilWKvm6DJFIvLlz4c7PAoQeHAlOpSQqrHbwPWyeLXwFSrDS4QG4S6B8EerQQM2k1DVgOsPqYPsOfvU+3aVrrF6spuWktZuV2tCCTFPB954JHrcqoYjEaljdxXN+Xi/bLTXS92gF8V1MVGLZhrtrhw33y2JO0XO/W0ksFjwOJId97vg/8jKR3VYGqd+zf8zMwuI4wpGQPYSU99GN9jj8Sae4ZIflgB9azMeSZCMmtDpAbnxyGkdWX5IQtFLY8OsOPJvNbeMQoYOUsG7ZoWvDVxF+SEh2YJoYtGRuwpJo34zkuwsSCLRPYjlaKtN0S2lGgKilJEqLrllC0OiobxhJp1YbpIKXoDZ/HpnMAa3EW5XgLgmukH6CbnkYnDlGUq/Dqz6AwcQBBnNctmMNv0IsZA89WHtPCUlY6qOvgQkhSIpiUmtaai+qtwMHX6cRUYvZefWbMasX600A0GC6QuaG4taOFrlyoHbZheH0GmL4DEB4QtfWC5XB+ziF9H+6bLRlLV38U2aEWhQRq/nWXViyux7C8K93n1WpDdrRhLovna8Moa/QRfZyuZ2vppYLHgaR24fO6ukY9EatmrGaxyjaqAtHFZ2DwCoQhJXuJVEXRkT0lJeGQkJyOIRl98f+kx4qQEBe//lnZ0FoPV3lkpKqakJRwei+FrrRSpxAqYWuy7V6iMkSiJ2xFSGJhIXHTaNsVVG0XDkWiXPPTMXoyhUEkVSprKb6AvlPFJqqIUlOwo3MQtot2aOF8UkbTP4BqtIwwSmPTz2POHWADNuxUFguyiFuCOgoTUxCZIlA5oRcOLmaH3wjM3KsXGFItQZEpm1JSL5Js3ShiQgFrRy+GXIRZLZm+R2s7eFZMYSlJRHNR74vVDpKa+dcAs6/SiylbECREBHUibP9QR8LHY2z96Eyb25KMsHpAt80hEhKdKrzveCnakJfThuG+rmdr6eUeB5IR9f4f1J8ntuoGbe2YIjFRVaD1/XmOBgbXGYaU7CHi9CRCXOYL9HoSkv/RgXVmSEj+3zTkofF8y0mTOKKQFRHqOlgh4bXhUNdxWsWg5VQ1pYSGml1DArOGgsojmcEGIsfFpJtAuAH8TAEFWyLTHSBidgcJjOfCsQNE/S5kMlB6kKi3hYqbYN2exVr6BErxBgZ2Gr0oD8FKh21jzT2Cot3DauLDHTBIzYWf8jDJkK3uKjAxP3Sw7Gg9qKj2/AsvQNSQ7K4MMHqeFZHSwYuLrX9SX6csu5HOIuEZ8+4KBNsxO8HHHy28zDXhY0zeur8L77XShrzcNszVtpb28jiwOkKCydYZCSzdUCQmjPwnMVGVnTER4hoYXGOM5wr1CgVNEEuYwjE8e/0fbDAkJGdjSG9ISA6O79tNsqEVIv3t6gnlrKM2DesmzB3h3xSzttFTwXM+InDEHuP6SVSEVUDspuHIPlJRHbEaIawXdw6ws5M+pBMg9l24fglRHMCPLUzJNQxEGefd4+zTIOFUol6IFDPW4hANJwd/5qgK3kJnCxOZAYqeA7glXSGpnbny1sMLVQZ4YbVjp1aCr4GVFYKVE55JX8miNG4L7+W0I3zdXHCvVhtyLdow16Nd9VKxUyPD48OW2872FAkmNUgkp8rqzQqQtrobGLySML6r1CsQmcBH3cpdIuq8XhBPRRcJyTvSkPN7/1aPUlevZLtkOO+HSwibMxyqx7+ZMZJFD7NYV4TkAiqqpcPr6kijiQxy6KHnZhHTLBzGEG4fnuvD8VOqGjI6W5bCQWILSDtQVSs37KIYRWj7FTwjZ5AJt+A6HjK+g8pgET2LotQaNtJHsJY6hmp2Cu2Mh2whRGEigLClFqNSlEiycCWthxerDKyf0qFqyhFzDdwh47TwXk47wtYaKwDTd12+DfNCFt1xbcO8FFyikaHwuKTJmFPdkaw7dGWpasosgIX9ftYGBtcchpTsJdwM+om9J5oSeaeLuJlAztuQB/bnbR69xisjJlqMOhqaR3svdSO8lNBUVmBO982hjQoaai7QKcziKXEYJWeAtEiwac2ijDoOWCEy6bRa5FpxGpbU1ZfYciDlMFyM55luFk64ikpK4oJMI2wsYCKzjsXUazFIH0Ov3cCkdQq5pI1OYKPVD3GkmsWhiaIea09nDVs83G/hgA7i6iewLQ+p/BxEY1frgYSkuQxsnh5GxF/GhkULLkkJdSQ7w9TGyR3yUnG5ChHP/ikKZqotiQk1E1dDwsa1GnS12K2R4edAVU/WtM1bjRxI9N8Ms1Ppv4aUGLzyYEjJHqLVqjM9Yzs19JqjP9yzr7+Qkwefx5mwB9Aj7Z4/CC4a3jZKtB19EBMhMZA6nYT6EmpKaAXOuAOU0UExaqEtSVF81FCAxUh3K0DfTyGTcpBhOqfdgZy8DX66AOfco4i2tCgw7PdgJSFiJ43I4gDCGAXHQcZzcNxq44wDrMsMGgOB2EvBz6fRzeVxuPUwjqYuYDNXwsGCh5wVAvUVLWB1AjSdApbXWjqyfJgOWki7mE7nkRu1HlhJUc6a08Dyo9p9w4V55KoYgQs180v4cxzdIS8Vz1chot2Z4W2rT1zUTIirJGHjVg16KditkeHr4bHgMSFxU06cKS1SLpucEoNXLgwp2UM0O/SPdK9PRklPwv4D9puB+G+kAW9/Fy0SDX+H1Xf0c/SB05qRS9cfRamGhIT2XrZxmMyadvibzhkJnUDNB+ojjQlECPwQc24biRci8gqIJZUoMWI3BxExfm2A+rD0H9segriJKAYa3bayGFvlCQg3i2K4heLEDKRVxCCVQug4CGwLuXQFqeprkGqdQT6pw+3rCDe1UAZFtM5/Dc80Q3QjiXzgwrUthHGC9VYf7R5wPN1DlhNza2f1gkxtQJZzVZznuirUkxzos//J2/RCxGpM2NPx8IV5vSDdSG2JF8sVIaFQ1aFNYOMUkGaCbeHGJ2FXi8tpZNy0fs8ZksefdHSRsHDb0AhdDV6ZMKRkLyEcTGDz+hCS3+/AWowhAwC1BJjc39HrI9KxE7otk1yS4jqqpkSWgEh4nYSwBXrCVe7XjNVXDR0W7xmEVlVx8hJ9ZHDCPg/YTbQzRyAtF2fjLDxHosJ01q2nIYMMuv4EklRXPWbXrSIY1OGEbZRtD91gCu3UFNJJH57nI+8X0HOqOD5ZVZVyyxYIqE6WPrb6XaTmX4Xg4Mx2i0D2m1htR+gPuqgULk7X9RwLlayPzXodazJEpn4eYlQhYMWA1QFWUHa7KsTOysDoTPjiNJ5tgShL+Tdam+KFckVIPCZvB1YeAfp13RK7UbUhLwfPp5Gh3fxmOg4GNzUMKdlDZD0LabSv7U67JCRtWEsJZEog+p70vhOS0VIabweiaeJBMsGUFs7l5SybvhqWx+sTcDIgk/dJBmKLM2wkEsHbdY2FhEZVSpTfRiKLttKhCKuHONxC28oilZ5FJ5GIi8fhuS30gwo2RAaBo/M40pkUpHsQctCCL0PIIIVBu4b+1BEEDlsuE1i35tDqx6rq4VgWBlGCVruFrB9gZnoGYseZfhspbMo8ylgDcJGUjFBGC5thDtOdJlLZ8qWVgZFegIs0NSQkI9EwEI0ix6WHdWWF+gFu094Ezv2lXth51swF6oUcPuOGF8sVof2VxIy6Er7eG410XSu8UjQyBgYvEYaU7CWaS2r82zVDV8L5vTbE8pCQvDMNTO0vIRmREHpneCGV4MA8fY2+lQZfQhMOLWqNpY2EF8tWs2l4oaaE6a60AitCYpGQMEBMKG2IJwcYhAO4ooGCHSKON9DzK/APHINoPIYoMwPZrUOoeTOAzExhUDgE0VhA0DgNr7Wo7MHJYBooH0c6U8Hh/BSW672hPoQj7QWmnDYmZo8hV7g0bCxKJFrpgyj2enBaS4iCEqTtKgux09tC6OfQtaYQR4uXVgh26gVISEg4cnWgfFQnsdJevFN70edgu3PDg8sXEunS/guFi40brjRXhLH4N/sC/ErQyBgYvEQYUrKHWG+01XyVa2IJ7iRwfq8DsZJApoeEZAwqJIQahquqIvw/81Y5f4ZKkYs1FNIU3sLr6KuJHQcJe+dDrw7vF4IzejgdOIesQ7kr98i6igWkUrDiGH7SQhDxujSkPYNBLoVsJgN0A1iFOXTjWUSWBDYSNFMHkFr8S1jdOracMjZTh5B4OdxCa++ANssqcr0VZItldPMe4rAPZ1BDkJ6CmD7+nMXSsS2VwtpI3YFcZwFObwPoh2o6b5idVY8nBwlse+25FYIRMeFcmlwDOPigXpB3ay94uOjiYcor2z3cD10shYMvHC42bhj3eHcDA4OxgCEle4h2PPKbXIudcWiX1ITkXWmgOj6EZKQX8Sg5ZVVDJhjARRce8mr2rp74K3bkk3QjF5ZLwkZSkkIsUrpSIgcqNj4UDty4ByFjjreBIyMVRpd4acSFg5CpCcj0YVT9CKnGOeWKSSVtZPMzWG0wZr6DRr0OJbrJVxAGZWyIGdiOjcUgBbe7gBRFp+VjEN1NpEel84mDz9vPz3g2ylkPy/UEbuUuWGEbIokgLQeJm8F6o4eZko9ATOmqyK4KASlZr9tBmJmH5VVAFYnYrb1gWBZJyCgdVuVVxMPY+hcIFxtHvJJyRQwMDK4LDCnZQ7hBEZuJd21ySqq2ro5wZ2NCSLArl0RVhDj8Tk2zsZQahE0dnUWi6yUkHiQpzCDphByGJ5G4AgPhqUpExLXXsuDEHbWt4wVQV8aMXU8QBVXEmSl0RRpuOotCtQSx9bQaRCfSVcy0N9Eazhz2OhcgvAwGXh6b1gRSvoepvK/yRTbsCuZaKxC5GT2s7gr6+UIIHJrIoNmLsNTooZROwfW0+2ar0VMhbAcnshA4qtsxOyoEzU4HG6tL2Ip81OMiMNhSBOcQZ67t1F6QfPDCqgLB56UG7DkvHi42jjCaCQMDgxeAISV7iI02XSAvg0C0EohacjEMbZ/1I88LGlaGHuDBMATNUwbfRLVxenDVdYyPp2VXQwx1JLYavLeVZOBZHjw3ViLUKAFcttodqAwRGTrohBH6iQPR2UQwNYV8MY1Mf1PPDgn0kLxseg0z8Xmc24KqtNT8eQy8KoJ0FsWUC9+1YQmBxiBGddCDz4RRn2mZV4ZCysWdcwWc3WhjszVQOhPHEpgpBjhYzqjbgUsrBK3uBs5t9VG3KghmjqGULipBLbUsza6Nu+0icp0VXVkh+eCFbQ5WT5ggS/HrqBV0tQmv4wCjmTAwMHgeGFKyh+gnFqpW+6WVSVoJnP/eARqJyiHZj9j4KwKDS+mgEUAiyU+SYTKrdt7wNy1wHSlL2MSQqobCv5tOBpuYRiQ8FOwEaTeCL1tK+2FjwMILYHmwLQtxkAK8PIpegiDjQoiBJiQMmWLbg/NiCvfCceeAhc8gNXUUrj8BmcrDZ+9nCJstpm4NcZouoFiLSa/izJ3E4665AtqDGFGcqAoPWzuspOyuENBGfPb8JpaTCJMTle3HCVwbM4UUlupdnEtN4navDcHKCu3DbN00lrRDZZT2Odr3jZzwamBgYLALY7qyvTJRdhjm9RLK7E1NSMRmApkTkJkxLnVzjpgABiFpiDUUpxLKwKvErbyG3IJVEpKW0HLRsPPKaeNZASZTwJpVQjOOEVgtZB0B3xEQkoPygMSylG4DXgHd3EkUy1mI2Xu1lZauFFprk2FrQAg4aX1WPsgfRaF1Cv3cRReNCDuw22sobj0B2z8MbDyrWwtXabUlAVHR8y+8EdoijbWoh3xBu4h2o5T2sNa30J65C9n2Oa29oFdaxdSTAXF6cFoP7TMCUQMDg1cYDCnZQ9wx4WBpqKd4SYQkT1FrBihdyTSZfYLQmhLbTjCISUyEqpLolBGdtjpy3fBICNV1SJDDQG1DuYQnGvCCElbCDHwvQVK9DR1GrwsbUi3OAv7WKUQkP7l5WBm6cUoXJ+nuqh6kXV0VWcrfjWy4AX/zKYS0CwsJr/Ysktoi7PwkvONvAILcdbXaspLCFg8D1i4HJsLy9sjN6QTPkfaC7pv2qrYQM+nVCEQNDAxegTCkZA/hWhKpIAVxpRPHG0NCspVAFoaEpDgmhGQkYRhlyI+Y1jA73rESJHGM2LGQCBpGXOWa8fjibZITQr8WNnXS6KjEVhsuEieF0E3BdjNIBR6i9hZ8x8egeBgiCWH3G+iXD6PZjVAOL8APbgNs/3mrB6M2ilWaxynrTZirfwWp9nk4zfMY9DuIKncge/x+CM6hIa6j1ZatHWpOqCFhy2Y3KJLl7cpuvFN7QYEsn5cRiBoYGLyCYUjJHkKmONcjD0mHanwFGpLfaUPU5PgRkp3QJY9tUhIN5RiUZVguZau6RpLYdB2FSjsiVTIrg9GiYRWF9uEBWmA75ihc14XVWUd65hiKt74K6898Cd3mKryYKawldP0ytkQeWbuFXLYCQc1F+8WrB7fP5nEhE2AhOwe3cQZl54sIChOoVGeQ46wgViOo2eALuE5W24s24p7SkOzGVmegRLLc7rnH2ghEDQwMXtkwpGQP0bLzOJ9UcSv/eLET3JSAVFbfWBOSwj4TEj0R72IIyQ6o6SyO1ohS7+FSPyJ0gBpJSAQftopQY/OGzhteG6rKSB3MI+EkYA+On4ctgE63B8dxUT58C3JVDr7LY/P8U9gMXYioCxHZmCi6qEzfg/TUMcB2rqh6wOj4cjaFdjWLuAl41pMI0IJY/6oekGfbug1EISl1G7uttqPZMy+jUnGJjbjeVRqS0RA/EhJlIy5nLhXJGhgYGNwkMKRkD1GPPZzCYZxgruuLHXlbIP6ulBq2h+w+EhJrV0XkMifwipTQbeOwLqIHyLH+MYADwVqJEEhJ3Z6htFWHzatbVGBY3Q7gq/pJH0l/CxOCba4C0uEq0J9FzpHIpnrolYuI4zRsRyAoTEJMH9Mk4iqgBKlJC9h4CLjwGT1sh/tQl+LF6ggFpTuttgww2w79GpKSlzh75spsxAYGBgY3Hwwp2UN0BjHW7Cp68DCUZF6KrQTW1wZI3ujrM3BHANnreMasFKkvbbbNTpo0Ihls05BysB7CLQLLApIYseQoPk1WGAEWO1lIy4Ml+3CTPlKowZIRpMghyRbhBXlYvO/6k0DcUwJXEfWQqt4OpIs6WIzakcWHgMpxXdW40soFycXiV4G1Jy69X49VkZ6ePUNSsvYkcPgN+jbeZ+khHYDGtg7zQvgcXoYg9kVtxDurMmSw/JsTdHkY+Vhs45hqioGBwSsMhpTsITKij6LNWsGA+eiX3rhJUWsboskMdYHk6y4z4v2lgCfdwyAzRUCGQtSXg9HdNfXQf3OyDfNZWe+whKdSR1wSDRUjz16OrYSuFLnamSxiLrYR7+3AYUuGQ+ZCAbSXdR+IqapuBlh9UhOHo9+oCQEfjLqPoAAskVw8qXUkzPB4scoFF3ZV7VgbTqU9AbSW9eJveUBnC4gTnQtCUsSQMoL3GQ3I42tgBgpTVlld4eyalyiIVVUbakcG3aHDZkSQ6herMiRE9fNAh9ZgG7ADfRymbgem7774Wq9Ba8nAwMBgv2FIyR4i7ya4O/wKUoxa14UDjc1Yu2yaEnLCQnL3SyzfP9/ddpY1rhEhwY4iyyiHRP+M4UgLYjhcj4SEihH95CJl5+XkXp21TyLClNtEL7YkAlyEKThlzkjxMNCvaaKRLl18cE7NXX8KiAaANSIR9otXLsK2Xui5fWtFL+4kQOtPA+3zen+4AEzdpWLqlcV454A8Pi6H4/E5kpSwgkGCxNcxcezqRaiXawmp1NamJhl0FDUXgY1TOrmVpCvLoX1t4Oz/1dsder3e1zVqLRkYGBjsJ8bQznH98Gu/9ms4fPgwgiDAa1/7Wnz+85/f08fPxg3M9E/rxXy4oouNCM7vDAlJxdLD9a5WQ8L13t1/djt6GmzkQIZDC86w2cOZNZyem0iEUQ9RFCNmdryKnpcI1WYO4Of1PBdWCzaf0VUJRsY7wXOn5uZnNBlhhCzJASsZXKhZueBj78Zo2B3bNrwfH0NVTQKgfBSYvBXIzekKAysgfIzRfXghEWqt6cdibgp/klgoUrNxdQds1BIikfIyQG5KPy+2lpYf0cSJ1ZHmkiY7E8eHLZymFuLyPgx6W3pY32fnfviTf3P/fBwDAwODGwQ3DSn5gz/4A/zQD/0Qfvqnfxpf/vKXcc899+Ctb30rVldX9+w5iLiHYLC5/Xd2YQHBf6tBtCRk9SoIiWphXF8ycrW7jS77JGOodDQutlIitGzEjo/YYmaJhLBpF/ZUy4eRaqEb6DN8nt2zMqIG0kmd0Ep3zO6pubuH0xE7rby7MRKuCksTna2zWhvCKHe2O0iGGJ7GCglTVLmf0ewZEh2SlGxVVzOU5sfXz5VVDE4BvhwReqE20qglpGzIw/edz4+PR8LB1hJfP0kGwZ+cfcPnTPKWxMDiVzR52bmfKyFoBgYGBmOIm6Z980u/9Et4z3veg+/7vu9Tf//mb/4mPvzhD+O3f/u38WM/9mOXbNvv99VlhEajoX6GYaguLxn9HqQVIJQBosjD1/3Mz0C0EiSTDnp/kwvxFXJE99q++dGu60gnRq/yyl/tqLeycwG0ASaTOh5k2EMoEkQUuFoOrLivWydeSi2atBBH0oekHsUheaDmhloUCxgMgDjWeg8e/4j3owZkQ5MYy9e3jV4Bt+93AUtXV0bvGW3HCMpAfRHwSlBT/tRdhq2YTnOoxyhpnUpzDSgcAuwUUFvUFYrdcbxdVi7m9c9O7cpm0JAwNdYAn4Rmxw7Va2M7qqz1LXwNPIZ8fcpj7QFJX9+HBI7HhO2q8slL9zMC999YBQpX+LyuAbaP9cv5d2LwojDHee9gjvXLx9UcOyHlK/80ajAYIJ1O44Mf/CDe9ra3bV//7ne/G7VaDX/8x398yfY/8zM/g3/+z//5c/bzu7/7u2o/1wpzn/oUjv3xH+Mz738/wnz+mu3XwMDAwMBgXNDpdPDOd74T9Xod+RdZ626KSsn6+jriOMbU1NQl1/PvJ5544jnb//iP/7hq9eyslMzPz+Obv/mbX/SAviD6Tcg/+XFET30IkRXgL974q7gl///DN57+Z7geeLkFFcadhSKAkO0X3Zazf4VqpVi6WMKWBh0thRllsx20NtAMLViZIpxBE257CSIaQLIqoh4shmReh5+G6wxbPhO3AOVDQHFeVy4oiuV+6UahuHTmLsDfVQFgFYSti6k7t90nZOkf/ehH8Za3vEWlxSotyerjwLnPKleQ1rLktEaFlRfej4/Fds38A3q/z35S24bDnm6b8LWydZMb6lpG215ppWThC7pNxFbL9gGXWtTKVhBfP9tD/HtkA2bbij95LFglojCX++BrZcVpN3a+hj2slFxyrA2uC8xx3juYY/3yMeo2XAluClJytfB9X112gx/Il/WhdErAfe+AeOb/A+Lu8A1gVkfv6ne1q2FyuRbMSwfvLRA6aVgigRUqxQcSlcnqqFk1tP9ehAXX4aMOAGkPnSnUNriAzywQQOYnGdQCYbuQmQnEjgMR9uH0N2AP6oiljV5qCkE2D9f1gPJhIDupF+2pW7Wjhu6Z0XA6LtaDpn4MtnpIVphdks4DlaO6vfN8759bATKvBzhfpragSQ9JwM6D1qrpxZ+5KMTEIaBma83KTucNCQxFpaNtr8SG6xSBfFXfLxjqRUYozgL1MzrRpXAUCBvA2lNAd1UTpiANtBa1O4lkhNoSOpRSu/az+zXssT34Zf9bMbgimOO8dzDH+qXjao7bTUFKKpUKbNvGysrKJdfz7+np6b17IlwY5u+D+7r3IPzsb7/k3bjPo3tVumXqDrjYRp1dW8gX0H4M70txJ58jqwd+FtLJIBoM4AgPSdxFLBkj7yotgys7ipgoFQwrInTAqAyUWLtZmIhamtdVBb8Ad+I4xPIZyPVn4DgW+sUjalJvsPE4gtopRNFA/6PPVS7GvHOHE0eB8hFNcnYOp2OFZNsGW7v6qbnc39QdmmB0t/Tr3kludg31U/Za6je4LR+f20a9y2/7YuB2o/2RmIz2x8fmddN3AV4OoO4mRx1LoisjyjJd184flVNyl97fyMWzcz8v5XkZGBgY7DNuClLieR7uv/9+fOxjH9vWlCRJov5+3/vet7dPhgvm170XLsWM6+oKABcrJaxEsLQghKUIANtOrFI46hamfnDinc4AUapLulv8FOCktPiRJX+eRfc7w5AvZm9wfRf67J5lfm7D0r66zdbOFrYBuNiVDuozci5szXX06jVVERCOD6e3AdGvI5ESsWVTkAQxaCLNQTJcQNnGcLOaRMy/Bpg4olsMvZpKZM3nitiIj6MdS3hWBlY8QLNyH85OvglZ0cO8vQkhmLPhAenKxYX3ciSD1wX3vrzAMO6DFZgrITdXs+21eGyGw11pouu1fF4GBgYG+4ibgpQQ1IhQ2PrqV78ar3nNa/Dv/t2/Q7vd3nbj7Cm4UDzwd4GPfATud/863N6GIhUN6WGt1UO9L9C38wjiGnLZHKr5FFK+B/S39FmzKo2k9SLMs3UuWiQSTEBlKZ/XkaRwAeus6bNvPwNkZ3ULhJZS2kv9AsDHVov6MBGVZ9vcT3sV7qCDjeU6Fns+ZnKu0pg4HSauJpBuBuf7Gcyl+jjpb+jH4PNg6BiTTkl+uDhyX1xcezWkJJCTaSxsdbBc20DE0ktQQLFcxlQ5g5TV07qNK41SvxZTc6+G3FwLInQ1+9v92lKFl/8aDAwMDMYYNw0pecc73oG1tTW8//3vx/LyMu6991782Z/92XPEr3uG0YJx8i1aF8HEV3DRls8/D+WKMH+VT+To5a/OzyjuM5MJsXGhjoV+pCfapiYuTrQtOpiZK0C82AA5Zorwwpkv3HWJr3H2Mq+Rlt19cCFdDbm5FkToeuzvWj8vAwMDg33ATUNKCLZq9rxdc5VQ81D88XlbrsdE23F7jQYGBgYG4wGzMhi8/Im2BgYGBgYG1wCGlBhcEUx1w8DAwMDgeuOmmX1jYGBgYGBgMN4wpMTAwMDAwMBgLGBIiYGBgYGBgcFYwJASAwMDAwMDg7GAISUGBgYGBgYGYwFDSgwMDAwMDAzGAoaUGBgYGBgYGIwFDCkxMDAwMDAwGAsYUmJgYGBgYGAwFjCkxMDAwMDAwGAsYEiJgYGBgYGBwVjAkBIDAwMDAwODsYAhJQYGBgYGBgZjATP29QogpVQ/G43GNdtnGIbodDpqn67rXrP9GjwX5ljvHcyx3huY47x3MMf65WO0do7W0heCISVXgGazqX7Oz8/v91MxMDAwMDC4YdfSQqHwgtsIeSXU5SZHkiRYXFxELpeDEOKaMUeSnIWFBeTz+WuyT4PLwxzrvYM51nsDc5z3DuZYv3yQZpCQzM7OwrJeWDViKiVXAB7EAwcOXJd980NuPuh7A3Os9w7mWO8NzHHeO5hj/fLwYhWSEYzQ1cDAwMDAwGAsYEiJgYGBgYGBwVjAkJJ9gu/7+Omf/mn10+D6whzrvYM51nsDc5z3DuZY7y2M0NXAwMDAwMBgLGAqJQYGBgYGBgZjAUNKDAwMDAwMDMYChpQYGBgYGBgYjAUMKTEwMDAwMDAYCxhSsk/4tV/7NRw+fBhBEOC1r30tPv/5z+/3Uxpr/J//83/wHd/xHSoRkKm6H/rQhy65nXrt97///ZiZmUEqlcKb3/xmPP3005dss7m5iXe9610qAKlYLOLv/t2/i1ardck2Dz/8MN74xjeq94Upjv/m3/wb3Ez4+Z//eTzwwAMqvXhychJve9vb8OSTT16yTa/Xw3vf+15MTEwgm83i7W9/O1ZWVi7Z5ty5c/j2b/92pNNptZ8f/uEfRhRFl2zziU98Avfdd59yNRw/fhwf+MAHcDPhN37jN3D33Xdvh3I9+OCD+MhHPrJ9uznO1we/8Au/oL5DfvAHf3D7OnOsxwh03xjsLX7/939fep4nf/u3f1s++uij8j3veY8sFotyZWVlv5/a2OJP//RP5U/+5E/KP/zDP6RbTP7RH/3RJbf/wi/8giwUCvJDH/qQfOihh+R3fud3yiNHjshut7u9zbd8y7fIe+65R372s5+Vn/rUp+Tx48fl93zP92zfXq/X5dTUlHzXu94lH3nkEfl7v/d7MpVKyd/6rd+SNwve+ta3yv/yX/6Lev1f/epX5bd927fJgwcPylartb3NP/yH/1DOz8/Lj33sY/KLX/yifN3rXie/7uu+bvv2KIrknXfeKd/85jfLr3zlK+q9q1Qq8sd//Me3t3n22WdlOp2WP/RDPyQfe+wx+e///b+Xtm3LP/uzP5M3C/7n//yf8sMf/rB86qmn5JNPPil/4id+Qrquq449YY7ztcfnP/95efjwYXn33XfLH/iBH9i+3hzr8YEhJfuA17zmNfK9733v9t9xHMvZ2Vn58z//8/v6vG4U7CYlSZLI6elp+Yu/+Ivb19VqNen7viIWBL8keL8vfOEL29t85CMfkUIIeeHCBfX3r//6r8tSqST7/f72Nj/6oz8qT548KW9WrK6uquP2yU9+cvu4cuH8H//jf2xv8/jjj6ttPvOZz6i/+YVtWZZcXl7e3uY3fuM3ZD6f3z62P/IjPyLvuOOOSx7rHe94hyJFNzP4+ftP/+k/meN8HdBsNuWJEyfkRz/6UfkN3/AN26TEHOvxgmnf7DEGgwG+9KUvqfbCztk6/Pszn/nMvj63GxWnT5/G8vLyJceUcxbYFhsdU/5ky+bVr3719jbcnsf+c5/73PY2X//1Xw/P87a3eetb36raF1tbW7gZUa/X1c9yuax+8rPLUe47j/Wtt96KgwcPXnKs77rrLkxNTV1yHDnY7NFHH93eZuc+RtvcrP8G4jjG7//+76Pdbqs2jjnO1x5sz7D9svt4mGM9XjAD+fYY6+vr6gto54eb4N9PPPHEvj2vGxkkJMTljunoNv5kH3gnHMdRi+3ObY4cOfKcfYxuK5VKuNmmY7Pv/vrXvx533nnn9nEgaSPBe6Fjfbn3YnTbC23DL/lut6t0QTcDvva1rykSQk0DtQx/9Ed/hNtvvx1f/epXzXG+hiDh+/KXv4wvfOELz7nNfKbHC4aUGBgYPO+Z5SOPPIJPf/rT+/1UXrE4efKkIiCsSH3wgx/Eu9/9bnzyk5/c76f1isLCwgJ+4Ad+AB/96EeVgN1gvGHaN3uMSqUC27afo+zm39PT0/v2vG5kjI7bCx1T/lxdXb3kdirn6cjZuc3l9rHzMW4WvO9978Of/Mmf4C/+4i9w4MCB7et5HNiCrNVqL3isX+w4Pt82dKHcTGeUPEOnS+P+++9Xzqd77rkHv/Irv2KO8zUE2zP8t09XDKujvJD4/eqv/qr6ndUMc6zHB4aU7MOXEL+APvaxj11SJuffLOMaXD3YcuEXws5jypIptSKjY8qf/NLhF9QIH//4x9Wxp/ZktA2tx+wvj8CzK57N3iytG+qISUjYRuDx2d3O4mfXdd1LjjU1N7RL7jzWbEvsJIE8jvxyZmtitM3OfYy2udn/DfDz2O/3zXG+hnjTm96kjhMrUqMLtWWMBxj9bo71GGG/lbY3qyWYzpAPfOADyhXy9//+31eW4J3KboPnKudpxeOFH9tf+qVfUr+fPXt22xLMY/jHf/zH8uGHH5Z/7a/9tctagl/1qlfJz33uc/LTn/60UuLvtARThU9L8Pd+7/cqWybfJ1r8biZL8Pd///cra/UnPvEJubS0tH3pdDqX2CdpE/74xz+u7JMPPviguuy2T37zN3+zshXTElmtVi9rn/zhH/5h5XT4tV/7tZvOPvljP/ZjytV0+vRp9Znl33SD/fmf/7m63Rzn64ed7hvCHOvxgSEl+wR62PmPgHkltAgzO8Pg+fEXf/EXiozsvrz73e/etgX/1E/9lCIVJHxvetObVPbDTmxsbCgSks1mlZXv+77v+xTZ2QlmnLzhDW9Q+5ibm1Nk52bC5Y4xL8wuGYFE7x/9o3+k7Kv8Ev6u7/ouRVx24syZM/Jbv/VbVc4L8xz+6T/9pzIMw+e8p/fee6/6N3D06NFLHuNmwN/5O39HHjp0SL1+LnD8zI4ICWGO896REnOsxweC/9vvao2BgYGBgYGBgdGUGBgYGBgYGIwFDCkxMDAwMDAwGAsYUmJgYGBgYGAwFjCkxMDAwMDAwGAsYEiJgYGBgYGBwVjAkBIDAwMDAwODsYAhJQYGBgYGBgZjAUNKDAwMDAwMDMYChpQYGBjclBBC4EMf+tB+Pw0DA4MdMKTEwMDgihfxF7r8zM/8zH4/RQMDgxsczn4/AQMDgxsDS0tL27//wR/8Ad7//veraaojZLPZ7d85vSKOYzUa3sDAwOBKYSolBgYGV4Tp6entS6FQUNWR0d9PPPEEcrkcPvKRj+D++++H7/v49Kc/jb/9t/823va2t12ynx/8wR/EN37jN27/nSQJfv7nfx5HjhxBKpXCPffcgw9+8IPP+zx+4id+Aq997Wufcz3v97M/+7Pq9y984Qt4y1vegkqlop7rN3zDN+DLX/7y8+7zE5/4hHo9tVpt+zqOted1Z86c2b6Or+mNb3yjep7z8/P4x//4H6Pdbm/f/uu//us4ceIEgiDA1NQU/vpf/+tXdGwNDAw0DCkxMDC4ZvixH/sx/MIv/AIef/xx3H333Vd0HxKS//pf/yt+8zd/E48++ij+yT/5J/ibf/Nv4pOf/ORlt3/Xu96Fz3/+83jmmWe2r+P9Hn74Ybzzne9UfzebTbz73e9WJOKzn/2sIgrf9m3fpq5/qeDjfcu3fAve/va3q8ditYj7f9/73qdu/+IXv6hICokRK0h/9md/hq//+q9/yY9nYHAzwtRWDQwMrhm4ILNCcaXo9/v4V//qX+F//+//jQcffFBdd/ToUbXY/9Zv/ZaqcOzGHXfcoaoiv/u7v4uf+qmfUtf99//+31X15Pjx4+rvv/JX/sol9/mP//E/olgsKqLzV//qX31Jr43kiYSIlR6CROdXf/VX1XP8jd/4DZw7dw6ZTEbtn1WjQ4cO4VWvetVLeiwDg5sVplJiYGBwzfDqV7/6qrY/deoUOp2OIjLUpIwurJzsrITsBskBSclIv/J7v/d76roRVlZW8J73vEcRB7Zv8vk8Wq2WIg4vFQ899BA+8IEPXPI83/rWt6r20+nTp9VrIBEhqfre7/1eRZT42gwMDK4cplJiYGBwzcBKwU5YlqVIw06EYbj9O4kC8eEPfxhzc3OXbEddyvPhe77ne/CjP/qjSifS7XaxsLCAd7zjHdu3s3WzsbGBX/mVX1FEgftiJWYwGFx2f3yexM7nuvN5jp7rP/gH/0C1aHbj4MGD8DxPPR/qU/78z/9cCYHpSKK+hVUaAwODF4chJQYGBtcN1WoVjzzyyCXXUUDquq76/fbbb1eEgRWMy7Vqng8HDhxQ27MaQVLCKsXk5OT27X/5l3+pRKfUkRAkLevr6y/4PEcOo1KptP08d+K+++7DY489tt0iuhzoNnrzm9+sLj/90z+tyMjHP/5xfPd3f/cVvzYDg5sZhpQYGBhcN1Db8Yu/+IuqHcNKxe/8zu8okjLSWlB78c/+2T9T4la2Qd7whjegXq8rUsGWCysezwe2a7jws/rxy7/8y5fcxrbNf/tv/021kxqNBn74h39YOWaeDyQadNOwsvEv/+W/xFNPPYV/+2//7SXbsDLzute9Tglb/97f+3uqKkSS8tGPfhT/4T/8B/zJn/wJnn32WSVuJbH50z/9U/WaTp48+bKPo4HBzQKjKTEwMLhuoOaCYtQf+ZEfwQMPPKDcL3/rb/2tS7b5F//iX6htKCS97bbblMOF7RxahF8ItNuyRUPdxm7b8X/+z/8ZW1tbqrpBfQdbLjsrKbvByg11KbQ20zX0r//1v8bP/dzPXbINr6dQloSFtmASK7ZoZmdn1e2sivzhH/6hImJ8HXQTcZ8U5hoYGFwZhNzd8DUwMDAwMDAw2AeYSomBgYGBgYHBWMCQEgMDAwMDA4OxgCElBgYGBgYGBmMBQ0oMDAwMDAwMxgKGlBgYGBgYGBiMBQwpMTAwMDAwMBgLGFJiYGBgYGBgMBYwpMTAwMDAwMBgLGBIiYGBgYGBgcFYwJASAwMDAwMDg7GAISUGBgYGBgYGGAf8/wGop4BQtc1uCgAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Mean Absolute Error (MAE) NN: 295.8889\n", "Mean Absolute Error (MAE) BedMachine: 81.8387\n" ] } ], "source": [ "#Testing on Uncorrelated Data:\n", "#Test size:\n", "print(len(benchmark_data))\n", "N = int(1e5)\n", "benchmark_data = test_data['ith_bm'][:N]\n", "test_input_data = test_data[input_variables][:N]\n", "test_truth_data = test_data['THICK'][:N]\n", "\n", "input_test = scaler.transform(test_input_data)\n", "truth_test = test_truth_data.values.reshape(-1, 1)\n", "benchmark_test = benchmark_data.values.reshape(-1, 1)\n", "\n", "# Scatter plot: predicted vs true\n", "truth_score = model.predict(np.array(input_test))\n", "plt.figure(figsize=(6, 6))\n", "plt.scatter(truth_test, y_scaler.inverse_transform(truth_score), alpha=0.2, label='NN')\n", "plt.scatter(truth_test, benchmark_test, alpha=0.2, label='BedMachine')\n", "plt.plot([truth_test.min(), truth_test.max()], [truth_test.min(), truth_test.max()], 'r--') # Ideal line\n", "plt.xlabel('True values')\n", "plt.ylabel('Predicted values')\n", "plt.title('Predicted vs. True')\n", "plt.legend()\n", "plt.grid(True)\n", "plt.show()\n", "\n", "# Residual plot: true - predicted\n", "residuals = truth_test - y_scaler.inverse_transform(truth_score)\n", "residualsbenchmark = truth_test - benchmark_test\n", "plt.figure(figsize=(6, 4))\n", "plt.hist(residuals, bins=50, alpha=0.5, label='NN')\n", "plt.hist(residualsbenchmark, bins=50, alpha=0.5, label='BedMachine')\n", "plt.xlabel(\"Residual (True - Predicted)\")\n", "plt.title(\"Residual Distribution\")\n", "plt.legend()\n", "plt.grid(True)\n", "plt.show()\n", "\n", "from sklearn.metrics import mean_absolute_error\n", "\n", "mae = mean_absolute_error(truth_test, y_scaler.inverse_transform(truth_score))\n", "maebenchmark = mean_absolute_error(truth_test, benchmark_test)\n", "print(f\"Mean Absolute Error (MAE) NN: {mae:.4f}\")\n", "print(f\"Mean Absolute Error (MAE) BedMachine: {maebenchmark:.4f}\")" ] }, { "cell_type": "code", "execution_count": 200, "id": "278a97cf-2667-475f-ac85-64adaedd619d", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1 333.950650\n", "3 2468.628460\n", "4 1085.404468\n", "7 335.672398\n", "8 920.244282\n", " ... \n", "2097143 3135.887026\n", "2097144 1129.274081\n", "2097146 1303.514051\n", "2097147 518.388742\n", "2097150 1254.547930\n", "Name: ith_bm, Length: 994327, dtype: float64\n" ] } ], "source": [ "benchmark_data = test_data['ith_bm']\n", "test_input_data = test_data[input_variables]\n", "test_truth_data = test_data['THICK']\n", "print(benchmark_data)" ] }, { "cell_type": "code", "execution_count": null, "id": "cb7e4f85-bf4a-4657-8aed-0e20718bab1a", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "appmlenv", "language": "python", "name": "appmlenv" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.1" } }, "nbformat": 4, "nbformat_minor": 5 }